{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Datasets can be downloaded [here](https://www.dropbox.com/sh/gpxyvz0ge7fw68s/AADy9kn66oqfF9ycd64LH9cTa?dl=0). \n", "**This dataset has been normalized.** \n", "\n", "Ref: Nestorowa, S. et al. A single-cell resolution map of mouse hematopoietic stem and progenitor cell differentiation. Blood 128, e20-31 (2016)." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 2, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "'1.0'" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import stream as st\n", "st.__version__" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "st.set_figure_params(dpi=80,style='white',figsize=[5.4,4.8],\n", " rc={'image.cmap': 'viridis'})" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Read in data" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saving results in: ./stream_result\n" ] } ], "source": [ "adata=st.read(file_name='./data_Nestorowa.tsv.gz',workdir='./stream_result')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> **To load and use 10x Genomics single cell RNA-seq data processed with Cell Ranger:** \n", "(*The variable index can be reset by choosing a different column in `gene.tsv`*)\n", "```python\n", "adata=st.read(file_name='./filtered_gene_bc_matrices/matrix.mtx',\n", " file_feature='./filtered_gene_bc_matrices/genes.tsv',\n", " file_sample='./filtered_gene_bc_matrices/barcodes.tsv',\n", " file_format='mtx',workdir='./stream_result') \n", "adata.var.index = adata.var[1].values \n", "```\n", "\n", "> **If the Anndata object is already created, to run STREAM, please simply specify work directory:**\n", "```python\n", "st.set_workdir(adata,'./stream_result')\n", "```" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "adata.var_names_make_unique()\n", "adata.obs_names_make_unique()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "AnnData object with n_obs × n_vars = 1656 × 4768\n", " uns: 'workdir'" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adata" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Read in metadata" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*if `file_name` is not specified, 'unknown' will be genereated for cell label and random color will be used for each label*" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "st.add_cell_labels(adata,file_name='./cell_label.tsv.gz')\n", "st.add_cell_colors(adata,file_name='./cell_label_color.tsv.gz')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> **Alternatively, the step can be merged into one step:** \n", "```python\n", "st.add_metadata(adata,file_name='./metadata.tsv')\n", "```" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Calculate QC" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Filter genes based on min_n_cells\n", "After filtering out low-expressed genes: \n", "1656 cells, 4764 genes\n" ] } ], "source": [ "st.cal_qc(adata,assay='rna')\n", "st.filter_features(adata,min_n_cells = 5)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "```python\n", "###Filter cells and features\n", "st.filter_cells(adata,min_n_features= 100)\n", "st.filter_features(adata,min_n_cells = 5)\n", "```\n", "\n", "\n", "```python\n", "###Normalize gene expression based on library size \n", "st.normalize(adata,method='lib_size')\n", "###Logarithmize gene expression \n", "st.log_transform(adata)\n", "###Remove mitochondrial genes \n", "st.remove_mt_genes(adata)\n", "```" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Feature selection" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Please check if the blue curve fits the points well. If not, please adjust the parameter **'loess_frac'** (usually by lowering it) until the blue curve fits well. " ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "239 variable genes are selected\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "st.select_variable_genes(adata,loess_frac=0.1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Alternatively, user can also select top principal components using all genes or variable genes:**\n", "- use all genes \n", "`st.select_top_principal_components(adata,n_pc=15,first_pc=True)`\n", "- use variable genes \n", " - users need to first run `st.select_variable_genes(adata,loess_frac=0.01, n_genes=2000)` \n", " - `st.select_top_principal_components(adata,feature='var_genes',n_pc=40,first_pc=True)`" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Dimension reduction" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "feature var_genes is being used ...\n", "2 cpus are being used ...\n" ] } ], "source": [ "st.dimension_reduction(adata,method='se',feature='var_genes', n_neighbors=50,n_components=4,n_jobs=2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> **Alternatively, using top principal components as features:**\n", "`st.dimension_reduction(adata,method='se',feature='top_pcs',n_neighbors=15, n_components=2)`" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "st.plot_dimension_reduction(adata,color=['label','Gata1','n_genes'],\n", " n_components=3,show_graph=False,show_text=False)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Visualize cells on 2D plane when `n_components>=3` in `st.dimension_reduction()`" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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tNB9WLmf2f9/ErqnhwlN/Qrf8jqkOSwghhGhxWhv+8fQcnvi/d/DKd6A8DysvkzsfGcOgY0pTHZ44yPa+aUMaLFwmhBDN6K2NS5n4xkxqK1yMZ6ECml8fN5Rxg4emOjRxkKVz7pTipxBpwhjDLXMn4//XK3zWJsCWbIe5T/+GHF8WT4ybmurwhBBCiBY17fF3eeYvr8LazSidnKClNxquO+MOzp8wgl/dcG6KIxQH1V43bWj9HTghhGguc8pWMf6fLxKLBzCWD2OBStj8+d2PeH7hYt4ad0WqQxQHUxrnTivVAQghmsf8HauxZs1kxpHZLCvyUxOwWJPvY3FWnCHTfoxn0mGlDiGEEGJP4XCMZ6e8D2s2gdZgW+DY4NioujAv3P8qTz0wM9VhioMoOXVvz0N+DQkhxJdu+vcrxGJ+jGUAg0Xyf41SrK+t45zHH091iOIgSufcKcVPIdLE/A2LWZPvw/3Kv2pPQUzB0S+PSU1gQgghRAvbvKkKva0KtEkWPVXD2lRKgW1jVdXyxONzWPn5htQGKg4a/TWHEEIIiGuPsrIwxk7mzJ2rOiqSA/08Y7Gsvoy73307ZTGKgyudc6cUP4VIEyFlsT3DbnxsgFq/RVnIYWOOw1rb8KP3bktdgEIIIUQLycoKohIu7LomlWk4GgqhVkLzq4v+itbp8BNefBNtDF4Th06DqXtCCNEcHGUlZzObLwufxiiMsZKPjULX+nn8w4Vsr6tPXaDioEnn3CnFTyHSxMjep5EV/7JDV++3qA1YaAWelUxnr9WuYkm1jHoRQgiRXtq1z8NkBpKFTmN2q4GidfK83wHbxy3jpqQsTnHwNDVtb+chhBACLKXIzwmCakibprEEikGBMigLVMLitL/K9PfDQTrnTil+CpEmcn2ZdO3WD0cne3z1/uQ/b08p9M48huH7s29JRXhCCCFEixpz48jklHfX+3JhfmOSxc/8XLAd0JqP319BIpFIbbCixRmanrbX+seuCCFE83nhh2OwlYdBNU5tNpAsfDaO9jNEIi4frFqdmiDFQZPOuVOKn0KkkT+dcxNWbj5xS5GwIGEpvK/8K48Zj2lznkpNgEIIIUQL+dFPTiKnb1d0VhA8DZ73ZeGzbRHK81AYUIofHS/LwAghhBBtQjlc1K0PPr/75QhQBcoY7Iaql2kYEXrFm89i0mD6szg8SfFTiDTz4cgHiedm41rqy5kLX/G7sjepjNcd3MCEEEKIFvbP2bdg9+6E7tkFOreHXt2hY9vkkwkvOf09Fqe2qo4VSzelNFbRsjwUnmniYC8/joQQ4jB124VncUpxEU5mHNs1OJ7B2TkM1E2u/2ksiMd9zFjzRipDFS0snXOnFD+FSDO2slhy5oNf7nTbhLitmPrRswcxKiGEEKLl2Y7Ny+/8HmM0KiOIAlQsgYq5KKthPdD6MEZZ3Hv7v1IdrmhB6Tx1TwghmttDl/6ctrlRlFYQV5iEgpjVuM238WmwDc+tmymjP9NYOudOKX4KkYb8lsP8k+7Y67eUzzN88MX7VMRrD25gQgghRAsLBnzc/cRYVMWOZOEThbIsSLhQUQWuhswAq1aWsWH99lSHK1qIh9rrIYQQYndKKaZfdB1epodRisZNIyyDDmpwQAU9bF8dL36+MLXBihaTzrlTip9CpKnSUDuud9uhvlIAdTxDbkzToaqOP74+MTXBCSGEEC3omKOPIL9bG6jYAWXlsLUctlVC3MUU5YJtYxyLq865J9Whihai99J502nQgRNCiJZQGMzismN6Y0IananRGRodNGCDynLJyo4Q9Cf4479fJRKPpzpc0QLSOXdK8VOINHbDeXfym9U2wURy7ZaMhKEo4lEYczlrYxVnVLzO2s9fTHWYQgghRLN79r3/gc4lmJwQZAQweSF0hxLc4hCxPId4yKbG8TP9ifdTHapoCeZrDiGEEE266cSRdO3kYuXHIctDZblYhTGKSqo4ttMqwmEf2bm1XPHS31MdqmgJaZw7pfgpRJq7/tI7ufmjWoZuCNOrMkrPqigecNVJnbk2axC3LZgi67YIIYRIO5Zlcc+0y3Hb5qFL8jGFOUQ6ZAEKX61HoCqOrWwmTXmXeDyR6nBFM0uuU6aaOIQQQnyd6edeTc/uZRxxxCY6dNnGKT2XUJxfw7ztXVleW0I4T7Em+CkbamXpmHSTzrlTip9CpDlfcQm9TjqT335SxoSFW1lWEGRNXoCwz2K738e/cgq47O3bUh2mEEII0ez6facD7brlEysIEG4TJFCdQMU1nt/CzfLhhvygFVdf9WSqQxXNLJ2n7gkhREvK9mUyrGgYcRw6ZVexMZLPxvp8fMrDcTR+n0fEdrjsvftlEE2aSefcKcVPIQ4Dpwwfy/yTE8zoG6I6aOMpSFiKhJ083qhfydsvPYJx3VSHKoQQQjQbpRR/uWcUvh3R5K9e1+CFfOgsP8ZnY3wWXpaPL1aXM+7CB6ivi6Q6ZNFMtLHwmji0ke6PEEJ8k6v6D2f76kJUDMoiOfgdF/wkc6kFjqOJ+uIMnXE3y6vKUh2uaCbpnDtbfwuEEPukbdfz2ZjhRwOupTAKlAFlDK6luG/zO6z8+YXENq5PdahCCCFEsylpm0dBVhArrjGOhfHZYEBpg9IGtMHYihUbKxn1/T9RWVWf6pBFM2h62l56jF4RQoiD4fjuPdDaQimNsgGjMCj0LsWwqFPDOa9OZtGGTakNVjSLdM6dUvwU4jBx+jFXYGkfWgEKHKPxofGj8eOxta2mqmgzG2+9Dq+uLtXhCiGEEM3mmlvPxyiFDthA8sbfTgpAG9zsAOEdEe68VTYCFEIIIW4+YTi1kSDKSnYgtUkeO/e/0QZ8jkfCNfz6zeeJJWQWoTh0SfFTiMNEgT/EgH5nEoppHGOwANWwbVuW8QhYLl7PKuzgCurmzUltsEIIIUQzGnxcT7IBLAW7rk+26w6mlsLYFp/PXcXWsuqDH6RoVtqAZ9Qeh5bl6YQQYp+0yQqRbw8gaCfQfGXDb6OSsyhUcgp8uQrzn9UbUhSpaC7pnDul+CnEYeTabmfy87e3UahjyRGfRlMSS1ASdims1xSoKL5OFbgVsnOfEEKI9GHbFucPOTK5MYNSyfqnNqB18sBgRRLgWCTiLjt2hFMdsviWPKy9HkIIIfbNuP5noCNWw6Rng9EKE7cwCQtcGx23Ma5CW5rttbJsTGuXzrmz9bdACLHPsrSiS51mbOVqOroROtS6ZEbAH1X8bH41LGhH1Kdwsr9IdahCCCFEs+repyP+ykhy6IqlMJjkwE87OXrFqQhjReIYDLVuPNXhim/JYKGbOIx0f4QQYp/lBzOIJIIY01A88pJlUGVplGWo256BWxlEexY1mTLys7VL59zppDoAIcTB4xSV0FUF6bJhI/23rGZxrAS/pxlcVk9OQpPApn59IcU952MSdShfKNUhCyGEEM2iQ882WNEETjiB8Ty8LD/KUqioi7MjgpXwQGuMMby9aCXH9OmS6pDFt+Ch8Jo8L4QQYl91KcjF3Z6BCrkkavz4sxJYtsFLWIQrM0iE/aAVVhyWuZ9izBko1fo3xzlcpXPulOKnEIcRpRSZQZftS4vY3NPG0YZuNXFyEhqvYRc3tzoTTBxdvwk7r1eqQxZCCCGaRZ328PygjcZkOBi/hfE0TsJFJTxUw3pWdoaPtVurUhus+PZ2Xc/1q+eFEELsE6UU4Zognbxyehevp2NeJQlts6q8DYsS3Yjr5NeqA+xI1JAwLn7lS3XY4kClce6U4qcQh5F4/RZiGTX85eiOrM/1kelqlDH0rooxdlEluDZF+VHiKouViQShui30DLVLddhCCCHEtzZ/2wpibbPxQn7sqIcOeMRKNV6xjVWdQc6cCIFNyREPa95Zw69WP8GoUccz5NgjZBRLK6RReOz5/5vea89OCCHEV31eVk5e0Q6GtV0KtqEuGmTTtiIqK/Po4OxgdX0xGoPj81i8XTN69gNc2u14zmh/FAFbiqCtTTrnTil+CnEYMds+4rnueSwuCeJog2spav0WG3L8fFKUyajFO+jjwPit+dTNuhNl2/Qs6s5dJ4+nbTAv1eELIYQQB2y5twUd8mN8ikTIUH9SAuMj+Vu+PZT3CJL7RpzAZgcdcfniiy38/qYXOO/co7jqytNTHb7YT7phRsue56G1d+CEEOJg+XxrGcd2X46tDVW1Wby/pC/14SAogwKchEJbFlZ2nJgLa2q3c+dnM5i1cSEPDh6L35KSU2uSzrmz9a9aKoTYZ0ZZfFiUg1EQdRRVGTa64butOmDxz+/kMLFXW+oswBiM67Js63JueffBlMYthBBCfFv1WxMYBVoZwkNctA+sqMKKKVRUoRJQ84MAXu6XP4+NNrz40gLWrtuewsjFgdBYeGbPQ0v3Rwgh9plR0Cm3ikTM4Yu1nagLB/H7EgR8LgF/goxAHMszEAe0BdrCcxWfVK3nnS2LUx2+2E/pnDtbfwuEEPvM1/ZEbJO8Y6MthQZcS5GwFGGfRZ3fpjpo7/G6T7evYGt0x0GOVgghhGg+ffM7ogATMnjZBlyFscFYgAKlLIwFsU56t9cZY5j5ysKUxCwOXHL0SlO71soSBkIIsa++16kDWluAYf32YvxWw6RoA8qAsgzKNnjVAb4cGagwBh774p2UxS0OTDrnTil+CnEYsYP5fM9OTl//6qB1v2ewtWkcCbor7bosXjKn5QMUQgghWsjYM04By7Dr73ejFEYp2LmmpyK5KJTnYdVEsasiqPoYM/42l9qaSCrCFgeo6c5beoxeEUKIg6VHcTGbd7TDCXhoY6EwyaJnw/MJ3TBwRis8DfX1Puqqg4Tr/KyurOTT8g0pi13sv3TOna2/BUKI/XLHxfdzXJmHrb8sf/q0oSjiEXQNmfHkiJejNoX5/bvlXD6vinO+qGX7/93Ph7OmpSpsIYQQ4lsJBgKMOuMo7FpQCVA2jR047SRHeAL41rn4t9Ti7Ihg10TwlddjldVx8ZBbGq8RrYAB08TRypcsE0KIg+4XA24gEgtQkl9FQtvJ0Z7KkIg5ROPJTY10hqZiay711RlEYn5q6zKp3JHNyOeepTYiNw9bjTTOnVL8FOIwk+UE+OeoR/jbFwX0qkzQpt6lXa1L3Fa4jsUV86oYvCHMRUvqmDIoj0eOyefl3tk8cFwRMz6ezo6576W6CUIIIcQBuWLMaVzU/wgCn1sYB7yAwbM1VjyBCYJ/vSJzaQRcDzwPEm7ycD1MTHPpmX9KdRPEPvIadqxt6hBCCLHv+hX35HudbyaUEcUYRX04SH1dgFrPj/EslE9T7/qS1SWH5O44Hsm7iwEY8Phf8bT+2s8Qh4Z0zp1S/BTiMGRnhQj8fCz9fEUMrA9i+wLU5GRgFZWQ0b47oz+pYUbvbDbl+Hb7mnu/Wyazpt2FV1ebstiFEEKIb+OaG87n+DV5lPyjnsDmGLb2wFgEPlUUvNxQ8NQ6WQClYbiDlyyGbt+4g/feXZrqJoh9oI1qetMG0/o7cEIIcbAN63oU3XsNI9pBEc1URGwf2Ir8wmpiBQnQKlns9EjukoRKnjPg+T2uevnlFLdA7It0zp1S/BTiMPXkxg9Y0bmALb06kdOhC70y23HMhhL+VqgJeIaF7YNNvm5++yDb//7EwQ1WCCGEaCarl29lR8TlO1ndOe6/nTnmnXa0m2aR93Yc5TYUOvXua4Mm58ZrrEicxx5+K1Whi/1gsPZ6HKgNGzbwve99j/Ly8sZz//znPzn11FMZMGAAo0ePZu3atXt9/YIFCzj//PMZMGAAw4cP5733ZDaNEKJ1qE/EmVe+ns5FBfT4TiH9jgowsOc2ctrWgaPYdbOj3WjAhrc2rEbL0jGHvJbInYeK1t8CIcQBWRcu3+1xn8/rGf7fpfzm/dV4ChzddHJytCG2bu1BiFAIIYRofhXbarFshVIKZSkSlVEIa2xjYRwbvL1NzVPgedSG4wc1XnFgNAoPa4/jQHes/eCDD7j00kuprq5uPDdnzhzuvfdeHnjgAf7zn//Qv39/fvWrX6GbmN5ZWVnJ5ZdfzujRo5k/fz7jx49n/PjxbNggm4EIIQ59VfEwMe3htx2UUoS9AMsrs1i3qQ0og2pq19ydDHhGE04kDl7A4p0wy60AACAASURBVIA0d+48lEjxU4jDVI9Qu8Y/h8JxRixYQ264Hj8O63Jsjlvf9MLUx62PkDXgqIMVphBCCNGsStrn4bka3XCTr7K89svZ7X4LE4uC1cSPfEuh3QQdOxUe3IDFAWlqw4bGjRv20xNPPMFtt93G1Vdfvdv5F154gZEjR9K3b1/8fj/jx4+nrKyMBQsW7PEeb7zxBu3bt+e8887DcRx+8IMfcMwxxzBjxowDbaIQQhw0hYEsMmwfMc8FoLK8jvpoEMdysRNql+LnV75kLVBxRabjJ9PnO7hBi/3WnLnzUCPFTyEOUz/tfDK2Sn4F9FlTid0wSqGkLkoeCU5cV8sxmyKN93gCruGHi2voFfORe/pZKYpaCCGE+Ha6dC+mV9+O1FaHSVgRtOViZXnokIV2LOJFWZh4HCwLlEoeloVJJPByMxgz9uRUN0Hsg2/atGHVqlUsWbJkj2Pbtm17vNfw4cN59dVXGTJkyG7nV61aRc+ePRsfO45Dly5dWLFixR7vsWrVKnr06LHbudLSUlauXNkczRVCiBaV4fg4t0tf6t04cddlR22yIKaVwrY0Tk4UFVXJCpNlQBmwDEqDFVH8bMBALNX6Rw+mu+bc8Gju3Lmcf/75DBo0iJNOOolJkyZhGqqoX7dkzLZt27j88ss56qijGDp0KI8++uhu77s/y83sytnvFggh0sIx+aXcf+QoFv5rGl0WlpFdW0dWSTXZvbfRPuDhxi0Kl7fj1FU5GEvRpSqBjWFhh2zyozW0zclNdROEEEKI/aaU4tc3nsWfn/4/Kjp8gvVge7yQIu5kYLTCZJagPl2LUxPF8gcAMOEwpq4eu8LHvDc/Y9DArqlthPhGxlhos+c4D9NwbsKECU2+7qqrruLXv/71budKSkqavDYcDpORkbHbuYyMDCKRPWfPhMNhMjMzdzsXDAabvFYIIQ5FY3sPYU1VFS8vXYGXMCjHwlcUR1kGGwMxD13joAMGY4GKKuywhZ2AFeWLgBNS3QTxDb4pd+6ryspKxo0bx5133smZZ57Jpk2buOSSS+jatSv5+fnce++9TJkyhZ49e/LAAw/wq1/9ildeeQXLsrj66qvp0aMHH374IWvXruWXv/wl7du35+yzz25cbmZvr/06UvwU4jBWMvMthn66mTr8BLNryOm5BU8l16V2/JqcQZvpsMAmUOlPjnxB0XdTHZ/f/lva3v+PVIcvhBBCHJBIRiXB768hty6Ine9S6+ZjXFCuRqHw+nZFLVyJKS9HGb4cBZpwmf6HfzDmN2fgOPIz+lDmNaxb1tR5gHvuuYfS0tI9ni8uLt7nz8jIyCAaje52LhKJkJWV1eS1O3bs2O1cNBpt8lohhDgUJTyPzzZWkmNlUKUiOAWx5AhPV6FQ+PJiaBe8HX7QCmvnXGkL3vskzqrjt1Ba1O7rP0Sk1Dflzn1VUFDAnDlzCIVCGGOoqqrC8zzy8/N3WzIGYPz48fztb39jwYIFFBYWsmjRIh5++GECgQC9evVi9OjR/POf/+Tss8/+2tcec8wxXxuT/GoT4jCVKN9G9cL/sC5cTsyL07F7LXXZDnE7uVtfVtzghC1yIhD7yhSFok3biZdtxd+mbWqCF0IIIb6FhVUfUlVfz44ahXcEmKUK3J2b1BiIxlG1EUxmEOIuSpvkOqDaoGNx3nxmDmf+5KSUtkF8E4VpsrOWPFdaWkqfPn2+1Sf06NGDVatWNT52XZd169btMb1957X/+MfuN45XrlzJoEGDvlUMQghxsHywYR1ldXVUR6Lgc7H8GnbZA9Bgoet8KEdjeQrlffmcNoqH3p/Nn8+/6OAHLvbD1+fOXXPeroqLi/eYJbGz8Dlo0CDC4TDDhw9n8ODB/OlPf+LYY49tvG7XJWOqq6spLi4mPz+/8fnS0lKmTJnS+Pl7e+03FT9lzU8hDlNuxTbWhsvw55RRWLqB5V0s4o23QxT1fotoNIBSe65urIDYmj3XsxJCCCFagy+2rWZjWYCFn3ejenlmciF/S2Eafu+rcKxhrU8Fu+7h0HAzcMuqslSELfaDYS+bNjTjZ5x33nlMnz6dRYsWEY/Hue+++ygpKWHAgAF7XHv66aezfv16nnvuORKJBG+++Sbz5s3j7LPPbsaIhBCi5aysqKAqEkHbBjuhGvLiLocGPPXl410Z2LIjiji0fVPunDBhAueff/4ex1dv7u3qo48+4q233mLt2rX88Y9//NolY+rr6792iZj9WW7mq2TkpxCHqc+CCfLbrae4qJJ/ZxSzxheko1uPMQbLKJSBeMjD59kok7z/YwCjFJbPj79L91Q3QQghhDgg//08wdKtndFxQ86mMPG2QYxJrgdqMKigb5ceAF924rRBKUWPAV1SGL3YFx7WXqbuNd/Yj6FDh3Lddddx3XXXUV5eTt++fXn44YexbRuAm266ic2bNzN58mQKCgqYPHkyt99+O3fccQft27fn/vvvp1OnTs0WjxBCtKTP1m1trCBZ1RaqDSjboBqmt2ulkpsd6eQ6ajtHEKpkguXINu1TFbrYR9+UO/d3yRilFIFAgE6dOnHVVVdx3XXX0aFDh70uGZOZmblHIXPXJWL2Z7mZr5LipxCHqUXhzxnSsRqisNEJ8mxGZ7pG6jjCqwWjcIyhIuTQzthk6V1eqAzBTt0JtOuQstiFEEKIA6W14YvV2XjBGHZcY0c0dn0cL8vfsAupwgsFsXMzsarqklPelWoc/uCEghx9xp4j+8ShRRuF18QGDdrs37plu+rYsSPLli3b7dyFF17IhRde2OT1t956626PBwwYwHPPPXfAny+EEKm0trKq4U+GbCeBVwGJNsn0qDRYlkHlxDE7AhivYbKESX7vWjZccHTvVIYv9sE35c59XTJmwYIF3HzzzcyYMaPxhmA8Hic3N/drl4wpKCigvLycmpoacnJygOQSMTuXk9mf5Wa+Sqa9C3GYahMrJ+xYVFuKBcE86iwfv8/sx18yevOSvyMPBHvySLQPmdHdOwnKgLujktiGdSmKXAghhDhwSkFc2cRiPtyaADrDwVdej10TTY5RsVVyBGiHErAd0AY8DcagAz7i3+3O7NnLU90M8Q00aq+HEEKI/Wc7ye/P/Kw62rerQG33E9iWXNvT2IACv+XhGBdQaKMwBizH0LHPFubUzElp/OKbNVfu7N27NzU1NTzwwAO4rsuaNWt48MEH+eEPf/i1S8Z069aN/v37c9dddxGJRFi+fDlPP/005513HrB/y818lYz8FOIw1b62AH/YZVNmkI2BDEImQa3yMddXxFy7GGXg4m01TS3XQqyinE2P3k+3P9yLsuQeihBCiNbDAK7fRdUr7LAi3CmL7BXV+Ksi6JoooLDiGhOwiZ7wHazKWqy6CCYzgC7ORWHx1/+dxfHH9SAzFEx1c8ReGCx0E+M8jIz9EEKIA1KvEjiOS4eCKjpnb2fr5gK87X4yqxNggxtz8NmaTt9bQ108SH1VJrbfJaeoHsfn8eqm2ZzW5jS65RSkuiliL5ord2ZlZTF58mRuu+02jj32WPLy8rjkkkv4+c9/jmVZX7tkzAMPPMAtt9zCSSedhN/v57LLLmPkyJHANy8383Wk+CnEYeq1f71Fcb9Cuqo6FIZ8nSATjzp8BCKKrLima3WiydfanscXO3bQ5tP/kjXg6IMcuRBCCHHgPi3bglXhoQI2xjLECwLU9Mwlc309TsQFDLHCANF2WfjqDKYkF1OYi9Jga8AYqqMx5rz+GadfIDnwULVzk4amzgshhNg/NdEoNWzBcRxcbREKxeg/eCWrlnagujIEypBfVEOfvuuo8AfRniIYiuN5NsZYuAkwRvPXBR9y7ymy0duhqjlzZ8+ePZk2bVqTz33dkjElJSU89NBDe33fr3vt15HipxCHIe15/DeznqVWL84zG+iSqGelL5sINnU45LouPg3f29j0rmkG6LhpLeufe4ojpfgphBCiFVm8pYzMLRALeSSybHwRiBcGiBf6saIay1NoP1hxg6UNqmEtsy93/jPgOEy6f5YUPw9hyWl6TaxbJtPehRBiv5XV15NfUENxwGNbZS6wgZzcOvoPXoHnWfh9Lo7tYZQiFg6hPYXnNozGUwbbNmzfns1LG5dx10nDcWT24CEpnXOnFD+FOAxZtg0BhU9bzKQLsShUWQ6eDdpSaAt++d8d5Ef1Hq91LagOWNQGbJwNSwmVr6NTsex6K4QQLak2FuW15Qup3lRP78LODBl4BLYjHYcDkTARMAZ/LThRF60sLFeBAaUsjN9gxTVuhgIL1M5JEA07vytPQzROjWMz+7WFDD1jYErbI5qW3LRhz87at9nwSAjRuriux5srl7Cichvd89pySmkPsgKBVIfVKmX6LEI5ETKCcXKyw2wN59AxewfJxAgWhljMx9KaNtgBjVIGy9KAwbIg4dpsK89FW4Yb353JPaeOSHWTRBPSOXdK8VMccja8P4fXnpvP9oiim6+KE7/XljYX/Rg7FEp1aGlj8TsvMXxTmEc6+AHweRCsc6n0KSIZNve+U0PHOkPcVljaYCdzGtsyLFYWJn8wtKtzcS2Y9Owt3HX1FJRq/V+IQghxqIl5ca784AEs71Ny/VHIgIUrgjzwSBeu+dkohgztleoQWxVtDNM2fkisRBPcbIENyjQM6zQKBaj8GFnv1aHzM4nl+PC7CpRBO4p4CDxlkbHNxknAbVc8zr+W34fPJz+pDzV6L+uWNXVOCJFejDFMfPZl3ovNwyqOg2XQm23++Go2YwadytiTj5W+y36atOQfOE5yC3dLGSLKx+ZYDnm+CI7S1NRmMP8/PaixMsgqriUrI0Hboipy/VE6O1WE4glUrsNn2zswffXn/PqYE+icnZfqZomvSOfcKb/UxCEjGtc8+7uHeLGuDx4DsRzDHAPvz97Iz9//Ff1u/SOBTjLC8NsyWrNh5j8ojnmcuDbM+12zAINNcge/H2R0ZdDZZ+FWVVDzyTzCVduxqmv5pK2f/zs6n5qAjSFZ/PzxJ9Uss+uZ/dbfOeH0H6W4ZUIIkV52RCv4fzN+T0mnCoyGRL2NAjI7ROn0o+Xc8Zep/NgdzMUnnYOlWv+P0oNh0fZNbIlEoKcisM2PFQPtABgsF5zsBNFCTcUpQXI/S5BRDnVdAkRKnC+nvGMTL/GRszKGXRflb399k8vGn5nahok9mL3sTmvSYOqeEGLv4gmXs296hPBRG7ByNTphoRRYQY9A7x08uuBtPq1dxZ+GX0ym4091uK1CbaKeFbHPsWyD9hSWrTFaUe8GiGg/iZjDyhUdqScDjKJmcx49O6/mmnbvYilDXNv4LZehJauY9sWxvF7Rm/Gzn2f6mb9IddPEV6Rz7pRfyuKQULdtG+Ou+xsPxU9inb8jm/xtqbWSIz3X+zqyMNael//nPrbP+SDFkbZ+Xk011NRggBM3RLhifhWnr67n3C9q+f7aCI99/3cUnHsxRZf8FH9WDlZGJnV+xSNHFxDxWTjaYBnYEnKYOiiPDbk+Fr3/YqqbJYQQaaUqvI6f33c3tnbRGnZszKFqSx7h+gzcmI3tN5ScUMFTT3/MfQsn4Wo31SG3Cl9UleMBJldTc0KMRHsPy4ClINbFRZ8c54VxVzJ4AeRWaRI5PiIlDsoDywNLKywPjIK6zj5MbZgXp81OdbNEE7RRaGM1cbT+DpwQomnReIKTr7qPijYVWEGNccFyNFigveTyJoHO9cz+aBOXPv8Q1ZGm9zcQu6uIV6HsBJaVvAfoJWyUAqXA8yxqqjOZfuE4ftD5CIqVD7+V4PJ+7+Npi+pYBpGEn+pYJlHXx6heH5ObVcea8HqM7EB3yEnn3CnFT5FyxvOYcOfzbHQ7EyeAh00CH+VOAVvtYqrtbOYFB1CWCHH/o4t4efwfqVu1KtVht1p2VoiIP7n4tAIKIx6DN0Xpty1GfW4WmU5yWruVkUHhTy9HV25nUdsgUUexc78H2xhijmJJcQBbazpvqUlZe4QQIh3d/vodbN+Uiz8jwWcv9mbl291YN7cjy9/sRtX6PPyhOJ1PKeOaa9/hhNCT3PfOD7n+X9PYsqM61aEf0oyVAKOSnbccQ+0xLpVnxag4I0btdz06FebRpbCAn914HnWhDOI5Ckxy06NGSqE88GyDV5hBRLf+DkE62jlQd48j1YEJIVrMuIlPUZ1j8OXFsPwevpCHneFhZ7oQ1MSUhZutiXVLsHhzgsGP3s8lL/+VL6o2pjr0Q1qWHUTZBm0USimUBVpbaK1AQX5Q0z2/kN9+/wRqTZQjCraR5cQJu77d3ieuHSzL0L9gExnBmHwfH4LSOXfKtHeRcu+/9iqb493QSuHhYLAah1XX21nUk8UHoSF8EDoW23jMchO8fvtcrnBvoGjIEIpGjcHJzk1xK1oRleDz7kGOWhLBJZmwQFEWcnD69d/t0goTxQNcO7kOmlEQb1gfJ+yz0Ap+sKqeoCVfJUII0VyqIktYuTwXFKx8u1typGfAxfZ79Pn+SjLzoyhXYWyYHW1LabCa47qsYnl4Co98+iLZWZ25sNc4uoaObNa4POPiGRefCrTatdKqY/Uoy6C1hcJgKTAYjFI4lsdJ7fsC4OuUi/HZ4CU3a2i8+7dT3EXZBgrz8Ad8TX2USDGNhZem65YJIfaktWbpms3QLYgvN4Flg9HJ6bpxz8Y1FjSMXMwojhDIjxNelc3i/0S4ZMEz5GVm8JvTTmPkUd9p5rgMkXiCDL8Py2qduXNLOIKNh6tsTENP3RgFKCwMvYvaA9ClIA+jNHbDHUPVkDh3Fs4UBpQhw0ngxA1WK/0tkc7SOXdKxUKk3AezF+BxHBGVCXzdXQWFp2z8uo6jI4uIxCJUvf4Kle/+m+All9Np5NmUV3vkZkBWRvP8px1Z8QXRlctQjkNmv0H4CotQvtbbydHxOCtuvhTj85hZms0xmyMEPcOydj7eGdiZ23sO3+367EA224GBm6M82y8HrRSWMWgFWXFNtyqXE9dG6Dni0tQ0SAgh0tCLq59EexYmrojF/ASyY2itaNu7nKzCCImIDVEHZTwSrs1626MWi1AgRkGwDtddyuTFN1IWaYvt+OlS2I0z259O/7w+B1S0rEvU8Nzyf7Ckch5+XzXR+gAV1R04Musoxh1/BnmtZEPCd7YsYdr61whl2tSFgxhtoU2yY2xbmqKQzXndjwYgFAyAAV9VHDr4MDvvFRoDSmEche2C35fFOZcOTmm7RNOSU/fSc8daIcSeZs5bCq7GynKxgybZp1SKRNwmgY1SBqXAuBYkFLbPIysngrsthHagKhbj5un/4k/vvYg/4adzvC3nnjCAESf2wbb2v/CT8DweffUjnp+7mNpwFG2Br1jx3b7tuPG4U+leUNTsfwctYXNdNRfMfJreHXxkBV08YzX83SaLmdk+zUWlP2i8XinFysoSEp5NwEoQ006yCGrAtjxsZdji5VCk26WsTWLv0jl3SvFTpNTyBct5OzqYPBOjVuWhscj26hgSWcBqf2e2Om2otzJ3WWBX0d4to427nXori5AOE425vP78QubNApSiNLGeEztFOfFXPyLQdu9fqp7rsXZLmIysDEoy40SrKrHD9RijqKqroPKZKTirV6M8/eU9K0ejSgpoc9195Hbt2uJ/P81t4S2/JrSikvNQPHx0AQ8fnY+2wK80Z2b7OL6w927X53c5gk8KQpSUVfPTRdU8OSA3uQO8SU6Xv/TTakIJQ2H7bilqkRBCpJdttVW8srKKNt00VWty8RIW8biPmHYo7l5FIm6jTXLpEpOwQSmiCYeY45CnothK80FFD3whD+NoIEJkx6cs3byYHu3a8qNOQ/FMPehMAtEjaJPXlXCshvc+f4J5FZ/iFNdBADxtU1WZw6ryArbW5JNI2DhWVzJ9MUqLtlBR4/LZhqX8ff3nnJDZgdvP+yGBgJ+AfWhuHlET38HvP5mGZRv8SpMViBOtDuLFLRy/RyA7QdeMLrTLSO4827NLG5yAjalWBLYniBX5k3VPkxxxq7RD9sowKuHRq3f7FLdONCW5acOeBYt02LRBCLE7T2v+Z+Zr+EJArkYbhVfrp7YshAq5OKEERlvYjofxkiMWjauwiuOY1cmhN4HcKGpzgPgOHzE0i7M38umcdTww+99cPvIUEpbGcqFnfg4925agPIf/e2UuL/33MyqCMRTg93k4IY+YtlCbfOA19CIVWI5HXkElm81qLp//IYHq9jx22jiyMwNk+f2H5IyKhOsx8ompuPmG1duL6dt2M7UVGdRUh/D5XIqKdxDI99MrJznTxFKKvu38zFvr8exng/lp/zn4HY+oa+O3Pfw+j3eqSinbns+wYL8Ut040JZ1zpxQ/Rcpobbj8by5bvd6EfeVY2qXQq+HKiqlkmTB/yz2PqAoS0vVsc4rQJKeoBUwco8AzFnFsXso9i/9mfBeDIt/bQXF8G9Gl61l5xWgy2rfHzgrhRcJYjg9fh07knHQ6i9fUMmnJAn6y/EM+7G7zfrcM6n02tglSFOnNL/+zmIxIAksVoxxD2MpkRyDE9xILobKcrRNG8Uze91jYYxjfad+On47sTX7Oodnh22nTGy8RXLoclMJSUBDxUAritqKoXhNfv5oXNn/MBe13H8FSet1tbL3x/zF0fYT+W2MsbhPA7xn6b43i14BlUbdwHtnHn5ySdgkhRDq58+0nKfflcnSvJayb35GaSIhwPADKYDsaY1RyxIVRDaMQk3fjXRT1xuaD7aX4Qh5ewsJneRSEwliWRmVAdWwlf9/wCd78AMtmdSZS9T62zyHUo4q2Z2wj0C2ONskfvMp4WKEYW1blo7VFTkYEhSHhOiwt68TgrivICkYpaVdJpbOOny2Yh6stlM7jtgFj6Zt/aN0Uu+fzR9AqORLIjTjUb87BaIVRBh3x4e4I8sm2Kt7qtozTuvTCshSX//IU/nrvq2RtcLGjimiJg/EpnHpDcLuHpXzEcw2ffLyGocO+m+omiq9I59ErQojdTfn3POoKPSjyE4gbjFZUrc3HS1hk5CaSU7QbNuoBkkP5DdDw0J8XRW0MYCyDyTTEesfRmcmFDrdaVdy85CUyYtCxXQUZNTGcNRb1WzJZvaqAeDCAry6ZO11jkajyoQwYC7BoXDPauDZVm/KwcuLUbMsiHE9wyrSH8eodfD6bm049hUuO6v/VpqXUk+/NpSojuSlUOBzkv/N7YhuwrWSBeevWQtYV1PFeu+c5rWNyJuBtP/ghwx9/mjdW96UyksXIXovoWFDJlkQOb2ztyZyK7hCx+aR8cyqbJvYinXOnFD/F/2fvvuPsrOrEj3/OOc9z+/SaSWbSeyAhBAgdBAQFYRUbKhZ014rr+rOv7tp2V1ddV9fuWsGyAoIIAiJIkRQCBEhCek8mUzL91qec8/vjuTNJTCIEkgwZzvv1ujBz586953kyc8+c7/M93+9x19UfsHJbiaG8psdPAoJB00BS9nHZwP2kTQ4QTPZ20Ok04JiAjM4xKCsAw2RvOyAIhMMut4WVyeiqUUU4xBsHbiOhSwAEKPzdO/EhakUHlHZsY+jRpTxV28SHuvZw+7wk902JttsX43EGUykuf/RxYgJ86WKUQGiImxJb1EkMumleNrCEvdTRNtDP0OrHuW33mfxi5ZN888oqzjp/5vE+nc/Z2ntuogXAwK2zK7lvcgZhIOUb2jMuP8okSK6+gSG/wBsmnEWynL3TOmUemz77L8Q+/VkqPM1ZO6MJsKgEnWlJXT4kv+ap0Tswy7KsE9zW7FZu3X0Luwrb6W3M0RaAceGs163knv89G7QEI+jeWU3L1L2UAhWtprQAaXBVSIyAvBfDjznEwgAE1FXkEER/sArA8xX9QYa+/kr8gkOiyiMMfPxBRbK5RFDOKNUIAhRbdjeBEVTGCyPrRFeFFHyXnV4t8QlFtuvacmaLISZCpOrlY098na8ufB9zamYd/qCPoyF/iJ35LUANRhuGOiowptwBOBToksAYQb4En/jx3Vx3Vg/vvmQxr7tiEY/c9RRPP7SeVJghMQhaCTAhqi/K+tSJGPet3sr7R/sgrYMYDl1KaSw0bbAsC7p6h/jObx9h+TPb6cnmUVPAqxeUAhjqSKNDiVCaMOegkgGm3MDAaIEwJmrgM+AAAscHbQBpKM300GkDvkGULwjKlMatKBGPeQSBwtegqgto7eJmyxclZRTwFCEIDYTl65QSpIgCqYGQdJhKqDQY4eMYH+VL/B0pPnPPfbTnhvjweeeM2jn9azctfwLTDBiQgw4mlAQCfF3ODDQwsLeC//fAFi6adDufPf3lTK1t5it/dyofu+lxHt85iZWiGZXyUCIkHIwjfdCOYVfDRrTWyOdRUsA6dsby3Gl/0qzjZjCvedd3Orjs39r5+A09fP7m3qjhDgCCgqlloreb4Y4CpxaeoiXoBCBuPAAMkia/q/yRpldVj6Rgn1JcPRL4BPD3j+0P/7bqkKyWLOjbjSt8Hp6YjO4WgmwyCoJO7c0ShhpT7l4nhAZgnN9JRaFISccpyCQJU+TUwmretPcejPD57C3t+D3dR//EHQVZr4DODlJwogXeA5PSI18bjEs60w5FKRn0c/xw+318dPUNaKNHHnPh7POpPv1cjONggN/OyvDgpCSBgO6UYmO+k8GlD4/CkVmWZZ24OgodvOuRT3P98q/yZM9qlNlDKlakOTOEFAadgExTDuWECGnY+uQEAl8RS3kIpZFoEnEf1wlISJ8hL0HMDdBakHR9hDDlK/XlLX5CUOp3yJycw63yAZCOYeoluwnkvmyY0Egw0JfN4MgQWc6YHP56POHhpQWBUQhACo3A4BmFkAalNJ998geY/eaR0bS+dzeuCBDG4BfdaEEso4WoLqhodQogoOiE3LriGX6z9GkAvvy1t1LbVI3M+2gFMlck1plDunFEKoVTChl4cjuPrdg0ikdoHYo2kvAQt+HsZsuyTkw5r8TbfvczX8gkQwAAIABJREFULvy//+aW8FH2tHUTpgIS3RIRCMIKydBQCq1BKghzLiaI3vcNBqRBOOVg5I5UdDGxFL0v6LTZF/gsX/YTJmqIVwoVWT8ezRlC0L+nIpovYXiajdaO+7r7jDTKM0Q7DZiej4KkoYBAYELA1TjjC2AM3122nN58/riez8PRRjOUL+EOCAhBlCSIfVMmUF4rG0zBsLRzB1987H4Arpx+IReclyLuBqikD76gsmSYOL6Htil7Gd8wSNjj8h/Lbhmdg7MOayzPnSf+EVgvekXPZ9FXH2Le937DnwYeI6eLlAIDYTDcK27ksX0q6toujSat87x24Hb+bvAuppS2jTzmt1VX0Keimly1QR8SjUFQF/Yd8LouwX6f7XsNjSEWaIqOwFPRu3egHHQ5O7Qn6ZS710XEyKRlaA66KMjkAa8zxdtBW2EvPU6KZ26/93mdoxdCF3sxwd+eJI2E3Q0Z9lbECYQg70S/+kZAf0IRSlGeyAyOkKwZ2sWyvgMXco1XvR63spr7p6SYs7fEhdsK1Bc0tUVNczZkw7f/A6NfHAtdy7KsFzNjDB+453uc/5Of8sCKKtatmsTyp2dy/7aZKB1S1Aolo4t8icoSsbRPqrqI5zs8+sc5dO2qwXE1ytVkZIkGdwiAlONRLLpIpXFkeGB1JmEwocD4EqEMKr2vfXmitrTf4BiZmxMx74D5cJib8aPg7Egf12iulBgKYQxHBAwVA3YXNh6L0zci5xX53aPL+NxdN/HVVfewrHvLARfuhiVVFcY41DiFkSxVIcD4+xatI0epIBlzuGXZKoJQE0+4vPk9l0BNCrRB+WDSiagLfKgxyTimsYYvvvdHx/RYrSOnibKYD75ZlnWi+q+lDzPv+9/koR17yQcpsqUUubiDPyePkiEiAHSUpa+1wvcVgeeQ21qJ1xtHCBDSEOQVxc0VMOggNIhECICJR0HR/Wa3qOyMit45Ar1vTvRLDmb/dLgDl7UHqw7BMRw4TQkIBTIRImPRboTfrV/7wk/U31AKAu7dtoFPL72Hf116L3dtW08h8A96nMFQUeeT3KsQnjjksZVbH2G0oDqWZEnHNnZm+wF495zLqJ4RYISmOZOjqjGLMYIwkDiJgMbpPdyxeg0lPzj4ia1RM5bnTrvt3Tqm7n+sk7c8djN+y+7yPYLC+JVUPnMFFKpRaEIhkWi0kTyYPpPJ/TtImgIZnadb1NLq7+a2yleUVyaCTreJr9W9l4WFp0mYIvOKa3kqMY9uVcskdgIQN0WUCQ8ekBCkTEC/q6gtBjQPBXRUOMj9gnb3TavlH/bmRt7fDRAKxW53HFNLO3DMwW/Q1eEQu2nEbd/ygs6X75XYdN9tpIo+zWdedMiGTUZr8queJLvkD3i7VqDSgyQmuyRnX0Ri3vUIJ3XQ91Q4SdrPP4OG2x5gpxRM6/VYXx+j6AiKrhi5gleFQIpoMbg528FZtTNGniM5ax71b3o7O/7yQ87dXjjg+SXgFooUNzxDcta8F3QOLMuyxjJjDG+79T9YutPFmKj7LEBYdBjcWcVyOYULW9cx4CepcIq0ztpDf0cl0glJxQJKBYf1SyexNpSccd5qMrN68EKFFIa4DGBQIJogHK4NOtKlXOCEmtARmFAQZmWUrWEguzOJGuezLwQYjWniuG56ByoItRi5EKiNwHEMrhOMPHL/8Gj0ndFW8n6vkwmpIysH8+TejXx//Y+pctYTDwM6uurQudN438Vn0keOlKol53v88q772PzNVcg9XpRc0xDnnrdO5KyXL+TTJ1+OO5zJCsyoaSQ3OJHxNZsJAskAldGCdXjqN/vWdGliJFyHvmyBbLFEdTrJVa9ZxK9uWUrXrj5QMgp8Dgs1KMlQAF07e2hsrTui47WOHXOYTBUzBrJXLOul6MN//h23rtpItPIYnn0EQeBSwJCaUiK5PUF+Eui4RhUkuryTTwrw+hKU9iYxgIyHiKRBN/qoQUXgCKQEkY+KdBqiBnfRg/dtBXblvvf/eMoHWR7HfoHBqCkeB06QBnDNyBx5YCSxPF87BgLYMnBgQs9zsafQyxdW/oQt2zrwcw4lKYlV1/D/5r+SnB9SnUoQR/KbJ5/kT51b8dyoPI5Skt9tfYa5tU1864KrqEnsS/JRQnHOonru/MMAeouiUGOiC6LlY5IYpNBgJCIucaRCCUl7bpDWTDWn1E7h76Yv5MZ1S0gkfcJAjpwQHQqk0lSMH2TZlh2cP3PKER+zdWyM5bnTBj+tY2bZXzbygfufwZ+2e797DdopkG9bTuX6V6DwSeBzhthIlhgL5tcyLjwL+Zc7kKFHhc7xvdq3sSs2jv2XV0WVZHn6VDI6x/zckyzOr6DHqUELQUWYpSjjeMLFHQ6ADq/apCImJaF06HZjXLNqkP9ZXAOEJDyPYizG2pZZ3LGwktOfWkdNYZA9qpGnqufQr6u4YuhPpHSRAanR5SBhiGJzsomZxS00THr+HV//suR3ZH/4XZoHPQgNW372I3wJqao6nPoGhHIoVlfQt2srFb0DOKVCdFgKClt8wsF7AE1ywScP+fzXnfs2Pu94NK3eRFspx+NpQS4hoyugQBpNS7x25PETU/UHPUfF4vNpu/M7+/1z7svdlUD3tvW02eCnZVnWQTYNdHB/xxL+9OD9PJ2dENUAk2ZkahPGoLUg15OmrymNUDBoElS1DNI6q50da1vIayfaql2S1Lf10jqjE0dqglCRzcfQWcXpdZv5y86ZVI3PYUwJJTShEZBTJCvzFEWMgWWVmFL0/m+MZNODE1iwYD2FeBwgujCJpLmmj8ktnWxvbyw/Nhprk5vHVVHws2jcKEtGRLFEJQy+VohBScatPcSZOLz7dj/Nb3d8iSsan0YZjRAGv24LT/Z28p6fd1LVNkjQrygWJGrDELFaA0UIA4ns83C+sZklKcV9DVO4bPy+uchVinfNej3/s/pGJtS2EzTvZXdnLaEwUY238tZEx4fmWIaSH5JJxknHo9rXUgpOn9rAnbsHINy3YB1pYqENJp2ka3evDX6+iAxnqxzqfsuyTgw9pQHu2fEEf9j6IEs2JkE45clov99jA4HvEsZ9EoMStQGy0zRhMsQpSJTUGANGS9y0h0wGlAYSoDSkwU+FeMahamIRuSuGHJSElRr8aJ4OY4ZAK1Ixj4QMMEIgNWTqcsR31BK4EukRbWFX0fCGY4Riv4trlMol1cq7Fg84AAzak+iYZmrNkc2du3J7uf7BL7JnWSOhV18u3WYomYBPbfstRVfiNHqgNIGR6CqFKCpMIAm1JkuJ1b0dfH/1cj6x6IIDnvudi65g++AP2fBEAjkI+SRRrVTXRFmfWiJcTWVlJaHRBEbTlKwY+f63jD+bWzY9WJ4wo+bFw6V0TAhOPOSJ9jU2+PkiMpbnThv8tI6aIDT84qFBfnz/EEFfDwvyT5NbUDrkY/2qXSMfz2EnH1W3A1B/2tvInP4P5C86g6Flf6G+kOdbCyrY2NjIY1s9bns0R0d/FNCsTrosdnrIOTUsMzPwPc0udzwnF9bQFuxmwKlmfnOI09BEadN6dD6HcF0SU6ax6DXX8Kflf8ZfvoqP/3mQR1tddmYCtk+ahqyYyMa2NN1OM+PW5Qg9SQVDvKr5t9S7u/Daq2gwe+kVNXi4PFS5kAaxm48Ff6bqZf/+vM7djlwXgz/+Lq0DJVwNw9NkTIPf10PY10O/G6Mr4/B0c4KlczKctdPh1RuGUCHoAuRWG2IT/kxi7gcQbsVBrzEuUcO3L/gIjy/YyoCf57rBdTy++RbuCkKeJkE6Xo1M1AAwNd3E2XUHN6rQhRzJQGMAR5voYmeZAe5+5Bb+4bKrn9c5sCzLGov68lne/8A32eH3kcvH8JN1hLl9GZ8jRJT7ERRcitol6YS4TgNSJZh9ruTlZ7Twx1XryXoCJ+Hhbcvwx7sWc975K4m5AUpp3JoQ6Wgmqi46t9SyUydontKPmwiR6QAtJDXxLF1PNFLKuuUt7YpwQLF9RSNTzu0gaxKo8orN15K65gFiFR4Zz8MRmraavVSl8zzYOwMjwCHER5UXeAJpAkrbHM4+OUZbavZzPk/aGL677gbe0fY0WgtKOs6uQjW37VlAUbvoGR7bvRp0hSSUCrGgluoFQ6T3DOD8Xz9aKExWw50d/OG01QcEPwEumjSd6sS7uWHNY8TEdpx4Kdq+KKPGF64nGCdTuFIxUCzx5nMW4Dr7skdPWzCJOx7ehBACcagSL6Hhy9+/hxsWTz+Cnw7rWDJw4JbU/e63LOvFLdQhn7j7p6zs3oBM+5AxYNKH/wUWUV8DYaCCOONlhoIIuPzMWfx2w+MgcziJEqJSo6Wmt+gSltTI08Wk5oK5a2hY0M9f1s+hI0ihM4a465MPYxSLMapjJRxXIwElBDIjqGnqZ097HUpKVAlEEGV+luo0YVoT36tQHlE2aV4hSwKT0BCAEeVW8Mqg+12MkWQqHV4xdcZhDvLQ/nPtz+l8vJ7AUzjxEB2A6XMxvsTpc0m5hnB7jOwMH50AJ+4Tq/AIsjG0rzAhFGXAPds28pGF5+Hs14CoJdnCv130Hu6dcz9P7N7Ixi6fnR1p8nk32jyRCknXulTGUvSXipzaOJ5JlTUj3x+EGmGiCHBUH7z8z0VUK1QAj3f/Ca2vQMoTP7g2FozludMGP62jYvX2Am//Zge5INoXIGQlD6fPBP/RQz5e+EnAUEuO6+UfAHCqa0gtWARAau58UnPnjzz+NOC0GSnee2k1oTbkS4ZMQiBEK0893cEX7yxhlIvnNbMinM6qVIIvvb2ZiQ3uyHOYMESXiqhU1OznqgWnwbujr13xHI4x6H8t2a1ryd73U1iziVSpj47KKi4pPcr7GqfT8E+fIzZu/JGeOgCWPnoXk4Z8XH3wdUCBIUSQ0CEVOsmivYrxXprvn9JAPNzOq7bkMEEUANXZAOPnDhn8BJBCclrN1OiTxpOYPOU1XF3s4u6BnfyhaxXZoMji2um8acK5KHFwaruqrWNOfT+F7hRVxb9+CxTMXpflgZ2Pc0Hrqc/rPFiWZY0Vxhi+v+RHPCYeIt1gmG1Ah5Jd7dVsNSnM8La9/RNYhEBITVJ5KBGjNpahoPOcXnsxlza/iqvn9tNdaiflZGiKtzKYK9KX7+WxnrvxaWdC9TiGTA1PFR6kck6I1JqCSRAIH7Sg3qnn3TOuo/NrW3nskZ10btVMaJzCyy46jUR1ghuffpCc/hPx5BCtVfOoT0xmR64TLyWpdduQqgsVG2Btzx5qnG1kdQwjXYQJ0UYgi5rsA3FOuSDB++d+ECnU3zhDB9rY1820ys0oNKUwTkG73LxnIYFWxIVPyvUYKiWiDu0xQZh36Q+rkFWSzOkleKSEjgvUxhxDQfGQr3FqcwunNl8JQM4vcd+eddy5ei3PrOzB1S5xHIYKHhfNm8abzznlgO+tmd6Mn4J4NloUiHIpHhP90YMcyrJjWy/dnQM0NFUd8c+LdfQZI8oNvw6+37KsF6+bH1zJ12+6G1OQIGpBg9NSQDTuv238YCIQyEBROzlDNgiZP34cHzvvXN63+AzW7e3GkZK5DY34JqCnmOW2datY3dlNa7qKU1qhJX47Qvdw1uQusp6gvZihhEPGSTG3/r/pHgxZ1bmGnOqkpb6al7UtZvxZE7j1/qf49eanGRA55k2sYvHkqazpHSI/4DFnYRVCl+gaFOzyOnh8204KVSFUhiNVFIP+GF7WJV2n+O5lV9GUyTznc+XrkK3tu/BzTahYiNHlwGcQlTUzRFmoqgCZjS6D83yCkot0PJyUjzegMNoQGk0h9Al0eEDwE6Ap0cRbJl/DWyZHr7ekazO3b13NI+27CLVL0nEZ8IrMq23is6ddcsD31lbFqI/l0QrCcP+/CQxCAQWB29rH3atX88qTT3rOx20dO2N57rTBT+sFyRcDrv7iU2wbqmf//lkGiS8Esa7ZFJrXYsSB9TcTnfO4dmoXb+67FVH0Sc4+lZorXoOMxZ71NZUUVCT3/fLNP7mZf60uccuyHO19DpMbXV57ZuaAwCeAUGok8Pl8ONU1VJ9yFtWnnDVy32nP+9kO5AUeCX1wMvnw56GSCCGoKBYpxWKMG8wxLVzAfVOHeNWWXLQIk6Bq25Cp5uf8ukIqRGocr0yN45XjTn/Wxz+8/ud8fv4Ert/ZT6akGd6xqRGESJJhyO9/v5wL3meDn5ZlvXQNFvv49FPvIesmAEGoozpXUhpaJ/RRGkqwq79+v3qc5W1yQDqTx5UulU6GoikwLTOLCxsvBaDCrabCrR55napMkqrMeCY1vvOA159aMZ8fbfkFRV2K3qONZmbldN41+c0kVIKG5GzmvfbgcV9/1iuAVzz7AU6K/meMYX3XTtZv3MGePXtINGjO+cRMplSedESBT4CSDklKb7jyGeuzTXjaIaWGmy4ZHGHwtEAmQ8KcwjiSYkcFsfk53EeKEBhMncOiuonP+nppN86VbfO5sm0+hYt9Vm5tJ+95zGxpoLWu+qDH//fNjyBcF1HMYxLuAVkRwvORXoCT97n1V8v4hw9dekTHbh0b0da9gy/kjoWte5Y1FmmtOfdTX0cVi4iSQqaCqOSKhmBPkhovoGeC4qAcNBGtRtyOGPHpKXJSM6Gqik9dcgEAmViMRS37ElRcFKlMnOv/aou3F8ymvedDpJ3dNKUEU/FwnSZaar9OzJkALXDprIPrWF9z2SKuYdERHeuOwR6Wd+5kw94+Cl7A4pZWXjZpKinXffZv3o82Gu1FGaRCgPEEJhD7ypAOlyRVoPLgZAVBBYS+QsWDqGZpOag1o7qBhPO3X9+VivObZ3B+8wxCrVm5t52uQpa2TDVza5sQ4sD319+2/5bq+gIpUWCPqCEI5cjrSTQzmvYgHbhpx4M2+PkiMZbnThv8tJ63NbsHuPYr2ymYv6oNuV8NZ7dQTdW6i8hOXEGQ6kMGcdLdc/nt6y9hweQU8OwBt+diXluceW3xo/Jco2HuKecjYz8H/+DFoomqowDghCEGgcBQVSixvWYisBMRg8Qkl9TCDx2zMZZCn//cuRRPKjxXEuIwHNIenugM0Lv3uV+ttCzLGmue2bOSm7s+Q1/YgOvoKCMSiPqmQoikbXI3ex6tJYzJA4JosbjPJ89ZzITKi/F0iYmpKUxMTTloMfFsZlZM4wvzPsEzgxvIh3kmJFtoS0044ud5NkIIZjW1Maup7QU/1/TqetpX1mEqtwKGAT85kmUgMGgjCPRwswSDkAaDQStBUErhagO+wX35OF7ddsrfeqmDJGMuZ808fMB0d0c/mzZ2IZRADeTRJRcTjxaIwguiG1HR0/YtXc/zDFhHmzYiqnd7iPsty3pxae/v4/Iv/IDqmhx+bwoR19H7ajnTXiUDYj0OzjifwHEPjH8aw8unTOSqi+bTky8wqbaaMya2ElNHdhEu5rQysfH/yJceIwjbcVQLqfhpiCO8mPdctFXW0VZZBy+wUkpcucQyGTACE0Zd14EDeyqJfTfpRYFijGCkc4MSJKTL++cvPqLXVlKyqHHCYb/ua5+/7F2GEDAuNUiFW6SnlKHku6ScEg2pLDEZkg9d+p3+Iz9465gYy3OnDX5aR0xrw2v+azfrd/tg/tbWLoFEc1JniUm7amiPT+IdLx/PpW896298z0vTwvoZPLVYwoMagoOvtAzPX76KfmUNgp119YzL5lG1lVSePZ/aqz+AyjQeszE+PbiDrDEIIXhiosvUrgDnr+qeDTpphppOPmZjsCzLerHSRvOVe75AurSc3ngVXoVDjFK0eCsrLzmIJQISDVlKnRmQIJSmsUZz+xs/RFXy+e9Q2F9cxTml5sTJokg6Lqb3Anpb1lIby1IbyyLLl/+EgIFSqpx1UC4IowUoUEVgIETlDI0XTuTzH3s/LamDMzdfiDUb90QfxB1MTCGLPvj77Wgx0TYIE5O0TjiyRhXWsVP+6Tnk/ZZlvXh849Hb+c2dK0kYh3iVh0+Kv75WJyQIaWit7KddpilmEwgEjtL85tVv4pRxhw/CHQkhHNKJIwsCjrZLJ5/HL9f/mUJ7Zl898XJ7eiNhuMoOBsJ4uXBAuWu9EVAdT/Dls17BGc2tR3Vc7YUOQhMFsYf8OBVOibga2O8R0bt0dylDU7LmsM9jHV9jee60wU/riNy/rJPP/WoXWZNEkOCwFwDK65OELrKg+AwLSs/Qf851XPqaM4/ncE8oMy96A/0V3yG/wsXfm46yQKVBKoMJol/VoWQSgEenTqc3U8k1W0tM/cHvjsv4EspFuBWYIM/yaQmmb4+xoLMPx0QLwKxM8cvG1/KaaUd30WlZlvVid/+2v/DlR27FqxAg56Dyhsp07pCPHS4VggN1uR2kftNP8/WTuOEd/3Z8B/0idN2Cl/Gvv9vJFec9yPzq3TzUM4N8EMP3HQaDqFa4EBAWJCiJKkTBT0dqvv77z3DSoplHPbsVIOYoEjGHQhBQbK0ktbEPjMaUmzMIbdApF2ewSHVdimce3cyUuRNIpE/cHSljgTGHadowFro2WNYYsKmrm9f9+kcUAompSCGrNW4YZdUbHQU8hxlN1DQnGaI6HJJJn8Wtu/j+Zd8g9ixbtce6V7edxs8mrUBRINiTjDrO+wJcg3aJzlsAQcYQpqN5VLkaGRi+cs5lXDX5ZNwjzJJ9LhypcKVLoH16/QxJ5ePKkLCcnaqkoRi67M5Vc36shZUbdjFpXC01FamjPhbruRvLc6cNflrPiecFvOPD9/G0mIYRNUijcdCExqDloX+MpPFp9XczJT5A6V1f4i3n2GyIvyU+/VoqeteQqFyGKbWjixqvczLGPYutnQHbdchQOs6a8a3saB7HeVs288p5Zxy38c2raKW1ago7wiKhGeAnl2gmr7iAWe2GrKxkTeYkznS2Ypb+J59OzaeYSbK4dgZXjltE7DA/I5ZlWSe6f3z4y6zKd6KbBMYYRAihgGwQpzpeKLfEGS4NYlACenuTJLwi9e39VH1iBt9800dH+SheHBZNa+XkpoX8+rY6pNOHqC4xUB9Dx0DKKINFlxS66OAOQXKnQFSEvO61F3PyglnHbFwL5k6gIpXAG8oRVCcotlYQb88ijMFISZh2kHkPmSvwv/96M5UVSSqqUrzxn17BxW+wF31Hi0Yepm7ZwfdZlnV8/c/S+/jWisfQnht1PJcGtKQ7rKRahihPQkwjZDkY4ylUtU9fRyVuIuDSedv55Gkff8kHPgGakhVcO+MsblDLKbTkCAcF8U1x1JBCakALggpNdlqAdAxOIkAJzcVTannttCMrE3MkxiWaaUm2sC23jdDA9nwtKeXREM9iEOzJZ9i2t5GBpY3cOrSFP8XaSas4l585h3ddfgauc/QDstazG8tzp41IWM8qVwy5+KNryYpphOWaJ1pIlAlRGPT+nWrLxotePniuz0VnzyE9/pKDn9Q6iHArSJ39LcKelejsTlTVDFTNbABagHuXL+eRFSuZOjTIyzt2cMr8hUy87MrjNz4h+Lc51/D59TezaXAnUpe4LLGGiVU19DkBrzW3siLTzpdaHcTmRxDxBCtqnmFJ7wa+Nu/aY5KNY1mWNZr+c82NrCp1oKXEhOWpUIKJQeApOmWGpmQWWe7oahAUSg6FXJwLF6S59JUf4pzGhbjS/oEP4CjJ56+5lJuXruK2ZWvoHcgxX1Rw/pmTmTK+ms/feBe5nhA8EVW/bvGYeUoD7z3pgmM6rurKFO9587l898aHyBU8ig0ZfBycgTyOr3ECTTiYjzrrKsFgrkQu7/GTL95KTWMlp14495iOzzo0Yw5do2wsZK9Y1ons/i1r+e7mR9BeGqQeWUdqIUBosq2C6o4AU1RoyjU/Mz75CsGiOT7vOnU2p9T9PxxpMwSHvWfWOUzM1HLj5hXsTPVQ2Zbg3NQ0zq2czlc33ck6v5eYBCkNKddnSrXLZ+a97ZiOSQrJm9pez3c3/y9Zf4iCKfFkbyNKalwpMNkY2QeqR7JUs6JAISxyy8NPkYy7vP2yo9Va2DoSY3nutMFP61ld9+0ufKPQ8sBofygUrvFRJiAU0Y+SFD4/eFctZ8979k6r1sGEEDj1C6F+4UFfu+SMM7jkjDPQnodwHIQ8/ldf2lL1/O8p72F7vhuDwXnk6wRuL5XODn7SmOM3U+JoARnfUOsVoX0XK/I5ltUu4MzxthaoZVljR2g093eswKCihgzDqzcDRhp0ICgUEuwuKWKxECUNMePz0TkfZNE58+wFocNIxlyuPX8h155/8Dx40Sdmcfv6Vfxx2xqcmOTKGSdzUesspDj28+El585m4vha/vjwWtat38N23UX9tCYGtveS3dqBqcmAUlD0MF6IlpKeQY9v/8st/O+Dc5DS/nsfbyGHbtoQjoG6ZZZ1IvvCitsISg7DpUyGGQxGCPy4IH5WP8mSJiwofCN5/eKLuW7By1CjsP45EUghuLx1Lpe3Hnyx7ZyTrmdF90Zu3fUInvE4s34Wl7ecQcI59qVZpmQm8/FZH+aRvctYN7iVzQM9NMQqye1RdDxTJN5SQKRCwiGXUl+MMAFDOsf371/GVefOpSZtA9zH21ieO23w03pW69p9XDhg694wg0BKjY4HNNd4/P5D00kn7Y/VsSRjsdEeAhNTDQB0tUwg6OvlP6YHPFqtKDgCZQyeq3m53sJl+W7MDoe9u54iuPZWnIq6UR65ZVnW0bEt20mARIhosbZ/51lhAAdMQXBSXy/1J/fRpWfwtVO/bYOeL4BSklfPmc+r58wfldefMaWJGVOa6OgY4EMf/SWlvjxDgwV0Y7nWtRRABgolxObdiFCzy/P43Ad+xue+8/ZRGfNLm8QccpueDZ5Y1mjxw5AhJ4eQSQ6VSGaMwAhDdm+S/LoE+bmCJe/8MKm4raH8QpzWMJ3TGl5ga/nnqT5ex1XjL+eV40Ie7/4euSGfvZ05MqcNUL56jBIFHC3p7a4gCCWFouZAvqaqAAAgAElEQVSVN/ycJe9+t/276bgbu3PniX8E1jHnKiiJOHFdOuhrEk1svMeX3lbF/Z+cbQOfLzFVl1zOxirFilqDJ2FcNmDCYEDzUMiKofEkljRRs7yOqct9nv7a1aM9XMuyrKPGAFJojBHlzJWDl3HObofa6gIXNHyJ/1r0dfsH/BjR3FzFqadMpL9jAO2qaE/mcAC85IGjMNUZyBcw3T0s+emfWHbfqtEe9kuONuKwN8uyRo/QApEOgHIjo/1pgXI0ac/nmnfM4sn3fdIGPscIVype03YqfZ0+iakDUS3XQKEDiTYSEQupasxiXI2pDOmI9fPBe45PY19rn7E8d9rgp/WsrlyUJhAOBkjpQrl2mSGl87zzHM1jH5vLlXPrR3uY1iiIt04ie/XfkXMFdYWQWGiQGISBAcflqUwFKusgB+KknoKHvv7Poz1ky7Kso2JSupGEctEIJCFCAdJghAEJIieYWdHGP77iVyxuPWm0h2sdZe9990WIkWYM5QVBGILWEITQWIOJueA6EIR85o3/Q9ee3lEb70uR+Rs3y7JGh6sUk3QL0jHI2hIYgQklJhQQCoTUTG0p8Zv3f4TrF71mtIdrHWWvm3g6TRWJaIuMLoeiJKAMRgtcN8SVBqEFSMOd29Zz9zPrRnXMLzVjee60wU/rWX3kqhrmtcUoqhQFmSCuS0zQndzz2Tauf8Ox665qnRjGqRQxP0RGuxYQBkT5ytBAXOFLB99xwUD9Q0t44O4bR3fAlmVZR4EjFR+c8WaSKiBAMVy7TApwC5p/X3gN37r2faTjo1+qxDr6OnuHMDFVnviI/hPqfasDIYa7BkSf5/L8/SVfHp3BvkQNN23469tYaNpgWSeyf7/gdVSWBKraR7XkEZUepAJUpcfrZs/k96/7F+oStlTWWJQPBqmpypY/M1GjQMm+eRSiQCiABpPQfPC2Oyn4/mgM9yVpLM+ddo+y9axScclNHxnHhnaPVdtLLJgcY2qz3X5gQc9vf0XjI3+m+eQAv3wpRZcXfAZoycfpqUwCIHWIG/rEbr4BLnvL6A3asizrKLl43CnUxir5xoZf01nYC0Ywu3IKX7rw74k7Nug5Vu3Y08unv/l7vARQKN8p2NcKVUkolvYFPgG0pmgkzzy2hTmLphznEb80HW6b3ljYumdZJ7LpTfX8+pLr+dxDd7BabIXKEi2qju9e9hZaKmpGe3jWMVIM8/xy+9fIVO+FrkoOyiUU0fox8PfLzxPRVPrV+x7iM5dddDyH+5I1ludOG/y0nrMZLTFmtNjFnBUpbtnE0CMPIBG8bV2JG2bG8KVACzACztytaSrsm7y0VNy56CzesPxOcju2kG6ziz/Lsk58C+um8rMzbUmPl5Jb7n2SYtGnekI1ff3d0Z2GqNu70CAEon3vvhaRRkMsCUHINz9zC1/88d9T11xla8AeY+YwTRsO3cjBsqzjaVJ9LT95zVtHexjWcbRm4FH6/L20ppOsCjWeKzFBuUmkMAhhGBpMYsy+7fDCj+bJ27Y9wbV982irakRKO3ceS2N57rTBT8uynpfCun3NG87Ppxm3pJvV9Q55V1DlxZk3sH9KDKyaPI2dDc1smdxC/J8/TKJtEomZc6i5/DW4dbZmrGVZlnVieHLtbhIJl7jj0FflQJ9frnfgQK6A2LUH0V/e1mc0SIlMpRAFj21rdnPtmZ8jU5viuo9ewWVvXGyDoMfIWM5esSzLOtFszT2DQJCIOcyryfH49hpkjV+uGiMYyiXIZeOAGSnOKPsd3LzA65H83RdvJBF3ePXik/jw5efjKvU3X896fsby3GmDn5ZlPS8ymRr5OO0kmJVspHn7HuIln/UtaX5z4UVM3t1J0ivSXtvAYFUaFfeodnsQwRCFtX0U1j5N/x03UXvN26i74g0I1x3FI7Isy7KsZ5eIOxQ9HyEFzTOb2L12D3IoQHghqmMAUxyuTWYgkUCm0yPzW5hUIAUD2SJf/8xN/PpXD/OhD1/BxFnjqGmqtoHQo2wMlCizLMsaE+IySbmaJ1ObUhT9XlatbSA/mKQgFGHGQFqDNIiSRA4q3F6JWwA3FoKr8cOA//vL49y94Qn++fKrmNPWQGOyEkee+FmJLyZjde60wU/Lsp6X9CmnM/DHO9CeB0DcC6jN+4Bgwa5Olg4W2DG5AQIJGFTCI1PI0bxxCO2Vr9QZjfE0PTf8kP67fkVs/FxSs+ZScdb5xFsnjdahWZZlWdZhXXzmLH5xxwqScRcVU5RqY4S1MQgNmWIB11XRNj7YV/dTgI7LKEPUgFECBLRv7OLDb/8W8c5+Js4az7u/ei0LLzp51I5tLNEcOlNFH/+hWJZlveTNrTqdZwYfJTQhSip6VQJ3ep4ahlDtlWS7KyDrgIm2whsNbgGkGyJiOqqrpgzIkIEuyadW/IyhJxOMq6zgH2adwxumLLQXEI+CsTx32hC5ZVnPi1NdQ8M73ofb0ARA0NsDUiJcF+W6XLXiEeL9GmMEMh7imICrN96J8MpFQYGR1aERUNpLYeUKem66kZ2f/if6/3gHRo+Ft1nLsixrLHnVBfOYNaWJgWyRPV0DhOX7lYBwfAXGlRgpDmh4ZITAOPLAdAoBIjAUZzSg3Rjb1u3mX177db72/h9z87f/SE9H/3E9rrHmUN1qD7edz7Isyzq2JqVnM7/6HEphno7CEN2ewpUaJRSJCoOTCMCJtrwbQAaAAGc48AmAQMjo4mFaBJT6YuzpGeLLd97L9T+7he/fvYwNHXtH8ShPfGN57rSZn5ZlPW/JGbNp+fjnCPt62Hr9dey/qmvt6+Y9d9zE1uYW4rN6mKOfIeZDVjdHDxAmao5bbgkx8nYaasJcls4ffpP2G35I1i+SS1VQc94lVJ9+Fq0z56BsjRfLsixrlCTiLp//wOUsf3ob3/jpfQwWi8RCg9IGKmLkZ9bi7s4S6y0gQhMFPl0J2iADE2V+SqIAKQZdEUM4DkiFLwR//MUjAPzgn3+NTrhkGmt54zsv4PXXX4K0W/ueM3OYxZoZAws4y7KsE40Ukpc3X8OMilO4cdPdmLATHcbRgYvrQE3bENn+GKWuFCaUSGNQSqNNtF7URiAAKaPkGBXTqBwk1iQQgWCJ3s4SsYPv3baEXLMhHpdccdIsPnPpRaRc27T5uRrLc6f9C8qyrBdECIFTW4+qqDjoaykMM9t3MnfXFlK6iKosItwQmfBRKR+Z8pEpDxELkPFy7ozRmDAkF3pkcwPgl0gN7OWJu37N7k/9I0veeDmb/3TXcT5Ky7Isy9on5jqce+o0zps3ERXoKPBZJtMuhYkZvIZUlN1pDEIbVDFEBNHHMjCoUohOOOAF5YCoBK0xREkuQkhkrkRuRwc//e97uO78LxIE0VzplXx69w7R3TmA7wejdBZe3AzisDfLsizr+JNCMiUzh/MbXkngxwj8fbl4CpfUuDzpxiFSoU9VIg+OIfAVgZZoIwiNwPcURoBbUyS9TYIvMFJgHIFRIDSkugTF0PD7+9dy3he+x97BqAmhH4b05fO0DwxS8P3DDfMlbSzPnTbz07Kso6Lq0ivo+fXPOWBPn+PQePU15Fbcg2E5QhRIn7aL0oZ6wmwcALemQKytn/7t4xjO5wxkSLDfG6wAGtFsSsHp+RKD3/kquclTSU+dwfrHH+Wph+6jODREbXU1LTNmc9KFL8eNx4/bsVuWZVkvTa979WJufmgVvhfglrMyhRAQdwmVjra+C7Hf1Gj2fVy+P7V+LwiB0CFmv3plBoNwFLpYwIQBHbv6+acrvsLevgJ9gyVw1Mjz1NRl+Ph/vp4Fp005bsf+YmdMdDvU/ZZlWdboOXvcdKpUigGTRxgHQbTeE56DW+dT3B0FMYvjA9ydMWQgylOnAQHFST4Duyui++WBQTkjoy3zIoQwbihlA67+9g3EquNs7x9Ai3I3eQHppMMnzjuXa04+5bifgxersTx32uCnZVlHRd2rr4FQ03/P79G5LE5dA3VveBuV51xAau4COr/7BTZOWs+0+i70aV3IIQeFwcQ1oXLY5Lcxs70TgFAa0AdOZJXpIvlMCF0JYkWXbd/8AEuNYGd7tLYMEgnCeBz59KPccs//MX/2Iq5+5/V2i7xlWZZ1zIxrrOYfrzmfb/zqQbwwytoU2pD2BePaxtOV70TkCwgj0XERrR40UYaKo5CBQQ4eGPQEQEqoSmMyaYTRGD8AX7NxfScmGcfEHHRcgQDphfTuHeLjb/shZ7/iJD7z1Wts0wfK2yQPkakyFrJXLMuyTmSOVHzp9Dfx4eU/pxB6IAxGC8KiQ4NopD3TT1Lm6a6sQM8s4g4oRF5CMkQ3+pgY9GyvJAXs/5ZuAL8SggyE8egmeqG3u0AxzKNjYFwT7a7QMFTw+PS99/GDx1Zwz1uvI+bY8NhYnjvtv65lWUdN3WvfTN1r34zf38fQ/b+n+NTXKK16LyYo4VenuaFmIh9gMHrnqYm+x+AQI4WO7XtDlWLfpSWhNPVzO5C1ecYLyEwRFHZV0bWznu1BVL8ljMUQQYDreWAMsm+ItX0P8PM1D3HNJz+Fm2lCZVqP56mwLMuyXiKuvuJ0zl48kxt/+TBLHt5Adm8RExo6zBCmNoWuihHryiFEeVteueO7NCBCjXEUBEG5DjZR4HN8A7gOaA1GYuKpKHDalyOoiBPUJGE4oVQIRKCRfXkeuv0JrrjjSc6+7GRe+cbFzF889SUbCNXmMB1rx0D2imVZ1oluQcNEbr/0I/x63XLuWL2KTQMF8hK6TRaZkLxswUa6t83FESGqWhOWKzYqocl6cYKUQQgT1aIsz4eFRgiT5Z665QKPXi3E+8AoCNNmJFhqhEE5IYl4iY5siTk/+AqnTZjEtXMXcvGkacReogk0Y3nutMFPy7KOKl0q0vWdrwF3I4JBZNxHVRcYaFFsT8UY8GJUGQ+IriCFUuIhyAxUQrwfAp+Y9CmGBoOgalIvsZo8BQEJYRACkq39FAeTuHtjKAHFIEQbgxzOxzeGcChPZ8nn3v+6jpNmCRpmnkdy4WeQycbROzmWZVnWmNRcX0VpywCl7YOIUoDQBqTAr0qgkzEQeYajmyIsN/wzgBCEcYnyJSYsZ4ZWpqPAZxhiyvOaMAakJGjI4NenQUe1Q3EECIGJKcKaFCYdQ+/o5oEbH2TV8i1c+dazueZ9F43mqRk1mkM3bThURotlWZZ1/GXcJKI7TS7fx+mzt1CXzuEFDlt66oi7IQnXJ9QCJQ2KqOZ1WN4dqNOaoC7E6Y4uKoYpCBMgAkAR1dwOoyBnsdYQVpXXiSHImEZIDVoSGkVN2xB+b5zHV+1iTWc3F0zeyFcuvIy4eumFy8by3GkbHlmWdVTlHluG1/EgxQ2KwpYacmsbyT7ZQhM54o7mF3IKBRUjkIpQKbQQLC2dzOy6VlQ6E3W8JU6yLkcu6SOahygqQ0KFxMJyZ3hpmDStm3NliTiGShOg9gt8Dl/9y3kuK7c1cu/yFH3bHqPwxBdH7bxYlmVZY9eurd0s//NawrwPoUErQehKZN7DxBRBZRw0UeqEMZhy8DKsjCMmNWPmTEBXp6MszUwyanw0PK+50eLLKEmYiUdBVAlGRYFPtI5ujsCEGt3WSCg0PZt3cfdNj7J1/Z7DjntPRx93/OFJHvrLejw/oFTyWb9+D5s3d6FP+DSPwzVsOPEXcJZlWWOBFwTcveNeFi54mobMEL4WIA0zmjpwZci06k487VAMHAItKAYOhdAlKQJSMYifXITWItIYgoQBDEaBdhgpM4NjMAlwVUAmXiQWD5BKI8pXJL2Si19UuLUlUlUlSp0+j+7ZxR+3bjrsuHNBngc6l/Jg11JyQY7QaDYOdvDMwC6K4YneSGnszp0vvVC2ZVnHVG7lrYQDPoFwWOaexlo1kzq1l4s67+Y9mY18gzl8QZ/EHCeLkIZNfi1fmHMNtXVT6Ni1g3CwH0KD211JsxNQITVgEL6K9jA4BhyNGkiQnr6XWHsdAMWiixccvD3BDyXZvMszGwZZXL0Gnd2FzEw45Niz/f3c+8uf0LF+DXWOy9yLLiUzqY11yx5AE2PySYuYcerpSGmvG1mWZVn7PLV8M54foh2JV58iSDsYEyJzRcgPUWiI4SYl8Z5Seau7xKtOUpt26RcCLx6DkyZg8iXiAx7DEU6BQGiDURIjAFVefAjBvvRRRu4T5c91Uw1yczulbImVSzYyeea4A8YbBCH/8q+3sHzpRmTXACJbjBooVabRFUlkXNHUWMlHP3YFJ5/cdjxO4VE3lps2WJZljQU9Q1nGTVuD1jCkk5RwkSVDsCFBd1ZRUVtk/rhdbMo2kPPjuDJkelUXGVHBACX6NXCGIThJUtxdBaUYBgOBQISAAscNQRmUCnFVSMmUQ2DlfoQAWkuMDok1Fyh1pChmfe7esoFXTZt10Jhv3Po7/rj9XvrWpsnuyOCrP1FqMuhxPrG4ocJN8oHZl3HlxFOP23k8mv4/e+cdb0dV7u9nrTUzu59eck46aUAqECAgUqUpYlARvAoWVBBU1Ksilku5Kiq2ixW7/kS8XhGkCiIqNRBCID2kt5OT08tu09b6/TH7nFREICYhzPP5HMKe2TN77T3nzLvXu973+z2YY2ec/IyJidmreF1r0Qh+knwvz6uJvLnlNs5quQdHeowOAo4sz+OHxamss7Lksi435E5m5nFvAiB75LH093ajSyWMMXi+ZGBzDWpMH9msu8OLKKwql4ZUgNhahzHin65FaSPpG7Aik13t7vE55UKeH332ozT0dDEzcCkLw+KfPk9RQBcQIHn2vruYPGsW577/TchMK6pq4t774GJiYmJiXrWsWLgBEHgNacKMhRgokN7YF7UhmGiGFeQcBic1YLuAgEnTW/ngW+fwha/fifAqpkeZBAEKqxhE1ZxugDEGY6so17lrNeawczw7CHIZSNigNaXBIm7R222837jxHp58ZAXWmm0YKRCZNCiFCQzG9SjUplgVFLn8C7fSkstwzNETeMdbj2HsmPp/10e419HmBVr39rAtJiYmJmbfszq/kUyqTG+QpIyN2WzR8YcWQk9iQpAKrKzPcf+xjkRNGW0kHQOT+a9jruBTz30f2/PwAoVIQKq5iNdmIaUhNAqkwFgaW4ak0yXyJokeMtTdoWEQQCmN0QJpawDK5YCCv3vsvL/tMe5b92c23zuKsm8xMNrgVgmE0iRdqM32Up3t5MdrfsnvVv8vs0eO54yWk5lWfdi++Dj3Cgdz7IzLl2JiYvYqJuuwTB3K82oiU7JLefPI23GkCxg0iiqnzJUs46MP9/DNxouYef6Hho8tr1yKVdeAM3I0srEJVwj619WT78oMJzcN4A06CGnIJgImNg0A4FhRsNo1CyoAS2qSTsCWLQOsW9u7x3E//MffYfV0M8V36RKwEItNSNqMooCijMDVhiXPPMNfv3klnb97I313n03Y/8ItETExMTExrw0yuSTaEoQZC0oeqY19aAnGkeiEQtsSa8DFae/H6i8z67Ravv/f72Td1j6q67KMG99I84gqwqzAbZAYCYjK13QhEFSMknaMcYYdHguE61ceCsRAARB4XsCTtz9BYaA4fFi57PHXfyxHbuqOHG+rcqAU2pJoRyI9TXpTEVkMQAi29Ra5+/5FvO/DP+dn/++R7e34BzjGiBf8iYmJiYk5ABASo8HDBt/Q9ccRaF9gpUPsXIhKh3iDDutuG8dzq8bzj6Un8PXjP0d3kCepsozPjWB8VQ0JG1I5l1TOhUrrvFEGJQyW0kwdu4lMoowXWtsl0kwUJxIJDykNQhmCvA2AL0NWtfewvnfneeP/bbyHnkU1uGWL3ikGtwqUCHGSPoERbOxqoGcwjbJC+q0Sf9m0kquevpkvL/4Jbrh7MvVA5GCOnXHlZ0xMzF6lZs5prH++HYDTR9yHYIdJkolMjpycy6o0vO6Mt+x0rAm2a6TYTgIpBASCTYtaGVCG1vo8gZY4CJzK82aO6qE27bGlN83z26op+VbFRCLan3J8bEszstFj4eZpDKz9FdmaOkaMO2T4tUqFPAv//iBjAo8AWGMUhkgmxq+cSgPGGE6cvoXRdYNQNnjrF9HdcTaJE39I1YTT2LJ6JYX+PkaMn0B1fePe/WBjYmJiYg5YTnrjTG67/WkwoAZKUTudipKXAjBCYCxJoqOAOz7FB899A8mEjR9EBg62Y1HtWGxzCwSuxsvZKC/EKhvwArSj0OlkFNq8EOOoSpyrBLuSH223FIQhsr0HkUmTTlpsW7WF2//nHt79xfMBuPWHD+GXPJyyh8hmht+DcSrSMTKqMLVdg7aIEqQawkDz698+zuLHnye7uZNtGzqpaa6hZeoYxk8fy6GzxjLliLEHjDRMFMd3n6y9OlK3MTExMQc/RzRN5rdrqzFJg7cuiS4rZCpgx5U+lQpwOxOIksf5x0ylOZtlTSlAIFDCImVZpFWJ/qBMtimPnfLp78hiNORyReZMfh7bCTly7DoWbx5DdyFLoCMNy2TSI5stIlSkauluTqMtcBIWBIYb/vEwN8+N5quPb91Ar9tHfv0oyg2a0Ipa661ciBCRx1KoDT4WgQkQItIc9TzJI1uXsqH/G1R3zGBley/phMW4mhxTqhuZOKKJOYeOwbYODHf5gzl2xsnPmJiYvUrVcR+g8amvYNZCQlVazA2V2ZPBAKGEfieD2WWClJo6k8LC+dEhnktOGEKgGUP+uVa6p22lqr6IlwhJWxrjKYSA0fUFRtblmTKqmz/Pm4gGAiNICENrwkfX5VjQOY3QWIBh6bxHd0p+PnHPHYRhgAAKQFDZHu5y4x9Zn6e1Lh+9B0AaoFhk092f5JG2E6NjfJ9CTzvZlMesQzWzTphD6vDLkOmd9dZiYmL2PoHWrMt3IxGMz9VHCygxMfuAQ48Yy8TxDSwplxF+iMFgBFG1JgzNJiKHdgE5nQRg+mGjuOsvi9Da4HkBol+jDGBJtBTopIMoFjHtg1AdaW8KwATReYQfQsU9HttCDJZQa9oQyqK2sYratMCXKf7++8d51xfeTn9Pgb/d+Ww0DgArqoIxQ4naymadtBiefAowMnLNRRsWPt+Ova0bmUyzbjBk4ZPr4fG1JELNCXMm8Ilv/AfJ1NAS5f5ju0nD7ttjYmK2Y4xhS3sfrhcwurUWx45TBDH7hqzjMD01l6f1HzFFGcUbIQiNHG5ukMJElZwSRuZyAEypGo3B4OsAiSRfCtFagjCkqsv0d2YxErSlyaVd3ECRcnyOOWQNBS9B22CObeVq7Eqbuy4rihuy+CWbZIPNyHQ1Csnyjk429/fTWlXFtxY+gmtHsc3PRHEkatIww5lBx/ZJJqJiHgGRsVIgCV3JBtNJ16olpOoCBpv66bQ1T5Ul3hNZxj0wgW+89y2MqMvtw09/zxzMsTO+s71KCLXhpnv6eOJ5lwkjLC45rZqJI+z9PayYmN0QyuH8j13D729YwMK+ozg0sQJRKegUgLEV/b5DtmkClr3z73Dtm9+O17YZv30LfsdmhNEopbFCQUJLBhe1srixSG1VGSk008b14iiDFlB2JYvXtmCnA4TU2BrGNQ4wdeIAz3bPYGBw++2uXMjv9LprFz1DrqaerflBGoNwh/meiVoNK89rqilFXndDPhNE/0nLfro3rcQPHXQYAIZ8Hu7rlty7ciXHvOnbnHr6teQS6b3/gcfExADwlUU/YsnAAjKOSxAqyn4LVx56CXOaJuzvocW8BhBC8D+3XM5b3vNdiukE9JcqrevsVC6hkxZVAyUaW2sBmHHYSKYfOpLnlm2mp2sQHUZJTYRAFQOEFNBYhyiUMH4QmRIBMowWE42jCByw8h6ycxCCkPIRY5D1aao39iK1wSRsenXA8vXt9K3pQUlBWki8hI3QOjpnpZV9aLI5lAzdSXNGmCiZqyyCxnpUoCEIIQwRlqKcsHnwuU10fvw3XPO1C6mu2b8x72DWLYuJ2Vv85L4n+N5D83DTBmGgumjx8dNP4MIzj9zfQ4t5jfDh2W/mmvnPs6pxNWEoMGFU3GKMwGgB2qAMFKtSzKobDUB9ooo3j5zDnzY/Tk+pjK9DhDQIaSj1JbCsgFzWpa5hkD43SV2yiBcqAi2pSRRpzAyyss9nRVsrps9BlyQiG8LIMs1BLbZRGAKsVIGl/Wsom1FsLQySSo4gPXqA3lLVHs3PbTuodNWb4Y5HAGMkRmsyo/tx6t1ovzDopCY5oY+N3nO8/68d/ODsixiX3b/dgwdz7IyTn68CVm4uMvfGruHHizd63PtMkW+9p4HTZsTJlJgDD8cSfGzUClY9KiknsqTS+ejWbwQm77Ck/RhOfMeFux1nVdfQ+p9fpOvWrxN0rkZYYEINeYWlNaMndTFm5ABaGkItWLOtipAEWivWdIwgWS4ipI+ShrGNg0wbN4AnFYc2rEAIzaBbRUevQ9fGldz61auoHzWJOW88DyEklmMTNo1gW/sWajH0IrAFeEQt7wLwXAspDEP1MEKAqyWlQOBqhSU80qkAW2lCoSiqDAO+4PebWnhgweN86LCjmFlbuy8vRUzMa4KL/v4R0pk+qhIQGoGjfJLWRm5a+U0aEtcysbppfw8x5jWAk7A5+5yZ3HLXAlTvIKocgJAIDWiDMIbSuCrOO3YSmaro+5tSkquuOJOf/vph/vdPCxAShG/A96PuCBVlUEUqiSp6hOkEWBL8AFH2oFhET23FS1nQmMZgCFPgpwVPNzRguQZKIfaAzwc+/nNSwqKu4DKmMceq+hymu4CwUghtIld5KTBm+/8PIUxUjQOABukG4G6vbiHUYBuwFIuWb+Xaa27jS195B5lMYp9eg115lciTxsTsF8779s9Z3teHyQI6atLqrQr474f/Tk02wVmvm7q/hxjzGkAIwQWTzuVa9xuI0T56Y4JQCoJQRfEmgNKYkHE1rRxW3Tp83IVjT6YxUcM1829D2obQV5R6EkjPMHZ0F7mqEqm0ncoAACAASURBVMZAp1sFEuoTRZxAU/Iclq0fzXorh8xqyJZRJtrfmC2QVBtxA4e8LwkGk3zlmd9jJw39fhNVThPFUQUyz4aUtIXBoF2JTGiMNgRaoaQZkhVFBzJK4GIQwpBsKiEtvZNqjTYCxwnoTHbxifm/5jvHvIexmYb9cCW2c7DGzjj5eYDTM+jvlPgcwgvg2t/3cMq0FFK++rPwMQcfU1WR2sJzlBc0QVMSK+cSlmzctioO1120Fgf3eJxQCitXRA7PlyLnvWzjILlR/ZRE1I4uJYxrGmTZlgxtAyNxTYpDDikzuX4rjgxJZNKkakbi9q1DCZ/DG5exaVsCnwxj5CAp49OxJMNP/34HIw87jp5tW0mkM3Qm01g6wA58tBWSNaADRQh0dGZhbCcJO0RWViRdBM+31WIci4woR60ZgFCQoYgwhr6OTgYLJX61bh1fthQJx0EmkvvkOsTEHOxc+Y+v4qQGMECgI0fsEENoDFXJAX655k6+dOQH9vcwY14jjKmuxa+W9BzXRP2T3VgDkfyLsSRucxUml6F9B51NgETCZtqYJv5UCLGUQIcGd0gWRkii8pHoRxVcjFLItg5MZw8ohTeuDp1NggQvC6EdaZnpEJLP95Hctt3syChJv1BoDPXZNH1+CG4IlkK4IdgKJIR2pWXfsL1FfqgrouwiQh2tAA6f2CD8AKMkxhjWrO3gY5/6DZMnj+Ds06YzemQtq1a08+y8NdQ3ZDn77bNJZ/69cfCFDBoOBtOGmJhXyi8fncfKjl5MSiCC7dtNAIED37z7kTj5GbPP8LFwgxT2Of2U7mhArHciZ24JpVGQH2PTtiTEOzkkUZFlkEIyrWoiXRsbkERteQKXhtp+qqqKBIHEGInE0FmoocfNUuxLs3rZSLQNdnMRcgHSGFozA9RnC9HcTgvaO9N0bqof7vJDgMm4rNPdNKVaKE3uJd0XUMhYeIGFUiFCGRIYbBVGSjeeRIdRHJJ2iDEgrWiVwYioOtQQtfUbYVBC0+sN8smnf87MqlG8rnEmM+vGsbnUzaOr12AFirdOO4Km6n9va/zBHDvj5OcBzqnXbn3BfT15TddgSFN1fBljDjwykw4lYQKEJ3E31+DusE8KQ/dtt5Cd8/o9JgGTk6cgrEcxQZQMTdgBqRGDGGF20uEUAkbWDrDVnUoum6Hp8BnUqTuxbBtlWehyFwlHoI1Df0+SnkGbOVO2Rjd1oCbjMbIuz2Nrc7RMnkXXlk3IbA7XdSnPPoLe+ibs4gBjNq3E71rPQCHBQ8+N49gJ7TTVFNGBxdKt9Ty1eQSHNA1QyoMfyEgApkKKMjgSE0LP5o08cMtPaG3fwra6BpzZcygV87StXIBXHKRlVA1nXHQZNeOP//ddmJiYg4jnepbS56yg3imDMXhCUQ4dhrI0QmjWF1bs30HGvKY4ZFwjCoFRFt64Rjw/AG0wCQtUlEyc/8x62rb20dpSM3xcy8haLCHQBqSSyDCaPA379+mhHgSQRiNqq2gQmq6+PI4fYFcnkRmLLl3GKoeovCa5eZBkexFtSSordojQQOhTGCxRLdIIZZGfkiJwFFY+yoCEGQsRCixXI3ad7BiDbOuB+hqQkY62CXWkZ2oMaINOCAYLLoMrtrJu0RYevGU+0pjtbRQCfvrdB3nnxcdx6GGtbFi2iUmzxjDt+EOx9qLW4ME8gYuJeSUMlEp87W+PQEKgQhO1s1YWMwTRWks7JXw/xLYPDBOWmIObsZkmtEkSyjI9Y1LIFo0KDDoBxhaVBGaRx9Zu4NQp2+WMck6CVMqiVAiwLEmgLTK5cpSsrEzIhtbpwkCRrHKpz6bpcctIz6ZGCXKORVNVB2XXprMzixvadG2pQUiDktHin9YCk7cJRMiA8vEdRW58noZUiXwpARhqMyVG57pxjKYjyGGc6IV9X2ECCYHBpLa3lEtAVPwwpNQoO6Sky2zKu6zbXOSWgU2Rjqk0WCkPOx3ww7V/57RgKheffixPb2xjXH0dc8aNIZvYezrbB3PsjLNmBzDn39iGG/zz5+RSB4ajZkzMrmRnH4ddZ2G2ervvFAa/pxN/axuJHYyHhkgc8iZyc/6XwXl5TABO0sJyDK5SCASEGilASlB2AmFHVTQjpp9JqmMlurARAOPnKZQVDy8by7ZuwesP31S5cUfTSQNkkj6tuY20Tjif0y64mN6ebn62eTPt5TJGa5zGGlaOGM3EdasYt62NEHhk23iquxW+stjW0wXSRwJBKBgs2SDAtg2JhMFShrClDpEv4mtNPgyYF2pK7W0Ed95GqTISKaGvr50N11zLeRccyfJnltLRGZBpHM9x51/B2EMPvtX3BQsW8NOf/pSFCxfi+z6jR4/mXe96F+effz5PPvkkF198MePGjeP+++/f6bggCDj55JPp7+9n8eLFAEyZMoVkMrmTy/DEiRP58Ic/zKmnnrpP31fMvsHXPj9e+2WaU5V7jABb+qSsgD43hUFijMBWr/4vazGvHqZNHUWNJ+mRkYmCSVS+ag9VTWrwwoDNW3p2Sn5OPLyV8c01rGrvxUiwpcQPKucQRNqcQ7/KWqBsi9r6HKWSR1ifo6a+ii1eAeEZUh0aE2iSWwtoJRCyol0tBMYSCB3iV1k0jmsgTxk3Felb+ykbfINRgCWo7zJ4pQDfaIwUhCmFcQNkKhkZJUGUJVEKQo3RGkplSOUg0FgFfzh7qysaaCIqd0Frzf/73l+g7CKsKImaNCFfueUKph1/6F65FlHy+OB0rI2JeSWc8fPvIsNKVXllbYRoDYNK+RyYSJYjJmZfUOtkmeQcwuK+VVGbeHJn41lhBH4I67p6Ycr247J2gjdOnsRtzy0nCDRSKgKtotAk9E46lVpLLKWpz6YJjEQ7kpyVIpfoRoeCNataKOQTOKmKpIs0202XpMFoQ0qH1KYTZBOaINmOEoZRVQPk7AKBkQz6KVqTJVrsHrp8hacUi5ZPYqAtRfWxXSS0qSwwRIudQhiUjN5paKJFyv62arSnEMIg0OhQ4g0mIXSxqzweDBbx0B3L8AoJTChQQvL5N5zGO4+etVeuxcEcO+M72gHKovUllmz+55nPsY2KlBNfwpgDE2HbNL/nNFDhLjuif0INqrZuj8fKRC21b/sujRcfS+5Yh+rX11Nz/JuoG3MItS2jydbURklPmWBbKRK+bmgdxehDZ5I+7ts449+GzI5DJmqZt2ocPYMOkpBs0tvjDb067WK0oW5EC93NLXTX1jMp28Z7vR9xWd9X+ETx2zQ3bSbftgldLGBlswS19bztc//Nm95/BQllsWlbCmPAsUIw4PsSY2D0TItCshmtNVXFAmzdQtH38EKNb8xwy8OQtkq+CHfc+gQrnx9goL9A26ql/PGrl7PwL/fsxavz8jDGUFy2mP6//pnissWYVyAIc9ddd3HJJZdw4okn8tBDDzF//nyuvvpqvvOd7/CDH/wAAMuy6O7uZtGiRTsd++ijj1IsFnc7569+9SsWLlzIwoULWbBgAW9605v42Mc+xpo1a172OGMOXL61/EtkLI/QRK6g2ggCI5HCkLJ8hr6mndb8+v070JjXFFIKLnr9NESww/1xh5AjfR11HlSndzlOcvUNb2d8XY6EAaMNiqhiJVWVjKpBDSghUY5FtYLBnkEOPWI8rzt1OoMFlyAIsXuCqLoTg/B1Jauxsy+DEZFz++y3zMSZVEdtVRorr5FlgwzBKhtUQdOjApQSjG2ppdq2qUnYSAQmmwLf31kUzFJRhWupHJlTeGGkIxqEiFBHyduhBGmg0WUXCUjHiY5VClc5/OdFN9O1pXuvXAtTMW3Y9edgqF6JiXm53LpoAYNdEpRGWJFMk7QMQukowVP5s55cUxtLq8XsUz4y6Ty8ghVVQ+4yxQi8qAK5LpPa7bjPHnsycya1ksxEki4Dg1VIKahJQ9KOzIaEUTiOQbo1FF1NbTLFe2fOphT6FAOfjs4shUIC2w7xy1bk4L4LQhpCz+LQhjqOHp2mNZ1kStU2WlK9VNkuNVaJUakeunwNKmB6Q4oZjSWmjw4ROUNROBRdp+JgrxFCAwZjJKrSGlEuJAhdRehJAl8RhAodCEwIftnGSE2wKYPbl8IEUTdJGBiu/8uD3L9s1V65Dgdz7IwrPw9AjDFcdFPniz7v9k+P2AejiYl5+SSnvgc18VeEa2pAD1uoY4wgHD8Jq7rmBY9VuXFkj/8q2UoHuAldSk9fg+iaj+U0oOx+tvZW0xVO4/A5szj2zDdHVX+JGpKHXw5A7+Lf0H7fr6MTSIuia5NO+LslP8umkekzI1fLtlKJ+uJqzt72M0yoMQayvT5v6H+GtdU2i9tdso1NCCGobmhk5kmnsvTxv7D8mYX4oSLlhCTsECMk0pLMaziJlGVR09/LqU89QlsQUDRDq+tEemrRP2gNtuUj1fYRChG5BT7+vzcy49SzUGr/tB/5He1suu4z+Nu2IiwLEwTYzS2Mvubr2E0v7V5ULpe5/vrrufLKK3nnO985vP3YY4/l+uuv5x//+AfGGKSUnHnmmdx5553MmDFj+Hm33347Z511FnfdddcLvoaUkne84x3ccMMNrFq1igkTYsfvg4mu8ibayitIKNgxrSOAUEuSKsDTioKb4j/Gn7O/hhnzGuW8d7yOn//gQcIRtQgtMDLSzZRedG9PpG2aG6t2O27UuAZuuuVSFj6xmo62PpyMw5/ueZb+vhJqbBPdbT0E2iCCANnVS9PYRj5586U0j21kY3sv9z29nN/+8nGUo/DDSGcUbTBKDHWbD5m242SSTJjQTPGZpRS2FqKJpjE4vS52n4cIDcYSeMpiq+6noTbLxZecyFe/dldkwuQFoP1hQyYEUC5j6qqjv0hfR+WeSjFcL1KpwjY6mvBhorGhDQRhlJSVkuuu+CXfveM/X/F1qMik7nF7TMxrES8MuOGvD4CxEWKXRIY0EAhQoMqGn3zi/P0zyJjXLBOam3DWZxF2iPYspBWCEQS+QgeShK05bEz9bsdVO0l+ecY7mL9tMyv7OklbijX+P9hS3kyVY9OZL+IbD2MkfW0jcJTFl856A0eOauXCSUfweMdKvvrQvdhSoKTAB4wWwwnQoepPowUqAae0TOLh3vvIWFtQBPihpNvLsClfSym0sWXIQKIHVDetqTQfOOEonikvwgsl2kgGywlsFaCUITQCP1QkVbSIHxYtdCB3ztJZRJXZgSLsSmJcCVZlMumLoVJNPvvnuznz8E+84utwMMfOOPl5APLBH23DC//5c579egsJJ9ZgiTmwSeQa2HLo22kq3o3qcDCBRAtJqU4y/uQCxQXX4oybi1X/4mX6QiVIH/tVwt5lhIPryVZNoKVmCkf+k2OsUWcjEndivH6kUqxur2XG2I7h/VKAq7OMet2HGTF2PACj0mmKfQ9FmUgN9uIkqjO6VU72NdnQ5+mebsYcNg1jDA/+9pesX7YUtCZftnEtG9uKRK21rzhxxWIOP/0ENv/5j6j+flazQ+KzgiGKYSFQl3VxfQtbhYxtGqA261L2FBs7q9j6918w6rR9b9xijIkSn+1tEIaYIKpK99vb2Hz9VYz77i93/xL9T3jmmWcYGBjg7LPP3m3faaedxmmnncaTTz4JwNy5c7nyyiu5+uqrUUrR39/Pk08+yde+9rV/mvzM5/P87Gc/I51OM2vW3mkDiTkwMMbws9VXoMkQ/dVUtg/pfFYSLXnP4eaj/mcnKYSYmH1BLpdm2typLLt3TWRENEQl+5j24WMf+gXnnX8Mb3n77J3un4mkzZxTDht+PPuEydx5+wLmzVvNqIkjGNOcY8rIaiYcNpKJR0ayMcYYxoyo5ZKz5nD7b5+m5PtIJfEb0jjtebSoOLdXND+FELzujOkcNX0s4a8DTCUoJduL2HkfLSoJ28AgXI9Aa7q14Vc/eggRVJKalgVBAH6lS8myMFVZdMpCE5IMw0ibZo+NcgLpV5KdRTc65w6f0YrnNjE4UCJXtXuFz0thSDN1T9tjYl6LvOv/fo5IB9Bv72GvQIioOv2n73srdVWZPTwnJubfy3Vvm8jlt27A0wq87bkOIQ3Vk8r853O/4ZTmw/jolDNIqO2/x1IIjh0xmmNHRB2B5fBQ/tbxCE90P4VdbVEnWmgIDmXMcaM4clQLCIE2hvpkhjePOZJfJReyOt+FEAIldGSgaQRSRkUoUfWjZEJrHWePPpxFhb/ihyW8UNJWrGZDoQ6BwRIhWgvWFBspagencRPfW7kIP+OjjcH1LGwnxGgrSmhWupeUMaREQLGkdu/NHgpawhD2WpG5blEiy7sU8/ghT23cxDFjRr+ia3Awx844+XmA0TUQ8tiKPWgk7sBPLq0nkdhT0IqJOfA49oL/5MGwnq5lz5AIfWZMXMboEQ7KW4u/dQ1B+2OkjvwidsuJ/9L5VO3hqNrDd9oW9q3Eb38MIS3s1lOR2VEA5GrrGTH5aDo2rMVoj04mMH/zVsbVbmTM6Cpkw9GMOvpKMvVjhs91RE0NfWFX5MjXbg0nPiO9NUMamOC7rJ7/IP/3xSfoHKxCa0M64ZNyAvoKCVxXIIXBsX1GHXUGE193Is8ueobmh+6rtIrvnijUgDIGx9KEOmTOlK1kU8FwoBlZX2DxX79D6wlvQyZqX+pleEWUli8h2NYO4S6rMmGI176V0vIlpA+f/i+fr6enB4D6+t1Xb3dl9uzZpFIpHn30UU466STuvfdeTjnlFJLJ3Y2y3ve+9w1XxiqlmDRpEt///vcZMSKukj+YWNH/LL2BohTapJXHDpYwQNRKNBgkuHbGNWRS8eQtZv/w+Y+dx+XO7+l7tA1REBgNQgmSSRvbUhRdj1t/8xgNTTlOOOmFNS4bGnK8/4Mn8/4Pnjy8rW1dB7/55r18/TO3EmpNy8QmPvTptzDt2ImcdtwUHnlqFaEEb0wdOjCorsLwX4nt2Lz1o6dz8YdOxVKSMTXVLG8vIt0wSnzK7cYnSKIW9pKPVyjQ0ZvApCzCqgTaEojAQRUDZKhBSoQf0JBL0O6BEXtSDKsgBcZEGm4kEhhbg+tFrvIGVNnnug//gm/ccvkrugZ7y7Thzjvv5Jprrtlpm+u6jB49ejdN6m3btnHiiSeSTm+XNZg+fTq//vWvX9JrxsTsbQb9PMsHtqHSQaULy+y8cK0FwtJc/sZpHD95dz3+mJh9wZxD3sJN776aWx7XLNzaTCGwsbMeDWNKWIlqvHLInzcvJq0SXD7lDS94nqRKcHbLGzi7ZftzBsplvvfkk1z/8EOUAp+6dJoPH30M5x12OG877Gi++/hjKOlhJwKM1riuBdIgBAghOWPqeG449WxydoIZ1aNZ0DsPrQWbCrXIils7gBIGZQK2latY3tbMknKJQCuyKRdHabQWlAMLP1AYIRAGptbXsyHfXhFDY+evtkOTQUtjO5pEtoxlaUJPUu5Ko10Vyfe6kkt/fRvPfP7Kl1SUsiux4VHMPuP7f+77p/vPnpXghMPjyVzMq4dkOsM5H7iCge4u3PW342zdglcq0tO+lTDwUcoi+eS3GDF35+Tnbl/KdsH3PExhA/7y79O3cR4DXoJQQ8L5FTVHf47GSacBcOoFF3HPz37IYG83AihZh1B3ymcYO+eEPZ5XSckRNVm6BooEnTUIYxBGI4zBDaPEWrMxLHEFK1cXkGKQYye3M6p+EAR4vmTh2iY2dFaTSsKTjyxgzFGnc/x7L+Xm9euoWr0CacxO1Z+C6GZsCU11pswJh3eTTgQUXYti2SKdDBHC0FBdom3Bbxl1/BWv4Iq8dPytWyJNtsDfbZ+wVLT/JSQ/m5qaAOjs7KS1tXWnfUEQkM/nt59fCM4991zuuusuTjrpJO644w4+9alPofWu9bPwi1/8Iq7yfA3wvxt/zTavGjeQ5CwLRwaEJloml0JjkIxLzWBibtz+HWjMa5qW6hw/++h/cO8pK7jrlqcYXNGHkBLfC+n1StGTAs2Pf/w3XnfiFLq39XH/7x6j0Jtn6hGHMPvMmSRSieHztfcMcsvvH+eZfzxP9zPrCfHRaYW0BP0rNnHVh37IF2/+ABe+9WiWrNhCseRRn0mhZ2Up9hcZkUlxycWvZ8acidjO9q//c0+YxsoVW1HlYNgUCaLWeIYehwFySydhSy3+qGZMxQTFWKCTCpUPsEoBVkqRnVyPc8ciTLZq9zaHIaRApFNUZpTRNmMw+SKiWAZg0V8XvcDB/zoGsZPZxY7bXwrnnnsu55577vDj9evXc8EFF+yWEAVYunQphxxyCPfdd99LH3BMzL+Rny/5G67vYBmFXe0R9jmYIV3DSG6QmlbNR495434dZ8xrGyVTnDD2q0xqfIh7Nv+D329WaC/FQCkBfjmKU9Lw21XzeOfYOSQsi390zGNruYeRqVaOa5hOlb09V1IMSvxpy2PcvXExS9aUyffbICP97MEBl8/99QE25/t438zZ3LtiJet7+6iyLKqzgrzn4SjFla87jtMmTiCX2B6TT2o8gQXdt1HUDhqBLaI/IjHsLiHwAouFqycgtaFhai9KRprfQkHCCij5NgXPQRhFR1liFzMIZSARgmvt3GcuDcnaIk11A5hARq9jBLnxeQaW1FDqS4EBdzBk00A/Y/6JtNyLsbdi54FInPw8gFjd7nPb/Mqkf6dClu2/aN96X/O+HlZMzF6hqr6B0pZ+Cm6ZgZ5uhpaxwjCgsG0p65csZOzUWZSe+zremt9BWEbVTSM5/ZPYzccNnyff38uyO75Ibekv5JxBAmHT6TcDZZAOfujT9+i3SLa+jlwmSW3TCP7jM//F5lUrcEslRk2aQiqb+6djzUz7FIW151EOSxgtIz1OIyi50S0z0oIBXwuOntjJ6IbBYf/4hB0yZ0o7XmhRElEF6oZlSzjqDWcx9/x3ctc3v4xw3Z3ChwSqEx4zJm9jTHM/QShxfYWShmwyYM22ag5p7ieX8li7eDGjjt9bV+Vfw24ZOdzqvismCLFbRr6k882aNYuamhruu+8+Lrnkkp32PfDAA3zuc5/jG9/4xvC2uXPnMnfuXJYtW0Z3dzezZ8/mqaeeeulvJOZVz8KehWws92ALjWMFdLgZ0sqn2ikjMeSDBMporpr12f091JgY6tIp3n3MEaz+42oWWQXynoeScrtpuyVob+vjvz5/C/N++AAm0JHRkSUZM2EEX779MzSPbeT+R5fynWvuQPe6kVugkwRpY4yLDg12xiLIB9x44x/4wx++wA1ffCt33PssCxdtwHFs3nL2LN50+gzSaWe3MZ5x0uHc9POH8DVgRCXpWfkSaiItToLI7d0fXQvGRC3rSkbu8YDOKNS2AXInjqFDwdvfNoc/3joP6mowOor10ZRQIzRIT0cvIcFIWUmCArkMRoeIsh89/0UWQV+MyFJw707gtNZ8+tOf5sILL+T443cPxkuWLGHatGkv+/wxMf8ONvX385N5S3GkxhIhst5HZgKCziQmEKhsgKjzuPOCT+3vocbEoGSS1uwbSThVhOEjDJZ9pBTb44GBUuDznQX/x2L9HK7WUQcdgl+uu4cvTH0/U6vHsya/ic88+0N6XBe0oaZFkq236GqrIfQtbKnQ2vCjp+dz8Ywj+e655/D7xUt44PnVBDrkzMmTuHDmDFqrdp83NqdGklFj6NftkUFQWFnLE4JAK/KFJAiDNoKq5jxSaEItIzOnyptI2T6FskNDMg1I3jv1jVz7/N+hIQShIYgqOlGaqqZBcjmPQMioStsTiFAglKZqah/+Iw6BUCAF3f2FV5z83Nux80AhTn4eQLz/fzbguzu0s++g7wCCy07P7o9hxcTsNWR2LKX8ILuqhhT9NOsff5S6zdcSdjw+vD9o+zuFniVkT/8DVu1UAJ7/3btoNEtwlIcwmoQMqVHd9IUNYAIQNpYeZP7CxZx6wtHR6yrFmEOn/svjfOLvi1m34hiqi+uYFCi0FoRakHICvFCyKnCGA9f45oHh46J1PkDAqGbD+mIjAHZlpfCI2XN4atxE8iuWUBKCkCjxefiobg6f0ElNtowSBmMEeddCa4mUBiUMgyUHJQw1U/Zx5hNIHTYNu7llWPNzGKVwRrSQOuylTfQcx+Hqq6/muuuuo6qqinPOOQfLsnjssce47rrr+NCHPkQut/2LxtixY5kyZQqf+cxnmDt37iuaDMe8uvnxmm+hRCQrgYCc9Ai0ZGupCkf6VNsuM3O7a8nGxOxPWkfV8sRTq5GW3HnqoA2+rXn8B/djQgN21F0QGMO6lW186eLv8ulbPsa3P3sbOu9vd00HpFEIHALbIww0VkoxuKqHNQM9TBxRz+XvP/lfGtui1W04tQn8rQPRpEwTCWIPObX7Acb30UmFqTi6C4gMiiyJkYAGNa4a1ZpFljzedfV5/O3PS+lTkYagMGCMRvqm4kQ/9P4jSRljDZkmGcimMeV+hJCv+F7/7zBtuO222+jp6eGKK/bcgbF06VL6+/s5++yz6e/vZ/bs2Xzuc5+L5Vdi9iuX3fcjtDbYdlSdpksOSIMaVUIojXYM9flm6jJxd2HMgUNTModb0ZXeMR4YYUhbHouC+bhGITAoouRjv9fHtYt+xs1Hf5ZPzP8pRV1EhgI3tDEGlBPQOKqH9nWNBEbjKIkfaO5ct5SLD5vNh445mg8dc/SLjm1rfpC/Lh/PuJZuHBHgG4WNxvMtymUHEQIKTFGQqPHQFTMxYwRhKAi1xLYCsglDfSpNUbtMqhvJSU2TuX9gNSarwQoAQ21jgWQiiExwdeU8KaBsIJBIR5OqL5PvzhAqmNjU8Io+970ZO+fPn8+NN97ImjVryOVyvP3tb+eKK65Aa82RRx65ky5/fX09Dz74IAALFizgy1/+MmvXrqW1tZWrrrqKk046CQDf9/na177G3Xffje/7nH766VxzzTWkUi+uEx67ABwgrGsv01l4YR3P6aNtrjynbh+OKCZm7+OMOotysLtW49reQwh7lxB2V/VRVAAAIABJREFUzmPnxKjBlLsoLbwB7fbSef/7GKEWkHbKOFaIUholQqqsfjJygGHXBmDL4MtbLPA9j1XPPk13V55eJM7ELpJpj0zSx3FCMqP7yNeVhp+vVPSaAoOjQjJJj6p0SGu9ixQGy3aYOOuo4ee//oyzMVKQNZp6o6lJuRw+oROI5puR4LwhndheaZmwQ7oGUqzc2sC009/9st7XK0EIEbm6j2gFy0Ykk2DZOC0jGXXN11/WBHXu3Ll861vf4s477+Tkk09mzpw53HTTTVx11VVcfvnuOm9z585l9erVzJ07d2+8pZhXIUu7n8M3AoHeSY3dkpq05ZFWAcJkeO/E9+zXccbE7Mopp0+LJg16e3wz2mD8gLBvAAKNsNSwI7sQAuMoVjy9hisv+lGU+AzCqDW8crwwGolClQzaGAgNJCUdxfweRvDC/G3+aoLeEk5XHr21E+n6iJKHKLkI1wet0R2dGK2jWhAhCB1FudGh1GxTbrApjXAoja9ioOAya8JIarIpznzHcchBFy0F2pYIJMKYKFkqdvgBRFiJ3QZQFgjB5GPGv5KPPDqdeeEfgDVr1rB06dLdfjo6OvZ4vjAMufnmm/nIRz6C4+xeRQuQy+U45phjuPXWW7n33nuxbZvLLrusovcdE7PvCcKQtoHoO+lOaIEpKrz+JJQs/vjO9+2fAcbEvAAnNE4BLTFSs71e0hASUicLlcQnldKTSKdSCcNgMMi7HryZou7H8y3ccCjHIghDibQMyUwZY8xwPBgM3Jc0tke2rMf1AwpBktIzNZQLDoOFZJT4xCCkQTyfxAQyWtsTgDD0lZJ0FzL0lVJ05nP4oUMxdMnZSaZWj+TS1x+Ps9lG9UVVn4lcQCIRDJt57ohJRJ8HAoQddVYkk4pcMrH7gF8CLxY7/1W6urq47LLLuOCCC3jqqaf4xS9+we23385vfvMbVq9ejZSSBQsWsHDhQhYuXDic+Ozp6eHSSy/loosu4umnn+bjH/84H//4x9m0aRMA3/ve93j22We5++67efDBB2lvb+eGG274l8YUV34eIHzwps3AnpOfCVxuvmzUvh1QTMy/AeHk6G26gtKKX1Kb7MX1E2zqHUUmVWBa01/BhHs4yhB2PUNpwXVsXP4cLRmGWwaMEZXJGNSobsomTUiCdf50mlvHvqwxhr6PXy5TLHocc0gvpqYI9UVwLYQdIizDlK6A9r4MAkF3X4qJI/uiRKcVTeCM0dQmezl23HIa3/AD0rkqAHQYojwfKSQFAS5wWMP2iWoQSmwVrcqrilmEBjr60mwbyHDCx27ab87VdtMIxn/vV5SWL8HfugW7ZSSpw6a9osqcU045hVNOOWWP+4499lgWL148/PjCCy/kwgsvfMH9K1eufNnjiHl18KO136V7TS3tqxsJPUW2vsDIw7aRqSthjCCpPD42+TtxZXDMAcekKSMYc1QrG59pw+gwqvIcLKE6+6DB2T6j2FHySAi0gMGePEpvd7xFiJ1mINIT6IQB3+DPqWN0tvoljW2wUMIf8BGehxwYJLAgbKxGaFBtfYiBPCIIkEEQOd5aArfOGq74FETrjvnAJ2lsPvzm42jb0MW6FW3IQCO7CgTVkRaZGZoBml3EQM0uDwR87daPvqT3sUcMsCeDhsrrffrTn97jYR/5yEf46Ed3f/3HH3+cfD7POeec84IvuaNkC8DnP/95jjvuODZu3MjYsS/ve0lMzCvho/f+EZH2KQcWWAKpwfINVgihkSQdny/OfAs1yfSLnywmZh+StZOclZ3Nnb1Poi2NV1a4ZYtgMM2kQ9voJ7FbI7Yh0n8f8LpxEhJtZCVQDf0T/Vc5IcZEDW1OUnB4fdNLGlvZ98nUbKPQnUb22lgrwG8JMDYwYCHbHei3MBmNX7Cwqnz6Cmnc0EIOBU+g4Anajcs1M95KOXRZUFiAFQis9TayFhJHDSCHBr8rQ4uIBsJ+Gz9j+N37LnhpH/KeeJHY+a+yefNmTjnlFN72trcBMH78eE4//XSefvpp0uk0hx122B7ntQ888ACtra2cd955AJxxxhn84Q9/4E9/+hMf+chHuO2227jmmmtoaIgqXD/5yU/y7ne/my984QsvuDA5RJz8PADIl0K2FF74UlSrArVZ9YL7Y2JeTUw/5a3cvnwDfUuXM05t5ojmZSSrijjqhX/HDYa21YtYtCrF6KN2njRpI6KggCEhyiwsHc+z2U9y3eEvXvq+J5KZDJ7roo0gnfDozSfY1JnDDyWtdXkmtfQyrkmzekuB3r40joyUUSwVVaMJKZBSUtUwglpHkq5UiQ70dHPXj7/LhhVLECYknSsza2QvI+vyZJI+rq8ouha5lDdcARoaQUdfmuVt9Uy45EqOmHnEy3pPewshROTq/hLMjWJi9gZ5r8DCR0eS35KrVI4Z3M019G2tYvLr1pEdUSCnyozJNO7vocbE7JHLP3Aq//Xtu3CXdkPZR5Y8TCKBUBbD+ppCbE+AhjrSvbQtcHeecZhhUwXAD7EGwBuVYua50xmde2k6X6lQRpOcUOMeMxF3dK7yGiCm1JB6Yi12Wz8iCFH9Lv4YB6MYTnwiBFIbsgkbhWD+n5fwx5v/RkepBNqgswlI2Iiitz1pu0sCd8eErxnM870/f5pU+pVVrkC0QLpH04bKthtvvJEJEybstr+xcc/3kQceeICzzjoL295zsUK5XOamm27i4osvHm5z9zwPgETilb+fmJiXw4MdqzGJJEYZ0BAKCBMC7RmkLxlR28tpU6bs72HGxOyRS448jsd+00ZnzWZqavoJc4JylcOAnwBrF5sU2L7Q5kKYlQyLkoloPjlUAB34UWWlsULGjMxxfPNL6zaozYVkcnnKAwnKU1z8WjOsiSmSBssLsEqC1JgS3YNpatN5vNAaLtoBMEaSxMHGZvG2Tm5adCcb1gwi/TRh2pCYNEjCCUGyPeYLsz0xKUAmDEGvTSnvcNnbjmbayFcusfJisXPNmjV7PK6xsXHY1BYij4cdjWg9z+Phhx/m3HPPZenSpeTzeebOnUt7eztTp07l6quvZuLEiaxZs4ZJkybtdO4JEyawevVqBgYG6Ozs3Gn/hAkTcF2XTZs27TGm70ic/DwAuOo33ew5nR/xhYviqs+Yg4dkJstZhxYIax4BoZEqQLs23hYbu95CJXcx1hEKVTuNdfN7GSwncH0VBYIKBij7ip58iiWdI1nXFzLjkFvJd72HxEsw4jHG0LFpA31dHSjLIlEV0jWYYnVbHUNLXb35JD2DKU6c1M6ZMzbx9KpmaqvLLNlQz8TWfqQ0hFqilEH5W0Em6PjLf7Nk6xTWrt5KuVjAL/Rz0oyNTBjRT6glgRYk7ZCkHTJYtukvJkjYIUXX5qk1LWzxmpn6gQ/y9tNfuNIkJuZg5+tP3MFgWw4sM5wfQhlCX7Ju4SjOfMsTjE0fF1d9xhywtNZX47UXKdc6YBwMaUQYGQmFGRtrQyeyt4iQUSJSBBpTX4POOlAqgZQ7JA/BCInwA7AV5bFV6Ak1DMwr0n18gfrqf67bFwYhT9y7kIf/OJ+ntg0gwpBgUjPl5mSkKzpUSpKwKZ0wEXn/MtRACbV2G4yKkqOi8hR01HJf6CoyqIr84N57sMoBhAZdkwFLIsIQjUGZKNYaWdHHHip4FZG5EeUSl37yDCZP3zsVkmbH3vrdtkcTpqlT/3U98IULF3LppZe+4P5kMsm8efPYtm0b119/Pb7v86UvfYkTTjgh1vyM2S/M37gR7RgwoKTBaBH9iP/P3nuH2XWVd9v3WmuXU6c3zWjUJXcjO264YoPBYMAYQ4gJJRRDIDF5IYE4gZAvBpuQ74VAbPiA2AGSlwQH/EIMtgFDTDHuILlItmT1Npo+c/oua63vj31mJFmSG5bGVvZ9XSpn7332rHPOnP3s9azn+f0skScYyE1RVA4tmf0lqVJSXgh0Fl2OOXUdy52tAEgMwoIrNQLLcFBkLCg0lwQtBkFcd3Clplr1yOZDEqnsRFZMKIuOJUHgUGiv4rZqjOewsTzCsW39TzkWay2rH9/J7b9aw/qWVahuwVTBIfSThQVMM3oqSzQYI+oKrzfEdwSjYy3InE6+hwh0LNFaEpuIShxyzf0/g4ZDdkMO22IoHD+F1xE0w77YP8krkkRuuCtLZV0rZ5+/hA+fde7z8p4/Xex8tl0TAEEQ8OEPfxjHcXj729/O9ddfz8qVK7nyyivJ5/Ncd911vOc97+HWW2+lVquRy+1biZ7JZKjX69RqNYB99D1n/j+z76lIk58vAO5e12BW6P1J5cT92RoXnpS2yaQcOTQe/t8w8W8oV6ONpfx4N42hlmabdxf+4BT5FWNNbRQX0XYU2RP/Avvgp4AGTwy1sbRvGs8xgCWKFY1IITAc2zvEguIEm7Zt5ZbP7eDt13wOx3/6CtDhbVu4/Zv/THV6kjgKqU6OcszicTbsaOfJX8pdk3l2j+fpKgScumCMofEs63Z0MthdQSnbNMcVqDgi0oZf3z/EeKWCtZZGw+X4wTEW9pSJjSTWSal/NXDIejF5P2Ky6rNjrEjYeylv+ftPks2lbUgpKb9csxUb+1ibrOIDCGmRjiGseEyXi7xr5cfndpApKQehEUT85adupm50UnmVBauSW3ArLTJbJGzP42wewd04DEoi+jsR7e1ELT52dxmBkyRAZ9AGG4TEnQXC7jyiolm3fjefvPZ7/NM1l6OcA3dTlCYrfOKSf2DjbzdhgWBpP3FvC2G7h9jLXV0kZTIYVxEc3UvuoZ2IcgVVj4laVGLmQGI8kWiRJlMzYQUGgc24oAQYk5gjKYE1FmGaeqfJDwELHjEnnbyID137Frr6nz99+1nj+gNtfw7s2LFjn6oWgAcffJArrriCW2+9lf7+fq677jquueYaLrjgArTWnHfeeXz6059+jj8xJeV34//97zuRGY3r7FU0YARx4GCBUAi+euEn526AKSlPw//dcSPG2YoxkpwK6PCqCAESS2QkRTegy6/yeLkXi8AJBDs39LL8uK1MjXQhpMXPRsyk7uJYMjbSQq7Y4KLFj9CTr3DPyFKu/NVNfO8VH6Ale+CFgMjEXHPb7fxgy2NoK2jVVdpERM04STl1lMRna4EIcA3xohDPsSjHYqzEaIijRPjakQbfj5oybpLO3mnikkvDbYUWjdcWziY+k/CaJHeFaMqHR5LG+naWtSzgE39xAcf3znve3vOni53Ptmti165dXHnllfi+zze/+U3y+Tx/+Zd/uc8xH/3oR7npppt4+OGHyWazTE1N7bO/0WiQz+dnE52NRmN2X72edFnmn4FhW5r8nGPW7ghpRDOPmgnQvfj+3y7f7zkpKS9WdGkD4ZbvA5pIC6Y3d2CHEj3MqZpP3othewdOiyJ/0lGY1lN4ZKPPxq9+n4LsYnn/anZPFfAdQ09bsroTxortowWOGZwkiqfJFQTdy8a4f22Vhz97NSv/6u+Q7sH1Px684zZu+5evEEchCGjLBehAktUB1uYPsO4lmG64dBUCPD/m8XXzKDc8Ngy1sWJgEkcZHGlpRIpK3WH7aAFtBUqCwLCgu0ys911Ri7WkVHcBwU9XL0AVF/Puj/wNmTTxmZLCWGOEsQkHua9oE9ZIjE3C5lldb5/rYaakHJT7Vm1hZLwM2hK3CkAlVSKAsIK4FZySIF7ah8xm8QJBphEQyZioEhP2FvF3TAIyqZo0Fowh6swTdWdBqaZxg+WhLbv5z6/9nMs/+PL9xjGyfYwPnflxxndOJBvyWRCS7PYKjc6OxDRJiNnvWLNTENNZwLouIo5RUw1Ej49RyT4ZJolP60i8iRAhBMJ1kuRnHENT0kYI0K5EmMTgSAiBDht05nz+5Zd/R774/Fee2b2M0fbb/hxYvXr1fttOOeUUVq1aNft4YGCAL3/5y8/tB6SkPI/E2rDL2YRUarZdFZKFQ8ePCQOHYrCItnxxDkeZknJwRoNdrC8/TGQlRadBm1ub7TrQSIoqoBp5tIiAtmrIhh0D1KI8nYMBxoFCW43RoXYsFtfTGJ1UfGayEYPFcTpyNYwVnNW7gdu3Z/nI7T/gny99035dRHUd8r47v8U920exUiDdiM6uCpMmixRNL4qZIraZp8YC65ukGlRqMrmAQDsgIesGIAXaJO3lSmqUjPE6YqKuLDZrQNrE2X2GZgIUYdGxwE7k+O5738OiwrPTKn0mPF3sfDZdEw8//DDvf//7ufDCC/mbv/mbWdmY6667jgsvvJCjjz4aSAwFtdZ4nsfy5cu56aab9jnPhg0bOPnkk2ltbaW7u5uNGzfO6mhv3LiRbDbL4ODg044ndXufY/7p1qknbdljgdlRUBRzaX465chBT64FE4EQVAIHxpPkngCksFQDB2sg2NGLd/a/cssdNR5dvZl6pcxoqUB/Z4OVSyaYrGa4a20/962fx+bhVo6aP0GkFWARwiBlzIqFuwgmH6P64L0HHc+G1b/hx/92Y5L4BDCayYqLkpbHd3RSqvn7a55YaG2powWMBi6bpvJUQ4f71/ewfmcbGS+m0nDZNNzKHasXJuuMTYe8U5fuQgJBdKDvtSCMFFO1PGe/+b1kck+/epWS8j+Br6/9b6LMk+7DZnpmY4nMa9589KvnZnApKc+A367ZRhDGWE9gXDGb+JxNMhqICwKhDRmt6SxNMZAXDOoYrxYjEDSWdBG3Z7CuJC64hIPt2LxP1O4nVZfNL4gGbvvOA1TLday1bFq/m1/8+BHu//V6vvThrzOxazI5MJdF9vehkoIYZGhmtUb3nsBZBNIkA7UWpFT4o8mqvbUWowTWkTjVmNzORtLCPnMrG5s9r5Nmq7wC6yu0JxFbd/G/PnXZIUl8JgMUB/+TknKE8+uN68i2V5IK7r0CqLVJ27sQ8MVXvmHuBpiS8jRsmNxEPdRIaymoxqxW5kxMiZEU3ABtBFnfUOjPcfwJGQa62qnrHL4bM29gnEKxgdEShKW9s0pHR4lzF65HCEtkFRbLse07eXj3btbsHgFgqD7FHUOP8vPdj/Lvm37NfRvHsAYcN6ZvcBLjCLSRSceEsqiM3jezJi0yEjg5jasMx/Tu5rSBLbRmalghiLRMEp/C0pZtJOuEwuK0RHstVuxlhjgjM2Mh3pXhTZ3nHZLEZ/Lznp/YOTQ0xHvf+17e9ra3cfXVV++jl71+/XquvfZaJiYmqNVqXHvttQwODrJy5UouvPBCtm3bxne+8x2iKOKOO+7ggQcemDUbfOMb38j111/P8PAwk5OTfP7zn+e1r33tQfW49ybNrM0h1lruWd846P5/fFfnYRxNSsqhRZe30Fj3dUxtiNjMrCrtuYhaK7BWEgQ+Kp7HE6sepFrad3FAOj4Zz/LS48sIO0HSChARhJZqfd8lqmKuQXHJYwQb76H40nMxxvDo3b9k/b2/Ijc2Qm9vP5vLJeIwmBnArIWE52iEAFdpqg2XYjacPW9rPqC7rU6p7rN6WxczEbirNWBF/xSxlvxk9UIqDZcoThKyWT8m78e4jqG/o0KoJfXAxXP3akOygvW72ii2ZJi/LBWeT0mZ4YebHkNksugWg1NKbl6tIGmfFXDmqb2p1mfKC5Zf/3YTP737cWJjMAe9L7cgSVrDg4C29hxCCBTgaoNsWBoK4s48oksgQ4Oqa3Q2mWmJmWSltYhAM1kL2PjYLm7//iruW7uV8RZJ4FicrbvJeAoRaWR7G9ZN2u8QkBlpUFuQ3yPBNDPPEeBORYgwRve2o/Mu2W1TZDdq4o4s1pU4tRhVb6qENSdnNtJNnVL2NziSEjE6iee7LD/52ZlMPBueTrcsJeVI5vp77kR0G9rdOhNRNinsThpnEQgGrMuxfb1zPcyUlAOyYXicL976IL3HhnhezN63eXvJXwPJfE1mNJ1uZtY9XJAFUac9U6HoN9A2mZOBQQqBFGCalZWxkRScBlONiId37eau8qPcNXInK1vWMM8fZvt4F744nVAqci0NlGOSGaMQeMKQrCFapDKJu7y1zdgJbleMh0aVBLlCzFkDW9hWaWekXsBVMa40hEY19ewFXleDyuMdWCsQ0mJnfX6bmvdGYEZynHPuUxv7/C48X7HzP/7jP5ienuaGG27ghhtumN1+5plncs011/CZz3yGiy++mCAIOO200/jKV76C4zh0dHRwww03cM0113DttdfS39/PF7/4xdnKzj/90z8lDEMuu+wywjDkggsu4OMff2bSV2nycw75+L+PEMZPrilOfqlasoLTlj03t+qUlBca1hrqD3wcG04jlI9QzdbVjhrUWolimazIWYGQitzK09g1NrrfeXZX+ljSvgmV68XWh0gigkAlPeV7lYZZCr7GlzXGyr9m7IF72Pbwr9j1m1UcNTmNYyxm8wYK2uBJRR1wsOi9HPSsFWS9mDBWtBUCtBbM66iyqLvESCnDbzfNo1RzyPkR+UzIRSdvJedHONKScTXWCqo2mfvl/BghLMVsSMaPkbFiquozUcnQ1VIniBSP72xn7fYOzj1/IR19z59uS0rKi5l/X/8j+lqGGR9dgJgXEGY9VEkiNMQZsK0xf3XO6+d6mCkpB6QRRHzp//xiVtFoxnF2Nl5ZsE4ygbIChDUUgxjhe83jIYemahReQ2MciRICHSWzoTjf1PXUBnfDMM62CWQhT6O9lY/+2bfQSlAZ9LESHCsRQYRREjIe0nMxSiCba3DeeIDOSIKe5N5zxpTIH4tQUw3MMYsh6+Ct3YEYL2EFePVOZCY7Y/u+T5JThBpyHnaqBG3FffVKKzUYHmfF+cc/rxqfB+K56numpLyYGZqaZkd1mGI/FAhQylAJPSKrcEVMq9/gz054xVwPMyXloHzxx79maHeG1iU+eSeadSCXM/rSwiKtxQqBEILJqANvL61rX+aJdEg1ztHm1ZBCEFtDNVZ0uyWsTdrON0x18dhoP2PlInFG88kH7iCXrfOmFQ/R540SG59K5OPKiILbwOZjpJjNSOIqQ8ZENKybxHOTjE9NCQqiQb9bhrqgvKvIyHAvUd0lv6xEYWGAbFZgJ9WnyY2B2xIiW2LK2wsUBysIuaezw1pBMOqTqxX5vaWH1hD7+YidH/nIR/jIRz5y0P2f/exnD7pv5cqVfOc73zngPs/zuOqqq7jqqque9ZjS5OccEcaG791/oKrP5AvzmpNSrb+UI4dodBWVnatp1EtYbcllDeAQdVepDbdgK16S+BSQX3oUPe/6AKVH9tfW2jS5hK7WmG4XcBZiwhIyNx8ZlWmXGwgDjcXiu4Z64HLbw/OYrEwR3/PXVOouizE41oBQIB2K1pLRmthxcHSMESJxzosVjoqxCHKZmFe+ZAtCQD1wqcU+m4bbOWXpbhzH4DsxOT9GNme3QsDy/gke2tyD5xiUMkhhyXoxi3unEQIcaWjLB+wcK/CLNQOzbfCdrYZzXveaw/jJpKS8sLm/9E16OmDdFk2sJZmOOqZDYozAaMW8dsn81kObPElJea7c+5uN7HpoK2wbR/guYnE30lEkfe8SK8B4yUMVwtKcjw5ijDFImUzxMo6lpBREmqJyqYURwlq0L4lyCqEN3qotOMMlWDQffB+swWiLkZDbUKbR56NbfERbHhjHNueHQluskgidTLtyO+v4ww3izgzGd3HqGqFBZHJJqfWjWxG1Bk23CezoOPTPSx4rtU91pwCoBthsDsamIW4K3NeCRFu0pcAb/vzQLlw8ucNkz44D1bSkpBw5/PEPv0C5niFTq+HlInIiJOdGTekKiw0cXrP8lLkeZkrKAdk9Xebn2zZSz0dMb57PqSs2k3UClNVknQiBxReJWZBGEupetJ1HoGP8ppmgsFnCqIoWgpzjo0SVwEiyKmJFfjfaKNaM9bN6eJC44RIHyaKjQWMC+K91J3HOovUc3TlEV66KNhJU8rO1kUmXoLHgGDJa4Ms6YeBRG/URVUnGGAZPHcFXETvWDlAdKiCEASGYeLSTfPs4bjEACcY2nehF4gMhBxrE0w5T2wvkuhsoZbCxIN6SJdiZ5ffPPh5HHTr1yiM5dqbJzzniMz8cecr9/+u1bYdpJCkph54NP/oM3XqEop9MjHTT8Oehrf2M45IrarocOP70ARa++zMI12PJiSfxyN2/YGT7VqTQLG7bTE9hhL7Bo1ADZ1LdHKGHKzjFeTiFzUi5mYwfYa3BWrjviV4mKzM6YoaOQo2+nhK+NIixPI3pNjxHscRaHjMGV1ocL0YbQRArwljiOYb5HWW0kVSqPiEesSxywpJpotCgpKGQiZEyqUA1zYXAowcmiWLFpt2tIKC/o8pLFo3gu8kBQoDnGPLZeDbxKQS8/Pw+vIELDu+Hk5LyAmX99Cqk0gjg5KM3smrdEqK46ZBtBW2FGm856fS5HWRKylPw5T/7BmrNNoRJqlPUjjHiwTbKF3QTt7k4JYlTERjXMq8k+eoNH+Tz7/4ya+9Zh9PZykhHC6GjsLGBvMd0oBFGIBwHLWJkECPKDZzd09DRivB90Ekpp52YQI5OgNbk1kDc10J4wgA27yGqIaYjyWcaV2CdJBGKtTihRdQtNtZJNWojxroCxkqIRmLSgJBJC2IUY0bHkT1dB3z9AlCRhkwWazPYMICCi3Aduo/q44yzVxzaD+Agpg1pOWjKkUygQ0brGhBM72ihfcE0TiZmpsBGh5LMriVknIObgaakzCV/d/9PqMwLsBKmbIY7nziKwfYJXtH/GPPlJEYJqsJHYtk8vJArTvgUv5p6gu9svY84MuyuNqjZCIuD1i4j4xJjCihpmV8YR7aAsZa1YwMoa6k1E58IyBUCerqmQVkeifsZnc5zYmEniztH2TzejVsPUb7GWo0nNQEOwtMIK7BjLnLKIeNGLDp+F142pjRUpLyziJeJkipOBNJC8FARebKBvEbKJCgZIygHfuJr1BqDtDQiB/FAAaYlwkqcQclbznzJof0AjuDYmSY/54ifPxIedJ8joTUDNpreAAAgAElEQVSvDro/JeXFRH18E136lyi554rpKEt7PuBVJ2+hEhQwVtBWiJD5gHDTd/CPejeO6/K6d72Hbb/8ApmRm3FlAyffRWPHJnb+3y006g5h6JB1LS1LRskMSFSLgyCmEUl2TuTRRiCFZUnvNMcOTiCtxRWQmTdNZWedqS0DHNvTy7zBJURjt0LLFKu2dKMaLtpCW67B8r4Sv57+I0x9ks5WQatZxciEpDUHWS9JZlormpWfEmstjjIs6pkGYMXAJC3ZcJ+lMiUtSloq9UQATgrLWWfN5/g/+CeE8g/bZzPXbN68ma985Svcc889lMtlstksp59+OldeeSVLlizhuuuu4/rrr+ctb3kLV1999T7PXb9+Pa973es4++yzufHGG7nvvvt4xzveQS63p2peSskpp5zCxz72MZYuPXTaOCmHhkenbp9tA2or1jj3pDWMTbUQRC6FXJ1cLuAdy/56roeZknJA7vqvB5lcvRkpknZwYS3UI8SGUYrVOuPvXUr9aItsCGTZQVY9Hn1kJ++85q389RX/wjaROKgbYxGuREQ2OYdIuuqcWKDWjsDEFCKMse2t6KwDwoWpMnJsMjm+2QYoR8r4924mPHMZas1OooEiMjbU+zPonINTi8lur+PWIfIlKtSIeoQyJKZGE6Uk8TlTDWKa7fq1GnrbTtSCgT2t7TPibHu3wSejAFegOvP8/Vffje8/vTnB78wRMFlLSXk23Dv2CFonGoImVoxvasfLRyhPoyNJbTLLR05Lqz5TXpgM10rcvusJkHsZp1vJlslO/m3qDC7v+A2nLtlCj1unpLP8ZvcAP3d2cPlpp/PTVdv47dR2aIlAW6xDIq1mZgx7LFtLXXx746ks7xihrl30tEt2t8AJLKIQ09pdbTqtg7aCks5wX3kRZy97gqJXZ3V9HgU0HX6NnBuijWQyzDJZz+J31XB1jNMVMJ7xGav4MJRNDIz2mgcKATQklV9203LBENPGwwpBGCtA7HF6tySPyxKBJFoQ86XXvpnBrsNQJHeExs40+TkHGGMx+uD733zmIXK9TEk5zMRjq2j8+FIcaQhjibUCVxmkbGqcaGjJx7PH66DExi0/p+odz8Ke5eR+81G6o7UYt0S55vDA4wGjm9vIG1jsRAhhqEWgtrXidVeRkQRH8NuNvUyWMwRSEbmCTD7gGGGb7nnJ1bwwMEkwNR8cxfxzliLX1PnVo0WMkbiOwZeWvrY65ShLvmsRy/q7+O43f4SUeXwng+dqzj1uBzkvTuZ2M+7TJP8PYsXDW7twHcNxC8ZwlJ010LUWgkiyYWcrJx3n8qr3fIz8wvMO74fzHLDWcu/kE2yujrA438MZ7cufs9HMmjVr+MM//EPe+MY38t3vfpeenh5GRkb49re/zVvf+lZuvfVWANrb2/nRj37EJz7xCTxvT5XC9773PfL5/D7n9DyPVatWzT6u1Wp8/OMf54orruCOO+5AqXRR6cWEZQpXaEKrEFiUsvR2Tjf3CaqNHHk3jZcpLzx++7NHuPod/4S1FjxnT1LQGIS2uLur5B6KMUcVUVMxmbUlymXDJz5wI26tgchmEH2tWB0nlZnCIpTAKoVqGFSgMY5Cdrcjdo1h+rqwHQWskkmCsq8d3dOG2DmC3DmehCdXIWoBancJp9hKJA2lY4qJVKeBoN0j6PRxpw2F3+zEcfdcX6W2mKaRUdMlgn1mRtZggwDh+Umy1do9CVAAITBKYLJZlq3o5Yv/+gH8zKFPfNqDudNa8aJv3UtJORi7GxVaWitUqzPxURBWPahCrBW+iHnn2b83p2NMSTkQm8sTvOnWf0k0NR2LNYkpn8RgjKRhXG7d8RI654XURzPcv3Yh23a2svrRO/n3tXeQbauR6xBE1iF2knmXqzTYpOvQxkl7eameZWe1DTGpKK5zEs9BBQSK2l2deCun8fsbgMAVBm0lG58o0Pq9nSwYqdH3vwRkJMYqXKnpzVZwMGwqdeJ0W0xGYUwy74yNN6tXqsSeuGkBNLQ5dXZUWnGdJ2UbZXP5v6qIB2LacnluuvzdzO9oP+Sfw5EcO9Pk5xygLXTmHcamw1mXsRkyvuCTb+6Zo5GlpDx/mMYElbs/TL1WpxH5mL0uolkvJuvFuMqCiUEoGiimtEJPrMG/74Pc4wxSli2cHtap1Qrc/WAHcSixnqEUS3aHGU4kJocgiBTxZAaVr/LYUCfrdrYznXEJXIkQlsd3dvDr7nY+JNcxQIi0ApBMetOMqTFa77ifMBLsLudI9ljiWLJmeweLw2nWPPQj7gtqSZBzwHc0YaR44Ik+Lv69zQghqIcKbQSOspTqGX74wGLqocsDT/TSVazTUWzgORoEVBsud65ZzAVv+wArL3rrnH1Gz4ZttTHedP/n2Fobw5WKyGgW5rr47ml/zoLcgVsen4q//du/5eUvfzmf/OQnZ7f19PTwoQ99CN/3mZycBOC4445j+/bt/OIXv+DCCy8EQGvND3/4Q171qlcxMnJwCZFcLscll1zCbbfdxvT0NB0dqTbkiwVtI6BBUdWZiAtPWoAWCCzvXvrBuRlcSspTENQDvvinN6CFQDhqXy1MpUAYRGxwygaxPiC7owExSZWJctAtRRidgOky0YqeZF+ctLCiBDrrIaxERjZxh+9uww72JEUtSgIWoQ3CCujrxFiQuyfQeY9oSTd6XisNKQjbFDLUiDjpb5OBwSpBnFdIP5vIku5tJFjIQyNIWuGlBG2S12UsZDzM+CSqswPwZqtNgaaZkyCTdfj8N97HsuMPrUnD3hyhhSspKQfFWsvWnWWynQ2cEU0cSxzVNEgzEoHlFUsXoOSh0wtMSXmu/MPq/8YRE1hbBJPEs6aPetJIIGAq5/Afa07CrC0kUkgqOWb6cZdqZ5YV52zkkYn5iVt6837RJuETA6CTRGTQcMhucHGUxjTX4qSwoEE/UkTNq2EkFFWDl7ONM/p34X3E8I3GMYzUs9R3Ao4l7PWxCtr9Olk3IjIuJhQoP0m+0h0Qbs0SNauxRTMBakJFtr3BFBkcYYljgVJ274YJTCCJtcs/vOb1vPbYY59zwcmz5UiOnWny8zBTDQwfvHk1TzjDGH8QogxoByGgPS/5r48NzPUQU1KeF6JdP8VWt/PQlm6W90/ts68eOkhhyHgGbAw2pirbiVBgY8S0ZIneyr19JzNqc5S3xURRcqMmBAjXYARsqTsci06M9aRBKM3GoSIV6RCqJHq4ocWPDP13wy29i/mDwQ10tzS4b10fG0oKgcKZ8Ai1QkmLEJZ65NBoanE+ur2TKE5W/wCiWNGIDBlXM1312T5WoL+jSi1wyOU9JioZ7lvXi1RJJK00PH7wwFKW90/R3mI56qWvoueYi3nXH5+JEC+Om09rLW+6/3Nsro0QW0Ook2rdzbUR3nT/57nvvGueVUAeGhrikUce4S/+4i8OuP/973//Po9f//rXc8stt8wmP++66y6WLFlCf3//UyY/h4eH+fa3v83RRx+dJj5fZNy+81p21tbR5kQgoBRniZsuLa7QHF04gTN6Tp3jUaak7M+aX69j2AaY7jbUjtGkSnLm+mgTXU0cRXYabC2EUGONwboOuM2k4bxudHk6cYc3evb5wlhsEKN9BxnGSbJzUS/WcbDNmCcjg9AmmbxIiYuLbSnSOKkXsh4iMDgxuFWD9gWxZ5rVnEnS1ABRXEOJ/B53eguirYgtVRBhiJUSKwwi0ggpIIpBCPTYBLK1iMhkmglQgdeS4a1/cgG//85zkIc54fJU1SspKUci37j7Pr6/7bfIjiwLjt7F2PYOStNJFXcu12BRr+Kzb3j7HI8yJWV/hutlHpvciEEmkkfC7lVlaGdbx6NShqlhHz8WSN+gXUHgqCTB2fBZt34BpsuihEVbMZvIE8IiVRJSCST1LW14ocRkk8UBKSyONAhl0Q1FpgTZgRqXd63n2HiM0Qmfu8rzWat6yWVDnNYIPW2RFY1uSapH817ERNlDINGRQrka1REiewP0sE+sLVHcTIIqaCwLiXSGgt+gHnkEkWpWVwpU3eX1vSfyN5dcRMY9DBIxe3Ekx840+XmY+bu77+JO7ycwCMpfijO6DCdo5SXdPXzq8k66WtK2zJQjhKhKoxGzcaiNjBsz2F2Z3RVEkpGpVo4enCQJaFCXGagJnIdziHIyQTrd38CjJy9DVdYk86+ZnnEEQhmqQoEFx4/xB6YRriHSgoYSOFhkDH5gECQLiLWyxy/WDLJy8Qhbx1rIuDHHLZhgXnsVY2Gq6rN2eydhpGZX3aJ4/+9kLXAJIgdHGX65dgCLy8vOncfiS/4Sr5whc+O1FPQwnpsIVXuFdvwVr+Pcd74PP5vb73wvdO6dfIKt9TFia/bZHlvD1too904+wUs7nrlxxfDwMAC9vb2z226++WY+85nPJOeNYy677DLa2hJNm0suuYSLL76YUqlES0sL3//+97n00kvZvn37PucNw5BTTkl0rKy1ZLNZTjrpJK6//vpn/6JT5oyt1d+ysXwvkLS7t6s6LbJOTPJdPLblLF7Z/1dzO8iUlIPQqAVEjoLuDuxUBVGugZJJAlMn11Az2Im0YLXFGgNZPxF8n0GB7GhHz7Sa702kQarEoKhZVYm1CJMkR7Ek2wAEWEcgPQ9vOsJohV9OTmibempWQrVLoveaW4lGAzRQzGOFRABCKRichy2XsZUqSngUWhTV6SqIZlu81phSGSeb4dSXLuETX3sP3uHQ9TwYR7BpQ0rKkyk16tww9BN0NkY0MkxkBNlFZVrsNMYK+rODfO609831MFNSDkgjjmnxS4yPZ5AGjPOkS7WwyFhALPArAnxNIyMJXZUcZ0FnIBwrovIVyGmEteyTQrUQxwrqCt08pxUCa0BKu0exRYDRgoyKWRt0IscivmFPooJLzThMkkX40OKXKdRCdDFJqRkrCGKXjBMT1FxcT+L4Mc4JZUR7SLg1hxaS/gGP6uBuZDFGY5ASciKiWsmwrL2Lfz3vbXRli4ftvd+PIzh2psnPw0hoYm6dvAs53YeIPXTbLnTPRgJA1i9lWV/fXA8xJeV5w+k5HelmQcCj27rYPlaks6VOGCl2T+Y5btFkcm01ezSg3UeyOCUQJJWFMrCseHCYsY6QEZKk4V6ynfS11uhfNky2t4J0LAhFLqNQE4KcNYhm254VoF2BxGKMYM22LrSRrFw8Ql97DUgaadvyAWesGOJHqxZirMc+6tRPQhuBNorTzzmJl13xv3GbepQ9nfC2T32D8aGdSKVo73nxf683V0dwhSIk3m+fKxWbqyPPKvnZ2dkJwOjoKIsXLwbgsssu47LLLgPgqquuIoqi2eMHBwc54YQT+PGPf8xFF13EvffeyzXXXMONN964z3k9z+PBBx981q8v5YXF6vEfUNGKwDqAhycMeRXhoUEojmt7PUqmLrUpL0yWn7wEzxgaUmCWDiCGxpFj0xAbbMbDzu/GtuYhtkkfnuskVZIHCDfSJDrxSfYxMT9wY4lqxIjmbM9KME6zn29Gk3PGFUkbMBajJP5YA2ObhnrNpKgFRGzJjRnKfWClQBiLs7uCzWhEMT+78CgsCEch+rt5z5Vv5c1/8FKiMOK2G/+bO2+6G4AVpy/nhPOO44xXHE8m9wIw7zuCq1dSUp7MrZsfohJAYyyP0RLHzZNvbeDnQ7SG33fPotOfw4RKSspTMJBvJaM6UbKMCi0S0KoZfwAZg4ySdTkhLLESexKfkMQ1ACvQYxnEYG0f6ZY4ksShk+iI5gyBZ8kMSUwsEAoio4iMwhUaaSHTFZCXIRsarayzHdRwKBJihECTxM/JfAt+dRJhEy36iXKB0DpkiMEK4tAhChS4YGKHS177Ej56yvnkXI87hx7m+9vupaYDFmTncXz7Us7pXUFP7gXwHT2CY2ea/DyM/PixEaIHL8IPClihcd0G8fyHiXufIMgevHUzJeXFiGo/FjH/UuZ33cb20SLTNZ/pWjIZktIy0FNlVHXz3dZLuaz0fbKlADudR7BvdWFrWKI912CLo4nipK0BYfFUzBmnbMbzNMgktg1N5hmd9nAwhKhkcmhBuxC70G5itJVEscVz9GziE5J2B4PAdQy9rXUmKrknzUX3Fj9L6O9zefkHvnDAVr7OeUeOhMXifA/RQVzaIqNZnH92OsWDg4McffTR3HzzzZx22mnP6DlveMMbuOWWW7DW8rKXvWwfV/eUI4dSWOY3Uw+BUAgMFkHDSELr06o0DhGeSj/7lBcu3fM7Oe/sl/CjBzYiWlqwA93o/s49JkCeiywHYAU24yWGSPuHFwSgjEQriWjqa0orUXFyrN0jh5a01s/EoRlnPSmQU/VkUiYEQqo9HRSA0E3NUJVMKoUVGEeQv2cbIojBT05k7Z6BWSW47mvv5qiXLABAOT5vvPLVvPHKVx+6N/R3wM7+lZJyZGOs4Uu/uYvyeH72V15rQRTmKQYuXrEBnnnKc6SkzCWOlFy+9BV8qfoNart7kNrSlKtNFGOMxGgBEvK9VUZrxT0t7ex7qbc1BxsJcBI5M62TRCSANDYJhFlLY74ms0MhrJ11WI+NQ+tRkzj5CFcYasZlVBTImxAE5ExEWXqzGqRBi0/BCRmabKVUz6Aci3ASt/jEYsJCXfEnK1/OFWeeNTvGl/ev5OX9Kw/HW/usOZJj54tDcO4IYGQq4mNfi5DVTkTsI6Msst6Gs+0kRK2Vly1+8VeHpaQ8mQc3LaARF+hurc9uy3oxpx89TM0v8qPqGWwJ+njYPw5pDGKvK61BIq1BYsi5mle+ZCsLe6ZpzQUMdJQ5/4RtZPykEtHa5K8ndrYgiGnJhGSyMdpJ2t2tgILRtOoIgWVBdwlX6WTOuNcqVsaNcZpu9E+mf+lyLvvQR1m0fAEDg528/o/+gD++/oeHXcNsLjijfTkLc104T9IodYRkYa6bM9qXP+tzfvrTn+aOO+7g05/+NDt27ABgfHycr33ta9x+++309OybUL3ooot45JFH+OY3v8mll1763F9Myguaz679MDvqRdZOz2NNaR5D9ZZZmcSKFijh0ZN59r9vKSmHk7aVy7BoiGNwZVLZ6blJojPW2JxLdaFLpd9tVmruhbVJMtNYiE3SgucpcBVKN1vnmxIkM3YOMjSIqDlLFEn7uwxipE7c5aU2mKyzz1xGGBA6+Rdr8XZXafnJE2TXjyU/33Owrkr0nKVA5l0+9cW3ziY+XxTYp/iTknIE8dGf/R92TFuMb7AZg3UT/V6tBeWyizXwsqOWzfUwU1KeknzG0NoSU8jVsVZgzZ4/SmjyImRZ527OPONR7F7u6BaQyuDnQpSbVF0mewXWCnScVIj6Mm7O8SxICOZrGktjrG9BC/At4bIQs6xBToVETbd3KRMjIiy41tAuGjiRwVqoGo/Ht/ezblcfCIkJJWbSSboxIoEc9Xjv4vO54qyzDvCKX6AcwbEzrfw8TFz06aFEML752DaXC0SYZyA8ij8+6cQ5HV9KyqFgYniITUNJi7OnQgp+wLGDQ+ysdPHEhk4m4gqd6m5WL+nmxH4HPxdhai5VL8PqwWMZK7TTWx7n3K4fUXQCzjx6FwC1wKEWuGgrkCTCzFZYgr1MkdpESM6PKTc8fGNp0SEAhVzMwu4yjVBSqnkUMjHaisToKHSwCHZNFJLvqhAo5XDcS8/mone+j2J7ByvPu3AO3sm5RQjBd0/78wO4vXdz8+l//pzcB0844QR+8IMf8NWvfpV3vOMdTE5O4nkeK1eu5Atf+ALnn38+11133ezxxWKRCy64gIceeohTT02Nbo5E7tz1U56oSkKTw0nK1RgLCkxHWZYXhomRHN/2aqRItbFTXtjsGppGLB2AeoApVZFagUlc0q0vqfQpKvMVJuOQG42QzQSk0LbZzp5gjca/by2mowBSIru7IJeBeK9KT5pd8bGBKGl1n4lfSYIzSYqGrRm8oOl2K/Y8R1YDBIL8IxuTxKxSiHyWV/7pa7jiylcwPFqiq71AZ+cLoBXvWSP20Xvbs/XF37qXkjLDdK3GzU8MJ7P6mQSFApTFBol24TJ/Acu6nl2XTkrK4Wa0UaKnUKPvqCl2jrexfbSdeuihjMU1huV9Q5yxaB3t2RrzuifYMdWFwNKzcIK2nkpSZWmhNJ6nlBEYkqSnjgQChZBJktSY5n2kgKhPU1w4TcO6iXGfljjC4MuYyCraTUhGaoyQuBiETSpJpys+cdZh50gnYeCCm1SZntLfy3XnvZFqUMOVHgtaO+f0PX1uHLmxM01+Hga+ftNawjAD7JmwNed1CKN419KX4sh0Mpdy5NE9MJ/ytvsIQkupnqE9M82Wx/rZGeaxWDpkiWybZnxbwHe7XsU7jvsBU48v4Oun/T5lPw8C1mRiVoslfHD8/6NoEtOkWEt8RxOEiqwfgwVjFb1tdYanC2gLUSxxlaElE1LIhrQXAvJ+xKrRAX72cGLA0NtWp5iLMabpbAc8tr2DqWqGFaecwUtf83oWHXsCjpvqCy7IdXHfeddy7+QTbK6OsDjfwxnty59T4nOGgYEBrr766oPuv/LKK/d5/PnPf/6g+08//XQeeeSR5zyWlLnnP3Z8nci24Mo9rXkOlsgoxsMC3Zkap3W9dQ5HmJLyzGjPKNSa7TBdxcn5xIU8Y+d3Jh3pUUxm4xQdq6axAuK2VlyvFWnYk/iccVi3YPt7kaPjEGtMVwdSSISJk3b0va+/TV1OpEwqNwERxiAlcWsWfyzAehKpFFZYRKgR2iTX8N1jEGu8YpbjX3US77v691l6dCLd0taaP5xv3fPLEWzakJIyw1nf/jwI/0l9vyTXEddCKPmTla+Yo9GlpDxz8irHxolOKoHEkZbBgTGWZ3bSny0RW8VIXOSe0lKiaUXngnF2V1vpHpyitbuSVHdqiRCW1u4KGSSjtTwgsI4hCpOGCikN0hGznX/WgiMNBQIC46CFS0umgRSWHjHFT0ePYjBboYaHaw1xpCiHHtaDsOISBQ6ukhzX0s2fnHwmFy5qeiDkWufujfxdOYJjZ5r8PAzcdOc4xhvcb7uwgJC85sS2wz+olJRDTDz6AKd0/IClJ24kjiPGyznywy4/D7oRwrKgd4oTFu/GdTRWwEh1I491LGfreQuo+j6SGKE0QsKkbeeX+XO5uHwbsZZok4idjZdzLOopM6NyvWyRx3b3VNY8vglVr5J1Y9ryASctHmGimuWx6gr6OzsQ4TB9HQ2K81ZiOhaxe8saJqcm2DFSQBaX8yef+wv6Fi2Z67fwBYcQgpd2rHhW5kYpKc+Ej6+6kukoj3yS5i8CJJapKMe8jCDnvBirz1L+J/HwL9fy4I0/QY2UiJVAV2uonRN48wzB0g7abtuEM15PNDsBsauCbKshBvuYLcmc0XqIYkRHK3ZsAqRE591ml3xz0taszRCASb4sieO7kqANppDFZBSqGiEjjW2AsTFkM7PHsHscWSrzx1+6gks/8Mo5ec8OFTNv4/47DvtQUlIOCTev+xn1sg8H8ui0JNcEYTl13v7z0JSUFxI7q9PcsOYhtpdb8UQDXxgeK/fidEQM5qd4cHoR24P2ZsyzGEdQXDZFa0slcXCfkTFLpDvJqBhPaSLt4DoxUnpoK3EwKFeDkVghURiMEYim2/tAdpJX9zxMToXctOUUfNcyFBaoNVyyfoxqmhs1hrLUd+a5/OTj+fTFr0I+WcLmRcyRHDvT5Och5vKP/YQJp7/5aGYZbg8tGRjodA/7uFJSDiUmnKb24P+DKxoUOzqZHhuhr61MTrrIXd20Z2ucvHzn7PECGHDHcIMxfl54GUKZJHLt9XXZ5C4miBT1MKmS3j2ZZ7ycoau1gcVj2i7hqLfcwFtbF7Lqtw9w289uYXL9WkpBht1bBzjzotfzZ6+7/IAanccc6jckJSXloGhjsGIHQnQhrNhfuB6BwnBuz+VzNcSUlGeE1pobrvoWjqNom9fKSLmKrAPK0nLvELVShDNex2TVbNVmkp9I9D1xm11AxkAQJWUqTb3QeEEnpugTNTRuGCL85N7R8RTnn38MP7/zcaJIY1XTNlBJKHr8waWn0pn3QcCCY/pZvLyPcLLCf//n3SgpeNmbz2Te4iO0HdZyEMfawz6SlJRDwt/96i4wTRNAwwHdPE7s7MBTaYdhygubL6+5m6mgzqJ8EfQkpYZHZBUbSj20Z6psD9rxRDwrky2sRWRt0lgbJhuFtAjPkFgUCDxpiOIkkZfLBvhoputZMOBIwSsHjuGeXRupmQiPmOPadnFO73qyIkapS/mjY86jFMT0Z7o5pn0eLY7Hf21bTSUKOfuM5bykZ/5cvV2HliM4dqbJz0PMcLlIkQoVWdhrnT7BsTG3ffxFJByfkvIMiYd+CaaBjUOiygiFTISnAqw1LPIDMn2l/Z6T9WK0lrTG04w63eiGC7kYicFYyDTK1AIHIWCykuGhLd0UCw6r669m8MQLOO6lZ5PJJe15p5x6BqecegYA1trfqTU7JSXl0PL1J/4FX8V0ehWGGm1IqxMXTcTs6nOXW+L83ovneqgpKU/Jlke3M7F7ElyHyfEqTmz2iGwaQ3bdONYRT2pXFxAZhNYYr5mgUAKbcxFxEr+CExcmpkcW1GPbsL6HnNfOihW9/PVVr2egv50//yvNw6u28oPbH6IWRJx4/Hxee/FJtLZk9x9oe563XZUax6WkvJjZVpokKvmoEHSGRCrD7JWzEEAM//7mt8/hKFNSnp5Ax9w1tBlXSnbXJqjpFmKTZPJD7bCx1g1yH6lrhAAdKUQuxDoGEAhl8JyYsPncSEviWAKC3myZnI3J+Jo2p4+/PvESzuxbjLGWDWMj3LP7dqTrsKj1VE7qfB2FA3TtArxzxYvIuChlP55R8nP79u38+Mc/plwuc84553DKKafss79arfKP//iPfOITnzgkg3yxcvV/jjOhOunVo7ToEiVVZEYqVmBZokbpbEmd91KOQHSAbeAaJyAAACAASURBVIyj66P4KkYKnbTluZoVaKZUPHuoIHFZV9JijOX0DQ+xbskx4Fq0cajEWbJuzBnR4+yabGNoupWGu4zz3/NujjvzvKcdSpr4TJkr0tj59BhrWFv9CUVH0O1VmApz1LXHjE+nRdDiNDi9/ZI5HmlKytMTR5paLaQa1BJNTgszLQwqsmhp90t+yoZBBhXo7wZtk2qWMMIqiXUUxurEmGishLNtlPauVt722bfze6cvY/5A+2yMcxzFyacu4eRTU8mWPcyIAhxoe8oLmTR+Pj1/eMu/JZXjEagA9IzsZ7PRUGhY1GbIemmHYcoLG2MtdR0xHdYQWLTZc40OjENsFVLY2XtDISCIHCoNn2I+wHEM2ggcaRBWoJqVZnEsybsBnZk6LY7kgv4LOavrNFa09qCamVQpBCu6e1nR/UeH+2W/gDlyY+fTJj8ffPBBrrjiCnp6kpaYr33ta7z61a/m7//+7/G8xASkXq/zrW996390AHoyWmtuuruKkT4lW6TNlMmbGjWZRVrD/GgXN/1zWsWScmQicn2Yxnjy/7384qSnUUbQXfLIzzOJIaWnEZ4GoNZwGVw/zWXiZ9yy+OVUZJF5vsfbV57EafPSlteUFw9p7Hxm/GToZsqRC1javTorisNMhHkmoxwC6PCqWG1567K3zfVQU1Kels4FXdSDGDGb+GRWw1MYENk8olTBSJlUcQaJ8RDGwPA4YrAvSX76LlIp2tpznHLyAmo7xlm4pJuL33EO3QMvRufYOeQIaNP7n0YaP5+e7eUJdkw0kA54CNyaRUUQe0nlpwoEnh/ys8uv+v/Zu/PwKMur8ePf+1lmzWRPgIR9ERAREAWXVi3KolYEXNuf62vVapVWW4uKrdW6trYupW/drV1eq2hVVIobLthaNwR3EFAIAiH7Ntuz3L8/JgkEAiEY8iQz9+e6ckHmmZmcgcmcec7c9zleh6ooHQroBlKkdvqZmkRKrfmzQ4mUgqrGLLIi8VRuFRCzfMTjfoThsnVrNkVFDZiGk+rHaRkENT+jxaGMCiYYlB9m+rCDGJ6TplvU95U0zZ0dFj9vv/12zjjjDObNmwfAa6+9xrx587jgggu4//77W5OQ0tZjb9bjNn/yVqvnkBQmIRnDJ20kMOec8V6HqCj7jFO7Gi1YjNW0hQbXj4OB5jqERZTw6K3U1fvxSYE/K4loHm/ruILGRC6DTsjmuCMv5cSiQzx+FIqy91Tu3DNvbH2GiJlAFxLbFRiapMjfRJG/CQlEbZOfjrrX6zAVZY9sKKsmtP8gGlasSZ03aBq4EiFd7D65GOEI1Dah1yZBE819tZr7ekZCRPplM37//hhCMHHSUI6ZPhbTVL369loaT6xNZyp/duxX/36WEeEqRmeX86lbyuaGHBxHQ4+njgu/w0+PHNVun3tF6Wkq4o0YemqxTNIR+A0LgcSWqXYvsfIAmiFJmCbSEQgHhO4ipSBaFcLO9nFwqD9+fAzP78uJQw4nywx5/bB6rzTOnR0WP1etWsVvfvOb1u+PPvpo/vKXv3D22Wczd+5c/vjHP+7TAHurX/+zoflvAoQkqoWIEgIBAwoEp3+r1NP4FGVfErqfNdURHkweT1GuRUKYrNGG0bf6S35cdB/ZtqC2KkxQkxi6S9I1iIYOZf85p2OUTEEL5Hv9EBTlG1G5s2PvbH2dmJOk3kn16q2xJFlGnGwjTtwxSEiD/UMjKQyl6TAWJe0Yho6TEyExeiDGhgpENI70mzh985H98kk0NOAf0A+q66CxKbUqNDsLkRvm2+ccyVnfO4zBAwu9fhjpI41P4NKZyp+715SIkd24lETjIFY0DERKCPsT5JhxyhI52CGX7IjO+ePneB2qouwRU9MxDOifVUkCnbp4EE1I+oWrKY3UsUb2oeLTQsw+ccz8JAiJ3eDDrfJx/LeyOHPYNCbk7ef1w0gfaZw7Oyx+5ufns379egYO3DaYZ+TIkdxzzz2cd955/PSnP+Xqq6/ep0H2NifevHGHS9pOrf7NWepETklv9fr+PLzpIMr2G0VZy4USNhaM4J9bpnP+kOcpzZuAPvyH2P4iwv0PwhcIexmyonQplTs79tjGP2BJk36+WhCCOitAgx2g0Q4S0aP4hc05w37udZiKssf69c2hLhpD5ERwDow09/Zs7lHmAnnZyPVfQTiAXphLXl6YMy48mumnH0ow6Pcy9PQkxS4m1vb+vmXpTOXP3bvplZ/wQfkA8vvUYRgOyUYf0QY/MdvPd0d8zJPV+3Pjkd/1OkxF2WO5viCuU8uQgiosR2f7wokQMKx/BRXr8nG3+ImXh4gETL4/7kAuOPVgcv0hNd+hq6Vx7uyw+HnSSScxf/58Lr30Uo499ljy81MrsiZMmMBdd93FZZddxoYNG/Z5oL1F0pasKXd3eTzLD+OHBLoxIkXpXlK6vP/M/7K177idjrlSsCq8Pw2JV+g/aT5mv44HFilKb6Ry5+59Uv0u+WYThWZT62UD/LApkcvGRC66kJQGQgTMiIdRKkrn3H7/C7iGhpBsN9Qo9acUEs2B6CGDOffkw7jwvO94Fmem2NXiFaVnU/lz12JWgq2uxbDxG9HEtmd3tC7AxtXFbGnIxqe5HDdstIdRKkrnPPj5WwS0ppaPCtscc10Nw3Ap7VfFOZNczh37Wy9CzCjpnDs7bARyySWXMHv2bO6++25WrVrV5thRRx3FQw89RG1t7T4LsLeZ+2DFbo9/71tZ3RSJonjDKltC7defIaSz0zEJGNj4S45Shc8MNmXKFJ5//vmdLr/vvvs466yzgNSk17lz5zJ58mTGjx/P1KlT+d3vfkcymWxzm6VLl3LuuecyefJkDjnkEM444wxefvnlbnkcu6Ny5+4t3vwbCs0mLKlhSR1L6thSo8RfS44Rw5IG00rO9TpMRdljG6pqeeejL8Hd/TxUQxOcedrh3RZXRpO7+VJ6LJU/d+3eNQvQChykI3BsvflLEMqNU1hSS2U0i6MGq6FoSu+RcGwe/uzd1sKn3OH1ueX7gG4zdchl3Rxdhkrj3Nlh8dMwDC6//HLefPNNDjvssJ2OH3zwwbz00kv83//93z4JsLd5a3V8t8cvPzGvmyJRFG9YG5eQF2qk36YvdjomgPGJjyk58W/dH5jSa7iuy/nnn8+AAQN45ZVXWLFiBffccw+vvfYav/71r1uvd99993H11Vdz2mmnsWzZMt566y3+53/+hyuvvJKnn37aw0egcufu2K6DKapxEWxfJpIIJFDsa8AUFqNyjvEsRkXprA++3ETcB3rCSl2w0xkcOD6NP912JqGw2uLebdLw5C3dqfy5ax9s+hKBiyu3P4XXcB1BpDhKcbie2771/zyLT1E664uaSuriSRpcHwKJJtruoDV0l6RlMG3EoZRmDdzFvShdLk1zZ4fb3gFWrFjBkiVLME2TqVOncuCBB7Y5rus6EyZM2CcB9iZrt1g4u97xzkkH+1VPCiXtSauR0QPr+Oq9lUSzctkyYBQSgSZdJtS/z/mnXeN1iMpeklLycV0dX8dilAaDHJCTs09e02pqali/fj0nnngiWVmp1fLDhg3jF7/4BW+88QYAW7Zs4c477+TOO+9k2rRprbedNm0atbW1rF+/vsvj6iyVO9v3Ud3nGMLdqTYEqQKoX7MZFf6WypdKr2LbDvF8k9CaKK7rIjQN2bKWRaZaZY0dXcKY0QM8jjSDpHHfsnSn8ufONtXVE7XAREMCrgSt+ansugLdcBjUv55cv9plqPQemqaRtAQyGqRM5DEgvwZwcVyBrkkkgorNA/nx6ad4HWrmSOPc2WHx87nnnuNnP/sZgwcPxjAMHnzwQa677jpOP/307oivV3nwlbp2T+YAdA1uPatP9wakKB6wQ/th8C9OOGgNhzZs4sMPS0lEsjm0bzmjTn8UI2e41yEqe2FLLMbPV65kcyyGoWnYrku/YJDfjBtH32Cw0/c3f/58rrvuujaXJZNJxo0bR0FBAYcffjgXXXQRJ554Iocccgjjxo1j0qRJTJo0CYBly5ZhGAbf+c7OffNOO+20vXuQXUjlzvZJKXlm4yNkaSZZehwp236YLJBYrs4P9r/csxgVZW/EVlWS+14DIuFiWDZuQEf6UquzXA3GTBrMH2/6vsdRZhaxi9UqIk1WsKQrlT/b96cVL1EdDRDObsIRAomGLiUaEl13CQqLnx/5gNdhKkqnWPEkss4lURniSy1AbU42Jf2qCAaTNMT9xOpKWXzqz9DUB+LdJp1zZ4fFz/vvv5/LLruMH/3oRwA8/PDDLFiwIOMT0I7+uzrO88ujuO09UYDHLlcT3pX0986iX/FWxWJqfEPYz2pkUqiS6fmfY4YL8A09VRU+eykpJT9fuZJNsRiOlNhOqp/rpliMeStX8ufJkzu9Su+mm27ihBNOaHPZfffdx7JlywC49957eeKJJ3jppZf429/+RjweZ+LEiVxzzTWMGTOG6upqcnJyME2zax5kF1O5s33vVS9lS2ILWVoOI8JxNOniIBCALlJb+Y4rucrrMBWlU154/D88Mu8xjNr61HZ300DvU4hWkEOs1E/20Hyu/cl31WpmRdkDKn/ubH19JU988QWQS2lxDYbhYNsargBDt0HA0NDhBMzOfxitKF7ZVFfHqX//B9JpLkkJjerqCNW1WWBCONvH3VNm4tf3aLOyonSow56fX331FbNmzWr9/owzzqCiooLq6up9Glhvc8MTVSTtnZsiaALOOCLMmIFqwruS3tbWrGNe0wr+kTeAF7L68Ye8EdySuz/VUR/kTSI04VqvQ1T20sd1dWxpLnxuz5GSzbEYH9fVdfnP9Pl8fP/73+fhhx/mvffeY+HChRQUFHDeeefR2NhIcXExtbW1WJa1021jsRiNjY1dHlNnqNzZvifK/oIubJIYbEzkIgWYwsUQLgnXJCmOZmy+moKt9B6O7fC7C+6DmjoQGug62C5sLEdU1hIst7nmjGMoKc7xOtTM07J1r70vpcdS+XNn8//9OK50ERp8XtaPhGVimi6G4ZJ0TWo2DePSsT/0OkxF6ZSTHnkY19FANq8qdEHYGjgCLMH3ho/nyP6DvQ4z86Rx7uyw+JlIJAgEthXugsEgwWCQpqamfRpYb/LsRzV8WW7vcGmqSGDocPF09YZXSX/XLZpH1NTbNEb+1JfDG/5iKrZsReg+r0NU9tLXsRi61n660DWNr2OxLv15jz32GFOmTMF1U02UDcNg7Nix3HLLLdTV1bFp0ya+/e1vI6XklVde2en2f/vb3zjxxBNbb+8FlTt39tqmh4k7ieZuZVBrhfm8qR/r4kV8Gu3HR02lzCz9nsdRKkrnPHX/S8hYIlX01AQIkep1pAnYUolI2AwvUdOXPZHGE2vTmcqfba2uKmNV7WYg9fLSGA2ycs1APlzXnw/XDOStj0Ywe9S38em6x5Eqyp7bWFtLbVPz6MuW+ZeCVCHU0RBSMiqrSO2Y8EIa584Oi59Kx+Y9VLeL54OkMKJTlKOWaivpTUrJJ0LbYfpkyieBbCyptuH0ZqXBIPYuComO61K6Fz0/d+foo4+msbGR66+/nvLycgAqKiq4++67GT58OEOHDqWwsJBLLrmEX/3qV7z44oskk0kSiQRPP/00CxYs4Mc//jHaLgq2SveTUvJx7cPkGFHyjUYiWhRduCAEMdeH7RrkGTAkaz+vQ1WUTnnwlkWpre47nqAJAY4DSYvsnJA3wSlpefKmZJafv/87TMPGtTVcW4BwQUAs4Sdq+fD7bWaNPNjrMBWlU+a9sLD19bjNy7JIpVRcQb9sNbzLM2maOzusygkhdqq4qwr8NmcsWIPrbus51/K8aPkXOmmSesOrpDfpJKl//QL8CZdGXScSaFskCzsOA4+d71F0Slc4ICeHfsFga8/PFroQ9Gue+t6V+vTpw6OPPsqCBQs4+eSTaWxsJBwOc+SRR/LQQw9hGKnUdckll9C3b1/uv/9+5s+fj5SSESNGcMcddzBlypQujamzVO5s69HVF5Jvxsg3Y1hSR0MSc32siRURc30gJANDB2T0v5HS+zy98lNsa3crzAWGBuEsf7fFpGxnVydsaXISl65U/tzmqXXLqKwKUV2Vg2vpJDEQmsQXToLm4roaJQWSiBnxOlRF2WMNiZV8Vl4OMpRa6SlSL8vNCz9b/3LI4AGexpmx0jh3dlj8lFJyzDHHtEk60WiUmTNn7pSIli9f3vUR9mBJy+KDdQ6CXQ/cOOdoteVdSW/Jtf/ArXqfiRX9eHVAEQ1xk4DpoGsS6QiGlyWIlE70OkzlGxBC8Jtx4/j5ypVsad4C77RMex8/vtMnJUuXLm338gsvvJALL7wQgGHDhnHHHXd0eF9z5sxhzpw5nfr53UHlzm1c10WKFejCxZapbXmW1AhoSYYHK/iwqT8FRiMzS8/0OFJF2XONiQQLXn0LkZ0FlbVg2WA2v62WElwHggG+f/63vA00k6XxCVw6U/lzm5vfeonGmmwMw0FokmTSQLqCRKMfPZQkL7eRs0Yd73WYirLHpJRsqL2TmDEcIUG6pPYii+0WkUkYXBhQE969ksa5s8Pi5y233NIdcfRKp9+7BuG0v7JTAvsP1MkJqW2XSnqLr/4zxLZwnhml8SuTj/pHaHJNcpssjlpfxUmnnud1iEoX6BsM8sjkyXxcV8fXsRilzSs+M3U1RkdU7txm8de3ghDEXRPZvC9CEwCSLD3O2PBGKq08BmWVeBqnouzO5lglXzRuxK+ZjM0ZxpK3PiH68kZCeRG0nGxkXT0kk9u2v2s6REKcNVcVJrzT0kSuvcuVnkrlz5Q1dVtorAuBBhKBpkn8fgspBa6t0Te/jkhhI2ePOtzrUBVll6piUd4t34gEJhaX4NNq+fuXtSTCAl+5xPGJbQOPBOCCnnRZ+D11/uid9M2dHRY/Z8+e3eGd2LbNyy+/3CUB9RauK1m1zk/z+Ruw4wAsyQMX9e3+wBRlH1lRU8PL5eXUJpOMiEQ4vqSEyLq/4lZ/CMCwPvVcUfEZH3+UT63tY1C4kQOH1JO3/6keR650FSEEY3NzGZub63UoPZ7Kndt8Uvc2JT6xfS97UkM9dTRhEdISHNfvcm+DVJRdsF2HB798ljcrVqILDSklwhWUP5AguFUDVyIH90Hb7ENGY0jHQZgmMieLUZOHeR1+Zkvj1SvpTOXPlJs+ehzX0dCNlqG6AiFACJna8u5oDBQTdjmQUlG89uiqlfzpw7eRSJDgSomQ9UTdMWiGQ7yfRfBrM/VSrQmEK0GAf6gkNxj2OvzMlca58xtN4lm7di1PPPEEzzzzDDU1NcyYMaOr4urxXlxeT3ayiSYthEPzdD0pWgugpxzmJz9LDTpS0sPbVVU8tG4dANKx+aq6hnWvLuOM1X8mYhTiL6nHyEoysKiBgUUNqRsJHZG9H1qg0MPIFaXnyaTcWRHfSIPTfLLW/KYpVQQVqTfDQNTJYnzBUd4FqSi78dymf7OsYgVBAlRXNtLwdRz5b4H2MZhRkJaDG43i5Gch+uSB4+BqQHkNU44f73X4GU3s4gROpMEJXKbKlPwppaTCWYuu90VKkcqh202WkIAUktsOO8vDKBVl1/67eQMLVr6FXzdoiiaoqYqj1Uj0uI4QeQQ0sIotYsMSaA0amqXhGiBzHI7db7DX4We0dM6dna7OxWIxFi9ezMKFC1m5ciVCCI466ijOPvvsfRFfj7V+2btE3CwsYZAQPly01lWgvlCcG88Y5HWIitJlnt+0CaRDtHErdbak39ZKCjavwa4wiDu5JL7OIWvMFnzFTdtupPkIjr7Au6AVpQfJ1Ny5tuENEtKkyfET1hM4rZ3sXQwhSbo6/2/ok2hCrVxReh5Xuryw5W2EpfFlbSW2IRG5AnmCREyUmP8AygV6JIKzuRKZnw1FebDqS0J+k2NnHuT1Q1CUXi8T82d5fCOa5pBb2ED11hykcFJDYSS4jobQJJcc+F0iPjVMTemZFn7xMY7rsmlLA26dRLMFSIHjB3ARLphbTBAWdrGFADQh0TWTc0cc5nH0Srra4+Lnhx9+yMKFC1m8eDHRaJSSkhKEEPz5z39m0qRJ+zLGHmm/yvcQHE2uU0dUBElofjQkprR4ZO5Ir8NTlC4jpWRrPE5DUyVVronp2jT4w7w/ejQVI8NcvPE+ZI2f6Np8zKKm5nZnGr4RZ+MboT6RVjJbpufOqLUWEHwZL2RIoJKwnkDK1ErQmGsSMA4ny5/ndZiK0q6ka9FoRymvb8T2S6gXEAUSEhlPYs0A8xENKQ1EJILcUoWIZCFshwt+dzaRnPb7wivdKA1WqmSqTM6fZdHP8GkO+cX12JZBfU04texKgm44lAyI8/1Rapia0nOVNdTRUJPErZPgAhKkJjFCqTYOVsLA8QuMrQZ2sY3mc5C2xqxBB3Bw4WBPY1dI29zZYfHzkUce4YknnuCLL76gf//+nH766Rx33HGMHTuWMWPGkJ+f3x1x9iiW7bLGiWPkR6lLFOKzLLKSMQQwpWAL+5Uc6HWIitJlhBCU+A3K6gAkpm2TZdZxkLucYllBZWEepTmbMIpi1CZzyfPXog88kfCkm7wOXVE8o3Jnasr7fys/QEoNXZOsiRWjIYkYcSxpYEudq/e/2uswFWWXfJqJ3/GTNOvBAZEQiP80oC+ph5jbPJ3WQOjZiFAQqzgLvb6ec2/9Hieef4zX4Sukw3iGzKPyJzz55TI214ZxXQMjL05RQRSSGj7dJpQVZ+6I73sdoqLs1rDcfD74cFNrqyMjJ0lkSD263wYErqXRsDGLRE0QIylxDckxJUXcdMgJXoeukL65c4+mvQ8ePJg77riD4447rjti6vGm37OKWt+pWNHUVgMrlCQ7XMuZVW8y89QTPY5OUbrelGCU/5Daluonxtnxv5Ht1gMQoRGhSfRwgjcixyA0wWy7ESldhNrKqmQolTvh4bXzsESSsK4hgZDu4iKosUP4NIdvF4wky0z/k1il99KERkl9P9YYFaldDR9E0Z6qBVNAWEPqQKWNG6tB03SS4/ohwz4SJWo1c4+QxkMb0lmm589n173NC18ICAZSFzggNAiYFqFQgoPyTab0U9uClZ7t2P5DedL+BITECFnk7leDFOBaqXNDobvkDKmn1tGwozqB3CSaL4ihBnh5L41zZ4fPrquvvppwOMwVV1zBUUcdxY033sh7772HlGnw6PfCG5/Xs+WrALGGMI6j4zg6iViA2lAOXxUPJHyg6u+kpJ+DwzYDrTKCMs5k+53WwieAIa3UXzQYbK9nWfhI3rNykMn6XdyboqS/TM+dUjpUJj7ElRoCiS5kqpcTDkHdxnY1JhWc53WYitKhsXIkxAXSFWgvNoAmwK8hfX5kMAJZQaSUyGgUo8HCzgvw2VflXoetQPMJnGjny+vAlN3J9Px5w5uLIeiCAzgCHIFMCuJJk6poiEPzDkcXutdhKspuDczNAS3VqiHYJwoaSFvDtXSSjT6SjT6khHDfJmRcR9dhbeNWr8NWIK1zZ4crP8855xzOOecc1qxZwzPPPMNzzz3H3//+dwoKCnBdl/Xr1zN8+PDuiLVHuOKvVUgn9Z8vEc1rggW1tfk83+8w1AY+JR358vZnRvx+ng4eywB7Y+oymSTsRgm50dRroZBUGvkgdD4wR/MdM+JpzIripUzPne9X3EtM+hC4aK17ZwRCCHTp4kiTsNnHyxAVZY8cOGIw4kk/cr84YmsSGTRx+pVCMAxS4haC6BOFL8txQ0ZqK7yWrhvGepk0Xr2SzjI5f66vrsYyaR7+knodaXkaS1cQT/owKfQyREXZI/1COZj5EqdCYIQtXAeaysMk6gO0vAhrpkukpAGpp9qsqczZQ6Rx7tzjdcXDhw/npz/9KUuXLuWhhx7iW9/6FsFgkEsvvZQ5c+awcOHCfRlnj2A7kqZGAe52FXBXtCakfFNN3FPSkxYsYkb/wfikRZWeT8CNU+BUE5KpAUei+UOA50PHIYWByNkPoalPpRUlU3PnW5X/TH1AiMBtfTu77d1UQLcJ6Dlehacoe2y/4X0Ysmkwwi+QORpO3+bCp2Mjkg5YDjISwtmvlHjfMEIIxu7Xz+uwFdiuatTOl9LjZWL+nP/6owjTRZMSIVJTYlKFUECmiqIH5qnZEkrPl2X6mX3gaIr71uEmdGKVIRJ1AYTmoukSoUlcS6O+LBsjLzU7ZUSkr9dhK5DWubPTTRWEEBx22GHceuut/Oc//+G2224jLy+P66+/fl/E16Oce38Z7bZ/dVMrQP94ekm3x6Qo3UU/6Hrc8ADe8k8mKOOI5jdkkHprVqPl0c/ZQtRXwKTB6T2FU/lmRo4cyYoVK9o99oc//IGRI0fyy1/+cqdjq1evZuTIkZx//vkAvP3224wcOZIJEya0fk2cOJGLLrqItWvX7vF1ukMm5c7y2Aa2JoM0JAPUJENUxiNUJbKIOb7W6wS11CpQRenphBD8bP5UwqaD+FYOBEOQsBEWqWKEBCwHNycEjkYo4OOEw/b3OmwFmj9+af9L6T0yJX9aroPIehdTukhd4KAhhUDoLhIJmsSHTXG4yOtQFWWPXDN5Km6pRjAUJ14bRGguLW/9hADNkDi2hi4FPl3wvcGHehuwAqR37uxw2/vuBAIBZs6cycyZM6msrOyqmHokx5W8/5nLrv7bNUcwoFit/FTSV71tYwYLqE861IpsXAQmFjYGDVqEhPQxJP4l9UVHcnih2pKTjqSUbPj8E6o2b6KgXwkDR43ZJwWsvLw8lixZwrXXXovPt61g9tRTTxEOh9tc1+fz8cEHH7R+H41GmT9/PhdccAEvvfTSHl1H17t3lXK6584HvriBN7eMwG9Y7J9XjsDBlhoNVipH+nWLU/pf7nGUirJnHMehvGILxVlhysb7YCMIu/mgJNXHLGLgajqG43L48P70yVNtX3qMNFipomyTzvnzkc9fYlNVMdHqMGZpwl5HQgAAIABJREFUFDSJdMFxBJohEa7g4ML03O6vpB8pJV/WVmPqYUwniXQ0NNNpPpj6w5Wp7YNOwqB/SDCpcKh3ASttpWnu7LD4efXVe9bFUgjBzTff/I0D6qne/zLG7urdl0xT2/eU9LQ1HufNigqqk0lcKYmEsqgmFwuj9VciEG0kKGMUln3GcSOqWvsUKemjdms5j/z6Gmq2bkE3DBzbJq+4L+f84mZyi7u2d+OYMWMoKyvj9ddfZ+rUqUCqAPHcc88xffp0tm7ddUP0UCjESSedxOLFi6mrq9uj6+Tnd/3E8UzOnWubktQlg/hsg3V1BQzMrsGvO0igMh6mOFjH6Lxvex2monTonX99wF9vWEhloobYLzR8hh87oiMjApF0QYAIa8ioiUiCEXU5ZqwqTvQYady3LJ1lav58bv1Sysvz0XQHd6sfLT+JMFNPViep0z9czW2Tf+FxlIrSsc8rKvjNsmWsrqqkIT+Bix8JOLaG0FPPadk6QEfiJHQm5ZdiqJZpPUMa584Oi59PPfUUmqYxbtw4CgoKMmbS3o4efa39k+gWR48N7/a4ovRGXzQ0cNfq1Viui3At9qv4F5+YQ/mPbxIzEq8gpMCwkvjjMZosg4ZqwTSfmvKebqSUPPLra6gu34zrODh2atlTdflmHrlxPnPvur/LV4DOnDmTRYsWtRY/33zzTYYOHUpJSclui5/l5eX84x//YNSoUbssau7Jdb6pTM2dthujJh5KvakVGltiOWyNRQgYFrar0WAFOaqkzOswFaVDH7/5GX/40QPopo7PH6T+IwdxoIXIt6HKgDAIA2QCtCaJawr0hEu/fLXqs8dI4xO4dJap+bOmKfWnroG0NOQWP9JoLn4mdBikETLULkOlZ9vS0MBPFi8mZllE/D5qXQd8LkQsZJ0PKV2E1lz8tFJN1KStUWAO9jp0pUUa584Oi5833ngjL7zwAu+88w4TJkxgxowZTJs2bZ+dMPZUy7+ySC1za/+Z0D//G3UQUJQe6cmyMizXBeDosj9xeMOrbPKV8HL0KN6NTWKi+wG58XoSNTmsLStg2NitFOQO8jhqpatt+PwTaraW4zpOm8tdx6GmfDMbPv+EQaMP6NKfedJJJ3HCCSdQX19PdnY2Tz/9NLNnz6asrG3hLJlMcvDBBwOpIm0wGGTChAksWLCgU9fpapmaOzc2Lk8NOBKpXCkAF42o7UdKEEgm5x3mbZCKsgeeXrAEicQMmKyvSSKeCKJhETyqmvirebi1JjIOslEgEjZmnYWbG6SoKNvr0JVmIo1P4NJZJubPuJ0kiYEEXJkacCSFACe1Ok5KDVNTuwyVnm/R558TTSbJCfnZbK5FGhLpCvT8BK4tcKMm0pFgp4ZHC9PBDTmMyC71OnSlWTrnzg4rdqeccgqnnHIK9fX1vPLKKyxZsoTbbruNcePGZUQyalHV0PK3HQugghMOCpId6vTsKEXp0RzX5cumJvx2A0dveYAiawO6LhlhrSPwhkG8yUdSZrGZLAD6CYnTqGP0/ZbHkStdrWrzJnRDx7GtnY7phkHV5k1dXvwcMGAAY8eO5YUXXmDGjBn897//5aabbuLBBx9scz2fz8d777232/vak+t0tUzNncsqlxHxxxEN4EiBLlq2N0HS0SkMNjJjwCyPo1SUjq37cD1uxM+nWRrJMaUIxyX4cpLAM/UYRfXIJhO3yUDYLiJuISTYeUGK+6oCRc+xqxENqjVPT5aJ+fOD8g3ETdC01AAYYbitT1Pb0dB0l59Nmu1tkIqyBz4qLwfDZVNoHcJnERSQiGkk1+QiAg5oNiR1WiYGakkNYThMLh7odehKq/TNnXu8XDE7O5vZs2cze/Zs6uvrWbp0KS+88AK33XYbBx54IMcddxxnnHHGvozVM1tqbZw2le62//G3n1PcrfEoSnfQNY2ArpOo/pLnglPQghKfTPL9jY8RioMmZJtfBYGkrrIQoZneBa3sEwX9Slq3uu/IsW0K+pXsk587a9YsFi1ahJSSo48+mlAotE9+zr6UablzY2wDpuEyILuasvp8bJma6CkBn+4wvcQkz9fX6zAVpUNGvxxW9/XhGhpCaEihIfUk1AlkowaaRHOTqTQoBLgueUG1JbVHSePVK5kgk/LnC+s/QEqdQL9GYpsiWJZB6okqEJokUJjkiD4HeR2monQoL+Qjlv81mrltwYThQNIFN6GBBkKTIFMnkRLwuwK/rnbR9hhpnDv36lmWnZ3NrFmzOOKII1i0aBH/+7//yzvvvJM2CWhHGyttNJHahrCj4X3UL6qSvnQnThQDEwsJJIWPxXnTOc3/HLl9GjEMh3h1iKaaMEjQ1RTKtDRw1Bjyivu29vxsoek6eX36MXDUmE7fZ3V1NVu2bGn9XghBnz5tByfNmDGDm266ierqaq677rq9fwA9RCbkTlOzkGgUhxqJ+BJUxcJYjk7EFycrkODkQVd5HaKi7JGmg0pwy2vQ4jboIHQN129g9c0Gs/m9n5SIpgRafQwNOGjCYC9DVnaUxidwmSbd86dwXTRNktA1jNImjKjAtXSE6eCEXU4oneB1iIqyR3ILbYjbzbV7gZTgaOAUW7jbfT6ox0Cv15GOTlGWmp3So6Rx7ux05a6srIyXXnqJF198kQ8//JDhw4dz3nnnMW3atH0RX48wosTE0CG5w8InAZwzRTW2V9JTvWWxKZ7A19xoPtup54jYW4xMrKJkSjnS0nAtnawBdWRtyWLzmr4Mnn2+x1Er+4IQgnN+cfPO09779OOcX9y8V8OOLr744jbf67rOp59+2uaySCTClClTWLlyJYcccsg3egxey5TcWeoPsa6pgpjrI2BYDMiuRUqwMMgxbAZnjfA6REXpUNKy2WBbCCv1xk+zJEZSQ9MNZNBoXo8lEZaDzArgCoHWmOB7Z6m2Lz2JgLQ4Wct0mZA/83zFJBIGht/BBZIRABshwCckZ488wuMIFWXPrIt/3vy6K3BdQdw2sFwNJ7ytoiYsDTsIruFgbhX8YOKRXoas7CCdc+ceFT9Xr17Niy++yEsvvcSqVasYM2YM06dP59Zbb2Xw4MH7OETvPfdelJyQRmWDg2z+ZQYY3tfglENV8VNJX01xC90VBITFqQ3/JMtpoNCpAj31CTUC3KROoLSePqVZDD74cK9DVvaR3OI+zL37ATZ8/glVmzdR0K+EgaPG7FXhc9WqVbs8dtlll7X5/ve///0uj0+ePJmPPvpotz9rT66zr2Ra7ow5dcSczQwK1LI+XkjU9aNJiQTyjCaO63MMQqj+2ErvkLAdpCYQjsRwDXBddKtlp55EIkDXUgXQsJ/AkDyGDFVtkHqUNF69ku4yKX+6UrJsy2bcqI7us8GUSCmQUuDYGgdkFTMkV7WLUXqHuF0HSFypEbcNXBds20AIue2115CQFLgGhIY0cfJQtbK5R0nj3Nlh8XP69OmUlZUxfvx4Zs+ezbRp0ygp2Tf93Xqqx96upTrqpgqfAnTdIT9k8N2D1RJtJX1lmyZZ0SbiwmScXEuW24iOg4nd3ONMovlthM8GTZDFRqTrIDTd69CVfUQIwaDRB3T5cKN0lIm5c03dG2xMRBH46BuoT33SLzVCWoICU2N8/hSvQ1SUPeIzDcLCoDbsR6tJ9S3Tkm6q4JlKgKkJzEaqmC91QW0s4V3ASrvSeWJtOsu0/LmquoIvY6spLalvrTk4roZl6dTVF3Dc/mpVnNJ7DA8G+Kg2ieWkhl1KuW2RhNBorqdIdJ9EahI3YBN3kvhUz88eI51zZ4fPsvXr16PrOp999hmff/45d9999y6vu3z58i4Nrif4pLyRLza62y6Q4NgaTZYkYaXBM0BRdmNqJIvFX1eRFW7EQcdwEmjSbXMd0bwKxkGowqeiNMvE3Llo02NAc39sITCERBc2Umg4+HBIehugonTCsfsPY+GKT5F+E+IuWtJGCLP1g/CWgX9STxVAnR17IymKslcyLX8u+Ohf5OTX4zpaa6FIQxLyW5DdlPrQRVF6iZMGHMVTXz+L3pIjdzjesmFMGC5SCjRNYlsSfN0appKhOix+3nLLLd0RR491zf9Vt3t5NCbZf4Caaq2kt7OO/A5f3jCfwsK15OdUIh1AJ3XSt0M2S6B+HxSlRablzrgdI+42YAq2e2cLAoFEUu9YFPiGeBqjonTGj8/+Di/++3OafBJi4CLZVdMGqYFR1dSt8Sl7II1Xr6SzTMufK6rXEIy0DNaVravLXUcQyGrkgMI+u78DRelBRhUcxpjAEj6OJQADIQRCk0g3Nfyo5S2ilNtOJ3OCQQ8jVnaSxrmzw+JnONz+1m7DMMjOzmbUqFFkZWV1eWA9xYYtLuziE7fBxWp5tpLeTMNg/lW/5NF/Psb6xP30N8txm8sZra0eJThSkAyoN2eK0iLTcufHtcsRSOKugUNqBbghHEzhAAIbA58e8jZIRemErJCfe391Bj/69eMk4kkwDFwp0VzB9q3LEOBKm/6mWrbS46TxCVw6y6T8GbctHMehekMO0ZpUjvRHEkSKmzADFrrmMjwvz+MoFWXPCSH43RFXccHrd/NZMpba4m44OJbe3Mt22/WygnHisSC6pvrB9yhpnDs7rN7NnTt393dgGJx55plcddVVXRZUT7FqU4J4vP1jug6Di9QbXSX9BUJhzjvzf/j5ywFGbl3MNPt1AiRxAYlAyNTgh5Ij7/I6VEXpMTItd35YcSeWNBBITGwkAkemen4GtSSGKPA6REXptFHD+rL43ouZecQNRCM6bjiQmvTugHBccBz0uji+hiS//MePvA5X2UFXbhZ+9tlnmTdvHn6/v/Wy8847b6fX+sbGRq677jqWLVuGEILZs2dz5ZVXouuqLdCeyqT8edtbr1K9Nh8pNVo6akSrQyQa/BSPqECg49PUziqld8kLhlg4fR7HLvkNm+JRNE0gTAfpakgpMXUHIaAhFuBH+x/qdbjKDtK50UaHxc/PP/+83cullNTV1bF8+XJuuOEG+vbty7nnntvV8Xnq9NvL2dV//6T9fOhaOj81FCVFSsnK2lpc2YijmZRppRS5lQRIYOAQxyQ8YR7Bfkd4Haqi9BiZlDvjdgPlTgOCILpI9QQWSDTpYKNjSZ1pxWd6HKWidF4smuSPf3qJuiEhErkGWA5ZG+L4qpNocTs1FADJkSeMZfSEwR5Hq7Sri1aqfPLJJ5x66qlcf/31u73eddddR1NTE0uXLqWuro6LL76YBx54gIsuuqhrAskAmZI/pZT8ddlHqSkwtO0o5Vg6dZuzOfqAAQihzjeV3sWVLo999W+MwBZGR2I4rsam2mzq4iFcqZOwUx8GFfoCXH7gMR5Hq7QrDVZ5tmev1xgLIcjNzWXKlClceeWVPPHEE10Zl+caYi4JB9p0td/O3Ok53R2Sonji0TUfs/X1HzK15p8MFJvJko0khJ8V+gE84D+TV/PPo2jcJV6HqSi9Qjrmztc2/ZQmN4BG22FoCNBw0ZAcVvQdb4JTlG/g5t88yz/f/RTdNghXQKhOJ9knTM3+IaLFOrKhATPXZP7vz/Y6VGUf+/jjjznggAN2e51oNMqSJUuYO3cuWVlZlJaWcvHFF/P44493U5TpLd3y57/LvqLlHLPlTHP7s85oTZCfjz+p+wNTlG/o71+9xv9teJKmpMGGunw2N+aQHUowvLCCPtn1aMLBZ1i8OevHqrif5t59911OO+00Jk6cyNFHH82CBQuQUmJZFjfeeCOHHnooEydO5KqrriIWi7Xe7v3332fOnDmMHz+e448/ntdff731WEe33Z0uaVp5wAEHsHHjxq64qx7jX8t3bFzf9hezJE9tQVDS34aGOoyPf8s/A0fRFAij4ZIlmzip/hn6O1v5sO8YTj/sNK/DVJReKV1yZ3XiMwT5qTYYzR8Vb/vAWOATagq20vt8sWYLSz9Yg1ETRdtUhRZL4uaE0PoXInL91I/3E8TPvX+/zOtQlV3poG/Z2rVr271ZUVERxcXF264uJZ9++imhUIg//OEP6LrOjBkz+MlPftJmG/z69euxbZvhw4e3XjZs2DA2btxIPB4nEAh0xaNSSI/8ec/777aeXrY8Tbdrp4+QgryA6pWt9C5xJ8nf1r1ARSyceh4LcKWgOhYiZFr0za5D112uGnU2pq7mp/RIXdTzs7Kykh/+8Idcc801zJo1iw0bNvCDH/yAnJwcKisrWbFiBc899xy6rnP55Zdzyy23cMMNN1BdXc1FF13E/PnzOfHEE1m6dCk/+clPWLRoEQMGDGDBggW7vG1HuqS7rGVZbZJ/OrDd3R8vzlXFTyX9rV9+B4sDR7PBHMBWo4hyow9fGyU8EzmRiD/IT0YMIeRTE/oUZW+kS+4U+IjoMVy2a2QP0DwUJsewPIxOUfbOnXcswvyqEvP9NeibaxB1TejrK/D9dxVmeROmrXH2/OMpHaD62fZYEkQ7Xy0ncFdeeSVz5szZ6euxxx5rczc1NTWMHj2a448/nhdffJGHHnqIf//73/z2t79tc72mpiZM08Tn2zYTINg8xTgaje7Th5pp0iF/hgI7F37a1hwkIUPNl1B6lye/fJuapAANNC1V/BQChA5R2yRu+/jugFGcMGis16Equ9JB7txTGzdu5Dvf+Q4nn3wyuq4zZMgQpk6dynvvvceTTz7JRRddRGFhIXl5eVxxxRU8/fTTJJNJXnzxRUpKSpg9ezaGYTBt2jQOOeQQnnnmGYDd3rYjXVJuf/zxxznwwAO74q56jFMmh/j1EzXtHps0Qn1KoaQ/KSUbK9ewJWdS62udBGIiwCazlCqrmCEhNeFd6byRI0eiaRqvvfYaffq0fQ7NnTuXF154gccee4zx48dz1VVX8eyzz7Y5mWxx1113ceSRR3LWWWfxwQcfYJrbPpQqKirilFNO4cILL9znj2dvpUvuHJY9jabaRTQ5/tTQI5ka2yCBsJ7gmD4/9TpERem0T97+An3NZtC11FeLpI356Qb8o8Yycng/7wJUvrHf/va3DBs2bKfLi4qK2nyfn5/P3//+99bvhwwZwiWXXMLNN9/Mtdde23p5KBTCsixs28YwUucKLVvx0mU6eU+RDvnzogmTWPrROnDaX4s0enB2N0ekKN/co2vexnb1nboGCgANmhI+xucP8SI0pZuNHz+e8ePHt36fTCZ54403mDlzJkuWLGHEiBGtx4YNG0YikaCsrIy1a9e2OdZyfM2aNdTX11NRUbHL27aX07fXYRXv4Ycfbvdy13VpaGhg+fLlrFixgr/+9a8d3VWvsmK9RX5YUN3UtsSdHYBHLi3xKCpF6UZ2lDK9T7sf8sREkHpy0XNHdntYineklCxfl2BDpc3AQoODhvr3uldPTk4Ozz77LD/4wQ9aL6utreWdd97Z6bonn3xyh1sZ5s6d26bQ+f7773PeeeeRl5fHqaeeulcxfhOZlDs1WUu2FmOgv4o6O9jc/1OSZcTI0fzsnz/D6xAVpdNEZSMgYccp3aaOiCagoonxg9T7wR6tg617w4YNY8yYMR3ezdq1a1m0aBGXX35562WJRGKnlYeDBw/GNE3Wrl3LyJGp90dr1qxh0KBB7X6Ap7QvU/Lnpw2bESVJ5Nd+cNu+lxI+m6fPON+jyBRl761vasDczabAuKNzUN647gtI6bwuahmzvUQiweWXX45hGMyaNYs77rijdWcEtN0lEY1GCYXatvwIBALEYrHWXRS7um1HOix+7iqxmKZJdnY2o0eP5tprr2W//fbr8If1Jve8WEc0CYGwg5UQuLZGTkjw/46MeB2aonQLqfkIuTF0XJwdOmRouJRFjvYmMMUTX1fbXPCnrWyssjF1geVI+hcY3H9xMaX5nV8Nf/zxx7No0aI2xc/nn3+eKVOm8OSTT37jeCdOnMiIESP47LPPvvF97Y1MyZ1xu5KNTa+SdE10JPlGE/k0AhDWXCb3+bHHESrK3hHR3bdrKK6I4zP03V5H8VbrVr0dyc7t3otEIvzlL38hPz+fM888k6+++oo//elPnHLKKW2uFwqFmD59Orfffju33347TU1N3HPPPcyePfsbPY5Mkyn584HVy8iONGGMqkc6AhEX1Fdn4WbBKfuPQ9O6pDudonQrx9ForzmgTHUAxa03KPKrdjE9WUe588orr2z3dpdeeimXXbZzH/RNmzZx2WWX4ff7eeSRR1pf2+LxeOt1WnZJhMNhgsEgtbW1be4jHo+3HtvdbTvS4Rnr0qVLO7yTdJOwJB9ubcDygZvQEbqLLzdOrD7IV1vV4AYlM2i6SYFVQb5TTbWe31oANXDonyhj0NjjPI5Q6S5SSi7401Y2VNo4LlhOKiNuqLS58E9bee6afp1eATp16lSeeuopVq9e3XoC8/TTTzNv3rxvXPxs2VaxatUqLr744m90X3srU3Ln+ob3qbI1srUYJgINiSYg7ppowiVmV3odoqLsFTfLh1EfRUqZaljWwnERQjBh/0HeBafsuU72KGtPcXEx9957L7fffjt33nkn4XCY0047jQsuuID33nuPCy64gOeff56SkhKuv/56brrpJmbMmIGUklmzZvXo9is9USbkz7pkPY2JKhLoJKSOFKCFIBhuQiDYGK3yOkRF2SumbuO6Ak1I5PanBjLVDim7puMCldID7CZ37mnLGIAPP/yQiy66iKlTp/KLX/yitUVZUVERa9euZdCg1HuptWvXEgwGGTBgACNGjNip9/aaNWs46KCDyMnJ2e1tO6KaV7ZjyUf1NDXo4KR+Y6UjSFQH8OXGCfpVzx4lMyQrPuA7iWXUN+XxdmgSSeFDIoi4DfgTTRxROtDrEJVusnxdgo1VqcLn9hwXyqpslq9LMHFY56bYBoNBpk+fzjPPPMOVV17J2rVrqa2tZeLEiTtd95///CeLFy9uc1kkEuHVV19t/X7BggXcd999rd+XlJQwb948jj322E7FpXTO6+X3U2+H+MQqxZY6fmHT36yk1F9H1DVwhcqZSu+z9vOvcfsWQl0C0RhFGjpoIlX4dCUiksV5PzvR6zCVjnTRxFqASZMm8fjjj+90+cEHH8wHH3zQ+n1WVha33HJL53+AklH+d+USGhsD2HX+VM9PTaKHk8i8BEHTojikBusqvY/jOuRFomytzcIXckDK1s8OpRTYdQY/PPhIb4NUOtZFLWM2b97MD37wA8455xx+9KMftTk2Z84cFixYwJgxY/D5fPz+97/nu9/9LqZpMnXqVH7729+ycOFCZs2axWuvvca7777LL3/5yw5v2xFV/GzHLxdWgrPdP40EpMRq8DF5pEpGSmbY8Ma1mCLISY2LODz2X9b4hhGUMQwnTuSAnxDYsQ+akrY2VG7b6r4jUxdsqLSZuPv+0u066aSTuPrqq/nZz37G008/zUknndTuCtI5c+Z02PPz0ksvVatrPLAxmaTGLkLDRcMlIXXWJPthSYOBgRr6hI7wOkRF6bTbf/M8hmYihvSHLVWI6lpIOhDwIfsUkB3WGTiir9dhKh0Q7DRzo1UXLAhVlL32yIdfYNU396wTgCuw6/1IS0f0iXJgQa6n8SnK3njy07dJNvhwy0LECyzM3CS67uK6AjemE6iVnHKwel/Y03VV7nz00Uepq6vjgQce4IEHHmi9/PDDD+eOO+4gmUxy8sknk0wmmTJlCvPnzwdSQwYfeOABbrrpJm6++WZKSkq46667Wld2Xnrppbu8bUdU8XMHiaRNMtreP4tAOjC0n+q/omSGaHQzhSRp1CKYWIxNfEJIRrEwKParCZSZZGCh0W7hE1Jb4AcW7l0qOfTQQwH473//y3PPPdfrhxdkmmXlj1Njh9FxWj/Z15G40qXMKqA0UEO+v+MtKIrS06wrq0ZzJFaWAaP6gtMnteLTkmiuYNR4NeioV+jClZ+K0lXKmxpINvjbrTA4MQMnoZNn5HgSm6J8E/9au5LaslxcV4cqnXi1HzSJcEF3BZH+ib0elKp0oy7KnVdccQVXXHHFLo9fddVVXHXVVe0eGz9+PAsXLmz3mM/n2+1td0cVP3dw5yu76bEiJCOLVZ8KJTPUGVkIaeM29/pMCIgRIOI2ohcO8Tg6pTsdNNRP/wKjtednC12DAQWpqe97QwjBzJkzuemmm+jfvz/9+/fvooiV7rC8ZgmQ2g28/fshTUgcqVFlqXyp9E7JeAJhaqA3P7k1gdQEriERMYkV6lybD8Ujqvip9EB3LH+D5tkvbQlACpyYwYT83j3MSclMW5IN2Emdljm5QorWNoKOhERMlZ56hTTOnWoZ4w6qmmzQ2v+f1U0HXVOfVijpL2rbrNKHthY+W7ho1GsRsLd6FJniBSEE919czMBCA1OHkE9g6jCoMDXt/Zt8ijtr1iy++OIL5syZs8vrPPnkk0yYMGGnr7vvvnuvf67yzdluPS3vhNr0tG9OoTE30u0xKco3ZSUtkqEdBjU0ExKkDpEi1cu2N2iZWNvel6J4pSKxu2FGEk24lEYKuy0eRekq62MWu9wwLQWBoGof2Bukc+5U5fftJCyXl2v/gxQTEEIHuV3hR0gevKCPd8EpSjf686uPscU/iPHOJxjSRiCRCFyhsc4cwgGhUq9DVLpZab7B89f0Y/m6BBsqbQYWplZ87k3hc9WqVa1/Hzp0aJvvdzx+6623cuutt+72/tR2+e63NfoZmqxBymISUkcXEl24CMBBwxAuZwy63eswFaXTHrr5KeJ9fPi/cpCOTC1tBhAgHHBNwbjJavdDr5EGJ2tK+kjYSd5dsxGfX8O1NTTdxXE1HFfQ8onLjCEjPY5SUTpvbU0lMalh6BLhpMooracIMvVSPKKvKur3GmmaO9XKz+386Pn3cCtHo+natsKncJGGxaRxgsnD1SoWJf25UhKteZ8gcV4NHYUlUp/SSQRf6yWsDh2MlqW2J2ciIQQThwWYPTmLicMCqm9PBvvbl9dS5UQIakkkAltqJFyDpKsjgBHBEAMio70OU1EcpO3iAAAgAElEQVQ67fl//AfNktQPMtAc0CwX4bhoSRchJfVDTY6erIoTiqJ03qX/+geDh21m6NDNmIYDLhi46EiQAl+uyx1HneZ1mIrSade//RJSCpxcG0lqu/v/Z+/O4/Sq67v/v77fc861zD6TmSyThaysAaIguyIUXLgREFF73xW9tShaAS2K2/2wd1tbtbV2sf7a2978XIpLodqKYFuVVqsg+1rCnn2fJLPPtZ7z/d5/XJNJJpmETEhyZq68n4/HITPnujK88yBcn3M+57v4xODj0V+bY37z+HPTjinHOI38HOW956H/asaVImzGQehwsQXrqCz+NR+7+J1pRxQ5KrYUi8zyW1g+8izfafkf3Nn03wh9TNE2si3o4uMnvyrtiCKSoq2FjfQmCR7IBgmRLVJ2IYk3BMYzN9rJ1Qv+Nu2YIpPmvadQrNK0vszQvICkUiQseXxDhmJXlpHjMswO87Q0as3PaaGO1y2T6cd5zxr3FG2ZGBNbjlu6lYH+RkqFDJlslf6hPF+86IK0Y4ockqd7tkLJ4nMJ1bYYU7UQG6z30JQQNDou6tZattNCHddONT9HXfXlDbhSOLoAdW2ak804wJMvLuLkeZm0I4ocFdnqAK8t/5oWRvhY318yZFvotW08nT2FN5Z+wvLjfjvtiCKSoi899ykaQghwGAMOgwmqY6s8lcnQmV+SakaRQ5EkDjejjczWETq2eVxkMIknKFRxVCl1NvOJd7857ZhykPa7Rlkd3MDJ9HPtv3yb1rYRqtUAvCGyjs4ZgzADwjAh3NLGae0aVS7T01C1tt6nL4W1D97IQQTeenzGcV7HzLQjykGq59qp5icwNFRk57oduKgd7w3GeGxUG/0J0OCaCANN75RjQ3bzv2IZqX3tK2STHXQmOzi++hKxPjJEjmlP991PR7CDEhkMngBPYCDAUPEhBg8mT2D0WSHTz9MrN2KT2jR3TO0y0Ne2YCa/pUx2yNB8vUZ9Tht1PHpFppdStcojqzZx8smWpBwQRLU1svFmbKU1G3gWtc5JM6bIIdlRHMH5hFprydeWdDC1DTCds+RtTEuo5QOnjTqunVrzE/jQH/47/bTiE1NbkNcZkkoAiQEMHz1/QdoRRY6azRvvxVPb2X3vz76AmMr6f00pmYik7fZ1f8L2pIUt5TY2ltvZVmmm4gIsnoAEj+FVbZenHVPkkDzxzEZssUKt5Vm7JjTej42AMOUqt3333lQzyiT4AxwiR9EVd/wFZnuGVfcdx/pH5rLpydkU+kcfpDgPGGaEanzK9LRxeCejzwmJomTs69pkWkelnOGl+CmcS9KOKgejjmvnMd/8/M69/TxTXoozdvQ/6uhuex5cNSAfWP7H2TPSjily1GyLDTvsDJw3tYWrCYgJSQioErL1oT/Ae5d2TBE5ym5f+9dsrTYznOQweAyekovYVm2m6mxtp3dnedNcLY0h01P/lj5Mqbr7At/7fY7nnlzHhm19qeaUg7dr+t6eh8jR9OimdWx4LsAkkCSWIEqoFkO2PdtFaSgiihKKxQy3vlG1U6anXJhgqwZra7MmTALGjX7mOvCJYSSp8mDvL9KOKgepXmvnMd38fOqZHfzJHTsokRud1jQ6Phuw3pErl/jBjdrVWo4tv2y6ku07c1STgNiEOCyOWhN0ezCTvkqZZPsjaccUkaPouYF7uWf7QySjlw27aqY1Huctw0mWZlvkbfNuTDeoyCswKwQ/XNjd7Nxl9GsPUE74xWMvpZJPRKaX3sIQ137rjtpsQgMusVTLESbweKB/Yxs7t7bSUl5BR0NT2nFFDkneNrOgsZcoSGCv8THOW7JBFRPDrzfen05AkVHHdPPzf/1/z42tYVhb0bM27cB6R8ZVedWMHSzo0kZHcmyJXlzNfWsWMGSbYLTB4TEMmGbKNsu6cB6uolEvIseSO9b9BQm29mlgwNQmSOC8wY4+IrHG8JrO16cdVeSQDW/qxw0P16ahjhvxCRiDz4aYUpWBuJx2VDkYdTx1T6aH9/zzt/FFC3tsHZHElnIhQ7UcMrCtiY1ru7jt8mvTCynyCiVJkVMXryfrEpyzYyU0cRZjPK35EYyDddsqaUeVg1HHtfOYbX5ueOJZNpvx09l3t3k8DVGBv/zkOemEE0lR6/ZN9BYb+WLwO2w0c+g3zWwznQybRoomx30N5xHOWJF2TBE5SsrxdvrjcPTebfcdnBn90mHJ2ITLuj+VRjyRw8aGFuKEeMcOfGAZezQeWlwuwgQBbqCPWZ0t6QaVg2IOcIgcac57XtoyvP831Mbc8MYVs4mC4KjlEjnswgEyQcLSoT6aKFNbTdCQz1SY2TJApjHGrcnSEXSmnVQOQj3XzmNyO9bYOe578iksy7He1db73IMxni9/eBnNDVFKCUXSs2T2HDasWkOhFPEnbTfwmuQJut1WtgedPNdyCnHUhs3PSjumTGMnnHAC1lp+8YtfMGvW+L9LN910Ez/5yU+4/fbbWbFiBddeey2PP/44UbT787irq4trrrmGD3zgAwAH9R45NM4n/NvGT+MxhCah6gOcH31yanY/BF7YuJQT2y9OManIK7f4tOPAGkylituyDbpnYnK5WqffOZLeXpJskdeesijtqHIw6njHWpn6Pnf/PYDDRwZT3qttMPp3cEZ3zFff9FtHPZvI4dScaSWbiWlsKNPxEHScPYibGY89JGdtRPJoExdefXaqOeUg1XHtPCabn1f+9bNsWrOCis3gsRgcjI1p8bzrtCrnLNG6K3JsWn7GRTz7qx/S2nMvj89+M4/a1/BgbGiwZQbDdt5/0llpR5SUeO9Jeh4kGVpD0LyIYObZGHNozwFbW1u56667uO6668bO9ff389BDD+3z3ptuumlcE/PRRx/lve99L+3t7bz97W8/6PfI5P3fF36L3uog1jQRGUfid60BzNhFUGvgeP/SL6UZU+SwOPONKzBhgEtiTLkCazfisxl8aKFcwUSW2b95KrNbmtOOKgejjm/gZGq78Wf/yEp/P22z8/Sva4eMw1Ts7r96BkzG8bPrfjfNmCKHRWd2HqVqFrOkSPJQiP9VM7QmBPmEqOip9mbJLanyuvlnph1VDkYd185jbtr7tZ99mDWrGqm47OiGDYw1QPOuyCXBSj752yemnFIkPU3xBt585lrePO8p3jHyA5a4tcyK+phrtvKbO+/n8rlz044oKUiGNzB457kM/exqCg99iqGfXc3gneeSDG84pJ932WWX8aMf/WjcuR//+MdcfPHLjx4844wzWLZsGc8+++wreo8c2G2r/pzt1SFib2kJCgTGk7MxWRsTGkdoHM1BmY8u+8QhN8FFphITBPi2FlwuJGkMa+t8ViqYkRImcSTtzfzNX3007ZhykOp56p5MXfeuXsMz7gEyUUJjV4EwF+ND8A0JPnL40OOzjvddchr5jGYZyvRnjOE/Ny9mo2kl/xs7CCKHHQhwWzOU+3NEc4p85YZrCayWd5gO6rl2HlPNzx/9ciuPDXSOruq56z9hrbWd9wU+c+pj/OWXL0s5pUi6BnofxjZl8FFIsxnhzNKjXDvwHf7H4O1krTZ5OBZ57xm+5+24obXgKhCPgKvghtYyfM878H7yjwIvvfRSNmzYwAsvvDB27oc//CFXX331AX9fpVLhnnvu4fnnn+e888475PfIgW0r9PHCwM+xJIQmIbSOjmiYvK0QGUfexizM7OCGxddyXPOpaccVOSz6tg/iSgV8LoLZnfhTFmNOXoo/bjZJS47SwiY6GhvSjikHq443bZCpKU4cN/zou5S3ZhneWPusmHnydppmDmNDj816aIt553kn8/Hz35ByWpHDJ8pUsd5R7fIMXzHCwOVFSpeOwGV9LLliNcu7utOOKAerjmvnMTPt/eEXi3zyByX27fcaDJ5i2MAZ77oKY4+pfrDIPrZUMgS2hR+0XM2GaD4A1iecU3yQGC0HcSxKeh7EDa8HH49/wce44XUkPQ8SzprcBnH5fJ43vvGN3Hnnndxyyy2sWrWK/v5+zjjjjH3e+9WvfpW/+7u/G/u+u7ubT37yk1xyySWTeo8cnIHiVr675l3MbHCY0SudxFtGkgxtkcO7AokJOKHpOJa1/beU04ocPoN9w+AcQfd8TCZT2/Udj+1ox7Q0Q3kY5z1WI52njzq4WZPpwTnHq//0Kww1ZOkfyGLwBD2e2TMG6Fg8gF80gLWO/r5O/uASDbaR+hJax1AlRyHOAh6TgWImoIhlQ7mNaryaTHRC2jHlYNVp7Twmmp/f+OVOvvxvfQSNte9d1eLL44dd5zMxCxsbU0gnMrXkus/iZ6XescYnHhwBv86fx2xbTTecpCIZWgM2qo363JuNSIbWTLr5CXDllVfy6U9/mo9//OP88Ic/5Morr5xw+vQNN9zwshsXHcx75OWVq8N8e91vYm2A87snuQTG0RSWGYqzeGMJjeOMznenG1bkMJu9sAvaWzFRBpJk7Lz3CSYMCbN6ADidGF87Jjovcrgt/9JfUWhMwNX+jnkMcWTY3NfGgqYqmfYKxsBZM5amHVXk8EtgJM4S4Ni9l7Qndpa+ciOlikerPEwP9Vw7636Y45a+Mn/9yOZxixXYjMPmknHv+8JvaSi2CMBJCxbxX7nleE/toHaUyDDYO5x2PElB0LwI3H4a365ae/0QnHNOrWH6wAMPcPfdd3PVVVcdakQ5DBIX8/WXrqHqw7E1sXf9kniLxRPg8BgarWNhs5YUkPrS0dGEmdEGzo1/wYN3jsjmGSlo+Zdpo46n7snU8tbv/D3FbAJ+97p4BjAOXGjoX9+MDRylUsRfvO4daUYVOSIKxdoyD3uOYfC+tpl07AL+bePGlJLJpNVx7azr5udPVm/mkh/9iMTFYBL2/C9mIlfbaQ/HB86FS0/T03wRgMGoi0rZMGQaiU1IbEKGbDNDcR56+kni+OV/iNSVYObZ2KYFYPaaLGBCbNNxBDPPPqSfa4zhiiuu4I//+I+ZN28e8+bNOwxp5VBUkyp/+PR76a/du43u6G7x3ozeyRkchsg4QhLev/TbKScWOfyMMZDJju7uXoX+YRgqgvckjRE2hn/66RNpxxSRKeSyf/46T23eht91V733ziAeSi6iPJLhdxdeS6hNX6QOeTyBcVjj6MiM0B4VsMbTEpRIMPxX8ddpRxSp32nvv1rdw/984P+nuaWNaHgeDORqY3VdwFhFChwfuLiNj17enmpWkamkUtjKjqCD2WteZMG6pzAG1h13GhsWnU60bQeVcol8qIcFxxJjDE2X/GNt06Ph9aNT4KvYpuNovuQfX9FO31dddRVf+9rX+OIXv3gYE8tkJM7x+affS4UC+bH/lp5dDc/A737cu6PcwPuW/hWNmRlpxRU5Yqpxgg8Mwaot+N6B2rAVgExIuHQ+rr2F4sgEy3/IlFTPU/dkarjmn77DyuEeMtWQJLPXi6P76hrAlS3vbHs7V550egopRY68zuYBfGw5eUYPZrR2Ogwrd87ERo7QqOk/XdRz7azL5uf/+v4Wblv7S+I5ZYrxMG3dfcTbWyEBrKs1QD2cuTCnxqfIXnoKBVY88RO61u7ehfvUns1071jF2u4TyDVobdxjUdA0n5Yr7yfpeZBkaA1B8yKCmWcfUuPz+eefH/t68eLF477f+/XbbrvtZX/ewbxHJjZU6OMPnrsOYw0eS9FFRCbGGo/fowFq8Rg8l3X/HstaFqYdW+SIKJUqmDWb8Tv7a4/JraltelSJ8c+txZ11Mm84/8S0Y8rB2t80vTq4gZP0nfwXf07JJgQE+ACCIiSN4N3ugZ9+9IvLF5/EB88/tFkyItNBWPUc37mNuGpxLgA8QeA4dcY21g60s7Dx1WlHlINVx7Wz7pqfl31+A2u2ObK5E8n0H0e5Yw2FpdvIL7dUNnTihnIEUUJrFHHbTXPSjisy5TzdU6Bz7Yv7nJ+x5iXWvun8VzTKT6Y3YwzhrHMOaXMjmXqK1SE+9eyHydiIwCTgDSMuR+Is7dEI1oy/+pmXPYnXzj4jvcAiR1jPln5MTy8A3o7Wul2/Oo9dv43Fi2amlE4ORT2MVJGpxXvPSX/2lyQVsHb3CnK2Cj7wuNzuQePGQ2s5w5//97eklFbk6OjKFsCBd3Z00LPBJQFhENPsq1wyS6Oep5N6rZ111fz87Hd3sGZbbZF640K8C8nuWMaAeZ7CgmdoWNqGKTVyRf48/vDy+SmnFZmaolX3YPbzuOfk4RcmOC8i000lKfCXL1xHY+hqYztNbXqS85aSieiP8zQF5Vrfx3tObTmNN83/s7RjixxR657ZWBvpObbfV+0LP/pPMziSVjQ5FHU8ekXSkTjHb33zdlzJ16aGOoMPwFuPDyEoGcIi+NDjDcxqaOK+Wz6YdmyRI8p7T1OuTOJqDwN2jXj2QOwMDZkq7bmO9ALK5NRx7ayb5ucX/7mX7z9YGPveVhrxNsEHFTK9ixmctZLheAfvaL2SP3yTGp8i+zMvWMs6oGyyFEwDsQkJfZUmP0JjZ2fa8UTkFRopr+Ef1n2IkSSHJ6o1eLwnMLWtjpy3FH0W7y0eWNF2OW+af13asUWOuPWb+oHRpqfZPaKrtueX2T0aVESOOcPlMlf97W1s6Bscdwdd21PX4INaw7PaHmMsLGnr4GdvV+2U+vdMTw/FQpbmlgKxD8Zt+GUDT7GYoZi00BCll1EE6qD5+dMXevn0P22luD3PntvrGQxBqQWXHcR7SzQ0hw8e/1p+76IVqeYVmeqWZtZy/+x2Brbnx85VTYbN849joF1TXkWms39a/b94augpGiNH4u3YKG8/2gC1xuPw4Gu7vZ/UchZvP043b3Js2DZYgnwOSuXavFVj9pi/avAzWnHOjZvqKlNYHY9ekaPr2/c/zh/f9XMw4Hc1cPZo8BgH3tbuP33k6W5o4afX/LaWipJjwsqeHtZs7eT0tvVY63CjI0CtrS2Au3rrTHaWR5iR04a500Id185p3fz8xv09/Pm/9JMUc3i3b3ExGIJyKwBX59/K710072hHFJl2qpkOtp/1avrXJDRu2gzA8Px5jCxdyGCcpJxORA6F945/2fCn/LxvFY1hSBNlQpMQ+2BcA9R4j/OWxBlObljKuxd9KuXkIkfPjBlN0N0FG7dBNgO5DCQJDBYwDXmsq4Mr/2NIPe9YK0fPXY8/w+d/9PPREeC7984dZ2wKvKexEnLf+z6kxqccM+a2tLB2Rxf51VXmL9pOxQYYIIfj2Rfms3VnByOFKrSmnVQORj3XzmnZ/HTO88V/7uM7Dw7jqpnR7nRtad2JnLLQ8tV3q/EpcjBGlr6fDau2s2n5XFheO2eAyFfI60JOZNpJXJGfbvoUD/evpuzbaPBlPJCzFSpJhKuNVQFGF6j3hmab4X0n/mm6wUWOsje+YTn/8Cd3YhfNx4ej3Q3vYQ744WFIHJVSTK4hk25QOTh1PHpFjjznPV/46c/5zn8+Of6FhNod9ESXxAaevO4janzKMeWc+fPJBjEj2YgNhY7aiE/AOUvBhmTDKsWSBtBMG3VcO6dd83P1tgrXf207m3sT/D7pTa0l7WvT37Mh/NX7ZnDhKY0pJBWZnv4jXsSmKDvunAcqJsssXwefeiLHkG0jT/FYz/t5sdRI2bcAUHQZYITIOFqCAiNJlnj0csDgWJRfxkdO/FyKqUXSse6x1ZgwhDDAOLfHKwbT1ERcKpDNa9Gy6cPvXrZg7/MiB9AzPMw13/suPRuGsXv9dbEAZXCZXd/UtDZmeOCGDxKG0+72WuQV2VnZQffcnWTbKsRVC9QeHhrjaZ5ToDqcoT2bSzekTEL91s4p/encP5KwsbfCid1ZwsDy0ydGuOW2nVTi2utjz9QMMLpG2a6vX3tijr98bxcNWa3LJDIZj+zcud/X8ome2olMVQOl/+KBLZ9hMNmCJ2RW9nwGy//BCOBpJDQO8CQ+YEelic7MMBkTk7UxiYdGa7l6/hfobnpV2n8UkVQ8++gaTCYD4xqfjK7/aUlaMhrRNY3U89Q9OXy2DQ7z8Tvu5tEtWwBYMWsWT/Zvo5g4ssle/787wNZ6nqYy2goI4PevvITfPOO0o5xcZGroLw+Raa/iEsOeTwS8N+ATOmYPsKBDMyami3qunVOy+VlNPG/58no2F0pgPN4bXMniihF7bmrkE1v70u867bG5mIYcfO36mbpAFTkErbYABHts8jD2D5Y0qXCJTEVr+m7jsZ1fJmertFjH/NDRbe/CNlgGkoinKFL1hu2VFmJvGE5ylEshDUGZ0HgaTJX3Lv0/NGaPS/uPIpKasLkBqE13NdbuvsT0Ho/H5lUDRerJ05u2cvXXv4dJfG3dzgQeX7O1tl6hH73fNHvNcHfsPmHg8297A1efvvzoBheZQjqzXRjrSRKL2dUh2/WLh1y+SkNWM3ElfVOy+Xnt32xic6mIq4Z4B64c1gpSAD6BsW6ns7VVp0enupvQ0d7m+PePL1HjU+QQzbAVwiQgT4mAhIyvEhPQH7TxzvltaccTkb0krsJjO/6chqACwLLIMSvwxB4S72gwMeflB2gwjqLrZVOpg6q3VL2l4LI0mDKXzn2/Gp9yzGta0ln7Il9b+sV7jzeQBAZbiWnrVg2cTup59IocHr/1rTtqjU9qjU8b735tj7E1+zZAR18876QFanzKMS9DjnIxItdcwWHwzmCAwDoMnuqOLMbo4eF0Uc+1c0o2P1duLeJHo/lqMO7JwW67G6DWwKkLIz7/rnYWd2o9CZFXom/1Vpo7WhgOa+sDjgA5X+LN2+7En/n7qWYTkX1tHboTY2oXmFljmRl4Kh52TY0wxlF2Eaflhnim2kCuYRsDcQOJt2RNO9cv+TxzGuen/KcQSd+6p9bhchE2Gb30NAbjIYghboiYNbM57YgyGXW8aYO8coPFEsU4GVs9ze5a2cns/sX7PRqgdtfNvyHKWL78zsu45ORlKSQXmVrWDuxkOM6QMxWM390588ZjgOGR9nQDyuTUce2cks1Pk0nwldHmp9trBOfYhkaj3wK/fXEzN1+h/6lEDofeIKHBFwgSR8VkAU9DUmBxvJaZtpB2PBHZy3CymdA4PIZW60avTcbXyRhD6A1dQYVBU6E7KvL6OX/K3KbzUkotMvWsfHQ9Pgpw1mHj3Uu/eGuIswFhTpsdTSf1PHpFXrlCtbr7Zn5/N/um1gD1FnwGTAifvPS1/M+zztAsQ5FR9216joIJ6R3J0ZYvE9jaNWklCegvNNDdEb/8D5Epo55r59RsfroDbFK0R+OzJQe3XNXBNec2HYVUIvXPec/2li5azBA5Xybny7UXDKxqPJ5MtR/Q1FiRqaS78S080/t1MiYmYd+bsdHn7xjjMd4xNxNz7py/py130tGOKjKlbesZhlwGZwNcUoZSFTIBRDmiKsxfNiftiDJZdXCzJkfGrOaDu380gAvAtRo+f8mlvP1UTXMX2dO9258GoFjNMlLKYkfXxXXW442lsUUPCqadOq2dU7L5+dGLO/iLX+zEVQJM6PDVWjPUGI8fvbFrzhse+MJ8PXUTOYysMRTDPB1xL68uP8GSyhrKNsNTmVOxgSFoOyHtiCKyl+bsYirkyVOlNwEfQYBn1wy+qg/IGcewi2jMnsHF875INtBDQ5G9JcMlCAPM2s2Y/mEwtWFfPp/FL53Hq09flHZEETlMjDEcP6OdF3f0jo7wBuP2etNoA6CpOeKf/+e1LGjXur8iexsoVnDeUB3OUB7O7h4haD25jiLdDR2p5hPZ5QBDLNPz3gs7ufH1M7DZGJurYrMxxvra7u6j7v3cXDU+RQ4z7z0RVa4c/jGvK9zL3HgTiytruGr4R7T6AUygNXVFpqIrF9xDX9yAA16oWIyByNQeaIQGEiz/MTSHy477qhqfIvszPIJZvRnTNwxhUDuCAFMow4vrMYmm7k0rfvf0vT2Peh3RIpN314ffQ0Mmqo1SC9m1VPbYYYAkC/ff/CE1PkX2ozqYpTKYoTyUrc0yCjxYj/eG8s48pR3VtCPKZNRx7ZySzU+A91/YyVO/dyI/+OBxdEYZfGwBw/L5Afd+bi6ZKEg7okjd8ZUBzio+xNx4E7EJSUyAx+CwnFB5gRf6d6QdUUQmkMs08ZvLHqY9924eLnRxe98cHhzp4PlSC/851MV3e0/kXSf8MO2YIlOaCyz0DUJQu+as7a1pILSYQom/+uu70o4ok+EPcIhQG/35+Gdu5EtXvQkiiDOeJKpNc08iT9IKP77xPWTCKTlZUmRK6KtAMji6m7vZtWEgWOMhNqwf2JRmPJmsOq6dU/6T/ITuHP/5uQVpxxA5JvhyL+3lXgDc6LORxNQeNOR8iR+vfpLjX/0bqeUTkf0zxnBO96c4p/tTjFR2cF/P99iWlDhj7kVc3Xxm2vFEprxKZwPRRgfVuNYANQYSB0kC2ZAdOwfSjiiTUM+bNsjhdcWKk7lixckUy2X+zwMPs2FwkHMXzOdtpy3HaqahyAGFjSWCoiep2trSERZwYGJDlK3iTYL3DmOm7Lg72UM9184p3/wUkaPHNs1nXbSAc+NH9nmtbLIUQ035EZkOGjOdvGHejWnHEJlWkrY8YTYC5zDV2hR3Hwb4xiw4j2vQZfO04qlt1T3ReZEJ5LNZfvfCC9KOITKtLJu1gWKxnWIpQ1wJ8d4QBI5cQ5kEQ2fTEEywIadMUXVcO9V+F5ExxkasjE5ic7jvjra/yl/AOxYuSyGViIjIkWcyGeJZLRBYktYcSVse15gB5yAb0jarM+2IIiIiU0pDg+GEOZsJQkdzS4G2tmGaWwpgPdZ6umcMaK8WmRLU/BSRcVriYb7W+tv8suECtgedrI/m84/NV/Of0bnMyufTjiciInJEtEURpRULiGc0YirJ6BHj8xmKZy/mmgtOTzuiTIJh4k0bdAsuInL4nNB6Iovn9LBk5jYqSUg5DilXQ6zxnHf8CxTCE9OOKJNQz7VT83dEZJxrokxcPO4AACAASURBVP/i//rX8eOGN3N342UYPDaJuYgXaI6itOOJiIgcEecs7ORf1vRQOncpZrCAHSrjcxG+o5lMzwgXX7g87YgyGfvboKEOpu6JiEwVp7efz21r72PF4nWc1L2R3uEmwsDR2TbIjnIT5866PO2IMhl1XDvV/BSRcd5kn2ZbKeZfc6+jakIaXIHXl+7nmq5M2tFERESOmMxgkcbVO0gyWYJiDB7ipgQ/NETD2i3Mm9madkSZBONqx0TnRUTk8OitFlg/1I0x0JipkG+vYPCsK3SwenA2H1i273JqMnXVc+1U81NExrk/dw53R2dSGf14GA5CdjCPrhm66RMRkfplWhsw1YCoVMGPzu+K+ipgDTNmtxFlNfthWqnj0SsiIlNFzmRptQPgDcPlLMaAwRMZT1c2oTvfkXZEmYw6rp1qforImNg5/jw5kwq7b/AcAfdHp/KIjdD+lyIiUq9+8cB6jHN4a2DX5gwWSBzbyWjDBhERkb3c/dIDtDYUqVSD3bUTCG1Cc7STGdmmFNOJ7KYNj0RkzCM7esY1PnfxGL6+bkMKiURERI487z3VgSIeM+7mDQBrcIUq1WqSTjg5JMb7/R4iInJ4vDj0Asb4fWpnnFiiIOHxHQ+nlEwORT3XTjU/RWTMxp7n9vvaNjTtXURE6pe3tRs34z3GjR7ej0316tnWn2I6OSR+gkNERA6bxI02PZ2BZPRwuxuh925/KqVkcsjqtHaq+SkiY86cfdx+X4vRdD8REalPxhiShqjW7HR7XOWPNkBdZBnsGUovoEyeBzPBUS83cSIiU8FAMY/3BoMDQ+3wEIUJg4MN+86mkKmtjmunmp8iMmZh56L9vmaC3FFMIiIicnSZ4QI+HL009r52AN6AGSmBr4OtTo8lE41cqZMbOBGRqWK+C1m/posocmSiKmEYE2WqxNWQzffNoSnUPeS0Use1Uxseich4xozd8O3JWn1ciIhI/cqXY8o+wWcztbkO3uPxUKpik4R5S2amHVEmo453rBURmSoW0MR9v8ozsrmJGYv7yOSqDG9rpP+5NkwhoKO0IO2IMhl1XDvVzRCRMbFzmNqt3j7yxEc9j4iIyFGTy2D7C/jEkTRG+NASDFWxcVJ7MJjRZfN0YvCYCa5oJjonIiKHJrERuaiC25phY88cksiQqSZkXK2LFhOkHVEmoZ5rp67iRGRMYAw5X6FIBGNrfNY+6Oa47anlEhEROdJseyOJd1TmdUBYu1mLvcf0F4j6ChQLFZobNH1v2qjj0SsiIlNF8xyII8/AMvBtFTBQdmC3B8zpLeDyWjJmWqnj2qk1P0VkjDGGEysvwLjNjWorV7+++EBKqURERI687OwWKsd1jTY+R3dtMAbf3kh5fjtJVTdw04lh4k0btPWGiMjh0xJ0M/SqGN+RMNY5sx43O2H7UktYzaYdUSahnmunmp8iMs6GcO6E53+cPfcoJxERETl6StV4dFfafR8AmiggE2nq3rRSx5s2iIhMFVv6LUmW2p4RYzW0todEJRPQP5SknFAmpY5rp5qfIjLOjqB9wvPrbNdRTiIiInL0FCp73qDtfbVveebJdUc/lBy6Or6BExGZKl4o7xz9au+xgbXvf9H/0lHNI69QHddONT9FZC8TDGo34OtisLuIiMjE3OjmDDgHzu8+fG26+/p1Wvt6OjHe7/eYrIcffph3vOMdnHHGGbz+9a/nq1/9Kn6Cn/PYY49x0kkn8apXvWrs+NSnPnU4/jgiIlNSHFQBg/d7H7XXd8T9qeaTyTmctXOq0YZHIrIvY9j9eEdNTxERqX+5cpWR/ERrkxkolonLmro3rRymTRt27NjBBz/4QT7zmc9w1VVXsX79eq677jpaW1u59tprx7135cqVnH/++dx6662HHFtEZDrpbmlmw46dtYUh/R73jRa8M+RC3UtOK9rwSESOFRmzq0CNX/dMZUtEROpZV6GE2bKz9gBwbNkyA3FM8OQquvIaMzDtHIZpexs3buSiiy7ibW97G0EQsGjRIi699FIeeeSRfd779NNPs3z58lcYWkRk+ljYOJO4UKuPxjqwtQ2P8FAtBuRNa8oJZdIO85T3DRs2cNZZZ7F9++4ZNO973/s47bTTxs2UWLNmDQA9PT1cf/31nHHGGVxwwQX83d/93bifd8cdd3DxxRezYsUKrr32WtauXXtQOXQVJyLjdOVybCoW9zkfGrU/RUSkfi07fhab/vF+3I4BXPcMCANM/zBmSy92pExDQ5R2RJmEXTvUTnQeYNWqVRP+vq6uLmbOnDn2/YoVK1ixYsXY95VKhV/+8pdcccUV+/zelStXsnXrVi655BLK5TKve93r+MQnPkFrq27+RaQ+nT6jm28lT+KLEFiHsbW9j1xicUlAR9ScdkSZhJernZP1q1/9is985jMMDAyMO79y5Upuu+02Tj/99H1+z0033cSyZcv49a9/zdq1a/nABz5Ad3c3l19+Offddx9/9md/xte//nWOP/54vvKVr/A7v/M73H333Vh74LGdGvkpIuMsaWysfeHd6FH7pHPes3WCpqiIiEg9WH7e8ZA4gmJMuKmP8KWtBBu2ExQrGO/Y8NzmtCPKZHi//wO45ZZbuPrqq/c5br/99v3+yHK5zEc/+lHCMNxnyrtzjq6uLi666CJ++MMf8v3vf59NmzZpzU8RqWunzZiLAUKXkDMJeVMlQwKuNmBwQ6/W/JxWXqZ2TsY3v/lN/uiP/oibbrpp3PkNGzYwMjLCiSeeuM/vWb16NU888QQ333wz2WyWE044gWuvvZY77rgDgB/84AdcccUVLF++nEwmw0c/+lG2bdvGo48++rJ5NPJTRMZ5sGcrmIBxE929IzGWnlKJ2fl8atlERESOlG///X2YpcdBPosJLBiDr8b41RswYZ5nnt2adkQ5jL70pS+xZMmSfc53dXVN+P7Nmzdz4403ks1m+da3vkXjrofFo6y1fOMb3xj7vqmpiY997GO8853vpFwuk81OtJ6siMj09i/rfk5jVCKuRlQqAR6DNY7uln62DrWwpdiXdkQ5jA521gTAZZddxrvf/W42bx7/8HjlypU0NjbyoQ99iGeeeYbu7m5uuOEGLr74YlavXk1XVxft7e1j71+yZAlf//rXx/7955xzzthrYRhy3HHH8eKLL/Ka17zmgNnV/BSRMd946gnKJpjgFUM+GcZq6ruIiNSh9Rt3MFACGvO4TFibG+XBhAGcvBi/c4Cqnag+ypS1n6l7u9YuW7JkCaeccspB/ainnnqK66+/nksvvZTPfvazRNG+SyD09PTwjW98g4985CPkcjmgNlI0CALCULdcIlJ/nPfc9tzjxNVG3K51soHYBWzp7+D0hWtY07PvQyaZwl6mdt5yyy0T/rYbbriBG2+8cdy5vZuhu1SrVU4//XQ+/vGPs3DhQu655x4+8pGP8N3vfpeRkREaGhrGvT+Xy1EcnYFaKBTI7zUYK5/Pj71+IKrEIjLme9t6YD83d1UiGgPd+ImISP350ufvgsDWGp9m94W/B4yxxF1NtM9pP+DPkCnmMO1Yu2XLFq677jre85738OEPf3i/72tra+Ouu+4C4Hd/93fp7e3ly1/+Mm9961sJdP0kInXon1Y/wfBQI86a0b5n7QPWWE+SWNb2zaQpU0k1o0zSy9TOyc6amMhb3vIW3vKWt4x9f9lll3HnnXdyzz33sHz58n0amaVSaWy2RT6fp1QqjXu9WCzuMxtjImp+iggAVeeoHmCR4MQGNGcyRzGRiIjI0bH+qQ1gDdjxIx6MobZuWWOW2L7C7U7lqDJ4zARrlJlJdj+/973vMTAwwK233sqtt946dv68887jjW98I//7f/9vHn/8cTKZDLfeeitf+MIXOO+88wjDkMsuu4xPfvKTr/jPIiIyFf30xRdIxgrnvp+t5UpIa7Oan9PJy9XOycya2J8777yTfD7PG97whrFzu5aHWbp0Kdu3b2dwcJCWlhYAXnrpJZYtWwbAsmXLxk29j+OYdevWjb1+IGp+isge9j+t3WNJDmGhYxERkaku6RuGfMO+926j37vAMGTcUc8lr8BhGvl58803c/PNN+/39T13fT/xxBP51re+Nbl/gYjINDWwvow1nsQbzF5zpY2BKBNTKeZSSieH5DDVzgMZHBzkS1/6EgsXLmTJkiXcddddPP7443zuc59j/vz5nH766Xzxi1/ks5/9LBs2bODb3/42H/vYxwB461vfys0338yb3vQmTj75ZL7yla8wc+ZMVqxY8bL/XjU/RQSAsnMYY/D7aXAaA+tGRpiVUwETEZH6ksNTSmJMmKld3xvG1r3yASQNAUmn6t+04pl4d1o9xxUROSxmhE0EfYa41eB97X6xtjF4rRmazVVJNk+87qNMUUehdr7rXe9icHCQ66+/nr6+PhYvXszXvvY15s+fD8BXvvIVfv/3f58LL7yQTCbDu9/97rEHjRdccAGf+MQn+MQnPsH27dtZvnw5f/u3f3tQy8uo+SkiADQEAU2BJa4MUjE5EmMBg8ExM97OzrBL9wsiIlKXjj9xFg89s52kIUOQMDbywYVQaYuoNoXYBq3bOJ2Y/WzaMOFGDiIiMmkXn7CYX9y9mobOEYpxdqxnFgQJre0jlAsRjWUtmzadHInaOW/ePJ5//vndP8sYPvzhD+93He2ZM2fyN3/zN/v9eddccw3XXHPNpHPsf4E/ETmmWGNYlIu4dOTfWVhdQ3vSx8y4hwtHfsmH+/6W5eWVHLfXzmsiIiL14KyrzqbaFBCUYyp5qLSGlDsiKu0RcUOIDwyLO1rTjimTURt+NPEhIiKv2FmnzofGhOq6Rpoo0dI+TFvnEG0zhimWIvpHGuhubU47pkxGHddOjfwUkTELs54LiveztLKKR/JnMGhbiYgpmAYWJFuZnc+nHVFEROSwW7R8AZX5LSQ7hsk+9hIej89GmHIFM7cd96oFvPnsk9KOKZM1/e/VRESmrNZcHrO0SFIJyTZXCLNx7QULuXyVQjnL+cvmpRtSJq9Oa6eanyIypqOpi3XRfO5uupzi6NT3reFMVmWW0O6LaccTERE5IpYeP4tgsEzmibVQrmI82EIFF1oya3digoDu7s60Y8pkHIVNG0REjmWtmQaibExTc5HupkFm5QfJ2IShapYtxRawnlctmJF2TJmMOq6dan6KyJiT2zv5q6Yr6As7qJgMHoP1jhFfZEPQlHY8ERGRIyKXjciu2oEpVMD7sbWtrHNgDJmXtvPSS1tYvnxBukHloBnvMRNM05vonIiIHJp8kLCsvYeZuWG8B+cNM7IFOrIFXjCzeHLral4395S0Y8pBqufaqeaniIw5tbWVTdFcxra5BRITUDURGR+nmk1ERORICcIA2zcErlb7vDFArRriPFSqFPs1A2JaqePRKyIiU0WLN8zMDVNNapvlArgEQutY2LSTjcN96QaUyanj2qnmp4iMyVR37vGdGfea8cnRDSMiInI0xaN1zpi9KiDgPe3zteHRdKLd3kVEjrwWV6L2vHB85YydIRvEZDMulVxyaOq5dmq3dxEZ0++zWCYuUFbNTxERqWeZaPSLCa7wA0t/oXJU48grtb/dauvgDk5EZIrwwxZfWyFmHGMAZxgslFPJJYeqfmunmp8iMiafaSLjqxO+lvNlirGmvouISJ3qaoUw2Ov63oM10N7CC89sSiuZHAp/gENERA4LU+3Cly0ktYbnriPAU+zL0VsupR1RJqOOa6eanyIyJh+GtPlhLA4z+iln8AQ+Jusr1MWnnoiIyARal3ZBYx6iEAI7egSQzVBZ3MWa59T8nFYmGrkyNoJFREQOh7NPOoXNL3QRJp6g6jEVCKoeX7Ksf24WNKj5Oa3Uce1U81NExrmooUyjGyHwMYFPiHyFNjdAMwVyQZB2PBERkSPiN958KvEJ82DWDMhFtSZoUwNucTfl2U3MntGcdkSZJDPBISIih8+bTzyV3lIDz/16Ib09TfQXGti6rY2n711CtLBIWzaTdkSZpHqtnWp+isg4Z889no5kJ4uqq5mV9NDoRiiYPM1umP6qpr2LiEh9uvzycyh2Rrg4xpeq+GqMHy7A6k1kXuqhrakx7YgyGQ5wfoIj7WAiIvXjpLYFNBxfpLy0wmB7hsFsllKHpfX8nfiKoz2YeEk1maLquHaq+Ski4wxEs5hT3cqmcB7bwlkM2RYsnqeiE3istzfteCIiIkeEsZaGp7ZhtvdBJoRcBrIZTOLIvLSN27/587QjymTV4ZplIiJTiTWG7UN5WmYUSZwhjgPiJKDqAoJZjqf+a0vaEWWy6rR2qvkpIuM8+9jf82j+DIq2AYclMQEF24DB8M01a9KOJyIickR8/85HsD19tV3fjdm9u+noLvA7nttIrBkQ04bxfr+HiIgcHi/0b6MhV8V7g/e720veGZwzuAVlerb2p5hQJqOea6eanyIyzkYHsQn3OR+bkJ6SFqwWEZH69KsfPVr7Yu/FrbwHYzClKr3bBo56LjlEdbxpg4jIVPHtF+8lE8Z4v+/KkN4ZTGRYs6onhWRySOq4dqr5KSLjFGx+wvMeiEy9LHcsIiIy3nD/CD4T1ta2moDPZWhonrhGioiIHIt6K8MUSxms2bd2WusplCNaWlQ7JX1qforIOFkqGD/xisZzcrmjnEZEROToaJrVgp8zA5yrHVAb6RAnYC20NdPU2pBuSDl4E27Y4Pfb3BYRkck7Z+ZCtvW2AmCtY9cCkdbU6uj2vmaOP3luWvFksuq4dqr5KSLjNDV1k6GC9QkGj9ljleOzZ8xIN5yIiMgRctmVZ0JLI667s3aRHyeQOHwUkiybR9Su3d6nnTrdtEFEZKq4ZO4KhqsZ1mzqxHtDGDiCIAFjWLdlBkPlDEGgttO0Uqe1c9+F/UTkmLa8+wzuW78WZ7IAeAwGj/UJJwwNppxORETkyLjw/BP5h7/+d+I5nSSz2jEjZbw10NyAHa4wc25H2hFlEva3QUM9bNogIjJVdOaasaGjd6SR/hcaaWwoY4DhYhYXehpDfeZOJ/VcO9X8FJFxTso0ERYT8vkiCRaPxXlDa/8g7Q1ar0VEROrT/MUza6NThir4KMDnshgPwVAFnGf+vK60I8pkeCbeoGH637+JiEwZobV05RvpYRiPYbiSwRuw+QTroCXfnHZEmYw6rp0afywi4yyat4Az16wiKHpilyH2ESYxzOrdztwlx6cdT0RE5IjI5iKOf/VCgshjiLFxjI2r+ExC+TWGJRd0px1RRERkyvlvi08icCE2BhuOTnsvG+xAxInRzLTjiQBqforIXsIo4pzzXkeQxGQqZYIkxrqYvsXH82gdPPERERHZnys+dA797zC4Yh88tw5WrsGvXIvb0sMjM9akHU8mw/v9HyIicti8Z9mZNG7IkPWexuYyLR0lWmcWaG4rsPm5AYqVatoR5WDVce1U81NE9rGuo5NK+wyK+QaqUYZyNs/WIOTuTZvSjiYiInLE9HcVabxjC+b5HfgkwWdDcJD9aR8v3XIv24oDaUeUg+X3s1ttHdzAiYhMJTt3FGmcXSE/u0BoHW4wwBcspr1K7/GbeOil9WlHlINVx7VTa36KyD5eGh6m4BwYM3bOA08P6KZPRETq16aVmzBPDWPb27DZLN7XSqGLq7jHB1n19Dpmvea0tGPKwdjffdr0v38TEZlShsplSrMHqWzKk2zPgQE8mIwjc9wwP935BBeyJO2YcjDquHZq5KeI7GPLyMiE5xNgzaB2fBcRkfrUc/c6bEtrrfHpHDiHTxw2iLCtrfzjl36WdkQ5WHU8dU9EZCopNw5T7ckRb8/hrYfA4wOPq1jKq5v5+ebn044oB6uOa6eanyKyj8oBPty+t17TFkREpD65QVNrfCZu9zQv7/FJgg0Cnn1uW9oR5SAZ7/d7iIjI4ZPPBMTbc2A8ZrTDZAyY0OMTQ/8WtZ2mi3qunfpbKCL7aM9k9vvaI319RzGJiIjI0bPszCXjRzhYiwkCjK1dMsdDpRTTyaT4AxwiInLYLM5142MLtvYRmxhD1Rpia3AW4hGttjht1HHtVPNTRPZx7owZ+32tr6rd+kREpD699jdOw9vaetcmDMeanhgD1mJHyimmk0mrw2l7IiJTzYzGZnC1j9jYWhJr8MbgjCEJa8dLOzVzYtqo09qp5qeI7OPK+fMP+HpSJx+AIiIie1pyyly8c5hwj1EqxoxtAGiDkMfvey6ldDIpdbxumYjIVJKLQkw+ISGoDRD0YDzgAG8ggD966O50Q8rBqePaqeaniOyjJYp2fzPBcPcHduxIIZWIiMiRZa0lMRNf4PskAWv55p/++CinkkNSxzdwIiJTTcuCIj70tWanN3hvAFPrghrPk1t1/zgt1HHtVPNTRPbP7/nF6OFh46DWPBMRkfoUNTeAc5AktV+dgzjGAASWwd7htCPKwajjGzgRkalm2aw2CDxYjzG1XwlqGyDZ0BEn+uydFuq4dqr5KSITOr2xhfGrG+/+dWhbkE4oERGRI+y8C4+HTATW1i72nYMggNFZEcXYpZxQDkodb9ogIjLVfGL522hsK2ACV2uCGjDWY6MYYyDfoAeH00Id1041P0VkQlfPXQTeYXGEvkrkY5rcML8x/O88sfNHaccTERE5It5545txUQhhUGuC5rIQhdSGfkLfdt3ATQveg3cTHHVwByciMsWc1jmPJQu2EkQOEzjCTEwQJHhvsM7TbEpUkkraMeXl1HHtDF/+LSJyLJrZErGsuor/PvAPPJ5bQdZXOLX8NI2+wPpwHvDBtCOKiIgcdo2NeWzi8aM7vRvnAIP3YLyHcpXhgQJNrQ3pBpWXsZ9pevtZ01VERF6ZjsYRGuMK5TCgmoQYIOtjohHoXdXJlx/5KZ8++/K0Y8oB1W/t1MhPEZnQkqYmziw9SrMf5nXF+zi79DA5X8JjWBBvoK80knZEERGRw27Ogg7wHpM4qMb4cgU3OIgfGsJXqxAn/NPf/FvaMeXl1PG6ZSIiU9GmzZ344Yj8kKctKdHZPERb+wj5GWXi2PKvT76YdkR5OXVcOzXyU0QmFFlLZ7wTMDyfWcaD+bPpC9qZkezk7OKD3PvSC3xk+avSjikiInJYBWFQ29nde/zQML5YrL3gPX54BLJZ/vW79/HuT1+dblA5sP3erE3/GzgRkaloeLALA2Q6S+TmF8aWi8FD0Fmhf01rmvHkYNRx7dTITxHZr7Vtr2Vj2M1Pmt5IX9AGeHYGHfxz81X8x87BtOOJiIgcEZ2dDVAs4osFMAbCsLb2p7VQLrNzU2/aEeXl1PGmDSIiU9H7T7+Q2Bhy8wp4Z/BFi9sZkgxbwsYqDXOHqDqt+zml1XHtVPNTRPZr+Snv5MdNl+GAksmyw7ayw7aw07ZRctrtVkRE6tO7PnUFbmSk1uycOxNOWgQnLISTFkNXO75cTTuivJw6nronIjIVXXXKCjJdtcanezgP/9CK+X4L9vY2/C8byDeW2FTYmHZMOZA6rp1qforIfl06Zw4vZZexKZhFT9BBwTZSsE3ExuLRjZ+IiNSnN1xzVu1Cf9FcaG+FxOGrMd6AnzMTOjR1b1qow5s3EZGpqjWbJ9ua4B/MYZ/KYfCYhgQTJtgXsvAfTTivFtSUV6e1U3/zRGS/jDGc0NyIMwGGAIMdPQJKzlFJ4rQjioiIHHZBENB52iJ8Qx4fx7UNkADjPCZJ8J0dvPSsRq9MaXU8ekVEZKq6qvt07LM5TDbBRB5jwIRAPsFsjPjuL55MO6IcSB3XTjU/ReSA2jJVzNhq1btZIv77r36aQiIREZEjb/bS2cDu/RpwDlOuYorl/9fe3cdGVe95HP+cMzNtZzpQWtrqLWUpD71lQbF1C66G1SyRQYyycL2GzZbV3KwPZYNyk8ou4WYlRomiZo0bMb1ZGiH+s1eaQrehW0VY98YIJQrGSKKhlRWLLhe90HY6fZqes3+MncswU+xAp9M5vF/JSZjf/M7M95eQ+XC+nAeZw2H947p/TVttGAcHH8ABwFQ115orSTJckdeWIYV8bgWnZ6l/ukstx2h+TmkOzk6anwCu6v8GBqUrmp/Gj1t32NTpSxfTURYAACn1x8se7GcMheUKDsocGJY5OCIzOCCjd0gNO5vTWCGuysEHcAAwVfX1D0lW5Kd22GPqh2KfeqdnKZTrUe/MLPXLqzW76tNdJsbi4Oyk+Qngqu6eOTv659Gm5yjbcOlf2v9L33Z/P+l1AQCQSj9f+DMZtiQZMgci97m23S7ZWS5ZblPK8ug/dv9e+3e/n9Y6MQYHH8ABwFT1Fz8vk2aMyO431Z2fI9uIPDvQ8FlS3ohGsqSvLvRqw4G30l0qEnFwdtL8BHBVfzd3vmwl/rGzZegP7mJtO/qf6goGJ7kyAABSZ+NvfiH73HkZw5H7W9suU7bLiCai7TJkjth6/bf/rTOnvk5foUjMlmTZ8VvmH78BwJS1qOxnGrxrUEN5piwjctqM5bdku+1I98m0ZcvQ58H/1a7ff5jeYhHPwdlJ8xPAVeW4XHqwwPfjq8t/9aKHf+o1/frV8eOTXBkAAKlTcFO+8kpmSH/4o+yREck0Ig8+Gn34ka1IFOZ6tXnNq2muFnEcfPYKAExVpmkoMHuZ9Jf9Uo4lTbMilw7+2HkybEOyI0O7vvyfdJaKRBycnTQ/AfykZ6ruUnGWSy5ZipzvaUcvf3fZlkzZ4rnvAACnaTy5U8rJkmzJtq34/wN0mbLdpoIjVrpKxBhs2x5zAwCkzvbAWllBv2zbkGUq0um0JY0YkR6aIZm+EblzhzUwNJzeYhHDydlJ8xPAuPxu+T2aYQVj7vlpylKedUkhM3JmqOWAH0UAAEYZhqF/a/0nyTRkWPrT2Q9WJO/CBd7In2l+Tj22NfYGAEipD56qkzliS8Om7LAhWUbk59cy5CoYlDyWbNvQUHgk3aXicg7OTpqfAMbFMAz9bsXfqGT4nHxWhdVYLAAACbxJREFUn6ZZPZoZ/l5DRrZCZq5ckkzD+MnPAQAgkyy8bY7+fvNKWTmeP13qbhoKF+Yq7M+SrBF5w5l/UOBIdoINAJBy2R639v/6V3LlDUqS7BFDMiT3Tf3ylPXJtgyFL2Zpmjc7zZUijkOzk+YngHFzuVx67e6HNWB61W/6dMFdrF7XdEnSs4sXp7k6AABSY0PdAyorm66B0hkanJ2vgTn5CvuzJUtydXyrf971D+kuEVeybMmyEmwOOYoDgClu/s2Fevqv/lpZt3Qre8kl5VRelHv2gGzb1FBvlh4ovFUGJ89MLQ7OTpqfAJJS5PPp0IqVunPmzZruydIiv1/7ly/X3TfdlO7SAABImX9v/Y1W/fnNMr69IPOHHpnnvlf2F2f16+2/1N2/WJbu8nAlBz+0AQAyxWNL79LWP/ulhr7P0XC/R0M9Hg2c9el+V7Ve+dsH0l0eruTg7HSnuwAAmccwDD1XWZnuMgAAmFTbfvuEtknq/qFXLrdL/jxfukvCWMY6WHPAARwAZJL1Syu1fmmlQoODGhgOq8Cfm+6SMBYHZyfNTwAAACAJeTOnpbsE/ARbiZ9Oazvl5mUAkGF82dnyZXOPz6nMydlJ8xMAAACAs9ga4+yVSa8EAIDM4ODspPkJAAAAwFksO/EDGhzw0AYAAFLCwdlJ8xMAAACAszj4vmUAAKSEg7OT5icAAAAAh7Ek20o8DgAAEnBudprpLgAAAAAAJlLk5BU7wZb8Z3V2dmrDhg2qqqrSihUrtH///oTzgsGg6urqtGzZMt1xxx166aWXNDIycp0rAQBgckxkdk41ND8BAAAAOMvopXuJtiQMDQ3piSee0J133qnjx49r586d2rFjh06cOBE3d/v27err69ORI0fU1NSkjz76SLt3756oFQEAkFoTlJ1TEc1PAAAAAM4yQQdw7e3t6u3tVW1trTwej5YuXaoHH3xQ+/bti5kXCoXU1tamp59+Wn6/X7NmzdLGjRv1zjvvTOSqAABIHZqfAAAAAJAhbFu2Fb8lewDX2dmpefPmyeVyRcfmz5+vjo6OmHlff/21wuGwFixYEDOvq6tLAwMD17cWAAAmwwRl51SU0gceDQ4OSor8owEAMPlGf39Hf48x9ZGdADB+Y+WcnTssOzs++2z3cMx+VyoqKlJxcXH0dSgUks/ni5mTk5Oj/v7+mLG+vj55PB5lZWVFx7xeb/QzcnJyxrskXCPyEwDG51qzM5OltPnZ1dUlSdqyZUsqvwYA8BO6urp0++23p7sMjAPZCQDJG825/Px8eb1enS84M+Zct9s95m/spk2b9NRTT0Vf+3y+uEbnwMCAcnNzY8Z8Pp+Gh4cVDofldkcOsUb38/v917QmJIf8BIDkJJOdXq9X+fn5k1jdxEpp83P58uV65ZVXVFpaquzs7FR+FQAggcHBQXV1dWn58uXpLgXjRHYCwPhdmXMlJSVqbW3VxYsXx9zHsiyZZuK7fxUVFcW8XrBggerr62P26ejoUHl5ecy8srIyeTwedXZ2qqKiIjpvzpw5MWeDInXITwAYn2vJzvz8fJWUlExWiRPOsG0HXLwPAAAAABNseHhYq1at0tq1a1VbW6vPPvtMtbW1qq+vV3V1dczcuro69fT06NVXX1VfX59qa2u1evVqbdy4MU3VAwAAieYnAAAAAIzpq6++0nPPPafPP/9cM2bM0KZNm7Ru3Tp9/PHHevzxx3Xw4EGVlJQoGAxqx44d+uCDD2TbttauXastW7bEPCwJAABMPp72joy3YsUKNTQ0JHyvoqJCbW1tampqUkVFhVauXJlwXmNjoyoqKrR169a49/bu3auKigrt2bMn7r3Rz718W7JkidasWaOWlpaE31VfX68nn3xy/AsEAGCcyERg4s2bN0979+7VJ598osOHD2vdunWSpOrqap08eTJ6GaDf79eLL76oo0eP6tixY9q6dSuNTyADkJ2A89H8xA3D5XLpm2++0RdffBH3XltbmwzDSLhfc3OzysrK1NjYmPB9r9erDz/8MLodPHhQgUBAzzzzjE6cOBEzt7GxUa+//vr1LwYAgOtAJgIAkByyE8hcND9xw8jOzlZlZaUOHToUM97d3a3jx4+rsrIybp+Ojg6dOnVKmzdv1unTp/Xpp5/GzTEMQ0VFRdFt9uzZ2rRpk8rKytTW1iZJCgaDqqur0/PPP685c+akZoEAAIwTmQgAQHLITiBz0fzEDWXVqlVxYXX48GFVVlaqoKAgbn5zc7OKi4t1//33q7S0VPv27Rv3d7ndbnk8HklSV1eXLl26pKampoShCADAZCMTAQBIDtkJZCaan7ihrFy5Ul9++aXOnj0bHWtra9N9990XN9eyLLW0tETv6xIIBNTa2qq+vr6rfkcoFNJbb72lzs5O3XvvvZKkhQsXqqGhQfPnz5/A1QAAcO3IRAAAkkN2ApmJ5iduKKWlpVq8eLHee+89SVJPT4/a29sVCATi5ra3t+u7776LBtnq1asVCoXU2toaMy8UCqmqqkpVVVWqrKxUVVWVGhoa9Oyzz6qqqir1iwIA4BqQiQAAJIfsBDKTO90FANfL7XbLsqy48dExtzv2r/nopQqPPfaYjhw5ottuu02FhYVx+zc3N6uwsFDV1dWSpCVLlmjWrFlqbGzUww8/HJ3n9Xp14MABSZH7tfh8voSfBwBAqpGJAAAkh+wEnI/mJzLe9OnTFQwG48a7u7slSXl5eerp6YmOBwIBvfbaazp//vyYlyj09/fr3XffVSgU0i233BIdtyxL586d0+nTp1VeXi4pElDcdBoAMBWQiQAAJIfsBJyPy96R8RYtWqQTJ07EjZ88eVIul0sLFy6MGZ87d67Ky8vV0tKiY8eOJbxE4dChQwqFQnrjjTd04MCB6LZnzx6ZpqnGxsaUrQcAgGtFJgIAkByyE3A+zvxExqupqdFDDz2kF154QevXr5fH49GpU6f08ssvq6amRtOmTYvbJxAI6M0339Stt9465iUKixYtit6c+nL33HOPmpubVVdXl5L1AABwrchEAACSQ3YCzseZn8h4FRUVevvtt3XmzBnV1NRozZo12rVrlx555BFt27Yt4T6BQEB9fX0JL1G4cOGCjh49qvXr1yfc99FHH9XFixf1/vvvT+g6AAC4XmQiAADJITsB5zNs27bTXQQAAAAAAAAATDTO/AQAAAAAAADgSDQ/AQAAAAAAADgSzU8AAAAAAAAAjkTzEwAAAAAAAIAj0fwEAAAAAAAA4Eg0PwEAAAAAAAA4Es1PAAAAAAAAAI5E8xMAAAAAAACAI9H8BAAAAAAAAOBIND8BAAAAAAAAONL/AyLlRecA6Ei9AAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "st.plot_visualization_2D(adata,method='umap',n_neighbors=50,\n", " color=['label','Gata1','n_genes'],use_precomputed=False)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Trajectory inference" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Seeding initial elastic principal graph...\n", "Clustering...\n", "K-Means clustering ...\n", "The number of initial nodes is 10\n", "Calculatng minimum spanning tree...\n", "Number of initial branches: 3\n" ] }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "### by setting use_vis=True, we use the manifold from `plot_visualization_2D()` to infer trajectories\n", "st.seed_elastic_principal_graph(adata,n_clusters=10,use_vis=True)\n", "st.plot_dimension_reduction(adata,color=['label','Gata1','n_genes'],n_components=2,show_graph=True,show_text=False)\n", "st.plot_branches(adata,show_text=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**`epg_alpha`, `epg_mu`, `epg_lambda` are the three most influential parameters for learning elastic principal graph.** \n", "- `epg_alpha`: penalizes spurious branching events. **The larger, the fewer branches the function will learn**. (by default, `epg_alpha=0.02`)\n", "- `epg_mu`: penalizes the deviation from harmonic embedding, where harmonicity assumes that each node is the mean of its neighbor nodes. **The larger, the more edges the function will use to fit into points(cells)** (by default, `epg_mu=0.1`) \n", "- `epg_lambda`: penalizes the total length of edges. **The larger, the 'shorter' curves the function will use to fit into points(cells)** and the fewer points(cells) the curves will reach. (by default, `epg_lambda=0.02`)\n", "\n", "> **'epg_trimmingradius'** can help get rid of noisy points (by defalut `epg_trimmingradius=Inf`) \n", "e.g. `st.elastic_principal_graph(adata,epg_trimmingradius=0.1)` " ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Learning elastic principal graph...\n", "[1]\n", " \"Constructing tree 1 of 1 / Subset 1 of 1\"\n", "\n", "\n", "[1]\n", " \"Computing EPG with 50 nodes on 1656 points and 2 dimensions\"\n", "\n", "\n", "[1]\n", " \"Using a single core\"\n", "\n", "\n", "Nodes = \n", "10\n", " \n", "11\n", " \n", "12\n", " \n", "13\n", " \n", "14\n", " \n", "15\n", " \n", "16\n", " \n", "17\n", " \n", "18\n", " \n", "19\n", " \n", "20\n", " \n", "21\n", " \n", "22\n", " \n", "23\n", " \n", "24\n", " \n", "25\n", " \n", "26\n", " \n", "27\n", " \n", "28\n", " \n", "29\n", " \n", "30\n", " \n", "31\n", " \n", "32\n", " \n", "33\n", " \n", "34\n", " \n", "35\n", " \n", "36\n", " \n", "37\n", " \n", "38\n", " \n", "39\n", " \n", "40\n", " \n", "41\n", " \n", "42\n", " \n", "43\n", " \n", "44\n", " \n", "45\n", " \n", "46\n", " \n", "47\n", " \n", "48\n", " \n", "49\n", " \n", "\n", "\n", "BARCODE\tENERGY\tNNODES\tNEDGES\tNRIBS\tNSTARS\tNRAYS\tNRAYS2\tMSE\tMSEP\tFVE\tFVEP\tUE\tUR\tURN\tURN2\tURSD\n", "\n", "2||50\n", "\t\n", "1.032\n", "\t\n", "50\n", "\t\n", "49\n", "\t\n", "44\n", "\t\n", "2\n", "\t\n", "0\n", "\t\n", "0\n", "\t\n", "0.3273\n", "\t\n", "0.2369\n", "\t\n", "0.9963\n", "\t\n", "0.9973\n", "\t\n", "0.6326\n", "\t\n", "0.07197\n", "\t\n", "3.599\n", "\t\n", "179.9\n", "\t\n", "0\n", "\n", "\n", "9.254 sec elapsed\n", "\n", "[[1]]\n", "\n", "\n", "\n", "Number of branches after learning elastic principal graph: 5\n" ] }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "st.elastic_principal_graph(adata,epg_alpha=0.01,epg_mu=0.05,epg_lambda=0.01)\n", "st.plot_dimension_reduction(adata,color=['label','Gata1','n_genes'],n_components=2,show_graph=True,show_text=False)\n", "st.plot_branches(adata,show_text=True)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Adjusting trajectories (optional)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Finetune branching event: \n", "```python\n", "st.optimize_branching(adata,incr_n_nodes=30)\n", "st.plot_dimension_reduction(adata,show_graph=True,show_text=False)\n", "st.plot_branches(adata,show_text=False)\n", "```\n", "* Prune trivial branches: \n", "```python\n", "st.prune_elastic_principal_graph(adata,epg_collapse_mode='EdgesNumber',epg_collapse_par=2)\n", "st.plot_dimension_reduction(adata,show_graph=True,show_text=False)\n", "st.plot_branches(adata,show_text=False)\n", "```\n", "\n", "* Shift branching node: \n", "```python\n", "st.shift_branching(adata,epg_shift_mode='NodeDensity',epg_shift_radius=0.1,epg_shift_max=3)\n", "st.plot_dimension_reduction(adata,show_graph=True,show_text=False)\n", "st.plot_branches(adata,show_text=False)\n", "```" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Extending leaves with additional nodes ...\n", "Number of branches after extending leaves: 5\n" ] }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "###Extend leaf branch to reach further cells \n", "st.extend_elastic_principal_graph(adata, epg_ext_mode='WeigthedCentroid',epg_ext_par=0.8)\n", "st.plot_dimension_reduction(adata,color=['label'],n_components=2,show_graph=True,show_text=True,)\n", "st.plot_branches(adata,show_text=True)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Trajectory visualization" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### flat tree" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "st.plot_flat_tree(adata,color=['label','branch_id_alias','S4_pseudotime'],\n", " dist_scale=0.5,show_graph=True,show_text=True)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### stream plot at single cell level" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "st.plot_stream_sc(adata,root='S4',color=['label','Gata1'],\n", " dist_scale=0.5,show_graph=True,show_text=False)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### stream plots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Some useful parameters to finetune the appearance of stream plots:**\n", "* `dist_scale`: controls the width of STREAM plot branches.\n", "* `factor_num_win`: controls the resolution of STREAM plot.\n", "* `preference`: controls the order of branches\n", "* `log_scale`: shows stream plot in log scale to zoom in on thin branches" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "st.plot_stream(adata,root='S4',color=['label','Gata1'],factor_min_win=1.5)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Save results" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "st.write(adata,file_name='stream_result.pkl')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python [conda env:test_steam]", "language": "python", "name": "conda-env-test_steam-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 2 }