{
"cells": [
{
"attachments": {},
"cell_type": "markdown",
"id": "61037ecc-74f6-4d1a-926e-1424c240d01c",
"metadata": {},
"source": [
"# Multi omics analysis by MOFA\n",
"MOFA is a factor analysis model that provides a general framework for the integration of multi-omic data sets in an unsupervised fashion.\n",
"\n",
"This tutorial focuses on how to perform mofa in multi-omics like scRNA-seq and scATAC-seq\n",
"\n",
"Paper: [MOFA+: a statistical framework for comprehensive integration of multi-modal single-cell data](https://genomebiology.biomedcentral.com/articles/10.1186/s13059-020-02015-1)\n",
"\n",
"Code: https://github.com/bioFAM/mofapy2\n",
"\n",
"Colab_Reproducibility:https://colab.research.google.com/drive/1UPGQA3BenrC-eLIGVtdKVftSnOKIwNrP?usp=sharing"
]
},
{
"cell_type": "markdown",
"id": "d7a19d6e-9fa2-4744-b91f-cb6517f93882",
"metadata": {},
"source": [
"## Part.1 MOFA Model\n",
"In this part, we construct a model of mofa by scRNA-seq and scATAC-seq"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "8013b80e-3fca-4c51-91a6-4126fa653826",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"/Users/fernandozeng/miniforge3/envs/scbasset/lib/python3.8/site-packages/phate/__init__.py\n"
]
}
],
"source": [
"import omicverse as ov\n",
"rna=ov.utils.read('data/sample/rna_p_n_raw.h5ad')\n",
"atac=ov.utils.read('data/sample/atac_p_n_raw.h5ad')"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "ff8e0d5d-0194-4383-9c4e-f685c2b69248",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(AnnData object with n_obs × n_vars = 1876 × 25596\n",
" obs: 'Type', 'sample',\n",
" AnnData object with n_obs × n_vars = 1876 × 71272\n",
" obs: 'Type', 'sample')"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"rna,atac"
]
},
{
"cell_type": "markdown",
"id": "87307f9b-cc10-4b31-bec4-3309fc0750a3",
"metadata": {},
"source": [
"We only need to add anndata to `ov.single.mofa` to construct the base model"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "5de17eb9-f339-41f5-aa4a-761b880f83b0",
"metadata": {},
"outputs": [],
"source": [
"test_mofa=ov.single.pyMOFA(omics=[rna,atac],\n",
" omics_name=['RNA','ATAC'])"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "28957704-b347-420f-8117-4a5e69bdcacb",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
" #########################################################\n",
" ### __ __ ____ ______ ### \n",
" ### | \\/ |/ __ \\| ____/\\ _ ### \n",
" ### | \\ / | | | | |__ / \\ _| |_ ### \n",
" ### | |\\/| | | | | __/ /\\ \\_ _| ###\n",
" ### | | | | |__| | | / ____ \\|_| ###\n",
" ### |_| |_|\\____/|_|/_/ \\_\\ ###\n",
" ### ### \n",
" ######################################################### \n",
" \n",
" \n",
" \n",
"Groups names not provided, using default naming convention:\n",
"- group1, group2, ..., groupG\n",
"\n",
"Successfully loaded view='RNA' group='group0' with N=1876 samples and D=25596 features...\n",
"Successfully loaded view='ATAC' group='group0' with N=1876 samples and D=71272 features...\n",
"\n",
"\n",
"Warning: 8795 features(s) in view 0 have zero variance, consider removing them before training the model...\n",
"\n",
"Warning: 34 features(s) in view 1 have zero variance, consider removing them before training the model...\n",
"\n",
"Model options:\n",
"- Automatic Relevance Determination prior on the factors: True\n",
"- Automatic Relevance Determination prior on the weights: True\n",
"- Spike-and-slab prior on the factors: False\n",
"- Spike-and-slab prior on the weights: True\n",
"Likelihoods:\n",
"- View 0 (RNA): gaussian\n",
"- View 1 (ATAC): gaussian\n",
"\n",
"\n",
"\n",
"GPU mode is activated, but GPU not found... switching to CPU mode\n",
"For GPU mode, you need:\n",
"1 - Make sure that you are running MOFA+ on a machine with an NVIDIA GPU\n",
"2 - Install CUPY following instructions on https://docs-cupy.chainer.org/en/stable/install.html\n",
"\n",
"\n",
"\n",
"######################################\n",
"## Training the model with seed 112 ##\n",
"######################################\n",
"\n",
"\n",
"ELBO before training: -2415164577.49 \n",
"\n",
"Iteration 1: time=55.65, ELBO=-21568895.23, deltaELBO=2393595682.263 (99.10693890%), Factors=19\n",
"Iteration 2: time=55.70, ELBO=53947093.49, deltaELBO=75515988.721 (3.12674297%), Factors=18\n",
"Iteration 3: time=55.13, ELBO=55272104.20, deltaELBO=1325010.708 (0.05486213%), Factors=17\n",
"Iteration 4: time=50.87, ELBO=55846669.26, deltaELBO=574565.064 (0.02378989%), Factors=16\n",
"Iteration 5: time=50.76, ELBO=56054695.49, deltaELBO=208026.230 (0.00861334%), Factors=16\n",
"Iteration 6: time=46.63, ELBO=56193608.97, deltaELBO=138913.480 (0.00575172%), Factors=16\n"
]
}
],
"source": [
"test_mofa.mofa_preprocess()\n",
"test_mofa.mofa_run(outfile='models/brac_rna_atac.hdf5')"
]
},
{
"cell_type": "markdown",
"id": "53db998c-169a-46b8-824c-aa9cb3b48710",
"metadata": {},
"source": [
"## Part.2 MOFA Analysis\n",
"After get the model by mofa, we need to analysis the factor about different omics, we provide some method to do this"
]
},
{
"cell_type": "markdown",
"id": "010d2705-4978-484e-9d9a-d5af43af6883",
"metadata": {},
"source": [
"### load data"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "2be170f5-a640-4c51-8649-fa09e58b7336",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"/Users/fernandozeng/miniforge3/envs/scbasset/lib/python3.8/site-packages/phate/__init__.py\n"
]
}
],
"source": [
"import omicverse as ov\n",
"ov.utils.ov_plot_set()"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "1dd2caec-134e-4a36-a96f-0ea11fedcb52",
"metadata": {},
"outputs": [],
"source": [
"rna=ov.utils.read('data/sample/rna_test.h5ad')"
]
},
{
"cell_type": "markdown",
"id": "4b10f28d-4689-4d33-9809-e72c0bbd52f4",
"metadata": {},
"source": [
"### add value of factor to anndata"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "f6e66b03-25de-4e9c-8f96-18686b09ed3d",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"AnnData object with n_obs × n_vars = 1792 × 3000\n",
" obs: 'Type', 'sample', 'cell_type', 'n_genes', 'n_genes_by_counts', 'total_counts', 'total_counts_mt', 'pct_counts_mt', 'factor1', 'factor2', 'factor3', 'factor4', 'factor5', 'factor6', 'factor7', 'factor8', 'factor9', 'factor10', 'factor11'\n",
" var: 'n_cells', 'mt', 'n_cells_by_counts', 'mean_counts', 'pct_dropout_by_counts', 'total_counts', 'highly_variable', 'highly_variable_rank', 'means', 'variances', 'variances_norm'\n",
" uns: 'hvg'"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"rna=ov.single.factor_exact(rna,hdf5_path='data/sample/MOFA_POS.hdf5')\n",
"rna"
]
},
{
"cell_type": "markdown",
"id": "a94c703a-1ff4-4985-ba6e-f447a2308dd5",
"metadata": {},
"source": [
"### analysis of the correlation between factor and cell type"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "c93f472f-609f-40c0-bf66-a1bd1fce1c37",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" factor1 | \n",
" factor2 | \n",
" factor3 | \n",
" factor4 | \n",
" factor5 | \n",
"
\n",
" \n",
" \n",
" \n",
" | B cell-2 | \n",
" 9.078459 | \n",
" 5.625337 | \n",
" 8.424565 | \n",
" 7.768767 | \n",
" 0.268084 | \n",
"
\n",
" \n",
" | B cell-1 | \n",
" 0.489567 | \n",
" 3.898347 | \n",
" 0.115866 | \n",
" 0.854649 | \n",
" 0.686837 | \n",
"
\n",
" \n",
" | B cell-4 | \n",
" 0.279002 | \n",
" 3.701674 | \n",
" 0.487245 | \n",
" 0.631280 | \n",
" 0.205712 | \n",
"
\n",
" \n",
" | Natural killer cell | \n",
" 1.127901 | \n",
" 27.896554 | \n",
" 0.235219 | \n",
" 0.241705 | \n",
" 0.282893 | \n",
"
\n",
" \n",
" | B cell-3 | \n",
" 0.706249 | \n",
" 40.881023 | \n",
" 2.267589 | \n",
" 0.382177 | \n",
" 5.123728 | \n",
"
\n",
" \n",
" | T cell-1 | \n",
" 0.704842 | \n",
" 3.701813 | \n",
" 0.464042 | \n",
" 0.396243 | \n",
" 0.459828 | \n",
"
\n",
" \n",
" | Endothelial cell | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
"
\n",
" \n",
" | Monocyte | \n",
" 0.248902 | \n",
" 0.284968 | \n",
" 0.147168 | \n",
" 0.399443 | \n",
" 0.132685 | \n",
"
\n",
" \n",
" | Epithelial cell | \n",
" 0.435818 | \n",
" 2.957245 | \n",
" 0.183706 | \n",
" 0.366285 | \n",
" 0.225828 | \n",
"
\n",
" \n",
" | Natural killer T (NKT) cell-1 | \n",
" 0.119266 | \n",
" 0.276104 | \n",
" 0.111210 | \n",
" 0.030626 | \n",
" 0.097991 | \n",
"
\n",
" \n",
" | Plasmacytoid dendritic cell | \n",
" 0.019003 | \n",
" 0.052997 | \n",
" 0.431551 | \n",
" 0.024616 | \n",
" 0.067029 | \n",
"
\n",
" \n",
" | Regulatory T (Treg) cell | \n",
" 0.553421 | \n",
" 7.303644 | \n",
" 0.323052 | \n",
" 0.252761 | \n",
" 0.187171 | \n",
"
\n",
" \n",
" | B cell | \n",
" 1.096582 | \n",
" 12.407881 | \n",
" 0.154599 | \n",
" 0.827906 | \n",
" 0.495789 | \n",
"
\n",
" \n",
" | Natural killer T (NKT) cell | \n",
" 0.039153 | \n",
" 0.765500 | \n",
" 0.243345 | \n",
" 0.035279 | \n",
" 0.093851 | \n",
"
\n",
" \n",
" | T cell | \n",
" 1.763401 | \n",
" 32.202576 | \n",
" 0.854274 | \n",
" 0.870854 | \n",
" 0.627218 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" factor1 factor2 factor3 factor4 \\\n",
"B cell-2 9.078459 5.625337 8.424565 7.768767 \n",
"B cell-1 0.489567 3.898347 0.115866 0.854649 \n",
"B cell-4 0.279002 3.701674 0.487245 0.631280 \n",
"Natural killer cell 1.127901 27.896554 0.235219 0.241705 \n",
"B cell-3 0.706249 40.881023 2.267589 0.382177 \n",
"T cell-1 0.704842 3.701813 0.464042 0.396243 \n",
"Endothelial cell NaN NaN NaN NaN \n",
"Monocyte 0.248902 0.284968 0.147168 0.399443 \n",
"Epithelial cell 0.435818 2.957245 0.183706 0.366285 \n",
"Natural killer T (NKT) cell-1 0.119266 0.276104 0.111210 0.030626 \n",
"Plasmacytoid dendritic cell 0.019003 0.052997 0.431551 0.024616 \n",
"Regulatory T (Treg) cell 0.553421 7.303644 0.323052 0.252761 \n",
"B cell 1.096582 12.407881 0.154599 0.827906 \n",
"Natural killer T (NKT) cell 0.039153 0.765500 0.243345 0.035279 \n",
"T cell 1.763401 32.202576 0.854274 0.870854 \n",
"\n",
" factor5 \n",
"B cell-2 0.268084 \n",
"B cell-1 0.686837 \n",
"B cell-4 0.205712 \n",
"Natural killer cell 0.282893 \n",
"B cell-3 5.123728 \n",
"T cell-1 0.459828 \n",
"Endothelial cell NaN \n",
"Monocyte 0.132685 \n",
"Epithelial cell 0.225828 \n",
"Natural killer T (NKT) cell-1 0.097991 \n",
"Plasmacytoid dendritic cell 0.067029 \n",
"Regulatory T (Treg) cell 0.187171 \n",
"B cell 0.495789 \n",
"Natural killer T (NKT) cell 0.093851 \n",
"T cell 0.627218 "
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ov.single.factor_correlation(adata=rna,cluster='cell_type',factor_list=[1,2,3,4,5])"
]
},
{
"cell_type": "markdown",
"id": "c59f1217-9cf9-4125-887d-552ae5aa1914",
"metadata": {},
"source": [
"### Get the gene/feature weights of different factor"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "1e5763e9-ea66-4d47-9794-bc5fa29053c0",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" feature | \n",
" weights | \n",
" abs_weights | \n",
" sig | \n",
"
\n",
" \n",
" \n",
" \n",
" | 0 | \n",
" b'FAM174B' | \n",
" -2.911107e-10 | \n",
" 2.911107e-10 | \n",
" - | \n",
"
\n",
" \n",
" | 1 | \n",
" b'SYNE2' | \n",
" -3.744153e-09 | \n",
" 3.744153e-09 | \n",
" - | \n",
"
\n",
" \n",
" | 2 | \n",
" b'LUZP1' | \n",
" -1.840838e-10 | \n",
" 1.840838e-10 | \n",
" - | \n",
"
\n",
" \n",
" | 3 | \n",
" b'GGT1' | \n",
" -3.171818e-10 | \n",
" 3.171818e-10 | \n",
" - | \n",
"
\n",
" \n",
" | 4 | \n",
" b'LINC02210' | \n",
" -4.588388e-10 | \n",
" 4.588388e-10 | \n",
" - | \n",
"
\n",
" \n",
" | ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
"
\n",
" \n",
" | 2995 | \n",
" b'TREM2' | \n",
" 4.046089e-11 | \n",
" 4.046089e-11 | \n",
" + | \n",
"
\n",
" \n",
" | 2996 | \n",
" b'CPVL' | \n",
" 1.353563e-10 | \n",
" 1.353563e-10 | \n",
" + | \n",
"
\n",
" \n",
" | 2997 | \n",
" b'MIPEP' | \n",
" -1.360450e-11 | \n",
" 1.360450e-11 | \n",
" - | \n",
"
\n",
" \n",
" | 2998 | \n",
" b'INO80E' | \n",
" -4.721143e-09 | \n",
" 4.721143e-09 | \n",
" - | \n",
"
\n",
" \n",
" | 2999 | \n",
" b'RABAC1' | \n",
" 2.386149e-03 | \n",
" 2.386149e-03 | \n",
" + | \n",
"
\n",
" \n",
"
\n",
"
3000 rows × 4 columns
\n",
"
"
],
"text/plain": [
" feature weights abs_weights sig\n",
"0 b'FAM174B' -2.911107e-10 2.911107e-10 -\n",
"1 b'SYNE2' -3.744153e-09 3.744153e-09 -\n",
"2 b'LUZP1' -1.840838e-10 1.840838e-10 -\n",
"3 b'GGT1' -3.171818e-10 3.171818e-10 -\n",
"4 b'LINC02210' -4.588388e-10 4.588388e-10 -\n",
"... ... ... ... ..\n",
"2995 b'TREM2' 4.046089e-11 4.046089e-11 +\n",
"2996 b'CPVL' 1.353563e-10 1.353563e-10 +\n",
"2997 b'MIPEP' -1.360450e-11 1.360450e-11 -\n",
"2998 b'INO80E' -4.721143e-09 4.721143e-09 -\n",
"2999 b'RABAC1' 2.386149e-03 2.386149e-03 +\n",
"\n",
"[3000 rows x 4 columns]"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ov.single.get_weights(hdf5_path='data/sample/MOFA_POS.hdf5',view='RNA',factor=1)"
]
},
{
"cell_type": "markdown",
"id": "1fa3eb65-17d1-4602-91fc-99298f55b215",
"metadata": {},
"source": [
"## Part.3 MOFA Visualize\n",
"\n",
"To visualize the result of mofa, we provide a series of function to do this."
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "9b6d0429-e6e2-4236-b764-cfbc2d81de68",
"metadata": {},
"outputs": [],
"source": [
"pymofa_obj=ov.single.pyMOFAART(model_path='data/sample/MOFA_POS.hdf5')"
]
},
{
"cell_type": "markdown",
"id": "853967c0-2f78-4d0b-a384-dc7a0a950629",
"metadata": {},
"source": [
"We get the factor of each cell at first"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "f041529e-363a-448c-a6c3-e119f66c0b39",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"......Add factors to adata and store to adata.obsm[\"X_mofa\"]\n"
]
},
{
"data": {
"text/plain": [
"AnnData object with n_obs × n_vars = 1792 × 3000\n",
" obs: 'Type', 'sample', 'cell_type', 'n_genes', 'n_genes_by_counts', 'total_counts', 'total_counts_mt', 'pct_counts_mt', 'factor1', 'factor2', 'factor3', 'factor4', 'factor5', 'factor6', 'factor7', 'factor8', 'factor9', 'factor10', 'factor11'\n",
" var: 'n_cells', 'mt', 'n_cells_by_counts', 'mean_counts', 'pct_dropout_by_counts', 'total_counts', 'highly_variable', 'highly_variable_rank', 'means', 'variances', 'variances_norm'\n",
" uns: 'hvg'\n",
" obsm: 'X_mofa'"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pymofa_obj.get_factors(rna)\n",
"rna"
]
},
{
"cell_type": "markdown",
"id": "c2730384-9f1c-42f9-9e34-85aa62d9f558",
"metadata": {},
"source": [
"We can also plot the varience in each View"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "61886135-3498-4a15-804b-824a8006f134",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(,\n",
" )"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 292,
"width": 197
}
},
"output_type": "display_data"
}
],
"source": [
"pymofa_obj.plot_r2()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "1229be37-0480-4e1e-bff8-7a54d2232c5b",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" RNA | \n",
" Enhancer | \n",
" Promoter | \n",
"
\n",
" \n",
" \n",
" \n",
" | 0 | \n",
" 52.653359 | \n",
" 0.020433 | \n",
" 0.030287 | \n",
"
\n",
" \n",
" | 1 | \n",
" -0.427822 | \n",
" 11.423973 | \n",
" 10.044684 | \n",
"
\n",
" \n",
" | 2 | \n",
" 7.485323 | \n",
" 0.042972 | \n",
" 0.044618 | \n",
"
\n",
" \n",
" | 3 | \n",
" 5.582933 | \n",
" 0.029609 | \n",
" 0.040193 | \n",
"
\n",
" \n",
" | 4 | \n",
" 2.447518 | \n",
" 0.084279 | \n",
" 0.102553 | \n",
"
\n",
" \n",
" | 5 | \n",
" 1.264806 | \n",
" 0.379936 | \n",
" 0.315503 | \n",
"
\n",
" \n",
" | 6 | \n",
" 0.142767 | \n",
" 0.743871 | \n",
" 0.637848 | \n",
"
\n",
" \n",
" | 7 | \n",
" 0.066169 | \n",
" 0.717554 | \n",
" 0.653633 | \n",
"
\n",
" \n",
" | 8 | \n",
" 0.061457 | \n",
" 0.451830 | \n",
" 0.363793 | \n",
"
\n",
" \n",
" | 9 | \n",
" 0.322288 | \n",
" 0.275757 | \n",
" 0.240563 | \n",
"
\n",
" \n",
" | 10 | \n",
" 0.132726 | \n",
" 0.044343 | \n",
" 0.059752 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" RNA Enhancer Promoter\n",
"0 52.653359 0.020433 0.030287\n",
"1 -0.427822 11.423973 10.044684\n",
"2 7.485323 0.042972 0.044618\n",
"3 5.582933 0.029609 0.040193\n",
"4 2.447518 0.084279 0.102553\n",
"5 1.264806 0.379936 0.315503\n",
"6 0.142767 0.743871 0.637848\n",
"7 0.066169 0.717554 0.653633\n",
"8 0.061457 0.451830 0.363793\n",
"9 0.322288 0.275757 0.240563\n",
"10 0.132726 0.044343 0.059752"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pymofa_obj.get_r2()"
]
},
{
"cell_type": "markdown",
"id": "6b8bf6b4-24aa-49a1-82ba-4180e6317ce7",
"metadata": {},
"source": [
"### Visualize the correlation between factor and celltype"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "f8cdff75-b8ae-4da7-b79b-c0e42d45d707",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(,\n",
" )"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 284,
"width": 373
}
},
"output_type": "display_data"
}
],
"source": [
"pymofa_obj.plot_cor(rna,'cell_type')"
]
},
{
"cell_type": "markdown",
"id": "c9bb12c6-3126-4d46-9dad-93ac208b3325",
"metadata": {},
"source": [
"We found that factor6 is correlated to Epithelial"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "8a798cd1-6c3a-41aa-9f14-4df7fbf61f8b",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 235,
"width": 564
}
},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"(,\n",
" )"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pymofa_obj.plot_factor(rna,'cell_type','Epi',figsize=(3,3),\n",
" factor1=6,factor2=10,)"
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "b9e93e6c-408d-4b15-a035-f5c255f3e3b1",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"computing neighbors\n",
" using 'X_pca' with n_pcs = 50\n",
" finished: added to `.uns['neighbors']`\n",
" `.obsp['distances']`, distances for each pair of neighbors\n",
" `.obsp['connectivities']`, weighted adjacency matrix (0:00:00)\n",
"computing UMAP\n",
" finished: added\n",
" 'X_umap', UMAP coordinates (adata.obsm) (0:00:01)\n"
]
},
{
"data": {
"text/plain": [
"[,\n",
" ]"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 289,
"width": 947
}
},
"output_type": "display_data"
}
],
"source": [
"import scanpy as sc\n",
"sc.pp.neighbors(rna)\n",
"sc.tl.umap(rna)\n",
"sc.pl.embedding(\n",
" rna,\n",
" basis=\"X_umap\",\n",
" color=[\"factor6\",\"cell_type\"],\n",
" frameon=False,\n",
" ncols=2,\n",
" #palette=ov.utils.pyomic_palette(),\n",
" show=False,\n",
" cmap='Greens',\n",
" vmin=0,\n",
")\n",
"#plt.savefig(\"figures/umap_factor6.png\",dpi=300,bbox_inches = 'tight')\n"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "d094b5ff-2233-40eb-a616-49e6fe1d6b20",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(,\n",
" )"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 240,
"width": 259
}
},
"output_type": "display_data"
}
],
"source": [
"pymofa_obj.plot_weight_gene_d1(view='RNA',factor1=6,factor2=10,)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "17598fb8-ae7c-4730-b816-54ba837a2a60",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(,\n",
" )"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAiIAAAJ6CAYAAAAVaSmwAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAABibAAAYmwFJdYOUAAC6LklEQVR4nOzdd3wU1drA8d/spvdAIIRQAkko0nsJvYlSBESUXsRyVbBcQaUXxQa+KqIIXkApKlWkI713kA6hJ4QECCEhvex5/4g7sqSQkIQl8HzvZz83O3POzJkluA+nPEdTSimEEEIIIazAYO0GCCGEEOLJJYGIEEIIIaxGAhEhhBBCWI0EIkIIIYSwGglEhBBCCGE1EogIIYQQwmokEBFCCCGE1UggIoQQQgirkUBECCGEEFYjgYgQQgghrEYCESGEEEJYjQQiQgghhLAaCUSEEEIIYTUSiAghhBDCaiQQEUIIIYTVSCAihHioli5dSuPGjfHw8MDJyYly5cqxc+dOq7RlwYIFHD161Cr3zqudO3fSs2dPSpUqhZ2dHUWKFKFt27YsXrzY2k0TIlc0pZSydiOEEE+GNWvW8Oyzz+rvPTw8iI+P5/z585QqVeqhtePOnTt07NiRbdu2sXnzZlq0aPHQ7p0fRowYwaeffqq/d3V15c6dO/r7fv36MWfOHDRNs0bzhMgV6RERQjw0c+fOBaBYsWKcP3+eqKgokpKSHmoQAhAZGcm2bdse6j3zy9SpU/Ug5P333+fmzZvExMQQHh7Oq6++CsAvv/zCjBkzrNlMIXJMAhEhxENz/fp1AFq0aEH58uWt3JrCJyIighEjRgDwySef8OWXX1K0aFEAvL29+fHHH/Uep++++85q7RQiN2ys3QAhxJMjNTUVACcnJyu3pHCaP38+sbGxVK5cmQ8++CDTMh9//DFt2rTBy8vrIbdOiAcjPSJCiALXokULNE1j69atAPz8889omoamacyZM0cvt379evr27UtAQACurq7Y29vj4+NDhw4dWLBgAdlNadu3bx+DBg0iICAAR0dHPDw8aNasGf/73/8wmUx6OT8/P8qVK6e/b9myJZqmMW7cOIvrJScn8+OPP9KyZUuKFCmCnZ0dJUuW5Pnnn2fdunWZtsE8L6Nu3bqEhYXx3HPP4ezsjIeHB02aNCEmJuYBPr1/LVu2DIDevXtjNBozLVOrVi3effdd+vbtm6d7CfHQKCGEKGBdu3ZV3t7eytbWVgHKwcFBeXt7K29vb/Xbb7+p5ORk1aNHDwXoL3d3d2VjY2NxrH///plef9SoUUrTNIu6BoNBf9+uXTuVmJiolFKqbt26ysvLSz/n6empvL291Zdffqlf78qVK6patWp6GRsbG+Xp6Wlxj969e6ukpCSLdsyePVsBqmLFiqpy5coKUC4uLkrTNNWkSZM8fYYmk0m5uroqQK1evVolJyer6dOnq9atW6ty5cqpp556Sr366qvq9OnTebqPEA+bBCJCiIemefPmmQYUkyZNUoDSNE19+eWXKjo6WimlVGpqqjpw4IBq0qSJHgDs27fPou6MGTP0cwMGDFBXrlxRSimVkJCgJk+erAckH3zwgV7n4sWLep3NmzdbXC8hIUFVqlRJD2hmz56t4uPjlVJKRUREqGHDhukBySuvvGJR1xyIAMrR0VH9+eefSimlbt68qY4dO5anz+7KlSv6tVevXq2qV69uEaSZX7a2tmru3Ll5upcQD5MEIkKIhyazQMRkMqlSpUopQL3xxhuZ1rt69ar+Rfv111/rx5OSkpSnp6cCVN++fTOtO2zYML1nwtwrkl0gMmXKFAUoo9Godu3alek1zYEToA4ePKgfvzsQ+fDDD3PykeTY0aNH9Wv7+Pgoo9Goxo4dq0JCQlRiYqLavn27qlevnt72bdu25ev9hSgoMllVCGFVSimWLVvGxYsXadCgQaZlSpYsiaenJ1FRURb5MjZu3EhUVBQAo0ePzrTukCFDsLe3JzAwkJSUFOzt7bNtz2+//QZA586dadSoUaZl/vvf//L1119z/fp15s2bR+3atTOUefrpp7O9T27d/dzXrl1jxowZvPLKK/qxJk2asGXLFurWrcupU6f473//y759+/K1DUIUBAlEhBBWZTAYqFu3LnXr1tWPpaWlcfXqVc6dO8exY8fYtWuX/kWclpamlzt48CAAPj4+BAYGZnr90qVLM3HixBy1JTU1Vb9mmzZtsixnZ2dH8+bNWbRoUZZf9hUrVszRPXPq7uRklStXtghCzJycnBg5ciR9+vRh//79XLp0CT8/v3xthxD5TQIRIcQj4cqVK0ydOpU1a9YQHBxMcnKyxXnzF7G6a+VMREQEACVKlMiXNty6dUtfYePr65ttWfP5GzduZHre3d09X9pk5urqqv+cXSbYZs2a6T8fO3ZMAhHxyJNARAhhdfPnz2fgwIGkpKQA6YFFlSpVqFy5MnXq1KFVq1bUr19fDzzMzOXzy93LfHNaNqs06gZD/mZHuDvYcnFxybKcp6en/nNcXFy+tkGIgiCBiBDCqkJCQhg8eDApKSm0bt2aadOmZTqskVkODnPSrvDw8GzvcfLkSUqVKoWbm1u25YoWLYrRaCQtLY3Q0ND7thugePHi2ZbLL15eXvj4+HDt2jX93pmJjIzUf/bx8XkYTRMiTyShmRDCqlasWEFiYiKQnugssyDkwoULJCQkAJZDM3Xq1AHSJ29eunQp0+uHhYVRpUoV3N3dWblyZbZtsbW1pVatWgBs2LAhy3JJSUn6XjU1a9bM9pr5qVWrVgD89ddfGYauzLZv3w6kz2OpXr36Q2ubEA9KAhEhhFXdvRpEZZI5VSml768ClsMx7dq104ciPv/880yvP336dACcnZ31+RN3ZyW9e/IrQK9evYD0AGnXrl2ZXvOLL77Qex5efPHFLJ4s/w0aNAhI7/XI7HmTkpL04x06dLAYphHiUSWBiBDCqu5eIjto0CC9Z0Mpxd69e+nQoQO///67XiY+Pl7/2dnZWU/NPn36dN5++219Y73Y2Fi++OILJk2aBMCwYcP0oZm7v6DvXfXy2muv8dRTT5GWlsazzz7LnDlz9B6bGzdu8MEHHzBmzBgABg8eTFBQUH58DDnSqlUrevToAcDYsWMZPXo0t2/fBuDcuXM8++yzHD9+HEdHxywDMyEeOdZMYiKEeLJklVm1Z8+eFtlBXV1d9XTwgKpcubKeXfW5557LcN33339fL6tpmvLw8LBIx963b1+VmppqUefuzKSurq7q9ddf189dvHhRValSxSLFe5EiRSyu2a9fP5WQkGBxzbsTmt17Lr/Ex8erjh07Znhe83tnZ2c9o6sQhYH0iAghrG7evHlMmzaNevXq4ezsTEJCAh4eHjRv3pzvvvuOgwcP8vLLLwPpSczMvQBmX375Jdu2baNHjx74+PgQFxeHh4cH7dq1Y+nSpfzyyy8ZNolbtGgR7dq1w9XVlbS0NItJnn5+fhw8eJDvvvuOZs2a4eLiQmxsLGXLluWll15iw4YN/Pzzzzg4OBT4Z3MvR0dHVqxYwcKFC2nfvj1FixYlISEBf39//vOf/3D48GE6der00NslxIPSlMpmO0shhBBCiAIkPSJCCCGEsBoJRIQQQghhNZLQTAghHoLJkyczefLkB65/v6RtQhRWEogIIcRDEBsbmyFFvRBCJqsKIYQQwopkjogQQgghrEYCESGEEEJYjQQiQgghhLAaCUSEEEIIYTUSiAghhBDCaiQQEUIIIYTVSCAiHkjdunWpW7eutZshhBCikJOEZuKBSJZHIYQQ+UF6RIQQQghhNRKICCGEEMJqJBARQgghhNVIICKEEEIIq5FARAghhBBWI4GIEEIIIaxGAhEhhBBCWI0EIkIIIYSwGglEhBBCCGE1EogIIYQQwmokEBFCCCGE1UggIoQQQgirkUBECCGEEFYjgYgQQgghrEYCESGEEEJYjQQiQgghhLAaCUSEEEIIYTUSiAghhBDCaiQQEUIIIYTV2Fi7AUIIIYR4cAmmBFbdWaW/b+HcAi8bLyu2KHckEBFCCCEKsQRTAn/G/Km/r+FQo1AFIjI0I4QQQgirkUBECCGEEFYjgYgQQgghrEYCESGEEEJYjQQiQgghRCGmUNZuQp5IICKEEEI8RjQ0azchVyQQEUIIIYTVSCAihBBCFGIyNCOEEEKIR4YMzQghhBBC5JAEIkIIIYSwGglEhBBCCGE1EogIIYQQwmokEBFCCCEKMVk1I4QQQohHhqyaEUIIIYTIIQlEhBBCCGE1EogIIYQQj5PCNTIjgYgQQgghrEcCESGEEKIQk1UzQgghhHhkyKoZIYQQQogckkBECCGEKMRkaEYIIYQQjwwZmhFCCCHEw1O4O0QkEBFCCCGE9UggIoQQQgirkUBECCGEKMRksqoQQgghxAOSQCQTq1at4umnn6ZIkSI4ODhQvnx53nrrLUJCQh74mosXL6Zjx46UKFECOzs7PD09CQoK4ptvviExMTHLev3790fTtGxfDg4OD9wuIYQQj5fCtmpGU0oV7j6dfDZx4kTGjBkDgNFoxNnZmZiYGAA8PDxYtWoVjRs3zvH1kpOT6dGjB8uXLwfAYDDg5ubG7du39TI1atRg7dq1lChRIkP96tWrc+zYMdzd3bMMOBwcHLh06VKO25QfSpUqBUBoaOhDva8QQghL11Ku8UH4B/r7id4TKWtX1ootyh3pEbnLkiVL9CBkzJgx3L59m+joaI4dO0bdunW5ffs2Xbp0ISoqKsfXfP/991m+fDlGo5EJEyYQGRlJVFQU0dHRTJs2DVdXV/7++2+ef/557o0Jk5KSOHXqFACrV68mPDw809fDDkKEEEKI/CKByD9MJhOjR48GYPDgwYwfPx4XFxcAqlatyvr16ylZsiQ3btxg8uTJObpmREQEP/zwAwDjxo1j9OjReHh4AODm5sYbb7zBrFmzANi1axfr1q2zqH/06FFSU1MxGAzUqFEjPx5TCCGEeKRIIPKPTZs26b0Pw4YNy3De09OTt956C4C5c+dm6L3IzNq1a0lNTcVoNDJkyJBMy3Tv3p1ixYoBsHnzZotzhw8fBqBixYo4Ozvn/GGEEEI8sQrbHBEJRP5hDgLKlClDhQoVMi3Ttm1bAEJCQjh+/Ph9r+nt7U3v3r3p1q0b7u7uWZYzzw2Jjo62OG4ORGrXrn3/BxBCCCEKIRtrN+BRceLECQAqV66cZZmKFSvqPx87doxq1aple8327dvTvn37bMtERkZy+vRpAEqXLm1xzhyIVKlShZkzZ7JkyRLOnDmDra0tTz31FH369OH5559H0wpX9CuEEEKYSSDyj6tXrwIZg4G7ubq64uLiQmxsLGFhYfly308++YSUlBQAOnbsqB9PS0vj6NGjAEyYMCHDEt/g4GCWL1/OM888w++//46rq2ue2pHb1S9paWkYjcY83VMIIUTeFfaEZhKI/MO8RPd+czGcnJyIjY3Vy+fF8uXL+eabbwDo1q2bxYTU06dPk5CQAIC9vT1ffPEFzz//PEWLFuXcuXN8/fXX/PTTT6xZs4ZevXqxYsWKPLUluwAsK76+vnm6pxBCCCFzRP6RmpoKgJ2dXbbl7O3tLco/qHXr1vHSSy9hMpkoVaoU06dPtzifnJxM586dqVOnDtu3b2fIkCGULFkSe3t7fajGvMpn5cqVrFq1Kk/tEUIIIaxBekT+4ejoCKQHANlJSkoC7h+wZOfXX39lwIABJCcnU6RIEVavXq2vnDGrVauWngQtKyNHjmTatGncunWLX3/9lQ4dOjxwm3KbNbZevXoPfC8hhBD5596hmcK2akYCkX+Y51iYh0OyEh8fD6TnAXkQ48ePZ/z48Sil8Pb2Zt26dfed9JoVe3t7GjVqxKpVq/TJtg/KnCk1p2R+iBBCiPwgQzP/MM+RME9azcydO3eIjY0Fcj8/Ijk5mT59+jBu3DiUUgQEBLBz5848JyozLws2B0hCCCFEYSKByD+qVq0KwJkzZ7IsY15mC+lLanMqNjaWdu3aMX/+fAAaN27M7t278ff3z7LOypUr+eKLL5gxY0a21w4PDwfAx8cnx+0RQgjx+CpsQzMSiPyjZcuWAJw7d47Lly9nWmbDhg0AFC9ePMeBSEJCAh06dGDr1q0AvPDCC2zcuBEvL69s6/3222988MEHvP/++/ry3ntFR0ezd+9eAJo2bZqj9gghhBCPEglE/tGkSRPKlk3frfDjjz/OcP727dt89913APznP//JcRKxN998k23btgHw6quv8ttvv2W5i+7dunTpAqQPB02dOjXTMqNGjSIuLg47OzsGDx6co/YIIYQQjxIJRP6haRqfffYZAD/99BPDhg3TU66fOHGCdu3aERYWRvHixRk6dKhF3X79+lGpUiVat25tcXzTpk3Mnj0bgDZt2vDDDz9gMOTsI+/WrRsNGzYE4KOPPuLzzz/Xc5eEhYXx6quv6oHR+PHj9SBKCCHEkyVDQrPCNTKDpnKye9sT5L///S9fffUVkL4yxMXFRQ9IXF1d2bx5M3Xq1LGo06JFC7Zu3UrZsmW5dOmSfrx9+/b6jroeHh56DpKsvPjii3qCM0jfvbd9+/YcOXJEP+bh4UF0dDRKKTRNY/jw4XoA9TCZV9nkNiOrEEKI/BWaEsqI8BH6+0klJlHKNncrIa1Jlu/eY8qUKbRu3ZqpU6eyf/9+oqOjKV26NO3atWPEiBGUL18+x9fauXOn/vPt27fvW/7eTe+8vb3Zs2cPP/30E7/99hvHjh0jPj4eX19fmjVrxptvvknjxo1z3B4hhBDiUSM9IuKBSI+IEEI8GkKTQxkR8W+PyKclPsXXtvBswSFzRIQQQghhNRKICCGEEMJqJBARQgghCrEMq2YKGQlEhBBCCGE1EogIIYQQwmokEBFCCCEKsXuHZmSvGSGEEEKIHJJARAghhBBWI4GIEEII8RiRoRnxxNmyZQuapmEwGPSdhrPSokULNE1jw4YNAFy6dAlN03K0m7G57pw5czI9bzKZWLVqFT169CAwMBBHR0fc3NyoV68en3zyib5pYGZtz+zl4eFBjRo1GDVqVKZ1AZKSkvj888+pWbMmzs7OODk5Ub16dT755BMSExPv+0zCusx//n5+fvct6+fnh6ZpbNmyxeL4zZs3GT16NHXq1MHDwwMHBwdKlSpF165dWbhwIZklrx43blymv3MGgwF7e3tKlixJp06d+OOPPzJty+XLl3nllVcoXbo0Dg4OBAQE8M4773D16tUs279161batWtH8eLFcXV1pXHjxixatOi+zw3QunVrNE2jZMmSpKam5qiOWUBAAJqmUa9evVzVA9i2bRsGg4Gffvop13VF4SF7zYh8o5Ri0KBBHD16FCcnp4d679DQUHr16sX27duxtbWlRo0aVK9enZs3b3Lo0CFGjRrFDz/8wMaNG6lYsWKG+s7OznTp0kV/bzKZiI6O5vDhw3zyyScsXLiQPXv2UKRIEb1MfHw8bdq0Yffu3bi7uxMUFISmaezZs4dRo0axYsUKNm7ciLOz88P4CIQVHDhwgHbt2hEVFYWfnx/NmzfH1taWK1eusGLFCv744w9mzZrF8uXLM930snz58jRq1MjiWHJyMiEhIaxcuZKVK1fy4Ycf8umnn2Z6z6JFi9K6dWtu3brF1KlT+fXXX1m5cmWGL/0FCxbQp08fbGxsaNmyJTY2NmzcuJEePXowbtw4xo4dm+UzXrp0ic2bN+Po6Mi1a9f4448/6N69e44+n61bt3L+/HkcHR05cOAABw4coG7dujmqe+HCBXr16pVpICceM0qIB+Dr66t8fX2VUkpt3rxZAfpr6NChWdZr3ry5AtRff/2llFLq4sWLer37MdedPXu2xfHIyEhVqlQpBaiXXnpJXblyJcP53r17K0CVLFlShYWF6efMbS9btmym90xKSlIvvviiAtQbb7xhcW7kyJEKUI0aNVIRERH68YiICNWgQQMFqOHDh9/3uYT13O/P/25ly5ZVgNq8ebNSSqmUlBTl5+enADVt2rQM5c+cOaOeeuopBaj33nvP4tzYsWMVoPr375/l/dasWaOMRqPSNE0dOnRIv6e/v78CVNeuXVV0dLRefsuWLcrZ2VmVLVtWxcXF6ccjIiKUo6OjcnZ2Vvv379ePnzp1Snl7eytN09SRI0eybMeYMWMUoCZMmKAA1bp162w/p7v169fPou7LL7+co3q7du3S/04DaubMmTm+55PoUtIl1fdKX/0Vlhx2/0qPEAlExAPJLBApUaKEsrGxUQaDQW3fvj3TegURiHTv3l0Bqnfv3spkMmVaNzU1VTVr1izDl0JOvoiCg4MVoHx8fCyO+/r6KkAdO3YsQ50DBw4oQJUuXfq+zyWsJy+BiLlukyZNsqxz8OBBBSgXFxeL382cBCJKKdWtWzcFqNGjRyullFq7dq0ClK+vr7pz506G8pMmTVKA+vrrr/Vj5kDigw8+yFB+1qxZClADBw7M9P4mk0mVLVtW2dvbq9jYWFWxYkWlaZo6e/Zstu1WSqmYmBjl7OysSpcureLj45W7u7tycnJSt2/fzrLOrVu31HvvvadsbW2V0WhUpUuXlkAkBwp7ICJzRES+8ff3Z/jw4ZhMJgYOHEhCQkKB3/PKlSssWbIER0dHJk+enOVcE6PRyOjRo6lXr16uh0rMOw3fPU8kNjYWf39/atSoQdWqVTPUqVChAgBhYWG5upcoPK5fvw6k/25lpXbt2gwcOJDevXsTHx+f63v4+/sDEBERAcDRo0eB9DkbLi4uGcq3atUKgDVr1ujHVq1aBUDXrl0zlH/uuefQNE0vc6+NGzdy+fJlmjdvjrOzM/369UMpxY8//njftv/+++/ExcXxzDPP4OjoSI8ePYiPj2fu3LlZ1vnmm2/46quvKFu2LJs3b9afRzzeJBAR+Wrs2LFUqVKFc+fOMWLEiPtXyCPzZMAWLVpQokSJbMu2adOGffv2MWHChFzdY+/evQAWY/kuLi5s3bqVI0eOZFpn//79APj6Fp6tuEXuVK9eHUifBzFhwoQsJzTPmjWL6dOnP9BcoePHjwNQpkwZIH3uEoCbm1um5W1s0qf9nTp1Sj924sQJAKpUqZKhfJEiRShRogTXr1/XA6t72w7Qp08fAPr164fBYGDOnDn3nYx9b90BAwYAMH369CzrlCpVim+++YYTJ07QtGnTbK8v/lXYE5rJZFWRr+zs7Jg9ezaNGjXi22+/pXv37gQFBRXY/U6fPg1AgwYN8vW6JpOJmJgYdu7cyZtvvom9vT2ffPJJjuoqpRgzZgwAzz//fL62SxSMmzdv6l+Y2ZW5W6VKlRg0aBCzZs1i7NixTJo0iebNm9O8eXOaNWtGgwYNsLW1feA2zZ07lzVr1mA0GunRoweAPtF6+/btmEwmDAbLf0vu2LEDgBs3bgAQFRVFYmIirq6umfagAPj4+HDt2jXCw8MpXry4fvz27dssW7YMNzc3/fe4VKlStGnThvXr17No0SL69u2b6TVPnz7N7t27CQgI0AOKxo0bU7FiRU6cOMH27dszDTQGDx6c489HPD4kEBH5rl69erz//vt8/vnnDBo0iCNHjuDo6Fgg97p27RoA3t7eebrO5cuXsx3W+eOPP6hfv36OrvX++++zc+dOvL29+eijj/LULvFwxMXFMX/+/FzX+/HHHylXrhyff/45sbGxrF+/nvXr1wPpvWYdO3Zk5MiRmQ7fQXpAcW8AFBcXx/Hjxzl37hyapjF58mQCAwMBePrppylRogR///03w4cP59NPP9WDnX379jF+/HggfVk5pA8hAtmuYjP/3TSXNVuwYAGJiYn07dvXov6gQYNYv34906dPzzIQMfeGDBw40OL4wIED+fDDD5k+fbr0eAidDM2IAjF+/HgqV67M2bNnGTVqVIHdx9wVndvcBvdydnamd+/e+qtXr14899xzVK5cmbS0NHr06MHs2bPve51hw4bx1Vdf4eDgwMKFCylWrFie2iUejrJly6LSJ+9n+SpbtmyGejY2NowaNYpr166xcOFCBg8eTEBAAJD+xf7bb79Rq1atLOdUXLhwgfnz51u81q9fj8lkomfPnmzevJl33nlHL+/o6MjcuXNxdHRkypQp+Pv789xzzxEUFETjxo15+umnKVq0qB6cmOevZJenR/2zPFbds0zW/Ps+aNAgi+NdunTB09OTXbt26XNW7paWlsbcuXMxGAz079/f4ly/fv0wGo0sWbIkQw+TyD8yNCMEYG9vz+zZswkKCuLrr7+me/fuGfIlgOVEP6VUtv/BTEtLA8DBwUE/5uPjA5Dp+HZueHl5MW/evEzPrV+/ni5duvDyyy9TtWrVTBMzJSUl8fLLLzN//nycnJxYtmwZzZo1y1ObROHh4uLCCy+8wAsvvADA1atXWbNmDV9//TUnTpzgjTfeoEmTJhnmafTv3z/LBH1ZadOmDXv37mXChAls2rSJ9evXU7lyZb7//nsGDx6Mo6Ojnu/GPByT3cRx81yPu+ewHD9+nAMHDqBpGh9++GGWdadPn873339vcWz16tWEh4fj4OBA7969M9Sxs7MjISGBWbNmMXz48Jw/uHhsSY+IKDANGjTgvffe01fRZDa5zdXVVf85Li4u2+vduXMHAA8PD/1YnTp1gH8nlGbHZDIxbNgwli5dmqsVDO3atWPw4MEopTLN8BgZGUmbNm2YP38+RYsWZcOGDbRr1y7H1xeF08mTJ9m4cSMpKSkZzvn6+jJ48GAOHjxIo0aNMJlMLFiwIN/uXa1aNRYtWkRkZCQJCQkcOnSIV199lYsXL5KcnKz33pjnhkRHR2cZjJiHN81BPcD//vc/IP0fB1u3bs3wioqKAmDevHkZhnTMwzKJiYmZ1jW3Y8aMGZKsTAASiIgCNmHCBCpWrMiZM2cYPXp0hvMeHh54enoC6Rkcs2IymTh//jyARRd5p06d0DSNbdu23bdXZPPmzUyePJkXX3wx10uLzf+SvXLlisXxq1ev0rhxY3bs2EFAQAC7d+/OtOdHPH66du1KmzZtOHz4cJZl7O3t9V6ByMjIPN8zMTGRHTt2sGvXrkzPb9q0CUDPXqppmj4/5e6VNGa3bt0iPDycYsWK6fOsUlJS9Pkyp0+fznKoqkqVKty5c8ciwLpx4warVq3C3t6e6OjoTOslJibi6enJ+fPn+euvv/L8mYiMq2YK2ciMBCKiYDk4ODB79mwMBgNfffWVvsrlbuZJa4sXL87yOps2bSI2NpbixYtTuXJl/XiJEiXo06cPiYmJDBs2LMv6SUlJjBw5EoCXXnqJokWL5uo5zp49C0Dp0qX1Y7dv36Z169acPXuW+vXrs3v3bn1SoXj8NW7cGEjPfZGdM2fOAGQ5YTU3UlNTadWqFd26ddOX8poppZgxYwYAL774on78mWeeAch035o//vgDpRTPPvusfmzFihXcuHGD2rVrZ7odgpl5ourdy3Hnzp1LSkoKHTp0yHKJsb29vd6+7JbyiifIw8iaJh4/mWVWDQoKyrL8e++9Z5EG3pxZVan0dM4Gg0E5ODio+fPnZ8iOeuLECRUQEKAA9dVXX2W4dnh4uPLy8lKA6tOnj0UKd6XSU1x37txZAcrLy0uFhobq53KSWXPHjh3K2dlZAWrLli368V69eilAPfXUUyomJibL+uLRlZfMqqdOnVKOjo4KUK+99pqKjIy0KJ+WlqZmzJihbG1tVfHixS1+R3KaWTUz7du3V4D6+OOPLe5l/jvWtm1bi/JXrlxRTk5OytnZWe3cuVM/fvr0aVWiRAmlaZo6evSofrxDhw4KUJMnT862HaGhocpgMChA7dmzRymlVNWqVRWgFi9enG3d3bt3K0DZ2NhY/H28V//+/SWzag5cSLpgkVk1PCXc2k3KFZmsKh6Kjz/+mJUrV+o9C3dr1KgR//d//8d///tfevfuzahRo6hevTq2trZcuHCBw4cPo5Ti1VdfZejQoRnqe3t7s3PnTp555hnmzZvH77//Tt26dSlVqhQ3btxg9+7dJCUlUbp0af78889Mk4xllkciNTWVM2fO6EnL3n33XZo3bw6kd3P/+uuvAHh6evKf//wny2f/5ZdfMuR7EIVfpUqVWLp0KT179uTHH39k1qxZ1KtXD19fX+Lj4zlw4AARERF4e3uzcuVKi/lQefH9999Tq1YtRo0axeLFi/H39+fgwYNcunSJSpUq8csvv1iUL126NF9//TWvvvoqzZo1o2XLltjb27Nx40YSExP59NNPqVatGpA+X2Tt2rVommbRq5IZX19fWrduzV9//cX06dPRNI3jx4/j5uZGhw4dsq3bsGFDKlSowNmzZ/npp5+y3XRP3F9hT2gmPSLigeS2R0Sp9J4F87+g7u4RMTt8+LB64403VKVKlZS7u7tydHRU/v7+qnv37mrdunX3bdOdO3fUlClTVLNmzVTRokWV0WhUbm5uqkGDBurzzz/PtNfi3g377n7Z29urMmXKqK5du6qVK1da1Pvhhx+yrHfvKyUl5b5tF9aRlx4Rsxs3bqgJEyaoJk2aKG9vb2VnZ6c8PDxU3bp11YQJE1RUVFSGa+WlR0QppU6ePKm6d++uihQpohwdHVWVKlXUuHHjMr2X2Zo1a1SLFi2Ui4uLcnd3V40bN1ZLliyxKPPZZ58pQDVv3jxH7Zg3b54ClKOjo3r99ddz9Uwff/yxAlSpUqVUampqpmWkRyRnziedt+gRiUiJuH+lR4imlExbFrln3n8lNDTUyi0RQogn24XkC4yLGKe/n+wzmeI2xbOu8IiR/mIhhBCiMMuwaKZwDc1IICKEEEIIq5FARAghhCjEMuQRKWRk1YwQQuSAyWQiJCSE4OBggoODiYmJoXfv3vp8KSHEg5FARAghshAXF8e5c+cIDg7m/PnzGbYpyG2GXiFERhKICCHEP5RShIWF6b0eYWFhGcr4+voSEBBApUqVKFGihBVaKcTjRQIRUWht2LCBgwcPMmDAAH2fDCFyKzExkfPnzxMcHMy5c+cybL7o4OCAv78/gYGBBAQEWOxSK8SjSFbNCPEQJCcns3fvXhITE7l9+7a1m5MrN2/eZPTo0dSpUwcPDw8cHBwoVaoUXbt2ZeHChRl2JB0wYACapjFu3Lhc38tkMrFq1Sp69OhBYGAgjo6OuLm5Ua9ePT755BNiYmIyraeUYtasWdSvXx8nJyfc3d1p1qyZnk02M8ePH6dnz554e3vj6OhI5cqVGTNmjL5Ta3a2b9+Opmlomsa0adNy9Gx79+6la9euFCtWDDs7O/z9/fnwww8z7Aab2bNdv36dHTt2MGfOHL744gsWL17M33//rQch3t7eBAUFMXDgQIYNG0b37t2pUaOGBCFCFADpERGF0tmzZ0lNTcXGxoZy5cpZuzk5duDAAdq1a0dUVBR+fn40b94cW1tbrly5wooVK/jjjz+YNWsWy5cvx97ePk/3Cg0NpVevXmzfvh1bW1tq1KhB9erVuXnzJocOHWLUqFH88MMPbNy4McPmZu+88w7ffvstjo6ONG3aFIPBwPbt2+nVqxebN2/WN1czW7VqFd27dycxMZGSJUvStm1bQkJCmDhxIr/++itr167F398/y7bOmjULTdOws7Nj+vTpvPnmm9k+2y+//MLAgQNRStG4cWOKFCnCrl27+Pzzz9m+fTubN2/Gzs5OL5+cnMzFixctJprezdbWlvLly+u9Hu7u7jn9mIWwOlk1I4QVnDx5EoAKFSpYfOE8ylJTU3nhhReIiopi2rRpvPHGGxbnz549S9euXVm3bh0jRoxgypQpD3yvW7du0ahRI0JDQ3nppZf44osvLHYOvnXrFkOHDmX+/Pm0atWKAwcO4OPjA8DatWv59ttvKVWqFDt27KBs2bIAhISE0KRJE2bOnMnzzz/P008/DUBUVJS+A/Ibb7zB//3f/+l/JgsXLqRnz5707t2b3bt3o2kZu4xjY2NZtGgRderUwcfHhxUrVrBjxw6aNGmS6bMFBwfz2muv4ejoyB9//EGbNm30dnTs2JFdu3Yxbdo0+vfvz9mzZzl37hyXLl0iLS3N4jpFixYlICCAwMBAypYti42N/OdQCGuQoRlR6CQnJxMcHAzAU089ZeXW5NyOHTu4dOkSTZo0yRCEQHpQNXfuXABmzJiRYYgmN1577TVCQ0Pp3bs3CxYssAhCAIoUKcLPP/9Ms2bNCAsLY/Lkyfo5cxsmTJigByGQvnmauadi1apV+vGFCxdy+/ZtatWqxbfffmsRGPbo0YPBgwezd+9e/vzzz0zb+vvvvxMXF0f79u3p2bMnkP328F9++SWJiYlMmjRJD0IAXF1dGT58OM8//zy3bt1i6tSprFu3jvPnz5OWlobRaMTf35/27dszZMgQ3nrrLdq3b4+/v78EIUJYkfztE4XO3cMygYGB1m5Ojl2/fh0Ao9GYZZnatWszcOBA7OzsiI+Pf6A5CVeuXGHJkiU4OjoyefLkTHshzO0YPXo0I0aMsLjPnDlzGDlyJGXKlMlQxzz/4u4v7qNHjwLQqVOnTJ+tVatWzJgxgzVr1vDcc89lOD979mwAnn32WWrWrImbmxuLFy/m66+/xsvLy6KsUoolS5bg7OzMa6+9RnR0tL689sKFC6SkpOg7yQK4ubkRGBhIYGAg5cqVKzS9Z0LkhgzNCPGQmYdlAgMDC9UXS/Xq1QHYunUrEyZM4J133sHNzS1DuVmzZuXpPuYJry1atLjv8tI2bdpY9CpA+nyJzHqadu/ezbRp0zAYDPTq1Us/bjKZADJ9Fvg3aDl16lSGc2fPnmXnzp34+/vTsGFDffv5mTNnMnv2bIYNG2ZR/sKFC7i4uNCxY0dmzZqlB3dmmqZRpkwZPfgoVqxYloGYEI+LewMRQyEb7ChcrRVPvMI6LANQqVIlBg0aBMDYsWMpXrw4Tz/9NJMmTWLHjh2kpKTky31Onz4NQIMGDfLler169aJ27do0btwYgPnz51O3bl39vHmi69atWzOtv2PHDgBu3LiR4Zw56Bo4cKAeMAwcOBD4d3gqLi6Ov//+m8WLF/Prr78yaNAgypcvrwchsbGxHDlyhIULF/Lll18SHx9PUFAQxYsXlyBEPBFMymTx3qAVrq/2wtVa8cS7e1imQoUK1m5Orv34449MnDgRFxcXkpKSWL9+PSNHjqRp06YUKVKEnj17cvz48Tzd49q1awD5klslMjKSX3/9lcOHDwPpwzmnT5+2mPjZo0cPHBwcWLFiBV9//bXF3JbVq1fry3GTkpIsrp2WlsbcuXMxGAz069dPP96wYUMaN26Mr68vX331FZMnT+aPP/7gxIkTpKWloZQiPDxcD3yGDBnC9OnTee2110hJSeGtt95i3bp1eX52IQoLE/cEIoXsq71wtVY88QrrsIyZjY0No0aN4tq1ayxcuJDBgwcTEBAApP/L/rfffqNWrVr8+OOPeboHpK/SySsXFxciIiKIjo5m9erVuLu7M378eF5//XW9TMmSJfnxxx8xGo28++67VKhQga5du1K3bl06dOjAq6++CqQP+dxt7dq1hIWF0bZtW4oVK8aJEyf4448/mDJlCu3ataNly5b6nBQHBweqVKlC8eLFmTx5MtOnT6dZs2aMHTuWMmXK4O3tzdChQ5k0aRJKKcaOHZvnZxeisJBARIiHpDAPy9zLxcWFF154gZkzZxIcHExoaCgzZ86kSpUqpKam8sYbb3DixIkHurZ5Ge698ycehL29PcWLF8fNzY1nnnmGtWvX4uTkxKxZs7hw4YJerl+/fmzZsoX27dtz/fp1/vrrLxwcHFi0aBEjRowAwNPTUy+vlGLBggUEBQVRrlw5Pv300wxJxcLDw9m5cycdO3bUk4p5e3vr5996660M7X399dfRNI19+/bdN7GZEI+Le4dmjFrWE+IfRTJZVRQawcHBhXpY5uTJk1y7do1mzZpl6B3w9fVl8ODB9O3bl5YtW7J7924WLFjAJ598kuv71KlTB0jPPHo/JpOJDz74gEaNGtG+fXucnJyyLe/v70/jxo3ZsGEDR44coXz58vq5Jk2asGbNmgx1Nm7cCICfnx9nzpwhODiYM2fOUKFCBYs/x+TkZC5cuJAh6ViTJk30ZypWrBiQHsjdu6IGwMnJiWLFinH9+nWioqJwcXG572cgRGFX2HtEJBARhUZhH5bp2rUrZ8+eZe/evdSvXz/TMvb29nryr8jIyAe6T6dOndA0jW3btnH9+nWKFy+eZdnNmzczefJkbGxsCA8Px8nJiVGjRnH27Fl++umnTFfCmDO+mifXxsTEcPjwYdzd3alZs6ZF2Vu3brFlyxb69OlDQEAAv/32m8X55ORkmjZtmmlSsUWLFtGjRw9mzpzJyJEjMRqNVK1aFUgfxoqOjs6QATUlJYVbt24B/wYtQjzu7g1ECtsk7cIVNoknVnJyMmfPngUK77CMedXJN998k225M2fOAOhfurlVokQJPdPpvctf75aUlMTIkSMBeOmllyhatCgAa9asYdGiRSxbtixDndu3b7Nnzx4AfeVMeHg4LVq04JVXXiE1NZXz58+zdu1apk6dytSpU7GxsdHnwZiTih05coRvv/2Whg0bZplUrHPnznh4eBAaGqonUPP09KRRo0YAGYIagL/++ovU1FTq1auHg4NDrj43IQqrNGWZNdhI4RqakUBEFAqFfVgG4IMPPsDR0ZEFCxbw+uuv6/9yNzOZTMycOZPp06dTvHhx+vfv/8D3+vLLL/Hy8uKXX36hb9+++koas+vXr9OjRw/27t2Ll5cXn332mX7utddeA2D48OF6UAT/pnKPjIykS5cu+t4x3t7edOjQgYCAACZNmsS8efPYu3ev/nzR0dHExsby0ksvMXz4cCpVqsQff/wBQPv27bN8Bnt7e1588UUAfvjhB/34+++/D8BHH33E/v379eMXLlzg7bffBmDo0KG5+8CEKMQKex4RTeUlj7R4YpUqVQpI31jtYVi0aBEnT56kUqVK+pdTYbR27Vp69uzJ7du3sbW1pV69evj6+hIfH8+BAweIiIjA29ublStX6j0OAwYM4Oeff8bZ2TnbOQ9z5syx+GI/e/YszzzzDBcuXMDW1pa6detSqlQpbty4we7du0lKSqJ06dL8+eefFkMqJpOJXr168fvvv2NnZ0fTpk2xtbVl7969REVFUadOHebMmUN4eDjBwcEZJsWaTCbi4+M5duwYhw8fpkKFCqxZs0Zv+xtvvMEPP/zAK6+8kmHzvHvt2rWLoKAgDAYD586d0zc4fP/995kyZQoGg4FmzZphb2/Pjh07iIuLo3///syZMyc3fyxCFGq74nYx/Vb6tggGDMwpPce6DcolmSMiHnkpKSmPzWqZ9u3bExwczA8//MD69esJDg7mwIEDODk5ERAQwJtvvsmQIUPw8PDIUDcuLk5fMZKZxMREi/cVKlTg77//ZsaMGSxfvpwTJ06wb98+nJ2dqVmzJt26deM///kPrq6uFvUMBgO//vorbdu2ZcaMGezatQsnJyeCgoKoX78+tra2LFmyxKKOs7Mz7u7ubNmyhfXr15OYmEhgYCAfffQRr7/+uj5MkpiYyK+//gpgkZ01K40bNyYwMJDg4GBmzJjBp59+CsDkyZNp2rQp3377LQcOHCAtLY2nnnqK119/XU8aJ8STIlX9u1TfRit8X+vSIyIeyMPsETl58iSLFi3CaDQybNgwfbKkKDhKKcLCwvQVLGFhYRnK+Pr6EhAQQIUKFfDx8Sl0E+SEeFxsit3EnKg5ADhpTkwvlfWmkY+iwhc6iSeOOZ9GYGCgBCEFKDExkfPnzxMcHMy5c+cy9L44ODjg7+9PYGAgAQEBD7QhnxAi/93dI2Kr2WZT8tEkgYh4pD1OwzKPGqUU169f1wOPK1eucG8Hqbe3NwEBAQQGBlK6dGkMhsI1CU6IJ0GK+nefqsI4NFP4WiyeKMHBwaSkpGA0GgvtaplHSXJyMhcvXsyQNMzM1taW8uXL670e9+bpEEI8etL4d/muBCJC5LO7k5g9qcMyCQkJHDt2jFu3btG8eXMcHR1zVf/WrVucPXuWc+fOcenSJYsN6wCKFClCYGBgpknFhBCPPosekUL4tV74WiyeGCkpKYU+idmDUkpx4cIFjhw5wqlTp/Tgwdvbm1q1amVbNzU1lcuXL+u9HvfmKzEajfj5+em9HuZEZkKIwqmwr5opfC0WT4wncVjm9u3bHDlyhCNHjhAdHa0fd3BwoEaNGlSrVi3TetHR0fpcjwsXLujp183c3Nz0Xo9y5coVyhT5QojMSSAiRB4ppTJd+mkelgkICHish2VSU1M5deoUhw8f5uLFixbnypcvT61atahUqZLFkInJZCIkJETv9bg3qZimaZQpU0ZfXlusWDFZXivEYyoVCUSEeGBHjhxh/fr1dO/enfLlyzNnzhwGDhyIra0tw4cPx9bWNtthmT179uh7jwQFBbFjx44MZcLCwpg/fz7Lly/nypUrRERE4OLigr+/P23atOGNN97Q86LczZzR9F6apmFvb0+xYsVo0KABb731Fs2bN8/VcyulCA8P5/Dhwxw7dswiGZl587iaNWtaJDaLi4vj3LlzBAcHc/78+QwJzJydnfUVLv7+/rLXihBPCIvlu8jyXSFy5dKlSyQkJHD8+HGLLeUDAgKwtbVF0zQqVqyYZf3MNj672xdffMGYMWNISkrC3d2devXq0ahRI6Kioti/fz/79+/nq6++YubMmfTt2zfTa1SrVo3q1atbHEtKSuLcuXMsXryYJUuW8P333/P666/f93nvTn0eERGhHzcajVSuXJlatWpRrlw5NE1DKcXVq1clqZgQIluyfFeIPDD/i//eCZXmvU8SEhKyHJYxmUwsWrQIOzs7kpOTM5wfM2YMEydOxN3dnR9++IG+fftaDG+kpKQwY8YM3nvvPQYMGEBgYCANGzbMcJ1u3boxbty4TNswc+ZMXn31Vd599126du2Kt7d3pu28ePEihw8f5vTp0xarVnx8fKhZsybVqlXD0dGRxMRETp48qQcf8fHxFteSpGJCiHvJHBEh8sC8YuPuQOTubeO3b99OWloaRuO/21qb32/fvp2wsDA6d+7Mn3/+aXHdgwcP8vHHH+Pg4MDGjRupU6dOhnvb2try5ptvopRiyJAhjB07lnXr1uWq/a+88grTp0/n0KFDrFq1ymKfk6ioKH3i6d35OhwcHKhevTq1atXC29ub69evc/DgQYKDgwkJCZGkYkKIXJE5Io+hVatW8e2337J//37i4+MpWbIkzz77LB988AGlS5d+oGseP36czz77jM2bN3Pjxg28vLwICgrivffe0+c4ZGXnzp1MnjyZnTt3Eh0dTfHixWnTpg3Dhg0r9MtaixQpAsCdO3f0Xo3AwECMRiMmk4kDBw6wdetWWrVqRVJSEgsXLiQ0NJTXXnuN3377DYPBwIsvvpghEPn6669RSvHee+9lGoTc7dVXX2Xnzp00btz4gZ7B39+fQ4cOERERQUpKCqdOneLIkSMZJp76+/vrQy8hISEcOHBAkooJIfLMokekEH6tF74WF7CJEycyZswYIH3c3tnZmYsXLzJt2jTmz5/PqlWrcv2FtWHDBjp06EBycjKapuHu7k54eDiLFy9m6dKlfPPNN7z11luZ1v3ll18YMGAASikMBgOurq6EhoYyZ84cfvvtN+bPn0+3bt3y/NzWYg5E4N9eEXNw5eHhQVJSEosWLSIoKIj58+cTEhKCpmmkpqayZMkSmjZtSsmSJS2uGR8fzx9//AFA//7979sGOzs7fUfYB3HixAlKliyJg4MDU6ZMISkpST/n4eFBzZo1KVu2rD45ddmyZRmSihUtWlTv9ZCkYkKI3Cjse81IH+9dlixZogchY8aM4fbt20RHR3Ps2DHq1q3L7du36dKlC1FRUTm+5qVLl+jWrRvJycl07tyZkJAQoqKiuHbtGv369cNkMvH222+zbdu2DHX37t3Lyy+/jFKKV155hevXr3P79m0uXrxI+/btSUxMpE+fPvpeLIWRo6Ojnin01q1bmEwmfXJqs2bNcHd3Z8WKFcybN08PQrp168aRI0e4ceMGPXv2zHDNkydPEhsbi4+PT4HmH4mLi2PixIk0a9aMV199lZiYGJKSkrCxsaFKlSq0adOGihUrcvToUX7++WfWrVvH+fPn9aElf39/2rdvz5AhQ3jrrbdo3749/v7+EoQIIXLl7kDEqBmzKflokv/i/cNkMjF69GgABg8ezPjx4/VzVatWZf369VStWpWwsDAmT57MJ598kqPrfvrpp9y5c4fKlSuzePFibG3To1Vvb2/mzJnDzZs3Wb16NR999BE7d+60qDtmzBhSU1Np06YNM2bM0I/7+fmxfPlyGjRowJEjRxg3bhzz58/P60dgNUWLFiU0NJTIyEgSExOxs7PDZDJRpUoVnnvuOWxsbAgNDdWDkKpVq/J///d/2NjY8Pzzz3P8+HGL64WGhgLpK0oys27dOubOnZvpuY8++ogqVapYHFu6dCnnzp3T3zs5OeHo6Ii7uztGo5ESJUoA6X+mxYoVIzExkbNnz+q7BptJUjEhREFIUv/2wtpphe+/KxKI/GPTpk2cOnUKgGHDhmU47+npyVtvvcWIESOYO3cuH3/88X2XSsbFxel5KN555x09CDHTNI1Ro0axevVqdu3axfnz5/H39wfg3LlzrF+/Psv22NnZMXz4cHr16sXSpUuJjY3FxcUl9w/+CChSpAihoaHcunVL33o+Pj4eTdOoVq0acXFxKKXo1q0bVapUITk5mWXLltG2bVu8vLwyXO/eYY97nTp1KsvAbcCAARkCkWPHjhEaGqrn9rh7zkZaWhpFihTBaDQSERFhsSTXnFTMHHxIUjEhRH5TSnEj9Yb+3t1Y+OaUSSDyj82bNwNQpkyZLLvz27Zty4gRIwgJCeH48eNZpts227Vrlz5foG3btpmWqV+/Pm5ubsTExLB69WqGDBli0R47OzuaNWuWZXsAEhMT2bx5M506dbrPUz6azPNEIiMjSUhIANKDuPnz5xMXF4fJZGLbtm0UL16crVu3Urp0aaKionjppZcyvZ45Odm1a9cyPf/OO+/wzjvvWBxr0aIFW7dutTimaRrVq1ena9euGQIIFxcX/c/27lTsklRMCPEwxZhiiFf/LvP3tcm8J/hRJoHIP8zd6JUrV86yzN2JtY4dO3bfQMR8TQcHB/z8/DItY54rYM6weW/dcuXKZfll5uXlhaenJ1FRURw7dqzQBiLmJbw3btxAKUVqaipubm76nJDIyEjKli3LjRs3cHBwYNGiRTg4ONClS5dMr1epUiXs7e25evUqly5dyvKzz4w5idjhw4cpU6aMRV2j0aj3tsTGxurHfX199V4PSSomhHiYTiWdsnjvbZMxl9GjTgKRf1y9ehUg2+W5rq6uuLi4EBsbm2mWy6yuWapUqWy/nHx9fTl8+LDFNXPSHnPdqKioHLUnO+Z5FTl1b26PvDD3iJhTlicnJ+Pk5ISmaXTt2pWdO3cSERGBUooOHTrwySef0PaZtsQ4xnA56jL7T+6nQYMGxKTFsP7OehK1RGq1r8We5Xt4+/u36fxhZ0yY0m+mzP/3b64OhSKSSBo2bMj2g9vZtWsXAAaDwWIfHHMQotlr2JWxw66sHXZl7Eh2Sua4Os5xjkNk5s949/0eREHXL/Drq0e3/Vb/bO972rp/dnmtn+fr3+d355FvfwE//6WUS/rPdpodXjYZh6sfdRKI/MOcy+F+mSqdnJyIjY3NkPshr9e8u3xe6z6IB8mPktVk0Ny6ewkvpD+TUor6nepzIuGEPu9i576d7Cm5hzt37hDdNprxR8ZTcn1JDKkGGjRowK+7fmXe7Xnp13ylCIbVBlZ+s5KUpil41czkL6cJnK464XTcia7NuqYHVkmWRcxBSJJnEvGl44kvFU9i8UTL9WaWyU+FEMIqmjg1kVUzhVlqavryp/utZDCnGzeXL6hrFkR7HjWpKpWYtBhSbVKxs7cjOSk9oZnJZGJHyA5CDaH4rvfFgIGQOyFsXLsR12BXbJxt8K/uj+8aXzSloVCsWrUKPP+9dtHqRan9UW0OTDjA+h7rqfVBLQJeCsDW2RabGBvcTrmlXyv5n78C9/zdNdmYCL0Vyt9b/8ammQ0VBhXcMmAhhMirZs7N6OmRMZ1BYSCByD/MuSwy27PkbuYJijlZepmXaxZEe7ITEhKSq/L16tV74HvFpMVwIfkCl5IvpQcipJJsSH9OhWLZsmWkVEyh0cZGGNIMJLsnE1I+PfV5zLkYGvZpSJmNZfQgJLhE+m603vW8cTO44aA5YG+wx/8NfwJKBbB82HL+nvQ3jlscqVe/Hm7Obpm2K80xDYdAB2zK2mAsaeToO0c5ePAg7Vq2o5ZDLYuy5p4SjZzPB7lf2dxcKz/r3q9+Xue8FNrnvt+173vaes9t1c80m9+Xgvzzyuv1C+vfIXvNnuoO1fG398/TPaxJApF/uLq6AuirNrJi3oTMzS3zL7P8umZBtCc75pUmOfWg80OCk4LZH7+fqylXuZF2g2RTMskqGYdSDridc+O8zXlOnDjBK+1ewTbWFpOtiZR2KTRwb8Cuorso4VmC9gHt9XH1Vs+2ouGdhixgAQF2AXzn+51+r5SUFA5WO0jQx0FERmacvGEymUhNTaVatWq0a9cuwxDRMYdjHOAAjZwb8W6xdx/oeYUQQmRPApF/lC5dmj179uiTRDNz584dfbVETuZHmOddZHfNu8/ffc281H1UBScFsyl2E+eSzpGiUlAoUkwpxBJLbNNYbja9iYbG2xXfxv14+lr4nt16UqlSJQBe2vYSixcv1idvPfPMM9SvVx/4d0JXdHQ0J06c0DOv3svW1pZy5cpRq1Ytypcvn21P0pw5c5gzZ05+fgRCCCHuISne/1G1alUAzpw5k2WZ06dP6z/fm/Qqu2vGxcVlGVCkpaVx/vz5DNc0171w4QIpKSmZ1r1x44aebj4n7bGmmLQYtsRuITgpmASVQKpKxYSJBCx7fDzOe+hBiEs9F0oGpu8jc/jwYRYtWqQHHK1bt6Z+/fqkpaVx+fJl/vrrL77++mu+/vpr/vrrL4sgxM7OjkqVKjFo0CA++ugjevZMD24KQ2bTpKQkfv/9dzp27Ej58uVxcHDA09OTpk2bMnXqVIt9bTJz5coVDAYDmqZlmhjvbnPmzEHTtCxf9vb2lCpVik6dOmXIueLn55dt3XtfLVq00OtmVcbGxgY3NzeqV6/O8OHDLZLF3a+tmb22bNmS689fCFHwpEfkHy1btmTs2LGcO3eOy5cvU7Zs2QxlNmzYAEDx4sVz9MVfr149fbnvhg0bMt2Abd++ffqKl5YtW+rHW7RogaZpJCQksGvXLpo3b55le2xsbGjSpEnOHtRKjice50rKFWJNsWhKw6gZSTYlk8a/WVAdIh0osuOfpbylE0mtlcrxxOPwN/z11196uQYNGuDi4sLixYsJDg7OdB6N0WikfPnyNG3a9IF3TLa2kydP0qNHD06cOIGTkxPVq1endu3aXLt2jf3797Njxw5+/PFHNm7ciLd35rkDZs+ejVIKR0dHZs+ezccff6xPcM5K8eLFM03Ad+PGDY4ePcrKlStZuXIl8+bNo3fv3gB07do1Qw/U7t27uXDhAtWqVaN69eoW5zLL19OlSxeLVWImk4nY2Fj27t3Ll19+ybx589i5cyflypXD399fv7dZXFycvtnhveeALD8jIYR1aSqvC/wfE0opypUrx+XLlxk8eDAzZ860OH/79m2qVKlCWFgYY8eOZdy4cTm6br9+/Zg7dy5Vq1blwIEDFl8CSik6duzI6tWrad68eYZ/sTVr1ozt27fTtm1b1q1bZzHhKTk5Wd9rpn///g99CME8pyQn+UdSVSr/u/U/jiUcI0kloaGRSnqPiDm/hyHOQOmVpbGJsyHNMY0b7W9g42BDmZNliP/73/WxTk5O+ryYzJQuXZqGDRtSsWLFfMtzYg3nzp2jdu3a3Llzh6FDhzJmzBg98Rukf+6DBg3ir7/+4qmnnuLAgQP6BGczpRTly5cnPj6eHj168N133zF37lz69OmT6T3nzJnDwIEDM/1dNEtKSuLDDz/k66+/pkiRIoSEhOhLyO81YMAAfv755/v+fTH/Xl+8eDHT5HMJCQl07tyZDRs20KVLF5YtW5bpdS5dukS5cuX0ZxdCFA4yNPMPTdP47LPPAPjpp58YNmyYnrr7xIkTtGvXjrCwMIoXL87QoUMt6vbr149KlSrRunXrDNcdP348jo6OHD9+nM6dO3Px4kUg/V+XAwcOZPXq1RiNRiZMmJCh7meffYamafz111/069dP75q+fPkyXbp04ciRIzg5OTFixIh8/Szy263UW0SkRKQPyZBKMskWQYjjVUfK/V4Om7j0DjpjgpESy0rg9auXRRACZBqE2Nra0rRpU9577z0GDRrEU089VaiDEKUUvXr14s6dO4wYMYJvvvnGIgiB9EBw2bJlBAYGcvLkSX766acM19m0aROXLl2iXbt29OrVC4Dp06fnqW329vZMmTIFb29vbt26lWGjxoLg6OjIV199BcDKlSvvOxwlhChcJBC5y0svvcR7770HwOTJkylatCgeHh5UrVqV/fv34+rqyurVqzOsrrhy5QpnzpzR53rcrVy5csydOxdbW1vWr19P+fLl8fT0xNvbm59//hlN0/j+++8z3U+mcePGfP3112iaxrx58/Dx8cHT0xM/Pz/WrFmDra0tixYtKtCt7vPD7bTb3DHdsegF0TOdAq7nXPN0/ZSUFPz8/PSVRoXdjh072L9/Pz4+PowaNSrLcs7OzowYMYKmTZtmen727NkAPPvsszRq1IjAwEB27txpsZXAgzAYDHqPWGarkQqCeTPI1NRUbt269VDuKYR4OCQQuceUKVNYtWoV7du3x8PDg7i4OEqXLs3LL7/MkSNHqFOnTq6v+fzzz3PkyBH69u2Lr68vcXFxFClShI4dO7Jp0yZeffXVLOsOHTqUnTt30q1bN4oVK0ZsbCze3t68+OKL7Nu3j2effTYvj/tQpJFGgikB9c//NDSMGPW18ZH1IomsE8nVble53Ocyl3peIqpS1H1TI9vZ2VG0aFECAwOJiYkhPDz8vjvvFga///47kD5n4t7hlnsNGDCAbdu26ZslmkVHR7N06VJcXV3p3LmzXhby3ity6dIlPZgxT6ouaMePHwfSe0cy23FZCFF4yWTVTDz77LO5+oLPyWz8p556il9++eWB2tOoUSOWLFnyQHUfBUaMJPPvhFIDBosEPWlOaUTXiMZ4V3pTlysu900wlJycTGRkJJGRkQQHBwPpQ2w+Pj688MILeHh45O+DPCTm1VkNGjR44Gv8+uuvJCQkMHjwYH0CaP/+/Rk9ejTz5s3jiy++uO/2AXdLS0sjKiqKXbt2MXz4cJKTk+nSpctDCUQiIyP1QOuFF17A1ta2wO8phHh4JBARBc5Ws8WkTPcveJeomlF4HvUEDdyUG4lxiTmagKiUIiwsjLNnz1K/fv0HbbJVXbt2DcjbKo9Zs2YBMHDgQP2Yr68v7dq1Y+3atSxYsIBXXnkl07pbt27NPjumptGnTx9++OGHB25fZt59912L4CgtLY2IiAj27NlDQkICgYGBTJ48OV/vKYSwPglERIG7nXYbG2z0XhHzkEtmQy/m4Zs7le5wp9IdnHCie9HuVHeoTnx8PLGxscTGxurJ5cz/b96I8M6dO9jb22e6PLSwsLFJ/2v5oPsHnThxgv3791OxYkUaN25scW7gwIGsXbuW6dOnZxmI3L1812QycfbsWQ4ePAjAkCFDGDZsWIEsiTYvvTWzsbHB3d2dWrVq0aFDB9566608ZxAWQjx6JBARBc5Ws8VWswWVvmeCOdi4m/thd2zjbUnwScBkbyLNPo00hzTs7O0wYsRgMODi4oKLi0u29zL3muR1bwdr8vHx4ejRo1y/fv2B6pt7Q6Kjoy0Sh8G/excdOnSIffv2ZdprVLlyZebNm2dxbOnSpbz00kv88MMPNGjQINM8HXmV1fJdIcTjTQIRUeCcDE44Ghy5k3YHyNgTYh9uT9HD6ctT3c5k/BfvH8Y/WO+4HkdHRxwdHXFycrL4+amnngLSlzVXqVKl0M8hqFOnDuvWrWPv3r0MGjQo27LR0dFMnDiRVq1a0a5dO5RSehARHh5OeHh4lnWnT5+e4+Grbt26MXnyZN5++20GDhxIuXLlMvS2CCHEg5BVM6LAlbQtibvRHRtsMGDA+M//zJK8LPNCKKNloGJKS8+weePGDa5cucLp06c5fPgwu3btYsOGDcyZM4dp06axfPlyDhw48FCeqSA999xzQHrOjMTExGzLLl68mClTpjBgwAA0TWPlypVcv36dRo0aoZTK9LVv3z4gfXXO7du3c9yuIUOG0Lp1a1JSUujXr999N2QUQoickEBEFDgHgwOVHSrjanBFQ8Pm3o44G7j6zL978dxucJuQfiFE94wmoHcA/fr1o3v37nTo0IFWrVrRsGFDatSoga+vLzY2NsTExJCWloanp6e+QV5hVr9+fZo2bUpYWBiTJk3KstytW7f086+99hpGo1HPHdKzZ88s69WrV4/KlSsTHx+fq5VcmqYxY8YMHB0dOX/+PBMnTsxxXSGEyIoMzYiHooFjA04mniQ2OZYUUjIszU30SSSmQgxuZ91w3+9OQukEingWoYVnC3ztLHcWvnPnDuvWrdM3EjQajQQFBdGkSROrDssopUhMTCQuLu6+r/j4eOzs7OjXr1+GBHkAP/zwA/Xq1WPixIkkJCQwcuRIi+XIFy9epHfv3ly4cIEKFSrwwQcfEB4ezpo1azAajfTo0SPbtvbr14+PPvqI6dOnZ8gUnJ3y5cszatQoRo4cyeTJk+nbt2+hnhgshLA+CUTEQ5EWnsYYvzEopajyWhXqjLRMDGfEyO16tzEeNeKMMzHjYxj922hGM1ovYzAYqFevHq1atdL37ClfvjzPPvusRQr0sLAw5s+fz/Lly7ly5QoRERG4uLjg7+9PmzZteOONN/TMoHcz741yN1tbW1xcXPDw8MDHx4cqVarQpEkTihcvTnx8fIbgwmTK+TLlhIQEYmNjMw1EqlSpwqZNm+jUqROTJ0/m+++/p27dupQoUYLQ0FD27t1LWloaVatWZdWqVbi4uPD999+TmppK27Zt77v0t0+fPowcOZJTp06xdevWTDdVzMr777/PvHnzOHXqFG+88QabN2/OcV0hhLiXBCLioZj+v+kopbBxsOH8wvMEDQsiwe7fOQYmTBjsDZzmNHWoQ6VKlej2cjdsEmyw1WxxcHCgWLFiODg4AOm9Ikop+vTpY7FC5osvvmDMmDEkJSXh7u5OvXr1aNSoEVFRUezfv5+DBw8yY8YMPvvsM1q2bGkRSHh5edGzZ0+KFSuGq6srRmP6ap17Xbx4Ud8zKCtKKWJjYwGoUaMGTk5OODs7W7y8vLwy7CFzt4YNG3Ly5Em+//57Vq9ezd9//83OnTtxc3OjSZMmvPjii7z88svY2dkB6BsfmveVyU6pUqVo1aoVGzZsYPr06bkKROzs7Pj+++9p2bIlW7ZsYe7cufTt2zfH9YUQ4m6y+654ILnZfVcpRalypYiNj6Va52rs/N9Oun/XHcfO/6Yvd9KccDY4U8RYBNv1tiRcSMDgZKBV71bcOniLQ4cO6dfau3cvZ8+eZd++fRQpUoSEhATi4uKYOnUqS5YsoWjRonTt2pWAgAD9nPl1v8mf2XFwcCAlJYULFy6QmJhI165d8fLysggulFIMHz6cJUuWoJQiKCiIHTt2PPA9hRDicSeBiHgguQlE1m9Yz9Ntn6ZO9zq0G9yOT9t/SqWGlai/sL6+lLeSXSUC7AKwMdiQEpfCmZ/PoJJV+nTqf0Y7NE3jzJkz2NraUr16dZRSxMXFPfCW72lpaRQpUkQPIg4dOsTff/9NUFAQ3bp104+bezPMO/rWqVOHQ4cO8b///U9fXquU4vfff+fDDz/k8uXLlC9fngsXLkggIoQQ9yFDM6LAzZw1E4DyrctTq0EtfPx9OL3nNAGnA/Cs5AmAi9EFG0P6r6Otsy0OXg4khCVw1ya9KKX0nYbv3LmT4T4mkwlN0yhRokSGIOLul62tLe+++y4NGza0mKi5fv16NmzYQFBQENWrV8/yefz9/Tl06BARERH6scuXL9OzZ0/s7e2ZMGECjRs3pk2bNg/+oQkhxBNCAhFRoKKjo1n1xyocXRyp8nQVjJqRlr1asmDiAs7OO0uDj9M3drt3FY1bObf0QOQusbGxaJpG+/btcXV11QMNo9FI7dq1iYyM5PTp03qwkp0FCxY88DOdOHECgDJlyujHbG1tefnllxk1ahR+fn452ghRCCGE5BERBcy8C2yjbo2wcbIhTaXRomcLNIPGxWUXSYlPATIGIkXrFkV7TrP4DXVxccHZ2ZmDBw8SFRWFt7c3fn5+REREcPPmTUqUKJGjIORBKaX45JNPOHnyJO7u7nTo0EE/5+vry08//SQpyoUQIpekR0QUKPO+J+36tMPWYEuMKYaiJYtSo2UNjmw8wqU/LhHYKzBDvRhTDC6+LlxMuYiX0QuTyUTJkiW5fv068fHx7N69m927d1O2bNn01Tg2Nvj6+ma4DsC6deuYO3dupuc++ugjqlSpYnFs6dKlnDt3zrI9MTEcPnyY0NBQbG1tmTlzpkVeDyGEEA9GAhFRYO7eBfbpJk9zKOEQt9Ju4WHwoGXvlhzZeISz884S2CuQZJWMSZkwaAZMykRUWhTXd1/nx89+ZNCgQfj4+FC7dm2eeuop/v77bw4dOkRkZCSXL18G4L333iM8PJwbN25QrFgxi3acOnWK+fPnZ9rGAQMGZAhEjh07xrFjx/T3mqbh5ORE6dKlefnll3nrrbeoWbNm/n5YQgjxhJJARBSYu3eBHdJ+CLfSbpGk0veVSUtOA+DW8VvcPHKTiLoRJKkk3DQ3kkgiNiKWma/OJCUlBRcXFzp16kS1atWwtbWlcePGNGrUiMuXL3Po0CGOHz+Ok5MT5cuX5/vvv6d79+4WwcU777zDO++8Y9G2Fi1asHXr1kzbPXbsWMaNG5f/H4gQQogMJBARBSIlJSXHu8CenXcWv5p+JJmSiCACo8nIqv+s4nbEbZo2bcpnn32GjY3lr6qmafj5+eHn50fjxo154YUXqFGjBsWKFSMlJaVAn00IIUT+kcmqokBktgvs2cSzTL85nfevvs/QkKE8s+IZAC6tuERSzL878O6avIszO87g5e3F77//niEIuVeJEiUoUaIE06ZNw2QyybCJEEIUIhKIiAJx7y6wMWkxHE08SpwpDh9bHwLsA/Cq4YV7gDtpCWlcXnoZb1tvUnaksHfqXgxGA0P+NwTn4s45ut+HH36Ira0tn332mb7NfVZu3rxJSEhI3h5QCCFEvpBAROS7zHaBvZB8gei0aEyYKGtblhK2JQAo/3x5AI7PO06RG0WY9+Y8lFI8O+ZZSjUqxYXkCzm6Z506dfjiiy9ITk6mRYsWfPPNN/peL2YJCQn873//o0aNGly4cAEbGxs8PT3z8cmFEELklswREfnul19+sdgFNlWlciXlCrfTbuNp9EzfpO6frOzlupXjyJdHiDgbwdTXpxITGYOdox03jt1g2qvTcDW6UtK2JIYsYmbzPBRIn5RasmRJXnvtNd555x1GjBhB7dq1KVGiBLdu3WL//v16RtagoCCmTZtGjRo1CvzzEEIIkTUJRES+u3cX2Ji0GBJNiSSYEihtW9qirLOPM089/RT2EfY4l0gfhklOSGbv4r05utfdgQhAjx49aNu2Lb///jtLlizh3Llz7N+/H0dHR8qVK0ezZs3o2bMnjRs3zuNTCiGEyA+y6Z14ILnZ9O566nU23dnExZSLVLSvCECqSmXlnZUA+P3ihzE1fUM5zahhdDRi42BDkl0Szk7OlHEtQxHnIjg5OeHo6Gjx/87Ozjg4OBTQUwohhCho0iMiCpwNNnqisjSVhlEzWpxPc0nDeDv9mEpTpMamkhqbCkAssZzkZJbX1jSNTp06UatWrYJ7ACGEEAVGAhFR4NyMbjgYHHA0OBJjisHTaDlBNKRrCJU2ViLlSgqaQaNky5LEpcYRnxCPe4o73qneJCYkkpCQQHx8PAkJCSQmJgLp+7+YfxZCCFH4SCAiCpyNZkMZ2zLcTL2pp3i3oIFrC1du/3obU4qJ+BvxpDRJwdvoTW3H2tR0rJnhmiaTiYSEBEwmE66urg/lOYQQQuQ/Wb4rHoryduVxN7pjwMCxC8d40fNF5paZq7+Glh/Kij9WABB1NIpv63zLy0Vf5svXv8TPzw9N0yxeRqMRFxcX3NzcMpxr0aKFfl/zsUuXLmXbvgEDBqBp2n1TuwcHB+Pk5MSoUaPy+IkIIYQA6RERD4mb0Y3qDtUxKRN/q7/14+W6lgOgqLEoBgzcirtFEecivNTnJc5eOkvzoOYUL1KcGzduWFxv9+7dXLhwgWrVqlG9enWLc5UrVy6QZ4iMjKRbt24kJCQUyPWFEOJJJIGIeGgC7QMBuGl7Uz/W5JsmAPja+FLMphjO0c5E/BqBs70zb7/yNi1btsz0WgMGDODChQt069btoWxQd/r0aZ5//nlOnsx64qwQQojck6EZ8VAF2gfSxLlJhuO+tr4E2AfQwLcBDZo0AGDHjh1cv379YTfRQkJCAp988gl169bl5MmTlCtXzqrtEUKIx40EIuKhczVmnFxa06Emz7o+S03HmrRu2ppixYphMpn4888/MZlMVmhlut9//51Ro0bh6urK0qVL6devn9XaIoQQjyMJRMQjwc3oho2WPlJoY2NDp06dALh69Sr79++3WruKFi3K+PHjCQ4OpmvXrlZrhxBCPK5kjoh4JJUuXZp69eqxf/9+Nm7cSKVKlXB3d3/g67377rs4O2e9k+/u3bszPd6pUyc9KBJCCJH/JBARVjW3zNz0/2duhnNfffUVbm5uxMTEsGrVKnr27Jm+Yd4D+OOPP/LSTCGEEAVEAhFhVeblu5XtK2fIuPrUU09Rrlw5fv31V4KDg7l+/Tre3t4PdJ+LFy/i5+eX5fkBAwbw888/P9C1hRBCPDgJRIRVmZfvDis2jGoO1TIt06JFC65du4anp2em54UQQhReEoiIR17z5s2t3QQhhBAFRFbNiEeCxoPN/RBCCFG4SSAihBBCCKuRQEQIIYQQViOBiBBCCCGsRgIRIYQQQliNppRS1m6EKHxKlSoFQGho6APVv5N2hzfD3tTff1DsA6o4VMmXtgkhhCg8pEdECCGEEFYjgYh4JMjyXSGEeDJJICKsQiEjgkIIISQQEUIIIYQVSSAihBBCCKuRQEQ8EmSOiBBCPJkkEBFWIXNEhBBCgAQi4hEhPSJCCPFkyvdA5MqVK1y9ejXH5ffs2cOSJUvyuxniESc9IkIIIQBs8vuCfn5++Pj45DgYad++PQ4ODjz//PP53RQhhBBCPOLyPRAByGnW+MuXLxMbG0tSUlJBNEMIIYQQj7g8BSKff/45P/74Y4bjN27coHz58tnWTUtL4/r16yilKFeuXF6aIR4DmiZzRIQQ4kmUp0Dk9ddfZ8qUKdy8edPieFpaGpcuXcrRNTRN48MPP8xLM0QhJHNEhBBCQB4DEXd3d3799Vd27NihHxs/fjwuLi7897//zbau0WjE09OTRo0aUbt27bw0QwghhBCFlKZyOqEjhwwGAyVKlCAsLCw/LyseMaVKlQIgNDT0gerfSr3FO9fe0d+PLD6SivYV86NpQgghCpF8n6y6efNm7Ozs8vuy4jEneUSEEOLJlO+BSPPmzfP7kkIIIYR4TBXI8l2AlJQU9uzZQ1hYGDExMfdd0vvqq68WVFNyLD4+nilTprBw4ULOnTuHvb09FStWpF+/frz++usYjcYHuu6tW7f47rvvWLFiBWfPniUhIYFixYrRuHFj3nzzTVq0aJFpveTkZFxcXEhJScn2+q+99hrTp09/oLYJIYQQ1lQggcjcuXMZOnQoMTExOSqvaZrVA5GYmBhatGjB4cOHAXB2diYxMZF9+/axb98+Fi1axJo1a3B0dMzVdQ8fPkyHDh24du0aAPb29tjZ2REWFsbixYtZvHgxw4cP5/PPP89Q9/jx43oQ4u3tneU93N3dc9WmR5EMzQghxJMp31O8b9++nYEDBxIdHY1SKkcvk8mU383Itd69e3P48GF8fHxYv349sbGxxMbGMmfOHJydndm6dStDhgzJ1TXv3LlDx44duXbtGn5+fqxdu5a4uDhiY2M5d+4cL730EgBffPEFM2bMyFDfHBQFBgYSHh6e5SuzIOZRJ8t3hRBCQAEEIl999RUmk4myZcuycOFCrl27hslkuu/Lmvbs2cPKlSsBWLhwIW3btgXAxsaG/v37M2vWLABmz57N6dOnc3zdGTNmEBYWhr29PRs2bODpp5/Wh3f8/f359ddf6dixIwDjxo3LMHx16NAhAFneLIQQ4rGV74HInj170DSNefPm0b1792yHFB4V3333HQCNGjWiSZMmGc736NGDihUrYjKZmD9/fo6vaw5uOnbsiL+/f6ZlXn/9dQCuXbuWIcgx94g8joGI9IgIIYSAAghEoqKicHR0JCgoKL8vXWA2b94MoPeEZKZNmzYArF69OsfXbdKkCV27dqVdu3ZZlvHx8dF/jo6O1n82mUwcPXoUeDwDkXvJHBEhhHgy5ftk1VKlShEaGorJZMJgyPc4J9/dvn1bT75WuXLlLMtVqFABgBMnTqCUytHeKBMnTrxvmbuz0pYuXVr/+ezZs8TFxQHg4eHB8OHD2bx5MxERERQpUoQmTZowdOhQvV1CCCFEYZTvgUiHDh347rvvWL58OV27ds3vy+e7q1ev6j/fHQjcy9fXF4CkpCQiIyPx8vLK871jY2OZMmUKALVq1dLvAf/OD9E0jaCgIJKTk/VzISEh/P333/z44498++23/Oc//8lzW3KbITUtLe2BlzNnRnpEhBDiyZTvgciIESNYsGABb775JhUqVKBKlSr5fYtM3bx5M8Pme/cTEBBgscTY2dk5y7JOTk76zzExMXkORJRSDBw4kCtXrgDpe/TczTw/RClFnTp1GD9+PA0bNgRg27ZtfPTRRxw7dow33ngDLy8vXnjhhTy1J7sgLCt3B065JXNEhBBCQB4DkREjRmR6vE6dOqxfv57atWsTFBRE5cqVcXNzy3Y4Y9KkSXlpCt99912GL/P7CQkJITU1VX+fXWp6e3t7/ee76zwIk8nEK6+8wuLFi4H0hGSdOnWyKOPr60urVq0oWrQoCxYswMbm3z+qDh060Lx5cxo0aMDJkyd59913ee655yS1vhBCiEInT4HIZ599lmVwoWkaKSkpbN26la1bt973WnkNRB7U3QnK7h7+uFdSUpL+c16+8BMTE+nTpw9LliwB4Nlnn2Xq1KkZyr3zzju88847WV7HxcWFcePG0aNHD65evcq2bdv0CbUPIiQkJFfl69Wr98D3EkIIIczyFIiUKVMmR5M2H4Zx48Yxbty4XNczTwgFSEhIyLJcfHy8/rObm1uu7wMQERFBly5d2LNnDwDPPfccv//+O7a2tg90vZYtW+o/nzhxIk+BiHk33ZzKz/khIHNEhBDiSZWnQOTSpUv51AzrKVWqFJqmoZSymLh6L/M5BwcHihQpkuv7nDhxgg4dOnD58mUABg8ezPTp0/P0hX53ave7A6XCQOaICCGEgALII1LYODs74+fnB8CZM2eyLGc+9yCTb7dv305QUBCXL19G0zQ+/vhjZs6cmWUQcufOHX744QcmTJjAgQMHsrxueHi4/vPd+UgKJekQEUKIJ1KB7b5bmLRs2ZKLFy+yYcMGRo4cmWmZjRs36mVzY+/evXTo0IE7d+5gZ2fHnDlz6NmzZ7Z1bG1tGTp0KKmpqYSFhVG3bt1My61bt07/ObOMsI8y6RERQggBoKl7NzjJo0GDBuX85pqGnZ0dbm5ulClThqCgIGrWrJmfzcmRTZs20bp1ayC99+LeL/WFCxfy4osvYjQaOX36NAEBATm67vXr16lRowbh4eE4Ojry559/5ngeR8eOHVm1ahVubm78/fffeq+N2a1bt6hVqxZXrlyhXbt2FkHJw2CeU5Lb/CNmEakRDLs2TH8/3ns85ezK5UvbhBBCFCIqn2mapgwGwwO/OnbsqG7evJnfzbqv9u3bK0B5eXmp5cuXK5PJpFJTU9Uvv/yinJ2dFaAGDx6coV5oaKiqWLGiqlixopo6darFub59+ypAAernn3/OVXsOHz6s7OzsFKAqVqyoNm7cqFJSUpTJZFJbt25VTz31lAKUq6urOnPmTJ6e/UH4+voqX1/fB64fnhyu+l7pq78uJF3Ix9YJIYQoLPK9R+T1118nLCxM3/DN0dGRunXr4uvri1KK8PBwDh48SGxsLJqmUbZsWRwcHIiIiCAqKgpN02jSpAlbtmx5qCtywsPDad26NSdPngTSE5iZTCYSExOB9CGZNWvWWOQTgfQJu+XKpf9LfuzYsfrKnatXr1K2bFnS0tLQNI3ixYvftw1Lly6lcePGFu/79eunr+yxt7fHaDTqE1O9vLxYvny5RZ2HJc89IikRDAv/t0dkgvcE/Oz88qNpQgghCpF8n6w6efJkzpw5g6ZpvP/++1y7do2tW7eyYMECfv31V32/lIkTJ6JpGp6enhw6dIjIyEiWLVuGq6srO3bsYMGCBfndtGyVKFGC/fv38/HHH1O9enX9eM2aNZk8eTLr1q3LEIRkZ8+ePaSlpQHp2VEjIiLu+7o3j0m3bt04duwYQ4YMoUKFCmiahsFgoFq1aowYMYLTp09bJQjJDzJHRAghBBTAHJGRI0fy2Wef8d577/Hll19mW3bChAmMHz+ecePGMXr0aAB+/vlnBg4cSPv27XO10614uPLaIxKeEs7w8OH6e+kREUKIJ1O+94gsWrQIg8GQZfr3u7377rsYDAbmz5+vH+vRoweQnndDCCGEEI+3fA9EQkJCcHNzw9PT875lXV1dcXNz05N8QfqcEg8PD65fv57fTROPEBmaEUIIAQUQiBQvXpzo6OgcBRLXr1/n9u3bGVKmx8XF5SiQEY8PSfEuhBBPpnwPROrUqYNSKkdDM+PGjUMpZbGB2t69e0lJSaFMmTL53TQhhBBCPGLyPRB59913UUoxe/ZsevfuTXBwcIYy58+fZ9CgQUyfPh1N0xgyZAgAJ0+e5K233kLTNDp27JjfTROPMOkREUKIJ1O+r5oB+PjjjxkzZoyeB8THxwcfHx9MJhNhYWH6sI1Sivfff58vvvgCgBo1anDs2DFcXV05d+4cxYoVy++miXyS11UzYSlhfBj+of7+Y++PKWMnvWBCCPGkKZC9ZkaNGkWFChUYNmwYISEhhIWFERYWZlHG19eXzz77jN69e+vHzMnBZs2aJUGIEEII8QQosE3vevTowQsvvMCuXbvYsWMHYWFhJCcnU6JECRo1akTr1q0z7D575MgRPUupeLzJqhkhhBBQwLvvappGUFAQQUFBOSovQciTS+aICCHEkynfJ6sKIYQQQuRUnnpEevXqBaTP9zCnczcfyw1N0yyyq4onj/SICCHEkylPq2YMBgOaplGxYkV911rzsZxSSqFpmr5BnCgc8rpqJjQllBHh/+aameQ9iVJ2pfKlbUIIIQqPPPWINGvWDE3TLJKPmY8JkSvyKyOEEE+kPAUiW7ZsydExITKQRTNCCCGQyariESFzRIQQ4slU4IHIpUuXWLVqFfPmzdOPPei8AvH4kDwiQgghoAADkU2bNlG7dm38/f3p3Lkz/fv318/17duXGjVqsGrVqoK6vRBCCCEKgQIJRH7++Weefvppjhw5glKKexfmXLp0iWPHjtGlSxe+//77gmiCeMRJj4gQQggogEDk3LlzvP7666SlpdGrVy927NiRYd+YL7/8kmrVqpGWlsbQoUPZv39/fjdDFDIyR0QIIZ5M+R6I/N///R9JSUkMGjSIefPm0bhxYwwGy9t0796dPXv20KJFC0wmE99++21+N0MIIYQQhUC+ByIbNmxA0zRGjx6dbTlHR0c9ANm2bVt+N0MIIYQQhUC+ByIhISG4u7tTtmzZ+5atWrUqzs7ORERE5HczRCEjQzNCCPFkyvdAxNbWlvj4+AwTVDOTlpZGamoqDg4O+d0M8YiTyapCCCGgAAIRf39/UlJSOHz48H3Lrly5kqSkJAICAvK7GUIIIYQoBPI9EOnUqRNKKUaOHJltuQsXLvDWW2+haRrPPvtsfjdDPOKkR0QIIQQUQCDy7rvvUqxYMdavX0+HDh1YtmwZycnJQPrS3k2bNjF8+HBq1arF1atX8fDwYOjQofndDFHIyBwRIYR4MuVp07vMeHh4sHz5cjp06MCaNWtYu3atfq5ixYr6z0opnJycWLhwIV5eXvndDCGEEEIUAgWSWbVhw4YcOnSInj17YmNjo2dXNb80TaNjx47s27eP1q1bF0QTRCEjPSJCCPFkylOPSLt27Wjfvj1t27alWrVqFufKli3L/Pnz+emnnzh48CDXrl3DZDLh5eVFnTp18PDwyMutRSEnc0SEEEJAHgORDRs2sHHjRgBKlChB27Ztefrpp2nbtq0+3OLo6EiTJk3y3lLxeJMOESGEeCLlaWimdu3aGAwGlFJcu3aNuXPn0qdPH0qUKEHdunUZMWIEW7duJTU1Nb/aKx4T0iMihBAC8tgjcuDAAWJjY9mxYwfbtm1j69atHDhwgJSUFA4dOsThw4f5/PPPcXZ2pkWLFrRr146nn36awMDA/Gq/eEzIHBEhhHgy5XmyqouLC+3bt2fSpEns3LmT27dvs2HDBsaMGUOzZs2wt7cnNjaWlStX8vbbb1OpUiXKlSvH66+/ztKlS4mOjs6P5xCFzX06RJKSkvj999/p2LEj5cuXx8HBAU9PT5o2bcrUqVNJSkrK+tJKsXDhQp5//nlKly6Nvb09rq6u1K5dm5EjRxIaGpppva+++gpN0/D09CQkJCTL61+5coWiRYtiNBr1oUmzhIQEPvnkE6pWrYqTkxPu7u60a9eOTZs2Zfu8oaGhfPzxx9SvXx9vb2/s7OwoXbo0L730Elu2bMm2rhBCFGqqgCUnJ6vt27erTz75RLVr1065uroqTdOUpmnKYDAoW1tbFRQUVNDNEPnM19dX+fr6PnD984nnVd8rffXX9ZTr+rkTJ06oKlWqKEA5OTmphg0bqueff141btxY2dvbK0BVqVJFhYeHZ7julStXVN26dRWgDAaDql27turevbtq1aqV8vLyUoBydHRUc+bMyVDXZDKpNm3aKEC1aNFCpaWlZSiTnJysGjZsqAA1atQoi3O3b9/W7+3t7a26dOmi6tWrpwClaZr6888/M/0spk+frhwcHBSgfH19VZs2bdRzzz2nKlasqEgP2dT777+f249YCCEKhQIPRO6VmpqqNm7cqF588UVlb2+vBySicMlrIHIu8VymgUhwcLBydXVVgBo6dKi6efOmRb2QkBDVtm1bBainnnpKxcfH6+euXbumfH19FaA6d+6szp8/b1E3MTFR/fjjj8rJyUkB6ssvv8zQrqtXr6qiRYsqQH3++ecZzr/77rsKUE2bNlWpqakW5wYNGqQA1aVLF4t2/fbbbwpQRYsWVSkpKRZ1Pv/8cwWoIkWKqIULF2YIftauXas8PDwUoMaNG5fdRyqEEIXSQwlELl26pGbPnq369u2rAgIClNFoVAaDQe8Z8fLyehjNEPmoIAIRk8mk9yCMGDEiy7qxsbEqMDBQAerbb7/Vj7dv314BatCgQdnee/fu3crGxkbZ2tqqQ4cOZTi/ZMkSBSg7Ozt1+PBh/fiyZcv0gCI0NNSiTkhIiDIYDKpUqVIqNjY2wzU7deqk/P391d9//60fO3z4sLK1tVUODg4Wx++1fv16BSgHBwcVERGR7bMJIURhUyCBSHx8vFq5cqV66623lL+/vzIYDBaBh42NjWrcuLGaMGGC2rt3rzKZTAXRDFGACiIQ2bZtmwKUj4+PRY9CZmbPnq2aNm2qByL79u3Texbi4uLue/9hw4YpQPXo0SPT8y+//LI+BJSYmKhCQkKUh4eH0jRNrVy5MkP5b775RgFq4sSJOXj6dOYelHfeeee+ZZ977jn1/PPPqwMHDuT4+kIIURjkW4r306dPs3btWtasWcO2bdv0/WWUSp+VWKpUKZ5++mnat29PmzZtcHd3z69bi8eAhsbvv/8OQJcuXXB0dMy2/IABAxgwYID+ftmyZQD06NEDJyen+95v8ODBfPnll/z555/cuXMHV1dXi/PffPMNW7du5cSJE4wbN44DBw5w+/Zt/vvf/9KhQ4cM1zt48CAADRo0ID4+nkWLFrFv3z4AmjRpwgsvvICNzb9/3dLS0liyZAkAPXv2vG97//jjj/uWEUKIwihPgciKFStYs2YNa9as4cqVK8C/gYeDgwPNmjXTg4/KlSvnvbXisXb69Gkg/cs8t/bu3QtAvXr1clS+QoUKlCxZkrCwME6dOkX9+vUtzjs7OzN//nyCgoL47LPPAKhfvz6ffvppptcLDg4GIDo6murVq3P+/Hn93Pfff8+UKVNYuXIlJUqUAODatWtER0djY2NDnTp1cvewQgjxGMlTIPLcc8+haZoefFSuXJmnn36ap59+mubNm+Pg4JAvjRSPn8wSml27dg0Ab2/vXF/v+vXrua7r4+NDWFgYV69ezfR8/fr1+c9//sPUqVMBmDp1Kra2tpmWNS9Df+WVVyhTpgxbt26lVq1anD17lrfffpudO3fy/PPPs2PHDjRN05/VvAxYCCGeVPkyNFO2bFlGjhxJ796979ulLkRWzEMXD5KJNy0tDQA7O7sc1zEHAOZA+l4REREsXLhQfz9hwgRWrlyZaVlzXhOj0cimTZsoWrQoAHXq1GHt2rVUrFiRXbt2sW7dOtq3b5+nZxVCiMdJnhKa2draopTi8uXLvPbaaxQpUoS2bdsyefJkjh07ll9tFI+hzHpEfHx8gH97N3KjVKlSANy4cSPHdcLDwy3qWrRPKfr27UtERAQ9evTA1dWVVatW8d1332V6LfO8lJdeekkPQsxcXFzo06cPgJ7YzPysUVFREowIIZ5oeQpEoqKi+PPPP/nPf/6Dn58fSUlJbNy4kQ8++ICaNWtSqlQpBg0axMKFC4mKisqvNovHkIamz5Uwz/e4l1KKY8eOcf78eaKjo3n//fdZvXo1qamp1K5dG4A9e/bk6H5hYWFcuXIFe3t7KlWqlOH8Z599xl9//UWZMmWYOXMmX331FQDDhg3jxIkTGcoXK1YMgHLlymV6Pz8/PwAiIyOB9CEkX19fTCYT+/fvv297V65cyZQpUzh58mSOnk8IIQqLPAUiTk5OdOzYkWnTpnH+/HlOnz7N//3f/9GuXTvs7e0JCwtjzpw59OzZk+LFi9OoUSPGjx/Pnj17suwOF0+u5557Dkj/0k1MTLQ4ZzKZWLlyJUuXLmXRokUsWrSIKVOmMGDAADRN03sc5s+fT2xs7H3v9eOPP+r3dHNzszi3a9cuxowZg9FoZN68ebi5uTF48GA6depEYmIivXr1ypBivlq1agBZzjcx974UL14cAE3T6Ny5MwCLFy++b3s///xz3n//fX766af7lhVCiEKloNYFJyQkqNWrV6uhQ4eqwMBAi7TuBoNBFS1aVL344otq1qxZ6urVqwXVDFFA8ppH5GziWYs8IpEpkUoppZo2baoANXr0aL1samqqWrx4sRo3bpwaN26c+vPPP1X58uUzpFnv0aOHAlSfPn2yzU2zb98+ZW9vr2xsbNS+ffsszt26dUuVKVMmQxuUUioiIkIVL15cAertt9+2OLdu3ToFqLJly6rExMQM96xfv74C1KpVq/Rjp06dUra2tsre3l6dPHkyy/YuXbpUaZqmjEajOn36dJblhBCiMHpoKd7Pnz+vpk6dqrp06aK8vLwsghKj0fiwmiHySV4DkTOJZzINRI4fP64cHR31/VVu3Lih5s+frwchS5cuVY0aNVKAqlChgrpz545+zcjISFWuXDkFqOeee05dvnzZ4p5paWlqzpw5egr5Tz/9NEO7unTpogDVsGHDDOnYlVJqxYoV+t4xa9as0Y+npqaqmjVrKkANHDhQJScn6+cmTJigAFWpUqUM1xw9erQClJeXl1q+fHmGAGrx4sXKxcVFAeqjjz7KxScshBCFw0PfayY2NlZt2bJFDRw4UPaaKcTyGoicTDiZ5aZ3u3fvVl5eXsrOzk4NGjRID0J69uypjEajAlTVqlUzBBpKKXXjxg3VsmVLfdO7+vXrqxdeeEE9++yzqlixYvqmdz/++GOGut9++60ClJubm7pw4UKWbX/11VcVoEqUKKGuX/+33adPn1YlS5bUN6/r0qWLqlSpkp7xNausqCNHjtQ3tytTpozq0KGD6tatmx5UmXtgMtuETwghCjtNqYKdrHHx4kV27NjBzp072blzJ6dPn8ZkMpmHhbC3tycoKIgNGzYUZDNEPjOvNAkNDc1VvZi0GC4kX+BQwiG2xG3Rj3dw7UBF+4qUtyuPm9GNkJAQZs2aBaT/nqxatYrz589TvXp1XnzxRV5++eUsl+oqpVi2bBlz585l3759XL9+HU9PT8qVK0fnzp0ZMGAAvr6+FnWOHDlCw4YNSUpKYt68efTu3TvLZ4iLi6NWrVoEBwfTsWNHVqxYoZ+7efMmkyZNYvny5YSGhuLl5UX79u0ZNWpUlhNZIX1eysyZM9m5cychISGkpaVRokQJmjZtyhtvvEFQUFBOPl4hhCh08jUQMZlMHDlyRA88duzYoU/SM99G0zRq1KhBmzZtaNOmDc2aNZPEZ4XQgwQiwUnBHE08SnRaNKEpoZxLPqefq2JfhWI2xXA3uhOYGsiO33dw48YNDAYDXbt2pWrVqvn+DEIIIawvTwnN4uPj2b17tx547Nmzh7i4OMAySVTZsmX1wKN169Z4eXnlrdWi0AlOCuZIwhFCUkIwYcLZ4Gxx3tXgyq20W9yKusWZFWdIiU7BxsaGF154gQoVKlip1UIIIQpangIRDw8PPaPl3YGHp6cnLVu2pE2bNrRt2xZ/f/+8tVIUajFpMRxNPEpISgi2mi0lbUoSmRZpUcbD6IF7lDvnl51HxSkMtga6vNiFCv4ShAghxOMsT4GIOSOkvb09jRs3pm3btrRp04Y6deqgaVq+NFAUfheSLxCdFo0JEyVtSmb6u5F4PZGw5WGoBAX24NXZi5SSKVZorRBCiIcpT4HIsGHDaNOmDU2bNpV5HiJTqSqVKylXuJ12G0+jZ6ZBSOnFpQmJCdHfO/g4EHMzhlM2p6joVxFHO9m/SAghHlcFvmpGPJ5yOln1VuotNsRuIDgpmAr2FTBq6RvN3Uy9yY74HQD4z8p+6M7T0xNvb2+KFy+uv4oWLYrBkKfEwEIIIR4B+bL7rhBZSSUVkzJh0Ax6EHKv0I6hVDpbCVdfV1LvpJJ4M5E7N+/AP5nao6KiiIqK4vTp03odo9GIl5cXPj4+NG/eHA8Pj4fwNEIIIfKbBCKiQNlgg0EzYFIm0lRapsFIUvEkfMr74GBIH95LU2mcTTpLecpTPaE6CTcTuH79uv5KSEggLS2NiIgIIiIicHFxoXXr1g/70YQQQuQDCUREgXIzuuFgcMDR4EiMKQZPoycAiqxHBGNMMTgaHHG2d6Zi8YrY+P37a6qUIjY2Vg9K4uLiqFu3boE/hxBCiIIhgYgoUDaaDWVsy3Az9Sa30m7hYfDIdMKqRvoxkzIRlRZFEWMRytiWwUaz/BXVNA1XV1dcXV1lWbgQQjwGZLafKHDl7crjbnTHgIGw1DCymh9tUiaupV7DgAF3ozvl7co/5JYKIYR42KRHRBQ4N6Mb1R2qY1ImQlJCuJhyMUOZ26bbxJniMGCgtG1pqjtUx83oZoXWCiGEeJikR+Qu8fHxTJw4kWrVquHo6IiHhwcNGjRg2rRpegbZB1G2bFk0Tcv21b59+0zrpqamMnXqVOrVq4ezszOurq7UqFGDSZMmkZCQ8MBtetgC7QOp6ViTsnZlKWIsQlxanMX5O2l3KGIsQlm7stR0rEmgfaCVWiqEEOJhkjwi/4iJiaFFixYcPnwYAGdnZ1JTU0lKSgKgefPmrFmzBkfH3CXXunXrFkWLFgWgWLFiWea+aNWqFQsWLLA4lpKSQufOnVm7di0ADg4OGAwG4uPjAahSpQqbN2+mWLFiuWpTfsjr7rsHEg6wLW6bfryTaycC7QP13XeFEEI8GaRH5B+9e/fm8OHD+Pj4sH79emJjY4mNjWXOnDk4OzuzdetWhgwZkuvrmgMbR0dHrl27Rnh4eKave4MQgPfee4+1a9fi4uLCb7/9prdpxYoVFC9enBMnTtCzZ888P/vD5GZ0o6ZjTRo4NrA43tqlNTUda0oQIoQQTxgJRIA9e/awcuVKABYuXEjbtm0BsLGxoX///syaNQuA2bNnWyTVyolDhw4BUL16dYzGzBN6ZebKlSv8+OOPAEyfPp0XX3wRo9GIpml07NiR5cuXo2kaGzdu5K+//spVmx4F9+YTsdVsrdQSIYQQ1iSBCPDdd98B0KhRI5o0aZLhfI8ePahYsSImk4n58+fn6trmHpHatWvnqt6MGTNISUnB19c3016Phg0b6gHTL7/8kqtrCyGEEI8KCUSAzZs3A+hf7Jlp06YNAKtXr87VtR80EDG3qXXr1lnOKzG3d82aNbm6thBCCPGoeOIDkdu3bxMWFgZA5cqVsyxXoUIFAE6cOJFlHox7xcXFcfbsWQB8fX0ZP348jRs3pmzZslStWpVBgwZx4MCBTOueOHEix22KjIzUn6GwyC6zqhBCiCfHE59H5OrVq/rPpUuXzrKcr68vAElJSURGRuLl5XXfa//999+YTCYAunXrRmJiosX5EydOMGfOHD766CM++eQT/Xh8fDzR0dE5bhNAWFgYJUuWvG+bhBBCiEfJYxOI3Lx5k5s3b+aqTkBAADExMfp7Z2fnLMs6OTnpP8fExOQoEDEPywD4+fkxadIkWrRogb29Pfv27WPMmDFs376dSZMm4enpyfvvvw+gByG5bVNe5HYZblpaWq4m3wohhBCZeWwCke+++47x48fnqk5ISAipqan6ezs7uyzL2tvb6z/fXSc7np6etGvXDqUUS5YswdXVVT/XokULNm3axNNPP82mTZsYO3Ys/fr1o3jx4gXapqxk1/OSlbt7ZHJLhmaEEEKAzBGxSFCWnJycZTlzYjPIPji4W69evVi3bh3r16+3CELMbGxs+Oyzz4D04Zg///yzwNv0qDJveieEEOLJ8tj0iIwbN45x48blul5c3L+pxrNLmW7OZgrg5pZ/Sbfq1q2Li4sLsbGx+gTVu4OWh9WmkJCQXJWvV69enu4nhBBCwGMUiDyoUqVKoWkaSimLiav3Mp9zcHCgSJEi+XZ/TdNwc3MjNjZWDyzs7e0pVqwYN27cyFGbIG/DJPBvyvackvkhQggh8sMTPzTj7OyMn58fAGfOnMmynPlclSpVcnRdpRQzZszg448/Zv369VmWS01NJTIyEgAfHx/9eNWqVXPcpqJFi+Lt7Z2jdj2qNE2GZoQQ4kn0xAciAC1btgRgw4YNWZbZuHGjRdn70TSNCRMmMHr0aL766qssy23ZskWf69G0adMMbdq0aVOWeUvM7c1pm4QQQohHjQQipG94B+lBwY4dOzKcX7hwIWfOnMFoNPLaa6/l+LpdunQB0oOYffv2ZTiflJTERx99BEDFihUtAoqePXtiMBi4cOFCphvi7d27V99j5s0338xxmx4VsmpGCCEESCACQKtWrWjfvj0AXbt25c8//0QpRVpaGnPnzmXQoEEADBw4kICAAIu6V69epVKlSlSqVEnfs8ZsxIgReHh4kJqaSteuXVm2bJm+Cubw4cO0bt2aAwcOYGtry8yZMy1SuQcEBPDKK68A8OqrrzJnzhxSU1NRSrFq1So6d+6MUoo2bdrQokWLgvpohBBCiAKlqZzmK3/MhYeH07p1a06ePAmkJwszmUx6NtSWLVuyZs0ai9wdAJcuXaJcuXIAjB07NsPKnZ07d9KlSxc92ZqNjQ2Ojo7cuXMHSJ+j8ssvv9CtW7cMbYqNjaVDhw5s27YNSJ/EajQa9UmtVapUYfv27Xh6eubTp5Bz5smtuU2EZnYs8Rhf3vhSf/+D7w84G7JO3iaEEOLxJD0i/yhRogT79+/n448/pnr16vrxmjVrMnnyZNatW5chCMmJoKAgjh8/zkcffUS1atWws7MjLS2NihUr8vbbb3Py5MlMgxAAFxcXNm7cyNSpU6lfvz62trakpqZSuXJlRo8ezZ49e6wShOQHiX+FEEKA9IiIB5TXHpGjCUeZfHOy/n6673ScDE7Z1BBCCPE4kh4RIYQQQliNBCJCCCGEsBoJRMQjQfaaEUKIJ5MEIkIIIYSwGglEhFVIQjMhhBAggYgQQgghrEgCESGEEEJYjQQiQgghhLAaCUTEI0FWzQghxJNJAhEhhBBCWI0EIsIqZNWMEEIIkEBEPCJkaEYIIZ5MEogIIYQQwmokEBFWIUMzQgghQAIRIYQQQliRBCJCCCGEsBoJRIQQQghhNRKIiEeCrJoRQognkwQiQgghhLAaCUSEEEIIYTUSiAiryLB8V0ZmhBDiiSSBiBBCCCGsRgIRIYQQQliNBCLCKu4dmpFVM0II8WSSQEQIIYQQViOBiBBCCCGsRgIRYR0ZFs3I0IwQQjyJJBARQgghhNVIICKEEEIIq5FARFhFhoRmQgghnkgSiAghhBDCaiQQEUIIIYTVSCAirEISmgkhhAAJRIQQQghhRRKICCGEEMJqJBARjwQZmhFCiCeTBCJCCCGEsBoJRIQQQghhNRKICKuQhGZCCCFAAhEhhBBCWJEEIkIIIYSwGglExCNBVs0IIcSTSQIRIYQQQliNBCJCCCGEsBoJRIRVZNhrRpOhGSGEeBJJICKEEEIIq5FARAghhBBWI4GIsApJaCaEEAIkEBFCCCGEFUkgIoQQQgirkUBEWJ0kMxNCiCeXBCJCCCGEsBoJRIQQQghhNRKICCGEEMJqJBARVqGULN8VQgghgYgQQgghrEgCEWF1smpGCCGeXBKICKuQzKpCCCFAAhEhhBBCWJEEIsLqZGhGCCGeXBKICCGEEMJqJBC5S3x8PBMnTqRatWo4Ojri4eFBgwYNmDZtGmlpabm+np+fH5qm5fg1btw4i/rJycnY2dndt97rr7+eT5+AEEII8XDZWLsBj4qYmBhatGjB4cOHAXB2diYxMZF9+/axb98+Fi1axJo1a3B0dMzxNYsVK0ZiYmK2Ze7cuUN8fDwA3t7eFueOHz9OSkpKpufu5u7unuM2CSGEEI8SCUT+0bt3bw4fPoyPjw8///wzbdu2JTU1lfnz5/Pmm2+ydetWhgwZwk8//ZTja+7fvz/b87du3aJmzZrEx8fTuXPnDD0b5qAoMDCQs2fP5v6hHmGyakYIIQTI0AwAe/bsYeXKlQAsXLiQtm3bAmBjY0P//v2ZNWsWALNnz+b06dP5ck+lFP379yckJIQyZcrw888/o2mWkzYPHToEQO3atfPlnkIIIcSjRgIR4LvvvgOgUaNGNGnSJMP5Hj16ULFiRUwmE/Pnz8+Xe86YMUMPfn766Sc8PDwylDH3iDzugYismhFCiCeXBCLA/7d353FRlfsfwD+zwAz7qrIoKK6AmoXrFXJPSzNbXNNyKa3cbv386VVxqQy9aanhUmY/7aolrtdKzQUtRdO0bqmouCCKQCbKDgPMzPP7gzsnxplB9kHm8+41r2bOeZ7zPOc8yHw551mOHj0KANKdEHP69u0LANi3b1+Vy8vIyEBkZCQAYNSoUWbL1ev1OHfuHID6H4gQEZHtsvlAJDMzE6mpqQCA4OBgi+latWoFAIiPj6/ygm3z589Heno6HBwc8M9//tNsmitXriAvLw8A4O7ujpkzZ6JTp04ICAhAhw4dMGXKlHrXb+RBhYWFiImJwaBBgxAUFAS1Wg0PDw9EREQgOjoahYWFUtri4mJ07NgRMpkML774YpnHjY6OhkwmQ0hIiNRRuLTc3FysX78effv2RUBAAOzt7eHt7Y1+/frhyy+/hF6vN8mzcOFCyGQyjB07ttLne/XqVTg6OkpBannExcVBoVCYvZNHRPQosPlAJCUlRXrfpEkTi+n8/f0BlHw53rt3r9LlJScn49NPPwUATJw4EY0bNzabztA/RCaToXv37li6dCnOnj2L5ORk/P7771i9ejVCQ0Oxdu3aStelrjD3aObixYsICwvDiBEjcPToUTRq1AiDBg1CSEgIzpw5g2nTpiEsLAx37twBANjZ2WHLli1wdHTErl27pH49Dzp79ixmzJgBBwcHbNu2DY6Ojkb74+LiEBISgtdffx1nz55FYGAgBg8ejObNm+PIkSMYO3YsevfuLQWJ1eXevXt44YUXUFBQUO48OTk5GDNmjNnAiIjoUVFvRs2kp6cjPT29QnlatGiB7Oxs6bOTk5PFtKW/sLKzs+Ht7V3xSgJYsWIFtFot7OzsMGPGDIvpDP1DhBAICwvDu+++i65duwIAjh07htmzZ+P8+fN466234O3tjaFDh1aqPga3b9+uUHqdTgeFQlHp8soaNXPt2jV07doVOTk5mDZtGubPnw8vLy+juo4fPx6HDh1C7969cfbsWTg4OKB169b4+OOP8cYbb2D69Ono2bMngoKCpHyZmZkYNmwYioqKsG7dOrRt29ao3JMnT6JXr17Q6/VYtGgRpk+fDmdnZ2n/5cuXMXLkSPz444949tlnERsba9LBuDIuX76MF198ERcvXqxQvqlTpyIpKanK5RMRWZWoJxYsWCAAVOiVnJwsjh07Jn2Oj4+3ePzY2FgpXUJCQqXqmJWVJVxdXQUAMX78+DLTLl++XPTu3VsMHTpUFBcXm+zPyckRISEhAoDw9/cXhYWFlaqTQUWvnaHcyjqee1yMuTVGjLk1Roy/9de10Ov1olOnTgKAmDNnjsX8ubm5omXLlgKA+OSTT4z2DR48WAAQ3bp1E1qtVtr+/PPPCwBi+PDhZo8XGBgoAIh169ZZLPfOnTvCw8NDABDffPONtN3w8/fqq6+W5/SFEELk5+eLRYsWCScnJwFANGvWTAAQc+fOfWjeHTt2CADiySefFABE9+7dy10uEVFdYvOPZkpPUFZUVGQxXen+CPb29pUq66uvvpLuwEybNq3MtH//+98RGxuLbdu2Qak0vXHl7OwszcSakpKCY8eOVapOdU1cXBzOnDkDX1/fMvtKODk5Yc6cOYiIiDDZ98UXX8DHxwc//fQTFi9eDABYvXo1du/ejebNm2PdunUmeXbt2oWbN2/i8ccfx2uvvWax3IYNG+Kdd95B3759kZubW4kz/EtMTAwiIyPh4uKCXbt24ZVXXilXvrS0NEyaNAmPP/54hfqTEBHVRfXm0czChQtNpkgvj9LP+st6Pl+6U6Orq2uFywGAHTt2ACjpFPvYY49V6hil9erVS3ofHx8vjeypjOTk5Aql79SpU6XLAh54NFPq6UZMTAwAYMiQIQ+dxXbs2LFmO4d6e3tjw4YNeOaZZ/Dee+8hJCQEM2fOhL29PWJiYsy2n6HcESNGPPRxS2RkZLUEAF5eXnj33XfxzjvvwNnZGb///vtD8wghMG7cOOTm5mLTpk24e/duletBRGRN9SYQqazGjRtDJpNBCGHUcfVBhn1qtRqenp4VLuf+/fv48ccfAQAjR46sXGUfUHpqd3OjPyrCUqdZS6rSP6QshgnjunTpUqXjDBgwAFOmTEF0dLQ0imblypUICwur0XIr4tlnn8Wzzz5boTyrVq3CgQMHsGzZMoSGhuKHH36omcoREdUSm3804+TkhKZNmwIAEhISLKYz7AsNDa1UOfv374dWqwVQMkFaWXJycrB27Vq89957OHv2rMV0f/zxh/Te19e3UvWqa9LS0gCUvbZOeX344Ydo2LAhgJK7UGU9DqvOcmvKpUuXMGvWLDz55JN4++23rV0dIqJqYfOBCPDXI47Dhw9bTBMbG2uUtqJOnToFoOSLrnXr1mWmtbOzw7Rp07BgwYIy17Y5cOCA9P5Rnkei9PBdQ38YQ9BWFTExMfjzzz8BlHyJb9++3WLa6iy3JhQXF2P06NFQKpX48ssvIZfzny4R1Q/8bYaSBe8A4IcffkBcXJzJ/m3btiEhIQEKhQKTJk2qVBmGBfC6dev20LRqtRr9+/cHAHz99ddmh2jev38f77//PgDgqaeeQosWLSpVr7rGcGfHEEBUVkJCAiZPngy5XI5x48YBACZNmmSxL0x1lVtTFixYgF9//RXLly+X7uAREdUHDEQA9O7dGwMGDAAAPP/88/jmm28ghIBOp8OmTZswfvx4AMC4ceNMvvBTUlLQpk0btGnTRlqzxhxDR8TydlJdtGgR7O3tkZ2djQEDBuDIkSPQarUQQuDYsWOIiIjArVu34OLigujo6Mqcdp1k6MNx+vTph6bNysrCjBkzsG/fPqM7GRqNBsOHD0deXh6mTZuG9evXIyIiAhkZGRYnAKtIudeuXUNkZKS0NEBNu3PnDv75z39CpVLh6NGjGD16tPT64IMPAJTMxDt69Gg+siGiR491Rw/XHWlpadK8HACEo6OjUKvV0udevXoJjUZjku/GjRtSmgULFpg9dkZGhpTmiy++KHeddu7cKc0xAUCoVCrh6Ogoffb29hYnTpyo7ClXib+/f5XmEfkx50dpHpEJyROk7adPnxYAhJ+fnygoKDDKU1BQIHbu3Cm2bNkidDqdWL9+vQAgGjRoYDRfyJtvvikAiHbt2kltduPGDWkOl6ioKJP6xMTECAAiLCxM6PX6MuseGRkpAIjHH39c2laZeUQeZDjGg/OIlP4Ze9grMDCw0uUTEVkD74j8l4+PD86cOYNFixahffv20vYOHTpg2bJlOHDgAFQqVaWOXXqIZUVGp7zwwgs4f/48pk6dilatWkEmk0Eul6Ndu3aYM2cOLl++jL/97W+VqlNd1blzZ0RERCA1NRVRUVHS9pycHGzcuBHnz59HYmIi0tLSpP2TJk2SRvHs3LkTa9euhVqtxtdffy21WdOmTfHJJ58AKHnMYXhUZvDcc8+hRYsW+OWXX7BhwwaL9UtMTMSaNWsAAJMnT66+Ey9D06ZNIYQw+zLclenevTuEEJxplYgeOTY/fLc0R0dHzJ07F3Pnzi13HsOXRFlatmxZ6YXymjVrJn2B2oq1a9eiU6dOeP/991FQUIA333wT33zzDbKysqBQKNC9e3cMHToUiYmJaNWqFWbNmgUASEpKkiYj++ijj0xGOL366qv49ttvsXPnTowaNQq//fabNK2/SqXCmjVr8PTTT2PixIm4d+8eJk+ebDS1/++//47hw4fj/v37iIiIqNICd0REVIJ3RMgqdNAZfdaKv/p4hIaG4siRI/D29sbWrVuxbt06ZGVlQafT4dSpU+jXrx9++ukntG3bFocOHYKzszO0Wi1GjhyJzMxMPPvss3jrrbfMlvvZZ5/B19cX165dMxnO269fP+zatQsqlQozZ86Ev78/+vTpg+HDh6Njx47o0KEDEhIS0KNHD+zZs8fsXCoxMTHw8fGx+Pr888+r4eoREdUfvCNCtSpbl43EokSc05yTtumEDvty9iHALgBB9kFwVbiia9eu2Lt3L/bv3w8AyM3NxZYtW6DRaBAeHo7hw4djwoQJ0nT7c+bMwalTp+Dj42Nx5V2gZDbTDRs24Omnn8b//d//4emnn8ZLL70k7R88eDAuXryI1atX49ChQ/j5559RUFAADw8P9O/fH6+88gpGjhxpcfZVjUYDjUZjsfzqXrWXiOhRJxOVfWZANs3Q16Uiq/ZeLbyKc5pzyNJl4XrhdSRrS4bSyiDDY+rH4K5wh5vCDe3V7ZF9IRt79+6FEALe3t4YPXq00UyyRERUP/COCNWKq4VX8VvBb0guToYeejjI/1pHRg453BRuuK+7jwxtBv746Q+kn04HADRp0gQjR4586LozRET0aGIgQjUuW5eNc5pzSC5Ohp3MDn5KP9wsvintl0EGD4UHXOGK67HXkXuxZFXb5q2bY/iLw2FnZ2etqhMRUQ1jIEI1LrEoEVm6LOihh5/Sz2z/Cn2xHsn7k1GYWAgAcGrrhNABoQxCiIjqOY6aoRqlFVrcKr6FTF0mPBQeZoMQZZYS8avjkZOYAwBwfswZsggZknXJRqNpiIio/uEdEapR2bpsaPQaFOgL0MSuidk0nqc8jT7n/p4LXAOu+lxFbONYBPkHwc/PT5rzg4iI6g8GIlSjtNBCL/SQy+RQyEzn3QCAzMcz4XzfGQCgL9JD6ASQB+Rez8Wp66dwCiUrF7u6usLX1xe+vr7w8/ODr68vnJ2da+1ciIio+jEQoRqlhBJymRx6oYdO6MwGI0UNixAyKQQAIHQC+ffykZSaBLf7brBPt0f6nXTodDpkZ2cjOzsbCQkJUl4vLy+MGDEC3t7etXZORERUfRiIUI1yVbhCLVfDQe6AbH02PBQeZaaXKWQo8iqCk7sTmqqa4hmXZyDTy3D37l2kpaUhNTUVaWlpuHPnDrRaLe7du4e7d+8yECEiekQxEKEapZQpEWAXgHRtOu7r7sNd7m5xVlIA0As9MnQZ8FR4IsAuAEqZElBAmiL98ccfBwDodDqkp6ejsLAQTZqY73tCRER1H0fNUI0Lsg+Cm8INcsiRqk21uACgXuiRpk2TJjgLsg+yeEyFQoFGjRohICCgzMCGiIjqNt4RoRrnqnBFe3V76IUeycXJuFF8AwX6AqM0GboMZOgyIIccTeyaoL26PVwVrlaqMRER1RYGIlQrWqpaAgDkMjmydFm4pr0m7dNDjyxdFjwVntJaM4b0RERUvzEQoVrTUtUSjZSNkFiUiGx9Nm5rSxbMU0CBFqoWRqvvEhGRbWAgQrXKVeGKDg4dkK5Nx68FvwIo6dD6jMszJR1TiYjIprCzKlmFXPbXj54MMgYhREQ2ioEIWR1HvRAR2S4GIkRERGQ1DESIiIjIahiIEBERkdUwECGrEDA/uyoREdkWBiJERERkNQxEyOpk4KgZIiJbxUCErMLSwndERGRbGIgQERGR1TAQIavjoxkiItvFQISIiIishoEIERERWQ0DESIiIrIaBiJkFZzQjIiIAAYiREREZEUMRMjqOGqGiMh2MRAhq+CjGSIiAhiIEBERkRUxECGr46MZIiLbxUCEiIiIrIaBCBEREVkNAxEiIiKyGgYiREREZDUMRMgqOHyXiIgABiJUB3DUDBGR7WIgQkRERFbDQISsgo9miIgIYCBCdYBMxkczRES2ioEIERERWQ0DESIiIrIaBiJERERkNQxEqE4qLCxETEwMBg0ahKCgIKjVanh4eCAiIgLR0dEoLCw0Sv/DDz9AJpOZfdnb28PLywvh4eFYuXKlSd6FCxeazadQKNCgQQM8+eST+Oyzz6DX68tV9379+qFx48bVdi2IiOozpbUrQLaprFEzFy9exLBhwxAfHw9HR0e0b98eTzzxBNLS0nDmzBnExcXhs88+Q2xsLBo1amSU18nJCUOGDDHaptVqkZGRgWPHjuHEiRPYuXMnYmNjYWdnZ5QuKCgI3bp1M8qXnp6O06dP4/jx4zh8+DC2bdtWZufaOXPm4PDhw/D396/A1SAisl0MRMjqSk9odu3aNXTt2hU5OTmYNm0a5s+fDy8vL2n/7du3MX78eBw6dAi9e/fG2bNn4eDgIO339vbG5s2bzZaTlJSE8PBwHD9+HGvWrMH06dON9kdERGDjxo0m+e7evYuIiAjs2LEDO3bswNChQ03SFBUV4e9//zvWrl1b0dMnIrJpfDRDdYYQAqNGjUJOTg7mzJmDlStXGgUhANC4cWPs3r0bLVu2xMWLF7F+/fpyH79p06aYNWsWAGDnzp3lztegQQPMmDEDALB7926T/QcPHkTHjh2xdu1aBAUFlfu4RETEQISsxcyTmbi4OJw5cwa+vr6IjIy0mNXJyQlz5sxBREREhYtt3rw5AODOnTsVymfo85GTk2Oyr3///oiPj8fUqVPx3XffVbhORES2jI9mqM6IiYkBAAwZMsTocYs5Y8eOxdixYytcxoULFwAAAQEBFcp3+vRpAEDXrl1N9r300kuYP38+2rVrh6SkpArXiYjIljEQoTrj8uXLAIAuXbrUyPHPnTuHJUuWAABGjRr10PRarRb37t3Drl27sHjxYgQFBeGtt94ySbd9+/ZqrysRka1gIEJWYW7UTFpaGgCYjISpiPT0dIwePdpoW1FREW7cuIFffvkFQgi88MILePXVV03yfvnll/jyyy/NHtfHxwexsbHw8PCodN2IiMgUAxGyOsOoGaWy5MdRq9WaTSeEeOi6NHl5ediyZYvRNsM8Iv3798eIESPwyiuvmD3Og8N3dTodsrKy8PvvvyM1NRXh4eHYs2cPwsLCKnR+RERkGQMRqjN8fX1x7tw5/Pnnnyb70tLSsG3bNjRr1gyDBw+2eIzAwMBK99OwNHxXr9djyZIlmDt3Lp555hkkJibCycmpUmUQEZExjpohqzD3aMZwp8HQMdTg/v372LJlCzIzM3Hv3j0AQFZWFmbMmIF9+/ZZvINSXeRyOebMmYP27dvjzz//xDfffFOj5RER2RIGImR1hkczzz33HADgu+++g0ajAQDk5uZi8+bNyMvLg5OTk5Rmx44d+OijjzB27NiHPq6pLiEhIQCAW7du1Up5RES2gIFIGU6cOAGFQoERI0ZU+VibN29GREQEXF1d4ejoiDZt2mD27NnIyMgoM59Wq0V0dDQ6deoEJycnuLi44LHHHkNUVBQKCgqqXK+6pHPnzoiIiEBqaiqioqJQWFiIr776ChkZGbC3t8eoUaPg6emJ+/fvIyoqCgAwadIkKBSKWqnflStXAABNmjSplfKIiGwB+4hYkJKSgjFjxpR7obOyvPbaa/jiiy8AlHSctLe3R0JCApYsWYJNmzbh6NGjaNmypUm+4uJiDB48GN9//z0AQK1WAygZhnru3Dl89dVXOHr0KBo0aFDlOtY2Pf66rjrooBVaKGVKrF27Fp06dUJUVBSEEFAqlZDL5Rg2bBj8/Pxw48YNvPzyy0hMTESrVq2kmVJrtK56PVavXo1ff/0V7u7uGDhwYI2XSURkKxiImHH9+nU8/fTTuHHjRpWP9dFHH+GLL76AUqnEypUrMWHCBKhUKsTFxWHs2LG4fv06Bg8ejHPnzpkswvbOO+/g+++/h7OzM9avX4+XXnoJcrkce/fuxYQJExAfH4+RI0fi8OHDVa5nbcnWZSOxKBGXCy9L2zR6Dfbl7EOAXQCC2gQhNjYW0dHR0iia8+fPY86cObh9+zZOnz4NnU6Htm3bYu/evXB2dq62uh0/ftxk6K9Go8HPP/+M5ORkKJVKrF+/Hm5ubtVWJhGRrWMg8oCvv/4ab7zxBrKzs6t8rNzcXCxevBhAyVLzpSfDCg8Px+HDhxESEoLLly9j48aNeP3116X9t27dwmeffQYA+PTTTzF8+HBp36BBg7Bnzx787W9/Q2xsLA4dOoR+/fpVub417WrhVZzTnEOWLgvp2nRpu1Zoca3wGtK16bhedB3aTC1at24NALh06RIOHjyI3NxcuLq6Ijw8HMOHD8eECRNgb29frfVLTExEYmKi9Fkmk8HR0RGNGzfGa6+9hmnTpqFdu3bVWiYRka2TCSEsr8duQy5duoSJEyciLi4OQMlU3nl5eTh//jyGDx+OrVu3VviY69evx+uvvw57e3ukp6fDxcXFJM2kSZOwbt06aVVYg8jISHzwwQfw9/fHrVu3IJebdufp378/Dh48iNGjR2PTpk0Vrl9VGNZeuX37drnSXy28it8KfkNycTL00CNHl4MbxSV3nBxkDujs2BkZugxof9Oi8GQhAKBbt2546qmnauYEiIioTmBn1f86cOAA4uLioFarsXDhQhw7dgyenp5VOubRo0cBlAQ15oIQANKdjJMnTyIrK8skb58+fcwGIaXz7t+/v0r1rGnZumyc05xDcnEy7GR2aGbXDA7yv9aSkUEGD4UH3K+7S0GIWxs3dOldM1O9ExFR3cFA5L+cnJzwxhtv4MqVK1iwYIFJf43KiI+PBwAEBwdbTNOqVSsAJR0iDekrmvfevXtITU2tcn1rSmJRIrJ0WdBDDz+ln9nhtjk3c5ByKAUAoGiigEtvF+mOCRER1V/sI/JfpftnVJeUlJIv1rKGe/r7+0vvDcFEfn6+dHekInn9/PwqXdfyPmIx0Ol05Ro2qxVa3Cq+hUxdJjwUHiZBiEwrg1O8E5L+kwToAcgAp8ZOSL+WjotuF+HbwBduLm5QqVS1Nl8IERHVnnoTiKSnpyM9Pf3hCUtp0aKFNDKjJhg6vJY1Hbijo6NJ+tKPaCqat7IqMzdG6UDIkmxdNjR6DQr0BWhiZ1qGz2EfOKb+dR4QQPZPJedy9b//AYBCoYCTkxOcnZ3h5OQkvffy8kK7du1qbS4RIiKqXvUmEFm1ahXefffdCuVJTk6WOl3WBMPU42WN7lCpVCbpS09ZXtG8dY0WWuiFHnKZHAqZabCgt9NDr9DD0cMRKg8VdIU6aPO10ORrgALAMBO8TqdDdna2xYCrQ4cONXcSRERUY+pNIFIXOTg4IC8vD0VFRRbTFBYWSu8NQYeDw18dOSuat7KSk5MrlL5Tp07lSqeEEnKZHHqhh07oTIKRO33uwFHmiKdc/hodoxM6XCm8ghb2LRAuD4ddoR1yc3ORl5cn/d/wXi6Xo1mzZhWqOxER1R31JhBZuHAhFi5caO1qGHFxcUFeXl6ZU7Hn5+dL711dXaV8BhXNW1kVvTNU3kchrgpXqOVqOMgdkK3PhofCAwDQStUKrVQlnW0fHEGerc+Gg9wBDgoHNHJpBKVMiYYNG1aofkRE9GjgqJkaZOh3Yei0ak7pfYY+FyqVSpq2vaJ56xqlTIkAuwC4K9yRocswCToAGHVC1Qs9MnQZcFe4I8AuAEpZvYmViYjIDAYiNaht27YAgISEBItpDPtkMpnRUN2K5PXy8kKjRo2qXN+aEmQfBDeFG+SQI1WbajYYAUqCkDRtGuSQw03hhiD7oFquKRER1TYGIjWoV69eAEomKyv9GKU0wzoxYWFhRo9XDHmPHDli8YvbkNeQtq5yVbiivbo9mtg1QbEoxo3iG8jQZUAndABK+oRk6DKQVJyEYlGMJnZN0F7dHq6Kqj1uIiKiuo+BSA167rnn4OTkhPz8fCxfvtxkf1JSkjQ1++TJk432jRw5EnK5HImJifjqq69M8p4+fRqHDh0ym7cuaqlqiQ4OHRBoHwhPhSeydFm4UngFCYUJuFJ4BVm6LHgqPBFoH4gODh3QUmW6GjEREdU/DESqKCUlBW3atEGbNm2watUqo32urq6IjIwEACxYsADLli2TOp+ePHkS/fr1Q0FBAYKDg01WfW3RooU0ydrEiROxceNGaLVaCCGwd+9eDB48GEII9O3bFz179qz5E60GLVUt0c+5H55weAItVC3QUtUSzeyaoaWqJVqoWuAJhyfQz7kfgxAiIhvCRe/K0LNnT/z4449lLnqXlJQkDR9dsGCBycgdrVaLl19+Gdu2bQMA2NnZQa1WIycnBwDg5+eHkydPIjAw0OTYubm5GDhwII4dOwagpBOrQqGQHvOEhobi+PHj8PDwqJbzrYiKLnr3IK3QIluXDS20UEIJV4UrO6YSEdkg3hGpYUqlElu3bsWmTZvQo0cPODo6QqPRICgoCNOnT8d//vMfs0EIADg7OyM2NhbR0dHo3Lkz7OzsoNVqERwcjHnz5uHUqVNWCUKqg1KmhKfSEw2VDeGp9GQQQkRko3hHhCqlqndEiIiIAN4RISIiIitiIEJERERWw0CEiIiIrIaBCBEREVkNAxEiIiKyGgYiREREZDUMRIiIiMhqGIgQERGR1TAQISIiIqthIEJERERWwyneqVLs7e2h0+ng6+tr7aoQEVE18vHxwdmzZ2utPK40RpViZ2dXpfw6nQ5//PEHgJIfeoVCUR3VolrGdnz0sQ3rh0e5HXlHhKzi9u3baNKkCQAgOTlZWkSPHi1sx0cf27B+eJTbkX1EiIiIyGoYiBAREZHVMBAhIiIiq2EgQkRERFbDQISIiIishoEIERERWQ0DESIiIrIaBiJERERkNQxEiIiIyGoYiBAREZHVMBAhIiIiq+FaM0RERGQ1vCNCREREVsNAhIiIiKyGgQgRERFZDQMRIiIishoGIkRERGQ1DESIiIjIahiIEBERkdUwECEiIiKrYSBCREREVsNAhIiIiKyGgQgRERFZDQMRIiIishoGIkRERGQ1DESo1u3duxf9+/eHp6cn1Go1goKCMGXKFCQnJ1u7avVeUVER2rdvD5lMBo1GU2bazZs3IyIiAq6urnB0dESbNm0we/ZsZGRklJlPq9UiOjoanTp1gpOTE1xcXPDYY48hKioKBQUFZebNz8/H+++/j3bt2sHBwQHu7u7o0qULVq9eDZ1OV+HzrQ/y8/OxYsUKhIeHw8PDA/b29mjUqBEGDRqEf//732XmZRvWDRqNBkuXLkXHjh3h7OwsXc/33nsPmZmZZea1iTYURLXovffeEwAEAKFQKISrq6v02d3dXZw4ccLaVazXJk2aJF3vgoICi+kmTJggpbO3txfOzs7SZ39/f3HlyhWz+YqKisSAAQOktGq1Wjg6OkqfQ0NDxZ9//mk2b1ZWlnj88celtE5OTkKlUkmfe/ToIfLz86vlOjwqbt68KVq3bi1dAzs7O6N/MwDEqFGjhFarNcnLNqwb/vjjD9GuXTuj33sODg5GbfHbb7+ZzWsrbchAhGrNjh07pB/m+fPni5ycHCGEEOfPnxcdO3YUAESDBg3E/fv3rVzT+qeoqMgoCCkrEFm2bJkAIJRKpVi9erXQaDRCCCGOHz8umjdvLgCINm3aiKKiIpO8U6ZMEQCEs7Oz2Lp1q9BqtUKv14tvv/1WNGzYUAAQffr0MVvuoEGDBADh6+srDh48KIQQori4WGzcuFE4OTkJAGLChAnVdEXqPq1WKzp06CAACC8vL7F161ZRWFgohBAiNTVVTJ06VWrL2bNnG+VlG9YdvXr1kv7Q2rRpk9BoNEKn04kTJ06INm3aCAAiMDDQ5MvdltqQgQjVCp1OJ4KDgwUA8dprr5nsv3//vvDz8xMAxJw5c6xQw/rr2rVrokuXLkZBiKVAJCcnR3h5eQkAYtGiRSb7b9y4If01t27dOqN9N2/eFHZ2dgKA2Lx5s0nen376SchkMgFA+gVXep+hXsePHzfJGxMTIwAIuVwuLl26VNFL8EgqHbibuyZCCDF58mQBQKhUKpGZmSmEYBvWJUeOHJGuyfbt2032X7lyRbreX3zxhbTd1tqQgQjVikOHDkk/4AkJCWbTREVFCQCiSZMmQq/X13IN65/i4mLx9ttvC3t7ewFAuLi4iBEjRpQZiHz++efSbeDs7Gyzx504caIAIMLDw422z507V7plrNPpzOZ96qmnBAAxevRoo+0vv/yyACC6detm8XwMjygiIyMfdur1wtixYwUAERYWZjHNhQsXpPbct2+fEIJtWJfMmjVLABB+fn4W07Rv314AEG+88Ya0zdbakJ1VqVYcPXoUABAQEIBWrVqZTdOvXz8AQHJyMi5cuFBrdauvcnNzsXz5chQVFaFfv3747bff0L9//zLzGNqpa9eucHFxMZvG0E4nT55EVlaWSd4+ffpALjf/q8WQd//+/WbLNew3p2/fvgCAffv2lXkO9UWHDh3w0ksv4bnnnrOYxtfXV3pvaAu2Yd2xZMkSpKWl4cCBAxbTFBcXAwDs7OykbbbWhgxEqFbEx8cDAIKDgy2mad26tfT+/PnzNV6n+k4mkyEiIgL79+/HwYMHERQU9NA85WknQyCp1+ul9BXNe+/ePaSmpgIAMjMzpfflyRsfHw8hxEPP5VE3ffp0bN++HfPmzbOYJi4uTnrfpEkTAGzDusbHxwdt27Y1u+/YsWO4dOkSAOCpp56StttaGzIQoVqRkpIC4K9flua4uLjA2dkZAKR/EFR5bm5uOHbsGAYMGFDuPOVpJ39/f+m9oZ3y8/Olv8oqmtdQZnnzFhYW4t69exbT2QqdTof3338fANCgQQN06dIFANuwrtNoNLh06RIiIyPxzDPPAABeeOEFDBw4UEpja22orJajED1EdnY2AMDJyanMdI6OjsjNzZXSU+0qTzs5OjqapC99a7iieUu3dUXyent7W0xrC2bOnImzZ88CAObNmwelsuTXOduw7rp79y4aNmxotG369On48MMPIZPJpG221oa8I0K1QqvVAgDs7e3LTKdSqYzSU+0qTzsZ2qh0+tLtVZt5bdW7776Ljz/+GADw9NNPY/LkydI+tmHddfPmTSiVSri6ukrbPv30U0yZMsVogkFba0MGIlQrHBwcAJTM7FmWwsJCAA8PWKhmlKedDG0E/NVOhny1ndfW6PV6TJ8+HQsXLgQAhIWFYevWrUadEtmGdVfbtm2Rl5eHrKwspKWl4X/+53+g1Wrx+eefY8iQIVI6W2tDBiJUKww9v8sztTAAo78YqPaUp50MbQT81U6le/bXZl5bkpubiyFDhuCTTz4BUDKi4vDhwybXgm1Yd6nVaunL28fHB8uWLcOSJUsAAAcOHMDBgwcB2F4bMhChWmHo/FS6Q9SDcnJykJubC8C4MxXVnvK0U+l9hnZSqVRo0KBBpfI2btxYej5enrxqtRqenp5lnkd9k5KSgvDwcHz77bcAgIEDByI2Nhbu7u4madmGj5YpU6ZIjzsMo6BsrQ0ZiFCtMAxfS0hIsJjm8uXL0vvQ0NAarxOZKk87GfbJZDKjYX4Vyevl5YVGjRoBKOkY17Rp03LntbWfjUuXLqFLly74/fffAQBvvvkm9uzZY9RpsDS2Yd1x5coV7N+/X2o7c0p/od+9exeA7bUhAxGqFb169QIAXLt2DTdv3jSb5vDhwwCAhg0b2swvqrrG0E4nT540ugVbmqGdwsLCjG7NGvIeOXLE4vwChryGtA/mNew3JzY21mze+uzatWvo06cPUlJSIJPJsHTpUqxZswYKhcJiHrZh3TF69Gg888wzmDt3rsU06enp+PPPPwFACgRsrg2rbY5WojLo9XoRGBhoca2ZjIwMaa2ZBQsW1H4FbcSGDRvKnOI9KytLWtjqYWtcbNiwwWjf1atXhVwut7jGxalTp6Q1Lo4ePWq0LzY2tlxrXCgUCnH16tWKnfQjKj8/X4SGhkpre/zrX/8qVz62Yd3x7rvvSu3366+/mk3z5ptvStfFsJqurbUhAxGqNV9//bX0Qz5jxgxpka4LFy6ITp06CQCiYcOG4t69e1auaf31sEBECCEWL14s/bJZunSptCroiRMnRIsWLQQAERwcLIqLi03yGlb4dXR0FBs2bBDFxcVCr9eL7777Tlr1s2/fvmbLNSxb7u3tLfbs2SP0er3QarXiX//6l/RL2VwQW1/NmzdPaqv33nuvQnnZhnVDRkaG8Pf3l1az3b59u7SCclJSkhg/frzUxg+uoGxLbchAhGrVO++8I/3DUygUws3NTfrs4uIizp49a+0q1mvlCUSKi4vFsGHDpHR2dnbCxcVF+uzn5yeSkpLM5s3JyRFPPvmklFalUglHR0fpc2hoqLh//77ZvGlpaSIkJERK6+joKNRqtfS5V69e0lLo9Z1GozH6t9GwYUPRqFGjMl9bt26V8rMN647z58+LgIAAo9977u7u0mcA4u233zZZ6NOW2pCBCNW6vXv3igEDBggvLy+hVCpFkyZNxIQJE8T169etXbV6rzyBiBAlj9I2bdokevToIdzc3ISdnZ0ICgoS06dPF3fu3CmzjOLiYhEdHS06d+4snJ2dhb29vQgODhbz5s0TOTk5ZebNy8sTixYtEu3bt5d+AXbo0EEsW7ZMFBUVVeqcH0Vnz541+qIqz+vBW/Rsw7ojMzNTLFq0SDzxxBPCyclJ2Nvbi8DAQDF69Gjx008/WcxnK20oE8JGVh4iIiKiOoejZoiIiMhqGIgQERGR1TAQISIiIqthIEJERERWw0CEiIiIrIaBCBEREVkNAxEiIiKyGgYiREREZDUMRIiIiMhqGIgQERGR1TAQISIiIqthIEJERERWw0CEiIiIrIaBCJGNa9q0KWQyWYVedUVCQgI2bNhg7WrYBEPbf/rpp9auCtUzSmtXgIjqBrVaDTc3N2tXo9yWLl2KuXPnYtSoURg3bpy1q0NElcRAhIgAAMOHD8fGjRutXY1y27t3L4qLi61dDSKqIj6aISIiIqthIEJERERWw0CEiKrFmTNnMGbMGAQEBEClUsHDwwPdu3fHihUrUFBQYDFfbm4uVqxYgX79+sHHxwcqlQouLi5o3bo1Jk6ciPj4eKP0CxcuhEwmw48//ggA+PLLLyGTydC0aVMpjaED7j/+8Q+zZWo0Gqnz5YOPowzbz58/j6ioKPj5+cHBwQGtWrXCv//972o5Z0t69uwJmUyGVatWYc+ePQgJCYFKpYK/vz8WLFhglPbgwYMYM2YMWrRoARcXF6hUKvj6+mLgwIH46quvIIQwOb7hunz33Xf4448/MHXqVDRv3hxqtRoNGjTA4MGDceTIkQrX+x//+Id03RYvXlzh/GTjBBHZtMDAQAFAvPrqq5U+xrx58wQA6eXi4iJUKpX0OTg4WFy/ft0k34ULF0Tjxo2ldAqFQri7uxsdy97eXnz//fdSnqVLl4pGjRoJOzs7AUCo1WrRqFEj0bFjR5NzmjVrltn6FhQUSMffsGGD0T7D9ueff14AEHZ2dkKtVguZTCauXLlS5XMuS48ePQQAMXjwYKFQKIRMJhPOzs4CgFi/fr0QQoiioiIxbNgwo7Ld3NyEUqk02mauPQ3XJSoqSnh5eUnX3FCG4fXpp5+a5DXsW7t2rdH2yMhIad+HH35YofMlEkIIBiJENq6qgcjKlSsFAKFSqcS8efNEWlqaEEIIrVYrDh48KIKDgwUA0bp1a5Gfny/lKy4uFqGhoQKACAoKEkePHhU6nU4IIUReXp7YuHGjcHNzEwBESEiISbmGL+2yvnCrEogAEBMnThR5eXlCp9OJ48ePV/mcH8ZwTgBE165dxe3bt4UQQpw5c0bk5uYKIYSIiooSAIRMJhNLly4VWVlZUtlnz54V4eHh0jF+/vlns9dFLpcLf39/sX37dlFQUCCEEOLkyZOiWbNmAoBwdnYW2dnZZq9L6UDk/fffl7YvX7683OdJVBoDESIbZ/hyMtxZKOs1bdo0o7z379+X/presmWL2eOnpaUJT09Pky+rgwcPWvzCNPjggw+kNJmZmUb7ajoQady4sSguLjbJW5VzfpjSgcilS5dM9uv1eukO0ltvvWX2GCkpKdIxVqxYYbTPcF0UCoXZ4+/du1fKu2/fPqN9DwYiH374obQtOjq63OdI9CD2ESEiACX9Ju7cuVPmKysryyjPzp07kZubC1dXV4wYMcLscX18fPDCCy8AAHbt2iVtDwsLw9GjR7F161Z06tTJbN62bdtK73Nycqp6ihXSp08fKJWmMxxU5ZzLKzAwEG3atDHZLoTA7t27sW3bNsyaNctsXj8/P3h4eACwfM3Cw8PNHr9bt27S+zt37lis34oVKzBz5kzIZDKsXbsWU6ZMKfN8iMrCeUSICADw6quvVngekZ9++glASYdTPz8/i+ny8vIAwKjjqaenJ3r27GmULj8/Hzdu3EBCQgL+85//YN++fdI+nU5XobpVVevWrc1ur8o5V7VsuVyOjh07omPHjtI2nU6HlJQUXLt2DefPn8fJkyelAMTSNQsJCTG7vfSEdkVFRWbTbNq0CSdPngQA+Pr64pVXXnn4CRGVgYEIEVVaWloaAECv15f5F7RBRkaGybbDhw9jzZo1OH36NFJTU432yeV/3bQVZkaB1CRLs8xWxzlXtmyDW7duITo6Gvv378fVq1dNggbDNPyWrpmLi4vZ7aWvt16vN5vm5MmTkMlkkMvlSE1NxezZs7Fy5coy60tUFgYiRFRphi+rrl27SncKykur1eKll17Cnj17AABKpRLBwcEIDg5G27Zt0aVLF2g0Grz44ovVXu/y3F0p/aVcWlXOubwslQ0AW7Zswbhx46RZZX18fBAaGorg4GCEhYWhd+/e6Ny5c5lBUlXWC5LJZPjss8+QlJSEqKgorFq1CsOGDUP37t0rfUyybQxEiKjSvL29AQDJyckVzrt8+XLs2bMHMpkMS5YswRtvvAFXV1ejNNu2batUvQxftJb+qn+wr0tFVOWcqyo5ORmvvfYaiouL0adPH6xevdrsY5zs7Owaq0NkZCRef/11aDQabN++HVevXsX48ePx22+/wcHBocbKpfqLnVWJqNIMnUxTUlJw4cIFi+mGDh2Ktm3bYurUqdK27du3AyjpFDpz5kyTIASA0TEr8mhGpVIBsPyFXFZdH6Yq51xV3377LTQaDYCSidzMBSGJiYnSZGo18TjL0C9GrVZj3bp1kMlkuHLlCubPn1/tZZFtYCBCRJU2dOhQ2NvbAwBmzZpl9g7EsWPHsHPnTsTHxxvNfmroUGnpy/L27dtYs2aN9PnBBe4UCgUA849Z/P39AQDHjx83e+yqLGVflXOuqtKjYMxdNyEE5syZI32u6UUBe/bsiQkTJgAAPv74Y5w+fbpGy6P6iYEIEVWan58fZs+eDQDYt28fhgwZgitXrgAo+RKMiYnB888/DyEEmjdvLn1pAX8NFY2NjcVHH30k/aWfl5eHTZs2oXPnzrh3756UPj8/36hswxDVc+fOSXkNBg4cCAC4ePEiJk+eLN0ZuXnzJsaMGYPdu3dLwURtnnNVlR5eO378eCQlJQEoCUBOnz6NgQMHIiYmRkrz4DWrCUuXLoWPjw/0ej3GjRuHwsLCGi+T6hkrzV9CRHVEVWdW1el0YurUqSZTjisUCumzr6+vuHr1qlG+pKQk4ePjI6WRy+Um07uPHTtWmsp99+7dRvk//vhjKZ1KpRKenp5Cq9UKIUpmZn3iiSek/TKZTLi6ukqfZ8yYIbp06VLmhGYPTmVeHef8MIYJzYYPH24xzciRI02mljdcI/x3annD7KrPPfecUd6HTfRW1vmXdV22bdsm7Z89e3aFzpmId0SIqErkcjk++eQTxMXFYdSoUQgICIBGo4G9vT3at2+PyMhIXLhwAS1atDDKFxgYiF9++QVvvvkmmjZtCoVCAY1Gg2bNmmHEiBE4evQoNmzYgL/97W8AgB07dhjlnzJlCv73f/8Xfn5+EELAwcEBKSkpAABHR0fExcVh8eLFaN++PdRqNeRyOfr06YNvvvkGS5cutco5V4fNmzdj9erV6NSpE5ycnFBQUAB3d3f06NEDq1atwi+//CLdhYmNjUVmZma11+FBQ4cOxeDBgwGU3CH55ZdfarxMqj9kQtTy4HwiIiKi/+IdESIiIrIaBiJERERkNQxEiIiIyGoYiBAREZHVMBAhIiIiq2EgQkRERFbDQISIiIishoEIERERWQ0DESIiIrIaBiJERERkNQxEiIiIyGoYiBAREZHVMBAhIiIiq2EgQkRERFbDQISIiIishoEIERERWQ0DESIiIrIaBiJERERkNQxEiIiIyGoYiBAREZHV/D+aKnWEOhjnBAAAAABJRU5ErkJggg==",
"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 317,
"width": 273
}
},
"output_type": "display_data"
}
],
"source": [
"pymofa_obj.plot_weights(view='RNA',factor=6,color='#5de25d',\n",
" ascending=True)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "958e38c9-30eb-4b05-9ca8-b8599d5c6ae6",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"ranking genes\n",
" finished: added to `.uns['rank_genes_groups']`\n",
" 'names', sorted np.recarray to be indexed by group ids\n",
" 'scores', sorted np.recarray to be indexed by group ids\n",
" 'logfoldchanges', sorted np.recarray to be indexed by group ids\n",
" 'pvals', sorted np.recarray to be indexed by group ids\n",
" 'pvals_adj', sorted np.recarray to be indexed by group ids (0:00:00)\n",
"WARNING: dendrogram data not found (using key=dendrogram_Factor). Running `sc.tl.dendrogram` with default parameters. For fine tuning it is recommended to run `sc.tl.dendrogram` independently.\n",
"WARNING: You’re trying to run this on 3000 dimensions of `.X`, if you really want this, set `use_rep='X'`.\n",
" Falling back to preprocessing with `sc.pp.pca` and default params.\n",
"computing PCA\n",
" with n_comps=21\n",
" finished (0:00:00)\n",
"Storing dendrogram info using `.uns['dendrogram_Factor']`\n"
]
},
{
"data": {
"text/plain": [
"{'mainplot_ax': ,\n",
" 'group_extra_ax': ,\n",
" 'gene_group_ax': ,\n",
" 'color_legend_ax': }"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAB8UAAANOCAYAAACInN31AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAABibAAAYmwFJdYOUAAEAAElEQVR4nOz9eXxU9d3//z/PJJN9gYQQtrApuyC4FESURXChaLEuIBRRLhXUitsHy4VWXID6lYAiarCKYhWxlyCLaxGUlFIEoiJEFgVEFksgCQmZhOzn90d+mRIJ7xBIcmbGx/12y81kzvaa8UnO5Lzm/T6Wbdu2AAAAAAAAAAAAAAAIQC6nCwAAAAAAAAAAAAAAoL7QFAcAAAAAAAAAAAAABCya4gAAAAAAAAAAAACAgEVTHAAAAAAAAAAAAAAQsGiKAwAAAAAAAAAAAAACFk1xAAAAAAAAAAAAAEDAoikOAAAAAAAAAAAAAAhYNMUBAAAAAAAAAAAAAAGLpjgAAAAAAAAAAAAAIGDRFAcAAAAAAAAAAAAABCya4gAAAAAAAAAAAACAgEVTHAAAAAAAAAAAAAAQsGiKAwAAAAAAAAAAAAACFk1xAAAAAAAAAAAAAEDAoikOAAAAAAAAAAAAAAhYNMUBAAAAAAAAAAAAAAGLpjgAAAAAAAAAAAAAIGDRFAcAAAAAAAAAAAAABKxgpwsAAAAAANS9Y8eOqaCgQKWlpQoJCVFERISioqKcLgsAAAAAAKDB0RQHAAAAAD+XmZmppUuX6pNPPtG3336r/fv3q6ys7KT1QkND1aZNG3Xv3l0DBw7UDTfcoKZNmzpQMQAAAAAAQMOxbNu2nS4CAAAAAFB72dnZmjp1ql577TUVFxd7Hzf9mWdZlvf74OBgjRkzRs8884yaNGlSr7UCAAAAAAA4haY4AAAAAPih7777TsOGDdO+ffuqNMFjY2PVunVrNW7cWGFhYQoNDVVRUZEKCwuVnZ2tffv26dixY971LctSixYttHLlSnXp0sWJpwIAAAAAAFCvaIoDAAAAgJ/xeDzq1auXdu/eLUm66KKLNHHiRA0aNEgtWrSocfuDBw9q9erVmjt3rr766itJUps2bbRlyxZFR0fXa+0AAAAAAAANzeV0AQAAAACA2pk3b552794ty7L0yCOPaOPGjfrDH/5wWg1xSWrZsqVuvfVWbdq0SQ8//LAkad++fXrhhRfqs2wAAAAAAABHMFIcAAAAAPzMb37zG6Wlpal///764osvznp/AwYM0D//+U/16tXLO3IcAAAAAAAgUAQ7XQAAAAAAoHYqR4nfcsstdbK/0aNH65///Ke+//77OtkfnHXBBRfUy34ty+JDEwAAAAAAv0RTHAAAAAD8TEFBgSTV2f2/IyIiJElMJBYYNm/eLMuyqvz/tCzrrPZp2/ZZ7wMAAAAAAKdwT3EAAAAA8DNJSUmSpH//+991sr9Vq1ZJqrjXOPzf4sWL1axZM0n/bYbbtn1WXwAAAAAA+DOa4gAAAADgZwYPHizbtvXqq69q7dq1Z7WvDz/8UG+99ZYsy9JVV11VRxXCSb///e+Vlpamrl27ekd4P/744yovLz+rr7KyMqefGgAAAAAAZ8Sy+cg3AAAAAPiV3bt3q0ePHiosLFRoaKjuvfde3X333Wrfvv1p7+PgwYN64YUX9Pzzz6ukpETh4eHaunVrrfYB35aVlaXLLrtMO3bskGVZ+uijj3T11Vc7XRYAAAAAAA2OpjgAAAAA+KF3331XY8aMUVlZmXeK7NatW6t79+5q27atmjRporCwMIWGhqq4uFiFhYXKysrSvn379N1332nXrl2SKqbVdrlc+tvf/qZRo0Y5+ZRQD3bu3KnevXvr2LFjatmypbZv366oqCinywIAAAAAoEHRFAcAAAAAP5Wamqo777zT2+CW/nsP6ZpU/inYqVMnvfTSSxo0aFC91AjnvfXWWxo7dqwsy9Kf/vQnzZgxw+mSAAAAAABoUDTFAQAAAMCPlZWV6f3339ff//53rVmzRtnZ2TVu07x5cw0YMEA33XSThg0bpuDg4AaoFE665JJLtGHDBkVEROinn35SfHy80yUBAAAAANBgaIoDAAAAQAD5+eef9dNPP+nIkSMqKCjw3i88KipKjRs3VqdOndSoUSOny0QD27Fjh/7xj39Ikq6++mp16tTJ4YoAAAAAAGg4NMUBAAAAAAAAAAAAAAHL5XQBAPBrlJWVpaysLPG5JABnqqSkRGVlZU6XAQAAAAAAAAA+j6Y4UAsej0dvvvmm7r77bt1yyy267777tGjRIuXl5Z32PtatW6dBgwbpiiuuqMdK0VAOHz6sw4cPq6SkpMZ1lyxZoiFDhigiIkJNmzZV06ZNFRERof79+2v+/PkqLi5ugIrhy/79739r5MiRSkpKUlhYmJo2bar+/fvrhRdeUGFhodPloQHYtq0jR46cstm9b98+3XPPPd6MhIaGqnXr1ho/fry+//77Bq4W9c3lcsntdmvGjBlOlwIACFDHjx/X+++/rw0bNlS7/IcfftDkyZN16aWXqk2bNkpKSlKfPn00fvx4ffHFFw1cLZyQm5urN998U3fccYf69OmjpKQkRUdHKyQkRKGhoYqNjVWbNm3Up08fjR07VnPnztWuXbucLhuAn2nfvr3OOeccrVq1yulSAAABjOnTgdP03nvv6d5771VWVtZJyxo1aqQpU6booYcekmVZxv0sX75c119/vSzLYoRfAHC5XHK5XHr//fd13XXXVbtObm6ubrnlFu89HH/5a7cyM507d9aiRYvUo0eP+i0aDa6oqEivvvqq3n33Xe3du1fNmzfXyJEjde+99yosLEyS9MQTT+jpp5/2blOZk8p8tGrVSkuWLNFFF13U8E8A9W7fvn169NFHtWzZMhUUFCgoKEiDBw/W//f//X/q3r27JGn9+vW65pprvB/E+mVGgoODNXv2bN17773OPAnUOZer4vOrlmXpt7/9rebPn6+EhASHqwIABIqXXnpJjz32mI4dO6ZHH31UTz31lHdZaWmpHnnkEc2dO1fl5eWSTn7vIUkXXnih3njjDXXr1q1hi0e9Ky0t1bRp0zR79mzl5+dXWVbdpcRfXgu5/PLLNW3aNF166aX1WieAwOByuWRZlpYuXXrK62sAAJwtmuLAaXjjjTd0xx13SKr+jz+p4g/A/v376+9//7vxgjVN8cBS05v2kpISXXHFFVq3bp03OzExMerQoYPcbrcOHDigAwcOeNdv1KiRPvvsM1144YUN9hxQvw4dOqRrr71WX3/9taSK3yGVF4z69u2rTz75RB9//LFGjhwpy7Jk27ZcLpeaNm2qwsJC5eTkePcVHh6uf/7zn+QjwGzcuFFDhw7V0aNHq5xjLMtSo0aNtHbtWkVHR+u8886Tx+ORbduKiIhQly5d5HK5tHPnTh07dsy7zcsvv6zx48c79XRQhyrPMZW/N+Lj45WcnKxbb73V6dIAAH7uz3/+s2bMmOF973H33XfrpZdekiSVl5frxhtv1PLly6u8N4mPj1doaKiysrJUVFTkfTwsLEyff/65+vTp07BPAvUmLy9Pv/3tb6v8HVsdy7LUq1cvRUVF6ciRI/r++++91zkq/+aZPHmypk+f3iB1A/BflX/7LFu2TNdee63T5QAAAhTTpwM12L9/v+655x5vo+qBBx7Q+vXrtWPHDi1evFhXX321d93U1FRdeumlVZqc+HWbPXu2/vWvf0mqGOn7/vvvKzs7W5s2bdK///1v7du3T9u3b9fIkSMlSTk5ORo5cmSVi0zwb6NGjdJXX33l/R3SrFkzBQcHy7Zt/fvf/9aUKVM0bdo0SVJISIieeeYZZWZm6ueff1Z2drZ27NihsWPHSqqY3vLGG28kHwEkNzdXN9xwg7Kzs2XbthITE3X11VerZ8+esm1bOTk5mjhxov7yl78oLy9PISEhmj17trKysrRp0yZt2LBBWVlZ+utf/6qoqCjZtq0HHnhABw8edPqpoQ516dJFtm0rMzNTt99+uy6//HJt3LjR6bIAAH5qw4YN3oa42+3WPffco7vuusu7fM6cOVq2bJls21ZcXJzmzp2rw4cP68iRIzpw4IDy8/P15Zdfev+GKSws1PDhw3X06FGnnhLq2O23365//etfsm1bAwcO1LJly3To0CGVlJQoKytLK1eu1O9+9zvZtq1Dhw7pxRdf1HfffSePx6OVK1fqjjvuUEhIiGzb1jPPPKMnn3zS6acEoAHExcWd8VelUaNGnbQsPj7ewWcFAAgkjBQHavDII48oOTlZLpdL//d//6ff//73J62zYsUK3X777crJyZFt22rXrp3Wrl2rFi1anLQuI8UDS00jxZs3b66MjAw1b95cmzZtqjYTlZ5++mlNnTpVlmVp7ty5uueee+qzdDSApUuX6oYbbpBlWbr55pv14osvKj4+Xnl5eXrsscc0d+5cBQUFqaysTEFBQfr44481ZMiQaveVnJysRx55hHwEmGeeeUZTpkyRZVn64x//qOTkZLndbknSZ599puuvv17Hjx/35mTFihX67W9/W+2+1q5dq0GDBqm8vFx/+tOfuA91ADjxHPOf//xHDz/8sAoKCrwjr6699lo98sgj6tu3r8OVwgkXXHBBvezXsix99dVX9bJvNBzyAZMxY8Zo4cKFCg0N1apVq6pMb11eXq4WLVro8OHDat68udatW6e2bduecl/z5s3TPffcI8uyNGPGDP3pT39qgGeA+rRq1SpdeeWVsixL//u//+v9AG91nnvuOT388MPq2LGjvv76a0VERHiX7dmzR8OHD1d6erqCg4P1zTffMM1+AOD8ApMTZ7qqS1xDBQDUFZriQA169eqlLVu2aPjw4VqyZMkp1/vhhx80ZMgQ7d+/X7Ztq1OnTlq7dq2aNGlSZT2a4oHF1BRPT09Xjx49ZFmWUlJSqoy+OJU+ffpo48aNGjBggD7//PP6KhsN5Pe//72WLVumTp06aevWrQoODq6yvH///lq7dq0sy9JNN92kd99917i/fv366d///rcGDRqkVatW1WfpaCB9+/bVl19+qYsuukgbNmw46V6MM2fO1J/+9CdZlqVrr71Wy5YtM+5v1KhRevfdd9WrVy8uKgWAX55jdu/erfHjx3vPD5V56dOnjyZNmqThw4c7WC0aWnUXHX/5O6S2Kqfq5z2q/yMfMGnbtq3279+vu+66SykpKVWWbd68WRdccIEsy9KCBQs0ZsyYGvd33XXX6cMPP9RFF13ETCYBYMSIEXrvvfd06aWXau3atTWuf8UVV2jNmjV67rnnNHHixCrLDh48qB49eignJ0cTJkzwTtEP/8X5BSaV54PKTERERJx0XfRUfvrpJ1mWpSZNmlT5gE2lH3/8sU5rBQD8OjF9OlCDyjdd11xzjXG9Dh06aO3atUpKSpJlWdq5c6d++9vfqqCgoCHKhA86cfri070f0qhRoyRJO3bsqJea0LC+/vprWZal22677aSGuKQqF42uuuqqGvc3YsQISdLWrVvrrkg4aseOHbIsy3tP+V+6+eabvd8PHTq0xv1VzjTABYPAdM4552jVqlX6+9//rnPOOUe2bcu2bX355Ze64YYb1KZNGz300ENav36906WiASxevFjNmjWT9N+L0ZWZONMvBA7yAZNDhw5JqviA5i9lZGR4vx82bNhp7e+GG26QVDEyGP5v3bp1sixLo0ePPq31b7rpJtm2rXfeeeekZS1bttTtt98u27a1evXqui4VDuD8ApMVK1bo9ddfV0xMjGzbVklJicaNG6ddu3bpxx9/NH5VevXVV43LAQA4GzTFgRocP35cktSoUaMa101KStKqVavUtGlTWZaltLQ03XTTTSovL6/nKuGLwsLCvN8nJCSc1jaV06tnZWXVS01oWJUXHNu0aVPt8t69e3u/j4qKqnF/zZs3l1Rx73kEhvz8fEnyXlj6pRN/d5x4n7VTCQ8PlyQ+kBXgbrrpJm3fvl0pKSnq1KmT94LigQMHNGfOHPXr109JSUn64x//qEWLFmn37t1Ol4x68Pvf/15paWnq2rWrd4TV448/rvLy8rP6YpRWYCAfMKl83+nxeE5aduJ7j+pG6lWnsqlVXFxcB9XBaUeOHJF0eu89JXlHgX7//ffVLu/Vq5ckad++fXVQHZzG+QU1ue2225Senq4hQ4aouLhYTzzxhH7zm9/w4X4AgE+gKQ7UID4+XtLpj7o799xztWLFCm9j4tNPP9Udd9xRb/XBd5133nne708cNW7y008/SZJiYmLqpSY0rMjISEmnvgDUvHlzxcfHy7Zt7dq1q8b9VebjdD6kA/9QeY757rvvql2+bds27/en09jcvn17lf0icAUHB2v8+PHavn27PvroI1199dWS/jtS5+eff1ZKSor+8Ic/qGPHjoqPj9eFF16o4cOH67777nO4etSV5s2bKzU1VZ07d5Zt23r66af16aefOl0WfAT5wKm0b99ekrRy5cqTlnXt2tX7t0haWtpp7a9yBHCrVq3qqEI4KTY2VpL07bffntb6lX/HlJaWVru88kOgLheXIAMF5xfUpGXLlvrHP/6hlJQURUZG6ptvvtHFF1+sp59+mg9AAAAcxTtSoAa9evWSbdt6++23T3tap4svvljvvPOOdyqpN998Uw8++GB9lgmH/fzzzyddBIiPj/dOSfj+++/XuI/S0lK98cYbsixL3bt3r5c60bB69Ojh/f1R3YwRQUFBOnLkiI4fP67x48cb91VSUqL58+fLsizvaAv4v4svvli2bWvevHneUTknmjZtmqSKRuff/vY348wjhYWFevPNN8nIr9A111yjjz/+WHv27NHzzz+vQYMGKSgoqMq0lEePHtXmzZv1wQcf6OWXX3a6ZNSh+Ph4LV261DtN5Z133lnt6E/8OpEPVGfYsGGybVvvv/++li5dWmVZWFiYxowZI9u29fjjj9f4N3BqaqreffddWZalK6+8sj7LRgOp/Bvmr3/9qzIzM43rlpSU6PXXX5dlWTrnnHOqXecf//iHJKldu3Z1Xiucw/kFp2P8+PHasmWL+vfvz6hxAIBPoCkO1OD3v/+9JCk9PV3jx48/7U80XnfddXrhhRe8FxFeeOEF3XzzzUx7HKDuvfdeRUVF6fzzz9eYMWM0c+ZMffrpp7rzzjtl27amTZtmnC6uqKhIt912m3dU6PXXX99QpaMe3XTTTZIqRgGPGzdOhYWF1a4XGhpqnJ7Q4/Fo1KhR3nvNjxw5su6LhSPGjh0rqWJK/IEDB2rVqlXKysrS5s2b9Yc//EErVqyQZVnq2rWrduzYobvuuqvaxnhxcbFuv/127++ZG2+8sUGfB3xDmzZtNHHiRK1atUpHjhzRe++9pwceeED9+vVTo0aNuG9jAOvUqZPmzp0rqeKDejNmzHC4IvgS8oFfuvfeexUXFyfbtnXLLbfo+eefr/J37owZM9SmTRutWbNGI0aMqPZvWNu29corr+h3v/udysrK5Ha7dffddzfgs0B9qfxbIzs7W1dddZUOHDhQ7XolJSW69dZbvSPFK6+dnGj+/PlaunSpLMvSNddcU39FwxGcX3A62rZtqy+++ELPP/+8wsPDGTUOAHCUZXNlDDAqLi5Wr169vM2otm3bauTIkerUqZNuvfXWGrd/5plnNGXKFO+o8ZCQEBUVFcmyLN78BYDqpoCr/H99Itu21aJFC33zzTdV7tO3ZcsWLVmyRAsWLNCBAwdk27batGmj77777rTv4QffVVRUpF69emnnzp2SpMTERF133XWaN2/eaW3/z3/+UytWrNDf/vY3ZWVlybZt9ezZU5s2bVJQUFB9lo4G9Nvf/laffPLJKX93dOvWTcuWLfPeO/r888/XPffcox49eqiwsFBpaWn661//qh9++EFSxcWprVu3kpEA4HK5ZFmWli5dquuuu+6s95edna2DBw8qLy9Pffv2rYMK4WsuueQSbdiwQREREfrpp5+4lQKqIB840QcffKAbb7zRO9tVu3btNGrUKF1yySVq166d8vPzNXLkSO3Zs0dRUVG65pprvFMl7927V//4xz905MgR7z2Fn376aU2ZMsXhZ4W6UFZWpgsuuEDp6emSKu5BP3bsWA0ZMkQtWrTQ8ePHlZaWpnnz5umHH36Qbdtq3ry5duzYoejoaEnSSy+9pDfeeEPffPONbNtWo0aNlJ6erhYtWjj51FBPOL/gdP3www+67bbbtH79elmWpZ49e2rBggXq3r17nf/tAwBAdWiKA6dhx44dGjJkiA4ePOhtWsTHx+vw4cOntf1LL72kBx54wDu6r/LCAU1x/5ebm6stW7bo22+/9f73u+++U0FBwUnrWpalI0eOVBkR/Mgjj2jWrFmSKnIRGxurzz77TBdddFGDPQfUr127dmnQoEHeERZt27bVnj17Tmvbvn37asOGDZIq8tG2bVt9/vnnatu2bX2VCwcUFBRo9OjRWr58+UnLWrZsqTVr1uicc87R5MmT9eyzz1bbPJcqMhIfH6+1a9eqc+fO9V02GgAXhlBbO3bs8E5Te/XVV6tTp04OVwRfQj7wS59++qnuuusu7/vUU31Az7TM5XLpf//3f/X000/Xb7FoUD/99JP69++vffv2nfK9p/Tfv2FXr16tCy64wPv4gAEDtHbtWtm2rYiICC1btkyDBw9uiNLhAM4vqA3btpWcnKzHH39cRUVFCgkJ0f/+7//qySef5G8fAEC9oykOnKbDhw/r0Ucf1TvvvKPjx4+rZ8+e+vrrr097+/Xr1+sPf/iDfvzxR0miKR7AbNvWDz/8cFKzPDc3V0ePHq2y7qxZszRp0iRJFQ3Qv/71r+ratasTZaMe5eTk6LHHHtObb76pAQMG6IMPPjit7caMGaOFCxfK5XJp1KhRmjVrVpWZBhBYPv/8cy1ZskR79uxRo0aN1Lt3b91xxx2KioryrvPII49o9uzZ1U6h3r9/f82fP1/t27dvyLJRj2iKAwDqW35+vubMmaN33nnHeyun0xEcHKzBgwfr8ccfV58+feqxQjglOztbDzzwgBYtWnTKaxdDhgxRSkrKSe8/R4wYoQ8//FDXX3+9nnzyyVPebxzAr9e2bds0duxYffXVV7IsyzuAiL99AAD1iaY4UEsFBQX617/+paKiIl177bW12rakpERvvPGG3njjDaWnpysvL6+eqoQvKigoOGlK9C+//FL//Oc/NXjw4CqfrEdgKioq0qFDh9SmTZvTWn/VqlU6ePCgrrrqKjVr1qyeq4O/2Lt3r5YtW+adLr1Vq1YaMmQIM0wEoDfffFOSdMUVV6hVq1YOVwMACHTff/+9Nm/erPT0dO3fv195eXnyeDyybVtRUVGKjo7WOeeco+7du6tfv35q0qSJ0yWjAfz8889auXKltm3bppycHEVFRal9+/YaPHjwKWcnysjIUFxcnNxudwNXC8CflJWV6S9/+YuefvpplZSU0BQHANQ7muKAj9i5c6f+/ve/S5Ief/xxh6uBryEfMCEfqAkZgQn5gAn5gAn5gAn5gAn5gAn5+HXZsmWLli5dKkm65ZZb1LFjR+P65AMAcKZoigM+Yvny5br++uuZVh3VIh8wIR+oCRmBCfmACfmACfmACfmACfmACfmACfkAAJwpl9MFAAAAAAAAAAAAAABQX2iKAwAAAAAAAAAAAAACFk1xAAAAAAAAAAAAAEDAoikOAAAAAAAAAAAAAAhYNMUBAAAAAAAAAAAAAAGLpjgAAAAAAAAAAAAAIGDRFAcAAAAAAAAAAAAABCya4gAAAAAAAAAAAACAgEVTHAAAAAAAAAAAAAAQsGiKAwAAAAAAAAAAAAACFk1xAAAAAAAAAAAAAEDAoikOAAAAAAAAAAAAAAhYNMUBAAAAAAAAAAAAAAGLpjgAAAAAAAAAAAAAIGDRFAcAAAAAAAAAAAAABCya4sAZ2rNnj0pKSpwuAz6KfMCEfKAmZAQm5AMm5AMm5AMm5AMm5AMm5AMm5AMA4CtoigNn6O6771aLFi305z//uU7217p1a40dO1a33nprnewPziIfMCEfqAkZgQn5gAn5gAn5gAn5gAn5gAn5gAn5AAD4imCnCwD81bfffqvs7GwVFxfXyf569eqlN954o072BeeRD5iQD9SEjMCEfMCEfMCEfMCEfMCEfMCEfMCEfAAAfAUjxYEzlJubK0nq2bOns4XAJ5EPmJAP1ISMwIR8wIR8wIR8wIR8wIR8wIR8wIR8AAB8BU1x4Ax16NBBkrRt2zaHK4EvIh8wIR+oCRmBCfmACfmACfmACfmACfmACfmACfkAAPgKmuLAGXriiSdk27aef/55ffbZZ06XAx9DPmBCPlATMgIT8gET8gET8gET8gET8gET8gET8gEA8BWWbdu200UA/qi4uFgLFy7Uvffeq6KiIl100UW67LLL1KlTJzVu3FghISE17uO6665rgErhBPIBE/KBmpARmJAPmJAPmJAPmJAPmJAPmJAPmJAPAICvoCkOnKGgoCDv97Zty7KsWm1vWZZKS0vruiz4CPIBE/KBmpARmJAPmJAPmJAPmJAPmJAPmJAPmJAPAICvCHa6AMBf/fLzJHy+BCciHzAhH6gJGYEJ+YAJ+YAJ+YAJ+YAJ+YAJ+YAJ+QAA+Aqa4sAZmjp1qtMlwIeRD5iQD9SEjMCEfMCEfMCEfMCEfMCEfMCEfMCEfAAAfAXTpwMAAAAAAAAAAAAAApbL6QIAAAAAAAAAAAAAAKgvTJ8O1KGioiJ98803ysjIUH5+viIiItSyZUt169ZNERERTpcHh5EPmJAP1ISMwIR8wIR8wIR8wIR8wIR8wIR8wIR8AACcQFMcqANpaWmaPn26Pv30UxUXF5+0PDg4WAMHDtTjjz+uvn37OlAhnEQ+YEI+UBMyAhPyARPyARPyARPyARPyARPyARPyAQBwlA3grMyYMcMODg62XS6XbVnWKb9cLpcdHBxsP/nkk06XjAZEPmBCPlATMgIT8gET8gET8gET8gET8gET8gET8gEAcJpl27btdGMe8FfPP/+8HnroIe/PSUlJGjRokNq1a6fIyEh5PB798MMPWrNmjX7++WdJkmVZevHFF3X33Xc7VTYaCPmACflATcgITMgHTMgHTMgHTMgHTMgHTMgHTMgHAMAnON2VB/zVTz/9ZIeFhdmWZdkxMTH23/72N7u8vLzadcvKyuwFCxbYsbGxtmVZdlhYmH3gwIEGrhgNiXzAhHygJmQEJuQDJuQDJuQDJuQDJuQDJuQDJuQDAOArXE435QF/9eKLL6qoqEhBQUH64IMPNGbMGFmWVe26LpdLY8eO1YoVK+RyuVRcXKw33nijgStGQyIfMCEfqAkZgQn5gAn5gAn5gAn5gAn5gAn5gAn5AAD4CpriwBn67LPPZFmWbrrpJl1++eWntc3ll1+um2++WbZt64MPPqjnCuEk8gET8oGakBGYkA+YkA+YkA+YkA+YkA+YkA+YkA8AgK+gKQ6cob1790qShgwZUqvtrrzyyirbIzCRD5iQD9SEjMCEfMCEfMCEfMCEfMCEfMCEfMCEfAAAfAVNceAMFRYWSpIiIiJqtV14eLgkKS8vr85rgu8gHzAhH6gJGYEJ+YAJ+YAJ+YAJ+YAJ+YAJ+YAJ+QAA+Aqa4sAZatq0qSQpPT29VttVrl+5PQIT+YAJ+UBNyAhMyAdMyAdMyAdMyAdMyAdMyAdMyAcAwFfQFAfO0CWXXCLbtvX666+f9icW8/LyNH/+fFmWpT59+tRzhXAS+YAJ+UBNyAhMyAdMyAdMyAdMyAdMyAdMyAdMyAcAwFfQFAfO0NixYyVJhw4d0u9//3vl5OQY18/NzdX111+vQ4cOSZJGjx5d3yXCQeQDJuQDNSEjMCEfMCEfMCEfMCEfMCEfMCEfMCEfAABfYdm2bTtdBOCvhgwZotWrV8uyLCUmJurOO+/UFVdcofbt2ysyMlL5+fnavXu3Vq9erddee00ZGRmSpAEDBmj16tUOV4/6Rj5gQj5QEzICE/IBE/IBE/IBE/IBE/IBE/IBE/IBAPAFNMWBs3D48GFdeeWV2rJliyzLqnF927bVpUsXrV27VnFxcQ1QIZxEPmBCPlATMgIT8gET8gET8gET8gET8gET8gET8gEA8AVMnw6chaZNm+pf//qX7rnnHrndbtm2fcqvkJAQjR8/Xhs3buTN3K8E+YAJ+UBNyAhMyAdMyAdMyAdMyAdMyAdMyAdMyAcAwBcwUhyoIxkZGVq5cqW+/PJLZWRk6NixY4qKilKzZs3Uu3dvXXPNNWratKnTZcIh5AMm5AM1ISMwIR8wIR8wIR8wIR8wIR8wIR8wIR8AAKfQFAcAAAAAAAAAAAAABCymTwfO0Lhx4zRu3Dht3ry5VtutWbNGl1xyifr06VM/hcEnkA+YkA/UhIzAhHzAhHzAhHzAhHzAhHzAhHzAhHwAAHxFsNMFAP5qwYIFsixLw4cPV8+ePU97u6ysLG3YsEGxsbH1VxwcRz5gQj5QEzICE/IBE/IBE/IBE/IBE/IBE/IBE/IBAPAVjBQHGtjKlSslSaWlpQ5XAl9EPmBCPlATMgIT8gET8gET8gET8gET8gET8gET8gEAqGvcUxyowcyZM5WSknLS43v37pVlWUpISFBERESN+7FtWzk5OTp27JgkqUePHvrmm2/qvF40LPIBE/KBmpARmJAPmJAPmJAPmJAPmJAPmJAPmJAPAICvoykO1CAvL0+dO3fWoUOHVJf/XObPn6/bb7+9zvYHZ5APmJAP1ISMwIR8wIR8wIR8wIR8wIR8wIR8wIR8AAB8HU1x4DQsXrxYkyZNqvLYTz/9JMuy1KRJk9P6lKPL5VJERIRatWqlUaNGacyYMfVVLhoY+YAJ+UBNyAhMyAdMyAdMyAdMyAdMyAdMyAdMyAcAwJfRFAfOkMvlkmVZWrp0qa677jqny4GPIR8wIR+oCRmBCfmACfmACfmACfmACfmACfmACfkAAPiKYKcLAPxV69atZVnWaX3CEb8+5AMm5AM1ISMwIR8wIR8wIR8wIR8wIR8wIR8wIR8AAF/BSHGgAWzdulXdu3d3ugz4KPIBE/KBmpARmJAPmJAPmJAPmJAPmJAPmJAPmJAPAEB9cjldAODv8vLy9OSTT6pDhw5KTU09afnhw4fVs2dPtWjRQtOmTVNRUZEDVcIp5AMm5AM1ISMwIR8wIR8wIR8wIR8wIR8wIR8wIR8AAMfZAM7Yzp077bZt29oul8t2uVz2vHnzTlpn/fr1tmVZ3nV69Ohh/+c//3GgWjQ08gET8oGakBGYkA+YkA+YkA+YkA+YkA+YkA+YkA8AgC9gpDhwhgoKCjR06FD99NNPsm1b4eHhCgkJOWm9xMRE3XfffWrRooVs21Z6erqGDx+usrIyB6pGQyEfMCEfqAkZgQn5gAn5gAn5gAn5gAn5gAn5gAn5AAD4jIbswAOBZPbs2d5PL9544412bm6ucf2ioiJ7woQJ3m3eeOONhikUjiAfMCEfqAkZgQn5gAn5gAn5gAn5gAn5gAn5gAn5AAD4Csu2bdvpxjzgjy677DKtW7dO559/vr7++mtZllXjNmVlZbrggguUnp6uQYMG6bPPPmuASuEE8gET8oGakBGYkA+YkA+YkA+YkA+YkA+YkA+YkA8AgK9g+nTgDH333XeyLEu33Xbbab2Zk6SgoCCNHj1atm1r8+bN9VsgHEU+YEI+UBMyAhPyARPyARPyARPyARPyARPyARPyAQDwFTTFgTN0/PhxSVLz5s1rtV3btm0lSXl5eXVdEnwI+YAJ+UBNyAhMyAdMyAdMyAdMyAdMyAdMyAdMyAcAwFfQFAfOUKtWrSRJu3btqtV2Bw4ckCTFxcXVeU3wHeQDJuQDNSEjMCEfMCEfMCEfMCEfMCEfMCEfMCEfAABfQVMcOEPnnXeebNvWm2++qdLS0tPaxrZt/e1vf5NlWerZs2f9FghHkQ+YkA/UhIzAhHzAhHzAhHzAhHzAhHzAhHzAhHwAAHwFTXHgDI0dO1ZSxaccb7vtNhUXFxvXLy8v17333qstW7ZIkkaMGFHvNcI55AMm5AM1ISMwIR8wIR8wIR8wIR8wIR8wIR8wIR8AAF9h2bZtO10E4I/KysrUt29fbdq0SZZlqX379rrzzjt12WWXqU2bNgoPD9fx48e1f/9+/fvf/9b8+fO1fft2SRWfkPzmm2/kcvG5lEBFPmBCPlATMgIT8gET8gET8gET8gET8gET8gET8gEA8BU0xYGzcPDgQfXu3Vs///yzLMuqcX3bttWqVSv961//UuvWrRugQjiJfMCEfKAmZAQm5AMm5AMm5AMm5AMm5AMm5AMm5AMA4Av4iBVwFlq2bKnvvvtOd9xxh1wul2zbPuWXy+XSqFGj9M033/Bm7leCfMCEfKAmZAQm5AMm5AMm5AMm5AMm5AMm5AMm5AMA4AsYKQ7UkaNHj+qTTz7Rhg0blJGRoezsbEVERCgxMVEXXXSRrrnmGrVq1crpMuEQ8gET8oGakBGYkA+YkA+YkA+YkA+YkA+YkA+YkA8AgFNoigMAAAAAAAAAAAAAAhbTpwMAAAAAAAAAAAAAAhZNccABHo9Hb7zxhtNlwEeRD5iQD9SEjMCEfMCEfMCEfMCEfMCEfMCEfMCEfAAA6hLTpwNn6dtvv9WiRYu0Y8cOFRQUqKysTL/8Z2XbtkpKSlRYWKjc3Fz99NNPKi8vV2lpqUNVo6GQD5iQD9SEjMCEfMCEfMCEfMCEfMCEfMCEfMCEfAAAnBbsdAGAP0tOTtbkyZNPegN3KieuZ1lWfZUFH0E+YEI+UBMyAhPyARPyARPyARPyARPyARPyARPyAQDwBTTFgTO0detW/elPfzrtN3PSf9/EDRkyRFdeeWV9lQYfQD5gQj5QEzICE/IBE/IBE/IBE/IBE/IBE/IBE/IBAPAV3FMcOEPz5s2TbduyLEvDhw/Xl19+qYyMDN1xxx2SpAkTJigzM1O7du3SkiVLdPnll3vf/A0ZMkQPPfSQk+WjnpEPmJAP1ISMwIR8wIR8wIR8wIR8wIR8wIR8wIR8AAB8hg3gjJx33nm2ZVl2z5497fLycu/jixcvti3Lsjt16lRl/fLycnvs2LG2ZVl2aGiovXfv3oYuGQ2IfMCEfKAmZAQm5AMm5AMm5AMm5AMm5AMm5AMm5AMA4CsYKQ6coZ9//lmWZemWW26pcm+bCy+8UJL0ww8/KDMz0/u4ZVmaN2+eEhMTVVJSonnz5jV4zWg45AMm5AM1ISMwIR8wIR8wIR8wIR8wIR8wIR8wIR8AAF9BUxw4Q3l5eZKkdu3aVXm8bdu2ioiIkCRt3ry5yrKwsDCNHj1atm0rNTW1QeqEM8gHTMgHakJGYEI+YEI+YEI+YEI+YEI+YEI+YEI+AAC+gqY4cIZiY2NPueycc86RJG3fvv2kZd26dZMk7dq1q34Kg08gHzAhH6gJGYEJ+YAJ+YAJ+YAJ+YAJ+YAJ+YAJ+QAA+Aqa4sAZat68uSRpz549Jy0799xzJUlbt249aVlISIgkKTc3tx6rg9PIB0zIB2pCRmBCPmBCPmBCPmBCPmBCPmBCPmBCPgAAvoKmOHCG+vXrJ9u29e6776q8vLzKss6dO59yep/09HRJUmhoaIPUCWeQD5iQD9SEjMCEfMCEfMCEfMCEfMCEfMCEfMCEfAAAfAVNceAM3XzzzZKkLVu26He/+12VqXz69esnqWJ6nzfffNP7+K5du/TKK6/Isix17NixYQtGgyIfMCEfqAkZgQn5gAn5gAn5gAn5gAn5gAn5gAn5AAD4DBvAGbvyyitty7Jsl8tlu1wue+XKlbZt23Zpaandtm1b2+Vy2UFBQfagQYPs6667zo6Ojvau/9RTTzlcPeob+YAJ+UBNyAhMyAdMyAdMyAdMyAdMyAdMyAdMyAcAwBfQFAfOQm5urj1w4EDvm7T09HTvspUrV9put9v7Zq/yy7Is+9xzz7WPHTvmYOVoCOQDJuQDNSEjMCEfMCEfMCEfMCEfMCEfMCEfMCEfAABfwPTpQA1mzZqll19+WT/99NNJy2JiYvT555/rgw8+0JgxY3TOOed4lw0ZMkQfffSRzj33XNkVH0CRbdu66qqrtGbNGkVHRzfk00A9IR8wIR+oCRmBCfmACfmACfmACfmACfmACfmACfkAAPg6y7Zt2+kiAF/WoUMH7dmzR6+++qrGjRvnffypp56SJI0cObLGe9v88MMPysrKUtu2bdWsWbN6rRcNi3zAhHygJmQEJuQDJuQDJuQDJuQDJuQDJuQDJuQDAODrgp0uAPB1//nPfyRJUVFRVR5/4oknZFmWevbsWeMbug4dOqhDhw71ViOcQz5gQj5QEzICE/IBE/IBE/IBE/IBE/IBE/IBE/IBAPB1TJ8O1CA4uOKzI+np6Q5XAl9EPmBCPlATMgIT8gET8gET8gET8gET8gET8gET8gEA8HWMFAdq0L59e23evFmzZs1Sfn6+unbtKrfb7V3++eefKycn54z2feutt9ZRlXAK+YAJ+UBNyAhMyAdMyAdMyAdMyAdMyAdMyAdMyAcAwNdxT3GgBrNnz9b/+3//T5ZlVXm88p/OLx8/XZZlqbS09Kzrg7PIB0zIB2pCRmBCPmBCPmBCPmBCPmBCPmBCPmBCPgAAvo6mOFCD8vJy/c///I/efPPNOt2vZVkqKyur032i4ZEPmJAP1ISMwIR8wIR8wIR8wIR8wIR8wIR8wIR8AAB8HU1x4DTt2rVLW7dulcfjUXl5uW6//XZZlqU//vGPuuCCC85on2PHjq3jKuEU8gET8oGakBGYkA+YkA+YkA+YkA+YkA+YkA+YkA8AgK+iKQ6cIZfLJcuytHTpUl133XVOlwMfQz5gQj5QEzICE/IBE/IBE/IBE/IBE/IBE/IBE/IBAPAVwU4XAPiryy+/XJZlqUmTJk6XAh9EPmBCPlATMgIT8gET8gET8gET8gET8gET8gET8gEA8BWMFAcAAAAAAAAAAAAABCyX0wUAAAAAAAAAAAAAAFBfaIoDAAAAAAAAAAAAAAIWTXEAAAAAAAAAAAAAQMCiKQ4AAAAAAAAAAAAACFg0xQEAAAAAAAAAAAAAASvY6QLw61RYWKjdu3c7XQbq0DnnnKOwsLA62Rf5CDzkAybkAzWpq4yQj8BEPmBCPmBCPmDCe1SYkA+YkA+Y1GU+AAC1Q1Mcjti9e7fOO+88p8tAHUpPT1e3bt3qZF/kI/CQD5iQD9SkrjJCPgIT+YAJ+YAJ+YAJ71FhQj5gQj5gUpf5AADUDtOnAwAAAAAAAAAAAAACFk1xAAAAAAAAAAAAAEDAYvp0+IRly5bp3HPPdboM1MKuXbs0fPjwBjkW+fA/5AMm5AM1aaiMkA//RD5gQj5gQj5gwntUmJAPmJAPmDRkPgAAZjTF4RPOPfdc7qWCUyIfMCEfMCEfMCEfMCEfMCEfMCEfqAkZgQn5gAn5AADgzDF9OgAAAAAAAAAAAAAgYNEUBwAAAAAAAAAAAAAELJriAAAAAAAAAAAAAICARVMcAAAAAAAAAAAAABCwaIoDAAAAAAAAAAAAAAIWTXEAAAAAAAAAAAAAQMCiKQ4AAAAAAAAAAAAACFjBTheAwJOTk6PU1FTvz0lJSQoNDa2yzq5du4w/w/fV5/9D8uH/yAdMyAdqUl//H8lHYCAfMCEfMCEfMOE9KkzIB0zIB0zO9P9hUVGR9u/f7/25f//+atSoUV2WBgC/OpZt27bTRSCwLF++XMOHD3e6DAAAAAAAAAAA/N6yZcv0u9/9zukyAMCvMX06AAAAAAAAAAAAACBg0RQHAAAAAAAAAAAAAAQs7imOOpeUlFTl52nTlqlly3MdqqZ2CgoOKCKildNl1Mrx43sUHt7e6TJq5ejR7WrcuIvTZdTa8eP7FR6eVPOKPiQ/f5ciI/3j31+l3NwfFRnZQsHBoU6XUivHj/+k8PA2TpdRKx7PLkVF+Vc+jh8/KpdLCg1t7HQptXL8+F6Fh7d1uoxaOXZsp2JiOjldRq0VFBxURERLp8uoFX88l+fk7FCjRp2dLqPWCgr2KyLCv87lBQW7FRFxjtNl1EpOzveKiTlHLleQ06XUyvHj+xQe3trpMmolP3+3IiP9Kx8ez38UEhKtkJAop0upFX98r5eX972iozs6XUatlJQcV2lpnsLDmzpdSq0cP/6jwsPbOV1GreTm7lRsrD++1/O/6zb+eC7nuk3D8c/rNj8pJqaZ31238Xj861x+8OAuPfbYcO/Pv7zmDgCoPZriqHOhoVXfELVsea7atevmUDW14/FEKCrKv/6Qzc8PUmSkf12UjooqVkKCf2TiRPn54YqM9K+mRV6eFB3tX691dnawoqPbyO0Oc7qUWsnPD1FkZAeny6iV3FwpNta/8pGfnymXSwoPb+J0KbWSn+9WZKR/XZQ+erRMjRv7Vz4kyeOJVFRUW6fLqBV/PJdnZZUoPt4f8xGuqCj/Opd7PC5FRfnXRenMzHLFxXX1u6Z4fn6Y3zWYjx2zFBPT1ekyaiU3N0ZhYbEKDY1xupRa8cf3ejk55WrUyL9+VxcXF6ikJEeRkS2cLqVW8vODFRnpXw3m7OwyxcX5Vz4k/7xu44/ncq7bNBz/vG4TosaNk/zuuk1urv+dy0/0y2vuAIDaY/p0AAAAAAAAAAAAAEDAoikOAAAAAAAAAAAAAAhYNMUBAAAAAAAAAAAAAAGLpjgAAAAAAAAAAAAAIGDRFAcAAAAAAAAAAAAABCya4gAAAAAAAAAAAACAgEVTHAAAAAAAAAAAAAAQsGiKAwAAAAAAAAAAAAACFk1xAAAAAAAAAAAAAEDA8pmm+DvvvKMLL7xQUVFRiomJUZcuXVRcXNygNZSWlur5559XdnZ2gx73bC1fvlzDhg1TYmKiQkJCFB8fr8GDB2vhwoWybdvp8gAAAAAAAAAAAADAMcFOFyBVNHVHjx4tSbIsS40aNZLL5VJISEiD1bB//34NHTpU6enpGjlyZIMd92yUl5fr1ltv1cKFCyVJLpdL0dHRys7O1urVq7V69Wq99957eu+99+R2ux2uFgAAAAAAAAAAAAAank+MFF+0aJEkKSkpST///LOys7P13XffNWgNu3fvVnp6eoMe82z95S9/0cKFCxUUFKRp06bp6NGjysnJUVZWlqZOnarg4GAtX75ckydPdrpUAAAAAAAAAAAAAHCETzTFMzMzJUkDBw5Us2bNHK7GPxQVFenZZ5+VJN1///169NFHFRMTI0mKi4vTE088oUcffVSS9OKLL+ro0aOO1QoAAAAAAAAAAAAATvGJpnhpaakkKTw83OFK/Me//vUvHTt2TJL00EMPVbvOXXfdJUkqLi7W+vXrG6w2AAAAAAAAAAAAAPAVjjbFBwwYIMuylJqaKkl65ZVXZFmWLMvS3r17JUlHjx7VjBkz1K9fPyUkJMjtdqtx48a6+OKLNW3aNOXm5p5y/zt37tT999+vzp07KyIiQrGxserXr5/mz5+v8vJy73pt27bVwIEDvT83b95clmVpwYIFVfZXOS15z549FRUVpcjISHXt2lWTJk3SoUOHTjr+3r17ZVmWgoOD5fF4NG7cOMXExCgmJkZ9+vRRVlbWGb92kZGRGjNmjIYOHaqWLVtWu05iYqIsy5IkbwMdAAAAAAAAAAAAAH5Ngp08eFxcnBITE5Wdna2SkhKFh4d7pwAPCgpSWlqarrnmGu/06qGhoQoLC1NOTo7S0tKUlpamhQsXauPGjYqOjq6y77ffflt33nmnCgsLJUkxMTHKz8/XunXrtG7dOq1evVoLFy6UZVlKSEjQsWPHvFOMJyQkyOVyVRm5/uWXX2r48OHKyMiQVDGqPSgoSNu3b9f27dv12muvafHixbriiiuqfa4jR47URx99pIiICBUWFqqwsFDx8fFn/Nr16dNHffr0Ma6zfv162bYtSWrVqtUZH0uSDhw4cNrrVvcBAQAAAAAAAAAAUHslJSXav39/gx3P7XZXGXQHAIHA0ab4+++/L6lixHhqaqpuvfVWzZs3T1LFlN8DBgxQZmam+vbtq5SUFPXo0UOSlJGRoZkzZ2rWrFnasWOHUlJS9Mgjj3j3+8033+i2225TWVmZhg4dqueee04dO3ZUUVGRXn75ZT388MNatGiR+vTpo4kTJ2rTpk1as2aNd7T4li1bqtzb/MCBAxo2bJiysrLUuXNnpaSkqH///rIsSxs2bNA999yjr7/+WsOHD1daWpo6depU5XmWlZXp448/VkpKisaPHy+Px6M9e/bU62srSdOnT5dU8eGD3r17n9W+kpKS6qIkAAAAAAAAAABQC5mZmZoxY0aDHrN79+567LHHaIwDCBg+cU/x6qxcuVJ79uxRaGioli1b5m2ISxXTgicnJ+s3v/mNJJ10v+zJkyerrKxMl1xyiVasWKGOHTtKqhhp/uCDD+qBBx6QJG8DvibTp09XVlaWmjZtqtTUVO+075LUu3dvrVmzRu3bt5fH49GUKVOq3cewYcM0YcIEWZal6OhonX/++bV6PWpr9uzZ+vTTTyVVvB5ut7tejwcAAAAAAAAAAALD1q1bvTPnAkAgcHSkuMkll1yi1atXq7CwUAkJCdWu061bN23cuFF5eXnex3Jzc/XFF19IkiZNmqSgoKCTtrvvvvsUHR2tDh06qLS0VMHBp34ZbNvW4sWLJUkTJ05U06ZNT1onOjpakydP1l133aUVK1bI4/EoKiqqyjpDhgyp+UnXkb/97W/6f//v/0mSLrvsMj300ENnvc/aTM2yc+dODR48+KyPCQAAAAAAAAAAnFFSUuJ0CQBQZ3y2KR4fH69BgwZVeSw3N1e7du3Stm3btHHjRn3yySeSKqYnr7RlyxbvL+pLL7202n23a9dOTz755GnV8eOPP3rvaf7Lek5UeS/x0tJSbd68Wf369auyvEOHDqd1vLOVkpKiP/7xj7JtWx07dtSSJUuq/WBAbdXmnuS5ublnfTwAAAAAAAAAACA1adJEs2bNqvfjHDp0SDNnzqz34wCAE3y2KS5VjNL+8MMPlZKSorS0NB05cqTKcpfL5V2vUuV0Hi6X65QjzGvjxGO2aNHilOu1bNmy2m0qxcTEnHUtJrZta8qUKXrmmWckSZ07d9bq1avr5DUAAAAAAAAAAADOcLvdSkpKcroMAPBrPtsULy4u1rXXXquVK1dKksLCwnTBBReoS5cu6tmzpy677DLNnz9fr776apXtSktLvd9X3vf7bJzYcDcpLy83HreygV8fiouLdfvtt+udd96RJF100UX6+OOPaYgDAAAAAAAAAAAA+NXz2ab47NmztXLlSoWFhem1117TjTfeqNDQ0CrrzJkz56Tt4uPjJVU0qTMzM9WkSZNq979t2za1bt36pHt//9KJjeWDBw+qTZs21a538ODBarepbwUFBbruuuu0evVqSdLVV1+t9957r8bnBQAAAAAAAAAAAAC/BvU3fPksLVmyRJI0ZswYjR49+qSGuFTR2Jaqjubu1auX9/v169dXu+/9+/erW7duio6O1qZNm4x1tG/fXnFxcZKkzz///JTrVTalXS6XzjvvPOM+60pJSYluuOEG77FvvfVWffDBBzTEAQAAAAAAAAAAAOD/z2eb4h6PR1LVaclPtGTJEn377beSKprDlZo0aaIBAwZIqhhtXt3056+88ookqVmzZt4melBQkHd5WVmZ93vLsnTzzTdLkubOnavDhw+ftL+8vDw9++yzkqTBgwcrNjb29J7kWXrsscf06aefSpLuvvtuLViwQMHBPjv4HwAAAAAAAAAAAAAanM82xXv37i1Jeuutt7Ro0SJvo/rQoUN66qmndMstt3jXLSgoqLLt9OnTFRQUpDVr1mjEiBHat2+fJCk/P1/Jycl65plnJEmPPvqot4ncuHFj7/YbNmyosr8pU6YoLi5Ohw8fVv/+/ZWamupttm/cuFEDBw7Unj17FBERUe2U7vVh+/btSk5OliQNGjRIL774Yp3cQx0AAAAAAAAAAAAAAonPNsWnTp2qhIQEFRcXa9SoUQoLC1NsbKyaN2+uqVOnyu12a+TIkZKkffv2VRkR3rdvX82fP19ut1vvvfee2rRpo8aNGys6OlqTJk1SWVmZJkyYoHvvvde7TYcOHbz3Ar/hhhvUqFEjb9M5KSlJK1asUJMmTbRjxw4NGDBAUVFRio6OVu/evfXVV18pPj5eS5cuVefOnRvk9ZkzZ453FP3XX3+tFi1aqFmzZqf8+vvf/94gdQEAAAAAAAAAAACAL/HZpni7du20adMm3X777WrVqpWkimnNu3btqokTJ2rLli2aO3euLMvS0aNHlZqaWmX7sWPH6ttvv9W4cePUunVrFRQUKDY2VoMHD9ayZcuUkpJSZWR1aGioPvjgA/Xt21cRERGybVtHjhzxLr/00ku1bds2TZkyxXvPcMuy1KNHD02dOlXp6em68sorG+CVqbBu3Trv9zk5OcrIyDB+HT9+vMFqAwAAAAAAAAAAAABf4RM3oF6zZk21j7dp00avv/66cdtT3XNckrp06aL58+efdh29e/eu0mz+pYSEBE2fPl3Tp08/rf21bdu22nua14WtW7fWy34BAAAAAAAAAAAAIJD47EhxAAAAAAAAAAAAAADOFk1xAAAAAAAAAAAAAEDA8onp03+NkpOTlZycfEbbjhgxQnPmzKnjigAAAAAAAAAAAAAg8NAUd4jH41FGRsYZbZubm1vH1QAAAAAAAAAAAABAYGL6dIc88cQTsm37jL4WLFjgdPkAAAAAAAAAAAAA4BdoigMAAAAAAAAAAAAAAhZNcQAAAAAAAAAAAABAwKIpDgAAAAAAAAAAAAAIWMFOFwAAAAAAAAAAAABnlZSUVPn50KFDDXJct9utxMREWZbVIMcD8OtEUxz1Lj9/l/LynK7i9Bw7dkS2XeB0GbXi8WSqvLzM6TJqpagoS3l53zldRq3l5WWqvPy402XUSl5epiT/eq0LCzMl5cvtDnW6lFqp+LdY7HQZteLxZMrl8rd8FKi8vFSlpRlOl1IrHk+WystLal7RhxQUZCk42L/yIVX83rPtfKfLqBV/PJcfP+6f53KPJ1O27V/n8oqay50uo1YKC48oL+87uVxBTpdSKxXv9QqdLqNWPJ5MWZZ//Vs8fjxXJSWHVFwc4XQptVJxLvev93r5+ZkKCvKvfJSWlqiw0KPy8qNOl1IrFfkodbqMWikoyJTb7V/5kKRjxzL98rqNv53LuW7TcPz1uk1OTp7fXbfJy/Ovc3l+/i5HjpuVlVXl55kzZzbYsbt3767HHnuMxjiAekNTHPUuMvJcRUd3c7qM02JZPyoqqp3TZdSKy7VDkZGdnS6jVgoLi/0mEydyufYoMrK902XU0nd+91qXlOxUdHQbud1hTpdSKy7XD4qM7OB0GbVSXu5/+XC5MuVySeHhTZwupVZcru8VGdnR6TJqpbS0zO/yIUmWtVdRUW2dLqNW/PFcXlxc4qf52KOoKP86l1vWdkVFdXG6jFopKipXdHRXv2uKu1y7FRl5jtNl1Iptb1N0dFeny6iV8vL9CguLVWhojNOl1Io/vtcrKyv3u9/VxcUFCgnJUWRkC6dLqRWXa6ciIzs5XUatlJT463s9/7tu44/ncq7bNCT/+7u8pOQHRUUl+d11G8vyr3N5ZKTTFTS8rVu3KiMjQ82aNXO6FAABinuKAwAAAAAAAAAAwFG/nL4dAOoSI8UBAAAAAAAAAAB+5eLj46v8PGnSpHoduX3o0KEGnaIdwK8bTXEAAAAAAAAAAIBfObfbXeXnZs2aKSkpyaFqAKBuMX06AAAAAAAAAAAAACBg0RQHAAAAAAAAAAAAAAQsmuIAAAAAAAAAAAAAgIBFUxwAAAAAAAAAAAAAELBoigMAAAAAAAAAAAAAAhZNcQAAAAAAAAAAAABAwKIpDgAAAAAAAAAAAAAIWDTFAQAAAAAAAAAAAAABy2ea4u+8844uvPBCRUVFKSYmRl26dFFxcXGD1lBaWqrnn39e2dnZDXrcs/Hqq6/KsizjV9u2bZ0uEwAAAAAAAAAAAAAcEex0AZK0fPlyjR49WpJkWZYaNWokl8ulkJCQBqth//79Gjp0qNLT0zVy5MgGO+7Z2rx5syQpMjJSUVFR1a6TkJDQgBUBAAAAAAAAAAAAgO/wiab4okWLJElJSUnauHGjmjVr1uA17N69W+np6Q1+3LNV2RSfNWuWxo8f72wxAAAAAAAAAAAAAOBjfGL69MzMTEnSwIEDHWmI+yvbtrV161ZJUq9evRyuBgAAAAAAAAAAAAB8j080xUtLSyVJ4eHhDlfiX3bt2qW8vDwFBQWpe/fuTpcDAAAAAAAAAAAAAD7H0ab4gAEDZFmWUlNTJUmvvPKKLMuSZVnau3evJOno0aOaMWOG+vXrp4SEBLndbjVu3FgXX3yxpk2bptzc3FPuf+fOnbr//vvVuXNnRUREKDY2Vv369dP8+fNVXl7uXa9t27YaOHCg9+fmzZvLsiwtWLCgyv6ysrI0depU9ezZU1FRUYqMjFTXrl01adIkHTp06KTj7927V5ZlKTg4WB6PR+PGjVNMTIxiYmLUp08fZWVlncWr99+p0zt27MgHCgAAAAAAAAAAAACgGo7eUzwuLk6JiYnKzs5WSUmJwsPDFRMTI0kKCgpSWlqarrnmGu/06qGhoQoLC1NOTo7S0tKUlpamhQsXauPGjYqOjq6y77ffflt33nmnCgsLJUkxMTHKz8/XunXrtG7dOq1evVoLFy6UZVlKSEjQsWPHdPToUUlSQkKCXC5XlUbzl19+qeHDhysjI0NSxaj2oKAgbd++Xdu3b9drr72mxYsX64orrqj2uY4cOVIfffSRIiIiVFhYqMLCQsXHx5/V61fZFO/Zs6cWL16st99+W1u3bpXL5VK3bt102223afjw4Wd1DAAAAAAAAAAAAADwZ442xd9//31JFSPGU1NTdeutt2revHmSpOLiYg0YMECZmZnq27evUlJS1KNHD0lSRkaGZs6cqVmzZmnHjh1KSUnRI4884t3vN998o9tuu01lZWUaOnSonnvuOXXs2FFFRUV6+eWX9fDDD2vRokXq06ePJk6cqE2bNmnNmjXe0eJbtmypcm/zAwcOaNiwYcrKylLnzp2VkpKi/v37y7IsbdiwQffcc4++/vprDR8+XGlpaerUqVOV51lWVqaPP/5YKSkpGj9+vDwej/bs2XPWr19lU3zp0qVatGhRlWW7du3S8uXLdfPNN+utt95SSEjIWR3rwIEDp71udaPmAQAAAAAAAABA7ZWUlGj//v31fhyu7QMIZI42xU1WrlypPXv2KDQ0VMuWLVNCQoJ3WWJiopKTk7V27Vpt3LhR69evr7Lt5MmTVVZWpksuuUQrVqxQUFCQpIqR5g8++KD279+v5557TvPmzdPEiRNrrGX69OnKyspS06ZNlZqaqqZNm3qX9e7dW2vWrFHPnj21Z88eTZkyRUuWLDlpH8OGDdOECRMkSdHR0Tr//PPP6HU5UWVTvLS0VI8++qjGjRunli1b6qefftKLL76ouXPn6v/+7/8UFxenlJSUszpWUlLSWdcLAAAAAAAAAABqJzMzUzNmzHC6DADwaz7bFL/kkku0evVqFRYWVmmIn6hbt27auHGj8vLyvI/l5ubqiy++kCRNmjTJ2xA/0X333afo6Gh16NBBpaWlCg4+9ctg27YWL14sSZo4cWKVhnil6OhoTZ48WXfddZdWrFghj8ejqKioKusMGTKk5iddC8XFxbrsssu0Z88eTZo0STfddJN3WceOHfXCCy+oadOm+vOf/6xXXnlF9913n7p27VqnNQAAAAAAAAAAgMDkdrudLgEA6ozPNsXj4+M1aNCgKo/l5uZq165d2rZtmzZu3KhPPvlEUsX05JW2bNmikpISSdKll15a7b7btWunJ5988rTq+PHHH733NP9lPSeqvJd4aWmpNm/erH79+lVZ3qFDh9M63ukKCQnRu+++a1znkUce0Zw5c5SZmanFixfr8ccfP+Pj1WZqlp07d2rw4MFnfCwAAAAAAAAAAOCc7t27KzEx0ekyAKDO+GxTXKoYpf3hhx8qJSVFaWlpOnLkSJXlLpfLu16ljIwM77JTjTCvjROP2aJFi1Ou17Jly2q3qRQTE3PWtdRWSEiIevfurY8++kjbtm07q321atXqtNfNzc09q2MBAAAAAAAAAIAKTZo00axZsxrseG63W4mJibIsq8GOCQD1zWeb4sXFxbr22mu1cuVKSVJYWJguuOACdenSRT179tRll12m+fPn69VXX62yXWlpqff7uviFfWLD3aS8vNx43MoGfkOLjY2VJB0/ftyR4wMAAAAAAAAAgDPndruVlJTkdBkA4Nd8tik+e/ZsrVy5UmFhYXrttdd04403KjQ0tMo6c+bMOWm7+Ph4SRVN6szMTDVp0qTa/W/btk2tW7c+6d7fv3TiaPODBw+qTZs21a538ODBarepL1u3btWqVauUk5NjnAq+cuR8s2bN6r0mAAAAAAAAAAAAAPA1zgxfPg1LliyRJI0ZM0ajR48+qSEuyTsl+ImjuXv16uX9fv369dXue//+/erWrZuio6O1adMmYx3t27dXXFycJOnzzz8/5XqrV6+WVDEi/LzzzjPusy5s3bpVDz30kJ566ilt2bKl2nWOHTumDRs2SJL69u1b7zUBAAAAAAAAAAAAgK/x2aa4x+ORVHVa8hMtWbJE3377rSSppKTE+3iTJk00YMAASRWjzaub/vyVV16RVDF6urKJHhQU5F1eVlbm/d6yLN18882SpLlz5+rw4cMn7S8vL0/PPvusJGnw4MHeKcvr01VXXaWQkBBJ0jPPPFPtOk8++aQ8Ho8aN26sG264od5rAgAAAAAAAAAAAABf47NN8d69e0uS3nrrLS1atMjbqD506JCeeuop3XLLLd51CwoKqmw7ffp0BQUFac2aNRoxYoT27dsnScrPz1dycrK3ifzoo48qOLhiBvnGjRt7t68cXV1pypQpiouL0+HDh9W/f3+lpqZ6m+0bN27UwIEDtWfPHkVERFQ7pXt9iI+P10MPPSRJWrRokf74xz96G/ZHjhzRAw88oNmzZ0uSnnvuuRqniQcAAAAAAAAAAACAQOSzTfGpU6cqISFBxcXFGjVqlMLCwhQbG6vmzZtr6tSpcrvdGjlypCRp3759VUaE9+3bV/Pnz5fb7dZ7772nNm3aqHHjxoqOjtakSZNUVlamCRMm6N577/Vu06FDB++9wG+44QY1atRIycnJkqSkpCStWLFCTZo00Y4dOzRgwABFRUUpOjpavXv31ldffaX4+HgtXbpUnTt3brDXaNq0ad7X4KWXXlJiYqIaNWqkxMREzZkzRy6XS88884zGjh3bYDUBAAAAAAAAAAAAgC/x2aZ4u3bttGnTJt1+++1q1aqVpIppzbt27aqJEydqy5Ytmjt3rizL0tGjR5Wamlpl+7Fjx+rbb7/VuHHj1Lp1axUUFCg2NlaDBw/WsmXLlJKSIsuyvOuHhobqgw8+UN++fRURESHbtnXkyBHv8ksvvVTbtm3TlClTvPcMtyxLPXr00NSpU5Wenq4rr7yyAV6Z/woKCtKiRYu0ePFiXXnllYqLi1NBQYFatGihUaNGaf369frTn/7UoDUBAAAAAAAAAAAAgC8JdroASVqzZk21j7dp00avv/66cdtT3XNckrp06aL58+efdh29e/fWunXrTrk8ISFB06dP1/Tp009rf23btq32nuZ17YYbbuCe4QAAAAAAAAAAAABQDZ8dKQ4AAAAAAAAAAAAAwNmiKQ4AAAAAAAAAAAAACFg+MX36r1FycrKSk5PPaNsRI0Zozpw5dVwRAAAAAAAAAAAAAAQemuIO8Xg8ysjIOKNtc3Nz67gaAAAAAAAAAAAAAAhMTJ/ukCeeeEK2bZ/R14IFC5wuHwAAAAAAAAAAAAD8Ak1xAAAAAAAAAAAAAEDAoikOAAAAAAAAAAAAAAhYNMUBAAAAAAAAAAAAAAEr2OkCAAAAAAAAAAAA8OtSUlJS5edDhw45VMl/ud1uJSYmyrIsp0sBUMdoigMAAAAAAAAAAKBBZWVlVfl55syZDlVSVffu3fXYY4/RGAcCDE1x1LuCggPyeCKcLuO05OX9x+kSas3jyZJt/+h0GbVSWHhUHo9/1SxJHs8h2bZ/vRHyeLJlWf71Wh8/fkRut63S0lCnS6mVyILvlBTkX691fmGZSiL84/dzpbKyXBUU2Cory3O6lFrxeI7Itt1Ol1ErBQVH5Xb7V6YlKS/vkCTb6TJqxR/P5QUFRxUa6l81SxXncsnfzuVZkvzrtT5+PEsez49yuYKcLqVWPJ4M2bZ/3WEsPz9LLpd/5aOwMFNlZbkqKYl0upRaqTiX+9cllIKCbAUH+1c+SksLVVTkkW0XOV1KrXg8mbLtEKfLqJXjx7P98u/yivd6/sXjyZa/ncu5btNwjh3LVlmZf73W+fkZcrnKFBzsX9dt/O1cXlBwwOkSftW2bt2qjIwMNWvWzOlSANQh/zkLwG9FRLRSVFQ7p8s4bf5UqyRZVpEiI/2r5uPHc/zudZYky7L97rW27QK/e62Li4sVFdVGbneY06XUSrxrj9pH+1eDOaOsTMGx/pWPoKBMud1SeHgTp0upFcsq8bvfHyUleX73+6OCpaiotk4XUSv+eC4vKsr103zYflh3od/VXFjoUVRUO79riltWud/9WywvP+53+SgrC1ZYWKxCQ2OcLqVWLKvU7/JRWurxu3wUFxfI7c5RZGQLp0upFcsq9rt8FBf763s9/7tu44/ncq7bNJyysgKFh/tXzSUlpYqMTPK76zb+di6PiChwuoRfvV9O7Q7A/9EUBwAAAAAAAAAAQIOKj4+v8vOkSZMcG5196NAhn5m+HUD9oCkOAAAAAAAAAACABuV2V73VXLNmzZSUlORQNQACnX/dMA0AAAAAAAAAAAAAgFqgKQ4AAAAAAAAAAAAACFg0xQEAAAAAAAAAAAAAAYumOAAAAAAAAAAAAAAgYNEUBwAAAAAAAAAAAAAELJriAAAAAAAAAAAAAICARVMcAAAAAAAAAAAAABCwaIoDAAAAAAAAAAAAAAIWTXEAAAAAAAAAAAAAQMDymab4O++8owsvvFBRUVGKiYlRly5dVFxc3KA1lJaW6vnnn1d2dnaDHvdsrVixQldddZXi4uIUHh6ujh07atKkSfr555+dLg0AAAAAAAAAAAAAHOUTTfHly5dr9OjR+vrrr1VQUKDg4GC5XC6FhIQ0WA379+9Xr1699OCDDzZ4M/5s/PGPf9Tvfvc7rVy5UkePHlVQUJB++OEHJScn67zzzlNqaqrTJQIAAAAAAAAAAACAY3yiKb5o0SJJUlJSkn7++WdlZ2fru+++a9Aadu/erfT09AY95tl69dVX9dJLL0mSJk+erJycHHk8Hu3YsUOXX365jh49qhtvvNHvRr4DAAAAAAAAAAAAQF3xiaZ4ZmamJGngwIFq1qyZw9X4h/Lyck2bNk2SNHbsWP3lL39RbGysJKlTp05atmyZmjRposzMTL3++utOlgoAAAAAAAAAAAAAjvGJpnhpaakkKTw83OFK/MfOnTt14MABSdK999570vLGjRurb9++kqS0tLQGrQ0AAAAAAAAAAAAAfIWjTfEBAwbIsizvfa9feeUVWZYly7K0d+9eSdLRo0c1Y8YM9evXTwkJCXK73WrcuLEuvvhiTZs2Tbm5uafc/86dO3X//ferc+fOioiIUGxsrPr166f58+ervLzcu17btm01cOBA78/NmzeXZVlasGBBlf1lZWVp6tSp6tmzp6KiohQZGamuXbtq0qRJOnTo0EnH37t3ryzLUnBwsDwej8aNG6eYmBjFxMSoT58+ysrKOuPXrkuXLsrLy9PGjRt14YUXVrtO5YcN3G73GR8HAAAAAAAAAAAAAPxZsJMHj4uLU2JiorKzs1VSUqLw8HDFxMRIkoKCgpSWlqZrrrnGO716aGiowsLClJOTo7S0NKWlpWnhwoXauHGjoqOjq+z77bff1p133qnCwkJJUkxMjPLz87Vu3TqtW7dOq1ev1sKFC2VZlhISEnTs2DEdPXpUkpSQkCCXy1Vl5PqXX36p4cOHKyMjQ1LFqPagoCBt375d27dv12uvvabFixfriiuuqPa5jhw5Uh999JEiIiJUWFiowsJCxcfHn9XrFxERoYsvvrjaZbt27dIXX3whSRoyZMhZHUeSd1T66ajuAwIAAAAAAAAAAKD2SkpKtH//fqfLMHK73UpMTJRlWU6XAgDVcrQp/v7770uqGDGempqqW2+9VfPmzZMkFRcXa8CAAcrMzFTfvn2VkpKiHj16SJIyMjI0c+ZMzZo1Szt27FBKSooeeeQR736/+eYb3XbbbSorK9PQoUP13HPPqWPHjioqKtLLL7+shx9+WIsWLVKfPn00ceJEbdq0SWvWrPGOFt+yZUuVe5sfOHBAw4YNU1ZWljp37qyUlBT1799flmVpw4YNuueee/T1119r+PDhSktLU6dOnao8z7KyMn388cdKSUnR+PHj5fF4tGfPnjp/PUtLS3XgwAEtX75cM2bM0PHjxzVgwADdcsstZ73vpKSkOqgQAAAAAAAAAADURmZmpmbMmOF0GTXq3r27HnvsMRrjAHyST9xTvDorV67Unj17FBoaqmXLlnkb4pKUmJio5ORk/eY3v5EkrV+/vsq2kydPVllZmS655BKtWLFCHTt2lFQx0vzBBx/UAw88IEneBnxNpk+frqysLDVt2lSpqanead8lqXfv3lqzZo3at28vj8ejKVOmVLuPYcOGacKECbIsS9HR0Tr//PNr9XqcjvPPP1/t2rXTAw88oMOHD+uWW27RBx98wPTpAAAAAAAAAACgXm3dutU72y4A+BpHR4qbXHLJJVq9erUKCwuVkJBQ7TrdunXTxo0blZeX530sNzfXO234pEmTFBQUdNJ29913n6Kjo9WhQweVlpYqOPjUL4Nt21q8eLEkaeLEiWratOlJ60RHR2vy5Mm66667tGLFCnk8HkVFRVVZpy6mMK/JgQMH1KhRI+Xk5EiS3nvvPVmWpb/+9a+KjIw8q33XZmqWnTt3avDgwWd1PAAAAAAAAAAA4F9KSkqcLgEAquWzTfH4+HgNGjSoymO5ubnatWuXtm3bpo0bN+qTTz6RVDE9eaUtW7Z4f+leeuml1e67Xbt2evLJJ0+rjh9//NF7T/Nf1nOiynuJl5aWavPmzerXr1+V5R06dDit452NAwcOKDo6Wrm5uXrjjTf02GOP6Z133tGhQ4e0evXqs9p3q1atTnvd3NzcszoWAAAAAAAAAACo0KRJE82aNcvpMqp16NAhzZw50+kyAKBGPtsUlypGaX/44YdKSUlRWlqajhw5UmW5y+XyrlepcmoOl8t1yhHmtXHiMVu0aHHK9Vq2bFntNpViYmLOupaaREdHS5JiY2P1wAMPqG3btrr++uv1+eefa9WqVYzeBgAAAAAAAADAz7jdbiUlJTldBgD4NZ+9p3hxcbGuvvpqXXfddfrkk0+Ul5enCy64QKNHj9bMmTP15Zdf6n/+539O2q60tNT7feV9v8/GiQ13k/LycuNxKxv4DWn48OFq27atJGnDhg0NfnwAAAAAAAAAAAAAcJrPjhSfPXu2Vq5cqbCwML322mu68cYbFRoaWmWdOXPmnLRdfHy8pIomdWZmppo0aVLt/rdt26bWrVufdO/vXzpxtPnBgwfVpk2batc7ePBgtdvUl+zsbH333Xc6duyYfvvb355yvebNm2vv3r3eKeABAAAAAAAAAAAA4NfEZ0eKL1myRJI0ZswYjR49+qSGuFTR2Jaqjubu1auX9/v169dXu+/9+/erW7duio6O1qZNm4x1tG/fXnFxcZKkzz///JTrVd6z2+Vy6bzzzjPusy4sXrxYl19+uW688UYdO3as2nXKysr0ww8/SNIpm/kAAAAAAAAAAAAAEMh8tinu8XgkVZ2W/ERLlizRt99+K0kqKSnxPt6kSRMNGDBAUsVo8+qmP3/llVckSc2aNfM20YOCgrzLy8rKvN9blqWbb75ZkjR37lwdPnz4pP3l5eXp2WeflSQNHjxYsbGxp/ckz8LVV18tl8ulwsJCzZ07t9p1XnjhBWVmZio4OFjXXXddvdcEAAAAAAAAAAAAAL7GZ5vivXv3liS99dZbWrRokbdRfejQIT311FO65ZZbvOsWFBRU2Xb69OkKCgrSmjVrNGLECO3bt0+SlJ+fr+TkZD3zzDOSpEcffVTBwRUzyDdu3Ni7/S/vvz1lyhTFxcXp8OHD6t+/v1JTU73N9o0bN2rgwIHas2ePIiIiqp3SvT60bt1aEyZMkCRNnTpV06ZNU25urqSKqdWnTp2qSZMmSZIefvhhtW/fvkHqAgAAAAAAAAAAAABf4rNN8alTpyohIUHFxcUaNWqUwsLCFBsbq+bNm2vq1Klyu90aOXKkJGnfvn1VRoT37dtX8+fPl9vt1nvvvac2bdqocePGio6O1qRJk1RWVqYJEybo3nvv9W7ToUMH773Ab7jhBjVq1EjJycmSpKSkJK1YsUJNmjTRjh07NGDAAEVFRSk6Olq9e/fWV199pfj4eC1dulSdO3dusNfoueee0/XXX6+ysjL9+c9/VqNGjRQXF6eEhAQ99dRT3uc5Y8aMBqsJAAAAAAAAAAAAAHyJzzbF27Vrp02bNun2229Xq1atJFVMa961a1dNnDhRW7Zs0dy5c2VZlo4eParU1NQq248dO1bffvutxo0bp9atW6ugoECxsbEaPHiwli1bppSUFFmW5V0/NDRUH3zwgfr27auIiAjZtq0jR454l1966aXatm2bpkyZ4r1nuGVZ6tGjh6ZOnar09HRdeeWVDfDK/FdISIjef/99LVq0SFdccYUaNWqkvLw8JSYm6sYbb9Tnn3+ulJQUuVw++78ZAAAAAAAAAAAAAOpVsNMFSNKaNWuqfbxNmzZ6/fXXjdue6p7jktSlSxfNnz//tOvo3bu31q1bd8rlCQkJmj59uqZPn35a+2vbtm219zSvayNHjvSOmgcAAAAAAAAAAAAA/BdDiAEAAAAAAAAAAAAAAYumOAAAAAAAAAAAAAAgYPnE9Om/RsnJyUpOTj6jbUeMGKE5c+bUcUUAAAAAAAAAAAAAEHhoijvE4/EoIyPjjLbNzc2t42oAAAAAAAAAAAAAIDAxfbpDnnjiCdm2fUZfCxYscLp8AAAAAAAAAAAAAPALNMUBAAAAAAAAAAAAAAGLpjgAAAAAAAAAAAAAIGDRFAcAAAAAAAAAAAAABKxgpwsAAAAAAAAAAACA/ykpKany86FDh05729qsCwBni6Y46l1e3k7l5JQ5XcZp8XiyVFqa53QZtVJQkKWSkmKny6iV/Pwjcru3OF1GreXnZ6ukxON0GbWSn5+psjL/+PdXKT8/U7btUXCw2+lSaiUzv1BZRUFOl1ErhzzHFVruX/8WCwvzVVpapqKiGKdLqZWCgmyVlBQ6XUateDxHZFn+lQ9JysvLVGnpMafLqJX8fH88lx9WUJD/5SM/P0ulpf52Ls9SaWlJzSv6kPz8DLlcZXK5/Gtisop/i/lOl1Er+fmZKi8vdbqMWikoyFVRkVshIRFOl1IrFX8LHHe6jFrxeI5I8q/f1aWlJSou9qikJNPpUmql4u/yIqfLqJX8/MNyufwrH5J/XrfJz8/0w3M5120aisfjf9dtjh/PVHn5Mb+7blNYmOVX5/K8vF1Ol3DasrKyqvw8c+ZMhyoBADOa4qh30dGd1KhRN6fLOC3BwT8qKqqd02XUitu9Q5GRnZ0uo1ZKSsrUqFEPp8uoNbd7jyIj2ztdRq0EBX2n6Gj/+PdXqbx8p6Kj28jtDnO6lFrJDw5XaWQHp8uoFbftf/lwuTLlcknh4U2cLqVW3O7vFRnZ0ekyasW2t/jl7+rg4L2KimrrdBm14o/n8rKycj/Nxx5FRfnXuTw4eLuioro4XUatlJZuVaNGXeVy+deHxdzu3YqMPMfpMmrF5dqmmJiuTpdRK5a1X2FhsQoN9a8PuLndPyjSz97rSVvVqFF3p4uoleLiApWU5CgysoXTpdSK271TkZGdnC6jVsrL/fW9nv9dt/HHcznXbRqOP163se0fFBSUpOBg/7puExr6g6Ki/OdcfvSof72Xritut3992AKAf/Gvj+4DAAAAAAAAAAAgoHTv3l2JiYlOlwEggDFSHAAAAAAAAAAAALUWHx9f5edJkyapWbNmtdqH2+1WYmKiLMuqy9IAoAqa4gAAAAAAAAAAAKi1X0553qxZMyUlJTlUDQCcGtOnAwAAAAAAAAAAAAACFk1xAAAAAAAAAAAAAEDAoikOAAAAAAAAAAAAAAhYNMUBAAAAAAAAAAAAAAGLpjgAAAAAAAAAAAAAIGDRFAcAAAAAAAAAAAAABCya4gAAAAAAAAAAAACAgEVTHAAAAAAAAAAAAAAQsHymKf7OO+/owgsvVFRUlGJiYtSlSxcVFxc3aA2lpaV6/vnnlZ2d3aDHPVurV6/Wtddeq6ZNm8rtdisxMVHDhw/X6tWrnS4NAAAAAAAAAAAAABzlE03x5cuXa/To0fr6669VUFCg4OBguVwuhYSENFgN+/fvV69evfTggw82eDP+bEybNk2DBw/Whx9+qCNHjig8PFyHDx/W8uXLNXjwYP35z392ukQAAAAAAAAAAAAAcIxPNMUXLVokSUpKStLPP/+s7Oxsfffddw1aw+7du5Went6gxzxbq1at8ja9J0yYoCNHjujYsWP6z3/+oz/84Q+SKprmH374oZNlAgAAAAAAAAAAAIBjfKIpnpmZKUkaOHCgmjVr5nA1/uOll16SJF1xxRVKSUlRkyZNJEnNmjXTm2++qYsvvliS9Ne//tWxGgEAAAAAAAAAAADAST7RFC8tLZUkhYeHO1yJf9m+fbskqXfv3ictc7lcuuyyyyRVTA0PAAAAAAAAAAAAAL9GjjbFBwwYIMuylJqaKkl65ZVXZFmWLMvS3r17JUlHjx7VjBkz1K9fPyUkJMjtdqtx48a6+OKLNW3aNOXm5p5y/zt37tT999+vzp07KyIiQrGxserXr5/mz5+v8vJy73pt27bVwIEDvT83b95clmVpwYIFVfaXlZWlqVOnqmfPnoqKilJkZKS6du2qSZMm6dChQycdf+/evbIsS8HBwfJ4PBo3bpxiYmIUExOjPn36KCsr6yxePalRo0aSpPXr11e7fNOmTZKkc88996yOAwAAAAAAAAAAAAD+KtjJg8fFxSkxMVHZ2dkqKSlReHi4YmJiJElBQUFKS0vTNddc451ePTQ0VGFhYcrJyVFaWprS0tK0cOFCbdy4UdHR0VX2/fbbb+vOO+9UYWGhJCkmJkb5+flat26d1q1bp9WrV2vhwoWyLEsJCQk6duyYjh49KklKSEiQy+WqMnL9yy+/1PDhw5WRkSGpYlR7UFCQtm/fru3bt+u1117T4sWLdcUVV1T7XEeOHKmPPvpIERERKiwsVGFhoeLj48/q9Rs6dKg2bNigL774Qvfff78ef/xxxcfHKysrS3/+85+1du1ahYaGatKkSWd1HAAAAAAAAAAAAADwV442xd9//31JFSPGU1NTdeutt2revHmSpOLiYg0YMECZmZnq27evUlJS1KNHD0lSRkaGZs6cqVmzZmnHjh1KSUnRI4884t3vN998o9tuu01lZWUaOnSonnvuOXXs2FFFRUV6+eWX9fDDD2vRokXq06ePJk6cqE2bNmnNmjXe0eJbtmypcm/zAwcOaNiwYcrKylLnzp2VkpKi/v37y7IsbdiwQffcc4++/vprDR8+XGlpaerUqVOV51lWVqaPP/5YKSkpGj9+vDwej/bs2XPWr9/DDz+szz//XKmpqXrhhRf0wgsvKCYmRseOHZMkXXTRRXruuef0m9/85qyPdeDAgdNet7pR8wAAAAAAAAAAoPZKSkp89jap9AMA+AtHm+ImK1eu1J49exQaGqply5YpISHBuywxMVHJyclau3atNm7ceNL04ZMnT1ZZWZkuueQSrVixQkFBQZIqRpo/+OCD2r9/v5577jnNmzdPEydOrLGW6dOnKysrS02bNlVqaqqaNm3qXda7d2+tWbNGPXv21J49ezRlyhQtWbLkpH0MGzZMEyZMkCRFR0fr/PPPP6PX5USRkZFatWqVxo8fr9dff12SvA1xqeJe7QUFBWd9HElKSkqqk/0AAAAAAAAAAIDTl5mZqRkzZjhdBgD4NUfvKW5yySWXaPXq1Xr//ferNMRP1K1bN0lSXl6e97Hc3Fx98cUXkqRJkyZ5G+Inuu+++/T4449rypQpKi0tNdZh27YWL14sSZo4cWKVhnil6OhoTZ48WZK0YsUKeTyek9YZMmSI8ThnIjMzUwMHDtTrr7+u++67T7t371ZRUZHS09M1atQobd68WUOHDtX//d//1fmxAQAAAAAAAAAATuR2u50uAQCq5bMjxePj4zVo0KAqj+Xm5mrXrl3atm2bNm7cqE8++URSxfTklbZs2aKSkhJJ0qWXXlrtvtu1a6cnn3zytOr48ccfvfc0/2U9J6q8l3hpaak2b96sfv36VVneoUOH0zre6bJtW9dcc43S0tL06KOPatq0ad5l3bp108KFCxUZGalXX31VEyZM0NChQxUVFXXGx6vN1Cw7d+7U4MGDz/hYAAAAAAAAAADAv3Tv3l2JiYlOlwEA1fLZprhU0fj98MMPlZKSorS0NB05cqTKcpfL5V2vUkZGhnfZqUaY18aJx2zRosUp12vZsmW121SKiYk561pO9OGHHyotLU3R0dF69NFHq13nmWee0ZtvvqmjR49qyZIlGjt27Bkfr1WrVqe9bm5u7hkfBwAAAAAAAAAA/FeTJk00a9Ysp8swcrvdSkxMlGVZTpcCANXy2aZ4cXGxrr32Wq1cuVKSFBYWpgsuuEBdunRRz549ddlll2n+/Pl69dVXq2x34nTodfHL98SGu0l5ebnxuJUN/LqyYcMGSVLPnj0VHh5e7TpxcXHq1q2bvvnmG33//fd1enwAAAAAAAAAAFD/3G63kpKSnC4DAPyazzbFZ8+erZUrVyosLEyvvfaabrzxRoWGhlZZZ86cOSdtFx8fL6miSZ2ZmakmTZpUu/9t27apdevWNU4pfuJo84MHD6pNmzbVrnfw4MFqt6kvlaPRT5w6vjohISGSpMLCwnqvCQAAAAAAAAAAAAB8Td0OX65DS5YskSSNGTNGo0ePPqkhLlU0tqWqo7l79erl/X79+vXV7nv//v3q1q2boqOjtWnTJmMd7du3V1xcnCTp888/P+V6q1evllQxIvy8884z7rMuVE5nvmXLFh0/frzadYqKiryvUV3f0xwAAAAAAAAAAAAA/IHPNsU9Ho+kqtOSn2jJkiX69ttvJUklJSXex5s0aaIBAwZIqhhtXt3056+88ookqVmzZt4melBQkHf5iaOvLcvSzTffLEmaO3euDh8+fNL+8vLy9Oyzz0qSBg8erNjY2NN7kmdh2LBhkipep9mzZ1e7znPPPae8vDyFhITo2muvrfeaAAAAAAAAAAAAAMDX+GxTvHfv3pKkt956S4sWLfI2qg8dOqSnnnpKt9xyi3fdgoKCKttOnz5dQUFBWrNmjUaMGKF9+/ZJkvLz85WcnKxnnnlGkvToo48qOLhiBvnGjRt7t6+8X3elKVOmKC4uTocPH1b//v2VmprqbbZv3LhRAwcO1J49exQREVHtlO71oVevXho5cqQk6c9//rMee+wxZWVlSZJyc3P11FNP6dFHH5UkTZo0SS1btmyQugAAAAAAAAAAAADAl/hsU3zq1KlKSEhQcXGxRo0apbCwMMXGxqp58+aaOnWq3G63tym8b9++KiPC+/btq/nz58vtduu9995TmzZt1LhxY0VHR2vSpEkqKyvThAkTdO+993q36dChg/de4DfccIMaNWqk5ORkSVJSUpJWrFihJk2aaMeOHRowYICioqIUHR2t3r1766uvvlJ8fLyWLl2qzp07N9hr9Nprr+mqq66SbduaPn26mjRpori4OMXFxWnq1KkqLy/XuHHj9NRTTzVYTQAAAAAAAAAAAADgS3y2Kd6uXTtt2rRJt99+u/f+2WVlZeratasmTpyoLVu2aO7cubIsS0ePHlVqamqV7ceOHatvv/1W48aNU+vWrVVQUKDY2FgNHjxYy5YtU0pKiizL8q4fGhqqDz74QH379lVERIRs29aRI0e8yy+99FJt27ZNU6ZM8d4z3LIs9ejRQ1OnTlV6erquvPLKBnhl/isyMlIff/yxFi5cqCuvvFLx8fHKy8tTfHy8hg0bpg8++EDz58+Xy+Wz/5sBAAAAAAAAAAAAoF4FO12AJK1Zs6bax9u0aaPXX3/duO2p7jkuSV26dNH8+fNPu47evXtr3bp1p1yekJCg6dOna/r06ae1v7Zt21Z7T/O65HK5NGrUKI0aNapejwMAAAAAAAAAAAAA/oghxAAAAAAAAAAAAACAgEVTHAAAAAAAAAAAAAAQsHxi+vRfo+TkZCUnJ5/RtiNGjNCcOXPquCIAAAAAAAAAAAAACDw0xR3i8XiUkZFxRtvm5ubWcTUAAAAAAAAAAAAAEJiYPt0hTzzxhGzbPqOvBQsWOF0+AAAAAAAAAAAAAPgFmuIAAAAAAAAAAAAAgIBFUxwAAAAAAAAAAAAAELBoigMAAAAAAAAAAAAAAhZNcQAAAAAAAAAAAABAwKIpDgAAAAAAAAAAAAAIWMFOF4DAd/z4PuXnhzpdxmnJy8uQZZU5XUat5OVlStrldBm1UliYo/x8/6pZkvLyDksqd7qMWvF4jsrl8q/XuqjoiIKCyhQcHOJ0KbVSkQ/L6TJqpaAgW8HB/pWPwsI8lZeXq7w8x+lSauXYsSMqK/OvzyIWFBxVSIh/5UOSPJ7DsqxSp8uoFc7lDcfjyZBl+du5PEuW5V+vdVFRlvLzd8vl8q/fezk5GSopsZ0uo1YKCrIUFORv+chWeXm2ysoinS6lVjwe/3uvd/z4Ubnd/pWPkpIiLVzoUUFBgdOl1Mpvf5upNm2CnC6jVo4fP+qX53J/vG7jj+dyf32vl5eXIa7b1L+SksNq3LhEbrd/Xbf5z3+OyLL851x+/Pg+p0sAgIBDUxz1Ljy8tSIjz3W6jNNi20GKjGzndBm1VOo3r2+lgoI8v6u5gkuRke2dLqJWysuL/O61LioqU0REG7ndYU6XUku2373WpaX+lw8pUy6XFB7exOlCaqW8vFyhof71WpeUFPhhPiTbDlZkZFuny6gl/zuXFxZ6/K5mSbJt/zuX23aJ373Wx48fV2TkOXK5/KtBVFJiKSTkHKfLqKViv8tHael+RUTEKjQ0xulSasW2/e+9XknJcb+rubi4QN98k6Ndu1o4XUqt3Hhjmd+91kVF/vpez/+u2/jjuZzrNg3HH6/bFBfbato0SSEh/nXdxuOxFR7uP691eHiR0yUAQMDxr4/uAwAAAAAAAAAAAABQCzTFAQAAAAAAAAAAAAABi6Y4AAAAAAAAAAAAACBg0RQHAAAAAAAAAAAAAAQsmuIAAAAAAAAAAAAAgIBFUxwAAAAAAAAAAAAAELBoigMAAAAAAAAAAAAAAhZNcQAAAAAAAAAAAABAwKIpDgAAAAAAAAAAAAAIWDTFAQAAAAAAAAAAAAABi6Y4AAAAAAAAAAAAACBg+UxT/J133tGFF16oqKgoxcTEqEuXLiouLm7QGkpLS/X8888rOzu7QY97JhYsWCDLsk7767bbbnO6ZAAAAAAAAAAAAABocMFOFyBJy5cv1+jRoyVJlmWpUaNGcrlcCgkJabAa9u/fr6FDhyo9PV0jR45ssOOeqfDwcCUmJhrXKSoqUk5OjiSpadOmDVAVAAAAAAAAAAAAAPgWn2iKL1q0SJKUlJSkjRs3qlmzZg1ew+7du5Went7gxz1TI0aM0IgRI0653LZtXX311Vq5cqXOP/98PfHEEw1XHAAAAAAAAAAAAAD4CJ+YPj0zM1OSNHDgQEca4oEoOTlZK1euVHh4uN59911FREQ4XRIAAAAAAAAAAAAANDifaIqXlpZKqpgSHGdv586devTRRyVJU6dOVefOnR2uCAAAAAAAAAAAAACc4WhTfMCAAbIsS6mpqZKkV155RZZlybIs7d27V5J09OhRzZgxQ/369VNCQoLcbrcaN26siy++WNOmTVNubu4p979z507df//96ty5syIiIhQbG6t+/fpp/vz5Ki8v967Xtm1bDRw40Ptz8+bNZVmWFixYUGV/WVlZmjp1qnr27KmoqChFRkaqa9eumjRpkg4dOnTS8ffu3SvLshQcHCyPx6Nx48YpJiZGMTEx6tOnj7Kyss7i1Tu1hx9+WCUlJercubMefvjhejkGAAAAAAAAAAAAAPgDR+8pHhcXp8TERGVnZ6ukpETh4eGKiYmRJAUFBSktLU3XXHONd3r10NBQhYWFKScnR2lpaUpLS9PChQu1ceNGRUdHV9n322+/rTvvvFOFhYWSpJiYGOXn52vdunVat26dVq9erYULF8qyLCUkJOjYsWM6evSoJCkhIUEul6vKyPUvv/xSw4cPV0ZGhqSKUe1BQUHavn27tm/frtdee02LFy/WFVdcUe1zHTlypD766CNFRESosLBQhYWFio+Pr9sXVNJnn32mjz76SJL07LPPKjjYJ24bDwAAAAAAAAAAAACOcLRj+v7770uqGDGempqqW2+9VfPmzZMkFRcXa8CAAcrMzFTfvn2VkpKiHj16SJIyMjI0c+ZMzZo1Szt2/P/Yu/P4qMq7///vM5PJPllIQoIStgoSEESohs0vQRaF4l2sC1iqLHdFXMCFYjF4F7UGqQRRaRtRYmkVuFVQRBRLBZMqIiGgIARoESgBTCCBhEzWmcn8/sgvcxNJQgJJJhNfz8cjD2bOuZbPOTmZM8xnrus6oJSUFD3xxBPudr/++mtNmTJFTqdTY8eO1ZIlS9SjRw+Vl5frz3/+s2bPnq3Vq1dr4MCBmjVrlnbs2KG0tDT3aPE9e/bUWNv8+PHjGjdunPLz89WzZ0+lpKRo2LBhMgxD27dv14MPPqhdu3Zp/PjxyszM1NVXX13jOJ1Opz7++GOlpKTo/vvvl81m0+HDh5vlnP7ud7+TJPXv31+33nprk7V7/PjxBpetbdQ8AAAAAAAAAABoPLvdruzs7Bbt02KxKDo6WoZhtGi/ANBcWu0w4k2bNunw4cPy8/PTunXrFBUV5d4XHR2t5ORkff7558rIyNC2bdtq1J07d66cTqcGDRqk9evXy2w2S6oaaf7YY48pOztbS5Ys0auvvqpZs2ZdNJakpCTl5+erffv2Sk9PV/v27d374uPjlZaWpn79+unw4cNKTEzU2rVrL2hj3LhxmjFjhiTJarXq2muvvaTzUp/t27frq6++kiTNmTOnSduOjY1t0vYAAAAAAAAAAMDF5eXlacGCBS3eb58+ffTUU0+RGAfQJrTapPigQYO0efNmlZWV1UiIn693797KyMhQUVGRe1thYaE+++wzSVWJ4eqE+Plmzpwpq9Wq7t27y+Fw1DvFuMvl0po1ayRJs2bNqpEQr2a1WjV37lxNnz5d69evl81mU3BwcI0yo0aNuvhBX6YlS5ZIkrp27ao777yz2fsDAAAAAAAAAABt07fffqvc3NwaM+sCgLdqtUnxiIgI3XTTTTW2FRYW6tChQ8rKylJGRoY2btwoqWp68mp79uyR3W6XJA0ZMqTWtrt27apnnnmmQXEcOXLEvab5D+M5X/Va4g6HQ998842GDh1aY3/37t0b1N+lOnv2rHs6+hkzZtT6ZYDL0ZipWQ4ePKiRI0c2af8AAAAAAAAAAKBlVedbAMDbtdqkuFQ1SnvDhg1KSUlRZmamTp8+XWO/yWRyl6uWm5vr3lfXCPPGOL/PK664os5yV155Za11qoWEhFx2LPXZsGGD++bUHKPEO3bs2OCyhYWFTd4/AAAAAAAAAAA/RpGRkVq8eHGL9JWTk6NFixa1SF8A0JJabVK8oqJCt956qzZt2iRJ8vf3V//+/RUXF6d+/frpxhtvVGpqql5//fUa9RwOh/txU6xzcX7CvT6VlZX19ludwG8u69atkyT99Kc/VdeuXZu1LwAAAAAAAAAA0DIsFotiY2M9HQYAeLVWmxR/8cUXtWnTJvn7+2v58uW644475OfnV6PMyy+/fEG9iIgISVVJ6ry8PEVGRtbaflZWljp16nTB2t8/dP5o8xMnTqhz5861ljtx4kStdVqC0+l0f3ngjjvuaNG+AQAAAAAAAAAAAKA1a97hy5dh7dq1kqR77rlHkyZNuiAhLlUltqWao7mvu+469+Nt27bV2nZ2drZ69+4tq9WqHTt21BtHt27d1K5dO0nSli1b6iy3efNmSVUjwq+55pp622xqWVlZstlsknTBWuYAAAAAAAAAAAAA8GPWapPi1Une86clP9/atWu1e/duSXKvpS1Vra2RkJAgqWq0eW3Tny9btkySFBMT406im81m936n0+l+bBiG7rrrLknS0qVLderUqQvaKyoq0gsvvCBJGjlypEJDQxt2kE1k586dkiQfHx/179+/RfsGAAAAAAAAAAAAgNas1SbF4+PjJUlvvvmmVq9e7U5U5+Tk6Nlnn9Xdd9/tLltSUlKjblJSksxms9LS0jRhwgQdO3ZMklRcXKzk5GQtXLhQkjRv3jz5+FTNIB8eHu6uv3379hrtJSYmql27djp16pSGDRum9PR0d7I9IyNDw4cP1+HDhxUYGFjrlO7Nbc+ePZKk7t27KyAgoMX7BwAAAAAAAAAAAIDWqtUmxefPn6+oqChVVFTol7/8pfz9/RUaGqoOHTpo/vz5slgsmjhxoiTp2LFjNUaEDx48WKmpqbJYLHr33XfVuXNnhYeHy2q1as6cOXI6nZoxY4Yeeughd53u3bu71wK//fbbFRYWpuTkZElSbGys1q9fr8jISB04cEAJCQkKDg6W1WpVfHy8du7cqYiICL3//vvq2bNnC56lKjk5OZKkjh07tnjfAAAAAAAAAAAAANCatdqkeNeuXbVjxw5NnTrVnex1Op3q1auXZs2apT179mjp0qUyDENnz55Venp6jfqTJ0/W7t27NW3aNHXq1EklJSUKDQ3VyJEjtW7dOqWkpMgwDHd5Pz8/ffjhhxo8eLACAwPlcrl0+vRp9/4hQ4YoKytLiYmJ7jXDDcNQ3759NX/+fO3du1ejR49ugTNzoby8PEkkxQEAAAAAAAAAAADgh3w8HYAkpaWl1bq9c+fOeuONN+qtW9ea45IUFxen1NTUBscRHx+vrVu31rk/KipKSUlJSkpKalB7Xbp0qXVN86a2adOmZu8DAAAAAAAAAAAAALxRqx0pDgAAAAAAAAAAAADA5SIpDgAAAAAAAAAAAABos1rF9Ok/RsnJyUpOTr6kuhMmTNDLL7/cxBEBAAAAAAAAAAAAQNtDUtxDbDabcnNzL6luYWFhE0cDAAAAAAAAAAAAAG0T06d7yNNPPy2Xy3VJPytWrPB0+AAAAAAAAAAAAADgFUiKAwAAAAAAAAAAAADaLJLiAAAAAAAAAAAAAIA2i6Q4AAAAAAAAAAAAAKDNIikOAAAAAAAAAAAAAGizfDwdANq+goIDysuzezqMBikuzldZWaGnw2iU0tI8lZaWeTqMRikq+l6GYXg6jEYrKclTaek5T4fRKKWlp1Re7h1/f9VstlOqqCiQj4+fp0NplNLSfJWWFns6jEYpKTklu927ro/ycptcrkr5+4d4OpRGKSnJl59fiafDaJSSkly5XJWeDqPRiotPqayswNNhNErV/cW77uXnzn0vl8vTUTReaWmeysu97V6ep/Lyck+H0SjFtu/laxTLMJk9HUqjFBUVyNevyNNhNIrDcUpmw7teP8pKClRc7C8/v0BPh9IoxcV5XvheL1cOh9PTYTSK3V6u4cNLdP31pzwdSqOUl+crL6/U02E0SlFRjiorvfG9nnd+blNW5l33cj63aTne+LlNcfEpHTt2xus+tzlzJl9+ft5zLy8o+M7TIQBAm0NSHM0uLKynIiN7ezqMBvH3P6Lg4K6eDqNRiosPKCiop6fDaBSXy6XIyH6eDqPRiosPKyiom6fDaJSion2yWr3j76+ayXRQVmtnWSz+ng6lUYqL/62goO6eDqNRCgv3KTTUu66P4uI8mUxSQECkp0NplOLifykoqIenw2iUs2f3KDy8r6fDaDR//6MKDu7i6TAaxRvv5YYhRUT083QYjWa3H1ZoqHfdywsL9ysiIs7TYTTKqe8NjezmJ7PZu5Li6cfDFBLmXffyipI9iu/rXf9/OXbipA4c6yA/P+/6gpu/v/e91yso+FZhYX08HUajVFSU6Oc/L1Bg4BWeDqVRSksPKijoak+H0Sgm0x61a+eN7/W88XOb/bJaveteLnnn5zYlJYcVHOxt7/W873Mbs/nf6tQpVr6+3vW5jdP5bwUEeM+9vKjI4ukQAKDNYfp0AAAAAAAAAAAAAECbRVIcAAAAAAAAAAAAANBmkRQHAAAAAAAAAAAAALRZJMUBAAAAAAAAAAAAAG0WSXEAAAAAAAAAAAAAQJtFUhwAAAAAAAAAAAAA0GaRFAcAAAAAAAAAAAAAtFk+ng4AAAAAAAAAAAAAnme322s8z8nJ8VAkF7JYLIqOjpZhGJ4OBYAXIikOAAAAAAAAAAAA5efn13i+aNEiD0VSuz59+uipp54iMQ6g0Zg+HQAAAAAAAAAAAK3et99+q9zcXE+HAcALkRQHAAAAAAAAAACAV/jhFO8A0BBMnw4AAAAAAAAAAABFRETUeD5nzhzFxMR4KJoqOTk5rW4adwDep0mT4qtWrdLixYt18OBBmUwmXXnlldq9e7d8fX2bspt6ORwO/fGPf9S9996rdu3atVi/TW3EiBHasmWLvv/++3pvOOXl5VqyZIlWrVqlf//73/L399c111yj6dOn65577mnBiAEAAAAAAAAAgDezWCw1nsfExCg2NtZD0QBA02mypPgHH3ygSZMmSZIMw1BYWJhMJlOLJsSzs7M1duxY7d27VxMnTmyxfpva888/ry1btly0XFlZmUaPHq3PP/9ckhQcHKySkhJ98cUX+uKLL7Rx40atXLlShmE0d8gAAAAAAAAAAAAA0Co12Zriq1evliTFxsbq5MmTOnPmjPbt29dUzTfId999p71797Zon01t0aJFSkxMbFDZhx9+WJ9//rmio6P197//XUVFRSoqKtIf//hHWSwWrV69WosXL27miAEAAAAAAAAAAACg9WqypHheXp4kafjw4R5fX8IbFRQUaOLEiXriiScaVP7w4cNasWKFJOmtt97S6NGjJUm+vr566KGHtHDhQknSggULZLPZmiVmAAAAAAAAAAAAAGjtmiwp7nA4JEkBAQFN1eSPRmpqqq666iq9/fbb8vHx0b333nvROq+//rqcTqf69u2rkSNHXrD/oYceUmhoqM6ePasNGzY0R9gAAAAAAAAAAAAA0OpddlI8ISFBhmEoPT1dkrRs2TIZhiHDMHT06FFJ0tmzZ7VgwQINHTpUUVFRslgsCg8P1/XXX6/nnntOhYWFdbZ/8OBBPfLII+rZs6cCAwMVGhqqoUOHKjU1VZWVle5yXbp00fDhw93PO3ToIMMw3KOpq+Xn52v+/Pnq16+fgoODFRQUpF69emnOnDnKycm5oP+jR4/KMAz5+PjIZrNp2rRpCgkJUUhIiAYOHKj8/PzLOHtVli5dqvz8fPXt21fbtm3T1KlTL1rns88+kySNGDGi1v1+fn668cYbJUmffPLJZccIAAAAAAAAAAAAAN7I53IbaNeunaKjo3XmzBnZ7XYFBAQoJCREkmQ2m5WZmakxY8a4p1f38/OTv7+/CgoKlJmZqczMTK1cuVIZGRmyWq012n7rrbd03333qaysTJIUEhKi4uJibd26VVu3btXmzZu1cuVKGYahqKgonTt3TmfPnpUkRUVFyWQy1Ri5/tVXX2n8+PHKzc2VVDWq3Ww2a//+/dq/f7+WL1+uNWvW1Jlonjhxoj766CMFBgaqrKxMZWVlioiIuNxTqB49eujhhx/W1KlTZTablZaWdtE6+/fvlyT17Nmz3nYlNcna7sePH29w2dq+XAAAAAAAAAAAABrPbrcrOzv7stqwWCyKjo6WYRhNFBUAeJfLToq/9957kqpGjKenp+vee+/Vq6++KkmqqKhQQkKC8vLyNHjwYKWkpKhv376SpNzcXC1atEiLFy/WgQMHlJKSUmM97a+//lpTpkyR0+nU2LFjtWTJEvXo0UPl5eX685//rNmzZ2v16tUaOHCgZs2apR07digtLc09WnzPnj011jY/fvy4xo0bp/z8fPXs2VMpKSkaNmyYDMPQ9u3b9eCDD2rXrl0aP368MjMzdfXVV9c4TqfTqY8//lgpKSm6//77ZbPZdPjw4cs9fZKkd955p1HlbTabzp07J0nq2LFjneWuuOIKSdL3339/6cH9/2JjYy+7DQAAAAAAAAAA0Dh5eXlasGDBZbfTp08fPfXUUyTGAfwoNdma4rXZtGmTDh8+LD8/P61bt86dEJek6OhoJScn64YbbpAkbdu2rUbduXPnyul0atCgQVq/fr171LOfn58ee+wxPfroo5LkTsBfTFJSkvLz89W+fXulp6e7p32XpPj4eKWlpalbt26y2WxKTEystY1x48ZpxowZMgxDVqtV1157baPOR1OpTohLUmBgYJ3lqvedXx4AAAAAAAAAAPz4fPvtt+6ZdAHgx+ayR4rXZ9CgQdq8ebPKysoUFRVVa5nevXsrIyNDRUVF7m2FhYXuNbPnzJkjs9l8Qb2ZM2fKarWqe/fucjgc8vGp+1BcLpfWrFkjSZo1a5bat29/QRmr1aq5c+dq+vTpWr9+vWw2m4KDg2uUGTVq1MUPugU4HA73Y19f3zrL+fn5XVD+UjVmapaDBw9q5MiRl90nAAAAAAAAAABoOna73dMhAIBHNGtSPCIiQjfddFONbYWFhTp06JCysrKUkZGhjRs3Sqqanrzanj173C/MQ4YMqbXtrl276plnnmlQHEeOHHGvaf7DeM5XvZa4w+HQN998o6FDh9bY37179wb119zOXye9oqKiznLl5eWS6k+cN1R907T/UGFh4WX3BwAAAAAAAAAApMjISC1evPiS6ubk5GjRokVNHBEAeJ9mTYpLVaO0N2zYoJSUFGVmZur06dM19ptMJne5atXTd5hMpjpHmDfG+X1Wr7NdmyuvvLLWOtVCQkIuO5amYLVa3Y9LS0vrLFdSUiKp9cQNAAAAAAAAAAAax2KxKDY21tNhAIBXa9akeEVFhW699VZt2rRJkuTv76/+/fsrLi5O/fr104033qjU1FS9/vrrNeqdP9139brfl+P8hHt9Kisr6+23OoHvaf7+/oqMjFReXp5OnjxZZ7kTJ05Iqv+LAAAAAAAAAAAAAADQljVrlvfFF1/Upk2b5O/vr7feeksFBQXauXOn3nrrLf3mN79RfHy8bDbbBfUiIiIkVSWpq6c9r01WVlat9X/o/NHm1Yni2py/rylGqDenXr16SZL+9a9/1Vnm3//+d42yAAAAAAAAAAAAAPBj06xJ8bVr10qS7rnnHk2aNEl+fn4XlMnKypJUczT3dddd5368bdu2WtvOzs5W7969ZbVatWPHjnrj6Natm9q1aydJ2rJlS53lNm/eLKlqRPg111xTb5uelpCQIKnu4ykvL9fnn38uSRo2bFhLhQUAAAAAAAAAAAAArUqzJsWrR3GfPy35+dauXavdu3dLkux2u3t7ZGSkO+n74osv1jr9+bJlyyRJMTEx7iS62Wx273c6ne7HhmHorrvukiQtXbpUp06duqC9oqIivfDCC5KkkSNHKjQ0tGEH6SETJkyQJGVmZurTTz+9YP+f/vQnFRYWKjIyUnfeeWdLhwcAAAAAAAAAAAAArUKzJsXj4+MlSW+++aZWr17tTlTn5OTo2Wef1d133+0uW1JSUqNuUlKSzGaz0tLSNGHCBB07dkySVFxcrOTkZC1cuFCSNG/ePPn4VC2NHh4e7q6/ffv2Gu0lJiaqXbt2OnXqlIYNG6b09HR3sj0jI0PDhw/X4cOHFRgYqJdffrkpT0Oz6NWrl+655x5JVQnyDz74QC6XS3a7XSkpKZo7d64k6be//a0CAwM9GSoAAAAAAAAAAAAAeEyzJsXnz5+vqKgoVVRU6Je//KX8/f0VGhqqDh06aP78+bJYLJo4caIk6dixYzVGhA8ePFipqamyWCx699131blzZ4WHh8tqtWrOnDlyOp2aMWOGHnroIXed7t27u9cCv/322xUWFqbk5GRJUmxsrNavX6/IyEgdOHBACQkJCg4OltVqVXx8vHbu3KmIiAi9//776tmzZ3OelibzyiuvaMCAATpz5ozGjx/vPp4HH3xQdrtd99xzj37zm994OkwAAAAAAAAAAAAA8JhmTYp37dpVO3bs0NSpU9WxY0dJVdOa9+rVS7NmzdKePXu0dOlSGYahs2fPKj09vUb9yZMna/fu3Zo2bZo6deqkkpIShYaGauTIkVq3bp1SUlJkGIa7vJ+fnz788EMNHjxYgYGBcrlcOn36tHv/kCFDlJWVpcTERPea4YZhqG/fvpo/f7727t2r0aNHN+cpaVJhYWHaunWrnn/+efXt21dS1RTyN9xwg1577TX99a9/9XCEAAAAAAAAAAAAAOBZPk3VUFpaWq3bO3furDfeeKPeunWtOS5JcXFxSk1NbXAc8fHx2rp1a537o6KilJSUpKSkpAa116VLl1rXNG9OCQkJDe7Tz89Pc+fOdU+XDgAAAAAAAAAAAAD4P806UhwAAAAAAAAAAAAAAE8iKQ4AAAAAAAAAAAAAaLOabPr0H6Pk5GQlJydfUt0JEybo5ZdfbuKIAAAAAAAAAAAAAADnIyl+GWw2m3Jzcy+pbmFhYRNHAwAAAAAAAAAAAAD4IaZPvwxPP/20XC7XJf2sWLHC0+EDAAAAAAAAAAAAQJtHUhwAAAAAAAAAAAAA0GaRFAcAAAAAAAAAAAAAtFmsKQ4AAAAAAAAAANAG2e32Gs9zcnLqLX+x/QDgrUiKAwAAAAAAAAAAtEH5+fk1ni9atMhDkQCAZ5EUR7MrLT2q4mKLp8NokKKiUzIM+8ULtiI2W56kf3k6jEapqChQcbF3xSxVXR+Sw9NhNIrNdkYmk3ed64qK0yopqZCPj5+nQ2mUquvD5ekwGqW0NF8+Pt51fZSX21RZ6VRl5RlPh9IoVdeHdyktPStfX++6PqTqe3mFp8NolKIi77uXl5V5773cbveue/m5c3lyOLzrXJ8tPKMtRyJlmCo9HUqjmMqOyeKTf/GCrci5HV/pX2986+kwGuWMyaSwO+5WgAI9HUqj5JeUy/ve652VxeJdrx8OR7nKyoplGDZPh9IoRUWnJRmeDqNRysrOeO293Ns+tykqype3vdcrL/fe93oul3e91/PGz23Ky0/pyJEyWSze9bnNuXOnVFnpPffy0tKjng7BzWLxjs/2AeBiSIqj2QUEdFFQUA9Ph9EgLpdFQUFdPR1GI1V6zfmtVlJS7HUxV/FRUFA3TwfRKJWVdq871+XlLgUGdpbF4u/pUBrJUFBQd08H0SgOh/ddH1KeTCYpICDS04E0mred64qKMq+LWZJcLl8FBXXxdBiN5H338rKyEq+LWZJcLh8FBnrbvdypgADvOtfFxeXy8e8lk8ns6VAapUNggXq0D/d0GI2SZTunHm+84ekwGiU7NlahDz6okEDvSornlFbK18v+Fu32cq97ra6oKJGPT4GCgq7wdCiN5PK6c11e7q3v9bzvcxuXy+l155rPbVqOd35uY8jfP9brPrdxOr3rc5uAgNbxBaA+ffooOjra02EAQJMgKQ4AAAAAAAAAANAGRURE1Hg+Z84cxcTEXLSexWJRdHS0DMO7ZkMBgLqQFAcAAAAAAAAAAGiDfjj9eUxMjGJjYz0UDQB4jsnTAQAAAAAAAAAAAAAA0FxIigMAAAAAAAAAAAAA2iyS4gAAAAAAAAAAAACANoukOAAAAAAAAAAAAACgzSIpDgAAAAAAAAAAAABos0iKAwAAAAAAAAAAAADaLJLiAAAAAAAAAAAAAIA2i6Q4AAAAAAAAAAAAAKDNIikOAAAAAAAAAAAAAGizmiUpvmrVKg0YMEDBwcEKCQlRXFycKioqmqOrOjkcDr300ks6c+ZMi/bb1EaMGCHDMJSTk9Og8unp6TKZTJoxY0YzRwYAAAAAAAAAAAAArZ9PUzf4wQcfaNKkSZIkwzAUFhYmk8kkX1/fpu6qTtnZ2Ro7dqz27t2riRMntli/Te3555/Xli1bGlz+5MmTmjJlilwuVzNGBQAAAAAAAAAAAADeo8mT4qtXr5YkxcbGKiMjQzExMU3dxUV999132rt3b4v325QWLVqkxMTEBpc/duyYbrnlFh09erT5ggIAAAAAAAAAAAAAL9Pk06fn5eVJkoYPH+6RhLi3Kygo0MSJE/XEE080uM6GDRvUv39/7d+/vxkjAwAAAAAAAAAAAADv0+RJcYfDIUkKCAho6qbbvNTUVF111VV6++235ePjo3vvvbfe8idOnNDPfvYz3XrrrcrPz9cNN9ygPn36tFC0AAAAAAAAAAAAAND6NVlSPCEhQYZhKD09XZK0bNkyGYYhwzDcU3qfPXtWCxYs0NChQxUVFSWLxaLw8HBdf/31eu6551RYWFhn+wcPHtQjjzyinj17KjAwUKGhoRo6dKhSU1NVWVnpLtelSxcNHz7c/bxDhw4yDEMrVqyo0V5+fr7mz5+vfv36KTg4WEFBQerVq5fmzJmjnJycC/o/evSoDMOQj4+PbDabpk2bppCQEIWEhGjgwIHKz8+/jLNXZenSpcrPz1ffvn21bds2TZ06td7yO3bs0McffyyLxaLExER9/vnnateu3WXHAQAAAAAAAAAAAABtRZOtKd6uXTtFR0frzJkzstvtCggIUEhIiCTJbDYrMzNTY8aMcU+v7ufnJ39/fxUUFCgzM1OZmZlauXKlMjIyZLVaa7T91ltv6b777lNZWZkkKSQkRMXFxdq6dau2bt2qzZs3a+XKlTIMQ1FRUTp37pzOnj0rSYqKipLJZKoxcv2rr77S+PHjlZubK6lqVLvZbNb+/fu1f/9+LV++XGvWrNGIESNqPdaJEyfqo48+UmBgoMrKylRWVqaIiIjLPoc9evTQww8/rKlTp8psNistLa3e8r6+vrrnnns0f/58/eQnP7ns/gEAAAAAAAAAAACgrWmykeLvvfeecnJyNHjwYEnSvffeq5ycHOXk5Cg6OloTJkxQXl6eBg8erN27d6usrExFRUXKycnR7NmzJUkHDhxQSkpKjXa//vprTZkyRWVlZRo7dqwOHjyowsJCFRcX68UXX5RhGFq9erWWLl0qqWr09Hvvveeuv2fPHuXk5GjChAmSpOPHj2vcuHHKzc1Vz5499dlnn6m4uFhFRUX66quv1L9/fxUUFGj8+PE6ePDgBcfpdDr18ccfKyUlRTabTQUFBfrrX//aJOfwnXfe0a9//WuZzeYGlR87dqz+9re/tUhC/Pjx4w3+qW2kPQAAAAAAAAAAaDy73a7s7OxL+uHzegCo0mQjxeuzadMmHT58WH5+flq3bp2ioqLc+6Kjo5WcnKzPP/9cGRkZ2rZtW426c+fOldPp1KBBg7R+/Xp3wtjPz0+PPfaYsrOztWTJEr366quaNWvWRWNJSkpSfn6+2rdvr/T0dLVv3969Lz4+XmlpaerXr58OHz6sxMRErV279oI2xo0bpxkzZkiSrFarrr322ks6L94kNjbW0yEAAAAAAAAAAPCjk5eXpwULFng6DADwai2SFB80aJA2b96ssrKyGgnx8/Xu3VsZGRkqKipybyssLNRnn30mSZozZ06tI6hnzpwpq9Wq7t27y+FwyMen7kNyuVxas2aNJGnWrFk1EuLVrFar5s6dq+nTp2v9+vWy2WwKDg6uUWbUqFEXP2gAAAAAAAAAAIBWxGKxeDoEAPCIFkmKR0RE6KabbqqxrbCwUIcOHVJWVpYyMjK0ceNGSVXTk1fbs2eP7Ha7JGnIkCG1tt21a1c988wzDYrjyJEj7jXNfxjP+arXEnc4HPrmm280dOjQGvu7d+/eoP7akuzs7AaXPXjwoEaOHNmM0QAAAAAAAAAAgMbo06ePoqOjPR0GAHhEiyTFpapR2hs2bFBKSooyMzN1+vTpGvtNJpO7XLXc3Fz3vrpGmDfG+X1eccUVdZa78sora61TLSQk5LJj8TYdO3ZscNnCwsJmjAQAAAAAAAAAgB+PyMhILV68+LLasFgsio6OlmEYTRQVAHiXFkmKV1RU6NZbb9WmTZskSf7+/urfv7/i4uLUr18/3XjjjUpNTdXrr79eo57D4XA/booX6vMT7vWprKyst9/qBD4AAAAAAAAAAEBzslgsio2N9XQYAODVWiQp/uKLL2rTpk3y9/fX8uXLdccdd8jPz69GmZdffvmCehEREZKqktR5eXmKjIystf2srCx16tTpgrW/f+j80eYnTpxQ586day134sSJWusAAAAAAAAAAAAAALxLiwx5Xrt2rSTpnnvu0aRJky5IiEtViW2p5mju6667zv1427ZttbadnZ2t3r17y2q1aseOHfXG0a1bN7Vr106StGXLljrLbd68WVLViPBrrrmm3jYBAAAAAAAAAAAAAK1XiyTFbTabpJrTkp9v7dq12r17tyTJbre7t0dGRiohIUFS1Wjz2qY/X7ZsmSQpJibGnUQ3m83u/U6n0/3YMAzdddddkqSlS5fq1KlTF7RXVFSkF154QZI0cuRIhYaGNuwgAQAAAAAAAAAAAACtToskxePj4yVJb775plavXu1OVOfk5OjZZ5/V3Xff7S5bUlJSo25SUpLMZrPS0tI0YcIEHTt2TJJUXFys5ORkLVy4UJI0b948+fhUzQYfHh7urr99+/Ya7SUmJqpdu3Y6deqUhg0bpvT0dHeyPSMjQ8OHD9fhw4cVGBhY65TuAAAAAAAAAAAAAADv0SJJ8fnz5ysqKkoVFRX65S9/KX9/f4WGhqpDhw6aP3++LBaLJk6cKEk6duxYjRHhgwcPVmpqqiwWi95991117txZ4eHhslqtmjNnjpxOp2bMmKGHHnrIXad79+7utcBvv/12hYWFKTk5WZIUGxur9evXKzIyUgcOHFBCQoKCg4NltVoVHx+vnTt3KiIiQu+//7569uzZEqcHAAAAAAAAAAAAANBMWiQp3rVrV+3YsUNTp05Vx44dJVVNa96rVy/NmjVLe/bs0dKlS2UYhs6ePav09PQa9SdPnqzdu3dr2rRp6tSpk0pKShQaGqqRI0dq3bp1SklJkWEY7vJ+fn768MMPNXjwYAUGBsrlcun06dPu/UOGDFFWVpYSExPda4YbhqG+fftq/vz52rt3r0aPHt0CZwYAAAAAAAAAAAAA0Jx8mrrBtLS0Wrd37txZb7zxRr1161pzXJLi4uKUmpra4Dji4+O1devWOvdHRUUpKSlJSUlJDWqvS5cuta5p3pwSEhIa3Wdd5x8AAAAAAAAAAAAAfoxaZKQ4AAAAAAAAAAAAAACeQFIcAAAAAAAAAAAAANBmNfn06T9GycnJSk5OvqS6EyZM0Msvv9zEEQEAAAAAAAAAAAAAJJLiTcJmsyk3N/eS6hYWFjZxNAAAAAAAAAAAAACAakyf3gSefvppuVyuS/pZsWKFp8MHAAAAAAAAAAAAgDaLpDgAAAAAAAAAAAAAoM0iKQ4AAAAAAAAAAAAAaLNIigMAAAAAAAAAAAAA2iyS4gAAAAAAAAAAAACANsvH0wGg7Tt37pjOnvX3dBgNUlLyvez2Sk+H0SilpadUUWHxdBiNUlR0Wj4+33k6jEYrKfleFRUuT4fRKKWlp+RweMffX7Wiou/ldDrk4+NdcZeV5aiiwru+a1ZSckqVld51nktLC2UyuVRWVujpUBqltDRHFRVmT4fRKDbbaUne91pdXHxSdrvT02E0StXrh3fdy8+dOyWTyfuuj9JS77uXl5Xlym739XQYjWKz5cowfGUyedd/NyuNMzIqHZ4Oo1G+d7lk6d3H02E0yumIdsrLOaXgwABPh9IoBYUuWcq87W/xtFwu73qtrqgolcNhU0VFqadDaZTS0lxVVHjXa15R0Sl543u90lLv/NzG2+7lfG7TckpKTslu967/l587d1JOZwWf2zSzc+eOeToEAGhzvOsdO7xSQECUgoI6eDqMBqrwolir2bwu5tLS014XsyQZRrkCA70rbpfrnNeda7u9RMHBHWQ2e9d/rgyj1OuuD6ez0OuuD5PJV4Yh+ftHeDqURjGMEq+7PhyOM153fVSxe13chmHzuuujvDzf686zJFVUlMts9q64/fyKvO5cl5efVXDwFTIM7/oy0LmSMh2t6OrpMBrF1jdYRwfP8XQYjVJUdEJ+lSHyrbB6OpRG8Qs4rIAA7/pbdDoLvO71w9e3RHZ7odfdF6VirzvXZWVn5HB4V8ySFBjojZ/beN+9nM9tWk5JyTkVFXlXzBUVJYqO5nOb5hYQcNbTIQBAm0NSHM3OYgmQr2+gp8NokIoKf6+JtZrd7ud1MVss3hezJNnt3nd9WCy+Xhezj4+vfHwCZbF413+u+FtsGXZ7iUwmeWHc3neufXy8L2aJe3lL8cb7iyRZLP6yWLwrbsPwvuvDx8dPFkugTCbvSop743s9Hx/vjNmb/o9YzRtfq318vPO1Wqrwuri98fqwWPxkMnlXzFLVvdzbznVFhXdeH94Ws+Sd93KLxVcul3fFbDL587lNC7BYvGtWHQDwBt4zXwgAAAAAAAAAAAAAAI3ESHEAAAAAAAAAAAC0Sna7vcbznJycJu+jOdoE0LqQFAcAAAAAAAAAAECrlJ+fX+P5okWLPBQJAG/G9OkAAAAAAAAAAADA/89isXg6BABNjKQ4AAAAAAAAAAAAIKlPnz6Kjo72dBgAmhjTpwMAAAAAAAAAAKBVioiIqPF8zpw5iomJaZa+LBaLoqOjZRhGs7QPwHNIigMAAAAAAAAAAKBV+uFU5jExMYqNjfVQNAC8FdOnAwAAAAAAAAAAAADaLJLiAAAAAAAAAAAAAIA2i6Q4AAAAAAAAAAAAAKDNIikOAAAAAAAAAAAAAGizWk1SfNWqVRowYICCg4MVEhKiuLg4VVRUtGgMDodDL730ks6cOdOi/V6ukpISPf/88xowYIBCQkIUEBCga665Rk8//bRsNpunwwMAAAAAAAAAAAAAj/HxdACS9MEHH2jSpEmSJMMwFBYWJpPJJF9f3xaLITs7W2PHjtXevXs1ceLEFuv3cv3nP//RyJEjdejQIUlSYGCgHA6H9u3bp3379untt9/WZ599ppiYGA9HCgAAAAAAAAAAAAAtr1WMFF+9erUkKTY2VidPntSZM2e0b9++Fo3hu+++0969e1u0z8tVUVGhsWPH6tChQ+revbv++c9/ymazyWaz6a233lJYWJgOHDigBx54wNOhAgAAAAAAAAAAAIBHtIqR4nl5eZKk4cOHM6K5EV555RVlZWUpOjpan3/+uaKjoyVJfn5+mjRpkhwOh6ZMmaIPPvhAOTk5nFsAAAAAAAAAAAAAPzqtIinucDgkSQEBAR6OxLssX75ckvTcc8+5E+Lnu+uuu5Sbm6uIiAiZzeaWDg8AAAAAAAAAAAAAPM6j06cnJCTIMAylp6dLkpYtWybDMGQYho4ePSpJOnv2rBYsWKChQ4cqKipKFotF4eHhuv766/Xcc8+psLCwzvYPHjyoRx55RD179lRgYKBCQ0M1dOhQpaamqrKy0l2uS5cuGj58uPt5hw4dZBiGVqxYUaO9/Px8zZ8/X/369VNwcLCCgoLUq1cvzZkzRzk5ORf0f/ToURmGIR8fH9lsNk2bNk0hISEKCQnRwIEDlZ+ff8nn7uDBgzp48KDMZnOda6AHBAToiSee0H//938rKirqkvsCAAAAAAAAAAAAAG/l0ZHi7dq1U3R0tM6cOSO73a6AgACFhIRIksxmszIzMzVmzBj39Op+fn7y9/dXQUGBMjMzlZmZqZUrVyojI0NWq7VG22+99Zbuu+8+lZWVSZJCQkJUXFysrVu3auvWrdq8ebNWrlwpwzAUFRWlc+fO6ezZs5KkqKgomUymGiPXv/rqK40fP165ubmSqhLOZrNZ+/fv1/79+7V8+XKtWbNGI0aMqPVYJ06cqI8++kiBgYEqKytTWVmZIiIiLvnc7d69W5J01VVXKTg4WHv27NEf//hHbdu2TcXFxerZs6f++7//W7fffvsl93G+48ePN7hsbV8QAAAAAAAAAAAAjWe325Wdnd2sfVgsFkVHR8swjGbtBwA8xaNJ8ffee09S1Yjx9PR03XvvvXr11VclSRUVFUpISFBeXp4GDx6slJQU9e3bV5KUm5urRYsWafHixTpw4IBSUlL0xBNPuNv9+uuvNWXKFDmdTo0dO1ZLlixRjx49VF5erj//+c+aPXu2Vq9erYEDB2rWrFnasWOH0tLS3KPF9+zZU2P97ePHj2vcuHHKz89Xz549lZKSomHDhskwDG3fvl0PPvigdu3apfHjxyszM1NXX311jeN0Op36+OOPlZKSovvvv182m02HDx++rHN34MABSVJMTIxeffVVzZo1S3a73b3/yJEj2rhxo+655x795S9/uezp02NjYy+rPgAAAAAAAAAAaLy8vDwtWLCg2fvp06ePnnrqKRLjANokj06fXp9Nmzbp8OHD8vPz07p169wJcUmKjo5WcnKybrjhBknStm3batSdO3eunE6nBg0apPXr16tHjx6SqkaaP/bYY3r00UclyZ2Av5ikpCTl5+erffv2Sk9Pd0/7Lknx8fFKS0tTt27dZLPZlJiYWGsb48aN04wZM2QYhqxWq6699tpGnY8fKigokCTt379fDz30kHr37q20tDSVlpbqP//5jx577DFJ0ptvvqlnnnnmsvoCAAAAAAAAAABt27fffuueLRcA2hqPjhSvz6BBg7R582aVlZXVuR527969lZGRoaKiIve2wsJCffbZZ5KkOXPm1DpCeubMmbJarerevbscDod8fOo+DS6XS2vWrJEkzZo1S+3bt7+gjNVq1dy5czV9+nStX79eNptNwcHBNcqMGjXq4gfdCDabTZJ06tQpde/eXf/85z/dU8h36tRJL774onx8fLRo0SItWrRIDz30kKKjoy+5v8ZMzXLw4EGNHDnykvsCAAAAAAAAAAAt7/wZaQGgLWm1SfGIiAjddNNNNbYVFhbq0KFDysrKUkZGhjZu3Cipanryanv27HG/aA8ZMqTWtrt27drg0dNHjhxxr2n+w3jOV72WuMPh0DfffKOhQ4fW2N+9e/cG9Xcp/ud//ueCNdUlKTExUa+88orKysr00Ucfadq0aZfcR8eOHRtctrCw8JL7AQAAAAAAAAAA/ycyMlKLFy9ulrZzcnK0aNGiZmkbAFqTVpsUl6pGaW/YsEEpKSnKzMzU6dOna+w3mUzuctWqp/YwmUx1jjBvjPP7vOKKK+osd+WVV9Zap1pISMhlx3K+85Pgw4YNq7VMWFiYevfurV27dmnv3r1N2j8AAAAAAAAAAGh+FotFsbGxng4DALxaq02KV1RU6NZbb9WmTZskSf7+/urfv7/i4uLUr18/3XjjjUpNTdXrr79eo57D4XA/rl73+3Kcn3CvT2VlZb39Vifwm8r5U6H/cKr284WHh0uSSkpKmrR/AAAAAAAAAAAAAPAGrTYp/uKLL2rTpk3y9/fX8uXLdccdd8jPz69GmZdffvmCehEREZKqktR5eXmKjIystf2srCx16tSp3oSypBqjzU+cOKHOnTvXWu7EiRO11mkuffr0cT/Ozs5Wu3btai135swZSVJMTEyzxwQAAAAAAAAAAAAArU3TDl9uQmvXrpUk3XPPPZo0adIFCXGpKrEt1RzNfd1117kfb9u2rda2s7Oz1bt3b1mtVu3YsaPeOLp16+ZOOG/ZsqXOcps3b5ZUNSL8mmuuqbfNpjBo0CD3OdmwYUOtZQoKCrRv3z5JUv/+/Zs9JgAAAAAAAAAAAABobVptUtxms0mqOS35+dauXavdu3dLkux2u3t7ZGSkEhISJFWNNq9t+vNly5ZJqho9XZ1EN5vN7v1Op9P92DAM3XXXXZKkpUuX6tSpUxe0V1RUpBdeeEGSNHLkSIWGhjbsIC9DWFiYfv7zn0uSlixZUus65osWLVJFRYXCw8N18803N3tMAAAAAAAAAAAAANDatNqkeHx8vCTpzTff1OrVq92J6pycHD377LO6++673WV/uF52UlKSzGaz0tLSNGHCBB07dkySVFxcrOTkZC1cuFCSNG/ePPn4VM0gX732tiRt3769RnuJiYlq166dTp06pWHDhik9Pd2dbM/IyNDw4cN1+PBhBQYG1jqle3P5wx/+oODgYOXn5yshIUFffvmlJKm0tFTPP/+8nn/+eUnSwoULax1pDwAAAAAAAAAAAABtXatNis+fP19RUVGqqKjQL3/5S/n7+ys0NFQdOnTQ/PnzZbFYNHHiREnSsWPHaowIHzx4sFJTU2WxWPTuu++qc+fOCg8Pl9Vq1Zw5c+R0OjVjxgw99NBD7jrdu3d3rwV+++23KywsTMnJyZKk2NhYrV+/XpGRkTpw4IASEhIUHBwsq9Wq+Ph47dy5UxEREXr//ffVs2fPFjtHXbp00YYNGxQaGqqsrCwNGTJEwcHBCg0NVWJiolwulx555BHdd999LRYTAAAAAAAAAAAAALQmrTYp3rVrV+3YsUNTp05Vx44dJVVNa96rVy/NmjVLe/bs0dKlS2UYhs6ePav09PQa9SdPnqzdu3dr2rRp6tSpk0pKShQaGqqRI0dq3bp1SklJkWEY7vJ+fn768MMPNXjwYAUGBsrlctWYknzIkCHKyspSYmKie81wwzDUt29fzZ8/X3v37tXo0aNb4MzUNGzYMB04cECPP/64unfvLqfTqfDwcI0ePVobNmzQSy+9VOM4AQAAAAAAAAAAAODHxMfTAUhSWlpards7d+6sN954o966da05LklxcXFKTU1tcBzx8fHaunVrnfujoqKUlJSkpKSkBrXXpUuXWtc0b2oxMTFavHixFi9e3Ox9AQAAAAAAAAAAAIA3abUjxQEAAAAAAAAAAAAAuFwkxQEAAAAAAAAAAAAAbVarmD79xyg5OVnJycmXVHfChAl6+eWXmzgiAAAAAAAAAAAAAGh7SIp7iM1mU25u7iXVLSwsbOJoAAAAAAAAAAAAAKBtYvp0D3n66aflcrku6WfFihWeDh8AAAAAAAAAAAAAvAJJcQAAAAAAAAAAAABAm0VSHAAAAAAAAAAAAADQZpEUBwAAAAAAAAAAAAC0WT6eDgAAAAAAAAAAAAAtz26313iek5PTYn1bLBZFR0fLMIwW6xPAjxdJcTS7kpLvZLN5x6QERUV5kso8HUajFBWdlsvl8nQYjVJefkY2235Ph9FoRUV5crnKPR1Go9hs+TIM7zrX5eV5MplK5ePj5+lQGqXq+nB4OoxGKS7Ok9nsXddHWVmxXC6nnM7Tng6lUWy2PLlcTk+H0SglJWdksXjX9SFV38tLPR1Go1S9fnjXvbys7KxX3svLyvJksXjXvby4+LRM3vFW2q2sLE82236ZTGZPh9IoVX+LFZ4Oo1FKSk7LZPKuv8Xy8kLZ7bmy24M8HUqjeON7vZKSM/Lx8a7rw+msUFmZTS5XoadDaRSbLV8uV6Wnw2iU8vIzCg72rutD8t7PbbwNn9u0HLs9X0FB3nau81RcXMznNs2spOS7FusrPz+/xvNFixa1WN+S1KdPHz311FMkxgE0O5LiaHaBgT9RcHCcp8NooCMKDu7q6SAaxTAMBQX19HQYjVJaWuZF18T/MYzDCgrq5ukwGsXlqvS6c11RcVBBQZ1lsfh7OpRGMYx/Kyiou6fDaBSn0/uuD8PIk8kkBQREejqURjGMfykoqIenw2gUu93udddHlaMKDu7i6SAaxTAOeN29vLy83Euvj8MKDvaue7lhyOvOdVmZQ8HBcV6XFDeM7xQU9BNPh9EolZUur7s+nM5s+fuHys8vxNOhNIo3vtdzOBxed31UVJTIx6dAQUFXeDqURjGMgwoKutrTYTRKRYVdoaHedX1IktnsfZ/bSN53L+dzm5bjclXKavWuc+1y/VtBQbF8btPMAgO968tWl+Pbb79Vbm6uYmJiPB0KgDbOy8YcAAAAAAAAAAAAoK344RTuANAcGCkOAAAAAAAAAADwIxQREVHj+Zw5c5p91HZOTk6LT9MOACTFAQAAAAAAAAAAfoQsFkuN5zExMYqNjfVQNADQfJg+HQAAAAAAAAAAAADQZpEUBwAAAAAAAAAAAAC0WSTFAQAAAAAAAAAAAABtFklxAAAAAAAAAAAAAECbRVIcAAAAAAAAAAAAANBmkRQHAAAAAAAAAAAAALRZJMUBAAAAAAAAAAAAAG0WSXEAAAAAAAAAAAAAQJvVapLiq1at0oABAxQcHKyQkBDFxcWpoqKiRWNwOBx66aWXdObMmRbt93Jt2LBBY8aMUUREhIKCgtSnTx/NmzdPp06d8nRoAAAAAAAAAAAAAOBRPp4OQJI++OADTZo0SZJkGIbCwsJkMpnk6+vbYjFkZ2dr7Nix2rt3ryZOnNhi/V4Ol8ulBx54QMuWLXNvCwsLU1ZWlvbu3atXX31VGzZs0KBBgzwYJQAAAAAAAAAAAAB4TqsYKb569WpJUmxsrE6ePKkzZ85o3759LRrDd999p71797Zon5dr4cKF7oT43XffrezsbJ09e1b5+fl6/PHHdebMGY0cOVJHjx71bKAAAAAAAAAAAAAA4CGtIimel5cnSRo+fLhiYmI8HI13KCws1IIFCyRJd955p1atWqWOHTtKqhotvnjxYj3wwAMqKSnR7NmzPRkqAAAAAAAAAAAAAHhMq0iKOxwOSVJAQICHI/EeW7Zskc1mkyR3cvyHEhMTJUnr1q1TTk5Oi8UGAAAAAAAAAAAAAK2FR5PiCQkJMgxD6enpkqRly5bJMAwZhuGe8vvs2bNasGCBhg4dqqioKFksFoWHh+v666/Xc889p8LCwjrbP3jwoB555BH17NlTgYGBCg0N1dChQ5WamqrKykp3uS5dumj48OHu5x06dJBhGFqxYkWN9vLz8zV//nz169dPwcHBCgoKUq9evTRnzpxak85Hjx6VYRjy8fGRzWbTtGnTFBISopCQEA0cOFD5+fmXfO4OHTokSYqJidFVV11Va5mOHTsqKipKlZWV+uKLLy65LwAAAAAAAAAAAADwVj6e7Lxdu3aKjo7WmTNnZLfbFRAQoJCQEEmS2WxWZmamxowZ455e3c/PT/7+/iooKFBmZqYyMzO1cuVKZWRkyGq11mj7rbfe0n333aeysjJJUkhIiIqLi7V161Zt3bpVmzdv1sqVK2UYhqKionTu3DmdPXtWkhQVFSWTyVRj5PpXX32l8ePHKzc3V1LVqHaz2az9+/dr//79Wr58udasWaMRI0bUeqwTJ07URx99pMDAQJWVlamsrEwRERGXfO6cTqc7jvqYTFXfezh48OAl9wUAAAAAAAAAAAAA3sqjSfH33ntPUtWI8fT0dN1777169dVXJUkVFRVKSEhQXl6eBg8erJSUFPXt21eSlJubq0WLFmnx4sU6cOCAUlJS9MQTT7jb/frrrzVlyhQ5nU6NHTtWS5YsUY8ePVReXq4///nPmj17tlavXq2BAwdq1qxZ2rFjh9LS0tyjxffs2VNjbfPjx49r3Lhxys/PV8+ePZWSkqJhw4bJMAxt375dDz74oHbt2qXx48crMzNTV199dY3jdDqd+vjjj5WSkqL7779fNptNhw8fvqxz16lTJ0lSdna2zp075/4ywflOnTrlTuJX/3upjh8/3uCyTNUOAAAAAAAAAEDTsNvtys7Obpa2+TwfwI+FR5Pi9dm0aZMOHz4sPz8/rVu3TlFRUe590dHRSk5O1ueff66MjAxt27atRt25c+fK6XRq0KBBWr9+vcxms6SqkeaPPfaYsrOztWTJEr366quaNWvWRWNJSkpSfn6+2rdvr/T0dLVv3969Lz4+XmlpaerXr58OHz6sxMRErV279oI2xo0bpxkzZkiSrFarrr322ks6L9VuuukmWSwW2e12vfDCC3ruuecuKPPiiy+6H5eWll5Wf7GxsZdVHwAAAAAAAAAANF5eXp4WLFjg6TAAwKt5dE3x+gwaNEibN2/We++9VyMhfr7evXtLkoqKitzbCgsL9dlnn0mS5syZ406In2/mzJn63e9+p8TERDkcjnrjcLlcWrNmjSRp1qxZNRLi1axWq+bOnStJWr9+vWw22wVlRo0aVW8/jRUTE6P7779fkrRgwQIlJibqzJkzkqrOwfz58/XCCy8oKCioSfsFAAAAAAAAAABtk8Vi8XQIANAsWu1I8YiICN100001thUWFurQoUPKyspSRkaGNm7cKOn/1teWqqY+t9vtkqQhQ4bU2nbXrl31zDPPNCiOI0eOuNc0/2E856teS9zhcOibb77R0KFDa+zv3r17g/prjOTkZB06dEiffPKJnn/+ef3hD39QWFiYCgsL5XQ6NXnyZJWXl+t///d/5e/vf1l9NWZqloMHD2rkyJGX1R8AAAAAAAAAAGg5ffr0UXR0tKfDAIBm0WqT4lLVKO0NGzYoJSVFmZmZOn36dI39JpPJXa5a9drZJpOpzhHmjXF+n1dccUWd5a688spa61Srbc3vy+Xn56cNGzYoNTVVqamp2rt3r5xOp2688UY99NBDuuOOOzRmzBhJUmRk5GX11bFjxwaXLSwsvKy+AAAAAAAAAABAlcjISC1evLhZ+7BYLIqOjpZhGM3aDwB4SqtNildUVOjWW2/Vpk2bJEn+/v7q37+/4uLi1K9fP914441KTU3V66+/XqPe+dOhN8WL9/kJ9/pUVlbW2291Ar+pmc1mTZ8+XdOnT691//79+yVJnTt3bpb+AQAAAAAAAABA87FYLIqNjfV0GADg1VptUvzFF1/Upk2b5O/vr+XLl+uOO+6Qn59fjTIvv/zyBfUiIiIkVSWp8/Ly6hwhnZWVpU6dOik4OLjeOM4fbX7ixIk6k8snTpyotU5zczgc8vGp/dd4/Phx/ec//5Ek9e/fv8ViAgAAAAAAAAAAAIDWonmGLzeBtWvXSpLuueceTZo06YKEuFSV2JZqjua+7rrr3I+3bdtWa9vZ2dnq3bu3rFarduzYUW8c3bp1U7t27SRJW7ZsqbPc5s2bJVWNCL/mmmvqbbMpFBQUqH379vL19dXu3btrLfPOO+9IqpravU+fPs0eEwAAAAAAAAAAAAC0Nq02KW6z2STVnJb8fGvXrnUng+12u3t7ZGSkEhISJFWNNq9t+vNly5ZJkmJiYtxJdLPZ7N7vdDrdjw3D0F133SVJWrp0qU6dOnVBe0VFRXrhhRckSSNHjlRoaGjDDvIyhIWFKTw8XC6XS6tWrbpg/+nTp7Vo0SJJ0hNPPME6IAAAAAAAAAAAAAB+lFptUjw+Pl6S9Oabb2r16tXuRHVOTo6effZZ3X333e6yJSUlNeomJSXJbDYrLS1NEyZM0LFjxyRJxcXFSk5O1sKFCyVJ8+bNc089Hh4e7q6/ffv2Gu0lJiaqXbt2OnXqlIYNG6b09HR3sj0jI0PDhw/X4cOHFRgYWOuU7s1l5syZkqqS/3/5y1/cXw7Yvn27brrpJuXk5CguLk73339/i8UEAAAAAAAAAAAAAK1Jq02Kz58/X1FRUaqoqNAvf/lL+fv7KzQ0VB06dND8+fNlsVg0ceJESdKxY8dqjAgfPHiwUlNTZbFY9O6776pz584KDw+X1WrVnDlz5HQ6NWPGDD300EPuOt27d3evBX777bcrLCxMycnJkqTY2FitX79ekZGROnDggBISEhQcHCyr1ar4+Hjt3LlTERERev/999WzZ88WO0cPPPCAbrvtNjkcDk2bNk1BQUEKCgrSwIEDtXfvXnXv3l2ffvpprVPPAwAAAAAAAAAAAMCPQatNinft2lU7duzQ1KlT1bFjR0lV05r36tVLs2bN0p49e7R06VIZhqGzZ88qPT29Rv3Jkydr9+7dmjZtmjp16qSSkhKFhoZq5MiRWrdunVJSUmpMKe7n56cPP/xQgwcPVmBgoFwul06fPu3eP2TIEGVlZSkxMdG9ZrhhGOrbt6/mz5+vvXv3avTo0S1wZv6P2WzWmjVrlJKSop/+9Kfy8fGR0+lUnz599Oyzz2rXrl264oorWjQmAAAAAAAAAAAAAGhNfDwdgCSlpaXVur1z585644036q1b15rjkhQXF6fU1NQGxxEfH6+tW7fWuT8qKkpJSUlKSkpqUHtdunSpdU3zpmQymTRjxgzNmDGjWfsBAAAAAAAAAAAAAG/UakeKAwAAAAAAAAAAAABwuUiKAwAAAAAAAAAAAADarFYxffqPUXJyspKTky+p7oQJE/Tyyy83cUQAAAAAAAAAAAAA0PaQFPcQm82m3NzcS6pbWFjYxNEAAAAAAAAAAAAAQNvE9Oke8vTTT8vlcl3Sz4oVKzwdPgAAAAAAAAAAAAB4BZLiAAAAAAAAAAAAAIA2i6Q4AAAAAAAAAAAAAKDNIikOAAAAAAAAAAAAAGizfDwdAAAAAAAAAAAAAH4c7HZ7jec5OTn1lr/YfgBoCJLiaHZOp10OR4Wnw2gQu73Ca2Kt5k3nt5rT6fC6mCXOdUux2+1yOitkGN41mYk3nuvKSu98zausrPTCuL3zXHtbzBL38pbicHjfa57knefaG2N2OKpiNpnMng6lUbzxXFdWel/MdnuFzOZymc3eFbd33su9L2aHo8L940288fXDG2OWeK/XUrzx/7cS57qlOBwVfG7TApxO+8ULebH8/PwazxctWuShSAD8mJAUR7MrL89XWdkpT4fRIOXlBbJYvCPWaiUlRTKZvCvmigqb11wT5ystLfC6c11WZpOPj3fF7HCcU3n5aTkcfp4OpVFKSwu98Poo9rrXvIqKs5Ikw3B5OJLGKS31vtfq8vJir3yt5l7eMux2772Xm83eFXdpaZHXxWy3F6m8/JQMw7uS4t55Ly/ywvd6BaqosEsq93QojeKd9/ISr3utdjhKVVFRJLPZuz6u8sbro6KC93otpbLSJn9/74rZZLLJ5fKumKWq68PX17vi9sbPbex2PrdpCeXl+Rcv9CNmsVg8HQIAL+Rd/8uAVwoMjFFwcEdPh9FAdi+KtYph2BQU5F0xl5ae9rrzLEmGUeF159rlKvS6c11RUazAwCtlsfh7OpRGMYxSr7s+nE7vuz4Mw18mkxQQEOnpUBrFMEq87vqw28943fVRxeF1cXvjvby8PM/rznOVCi+Mu8jrYi4rO6ugoI5eN1LcMMq97m+xsvKc110fTqdL/v6h8vML8XQojeKN7/UcjrNed31UVJTIYilQUNAVng6lUQyj2Ouuj4oKb32v532f2zgcRQoL866YCwtPy2r1rpilqhHM3nd9eN//yysqSvncpgUEBhZ6OoRWq0+fPoqOjvZ0GAC8EElxAAAAAAAAAAAAtIiIiIgaz+fMmaOYmJiL1rNYLIqOjpZhGM0VGoA2jKQ4AAAAAAAAAAAAWsQPpz+PiYlRbGysh6IB8GNh8nQAAAAAAAAAAAAAAGo6evSoDMNw//zsZz9rcN3u3bu7682YMaMZo8SPwYoVK2QYhvz9vWv5jPORFAcAAAAAAAAAAABauU8//VQFBQUXLbdr1y4dOnSo+QMCvAhJcQAAAAAAAAAAAKAVMwxDFRUVWr9+/UXLvv322y0QEX5MQkNDdfXVV+vqq6/2dCiXjKQ4AAAAAAAAAAAA0IrFx8dLktasWXPRsu+++64Mw1C3bt2aOyz8SNx22206cOCAdu/e7elQLhlJcQAAAAAAAAAAAKAVu/POOyVJmzZtUlFRUZ3lMjIydOTIEQ0ePFixsbEtFR7Q6pEUBwAAAAAAAAAAAFqxQYMGqWPHjiovL9eHH35YZ7l33nlHkjRhwoSLtvnvf/9b999/v7p16yZ/f3+FhYVpyJAhWrp0qcrKyuqs969//UuPPPKI+vbtq7CwMPn6+qp9+/YaNWqUVqxYocrKygvqdOnSRYZh6IsvvtB3332nqVOnqmPHjvLz81NsbKx+/etf6/Dhww04E7Vbu3atxowZo6ioKPn6+uqKK67QXXfdpX/+858XlF2wYIEMw5BhGLVONX/y5ElFRETIMAzdfvvt7u1TpkyRYRh6+umnlZ+frwceeEBXXnmlAgMDFRcXpyeffFKnT5++oL0VK1bIMAyNHDlShw4d0vDhwxUQEKCoqCj96le/qlH2+++/1+zZsxUXF6fAwECFhIRowIABSkpK0rlz52o99rKyMiUnJys+Pl5Wq9V9Tu+66y5t2bKl1joFBQX63e9+p2uvvVaBgYEKDAxUt27dNHnyZO3cubPOY/D396+1vezsbD3++OOKi4tTQECArFar+vfvr2effVaFhYUXlD969KgMw5CPj48kafPmzfrZz36mqKgoBQQEKC4uTvPnz6/3CyCNRVIcAAAAAAAAAAAAaMUMw9Add9whqe4p1F0ul959912ZTCZ32bqsXLlS11xzjV577TUdOXJEvr6+Ki0t1ZdffqlZs2Zp4MCBOnny5AX1li9frl69eumVV17Rt99+K6fTKZPJpNOnT+vTTz/V1KlTdc8999TZ75dffqlrr71WK1as0OnTp2UymXT8+HGlpqaqf//+2rdvXyPOSlVC+I477tAdd9yhTz75RPn5+QoKClJOTo7effddDRs2TE888USNOr/97W91ww03SJIeeeQRFRQU1Nj/61//WmfOnFGHDh302muvXdBnfn6+Bg4cqFdffVWnT5+W2WzWgQMHtHDhQv30pz/Vv/71r1pjPXPmjEaMGKG0tDRZLBbl5eUpMjLSvX/z5s3q2bOnXnzxRR04cEAmk0kOh0O7du3SU089pb59+yorK6tGm+Xl5RoxYoTmzJmjjIwMlZWVKSAgQMePH9e7776rESNG6Lnnnrsg/vj4eP3+97/Xnj175HQ6ZbFYdOTIEf3tb3/TDTfcoL/97W8N/h18+OGH6t27t5YsWaIDBw7Ix8dHDodDX3/9tebPn69rrrmm3mnXX3rpJY0aNUoff/yxSktLZbfbdeDAAT377LMaOnSoSkpKGhxLfUiKAwAAAAAAAAAAAK1c9RTqn3zyiWw22wX7v/rqKx07dkz/7//9P3Xo0KHOdj7//HNNnjxZlZWVmjt3rk6ePKlz586puLhYGzdu1E9+8hPt3r1bt912W41R3wcOHNADDzwgp9Op++67TydPnlRRUZFKS0u1b98+3XLLLZKkVatWKSMjo9a+n3zySXXs2FGffvqpiouLVVxcrFWrVikgIECFhYV68sknG3VOZs2apbVr16pr16569913VVxcrLNnzyovL0/PPfecfHx8tGjRIv3pT39y1zGbzVqxYoX8/f2Vm5ur3/72t+59r732mjZu3CjDMLRixQpFRERc0GdKSoqOHDmi5ORknTt3TkVFRfr73/+umJgYHTt2THfeeWeto+W//vpr2Ww2bd26VefOndORI0c0e/ZsSVWj78ePH69z587pvvvu03fffSebzabi4mJ98cUX+ulPf6r//Oc/GjduXI3R03/84x/15ZdfKjw8XBs3blR5ebkKCgqUm5vrHoX+zDPP6MiRI+46Tz/9tP71r3+pS5cu2rZtm8rKylRYWKgjR45o9OjRqqys1KxZs2q9xmo7prvuuktFRUUaNGiQdu7cqaKiIhUXF2vTpk3q1q2bjh8/rrFjx9Y6it7pdGr27Nm65ZZblJWVpaKiohrXwZ49e/Tqq69eNI6GICkOAAAAAAAAAAAAtHLVU6iXlpbqo48+umB/9VTgEydOrLedxx9/XE6nUy+99JKef/55dwLdx8dHt9xyiz799FMFBQUpIyNDa9eudddbvny5HA6HBgwYoGXLlrnrGYahXr166e2335bFYpEkbdu2rda+/f39lZaWphEjRsjHx0cmk0l33323Hn74YUnSP/7xD7lcrgadj7179+r1119XSEiIvvjiC91xxx0KCAiQJLVr107z5s3T888/L6kqEVxaWuquGxcXp9///veSpNdff11bt27V0aNH3UnqmTNnavTo0bX263Q6tWjRIs2ePds9nfjo0aO1YcMGmc1m7dmzxz2N/Q/NmzdPgwcPllQ1pXz1uu+JiYmy2Wz6zW9+o9dee03dunWTVHVuhwwZok8//VRXXnmljhw5UiNJXD09+uTJk3XLLbfIZKpK/bZv314rVqxQhw4dFBYWpl27dl1Q59FHH9XAgQNlGIY7nrffflt+fn4KDAzU3r17L/o7SExMVFlZmeLi4rR582b1799fkmQymTRq1Cilp6crPDxcJ0+e1MKFC2tto3///vrwww8VFxcnwzAUFBSkBQsW6Prrr5ck/f3vf79oHA3RapLiq1at0oABAxQcHKyQkBDFxcWpoqKiRWNwOBx66aWXdObMmRbtt6mNGDFChmEoJyfH06EAAAAAAAAAAACgCdQ3hbrL5dKaNWvk4+NTYx3sHzp48KAyMzNlGIamTZtWa5kuXbro5ptvliR98MEH7u0PP/ywNmzYoFdffdWdSD1fSEiIOnbsKEl1rgV9yy23KCYm5oLtgwYNkiT3qOWGWLlypSRp7NixuuKKK2otc99998lkMikvL09bt26tse/xxx/XkCFD5HK59NBDD+m///u/ZbPZ1Lt3b/3hD3+os9+YmBjNnDnzgu0DBgzQmDFjJEnvv/9+rXVHjRp1wTabzeY+z7/+9a9rrRcaGupeJ/7834nVapUkbdq06YK8oNls1tGjR3X69Oka10R1nXXr1l2wTnlYWJjOnTunkydPauDAgbXGUq2wsFD/+Mc/JFUl+6u/kHC+jh076oEHHpD0f7+vH7r33ntlNpsv2F59TeTm5tYbR0P5NEkrl+mDDz7QpEmTJFX9QYeFhclkMsnX17fFYsjOztbYsWO1d+/ei36DpjV7/vnn3d/wAAAAAAAAAAAAQNtx55136qWXXtLHH3+skpISBQYGSpK++OILnThxQqNHj66xTvUPffXVV+7HXbt2rbNcdVJ7//797m1dunRRly5dapTLycnRoUOH9O233+rLL790r0PudDprbbdnz561bg8NDXU/buig2epjWb9+fa2J9mrVI8/379+vkSNHurebTCb95S9/Ub9+/dxrXvv6+mrlypXuEeC1GT58uHx8ak+x3njjjdqwYUOd08d37979gm07d+6Uw+GQJP2///f/av3CgST32trn/04mT56st99+W1lZWeratatuuukm3XLLLbr55pvVo0ePWnOtkydP1vbt25WWlqbY2FiNHj1aN998s26++WbFxsY2OD+7c+dO9+/5pptuqrPciBEjtGDBAuXm5ur48ePuL05Uu9g10VSDqFtFUnz16tWSpNjYWGVkZNR74TaX7777rkHTALRmixYtUmJioqfDAAAAAAAAAAAAQDOonkL9+PHj2rhxo3sEcPV03dWjietSPerW5XI1aATu2bNnazwvLS3VX/7yF7355pvau3fvBetOV0/fXdcU6MHBwbVur64nqdb1uGtTHX9JSYk7YVyfHx6LVJWkTkxM1FNPPSVJmjFjhq699tp62+nUqVOd+6pznLWdW4vFUmuy/fyyp06dqrdvqeZxjBkzRn/605/0xBNPqLi4WB9//LE+/vhjSdJVV12lCRMmaObMmYqOjnbXeeCBB3Ty5En94Q9/0Llz57RmzRr3zAPXXnutJk6cqIceesg9orwu1WuEm0ymenO7V155ZY06P0yKX+yaaOj1cDGtYvr0vLw8SVXfrPBEQtzbFRQUaOLEiXriiSc8HQoAAAAAAAAAAACaSW1TqFdWVmrNmjXy9fXVL37xi3rrV4/s7dKli1wu10V/Dh8+7K579OhR9erVSw899JC++uor+fj4aOjQoZo+fbqWLVumf//737WOhP5h/E2l+liefvrpBh3L7373uwvacDgcNaYjX716tTvZW5e6RolL/5fArV5b/XznJ/5rOw6TyaTKysqLHscPk8QPPvigjh8/rtTUVI0fP949wvrQoUNKSkpSz5499c0339So8/vf/17Hjh3T0qVLdfPNN7tnHNi9e7eefPJJXXPNNcrOzq73PDR07ffz463t99+U10R9WkVSvHpKgNrmmkf9UlNTddVVV+ntt9+Wj4+P7r33Xk+HBAAAAAAAAAAAgGZy5513SpI2bNigsrIyff7558rJydHo0aMVFhZWb93qqdVzcnLc+bmGmjFjho4ePapu3brp888/15kzZ/T5559r2bJlmj59uq666qoL1qhuTtXHcrHkbX0WLlyoHTt2KDAwUN26ddPp06c1Y8aMeuvUN5q7evr4Dh06NDiG6uOorKzUiRMnGlzvfGFhYZo2bZref/995efna9u2bfrNb34jX19fFRQU6LHHHrugTkxMjB5++GF98sknOnPmjLZs2aLp06fLMAwdO3as1i8RnC8qKsod9/fff19nufOPqbqOJ3g0KZ6QkCDDMJSeni5JWrZsmQzDkGEYOnr0qKSqKQAWLFigoUOHKioqShaLReHh4br++uv13HPPqbCwsM72Dx48qEceeUQ9e/ZUYGCgQkNDNXToUKWmptb4VkKXLl00fPhw9/MOHTrIMAytWLGiRnv5+fmaP3+++vXrp+DgYAUFBalXr16aM2fOBYvXS1XfmDEMQz4+PrLZbJo2bZpCQkIUEhKigQMHKj8//zLOXpWlS5cqPz9fffv21bZt2zR16tTLbhMAAAAAAAAAAACtU/UU6jabTf/4xz/cI8YvNnW6JP30pz+VJJWVlemf//xnneVGjhypa6+9Vs8995wkyWazadOmTZKqRhkPHTr0ghG++fn5NaZnb27Vx/Lpp5/WOcX2/v371bFjRw0ZMkQ7duyosW/Pnj36/e9/L0l69tlntWzZMknSe++95176uTZffvllnfuqz+nQoUMbfBwDBgxwn8vqc1ybKVOmqHfv3nr44YclVQ06XrZsmR599FF9++237nJms1kDBw7UokWL9D//8z+S5D72wsJC/fGPf9RDDz1UI7fp5+en4cOHa9myZZo2bVqNOg2Je8uWLXWW27x5s6Sq5P8VV1xRb5vNyaNrirdr107R0dE6c+aM7Ha7AgICFBISIqnqF5aZmakxY8a4p1f38/OTv7+/CgoKlJmZqczMTK1cuVIZGRkXzGv/1ltv6b777lNZWZkkKSQkRMXFxdq6dau2bt2qzZs3a+XKlTIMQ1FRUTp37px7Dv6oqCiZTKYaI9e/+uorjR8/3v3HHBAQILPZrP3792v//v1avny51qxZoxEjRtR6rBMnTtRHH32kwMBAlZWVqaysTBEREZd9Dnv06KGHH35YU6dOldlsVlpa2mW3WZvjx483uGxtXxAAAAAAAAAAAACNZ7fbL2skbFOzWCyKjo5usSmPcaHqKdRfeuklrV27Vp9++qn8/f3185///KJ1+/Xrp6uvvloHDx7UvHnz9M9//vOCqb7Xr1/vTmQmJiZKkoqLi92J7roS0M8884x7n91uv+Tja6iJEyfqlVde0X/+8x/9+c9/dieLz/fUU0/pxIkTKikp0TXXXOPebrfbNXnyZFVUVGjAgAF69NFHZTabdc899+jNN9/Uww8/rISEhFpHfO/bt08ff/yxxo4dW2N7RkaG/vGPf0iS7rrrrgYfR7t27TRq1Cht2rRJSUlJuuOOO9z50mq7du3SW2+9JafT6Z412sfHRwsWLNCxY8dUWVmpV155pc4+wsPDJVX9/c6ZM0dlZWX6yU9+oscff/yideoSFhamm2++WZ988okWLFig22+//YJZwY8fP+7+ssEvfvELj75ueDQp/t5770mqGjGenp6ue++9V6+++qokqaKiQgkJCcrLy9PgwYOVkpKivn37SqpacH7RokVavHixDhw4oJSUlBrraX/99deaMmWKnE6nxo4dqyVLlqhHjx4qLy/Xn//8Z82ePVurV6/WwIEDNWvWLO3YsUNpaWnu0eJ79uypsbb58ePHNW7cOOXn56tnz55KSUnRsGHDZBiGtm/frgcffFC7du3S+PHjlZmZqauvvrrGcTqdTn388cdKSUnR/fffL5vNVmMNhsvxzjvvNEk7FxMbG9si/QAAAAAAAAAAgP+Tl5enBQsWeDqMGvr06aOnnnqKxLgH3XnnnXrppZe0atUq2e12/eIXv7hgAGltDMPQokWL9F//9V/66quvNGbMGL3yyivq1auXKioq9M477+jBBx+UJPXv39+9Rnl0dLS6dOmio0eP6ne/+5169OihG264QVJVknjBggVatWqVu5+SkpJmOOqaBg0apNtvv11r167Vo48+qsLCQs2cOVMhISHKycnRU0895c5Fzps3r0bC9rnnntM333wjHx8fLV++XGazWZL04osvauPGjcrLy9P06dP14Ycf1tr33Xffrddee0133HGHTCaTPv74Y02bNk2VlZUaM2aMRo8e3ahjef7555WWlqbDhw8rISFBKSkpio+Pl9Pp1CeffKLp06fL6XSqU6dOuu+++9z1HnjgAT355JP64x//qCuuuEIPPPCAQkNDZbfb9d5772nhwoWSpEmTJkmSAgMDNXnyZC1btkzz5s2T1WrVr371KwUEBKi0tFRvvPGGeybt6jr1SUpK0meffab9+/drxIgR+tOf/qTrrrtOLpdLmzdv1owZM3T27FnFxMS4R+V7SqtYU7w2mzZt0uHDh+Xn56d169a5E+JS1R9ecnKy+49t27ZtNerOnTtXTqdTgwYN0vr169WjRw9JVSPNH3vsMT366KOS5E7AX0xSUpLy8/PVvn17paenu6d9l6T4+HilpaWpW7dustls7m/M/NC4ceM0Y8YMGYYhq9Wqa6+9tlHnAwAAAAAAAAAAoDX49ttv3TPrwjOqp1CvHpHdkKnTq916663605/+JLPZrM2bN6t3794KDQ1VYGCg7rnnHhUVFalLly768MMPa4wif+mll2QymXTkyBHFx8crMDBQAQEBuuaaa7Rq1Sp16dLFPaPyf/7zn6Y94Dr85S9/0ejRo+V0OvXUU08pPDxcYWFh6tChg1JTUyVJ06dP1+zZs911du3a5f6iyezZs9WvXz/3vsjISC1ZskRS1ZrtP1xqWZLi4uLk7++viRMnymq1ymq1aty4cTp16pQGDRqkv/3tb40+jv79++t///d/FRgYqK+//loDBw6U1WpVYGCgxo0bp5MnT6pdu3b66KOP1K5dO3e92bNna+TIkXK5XHryyScVFham8PBwd3zFxcUaNmyY5s+f766zcOFCXXvttSorK9P06dMVFBSk8PBwBQUF6eGHH5bT6dTEiRM1ffr0BsW9evVqBQYGatu2berfv79CQkIUHBysUaNG6bvvvlOXLl300UcfqX379o0+L02p1SbFBw0apM2bN+u9996rc9H13r17S5KKiorc2woLC/XZZ59JkubMmeP+Zsf5Zs6cqd/97ndKTEyUw+GoNw6Xy+Vei2HWrFm1/sKsVqvmzp0rqWpKCZvNdkGZUaNG1dtPa5ednd3gn08//dTT4QIAAAAAAAAAgGbUEtNjo27VU6hLUlBQkMaNG9eo+g8++KD27Nmj++67Tz/5yU9UUVEhX19f9e3bV/Pnz9c333xzwfrPP//5z5Wenq6f/exnateunSoqKuTv76/4+Hg9//zz+uabb9yjzDdv3lwjf9dcrFarNm7cqFWrVunmm29WRESEiouL1a5dO40ePVpr1651T98tVc1UPXnyZDkcDv3kJz+pkSyu9qtf/co90vvRRx+9YInhTp06aefOnbr33nsVFBQkwzA0YMAALV26VJ999pkiIyMv6Vhuu+027d+/X4888oji4uJUWVkpwzB09dVX6/HHH9fevXtrTAEvVU2H/sknn+jVV1/VsGHD1K5dOxUVFSk8PFzDhw/X8uXLtWXLlhqj5MPCwrRt2za98MILio+Pl9Vqlc1mU/v27TV27FitWbNGq1evlsnUsDTybbfdpqysLM2cOVM9evSQ3W6Xn5+frr/+ei1atEjffPON+vfvf0nnpCl5dPr0+kREROimm26qsa2wsFCHDh1SVlaWMjIytHHjRklV05NX27Nnj/uFeMiQIbW23bVrVz3zzDMNiuPIkSPuNc1/GM/5qr/54nA49M0332jo0KE19nfv3r1B/bVWHTt2bHDZwsLCZowEAAAAAAAAAIAfj8jISC1evNjTYSgnJ0eLFi3ydBg/Kl26dHGv412bJUuWuEc11yYtLa3e9nv16qXXXnutUTENHTpUGzZsqHP/L37xi1pjPnr0aL3tJiQk1Hus9TGZTLr77rt19913X7Ssr6+vvv3224uW+/vf/17v/o4dO+qvf/1rg+KbMmWKpkyZ0qCynTp10ksvvdSgstXMZrPuv/9+3X///Q2uExAQoDlz5mjOnDkNKn+xY+jcuXO9a5r/0MWubUl6+umn9fTTTze4zYtptUlxqWqU9oYNG5SSkqLMzEydPn26xv7qbyicf9Kqp+swmUx1jjBvjPP7/OE3Ys535ZVX1lqnWkhIyGXHAgAAAAAAAAAAflwsFotiY2M9HQYAeLVWmxSvqKjQrbfeqk2bNkmS/P391b9/f8XFxalfv3668cYblZqaqtdff71GvfOnQ69e9/tyNPRbKZWVlfX229ApBgAAAAAAAAAAAAAATafVJsVffPFFbdq0Sf7+/lq+fLnuuOMO+fn51Sjz8ssvX1AvIiJCUlWSOi8vr855+7OystSpUycFBwfXG8f5o81PnDihzp0711ruxIkTtdYBAAAAAAAAAAAAAHhOqx2+vHbtWknSPffco0mTJl2QEJeqEttSzdHc1113nfvxtm3bam07OztbvXv3ltVq1Y4dO+qNo1u3bmrXrp0kacuWLXWW27x5s6SqEeE/XOQeAAAAAAAAAAAAAOAZrTYpbrPZJNWclvx8a9eu1e7duyVJdrvdvT0yMlIJCQmSqkab1zb9+bJlyyRJMTEx7iS62Wx273c6ne7HhmHorrvukiQtXbpUp06duqC9oqIivfDCC5KkkSNHKjQ0tGEHCQAAAAAAAAAAAKDVW7FihVwulz755BNPh4JL0GqT4vHx8ZKkN998U6tXr3YnqnNycvTss8/q7rvvdpctKSmpUTcpKUlms1lpaWmaMGGCjh07JkkqLi5WcnKyFi5cKEmaN2+efHyqZpAPDw9319++fXuN9hITE9WuXTudOnVKw4YNU3p6ujvZnpGRoeHDh+vw4cMKDAysdUp3AAAAAAAAAAAAAIBntNqk+Pz58xUVFaWKigr98pe/lL+/v0JDQ9WhQwfNnz9fFotFEydOlCQdO3asxojwwYMHKzU1VRaLRe+++646d+6s8PBwWa1WzZkzR06nUzNmzNBDDz3krtO9e3f3WuC33367wsLClJycLEmKjY3V+vXrFRkZqQMHDighIUHBwcGyWq2Kj4/Xzp07FRERoffff189e/ZswbMEAAAAAAAAAAAAAKhPq02Kd+3aVTt27NDUqVPVsWNHSVXTmvfq1UuzZs3Snj17tHTpUhmGobNnzyo9Pb1G/cmTJ2v37t2aNm2aOnXqpJKSEoWGhmrkyJFat26dUlJSZBiGu7yfn58+/PBDDR48WIGBgXK5XDp9+rR7/5AhQ5SVlaXExET3muGGYahv376aP3++9u7dq9GjR7fAmQEAAAAAAAAAAAAANJSPpwOQpLS0tFq3d+7cWW+88Ua9detac1yS4uLilJqa2uA44uPjtXXr1jr3R0VFKSkpSUlJSQ1qr0uXLrWuad6cEhISWrxPAAAAAAAAAAAAoD5paWkaPny4JOn7779XTEyMhyPCj0mrHSkOAAAAAAAAAAAAAMDlahUjxQEAAAAAAAAAAAC0XYGBgbr66qslST4+pCjRsrjiPCQ5OVnJycmXVHfChAl6+eWXmzgiAAAAAAAAAAAAoHnccMMNOnDggKfDwI8USXEPsdlsys3NvaS6hYWFTRwNAAAAAAAAAAAAALRNrCnuIU8//bRcLtcl/axYscLT4QMAAAAAAAAAAAANlpaWJsMwZBiGcnJy3NtXrFghwzA0cuRIuVwuvfbaa4qPj1dISIisVqsGDRqkN954Q5WVlZfU71dffaXbb79dnTp1kr+/v3r27KnnnntOZWVluuWWW2QYRo3cW3WcV111lU6dOqXbbrtNgYGBCg8P16hRo+RwONxls7Oz9fjjjysuLk4BAQGyWq3q37+/nn322VoHudZ1Ds43ZcoUGYahW265pdbtTz/9tPLz8/XAAw/oyiuvVGBgoOLi4vTkk0/q9OnTl3SOfgwYKQ4AAAAAAAAAAADAoyorK3XnnXdq7dq1kqSQkBAVFRXpq6++0ldffaUvv/xSy5cvb1Sbf/zjHzVr1iy5XC4ZhqHQ0FD961//0v/8z/9o/fr19a5tXl5erjFjxmjXrl0KDg5WYWGhgoKC3HU+/PBDTZo0SUVFRZKk4OBgORwOff311/r666/1+uuva8OGDbr22msv8YzULj8/XwMHDtShQ4dksVjk5+enAwcOaOHChVq1apX+8Y9/qEePHk3aZ1vASHEAAAAAAAAAAAAAHpWenq733ntPs2fPVm5urgoLC3X8+HGNGTNGkpSamqpdu3Y1uL1//vOfmjlzplwul+655x59//33Onv2rL7//ntNnTpVO3bs0LZt2+qsf/z4ce3bt0/r1q1TUVGRcnNz9Yc//EGS9PXXX+uuu+5SUVGRBg0apJ07d6qoqEjFxcXatGmTunXrpuPHj2vs2LFNPno7JSVFR44cUXJyss6dO6eioiL9/e9/V0xMjI4dO6Y777zzkkfVt2UkxQEAAAAAAAAAAAB4VGVlpR599FElJyerffv2kqQrr7xSK1eulK+vryTp73//e4Pbe+KJJyRJ//Vf/6W//e1vio6OliRFR0frjTfe0MSJEy/axvTp0/Xzn/9ckhQVFaWrr75akpSYmKiysjLFxcVp8+bN6t+/vyTJZDJp1KhRSk9PV3h4uE6ePKmFCxc2OOaGcDqdWrRokWbPni1/f39J0ujRo7VhwwaZzWbt2bNH77zzTpP22RaQFAcAAAAAAAAAAEC97HZ7jec5OTnKzs5u9E9d6ygDkjR16tQLtoWHh6tnz56SpNzc3Aa1c+zYMW3fvl2S9D//8z+1lvn9739/0XZGjRp1wbbCwkL94x//kCTNmzdPAQEBF5Tp2LGjHnjgAUnSypUrGxRzQ8XExGjmzJkXbB8wYIB7VP3777/fpH22BawpjmZXXHxI5855OoqGsdnyVFlZ4ukwGqW4OE9Op9PTYTRKWVm+zp3b5+kwGs1my5PTWerpMBrFZsuTy+Vd57qsLE8uV4ksFl9Ph9IoTme+goIqPB1Go9jtp7zm9blaeXmxKiudstsb9ua3tah6rbZfvGArUlycJ7PZu14/JKmoKE+VlcWeDqNRvPFeXlrqvffyykrvu5d725RnZWWnVVS0T4Zh9nQojWKz5cvpLPN0GI1is52W5PJ0GI1SWlqgigpf+fkFejqURql6rfau93rFxXkymbzrtdrpLFdZWYmczrOeDqVRqq4Ph6fDaBTvvpd71+c2JSWn5XB41728oCBfkvddH+fO5cnh8K73eqWlefL3965z7XLlyeGwyTC863Ob0tJ8mUzecy8vLz/k6RBqlZ+fX+P5okWLPBQJ2rLq5PcPhYaGSpIqKhr2t7x161ZJUlBQkHsU9w9dddVVio2NVXZ2dp3tdO/e/YJtO3fudH+Wc9NNN9VZd8SIEVqwYIFyc3N1/PhxdezYsUGxX8zw4cPrXAv9xhtv1IYNG5SRkdEkfbUlJMXR7IKCrlJISG9Ph9EgJtMRBQd39XQYjWI2H1BQUO03idaqvLzCa66J85nNhxUU1M3TYTSKYeyT1epd59rhOCirtbMsFn9Ph9IoISH/VpcuF75Bas2++UYymbzr+qj6cFcKCIj0dCiNYjb/S0FBPTwdRqM4nU6vfK02mY4qOLiLp8NoFG+8l9vtdi+9Pg4rONi77uUm034FB8d5OoxGqaiolNXaSyaTdyXFzebvFBT0E0+H0UhZCgnp5ekgGsXlypa/f6j8/EI8HUqjmM3/VlCQd73Xq6ys9LrX6oqKEvn6Figo6ApPh9IoZvNBBQVd7ekwGsXh8Nb3et73uY3JtF/+/t51L/f1rVBQkPddH5L3fW4TGLhPP/mJd53r48f/raioWPn5edfnNkeP/lthYd5zLy/2ru96XzaLxeLpENBK+Pr61nk9mExVk1839IvjJ0+elFQ1VXp13dpceeWV9SbFQ0Iu/L9L9RrhJpNJMTEx9bZ9fp2mSop36tSpzn3V8TR0RP2PCdOnAwAAAAAAAAAAoMX16dPHvc4zYBhGk7VVPd3/xZLoLlf9s2/VllC/WJ1q5/fdmGO72IyCdY0SP79PvmxyIUaKAwAAAAAAAAAAoF4RERE1ns+ZM6feUbIXY7FYFB0d3aSJUKBa9ZctTp06pcrKyjpHi1/KGvdRUVGSqhLQ33//va64ovaZjk6cOHFBnfOv97oS9ucusublqVOn6txXPUK+Q4cO9bbxY0RSHAAAAAAAAAAAAPX64cjTmJgYxcbGeigaoH7x8fGSpJKSEn3zzTe1rit+7Ngx/ec//2l02wMGDJBhGHK5XNqyZYt+9atf1Vpu8+bNkqTIyEh34tzPz8+9/9y5c7Um1Pft21dv/19++WWd+/75z39KkoYOHVr/QfwIMX06AAAAAAAAAAAAgDajV69euu666yRJf/jDH2ots2DBgktqOywsTDfffLO7jdLS0gvKHD9+XMuWLZMk/eIXv3CPED9/nfGtW7deUO+zzz7Td999V2//+/bt08cff3zB9oyMDP3jH/+QJN11110NPJofD5LiAAAAAAAAAAAAANqUhQsXSpLeeecdTZ8+3T3t+JkzZ/T444+7k9ZS49czT0pKkp+fn/bv368RI0bo66+/llS13vinn36qhIQEnT17VjExMfr973/vrhcbG6tevXpJkubOnau0tDRJVWugr1q1Sr/4xS/k6+t70f7vvvtuvf3223I6nXK5XProo4906623qrKyUmPGjNHo0aMbdTw/BiTFAQAAAAAAAAAAALQpo0ePVlJSkiTp9ddfV0xMjNq1a6eoqCgtWbJEI0aMUGBgoCQ1KBF9vv79+2v16tUKDAzUtm3b1L9/f4WEhCg4OFijRo3Sd999py5duuijjz5S+/bta9R9+eWX5evrq7y8PA0fPlzBwcEKDAzUpEmTFBERoaeffrrevuPi4uTv76+JEyfKarXKarVq3LhxOnXqlAYNGqS//e1vjTqWHwuS4gAAAAAAAAAAAADanMTERH366af62c9+pnbt2qm4uFhXX321XnjhBW3cuFGVlZWSJKvV2ui2b7vtNmVlZWnmzJnq0aOH7Ha7/Pz8dP3112vRokV1rmU+cuRI7dixQxMnTlR0dLQcDoc6d+6s3/72t9q1a5c6dOhQb7+dOnXSzp07de+99yooKEiGYWjAgAFaunSpPvvsM0VGRjb6WH4MfDwdAAAAAAAAAAAAAIC2LSEhQS6X64LtU6ZM0ZQpU+qtWz3N+KUYMWKERowYccH2wsJClZWVSapKNF8sztp07txZr7zySqNj6tu3r1avXl3rvoacj44dO+qvf/1ro/v9MWOkOAAAAAAAAAAAAIA2w263y2q1qnfv3tq+fXutZd58801JUmhoqHudb7RdJMUBAAAAAAAAAAAAtBkWi0X9+vVTVlaWfv3rX2vr1q3u0d9FRUX605/+pN/85jeSpN/85jfy8WFy7baO3zAAAAAAAAAAAACANmXp0qUaMWKE9u7dq6FDh8pisSgoKEgFBQXuMvfee6+efPJJzwWJFtNqRoqvWrVKAwYMUHBwsEJCQhQXF6eKiooWjcHhcOill17SmTNnWrTfprZ79275+fnJMAzl5OR4OhwAAAAAAAAAAACgRfXr108HDx7Uc889p+uvv17h4eEqLS1Vp06ddNttt2nDhg3661//KrPZ7OlQ0QJaxUjxDz74QJMmTZIkGYahsLAwmUwm+fr6tlgM2dnZGjt2rPbu3auJEye2WL9NraysTJMmTWrxLxQAAAAAAAAAAAAArUlkZKTmzZunefPmeTqUy7ZixQqtWLHC02F4rVaRFF+9erUkKTY2VhkZGYqJiWnxGL777jvt3bu3xfttak8++aT27dvn6TAAAAAAAAAAAAAAoFVoFdOn5+XlSZKGDx/ukYR4W7Flyxa9/PLLCggI8HQoAAAAAAAAAAAAANAqtIqkuMPhkCSSuZehoKBAkydPltls1u9//3tPhwMAAAAAAAAAAAAArYJHk+IJCQkyDEPp6emSpGXLlskwDBmGoaNHj0qSzp49qwULFmjo0KGKioqSxWJReHi4rr/+ej333HMqLCyss/2DBw/qkUceUc+ePRUYGKjQ0FANHTpUqampqqysdJfr0qWLhg8f7n7eoUMHGYZxwbz8+fn5mj9/vvr166fg4GAFBQWpV69emjNnjnJyci7o/+jRozIMQz4+PrLZbJo2bZpCQkIUEhKigQMHKj8//zLOXk0PPPCAjh8/rqeeekoDBgxosnYBAAAAAAAAAAAAwJt5dE3xdu3aKTo6WmfOnJHdbldAQIBCQkIkSWazWZmZmRozZox7enU/Pz/5+/uroKBAmZmZyszM1MqVK5WRkSGr1Vqj7bfeekv33XefysrKJEkhISEqLi7W1q1btXXrVm3evFkrV66UYRiKiorSuXPndPbsWUlSVFSUTCZTjZHrX331lcaPH6/c3FxJVaPazWaz9u/fr/3792v58uVas2aNRowYUeuxTpw4UR999JECAwNVVlamsrIyRURENMl5XL16tf73f/9XP/3pTzVv3jx98cUXTdIuAAAAAAAAAAAAAHg7jybF33vvPUlVI8bT09N177336tVXX5UkVVRUKCEhQXl5eRo8eLBSUlLUt29fSVJubq4WLVqkxYsX68CBA0pJSdETTzzhbvfrr7/WlClT5HQ6NXbsWC1ZskQ9evRQeXm5/vznP2v27NlavXq1Bg4cqFmzZmnHjh1KS0tzjxbfs2dPjbXNjx8/rnHjxik/P189e/ZUSkqKhg0bJsMwtH37dj344IPatWuXxo8fr8zMTF199dU1jtPpdOrjjz9WSkqK7r//ftlsNh0+fLhJzuHx48f14IMPyt/fX3/729/k49M8v9Ljx483uGxto+YBAAAAAAAAAEDj2e12ZWdnezoMPvtvxX7605/y+4FXiomJUWZmZov05dGkeH02bdqkw4cPy8/PT+vWrVNUVJR7X3R0tJKTk/X5558rIyND27Ztq1F37ty5cjqdGjRokNavXy+z2SypaqT5Y489puzsbC1ZskSvvvqqZs2addFYkpKSlJ+fr/bt2ys9PV3t27d374uPj1daWpr69eunw4cPKzExUWvXrr2gjXHjxmnGjBmSJKvVqmuvvfaSzsv5XC6XpkyZooKCAr344ouKi4u77DbrEhsb22xtAwAAAAAAAACA2uXl5WnBggWeDgOtWE5Ojk6c+F5SB/c2w1CTPD7/eV3bW+JxQ8qZTHZJkstlaXBbDd3u5nLV/PeH25vrcRO0ZQ8MlFwuWUpKam+3rv6a6Vi/V8tqtUnxQYMGafPmzSorK6uRED9f7969lZGRoaKiIve2wsJCffbZZ5KkOXPmuBPi55s5c6asVqu6d+8uh8NR7+hql8ulNWvWSJJmzZpVIyFezWq1au7cuZo+fbrWr18vm82m4ODgGmVGjRp18YNupJdeekmbN2/WsGHD9OijjzZ5+wAAAAAAAAAAALWxWCyeDgE1dJDJdFw+PpLJpAv+rW1bU/3bWtoMCdkjSXI4+jZp24ZcksMhVVZe/N+GlGnsv03U1p4775RcLvV9663mjbeBbXesrGzRv5BWmxSPiIjQTTfdVGNbYWGhDh06pKysLGVkZGjjxo2SqqYnr7Znzx7Z7VXfBBkyZEitbXft2lXPPPNMg+I4cuSIe03zH8Zzvuq1xB0Oh7755hsNHTq0xv7u3bs3qL+G2rdvnxITE2W1WrVixQoZdX5lpWk0ZmqWgwcPauTIkc0YDQAAAAAAAPD/sXfX4VFcbRvA75mNe0Icdy3Frbi7OwQtFIfiBYoU90KgQHAoFoK7BwtQ3B2a4CSBuCfP9wffzkvIbozNzG76/K5rr9KdObP3Ts6OnTlnGGOMKeWHH36Ai4uL0jEYYyzd9LZRHPjSS/vgwYNYsWIFrl27hsDAwGTTRVGU5lP78OGDNE1bD/OM+Poz3d3dtc6XM2dOjWXUbGxsvjuLWlxcHLp3746YmBgsW7YM+fLl09mytcmVK1e65w0NDc3CJIwxxhhjjDHGGGOMMcbYf4ejoyMWLlyodAyJsbExXFxcsryzHmOM6ZLeNorHxcWhRYsWOH78OADAzMwM5cqVQ/HixVGmTBnUqFEDa9euxerVq5OVS0hIkP6tiw0yfTtOvhZJX3Xx1/S56gZ8Xbh06RJu3boFAJg4cSImTpyYbHpcXJz079KlS0MURXTq1AlLlizRWQbGGGOMMcYYY4wxxhhjjGU9Y2Nj5M6dW+kYjDFm0PS2UXzRokU4fvw4zMzMsGbNGrRv3x6mpqbJ5tHUyJsjRw4AXxqpg4KC4OjoqHH5Dx48QJ48eVI8+/tbX/c2f/PmDfLmzatxvjdv3mgskxU09YzXRt1rnXtvM8YYY4wxxhhjjDHGGGOMMcb+i3TXfVnHdu3aBQDw8PBAt27dUjSIA18atoHkjcRly5aV/n3p0iWNy3716hVKliwJa2trXL16NdUcBQoUgIODAwDg9OnTWuc7deoUgC89wkuVKpXqMr9X7dq1QURaX2fOnJHmfffuHYgIGzZsyNJMjDHGGGOMMcYYY4wxxhhjjDGmj/S2UTwiIgJA8mHJv7Zr1y7cvn0bABAfHy+97+joiNq1awP40ttc0/Dnq1atAgC4urpKjegqlUqanpiYKP1bEAR07NgRAODp6YmPHz+mWF54eDjmzZsHAKhfvz5sbW3T9yUZY4wxxhhjjDHGGGOMMcYYY4xlKb1tFK9cuTIAYPPmzdi2bZvUUP3+/Xv88ccf6NKlizRvVFRUsrIzZ86ESqWCr68vOnXqhICAAABAZGQkFixYgDlz5gD48jxuI6MvI8jb29tL5a9cuZJseRMmTICDgwM+fvyIWrVq4ezZs1Jj+z///IM6dergxYsXsLCw4Od2M8YYY4wxxhhjjDHGGGOMMcaYHtHbRvEpU6bAyckJcXFx6Nq1K8zMzGBraws3NzdMmTIFxsbG6Ny5MwAgICAgWY/watWqYe3atTA2NsbOnTuRN29e2Nvbw9raGmPGjEFiYiIGDBiAwYMHS2UKFy4sPQu8Xbt2sLOzw4IFCwAAuXPnxv79++Ho6IhHjx6hdu3asLKygrW1NSpXrozr168jR44c2LNnD4oVKybjWmKMMcYYY4wxxhhjjDHGGGOMMZYavW0Uz58/P65evYrevXsjV65cAL4Ma16iRAkMGzYMd+7cgaenJwRBwOfPn3H27Nlk5Xv27Inbt2+jT58+yJMnD6KiomBra4v69etj7969WLFiBQRBkOY3NTXFgQMHUK1aNVhYWICIEBgYKE3/6aef8ODBA0yYMEF6ZrggCChdujSmTJmCe/fuoWHDhjKsGcYYY4wxxhhjjDHGGGOMMcYYY+llpHQAAPD19dX4ft68ebFu3bpUy2p75jgAFC9eHGvXrk13jsqVK+PixYtapzs5OWHmzJmYOXNmupaXL18+jc80z2q1a9dW5HMZY4wxxhhjjDHGGGOMMcYYY0zf6G1PccYYY4wxxhhjjDHGGGOMMcYYY+x7caM4Y4wxxhhjjDHGGGOMMcYYY4yxbEsvhk//L1qwYAEWLFiQqbKdOnXCkiVLdJyIMcYYY4wxxhhjjDHGGGOMMcayH24UV0hERAQ+fPiQqbKhoaE6TsMYY4wxxhhjjDHGGGOMMcYYY9kTD5+ukKlTp4KIMvXasGGD0vEZY4wxxhhjjDHGGGOMMcYYY8wgcKM4Y4wxxhhjjDHGGGOMMcYYY4yxbIsbxRljjDHGGGOMMcYYY4wxxhhjjGVb3CjOGGOMMcYYY4wxxhhjjDHGGGMs2zJSOgDLfmJjY5P9/5s3zxRKknFRUa9hYRGldIwMiY5+AXPzRKVjZMjnz88REWGidIwMi45+BXPzaKVjZEhk5DNYWiqdImNCQ1/C0jISRkamSkfJECsrf0RHxykdI0NevnwG0cBuj4uO/gxRBExN7ZWOkiHR0f/C3Dxe6RgZEhb2DCEhKqVjZFhU1BtYWEQqHSNDDHFfHhLyHGFhxkrHyLCoqFewsDCsfXlU1HNYWCQpHSNDQkKeITSUIIqGtQ2Jjg6AuXmM0jEyJDLyOSwtSekYGRIR8Q4mJtYwMbFSOkqGREf7w9zcsI71wsOf4fNnwzrYi4+PRkJCOMzNPysdJUOio1/C3DxB6RgZEhr6DKGhhrWdBgzzuo0h7sv5uo18kpKeIdGwTgXw/r0/QkLCYWJiWNdt3rzxh7W14ezLX71Kfk3922vujDHGMo4bxZnOvXr1Ktn/T5rUWpkgjDHGGGOMMcYYY4wxxpiBe/XqFcqVK6d0DKb33iEpKRfi/v/+D0H435Tv+ffX/6/tfTn+nZ75RPFLpxQi43QvK73vS4iS//fb97Pq3zpYVvyOHQARjKO+uckwre+URd/1HQA3yIcbxRljjDHGGGOMMcYYY4wxxhgzUK6urkpHUFxiYiLev/8I4Mv6UKmyaFScNFvN9VNiYiI+vn8PIIvXTwa4Qd66y43ijDHGGGOMMcYYY4wxxhhjjBmoa9euKR1Bca9fv0bu3LkBAFevXkWuXLkUTqRfeP1wozjLArVq1cLevXul/8+dOzdMTb//GTPv379H/fr1AQAnT540mDufDDG3IWYGDDM3Z5aPIebmzPIxxNycWT6GmNsQMwOGmZszy8cQc3Nm+Rhibs4sH0PMzZnlY4i5DTEzYJi5ObN8DDF3VmaOjY1N9pjSWrVq6WzZjDH2X8WN4kzn7Ozs0KpVK50v19bWVvp30aJFDeYuFkPMbYiZAcPMzZnlY4i5ObN8DDE3Z5aPIeY2xMyAYebmzPIxxNycWT6GmJszy8cQc3Nm+RhibkPMDBhmbs4sH0PMndWZ+RnijDGmW6LSARhjjDHGGGOMMcYYY4wxxhhjjLGswo3ijDHGGGOMMcYYY4wxxhhjjDHGsi1uFGeMMcYYY4wxxhhjjDHGGGOMMZZtcaM4Y4wxxhhjjDHGGGOMMcYYY4yxbIsbxRljjDHGGGOMMcYYY4wxxhhjjGVb3CjOGGOMMcYYY4wxxhhjjDHGGGMs2+JGccYYY4wxxhhjjDHGGGOMMcYYY9kWN4ozxhhjjDHGGGOMMcYYY4wxxhjLtrhRnDHGGGOMMcYYY4wxxhhjjDHGWLYlEBEpHYIxxhhjjDHGGGOMMcYYY4wxxhjLCtxTnDHGGGOMMcYYY4wxxhhjjDHGWLbFjeKMMcYYY4wxxhhjjDHGGGOMMcayLW4UZ4wxxhhjjDHGGGOMMcYYY4wxlm1xozhjjDHGGGOMMcYYY4wxxhhjjLFsixvFGWOMMcYYY4wxxhhjjDHGGGOMZVvcKM4YY4wxxhhjjDHGGGOMMcYYYyzb4kZxxhhjjDHGGGOMMcYYY4wxxhhj2RY3ijPGGGOMMcYYY4wxxhhjjDHGGMu2uFGcMcYYY4wxxhhjjDHGGGOMMcZYtsWN4owxxhhjjDHGGGOMMcYYY4wxxrItbhRnjDHGGGOMMcYYY4wxxhhjjDGWbXGjOGOMMcYYY4wxxhhjjDHGGGOMsWyLG8UZY4wxxhhjjDHGGGOMMcYYY4xlW9wozhhjjDHGGGOMMcYYY4wxxhhjLNviRnHGGGOMMcYYY4wxxhhjjDHGmM55e3ujVq1asLGxgaWlJUqVKoUZM2YgOjo6U8sLDQ3Fb7/9hqJFi8LU1BSOjo5o1KgRDh06lGVZnjx5gp49eyJnzpwwMTFBzpw54eHhgXv37mXqO+gikzaZXT+hoaGYMWMGKlSoABsbG5iamiJfvnzo3bt3qt9z9erVEAQh1Ve+fPky9V10TSAiUjoEY4wxxhhjjDHGGGOMMcYYYyz7GDNmDBYsWAAAMDExgbGxMSIjIwEAJUuWxNmzZ5EjR450Ly84OBg//fQTHj9+DACwsbFBZGQkEhMTAQDjxo3DnDlzdJrln3/+Qd26dREZGQlBEGBjY4PQ0FAAgJmZGbZt24bWrVun+zvoIpM2mV0/T58+RYMGDeDv7y99L1EUERUVJWVbu3YtunfvnqLs4MGD8ddff8HS0hJWVlYac+XOnRtXr15N9/fIKtwozhhjjLF0Cw0NxaVLlxAWFoZcuXKhcuXKUKlUaZbbuXMnoqOj0aNHDxlSpt+jR4/g4+ODBw8eIDo6Gq6urqhWrRratWsHCwsLpeMx9l3Cw8Nx7949BAUFIW/evChdurTSkZgBiY2NhampqdIxmI5s2rRJZ8vSt305Y4wxxhhjTD9t2bIF3bt3h0qlwp9//on+/fvDxMQEx48fR69evfDu3Ts0a9YMBw8eTPcyGzRogJMnT6Jw4cLYsmULKlasiIiICMyfPx9//PEHgC/XIdu3b6+TLJ8/f0bRokURGBiI5s2bY+XKlciZMyfevHmDQYMGYf/+/bC0tMT9+/eRN29eg1w/CQkJKF26NB4+fIj8+fNj1apVqFevHgRBwL179zBs2DD4+vrC2NgYly9fRrly5ZJ95k8//QQ/Pz+sXLkSv/zyS4bWgdy4UZwxxmTy6NEjqSHR3d09XWUuX76MuLg41KxZM4vTfdGnTx/Y2dlh0aJFsnweMxyJiYkYP348li1bhri4OOl9BwcH/Pbbb/j1118hCILW8m5ubggMDERCQoIccQEABQoUgLOzMy5fvpxiWkJCAoYPH45Vq1ZBfShERNJ3sLe3x59//qnx7kfG9MWNGzdw7do1GBsbo06dOsmGopoxYwbmzZsn3V0MAIUKFcLSpUvRqFEjBdJq9u7dO3z48EEaEszMzAyOjo5wd3dP1w03+u7du3fYuXMnAGDYsGGyfObff//93duu69evw8PDAw8ePNBRqv+O6OhovHv3DmFhYUhISICJiQlsbGzg6uoKMzMzxXKJopjqfjq9BEGQdV+eXYSHh8Pa2jrF+5cuXcKaNWvw5MkTxMTEoHDhwujQoQPatGmjQMqUoqOjER4eDkdHR4hi+p6+9+bNGyQmJiJPnjxZnI4xxpQRGBgIBweHbHGsyhhjWSkxMRHFihXDs2fPMHHiRMyYMSPZ9GvXrqFSpUogIly8eBHVqlVLc5lnz55FDiG52gABAABJREFU7dq1oVKpcO/ePRQrVizZ9GHDhsHT0xNFihTBo0ePpHOg78kybdo0TJ06FQUKFMCDBw+S3TweHx+PKlWq4MaNG+jXrx+8vLwMcv1s27YNXbt2hUqlwrVr11CmTJlk5WJiYlC2bFk8evQI7du3l65zAF+up9ra2iI8PBxXrlxBpUqV0r0OFEGM6YE6depQ586dKTAwUOkomXL48GEaN24cDRw4kGbOnEk3btxIV7kRI0ZQnz59sjgdU9qyZcvIzc2NRFGUXmXKlKFdu3alWdbV1ZVUKpUMKb8QBIHc3Nxk+zyWMWFhYYp9duvWrUkURRIEgQRBSPHv2rVrU1BQkNbyrq6uJIqijIlTr8+dOnWSvoOTkxM1b96cunXrRvXr1ydra2vpe82fP1/WzP9lly9fJnt7e3JwcFA6it778OED1atXL9l+xdjYmCZPnkxERLNmzUr2G/36ZWRkRBs3blQ0/8GDB6lZs2Zka2ub7Dt8/TI1NaXy5cvT77//Th8+fFA07/e4cOECCYIg+768R48eFBERkeGySUlJNHPmTDIxMZF9m01E9O7dO5o/fz5duXIl2fvR0dHk6elJtWrVohw5cpC5uTnlz5+f2rVrl67jqax26dIlGjhwIOXPn19rnVapVFSwYEHq27cv/fPPP7Jn1LQ9yMxLiXphqGJjY2nMmDFkb29PoiiSs7MzLVu2TJo+bNgwqX58vX7Vx1VKnhsfPHiQKlWqRCqVikRRJHNzc2rdujVdvXo1zbJyn7/8V7x+/Zr8/f0VzWDo121CQkLoyJEjtGPHDrp48SIlJCSkq5y3t7fix05MHnFxcfTo0SN6+fJlimmPHj2iNm3akJmZmXTs3bBhQ/L19ZU/6FcePHhAK1asoLlz59KWLVvo48eP6Sq3cOFCmjZtWhanY4z91x09epQAkCiKWo8fGjduTADol19+SdcyO3fuTACoZcuWGqe/e/eOBEEgAHTp0qXvzpKUlERubm4EgBYtWqSx3Pbt2wkA2djYUGxsbLq+x/dkSk1m10/37t0JANWvX1/rsmfOnEkAyMnJKdn7T548IQCkUqkoKioqXTmVxI3iTC+oLwDkzZuXzp07p3ScdHv9+jVVqlRJ44WvFi1a0Nu3b1Mtr0QjkaFp0qSJTl5NmzZVJP+QIUO0NkyIokgeHh4UHR2ttbzcdYQbxZURHx9Pjx8/phcvXqSY5uvrSzVq1JBOvh0cHKhfv3705s0b2fJt2bKFBEEgExMTmjp1Kr19+5YSExPp/Pnz1LhxY6k+Fy9enN69e6dxGfrUKL53714p88yZMykuLi7Z9LCwMBo5cqTUgJieC8C6smPHDp29DI268ZD3i6mLjY2lUqVKSfsWOzs7srGxkdbd4sWLyc7OjgRBoBEjRpC/vz/FxcXR7du3qXXr1iQIApmbm9OzZ89kzx4ZGUnNmzfXul/Utq+0tLSkGTNmyJ5XF5So1+rPK1KkCF2/fj3d5V68eEE//fST9PcxNzfPwpQp+fj4kLW1NYmiSH/99Zf0/rNnz6h48eKpHk/VrFmTXr9+LWteIqJPnz5RixYtUjRsplWnRVGkli1bynqz27///qv19fLlSxIEgZydnVOdT/1iaUtKSqKGDRumqBeiKNK6deto2bJl0nsVK1akkSNH0vjx46UyoihSlSpVKD4+Xvbsc+fO1Vif1Td3/P7776mW53PcrKEPNxsY6nWbhIQEGj16tHQ+pX45OjrSwoULKSkpKdXy+rDuWdZKSEigCRMmkJ2dnVQ/ihYtSocOHSIiort371KOHDm0bhsXL14se+awsDBq3759imuRJiYmNHToUIqMjEy1PG+rGWNyGDduHAGgsmXLap1nwYIFBIDy5s2brmW6uLgQAFqyZInWeUqVKkUAaMqUKd+d5eHDhwSAANDt27c1lgsKCpLmOXPmTLq+x/dkSk1m18/ChQupXbt2tHDhQq3l1q1bRwDI1NQ02fve3t4EgIoXL56ujErjRnGmF77udahSqWjw4MEUGhqqdKxURUREULFixaQDzyJFilCtWrWSXZh2dXWly5cva10GH4Sm7dsTV0Pq1XLo0CHp83v16kV+fn708uVL2rx5M/3www/JLuRq683FjeLZW1JSEk2fPl06wVZvS44fP05EX3rpGBsba7yg6uLiku5RKb5X/fr1SRRFrXeSL1y4UMpfsmRJjT3G9alRXN3rffjw4amWHz58OAmCQB4eHlmUMKWvG0y+52WIF+64UTx9Fi1aRIIgUN68eenChQtE9GVbsmXLFjIxMZF69Q0cOFBj+fbt25MgCDRkyBA5Y1NiYiI1bNiQBEGgXLly0YwZM+jw4cN09OhRmj9/PhUqVIisra1pz5499OHDB/L19aWZM2fSjz/+KNWLYcOGyZpZF5So13v37iUHBwcSBIFMTU1TPalVW7t2LdnY2Ej7m3LlytH9+/dlSPvF7du3ycTEhARBIHt7e/Lx8SGiLxd88+XLJ92Y1alTJ/L09KS///6bli5dSh07diRTU1MSRZFKly6dqd7xmRUdHS3doCKKIjVp0oQWLlxIBw4coOvXr9PDhw/pxYsX9PDhQ7p+/Trt37+fFi5cSE2aNJHK/Pjjj7JmTg0fA+rWmjVrpHPbUaNG0YEDB2jSpElkYmJCuXPnJnd3dzI2NqZt27alKOvn50cODg4kiiKtWLFC1tx+fn7SdqBu3bq0detWOnPmDE2fPp1cXV2l7VnHjh219rLlc9ysoQ/r1RCv2xAZ5ohXTF6NGzfWeL1JpVLR/v37qWbNmiQIArm4uNDYsWNp1apVNGXKFCpYsKB0I/Xdu3dlyxsXF0fVqlWTMltYWFDevHml/1ffsP78+XOty+B6nbYPHz7o7MXYf1WLFi0IAHXp0kXrPPv375calNM6N/r06ZM077Fjx7TO17ZtWwJA7du3/+4su3btIgAkCEKqHdscHBwIQLKRodKiT+snPfr27UsAqGDBgsnenzBhgvQ9du7cSa1ataICBQpQoUKFqFWrVrRnz54MfU5WM9L1cOyMZVaOHDnQunVrrFmzBitWrMDOnTsxZcoU9OvXD8bGxkrHS8HT0xOPHz+Gk5MTduzYgdq1awP48ty1JUuWYNq0afjw4QMaNGiAw4cPo3r16soG/n/z5s3T2bLGjh2rs2Vpc/v2bXTt2hU3btyAIAioVatWsmem6rOVK1dCEAQMGjQInp6e0vv58uVDly5dMHLkSHh6euLChQto2rQpjh07puizJg2ZodVrtS5dumDnzp3SM60B4OnTp2jevDmOHTuGoUOHIiEhARUrVsTgwYPh5uaGhw8fYvHixfD390erVq1w9+5d2NraZmnOmzdvAtD+PNyRI0fC0dERffr0wcOHD9GsWTOcPn0aFhYWWZors+7fvw8AGDJkSKrzTZo0CZ6envD19ZUh1RdTpkzB7NmzER8fn6xeZNT3lP2vGTRokE6WIwgCli9frpNlpWbr1q0QBAHr16/HTz/9JH12165dcf36dSxevBiCIGDSpEkay8+ePRu7du3C8ePHszzr13bu3IkTJ06gfPnyOHHiBOzs7KRpjRo1wqBBg9C4cWP06NEDt27dQq1atVCrVi1MmDABmzdvRv/+/bFs2TI0bNgQzZo1kzW7oWnVqhVu3ryJzp074/LlyxgzZgxOnjyJjRs3wsnJKdm8wcHB+Pnnn7F//34QEVQqFcaPH48pU6bAyEi+U8W5c+ciPj4e1atXx4EDB6T92qJFi+Dv7w8XFxccPXoUP/74Y7JyQ4cOxf3799G0aVPcu3cPf/31F8aMGSNL5oULF+L+/ftwd3fHvn37UL58+VTnL1euHIAv+8zr169L+/C5c+fijz/+kCOywdLV8YQgCIiMjNTJstKyceNGCIKAefPmYeTIkQCA5s2bI2fOnBg0aBAEQcD06dPRuXPnFGWrVq2Kv/76C126dMHWrVsxYMAAWTIDwJ9//gkiQocOHbBjxw7p/dq1a2PYsGHo2bMn9u3bBx8fHwDA9u3bdfKs+u/18eNHnS3L2dlZZ8tKTUaPP8LCwjSWk+v4Q83Qrtts3boV+/btg7GxMSZMmID+/fvDxcUFfn5+mDlzJo4dO4Zz586hRo0aOH36NFxdXZWODABo2rSpTpYjCAIOHTqkk2VlV5s3b8axY8dgYmKCSZMmoUWLFhBFEYcOHcLUqVPh4eGBsLAwFC1aFGfPnk22jfjtt9/QrFkznDlzBmvWrMGff/4pS+bVq1fj0qVLsLKygqenJzw8PCCKIl6/fo0ZM2Zg9erVePz4MapXr47Tp0+neJ6sUgytXru6uupkHycIAhISEnSQiDHD8/btWwBArly5tM7j7u4u/fvdu3coVKiQ1nnfvHkj/Ts9y3z37t13Z1GXc3R0TPW6vbu7Oz59+pTsM9OiT+snLS9fvsTWrVsBpNye37p1CwCwZ88ebNu2Ldm0Z8+eYd++fejYsSM2b94MExOTdH9mllG0SZ6x//d1z4SdO3dKvVtEUSR3d3eaN2+eos/S1aRChQokiiJt375d4/RLly5Rjhw5SBAEsrGx0Th8pVI9J3XRC1HO3OHh4VS9enUSBIGKFClC4eHhsn3293BxcSFRFOn9+/da55k+fbr0N2nevDklJiYmm849xdPHEOu1j48PCYJAZmZmNGPGDLp58yZdvXqV+vXrJ/WUEwSBateunWLozM+fP1Pp0qVJFL8M/53VTExMyN7ePs35/vrrL+lv0axZs2T1WZ96ihcsWJBEUUwxbLomdnZ2KYYFympnzpyRhhDu16+frJ+tJKV6iutiuyFnbhsbG7KwsNA41Oe9e/dIEASytbVNdRl2dnayD41du3ZtEkVR63BjRF+GphQEQWO9Vw81rNTjUDJLyREQEhISaMyYMVI9dXNzoxMnTkjTDx06RG5ublIdLlq0aIpnecslZ86cJIoi3bt3L9n76uNtb2/vVMv7+vqSIAj0448/ZmHK5NS9xL9epxlx8uRJEgSBihUrpuNkmaPPx4DFihXL9GhRSo0cZWdnRyqVKkVvktjYWGlEj9QehRMfH0+mpqbpOv7SJfVvUdPzdIm+jEyiPlbVdpxiyOe4co60k5nM35aRu14b4nUbQx3xylBHzCtevLhOXiVKlJAtc7NmzUgURVq9enWKacuXL5fWo6aRPYiIbt68KY2yI5fq1auTKIq0fPlyjdN37dpF5ubmJAgC5cyZU+M2net12urWrWtwxx+M6ZvChQunGKb7Ww8ePJB6N6f1+K+LFy9K82o7XiUiGjt2LAGgH3744buzqJ+jndbw5ZUqVSIANHTo0FTn+5o+rZ/UREdHS9/PzMyM/P39k013d3cnAGRkZEQTJ06k58+fU0xMDD1+/JiGDh0qZRowYEC6Pi+rcU9xpnfat2+PunXrYvLkyfDy8sK7d+8wfvx4zJw5Ex4eHujQoQNq1qypdEw8efIEoiiidevWGqdXqVIFp0+fRp06dfD582c0adIEly5dQoECBeQN+o3169dj5MiR+Pz5M4Avdz6ampoqmiktVlZW2L9/P8qWLYtnz55h7Nix+Ouvv5SOlabPnz/DxsYGLi4uWueZNGkSoqKiMGfOHBw+fBj9+/fHmjVrZEyZUkREhE56LE2ePFkHadLHEOu1l5cXBEHA0qVL0a9fP+n9ChUqIDAwEPv27YMgCPjzzz9T9Nazs7PDsmXLUKtWLezevRsTJkzI0qz29vYIDg5GREQErKystM43cOBABAQEYO7cuThy5Ah+/vlnrFu3LkuzZUapUqXw8uVLvHnzJtWRJwIDAxEaGoocOXLIFw5femPt3bsXjRo1wtq1a1G3bl2NPcmYbpw+fRq9evWCv78/BEFAqVKl4ODgoHQsrRITE5GQkICEhIQUPbLUdwzHxMQgMTERKpUqRfn4+HhERETA3NxclrxqDx48gK2tLUqXLq11nlKlSsHW1hbHjh1LMe3nn3/GiBEjcPny5ayMma2oVCrMmzcPdevWRe/evfH+/Xs0btwYI0eORHh4OLy8vEBEEAQBgwcPxrx582SvF2qBgYGwtLREyZIlk70fFBQEAGmODlCrVi1YW1vjxYsXWZbxWy9fvoSlpSXq16+fqfL16tWDlZUV/v33X90Gy4Zu376NYcOGScdOnTp1QqNGjZSOlaro6GhYWFik6E1iYmICCwsLREZGphi54WtGRkYwNTVFVFRUVkdNJjAwEFZWVlqPjwRBgJeXF6Kjo7FlyxasXbsWbm5umDZtmqw5v1WnTh2cOXNG0QwZ1aFDB+zcuROCIMDc3BwVK1ZMdX4/Pz8kJCToxbUQwHCu2xjqiFeGOmJeUFAQgoKCIAjCd41cJecIFLdv3wYAjedbHh4eGDp0KACgRo0aGsuXKVMGZmZmsu7P7927BwDo2bOnxult27bF/v370aJFC7x79w4NGzbExYsXU93vyMHQ6vWpU6cwe/ZsTJw4EYIgoEePHujVq5fSsRgzKOpRElLrHfz19du0RlX4enp6lvn1/JnNkp5y2j4zLfq0frSJi4tDu3bt8M8//wAAli5dijx58iSbXqNGDbx48QJjxoxBhw4dpGlFihTB0qVL4ezsjN9//x2rVq3C0KFDUaJEiTQ/N0sp3SrPGJH2ngkPHz6kzp07k7GxcbK7ot3c3GjQoEG0devWVJ+Rk5XMzMzIwcEhzfn8/PzIwsKCRFGkQoUK0cePH6VpSj3D5969e1LPoBYtWsj++ZmlfsadSqVKtaeZvnB0dCQTExOKiYlJc14PDw+pjv/+++/S+0r0FDe0HtdqhlavnZ2dydjYmGJjY1NMO3/+vPRssNRYWlqStbV1VkWUqO+enz17drrm79q1q1SX1M8tVqrXkLW1Na1evZquXr0q/RbVvfQnT56cavkhQ4aQIAjUuHFjOeKmMHv2bOnZdfrW6yYrKNmj9s2bN1S8eHESRZGqVKmSYnQGfaLuOfv3339rnB4YGEjXrl3TuG0hItqxYwcJgkAVKlTIypgpWFhYkKmpqdZcRF+eO25ubk5mZmYap1tbW5OJiUlWRcwSStbrrwUGBlLHjh2T7ecFQaD8+fPTyZMnFc1G9GUfYWRklOKY6aeffiJRFOnTp0+plo+JiSEjIyNZe9Xa2NiQmZlZprcXMTEx6R6JRQ763FNcbejQodIoXEqdA6ZXvnz5SBRFevToUbL3Hz9+LP0OU+vp8fTpUxIEgfLkyZPVUZOxs7MjMzMzrc8LV0tISKCGDRtK38XLy0uaptQ57qxZs6Q8vXr1Il9f30y95LR582ays7MjURSpXbt2ev9ca0O8bmOoI14RGeaIecHBwdSsWTNpXbZs2ZKmTp2aqZdczM3Nyc7OTut09W80tes6Li4uZGxsnBXxNDIxMUnX9ci9e/eSkZERiaJIlSpVosjISGka1+v0mzdvHgmCQCYmJnTjxg2l4zBmUEqUKJGhntA3b95MdXn//PNPhnpCfz2SWGazzJs3L0M9xYcPH57qfF/Tp/WjSXh4ONWvX19a5q+//prq/NrExsaSo6MjAdA6eo+cuFGc6YW0LsK8fv2axo0bRy4uLsmGn1G/rKysqGjRolS/fn3ZMufPn59EUaSAgIA05929e7c0TF6FChWkgz4lT2xv374tNdYvXbpUkQyZ0b17dxIEgVq3bq10lDSph2pbs2ZNmvPGxcVJQzOJokjz5s0jIuUaxXUxRJQSDKlem5mZkaWlpcZpYWFhJAiC1ulEX4avtLCwkGUI5L1795IgCGRsbExjxoyht2/fpjp/XFwc1atXT6pP9evXJ3t7e0Uaxb/eXxgbG1PJkiWpW7duZG5uTiYmJrRr164U5e7evUvdunWTyu7evVvW3GqJiYlUokQJEgQh2c0y2ZXSjYf+/v7k6OiY4uYkffPnn3+SIHwZIn3Tpk0pHruRmosXL0qP9pg/f34Wpkzpxx9/JFEUae3atVrnOXDggNRQ+607d+5onabPlK7XaklJSbRkyRIyNTVNNuSuvuwrW7RoQaIo0uLFi5O9P2fOHBJFkf76669Uy3t6epIgCFSrVq2sC/mNmjVrpiubNnPnziVBEKhu3bo6TpY5htAonpiYSHXq1NGr9aZNnz59SBAEqlOnjnRjW3h4uHR8pFKpqGHDhlq34W3atCFRFKlbt25yxpaG5E3PsU9YWBiVLl2aBEEgIyMj6bFiSp7jGmLDhb+/v1Sv3dzcaP/+/Rrn0+dGcTV9vG7j4uJCRkZG6Wp4Gz9+vJS5d+/e0vtKrvtPnz5R3rx5SRRFGjhwoCIZMio+Pp7atWtHgiCQq6srffjwQelIqVLn1CY9f3+560iuXLlIpVJRYGBgmvOqH0EkiiI1btxYupmP63XGdOrUiQRBoLJly2p8jBVjTLPKlSsTABo7dqzWea5duyY1uqZ1E93Dhw+leR88eKB1viFDhhAAqlGjxndnWbFiBQEgZ2fnVLOVKlWKAGToepI+rZ9vvX37lsqWLSstb9iwYWl/oVQ0a9aMAFCnTp2+azm6wI3iTC+k9yJMUlISnT9/nkaNGiX16FLqOS09e/bM0IWKJUuWSBmrVatGHz58UPzEdu3atVJvC30/UVELCwujW7du0Z07d5SOkqb169dLDZvLly9P88D56wtL6hNxdQONXAzhgmhaDKVeFylShERRJD8/P43Td+7cSQsWLKCIiAiN0y9fvizdXS2HrxuJ09MbPyoqiho3bpzsRgu5t3erV6+mwYMH008//UQ2NjYab96oXLlysjJTpkxJ1ouya9eusmb+lp+fH40YMYKmT5+uaA456EPjobpR1tTUNNW7apUUHx9PVatWldaVg4MD3b17N9Uy//zzj9TQIQgClShRgqKiomRK/MWMGTNIEASysrKiI0eOpJj+4MEDcnd3J1EUU5xsPXjwgEqXLk2iKGbo+Vy6sHHjxu96TZo0SfF6/eTJE6pWrZr093d2dqaiRYsmu3Hp9evXiuUj+vJ8c3VD1ubNm6X3IyIiKH/+/GRlZUXHjx/XWHb9+vVkYmJCoijSunXr5IosjbpgbGxMkydPpuDg4HSVCw0NpcmTJ0s9t9J6XrpcDOUY8PXr12RlZUWiKNKePXuUjqPVkydPpJw5cuSg6tWrk4ODg3SMsWbNGlKpVFS3bl3y8/OjxMREio+PpwsXLlCjRo2k3+fly5dlza0+Z3VycqJDhw6lOf+bN28oT548UsP4tGnTpJuvlGKoDRfz58+Xnrfbp0+fFKMEKX3tgMgwr9sY6ohXXzO0EfOIvjx7VH1DZIcOHZSOk6q06rU+Nop36NCBRFGkkSNHpmv+MWPGSPW6TZs2FBUVxfU6g0JCQqTrc3IebzJm6Nq3b08AqHv37lrn2bdvHwEgQRCSjWihSXh4OAmCQABSHfGsTZs2KRpgM5vl4MGDBIBEUaS4uDitZe3t7QkArVixItXv8DV9Wj9fu3//PuXJk0dqEE9rpM306Nq1KwGgli1bfveyvhc3ijO9kNmLMGFhYeTr60tLly6lCRMmUP/+/bMgnWa3bt2SLmZVrlyZtm7dSg8fPky1zG+//SYdiLq7u5OlpaXiJ7bqC+tyX2T+L0hKSkrWW9bCwoL69u2bapnAwEAqW7asYg2JhnJBNC2GUK9HjRpFgiBQ8eLF6cmTJxkqGxISIg2hPGLEiCxKmFxSUhLNmDGDbG1tSRAE6tmzZ5pl4uPjaezYsaRSqRRvFCL6MhTpzp07aeLEidSsWTPKmTMndenSJdk8ixcvlhpFf/vttwz1wv2vy58//3e93N3d9aKeNG3aNN11XClhYWHUtWtXqXElraGlT5w4IV2ILlOmDL169UqmpP8TERFBRYoUkf7GNWrUoAkTJtD06dOpc+fOZGZmJjXYvn//noi+bEPKlSsnbUNcXV2laXL5tpdbZl5K1utly5ZJx5uCIFCLFi3ow4cPFBkZKfVkVd9csWPHDkUyqv3yyy9Snpo1a9KqVavoypUrdPLkSenxKPXr16fp06fT4sWLaeTIkVSsWDHpu9WuXVv2zKNHj5YyGxkZUfny5albt240btw4mjZtGs2ePZumTZtG48ePpx49elCVKlWkBnxBEGQ9d0mLIR0Dzpgxg+zs7GTtbZoZR48eJTs7uxQ35I0ZM4aIiAYMGCDVH5VKJY0spq4fSoxaEhMTk+wm3SJFitD48eNTLfPkyRPKmzevojdCfs2QGy7u3Lkjrf98+fLRmTNnpGlKN2ARGeZ1G0Md8epbhjRintrDhw+lfd7Zs2eVjqOVITaK+/r6SnW0Q4cO5OfnRyEhIamW+fom91KlSpGNjQ3X6wxas2YNlSlTRi96OTJmKCZPnkwAqFKlSlrnWbBgAQFI96hw6sba1EbsUvfa/nqo7sxmefHiRZq9r4OCgqR5MrLP06f1o3bp0iWpgV+lUtHKlStT/bw7d+7QokWL0mw4r1evHgHQi3NgbhRnesGQLsJ8bfny5clO/Js1a5ZmmT/++ENvLhgQfTlR+fPPP2n16tWK5siuoqKi6Oeff5Yu6Kd255daWFiY1MOBG8UzxxDqdWBgoNSTxtzcnFq0aJFmz1R/f3+aNGmSVM7e3l723n2xsbF06tSpDPVcevjwIf3yyy/0ww8/ZGGyzPn2Ls+7d+/S1q1b093jj/2Ppp74mXkpvV988+YN7d27lw4fPqxojvR49uwZrVq1Ks35AgICqGvXrvT333+n+ZzYrPTy5UsqVaqUxiFVBUGgnDlz0rVr15KVsbKyIkEQqGLFivT48WPZMxtqvX7z5g01bNhQWrfW1tYa94k7duwge3t7KaOHh0eK3olymj59Opmbm2u8GUHbe4IgUPPmzRXL/ffff1OhQoU01mtted3d3WVvrDt79myqL0EQKEeOHHTu3Lk052XpFxQUREuWLKEBAwbQ+PHj6dy5c9K0xMREGjlypHRTkPrl5OSUrm17VgkMDKT69etLeTp37pxmmdevX1O1atX0Zl9uyA0XsbGxNGrUKOlGiREjRlB0dLRBN4orzRBHvPqWIY2Y97Vhw4aRIHx5lIS+MsRGcaLkw/2L4peh0VOTlJREffv25XrNGJPV6dOnCQAZGRnR58+fNc7TuHFjAkC9evVK1zJ79OhBAKh9+/Yap797907qLe3r66uTLHnz5iUAtGzZMo3ltm/fTgDI3NycoqOj0/U9vjeTNpldP0RfHkuqbhA3MzOjvXv3pvl5W7ZskW4I0DbyR2hoKFlZWREA2rBhQ7q+R1YSiIjAmMJEUYSrqyvevn2rdJQMO3/+PGbMmIEzZ86gd+/eWLVqVZpljhw5goEDByIgIACCICAxMVGGpExJb9++xdGjR+Hq6oqmTZumq8yxY8ewePFi+Pn5ISwsLIsTfmHIv0VDdO/ePbRu3RovXryAIAj4999/kTt3bq3zHzhwAK1atQIAWFpaYt++fahbt65ccf+z/Pz8UK1aNaVj6L3evXvrbFnr16/X2bKYfklISMDmzZuxb98+PHv2DImJiciTJw8aNWqEfv36wdraOtn8q1evxg8//IAqVaooktff319ny8qbN6/OlpWabdu2YciQIQgJCQERoVq1ati0aRMKFCigcX5/f39069YNfn5+EAQBefPmxaZNm1C9enVZ8n7rzZs32Lx5M/bv34+7d+8iMjJS43zOzs6oXbs2evXqhcaNG8ucMrmkpCScPHkSZ86cwYMHD/D27VuEhYUhISEB5ubmsLa2Ru7cuVGiRAnUrl0bNWvWhCiKsmYURRGCIHz3cgRBQEJCgg4SMbWgoCDcvn0bgYGByJUrF6pUqQIjIyOlY+Hy5cs4fPgwChcuDA8PjzTnT0pKwurVq7F48WI8ffqUz3G/k6+vL3r27InXr1+jSJEieP36NaKiohRdr4Z6rkhEmDVrFubPn4+wsDD06NEDGzZsSLVMQkICJk6ciIULFyIpKYmv22RSYmIiIiIiIAgCbGxslI6jkSiKMDc3R6dOnTRO3759O2JjY9GzZ0+ty1DPI3cd2bJlC6ZPn44nT56gT58+WLNmTZplVqxYgXHjxkl/F67XjLGslJiYiNy5c+Pdu3eYNGkSpk+fnmz69evXUbFiRRARLl++jMqVK6e5zCNHjqBp06YwMjLC3bt3UaxYsWTThw0bBk9PT5QoUQL37t2TzoG+J8u4ceMwb948FC5cGLdv34a5ubk0LT4+HlWrVsX169cxcOBA/PXXXwa5fiIiIlCmTBk8f/4c5ubmOHToEOrUqZPm5wUHB8Pd3R1xcXHo0qULtm7dmmKeUaNGYdGiRbC3t0dAQACsrKzSXG6WUrBBnjGJr6+v1ufqGoqYmBgKCgpK9/zx8fG0bds2vR7emf33GOrd/4YsJiaG1qxZk65nV9+7d4/c3d3p559/1tvnHWcXnz9/piVLllCpUqVIpVIpHYcxxtJN3VPTxMSEZs2ala7HQCQmJtLvv/9ORkZGJAhfng3822+/yZA2bQEBAXTnzh3y8/MjPz8/unv3LgUGBiody+AY6qgHuhQQEKB0hP8MHnFHN0JDQ6Vezvrw+zP06zbZbcQrphtpjfKi74/KISJ6/vx5hh7JFhwcTLNnz05z1ATGGNOFtWvXSs/knjNnjtST+uTJk+Tu7k4AUoy+e+XKFSpatCgVLVqUdu/enWKZNWvWJACUL18+aSSmyMhImjp1qtRreefOnTrJQvRlJCV1D+p69erRixcviOjLCG2tW7cmAGRlZZWpa7X6sn7Gjx8vTVu/fn2GvsPXZQcPHkwfPnwgIqKPHz/S8OHDpWn60EuciHuKM8ayuV69ekk98k+dOqV0HL1nqHf/M/327t07xMfHAwDy5MmjcJrUXbhwAV5eXti1axdiYmJARAZ1B/2+ffsQGhoKAOjRo4fCaRhjRITw8HAAkK2HlCiKKFmyJDZv3owyZcpkqOy5c+fg4eGBV69eGdS2j6Xt7NmzOltWrVq1dLasrJaUlISDBw/Cy8sLx48fR1xcnNKRGMswb29vrFy5EkSEM2fOKB2HsWwlX758OhlJBQBevnypk+XIIS4uDj4+PujatavSURhj2RwRoX///tJoFsbGxjA1NUVERAQAoFSpUrhw4QJsbW2lMr6+vlIv5fXr16NXr17JlhkQEIDatWtL211ra2tER0dLI1r9/vvv+OOPP3SSRe3EiRNo2bIlYmJiAAB2dnYIDQ0FEcHY2Bj79+/P1Ahm+rB+YmNj4ezsjLCwMAiCAGdn5zRzv3//Xvp3YmIiunfvju3bt0vv2draIiwsDEQEURQxa9YsjBs3LiOrJstwozjTW8HBwXjy5Ak+fPiA6OhoAICZmRkcHR2RN29evW9Y+da7d+/w+vVrODk5IV++fErH+c8oXrw4Hj9+rBcXdmNjY3Hq1CmcOnUK9+/fR1BQEMLDw2FtbQ1nZ2eULVsWdevWRd26dXV2UpZR/v7+UKlUyJUrlyKfz7Kn4sWL48mTJ3o75Ornz5+xceNGrF69Go8ePQLw5aAUAHLmzImuXbti7ty5SkZMN31f14bk7t27WrfVhQsXVjpetlepUiUEBwfj+fPnSkf5LhcvXkSNGjUgiqJsv8lff/0Vc+bMgampaabKh4SEoG/fvti7d6/ix06anD59GleuXEFQUBDy5s2Lli1b8rE1SyEgIABr1qzBunXr8O7dO4O7yU1pV65cwaJFi3D+/Hl8/vwZrq6uaNiwIUaPHq2X+8CAgACoVCrkzJlT6SjMwF2+fBlxcXGoWbOm0lEk8fHx2LJlC3744QeUL19e4zx37txBv3790LNnT/z8888wMTGROWXG7dy5E9HR0Xwjr8wePXoELy8vbNq0CSEhIYqcM/r7++Ovv/5KsY8ZMGAA7O3tZc+TXh8+fMCuXbvSvKbXoUMHvX1cAGNK2rFjB1auXImbN28iOjoa+fLlQ/v27TF+/PgUj1FLq9EXAEJDQzF37lzs3r0b//77L0xMTFCuXDkMHToU7dq101mWrz19+hQzZ87EyZMn8fHjR9jZ2aFWrVqYMGECypYtm/GVkslMul4/169fR4UKFTKUV1Oz8q5du+Dl5YVr164hPDwczs7OqFWrFoYPH45KlSplaPlZiRvFmV5JSkrCihUrsGLFCjx8+DDVee3t7dG0aVOMHj0apUuXlimhZm/fvsXdu3dhamqKSpUqwcLCQpp2/vx5jBgxArdu3ZLeK1iwICZNmqTIwX+JEiV0shxBEHD//n2dLCsr1atXDy9evACg3F27RARPT0/MnTtXuovq203v143gOXPmxNSpU9GnTx9ZcxoyQ6/XDx8+xNmzZxEWFoZcuXKhQYMGcHJySrPcokWLEBERgcmTJ8uQMvP06eaUr50/f17qFR4bGyv9Lq2srNC2bVt4eHgoepNKZhQrVkxqFNendW0oPnz4gDlz5mDbtm0IDAzUOl/OnDnRo0cPjBw5Eg4ODjIm/O9wc3PDx48fDb4eqxvFDfE36eXlhf79+8v6mSEhIVi3bh2uXbsGY2NjNGzYEJ07d4ZKpUJUVBRatWqF06dPJytjZGSE0aNHY+bMmbJm/S96//491q1bhwkTJigdRaOkpCTs378fXl5eOHHiBJKSkqR9u5mZGVq2bJms9wLTbMmSJRg9enSy9Qd8OU42MzPD33//jTZt2iiYMCVRFOHm5oY3b94oHSXd6tatCxcXF3h6esLR0VHpOOni7e2ts2V17NhRZ8vSJTc3NwQGBurNzaWXL19Gt27d8O+//2LcuHGYNWuWxvmWLFmCX3/9FYIgIH/+/Ni+fXuGL27LTd/WdXYWGxuLnTt3wsvLCxcvXgQAxW4W27VrF3r16oWoqChpH6M+33ZycsLu3btRrVo1WTOlJTo6GhMnTsSqVaukHqKamlPU38PMzAyjRo3CpEmTDOIGFcYY+6/hRnGmNz58+IDGjRvjzp07Gg8uzM3NYWdnh5CQEKnnOPDlBLh3795YuXIlVCqVnJERHh6OAQMGwNvbG0lJSQC+DI05e/ZsDBgwAOfOnUOTJk2kIXi/JggCRowYgYULF8qaWRRFCIKgcR1nhCFe3FVCdHQ0unTpggMHDkjr3M3NDcWLF4ejoyNMTEwQFhaGwMBA3LlzB5GRkQC+rN9WrVph+/btih5EG0LvdsBw63V4eDj69OmD3bt3J3vfyMgIv/zyC+bMmZPsJptvGUqj0fLlyxEUFAQAmDJliqJZPn36JPUKf/z4MQAkOxnfsGED2rdvD3NzcyVjZtrVq1cRFRUFwLCGt9UH3t7e6NOnD6Kjo9O1LREEAba2tli7dq2sjQPz5s3T2bLGjh2rs2WlJaMX0n/55ReEhYVh+/btKf4e+nohXRNDbhRfunQphg0bJtvnnTt3Dh06dJD2F2p16tTB/v370b9/f2zduhXAl6FO3dzc8PTpUwQFBUEQBAwcOBDLli2TLe9/ydGjR+Hl5YVDhw4hISFB7+qyv7+/1Cv86xtQBUFAjRo14OHhwb220un27dsoV64ciAg2NjZo3bo1XFxc8OLFCxw9ehSRkZGwsLDA/fv3kTdvXqXjStJ6BFS7du0QEhKiV4/TUp+/5M6dG5s3b0aNGjWUjpQmdebvpc8jGunT+dX58+fRqFEj6ebdtm3bwsfHR+O8W7Zswbx583D37l0AgKWlJU6dOqVXvbK+pU/r+nt8/vwZ58+fBwC0bNlS4TTJPXjwAF5eXvj777/x+fNnAP87961SpQo8PDwwcOBA2fK8ePECJUqUQFxcHFQqFX766SdpH3Pz5k0kJSXB0dER9+/fT1cnATkEBgaiefPmuHbtGogIRkZGqFixosZrejdu3MCTJ0+kY5BKlSrhyJEjsLOzU/prMMYY+wo3ijO9EBcXh6pVq+LmzZsoU6YMRo0ahXLlykEURdy9exeLFy/G1atXsWLFCvTt2xf+/v64ePEitm/fjkOHDgEA2rRpo/UEISskJCSgUqVKuH37tsYG71WrVmH58uW4ffs2ihcvjiFDhqBgwYJ4+/Yt1q5di4sXL0IQBFy4cAFVq1aVLffXJ7KFChVCy5YtYWVllallKd24ZQg6d+4sNQR079491ZENkpKScPHiRSxZsgS7d++GIAjo3r07Nm7cKGdkAIbXu90Q63V8fDxq166Ny5cvg4hgbm4OJycnvHr1SjqJKlq0KA4ePIgCBQpoXEZ2uZAgh7Nnz8LLywu7d+9GXFycVJ+LFSuGnj174rfffoMgCAgPD0/1RgSWPW3cuBF9+/ZFUlIS7Ozs0KtXLzRp0kTrxY7jx49jx44diIqKgiiK2Lp1q2wNtbq6IA1A1m3Hf+FCuiZKN4oTEf799198/PgRrq6u6WrEevLkCfr06YNLly7Jlvndu3coVaoUPn/+DEdHR1SrVg0JCQk4c+YMYmJi0KVLF3h7e8PMzAybN29Gq1atAHw5dlqyZAnGjh2LpKQknDlzRrYhb7N7j8l3795h7dq1WLt2LQICAgAo16tMk8TExGS9woko2U1uU6dORc+ePRV75JaujiUEQZBumpXDwIEDsWrVKlStWhUHDx5MNoztv//+i+bNm+Phw4cYP368Xo3OkFajuD4eM399U68oihgwYABmzZql1zdviKKok+XIuR1p2rRphuY/ffo04uPj0ahRo2TvC4IgXXuSQ2RkJIoVK4Y3b94gd+7cWLZsGVq0aJFmucOHD6N///54+/YtChYsiLt378LMzEyGxBmnj7/LzFDiUTmpiY2Nhbe3N7y8vODn5wfgf9dyChYsiG7dusHDwwMFCxaUPduoUaOwePFiFC1aFPv370/2OI4rV66gQ4cOePPmDaZPn643o9LUr18fp0+fhomJCcaOHYsRI0akOlJYQEAAli5diqVLlyIxMRENGzbEkSNHZEzMGGMsTcSYHli1ahUJgkCNGjWiuLi4FNOTkpKoTZs2ZGJiQjdv3kw2zdfXl+zt7UkURdq8ebNMiYk8PT1JEATKkSMHbd68mUJCQigsLIy2bdtG9vb2ZGJiQqIoUqVKlSgqKipF+c6dO5MgCPTzzz/LlpmIqG/fvpQjRw4SBIEEQSALCwtq37497dy5k6Kjo2XNkt35+vqSIAhkZGREO3bsyFDZrVu3kkqlIlEU6Z9//smihJpFRUVRq1atSBRFqZ64u7tTvXr1qFOnTuTh4UGtWrWiatWqkZWVlTSPKIrUpk0bio2NlTUvkWHW6+XLl5MgCGRtbU0bNmygxMREIiJ69eoV/fLLLySKIomiSG5ubvTw4UONy3B1dSVRFOWMbVCCgoJowYIFVLRoUWl9CoJA9vb2NGDAALp8+bI0r7oOR0ZGKpjYsBUvXlwnrxIlSsia+/Xr12RtbU2CIFDz5s0pKCgoXeU+fvxIzZo1I0EQyNbWNt3lvteGDRvIwcFB2t65ublRvnz5MvWSU4ECBaTfmTp7Zl+G5MKFC9L3llNSUhLNmjWLcubMKW3/RFGk4sWL0759+zSWSUxMpLlz55K5ubnsmceMGUOCIFDt2rXp8+fP0vtPnz4lFxcXKf+SJUs0lp88eTIJgkCdOnWSKfH/9hvf+1KpVLJlTktSUhIdOnSIWrVqRcbGxsl+rxYWFtSlSxc6fPiwohlfvnxJEyZMIDc3t2T51Pt2fdmfFytW7Lu3dUpsO3744QcSRZHu3buncfrRo0dJEASqVq2arLnSot4faqOPx8yCIJCTkxP169dP+ls7OzvT8uXLNV4TMVQBAQHUuHFj6fdqampKM2fOlO3zv91WG8pvUX29KXfu3PTu3bsMlX3+/Dk5ODiQKIrk5eWVRQm/nz7+LjNDqWO9b927d4+GDRsm/e2/rb++vr6K5iMiKl++PImiSH5+fhqne3t7S8eD+mD//v3SMdC5c+cyVPbcuXNkbm5OoijSyZMnsyghY4yxzOBGcaYXqlSpQqIo0osXL7TO8/LlSxIEgbp06ZJi2rZt20gQBKpTp05WxkymXr16JIoi+fj4aM0jiiLt379fY/mnT5+SIAj0ww8/ZHXUFOLj4+nIkSPUq1cvsre3l7JaW1tTt27daP/+/Xp5Ih4SEkJHjhyhHTt20MWLFykhISFd5by9vWnjxo1ZnC6lvn37kiiKNH78+EyVHzZsGAmCQEOGDNFxstR16tRJOnny8PCg27dva503MTGRzp07R+3atZPqUY8ePWRM+z+GVq+rV69OoijS8uXLNU7ftWuX1DCRM2dOevnyZYp5ssuFhKxiamoqXRAwMTGhli1bkre3N8XExKSYV18uop89e5bu37+vaIbMcnJy0kmjp9x1esaMGSQIAtWsWVO6OSW9EhISqGrVqiSKIs2fPz+LEqZ07949qUGoRYsWsn3u94iIiKC+ffuSIAhkaWlJnp6eqc6fXbZvSlwoTUpKoiZNmmj9LYqiSKtXr05W5vHjx1SxYsVkZfr06SNb5iJFipAoivTkyZMU0/78808pd1hYmMbynz59IpVKRTlz5szqqJKpU6cm288Y8o0eb968oT/++IPy5s2brOFIpVJRvXr1aP369RQeHq5YvoSEBPLx8aGGDRtKN40KwpcbTxs3bkzbt2+X9u36sj+PjY2lX375RcrTpUsX2rBhQ6ZecrKzsyMrKyut02NiYsjIyIicnJxkTJU2Q20UV2feuXOndMObKIrk7u5O8+bN07rNMxQrVqwgW1tb6TdbtWpVevDggawZxowZI203LC0tycPDg3r16qX1pW7E0jRNTnXr1tW4v06vJUuWkCB86Xiir/Txd5kZSjaKR0dH04YNG6hatWop9t/q/aO+7BeJiHLkyEHm5uZap0dERJAoiuTq6ipjKu26dOlCoijS3LlzM1VefdOmnMfUjDHG0saN4kwv2Nvbk4ODQ5rzOTg4aDzZTUhIIBMTE7K1tc2CdJq5u7uTSqXS2LgSHR0tnXi9f/9e6zKsrKzIzs4uK2OmKS4ujg4cOEDdu3cnW1tb6YDZzs6OevXqRUeOHEl343NWSUhIoNGjR5OZmVmyu7wdHR1p4cKFlJSUlGp5V1dXRXrhFC9enERRpGfPnmWq/K1bt0gQBCpfvryOk2lnqL3bv2UI9drOzo5EUaSIiAit85w4cUKq94ULF6aPHz8mm67EhYT379/T/PnzqUWLFlSkSBGytbUlExMTMjExIRsbGypQoADVqVOHRo0apfgd0eq/e8uWLdO8AKcvFwvUv785c+YomiMzgoODpZ7T6vU+derUTL3kpG7UzmzvCXUPgvr16+s4Wepu375NFhYWJIoiLV26VNbP/h779u0jZ2dnEkWRGjRoQK9fv9Y4H18ozbw1a9ZIja1ly5allStX0pEjR2j58uVUunRp6cYEdc+zPXv2kLW1tXQhNV++fHT8+HHZ8hIRmZubk7W1tcZp//77LwmCkOa5goODA5mYmGRFPK3OnDkjrbt+/frJ+tnfKykpiQ4ePEgtW7ZM0StcXWefP3+udEwiohS9wkuXLk3z5s2jt2/fpphXX/bnakOHDiVBEMjGxkZv1mdqTExM0myMcHR0JFNTU5kSpY+hN4oTfTmOGjx4MBkbG0v12NbWloYMGUJnz55VMGnGPXv2jGrXri39bi0tLWnx4sVpnrdnlbNnz1LevHlJEASqXLkyPX78WOu8+lJXnJycSBTFZKOnZERgYCAJgkAuLi66DaZD+rKuv5cSx3p3796lIUOGSKNmqvePxYsXpzlz5tCbN2+kefVpv2hiYpJmnXRwcCAzMzOZEqWuUKFCJIoivXr1KlPlHz16pFhnKMYYY9pxozjTC9bW1mRsbJxq41BsbCyZmppqPTiytLSU9cDJ1NQ01Ytz6oPT1Hqmuri4kJGRUVbEy5TY2Fjas2cPdenSRRpKVhRFypEjB/Xv359OnjypyIls69atkx3of/vv2rVrpzpsrVInW7a2tt91wSgxMZGMjIzSdcOIrhhq7/bU6Gu9NjExSdffdu/evWRkZESi+OVxDF+fzMpdtxcsWEA2Njbp6hWnvnmlQoUKig3V9vXfWxRFqlixIs2fP19jI5y+XCz4ev01aNCA/P39Fc2TUfHx8dLIEa6urvThwwelI6XJ2dmZVCpVph/9EBoaKo3oILe1a9dKjS2GsK7VPn78SM2bNydBEMjOzo42bdqUYh6+UJp5DRo0IFEUqX379iluAIuNjaU6deqQKIo0Z84c2r9/PxkZGUkZhw4dmurxeFZRD/WpqVdkQkIClShRguzs7LRmU/8O5TxmUjt16pS0n962bZvsn59Rr1+/pqlTp1KePHmS9Sr7+tEi+rJPVPv6ZqvURjD6el59yZ6YmEh16tQhQRCobt26SsdJU1qNy0T6uX3ODo3iag8fPqTOnTsnaxwXxS+PVBo0aBBt3bpVb2+wSEpKooULF5KlpaW0balbt26qIwLKJSwsjHr06JHmiDX6UleMjY2/uwOF+rF++mrYsGGy98DPCkoc6319XczV1ZWGDRumtWOCPu0XDW0fY2VllWrP9vTQxW+ZMcaYbnGjONMLlStXTnNImk2bNpEgCFSsWLEU086fP0+CIFDRokWzMmYyujjx1qeDvW9FR0eTj48PdejQgSwtLaUDaRcXFxo8eHCGn6eTWVu2bCFB+DL08dSpU+nt27eUmJhI58+fp8aNG0u5ihcvrvVZW0qtZ10MLWhvb0/GxsY6SpQ2Q+zdnhH6Uq+JiHLlykUqlYoCAwPTnHfZsmVS1saNG1N8fDwRyVu3J06cKF2Uq1+/Po0dO5bGjx9PzZo1I2NjY7K2tiYvLy/asWMHTZ06lRo0aEAmJibS79fb21uWnF+LioqizZs3U7169UilUknr0MjIiBo1akRbtmyRnjmvLxcLBEEgc3NzsrKyIkEQyMrKimbNmqVxVBJ9FR0dTT/++COJokgdOnRQOk6aTE1Nyd7e/ruWoYsLJplVtWpVEgSBhg4dqsjnf4+VK1eSlZUViaJIbdq0STYahj4fI2WEEhdK3d3dSRRFrT3hLl68SIIgUPXq1cnFxUXqHa7ksyYbNmxIoijSxIkTM1Ve/RiEBg0a6DhZ+syePVvqkaevwx0fOHCAmjdvLjXgaxt+nEh/9olq6ryiKJKVlRV16NCBdu7cqdePQ/na69evpW3dnj17lI6TKkNrsFDLTo3iaq9fv6Zx48ZJ2+mvG8jVv4WiRYvKPlKNNvfv35eu6wiCQLa2tnr5PGsfHx/KkSMHiaJI9erVo4CAgGTT9aWu2NjYkKWlZabLJyUlkampaaqPQ2C6oWSjeMuWLenixYup3uSvT/tFQ9vHqFQqcnZ2/q5l5MiRQ686QzHGGONGcaYnli5dSoIgkLGxMa1YsSLF9JMnT0rPopo0aVKyaUePHpWefzdhwgS5Imf7RvGvRUVF0a5du6hr165kYmJCoijKNhx5/fr1SRRFmjZtmsbpCxculC4MlCxZUmOPcaXWc3oO+NMid3ZD7N2eWUrWayKiDh06kCiKNHLkyHTNP2bMGOmEtk2bNhQVFSVb/fDz8yNBEMjZ2ZkuX76cYvrdu3cpd+7cVLBgwWTPHH3//j316dNHahi/e/dulmfV5tWrVzRjxgwqUqRIsguLNjY2UkZ9uFig3m48efKEypUrJ+XKkycPLVu2jKKiohTNl14PHz6Uflf6PuSnLrbVLi4uiu3PHz58SH/++WemnzmptKdPn1KVKlWkBkV1g5G+HCN93QCR2ZfcF0pNTU21DkVO9L99tTpb06ZNKSQkRLZ8muzbt09aT3369KFr166lq1x4eDjNmjVL+j4ZffSLriQmJlKJEiVIEAT6/fffFcmQlq97lVWqVIkWLVqk9YZSfdknqr169YqmT5+eYh9uZ2dHv/zyC128eFGaV9+yq82YMYPs7Oz0pgFTG0NrsFDLjo3iaklJSXT+/HkaNWqUdAPzt6MzKSkhIYGmT58uPfJJEARq3ry51sej6IN3795Ro0aNpMb7DRs2SNP0pa6ULVuWRDHzj7F48uSJ7B1HMiosLIz8/Pxo//79aY4Cos+UaBQvVKhQshtlXF1dafDgwXTp0qUU8+rTftHQ9jGGeE2PMcZY2rhRnOmFuLg46YKoKIqUN29e6tq1K/Xt25eqVKkinVwVKlSIQkNDiejLEK2Ojo7StKJFi8raM+O/1Cju5+dHo0ePpoIFC8p+cVd9F3dqz9LauHGj9CzrypUrpzjY50bx9DPE3u2ZpWS9Jvrf89vVvWn9/PzSbJTo1q2bVKZUqVLSUOZZrV27diSKIu3fv1/rPEeOHCFBEGjKlCkppg0aNIgEQaCePXtmXcgMuHjxIv3888/Jnjevfg0ePDjZxXW5fb3diIuLo99//50sLCyknI6OjjR16lR6//69YhnTS/04hTp16igdJVWGuK3ObhITE2natGnSc4179OghDaettLQeFZHel9y9h9Kq01/3kktMTJQpWeoGDx4srSuVSpVmw/ihQ4fIwsJC2oe3a9dOpqSa+fn50YgRI2j69OmK5tBGvW5btGhB27ZtS/XYWp8uoH/rwoULGvfhRYoUoT/++EOvsxsCQ2uwUFPfvBkQEED+/v4pXurnM2ub/vVLzsyZOf4ICwsjX19fWrp0KU2YMIH69++fBenS5/r161SmTBlpO+zo6EhbtmxRLE9GeXp6SvuR1q1b08ePH/Wmfo8YMSLVzgFpGTt2LAmCQN27d9dxsvS7fv06rVq1itatW0cvX75MNm369OlkbW2d7DysSJEidPToUWXCfgclGsXVn9u3b1+N+8NZs2ZJz8HWp/2ioe1j+DyRMcayJ4GICIzpgc+fP6NLly44fvw4AEAQBACAuor++OOP2L17N/Lnzy+VsbW1RWRkJNq0aYPly5fD2dlZtryiKMLV1RVv377VON3NzQ0fP35EYmKi1mWkZx6lnD9/Hj4+Pti9e7f0HYkINjY2aNGiBTp06ICWLVtmeQ5TU1NYWlri06dPqc63YsUKDB48GIIgoEmTJti/fz9EUQSg3HpOq46kh9zZDTFzRuhLvVb77bffMHfuXGl717BhQxw5ckTr/ESEfv36Yd26dRAEAUQEQRCyfF3ny5cPQUFBiIiISDWblZUV8ubNiwcPHiSbFhgYCBcXF+TMmROvXr3K0qwZERMTgz179mD9+vU4ffo0kpKSpL9F7ty50alTJ3Tq1AnlypWTLZOm3+Dr168xbtw4bN++Xfqbi6KIGjVqoEOHDmjXrp2s+7/0SkxMREREBARBgI2NjdJxtMru2z1DcvXqVXTv3h1Pnz6VfotKr9Np06bpbFlTpkzR2bJSk546ra6z58+fR7Vq1WTJlR6rV6/GjBkz8ObNG0RERMDMzEzrvBcuXEDNmjUhiiIGDBiAxYsXw9jYWMa0hqV+/frw9fWVzq2MjIzQoEEDdO/eHW3atIGpqak0ryiKEAQB4eHhsLCwUCpyqmJiYrB7926sX78eZ86cSbYPB4A5c+aga9euyJkzp4IpDY8oirC1tcWSJUu0zjNs2DCEh4djw4YNSO1yUo8ePbIiokbqOvu9BEFAQkKCDhKlTRfHH0qJi4vDlClTsHDhQiQmJoKI0KFDByxbtgxOTk5Kx8uQR48ewcPDA9evX4eTkxPCw8MRGxur+PHH7du3UbZsWVhaWsLX1xfly5dPd9l//vkHderUQUxMDPbu3YsWLVpkYdKUPn78iK5du+LMmTPSeyqVCr/99humTZuG2bNnY9KkSRq3HyqVCmvXrpV1+3Hu3LnvKn/37l0MHTpUlvNyTWJiYrBr1y5s2LAh2f5QEATUqlULZ86c0Zt9uiiKcHBwwJ49e7TuP9q0aYOQkJBkxyya1KxZM6tiSvg8kTHGsiduFGd658yZM9i3bx+ePXuGxMRE5MmTB40aNULr1q2lRk61o0ePonTp0nB3d5c9pyiKMDEx0Xoh8eLFi0hISECtWrW0LkM9jz4cHBERfH194ePjgz179uDDhw/S+183GDZu3BgmJiay5XJ1dUVwcDA+f/4MKyurVOf9uoGxZ8+eWLduHQBuFM8IQ8ycGn2t11/bsmULpk+fjidPnqBPnz5Ys2ZNmmVWrFiBcePGSQ2OWb2uzc3NYWxsjLCwsFTns7OzQ1xcHKKiolJMs7e3R1RUFGJjY7Mq5nd58+YNNm7ciE2bNuHJkycA/ndzVuHChfHo0SNZcqT2G3z8+DEWL16Mv//+W1rH6oyFChVC5cqVUbp0aeTKlQu5cuVC9erVZcls6LLbdk9f7d27F+7u7qhUqVKq80VHR2PUqFFYuXKlYhcXDV1GGsVjYmL0riGZiPD48WMUK1Ys1fk+f/4MHx8fNG7cGLlz55Yp3f+kt07rk9evX2PDhg3YtGkTnj17BgDSjUsdO3ZEz549Ua1aNYNoFP/a69evsWnTphT7cEEQUK1aNXTu3BkdOnQwuMY6JRhi4zKAFNcJMkvO/Y6hNor7+fmhb9++ePLkCYgIrq6u+Ouvv9C6dWulo2VaQkICpk6dirlz5yIxMVFvjj+6dOmCHTt2wM7ODuvWrUvXOt6xYweGDh2K4OBgVKlSBRcvXsz6oF+Ji4tD+fLl8eDBAxARbG1tkZSUhPDwcAiCgIULF2LatGkIDQ3F8OHD8euvv8LNzQ0PHz7ElClTsG/fPpiZmeHu3bsoWLCgLJl1sd2T62b1tLx+/RobN27E5s2bU5zTNm3aFF26dEGrVq1gaWmpSD5D28eIoggnJydcu3Yt1Qb61FSoUAHBwcGK1w3GGGP/w43ijGWS+mAusz8hOXt5apOUlITTp0/Dx8cHe/fuRWBgIAD9ajBs3rw5jhw5gpkzZ2L8+PFpzt+tWzds27YNgiBg0KBB8PT0VLRR3NBOrrJD45Ah1GtNXrx4gcTERBQuXDhd83/69AleXl7w8/PD/v37szRbgQIF4O/vj1OnTqF27doa57l16xbKlSsHZ2dnvH//Ptm0jx8/wtXVFU5OTtKNCfrs8uXLWL9+Pby9vREaGqp3v8HPnz9j69at2LNnD86dOyddEPh6eyP3xWhDJooizM3N0alTp0wvY/v27XrRq+hrUVFR2LVrF548eYKYmBgULlwYLVq0gJubmyJ58uTJg0+fPiUbceKPP/6AlZUVRo4cqUim7CojjeL6VGcNjaHXaT8/P6xfvx47d+5EWFiYtA/Jnz8/Xrx4AUEQEBERAXNzc4WTZsylS5ek7xUaGgrgyz5RpVKhTp06OHbsmMIJ9ZshNi4DwMaNG3W2rJ49e+psWak5e/YsTExMULVqVVk+TxeGDx+O5cuXSz1RmzRpgoULF8Le3j7Dy9LHUY4uX74MLy8vEBHWr1+vdBx8/vwZ1apVw+PHjyEIAkqVKoXWrVujatWqcHd3h5WVFT59+oQPHz7g4sWLOHToEO7duwciQp48eXD+/HnZbxpbvHgxRo0ahTx58mDLli346aefQETYtm0bevfuLY0s8Msvv+Cvv/5KUb5Dhw7YtWsXBg8eDE9PT1kyG+p2Ly3f7g/V+3lzc3M0bdoUnTt3RrNmzZKNFJPVDG1dG+I1PcYYY2njRnFmcOLi4hAdHQ1bW1tFc9SuXVsndzgCSDasVFZLSEjAyZMn4ePjg3379uHTp09Sw74+Nhju27cPbdq0gZGREUaMGCHdSaxNfHw8mjRpgtOnT0MQBNStWxfXr19HaGioIo3iuqBvDXJpUeJCu6HVa0MzaNAgrFy5EoUKFYKvr2+K0Tmio6NRv359XL58Ge3bt8eOHTukabGxsejRowd8fHzQtm1b7Ny5U+74mRYbG4vdu3dj06ZNqQ5rr0sZ/Q2GhITg+PHj+Oeff3D9+nXcuXMHnz9/BvDlBhGWNkO92HH48GF4eXnh1atXKFy4MEaPHo0KFSoAAHx8fDBgwACpLqiZmJhg7NixOh0SPL3Mzc1hamqKkJAQ6T1D7SWn77hRXB7ZpU5rGoYc+HL8WbJkSXTp0gWdOnVCgQIFFE6aMbGxsdizZw82bNiAkydPSo14ch5Tu7m54c2bN7J8nq74+/vrbFl58+bV2bKYfjC0Xp7ZQVBQEDp27AhfX18ASHX9q89/69Spg02bNiny+IiKFSvixo0bOHnyJOrUqZNs2qhRo7B48WIIgoBXr15pHPHx2bNnKFKkCAoXLozHjx/Lkvns2bM6W1ZqI0UqRb2f37hxI06dOpXscSM2NjYpzheykqGta0O8pscYYyxt3CjO9MK5c+dgYmKCKlWqaJz++fNnzJ8/H97e3nj58iUAwMzMDFWqVEH//v2/q3fXf02OHDmki3f63nNWrXv37ti6dat04N6sWbNUe8ZGR0ejbdu2OHbsmKI98g31OaSG2DhkiPU6I9q1a4eQkBCcOnVKkc8PCAjADz/8gIiICNjb22Pw4MGoXr06zM3Ncf/+ffz55594/PgxjIyMcOXKFZQtWxaJiYkYO3Ys9uzZA39/fxgZGeHSpUuyPp/bEOmiQSU+Ph5BQUGK9QhOj/379+PQoUN4/fo1nJyc0LBhQ3To0EGRYZzz5cuns5vc1McoWW3KlCmYMWMGgP9dADUzM8OpU6cQERGBpk2bIjExESYmJihZsiRMTEzw4MEDaejKvn37wsvLS5asas7OzggODsaWLVvQsWNHiKJocA2IgYGB2LRpEypVqoQaNWpI76sbmDXp0aOH7L3NskOj+IcPH7Br1y6cOnUK9+/fR1BQEMLDw2FtbQ1nZ2eULVsWdevWRYcOHWBjY6NIxuxQp7+V2qNEypcvjy5duqBjx44G95zut2/fSt/r4cOHsnxmWnXh119/RVhYGNauXStLHmbYlD4XUOMGIuXs3LkTy5cvx8WLFzWuOzs7OzRt2hTdu3dH48aNFUj4ha2tLRISEqTHfH3t/v37+OGHH2BjY5PshrJv2dvbIzY2VuMjudj3+Xp/qB6BgH+L2hniKCSMMcbSxo3iTC+kdif9vXv30KxZM7x+/VrjUOWCIKBevXrYtWsXrK2t5Yhr0NSNnoIgoHLlymjcuHGmh0saO3asjtNpRkSYNWsW5s+fj7CwMPTo0QMbNmxItUxCQgImTpyIhQsXyt4zxJAZ6oUOQ6zXGaEPjRfHjh1Dhw4dNF7gICKoVCqsWrUKffr0kd43MzNDXFwcrKyssHbtWnTo0EHu2JLg4GB4enqiVq1aKXotqP3zzz9o3bo1unfvjtGjRysyrKOhN6gAwIMHD+Dp6Ylbt27B1NQUDRs2xJAhQ2BjY4O4uDi0bdtWY8/7IkWKYM+ePWk+R/i/7vTp06hfvz6AL71xatSogatXr+L8+fOoWLEiEhIScPPmTfTr1w9z5syRhjSNi4vDokWLMGnSJBARDh48iCZNmsiWu23btti7dy8EQYAoijA2NkZMTAwEQcjQ9loQBERGRmZhUs3Wr1+PX3/9FeHh4RgwYACWL18uTXNzc9P6aAhBEHDixAnUrVtXrqgG3ZMvOjoaEydOxKpVqxATEwMAWo//gS/7mVGjRmHSpEmy3wBn6HU6LdqGIRdFEfHx8Qqn039p7c/14dguKyQkJGDv3r3w8vLC8ePHlY6jVVJSEj59+gRHR0elo6SLvtQXQ+vlmR2FhYXh7t27ePv2LRISEuDk5AQ3NzcUK1YMKpVK6XiwsrJCfHw8IiIiUtzsGhsbC3Nzc5iYmCAyMlJj3vj4eFhYWMDc3BxhYWFyxf5PunTpEjZt2oQVK1YoHYUxxhiTFTeKM72g7aJBeHg4SpUqhVevXsHS0hJ9+vRBzZo1YWtriw8fPuDYsWPYsWMHEhIS8NNPP+Hs2bM66+2VXenqQikA2U/K4+LicOHCBVhaWqJy5crpKvPo0SP8+eef8PPzw507d7I4oeEzxN7tgGHX6/TQlwthz549wx9//IGDBw9Kd/ebm5ujXr16mDRpEipVqpRs/p49e6J48eLo3bs3XFxcFEj8xe7du/Hzzz8jNDQUI0aMwMKFCzXON3fuXPz2228QBAG2trbYuHEjWrRoIWvW2rVrw9HRET4+PrJ+rq6sW7cOAwcOREJCgtSQJQgCChcujFOnTmHevHnS8wFdXFyQP39+vH37FgEBAQCAXLly4cGDB7CyslLsO+i7Nm3aYN++ffDw8MCGDRukbZ/6MQeCIKBr167YvHmzxvJ//PEHpk6dipYtW2Lv3r2y5X7+/Dlq16793UMJK3GT28aNG9GnTx8QERwdHTF69OhkN1Cpt9Fbt26V3iMi/Pbbb/D390fVqlVx8eJF2fIa6g1ugYGBaN68Oa5duwYigpGRESpWrIjixYvD0dERJiYmCAsLQ2BgIG7cuIEnT55Io9NUqlQJR44cgZ2dnWx5DblOZ8S3w5ATkex5AwICoFKptPZQT0hIwLp16+Dt7Y0HDx4gOjoarq6uqFatGvr166d1NLKs9F9rFH/+/DlWr16NDRs2IDAwEIByx9TPnz/HqVOnULFiRZQtWzbZtCdPnmDs2LE4cuQIEhISYGFhgS5dumDy5MnIlSuXInnTI7vVFyYfPz8/VKtWTbbPUw+fvmnTJnTr1i3F9KCgIPj7++OHH37QeDObt7c3OnfujPLly+Pq1atyREZYWBhEUfyu84+1a9ciMjISw4YN02Gy/7a4uDhcuXIFHz58QL58+aTHRDHGGGPfixvFmV7QdtFg1qxZmDRpElxdXeHr64siRYqkKHvjxg00atQInz59wqpVq/Dzzz/LFTuZmJgYGBsbp7jbNTAwELNnz042TGyjRo0watQojd8nqxniMLHZVUREhDQUKDcAfZ/sXq/17UIYESE4OBiJiYlwdHTUi14J2uzevRsdO3aURozo37+/1rvhjx49iuXLl+PIkSNISkqCkZER9u7di6ZNm8qc2jDduXMHFSpUQEJCAooUKYImTZpAFEUcO3YMDx48wE8//YTr168DAFasWIEePXpIv9sTJ06ga9eu+PTpExYtWoThw4cr+VX0mqurKwIDA/Hu3btkoxmoe7wJgoB79+6hePHiGsuHhYXBwcEBjo6OeP/+vVyxAQBRUVE4f/48goKCkJCQgN69e8PW1hZ//vlnhpYj5/CDISEhyJ8/P8LCwtC5c2esXLkyxchE2rbRfn5+qF69OgRBwOXLl1GxYkVZMhvqDW7169fH6dOnYWJigrFjx2LEiBFwcHDQOn9AQACWLl2KpUuXIjExEQ0bNtQ4CkVWMsQ6/T3evn2LzZs3Y9y4cbJ+bmqjir158wYtW7bErVu3UowqoN7H9OnTBytWrICRkZEseYH/RqN4QkICdu/eDS8vL/j6+oKIpL+BqakpoqOjZc2TlJSEIUOGYPXq1UhKSsL8+fMxcuRIafqdO3dQr149fPr0KVldEQQBbm5uOHbsGEqWLClr5vTKDvVFKd7e3jpbVseOHXW2rKwUEhKCTZs2YfXq1Xj48KGso74sWbIEv/76K2xsbODp6Ylu3bql+2Y9Pz8/tG3bFoGBgZg7dy5Gjx6dxWm/SG0fAwDHjx9HTEwMWrZsqXUZcv9GtT22JzOUGB0tISEBmzdvls4Bmzdvnmy6t7c3hg8fnux7Fi5cGEuXLkXDhg3ljvtdHj58iPj4eJQuXVrpKIwxxtSIMT0gCAK5ubmleL9atWokiiJt2rQp1fLe3t4kCALVrFkzqyJq5eXlRcWKFSNRFMnY2JgaNGhAN27cICKigIAAyp8/P4miSIIgSC9RFMnMzIy8vb1lz5tdvXr1io4dO0Z79+6ly5cvU2xsrNKRUrh58yaNGTOGypUrR6ampiSKovSysLCgatWq0aRJk+jx48dKR2V6xtXVlURRVDqGwQkKCiIHBwcSBIHKlStHt27dSle5O3fuUMmSJUkQBHJxcaGQkJAsTpo9/PLLLyQIAnXu3JkSEhKk95OSkqhdu3bS/m/y5Mkay2/fvp0EQaD69evLFTmZy5cvU8eOHcnNzY3MzMwoX7581L9/f3ry5IkiebQxNjYmW1tbjdNsbW1JFEWKj49PdRkODg5kYmKSBekyRtvxnz5ZvHgxCYJAlStXpqSkJI3zpLaNbtWqFYmiSBMmTMjKmAZv//79JAgCWVhY0Llz5zJU9ty5c2Rubk6iKNLJkyezKGH6GEKd1uTz589069YtunjxIt28eZM+ffqkdKRktK3X2NhY+uGHH0gQBFKpVNSyZUtasGABrV69mmbMmEE1a9aU9j3t27fXi8xqhnxs9/TpUxozZgw5OztL5zLq89zq1avTqlWr6PPnz7Ln6t27t5TF2NiYPD09pWmJiYlUvnx5qT60bNmSjhw5Qrt376bq1auTIAj0ww8/JDt+0Sf6Xl9CQkLo0qVLdODAAdq6dSsdOHCArly5QtHR0UpHk/7m3/tSqVRKf5U0nT9/njw8PMjCwkL6Lchdb+Lj46lq1arSZzs4ONDdu3dTLfPPP/9Q9erVpcwlSpSgqKgomRKnb3ud1t9f7t+oLuq0UvX63bt39OOPP0oZ5syZk2y6j49Psn3L1/sYY2Nj8vHxkS1r2bJlqWHDhlqnh4eHU2hoaKrLSE/9YYwxJi9uFGd6QdtBaN68eUkUxTQvzCQkJJCZmRnlyJEjqyJq1Ldv3xQN3oIgkKWlJfn5+VGLFi1IEAQyMzOjjh070m+//UY9e/YkOzs7EgSBzM3N6eXLl7JmNjTTpk2jhQsXap3u5+dHVatWTXFwb2lpSQMGDKDAwEAZ02r28eNHatOmTYqLRppe6hMTDw8PCg4OVjp6qtq2bUt169ZVOsZ/gtIXwnr37k3jx4/XiwtbGTFr1iwSBIGKFy9OERERGSobGBhIuXPnJlEUU90GKa1ixYpUoEABpWMQEUk3iL148SLFtGfPnknbuDt37mgsHx0dTSqVinLmzJnVUVP4888/ycjISONNbBYWFrR7927ZM2mjboT4dh8RHBwsZU7t2EI9n5OTUxYnTduSJUvI29ubEhMTlY6iVaNGjUgUxVTrQGrb6H379pEgCFStWrWsipgtdOnShURRpLlz52aq/OTJk0kQBOrTp4+Ok2WMIdRpNX9/fxo7diwVLlxY44XyQoUK0dixY+nff/9VOqrWc8WlS5eSIAhkY2Oj9WaK/fv3Sw1EO3fuzOqokuzWKB4XF0fbt2+nunXrpjinKVq0KE2fPl3R89orV65IN0eMGzeOwsPDk03fs2ePtI/89vwlLi5OOp9M62Z8pehjfYmJiaE///yTKlasKB1DffsyNjam6tWr0+rVqykuLk6RnFOnTpVuSE/tPDw9L3306dMnWrx4MZUoUSLFbzNXrlw0duxY2TOFhYVR165dpTxpXc87ceKElLlMmTL06tUrmZJ+oYvttdy/0e+ty1+f68itcuXK0mdXqVKFDhw4IE0LCwsjNzc3aXu+YMECioqKok+fPtHYsWNJEARydHSkoKAgWbIa4g0TjDHG0saN4kwvaDvQUN89mFZDTFJSEllaWpKZmVlWRUxB3aNFFEXq27cv7d27l/bv30+//PILiaJIOXPmlP77bc/fjx8/UtmyZUkURfrtt99ky6wr0dHR9Ouvv8ryWakdhG7fvp1MTEy0nuCKokju7u507949WbJq8uzZMypYsKCU0cXFhbp27UrTp0+nFStW0Nq1a2nx4sU0YcIEaty4MdnY2EjZCxUqRAEBAYplTwsf3MvHxcVF0XWtrpPlypXTu16zqfnpp5++6yL4hg0bSBAEqlWrlm6D6ZA+/Q7t7OzI3Nxc63R1o8S3F6q/5ujomOoyssKtW7ekbbStrS317NmTxo4dS+3btycrKyvpZjd9aBgiImrevDmJokiDBw9O9v7w4cOl3+qIESO0lp80aRIJgkCNGzfO6qhpypMnD4miSFeuXFE6ilbqm2MiIyO1zpPa7zAiIoIEQSB3d/esiqhzL1++pF9//ZVGjhwp22cWKlSIRFHM9IXwR48eST09lWQIdZqI6K+//iIrK6t03axpZmZGM2bMUDSvtvOB2rVrkyiKtGzZslTLr1y5UvbtXnZpFH/y5AmNHj2anJycktUXe3t7qY6ktn2Uy9ChQ0kQBBozZozG6d27d5fynjlzJsX0w4cPkyAI1KJFiyxOmjlKnwt86/z58+Tu7p7uhmZRFKlw4cKKbRvPnDlD1tbWJIoi9evXT5EMunbu3Dnq3r27NFKKel1bW1tTz5496eTJk1pHuJHLs2fPaNWqVWnOFxAQQF27dqW///5bkdEaDLFR3NfXN8OvkydPUuPGjZP1vk6tF3RW8PHxkfYhhw8fTjF91apVUr7+/funmO7h4UGiKNKCBQvkiGuQdYMxxljauFGc6QVtBxpDhgwhURTJz88v1fLqO8MLFiyYVRFT6NChA4miSLNnz04xberUqdKB3OrVqzWWv3DhAgmCQFWqVMnqqFp9/vyZTp8+Tdu3bydfX9909QL19fWVLlzKQVvdePHiBZmZmZEgCFS6dGnavXs3BQUFUXx8PL1+/ZrWrl1LBQoUkO6QTmtIo6wQHx9P5cqVkw76165dm+aQtpGRkeTp6Um2trYkCAJVrFhRprQZp08H9/7+/ul6BQQE0Lt372Qdjk0X/Pz8yNfXV7HP//rE2dLSkubPn28QveAcHBzSbIRNTWhoKImiSI6OjjpOpt2OHTsy9LKzsyNRFMnb2zvFNLkJgkDOzs5ap6t7OKdGie3KgAEDpJ683/ZkefnyJZUsWZJEUX+Gvz558qT0m2zQoAFNmjSJ6tWrJ/XGUY9iM3nyZIqJiZHKxcTE0KxZs6T5tm3bpuC3+MLU1JSsra2VjpEqMzMzsre3T3WeWrVqUalSpbROt7OzI1NTU11HyzLqY1Q5f4tWVlbffUOMsbEx2dnZ6ShR5hhCnR4wYIC0Tzc1NaUmTZrQokWLaMeOHXTixAnas2cPLV26lDp16kQWFhZSXejRo4dimbWdD+TLl49EUaT379+nWj46OppMTExS3UfpmiE3isfFxdHWrVulmw7U9UWlUlHjxo1p+/btFB0drVeN4j/88AOJoqj1BjYXFxcSBIFy5MihsaEwOjqaRFGkvHnzZnHSzFH6XOBrR44cIXNzcxIEgYyMjKhNmzbk5eVF58+fp4cPH9Lz58/p5s2bdPz4cZozZw7VrVtXarA1MzNT7HucOnVK6tGuD8dAmREcHEyLFi2i4sWLp+gVrh7pwNDOc/XBf6Hh886dO1ShQgWpzqivT8mtW7duJIoirVy5UuP0Jk2aSPX54cOHKaZfu3aNBEGgGjVqZHVUIvpv1A3GGPsv4kZxphfUJ1TVqlWjwYMH0+rVq+nq1at048YNMjY2TvXuxffv31OZMmVIFEUaMGCAbJnVQ7trGuI6PUOYJiUlkampqayNLWqRkZHUv39/6a5i9cvBwYGWLl2qsUx4eDgNHDiQVCqVrBdKtR2EqnsDVKxYUeuJX2hoqNQjf8qUKVmcNKUtW7ZIwztpOqBPzaNHj6QGvT179mRNwO+kTwf3mobrS+vl5OREzZo1oy1btih+F72+EwSBHBwcqFGjRtLvv2TJknTo0CGlo6XK2NiYHBwcvmsZDg4OZGxsrKNEaVOv3+99KfHcMkO9aKC+kK5tVJGjR49Kjeb6Yvr06cnqivqCaJ06dSghIUF6LqOtrS3VqlWLqlevTjY2NtK8TZo0UforEBFRiRIlSKVS0du3b5WOopWFhQVZWlpmunxSUhKZmJiQlZWVDlNlLSUaxVUq1Xc3WObIkYOMjIx0lChz9L1Or169WtpedOnSJc3G5ODgYOrbt69UHxYtWiRT0uS07V/UwwXHxsamuQxra2tZb04x1EbxUaNGkaOjY7J9S8mSJWnOnDn05s2bZPPqU6N4jhw5tN6Q8vDhQylru3bttC7DwcFB1pHnDFFwcDA5OzuTIAhUoUKFFCPiaXP37l3pZnE3NzfF6szs2bOl0dvCwsIUyZAZvr6+1LVrVzIzM0v22yxevDjNmTNHr36LtWrVoo0bNxpU47yhnsOkR3x8PE2ePDnZIwRatWql2HGKuoPN58+fU0yLj48nS0tLEkWR8ufPr7F8UlISGRsbp/r30qXsXDcYY+y/jBvFmV5QN7R+fZerKH55BpWxsTGJokg9e/ZMVub27dvSSbu69+LTp09ly2xpaUk2NjZap6svPqd2MuDs7Cx7z6G4uDipoVjb0GbTpk1LVubcuXPSTQDqXiXfzpNV0hpa/9SpU6mWv3z5stSbXG6tW7cmURTTNWSYJgsXLiRBEKhr1646TqYb+nRwn55h+7TVd1EUqUaNGhQSEqL019AoPj6e1q5dS/3796e2bdvSr7/+ShcuXJA1w9e/w3nz5pGJiYm0/ipWrEje3t56eWOBvb39d/U8TEhIIGNj41S39bqmHuEivcNRpvaSm6FeNLCzs0u1wTImJoaMjIz04hncXztx4gS1adOGihUrRlWqVKE//vhDuhgaFBREFSpU0FgvunTpohcXTYm+DFdrYmJClStXplu3bikdR6P8+fNrvQkyPfz9/aUL14ZCiUbxtLYf6aEPxyX6XKeDgoKkIdMnTpyYobIzZ86UhuXN7G/he2irH7179yZRFNNc1w8ePCBBECh37txZFTEFQ73JTZ27cOHCNG7cOLpx40aa8+rDPsXU1FTrflo9fL4oilpvACciMjc3V3y0CU304VxAbfHixSQIXx5VkdG/e2RkpHQjy4oVK7IoYeoSExOpRIkSJAgC/f7774pkSK+goCBasGABFS1aNNlNkPb29jRgwAC6fPmyNK8+/RbVWWxsbKhfv35pjvqoDwz1HCYt//zzD5UqVUqqO87OzrR9+3ZFM9nY2GgdgUl97U4Uv4x8pU2OHDlku46aXesGY4z91xmBMT0QGRmJu3fv4tatW9Lr7t27CA8Pl+Z58+ZNsjJ79+7F4sWLQUQwMTHBpk2bUKhQIdkyR0VFwcXFRet0c3NzREREwNzcXOs8oigiPj4+K+Jp5enpiVu3bgEAmjdvjsGDByNv3rx48eIFPD09cezYMcycORPdunVDwYIF4enpiVGjRiExMRFEhEqVKmHdunUoUaKErLm/9fnzZwBAtWrVUp2vcuXKsLKywsuXL+WIlYx6Pbdp0yZT5du2bYvRo0fjxo0bOkyVPa1fvz7d88bFxSE8PBzPnz/H2bNn8eDBA1y8eBEdOnTA8ePHszClZk+fPoWnpyeuXbsGY2NjNGzYEMOGDYO1tTUCAwNRq1YtPH78GABARBAEAUuWLEHnzp2xbt06mJqaypp3zJgxaNWqFUaOHInDhw/j2rVr6Ny5M/Lnz4+BAweiffv2yJs3r6yZtClSpAiuXr2KBw8eZGqbde/ePSQkJCBPnjxZkE6zO3fuYPjw4Vi3bh0sLCwwZ84cDBkyROv8bm5u+PjxIxITE2XLmN1ERUXBwcFB63RTU1PY2dkhLCxMxlRpq1+/PurXr69xWo4cOXD16lUcPHgQV65cQWBgIHLlyoXmzZujTJky8gZNxc2bN9GgQQMcPnwY5cqVg4ODAwoXLgwbGxuIoqixjCAIOHTokGwZf/zxR/j7++P48ePo3Llzhsvv3r0bAFCxYkVdR2N6SJ/r9Nq1axEZGYmaNWtixowZGSo7YcIEnDp1Cr6+vtiwYQNGjhyZRSm1+/TpE7p164ayZcuiTJkyKFOmDAYOHIiNGzdizpw52LZtm8Zy0dHRGDJkCARBQO3atWXNTESyfp4uGRsbIyQkBG/fvkWpUqVgbGysdKRUOTo6IigoCElJSSl+a6dPn5b+Xa9ePY3lX716hZiYGLi7u2dpTk0M6Vxg3759EAQBs2fPhoWFRYbKWlhY4Pfff0fXrl1x4MABDBgwIItSaieKItasWQNvb2+YmJjI/vkZkTNnTsTHx4OIYGxsjMaNG6N79+5o2bKl7Od/GVGvXj2cOXMG4eHhWLt2LdauXYuiRYuiT58+8PDwSPUaGtONmJgY/P777/jzzz+RlJQEIkKXLl2wdOlS5MiRQ9FsCQkJWvcnvr6+0r+17a+JCKGhobC3t8+CdIwxxv4ruFGc6QVTU1NUqFABFSpUSPb+s2fPpEbyb09QnZ2dYWZmhiZNmmDq1KkoVaqUnJEBfLmIlZlpSlKfyA4YMADLly+X3i9WrBiaNm2Kjh07YteuXdi0aRNy586N4cOHA/jSyD99+nSMGDFC60U9OeXMmROvX79GbGwszMzMtM4XHx+PmJgYRU56P378CHNzczg5OWWqfL58+WBiYoK3b9/qOJlu6NOFvp49e2a67N69e9G1a1ecOnUK+/fvR8uWLXWYLHU7d+5Er169EBMTI63PCxcuYMeOHThz5gx69eqFR48eQaVSoUaNGnBzc8PDhw9x69YtbN++HTExMdi1a5dsedWKFCmCgwcP4sSJE5g8eTKuXLmCFy9eYOzYsRg7diwqVKiA9u3bo3r16ihXrpxiF27q1auHf/75B2vWrMGiRYsyXH7FihUQBAFVq1bNgnSaWVpaYs2aNWjZsiX69euH4cOHY//+/Vi/fj1y5swpW47MiouLw/nz5zVuH+Li4gBA6/Sv55FTfHx8mvtsIyMj2W9i04XmzZujefPmSsfQatKkSdK6JyIEBwcjODg41TJyH181a9YM+/btw7x58zLcKB4VFYW//voLgiCgdevWWROQ6RV9rtOHDx+GIAgYO3ZspsqPGzcOZ86cwcGDBxVpFI+Li8O2bduwfft26T13d3eYmJjA29sbefPmxZw5c6Rpr1+/xt69e+Hp6Ylnz55BpVLh119/lS3vlClTZPssXfrjjz+wefNmPHz4EI8ePcLq1atha2uLTp06oUePHrIeE2VEiRIlcOrUKdy4cSPZNYWYmBgcPXoUgiAgT548Wm+SVB9Py31NwdDOBdSN83Xq1MlU+QYNGgAA7t+/r7NMGVW1alW9rcdfi4uLgyAIaNGiBebMmYPixYsrHSldTpw4gXfv3uHvv//G33//jbt37+LRo0cYN24cJkyYgKZNm6JPnz5o1qwZVCqV0nGznfPnz6Nv3754/vw5iAju7u5YuXKl3pwPuLi4SDchfXsd78SJE9K/td3AdOfOHSQmJmb6GhtjjDEGAALpU6sGYxkQGxsLY2NjxRpoRVGEq6ur1gbL9PTeU6KHn6urKwIDA+Hv749cuXKlmH7r1i2UK1cOP/74I16+fImwsDBUrFgRmzdvRpEiRWTLqSaKIpycnBAQEJCsYW369OmYOnUqfHx8Uu2J7e3tjc6dO+PHH3/EzZs35YgsMTIygqOjI96/f5/pZTg7O+PTp09ISEjQYTLduHTpEuLi4lCrVi2lo3y3WbNmYdKkSejQoQN27Nghy2c+ffoUZcqUQXR0NIoXL44GDRogISEBu3fvxocPH1C3bl2cPn0ajo6OOHLkCMqVKyeV3bt3L7p164aYmBjs3r0brVq1ytKsaW3v/vnnHyxatAh79uyRGg7VF/mNjIxQuHBh5MqVC7lz58bq1auzNOvXXrx4gSJFikClUmHPnj1o2rRpussePHgQbdq0QVJSEk6fPq1IPQ8MDESfPn1w6NAh2NraYunSpfDw8Eg2jz71FBdF8bsbd9Q9oOT8PmnVb0C/1nNAQABUKpVB3CSRll69emWqzmRkdJDvFRUVhTx58uDz588YNGgQPD090122V69e2LRpEwoUKIAnT57oxU2F6XHx4kXUqFFD1t+i+njv2rVrmb7prkKFCggODlb0d6rPddrZ2RnBwcEICwuDpaVlhsvHx8fDzMwMOXLkwMePH7MgoXZf3yitfn27za5Zs2ayXmZTp07F9OnTk/WsTW3kFZbcxYsXsX79evj4+CAsLEyq1wULFkSvXr3QvXt35MuXD4IgIDw8PMO9hnVt6dKlGDFiBBo2bIjDhw9L29sFCxZg7NixEAQB48aNw6xZs1KUDQ4ORokSJRAUFIRly5Zh4MCBsmQ2pHMBNXNzc5iamiIkJCTTy7C0tIQgCIiIiNBdsGzIxsYGERER0m+vfPny6NixI7p06ZLiGFB9DK4Pv8Vv3blzB5s2bcK2bdvw7t07AF/OE52cnODh4YHevXsrPgqhoV7b+1pkZCTGjh2LVatWISkpCQDw888/Y8GCBbCxsVEkkyadOnWCj48P9u7dixYtWkjvf/jwAblz50ZiYiLKlSuHq1evaiw/evRoLFq0CL169cK6deuyPG92qBuMMcY0kHWwdsayEUN9toyJiQnZ2tqmOo/6Oe6CINCAAQMoLi5OnnAaqJ8pZGRkRCVLlqRu3brR/PnzaceOHWRubk6FChXS+mzDEydOkJOTk8bnpMshuzwfMyPi4+Np586d1KBBA6WjZEhAQAAJgkD58+eX7TMHDhxIgiBQhw4dKD4+Xno/KCiIChYsKNX9v//+W2P5pUuXkiAI1LJlyyzPmt66/PnzZ9q8eTO1a9eOrK2tNT7DXW5DhgwhQRDIzMyMFi9eTDExManOHxsbS3PmzCFLS0sSRVGW9ZuWlStXSs+BbdOmDX38+FGapk/biO99BrpS9SQ99Vvf1rO7u7vSMf5T1q9fL9XNhg0bpvn84kePHlHt2rWlZ4AePnxYpqS6odQzxb/32ctK7WcMhbGxsdbneKZXjhw5yNjYWEeJvk9QUBCdOHGC5s+fT926daMpU6Ykm75s2TISBIHKly9PR48eVSZkNhAdHU1btmyh+vXrk0qlkn5nX/87ICBA6ZgUGRlJuXLlIlEUqXz58jR16lTq1KmTtH1wcHCgDx8+pCh34cIFKlWqlHQsEB4eLltmQzoXUBMEgVxdXb9rGS4uLrytToeoqCjavHkz1atXL9nvzcjIiBo1akRbtmyh6OhoItKvZ4prk5iYSMePH6fu3buTlZVVsv1+lSpVyMvLi8LCwhTJpn7edkBAAPn7+6d4qa8paZv+9TxKOHr0KOXNm1c6FipQoACdOnVKkSxp2blzJwmCQEWKFKE3b94QEVFCQgJ169ZNqhPLli3TWPbKlStkampKoiiSj4+PLHkN9bovY4yx1HFPccYySRRFWFlZYfTo0Rqnz58/H1FRUakOnaeeR996xKl7krRv3162XrPa/PTTT7h3716y58t/2wOnRo0ayXqG7NmzBzNnzsTNmzdBRMiTJw9u374NW1tbuWIDSN+6Touh3FX6/PlzrF69Ghs2bEBgYCAA6H3mb1lZWSEpKQlRUVGyfF6BAgXg7++P169fw83NLdm09evXo2/fvhBFEeHh4TA3N09RPjIyEnZ2dsiRI8d3jUaQHpmpy0lJSXjw4AGuX7+OO3fu4P379wgKCsKxY8eyMGlKsbGxqF+/Pi5evCj1SmjUqBGqVq0Kd3d3WFlZ4dOnT/jw4QMuXryIU6dOISgoCESEMmXK4PTp07Czs5M1sybPnj2Dh4cHrly5AmdnZ6xcuRKtW7fWq23E2bNndbYsOXvmG1pP8bTytmvXDiEhITh16pTMybK3CRMmYM6cOdIxSOHChdGwYUPkyZMH9vb2+PTpE969ewdfX1/cvn0bwJeRD+bOnYsxY8YoGT3DlOoprgtyjzRhSJydnREaGorY2NhML8PU1BTm5ubf1UtULsHBwYiLi0txjMUy7/Xr19i4cSM2b96MJ0+eAPjym1OpVKhduzY6d+6Mdu3ayX7OpXblyhU0a9YMnz59SvYYA1NTU3h7eyfrlXjr1i00bdoUHz58ABHByMgIPj4+sj5GyZDOBdSyw/ltZGQk4uPjtR7fBwUFYefOnejQoQMcHR3lDaeF+re3adMmPH36FMCX356VlRXat2+P9evX621PcU2ioqKwe/dubNq0CadPn0ZSUhIEQYC5uTnatWuH3r17a32mdFYw1NGuQkJC8Ouvv2LTpk0gIoiiiCFDhmDWrFl6XQ+qVauGy5cvw8LCAhUrVsTz58/x5s0bAEDx4sVx48aNZI8/fPLkCXbu3Il58+YhIiICZcuWxbVr12TJyj3FGWMse+JGccYyyVAPnDNy8f/GjRv48ccfZcuWmtSGTWzWrBkOHDggzTtnzhxMmDABwJeLDQcPHkSxYsVkz5wdLhqkRj28n5eXF3x9fUFE0pCnpqamiI6OVjhhxuTIkQMxMTGIjIyU5fPMzc1hYmKC0NDQFNPevn2LXLlywd7ePtVnkTo4OCAyMvK7LnCnhy7qspJiYmIwcOBAbNy4EUDqz29Vb5d79uyJJUuWwNraWq6YaUpKSsKMGTMwY8YMJCYmonv37jh48CBCQkL0chthKERRhK2tLZYsWaJ1nmHDhiE8PBwbNmxIdWjnHj16ZEXEZHRxcUYf3bt3D1u3bsW1a9cQGBgo3cTy448/ol27dqhcubLSEbFt2zaMGjVKanzQtC1R1w9HR0d4enqiU6dOsmYEvjwT+HsEBARg3bp1sh6jqrfPutCzZ0+dLet76FudLl++PG7duoV//vkH5cuXz3B59SOWypYti+vXr2dBwuwrLCwMly9fRoECBVCoUKFk0wIDAzFz5kwcOHAAHz58QL58+dC1a1cMHTpUr45BvnXp0iWsX78eO3fulI5lBUGAsbExGjZsiC5duqBLly6y53r37h0WL16M8+fPIzIyEmXKlMGoUaNSnNM+ePBAen547ty5sXLlSjRp0kTWrIZ0LqBmyOe3cXFxmDZtGpYuXYqZM2di2LBhGufz9vZGly5dYG5ujuHDh2PatGkwMjKSNWtq/Pz8pN/e1482AICBAweia9euqFatmoIJM+bdu3fYsmULvL29pYZOQRCQP39+PHv2TJYMhnhj3p49ezB48GDpxp7ixYtj7dq1qFKliiyf/z2Cg4PRsmVLXLp0Kdn7+fPnx9GjR1G4cGHpvYsXL6JmzZoAID0j/eTJk7Jd3xNFESqVCrlz59Y4/dWrV0hKSkLevHm1LiMgIABEZHDnZowxlp1xozhjmWSIB85AxhrF4+LioFKpZMuWUcHBwbh58yaMjIyS3Um8c+dOrFmzBi1atMDPP/8MMzMzRfKJoggHBwfs2bMn08/HbNOmjd41eD179gxeXl7YuHEjgoKCAPyvEeCnn36Ch4cHOnbsqBe9a9MrOjoalpaWyJ8/P54/fy7LZ7q4uCAoKAjv37+Hk5NTsmlEhObNm+PVq1fw8/ODlZVVivKBgYFwcXGBs7OzXvYU10fXrl2Dp6cnjhw5ItXdr5UsWRKtWrVC165dFX+2XWquXr2K7t274+nTp9KFMH3aRhgaXdzkBnzZnyckJOggUeqyW6N4fHw8hg4ditWrVwNAiv2l+m/Tt29fLF26VLF9ulpMTAy2b9+OXbt24dKlS/j06ZM0zcrKCpUqVULbtm3Ro0cPjdtuORjqjZvZhb7W6bFjx2LBggX45ZdfsGLFigyXHzhwILy8vDBy5EjMnz8/CxKm36NHjxAWFoZcuXLB3d09XWUuX76MuLg46eK6XObNm4dZs2YhPDwcCxcuxIgRI6RpAQEBqFu3Ll6+fJmsngiCgBIlSuDIkSPIlSuXrHkzKiYmBnv27MHGjRtx8uRJ6Vm2oijKsk/MrPDwcCxduhQlS5ZE8+bNFWn0NKRzATVDbRQPCwtDw4YNcfXqVRAR2rZtCx8fH43zqp9ZDHz5LVarVg3Hjh3Tu5636t/e+vXrk/W2Br7c6NGpUyd06tQp2bPo9d2TJ08waNAgnD59mm/MS4P6WE99vJYvXz6YmppmeDmCIOD+/ftZkDBtR44cwblz56QbmNQ3o3zt6dOnKFq0KERRRPv27TFv3jzkyZNHtoyGet2XMcZY6rhRnOmFjx8/6mxZzs7OOltWdmRow8Qasux0UTo+Pj5Zr3B1NgAoUqQIunfvju7duyNfvnzKhfwO3t7e6Ny5M+rWrYuTJ0/K8pmtW7fGgQMH0Lt3b6xZsybD5UeMGIGlS5eiZcuW2Lt3r+4DfmXjxo0wNzdHx44ds/Rz5PTmzRu8ffsWCQkJcHJygpubGywtLZWOlW7R0dEYNWoUVq5cqRfbCENmaBc7slujeKdOneDj4wMiQu7cuVG7dm3kzJkTSUlJePPmDXx9ffHmzRsIgoAuXbrg77//VjpyMqGhoYiIiIC5uTkcHByUjgPA8Oq0JoY4vK2avtbpu3fvomzZslCpVDh16hSqV6+e7rKnTp1C48aNQUS4e/cuihcvnoVJtVu+fDlmzpyJDx8+SO+VLl0av//+O9q2bZtqWTc3NwQGBsraUDtx4kTMmTNHOmaePn06Jk6cKE1v0KCB9KiLChUqoE+fPoiOjsbKlSvx9OlTVK9eHefOnZMt7/d6+/YtNm3ahA0bNuDp06cGsx9SiiGdC6il9Qi59FDiEXItW7bEwYMHAXy56XzUqFGp9qa+ceMG5syZAx8fHwiCgA4dOmD79u1yxc2wN2/eSMOrf/1oA+DL414ePXqkZLxURUVFYe/evdi1axeOHz+OqKgoEBEsLCwQERGhdDy9lR2O9dIjLi4OV69eRbFixZAjRw7ZP7937946W9b69et1tizGGGPfhxvFmV4wtF5ahowbxeWTHU5Unj59KvUKDw4Oli7q2dnZISQkxKCeXabNp0+fULFiRfz777/w9PTEoEGDZPnc8+fPSyMc1KlTB4MGDUKTJk00PjPwa8+fP8e8efOwevVqCIKAo0ePokGDBjIkZix1TZs21clyBEHAoUOHdLKs9PD399fZslIbOk9XslOj+N69e9G2bVsYGRlhyZIlGDBgQIrjwaSkJKxYsQIjRoxAUlISDh06hMaNGyuUmGW1jAxv27lzZ1hYWOjV8Lb6Xqd79+6NjRs3wsHBAVu3bkXDhg3TLOPj44O+ffsiIiICgwYNgqenpwxJUxo6dCj++usvjaMvCYKAbt26wcvLS2vPe7m3jQ8fPkTp0qWRmJiITp06YerUqShatKg0/dSpU2jQoAEEQUCZMmVw6dIl6RmqYWFhqFq1Kh49eoRdu3ahdevWsmTWpStXrujFYy/0mSGeCxjiTd8nT55Ew4YNYWRkhPXr16Nbt27pLrty5UoMGjQIgiDg7NmzGbqZSCmXL1/G+vXr4e3tjdDQUL1s9ExISMDhw4exdetWHDx4ENHR0dK2vWrVqujduzc6deqk14+Q0CQyMlK2m6ynTZums2VNmTJFZ8uSQ1xcHHx8fNC1a1elozDGGDNQ3CjO9EK9evVw5syZ716OnAf8I0eOxOzZszM1RJGSRFGEk5MTrl27pnVI7woVKiA4OBj//vtvqsN+yzlskVp4eLjGk6NLly5hzZo1ePLkCWJiYlC4cGG0b98+zV4jWens2bM6W1atWrV0tqy0xMfHw8fHB15eXlLvFCKCKIpo0KABevXqhVatWsHCwsIgG8WJCJGRkXj16hXOnj2LmTNn4s2bN3B2dsbDhw9hb28vW5Z58+Zh/PjxAL5sv27evInSpUtrnX/Xrl1Sb20iwpAhQ7B06dIsz3nu3Dk4Ojrq9ZDiuhIYGAgHBwe9fnSEvvp6GL+MUl9g1ZfRMfRZdmoUb968OY4cOYJZs2Zh3Lhxqc47Z84cTJgwAW3atMGuXbtkSgid3SglCAKWL1+uk2VlV9lheFt9r9NRUVGoUaMGbt68CUEQUKdOHXTp0gWVK1dGrly5YGNjg+joaLx9+xZ+fn5Yt24dLly4ACJCzZo1cerUKUX2j4cPH0bz5s0BfBmatn///nBzc8OFCxcwb9483Lt3D4IgoHr16jh8+LDGRgm5t43jxo3D/Pnz0atXL6xbty7F9P79+2PNmjUQBAF79+5FixYtkk338fFBx44d0bFjR73uoaovli5dCktLS/Tt2zfTy2jQoAE+ffqE69ev6zBZ6gzlXEDNEG/67t69O7Zu3YqBAwdmaj/cs2dPbN68Gb1798batWuzIGHWiI2Nxe7du7Fp0yYcOXJE6TgAgDNnzmDr1q3YvXs3QkJCpHMGd3d3eHh4oHfv3ihSpIjCKTPn2LFj+OWXX/Dvv/8qHSXbevToEby8vLBp0yaEhIRwhyjGGGOZxo3iTG/Mnj0bEydOhCAI6NGjB3r16pWp5cjVeCiKIooWLYqNGzeiUqVKsnymLhhir/y4uDhMmjQJa9asQWhoKBwdHTF58mQMHjwYADB8+HAsW7YMwP+G9FZ/x5o1a2Lnzp16N7Smvho9ejQ2btyIT58+SeuyRIkS8PDwgIeHR7LnNqrrkj40in/PBVoigrGxMY4dO5bs2fRyOXHiBP744w9cvXoV4eHhMDY21jrv5cuXUa1aNdjY2GDSpEnfNXRhRoiiCJVKhRkzZqR5kV9fxcfH48WLFzA1NU0xzP/jx4/x22+/4ciRI4iLi4NKpUKdOnUwYcIEWW9IMXS9evXK1P7lxYsXOH/+vNSgzsMlpi47NYq7uLjg06dP+PTpU5q9gcLDw+Hg4AB3d3ed9u5PiyH2ivtWQkICYmNjkzUULlq0SOvvrH79+qkOK5tVssPwtoZQpz9//ozu3bvjyJEjadZt9bFg165dsXz5ctja2soRMYWWLVvi0KFDGnuqJyYmYuTIkfD09JQaxo8dO5aix7jc28by5cvj1q1buHfvnsbh5vPmzYtXr17B2toawcHBKUY6iPg/9u47KoqrDQP4c4eOdKXaSxQLiRp7r4i9IjYsWKNRY0/sLdbPrlERBLGhICaKXSOiqLFrFAV7AUURkF73fn94mEhYqruzu+T9ncM5yU7hYZ2dnZn3lsREmJiYoEqVKnjy5Ikkmf/tw4cP8PHxQaNGjdCyZUvx9ez3Up6hQ4eqZIhYQRBga2uLiIgIuctHjhyJuLi4fBugqOr7UxPuBTRZ1apV8eLFC4SFhaFatWpF3v7evXuoW7cuqlWrJg5NTgrvxo0b2LdvHw4cOIB3794B+Pzdoqenhx49emD48OHo1KmTwhpcfI3ExETs2bMHV65cwfv372FjYwMnJyc4Ozvnme/Tp0+YMmWKOC+5Jlx/a5K0tDT4+fnB3d0dISEhAFR/XU0IIUTzUVGcqJXVq1dj1qxZ0NHRwdWrV1GvXj1VR8pT9kNSQRAwY8YMLFq0KN8bWHWhaa27OedwcnLC2bNnc/Q+ZIzBw8MDycnJmDhxIoDPPdxbtmwJXV1d3Lp1S5wbulGjRrh48aJaDKup7rKP66pVq6JPnz5wcXHJ83OoTkXxrzmu27Zti02bNqm8F3RiYiKMjIwKXOfKlSto0aJFgUMrKlL2+8sYQ/v27eHh4aGSkSKKIysrC/Pnz8dvv/2G+Ph4AJ/n1lu7di26dOmC+/fvo02bNoiNjc3Vw5kxhjVr1uCnn35SQfKSj3OODRs2YO7cueKwia1atYKHh0exHlpKISoqCqdPn0ZUVBQqVaqEzp07Sz4XfUkqiuvp6cHY2BjR0dGFWr906dJISkpCamqqkpP948uieJUqVVCuXLli70sRoyIVRUpKChYvXowdO3Zgzpw5mDJlirgsv6JWuXLl8ODBgwK/kxSppAxvqwnHdLaDBw9izZo1uH79ep7rNGrUCHPmzMnVi1lqNjY2+PDhAyIjI2FtbS13naVLl2L+/PlgjKFLly74448/clwfSn1utLa2RmJiIpKSknIte/HiBapUqQLGGDp37iw2Bvk3c3NzZGRkqKShmJeXF6ZMmYKEhASMGzcuRw9bW1vbHPO6f4kxhjNnzqBdu3ZSRQWgmO9GVX9/qvO9gCYzNDQE5xzJycnFbuSWPUKavM+zOjhy5AiOHTuGN2/ewNLSEo6OjnB2dlbZ86lHjx5h//792L9/P54+fQrgn0ZW9evXx4gRIzBo0CBJR2gryLlz5zBw4EB8/Pgx17IGDRogMDAQlpaWOV7/448/MH78eLx79w6ccxgYGKjkGPn06RP++usvxMbGwsbGBk2aNNG4ES3/LTQ0FO7u7tizZw9iY2MB/HMMNWnSBK6urvjhhx+UnmPVqlUK29fMmTMVti9CCCFfh4riRO0MGDAABw8eRN26dXHz5k2F9GpWhlOnTmHcuHF4+fIlGGOoXbs2du3apdaFfABiC1ZFGDZsmML2lRdPT0+MHj0agiDgp59+Qps2bfDXX39h1apVsLa2RlZWltiLYcCAATm2vXLlCrp164a4uDhs2bIF48aNU3re4kpPT8fNmzfFG9mmTZuq5EYm++G/vb09WrZsie7du8PR0VHuDbU6FcULO6cWYwza2towNTVFxYoV8f3338PW1lbJ6eR7/vw5KleurJLfXVSCIEBfXx9aWlriXGmzZ8/G1KlT1f6Gu3Pnzjh9+nSugrcgCDh8+DD+97//4eLFi7CyssKwYcNQtWpVREZGYs+ePXj27Bm0tLRw+/Zt1KlTR0V/Qcn06NEjjBw5ElevXgXnHMbGxlixYoUkDzfyEhMTgw0bNuDMmTP48ccfc81T97///Q/z589HWlqa+JqZmRlWrVr1VcO1FlVB06AUdgoUQDXToHzJ1tYWHz58wIcPHwp8MBoTEwMrKytYWlri7du3EiX83Igm+4GuIAho1qwZXFxc0K9fvzyLc+rg48ePaNWqFR49eiQ2MDx+/Li4PLv48+UwpZxzhIeHgzGG6dOnY+XKlZLlLSnD22rCMf1vHz58wOXLlxEZGYm4uDjo6OigQoUKaNq0KcqXL59r/devX8t9XZn09PRgaGgoPhjPy+zZs7FixQowxjBixAh4eHiIy6QueOrp6cHMzExu8XjXrl0YMWIEGGNYsWIFZsyYIXcfRkZG0NLSwqdPn5QdN1c+Nzc3cM5RpkwZTJ8+PcfD/Oz3ct++feJrnHP88ssvePnyJZo2bSr26JOKJhbFNeleQFE450hISAAAmJiYSPI7DQwMYGhoKLfYWVhmZmZITU1VSQOm0NBQbNq0CXfu3IGenh4cHR3x448/wsTEBOnp6ejTp4/c4dGrV6+Ow4cPw97eXtK89evXx927dwH8U8S0tLTE4MGDMWLECDg4OEiapzCePXsGBwcHpKamgnMOa2trVKxYES9fvkRUVBQYY2jevLk4tVxaWhomTpwoXm9wztG8eXN4enpKOvx7UlISZs2aBU9PT6Snp4uvGxsbY8aMGZg9e7baPk+VJy0tDQcPHoS7uzsuX74M4J9jqGrVqhg8eDBcXV1RtWpVyTIpaqRNgEYRIIQQtcIJUTNxcXG8TJkyXBAEvnPnTlXHyVdiYiKfOHEi19LS4owxrquryxcuXMgzMzNVHa3EaNmyJRcEga9ZsybH61u3buWMMS4IAv/111/z3N7X15czxnjLli2VHTVfV69e5du2beNeXl785cuXOZb5+vpyOzs7LgiC+GNiYsIXLVok+bG0ZMkSXr16dfG9FQSBm5ub83HjxvHLly/nWDd7naSkJEkzlhSCIPC2bdvy3bt385SUFFXHyRdjjNva2vLw8HBev3598d++QoUKfPPmzTw5OVnVEeXy8fHhjDGup6fHlyxZwu/cucPv3bvHly9fzvX09LipqSlnjHF7e3seFRWVY9vU1FTevn17LggCnzx5smSZDQwMFPJjaGgoWeaiyMrK4suWLeMGBgZcEATOGOOdO3fmr169Ummu0NBQXr58efG8t2zZshzLf/vtN84YE3+sra25ubm5+FnYvHmzZFm/PD9/zY+WlpZkmfPSq1cvLggCnzNnToHrzp49mzPGeK9evSRIltOtW7f4rFmzeJUqVcT3X1tbm7dv357v2LGDf/z4UfJMBenYsSNnjHEjIyO+fPlyHh0dnWO5jY0NFwQh13aTJ0/mjDFuamrKExISpIrLq1SpwgVB4I8fPy7W9nfv3uWMMf7NN98oOFnRaMoxXVRZWVn8jz/+4F27duU6OjqS//4yZcpwXV1dnpqaWuC6rq6u4ud03rx54ut5HfPKYmNjww0MDOQuGzZsmJjxxo0bctd5//49Z4zxypUrKzNmLrGxsdzMzIwLgsAHDRrE4+Pjc62T13sZEhIi/l3Xrl2TIq4o+1o1L4X595f6GNGkewFFuXTpEmeMSXoNUrlyZa6lpSX3WC6MmJiYAo8vZfH09OS6urriNXP256tGjRr8zZs3fNKkSeLrNjY2vGnTprxixYria+XLl5f0u5xzLv5uHR0d3rNnT/7777/zjIwMSTMU1dixYzljjFtYWPBDhw6Jr8tkMr5v3z5uZGTEBUHgJ06c4AkJCeIzKsYYNzY2lvQ+IFtWVhZv3bp1jmPjyx9BEPjgwYMlz1Uc9+/f55MmTeIWFha5/h5BEHhQUJDKsn1532VjY8MrVapU7B9CCCHqg4riRC15eHjwunXrchcXF1VHKZSQkBBes2ZN8YKpfv36/P79+6qOpVSJiYmS/B4zMzOupaWV60FBWloa19LS4oIg8IiIiDy3z8jI4Hp6etzc3FzZUeV6/fo1b9asWY5ChLa2Np81axbnnPNDhw5xbW3tPG9kVPUZuHTpEh85cqRYNMzO/s033/Bff/2Vv3z5koriX+nL99XU1JSPHTuWX716VdWx5PryQVB6ejqfN28eNzQ0FP+GMmXK8IULF/J3796pOGlOXbt25YIg8B07duRatmXLFjH//v375W5/+/Ztzhjj9evXV3ZUkb29vdzzQVF/pHyoW1h37tzh9evXFx92WFhY8F27dqk6Fs/IyBDfdwMDAz5gwAB+6dIlcfn79+/Fc6Genh739/fnnH9+UPbbb79xbW1tbmRkJFlhXxHHh7ocI6dOnRIfji9ZskRuUSAlJYUvWrRIPF8eP35cBUn/ce3aNT5t2jReoUIF8X3U1dXlnTt35t7e3vzTp08qzcc550FBQZwxxkuVKpVnwS2v4k9SUhK3tbXlgiBwT09PZUcVGRgYcH19fS6Tyb5qH6puEKSJx3R+Xr58yefNm8fLli0rnrtVce7o0KEDFwSBe3h4FLhueno6b9eunZh11apVnHPpC57ZRZO///47x+sZGRm8TJkyYhErLx4eHpwxxjt16qTsqDmsW7eOM8Z448aN8/w85vde9uzZkwuCwGfPnq3MmLloYlFck+4FFCW7KC7l++zs7MwFQRCv34rKy8uLM8Z4hw4dFJwsf3fv3uU6OjqcMcZr1KjBf/rpJz516lReu3ZtzhjjLVq0EBvDent75/i8nj59Wuxosn79eklzOzg48DVr1uRqcFxYd+7c4fXq1ZP0/qtOnTpcEAS+d+9eucuzz4ujRo3i/fv3F6+lO3TokKvDg1SyG38zxrirqys/f/48Dw0N5YGBgbxr167i5+zUqVMqyVeQlJQU7u3tneNZWfb1k5OTk9i5RdXPm4yNjcX32cTEhLu6uvLAwEC1b+hBCCEkfzR8OiEKkp6ejqVLl2LVqlVIT0+Hnp4eFixYgFmzZmnUkEWFcerUKYwdOxYvXrxQ+u/S19eHrq6uOBfwl0xMTMR5GPObL8vU1BRpaWmSD3eWlJSEOnXq4NWrV+Ccw9TUFIIgIDY2FowxLFiwAD4+Pnj27BnatWuHadOmiUM379ixA/v37wdjDMeOHYOTk5Ok2bOlpqYiICAAXl5eOH/+PGQyGRhjYIyJ//3ixQvJh9H8t/HjxytkP4yxYg3bWhx79+7Fnj17cPbsWWRlZYnnCXt7e4wcORJDhgyBlZWVJFkKIm9Iyjdv3mDWrFnw9fUF5xyMMQiCgJYtW8LZ2Rl9+/ZVef7y5csjMjISnz59yjVHY0JCAszMzAAAr169QtmyZeXuw9DQEAYGBl815GJRpKenY9KkSXB3dwdjDC4uLujUqVOx9iXFFBeFkZGRgUWLFmH16tXIzMwE5xx9+vTBli1b1GL4aW9vb7i5uaFs2bI4evQo6tatm2P5unXrMG3aNDDGMGPGDKxYsSLH8p9++gkbN27EwoULMX/+fKXn1bRpUAoycuRIeHl5gTEGExMTNGnSBHZ2dgCAiIgIXL16FQkJCeCcY+jQofD29lZt4C9cvXoVvr6+OHToECIiIsAYg66uLjp16gQXFxf06NFD8jnnAWDChAnYtm0bZs2ahWXLlsldJ79hgpctW4a5c+diwIABOYZHViZNH972S5p8TAOATCbDkSNH4O7ujjNnzkAmk4nDl+rr66NHjx7w9fWVNFP2edrQ0BCrVq3CDz/8kO/9VUJCAlq0aIG///4bjDEMGzYMR48eRUxMjGTDl65YsQKzZ8/GoEGDsGfPHvH1L4dOHz9+PDZt2pRr25SUFNSpUwcvXrzA6tWrMXXqVEkyA4CTkxPOnDkDf39/9O7dW+46+Z0/jhw5gl69ekk+hLomDp+uSfcCihISEoKWLVuCMSbZ+3zgwAEMHDgQDg4OuHbtWpGmfkpKSkLDhg0RFhYm+Wdx3LhxcHd3h4uLC/bs2QMtLS0An4eTdnZ2RkBAABhjmDt3rtypxLL/7vbt2+PMmTOS5f5aqjhGzMzMkJycjPj4eOjr6+da/v79e9jY2MDc3FycZmTlypWYPHmyJPnk6dWrF44ePYrZs2djyZIluZaPGjUKO3fuxODBg7F7924VJJTv/v372L59O/bu3YtPnz6J1xf29vYYNmwYXF1dxWsmdZiuLy0tDcePH8eBAwdw7NgxJCUlgTEGc3Nz9OrVCwMGDEC7du0gCIJK8hFCCCkmVVXjCSmpHj58yNu2bSu2amzcuDFftGhRvj+qkJCQwLdu3cqHDh3KnZyc+PDhw7mvry/PysrKc5u4uDg+YsQIsSWnFCpVqsQFQeCPHj3K8XpYWJj4Ht+8eTPP7R8/fswZY7xChQrKjprL8uXLxWEPL168KL5+9epVXqFCBfF97NSpk9z3PXs4NHUZ9ur169d86dKlvEaNGjl6Guro6PCOHTtyT09PHhcXp5JsX/a0KO6Pqno/vXv3jq9Zs4bXq1cvx/uqq6vLe/fuzY8cOZLv51IK+fW+efToER87diwvVapUjvyCIPDq1atzV1dXvnr1ar5///4cnwMpGBgYcDMzszyXZw8Pmt9wrNbW1ioZKnbixIlii/SnT59K/vsV5erVq7xWrVriZ8zGxqbYPXWUpU+fPvmOGNCmTRvxuJbXG+TBgwecMcYbNmyo7Kglkkwm4zNnzuR6enq5ziHZ/6+rq8tnzJih1tPTXLx4kf/444/c1tZW/BsMDQ15v379uJ+fn6RD42b3eHr48GGe6+TXIzL7Gqt69erKipiLJg9v+2+aeky/ePGCz507N8eUPtnZW7duzT08PFQ2EoJMJuPt27fP8dkaOXJkvtt8+PBBvLZSxXXex48feenSpbkgCLxnz57c29ubz5o1i+vr64t/w7Nnz3Jt9/LlS/Fe0szMrNi9LYsreyqR/Hrm5Xf+SExM5Iwxbmdnp6yIcmliT/FsmnAvoCiq6CmemZnJq1WrxgVB4B07diz0tE8JCQm8S5cu4uhGUt/n2tvbc0EQ5J4nnjx5Ir6P9+7dk7t9SkoK19LS4mXLllV2VIVSxTGipaXFLS0t812nVKlSXBAEbmRkpNLhvLNVqlQp3+umR48eccY+TxOmTr78TraxseGTJk3Kc7oNdegp/qXk5GR+4MAB3rdv3xyj5llaWvIffviBnz9/XtURCSGEFBIVxQlRkoULFxa6UCe1s2fPcktLS7lZGjVqxN+/f59rm99//118SMYYk2x4Sjc3N84Y423bthUv+BMSEsQHY1paWtzR0THPBwW9e/dW2XxKzZs354Ig8NOnT+daduLECfH4OHPmjNzt37x5o5Y3MpxzfvnyZT569GhuZmaW4+GNnp4e7969O9+3b5+keb78rFWrVo23adOm2D+qdP/+fT5z5kxevnz5HO+rjY0NnzlzZr4FDmUqTKEhJiaGb968mbdv314c6u/f50Cp5zAuaGhSdX5AmpWVJT4Ub9euneS//2slJyfzKVOmcG1tbfF7w9XVlcfExKg6Wi7ZD5XkTQuSkpLC9fT0uCAIvFatWnnuQ09Pj1tZWSkzZon3+vVrvmnTJj506FDeuXNn7uTkxF1dXfnGjRv5mzdvVB2v0GQyGQ8KCuITJ07k5cqVE89/JiYmkmUoXbo019PTy3cda2vrPM9tMpmM6+jocFNTUyWkk09Th7fNjyYc05mZmTwgIIA7OTmJ0xJ9+f29ePFilQ0N+2/Jycl81KhRXEtLizPG+JAhQwrcJj4+nru4uKhs2oijR49yAwMDuY0w/z21S2hoKG/atCnX0dER15M3/Yuy6evrFzjtVOvWrXmdOnXyXG5mZlbgOUjRNLko/iV1vRdQFFUUPDnnPDg4WJyb29bWlq9du1ZusZnzzw3D1qxZI35PamlpcT8/P0nzcv75c2RgYJDnckNDQy4IQr5zhpcpUybffagjVRwjhbnXzT4/rFmzRqJU+TM0NOQWFhYFriPltVxhZP/b9ujRg4eEhOQ7bY66FcW/lJiYyPft28d79uzJ9fX1xay2trZ88uTJPCQkRNURCSGE5IOK4kStJScn86dPn/Lbt2/z69ev87t37/Lnz59L2tumqOLj4/nUqVPFm67sm9n8fqT09OlT8QYqu2DUuHFjbmNjI17ItWzZUlw/NTWVjx49OseDnBYtWvCwsDBJ8oaHh3MjIyMuCAIvXbo0b9GiBbewsBDzeHh4cC0tLd6uXTt++fJlnpWVxTMyMvilS5d4p06dxL9JFfOzWVtbc21tbbnzDaWnp4sPvaKjo/Pch4mJCTc2NlZmzK+SkpLC9+3bxzt16iQ+pMxurCClatWq5fjdLVu25Js3b1a7Oa4LSyaT8XPnzvFhw4ZxExOTHMXlZs2acQ8Pj3wfgChaUXvfxcbG8gMHDvBp06bxNm3acAsLC5Wc7zT9AembN2/E89/hw4dVkqE4zp8/L/bIYYzx8uXLq/WcuaVKleKlS5eWuyx7bmZBEPiECRPy3EdhipDkvyMtLY0HBgby4cOHc11dXckf7uro6OR5TGcLDAzMtwBtZmbGdXV1FR0tT9lzR3777bf5jt4hT2JiIq9Zs6ZaPaxWd8+fP+ezZ88W54/P/o42Nzfn48aNU+sH0REREdzT05MfO3as0NucPHmSd+rUSSXX1Hfv3uXOzs7cxsaGGxsb85YtW8r9Trx3757472BkZMTd3d0lz8r55yJKqVKlir29TCbjurq63MjISIGpCqbp13z/pm73AoqiqqI455wfOnQoR+9OQRC4tbU1r1evHm/ZsiWvXbu2OA939nkxe75uVWCM5dvg0srKSqOO6cJS96L4hw8fJEqVPy0trQIzW1tbS/5cpiDZz22yP2c2NjZ8woQJ/MqVK7nWVedrkS/Fx8dzHx8f3q1bN3GUIEEQeIUKFfj06dP59evXVR2REELIv1BRnKidK1eu8B9++IFXrlw5z57VWlpavGrVqnzkyJF5DrWjCj4+PuLFMmOMlytXjgcGBqo6Vg5jx44VhwA7dOiQ+LpMJuP79u0TCzAnTpzgCQkJvGXLluLfY2xszDdv3ix55pMnT+bokZz9M2PGDM45z/HwTktLS+zpkp173rx5kmfmvOCH0tnF/fyGzrSxsVG7G5m8RERE8OXLl/MaNWqo5Ob71q1bfNasWbxKlSri8aCtrc3bt2/Pd+zYwT9+/Ch5JkVITk7m+/bt405OTlxbW1v824yMjPjw4cP5hQsXlJ5BEUPSpqen88jISAUlKpyS8IB06dKl3MzMTK16P+YlPj6ejx07NkdPuB9++KHYwyFLxdjYOM+eFl+O+pJXL6HMzEyupaXFra2tlRlTdODAAYX9SOnChQv8wYMHkv5OKaWkpPCAgAA+aNAgbmJikuM6pHz58nzKlCmSZbGwsODa2tr59r7JT1JSEmeMSXZMc665w9tqkszMTO7v788dHR1z9ArX1tbmTk5O3NfXV2yQoCkPokuSmJgYPmrUKL5u3TqVXrNm34MXN8PLly85Y4zXrFlTwcnyVxKu+fKiDvcCiqLKojjnn4eU7tKlS4GdF/T19bmLi4tkHQHkKcnHdH7UvSiuLjQxc7ZLly7xkSNHclNT0xwF8urVq/Nly5bx169fc84181okLi6Oe3t7827duonTpQiCwKtWrarqaIQQQr7AOOdc1fOaEwIAsbGxGDZsGI4dOwYAKMyhyRgDAHTr1g179uyBsbGxUjPm5eXLlxg7dizOnDkDzjkYYxg9ejRWr16tskx5cXBwQGhoKHbv3o1BgwblWr5+/XpMnToVI0eORHx8PPz8/AAA7du3h6enJypUqCB1ZADAx48fsXfvXjx8+BBmZmbo0qULWrZsCQCQyWSYMWMGfvvtN6SlpYnblClTBkuXLsWYMWNUklkQBNjY2CAyMlLucltbW7x//x5ZWVl57qMw66ijv/76C40bN1bZ779+/ToOHDgAPz8/vH79GowxaGtro3379nBxcUHv3r1hYmKisnzF9f79e/j7+yMgIADBwcHIzMyEIAjIzMxU6u8t6FhWV//lz6AqlC9fHpGRkeL3YKdOndCmTZti7WvmzJmKDZeP6tWr4+nTp4iLi8v1nd28eXNcuXIFWlpaiIqKgoWFRa7tr1y5gubNm8PBwQF3795Vel5BEMTrn6/BGFP6ueNLgiBAS0sLS5cuxaxZsyT7vcqUnJyMY8eOwd/fH8ePH0dycrJ4/VquXDn069cPzs7OaNq0qaS5GjdujBs3buDatWv4/vvvi7z9n3/+iQ4dOqB169Y4f/68EhLKd/HiRXTo0AGZmZmwtrbGjBkz0KtXL1SuXDnXuuHh4QgMDMSqVavw4cMHMMbg6+uLfv36SZY32507d7B8+XJcuHAB8fHxKFeuHLp27Ypp06ahXLly+W5ra2uLDx8+SPJZtLOzQ1RUlHiMOjg4YMiQIRgyZAhsbW1zrJt9nklISIChoaHSsylaVlYWEhMTYWpqquooGqd37944cuQI9u7diwEDBhR5++x7SVdXV+zatUsJCeUTBAFGRkaYPn263OWrV69GcnIyFixYkOc+stdR52s+Vd0LKEpISAhatmwJxphK3+fnz5/j+PHjuHPnDiIjI5GZmQlLS0vY2tqiSZMmcHJyQqlSpVSWD/jv3seo4hgpzL2uur2Xmpj531JTU3Ho0CF4e3vj/PnzkMlkYIyBMSZeg2rqtcj9+/exa9cubNy4ERkZGSo/5xFCCMmJiuJELaSmpqJhw4YIDQ0FAHTq1AkdOnRA9erVYWdnB0NDQ+jp6SEtLQ3JycmIiIjA48ePcfbsWZw6dQrA5wc7ISEhkt68cM6xYcMGzJs3T3wQWrVqVezYsaPYhQBlMzMzQ3JyMuLj46Gvr59r+fv372FjYwNzc3PExcVBR0cHK1euxOTJk1WQtmiio6Nx9+5dfPjwAeXKlUOTJk2gra2tsjyafiMrk8mQnp6e6zjJyMhASEgI7t+/j+TkZNjY2KB+/fqoU6eO5BkL4+rVq/D19cWhQ4cQEREBxhh0dXXRqVMnuLi4oEePHip/6FEUsbGxOHr0KHbu3Ing4GBJbrDatGmDMmXKwN/fX6m/R9EEQYCBgQFcXFzkLvf19UVaWhqGDRuW5z6y16Gb2IIpqlgLQNL3e8SIEfDx8YGPjw8GDx4svv7s2TN88803AIAWLVrgwoULcrcfNWoUvLy8MG7cOGzZskXpeQVBUMh+pH44k52bMYb27dvDw8NDZQ3tvkZSUhKOHj0Kf39/nDx5EikpKWpRCP/StGnTsH79evz0009Ys2ZNkbcfPnw4du/ejUWLFmHu3LlKSJi3gIAAuLq6IiUlRTyfWFpaws7ODkZGRoiJiUFUVBRiYmIAfL4W19fXx9atW/M9lyvL3r17MXLkSGRkZORo0MsYg76+PjZt2gQ3N7c8t5fyOi/7HN2tWzcsWbIE3377bYHrquOD6EePHmHFihXo1asXevXqJXed4OBgODo6okePHliwYAFq164tbUgF2rhxIyZNmiTZ7/Pw8MCYMWNQt25d3Lp1q0jbJicno27dunj69Cn8/f3Ru3dvJaXMTRHXINmN+tT9mk8V9wKKoi5FcU2g6c8SiouK4oWjiZnz8+bNG+zatQu7d+9GeHg4gH86QXXp0gUDBw5Ez5491fq5ze3bt+Hv7w9/f388efIEwD/XqU5OTggICFBxQkIIIdmoKE7Uwq+//op58+bBzs4Of/zxR5F6tdy8eRM9e/bE27dvMWfOHCxevFiJSf9x//59jBo1CtevXwfnHIIgYPLkyVi6dCkMDAwkyVAc2trasLCwwPv37/Ncx8jICCkpKTA0NERgYCBat24tYcKSQ1NvZFNSUjBnzhzs3LkTGzZsyPGQ2dvbG3PmzMG7d+9ybVe7dm2sW7cO7du3lyxrUV26dAkHDhzAoUOH8O7dO/GhdZcuXeDi4oJu3brJbSyiavHx8Th06BD279+PoKAgZGVlgXMOAwMD9O3bFz4+PqqOqJb+Sw9I1UGlSpUUVhR//vy5QvZTGGfPnoWjoyOsra1x/Phx1KtXD/Hx8ejXrx/Onj0Lxhi8vb3h6uqaa9vAwED06tULnHOcOHECjo6OkuUuitevX2PMmDE4ffo0OOfQ1dXF/PnzMXv2bMkyCIIAfX19aGlpISkpCaVKlcLs2bMxdepU6OnpSZajOOLj43HkyBH4+/vj9OnTSEtLU7tC+Jdu3bqFBg0aQF9fH3/99RccHBwKvW1QUBA6dOgAxhgeP36MSpUqKS9oHsLCwjB16lScPHky35Gj9PT00LNnTyxevBjVq1eXMOFnDx48wPfff4/09HTY29vD1dUVtra2CAkJwb59+8TC/tSpU7F69Wq5+5DyOk9LS0v8TjM0NETnzp3Rv39/dO/ePddnUF2L4uvXr8fMmTORlZWVb0OkRYsWYdGiRWCMQUdHB2vXrsX48eMlTvsPzjlevHghNj6uWLFigduEh4fDzc0NV65ckfQaJDk5GRUqVEBsbCzGjx+PTZs2FXrb4cOHw8fHB1WqVEF4eLjCGnEVhqY2GCssdbkX0NLS+up90LV14QiCAAsLCxw+fFjud2Hv3r0RFxeHoKCgPL8rs9fRpPdaVUXx/EaaAAo32gQAzJ8/X9Hx5CppRfEvXblyBV5eXvDz88OnT5/E+0sDAwN06dIFAwYMQNeuXdXi/uH69evw9/fHoUOHxPvXLwvhzs7OGtcJgxBC/guoKE7UQvaQ3qdOnUKHDh2KvP25c+fQsWNH1KhRAw8fPlRCwtz09PSQmZkJzjlq1aoFT09PlQ4XXVhFuXhevXo1pk6dKmG6gj169EgcmtLOzq5Q21y9ehXp6elo1aqVktPlpIlF8czMTLRr1w4hISHgnON///ufeAzMnTsXy5cvF2+6S5cuDTMzM8TExCA2NhbA5wdJa9aswU8//SRJ3uLinCM4OBiHDh3C4cOHxX8jIyMjfPr0ScXpPktLS8PRo0exb98+nDhxAunp6eJ736RJE4wYMQIDBgxQuyka1ImmFmkLIyMjA8+fP0dKSgpsbGxgbW2t6kgarWfPnjh69CgYY6hQoQLevXsnfuaaNWuGS5cuieumpqYiODgYfn5+8PHxEc+bZ86cUeFfkLdt27bh559/RkJCAjjnaNKkCTw9PVGzZk1Jc2R/J164cAEDBgzA7du3wRhDuXLlMHPmTLi5uallo8Lu3bvj7NmzOc7B6lgI/7cePXogMDAQNjY2OHjwIFq0aFHgNufOncOgQYMQHR2NkSNHwt3dXYKkeVP34W3d3Nzg7e2Ntm3b4vjx4zkezj5//hwDBgzA9evXwRjD5MmTsXbt2lz7kPI6782bN/D29sbu3bvx+PFjAJ+v20xMTODi4oKhQ4eiWbNmANSzKL5lyxZMmjQJnHMYGhpi2rRpWLRokdx1b9y4gV27dsHHxwcJCQlgjMHDwwMjRoyQNDPnHCtWrMCWLVvw9u1b8fUaNWpgxYoV6NGjR65tZDIZ/ve//2HhwoVITU1VSfHQ29sbbm5uYIyhQ4cOWLVqFb777rs81w8LC8O4ceMQHBwM4HODsc6dO0sVt8RSx3uBktL4ICEhAUFBQXjw4AGio6ORkJAAY2NjWFlZoV69emjatCmMjIxUlg/Q3Ma97dq1+6rtP336JF4jSlkU17TRrgRBgK6urvi9LU9ISAgyMzPz7eTCGMO5c+eUEfGrpaamIiAgALt27cK5c+fE4dUBwMTERHwGJbWrV6+KPcJfv34NgArhhBCiaagoTtSCkZERBEFAfHx8sfdhYmKCjIwMpKSkKDBZ3gRBgI6ODmbNmoV58+ZBR0dHkt/7tYpSFI+KikKZMmUkTJe3LVu24Ndff0VUVJT42rfffot58+ahT58++W4r5XyNX8qeP7V8+fJyl79+/RoymSzf3iKvXr0C51yym6sNGzZgypQp0NPTwy+//IIxY8bAxsYG58+fF3uAOzs7Y9GiRbC3txe3e/jwIZYuXYr9+/dDEARcunQJTZo0kSRzcaWnp+PMmTPw9/fHvn371GKuJ5lMhtOnT2P//v34/fffkZiYKD78srW1haurK0aMGIEaNWqoLGP2A7rg4GCEhYUhKipKPO/q6+ujTJkyqFixIurXrw8nJydUq1ZNZVkV5fXr13l+jhXNx8cHBgYGcHZ2lrv86dOnmDdvHo4cOZLj+65SpUoYM2YMpkyZAl1dXUmyliSpqalwc3ODr69vjtcbN26MP/74A1ZWVuJrV69eRfPmzQF8fgBSu3ZtnDlzBjY2NpJmLsjTp08xatQoBAcHi0WkpUuXYvLkyQp78FcUX15/ZGRkYMmSJVizZo3Ym9bCwgI//vgjxo0bp1aNPL4c9r1JkyZiIbw472GjRo0UHS9Pb9++RaNGjRAREQFBENCtWzcMGDAAjo6OsLCwENeLj49HUFAQ9u/fDz8/P8hkMtSoUQNXr16l+ZgLULlyZbx69Qr37t2TOzx3Wloa+vTpgxMnToAxhgULFuTqQaaqXlwhISHw9vaGn58f4uPjxeO5WrVqGDJkCBYsWKBWRfHXr1/D3t4eqampcHJygqenZ6HOue/evcOgQYMQFBQEIyMjhIeHS3au5pyja9euOHXqlNxenIwxbN++HaNGjRJfCw8Px5AhQ3Dz5k1xmxEjRsDT01OSzF+aPXs2VqxYIR4b33zzDRwdHVGhQgWYm5sjJiYGb9++RVBQEO7evQvg89+8cuVKzJgxQ/K8JYW63wvk1RClOArqcasMd+/excKFC3Hs2LF8z7v6+vro3bs35s2bp7L3WlMbIGQXmL/2UbPURXFFkclkCttXfr72fc7eVtXPPworMjJSbOwWFhYmee5Lly7B398fAQEBiIiIAECFcEII0WRUFCdqwdTUFOnp6UhISCjWHNBpaWkwMTFBqVKlxDkGla1BgwbYuXNnvvPxqSNNHGZp4sSJ+O233/J8oDR48GC4u7vnOey1qv4eTbyRbdiwIW7duoUNGzbgxx9/FF/v27cvDh8+jCFDhuQ7PN/kyZOxadMm9O3bF35+flJELpLU1FScOHEC/v7+CAwMRGJiIoDPNzTZPf/k9eRStpCQELEgER0dLWbS1dVFjx49MGLECHTq1EnSYSjlOXToEKZOnYo3b96IGQHIvSHPfojap08fLFmyJEcjCk0gk8kQGBgId3d3nD59Gunp6ZL8XkEQYGtrK95sfykoKAi9evUSe/z+G2MMtWrVwqlTpwo9koYyZWZmIi0tLcfDgbVr14qfu3/r0KFDvr0dpBAaGoqLFy8iKSkJdevWldvb5dmzZ6hWrRpMTU0xduxY/PLLL2pVPOScY926dZg/f74433Xbtm3h4eGBypUrqyyXvOuPN2/eYNasWfD19RUfzAmCgJYtW8LZ2Rl9+/bN0SBBFRTVe4gxJnnjvKdPn6JXr1548OBBjr/BwMBALGqlpqaKr3PO8e233yIwMBDlypWTNKsm0tfXh46ODhISEvJcJyMjA126dMG5c+fkFkFVfc2d3QvLy8sL58+fz9ELCwBWrFiBQYMGoWzZsirJl23OnDlYvnw5GjVqhJCQkCIN4Zyamor69esjLCxMbsMEZfH09MTo0aMBAHXr1sXYsWNRsWJFPHv2DNu3b8fff/8NQ0NDPHnyBDY2Nvj9998xdOhQJCUlgXOOihUrwt3dHR07dpQkrzz79+/HtGnTxGmT5J0Ls69HypQpg02bNsHFxUXSjCWFptwLaLL//e9/+Pnnn8E5F49bHR0dmJubQ1dXF/Hx8TmusRlj0NbWxqpVqzB58mTJ8164cEFh+5JyOrw2bdoorPHl+fPnFbKfkui//D5fuXIFPj4+2Lp1q9J/18SJExEQECB+D1IhnBBCSgYqihO10Lp1a1y6dAmbN2/GDz/8UOTtV61ahZ9//hlt27aVbOifrKysr55TKzU1FbNnz5a0CKdpRfHjx4+jW7duAIBhw4ZhzJgxsLW1xaVLl7Bq1Srcv38fjDG0aNECx48fl3tBqqq/R5FDNHp5eSlsX/kxNjZGamoq4uPjcwxj+8033+DZs2cICwvLt+dvfHw8SpcuDRsbG3EoKVVLTk7GsWPH4O/vj+PHjyM5OVkthsC9d+8e9u3bB19f3xzDbgFAvXr1MGLECAwaNChHjz5V2rZtGyZMmADOOapVq4Z69epBEAT8/fffCA0NhZGREebOnQvg88gBISEhePLkCYDPx9WxY8cKNXyvqr169QoeHh7YuXMn3r59K3kL+rzO0e/fv4e9vT3i4uJga2uL6dOno1WrVjA1NUVUVBROnTqFLVu2IDY2FjVr1sTt27dV1mM8JSUFixcvxo4dOzBnzhxMmTJFXJZ9PpanXLlyePDggcqHqyxIVlYW3r17p/IikTyhoaFwc3PD9evXwTmHiYkJVq9eLRZmVCm/64+wsDCsW7cOe/bsQXJyMgDk6LnauHFjfPvttyhXrhzKlSsn6blEE3sPfSkjIwObN2/Gxo0b8fLlyzzXs7GxweTJkzF16lSNGf1I1UxNTZGZmYmkpKR810tKSkLLli1x584daGtrIyAgQLy2Vadr7jdv3sDHxwc+Pj4IDw8H8PlzyBhDs2bNMGDAADg7O8PS0lLybI0aNcLNmzdx4sQJODo6Fnn7gIAA9OvXD40bN8aVK1eUkDA3R0dHnDt3Dn369IGvr2+O+8b09HQ4OTnhwoULWLZsGWrVqoU+ffogKysLjDFMmDABy5cvV4sH7ampqfD19cWhQ4dw5cqVHA3QjYyM0KhRI/Tp0wdDhw5V++9vdaNp9wLyJCUlISMjA2ZmZnKXR0dHw8/PD87OziodgW7FihWYM2cOOOeoWrUqJk6ciM6dO6Nq1ao5vufT09Nx+/ZtnD59Gjt27MCbN280ZnowQoojJSVFLacvSktLw/bt23Hs2DG8efMGlpaW6NSpE8aOHSvpOfHLxrHZI0b16NGjWN93qm7oSwgh5AucEDVw4MABzhjjOjo6fP78+fzjx4+F2u7Tp098/vz5XFtbmwuCwA8ePKjkpPLFxsbyP//8k/v6+vKgoCCekpJS4DZBQUG8WrVqXBAECRL+gzHGbW1t813HxsZG8lx56d69OxcEgf/444+5lmVmZvJJkyZxxhgXBIG3atVK7nuvTn+PuitVqhQ3MTHJ9XrNmjW5IAg8PT29wH2YmJhwAwMDZcQrtMTERL5//37et29fXqpUKS4IAmeMccYYL1++PJ8yZQq/fPmySjNmH7fZuaysrPiUKVP4vXv3VJpLnvv373MtLS1eqlQpuefZEydOcHNzc/7999/zjIwM8fWbN2/yDh06cMYYNzEx4S9evJAydqFlZWXxw4cP886dO4vfJ9n/LgYGBtzFxUWyLHmdo3/++WfOGOPVq1fn79+/l7vty5cveeXKlbkgCPx///ufsqPKFR0dzWvVqiW+h507d86xPPt8bG9vL/7UqFFD/DzMnDlTJbk1XWZmJl+yZAnX19cX3/tu3brxN2/eqDqaqDDXHzExMXzz5s28ffv2XEdHR/wcCoIg/mhpaUmU+LMXL14o7EfVbty4wTdu3Mh/+uknPmrUKD5x4kT+v//9j1+8eJFnZmaqOp7GadCgARcEgZ87d67AdSMjI3nFihU5Y4wbGhryCxcucM7V9xr18uXLfPTo0dzMzCzH51BHR4c7OjpKnsfMzIwLglCoeyx5kpOTuba2Njc3N1dwsrzZ2dlxQRB4WFiY3OUhISGcMcZbtGjBra2tOWOMV6pUiQcFBUmWsTji4uL4mzdvCn2/TvKmSfcC/5aWlsZnz57NjYyM+IYNG/JcL/s5T6lSpfjs2bNz3CdIJSwsjOvq6nJBEPj48eN5WlpaobZLTU3lY8eOFe8HXr16peSkipWRkcH9/Px4x44dVR2FKIG7u/tX7+POnTu8Zs2aCkhTdKdOneJOTk7cxsaGV6xYkY8ePVr8jMXFxfHvv/9evPb/8jqkTJkyPDg4WLKc/74PKe6P1PcvhBBC8kc9xYnamDFjBtasWSMOnfndd9/B3t4e5cqVg6GhIXR1dZGeno6UlBRERkYiPDwct27dQmZmJjjnGD16NLZv3y5p5uTkZEyZMgW7d+9GWlqa+LqZmRkWLlyIiRMn5tomMTERM2fOhLu7uzhEodRzPBkZGWH69Ol5rrN69WokJycXOM+XFMMP2tjY4MOHD4iMjMxzjtGlS5di/vz5YIyhS5cu+OOPP3K0+FanXjjqzsHBAaGhobh79y7q1Kkjvj5kyBDs378fN2/eRN26dfPc/sGDB3BwcEClSpXw7NkzCRL/Iz4+HkeOHIG/vz9Onz6NtLQ0tegRnhdBEKCtrY3OnTtjxIgR6NatW7Gmj5DC8OHDsXv3buzcuRPDhg2Tu87+/fsxePBgrFmzJkfPYM45nJ2dERAQgPHjx2Pz5s1SxS7Qy5cvxV7hXw6JxhhDy5Yt4erqCmdnZ5iYmEiWKa/etNlTGwQEBKBnz555bn/mzBl06tQJDRo0wLVr15QdNxdHR0ecPXsWpUqVwpw5czB69GiULl1aXJ7X+finn37Cxo0bYWJigjdv3qhFb7OIiAhcv34dL1++RFJSEgwNDVGxYkU0bNhQrYaWvnXrFkaOHIl79+6Bc47SpUtjw4YNGDRokKqj5VCYkWq+FBcXh9OnT+PatWu4efMm7t27h9jYWACq6XFNyL9lX39WqVIFhw8fhoODQ77rh4aGomXLloiNjYWhoSF+++03zJo1S62vUdPS0nD48GF4e3vj7NmzKrl3AQBdXV2YmJiIw0oXR+nSpZGQkCDZdCj6+vrikMzyyGQy6OnpQSaTgXOOzp07Y9++fWo1HQdRLk26F/hSfHw8HB0dxVFp+vTpA39/f7nrTp8+XRwVL3vUiVOnTsHQ0FCyvL/88gtWrlyJnj174vDhw0XevkuXLjh16pSk0y98jadPn2LHjh3w9vbGhw8fAEBtv2NI8Wlra8Pd3R1ubm7F2n7dunWYPXs20tPTJT8+Fi9ejEWLFgFAjinBrKyscP78eSxfvhx79uwB8PkeuGrVqoiMjERISAiysrJgZmaGsLAwSUau0cQpEQkhhBSCqqrxhMizZ88eXq1aNbk9g/79k72OnZ0d37lzp+RZ09PTeb169XJk+fJHEAS+aNGiHNsEBwfzihUritvo6enlWkfZFNXSUapeLbq6utzMzKzA9X755Rfxbxs5cmSOZeraC0cdZb+PTZs25cnJyeLrFy9e5IIg8I4dO/KsrCy526ampvKWLVtyQRD4uHHjpIrMOee8W7duOXpIqlOP8Lz873//41FRUaqOUSjVqlXj+vr6+fbuyMjI4Pr6+rxu3bq5lr148YIzxniVKlWUGbNQMjMzeUBAAHdycuJaWlq5Wp8vXryYv3z5UmX58upNW6FCBS4IAk9ISChwH6VKleKmpqZKSJe/oKAgsTfQjRs35K6T1/k4KSmJ29rackEQuKenp7Kj5svf3583atQo3++/Ro0acV9fX5XmTEtL4z///DPX0dERj+P+/fvnOZKAqhWmp3hB0tPTeWRkpIISEfJ1Pn36JPb+zu5BvW7duny3uXLlCrewsMh1Pa4JIiIi+LJly7i9vb3kv7tMmTJcT08vz2vQgqSlpXEtLa1C3VMoSmHOeaVLl+aCIPD27dsX+29Tpfj4eH758mV+5MgRfvfuXVXH0TiadC/wpe7du4vXzn369OEhISH5rn/z5k3u7OwsnvekHIGJcy72OL1+/Xqxtj937hxnjPFWrVopOJniZGRk8AMHDvD27dvnur/R19dXabYbN27wp0+f5nitb9++vG3btnJ/tm3bpqKkmoUxxrW0tLiXl1eRtouKiuJOTk7iMSL1NUhwcLB4bLZv356vX7+eb9y4kTs5OXHGGK9Vq5Y4ssu/R04JDQ3lVapU4YIg8KVLl0qSNygoSGE/hBBC1Af1FCdqRyaT4ezZszh//jxCQ0MRGRmJ+Ph4ZGZmwsDAAMbGxihfvjxq1aqFNm3aoFWrVgqd77Gw1q5dK/a27tatGyZMmICKFSvi2bNn2LRpE06dOgUdHR2EhoaiatWq2LRpE6ZNm4asrCxwztGoUSPs3LkTtWrVkjS3ps2NaWlpifj4eMTHx0NPTy/fdYcOHYo9e/aAMYY5c+Zg8eLFAFTXU9zHx0dh+xo6dKjC9pWf2NhY2NvbIzo6Gg4ODli3bh3atm0LAJg3bx5+/fVXtG7dGr/++iuaNm0Kxhji4+Nx7NgxLFmyBI8ePYK+vj7u37+PKlWqSJIZ+Oe4ZoyJcz1l5yuqRo0aKTqexjMwMICenh7i4uLyXc/CwgLp6elITEzMtczMzAypqalITU1VUsr8vXjxAjt27ICXlxeioqLEVulmZmZwcXHB9u3bwRhDQkKCpL1X/q2gnuLx8fH5zjGalZUFIyMjMMbEuZmlMmHCBGzbtg2zZs3CsmXL5K6T3/l42bJlmDt3LgYMGIB9+/YpO24ucXFxGDduHPz8/ADk7LkgD2MM7du3h6+vr+TzfV6+fBkjR45EeHg4OOewsbHBb7/9hl69ekmaoyiK2lOcEE3w+PFj9OzZE48ePQJjDH379sXBgwfz3ebevXvo06ePOKIO9R4qWOvWrXHp0iX89ddfaNCgQZG3v3LlCpo3b466devi1q1bSkiYW2HOednfiRcvXkSzZs0kyVUUt27dwo0bN6Cjo4O2bduiUqVK4rKlS5di1apVSEpKEl+rVq0aNm7ciE6dOqkgLZHC2bNn4ejoCG1tbXh5eWHw4MGF3nbbtm0YP348GGO4cOECWrRoocSk/yhTpgw+ffqE1NRUaGlpFXn7lJQUGBkZwdLSUhxZSl08efIE7u7u2LVrlziSRvb1a/PmzeHq6or+/fvnOee7Mt2/fx+jR4/GtWvXMHv2bCxZskRcln3uk3etbWBggHv37qFq1apSxtU4derUQWhoKARBwM6dOwv1vOjEiRMYMWIEPnz4II4utW3bNvTt21eCxJ8NGzYMu3fvxqRJk7B+/focyyZMmICtW7eCMYbVq1dj6tSpubY/efIkunTpgpYtW+LChQtKz+vj4wMDAwM4Ozsr/XcRQgiRkMrK8YRouFatWonzUsnj7OzMBUHg8+fP5zt27BBbQxoaGvI1a9ZoZG8AVejQoQMXBIF7eHgUuG56ejpv166d2OJ11apVnHPV9RTX1PmHbt26xa2srMT8dnZ2vHPnznzEiBFiT05BELienh43NTXNMXqDtra23DmnlU0T3+uXL18q7EfZypUrxwVB4Ddv3sxznSdPnnDGGC9dunSuZfHx8VwQBG5hYaHMmLlkZmZyf39/7ujomKPXhLa2NndycuK+vr48NTWVc/7PMZSUlCRpxn/Lq2fZrFmzuCAI/PTp0/luf/r0ac4YU8n8cHXq1OGCIPCHDx/muU5+5+OwsDBx3nSppaen86ZNm4rHSN26dfnKlSv5rVu3eFRUFM/IyOCxsbH83r17fOvWrbxx48biMVO3bt1C9eBXlEmTJnEtLS3x93ft2pU/evSIR0VFFflHSq1bt+Z9+/aV9HcSIoXMzEy+b98+7urqyteuXVuobRITE/nPP/8sXkeR/C1dupQzxvjw4cOLtb2LiwsXBIFPmjRJwcnyVpie4tnfienp6RKlKpyoqCjevn37HNfIOjo6fP78+ZxzzpctW5bnaGna2tp8165dKv4LNIMm3QtkGzx4MGeM5fkMpCBDhw7ljDHu5uam4GR509HRkXt/UhQmJiZcT09PQYm+Tnp6Ovf19eXt2rXLNYpijRo1+JIlS/jz589VmvHGjRvc2NhYzObq6ppjefa5b9y4ceLP2LFjuaGhoUpGE9BE0dHR/LvvvhPPu3v27Mlz3bS0ND5p0qQcx0u3bt34u3fvJEz8WdWqVbkgCHJHfoqIiBDvb8LCwuRun5GRwXV0dLi1tbWyo3LOuTg6KSGEkJKFiuKEFJO1tTUXBIG/fv1a7vLbt2+LD9ZNTU05Y4w3atQoz4s7Ip+Xl5c4HO+WLVu4TCbLd/34+Hj+7bffihfTI0aM4GXKlFFZUVwRP6rIHhMTwydMmMDNzMxy5MgvZ+PGjflff/0leVbOFfdeM8YkzawphXxXV1fOGOMNGzaUW/yTyWS8e/fuYoHu3yZOnMgZY7xz585Kz/ql7EYc2f+23377LV+1apXcm3B1KopnN0bp2rUrnzNnDvfz8+N//vknNzAw4A0aNBAL+f92//59XrlyZS4IAp8+fbrEyT8PA1vQA8Ps7055ZDIZ19HRUcnQ7xMmTBAbrm3fvr1Q2+zevZsbGRlxQRD4qFGjlJzwH5p07iCE5C8tLS3fBmfks7dv33J9fX2upaXF3d3di7RtduNkQRD4rVu3lJQwt6IUxdVJWlqa2MiNMcbNzMy4iYmJ+B6uW7dOvD/46aef+MuXL3l6ejq/e/cu79WrF2eMcQMDA/7kyRNV/ylqTxO/z7OHLn78+HGxtr979y5njPFvvvlGwcnypojpW9ThsxoeHs6nT5/OLS0tc9zfmJubq819DOefG4p98803nDHG69Spw69cuZJrnbzeTw8PD3FKElVOZ6UpYmJieP369cXC+L59+3KtExoayr/77jvxmDE2NuY7duxQQdrPTExMuJGRUZ7Ls++tEhMT81zH0tJSskYqijh/EEIIUT80fDpROxkZGdi7dy8cHBzw/fffy13n3r17GD16NIYNG4ZRo0ZBV1dX4pSAnp4eDAwM8h1OWFdXVxwufezYsdi4cSN0dHSkC1kCcM7RsWNH/Pnnn2CMQV9fHwMHDoSHh0ee20RHR8PR0RF37twBYwycc5UMTfny5cs8l3HOUaVKFVhaWuLatWsF7qtixYqKjFZo6enpCAoKwt27d/Ho0SPExcWJQ2MbGxvD2toaDg4OaNu2LWrUqKGSjED+73VRSfVeCwqaykCKY/vBgweoX78+MjMzUaVKFcyePRstWrSAgYEBHjx4gBUrVuDChQtgjOHMmTNo164dZDIZtmzZgv379+Ovv/4CAHGZVARBAGMM3bp1w5IlS/Dtt98WuK6qh08vW7Ys3r59K/6/vCkAunTpgqNHj4r/HxQUhM2bN+P48eNITU2FhYUF7t+/DxsbG0kyZ9PV1YWJiYk4fKM8x44dQ2pqap7D9JmbmyM5ORlpaWnKipnLw4cP4eDgAMYYDh06hB49ehR629OnT6Nr167gnCM0NBTVq1dXYtLPNOncQQghirJ48WIsXLgQgiDgxx9/xM8//5zv99yHDx8wf/58eHh4QCaTwc3NDTt27JAsr1CE4dPV6Vy8bt06TJs2DRUqVMDevXvRvHlzcM6xf/9+jBgxIse97W+//ZZre2dnZxw6dAgTJkzApk2bVPAXaA5N/D43NDQE5xzJycnFmqYqex+MsRxD7ytTYT6LBVHVZzUjIwP+/v5wd3dHcHAwgM/PEQRBQMeOHTF8+HD07NlTfE9VfR8DAPv27cOQIUNQrlw53L59G6VLl861Tn7vZ/369XH37l2sWLECM2bMkCKyRvv06RMcHR1x/fp1aGtrY/fu3XBxcQHwecqC6dOnIyUlBZxztGzZErt27coxFYbUBEGAlZVVnlMR2NjY4MOHD/l+1qT8PCri/EEIIUT9aKs6ACFfunr1KgYPHowXL15g1qxZeRbFz58/j+vXr+PGjRtYu3YtfH19izW/3NfIyMiQe4H/JTMzM3z8+BHOzs7YunWrRMlKFsYYjh49ikmTJsHLywspKSkFFkvKlCmDCxcuYPTo0QXO66hMhSmuamlpqazgXRi6urpwdHSEo6OjqqPkS53fw7x4eXnlu3zEiBEwNTXNNdeWKtSuXRvu7u4YNWoUnj59ilGjRuVYnt2+bsGCBWLRWxAETJs2DZmZmRAEAatXr5a0IA5AbBQTGBiIP//8E507d0b//v3RvXt36OnpSZqlsCIiIvDx40fcvn0bd+7cEX/CwsLEG//MzMwc24SEhCAgIADA5++d33//XfKCOPC5ocynT5/EhkjydO3aNc/tk5OT8enTJ1hZWSkrolw7d+6ETCbD0KFDi1QQBwBHR0ex0LJz506sWLFCSSn/cf78eaX/DkIIUTfz5s3D/fv34e/vj02bNmHbtm1o3LgxmjZtCjs7OxgZGSEmJgZRUVEICQnBjRs3xAKuo6MjNm/erOo/QSPs27cPjDF4eXmhefPmAD5fTw0aNAg3b97EunXrwBjD3Llz5W6/fPlyHDp0CKdPn5YytkbSpHuBbJxzsQBbXLq6ukhNTVVgqpJp+vTp2LVrF2JiYsR7rVq1asHV1RWurq6ws7NTcUL5AgMDwRjDL7/8UuDzMnnGjx+PMWPG4Pz581QULwRTU1OcPXsWTk5OuHLlClxdXREfH4/jx4/jyJEj4JxDT08PS5YswbRp077qs6so+TUIUod8hBBCSj7qKU7UxsWLF9GpUyekpaWBc44+ffrA399f7rp79+7FqlWr8PfffwMASpUqhXPnzqFRo0aS5S1K6/9bt27hu+++kyxbSRUZGYmTJ0/CxsYGXbp0KdQ2p06dwrp163D58mXEx8crOWHRUKtTkh91PD4uXbqE2bNnIyQkBF9ePtSpUwcLFy5Enz59cqyfPYLA+PHj8+2lrSxv3ryBt7c3du/ejcePHwP4fKNtYmICFxcXDB06FM2aNQOgPj3F85KWloa///4bd+7cgampKZydncVlO3fuxMqVK9G9e3fMmDED1tbWKsnYuHFj3LhxA9euXcuzUVt+/vzzT3To0AGtW7eWtPDboEED3L59u9i5b9++je+//x7ff/89rl+/roSEihcREYGsrCxUqFBB1VEIIaTQOOdYvHgxVqxYgbS0tDwfnmdfoxgaGmLmzJmYM2cOtLS0pIwqXld8LcZYrsZwymRqaorMzEwkJibmyv/gwQM4ODjAxMQk39HSzM3NkZaWhuTkZCWnLdnU8V6gSpUqePXqFWJjY2FsbFzk7WNjY1G6dGlJ/y5N7SmefQ6pWrUq+vTpAxcXF9SrVy/fddXhPqZatWp4/vw5IiIi8mykm9/7GRUVBVtbW1SoUAEvXrxQctqSIykpCV26dMHFixfFczfnHHXr1sXu3btRu3ZtFSf8rKDPY2E+a9RTnBBCyNeiojhRC0lJSbC3t0dERATKly+PzZs3o3v37gVud/z4cYwZMwaRkZGoWrUq/v77b+jr60uQuGhF8fT0dMkfxBD1pwkX2GlpaTh37hzOnTuHBw8eIDo6GgkJCTA2NoaVlRXq1auHdu3aoV27dtSqV8HU+fiIjY3F06dPxaKara2tqiMVKCQkBN7e3vDz80N8fLx4vFarVg1DhgzBggUL1OZhkqaaNm0a1q9fj59++glr1qwp8vbDhw/H7t27sWjRojx7oCmDmZkZkpKSkJycXOwpTnR1dWFoaJhvkUBRqlSpAsYYpk2bhvHjxxdrH7a2tvjw4YOkhRZCCFGUiIgI7NixA8eOHcP9+/fFUaQYY7CwsECTJk3Qs2dP9O7du1g9FRVBE4fGBgAjIyNkZGQgMTEx13diWloaDAwMoKuri6SkJLn3txkZGTA0NISBgYHaNUjWNOp4L9C/f38cOnQIBw8ezHMqnPx4e3vDzc0N7du3x5kzZ5SQMDdBEKCrqys2hC2OkJAQZGZmqqQobm9vj5YtW6J79+5wdHSUe62qTkVxExMTcM6RkJCQ5zoFDZFdqlQpAJBsiP2SIiUlBd27dxenHuzSpQt+//13tXoWqYlFcQsLCxw+fBhfWz5p1aqVglIRQgj5WlQUJ2ph8+bNmDRpEsqVK4dr164VadjXZ8+eoWHDhoiLi8O2bdswevRoJSb9h6bOE1eSZGVlISEhAZmZmdDV1YWRkZHCHkBJQR0fdGTjnGPTpk1YuXKlON/Tv78uviyCly1bFgsXLoSbm5ukOUsydT4+NFlqaioCAgLg5eWF8+fPQyaT5TiWV6xYgUGDBqFs2bIqTKmZbt26hQYNGkBfXx9//fUXHBwcCr1tUFAQOnToAMYYHj9+LOlcd3p6ejA2Ns53LvSClC5dGgkJCUhPT1dgMvm+7H3Yr18/eHh4FLm3liquTxQ5nUn//v0Vti9CiouOafUgk8nw8eNHZGZmwtLSEtra6jFD3KJFixS2rwULFihsXwVp2LAhbt26BR8fHwwePDjX8ujoaLx8+RIODg7Q1dXNtfzgwYMYMGCARo2eoq7U8V7gwIEDGDhwIBwcHHDt2rUiTUeUlJSEhg0bIiwsDKtXr8bUqVOVmPQf2ddNxX30mb2t1A1Uli5dKo52lX3dZ2pqKo521bRpU3FddSqK6+npwdDQELGxsXmuExsbC5lMlmejJSMjI8hkMhptohjS0tLQs2dPnD59Grq6ujh48GCRp4dSJkEQYGpqig0bNshdPmnSJCQkJMDb2zvPz2z2OlIVxTVx1BdCCCH5o6I4UQvt27dHUFAQtm/fnmuu2sLYuHEjfvrpJzg6OuLkyZNKSJgbFcWl9/r1a+zfvx8nT54Uey1/iTEGKysr1KpVC23atIGbm5vazrUFqOeDDuBzC+OBAwfi6NGj4o2Ira0tatasiTJlykBXVxfx8fH48OED7t27J7bgZoyhZ8+e8PX1lfuQjBSNuh4f2V69eoUHDx7g7du3iI+PFxunmJiYwM7ODrVq1UK5cuVUHTNfb968gY+PD3x8fBAeHg7g83HMGEOzZs0wYMAAODs7w9LSUiX5bty4ASsrq1xDXP/99984dOgQ7t+/j+TkZNjY2KB+/fpwdnZW2dDp2Xr06IHAwEDY2Njg4MGDaNGiRYHbnDt3DoMGDUJ0dDRGjhwJd3d3CZL+o2zZsoiKikJycnKxzl0ZGRkwMDCAhYUF3r9/r4SEOX35cJcxhmrVquHgwYNFmqZFlcOAfi16qETUBR3TpCTasGEDpkyZAhMTE2zatAmDBw8udKPjy5cvo0+fPvjw4QNWrlyJ6dOnKzltyaaO9wJZWVmwt7fHs2fP0L59e/zxxx8wMDAocLvExES4uLjgxIkTMDc3x7Nnz2BqaipBYqBNmzYKG9FMyul9soWEhMDLywv+/v45RruqWrUqhg8fjiFDhqBSpUpqUxTPvsZMTk4uUqOJbDExMShTpgwNn/4V0tPT0bdvXxw7dkztCuOKuHaSspHK1zaqySZ1oxpCCCH5o6I4UQtWVlb4+PEjPn78CDMzsyJvHx0dDSsrK1hZWYm9WpVNEARYWlrixo0beV4gNWjQAB8/fsSLFy/yvYiiOT3zl56ejunTp2P79u3IzMws1AUpYww6OjoYO3Ys1qxZoza9Rr6kjg86AGDAgAFi76chQ4Zg+vTpec4HLZPJEBISgg0bNiAgIACMMQwZMgS7du2SMnKJpI7HR1JSEjZt2gQfHx+EhYUVuH6lSpUwfvx4jB07FkZGRhIkLL4rV67Ay8sLfn5++PTpE4DP5xEtLS20bdsWp06dkixLeHg4Bg0ahNu3b+doLJaSkoIffvgBu3fvBvDP6A3ZDxa0tbUxc+ZMzJ8/v9jDgH+tt2/folGjRoiIiIAgCOjWrRsGDBgAR0dHWFhYiOvFx8cjKCgI+/fvh5+fH2QyGWrUqIGrV69K9pA0W9u2bREcHIyTJ0+iY8eORd7+zJkz6NSpk2RzoQuCACsrKwwaNAjr168HYwx6enpYv349xowZU6h9qKIovmjRIixfvhwZGRlf/WBJJpMpKBUhxUfHtOZ49OgRZs+eDcYYDh06pOo4ai0zMxOtWrXC1atXwRiDmZkZLly4gDp16uS5zfXr1zF16lRcvnwZnHPUrFkTN27cKFSxlORNHe8FAODixYvo0KEDMjMzYW1tjRkzZqBXr16oXLlyrnXDw8MRGBiIVatW4cOHD2CMwdfXF/369VNBcs2W12hXjDHxv1+8eIHy5curNGd2h5dTp06hQ4cORd5+//79GDx4MLp3744//vhDCQlLBh8fn3yXp6enY+7cuXj//j10dXWxdOlSWFlZyV136NChyogol6ZNLZI9fLoirh1at26tgESEEEIUgYriRC3o6uqiVKlS+Q6xVBALCwskJSWJc8opG/UOkYZMJkPHjh0RFBQEzjns7e3RoUMHVK9eHXZ2djA0NISenh7S0tKQnJyMiIgIPH78GGfPnsWjR4/AGEP79u1x/PhxtSuMq+ODjgsXLqBt27bQ0tLC3r17izSc5/79++Hq6grOOa5evYqGDRsqMWnJp27Hx7Vr19CnTx+8ffs2x8N/IyOjXJ/DxMREcTljDHZ2djh+/HiRhtNWlbS0NBw+fBje3t44e/as+JBJquJhdHQ0vv32W7GB17p16zB58mRwztGpUyecO3cOnHPY2dmhSZMmMDc3R0xMDK5evYq3b9+CMYb+/ftj//79kuSV5+nTp+jVqxcePHiQ43vSwMBAzJuamiq+zjnHt99+i8DAQJWMLrBixQrMnj0bHTt2LFbjB0dHR5w7dw4rVqzAjBkzlJAwpy/PDV5eXpgwYQJSU1PBGIOLiwt27NghzsWYF1WNZBMUFIQePXogKSlJJaMCEKJodExrhpCQELRs2VLS7/Pg4GDo6uqiSZMmkvw+RUpISMC4cePg6+sL4PO1ibm5eZ7rnz17Fo6OjgCA7777DkePHlX70YI0gbrdC3wpICAArq6uSElJEa/1LC0tYWdnByMjI8TExCAqKgoxMTEAPl/r6evrY+vWrRg2bJgqo5cIb968wa5du7B79+4co11paWmhTZs2GDBgAPr27St5Q1MAWLZsGebOnYtevXohICCgyNtnN1bdsmULxo0bp4SEJYOmPo98+fKlwvZVsWJFhe0rL+p8HiaEEPIVOCFqwMTEhJcqVarY28tkMq6np8eNjIwUmCp/jDGF/AiCIFlmTbRp0ybOGOOmpqY8ICCgSNseOnSIm5qackEQ+Jo1a5SUsPgYY9zW1lbVMXIYOXIkFwSB//zzz8XaftKkSZwxxn/88UcFJ/vvUafj49WrV9zc3Jwzxnj58uX5ypUr+c2bN3lCQoLc9RMSEvjNmzf5ihUrePny5TljjJuZmfFnz55JnPzrRERE8GXLlnF7e3vJfufUqVM5Y4xXqFCBX7hwQXzd09OTM8a4jo4O37p1K8/KysqxXVZWFnd3d+f6+vpcEAS+f/9+yTLLk56ezteuXcsrVaqU73egra0tX7FiBU9PT1dZ1vfv33NjY2MuCALftGlTkbZduXIlZ4xxY2NjHh0draSEOf373HD37l1eo0YN8ZrC3t6e37t3L9992NjYqOz649y5c1xbW1stjlNCFIGOafV36dIlye+7GGPczs5Ost+nDE+ePOHbt28vcL1Xr17xQYMG8T179vDMzEwJkv03qNO9gDyPHj3iXbp04YIg5Hutp6+vz11cXHhYWJiqIxdKZmYmj4uLU3WMQrt8+TIfPXo0NzMzy/GMSU9Pj3fv3p3v27dP0jxv3rzhOjo6XBCEIv/uL5/9xMfHKylhyUDPI6Wh7udhQgghxUM9xYlaqF+/Pu7evYvHjx+jSpUqRd7+8ePHqFGjBqpXr45Hjx4pIWFuihwemlpL561hw4a4desW9u/fX6Rey9n8/Pzg4uKC7777Drdv31ZCwrwFBwfnu7xNmzawsLDA4cOHCxx2s1WrVoqMlqdatWohLCwM4eHhqFq1apG3v3v3LurVq4f69evjxo0bSkj436FOrZLHjx+Pbdu2oVmzZjh+/DhMTEwKvW1CQgI6d+6My5cvw83NDR4eHkpMqvlq1KiBJ0+e4NixY3BychJfzx6KcNmyZZg1a1ae23t6emL06NGSDeVdGDdv3sTly5fx7NkzJCYmwsDAABUrVkTjxo3RtGlTaGlpqToi1qxZgxkzZkAQBMycORNz5szJt7d1fHw8Zs+eja1btwIAduzYATc3N0myyjs3JCUlYcyYMdi/fz8YY9DX18fGjRsxcuRIuftQVU/xbNm9862srPD48WMYGxurJAchikLHtHpTRU/xgq7jGjVqhI8fP+Lp06eS5CGaR53uBfLz/PlzHD9+HHfu3EFkZCQyMzNhaWkJW1tbNGnSBE5OTgWOYCOVR48eYcWKFejVqxd69eold53g4GA4OjqiR48eWLBgAWrXri1tyGJKTU3F4cOHsWvXLnG0K+DzcST1yIQzZswQp7BbuHAhpk+fDl1d3TzXl8lkWLhwIZYvXw6ZTIZVq1Zh2rRpEibWPJrW41pTacp5mBBCSNFQUZyohSlTpmDjxo1YsGAB5s+fX+TtZ82ahdWrV2Pw4MHiXKukZDAxMYFMJssxHHNRcM5hbGwMmUyG5ORkBafLnyYOaWVmZobU1NQcQxsXhUwmg56eHkxMTPDx40cFp/tvUacbsMqVK+PVq1cICwtDtWrVirx9dsOlsmXL4vXr10pIWHIYGBiAMYbExMQcc65l/xu8e/cOlpaWeW6fmZkJExMTlCpVCh8+fJAiconh5uYGb29vMMZgbGyM7t27o3HjxihXrhxMTEyQkpKCyMhIXL58GQEBAUhMTATnHJMmTcL69esly5nfuWHHjh346aefxOFMBw8ejG3btsHQ0DDHeqouistkMjg4OODhw4eYO3cuFi9erJIchCgKHdPqTR2L4qo+DxP1p073AiXB+vXrMXPmTGRlZWHcuHHYsmWL3PUWLVqERYsWgTEGHR0drF27FuPHj5c47deJjIyEj48PvL29ER4eLhbIpZKeng4nJycEBQWBMQYrKyv07NkTjo6OqFChgjid0tu3bxEUFAR/f39ERESAc17sYdcJUQY6DxNCSMlERXGiFrJ7l5YqVQpBQUH4/vvvC73ttWvX0LZtW6SmpuL3339H9+7dlZg0b0lJScjIyICZmZnc5dHR0fDz84OzszPKlCkjbTgNZmRkBOBzb9PiFJizsrJgbGwMHR0dfPr0SdHx8vVlQetrSPkAT0dHB+bm5nj//n2x92FhYYHExESkp6crMFnJo6jesVI0mtDX14ehoaE4L2BxWFhYICkpCWlpaQpMVvJYWFggNTU1VyOe7BFVkpKSoK+vn+8+SpUqBUEQkJCQoMyoJdLKlSuxYMECpKen5/udk93gas2aNRg1apSECQt+OPP333+jf//+CAsLA2MM9vb28PPzQ61atcR11KEYc+XKFRw8eBClS5fG3LlzVZaDEEWhY1p9UVFcOY4cOYJjx47hzZs3sLS0hKOjI5ydnaGjo6PqaBpBk+4FNN2WLVswadIkcM5haGiIadOmYdGiRXLXvXHjBnbt2gUfHx/xGYSHhwdGjBghcWrFuHTpElq0aCH5701LS8OkSZPg4eEBznmB19UAMG7cOGzcuBHa2tpSxSQkX1QUJ4SQkomK4kRtDBw4EAcOHICZmRl27tyZ53BWXzpw4AAmTpyIjx8/okmTJggJCVF+0H9JT0/HokWLsHHjRvz666+YNGmS3PUOHjyIAQMGwNDQEJMnT8aiRYvoYr8QGjVqhJs3b+LAgQPo169fkbf38vLCyJEj0bhxY1y5ckUJCfN24cIFhe2rdevWCttXfhRx0V8SHvJJQZMaTVhbWyMmJgYfPnzIs+FPft6/fw9bW1tYWVnh7du3ig9YgrRo0QJXrlzB0aNH0aVLF/H1qVOnYsOGDble/7eTJ0+iS5cucHBwwN27d6WIXOJERkZiw4YNOHbsGB4+fJhreosqVaqgX79+mDhxIsqWLSt5vsKcp5OTkzF27Fjs3bsXjDEYGBhg8+bNGD58OAA6TxNC/luoKF50oaGh2LRpE+7cuQM9PT04Ojrixx9/hImJCdLT09GnTx+cOHEi13bVq1fH4cOHYW9vr4LUmkWT7gU02evXr2Fvb4/U1FQ4OTnB09MTNjY2BW737t07DBo0CEFBQTAyMkJ4eHihtlMnp0+fxpgxY/DixQuVZbh9+zbWr1+PI0eOyO2kYGhoiC5dumDq1Klo0qSJChISkrddu3bBwMCgWFM5EkIIUV9UkSNq47fffsOdO3cQFhaGvn37ok6dOujVqxeaNm0KOzs7GBkZISYmBlFRUQgJCcGxY8dw//59cM5RoUIF+Pr6Sp45Pj4ejo6OuH79OjjnCA4OzrMofu3aNQCfH1SvWLECwcHBOHXqVK4hTUlObm5uuHHjBtzc3JCQkIBhw4YV6gEC5xze3t6YMGECGGMqadktVSGbaKYFCxaoOkKhtWzZEocPH8asWbOwffv2Im8/ZcoUAECrVq0UHa3EGThwIC5fvoxRo0bhwoUL+OabbwAAEydOhLu7OyZPnoz69evLfSgXHh6OUaNGgTGGvn37Sh29xLCzs8PKlSuxcuVKfPr0CZGRkYiLi4OOjg4qVKgAKysrVUcskKGhIXbv3o02bdpg0qRJSE5OxsiRI3HhwgVs27ZN1fEIIYSosZ07d+KHH35AZmam2DDs4sWL8PHxwblz57Bq1SocP34cwOeGk5UrV0ZkZKQ41Y6joyNCQ0PFEb+IfJp0L6DJtm3bhpSUFDRq1AhHjhwpdA99GxsbHD9+HPXr10dYWBjc3d2LNdXf10pMTMSePXtw5coVvH//HjY2NnBycoKzs3Oez0U+ffqEKVOmYNeuXRKnza1evXrYtWsXsrKyEBoaimfPniExMREGBgaoWLEi6tSpAz09PVXHJESuYcOGqToCIYQQJaCe4kStREdHo3///ggKCgKAQg2x1LZtW/j4+Kikt1aPHj0QGBgIAOjduzemTZuGZs2a5bn+rVu3sGLFCvj7+4MxBmdnZ5UU8zUJ5xwDBgyAn58fGGOwsLBA69atYW9vj3LlysHQ0BC6urpIT08X53sNDw9HcHAw3r17B845unbtiqNHj6r6Tym2pKQklCpVSpLfRT3FiTw3btxA06ZNIZPJ0KpVK0yZMgVt27aFsbFxntskJyfjwoULWLVqFYKDgyEIAv766y/Ur19fwuSaJysrC82aNcP169fF4R0HDx6M6tWr48iRIxg4cCCMjIwwefJktGrVCkZGRnj9+jUCAwPh4+ODtLQ0lCtXjh5Gl2BFPU8/ePAAzs7OePToERhjqFu3Lp4+fYqEhASVnqdp2hlS0tAxrb6op3jh3bt3Dw0aNEBmZiaqV6+Ozp07QxAEnDp1CqGhoWjevDlu3rwJANi6dSuGDh0q3rOfOXMGgwYNQkxMDNauXYvJkyer8k8hBMA/I8+dOHECjo6ORd4+ICAA/fr1U8nIc+fOncPAgQPx8ePHXMsaNGiAwMBAWFpa5nj9jz/+wPjx48VnIQYGBkhKSpIqMiGEEEKI2qOiOFFLfn5+2LJlC0JCQuQ+KDAzM0OXLl0wZMgQODk5qSAhcPbsWTg6OkJbWxteXl4YPHhwobfdtm0bxo8fD8YYLly4oJI5njTN0qVLsWbNGnHIrcI0mNDX18eMGTMwd+5cjZ3b7tSpUxg7dqxkQ55RUZzk5ciRIxg0aBCSk5PBGANjDDY2Nnk2TomMjIRMJgPnHDo6OtixYweGDh2q6j9DI8TFxcHZ2Rnnzp0Tz3UGBgawsrJCXFwc4uLi5J4DOecoW7YsTp06lWP+aJK/8ePHK2Q/jDFs2bJFIfvKT3HO08nJyfjhhx+we/duMMbEuR1VcZ4uyrQzAwcOhIGBAU07Q9QaHdPK5+bm9lXbv3//HsePH6eieCGMGzcO7u7ucHFxwZ49e8RetZxzODs7IyAgAIwxzJ07V+6czAcOHMDAgQPRvn17nDlzRur4hORibm6O+Ph4JCUlQV9fv8jbp6SkwMTEBMbGxoiJiVFCQvmePXsGBwcHpKamgnMOa2trVKxYES9fvkRUVBQYY2jevDmCg4MBfJ7De+LEifD09ATw+TPbvHlzeHp6onr16pLlJoQQQghRd1QUJ2otPj4ef//9NyIjI5GZmQlLS0vY2trC3t6+0MNeKcuQIUOwb98+/PDDD8V6CD5s2DDs3r0bI0aMEG9cSP4SEhKwf/9+nD9/HqGhoYiMjER8fDwyMzNhYGAAY2NjlC9fHrVq1UKbNm3Qq1evYs1/rGiKGPJMygd4+TU4KAxVFluIcj158gS//vor9u3bh4yMjALXNzAwQPfu3bFo0SLUqFFDgoQli7+/Pzw8PPDnn38iMzMz33VtbW3h6uqK2bNnw8TERKKEJYOmnfe+Zm47Ly8vTJw4UWzcIvV5+t/TzvTp0wf+/v5y150+fTrWrl0L4HODg2bNmtG0M0Tt0DEtDU07TwOaWxSvWbMmwsPD8eTJE1SuXDnHsqdPn+Kbb74BYwx37tyBg4NDru1TU1NhZGQEGxsbvHnzRqrYhORJV1cXJiYmiI6OLvY+SpcujYSEBKSnpyswWf6yG6iYm5tjx44d6NOnD4DP5zJfX1+MGTMGycnJOHbsGFq0aIEuXbogJCQEnHMYGRlh+fLlmDBhgmR5s1WpUkUh+2GM4enTpwrZFyGEEELIl6goTkgxVa1aFS9evEBYWBiqVatW5O3v3buHunXrolq1aggPD1dCQqIONG3Is8LM114YVBQvups3b8Lc3DzHg4R+/frl2SPBxcUFY8eOlSpeDomJiQgJCSmwcUqjRo3oYb8CJCcn48GDB3j06BHi4uKQmJgIADA2Noa1tTUcHBxQo0aNry4Y/Fd9WWypUqUKypUrV+x9nT9/XlGxlObhw4c4ePAgAOnnM6VpZ0hJQ8e0NCpVqqSw77jnz58rZD8FEQQBFhYWOHz4MOQ9cunduzfi4uIQFBQkd/mXWrVqpayYuZibmyMtLQ3Jyclyl5cqVQqpqan49OlTntO0WFpaIikpKc99EPk06V5Ak1haWiIhIQHJycnFutdNT0+HoaEhjI2NERsbq4SE8jk4OCA0NBS7d+/GoEGDci1fv349pk6dipEjRyI+Ph5+fn4AgPbt28PT0xMVKlSQLOuX6HkCIYQQQtQdFcUJKSZDQ0NwzsXeVsXdB2OM5ngqoTRxyDN5wyAWl9TFFk11//59jB49GteuXcPs2bOxZMkScVl2LyJ5X9UGBga4d+8eqlatKmVcQkqcb775RuyJIggCmjVrBhcXF/Tr1w/W1tYqTldy0LQzpKShY5rkRxG924HPhaGCRotRJEEQYGlpiaioKLnLra2tER0dnW+xSl17wasruhdQrtatW+PSpUv466+/0KBBgyJvf+XKFTRv3hx169bFrVu3lJBQPjMzMyQnJyM+Pl7usO/ZI9CZm5sjLi4OOjo6WLlyJSZPnixZRnlGjBihsH15eXkpbF+EEEIIIdloEjOiFq5du6awfTVq1Ehh+8oP51wsaheXrq4uUlNTFZiq5IuKisKpU6fw4MEDvH37Vuyhmj0smp2dHWrVqoVWrVqprHV0tlWrViElJSXfIc9CQkJw8uRJtRnyjArZ0rp58ybatm2LpKQkcM7x8uVLuet92QuEc47du3cjNTUVc+bMUXkPs6ysLCQkJIifQyMjI4X1ECBECo8fP8bt27dx4MAB+Pn54dKlSwgJCcFPP/2E1q1bY8CAAejTpw8sLCxUHVWjeXt7AwBGjx5dpOIh8HkI0StXrmD37t3w8vKiAiJRC3RMk4Joav+D/KYpo2s8xSoJ9wLqztHRERcvXsSWLVuKVWTdsGEDGGNo2bKlEtLlLTExERYWFnnOg25lZQVDQ0PExcXB0NAQgYGBaN26taQZ5aFCNiGEEELUHfUUJ2pBE1vSV6lSBa9evUJsbCyMjY2LvH1sbCxKly6d71xz5B/Xr1/HvHnzcPbs2RwPmL78738fQ126dMH8+fPRsGFDyXJ+SVOHPCPSyMrKQs2aNfHkyRPUrl0bO3bsQJMmTXKsk1dPG09PT4wePRra2tp48uSJpMfK69evsX//fpw8eRIPHjzINT8fYwxWVlaoVasWWrdujZEjR8LOzk6yfIR8revXr4sF8tevX4MxBm1tbbRv3x4uLi7o3bs3zdteDDTtDClp6JhWDc45Hj9+DFNT01yjeaSmpmLbtm04evQooqKiUKlSJQwaNAgDBgyQvJh74cIFhe1LykKXIuZCp57ihaOp9wKa5t27d6hcuTIyMjKwdetWjB49utDbenh4YMyYMWCM4caNG6hXr54Sk+ZU0GcR+Of4WL16NaZOnSpZNkIIIYQQTUZFcaIWNHHeof79++PQoUM4ePAg+vbtW+Ttvb294ebmhvbt2+PMmTNKSFhybN26FZMnT0ZWVhY45zA1NUXVqlVhZ2cHQ0ND6OnpiXPfRURE4OnTp4iPjwcA6OjoYPv27Rg+fLjkuTV1yDMijX379mHIkCEoV64cbt++jdKlS+daJ7+HivXr18fdu3exYsUKzJgxQ+l509PTMX36dGzfvh2ZmZmF6v3EGIOOjg7Gjh2LNWvWQFubBqghmuXq1avw9fXFoUOHEBERAcYYdHV10alTJ7i4uKBHjx4oVaqUqmNqBJp2hpQ0dExL78CBA5g9ezZevHiB9evXY+LEieKymJgYdO7cGTdu3ADwT8NZxhhat26N33//nRo0FQIVxaWjafcCmmzx4sVYuHAhBEHAjz/+iJ9//hk2NjZ5rv/hwwfMnz8fHh4ekMlkcHNzw44dOyRMXLSieFRUFMqUKSNhOkIIIYQQzUVPp4laeP78eZG3iY+Px8yZM3Hq1CkwxsA5x8iRI5WQTr6+ffvC398fixcvRrdu3aCnp1fobZOSkrBq1SowxtC5c2clptR8ly9fxsSJEyGTydCjRw/Mnj0bDRs2zPfhI+cc169fx6+//oqjR49i5MiRqFKlClq1aiVhcs0c8uzgwYMK21f//v0Vtq+SKDAwEIwx/PLLL3IfghVk/PjxGDNmDM6fP6/0B2EymQydO3dGUFAQOOewt7dHhw4dUL169Twbpzx+/Bhnz57Fo0ePsHnzZjx8+BDHjx+nwjjRKE2aNEGTJk2wfv16XLp0CQcOHMChQ4dw5MgRHD16FPr6+ujSpQtcXFzQrVu3PM/3hKadISUPHdPS2rJlCyZNmiQWuz9+/Jhj+fjx43H9+nUAQPny5TFw4ECkpKRg7969uHDhAoYOHYrff/9d6tgaKT09HRcvXpTbADI9PR0A8lz+5Tokf5p0L6Dp5s2bh/v378Pf3x+bNm3Ctm3b0LhxYzRt2hR2dnYwMjJCTEwMoqKiEBISghs3bogN8h0dHbF582ZV/wn5ooI4IYQQQkjhUU9xopFOnjyJsWPH4s2bN+Cco3LlynB3d0f79u0ly5CVlQV7e3s8e/YM7du3xx9//AEDA4MCt0tMTISLiwtOnDgBc3NzPHv2DKamphIk1kx9+vTB77//jrFjx2Lr1q1F3n7cuHFwd3dH165dcfToUSUkzJsmDnmmiVMZaKpq1arh+fPniIiIyLOnQn69Q6KiomBra4sKFSrgxYsXSs26efNmTJo0CSYmJvDy8kLv3r0LvW1AQADc3NyQkJCgNse5OqtVq5ZC9sMYw4MHDxSyL5IT5xzBwcE4dOgQDh8+LJ7jjYyM8OnTJxWnU1807QwpaeiYls7r169hb2+PlJQUNG/eHHPnzkWrVq3Ee69r166hSZMmYIyhSpUquHbtGszNzQEAb968QdOmTREZGYnTp09Ler+oiRRxL8A5l3QEN02lSfcCJQHnHIsXL8aKFSuQlpaW53Ge/YjU0NAQM2fOxJw5c6ClpSVlVABFe5ZAnzVCCCGEkMKj7lpEo8TFxWHy5MnYs2cPOOcQBAETJ07EsmXLYGhoKGkWLS0t7Ny5Ex06dMC5c+dQtWpVzJgxA7169ULlypVzrR8eHo7AwECsWrUKHz58gCAI2L59OxXEC3DlyhVoaWlh2bJlxdp+xYoV8PDwwOXLlxWcTLGGDh2q6ggiaisljffv38PQ0DDfofvy+7ewtraGgYEBPnz4oIx4OezatQuMMbi7uxepIA58btiSlZUFFxcX7N69m4riBYiOjkZ0dLQ4AkpxKaJxC5GPMYamTZsiMTERCQkJ2LdvHzIyMpCYmKjqaGqtQYMGePnyJU6fPl2saWf++OMPAEDt2rUVHY2QYqFjWjqenp5ISUlBt27dcPjw4VwFqn379on/vXDhQrEgDgDlypXDokWLMGrUKOzbt0+yoviqVasUtq+ZM2cqbF+FQfcC0tCke4GSgDGGBQsWYNSoUdixYweOHTuG+/fvIy0tTVxuYWGBJk2aoGfPnujdu3exevATQgghhBD1Rj3FicYICAjAjz/+iKioKHH4Xk9PTzRt2lTluVxdXZGSkiIWISwtLXMNwxUTEwPg842tvr4+tm7dimHDhqkyukbQ19eHoaGh+P4Vh7m5OVJTU5GSkqLAZAX7r7Tufv36NcaMGYPTp0+Dcw5dXV3Mnz8fs2fPVnU0taanpwdDQ0PExsbmuU5sbCxkMlmeD2SMjIwgk8mQnJysrJgAABMTE8hksmIX/TjnMDY2liSrpouJicHQoUNx/PhxMMbQrVs31K9fv1j7WrBggYLT/belpqbixIkT8Pf3R2BgoPh54JyjXLly6NevH9auXavilOrrwIEDGDhwIBwcHHDt2rUiTzvTsGFDhIWF0YgTRG3QMS2dZs2a4a+//sK1a9fw/fff51peo0YNPH78GPr6+oiJick1lcXHjx9haWmJb775BmFhYZJkVtToSwAkvU+4cOGCwval6mmh1J0m3QuUVDKZDB8/fkRmZiYsLS3VaponQRBgZGSE6dOn57nO6tWrkZycXOA1//z58xUdjxBCCCFEY1FRnKi99+/fY8KECQgICADnHNra2pgxYwYWLFgAXV1dVccDAISFhWHq1Kk4efJkvq259fT00LNnTyxevBjVq1eXMKHmqlKlCl6+fInw8HBUrVq1yNv//fff+O6771C5cmU8ffpUCQnz9l8oim/btg0///wzEhISwDlHkyZN4OnpiZo1a6o6mtrL/rdPTk4u0oP0bDExMShTpowkQyYaGRkBABISEor1gDcrKwvGxsbQ0dGh4aULITMzEwMGDEBAQACsra1x9+5dWFlZqTrWf1JycjKOHTsGf39/HD9+HMnJyeL3fHYh3NnZWeUN9DQBTTtDSho6pqVja2uLuLg4JCcn57oOefv2LcqWLQvGGNq2bYuzZ8/K3YepqSk454iPj5ciMipVqlSsa6aMjAxERkaKI8bQMOQllybdC5QkSUlJyMjIgJmZmdzl0dHR8PPzg7Ozs0rn6tbUhjWEEEIIIepOUHUAQvKzZ88e1K5dWyyI161bF9euXcOvv/6qNgVx4HPvhGPHjuHJkyfYtGkTRo4cic6dO6Njx44YNGgQpk2bBj8/P0RHR8PX15cK4kXQuXNncM4xdOhQxMXFFWnbjx8/YtiwYWCMoWvXrsoJ+B/19OlTtG3bFhMmTEB8fDwMDAywdu1ahISEUEG8kLLnjr548WKxtj916hQA4LvvvlNYprzUqlULKSkpOHToULG29/HxQWpqqsLmyy7ptLW1sWfPHnz77bd4//49fvzxR1VH+k9JSkqCr68v+vXrBysrKwwYMAB+fn5ISkpC2bJl8dNPPyEkJASvXr3C2rVrqSBeSNnTzmhra4vTzqxbtw7Pnz+Xu354eDjWrl2LatWq4eTJkzTtDFE7dExLJyYmBiYmJnILRMHBweJ/F9QzWSaTKTxbXl68eIHnz58X6cff3x+lS5cWC+KlS5eGj4+PZJkVITMzE/7+/nB0dFR1FLWnSfcCJUF6ejrmzJkDGxubfD9Xf/75JyZMmIBKlSphzpw5yMzMlDBlTpxzhfwQQgghhJB/UE9xopYiIiIwZswYsee1np4e5s2bh1mzZuWaQ46UbO/evUPdunXx4cMHmJqaYvjw4WjXrh3s7e1Rrly5HMMjpqWlITIyEuHh4fjzzz/h6ekptqD/+++/YW1tLWn2kjjkGecc69atw/z585GSkgLOOdq2bQsPDw9UrlxZ1fE0yrJlyzB37lz06tULAQEBRd6+bdu2CA4OxpYtWzBu3DglJPzHtm3bMH78eBgZGWHDhg0YNmwYBKHgdnWcc3h7e2PChAlIS0vD1q1bMWbMGKVmLUkePXqE7777DpmZmTh//jxatWql6kglVnx8PI4cOQJ/f3+cPn0aaWlp1CNcSWjaGVLS0DGtfFZWVkhOTpY7jcsPP/yA7du3gzGG4OBgNG/ePNc6nz59grm5udr2qE1LS8OCBQuwdu1aZGVlgXMOZ2dnbN68GZaWlqqOVyhPnz7Fjh074O3tLc5xTb1T86dJ9wKaLj4+Ho6Ojrh+/To45+jTpw/8/f3lrjt9+nRxOhzGGJo1a4ZTp07B0NBQysiEEEIIIURJqChO1M727dsxa9YsGo6ZiJ49e4auXbsiLCxMbg8RHR0dZGRk5Hqdc45q1arB398f3377rRRRcyhpQ56FhobCzc1NfJhgYmKC1atXY/To0aqOppEiIiJQuXJlZGVlYc+ePRg4cGCht928eTMmTZoEExMTvH79GsbGxkpM+vmzlN1bljEGCwsLtG7dWmycYmhoCF1dXaSnpyMlJUVsnBIcHIx3796Bc46uXbvi6NGjSs1ZEk2ePBmbNm1CmzZt8Oeff6o6TonUvXt3nD17Funp6VQIlwhNO0NKGjqmlatx48a4ceOG3OmUypcvj4iICJiamiI6OlpuA+rs+d9bt26N8+fPSxW7UEJCQjBy5Eg8fvwYnHPY2Njgt99+Q69evVQdrUCZmZkICAiAu7s7goKCcvRK1dPTQ0pKiooTqjdNuhfQdD169EBgYCAAoHfv3pg2bRqaNWuW5/q3bt3CihUr4O/vD8YYnJ2d4evrK1VcQgghhBCiRFQUJ2rj2bNnGDVqFC5cuADOOQwNDbF06VJMnjxZYYVFormyHxZs27YN169fz3f4Q21tbTRr1gwDBgyAm5ubyobaL0xP2sKScrjHf8vKysLy5cvx66+/ikWjrl27Ytu2bShbtqzKcpUEM2bMwJo1a6CtrY2FCxdi+vTp+R6vMpkMCxcuxPLlyyGTybBq1SpMmzZNsrxLly7FmjVrxHnB8zs3Z19e6OvrY8aMGZg7dy50dHQkyVmSZGVlITExEYwxmJiYqDpOiZR9rmaMoUmTJmIhvDjXHo0aNVJ0vBLt+fPnOH78OO7cuYPIyEhkZmbC0tIStra2aNKkCZycnFCqVClVxySk0OiYVo558+bh119/xeTJk7Fu3Trx9aNHj6Jnz55gjGHo0KHw8vLKta1MJsP333+Pe/fuYfHixZgzZ46U0fOUnJyMn3/+Gb/99pt4nT98+HCsXbs2z7mO1cWTJ0/g7u6OXbt2ITo6GsA/133NmzeHq6sr+vfvr/Z/hzrQtHsBTXT27Fk4OjpCW1sbXl5eGDx4cKG3zR4tizGGCxcuoEWLFkpMSgghhBBCpEBFcaIW1q1bh3nz5onDMbdr1w4eHh6oVKmSqqMRNZScnIywsDBERkYiPj4emZmZMDAwgLGxMcqXL4/q1atDW1tb1TFLhFu3bmHkyJG4d++eOLfhhg0bMGjQIFVHKxHS09Ph5OSEoKAgMMZgZWWFnj17wtHRERUqVIC5uTliYmLw9u1bBAUFwd/fHxEREeCcF3uoxa+VkJCA/fv34/z58wgNDc3zc1irVi20adMGvXr1ooeiRK0palQPxphK550khJCS6vXr17C3t0dqaiomTpyI3r174+HDh5g7dy5iYmKgra2NGzdu5BoZKikpCWPHjsW+ffugr6+P0NBQtbi/PHv2LMaMGYOXL1+Cc46KFSvC3d0dHTt2VHW0PGVkZOToFQ78UwivXr06hgwZgiFDhqjF+6tJNPFeQNMMGTIE+/btww8//IAtW7YUefthw4Zh9+7dGDFiBDw9PZWQkBBCCCGESImK4kQt/PuBtJ6eXrH2wxhDUlKSomIR8p+Vnp6OBQsWYM2aNRo7t6GmSEtLw6RJk+Dh4QHOeaF6X48bNw4bN26kxh+EKEBJGdWDEEJKMg8PD4wbNy7H8PTZ/71gwQIsWLBAfP358+eYM2cOTp06hbi4OADAwoULMW/ePEkz/1t8fDymTp0KLy8v8Zpv/PjxWLFihdqOIPD48WOxV/jHjx/F99zMzAxxcXFgjCEhIYHmW/4KdC+gXFWrVsWLFy8QFhaGatWqFXn7e/fuoW7duqhWrRrCw8OVkJAQQgghhEiJiuJELSjqgTRjTC3mXibK8enTJ/z111+IjY2FjY0NmjRpUuwGFCRvly9fxsiRIxEeHq5xcxtqstu3b2P9+vU4cuSIODz5lwwNDdGlSxdMnToVTZo0UUFCQkqmly9fKmxfFStWVNi+CCGE5HTy5EnMnz8fN2/eBOcc5cuXxy+//IJx48blWO/OnTuoX78+gM/3h7Nnz8aSJUtUEVl05MgRjB8/Hm/fvgXnHNWrV4eHh4daDseckZEBf39/uLu7Izg4GMDnYqwgCOjYsSOGDx+Onj17wtDQkIriCkT3AsphaGgIzjmSk5OLPTJQ9rFOHTAIIYQQQjQfFcWJWti1a5fC9jVs2DCF7Yuoh6SkJMyaNQuenp5IT08XXzc2NsaMGTMwe/ZsmndeQSZPnowtW7ZAJpOBMYbOnTtjzZo1MDc3L/K+rKyslJCw5MvKykJoaCiePXuGxMREGBgYoGLFiqhTp47aNAIJCgqCra0tatSoIXf5kydPMGfOHAwbNgxdunSROJ1mq1KlCqysrHD16lVVRyGEEELUUmpqKpKTk2FhYSF3+fv37zF48GDUrl0bY8eORc2aNSVO+I+PHz/ixx9/xMGDB8E5h5aWFqZOnYrFixerzXXdl6ZPn45du3YhJiZG7JVcq1YtuLq6wtXVFXZ2duK62aO9UVFcsTThXkCTGBgYwNDQEB8/fiz2PszMzJCamorU1FQFJiOEEEIIIapARXFCiFqTyWRo164dLl68CHmnK8YYBg4ciD179qggXclDc+uS/Dx79gzDhg3D5cuX8x2GdPv27fjhhx/AGEPTpk2xd+9e6kFbSIIgwMbGBpGRkXKXr127FomJiZg/f77EyQghhBBSFL6+vpg8eTKio6PBOYeDgwN27tyJ77//XtXR8pR9L1C1alX06dMHLi4uqFevXr7rUlGcqLMqVarg1atXiI2NhbGxcZG3j42NRenSpfO9PieEEEIIIZqDJiAihKi1vXv3isP2DRkyBG5ubrC2tsazZ8+wdetWHD9+HPv378fQoUPh6Oio4rQlA7WVIvKEhoaidevWYs+h/HoyZ2RkoHTp0vj48SOuXLmCJk2a4OLFi8Wax4/ktHr1arx//56K4oQQQoga69WrF44ePSrOEd2lSxf88ssvyMrKwrVr14q0r0aNGikpZd50dHQQFxeHyMhI1KlTBzo6OpJnIEQRGjRogJcvX+L06dPo27dvkbf/448/AAC1a9dWdDRCCCGEEKIC1FOcEKLWsh8o5TUX4KhRo7Bz504MHjwYu3fvVkHCkuXChQsK21fr1q0Vtq+SqEqVKiA+81AAABKQSURBVArZD2MMT58+Vci+8pKZmYlvv/0Wjx49gomJCZYsWQI3NzeUKlUqz20yMjKwY8cO/PLLL0hISEC9evVw/fp1CIKg1KyarqCe4ra2tnj//j2ysrIkTkYIIYSQwtLU0ZeWLl2K3bt34/Hjx2J+U1NTuLi4YOjQoWjatKm4LvUU/zqadC+gyQ4cOICBAwfCwcEB165dK9IQ9ElJSWjYsCHCwsKwevVqTJ06VYlJCSGEEEKIFKgoTtRCdk9gRWjVqpXC9kVUr3Llynj9+nWew52FhYWhZs2aqFGjBh4+fKiChIQUj6KKw4wxpRdIvb294ebmBgsLC1y8eLFIc3Nev34drVu3RlpaGvbu3YsBAwYoManmo6I4IYQQovkU2QhQJpMpbF+FFRISAi8vL/j7+yM+Pl4skFetWhXDhw/HkCFDUKlSJSqKfwVNuhfQZFlZWbC3t8ezZ8/Qvn17/PHHHzAwMChwu8TERLi4uODEiRMwNzfHs2fPYGpqKkFiQgghhBCiTFQUJ2pBU1vSE+UrVaoU9PX18fHjx3zXyR7ijxBNMWLECIXty8vLS2H7kqdr1644efIkVq5cienTpxd5+8WLF2PhwoXo0aMHfv/9d8UHLEGoKE4IIYRovpcvXypsXxUrVlTYvooqNTUVAQEB8PLywvnz5yGTycAYA2NM/O8XL16gfPnyKsuoqTTpXkDTXbx4ER06dEBmZiasra0xY8YM9OrVC5UrV861bnh4OAIDA7Fq1Sp8+PABjDH4+vqiX79+KkhOCCGEEEIUjYriRC1QK2mSF21tbVhZWeVZIAIAGxsbREdHU4MIQpTEzs4OUVFRePv2LaysrIq8fUREBMqXLw87Ozu8efNGCQlLDiqKE0IIIZrPx8cHBgYGcHZ2VnUUhXnz5g127dqF3bt3Izw8HMDn+28tLS20adMGAwYMQN++fak3LVFLAQEBcHV1RUpKitghw9LSEnZ2djAyMkJMTAyioqIQExMDAOCcQ19fH1u3bsWwYcNUGZ0QQgghhCgQFcWJWqB5jEleCioQAVQkUqTx48crZD+MMWzZskUh+yKqp6enBz09PcTHxxd7H2ZmZkhNTUVqaqoCk5U8VBQnhBBCNJ8gCLC1tUVERISqoyjFlStX4OXlBT8/P3z69AnA5+t/HR0dODo6YuDAgRg4cKCKUxKSU1hYGKZOnYqTJ08iv0ehenp66NmzJxYvXozq1atLmJAQQgghhCgbFcUJIWqNiuLSUtRUBgDo36MEMTY2hiAI4kPP4jA0NARjDElJSQpMVvJQUZwQQgjRfIW5hykJUlNTcfjwYezatQtnz54V5z8XBIFG8SJq6/nz5zh+/Dju3LmDyMhIZGZmwtLSEra2tmjSpAmcnJxQqlQpVcckhBBCCCFKoK3qAIQowtu3b+Hn5wcAmDRpkorTEKK5WrVqVayieGxsLO7duwfGGDjnCpsSgaiHihUr4uHDh3j79i1sbW2LvP3r16+Rmpoqd94+QgghhBCimfT19cVe4ZGRkfDx8YG3t7c4vDoh6qhy5cqYMGGCqmMQQgghhBAVoKI4KRGePXuGn376CYIgUFGckK8QFBRU5G1+//13jB8/XiyIf/PNN/D09FR8OKIyzZs3x8OHD3Hw4EFMnjy5yNvv2rULAFCvXj1FRyuRPnz4gCpVqshdFh0dDQB5Ls/GGMPTp08Vno0QQgghRB47Ozv8/PPP+Pnnn3Hp0iVVxyGEEEIIIYSQXGj4dFIihISEoGXLlmCM0ZCyJYwgCNDV1UWzZs3yXCckJASZmZn5zifPGMO5c+eUEfE/Kzo6Gj/++KM4SoMgCJg6dSoWLVoEfX19FacjinTp0iW0atUKZcqUwbVr11CpUqVCb/vkyRM0adIEsbGx2L17NwYNGqS8oCWAokZZoO9DQgghRHX+K8Ony3P69GmMGTMGL168UHUUQgghhBBCCMmBeooTQtReRkZGoXowy1snu/eyoubJJp/t378fkydPxsePH8E5h4ODA3bu3Invv/9e1dGIErRo0QLt27fHuXPn0KZNGxw+fLhQvb7/+usvDB48GLGxsbC3t8eAAQMkSKvZhg0bpuoIhBBCCFGA9PR0XLx4EV/bD6FVq1YKSlR4iYmJ2LNnD65cuYL379/DxsYGTk5OcHZ2zrMB36dPnzBlyhRxhCBCCCGEEEIIUTfUU5yUCNRTvORq06aNwgra58+fV8h+/ssiIyMxbtw4HDt2DJxz6OrqYvbs2Zg9eza0tamdVUn2+vVrNG7cGO/evQNjDF27dkXv3r3RtGlT2NnZwcjICDExMYiKikJISAgCAwPF48TMzAzBwcGoU6eOqv+M/4zXr1+jfPnyqo5BCCGE/CcJgqCQexjGGDIzMxWQqPDOnTuHgQMH4uPHj7mWNWjQAIGBgbC0tMzx+h9//IHx48fj3bt34JzDwMAASUlJUkUmhBBCCCGEkEKhojgpEagoTgpCBaKv5+HhgRkzZiA+Ph6cczRs2BA7d+5E7dq1VR2NSCQ8PBw9e/ZEWFhYoR70cs5Ro0YNHDx4EA4ODhIk/G+TyWQIDAyEu7s7Tp8+jfT0dFVHIoQQQv6TsoviX/u4Rer722fPnsHBwQGpqangnMPa2hoVK1bEy5cvERUVBcYYmjdvjuDgYABAWloaJk6cCE9PTwCfr/2aN28OT09PVK9eXbLchBBCCCGEEFIY1K2PEFJiUYFIMV68eIHRo0fjzz//FHt+LF68GFOmTFHY/MdEM1SvXh13797Fhg0b8Ntvv+Hly5dy1xMEAU2aNMGQIUPg5uYGXV1diZP+t7x69QoeHh7YuXMn3r59S1NGEEIIIWrA3Nwchw4dUnWMIlm1ahVSUlJgbm6OHTt2oE+fPgA+F7t9fX0xZswYhISE4OTJk2jRogW6dOmCkJAQcM5hZGSE5cuXY8KECSr+KwghhBBCCCFEPuopTkoE6ilOvpRXgYiOjaLbuHEj5syZg+TkZHDO0apVK3h4eKBatWqqjkbUwIMHD3Dnzh1ERkYiMzMTlpaWsLW1RaNGjXINqwnQiA2KJJPJcOTIEbi7u+PMmTOQyWRibzR9fX306NEDvr6+Kk5JCCGE/DcJggAbGxtERkaqOkqRODg4IDQ0FLt378agQYNyLV+/fj2mTp2KkSNHIj4+Hn5+fgCA9u3bw9PTExUqVJA6MiGEEEIIIYQUGhXFSYlARXFCBSLFCgsLw8iRI3HlyhVwzmFsbIwVK1bghx9+UHU0omFoxAbFevnypdjo5927dwAgNvxp2bIlXF1d4ezsDBMTExUnJYQQQv67NLUobmZmhuTkZMTHx0NfXz/X8vfv38PGxgbm5uaIi4uDjo4OVq5cicmTJ6sgLSGEEEIIIYQUDQ2fTtSCj4/PV23/+PFjBSUhmia/AlGrVq2oQFREMpkMq1atwuLFi5GWlgbOOTp37oxt27ZRD19SJDSkt+JkZWXlaPTDORcb/TDGsGjRIgwbNox6ZxFCCCHkqyQmJsLCwkJuQRwArKysYGhoiLi4OBgaGiIwMBCtW7eWOCUhhBBCCCGEFA/1FCdqQRCEry6W0BDZ/x0FFYgWLlxIBaJiatCgAW7fvi1+njp37oyhQ4cWa1/9+/dXcDqi7mjEBsV68eIFduzYAS8vL0RFRYnvpZmZGVxcXLB9+3YwxpCQkABDQ0MVpyWEEEJINk3tKV6Y3La2tnj//j1Wr16NqVOnSpiOEEIIIYQQQr4OFcWJWhAEQSH7oaJ4yUYFIuVTRAMV4PNnMTMzUwGJiCagIb0VJysrC7///jvc3d1x7tw5sdGPlpYWOnTogOHDh6NXr17Q09MTP690ziOEEELUy3+hKB4VFYUyZcpImI4QQgghhBBCvg4Nn07UwvPnz1UdgaipohSItm/fruq4JYIi2kpRe6uSj4b0Vo7y5cvnaPTj4OCAIUOGYMiQIbC1tVVxOkIIIYQUhpeXFwwMDFQdQ6moIE4IIYQQQgjRNNRTnBCi1uzs7ApdIKJek4QoH43YoFzZ57Fu3bphyZIl+Pbbbwtcl95rQgghhChCUXqK0whthBBCCCGEEE1DRXFCiFqjAhEhqkdDektHS0tLHHre0NAQnTt3Rv/+/dG9e3fo6enlWJfea0IIIYQoEhXFCSGEEEIIISUZFcUJIWqNCkSEqB6N2CCdN2/ewNvbG7t378bjx48BfB6O3sTEBC4uLhg6dCiaNWsGgN5rQgghhCiWIAgwMjLC9OnT81xn9erVSE5OxoIFC/Ld1/z58xUdjxBCCCGEEEK+ChXFCSFqjQpE0rp37x50dHRQs2bNYu9j4cKFSEhIwJo1axSYjKgSjdigGiEhIfD29oafnx/i4+PBGAMAVKtWDUOGDMGCBQvovSaEEEKIwmRfxykC9SQnhBBCCCGEqBsqihNCNAYViJRPEATY2toiIiJC7nJPT08kJSVh0qRJee6DhlQseWjEBtVKTU1FQEAAvLy8cP78echkshwPrFesWIFBgwahbNmyKkxJCCGEEE0nCILC9iWTyRS2L0IIIYQQQghRBCqKE0I0DhWIlKegeQQLU/CmonjJQyM2qI83b97Ax8cHPj4+CA8PB/D534IxhmbNmmHAgAFwdnaGpaWlipMSQgghhBBCCCGEEEKI+qCiOCFEo1GBSLGoKE4KQiM2qI8rV67Ay8sLfn5++PTpE4DP5z8tLS20bdsWp06dUnFCQgghhBBCCCGEEEIIUQ9UFCeElBhUIPp6VBQnhUUjNqiPtLQ0HD58GN7e3jh79qz4b0GfQUIIIYQQQgghhBBCCPmMiuKEkBKHCkTFR0VxUhw0YoP6iIyMxK5du+Dj44OHDx+qOg4hhBBCCCGEEEIIIYSoBSqKE0JKNCoQFQ0VxcnXohEbCCGEEEIIIYQQQgghhKgbKooTQggRUVGcKAqN2EAIIYQQQgghhBBCCCFEXQiqDkAIIYSQkkdPTw8DBgzAyZMn8erVK/z666+oXr26qmMRQgghhBBCCCGEEEII+Q+inuKEEEJE1FOcEEIIIYQQQgghhBBCCCElDfUUJ4QQQgghhBBCCCGEEEIIIYQQUmJpqzoAIYQQ9ZKeno6LFy9C3kAi6enpAJDn8i/XIYQQQgghhBBCCCGEEEIIUQc0fDohhBCRIAhgjH3VPjjnYIzR8OmEEEIIIYQQQgghhBBCCFEL1FOcEEJIDtRWihBCCCGEEEIIIYQQQgghJQkVxQkhhIjOnz+v6giEEEIIIYQQQgghhBBCyP/bu3+X1P44juPvo7dMw60iGlqCQJCWoMbmhpaWRv+Slpb+hWbJPyBapCWi5lyClobGxIpKoRzKO3xBiPu99/bDrnF4PGbP4eXk8PR8DgyU49MBAAAAAAAASK3MsAcAAAAAAAAAwFdxfDoAf3V/fx/n5+dxfX0d7XY7isViTE1NxcLCQoyNjQ17HgAAAAAAwG+J4gD8r263Gzs7O1Gr1aLRaMTLy8svn8lms7G8vByVSiUqlUqMjIwMYSkAAAAAAMDveac4AL84OTmJjY2NuLq6irf8TCRJEnNzc7G7uxtLS0v/YCEAAAAAAMDbiOIAvFKv12N9fT2enp4im83G2tparK6uRqlUiomJiRgdHY2Hh4dotVpxenoaBwcHcXh4GBERuVwu6vV6rKysDPlbAAAAAAAA/EcUB6Dv9vY2SqVStFqtWFxcjFqtFvPz83+97uzsLCqVSjQajZieno6Li4soFAr/YDEAAAAAAMCfZYY9AIDvo1qtRqvVinK5HEdHR28K4hER5XI5jo+Po1QqRbPZjGq1+sVLAQAAAAAA3kYUB6Bvb28vkiSJ7e3tdz/pXSgUYnNzM3q9Xuzv73/RQgAAAAAAgPdxfDoAfTMzM9FsNqPdbn/o+PObm5uYnJyM2dnZuLy8HPxAAAAAAACAdxLFAejL5/ORy+Xi7u7uw/cYHx+PJEmi0+kMbhgAAAAAAMAHOT4dgL5utxv5fP5T9ygWi/H4+DigRQAAAAAAAJ8jigPwSpIkQ70eAAAAAABgkERxAAAAAAAAAFJLFAcAAAAAAAAgtX4MewAA30un04mtra1PXQ8AAAAAAPBdJL1erzfsEQB8D5lM5tPvBO/1epEkSTw/Pw9oFQAAAAAAwMd5UhyAV/xXCgAAAAAASBNPigMAAAAAAACQWplhDwAAAAAAAACAryKKAwAAAAAAAJBaojgAAAAAAAAAqSWKAwAAAAAAAJBaojgAAAAAAAAAqSWKAwAAAAAAAJBaojgAAAAAAAAAqSWKAwAAAAAAAJBaojgAAAAAAAAAqSWKAwAAAAAAAJBaojgAAAAAAAAAqSWKAwAAAAAAAJBaojgAAAAAAAAAqfUTE5SMwDYP8s8AAAAASUVORK5CYII=",
"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 423,
"width": 994
}
},
"output_type": "display_data"
}
],
"source": [
"pymofa_obj.plot_top_feature_heatmap(view='RNA')"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "2ad1f834-85c6-4778-9eaf-b5be90bc9d7a",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.13"
}
},
"nbformat": 4,
"nbformat_minor": 5
}