{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# E-distance of P1 and P2 Knockdown\n", "\n", "1. Run through the 10x Cellranger pipeline and velocyto for single cell RNAseq quatification and using (2) guides quantifiction. all found in the cellranger files folder **bash**\n", "2. Guide Calling for dual guide. Use repogle method to take molecule.h5 generated by cellranger and py to run through repogle version of guide calling or use cellranger_guidecalling.ipynb for Direct Capture Perturb-Seq dual guide. Formed guide-specific lists of cells.\n", "3. Pseudobulk analysis.\n", " A. Seperation of guide-specific fastq files. **bash**\n", " B. Whippet pseudobulk for transcript specific analysis, post UMI deduplication. **bash**\n", " C. Transcript quality control. **R**\n", " D. Whippet result visualisation.\n", "\n", "4. **Normalisation of adata object and E-distance of KD**\n", "5. Check gene and neighboring gene expression\n", "6. Create individual umaps per gene of interest \n", "\n", " A. UMAPs \n", " \n", " B. Rand Index score\n", "7. Cell phase assignment model from FUCCI-matched single cell paper (GSE146773_)\n", "8. Differential Expression analysis.\n", "\n", " A. Find the shared P1 and P2 genes. \n", "\n", " B. Check the shared P1 and P2 across different protospacers with the same A/B and C/D.\n", " \n", "9. CNV Score & Numbat to quantify and Velocity quantification with loom file\n", "10. ESR1-specific analysis from proliferation analysis to rt-qpcr\n", "11. Spectra analysis and visualisation for pathway enrichment\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This script quantifies the global transcriptomic impact of each promoter-specific knockdown. This is done using the E-statistic (Energy distance), a metric better suited for the sparsity of single-cell data than traditional methods." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Scanpy 1.10.3\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/helenking/anaconda3/envs/apu/lib/python3.12/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", " from .autonotebook import tqdm as notebook_tqdm\n" ] } ], "source": [ "from tqdm.notebook import tqdm\n", "from IPython.display import clear_output\n", "import scanpy as sc\n", "import matplotlib.pyplot as pl\n", "import anndata as ad\n", "import pandas as pd\n", "import numpy as np\n", "import seaborn as sns\n", "from pyensembl import EnsemblRelease\n", "from liftover import get_lifter\n", "import os \n", "import sys\n", "#import package from this locaton to be able to import /Users/helenking/Desktop/Weatheritt_Lab_Y2/alt-prom-crispr-fiveprime/scripts/apu_analysis\n", "loc=\"/Users/helenking/Desktop/Weatheritt_Lab_Y2/alt-prom-crispr-fiveprime/\"\n", "fig_loc=loc+\"figures/\"\n", "\n", "sys.path.append(loc+'scripts/')\n", "from apu_analysis import *\n", "import scperturb\n", "import infercnvpy as cnv\n", "from apu_analysis.cell_import import CellPopulation\n", "import matplotlib.pyplot as plt\n", "# colours using garvan \n", "color1 ='#4d00c7'\n", "palecolor1=\"#b366ff\"\n", "color2= '#da3c07'\n", "palecolor2=\"#ff8954\"\n", "color3='#05d3d3'\n", "color4='#c6c7c5'\n", "\n", "#use viridis\n", "color1=\"#fde725\"\n", "color2=\"#7ad151\"\n", "color3=\"#22a884\"\n", "color4=\"#2a788e\"\n", "color5=\"#2a788e\"\n", "color6='#440154'\n", "\n", "#hotpink yellow and blue\n", "color1='#d81b61' #true\n", "color2='#fec111' #false\n", "color3='#2179b4' #negative control\n", "\n", "#protein level\n", "color1='#3d82c4' #true\n", "color2='#2179b4' #false\n", "\n", "# Create the color palette\n", "palette = sns.color_palette([color1, color2,color3])\n", "new_palette = sns.color_palette([color1, color2,color1, color2,color1, color2,color1, color2,color1, color2,color1, color2, color3, color4])\n", "whippet_loc = \"/Users/helenking/Library/CloudStorage/OneDrive-UNSW/PAPERS/CRISPRi_paper/Updated_FullLength/NAR_rebuttal/Supplementary_Information/Table_S4.xlsx\"\n", "\n", "\n", "print(\"Scanpy\", sc.__version__)\n", "%matplotlib inline\n", "\n", "import warnings\n", "warnings.filterwarnings('ignore')\n", "warnings.simplefilter('ignore')\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Rather than looking at individual genes one by one, the code uses the e-distance to measure how much the entire transcriptome of a cell population changes after a specific promoter (P1 or P2) is knocked down compared to a control.\n", "\n", "\n", "\n", "\n", "\n", "Dimensionality Reduction: The code first performs Principal Component Analysis (PCA) and UMAP embedding on the normalized single-cell data.\n", "\n", "\n", "E-test Calculation: Using the scPerturb package, it calculates the Euclidean distance between these high-dimensional clusters. A significant e-distance indicates that the promoter knockdown created a unique \"transcriptional landscape\" distinct from the control." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Loading digital expression data: /Users/helenking/Desktop/Weatheritt_Lab_Y2/alt-prom-crispr-fiveprime/cellranger_output/filtered_feature_bc_matrix/matrix.mtx...\n", "Densifying matrix...\n", "Loading guide identities:/Users/helenking/Desktop/Weatheritt_Lab_Y2/alt-prom-crispr-fiveprime/cellranger_output/cell_identities.csv...\n", "Generating summary statistics...\n", "Done.\n", "(28365, 25) 28365\n" ] } ], "source": [ "##this reads in the output from 10x as well as cell_indetities.csv which is a file that annotates each cell barcode with a \n", "#cell_barcode,guide_identity,read_count,UMI_count,coverage,gemgroup,good_coverage,number_of_cells\n", "pop = CellPopulation.from_file(loc+'cellranger_output',\n", " genome='', filtered=True,raw_umi_threshold=100)\n", "strip_low_expression(pop) \n", "\n", "#create list of nontargeting guides\n", "nontargeting_control=[v for v in pop.cells[\"guide_identity\"] if (str(v).startswith(\"Neg\")|str(v).startswith(\"non\")|str(v).startswith(\"Non\")| str(v).startswith(\"sgNegC\"))]\n", "non_targeting_list=list(dict.fromkeys(nontargeting_control))\n", "\n", "#add perturbation column to the pop.cells dataframe\n", "pop.cells[\"perturbation\"]=np.where(pop.cells[\"guide_identity\"].isin(non_targeting_list),\"non-targeting\",pop.cells[\"guide_identity\"].str.split(\"_\").str.get(0).str.split(\"sg\").str.get(1))\n", "\n", "#seperately annotate the positive control guides\n", "pos_control=[v for v in pop.cells[\"guide_identity\"] if (str(v).startswith(\"sgRPL3\")|str(v).startswith(\"sgSNRPD\")|str(v).startswith(\"sgATF5\")|str(v).startswith(\"sgGINS1\")|str(v).startswith(\"sgRPL31A\")|str(v).startswith(\"sgSNRPD\"))]\n", "pop.cells[\"perturbation\"]=np.where(pop.cells[\"guide_identity\"].isin(pos_control),pop.cells[\"perturbation\"].str[:-1],pop.cells[\"perturbation\"])\n", "\n", "#add a column for the promoter type\n", "pop.cells[\"promoter_type\"]=pop.cells[\"guide_identity\"].str.split(\"_\").str.get(1).str[:2]\n", "pop.cells[\"promoter_type\"][(pop.cells[\"promoter_type\"]==\"00\") | (pop.cells[\"promoter_type\"]==\"01\") | (pop.cells[\"promoter_type\"]==\"02\") | (pop.cells[\"promoter_type\"]==\"03\")] = \"Control\"\n", "pop.cells=pop.cells.drop_duplicates()\n", "#add certain filters and add information\n", "pop.cells=add_filter_columns(input_dataframe=pop.cells)\n", "print(pop.cells.shape, pop.cells[\"cell_barcode\"].nunique())" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "%%capture\n", "adata = ad.read_h5ad(loc+\"/files/adata_normalised_cellcycle.h5ad\")\n", "adata.X=adata.layers[\"log1p\"]" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The dataset is already processed. Skipping processing...\n" ] } ], "source": [ "if 'processed' in adata.uns.keys():\n", " print('The dataset is already processed. Skipping processing...')\n", "else:\n", " adata = ad.AnnData(pop.matrix.loc[pop.cells[\"cell_barcode\"]])\n", " adata.obs = pop.cells\n", " adata.var_names = pop.matrix.columns\n", " adata.obs_names = adata.obs[\"cell_barcode\"].values\n", " adata.X=adata.X.astype('float32')\n", " adata.var_names_make_unique()\n", " #remove any na values from \n", " adata = adata[~(adata.obs[\"guide_id\"].isna()),:]\n", " #remove all genes that start with sg \n", " adata=adata[:,~((adata.var_names.str.startswith('sg'))|(adata.var_names.str.startswith('non'))|(adata.var_names.str.startswith('Non')))]\n", " whippet=pd.read_excel(\"/Supplementary_Information/Table_S4.xlsx\")\n", " adata.obs['guide_target']=np.where(adata.obs['guide_target'].str.startswith(\"sg\"),adata.obs['guide_target'].str[2:],\"non-targeting\")\n", " #merge on the lhs with whippet\n", " adata.obs=adata.obs.merge(whippet, left_on=\"guide_target\",right_on=\"gene\",how=\"left\")\n", " adata.obs[\"successfulKD\"]=adata.obs[\"successfulKD\"].astype('str')\n", " adata.obs_names = adata.obs[\"cell_barcode\"].values\n", "\n", " #import another\n", " adata2 = sc.read_10x_mtx(\"alt-prom-crispr-fiveprime/cellranger_output/filtered_feature_bc_matrix\")\n", " #add pop2 to pop #get the same genes and cells as adata \n", " #list of genes found in both \n", " genes = list(set(adata.var_names) & set(adata2.var_names))\n", " #list of cells found in both\n", " cells = list(set(adata.obs_names) & set(adata2.obs_names))\n", " adata=adata[cells,genes]\n", " adata2=adata2[cells,genes]\n", " #add the X from adata2 to adata\n", " adata.X=adata.X + adata2.X\n", " adata.layers['counts'] = adata.X.copy()\n", " mitochondrial_genes=sc.queries.mitochondrial_genes(\"hsapiens\",attrname=\"hgnc_symbol\")\n", " adata.var['mt'] = adata.var_names.isin(mitochondrial_genes[\"hgnc_symbol\"]) # annotate the group of mitochondrial genes as 'mt'\n", " sc.pp.calculate_qc_metrics(adata, qc_vars=['mt'], percent_top=None, log1p=False, inplace=True)\n", "\n", " # basic qc and pp\n", " sc.pp.filter_cells(adata, min_counts=1000)\n", " sc.pp.normalize_per_cell(adata)\n", " sc.pp.normalize_total(adata, target_sum=1e4)\n", " sc.pp.filter_genes(adata, min_cells=50)\n", " sc.pp.log1p(adata)\n", " #save the log1p normalised matrix\n", " adata.layers['log1p'] = adata.X.copy()\n", "\n", " adata = adata[adata.obs[\"pct_counts_mt\"] < 10, adata.var['mt']==False] \n", " sc.pp.filter_genes(adata, min_cells=3) # sanity cleaning\n", "\n", " # select HVGs\n", " n_var_max = 2000 # max total features to select\n", "\n", " sc.pp.highly_variable_genes(adata, n_top_genes=n_var_max, subset=False, flavor='seurat_v3', layer='counts')\n", " sc.pp.pca(adata, use_highly_variable=True)\n", " sc.pp.neighbors(adata)\n", " adata.uns['processed'] = True\n", " adata.obs[\"good_coverage\"]=adata.obs[\"good_coverage\"].astype(\"category\")\n", " adata.write_h5ad(loc+\"files/adata_normalised.h5ad\")" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING: saving figure to file figures/violinqc.png\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "adata.obs[\"log_guide_UMI_count\"]=np.log1p(adata.obs[\"guide_UMI_count\"])\n", "# adata.write_csvs(loc+'files/adata_normalised/')\n", "sc.pl.violin(\n", " adata,\n", " [\"log_guide_UMI_count\",\"n_genes_by_counts\", \"total_counts\", \"pct_counts_mt\"],\n", " jitter=0.4,\n", " multi_panel=True, save = \"qc.png\"\n", ")\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAj4AAAG1CAYAAAD5rf4qAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAACC1ElEQVR4nO3dd3hUZd7G8e+Zmt4oCYEEQifSi1JFkCaIggKK2LBgV0DXLnYRe9fV3bWtvhYUdpUVFRRZEBHpvUN6QgrpyZRz3j/CjBsBgWFmzpTf57pyXWRmMufOAJk7zznP8yiapmkIIYQQQoQBg94BhBBCCCH8RYqPEEIIIcKGFB8hhBBChA0pPkIIIYQIG1J8hBBCCBE2pPgIIYQQImxI8RFCCCFE2JDiI4QQQoiwIcVHCCGEEGFDio8QQgghwkbAFJ/ly5czfvx4UlNTURSFhQsXuu+z2+3cc889dOvWjejoaFJTU7nyyivJy8tr9BylpaVMmzaNuLg4EhISuPbaa6mqqvLzdyKEEEKIQBUwxae6upoePXrw+uuvH3VfTU0N69at46GHHmLdunV8+eWX7Ny5kwsuuKDR46ZNm8bWrVv5/vvv+frrr1m+fDkzZszw17cghBBCiACnBOImpYqisGDBAiZMmHDcx6xZs4YzzzyTgwcPkp6ezvbt28nMzGTNmjX07dsXgMWLFzN27FhycnJITU09qWOrqkpeXh6xsbEoiuKNb0cIIYQQPqZpGpWVlaSmpmIwHH9cx+THTF5VXl6OoigkJCQAsGrVKhISEtylB2DEiBEYDAZWr17NxIkTj/k89fX11NfXuz/Pzc0lMzPTp9mFEEII4RvZ2dm0atXquPcHZfGpq6vjnnvuYerUqcTFxQFQUFBA8+bNGz3OZDKRlJREQUHBcZ9r7ty5PProo0fdnp2d7X5uIYQQQgS2iooK0tLSiI2N/dPHBV3xsdvtTJkyBU3TePPNN0/7+e677z5mz57t/tz1wsXFxUnxEUIIIYLMiS5TCari4yo9Bw8e5IcffmhUTFJSUigqKmr0eIfDQWlpKSkpKcd9TqvVitVq9VlmIYQQQgSOgJnVdSKu0rN7926WLFlCkyZNGt0/YMAADh8+zNq1a923/fDDD6iqyllnneXvuEIIIYQIQAEz4lNVVcWePXvcn+/fv58NGzaQlJREixYtmDRpEuvWrePrr7/G6XS6r9tJSkrCYrHQpUsXxowZw/XXX89bb72F3W7n1ltv5dJLLz3pGV1CCCGECG0BM5192bJlDBs27Kjbr7rqKh555BEyMjKO+XU//vgj55xzDtCwgOGtt97KV199hcFg4OKLL+aVV14hJibmpHNUVFQQHx9PeXm5XOMjhBBCBImTff8OmOITKKT4CCGEEMHnZN+/g+YaHyGEEEKI0yXFRwghhBBhQ4qPEEIIIcKGFB8hhBBChA0pPkIIIYQIG1J8hBBCCBE2pPgIIYQQImxI8RFCCCFE2AiYLSuEEEIIT9jtdubPn+/eyuhEkpKSmDJlCpGRkT5OJgKRFB8hhBBB7e2332b+/Pmn9DXZ2dk88MADKIrio1QiUEnxEUIIEbSWL1/O/PnzUSMTqW03DO1ERUaDiAMrWLp0KT169GD8+PH+CSoChlzjI4QQIijl5uYyb948MJqpaTccNTIBLSL+zz8i46lrdw6aKYJXX32VXbt26f1tCD+T4iOEECLoFBcXc+9991FTU0Nt60FokfEn/bWaJZratkOx2+088MAD5Obm+jCpCDRSfIQQQgSVoqIi7rhjJjnZ2dS36IGjSdtTfg5nfEvq0s6iuLiY2++4g6ysLB8kFYFIio8QQoigUVBQwB133EFeXi71qT2xtezt8XPZU86gLr0/pSUl3DFzJgcOHPBeUBGwpPgIIYQICnv27OGOmTMpKCigvmXvhtJzmrOy7MmZ1LUeyOGyMmbOnMnmzZu9lFYEKik+QgghApqmaSxatIibb7mFosJC6lr1w5ba02vPb2/emdo2gymvqGDmzJl8+umnaJrmtecXgUWmswshhAhYtbW1vPjii3z//fdgslLTYSTOhDSvH8fRrCM1EXFE7lvGW2+9xaZNm7j33nuJjY31+rGEvmTERwghREDav38/N910E99//z3O6OZUZV7ok9Lj4oxNoTrzQhxxLfn555+5/voZbNu2zWfHE/pQNBnPa6SiooL4+HjKy8uJi4vTO44QQoSd2tpa3n//febPn4/T6cSW3JX6Vn3B4Kff1TUNS/5GrLnrURQYP3481113nYz+BLiTff+W4vMHUnyEEEIfmqaxfPlyXnvtdYqLD6Fa46hr3R9nfCtd8hgrC4k4+DOG2jLi4+O58cYbGTVqFAZ/FTBxSqT4eEiKjxBC+F9ubi6vvPIKv/76KxiM1Kd0x9aiGxh0vhRVVTEXbSMibz047XTt2pWZM2fSrl07fXOJo0jx8ZAUn9Bls9l46aWX2LJly58+rl27dvzlL38hKirKT8mECF/FxcV8/PHHfPXVVzgcDhzxrahL748WEVg/fxVbNdbsXzGX7sdgMDB69GiuuOIKWrRooXc0cYQUHw9J8QlN9fX1PPjgg/z2228o5kgwGI/9QNWJZq+lS2Ymz8ybR0xMjH+DChEmSktL+b//+z/+9e9/Y7fZUK2x1Kf1w5HQ+rTX5vElY3ku1uxfMdaWYTQaGTNmDJdffjkpKSl6Rwt7Unw8JMUn9NTW1nL//fezYcMGTE3bEdn1fJTjDJ9rmkrd9u+wF2ylY8eOPPvss/LvQAgvKisr45NPPmHhwn9hs9U3FJ7UnjiatAMlSK6d0TRMZfux5m3AUHsYo9HE2LHncfnll9O8eXO904UtKT4ekuITWgoKCnjyySfZsmULpmYdiTxjLMrxRnuO0DSNup1LsOdtom3btjz88MOkp6f7KbEQoamwsJAvv/ySf/3rX9TX16NaY7C16Im9SXv/zdbyNk3FVHoAa956DHXlmEwmxo4dy+TJk2nVSp8LssOZFB8PSfEJDU6nky+//JK///3v1NfXY07uQkSXMSgn+QNW0zTqdy/DlrMOk8nE5ZdfzmWXXYbZbPZxciFCy9atW5k/fz7Lly9HVVU0Swz1Lbpjb9rh+Kecg42mYirdf6QAVaAoCv3792fSpEn06tULJYBP3YUSKT4ekuIT/Pbs2cNzzz3Hzp07USxRRLQ/B1NyZ49++NiL91K/cylqfSWtW7fmzjvvpFu3bj5ILUTocDgcLF++nPnz57N9+3YAnFFNsCWfgSMpI3QKzx9pKqayLMyFWzFVFQKQkZHBpEmTGDFiBBaLReeAoU2Kj4ek+ASvQ4cO8dlnn/Hll1+iqirmlDOwdhiKwRx5Ws+rOWzU71uBLWcDoDFu3DimTZsmszmE+IPy8nIWLVrElwsWUFJcDCjYE1tjT87EGZMc0Bcte5uhuhhL4VbMpftBU4mPj+eCCy7gwgsvpEmTJnrHC0lSfDwkxSf47Nmzh88++4wffvgBp9OJITKBiE4jMCW19upxHOX51O38DrWqGEUxMGTIYKZMmcIZZ5zh1eMIEUw0TWPDhg18/fXXLF++HIfDAUYLtqYdsCVnolnDe7VjxVaDuWg7lkM7URx1GAwGBg0axLhx4+jbty9GY4iOfulAio+HpPgEB1VVWb16NZ9//jnr168HwBDdFEt6H8zJnY87a+t0aaqK49Au6rPWolYWAJCZmcmUKVMYPHiw/BATYaOsrIzFixezaNEicnNzAXBGJmBv1rnh+h2jXA/XiOrAXLIXc9FOjDXFADRv3pyxY8cyduxYmjVrpnPA4CfFx0NSfAJbWVkZy5YtY+HChWRlZQFgTGqDNb0PxsTWfruIUNM0nOW52LLX4ji0B4DklBQumjiRYcOGyQ8xEZJUVWXt2rUsWrSIFStX4nQ4wGDCnpSBrVkn1OhmYXU6y1OGmhLMh3ZiKdkHThuKYqB//7MYN24c/fv3l1+gPCTFx0NSfAJPeXk5K1as4Mcff2TduvVomgoGI+bkLljS+mCMaaprPrXmMPU5a3Hkb0Vz2lEUha5duzJs2DCGDh1KUlKSrvmEOF35+fl89913fLN4MYUFDSOdzqgm2Jt1wp7UFkxy0a5HnHZMZQewHNqJsaoIgCZNmjBq1ChGjx5N69bePV0f6qT4eEiKT2Coqqpyl521a9fidDoBMManYm7eCVNyZwyWwNpSQrPXYS/ahb1oJ86ybEBDUQz07NmDc845h6FDhxIfH693TCFOSk1NDcuWLePbb79l06ZNDTcazdiS2mJv1gk1Wt9fOEKNobYM86FdmEv2oDjqAejcuTOjR49m+PDh8n50EqT4eEiKj34OHz7MmjVrWLZsGb/++mvDRZKAIS4Fc/NOmJt3xBBg+/ccj2qrxlG0C3vhTpzlDdc/GAwGevfuzTnnnEP//v1lZocIOKqqsn79er799luWL19OfX3DG7AjLhV70w4N20kYdd40NNSpTkyHszGX7MZUntOwSrTJxKBBgxg9ejRnnnmmnAo7Dik+HpLi4z9Op5Nt27bx66+/smbNGnbt2oXrn6Mhpjnm5E6Ym3fCEBncoyRqfSX2ol04CnfirMh33962bVv69evHmWeeSdeuXWWND6GbrKwsvvvuO7777jsOHToEgBoRj71Je+xN2qFZZc86PSj2WkwlezEX78ZYWwZAQmIiI0eMYPTo0bJD/B9I8fGQFB/fKiwsZM2aNfz666+sW7eO6urqhjsMRozxLTEltcHUrB3GqNC8LkatrcBevAdn6QGcZdloasOoVkREBL169XIXoZYtW+qcVIS68vJyfvzxR7777jv3IoMYLQ2nspq2lwuVA4yhpgRz8R7MpXtR7HUAtGvXjlGjRjFixAi5lhApPh6T4uNdtbW1bN68+UjZWUNW1kH3fYbIRExN2mBMaoMpMQ0lzKa/ak4HzvIcHCUHcJQeQK0ucd+XmppKv3796NevHz169JBd4oVX2O12Vq9ezXfffcfPq1Y1zMpSFBxxrbA3bYcjIR18tBSE8BJVxVieg7lkD+bDWaCpGAwG+vXrx6hRoxg0aBBWq1XvlLqQ4uMhKT6np7a2li1btrBhwwY2btzIjh073BcmK0YLxsS0hlGdJm0wRCboGzbAqHWVOEobSpCz9CDakQscFYOBjh060LNnT3r06EG3bt2kCImTpmkaO3fu5LvvvmPJ0qVUVlQAR2ZlNWmPo0lbtNNc3VzoxFGPuXQ/5uI9GKsbZoVFRUUxbNgwRo0aRdeuXTEE6wawHpDi4yEpPqfmz4oOigFjXArGhDRMSa0xxqeecGd00UBTVZyV+ThLD+Ioy8FZkQfqkQIpRUichNLS0oYp6N98417zSjNHYW/SDnuTdqghejo5XCl15Q0LJBbvwWCrAqBFixaMGTOG0aNHk5ycrHNC35Pi4yEpPn/upItOYiuM8S3D7vSVr2hOB86KfJyHs6UIieOy2+388ssvfPPNN6xevRpVbVjzyp7QGnvTDjjjWoASPiMAYUnTMFYVYirejaXsABxZW6x3796cd955DB48OGRPhQVd8Vm+fDnPPvssa9euJT8/nwULFjBhwgT3/Zqm8fDDD/POO+9w+PBhBg0axJtvvkmHDh3cjyktLeW2227jq6++wmAwcPHFF/Pyyy+f0puAFJ/Gqqqq2Lx5Mxs3bmTjxo3s2rWr4YcpSNHR0Z8WIcVAu3Zt6dmzJ927d6d79+6yflCI27dvH9988w3fffc9FRXlADijm2Fv2gF7UgaYQvONTpzAkQUSzcW7MR3ZYicqOpoR557LeeedR6dOnfy22r0/BF3x+eabb1i5ciV9+vThoosuOqr4zJs3j7lz5/L++++TkZHBQw89xObNm9m2bRsREREAnHfeeeTn5/PXv/4Vu93O9OnT6devHx9//PFJ5wj34nP48GE2bdrExo0b2bRpE3v37nVPMZeiE7hcRchRlo3zcA5qRb57xhhAmzZt6N69Oz169KBHjx6yhlAIqK2tZcmSJXz99dfs2rULAM0c2XAqq2kH1MhEnROKQKLUVWAu3o2lZA+KrWE2bZs2bRg3bhxjxowJiVHioCs+/0tRlEbFR9M0UlNTufPOO7nrrruAhqmYycnJvPfee1x66aVs376dzMxM1qxZQ9++fQFYvHgxY8eOJScnh9TU1JM6drgVn+LiYnfR2bhxIwcP/j7rSjGYMMSnYkpoiTEhDWNcihSdIKGpDpwVhTgP5+A4nINanofmtLnvb9myJT169HCXoZSUFB3TilORlZXFwoUL+fbbb6mpqQHFgD2+FfZmHXHGtYIwuphVeEBTMVbkYy7e1TArTHVitVoZMWIEEyZMoH379non9NjJvn8HxbzF/fv3U1BQwIgRI9y3xcfHc9ZZZ7Fq1SouvfRSVq1aRUJCgrv0AIwYMQKDwcDq1auZOHHiMZ+7vr7evTopNLxwoayiooL169ezbt061q1bR05Ojvs+xWRpmFqe0ApjYiuMsSlyMXKQUgwmTAktMSW0xMpZaKqKWlWE43AOzsM55BXlkvuf//Cf//wHgJSUFvTp05vevXvTq1cvEhNltCCQOJ1OVq5cycKFC1m/fj0AmiUaW8ve2Jt1RDMH1vYtIoApBpzxLXHGt6TOUY+5eDdq0Q4WLVrEokWLyMzMZMKECQwdOjRkF1UNiuJTcGRTvD9elZ6cnOy+r6CggObNmze632QykZSU5H7MscydO5dHH33Uy4kDR11dHZs2bXIXnT179rhPXSkmC6ambRtOXSWkYYhphhJmvy3WbF2EWlOKISqJqDPG6R3HZxTDkdOUcSmQ3hdN01CrixtGhMqyKSzJcf/gA8ho25Y+vRuKUPfu3YmOjtb5OwhPpaWlfP311/z7q68oKS4Gjmwf0bwLjoQ0uVD5BCL2LsNQV44aEU9du3P0jhN4TFbsKV2xJ5+BsSIXS9F2tm3bxrZt23j99dcZN24cF1xwQcjNCAuK4uNL9913H7Nnz3Z/XlFRQVpamo6JTo/D4WD79u3uorN127aGRcqgYXXkhDRMiemYktIxxCSHXdH5I7WmFLWySO8YfqcoCsaYZhhjmmFp1auhCFUV4SjLwlGaxYGD2ezft4/58+djMBjo3Lkzffr0oXfv3mRmZobsb4KBoqioiE8++YSvFy3CbrM1rKicfAa2Zp3RgnwLF38y1JVjrCk58QPDnaLgjG9FbXwrlPpKzId2crh4Fx9//DGffvopo0eP5rLLLguZFeWDovi4rj8oLCykRYsW7tsLCwvp2bOn+zFFRY3fwBwOB6WlpX96/YLVag36qX1VVVWsWrWKlStX8uuva6itrTlyj4IhLhlLYmtMiekN6+jIBoPiGBRFwRibjDE2GWt6PzTV2XCxdGkWzrIstm3fwbZt2/jwww+xWKz07duHwYMHM2DAABISEvSOHzLy8vL4+OOPWbz4W5xOB6o1FlvrvtibtAO5vk74gWaNxdaqL7bUXphK92Mt2MR//vMfvvlmMcOHD2PatGlkZGToHfO0BMW7YEZGBikpKSxdutRddCoqKli9ejU33XQTAAMGDODw4cOsXbuWPn36APDDDz+gqipnnXWWXtF95tChQ6xcuZKVK1eyfv1691o6hqhELK06YUxMx5TQCsUcoXNSEYwUgxFTQitMCa2AgWgOG47y3IYFFUsP8vPPP/Pzzz+jKAa6devKkCFDGDRoUKNfTMTJO3jwIB999BFLly5FVVXUiATqW/fAkZQhp7OEPgxGHE3b42jSDtPhg1jyNrJ06VKWLl3KkCFDuPzyy+nYsaPeKT0SMMWnqqqKPXv2uD/fv38/GzZsICkpifT0dGbOnMkTTzxBhw4d3NPZU1NT3TO/unTpwpgxY7j++ut56623sNvt3HrrrVx66aUnPaMr0B08eJAVK1awYsUKduzY4b7dGNcCa7P2mJq2wxgt05SF9ykmC+YmGZibNPymp9aWYz+0B0fxHjZt2symTZt4/fXXadeuHYMHD2bw4MG0a9cupNYI8YXS0lLeeustlixZgqZpOKOSsLXoiSOxtWwQKgKDouBIbIMjoTXG8hyseRv573//y3//+18GDx7MLbfcEnSzQgNmOvuyZcsYNmzYUbdfddVVvPfee+4FDN9++20OHz7M4MGDeeONNxo1ztLSUm699dZGCxi+8sorQb2AYVVVFf/5z3/4+uuvyc7ObrhRMWBMTMPcrAOmpu0wWIN//QW9VK35ELWyCENsc2L6XaF3nKCk2mpwFO/FUbwHR+lB90KKySkpjD3vPMaPHy+zxP7A6XTy1Vdf8c7f/kZNdTXOqKbUt+yFM76VFB4vitr6L4w1JTijmlBzxoV6xwkNmoaxsgBL3npMlQVYrVauuuoqJk2ahNms7+nYoF7HR0+BUnyysrL44osv+Pbbb6mvr0cxmjE2ycDctD2mJhlyCstLpPh4l+aw4Sg9iOPQbhwl+9Ac9ZjNZs4991wuvvjioF4jxFt27tzJiy++yM6dO8Fkpa5VX+xNO0rh8QEpPj6kaZhK9xORvRrFXkvr1q2ZNWsWPXr00C1SSK3jEy5UVWXNmjV88cUXrFmzBgBDRBzW9v2xtOgqZUcEPMVkwdy8A+bmHdCcduz5W7HlrGfx4sUsXryY7t27c/HFFzNo0CCMxvBaI6quro63336bhQv/haap2Ju0pz6tn+yMLoKTouBo0paq+FZYc9dy8OAOZs6cyejRo7n11lsDeiVoKT4B4ueff+att95yn84yJqRhSeuFqWk7FLm4UQQhxWjG0qon5pY9cJYexJazjk2bNrFp0yaSk5O59tprGTlypN4x/eLw4cPcf//9bN++HTUygbrWA3HGBtd1EUIck8lCfesB2Jt2IOLAz3z77bfs3LmTp59+OmDX/5HiozO73c4777zD559/jmIwYm7RFUurXhhjm5/4i4UIAoqiYGrSBlOTNjirS7HlrKeoYCtPPfUU69ev5/bbb3fvtxeKsrOzuefee8nPy8PetAN1rQeCrIguQowa3ZSazPOx5vzGgQNbuPnmm3n66acbbSQeKGQoQUcFBQXccccdfP755xiimxDV93Iiu4yW0iNCljE6ichO5xJ95lUYYlP45ptvuOmmmxrtERdKNm/ezM233EJ+Xh71LXtT12awlB4RuhQD9WlnUpfen9LSMm67/XZWr16td6qjSPHRydq1a7nuuuvZvn075pQziO47DWNMU71jCeEXhsh4ovtciiWtNwcOHOCGG25g+fLlesfyqr1793LnXXdRVVVNbcbZ2FJ7ygXMIizYkzOp6XAu9TYH999/Pxs2bNA7UiNSfHTgdDp59rnnqKmtJaLLaCIzx8iu5yLsKAYjER2GEdntAmxOjeeee67RhsHBzOl08swzz2C32ahpPxxHU5nNJsKLMyGd6o6jUTWNZ559lrq6Or0juUnx0cGvv/5KYUEBphZdsbToqnccIXRlbtYBc6veVFZW8sMPP+gdxys+++wzdu3aha1pR5wJ6XrHEUIXamwy9cndyM/L491339U7jpsUHx0sWLAAAEvLnvoGESJAWFp2B0VhwYIFBPvSYrm5ubz77rto5ijq0/rpHUcIXdla9kSNiOfzz+c3rF0VAKT46GDTpk0okQlyTY8QRxissRhjU9i9e3dADYl74qeffsJut1PXqi+YgnsDZCFOm8FEXfpZaJrKkiVL9E4DyHR2XXTv3p01a9ag1lViiIjVO07YqVr9Ppq9YQd7zd7wJqtWFVO54k0UcxQxZ12lZ7ywpDnqcVYV0b59eyIjg3tBP9eeg7JOjxANnDEpgMLevXv1jgLIiI8uhgwZAoD90G6dk4QnzV6DZmv4QFOP3Kg23HakEAn/chTvA9XJ0KFD9Y5y2vbu3YtmsqJZovWOIkRgMJpQI+LYs2dPQJzKluKjg8GDB2MwGLBnr0W1yRutCG+ao576gw1rfZx99tk6pzk9mqaRk5ODao2TqetC/A81Io7KykoqKir0jiLFRw+JiYlcc801qHUV1G5aiOZ06B1JCF1omkrt1kWo1SVMmjSJ9PTgngGlKAqpqakY6isgAH6zFSJQGOrKiYmJ1XXzb3cWvQOEq8suu4xRo0bhrMinbsd3ATH8J4S/1e/5CUfJfvr378+NN96odxyvyMzMRHHUo9Tp/5utEAHBUYehroIzzshECYCRUCk+OlEUhTvvvJNu3bphL9zeUH5Up96xhPALTdOo27McW/Y6MjIyeOihh0Jmt/bMzEwATFUFOicRIjAYK4sA6NKli85JGkjx0ZHFYuHxxx+nc+fO2PO3ULNpIZrDpncsIXxKczqo3boIW9Ya0tPTefrpp4mKitI7ltecddZZGI1GLAVbfr94XohwpWlYCzYBMHDgQJ3DNJDio7P4+HheeOEFBg4ciLP0ANXrPkGtr9I7lhA+odlrqdn4BY6infTo0YPXXnuN5s1Da1PelJQUxo8fj6GuHPOhXXrHEUJXpsNZGKuKOOeccwJmp3YpPgEgMjKSxx57jAkTJqBWHaLmt49wVuTrHUsIr3JWFVO99v9wHs5h+PDhPPPMM8TGhuY6VldccQUREZFY89aD0653nLAStWUB0ev/j+j1/4ehphQAQ00p0ev/j6gtC3ROF2Y0FWvObxiNRq677jq907hJ8QkQRqOR22+/nZtuugnNVkPNuk+x5W3SO5YQXmEv2kXN2o9Ra8q44ooreOCBB7BYLHrH8pmkpCQuvfQSFHstEQdXyQwvP1LsdRgctRgctSg0vO4KWsPn9uBeFTzYWHLWYqgrZ/z48bRs2VLvOG5SfAKIoihMmTKF5557ltiYGOp2fE/tju/QVJnuLoKTpqrU7VlO7ZaviLCYeOyxx7jmmmswGEL/R89ll11Gly5dMJfswVwsp7xEeDGVHcBasJn09HRmzJihd5xGQv+nTxDq3bs3b7/9Vzp27Ig9bzPV6z5FravUO5YQp0S11VCz8QtsWWtIS0/nrbfecq9aHg7MZjOPPPIIcXHxRBxchaG6WO9IQviFUldO5P4VWCMieOyxxwJuGxopPgEqOTmZV199lTFjxqBWFFDz2z9xlGXpHUuIk+KsKGi4Vq0siyFDhvDmG28E/eKEnmjevDlz5jyEgkbUnqUotmq9IwnhW456ovYsBaeNu//yF1q3bq13oqNI8QlgFouFu+++m1mzZqGoNmo2zKc+6zdZ7FAENFveZmrWfYJWX8WMGTN49NFHiY4O332r+vTpw4033ohiqyZq17fgkOtMRIhy2ona9R2G2sNceumlDB8+XO9ExyTFJ8ApisIFF1zAKy+/TJMmTajf8xO1WxehyUwREWA01UntziXU7fiOmJhonn32GaZOnRoQK7XqbcqUKVxyySUYag8Ttet7meklQo/qJHLPDxirDzFmzJiAu67nf0nxCRKZmZm8/de/0qNHDxxFOxvW+5El8UWAUG011GyYjz13Ix06dODtv/6VPn366B0roNxwww2MGTMGY/UhIvf8ALJSuwgVmkrE/v9iqshl4MCB3HXXXQH9C48UnyCSlJTEc889xwUXXIBaWUTNbx/jKM/TO5YIc86qQ9T89rF7fZ5XXnmFlJQUvWMFHEVRuOuuuxg0aBCmilwi90r5ESFA04jYvwJz6T66d+/OnDlzAn77GSk+QcZkMjFr1ixmzpyJ4qyjdv1n2PK36h1LhCl78V5q1v4fal051157LQ8++CARERF6xwpYRqOROXPmcOaZZ2I6nE3E3mWgyrYWIkhpGtYDKzGX7CEzM5O5c+ditVr1TnVCUnyC1IUXXshzzz1HTHQUddsXU79/lVz0LPzKlrOe2s3/wmo28vjjj3P55ZcH9PB2oHDt0denTx/Mhw8SsW+Z7Oklgo+mYT34M5biXXTp0oVnnnkmaPbck+ITxHr27Mnrr79OixYtqN//M3U7vpUd3oXPaZpG3e5l1O36gaTERF555RUGDx6sd6ygYrFYePLJJ+nVqxfmsgNE7PtJyo8IHpqGNWsVlkM76dipE88880xQzdyU4hPk0tLSeOONN+jSpQv2/K3UbFwgO7wLn9FUB7Vbv8aWvZY2bdrwxhtvBMzGg8HGarXy5JNP0rNnT8yl+4nYt1zKjwh8moY1azWWoh20b9+eZ595hpiYGL1TnRIpPiEgISGBF154gSFDhuAsO0j1+s9R7bV6xxIhRnPYqNm4AEfRLnr27Mmrr75KcnKy3rGCWmRkJE899RTdunXDXLqPiP3/lfIjApemYc3+FUvRNtq2a8dzzz1HXFyc3qlOmRSfEBEREcHDDz/MuHHjUCsLqFn7iWxzIbxGtddSveFznGVZnH322cybNy/ofssLVJGRkTz99NOcccYZmEv2Yj2wUjY1FYFH07Dk/IalcCsZGRm88PzzxMfH653KI1J8QojRaOTOO+/k0ksvRa0ppWbdJ6g1ZXrHEkFOra+iZt2nqBUFjB07ljlz5oT0zup6iIqKYt68eXTp0gVL8W6s2aul/IiAYsnf6N509PkgLj0gxSfkKIrCDTfcwIwZM1DrKqhZ/ynO6lK9Y4kgpdZVUrP+M9TqEi655BLuuuuugF+jI1hFR0fz9NNPk5GRgaVwG5a89XpHEgIAc+E2rLnrSElJ4fnnnycxMVHvSKdFik+Imjp1KrfffjtqfTW16z/DWV2idyQRZNTahuKs1pRx9dVXc8MNN8h0dR+Li4vjueeeo2XLlljzNmAu2Kx3JBHmTMW7icj6haQmTXj++edp2rSp3pFOmxSfEDZx4kRmzZqFajtSfqoO6R1JBAm1tryh9NQ2LEx41VVXSenxk6SkJJ5//nmaNWtGRPYaTCX79I4kwpSxPJfIAyuIjYvj+eeeIzU1Ve9IXiHFJ8RdcMEF3HXXXWj2WmrXf46zqljvSCLANYz0fIZaV8GMGTO4/PLL9Y4UdpKTkxsWhIuOJnL/coyVBXpHEmHGUFNC1N4fMJvNPD13Lm3atNE7ktdI8QkD48aN46677kK111K7Yb6c9hLHpdZVULPh99IzdepUvSOFrTZt2vDE449jNBiI2rMUpbZc70giTCi2aqJ2L0FRHTz4wANkZmbqHcmrpPiEibFjxzJ79uyG014bPscps73EH6j1VdSs/9x9ektKj/569erF3Xf/BRz1RO3+Hhz1ekcSoU51ELl7CYqtmptuuomzzz5b70ReJ8UnjIwfP/73C543fI5aW6F3JBEgVFvNkdJzmKuuukpObwWQUaNGccUVV2CoryBy/3KZ5i58R9OIOLgKY00J48ePZ9KkSXon8gkpPmFm4sSJ3HTTTQ3TlDd8jlpfpXckoTPNXkfNhvmoNaVMnTqVq666Su9I4g+uuuoq+vXrh+lwNpb8TXrHESHKXLwLc/FuOnfuzK233hqyExqk+IShKVOmcPXVV6PWHm54w5PtLcJWwzYUX6JWHWLChAlcf/31IfvDLpgZjUYeeOABmicnY81di7E8V+9IIsQYqouJOPgLcXHxPProoyG9SGnQFB+n08lDDz1ERkYGkZGRtGvXjscffxztf4Z9NU1jzpw5tGjRgsjISEaMGMHu3bt1TB24rrzySqZMmYJaXULNhi9lY9MwpKkOajb/G2dFPqNGjeK2226T0hPA4uPjeezRRzEaTUQe+K9c7yO8R3UQue8nFFTmzHmI5s2b653Ip4Km+MybN48333yT1157je3btzNv3jyeeeYZXn31VfdjnnnmGV555RXeeustVq9eTXR0NKNHj6aurk7H5IFJURRuvPHG3/f22vwvNNWhdyzhJ5qmUrvtG5xlBxkyZAh33303BkPQ/DgIW506deKaa6aj2GqIOPiL3nFEiLDmrMVQV86kSZPo06eP3nF8Lmh+0v38889ceOGFjBs3jjZt2jBp0iRGjRrFr7/+CjSM9rz00ks8+OCDXHjhhXTv3p0PPviAvLw8Fi5cqG/4AKUoCrNmzTqyq3sWtdu+QZOdoUOepmnU7frBvcv6gw8+KNtQBJFLLrmEzMxMzKV7MZUe0DuOCHLGinwshVtJT0/nuuuu0zuOX5j0DnCyBg4cyNtvv82uXbvo2LEjGzduZMWKFbzwwgsA7N+/n4KCAkaMGOH+mvj4eM466yxWrVrFpZdeesznra+vp77+9yHjiorwmulkNBp58MEHuffee1m/fj115kgiOp4b8qc8Xn/99WPefuusv/g5if/V71+FPXcjHTp04Iknngjpc/mhyGg0ct9993HdddehZa2iKi4VTPJ3KDygOok4uBKDwcD9998fNj8LgmbE59577+XSSy+lc+fOmM1mevXqxcyZM5k2bRoABQUNK5smJyc3+rrk5GT3fccyd+5c4uPj3R9paWm++yYClMVi4YknnqBDhw7YczdiO/ir3pGEj9hyN2E7sIrU1JbMmzeP6OhovSMJD7Rq1aphGxF7LVbZzFR4yFK4BUNdBZMmTaJTp056x/GboBnx+eyzz/joo4/4+OOPOeOMM9iwYQMzZ84kNTX1tKbf3nfffcyePdv9eUVFRViWn6ioKJ5++mluvvkWCvetQLHGYGlxht6xfOaWW2455u2KJcrPSfzHXryXul1LiI+P55ln5gX9Dsvh7uKLL2bRokXk5m3H3qwjaqT8fYqTp9iqseZvJDExiSuvvFLvOH7llREfp9PJhg0bKCvz3WrAf/nLX9yjPt26deOKK65g1qxZzJ07F4CUlBQACgsLG31dYWGh+75jsVqtxMXFNfoIV0lJSTzzzDxiY2Op2/EdjtKDekcSXuKsKKBu6yKsVivz5s2jZcuWekcSp8lisXDbbbeBpmLNklFacWqsOb+B08ENN8wIu5Ffj4rPzJkz+fvf/w40lJ6hQ4fSu3dv0tLSWLZsmTfzudXU1Bw168RoNKKqDRfjZmRkkJKSwtKlS933V1RUsHr1agYMGOCTTKEoPT2dp556CrPJSO2Wr2RfrxCg1lVQu3khqE4eefjhsBrSDnVnnXVWw8KGFbkYKwtP/AVCAIbaw5hL9tKxY0dGjhypdxy/86j4zJ8/nx49egDw1VdfsX//fnbs2MGsWbN44IEHvBrQZfz48Tz55JMsWrSIAwcOsGDBAl544QUmTpwINMxQmjlzJk888QT//ve/2bx5M1deeSWpqalMmDDBJ5lCVdeuXbn33nvRHPXUblqAaqvRO5LwkOawUbNpIWp9Nbfddiv9+/fXO5LwsquvvhoAi1zrI06SJW8D0PBvJxyXsfDoOy4uLnafPvrPf/7D5MmT6dixI9dccw2bN2/2akCXV199lUmTJnHzzTfTpUsX7rrrLm644QYef/xx92PuvvtubrvtNmbMmEG/fv2oqqpi8eLFRERE+CRTKBs+fDjTp09HrS2ndvO/0FSn3pHEKdI0jdpti1CrDjFx4kT3LwkitGRmZnLmmWdiqsjDIKM+4gSU2nLMpfvp2LFj2P4i5FHxSU5OZtu2bTidThYvXuweKqupqfHZeiCxsbG89NJLHDx4kNraWvbu3XvUVFxFUXjssccoKCigrq6OJUuW0LFjR5/kCQdXXHEFI0aMwFmeR92uH/SOI05R/f6fcRTv48wzzzzuxdwiNLguTrUUbNE5iQh0lsItgMaVV14Z8suWHI9HxWf69OlMmTKFrl27oiiKe+2c1atX07lzZ68GFPpRFIW77rqrYZp73iZsubI5YrCwF+3GduAXUlNb8tBDD8kChSHujDPOaFjq43AWimw8LI7HUY+lZC+pqalhfe2rR8XnkUce4W9/+xszZsxg5cqVWK1WoOFi43vvvderAYW+rFYrjz/+OPHx8dTtWoqjPE/vSOIEnNUl1G1fTERkJE888TgxMTF6RxJ+0HAto4b50E69o4gAZS7eA6qDCy+8MCyv7XHx6Dv/4IMPGD9+PLNmzaJVq1bu26dOnUp5ebnXwonAkJyczCOPPIJBgbqti9BkN/eApTnt1G75Cs1p47577yUjI0PvSMJPhg0bRlxcPJbiXSBbz4g/0jQsh3ZgtlgYM2aM3ml05fGprmMVnMrKSqZPn37aoUTg6dmzZ8PFznUV1G7/Fk3T9I4kjqFu1w+o1SVMmjSJs88+W+84wo8sFgsjR45AsddirJCRWdGYoaYEQ105QwYPDuv16sDD4qNp2jEvisrJySE+Pv60Q4nAdNlll9G3b18cxXux5azTO474A3vBduz5W+jUqRMzZszQO47QwbnnnguAuWSfzklEoHH9m/jf/SzD1SltWdGrVy8URUFRFM4991xMpt+/3Ol0sn///rAfQgtlro3srrvuOsr2/hdTYmuMMU31jiVoWKSwbtdSoqKiePjhhzGbzXpHEjro3Lkzqamp5BUepE51gCFodiUSvqRpmMv2ERsXR79+/fROo7tT+l/hWghww4YNjB49utFFkxaLhTZt2nDxxRd7NaAILImJidx9993ce++91G77hui+l6EYZMaQnjRNazj96Kjnjr/cR4sWLfSOJHSiKArDhg3jo48+wliRhzMhXe9IIgAYqg+h2Go4e+S4RgMW4eqUXoGHH34YgDZt2nDJJZfIwoBh6qyzzuL888/n66+/pv7AL0S0HaR3pLBmz1mPsyyLIUOGhOXy86KxgQMH8tFHH2E6nC3FRwBgOpwNNPzbEB7uzu7aDd1ms1FUVOTeL8slPV3+s4W6m2++mbVr15J/cDXm5h0xxjTTO1JYUmsrqN+3gvj4eGbPnh22C5KJ33Xq1In4+HgOl2dTr2kg/ybCnulwNmaLhd69e+sdJSB4dHHz7t27GTJkCJGRkbRu3ZqMjAwyMjJo06aNTJ8NE5GRkdx5552gadTt+F5meelA0zTqdi1Fc9q57bbbSEhI0DuSCABGo5EBAwag2Gow1JbqHUfoTLHVYKwtpXevXnKW5giPRnyuvvpqTCYTX3/9NS1atJDfMsNUnz59GDFiBEuWLMGetwlLyx56RworjkN7cJTso2/fvgwfPlzvOCKA9OnTh8WLF2OsyEeNaqJ3HKEj19IGffv21TlJ4PCo+GzYsIG1a9fK9hSCm2++mVWrfqFm738xNeuAwRKld6SwoDnt1O/5EbPFwsyZM+WXD9GI65SGqSIPe0pXndMIPZmOFJ8+ffronCRweHSqKzMzk+LiYm9nEUEoMTGR6dOvRnPUYzvwi95xwoYt6zfUukouveQSWrZsqXccEWCSkpJo06YNpsoCUGUV57ClaZgq80lMTKRNmzZ6pwkYHhWfefPmcffdd7Ns2TJKSkqoqKho9CHCy4UXXkhaWhq23A04q0v0jhPy1PoqbFlrSEpKYurUqXrHEQGqV69eoDow1MgvqeFKqa9EsVXTs2dPGRX+Hx4VnxEjRvDLL79w7rnn0rx5cxITE0lMTCQhIYHExERvZxQBzmQycdNNN4GmUb/3v3rHCXn1+35Gc9q57rrriIyM1DuOCFA9ejRcc2esLNQ5idCLsarh7971b0E08Oganx9//NHbOUSQ69+/P927d2fTpk04KwowxqXoHSkkqTVl2Au20KZNG0aNGqV3HBHAunXrBoCpsgB7i246pxF6MFUWANC9e3edkwQWj4rP0KFDvZ1DBDlFUbjmmmuYOXMmdftWEt1TVvD2hfr9q0DTmD59OkajrJgtji8pKYm0tDSy8gobdmtXPBrgF0HMWFlAXFwcrVu31jtKQPGo+CxfvvxP75ddocNTjx496Nu3L7/99huO8lxM8XLRrTc5q0uwF26nffv2DBkyRO84Igh0796d7OxFGGrLZFp7mFFs1RjqK+nebzAGg5Te/+VR8TnnnHOOuu1/L5xyOp0eBxLBbfr06fz222/YDqzG1OMiveOEFNvBNUDDOlpyoaI4Gd27d2fRokUYKwul+IQZ17VdrlOe4nce1cCysrJGH0VFRSxevJh+/frx3XffeTujCCKZmZn07NkTR8l+nJVFescJGWptOfbCbWRktGXAgAF6xxFBwnVth/HItR4ifBjl+p7j8mjEJz4+/qjbRo4cicViYfbs2axdu/a0g4ngdfnll7NhwwbqD64mqut4veOEhPqs30DTmDbtMhm2FictJSWF5ORkCkoKQPbtCivGqgIiI6Po0KGD3lECjld/giYnJ7Nz505vPqUIQr1796ZTp044Du1GrT2sd5ygp9pqcBRsoUWLFsc8zSzEn+nZsyeKow5D3WG9owg/Uey1GGsP0717N5kEcQweFZ9NmzY1+ti4cSOLFy/mxhtvpGfPnl6OKIKNoihccskloGnYstfpHSfo2XM3ojkdTJ48WX6IiVPm+plsrMjXN4jwG9dpLnk/PjaPTnW5VoH8447c/fv35x//+IdXgongdvbZZ5OckkJR/hasGQNQzLLQnic0pwNb7gZiY2MZM2aM3nFEEOrVqxfQsFmlPTlT5zTCH1wbk7r+7kVjHhWf/fv3N/rcYDDQrFkz2fJeuBmNRiZPmsRrr72GLXcT1jZn6R0pKNkLt6PZarhwyuWySrPwSHJyMq1atSI7v0DW8wkHmoapIpfYuDjat2+vd5qA5NH/gNatWzf6SEtLk9IjjnLeeecRFRWFPXcDmipLHJwqTdOwZa/FaDIxYcIEveOIINavXz8Upw1DtezbFeqU+koM9VX06d1bTo0fh8fV/6effmL8+PG0b9+e9u3bc8EFF/Df/8o+TeJ3UVFRnH/++aj1VdiL5KL3U+UsPYhaXcK5w4fTpImswSI817dvXwBM5Tk6JxG+5vo7dv2di6N5dKrrn//8J9OnT+eiiy7i9ttvB2DlypWce+65vPfee1x22WVeDSmC10UXXcT8+fOxZa/FnNxFFt47BfXZDctCTJ48WeckItj16tULs9mM83A2tpa99Y7jc6+//voxb7/pjrv8nMT/TIezgYZrbsWxeTTi8+STT/LMM8/w6aefcvvtt3P77bfz6aef8vTTT/P44497O6MIYsnJyZx99tmolUU4D+fqHSdoOKtLcJYeoGfPnnKeXpy2yMhIevfujbGmBMVWrXcc4StOO6bKfDp16iSjxH/CoxGfffv2MX780QvTXXDBBdx///2nHUqElsmTJ7Ns2TJs2WsxJbbSO05QsMloj/CyAQMGsHr1akyHs7E376x3HJ+65ZZbjn2HKbQnCJjKc0FTZXX3E/BoxCctLY2lS5cedfuSJUtIS0s77VAitGRmZpKZmYmjeA9qTZnecQJew4KF22nZsqUMVwuvGThwIACmsgP6BhE+4/q7HTRokL5BApxHIz533nknt99+Oxs2bHD/Z1q5ciXvvfceL7/8slcDitAwZcoUHnnkEeqz1xHZ6Vy94wS0hllwDQsWyvYUwluaNWvGGWecwdZt21DsdWhmmYkbUlQH5vJsUlu2pF27dnqnCWgeFZ+bbrqJlJQUnn/+eT777DMAunTpwqeffsqFF17o1YAiNAwePJiUlBQKC7aith2IQRY0PKaGBQs3EhsXx+jRo/WOI0LM0KFD2bp1K6bDB7E366R3HOFFxvI8cNo5Z+hQmURyAh7/Ojlx4kRWrFhBSUkJJSUlrFixQkqPOC6j0cikSZPQnHbsORv1jhOw7AXb0Gw1TLjwQlkbS3jd2WefDYCpdJ/OSYS3mUv3Ag3lVvw5j4rPmjVrWL169VG3r169mt9+++20Q4nQNHbsWGJiYrDlrkdzOvSOE3AaFiz8DbPZLAsWCp9ITk6me/fumCryZXZXKHHaMB/OIj09XXZjPwkeFZ9bbrmF7Ozso27Pzc09/tX0IuxFRkYyYcIENFsN9oJtescJOK6Lv0ePHk1SUpLecUSIGjVqFACmEhn1CRWmsoOgOhk5cqSc5joJHhWfbdu20bv30Ytg9erVi23b5A1NHN/EiRMxm83YstagaarecQKGpmnYDq5BURSmTJmidxwRwoYOHYrZbMZcsgf+sNG0CE7mkj0AjBgxQuckwcGj4mO1WiksLDzq9vz8fEwmj66XFmEiKSmJ8847D7X2MI5De/SOEzCch3NxVuQzePBgWRJC+FRMTAyDBw/GWFuGoaZE7zjiNCn1lZgq8unVqxcpKSl6xwkKHhWfUaNGcd9991FeXu6+7fDhw9x///2MHDnSa+FEaJoyZQqKYqD+4K9o8hsnALasXwGYOnWqzklEODjvvPMAMB/apXMScbrMxbuB3/9OxYl5VHyee+45srOzad26NcOGDWPYsGFkZGRQUFDA888/7+2MIsS0bNmSc84ZilpZiLMsS+84unNWFuEo2U/Pnj3p0qWL3nFEGOjduzfNmzfHUroPZKJB8NJULMW7iYqOds/YEyfmUfFp2bIlmzZt4plnniEzM5M+ffrw8ssvs3nzZhmmFyfFNbJRf/BXnZPoz/UayOa+wl+MRmPDCIHTJlPbg5ixPBfFVs3IESOwWq16xwkaHq/jEx0dzYwZM3j99dd57rnnuPLKKzGbzY0eM27cOPLz8087pEtubi6XX345TZo0ITIykm7dujWaPq9pGnPmzKFFixZERkYyYsQIdu/e7bXjC+/p0KEDZ555Js6yLJwVBXrH0Y1aU4bj0C46dOhA37599Y4jwsi4ceNQFAOWQzv1jiI8ZCnaAXDMvTPF8fl0Pfzly5dTW1vrlecqKytj0KBBmM1mvvnmG7Zt28bzzz9PYmKi+zHPPPMMr7zyCm+99RarV68mOjqa0aNHU1dX55UMwrtcIxz1B49eEypc1Gf9BprGtGnTZBqq8KtmzZoxcOAAjNWHMFTLRc7BRqmvwlSezRlnnCFbVJyioJmCNW/ePNLS0nj33Xfdt2VkZLj/rGkaL730Eg8++KB7BekPPviA5ORkFi5cyKWXXur3zOLPde/enczMTLZt24azugRjdBO9I/mVWl+FvWArrVq1YvDgwXrHEWHoggsuYOXKlZgPbac+Wv4NBhPzIRnt8VTQ7ID473//m759+zJ58mSaN29Or169eOedd9z379+/n4KCgkbrGMTHx3PWWWexatWq4z5vfX09FRUVjT6EfyiKwrRp0wCwHVyjcxr/s2WvBdXJ1KlTMRqNescRYahv376kpqZiKdkHjnq944iTpTqxFO8iLi6eYcOG6Z0m6ARN8dm3bx9vvvkmHTp04Ntvv+Wmm27i9ttv5/333wegoKDhOpHk5ORGX5ecnOy+71jmzp1LfHy8+0Muzvav/v3706ZNG+yF21Hrwqd0avY67HmbaNq0qSwBIXRjMBgaRshVB+ZiWVcrWJjKDqDY6xg3biwWi0XvOEEnaIqPqqr07t2bp556il69ejFjxgyuv/563nrrrdN6Xtd6RK6PY23FIXzHYDA0zPDSVGzZ6/SO4ze23I1oDhuTJ08+alKAEP40ZswYzBYLlkPbZSXnIGEp3I6iKFxwwQV6RwlKQVN8WrRoQWZmZqPbunTpQlZWwzowrhUr/7iidGFh4Z+uZmm1WomLi2v0Ifxr+PDhNGvWDHveZjR76F+IrqkO7DnriY6O5vzzz9c7jghzcXFxjBwxAkNdBcaKXL3jiBMwVBdjrC5iwIABslKzhzwqPtXVJ7er7/333++1zRYHDRrEzp2Np13u2rWL1q1bAw0XOqekpLB06VL3/RUVFaxevZoBAwZ4JYPwDZPJxOTJk9GcNmy5G/WO43P2gu2otmouvPBCoqKi9I4jBBMnTgQaRhJEYLMUNfwduf7OxKnzqPgkJydzzTXXsGLFij993H333UdCQoInhzjKrFmz+OWXX3jqqafYs2cPH3/8MW+//bZ7N3hFUZg5cyZPPPEE//73v9m8eTNXXnklqampTJgwwSsZhO+MGzeO6Oho7Lkb0FSn3nF8RtM0bNlrMZpM8oNLBIz27dvTrVs3TOXZKGF0rV3QcdRhLt1HWloaffr00TtN0PKo+Pzzn/+ktLSU4cOH07FjR55++mny8vK8na2Rfv36sWDBAv7v//6Prl278vjjj/PSSy+5ZwUB3H333dx2223MmDGDfv36UVVVxeLFi4mIiPBpNnH6oqKiGDduHGp9FY6i0N0/yFl2ELW6hOHDhtG0aVO94wjh5voF0XJkmrQIPJZDu0B1MmHCBFn36zR4VHwmTJjAwoULyc3N5cYbb+Tjjz+mdevWnH/++Xz55Zc4HL7Z++X8889n8+bN1NXVsX37dq6//vpG9yuKwmOPPUZBQQF1dXUsWbKEjh07+iSL8L6JEyc2bF6avTZkNy91XcA9efJknZMI0diQIUNITEpq2PRS9u8KPJqK+dAOIiIjGT16tN5pgtppXdzcrFkzZs+ezaZNm3jhhRdYsmQJkyZNIjU1lTlz5lBTU+OtnCIMpKSkMGTIYNTKQtTK0NvGQq05jKNkP926daNDhw56xxGiEbPZzAXjx6M46jHL/l0Bx1ieg6G+itGjRhEdHa13nKB2WsWnsLDQvVHpvffey6RJk1i6dCnPP/88X375pVxbI06Z69+MLSf0LnK25TV8T/L/QgSq888/H6PRiLlIprYHGteF566dCYTnPNqy4ssvv+Tdd9/l22+/JTMzk5tvvpnLL7+80YXMAwcOpEuXLt7KKcJEz549SU9PJztnB2qHoRjMkXpH8grNaceev4XExESGDBmidxwhjqlp06YMHjyYn376CUN1MWpMM70jCUCpq8BUkUuPHj0abdUkPOPRiM/06dNJTU1l5cqVbNiwgVtvvfWo2Vupqak88MAD3sgowohrUS5NdWIvCJ2ptY5De9DsdYwdO1YWLBQBzbUonlzkHDjMhxqWcpEFC73Do+KTn5/PX//6V/r163fcx0RGRvLwww97HEyErxEjRmAymbDnb9E7itfYjnwv5513ns5JhPhzvXr1olWrVphL98v+XYFAdWIp3k18fLyMFnuJR8UnKioKp9PJ/Pnzefzxx3n88ceZP3++z2ZzifASHx/PoEGDUKsO4awsPPEXBDi1rgJnWRY9evSgZcuWescR4k8pitKw47fqwFyyV+84Yc90+CCKo47zzjtPRou9xKPis3XrVjp06MBVV13FggULWLBgAVdffTUdOnRgy5bQ+S1d6GfMmDEAPjndpZijUCwNHyhH/gsohobbzN5fSdn1Pbi+JyEC3ahRozCaTA1T24WuzIca/g7GjRunc5LQ4VHxue666+jatSs5OTmsW7eOdevWkZ2dTffu3ZkxY4a3M4ow1LdvX+Li4nAU7UTTVK8+d8xZVxE7+CZiB9+EIaZhEUFDTFNiB99EzFlXefVYAPbCHZjNZhmmFkEjISGBwYMGYawpwVBdrHecsKXUV7ovam7VqpXecUKGR8Vnw4YNzJ07l8TERPdtiYmJPPnkk6xfv95r4UT4MplMnHPOOaj1VTgPB+/Gic6qYtTqYvr37y9rb4igMnbsWAAZ9dGRuXgP8PvfhfAOj4pPx44dj9oFHaCoqIj27dufdighAIYNGwaAvWjnCR4ZuOxHtt8YPny4zkmEODV9+vRpWMm5dD+o3h11FSdB0zCX7CUiIkJGi73spItPRUWF+2Pu3LncfvvtzJ8/n5ycHHJycpg/fz4zZ85k3rx5vswrwki3bt2Ii4/HWbwvaLewcBTvwWw2c9ZZZ+kdRYhTYjQaGXHuuSiOOowVOXrHCTuG6kMY6isYMmQIkZGhsZ5ZoDjpBQwTEhIabYqmaRpTpkxx3+Z6Yxo/fjxOZ+juri38x2g0MnDAABYvXoxaWYQxLlnvSKdEra1ArTrEmf37yw8uEZRGjRrF559/jrl4L86EdL3jhBXXjLpRo0bpnCT0nHTx+fHHH32ZQ4hjGjRoEIsXL8ZevDfoio/jyA+ugQMH6pxECM+0a9eO9PR0snKyqXM6wOjRYv/iVGkq5rIDJCQk0KtXL73ThJyT/lc8dOjQU37ym2++mccee4ymTZue8tcKAdC7d2+MRiPO0gPQNrgKhKP0IICc5hJBS1EUhg4dyocffoipPAdHUhu9I4UFY1URir2Ws88eidFo1DtOyDmtTUpP5J///CcVFRW+PIQIcVFRUXTt2hVnRQGavU7vOCdNU504y7JJT29N8+bN9Y4jhMdcv/SayvbrnCR8mEoPAHD22WfrGyRE+bT4BOsFqSKw9O3bF9BwlGXrHeWkOSvy0Zw2+vXrq3cUIU5L27ZtSU1NxVyeK7O7/EHTMB3OIiYmhp49e+qdJiT5tPgI4Q2u//zOw8Ezs8S19pD84BLBTlEU+vfvD04bxqrg30Im0BnqDmOwVXHmmWfKaS4fkeIjAl6nTp2wWCw4gqj4uLJ269ZN5yRCnL7+/fsDYCoPnv+Dwcp45GeH6zUX3ifFRwQ8s9lMZmYmatUhtCDYLVrTVNSKPNq0aUN8fLzecYQ4bT169MBqtWKU4uNzpoocFEXhzDPP1DtKyJLiI4JCZmYmoOGsLNI7ygmp1aVoDtuRzEIEP4vFQrdu3TDWlqEE0SSDoKM6MVUdol27dvJLkw95VHyysrKOeeGypmlkZWW5P7/88suJi4vzPJ0QR3Tq1AkAZ0WBzklOzFnZcB2EK7MQoaBHjx4AGKsC//9gsDJWHwLVIdcG+phHxScjI4NDhw4ddXtpaSkZGRnuz998801Zw0d4RefOnQFwVgb+D11XRldmIUKB683YGAS/fAQr45GfHa6SKXzDo+KjaVqj7StcqqqqiIiIOO1QQvxRs2bNiIuLQ606unAHGrXyEEajsdEvAUIEu06dOmEymRpGJYRPuF5bmRThW6e0/vjs2bOBhumNDz30EFFRUe77nE4nq1evliE64ROKopCRkcHGjZvQnA6UAF06X9M01Opi0lu1wmw26x1HCK8xm820a9eOnbv3NKznY5BLRL3NWF1CcnKyXN/jY6f07rF+/Xqg4Yf75s2bsVgs7vssFgs9evTgrrvu8m5CIY5o27YtGzduRK0pwRgbmPt2afVVaI562rZtq3cUIbyuU6dO7Ny5E0NdGWpUE73jhBTFVoNir6FTJ1n01NdOqfi4NiqdPn06L7/8sly4LPyqdevWQMOsqUAtPmpNKfB7ViFCSceOHQEw1JRK8fEyQ00JAB06dNA5Sejz6HzBu+++6+0cQpxQq1atAFBrD+sb5E+oNWUApKWl6ZxECO9r06YNAIYA/j8YrFyvqes1Fr7jUfEZPnz4n97/ww8/eBRGiD/jLj5HykUgUmsbsrVs2VLnJEJ4X3p6OgDGusP6BglBhiOvqYwW+55HxeePU+3sdjsbNmxgy5YtXHXVVV4JJsQfNWvWDLPZHNgjPkeySfERoSg2NpbExERKasr1jhJyjHXlGE0mUlNT9Y4S8jwqPi+++OIxb3/kkUeoqqo6rUBCHI/BYCA5OZncolK9oxyXWltBTEwsMTExekcRwidSU1Mp27YdNA2OsayJ8IyhvoqU5GTZmNQPvDof8fLLL+cf//iHN59SiEZatGiBZqtBc9r1jnIUTdPQ6spp0SJF7yhC+Ezz5s1BU1HstXpHCR2qE8Ve0/DaCp/zavFZtWqVLGAofKpFixYAqHUVOic5mmavRXPaSUmR4iNCV3Jyw4xKxSaj+96i2GuA319b4Vseneq66KKLGn2uaRr5+fn89ttvPPTQQ14JJsSxuH4j0uoqIDqwptNqdZWA/PASoa1Zs2YAGGw1qDpnCRUGWzXw+2srfMuj4vPHVSUNBgOdOnXiscceY9SoUV4JJsSxuEqFeqRkBBK1vmEUSoqPCGUJCQkAKA7Zpd1bXK+l67UVviXr+Iig8nvxCbxZJa7Tb3KqS4Qy1y++Uny8R7FL8fGn09rwaO3atWzfvh2AM844g169enkllBDH4yoVAXmNT62M+IjQ5x7xsUvx8RZXiZQ9uvzDo+JTVFTEpZdeyrJly9z/CQ4fPsywYcP45JNP5Dyl8JmkpCSMRmPDNT4BxlXGpPiIUOZaqkFx2nROEjqUI7NUZRkM//BoVtdtt91GZWUlW7dupbS0lNLSUrZs2UJFRQW33367tzMK4WY0GmnevHlAjviodRVERkYSGxurdxQhfCY6OrrhDwG4pETQOlIi3a+t8CmPRnwWL17MkiVL6NKli/u2zMxMXn/9dbm4Wfhcamoq+flr0ZwOFONpna31moY1fA6T2joNRRZ1EyEsMjISkBEfb3K9llFRUTonCQ8ejfioqorZbD7qdrPZjKrKBEfhW7+v5RNAFzg76tAcNlluXoQ8o9GIxWJFUR16RwkZrtfSVSqFb3lUfIYPH84dd9xBXl6e+7bc3FxmzZrFueee67VwQhyLq1yotYFTfFxZXKVMiFBmjbCCFB/vOfJaWq1WnYOEB4+Kz2uvvUZFRQVt2rShXbt2tGvXjoyMDCoqKnj11Ve9nVGIRty7tNcGzi7trh3jZXNSEQ4irFYU1al3jJChqE7MZjMGg1c3UxDH4dGrnJaWxrp161i0aBEzZ85k5syZ/Oc//2HdunXuNyVfe/rpp1EUhZkzZ7pvq6ur45ZbbqFJkybExMRw8cUXU1hY6Jc8wn/cxacmcIqPs6Zh49S0tDSdkwjhe1arFTQpPl6jOrFYZLTHXzy+MlRRFEaOHMnIkSO9meekrFmzhr/+9a9079690e2zZs1i0aJFfP7558THx3Prrbdy0UUXsXLlSr9nFL7TsmVLFEUJqOLjyuKv4i+Ensxms4z4eJPqxBJ59HWzwjc8HldbunQp559/vvtU1/nnn8+SJUu8me2YqqqqmDZtGu+88w6JiYnu28vLy/n73//OCy+8wPDhw+nTpw/vvvsuP//8M7/88ovPcwn/sVgspKSkoFaX6B3FTa0pJTIyiqZNm+odRQifM5vNKJpMZPEWRXNiOsaEIeEbHhWfN954gzFjxhAbG8sdd9zBHXfcQVxcHGPHjuX111/3dsZGbrnlFsaNG8eIESMa3b527Vrsdnuj2zt37kx6ejqrVq067vPV19dTUVHR6EMEvjZt2qDZqtECYPVYTVNRa0pp3TpdprKLsGA2m+VUlzdpKmZTYCzNEQ48eqWfeuopXnzxRW699Vb3bbfffjuDBg3iqaee4pZbbvFawP/1ySefsG7dOtasWXPUfQUFBVgslqP2OklOTqagoOC4zzl37lweffRRb0cVPuYqtM6aUkzx+k4h12rLQXXSunVrXXMI4S9msxlk6RKvUbRjLxEjfMOjEZ/Dhw8zZsyYo24fNWoU5eW+mWKcnZ3NHXfcwUcffURERITXnve+++6jvLzc/ZGdne215xa+06ZNGwDUqmJ9gwDO6oYMGRkZOicRwj9MJhOggZzu8g7NKcXHjzwqPhdccAELFiw46vZ//etfnH/++acd6ljWrl1LUVERvXv3xmQyYTKZ+Omnn3jllVcwmUwkJydjs9k4fPhwo68rLCz8092yrVYrcXFxjT5E4Gvbti0AarX+xUetarjWSIqPCBfuN2kZ9fEKRVWPlEnhDx690pmZmTz55JMsW7aMAQMGAPDLL7+wcuVK7rzzTl555RX3Y721d9e5557L5s2bG902ffp0OnfuzD333ENaWhpms5mlS5dy8cUXA7Bz506ysrLcGUXoaN26NYqi4AyIEZ9DgBQfET7cxUdzchqTg4WLjPj4lUf/Yv/+97+TmJjItm3b2LZtm/v2hIQE/v73v7s/VxTFa8UnNjaWrl27NrotOjqaJk2auG+/9tprmT17NklJScTFxXHbbbcxYMAA+vfv75UMInBYrVZSU1uSV1SMpmm6XlSsVhUTHRMjM7pE2HC9SSuaE03nLEFPU0HTsFgseicJGx4Vn/3793s7h1e8+OKLGAwGLr74Yurr6xk9ejRvvPGG3rGEj7Rr15bc3Bw0Ww2KVZ9djTXVgVpbRrtu3WRGlwgbcqrLi468hjLi4z+nPUapaQ19X48f+suWLWv0eUREBK+//rrPp9SLwNC2bVuWL1+OWn0Ig07FR60uBU1zX3MkRDhwjU4oqkNGfE7XkWUBZMTHfzxewPCDDz6gW7duREZGEhkZSffu3fnwww+9mU2IP+W6psZZpd9ChjKjS4Qj98xaWcvntCmyQanfeTTi88ILL/DQQw9x6623MmjQIABWrFjBjTfeSHFxMbNmzfJqSCGOxVU21CMXF+vBNZ1eio8IJ+43aafs0H7apPj4nUfF59VXX+XNN9/kyiuvdN92wQUXcMYZZ/DII49I8RF+kZqaisViwaHjzC5VRnxEGHK9SbtGK4TnXHueSfHxH49OdeXn5zNw4MCjbh84cCD5+fmnHUqIk2E0GklPT0erKXVfa+ZvanUxTZs1IyYmRpfjC6EH16kuKT5e4LQDEBkZqXOQ8OFR8Wnfvj2fffbZUbd/+umndOjQ4bRDCXGyMjIy0Jx2tDr/77GmOWyodZVkHFlFWohw4X6TPvKmLTznKo9RUVE6JwkfHp3qevTRR7nkkktYvny5+xqflStXsnTp0mMWIiF8xX2Bc3Uxhsh4vx7beWR3+DZSfESYcb1Jy4jP6VOOlEdvbsUk/pxHIz4XX3wxv/76K02bNmXhwoUsXLiQpk2b8uuvvzJx4kRvZxTiuFwbg6rV/p/Z5TqmbE4qwo1rxEdx2nROEgKOvIYy4uM/pzziY7fbueGGG3jooYf45z//6YtMQpy034tPqd+PrdbIiI8IT+5r2qT4nDbXiE90tD5rkYWjUx7xMZvNfPHFF77IIsQpS0lJwWw2o9boUHyOlC0Z8RHhxvUmrcg1PqfNNWomEyT8x6NTXRMmTGDhwoVejiLEqTMajaSlpaHWlPh9ZpdaU0piYqL8wBJh5/fiIyM+p8v1GsqIj/94dHFzhw4deOyxx1i5ciV9+vQ56i/MWxuTCnEy0tPT2bdvH5qtGsXqnxLSsEdXOa079fDL8YQIJLGxsQAoDik+p8tVfFyvqfA9j3dnT0hIYO3ataxdu7bRfd7ckV2Ik5GWlgaAWlOGwU/FR605DGjuYwsRTqxWK0aTCaezXu8owc/R8BrKyLH/hNTu7CI8/V58SiHRP0VErSlrdGwhwomiKMTGxFBSJyM+p0tx2lAMBpnV5Uceb1IqRKBIT08Hfi8j/uC6mFqKjwhXsbGxGGTE57QpjnpioqMxGOTt2F9OesRn9uzZJ/2kL7zwgkdhhPBEy5YtAT8Xn9rDgBQfEb7i4uJQcvP0jhH0FKeNuKQEvWOElZMuPuvXr2/0+bp163A4HHTq1AmAXbt2YTQa6dOnj3cTCnECMTExJCQkUOHXEZ8yjEYjKSkpfjumEIEkJiYGVGfD7uIGj66aEIDBUS8XNvvZSf9r/fHHH91/fuGFF4iNjeX9998nMTERgLKyMqZPn86QIUO8n1KIE2jVqhVbtm5DU1UUPwwZq7WHadmiBUaj0efHEiIQ/e/MLs0SOMVHM0egHvmz4qhDQUNDQTNFoJkDbFsIVQXVIRc2+5lH/1qff/55vvvuO3fpAUhMTOSJJ55g1KhR3HnnnV4LKMTJSE1NZcuWLWj1lSg+3rNLc9jQbNW0bNnVp8cRIpC5i4+zHo3AuTC3puvv2yZFbf0XxpoS1Kgkas64UMdUxyZT2fXh0a/GFRUVHDp06KjbDx06RGVl5WmHEuJUua/zqfX96S7X9T2pqak+P5YQgco9SiFr+XhOVm3WhUfFZ+LEiUyfPp0vv/ySnJwccnJy+OKLL7j22mu56KKLvJ1RiBNq0aIFAGpthc+PpdaVA1J8RHiT1ZtPn6zarA+PTnW99dZb3HXXXVx22WXY7Q17tZhMJq699lqeffZZrwYU4mS4i8+RUuJLrnIlFzaLcOZad0b26/KcFB99eFR8oqKieOONN3j22WfZu3cvAO3atTvqLy8nJ4fU1FRZn0D4nKuEqLW+Lz7akXIlxUeEM3fxUaX4eMpVGiMjI3VOEl5O61L86Ohounfvftz7MzMz2bBhA23btj2dwwhxQklJSZhMJrR6319jptY1HEOKjwhn7jdrp0PfIMFMbXjtpPj4l0+HYvy9W7YIXwaDgaZNm6LWV/n8WGp9JRERETI8LcJaRETD1HAZ8fGca8TH9VoK/5BzUCJkNGvWDK2+yueFW6uvolmzZiiK4tPjCBHIzGZzwx9Up75BgpnW8NpZLBadg4QXKT4iZCQlJYGmotlrfXYMTVPRbDUNxxIijLnerBVNPcEjxXGpDa+dFB//kuIjQoZrQU2fFh97HaA1WrxTiHDkfrOWER+PKUdGfEymwFn5Ohz4tPjIqQDhTwkJCQBotmqfHUOz1QBI8RFhT36+e4/MfPYvubhZhIy4uDjANSrjG67ndh1LCCFEcPGo+FxzzTXH3Jqiurqaa665xv35tm3baN26tefphDgFrmXfNUe9z46hOesbHUsIIURw8aj4vP/++9TWHn0dRW1tLR988IH787S0NNm9WviNX4qPveG5ZSq7CHdO55Fre+SU12loeO3cr6Xwi1O6oqqiogJN09A0jcrKykZrDzidTv7zn//QvHlzr4cU4mS4VpLVfLlp4pEl5l3HEiJc1dc3/BKgGeSXW0+5XjubTfY786dTKj4JCQkoioKiKHTs2PGo+xVF4dFHH/VaOCFOhdVqbfiD6ruVZLUjz+0+lhBhyv1mrUjx8Zih4S3YVSKFf5xS8fnxxx/RNI3hw4fzxRdfNFrLxGKx0Lp1a9mxWujGH8XHtTy/FB8R7n4f8ZGp2J5yjfjU1fluQoY42in9ix06dCgA+/fvJz09XaYzioDiWldE8+WIz5F1N9yr1goRptwTXEyy+J7HjA2vXVWV77faEb/z6OLmH374gfnz5x91++eff877779/2qGE8IT7QnpfLqNwZJVaWXBMhDtX8dGMMvrpKc3U8Noda5a08B2Pis/cuXNp2rTpUbc3b96cp5566rRDCeGJ34uPD5fQP/LcMltRhDt38ZERH4+5SqMUH//yqPhkZWWRkZFx1O2tW7cmKyvrtEMJ4QnX6qeaT4tPw2iSnOYV4a6srAwAzRypc5LgpZkbZkaXlpbqnCS8eFR8mjdvzqZNm466fePGjTRp0uS0QwnhCVcZUfB9KZHiI8JdSUkJAKpZlnbwlGaKAMXgfi2Ff3hUfKZOncrtt9/Ojz/+iNPpxOl08sMPP3DHHXdw6aWXejujEEKIAHPo0KGG6dhGOdXlMUVBNUdSXFysd5Kw4tEVmo8//jgHDhzg3HPPdV/k6XQ6ueqqq+QaH6Ebf+4NJ/vQiXBXVFTUMNojo5+nRbNEc6i4GKfTKdcO+olHIz4Wi4VPP/2UnTt38s9//pMvvviCffv28Y9//MM9pdjb5s6dS79+/YiNjaV58+ZMmDCBnTt3NnpMXV0dt9xyC02aNCEmJoaLL76YwsJCn+QRgUdVj1zb44cfxO5jCRGG6urqKC0tRbXG6h0l6KnWWJwOR8MImvALj3dn//vf/87EiRO54oormDRpEuPGjeNvf/ubN7M18tNPP3HLLbfwyy+/8P3332O32xk1ahTV1dXux8yaNYuvvvqKzz//nJ9++om8vDwuuugin2USgcUvewcpDf9lpPiIcJafnw+AGiHF53S5ymNeXp7OScKHR6e65syZwwsvvMBtt93GgAEDAFi1ahWzZs0iKyuLxx57zKshARYvXtzo8/fee4/mzZuzdu1azj77bMrLy/n73//Oxx9/zPDhwwF499136dKlC7/88gv9+/f3eiYRWH7f6M/jPn9iUnyEIDc3FwDVGqdzkuDneg1zc3Pp3bu3zmnCg0fF58033+Sdd95h6tSp7tsuuOACunfvzm233eaT4vNH5eXlAO5tM9auXYvdbmfEiBHux3Tu3Jn09HRWrVp13OJTX1/faJ+UiooKH6YWvuQuPgbfFx+Hw4fbYggR4FzLlqgR8TonCX6u11CWgvEfj94h7HY7ffv2Per2Pn36+OUNQVVVZs6cyaBBg+jatSsABQUFWCwWEhISGj02OTmZgoKC4z7X3LlziY+Pd3+kpaX5MrrwIde/PcWHmyYqBik+Qhw4cAAANTJB1xyhwPUaHjx4UN8gYcSj4nPFFVfw5ptvHnX722+/zbRp00471InccsstbNmyhU8++eS0n+u+++6jvLzc/ZGdne2FhEIPdru94Q8+HfFpKFVSfEQ4O3DgABhMaJYYvaMEP6MZ1RLN/iNlUviexxsO/f3vf+e7775zn0JavXo1WVlZXHnllcyePdv9uBdeeOH0U/6PW2+9la+//prly5fTqlUr9+0pKSnYbDYOHz7caNSnsLCQlJSU4z6f1WqVnbZDxO/Fx4f7aB3ZTdlms/nuGEIEMKfTyYEDB3BGJshUdi9RIxMpPpRDZWUlsbFywbivefQOsWXLFvdFWHv37gWgadOmNG3alC1btrgf583VbTVN47bbbmPBggUsW7bsqC0z+vTpg9lsZunSpVx88cUA7Ny5k6ysLPcF2CK0ucqIYvDlqS5To2MJEW6ysrKw2+04E5L0jhIynFFJmMpz2Lt3Lz179tQ7TsjzqPj8+OOP3s5xQrfccgsff/wx//rXv4iNjXVftxMfH09kZCTx8fFce+21zJ49m6SkJOLi4tyzzmRGV3hwlxEfFh8Z8RHhbs+ePQCoUbI9kbe4Xsvdu3dL8fEDH54T8C7XNUXnnHNOo9vfffddrr76agBefPFFDAYDF198MfX19YwePZo33njDz0mFXlyz8xSD2WfHUIzmRscSIty4io8zUkZ8vMX5P8VH+F7QFJ+T2SIgIiKC119/nddff90PiUSgqa2tbfiD0XfFx/XcdXV1vjuGEAFs586dDXtMyYiP12jWWDSjhZ07d+kdJSz4cPqLEP7lKiOKD4uP6xofKT4iHDmdTnbu2oUzIgGMQfN7c+BTFJzRTcjOzqKmpkbvNCFPio8IGa4RH8WHu0Urpobnlh9OIhzl5ORQV1uLM7qp3lFCjjOqKZqmsWuXjPr4mhQfETLc+7aZfFh8jNbGxxIijGzfvh0ANbqZzklCj+s13bFjh85JQp8UHxEyXKMwismH6zIdKVVSfEQ4chUfpxQfr3PGSPHxFyk+ImRUVVUBv5+O8gVXqXIdS4hwsmPHDjAYUSMT9Y4ScjRzFJo5yl0uhe9I8REhw7XBrGKK8NkxFIMRxWihsrLSZ8cQIhDZbDb27t3bMPXal9vChCtFwRHdlKKiIkpLS/VOE9LkX68IGRUVFSgGk09ndQFgtrpLlhDhYvfu3TidTjnN5UOu63xk1Me3pPiIkFFeXg7mSJ8fRzFFNhxLiDAi1/f4nlzn4x9SfETIKC0rQ7FE+fw4iiWKmpoa2bZChBXXm7FMZfcd12srxce3pPiIkFBXV0ddbS0GPxQfgyUaQM7Di7Cya9cuNJMVzSq7h/uM0YIaEcfOnTtParcC4RkpPiIklJWVAfhtxAek+IjwUVNTQ05OTsOFzYqid5yQ5oxqSmVlJYWFhXpHCVlSfERIOHToEACKH34bNVhjACguLvb5sYQIBLt370bTNPdmmsJ3nNENr/HOnTt1ThK6pPiIkOAqIa5S4kuucuUqW0KEun379gHIxqR+4HqNXa+58D4pPiIkuIaFFT8UH0OEFB8RXvbv3w+AGiULF/qaa3FI12suvE+KjwgJBQUFABgi4n1+LCUiDoD8/HyfH0uIQLB//35QDKjWOL2jhDzNHIlmipDi40NSfERIcJUQQ6Qfio85EsVoluIjwsbBgwdxWuPAYNQ7SlhwRiaQm5eH3W7XO0pIkuIjQkJefj6KJcr3qzYDiqKgRMSTl58vU05FyKuurqayslKmsfuRao1FU1WKior0jhKSpPiIoGe328nPy8MQleS3YxqiEqmuquLw4cN+O6YQenCdRlb9cP2caOAqma7XXniXFB8R9PLy8lBV1b/F58iU06ysLL8dUwg9SPHxP9XS8FpL8fENKT4i6B08eBDAr8XHeORYrmMLEapc+9JpJt/vgycaaOYIANkM2Uek+Iigt3fvXgCMMf7bQ8g14uM6thChqrq6GgDNZNE5SfjQjA2vdVVVlc5JQpMUHxH0XOXDEOO/XaMN0U1AMUjxESHPVXwwSvHxmyOvtfu1F14lxUcEvb1796JYY/yyQamLYjBiiG7C3n37UFXVb8cVwt9cU6o1Raay+4t2ZNkAm82mc5LQJMVHBLXy8nIKCgowxjT3+7GNsc2pq60lJyfH78cWwl8slobRB0Vz6pwkfChqw2tttVp1ThKapPiIoObayM8Yl+z3YxtjUxplECIUuYoPqhQfvzlSMt2vvfAqKT4iqLlKh+FICfEnY1zDMXfs2OH3YwvhL65RB8Upqwj7i+u1lhEf35DiI4Kaq3S4Sog/GWKagmKQER8R0pKTG0ZTlfpKnZOED9dr7XrthXdJ8RFBbceOnRgiYv16YbOLYjBhiGnG7t27cTgcfj++EP6QlpYGgKGuXOck4cP1Wqenp+ucJDRJ8RFB69ChQ5SWluhymsvFGJeCzWbjwIEDumUQwpdatGiBwWCQ4uNHhrqGhQtbtWqlc5LQJMVHBC33woWx+g0Hu2aT7dmzR7cMQviS2WymXbt2mGqKQa7z8T1Nw1RZQNOmzUhISNA7TUiS4iOC1v79+4Ej19roxHVsGfERoax///6gOjFW5usdJeQZqg+hOOoYMKA/iqLoHSckSfERQctVfIzR+hUf45GtK1xZhAhFZ511FgCmw7Jmla+ZyhteY9drLrxPio8IWnl5eaAYUCLidMugmKwolmhy8/J0yyCEr3Xu3JmEhATMZQfAKRfy+4ymYi7Zi8VipXfv3nqnCVlSfETQKisrQ7FE6z4crFijKSst1TWDEL5kNBq58MILURx1mEvkejZfMZVlYaiv5LzzxhAZGal3nJAlxUcErdLSUhQdprH/kcESTU1NDfX19XpHEcJnJkyYgNliwVK4BTTZn87rNA1LwWYURWHy5Ml6pwlpUnxEUFJVlbq6OhRTAKxsKjspizCQkJDAeWPGYKirwFQq17R5m7EiD2P1IQYPHkzLli31jhPSpPiIoGQwGDCbzYExvVZtuOYhIiJC5yBC+NbUqVOxWKxEZP8KDhnh9BrVQUTWKgwGA1deeaXeaUKeFB8RtCIiItBU/S+01GRfHREmUlJSmD79ahR7Ldac3/SOEzIs+Zsw1FUwefJk2rdvr3eckCfFRwSt2NhYNFs1mqbpmkOz1RAZGYXRaNQ1hxD+MGnSJNq1a4fl0E6MlQV6xwl6hpoyrPmbaJ6czFVXXaV3nLAgxUcErY4dO6LZatB03DxRc9hQq0vo1KmjbhmE8CeTycSdd96JwWAgcu8yFFuN3pGCl8NG5N6loKnMnjVLZnL5iRQfEbS6dOkCgLNCv9VknZWFgEZmZqZuGYTwty5dunDTTTeh2GuI2PsDqE69IwUfTSNy/08Y6iqYNm2aLFjoR1J8RNDq2rUrAI6SA7plcJQ2HFuKjwg3F198MSNGjMBUVYQ1e7XecYKOJW8DpsPZnHnmmUyfPl3vOGElJIvP66+/Tps2bYiIiOCss87i119/1TuS8IHOnTuTmpqKo2gnmoczTAxRSRhim2OISjrlr9VUJ/b8LcTFxdGvXz+Pji9EsFIUhTvvvJN27dtjKdqBOX+z3pGChunQLqx562nRogUPPvigXB/oZyFXfD799FNmz57Nww8/zLp16+jRowejR4+mqKhI72jCywwGA+PHj0dz2rEXbPPoOaLOGEdMvyuIOmPcKX+t49BuNFsN5513HhaLxaPjCxHMIiIieOrJJ2nevDkROWswF23XO1LAM5XuI/LASuLi4pk7dy6xsbF6Rwo7IVd8XnjhBa6//nqmT59OZmYmb731FlFRUfzjH//QO5rwgfPOOw+z2Ywte51fp7ZrmkZ9VsN03vHjx/vtuEIEmubNm/PCCy+QmJhExMFVmIplS4vjMR7OInLfcqKio3juuWdp3bq13pHCUkgVH5vNxtq1axkxYoT7NoPBwIgRI1i1atUxv6a+vp6KiopGHyJ4xMfHM3HiRNTaw9iy1/ntuPb8raiVhYwcOVJWWRVhr2XLljz//HPExMYSuf+/mEr26h0p4BjLc4ja+yNWq4Vn5s2jQ4cOekcKWyFVfIqLi3E6nSQnJze6PTk5mYKCY683MXfuXOLj490faWlp/ogqvOiKK64gISEB24HVqPVVPj+e5qjHtm8FERERzJgxw+fHEyIYZGRk8NyzzxIdHU3kvp/ktNf/MJXsI2r3EiwmE089+SRnnHGG3pHCWkgVH0/cd999lJeXuz+ys7P1jiROUUxMDNdddx2a00bd7h99vqBh3b4VqLZqrrjiCpo2berTYwkRTDp16sTLL79EQmIiEQdXYcnbCDouMKpGxOOMaoIaEa9bBnPRDiL3LSMqKpLnnnuW3r1765ZFNAip4tO0aVOMRiOFhYWNbi8sLCQlJeWYX2O1WomLi2v0IYLPeeedR7du3XAU7cJRuMNnx3GU7Mees4E2GRlMmjTJZ8cRIli1a9eO1159leTkFKy5a7HmrNGt/NS1O4eaMy6krt05/j+4pmHJ30TEwZ9JSEjg5Zdeolu3bv7PIY4SUsXHYrHQp08fli5d6r5NVVWWLl3KgAEDdEwmfM1gMHD//fcTGRlJ3a6lqLXev1ZLtdVQt/1bTCYTDz7wgMzkEuI4WrZsyauvvkLr1q2xFGwhYt8y92a+YUFTsR5chTXnN5onJ/Pqq6/KHlwBJKSKD8Ds2bN55513eP/999m+fTs33XQT1dXVskBUGEhJSWHmzJlojnpqt/0HTVW99tyaplG343tUWzXXX3897dq189pzCxGKmjVrxiuvvEL37t0xl+4ncue34KjTO5bvOe1E7l6C5dAO2rdvz+uvvUarVq30TiX+R8gVn0suuYTnnnuOOXPm0LNnTzZs2MDixYuPuuBZhKaRI0cyfPhwnOW51O//2WvPa8tZj6N4D3369JFTXEKcpLi4OJ599tkjKzwXEr39a5S60J05q9hqiNrxH0zlOfTv359XXnlFrgMMQIqm99bWAaaiooL4+HjKy8vlep8gVV1dzYwZN5CXl0dUj4swNWlzWs/nrCigeu3/kZiQwN/+9g5JSae+yrMQ4UzTNN59910+/PBDMEVQ0344zthjX3cZrAw1JUTtXoJiq+bCCy/ktttukxWZ/exk379DbsRHiOjoaB555GFMJiN12785rSnumqOe2q1fowAPPfSglB4hPKAoCtdccw333HMPRs1B1M7FmIp36x3La4xlWUTvWITBXsNNN93EHXfcIaUngEnxESGpQ4cO3HLLLai2Gmq3L/ZoirumadTuXIJaW86VV15Br169fJBUiPAxZswYnnvuWWJioonc/18sOb/pOt39tGka5vzNRO1ZgtVs4oknnmDKlCkoiqJ3MvEnpPiIkHXhhRcycOBAnKUHsWWvPeWvtxdsx1G4g27dunHFFVf4IKEQ4adnz5689eabtEpLw5q/iYi9P4AzCGd8qSrWAyuJyFlDs2bNeO3VVxk4cKDeqcRJkOIjQpaiKNx9990kJSVRv/e/OCtPfqNatbac+l1LiYqO5v7775dhayG8qGXLlrzx+uv07t0bc9lBonb+B8Veo3esk+eoJ3LXt1iKd9GpUyfefPNNma4eRKT4iJAWHx/P/fffD5pK7Y7v0LQTT3FvOMX1PZrTxuxZs467+KUQwnOxsbHMmzePsWPHYqwuJnrb1xhqyvSOdUJKXQXR27/GVJnP2WefzUsvvUSTJk30jiVOgRQfEfL69OnDmDFjUCsLseVsOOHjHYU7cJYepH///gwfPtz3AYUIUyaTibvuuosZM2ag2KqI3vE1xvIcvWMdl6GqiOgdX2OoK2fq1Kk8/PDDRERE6B1LnCIpPiIs3HjjjcTFxWPbtxK1rvK4j9PsddTvWYbVauWOO+6QixSF8DFFUZg6dSqPPPIIZqNC1O7vA3LGl7Esi+id32BS7e6yZjDIW2gwkr81ERbi4+O56aYb0Zw26g/8ctzH1WevRbXVcPXVV8spLiH8aOjQobz04ovExsYSuf+/mPM36x3JzXxoF1F7lmK1mJk7dy7jxo3TO5I4DVJ8RNgYOXIk6enp2PO3HHMvL81eiz1nHUlJSUycOFGHhEKEt8zMTF579VWaN29ORM4arFmr9Z3urmlY8jYScWAF8fFxvPzSS/Tr10+/PMIrpPiIsGE0GrnqqqtAU6k/ePSoT33WWjSHjWnTpmG1WnVIKIRIT0/ntddeo02bDCyFW4nY/184iUkJXqdpWLPXYM1dS0pKCq+99hqdOnXyfw7hdVJ8RFgZOnRow6hPwTY0++8bJmqqA3veRhKTkjj//PN1TCiEaNjg9GXOOOMMzCV7/F9+NA1r9q9YCrfQpk0Gr8lGoyFFio8IK0ajseH8vOrEXrTTfbujeB+avY4xo0djsVh0TCiEgIbp7s888wxdu3bFXLLXf+VH07Bmr8ZSuJWMjAxefPEFma4eYqT4iLAzYsQIFMWAPX+r+zZ7QcOfR40apVcsIcQfREVFMW/ePLp16/Y/5ceH1/y4R3q20bZtW1588UUSEhJ8dzyhCyk+IuwkJSXRr19fnBX5qHWVaA4bjpIDdOjQgTZt2ugdTwjxP6Kionj66afd5cea/avPjmUp2ISlcCtt27blhRdeID4+3mfHEvqR4iPCkmtmhuNwNs7yPNBUzjzzTJ1TCSGOJSoqiqeeesp9wbO5cOuJv+gUmUr2Ys1ZS3JyCs8++6yUnhAmxUeEpZ49ewING5HajqwXIruvCxG4YmJimDfvaZKaNCEiazWm0gNee25jRT6R+//7+zGSkrz23CLwSPERYalt27bExyfgLD2Ao2gXFouFzMxMvWMJIf5E8+bNmff000RGRhK5/ycMNaWn/ZxKfSVRe5diMhp44oknaN26tReSikCmaJqeq0MFnoqKCuLj4ykvLycuLk7vOMKHdu3axY4dO4CGItS1a1edEwkhTsaqVau4//77USMSqM4cD0azZ0+kqkTt+A/G6iLuuecexowZ492gwq9O9v3b5MdMQgSUjh070rFjR71jCCFO0YABA5g8eTKff/451qzV1GcM9uh5LLnrMFYXMXLkSCk9YUROdQkhhAg6119/PZ06dcJSvAtTyb5T/npjRR7Wgk20bNmSmTNnej+gCFhSfIQQQgQds9nMnDlzsFqtRGSvBoft5L9YdRJx4GcMBgNz5swhKirKd0FFwJHiI4QQIiilpqZy5ZVXothrseatP+mvsxRswVBfwUUXXSSnu8OQFB8hhBBBa/LkybRq1QpL0TYMNWUnfLxSX4U1fyOJiUlcffXVvg8oAo4UHyGEEEHLbDZz++23N2w3kfPbCR9vyVsPqoObbrqR6OhoPyQUgUaKjxBCiKDWr18/unXrhqk8+09HfRRbNZaSvbRu3Zpzzz3XjwlFIJHiI4QQIuhddtllAFgKNh/3MZaCraCpXHrppRgM8vYXruRvXgghRNA766yzyMjIwFy6D8VWffQDnDYsxTtp2rSZjPaEOSk+Qgghgp6iKFx00UWgqZhKj17Xx1R2EJx2LrzwAsxmD1d6FiFBio8QQoiQMHToUIwmE+ZjLGjouk1Ge4RsWSGEECIkxMbGctaZZ/Lzzz9j3b8ClN9/tzdV5pGZmUmLFi10TCgCgRQfIYQQIWPcuHH8/PPPWIp3HXXf2LFjdUgkAo3szv4Hsju7EEIEt0OHDlFXV9foNrPZTHJyMoqi6JRK+Jrszi6EECIsNWvWTO8IIoDJxc1CCCGECBtSfIQQQggRNqT4CCGEECJsSPERQgghRNiQ4iOEEEKIsCHFRwghhBBhQ4qPEEIIIcKGFB8hhBBChI2gKD4HDhzg2muvJSMjg8jISNq1a8fDDz+MzWZr9LhNmzYxZMgQIiIiSEtL45lnntEpsRBCCCECUVCs3Lxjxw5UVeWvf/0r7du3Z8uWLVx//fVUV1fz3HPPAQ1LVY8aNYoRI0bw1ltvsXnzZq655hoSEhKYMWOGzt+BEEIIIQJB0O7V9eyzz/Lmm2+yb98+AN58800eeOABCgoKsFgsANx7770sXLiQHTt2nPTzyl5dQgghRPA52ffvoDjVdSzl5eUkJSW5P1+1ahVnn322u/QAjB49mp07d1JWVnbc56mvr6eioqLRhxBCCCFCU1AWnz179vDqq69yww03uG8rKCggOTm50eNcnxcUFBz3uebOnUt8fLz7Iy0tzTehhRBCCKE7Xa/xuffee5k3b96fPmb79u107tzZ/Xlubi5jxoxh8uTJXH/99aed4b777mP27Nnuz8vLy0lPT5eRHyGEECKIuN63T3QFj67F58477+Tqq6/+08e0bdvW/ee8vDyGDRvGwIEDefvttxs9LiUlhcLCwka3uT5PSUk57vNbrVasVqv7c9cLJyM/QgghRPCprKwkPj7+uPfrWnyaNWtGs2bNTuqxubm5DBs2jD59+vDuu+9iMDQ+SzdgwAAeeOAB7HY7ZrMZgO+//55OnTqRmJh40plSU1PJzs4mNjYWRVFO/psRQamiooK0tDSys7PlYnYhQoz8/w4vmqZRWVlJamrqnz4uKGZ15ebmcs4559C6dWvef/99jEaj+z7XaE55eTmdOnVi1KhR3HPPPWzZsoVrrrmGF198Uaazi+OSWXxChC75/y2OJSjW8fn+++/Zs2cPe/bsoVWrVo3uc/W2+Ph4vvvuO2655Rb69OlD06ZNmTNnjpQeIYQQQrgFxYiPEL4ivxEKEbrk/7c4lqCczi6Et1itVh5++OFGF7gLIUKD/P8WxyIjPkIIIYQIGzLiI4QQQoiwIcVHCCGEEGFDio8QQgghwoYUHxGW3nvvPRISEvSOIYQQws+k+IigdvXVV6MoylEfe/bs0TuaEMJLjvV//H8/HnnkEb0jiiASFAsYCvFnxowZw7vvvtvotpPdCkUIEfjy8/Pdf/7000+ZM2cOO3fudN8WExPj/rOmaTidTkwmeXsTxyYjPiLoWa1WUlJSGn28/PLLdOvWjejoaNLS0rj55pupqqo67nNs3LiRYcOGERsbS1xcHH369OG3335z379ixQqGDBlCZGQkaWlp3H777VRXV/vj2xMi7P3v/+34+HgURXF/vmPHDmJjY/nmm2/o06cPVquVFStWcPXVVzNhwoRGzzNz5kzOOecc9+eqqjJ37lwyMjKIjIykR48ezJ8/37/fnPA7KT4iJBkMBl555RW2bt3K+++/zw8//MDdd9993MdPmzaNVq1asWbNGtauXcu9997r3ux27969jBkzhosvvphNmzbx6aefsmLFCm699VZ/fTtCiBO49957efrpp9m+fTvdu3c/qa+ZO3cuH3zwAW+99RZbt25l1qxZXH755fz0008+Tiv0JGOBIuh9/fXXjYa6zzvvPD7//HP3523atOGJJ57gxhtv5I033jjmc2RlZfGXv/yFzp07A9ChQwf3fXPnzmXatGnMnDnTfd8rr7zC0KFDefPNN4mIiPDBdyWEOBWPPfYYI0eOPOnH19fX89RTT7FkyRIGDBgAQNu2bVmxYgV//etfGTp0qK+iCp1J8RFBb9iwYbz55pvuz6Ojo1myZAlz585lx44dVFRU4HA4qKuro6amhqioqKOeY/bs2Vx33XV8+OGHjBgxgsmTJ9OuXTug4TTYpk2b+Oijj9yP1zQNVVXZv38/Xbp08f03KYT4U3379j2lx+/Zs4eampqjypLNZqNXr17ejCYCjBQfEfSio6Np3769+/MDBw5w/vnnc9NNN/Hkk0+SlJTEihUruPbaa7HZbMcsPo888giXXXYZixYt4ptvvuHhhx/mk08+YeLEiVRVVXHDDTdw++23H/V16enpPv3ehBAnJzo6utHnBoOBP+7IZLfb3X92XfO3aNEiWrZs2ehxsrdXaJPiI0LO2rVrUVWV559/HoOh4TK2zz777IRf17FjRzp27MisWbOYOnUq7777LhMnTqR3795s27atUbkSQgS2Zs2asWXLlka3bdiwwX3tXmZmJlarlaysLDmtFWbk4mYRctq3b4/dbufVV19l3759fPjhh7z11lvHfXxtbS233nory5Yt4+DBg6xcuZI1a9a4T2Hdc889/Pzzz9x6661s2LCB3bt3869//UsubhYigA0fPpzffvuNDz74gN27d/Pwww83KkKxsbHcddddzJo1i/fff5+9e/eybt06Xn31Vd5//30dkwtfk+IjQk6PHj144YUXmDdvHl27duWjjz5i7ty5x3280WikpKSEK6+8ko4dOzJlyhTOO+88Hn30UQC6d+/OTz/9xK5duxgyZAi9evVizpw5pKam+utbEkKcotGjR/PQQw9x9913069fPyorK7nyyisbPebxxx/noYceYu7cuXTp0oUxY8awaNEiMjIydEot/EHR/ngSVAghhBAiRMmIjxBCCCHChhQfIYQQQoQNKT5CCCGECBtSfIQQQggRNqT4CCGEECJsSPERQgghRNiQ4iOEEEKIsCHFRwghhBBhQ4qPEOJPnXPOOcycOfO49yuKwsKFC0/6+ZYtW4aiKBw+fPi4j3nkkUfo2bPnST+nXk702vzRyXzv7733HgkJCaedTQhxbLJJqRDitOTn55OYmKh3DF18+eWX7k0vhRDBQYqPEOK0pKSk6B3B72w2GxaLhaSkJL2jCCFOkZzqEkKckKqq3H333SQlJZGSksIjjzzivu+Pp7p+/vlnevbsSUREBH379mXhwoUoisKGDRsaPefatWvp27cvUVFRDBw4kJ07dx7z2MuXL8dsNlNQUNDo9pkzZzJkyJA/zV1RUUFkZCTffPNNo9sXLFhAbGwsNTU1ANxzzz107NiRqKgo2rZty0MPPYTdbnc/3nXq7W9/+xsZGRlEREQAR5/q+vDDD+nbty+xsbGkpKRw2WWXUVRUdFSulStX0r17dyIiIujfv3+jXcOP5V//+he9e/cmIiKCtm3b8uijj+JwOP70a4QQxybFRwhxQu+//z7R0dGsXr2aZ555hscee4zvv//+qMdVVFQwfvx4unXrxrp163j88ce55557jvmcDzzwAM8//zy//fYbJpOJa6655piPO/vss2nbti0ffvih+za73c5HH3103K9xiYuL4/zzz+fjjz9udPtHH33EhAkTiIqKAiA2Npb33nuPbdu28fLLL/POO+/w4osvNvqaPXv28MUXX/Dll18eVeL+N9fjjz/Oxo0bWbhwIQcOHODqq68+6nF/+ctfeP7551mzZg3NmjVj/PjxjYrW//rvf//LlVdeyR133MG2bdv461//ynvvvceTTz75p9+7EOI4NCGE+BNDhw7VBg8e3Oi2fv36affcc4+maZoGaAsWLNA0TdPefPNNrUmTJlptba37se+8844GaOvXr9c0TdN+/PFHDdCWLFnifsyiRYs0wP11Dz/8sNajRw/3/fPmzdO6dOni/vyLL77QYmJitKqqqhPmX7BggRYTE6NVV1drmqZp5eXlWkREhPbNN98c92ueffZZrU+fPu7PH374Yc1sNmtFRUWNHjd06FDtjjvuOO7zrFmzRgO0ysrKRt/7J5984n5MSUmJFhkZqX366aeapmnau+++q8XHx7vvP/fcc7Wnnnqq0fN++OGHWosWLf78GxdCHJOM+AghTqh79+6NPm/RosUxT+Hs3LnTfQrH5cwzzzzhc7Zo0QLgmM8JcPXVV7Nnzx5++eUXoGHm05QpU4iOjj5h9rFjx2I2m/n3v/8NwBdffEFcXBwjRoxwP+bTTz9l0KBBpKSkEBMTw4MPPkhWVlaj52ndujXNmjX702OtXbuW8ePHk56eTmxsLEOHDgU46rkGDBjg/nNSUhKdOnVi+/btx3zOjRs38thjjxETE+P+uP7668nPz3efqhNCnDwpPkKIE/rjzCVFUVBV1WvPqSgKwHGfs3nz5owfP553332XwsJCvvnmmxOe5nKxWCxMmjTJfbrr448/5pJLLsFkapjbsWrVKqZNm8bYsWP5+uuvWb9+PQ888AA2m63R85yoZFVXVzN69Gji4uL46KOPWLNmDQsWLAA46rlORVVVFY8++igbNmxwf2zevJndu3c3KphCiJMjs7qEEF7TqVMn/vnPf1JfX4/VagVgzZo1Xnnu6667jqlTp9KqVSvatWvHoEGDTvprp02bxsiRI9m6dSs//PADTzzxhPu+n3/+mdatW/PAAw+4bzt48OAp59uxYwclJSU8/fTTpKWlAfDbb78d87G//PIL6enpAJSVlbFr1y66dOlyzMf27t2bnTt30r59+1POJIQ4moz4CCG85rLLLkNVVWbMmMH27dv59ttvee6554DfR3U85RpNeeKJJ5g+ffopfe3ZZ59NSkoK06ZNIyMjg7POOst9X4cOHcjKyuKTTz5h7969vPLKK+6RmlORnp6OxWLh1VdfZd++ffz73//m8ccfP+ZjH3vsMZYuXcqWLVu4+uqradq0KRMmTDjmY+fMmcMHH3zAo48+ytatW9m+fTuffPIJDz744ClnFEJI8RFCeFFcXBxfffUVGzZsoGfPnjzwwAPMmTMH4LRPyxgMBq6++mqcTidXXnnlKX2toihMnTqVjRs3Mm3atEb3XXDBBcyaNYtbb72Vnj178vPPP/PQQw+dcr5mzZrx3nvv8fnnn5OZmcnTTz/tLn1/9PTTT3PHHXfQp08fCgoK+Oqrr7BYLMd87OjRo/n666/57rvv6NevH/379+fFF1+kdevWp5xRCAGKpmma3iGEEKHro48+Yvr06ZSXlxMZGXlaz3Xttddy6NAh94XKQghxquQaHyGEV33wwQe0bduWli1bsnHjRu655x6mTJlyWqWnvLyczZs38/HHH0vpEUKcFjnVJYTwqoKCAi6//HK6dOnCrFmzmDx5Mm+//fZpPeeFF17IqFGjuPHGGxk5cmSj+84777xGU73/9+Opp546reMKIUKPnOoSQgS13Nxcamtrj3lfUlKS7KclhGhEio8QQgghwoac6hJCCCFE2JDiI4QQQoiwIcVHCCGEEGFDio8QQgghwoYUHyGEEEKEDSk+QgghhAgbUnyEEEIIETb+H2slZ6AkR8elAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.violinplot(x=\"highly_variable\", y=\"pct_dropout_by_counts\", data=adata.var, palette=new_palette)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "list_twoprom=adata.obs.groupby([\"perturbation\"])[\"promoter_type\"].nunique() == 2\n", "adata.obs[\"two\"]=adata.obs[\"perturbation\"].isin(list_twoprom[list_twoprom==True].index)\n", "#apply the function to every gene that has both MP and AP promoter type\n", "#create a column to chekc if both AP and MP \n", "perturb= adata.obs[\"perturbation\"][(adata.obs[\"perturbation\"]!=\"non-targeting\") & (adata.obs[\"two\"]==True)]\n", "perturb=perturb.unique()\n", "#choose the \n", "grouping_variable=\"guide_id\"\n", "negative_control=\"non-targeting_Control\"\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "\n", "if os.path.exists(loc+\"files/edist_perprom.csv\"):\n", " #read in the edistcsv\n", " df=pd.read_csv(loc+\"files/edist_perprom.csv\", index_col=0)\n", " ##remove the non-targeting guides\n", " df = df[df[\"pvalue\"]!=1]\n", " df[\"gene\"]=df.index.str.split(\"_\").str.get(0)\n", " df['neglog10_pvalue_adj'] = -np.log10(df['pvalue_adj'])\n", " #import the gene to 5' UTR annotation file\n", " nterm=pd.read_table(loc+\"/files/reference/all_pivot_simple_nterm.txt\")\n", " #color the violin plot above with the 5'UTR annotation\n", " df=nterm.merge(df, left_on=\"Gene_symbol\",right_on=\"gene\",how=\"right\").sort_values(by=\"edist\")\n", " df.index=df[\"gene\"]\n", " whippet=pd.read_excel(whippet_loc)\n", " df=df.merge(whippet,right_on=\"gene\",left_index=True,how=\"right\")\n", " # df=df[df[\"successfulKD\"]==True] \n", "else:\n", " df_list=[test_edist_perprom(adata, gene, grouping_variable, negative_control) for gene in perturb] \n", " #flatten the df_list \n", " df=pd.concat(df_list)\n", " df.to_csv(loc+\"files/edist_perprom.csv\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Comparative Analysis of P1 vs. P2 Knockdowns\n", "A major goal of the paper is to see if P1 and P2 promoters of the same gene do different things.\n", "\n", "\n", "\n", "\n", "\n", "Direct Comparison: The notebook computes the e-distance between the P1-targeted population and the P2-targeted population.\n", "\n", "\n", "\n", "\n", "Results Found: The authors report that 51.6% (16/31) of surveyed genes showed significant transcriptomic divergence between P1 and P2 knockdowns. This proves that these alternative promoters are not redundant but regulate different biological pathways\n" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "fig, ax = pl.subplots(1,1, figsize=[5,4])\n", "\n", "scat=sns.scatterplot(data=df[df[\"successfulKD\"]==True], y='neglog10_pvalue_adj', x='edist', hue='significant_adj', \n", " palette={True: 'tab:blue', False: 'tab:pink', 'Non-Targeting': 'tab:orange'}, s=30)\n", "plt.title('E-test results')\n", "plt.xlabel('E-distance between P1 and P2')\n", "plt.ylabel('E-test neg log10 of adjusted p-value')\n", "scat.figure.savefig(fig_loc+\"etest_pvalue_adj.pdf\")\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "Biological and Structural Annotations\n", "The code merges statistical results with biological data to interpret the findings:\n", "\n", "\n", "N-Terminus Changes: It checks if the start codon (ATG) is located between the two promoters. If it is, the P1 and P2 transcripts will produce different protein isoforms, likely leading to the observed divergence in the e-statistic.\n", "\n", "\n", "\n", "\n", "Clustering Performance: The code uses Rand Scores and Mutual Information Scores to evaluate how well unsupervised clustering (like HDBSCAN) can distinguish between P1 and P2 cells." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAvIAAAGUCAYAAABX3saWAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAACRy0lEQVR4nOzdd3hUVf7H8fdMem+EAAm9h9BL6CF0QbGh7tr7rmBf61rWdXV17aKCuvZ114qKBaV3Qi+hioQSEkp6Qnoyc39/5JcxIRVIclM+r+eZJ2HumTvfaeQz5557jsUwDAMREREREWlSrGYXICIiIiIiZ09BXkRERESkCVKQFxERERFpghTkRURERESaIAV5EREREZEmSEFeRERERKQJUpAXEREREWmCFORFRERERJogBXlpFhrDumaNoYaWQM9z9fT8iIi0HAryUu+uu+46evbs6bj06tWLgQMHctlll/HJJ59QXFxcrv348eN55JFHar3/ZcuW8fDDD9fY7pFHHmH8+PHnfD9VycrK4qGHHmLLli2O66677jquu+668953XSkuLuaRRx5h4MCBDBo0iA0bNlRok5CQUO51quzy2WefVXs/jzzySIXXesCAAVx00UW8+eab5Ofnl2t/ts/T1q1buf3222vdvinYuHEjPXv2ZOPGjee9r8b+/IwfP77Ce6pv375MmjSJl19+mYKCgkpvd/LkSYYMGVInz9H56tmzJ2+88UaV27/55psKj7F3794MHTqUm2++ma1bt5Zrf/ToUe655x5Gjx7N4MGD+eMf/0hMTEx9PwwRaSaczS5AWobw8HD+9re/AWCz2cjMzGT16tU899xzbNmyhddeew2rteR75Ztvvom3t3et9/3RRx/Vqt2sWbO4/vrrz7r2muzbt48FCxZw+eWXO64rfayNxZo1a/j222+ZNWsWI0eOJDw8vMq2d9xxB+PGjat0W/v27Wu8r+DgYN58800A7HY7p0+fZsuWLbzzzjusXbuWjz/+GDc3N+Dsn6evvvqKuLi4s7pNS9IUnp+oqChmzZrl+HdBQQEbN25k7ty5JCYm8sorr5Rrf+LECW655RZOnz7d0KWelzfffJPg4GCg5HOQkpLCW2+9xQ033MDXX39Nr169SE9P59prr8Xf35+//vWveHt789VXX3HzzTfz8ccfM2zYMJMfhYg0dgry0iC8vb0ZMGBAuevGjx9Ply5dePbZZ/nxxx+ZMWMGQLUh83x06NChXvZbmW7dujXYfdVGRkYGAJdddlmNYbxDhw4VXquz4erqWuH2UVFR9O/fn9mzZ/PBBx9wxx13AI3veZL6FxgYWOH9ERkZycmTJ/nmm2945JFHaN26NXa7ne+++45//etf5hR6nnr37k1YWFi568LDw5k0aRL/+9//ePrpp/nuu+9IT0/n66+/JiQkBIBRo0Zx8cUX8/777yvIi0iNNLRGTHXttdcSEhLC559/7rjuzCEvpSG/X79+DB8+nAceeIBTp04BJUMzNm3axKZNmxzDE0qHKnz++edER0czaNAg1q1bV2FoDUBRURHPPPMMQ4cOZciQITz88MOkpaU5tlc29KPsUIiNGzc6evmvv/56R9szb1dQUMBbb73F1KlT6du3L5MnT+bdd9/FbreXu6/HHnuMd999l3HjxtG3b1/+8Ic/EBsbW+1zaLPZ+O9//8tFF11Ev379GDduHC+99JJjmMIjjzzieD4nTpxo2pCfiRMnMmDAgHKv9ZnP07p167jyyisZOHAgQ4cO5Y477nD0MD/yyCN8++23JCYm0rNnT7755hugZEjQQw89xOjRo+nTpw8jRozgoYceIj093bHf8ePHM2fOHP71r38xcuRI+vXrxy233MKRI0fK1bhq1Sr+8Ic/MGDAAEaPHs2TTz5JVlaWY/vx48e5//77GTZsGP379+eGG25g79695fZR3fu1OgcPHuTqq692DDX5z3/+U2673W7n3XffZdKkSURERDBlypRybc58fj788EPCw8PLHbE6ceIEPXv25MEHHyy338jISN555x2g5L36wgsvEBUVRUREBBdddBELFy4sV0ttn8+zERERgWEYnDhxAoBff/2Vv/3tb1xyySW88MILtd5PWloaf//734mOjiYiIoJhw4Yxe/ZsEhISHG1q+1nbtGkTV111Ff3792fKlCmsX7/+nB8fQFhYGAEBARw/fhyAkJAQbrzxRkeIB3BycqJjx47Ex8ef132JSMugIC+mslqtjBgxgtjY2Apj5aFkzO9DDz3E5MmT+fe//82jjz7Khg0b+Mtf/gKUDM0IDw8nPDycL774gj59+jhu++abb/Lwww/z5JNPMnDgwErv/+eff2bPnj08//zzPPzww6xcuZLbbrsNm81Wq/r79OnDk08+CcCTTz5Z6VARwzD485//zHvvvccVV1zB22+/zdSpU3nttdcqtF+0aBHLli3j8ccf55VXXiElJYW77rqr2nqefPJJnnvuOSZOnMi8efO45ppr+PTTT5k1axaGYTBr1ixHD/ibb75Z43AWu91OcXFxhUttn5PqjBo1ipMnT5KYmFhh27Fjx5g1axYRERHMmzePZ599lsOHD3P77bdjt9uZNWsWUVFRBAcH88UXXzBu3Djy8vK4/vrriYuL429/+xvvv/8+119/PT/99BOvvvpquf1/8sknHDp0iOeee45nnnmG3bt3lzu3YsWKFfzpT38iKCiI1157jQceeIClS5dy3333ASUB8Q9/+AN79uzhiSee4OWXX8Zut3PNNdc4vmzU9H6tznPPPceAAQOYN28eY8aM4ZlnnuHjjz92bH/qqaeYM2cOM2bMcLyH/vnPf/LWW28BVHh+Lr74YgYMGFAufJaOvS57PsfOnTvJyMhg3LhxGIbB7Nmz+fzzz7npppuYN28eAwcO5L777uO77747q+fzbB0+fBj4ffhW27ZtWbJkCY8++iju7u612odhGPzpT39i3bp1PPDAA7z//vvceeedxMTEnPVnbc+ePdx88834+PgwZ84crr/+eu6///5zfnwA6enppKenO44OTps2jQceeKBcm8zMTDZv3kz37t3P675EpGXQ0BoxXatWrSgqKiIjI4NWrVqV27Z161bc3d25/fbbcXV1BcDf359du3ZhGAbdunVzjKc/83D91VdfzdSpU6u974CAAN5//308PT0d/549ezarV68mOjq6xtq9vb0dw0O6detW6VCR1atXs379el555RWmT58OlARad3d3Xn/9da6//nrHH+3i4mLef/99x2PKycnh4YcfZt++fURERFTY98GDB/n666/5y1/+4jjJcdSoUbRu3ZqHHnqI1atXExUV5QgOlR3uP9Njjz3GY489VuF6T09Ptm/fXuNzUp3S1zclJYXQ0NBy22JjY8nPz+dPf/qTo4eyTZs2LFu2jNzcXDp06EBgYGC5oTv79u2jTZs2/Otf/3IEwOHDh7Nz5042bdpUbv++vr7MnTsXJycnAOLj43njjTdIT08nICCAN954g969e/Pmm29isViAkmFCr7/+OikpKfznP/8hIyODzz77zFH72LFjmTZtGq+//jpz5syp8f1aut/KXHnllTz00EMAjB49mlOnTvHOO+9w3XXXcfToUb788kvuv/9+x+s8evRoLBYL77zzDldffXWlz8+4ceOYN28eRUVFuLi4EBMTQ58+fdizZw8JCQmEhYWxZs0aQkND6dmzJ+vWrWPNmjW8+uqrTJs2DYAxY8aQl5fHSy+9xIUXXoizs3Otns+qGIZR7kt7amoqq1ev5vPPP2fatGkEBgY6nrezlZSUhIeHBw8//DBDhgwBSobtxMfH88UXX5RrW9Nn7Z133iEoKIh58+bh4uIClPz/UPrFrialX4ih5CjHkSNHeOmll7BarVx11VVV3uaJJ54gOzubW2+99awfv4i0PAryYrrS6fIqCzlDhw7l1Vdf5cILL2TKlClERUUxevRooqKiatxv7969a2wTFRXlCPFQMmTA2dmZzZs31yrI18amTZtwdnau8KVixowZvP7662zatMkR5Mt+MQEcgTYvL6/KfQOOLwilpk+fzqOPPsrGjRtr9VyVdeedd1Z6smtpYIOS4Txlpzm0Wq2Ok5WrU91r3b9/f9zc3Jg5cyZTp05l7NixREZG0q9fvyr317t3b/73v/9ht9s5cuQIR48e5eDBgxw6dKjCEZ6+ffuWewxt2rQBSp5bDw8P9u7dy1133VWutmnTpjkCbUxMDL179yYkJMSxb6vVytixY/n++++B83u/lt5PqUmTJrF06VIOHTrE5s2bMQyD8ePHl3tc48ePZ968eWzdupWJEydW2GdUVBQvv/wyO3fuZMiQIWzYsIEHHniAv/3tb2zevJmwsDBWr17teL1jYmKwWCxERUVVuJ/vv/+e3377zfG5qu75rC7If/fddxV6952dnZk0adJ5nyQeEhLCJ598gmEYJCQkcPToUQ4dOsS2bdsoLCws17amz9rWrVuJjo52hHiAyZMnl3vM1Zk0aVKF60JDQ3nxxRfp2bNnhW1FRUU88sgjLFq0iCeffLLa972ISCkFeTHdqVOncHd3r7QHbuDAgbz77rt89NFHfPjhh7z77ru0atWKP//5zzWO9S4b0KtSOqtEKavVSkBAQLlx0ecrMzOTgICACgGg9L7Lzsbh4eFRoR6g3Fj6M/dddl+lnJ2dCQgIOKeZPkJDQ+nbt2+1bSZNmlRueMyll17K888/X+O+S8eKlx0TXCosLIxPP/2Ud999l6+//ppPPvkEX19frr76au69994qe7M//PBD3n77bccRnYiICDw8PCo89uqe28zMTAzDICgoqMraMzIyOHr0aLnhW2Xl5eWd1/v1zKNRpbVkZmY6TlY+8wtbqarG4Pfs2ZO2bduyfv16AgICSEpKYuTIkQwaNIhNmzYRFRXFnj17uOeeexyP0TAMBg0aVOn+kpKSHEH+bN+rpaKjo5k9ezZQ8oXOw8OD0NDQWg+fqcn333/PK6+8wokTJ/D396d3796V7rum+ks/t2WVfq5qY968eY7PpYuLCwEBAZW+76FkCts777yTzZs388QTT3DNNdfU6j5ERBTkxVTFxcVs3LiRQYMGVdnTNWbMGMfh/Q0bNvDJJ5/wzDPP0L9///PutSoNSKVsNhvp6enlAt2ZY8Nzc3PP6j78/PxIT0/HZrOVe4xJSUkAtQ4GVe0bIDk5udxQlaKiohqHOJyPefPmlevhrO39rF+/no4dO1YZaPr168ebb75JYWEhW7du5YsvvuDtt9+mV69eXHDBBRXa//DDDzz//PM8+OCDXHbZZY5hGffccw+7du2q9ePx9vbGYrGUO9EZSoZEbNiwgf79++Pj48OwYcMcw1/OVDqU5lzfr6VfykqlpKQAJYHe19cXgI8//hgvL68Kt23Xrl2V+42KiiImJoagoCA6d+5McHAwkZGRfPnll6xduxZ3d3ciIyMB8PHxwdPTk08++aTSfXXs2LHK+6ktf3//Gr8onqstW7bw8MMPc91113HLLbc43mcvvPBChfnba+Lv7+94DUoZhlHhdapKjx49ahzGBiVz5N90000kJCTwyiuvVPo+FxGpik52FVN98cUXJCcn88c//rHS7f/617+4/PLLMQwDDw8PoqOjHSfUlc78UJshHVVZt25duSEEixYtori42BFsvL29OXnyZLnbnBkIajrUPmzYMIqLi/nll1/KXV86HGPw4MHnXH/p9HQ//fRTuet/+uknbDbbee27OqUL+ZReahNYVq5cya5du6p8rT/66COio6MpLCzE1dWVESNG8I9//AOo+rXeunUrvr6+3HrrrY4Qn5OTw9atW2vsGS7Ly8uL3r17s2LFinLXr169mttvv52kpCSGDRvG4cOH6dy5c7nHvmDBAr7++mucnJxq9X6t7vkp66effqJt27Z07NjRMd47PT293H2npaXx+uuvO76QVvZZGDduHLt27WL16tWO98vw4cNJSEjg888/Z9SoUY4vIcOGDSM3NxfDMMrdz4EDB3jrrbcqPSG9Mdm+fTt2u5277rrLEeJtNpvjhN+zeU+MGDGC1atXlxvWtmbNGoqKiuqs3uzsbG644QaSkpL48MMPFeJF5KypR14aRHZ2Njt27ABK/pimp6ezdu1avvjiC2bMmMHkyZMrvd3w4cP58MMPeeSRR5gxYwZFRUW89957+Pv7M3z4cKDkpLvt27cTExNz1nPQJycnc9ddd3Hddddx5MgRXnnlFUaNGsWIESOAkmEAy5cv57nnnmP8+PFs2bKlwvheHx8foCSI+fn50atXr3LbS8d6P/7445w6dYpevXqxadMm/v3vf3PppZee11zq3bp149JLL2XOnDnk5eUxdOhQ9u3bx5tvvklkZCRjxow5633Gx8c7Xqsz+fn50blz52pvX1hY6Li9YRhkZWWxZcsWPvnkEyIjI7n22msrvd3w4cN56aWXmD17Ntdeey1OTk58/vnnuLq6Os5X8PX1JSUlhVWrVtG7d2/69evHZ599xvPPP090dDRJSUm8//77pKSkOI5W1Nbdd9/NHXfcwf33388ll1xCSkoKr7zyChMnTqRHjx7ceOONLFiwgBtvvJGbb76ZgIAAFi5cyJdffsmjjz7qeAw1vV+r8p///AcvLy/Cw8P56aefWLNmDS+88AIWi4WePXsyY8YMnnjiCRITE4mIiODw4cO8+uqrhIWF0alTp0qfn9atWzN8+HCsVisrV650LLbUp08fvLy82Lp1K88++6yjhqioKIYOHcqsWbOYNWsWXbt2JTY2ljlz5jBmzBjHl6XGqvSIx9NPP83ll19OZmYm//3vf9m/fz9QcjSttovNzZ49m6VLl3LLLbdw6623kpaWxmuvvVZuzPz5mjNnDkeOHOGuu+7C2dm53OfO1dW13tbUEJHmQ0FeGsTevXsdMzVYLBa8vLzo0aMHTz31FFdccUWVt4uKiuKll17igw8+4M4778RisTB48GA++eQTx5j6a665ht27d3Pbbbfx3HPP0bp161rXdfXVV3P69Glmz56Nq6srF110EQ8++KBjPPbll19OfHw83377LZ9//jlDhw5lzpw55XqVu3fvzoUXXsh///tf1qxZw48//ljuPkpnFpkzZw4fffQRaWlphIWFcf/993PTTTfVutaqPPvss3Ts2JH58+fz73//m9atW3P99dcza9asczpaMW/ePObNm1fptgkTJjB37txqb5+cnFxuVg5PT086d+7M3XffzXXXXVdlEOrVqxdvv/02b731Fvfffz82m42IiAg++OADunTpApQsaLVq1Spmz57N3XffzW233UZCQgLz58/nf//7HyEhIURFRXH11VfzxBNPEBcXR9euXWv1uKOjo3n77bd58803mT17NoGBgVx00UXcddddAI71Dl5++WWeeuopCgoK6NSpE88++ywzZ84Eavd+rcozzzzDe++9x2uvvUb79u3LzXIEJdNTvvPOO3z++eecPHmSoKAgpk2bxr333us4KnTm83P77bfj4eFBZGRkuR55Z2dnhgwZUu5EVyjp0X/33Xd5/fXXeeedd0hNTSUkJISbbrrJMa69MYuMjOTJJ5/kww8/5JdffqFVq1ZERkY6XtOtW7fW+uTvTp068emnn/L8889z3333ERQUxMMPP1yrc0Fqa/HixQC88cYbvPHGG+W2hYaGsnz58jq7LxFpnixG2aknRERERESkSdAYeRERERGRJkhBXkRERESkCVKQFxERERFpghTkRURERESaIAV5EREREZEmSEFeRERERKQJqtU88na7neLiYqxWq2N+bRERERFpPAzDwG634+zsfF6rnp8vm81Wp6sgtzQuLi41rhpfqlZBvri4mF27dp1XUSIiIiJS//r27Yurq2uD369hGJw8eZKMjIwGv+/mxt/fnzZt2tTYgV6rIF/6ra5v3761/oZwtmw2G7t27arX+5Da0+vRuOj1aFz0ejQuej0aF70e5il97s3qjS8N8a1bt8bT01OjOM6BYRjk5uaSlJQEQNu2battX6sgX/pCODk51fuHsiHuQ2pPr0fjotejcdHr0bjo9Whc9HqYx4wAbbPZHCE+KCiowe+/OfHw8AAgKSmJ1q1bV/s50smuIiIiInJeSsfEe3p6mlxJ81D6PNZ0roGCvIiIiIjUCQ2nqRu1fR4V5EVEREREmqBajZEXEREREWmOxo8fT2JiYoXrBw0axGeffVbtbXv27Mknn3xCZGRkfZVXLQV5EREREWkUDMOAzBgoPAGubcFvRIMM1/nrX//KtGnTyl3n4uJS7/d7vhTkRURERMR0RsqPcOhvkH/49yvdO2N0+TuWVhfW6337+PgQHBxcr/dRHzRGXkRERERMZaT8CHtvLB/ioeTfe28s2W6C7OxsHn30UUaMGEFERARTp05l6dKllbaNiYnh4osvpm/fvkyYMIHPP//csS0rK4sHH3yQQYMGMXr0aP7xj3+Qn59/3vUpyIuIiIiIaQzDKOmJx15FCzsceqqkXQN79tlnOXz4MB988AE//vgjQ4YM4bHHHqOwsLBcO5vNxr333svUqVP5+eefueeee/j73//OwYMHAXjsscc4ffo0n332GXPnzmXXrl08/fTT512fhtaIiIiIiHkyYyr2xJ8p/xBkbQC/EfVSwt/+9jf+8Y9/lLtu3bp1DB06lJtuuokePXoAcPPNN/PVV1+RmppabtXV06dPk5GRQatWrQgLCyMsLIzWrVsTHBxMfHw8S5cuZdOmTfj4+ADwj3/8g0suuYRHH33Ucd25UJAXEREREfMUnqhdu4JatjsHd999N5MnTy53nYeHB5dccglLly7lyy+/5NChQ+zZswco6YEvy9/fnz/+8Y88/vjjzJ07l+joaC6//HL8/PzYtm0bdrudsWPHlruN3W7n6NGjREREnHPdCvIiIiIiYh7XtjW3AXCrZbtzEBQURMeOHStc/+CDD7J9+3Yuvvhi/vjHPxIcHMxVV11V6T6eeuoprrnmGpYuXcrSpUv54osvmDt3LjabDR8fH+bPn1/hNiEhIedVt8bIi4iIiIh5/EaAe+fq27h3Ad/hDVPP/8vOzubHH3/k1Vdf5e6772bSpElkZmYCVBivn5yczN///nc6duzIHXfcwfz58xk+fDjLly+nc+fOnD59GovFQseOHenYsSP5+fm88MILFcbany0FeRERERExjcVigS5/p+pYaoUuTzXIfPJlubq64uHhweLFi0lISGDNmjWOE1TPDOB+fn4sWbKEf/7zn8THx7N582b2799PeHg4Xbt2ZcyYMTzwwAPExsayZ88eHn30UXJzc/H19T2vGhXkRURERMRUllYXQvhHJT3vZbl3gfCP6n0e+cq4urry4osvsmjRIqZPn87zzz/PHXfcQXBwMPv27avQdu7cuezfv58ZM2Zw7733MnPmTK644goAXnjhBcLCwrjxxhu56aab6Ny5M6+88sp516gx8iIiIiJiOkurCzGCpv//yq4nS8bE+w6v95745cuXV7lt4sSJTJw4sdx1M2fOdPz+66+/On7v169fubnjywoMDKyT4H4mBXkRERERaRQsFgv4jzS7jCZDQ2tERERERJogBXkRERERkSZIQV5EREREpAlSkBcRERERaYIU5EVEREREmiAFeRERERGRJkhBXkRERESkCVKQFxERERFpgrQglIiIiIi0SI888gjffvttlds/+eQTIiMjG7Cis6MgLyIiIiKNgmEY5G08QPGpDJxD/PGI7FGy2ms9eeyxx/jLX/4CwMKFC/nggw/4+uuvHdv9/Pzq7b7rgoK8iIiIiJju9M9bSX7mK4qOJjmuc+nYmuDHr8DngsH1cp8+Pj74+Pg4fndyciI4OLhe7qs+aIy81FphYSFHjx4lNjaW3bt3s3fvXvbv38+BAwc4ePAgqampGIZhdpkiIiLSxJz+eSvH/zS3XIgHKDqaxPE/zeX0z1sbvKaEhAR69uzJW2+9xdChQ3n66ad54403uO6668q1Gz9+PN988w1QckThrbfeYvTo0QwZMoQ///nPHD9+vN5qVI+8VMkwDJKTkzl+/DiJiYmcPHmyxqDu4+NDx44d6dSpE23atMFq1XdFERERqZphGCQ/8xXYq8gYdoPkZ7/Ce+qgeh1mU5Vt27Yxf/587HY7P/zwQ7VtP/30U3744QdefvllWrVqxQcffMDNN9/MDz/8gIuLS53XpiAvFRQXFxMbG0tsbCzbtm0DwGKx0Lp1a0JDQ2nVqhUAdrsdm83m+Hny5Eni4+PZvXs3u3fvxs3NjQ4dOtCvXz+CgoLMfEgiIiLSSOVtPFChJ/5MRUeSyNv0G56RPRqoqt/dcMMNdOjQoVZt33vvPf72t785TpB9+umnGT16NGvWrGH8+PF1XpuCvDgYhkFcXBybNm0iOzsbd3d3unXrRvv27WnXrh1ubm7V3j48PBy73c6JEyc4evQoR44c4bfffuPgwYP07t2bIUOG4O7u3kCPRkRERJqC4lMZddquroWGhtaqXU5ODidPnuS+++4rNyIhPz+fI0eO1EttCvICwMmTJ4mJiSE5ORknJycGDhxI//79cXV1Pav9WK1WQkNDCQ0NZcSIESQmJhITE8PevXuJi4tj8ODBhIeHa8iNiIiIAOAc4l+n7epa2Y7Myob2FBcXA2Cz2QB4/fXX6dy5c7k29TX7jdJUC1dYWMiyZcv4/vvvSU5Oplu3blx11VUMHTr0rEP8mSwWC2FhYVx++eWMHDkSgPXr1zN//nwSEhLqonwRERFp4jwie+DSsXW1bVw6tcZjWPcGqqiaOlxcyMnJcfw7JyeHtLQ0AHx9fQkKCiI5OZmOHTvSsWNH2rZty4svvsjhw4frpR4F+RYsMzOT7777jri4OEJCQrjkkksYP3483t7edXo/VquViIgIrrrqKsLDw8nIyGDhwoVs2bJFs9yIiIi0cBaLheDHrwBrFSeyWi0EP3aFKSe6nqlv377s37+fn3/+mcOHD/Pkk0+WG2Vw44038tprr7F8+XKOHDnC448/zrZt2+jSpUu91KOhNS3U8ePHWbJkCQUFBfTv35+hQ4fW+3AXd3d3Ro8eTe/evVmyZAnbtm0jLS2N6OjoejmTW0RERJoGnwsG0+6dWSQ/+xVFR8rMI9+pNcGP1d888mdrxIgR3HjjjY4Af9NNN5GU9Hu9t9xyCzk5OTz55JNkZ2cTERHB+++/X29DayxGLbpEbTYbO3bsYMCAATg5OdVLIQ1xH1Ji7969rFu3DovFwtixY+nRo+HPAC8oKGDp0qUkJiYSGBjIlClTHAsySEX6fDQuej0aF70ejYteD/OY+dzn5+dz+PBhOnfufF4TWzhWdk3KLFnZdVj3RtET39Bq+3yqR74FsdvtxMTEsGfPHjw8PJg0aRJt2rQxpRY3NzcuuOACNmzYwO7du/n222+ZOHEi7dq1M6UeERERMZ/FYsFzeE+zy2gyNEa+hbDZbCxevJg9e/YQGBjIJZdcYlqIL2W1Whk5ciRjx46lsLCQn376if3795tak4iIiEhToR75FsBut7NixQri4+Np3749EydObFRj0nv16oW/vz+LFy9m9erVjutEREREpGrqkW/mDMNg7dq1HDp0iLZt2zJp0qRGFeJLtWnThosuuggPDw9Wr17NgQMHzC5JREREpFFTkG/mNm3axP79+wkODmbKlCk4OzfegzABAQFMnz4dNzc3Vq1axcGDB80uSURERM6CppWuG7V9HhXkm7EdO3awc+dO/P39ueCCC857gaeGEBgYyPTp03F1dWXFihUcOnTI7JJERESkBqVH+3Nzc02upHkofR5rGkXReLtn5bzs3buXTZs24ePjw/Tp089rKqiG1qpVK6ZNm8aPP/7IsmXLsFqtdOrUyeyyREREpApOTk74+/s75lT39PRskdNGni/DMMjNzSUpKQl/f/8apxFVkG+GDh06xNq1a/Hw8GDatGl4eXmZXdJZCw4OZtq0aSxcuJClS5cydepUwsLCzC5LREREqlA6G17ZBZLk3Pj7+9dqdkEF+WYmLS2NlStX4uLiwvTp0+ttJbGGEBISwgUXXMBPP/3EkiVLuPjiiwkMDDS7LBEREamExWKhbdu2tG7dmqKiIrPLabJcXFxqvaCXgnwzUlhYyJIlSyguLmby5MnNIvS2adOG6Oholi5dyqJFi7jkkkvw8PAwuywRERGpgpOTk1b1bSA62bWZMAyDFStWkJmZycCBA5vVmPIuXbowZMgQTp8+zeLFi7HZbGaXJCIiImI6BflmYvv27Rw9epSwsDAGDx5sdjl1buDAgXTr1o1Tp06xevVqTW8lIiIiLZ6CfDMQHx/Pli1b8PHxYfz48Vitze9ltVgsREVFERISwm+//caOHTvMLklERETEVM0v8bUwWVlZLF++HCcnJyZNmtSkppk8W05OTkyePBkfHx82b96sOeZFRESkRVOQb8KKi4tZvHgxhYWFjB07llatWpldUr3z8PBgypQpuLi4sGLFClJSUswuSURERMQUCvJN2MaNG0lLS6NPnz50797d7HIaTGBgIBMmTMBms7F06VIKCgrMLklERESkwSnIN1Hx8fHs2bOHwMBAhg8fbnY5Da5Dhw4MGjSIrKwsVq1apZNfRUREpMVRkG+C8vLyWLVqFU5OTowfP77FztU6aNAgwsLCOHLkCLGxsWaXIyIiItKgFOSbGMMwWL16NXl5eQwbNqxZLPp0rqxWK9HR0Xh5ebFp0yZOnDhhdkkiIiIiDUZBvonZv38/R48eJTQ0lIiICLPLMZ2HhwcTJ04EYOnSpeTm5ppckYiIiEjDUJBvQjIyMoiJicHNzY1x48ZhsVjMLqlRCAkJYcSIEeTl5bFs2TLsdrvZJYmIiIjUOwX5JsJut7NixQqKi4sZO3YsXl5eZpfUqPTp04cuXbpw4sQJNm/ebHY5IiIiIvVOQb6J2LZtG8nJyfTs2ZPOnTubXU6jY7FYGDt2LH5+fuzcuZNjx46ZXZKIiIhIvVKQbwKSk5PZvn07Pj4+jBgxwuxyGi1XV1cmTpyI1Wpl5cqVGi8vIiIizZqCfCNns9kc86RHRUXh6upqdkmNWlBQEMOHDycvL4+VK1dqfnkRERFpthTkG7nt27eTlpZGeHg47dq1M7ucJqFPnz506NCBhIQEzS8vIiIizZaCfCOWmprK9u3b8fb2JjIy0uxymgyLxcK4cePw9PRk06ZNJCUlmV2SiIiISJ1TkG+k7Ha7Y0jN2LFjcXFxMbukJsXd3Z3x48djGAbLly+nsLDQ7JJERERE6pSCfCO1c+dOUlJS6NWrF2FhYWaX0yS1a9eOgQMHkpWVxdq1azVeXkRERJoVBflGKD09na1bt+Ll5cXw4cPNLqdJGzx4MCEhIRw8eJDffvvN7HJERERE6oyCfCNTOqTGbrczZswYzVJznqxWK+PHj8fV1ZV169aRmZlpdkkiIiIidUJBvpHZvXs3SUlJdO/enQ4dOphdTrPg4+PDmDFjKCoqYvny5djtdrNLEhERETlvCvKNSFZWFlu2bMHDw0MLP9Wxrl270qNHD5KTk9m6davZ5YiIiIicNwX5RsIwDNauXUtxcTEjR47E3d3d7JKanZEjR+Lr68v27ds5ceKE2eWIiIiInBcF+Ubi4MGDJCQk0KFDB7p06WJ2Oc2Sq6sr48ePx2KxsHz5cgoKCswuSUREROScKcg3Avn5+cTExODi4sLo0aOxWCxml9RstW7dmiFDhpCTk8OaNWs0JaWIiIg0WQryjUBMTAz5+fkMHToUb29vs8tp9vr370/btm05dOgQBw4cMLscERERkXOiIG+yhIQEfvvtN4KDgwkPDze7nBbBarUSHR2tKSlFRESkSVOQN1FxcTFr1qzBYrEwduxYrFa9HA3F29ubsWPHUlxczPLly7HZbGaXJCIiInJWlBxNtGXLFk6fPk3//v0JCgoyu5waGUVpGMXNp/e6S5cu9OzZU1NSioiISJOkIG+SlJQUdu3aha+vL4MGDTK7nCoZhh0j8d8YmyMhphus74yxfSJG8rdml1YnRo4ciZ+fHzt27CAxMdHsckRERERqTUHeBHa7ndWrV2MYBmPHjsXZ2dnskiplGAbsvx3iHoa8337fcHob7LsF48jz5hVXR1xcXJgwYQJWq5UVK1aQn59vdkkiIiIitaIgb4Ldu3eTkpJCz549adeundnlVC35W0j+purt8S9gZO9puHrqSatWrRg2bBi5ubmsWrVKU1KKiIhIk6Ag38CysrLYsmULHh4eREZGml1O9U58XIs2H9Z/HQ2gb9++hIaGcvToUfbt22d2OSIiIiI1UpBvQIZhsG7dOoqLixkxYgTu7u5ml1S93L01t8lpHqHXYrEQHR2Nu7s7MTExpKWlmV2SiIiISLUU5BtQXFwcx44do3379nTt2tXscmpm9ay5jVMt2jQRnp6ejBs3DpvNxvLlyykuLja7JBEREZEqKcg3kPz8fNavX4+zszOjR4/GYrGYXVLNWl1YizYX1X8dDahDhw5ERESQlpZGTEyM2eWIiIiIVElBvoFs2LCB/Px8hg4dio+Pj9nl1E6728GpmlrdOkDrmQ1XTwOJjIykVatW7Nu3j7i4OLPLEREREamUgnwDSExM5MCBAwQHB9OnTx+zy6k1i0dHiPgCXFpX3OjRHfp9g6UZDa0p5eTkxIQJE3BxcWH16tVkZjafRbBERESk+VCQr2fFxcWsWbMGi8XC2LFjsVqb1lNu8RsOQzdB99eh7c3Q7jbo8zkMicHi0cXs8uqNn58fY8eOpaioiGXLlmGz2cwuSURERKScppUqm6AtW7aQlZVFv379CAoKMrucs2KkLcWIvRTWd4bf7oHMdeDZAwInYrE0/7dO165d6d27NykpKWzcuNHsckRERETKaf5pzERJSUns2rULPz8/Bg8ebHY5Z8VIfBd2XwkZq4D/XyAp91c4+GDJqq6G3dT6GsqIESMIDAxk9+7dHD582OxyRERERBwU5OuJzWZzrBIaFRWFs7Oz2SXVmpF3FOL+WnWDlAWQ9GXDFWQiZ2dnJk6ciLOzM6tWreL06dNmlyQiIiICKMjXm+3bt5Oenk6fPn1o06aN2eWcnZMfAzX0uB//oEFKaQz8/f0ZPXo0hYWFLF26VPPLi4iISKOgIF8P0tLS2L59O97e3gwbNszscs5e9q6a2+Tsqf86GpEePXrQs2dPkpOTWb9+vdnliIiIiCjI1zW73e4YUjN27FhcXFzMLunsWT1q0ca9/utoZEaNGkWrVq3Yv38/+/fvN7scERERaeEU5OvYrl27SE5OpkePHoSFhZldzrlpNb1u2jQzzs7OTJo0CTc3N9atW0dycrLZJYmIiEgLpiBfhzIzM9myZQseHh6MGDHC7HLOXfAl4N656u1Wdwj9c4OV05j4+PgwYcIEbDYbS5YsIT8/3+ySREREpIVSkK8jpUNqbDYbo0ePxs3NzeySzpnF6gZ955es3nomJ18I/xiLV3jDF9ZIhIWFMXToULKzs1m+fDl2e8uYilNEREQal6YzJ2Ijt2vXLk6ePEnXrl3p3Lma3uwmwuLRCWPIekhdBGmLwSgCn8EQciUWJ2+zyzPdgAEDSEpK4ujRo2zdupWhQ4eaXZKIiIi0MOqRrwNpaWls3rwZT09PRo0aZXY5dcLI2gq/zipZACptCdgLwbuvQvz/s1gsREdH4+vry/bt27VYlIiIiDQ4BfnzZLPZWLFiBXa7naioKNzdm/5sLsbxD2DHZEj6CgpPlFyS58OOqRiJ/za7vEbD1dWVyZMn4+LiwooVK0hJSTG7JBEREWlBFOTP07Zt20hNTaV37960b9/e7HLOm5GzFw4+BBiVbYW4RzBqM898CxEYGOg4+fWXX34hJyfH7JJERESkhVCQPw9JSUns2LEDHx8fhg8fbnY5deP4e1S/qqsBx9UrX1aHDh2IjIwkNzeXRYsWaeVXERERaRAK8ueouLiYFStWYBgG0dHRTXPhp8pkbaq5TebG+q+jienbty+9evUiJSXF8b4QERERqU8K8udo48aNZGZm0r9/f9q0aWN2OXWoFm8Ji1P9l9HEWCwWRo8eTbt27Th8+DBbtmwxuyQRERFp5hTkz0FCQgJ79uwhICCAIUOGmF1O3QqIrkWb8fVfRxNktVqZOHEifn5+bN++nd9++83skkRERKQZU5A/S7m5uaxYsQKr1cr48eNxcmpmvdNtby5ZubUqVndod0vD1dPEuLu7M2XKFNzc3Fi1ahWJiYlmlyQiIiLNlIL8WTAMgxUrVpCXl8eIESMICgoyu6Q6Z/HoCL0/BKtHxY1Wd+j9PhaPpr/gVX3y9/dn0qRJWCwWFi9eTHJystkliYiISDOkIH8WduzYQWJiIp06dSI8PNzscuqNJWgKDN0CHR8Gv5HgOwI6PAhDt2AJusDs8pqEdu3aMWHCBIqLi/n555/JyMgwuyQRERFpZhTka+nkyZNs2bIFb29voqKisFgsZpdUbwx7AWSsgezdYHEBn37Q+jIsbu3MLq1J6dSpE2PGjCE/P5+FCxdqjnkRERGpUwrytZCfn8+yZcsAmDBhAm5ubiZXVH+M/GOwdQz8+mdI/QkyVkHiO7BlBMbRl8wur8np1asXw4YNIzs7m4ULF5Kfn292SSIiItJMKMjXwDAMVq1aRU5ODkOHDiUkJMTskuqNYRiw52rIO1h5g6P/xEj+rkFrag769+9Pv379SE9PZ9GiRRQVFZldkoiIiDQDCvI12L17N0ePHiUsLIz+/fubXU79Sl8OOXuqb5PwZsPU0oxYLBYiIyPp3r07p06dYvHixVr9VURERM6bgnw1Tp48ycaNG/Hw8CA6OrpZj4sHIH1pzW1Ob8MoSq//WpoZi8VCVFQUnTp1IjExkUWLFinMi4iIyHlRkK9CdnY2S5YswTAMJk6ciIdHJdMxNjeGrZbtNDTkXJQuGFUa5n/55RcNsxEREZFzpiBfieLiYhYvXkxeXh6jRo2ibdu2ZpfUMHwG19zGvRO4BNd7Kc1VaZjv0qULx48fV5gXERGRc6YgfwbDMFi9ejUpKSn07t27Wc8XX0HwJTWH9LY3VTrEyCi2kbt+P9mLt1N46FT91NdMlK4K3LVrV06cOMHChQspLCw0uywRERFpYpzNLqCxiY2N5eDBg7Rp04aRI0eaXU6DsljdMHp/CHv+ALbsig2CpkHYHRWuTv9wGWlv/kTxqQzHdZ4je9H6mWtw6xFajxU3XVar1XHexcGDB/n555+54IILcHV1Nbs0ERERaSLUI1/GsWPH2LRpE15eXkyaNAknJyezS2pwFv+RMGgltLsNXEPAyRt8hkCPtyD8YyyW8t/9Ul//gaQn/lsuxAPkrt/Pscv/pd75alitVsaNG+eYzeb7778nO7uSL1AiIiIilVCQ/38ZGRksW7YMq9XKlClTWsbJrZUwitIg5ScozoTAKdDrPRjwC5Y2f8RiKf/Fpjg1i9TXf6hyX7b0bFJeXVDfJTdpVquVqKgoIiIiSEtLY8GCBaSmpppdloiIiDQBCvJAbm4uv/zyC4WFhURFRdGqVSuzSzKFceor2BgBh/8GSV/CyU9KhtlsG4dRcKJC+6xvNmAUVj+FYvbCLdiz8+qr5GbBarUycuRIhg8fTk5ODt9//z2JiYlmlyUiIiKNXIsP8oWFhfz8889kZWUxePBgunXrZnZJpjAyY+DXWWDPr7gxZzfs/kPJyq9lFJ9Iq3m/BcUUp56uqzKbtX79+jFx4kTsdjsLFy7kwIEDZpckIiIijViLDvLFxcUsWrSI1NRUwsPDGTRokNklmefYG0A188jn7KqwYJRTK7+a9+vshFOA9/nV1oJ06dKF6dOn4+rqysqVK9m2bVuFL1AiIiIi0IKDvN1uZ/ny5Zw4cYIuXbowatSo5r9yaxUMoxjSltTcMGVhuX/6XjocnKs/Idh78gCcfD3Pp7wWp02bNlx88cX4+PiwZcsWlixZoukpRUREpIIWGeQNw2Dt2rUcOXKE0NBQxzSALZa9kGp74x3tyg+7cWkbQMAtk6psbvFyo9V9F59ncS2Tv78/l1xyCaGhoRw5coQFCxaQl6dzDUREROR3LTLIb968mf379xMcHMzkyZNb5DSTZVmcPMGja80NvSOwpWeT9vYvJFz3KgnXvYpTgBcBd0zF6lN+lh+33mG0/+wB3HqH1VPVzZ+HhwcXXHABAwYMICsri/3793Pw4EGzyxIREZFGosUtCLVt2zZ27NiBn58fF1xwAS4uLmaX1Di0vQkOPV71dqsHuXFDOf7nh7Gf/r1nOGfFLiyebrR9/VawG9iz83Dt1g6PwbX4YiA1slqtDBs2jJCQEFasWMGqVatITk5mxIgRLf4LqIiISEvXYnrkDcNg06ZNbNmyBR8fH6ZPn467u7vZZTUe7W6DgPFVbHSiyP8FEm//sFyIL2XkFnDirn/j1rcjfleNUYivBx07duSyyy4jKCiIvXv3smDBAtLSap41SERERJqvFhHkDcNg/fr17NixA39/f2bMmIG3t2ZSKctidYE+n0GXZ8CjdApOJwiaBv1/IOtnT4ycgipvb+QXkvHxioYptoXy9fXl4osvplevXqSkpPDNN9+wfft27Ha72aWJiIiICZr90Bq73c7q1as5cOAAQUFBTJs2rcWu2loTi9UFo9UMsLpBcRb4DMASEA1A9oq/13j7nBWx8MSV9V1mi+bs7MzYsWPp3Lkzq1evZvPmzRw5coRx48YREBBgdnkiIiLSgJp1kC+dYvLQoUO0bt2aCy64ADc3N7PLapQMWy78dh8kfUPZGWwMj+7Q620oqnlWG6MWbaRutG/fnpkzZxITE8OBAwf45ptvGDJkCH379sVqbREH2kRERFq8ZvsXv6ioiMWLF3Po0CHatm3LtGnTFOKrs+8WSPqKCtNQ5v0GsZfiNdq3xl14DOxSP7VJpdzc3Bg3bhxTpkzB1dWVjRs38u2333LixAmzSxMREZEG0CyD/OnTp1mwYAHx8fG0b9+eCy64AFdXV7PLarSMrE2QtqjqBrYsAqbuhxrm2ve/oaqTZaU+dezYkSuuuIKePXuSmprKDz/8wNKlSzl9+rTZpYmIiEg9anZB/vjx43zzzTekpaURERHBlClTcHZu1iOIzl/S1zU2cSpaRPDfrqwyzLd65HLNVmMid3d3oqKiuPTSSwkJCeHQoUN8+eWXbNmyheLiYrPLExERkXrQbBKuYRjs3buX9evXY7FYGDt2LL169TK7rKahqBbTGNpzCLg5Cvc+nUj/YCm56/aCAZ4jeuJ/80S8RofXf51So+DgYGbMmEFcXBwbN25k27Zt/PrrrwwcOJCePXtq7nkREZFmpFkEeZvNxrp169i/fz8eHh5MnjyZkJAQs8tqOtw71tzGNQSL1R3X7m3xGNwV5zb+OAX64HvZcFw7tq7/GqXWLBYL3bp1o2PHjuzcuZPY2FjWrl3L9u3b6d+/P7169dJRKhERkWagyf81z8jIYMWKFSQnJxMcHMykSZM0R/zZanMtHHsNMKppcx2pb/5E6isLMAp/H6qR+soC/K4eS8g/r8Pi1OxGajVpLi4uDBkyhD59+rBr1y727NnD+vXrHYE+PDxcgV5ERKQJa7J/xQ3DYPfu3WzatAmbzUbPnj0ZNWqUgsk5sHh0xmh/Lxx7tfIGnj3IXNePlOfnV9xmGGT+dxVWLzdaP/mHeq1Tzo2HhwfDhg2jX79+7N69m127drFhwwa2b99Oz5496d27N35+fmaXKSIiImepSabe06dPs2rVKo4fP46HhwdjxoyhU6dOZpfVpFk6P4Hh1g6OvQEF8SVXWt0h+FLo9BSpd75Q7e0zPllJ0F0X4hSgoyGNlbu7u2Ou+d27d7N3715iY2OJjY0lLCyM8PBwOnTooHnoRUREmogmFeQNw+DXX38lJiaGoqIiOnfuzOjRo7VSax2xtLsFI2gapC0GrBA0DYtrEHnb4ihOSK32tkZ+IdnLduI3c1TDFCvnzM3NjcGDBzNgwACOHDnC3r17SUhIICEhAW9vb7p3707Xrl0JDAw0u1QRERGpRpMJ8snJyWzYsIETJ07g6urK+PHj6dq1K5Ya5jaX2jEKEiHuMUhdCMb/j4GPfwmj/T3YcyJrtQ97TkGt2hUeTSLjkxXkrt0HhoHHsB743zget25tz7V8OQdOTk507dqVrl27kpaWxr59+zhw4ADbt29n+/btBAQEOLZr6I2IiEjj0+iDfHZ2Nps3b+a3334DoFOnTowaNQovLy+TK2s+jMJTsGMaFBwrv6HgGBx8ABf3+8BqAXs1J8MCbt3b1Xhfpxdu5cRd72AU/H7CbMHeY2R8upI2L96I3xXq0TdDYGAgo0aNIjIykvj4eOLi4oiPj2fLli1s2bKFVq1a0aFDB8LCwmjdurWG34iIiDQCjTbIFxUVsXPnTnbu3InNZiM4OJjhw4fTtq16betc/KsVQ3wZLvlz8Ip+kJxl+6ts49q1DZ4jq5+3vzA+uUKIdyi2cfKBD3Hr0wH38Pa1Lr0xy489QuHhU1h9PPAaHY7FtdF+3BycnZ3p0qULXbp0obCwkPj4eA4ePEhCQgIpKSls27YNV1dXwsLCHBfNEiUiImKORpks8vPzmT9/Pjk5OXh5eTFs2DC6deumYTT1wDCK4dTnNbSy0frPxcTv9sN2KrPCVounG21evrnG+8r8z8rKQ7zjbuxkfLSMNi/cWOO+GrO87Yc49df/ULDrqOM6p1a+BN05nYBbJ5lY2dlxdXWlW7dudOvWjaKiIo4fP86xY8dISEjg0KFDHDp0CAAvLy9CQkIcl6CgIC08JSIi0gAaZZDPzs4mJyeHDh06MHHiRE0pWZ+KM8GWVWMzl6CTdPzhKVJf+56s7zZi5BaAixM+UwYSePdFtepFz11fdY/+2bRpzPL3xHPsqhdLnp8ybClZJD31Gfa8AoLuutCk6s6di4sLHTt2pGPHksXDMjMzOXbsGCdOnODUqVPlgr2TkxOBgYEEBgYSFBTk+N3d3d3MhyAiItLsNOqE7OfnpxBf35y8weIGRg0nqrq0wqVdIG1euJHWf78aW3o2Tn6eWL3cyVm7l1OPfYqRX4hbnw74zhyJk69nJTupfox9bZs0ZikvfFMhxJeV+vqP+F8XjZN/0z7Hw8/PDz8/PyIiIjAMg5ycHE6ePElSUhKnTp0iLS2N5OTkcrfx9PTEz88PX1/fChdXV1cdcZMmxTAMbDYbRUVFFBcXOy5l/22327HZbNhsNsfvdrsdu92OYRiOi91ud+y37OfAYrFgtVqxWq3lfrdarTg5OeHs7IyTk5Pjd2dnZ1xcXHBxcXH8rqNjIs2bUnILZ7G6YQRfDElfVt+w9ZWOX60erlg9AilOzuTYVS+Sv+NwuabJz8+nzcs34XvRsHLXewzvSf7OI9XejefwHmdVf2NSnJJFzopd1bYx8gs5/cMm/K+LbqCq6p/FYsHb29sxDAfAbreTlZVFamoqaWlppKWlkZ6ezsmTJzlx4kSFfTg5OeHl5VXu4uHhgbu7u+Nn6e9OTk4K/VIniouLKSgooKCggPz8fMfvBQUFFBYWOn6W/l5UVERhYSFFRUUUFRWVC+CNldVqxcXFBVdXV9zc3HB1dXVc3NzccHNzw93dvdzvpRd1pIk0fvqUCnS4r2TaSVt25dtbX4nFq/yJrIZhkHjjHPJ3Hq7Q3Mgt4MRd/8a5TQCeQ7s7rve/Lpr0D5ZCka3y+7Fa8L9pwjk/DLMVJ2XWOLMPQPHJjPovxmRWqxV/f3/8/f3p2rWr43q73c7p06fJyspyXE6fPk1OTo6jV98wqn8OrVZrhUDi6urq6Iks2xtZ+ntll7I9ms7OzpqJpwkr7R0/ffo0RUVFjmBe2aXsNputiv+LKmGxWBzvNS8vr3LvudL3W2XvsdLe89JL2d51i8VS7lL2vV/6e2kPfmkvftlefpvNRnFxseNn2SMCpT9Lv3gUFhaSmZlJUVFRrR+zs7NzuS/RZb9cl714enri7u6uz5CICRTkBYtnT4y+38KvsyDvtzIbXKHNtdD1uQq3yV2zt9IQ71BsI/3tX8oFeddOrWn7+m2cuOffFcO81ULIP6/DPaLj+T4c0zi39qvVNJ3ObfwbpqBGyGq1OoblVMZut5OXl0dOTg55eXnk5eVVGsRKe0lzcnIoLq7mBOqzYLFYKg34lf10cnIiPT2doqIiXF1dyw1tqOpSNugp8FTNbreX6xkv21te2c+yoXzHjh017r+05zkoKKhCb/SZl7I9183lSJBhGI4vO9U9z2U/e5mZmaSkpNS477IhPz8/n8LCQry8vPD09HQEfg8PD9zc3JrFcynSGCjIt2CGvQhSvi+52LIhcDx43Qu202D1gKCpWFyDK73t6Z+31rj/7KU7MYqKsbg4k7/3WMmwE5uNkOdvID/2CHnr94HdwCOyB/43TmhS004ahcWcXriF0z9txZ6bj1uPUPyvjcJrfD9ylu6s8nYWd1d8zhhyJL+zWq2OoTW1ZbfbKSwsdPRClr2UHbtctseybA9m2V5NsvLwXXsEz4OpGIZBZmc/TvRvRYFb5cE7KSnpnB9nVb241R1FqO6IQtle37I9waU9v3WtdHz3mb3DlfUQl72U7SGu7HI2PcZlQ3nZISFnXsoG9rP5EmUvKOL0j1vI+Hkr9rwC3HqF4X/NOFy7hJzLU2aqgt+Ok/npSgoOnsDq5Y7PhUMJumAQFpfaxYDi4mJHwC97yc3NrfDv9PR0ANLS0irdl9VqLRfsPT09K4T90p8uLi519hyINEcK8i2UUXAcds2E3DKzxKSvKPnZ4SEsnR6p/vZ5hTXfic1O0akMTj30Mbmr95Tb5Nq9Le3m3oFb77CzLd10RcfTSLjmZQp/+32sd+6qPaS/twT/68Zh8XLDqGKV26B7L2ryJ7o2NlartU5mxMlZvYfjD72FPTvfcZ3/r6l0Xnuctu/Oxn1kz0qHMpzL5cwvGXl5eY6TI+vDmSdKlh3OUV3QP/OkzNKhHaXDO+qC1Wp19Hp7eno6esLd3d0d158Zxs8llJ+tomMpHLv6ZYoOn3Jcl7tqD+nvLib4rzMJvOOCervvupby8nekvvp9ueuyF24ltWco7f97P85tAmrch7OzM97e3rVaN8Jms1UI+rm5uRV+T0tLq/F95OzsXGEoT2VDfUq/tOnkXmlpFORbqr3Xlw/xZcW/gOHZDUvrmY6rDFsuFBwHZ18srq1rFcBd2rfi+G1vlZtPvVThbyc49ocX6fjLU7i0rfmPSGOSeMsb5UK8g2GQ8ckKgh6+lJxftpc7sdcp+P/nkb+l6cwj35IUJaSQeOublc44ZM/O5/htb9J5xbO4tQvEzc2t3uqw2+3Vhv7KvkCU7REv2zNedmx12RlTSsP4mQG9MqXDScqG/7KzppT9vbrhRa6uro6fpePKS4etNMYhK4bdTsKNr5cL8b9vNEh+9itcurTBZ8rAhi/uLGV9u6FCiC9V+Gsiibe+Sccfn6jT+3RycqpV6C8d5nNm4K+spz81NbVWXx5dXFwqHI2p7KTesif7lr4/RZoivXNbICNjHZzeVn2jhDeh9UyMwiQ48hwkz3ecDGv4jcJ38mxSXnDBKKj6MLjH0O5kfRNT5XZb6mkyPlpG8KMzq2xzPgzDYO7cubz33nsUFhaSl5fH8OHDeemll2jXrh0AWVlZtGvXjptvvpk5c+YAMGPGDOLj4yksLOTAgQNEREQAEB0dzTOX30bqzt8Ye/ILLvPszuP+wx33V2jY+FvGenb/9Uec27fiuqsuZfa4i3Hy8cRzZK86Xdm1sro/+ugj7r33Xjp16gT8fmLpLbfcwuOPPw6U9Mz+85//5NFHH3Xs66mnniI7O5trr72WG2+8EYCTJ09it9sdz9Orr75KdHTdzbRT3Wvz9NNPs2HDBgB27txJ3759sVqt9OzZky+++AKLxeK4rtQ111zDgw8+yP/+9z+ef/55LBYLwcHB/Pvf/6Zz58489dRTzJ071/F4Sq1ZswYfHx8yPlnB/swT3JG6jOVtrqhYb04BGf9ZQfDDl9fZc1CZ0t5pV1fXer2f5uDIkSN069bN8fks1blzZ7799luee+45Pv+8ZLE7wzC44YYb+Mtf/gLAuHHjiI+Px9fXFyhZhNDDw4N58+YxfPhwclbspvDXRE7acrjs1ALSjAImuHfgraDfT8ZPf+cXhtz9B2w2Gzk5Obzyyiv88Y9/dGz/+OOPee6559i6dSvTp0933F/pF6lHHnmEa665BqDce9pms+Hj48Obb77JoEGDWLlyJdOmTaNHjx6OE2I9PDx46aWXGDVqlOP+YmNjmTFjBkeOHCn3fBx9awHDj/+nwv9XpfJ3HCZ3w694Du95Hq/GuSl7AnFV582UKhv6S8fvn/mz7CU9Pf2szp9xcnIq9wWz9PeyJ9GfealsWNyZQ94a25dUaX4U5FuitCU1t8mOxcjeU9Jzn3/GSa2Z63DK3EDIY09w8qmdlZ7c6TmyF7YyQxSqkrVgY70F+QceeIDt27fz888/06ZNGwzDYM6cOUyfPp1t27ZhsVj49NNPmTZtGp9++inPPvssPj4+fP99Se/VkSNHGDJkSLkT6JKe/pzvc+MY6x7GD7lx3Os7GG9ryRjO/2Tvpciw873vdNoueo7+Y4Yz9dqZDBwYUVl556WyugEmTpzI119/7WiXkJBAz549mTlzJr16lcw89Nxzz3HBBRcwYMCAcvscMGCA47GWhvuXXnqpzmuH2r02UPKHfv369RV69iq77vDhwzz44INs27aNkJAQ3nnnHW6//XaWLCl5v19//fWVPh673c7cjz/grZRVFFH10Jac5bvqPcjL2fH396/0BNevvvqKRYsWsWnTJtzc3MjMzGTMmDF06NCBK64o+aI2Z84cLrzw98XZXnnlFe699142bNhAzvJYFuYe4tWsbaQZBXhZXNhRmESWvQBfa8kRmU1r15NpySCsfXvmzJnDDTfcwIQJE2jdujXHjh3jwQcfZNGiRY7zPcreX1xcHH379uWiiy5yfJko+57++OOPueOOO9i4cSMA4eHhbNmyxVHrwoULufTSS0lMTMTJyYl58+bxzDPPVDi/oPhUBl9vWVnp/1dl5SyPNSXIn42zCf2lqpte9MypRcuep5GVlUVhYS2Gj9aC1WrFx8eHSy+9VF/QpV4oyLdERi1PJjv2WsUQ72DDt9erOP/vW9LfWUHOqt1gN3Bp3wq/a6IIuG0yide/VuNd2DNza1v1WTlx4gRz587l8OHDtGnTBij5Q3DPPfdQUFBATk4O3t7evPvuuzzzzDNkZWXx8ccfc+edd1a7X6PIxpe5B7jHZxDZ9iK+y/2Na73DAbjFpy9Fhh2LxcKpEycpKipyBOy6Vtu6ExMTMQyjXOh94oknuPbaa9myZYspq63W9rU5W87Ozrz77ruEhJSciDho0KBafRE5cOAA2zOO8XpgNLPSllXZziiumzHhUv+OHz+OzWYjPz8fNzc3/Pz8+PTTT6t8v9vtduLj4wkMDAQgJzeX7/MO8U7QRKYlfYszVsa5t2dx3lFmepWsdfFD7iGuunYm67ZsZNq0aVx++eXMnj2br776iltvvZVHH32UgQMrH3qTkZGBn59flcO00tLSaNu2bZWPb9y4cSQnJ5ORkUFqaioxMTHMnz+fGTNmlGtn2OxV/n9Vrl0zfW+X9pSfzcnzpUqPAJS9FBQUlBvrf+ZRgNJzXcqy2+1kZmaSlZVFq1at6uqhiTgoyLdEPoNrbuPSBlJ/rr5NcSaePfbh9Z/7sOcVYhQWY/X1cPSmunQMhnX7qr+bTq1rW/VZ2bBhA+Hh4Y6gWNZDDz0EwMaNGzl27BiTJ08mIyODZ555htmzZ1d7KHSPVx4ninMY5d6O00Yh807v5Bqv3r8/ZouVp4u2MX/scK644opyc6jXlarqBli6dCkDBgwgJyeHtLQ0RowYwffff09Y2O/nNNxxxx2sWLGCRx99lFdffbXO66tJbV6bmowcOdIxtMbT05P169fTvn172rcvmfmoqKiIv/71r1x22WWO23zyyScsXbrU8e/777+f66+/nl69ejHv6vvY+9kv1d6nx4DOtapNGk5GRkaFI0s333wzN9xwAwsWLCAkJITIyEhGjx7NVVddRY8evy84d/fdd/PYY4+RmpqKk5MTF154IR988AEAQZG9efurieX2e5FnF94+HctMrx7YDDsxRhJvXDqDdVtKes1ffvllBg4cyI033ojVauXee+8td/u7776bxx9/nPz8fA4cOMBLL71ULsiXvqdTU1NJSUkp91490/vvv094eDjBwcEEBwfz6aefVhhSA7D1yK+ctOdW+f9VKfeBXaq8r+aismlNy/bGl/4sO6NSXS0AZrFY8PDwqONHJFJCQb4lanURuLaBwpNVt2l9CSS+XfO+/n/eeauHK3iUP2zod3UUmf9bXe3N/a8eW/N9nAPDMMr9sdq7dy9XX301UNLb9cEHH/DZZ59x5ZVX4urqyqWXXsqf//xnlixZwuTJk6vc76f71zEtsAeuFicmunfgqYz1rCs4zmj3UEebOU/+k7evH8NFF13E66+/XuEP+vl69913K60bfh9aU1hYyK233kpycjLjxo2rsI8PPviAfv36lRta0FBq89pMnDixqpsDlQ+tKZWZmclVV12Fq6sr//jHPxzXVzW0BsD/hvFQQ5D3v2F8tdul4VU1tAZg+fLlHDhwgGXLlrFs2TKGDRvG+++/7xiXXjrUJS4ujgkTJjBs2DDHl0ufiyNJeuZL7Bk5jv0Nc23Lo8VrSbLl8mtROqOGRpYL4l5eXrzzzjtMmzaNI0eOVAjLZYfWHDx4kFGjRjF06FDGjBkDlH9PL1iwgBkzZnD4cMkR0b179zq+sBQWFtKjRw/mz59f4/Pz7/ff45Lh43A9UvX/V84h/vhMHVTjvhoTwzAoKCiocq2JyhYAO5tpTaHiAmBVjY+vaiGwsj9L59IXqQ8K8i2QxeqC0fsD2H1l5au5BkyA0Fm1C/JOVQ8d8RjQGf8bosn4eEXl2yN74Hvl6NqWfVaGDh3Kvn37SE9PJyAggPDwcMcf/HHjxpGbm8vnn3+Or68vP/9ccuTBYrHwxhtvVBnks7Ky+OKrL/Hx8GL1qa8onejj05x9jHYPZVvBKTqMHUSP2ydjcXFm5syZ5ca11oWsrKwq67788t/Hb7u6uvL2228TERHBiy++WO7kVoA2bdrw9ttvc+ONN3L55Zc36IwNNb02+fk1n1tRlfj4eC644ALGjBnDm2++WevH5TGgM4GzpsHff6h0e/DjV+Ler9M513U+Sk+OPHOmmrL/Lt1eduaasjPVnHkpO5VkdSvpnrnyaOmsNWfOU1/TrDVlA1BDTA/40ksvERUVxdChQ+nRowd33HEHb7/9Nu+++64jyJfq2rUrb7/9NpdddhljxoyhS5cuWD1caff2HSTeNMfRzmqxMNWjEz/nHeZAsMF9/3iFIlv5YRSdO3fGy8vLMbyrKt26dSMqKor169c7gnxZF198MU5OTuzbV3JE88wx8rVR9v+Kpac3Ys8vCbKl/18BWH08aPv2HbWeS74+2e128vPzyw1dqWz2mtKAXtMK0PD7DDalw5hqWvSr7EmujXE2JZHKmP/pFVNY/IZjDFoFie9A8ndgywHPHtD2BmhzNRaLM4bvcMjaUN1eIPiSau8n5NnrcO3ShvT3llB0rGRlQKu/F35XjaHVA5dgdaufxT7at2/P7bffzh//+Ec++ugjR0/bli1bOHToEMeOHaNHjx5s377dcZvt27czZMgQDh06RJcuFQ81f/rpp47bFB46Rfr7S9jw9UIuO/A5Sd392B1s5VtjPyOcrOTn5fHNN99w/fXX1+njKlvDmXVfeuml5dp6enry2muvcfXVV3P99dcTGhpabvtll13G999/z9tvv13juQF1qabX5lyDXm5uLhMmTOC2226r9RCdsgKuj8b6igfeUwaSu75kalbPkb0IuHkinqN6V3m7yqaMrM388ZUtWFXVIla1CS1NhdVqLTc7SNkwVXZKwDMvpfPK12bu+JycHB599FHmz5+Pn58fhmGwf//+KsesT506lalTp3L//ffz3XffAeA1OpxOv/wNur2DxWrB4unG5V2j+OuxpeDpzqgxo1m5cuU5PQepqamsX7+e2267rdLtGzZsID8/nx49erBzZ9ULzFWn7P8VRrGNzC/XsW7uZ8xY9w6JvgZ9Lp9IwC2TcK2n4Y1Q8iW0sLCwwvzxlU01WZsv8G5ubnh4eODv719hDvmyc8mXTjOpOeWlJVCQb8EsHp2h2/PQ7XmM9JVw4gM4NgeOv4sRNB3a3gJZm6CqmTxaX1GyjxoE3DIJ/5smUHjwBEaxDdfObUqG4tSzV155hffee4+LL76YwsJC8vPzCQ0N5eWXX+bZZ5+tMORl4MCBTJo0ibfeeouXX365wv7effddx21cu4QQ8uy1XPTkVURHxvFp8k4eDJnKUwcXEdErHKurM1deeaVjOse6UraGM+t+8MEHK0wROWPGDCIjI3nooYf473//W2F/c+bMYdWqVXVaY21U99pccMG5LbTz9ttvc/jwYf73v//xv//9D8Mw8PLy4qeffiInJ4fs7GyOHTtWaa+2zWbj2LFj2DCIu6E/tmsjfl/8KeMQxQsOVLkYVF2G7LK92O7u7pUerq/qEH7ZXvHKes3PXAzqzIWhKnPmQlBnruZatte/qnnuzzxhsOwKr6dPnyY1NfWsnqPSYJ+VlUV6ejrdunVzPJbSnz///DPZ2dkMGTIEFxcXbDYbU6ZM4V//+leV+33xxRcJDw9nyZIlTJpUst6Da9eSE06tfp70ODCPHsCD4eHMvPjis6oZfh8jb7FYyM3N5b777nPcD/w+Rt4wDKxWK1999RUBAee+xkbZ/ysszk74Xz2W6VePZdLUw/zUJ5Dx/7im+h1U4cxpICvrPS/7s6Zx5aULgQUGBlZY1fXMS30uACbSVFmMWvwVstls7NixgwEDBtTbN9yy95Gens4333xD3759GTFiRL3cn/zOOPgwHP93xQ3O/hB6ByS8BbasMhss0Hom9JiDxVp/i+M0doVHkki45mWKjiaX32C10PqpPxJwc/XjvKVqpWNgz5wRIj8/v9Lp4sqekFZUVFTnPdhWq7VCcC4sLMTHx8cxRrayoF3Z+Nkzry97+5Z4KL80GJa+rlVdyo53Lv1Z29Vlz1wV9swVYitbMMjFxaVFvB7FxcWOL9NnfubO/PyVXmoK56VfKv39/fH09CwX0M8M6+o1r1sNkdekcVGPfAtnnPqi8hAPUJxR0ks/bBukLoS8uJIx8cGXYPFo/rMcVMew2Um4/tWKIR7AbpD05P9w7dIGr3F1P4d8c1A6V3NWVhbZ2dlkZ2eTm5tLTk4OOTk5terJK1Uahl1dXXF3d692wZaaTkor27td9vczewL1x7LulD2p8GynHS0uLiY/P5+cnBz27t1LaGioI5RWdsnOzq51+LdYLLi4uFQY+nPmQkGlq4JW9iXtzHMIKjsyUpOyR0TOXKm37FGQ0p+lw7POPPpR2aWgoKDWiya5uLjg4eFBcHBwueEsZ/age3p6YrVa2blzpz4fIg1AQb6lS3yn+u2FpyBtCZY212JLzybz8zXkrP0WDPAY1h3/q6Nwbl27xTmak+zF2yk6VMny7WWkvbuoRQd5wzDIzc0lLS3NcSkN73l5eZXexmq14unp6QgLZce9enh4VHqSmoJCy+Xs7Iy3tzceHh74+vrStWvXat8PhmE4FgkqO6tJZb3/ZQPv6dOn62yBoDOVDgkqW2PZ3+vj6FLpuQheXl6VnotQ2eVsToiv7ZclETl/CvItmGHLgewdNTfMXEduXH8Sb3kD++nfA1ju6j2kvfETbef+GZ8plZ9E1lzlLIutsU3umr0YhcVYXFvGxyw7O5tTp06RlJREamoqqampFBQUlGtTusphq1at8PPzw9fXFx8fH7y8vPDy8sLd3b1FDGcQc5T2sru4uJx17/+ZCwSdOZyrspOUq5pFqLLzDs6ss1TZXvyy5wJUdo7EmTMElR4dKHtEoSFnqBKR+teoP9G1PeQn56p2gcmeV0TizXOwZ1ecVcAoKOLErHm4Lf6748SwlqBWKyEaBobNhqVxf8zOiWEYpKamcuLECU6dOsWpU6fIyfl9zm2LxYKfnx+hoaEEBgY6Lt7e3jphTZqkskOAREQai0aZMEp75fbt20dubi6RkZH4+/ubXVazY3HyxPAZDKe3VtsuZ3sA9uyqF48yCopJ/3A5Ic+c2ywITZH7wC5kfb2+2jauPUOxejSfk4Hz8/NJSEjg2LFjJCQklBse4+npSefOnQkJCSEkJISgoCD1/ImIiNSzRvmX1tvbm0svvZSYmBiOHj1KfHw8ffr0YdCgQbi7u5tdXvMS+mfYX/lcxgC4tiN9Qc3Pec7KXXVYVOPnd/kIUp6fX26o0ZkCbmz6K4GePn2auLg4Dh8+THLy7yf2enp60rNnT0JDQwkJCcHb21tDYkRERBpYowzyAK1ateLCCy/k6NGjbNy4kd27d3PgwAEGDRpERESEDs/XEUvryzFydsOx1ytudAmGiM+g8Nsa91OroSbNiNXbg7Zv/Ynjt72FUVBx6W+fGcPwuybKhMrOX05ODocOHSIuLo6kpCSgZJxuu3btaN++Pe3btycgIEDBXURExGSNNshDyZjETp060aFDB/bu3cvWrVvZsGEDcXFxREdHa7hNHbF0/htG4FQ48RHk7AKrB7S6CNpci8UlEPdBseTvPFLtPjwGdW2QWhsT7/H96LjwSdLfW0L2L9uw5xfiFt4e/+vH43tpJJYm9GXTZrNx+PBh9u3bx4kTJ4CSz1/79u3p2rUrHTt2xM2t+QwTEhERaQ4adZAvZbVaiYiIoHv37sTExHDgwAHmz5/PsGHDiIiIUM9gHbD4RWJ494FTX0LqT5C6CAoSMdreiP/10WR8vBzsVU+D5t8MhpGcC7eeobR58UZ48UazSzkn2dnZ7Nu3j/379zvGvLdt25Zu3brRuXNnDWUTERFpxJpEkC/l5ubGuHHj6NSpE2vWrCEmJoYjR44QFRWFr6+v2eU1aUburxB7ORQe//3KrBg4/m9cOz1ByLPXcuqvn0Ilcxq3evBSPIf1aMBq5XwYhsHx48fZvXs38fHxGIaBm5sb/fv3p3fv3vosiYiINBFNKsiX6tSpE23atGHNmjUcPnyY+fPnM2LECHr16mV2aU2SYS+C3X8oH+LLOvIP/Kb9F7fwR0l/f2nJ/Oh2A8/hPfC/aQJeo8MbtmA5J4ZhkJCQwLZt2zh1qmQxq5CQEHr37k2XLl00y4yIiEgT02T/cru7uzNx4kTi4uJYt24dq1evJjk5mZEjR2qlx7OV+iPkH62+TcJcPAb/gMfgbgCc/nEz6R8uI+G6V7E4OeEV1YeA26fgGame+cbGMAyOHTvG1q1bHTPPdO7cmQEDBhAcHGxydSIiInKummyQh5KT8bp160abNm1YvHgx+/btIz09nUmTJuHh4WF2eU1H+oqa22Suw7AXYLG6cerx/5Lx0TLHJqPIRvai7WQv3kHIc9fhf+24+qtVzkpCQgKbNm0iJSUFgC5dujBo0CACAwNNrkxERETOV5MO8qW8vb2ZMWMGq1atIi4ujm+//ZbJkyfTqlUrs0trGoxaTh1p2MhevL1ciC+/3eDUY5/iOSYc146t664+OWuZmZnExMQQHx/v+MI7cOBAAgICzC5NRERE6kjTmR+vBs7OzowfP55hw4aRnZ3NggULiIuLM7uspsF3aM1tvCKwOHmS/vHy6tvZ7GT8Z2VdVCXnoLCwkI0bN/LVV18RHx9PaGgol19+OePHj1eIFxERaWaaRY98KYvFwoABAwgMDGTZsmUsW7aMjIwMBg0apCkqq9P6Cjj8NBRnVN2m3a0AFMTWMJYeKIg9Ujd1Sa0ZhsGBAwfYtGkTeXl5+Pj4MGLECDp27Kj3voiISDPVrIJ8qQ4dOnDppZfyyy+/sHXrVoqKioiMjFSgqYLFyQsj/GPYfTXYcyo2CPkjtLmu5HfXWpxI7NIs31aN1unTp1m9ejWJiYk4Ozs71lfQLDQiIiLNW7P9S+/v78+MGTP46aefiI2NpaioiNGjRyvMV8HiPwZj8Co4/m9I+Qns+eDVB9rehCV4hqOd9/j+ZH62utp9eU/sX9/lCiW98L/++isxMTEUFRXRsWNHRo8ejZeXl9mliYiISANotkEewNPTk4suuoiFCxeyb98+iouLiYqKwmptNqcG1CmLRxeMzk+Dz1DI2gQWC1jdMQw7FkvJcxZwy0Sy5q/HKCyudB9Owb74zhzZkGW3SNnZ2axevZqEhATc3NyIjo6mW7du+qIqIiLSgjTrIA8l881feOGF/Pzzz/z2228UFRUxYcIEzTVfCSNrK+y9HgpP/H5l4jvg0R0j4jMsHl1w6xVG27l/5sSd72LkF5a7vVNrP8L+cx9OPpr6sz4dOHCA9evXU1hYSIcOHRgzZox64UVERFqgZh/kAVxdXZk2bRqLFy/myJEjLF68mEmTJmkMcRlGfgLsngnFmRU35v0GsZdhDFmHxckLn6mD8Nj0IpmfrSF/Wxw4WfEc2Quv8f1waaf5yetLcXEx69evZ//+/bi4uBAVFUWPHj3UCy8iItJCtZgxJi4uLkyZMoWOHTty7Ngxli1bht1uN7usxuPE+5WH+FIF8XDqK8c/nQN9CJo9jYA/T8UoKCLpyf9xeOTDxA2+n+R/foUtK7cBim45srKy+P7779m/fz/BwcHMnDmTnj17KsSLiIi0YC0myEPJXPMTJ06kffv2HD16lNWrV2MYhtllNQ7JP9TcJmVBuX+e/mUbx658gZxlsWAveR5tqadJm/szx2b+S2G+jsTHx/PNN9+QkpJCr169mDFjBj4+PmaXJSIiIiZrUUEewMnJiYkTJ9K6dWvHvNtC5dNOnsn2ext7XiEn//IhFFW+KmzB3mOkvvZ9XVXXItntdrZs2cIvv/yCzWajU6dOjBo1Sud3iIiICNACgzyUDLOZOnUq/v7+7Ny5k9jYWLNLMp9nr5rbePV2/Hr6h03YM6sP/5lfrMNeUHS+lbVIRUVFLF68mG3btuHr68uMGTMICgoyuywRERFpRFpkkIeS2WymTZuGl5cXGzZs4MCBA2aXZK62N55Vm4JfE2tsbs/MofhUxjmX1FLl5ubyww8/EB8fT/v27bnssssIDNRJxCIiIlJeiw3yAN7e3kyfPh03NzdWrVrF0aNHzS7JPK1mQPDlVW9vfw8Wn4GOf1o93Gq1W6tn7dpJiYyMDBYsWEBKSgq9e/dmypQpuLq6ml2WiIiINEItOshDyQqwF1xwAU5OTixdupSUlBSzSzKFxWKBXu9A1+fBo+vvG7z7Q8+3sXT+W7n23tMG17hPj2HdcW7lW9elNlsnTpxgwYIFnD59mqFDhzJ69GgtXiYiIiJVUkoAWrduzcSJE7HZbCxatIi8vDyzSzKFxWLFEno7DNkEg1ZBpyeh1cXg7INhlD+p1T28PV6TBlS3MwLvnF6/BTcjcXFx/PTTTxQVFREdHc3AgQM1taSIiIhUS0H+/3Xo0IFhw4aRk5PDkiVLsNkqn42luTPshfDbfbB9Ahx5uuSy5xrYNAAjfWW5tu3euA2v6L4V9mFxd6XNizfiPb5fA1XdtO3du5dly5bh7OzMtGnT6N69u9kliYiISBOgpU3L6N+/P6mpqcTFxbF+/XrGjBljdkkN78DdkPRlxesLEmHP1Rj9f3KMlbd6exD2n/vI33mYrB82Y8/Ox61bW3xnjsTJ36uBC2+a9uzZw7p16/Dw8GD69Ok6qVVERERqTUG+DIvFQlRUFJmZmezbt4+goCDCw8PNLqvBGLkHKg/xpez5EP8y9Pm03NXu/Tvj3r9zPVfX/OzatYuYmBg8PT258MIL8ff3N7skERERaUI0tOYMzs7OTJ48GQ8PD9atW8eJEyfMLqnhJM2vuU3qIozirPqvpZmLjY0lJiYGLy8vLrroIoV4EREROWsK8pXw9vZm0qRJWCwWlixZwunTp80uqWEUZ9aikQ1sLeT5qCc7duxgw4YNjhDv5+dndkkiIiLSBCnIV6FNmzaMGjWK/Px8li5d2jJOfnXvWHMbJ29waVX/tTRT27dvZ9OmTXh7e3PRRRfh66vpOUVEROTcKMhXo3fv3vTq1Yvk5GQ2bdpkdjn1L+QqsLpX36b1VVisWuTpXOzevZvNmzfj4+OjEC8iIiLnTUG+BiNHjiQgIIBdu3Y1+5VfLS6BcMbCT+W4dYCODzRcQc3IwYMHWb9+PZ6enkyfPh0fHx+zSxIREZEmTkG+Bs7OzkyYMAEnJydWrlxJdna22SXVK0von6DXv8GzV5kr3aD1FTDgZyyuIeYV10QlJCSwcuVKXF1dmTZtmnriRUREpE4oyNdCYGAgo0aNoqCggOXLl2O3280uqV5ZWl+OZch6GLwOur0E3V+AdrdjcWtrdmlNTlJSEosXL8ZisTB16lTNEy8iIiJ1RvPI11LPnj1JTEwkLi6Obdu2MWTIELNLqlfGqS/gyLNQkPD7dZ69oetzWALGmlhZ05Gens7PP/+MzWZjypQptGnTxuySREREpBlRj3wtWSwWxowZg6+vL9u2bSMxMdHskuqNcfJT+PWOciEegNx9sPtKjIz15hTWhGRnZ7Nw4UIKCgqIioqiQ4cOZpckIiIizYyC/FlwdXVlwoQJWK1Wli9fTl5entkl1TnDXgCHn66mQSEcfqrB6mmKCgsL+fnnn8nJyWH48OH06NHD7JJERESkGVKQP0vBwcFERkaSl5fH6tWrMQzD7JLqVtpiKEqpvs3pLRi5BxqmnibGbrezbNky0tPT6du3L/369TO7JBEREWmmFOTPQUREBKGhoRw9epQDB5pZoC04Uct2J+u3jiZqw4YNHDt2jA4dOhAZGWl2OSIiItKMKcifA4vFQlRUFK6urqxfv57Tp0+bXVLdqe30km6ahvJMe/fuZffu3QQGBjJ+/HisVn28REREpP4oaZwjb29vRo0aRVFREatWrWo+Q2yCpoJzDVMk+gzC4tmzYeppIhISEli3bh0eHh5MmTIFV1dXs0sSERGRZk5B/jx069aNzp07c/z4cfbs2WN2OXXCYnWDzo9X08Cl+tVfW6CMjAyWLl2K1Wpl8uTJWrVVREREGoSC/HmwWCyMHj0aDw8PNm7cSEZGhtkl1QlL2xuhxxvgesYCUJ49IOJzLP5jTKmrMcrPz+eXX36hsLCQqKgoQkI05EhEREQahoL8efLw8GDMmDHYbDZWrFjRbFZ9tbS5BiJ3Qt/50O1l6P4q9P4IS0C02aU1Gna7neXLl5OVlcWgQYPo1q2b2SWJiIhIC6KVXetAp06d6NGjBwcOHGDHjh0MGjTI7JLqRuEpOPk/SPmhZP54wPDsBR0ewNL6MpOLM9/WrVtJSEigQ4cODB482OxyREREpIVRj3wdGTlyJN7e3mzdupWUlBrmYW8CjILjsGMqJM93hHgAcvfD/lsxjr9nXnGNwNGjR9m+fTu+vr5ER0djsVjMLklERERaGAX5OuLq6kpUVBSGYbB69eqmP8Tm6AtQkFj19kN/wyjObLh6GpHMzExWrFiBs7MzkydPxs3NzeySREREpAVSkK9DoaGh9OrVi5SUFGJjY80u55wZtlxIml99I3senPqyYQpqRIqKiliyZAmFhYWMHTuWwMAapuoUERERqScK8nUsMjIST09Ptm7d2nRnsSlKAXtOze3yj9R7KY2JYRisWbOGtLQ0IiIidHKriIiImEpBvo65ubkxevRobDYbq1evbpoLRTn5Uqu3hnNAvZfSmOzZs4eDBw8SEhLC8OHDzS5HREREWjgF+XrQqVMnunbtysmTJ5vkQlEWF38InFBTK2h9eUOU0ygkJSURExODh4cHkyZNwmrVR0dERETMpTRST0aOHIm7uzubNm3i9OnTZpdz9jo8CJZqTuIM+SMWj84NV4+JCgoKWLp0KQATJkzA09PT5IpEREREFOTrjYeHByNHjqS4uLhJDrGx+A6BPv8F13ZnbHCBtjeVLBDVAhiGwapVq8jOzmbw4MG0a9eu5huJiIiINAAtCFWPunbtysGDB4mPj+fAgQP07NnT7JLOiiVwPEbkTkhbDLm/lVzp3hnc2kILmTd9z549HDlyhNDQUAYMGGB2OSIiIiIO6pGvRxaLhTFjxuDi4sKGDRvIzc01u6SzZrE4gc8QyNkDR/4J+26AHZNhY3+MhLlml1evUlJS2LBhAx4eHkRHR2tcvIiIiDQqSib1zMvLi8jISAoKCoiJiTG7nLNmFKXDzgsh6avyK7wWnoBDj2PEPW5ecfWosLCQpUuXYrfbiY6O1rh4ERERaXQU5BtA7969adOmDXFxccTHx5tdztlJnAt5v1WzfR5G7sGGq6cBlM4Xn5WVxcCBAwkLCzO7JBEREZEKFOQbQOkQG6vVytq1aykqKjK7pNo7+d8aGhhw8tMGKaWh/Prrr8TFxdG2bVsGDx5sdjkiIiIilVKQbyABAQEMGDCA7OxsNm/ebHY5tWLYC6HwZM0NC5rYUYZqpKens27dOtzc3Bg/frzGxYuIiEijpZTSgAYOHIi/vz979uwhKSnJ7HJqZLG6gpNPzQ2dg+q/mAZQXFzM8uXLsdlsjBs3Di8vL7NLEhEREamSgnwDcnJyYuzYsRiGwerVq7Hb7WaXVLPWV9TcJqQWbZqATZs2kZqaSnh4OB07djS7HBEREZFqKcg3sDZt2tC7d2/S0tKIjY01u5yahd0JzgFVbw+cisV3WMPVU0/i4+PZvXs3AQEBDB8+3OxyRERERGqkIG+CYcOG4enpydatW8nMzDS7nGpZPDpBvwXgFX7GBmcI+SP0ft+UuupSbm4uK1euxMnJiQkTJuDsrHXSREREpPFTYjGBm5sbI0eOZOnSpaxdu5Zp06ZhacQrpVq8I2DwWozMGMjeBVY3CJyExa2d2aWdN8MwWLlyJfn5+YwaNYrAwECzSxIRERGpFQV5k3Tu3JmOHTty9OhRDhw4QM+ePc0uqUYWvxHgN8LsMurUrl27SEhIoEOHDoSHh9d8AxEREZFGQkNrTGKxWBg9ejQuLi5s2LCBvLw8s0tqcVJSUti0aROenp6MGzeuUR8VERERETmTgryJvLy8GDZsGAUFBcTExJhdTotSXFzMsmXLsNvtjBs3Dnd3d7NLEhERETkrCvImCw8PJyQkhIMHDxIf33wWVmrsYmJiyMzMpF+/foSFhZldjoiIiMhZU5A3mcViYcyYMVitVtauXUtRUZHZJTV7R44cYd++fQQFBTF06FCzyxERERE5JwryjUBgYCADBgwgOzubLVu2mF1Os5aTk8OqVascU006OTmZXZKIiIjIOVGQbyQGDBiAn58fu3fvJikpyexymqXSqSYLCgoYOXIk/v7+ZpckIiIics4U5BsJZ2dnxo4di2EYrFmzBrvdbnZJzU5sbCyJiYl06tSJXr16mV2OiIiIyHlRkG9E2rZtS69evUhNTWXnzp1ml9OspKSksHnzZjw9PRk7dqymmhQREZEmT0G+kRk+fDheXl5s3bqV9PR0s8tpFoqKihxTTUZHR2uqSREREWkWFOQbGVdXV8aMGYPdbmfVqlUaYlMH1q9f75hqMjQ01OxyREREROqEgnwj1KFDB7p3705SUhK7d+82u5wmLS4ujl9//ZXg4GBNNSkiIiLNioJ8IzVixAg8PDzYvHkzGRkZZpfTJGVlZbF69WpcXFw01aSIiIg0OwryjZS7uztjxozBZrOxevVqDMMwu6QmxW63s3z5coqKihg9ejS+vr5mlyQiIiJSpxTkG7FOnTrRtWtXTp48yZ49e8wup0nZsmULSUlJ9OjRg+7du5tdjoiIiEidU5Bv5EaOHIm7uzubNm0iKyvL7HKahMTERHbs2IGfnx+jRo0yuxwRERGReqEg38h5eHgwatQoiouLNcSmFvLy8li+fDlWq5UJEybg4uJidkkiIiIi9UJBvgno0qULnTt35vjx4+zatcvschotwzBYuXIleXl5REZG0qpVK7NLEhEREak3CvJNgMViYcyYMXh6erJp0yZSU1PNLqlR2r59O8eOHaNDhw5ERESYXY6IiIhIvVKQbyLc3d0ZN26cYzaW4uJis0tqVBITE9m6dSs+Pj6MGzcOi8VidkkiIiIi9UpBvgkJCwsjIiKC9PR0Nm3aZHY5jUZOTg7Lli3DYrEwceJE3N3dzS5JREREpN4pyDcxw4YNIyAggN27d5OQkGB2Oaaz2+0sXbqU/Px8Ro4cSXBwsNkliYiIiDQIBfkmxtnZmfHjx2O1WlmxYgX5+flml2SqjRs3curUKbp160bv3r3NLkdERESkwSjIN0FBQUEMGzaMvLy8Fj0l5aFDh9i1axcBAQGMGTNG4+JFRESkRVGQb6L69u1LaGgoR44cYf/+/WaX0+AyMjJYtWoVLi4uTJo0SfPFi4iISIujIN9EWSwWoqKicHNzY/369SQlJZldUoMpKChg0aJFFBUVMXbsWPz9/c0uSURERKTBKcg3Yd7e3kyYMAG73c6SJUvIy8szu6R6V3pya2ZmJgMGDKBr165mlyQiIiJiCgX5Ji4sLIyhQ4c6pmC02+1ml1RvDMNg7dq1JCYm0rlzZ4YOHWp2SSIiIiKmUZBvBvr370/nzp05fvx4s55ffvfu3ezfv59WrVoRHR2tk1tFRESkRVOQbwZKx8sHBAQQGxtLXFyc2SXVuaNHjxITE4OXlxdTpkzB2dnZ7JJERERETKUg30y4uro6Zm9ZtWoVaWlpZpdUZ1JTU1m+fDnOzs5MmTIFLy8vs0sSERERMZ2CfDPi7+9PdHQ0xcXFLF68uFksFpWTk+OYoWb8+PG0atXK7JJEREREGgUF+WamU6dODBw4kKysLH755ReKiorMLumc5ebm8uOPP5KdnU1kZCSdOnUyuyQRERGRRkNBvhkaMmQIPXr0ICkpicWLF2Oz2cwu6azl5eXx008/kZmZycCBA+nfv7/ZJYmIiIg0KgryzZDFYmHs2LF06tSJxMTEJjctZX5+Pj/99BPp6en079+fIUOGmF2SiIiISKOjIN9MWa1WJkyYQGhoKEeOHGH16tUYhmF2WTUqKCjgp59+Ii0tjYiICIYNG6ZpJkVEREQqoSDfjDk5OTF58mRCQkI4cOAAMTExjTrMFxYWsnDhQlJTUwkPD2fEiBEK8SIiIiJVUJBv5lxcXJg6dSqBgYHs3r2bLVu2NMown5uby8KFC0lOTqZXr16MGjVKIV5ERESkGgryLYCbmxvTpk3D19eX7du3s3LlykZ1AmxKSgrffvstSUlJ9OzZkzFjxijEi4iIiNRAQb6F8PT0ZMaMGYSEhPDbb7/x448/kpuba3ZZxMXFsWDBAnJycoiMjGTs2LEK8SIiIiK1oCDfgnh6ejJ9+nS6d+/OqVOn+O6770hNTTWlFsMw2LJlC8uWLcNqtTJ16lT69++vEC8iIiJSSwryLYyzszPjxo1j2LBhZGdns2DBAo4cOdKgNRQWFrJkyRK2bduGn58fl156KR06dGjQGkRERESaOmezC5CGZ7FYGDBgAP7+/ixfvpzFixfTr18/Bg0ahKura73dr2EYxMXFsXHjRnJycggNDWXixIm4ubnV232KiIiINFcK8i1Yp06duPjii1myZAmxsbEcOHCAIUOG0KtXL6zWuj1Yk5yczPr16zl16hROTk4MHjyYgQMH1vn9iIiIiLQUCvItXFBQEDNnzmTPnj1s27aNtWvXsnv3boYPH0779u3Pe8x6bm4umzdv5tdffwWgS5cuDB8+HG9v77ooX0RERKTFUpAXnJ2d6d+/Pz169GDr1q3s27ePX375hdDQULp3705YWBienp613l9hYSHHjh3j6NGjHD16lKKiIoKCghg5ciRt27atx0ciIiIi0nIoyIuDh4cHo0ePpk+fPsTExJCQkEBiYiIAgYGBhIWFERYWRqtWrTAMA7vd7rjYbDZOnjzJkSNHOH78OHa7HQAfHx+GDx9Oz549NYxGREREpA4pyEsFAQEBTJkyhZiYGHx8fDh+/DjHjx8nLS2N2NjYGm8fHBxMx44d6dSpEwEBAZpSUkRERKQeKMhLlTw8PIiIiKB///4UFxdz6tQpjh07RlZWFlartcIlMDCQjh074uXlZXbpIiIiIs2egrzUirOzM6GhoYSGhppdioiIiIigBaFERERERJokBXkRERERkSZIQV5EREREpAlSkBcRERERaYIU5EVEREREmiAFeRERERGRJkhBXkRERESkCVKQFxERERFpghTkRURERESaIAV5EREREZEmSEFeRERERKQJUpAXEREREWmCFORFRERERJogBXkRERERkSZIQV5EREREpAlSkBcRERERaYIU5EVEREREmiAFeRERERGRJkhBXkRERESkCVKQFxERERFpghTkRURERESaIAV5EREREZEmSEFeRERERKQJUpAXEREREWmCFORFRERERJogBXkRERERkSZIQV5EREREpAlyrk0jwzAAsNls9VZI6b7r8z6k9vR6NC56PRoXvR6Ni16PxkWvh3lKn/PS3CbNn8WoxatdWFjIrl27GqIeERERETkPffv2xdXV1ewypAHUKsjb7XaKi4uxWq1YLJaGqEtEREREzoJhGNjtdpydnbFaNXq6JahVkBcRERERkcZFX9dERERERJogBXkRERERkSZIQV5EREREpAlSkBcRERERaYIU5EVEREREmiAFeRERERGRJkhBXkRERESkCVKQFxERERFpgpzNLkAah1OnTuHi4oK7uzuenp5mlyPS6BmGoZWuGxG9HiLSEjX6IK//nOvfK6+8wtq1a0lKSmLo0KGMGTOGyy67zOyyRBolm80GgJOTk8mVCOj1EJGWrVEF+R9++IFjx44REBBAeHg4/fv3x2KxKMzXo++++45vvvmGF154geTkZE6cOMHTTz/N0aNHue+++8wuT4CTJ0+Sl5dH586dHdfpM2GOd955h19//ZVjx45x1VVX0bdvX3r27Gl2WS2WXo/G46OPPuLw4cOcPHmS6667jq5du9K2bVuzyxJp9iyGYRhmFwHw2muv8dlnnxEZGUl8fDyenp4MHDiQBx98EFBwqS/z5s1j165dzJ07F4CioiJWrlzJAw88wB/+8AceffRRkyts2V566SVWrlzJyZMnGTx4MMOGDeO6667D1dUVu92O1arTXBrKe++9x/vvv88dd9zBwYMHOX78OIWFhdxyyy1ERUWZXV6Lo9ej8Zg7dy6ffPIJV155JYcPH+bYsWP06tWLq666ioEDB5pdnkizZnqPvGEYJCUlsWzZMl544QWioqJIS0tj1apVzJkzh1OnTvHSSy+pZ76OlT6XLi4u5OTkOK53cnJi0qRJvPXWW8yaNQtfX19mz55tYqUt18KFC/nmm294+eWX8fLyYunSpaxZs4YdO3bw4osv4u7urjDfgPbt28eNN97I9ddfD8COHTv48ccfeeaZZygqKmLixIkmV9iy6PVoHIqLi4mNjeUvf/kLV1xxBQBLly5l4cKFvPrqq9x5550MGzbM5CpFmi/TE4DFYsHV1RWr1eo4yTIwMJDp06fzzDPPEBMTwyOPPOJo20gOIDR5pV+Ixo0bx+bNm/nvf/8LgNVqxW63M3r0aJ5//nk++eQTfvnlFzNLbbFycnLo378/I0aMoF+/ftx5551ce+21pKenM3v2bPLz87FarfpMNIDi4mKSkpLIzMx0XDdgwACuv/56Jk6cyMsvv8y6detMrLBlKSwsJCkpiaysLMd1ej3MkZ+fz9GjR8u9FhMnTuSaa66hbdu2vPPOO8TGxppYoUjzZnqQB/D19QVKxmuXcnV1ZeTIkTz//PNs3bqV119/HUA98nWsW7duPPbYY7z++uv8+OOPwO9hPjo6mosuuogdO3YAKDA2sJycHPbu3ev4t6urK9HR0dxxxx0UFhby+OOPU1hYqM9EPfrtt9+Ii4sjJyeHG264ge+//55t27Y5tnfo0IErr7yS4cOH88knnxAfH29itc3fiRMnSE5OxtXVlauuuooFCxY4/n8CvR4NaePGjZw+fRpvb2+mT5/Ozz//TFxcnGP74MGDmTlzJj4+PnzzzTekp6ebWK1I82VakE9MTHQEQycnJ/7617+yYcMGPvjgA0cbi8XCkCFDuPHGG9m5cyeJiYlmldusXX755Vx77bW8+OKL/PDDD0BJmPfw8MDHx4edO3dis9kUGBtAbGyso9d35syZBAUF8fTTT5f7rERGRvLHP/6R5ORkx5cvqXuvvvoq999/P7fddhtXX301Gzdu5NJLL+Wjjz7iwIEDjnadO3dm2rRpZGZmKjjWo1dffZV77rmHSy+9lEcffRRXV1fGjh3LBx98wG+//eZop9ej/m3fvp0HH3yQ9957j9zcXKZMmYK/vz9ff/01J06ccLQbOnQokydPJiYmhqSkJBMrFmm+TAny69at46mnnmLr1q2OgFJ6YszChQsdwzwAPDw8GDVqFHv27OHgwYNmlNvsubu7c/PNN3P55Zfz5JNP8vHHH5OdnU1hYSE5OTm0bt3aMcWb1A+73U5KSgq333478+fPJzs7Gy8vL/7whz9w8OBB/v3vfzvaOjs7M2XKFNq1a8eaNWtMrLr5+uKLL/j222959tlneeGFF7jxxhv5/vvvSUpKwmKx8P7775cLj0OHDsXNzY3FixebWHXz9fHHH/P111/z4IMPcs8993DkyBEyMzO55JJLKCoq4r333mP//v2O9no96lePHj1wdnZm2bJlvP3223Tq1InLLruMbdu28eWXX3L8+HFH22nTpuHl5aUhmiL1xJSTXUNDQ4mJiXHMvDF06FD8/PyYNm0aOTk5zJ8/n5ycHG6//XYAOnXqRNeuXdUjXI+8vb3585//TFhYGM8++yxfffUVVquVU6dO8fHHH+Pq6mp2ic2aYRi0atUKf39/XnnlFWw2G7fddhvTpk0jMTGRtWvXYrfbuf3227FarTg5OTmGD+Tm5moRrzoWFxfH+PHj6devH1DSy7to0SLatm1Lnz59+Prrr3n11Vf585//7GgTEBCg6fbqyYEDB5g5cyZDhw5l6NChbNu2je3bt9OjRw/atGmDzWZjzpw53HbbbY5ZUvR61A+73Y6Liwvt2rWjuLiYX3/91TE5QkFBAf/73//Izs7myiuvpHv37hiGQUBAAMHBwWaXLtIsmRLk3dzc8PLyYteuXcybNw+r1cqgQYMICwvjyiuvxN/fnw8//JA9e/YwaNAgjhw5wsGDB+nWrZsZ5bYYrq6uXHbZZQwbNoxff/2VwsJCIiIiaN++vdmlNXuli9n4+/sTGhrKyy+/TH5+PnfddRe33nor77//PuvXr+fo0aP8/e9/Jzc3l927d+Pn54ezs+mTTzUbpbM5JScnU1RU5Lg+KCiI0NBQVq9ezb333oubmxuLFi3i5ptvJjIyksLCQrZt28add95pYvXNj2EY2Gw24uPj8fb2BkoWgFq3bh3u7u5s2rSJnJwcOnTowKhRo7j99tsZMmQIxcXFej3qidVqxdXVlUmTJpGZmYmvry8///wzLi4uzJ49m82bN1NQUMDdd9/NgAEDyMvLY9euXTz22GNmly7SLJmSAPbu3UtoaCjz5s3j/vvvZ+7cucyaNYtBgwYRGhrKH/7wB0aMGMGLL77ImjVrMAyDTz75hHbt2plRbosTFhZGWFiY2WW0KIZhcOzYMbKysnjjjTeIjY1l9uzZWCwW7rzzTm677TZWrlzJxx9/zKhRo2jXrh1JSUl88MEHOlpSh0qP+l144YWO6W9btWqFk5MToaGhbNmyBbvdztixYxkwYABRUVFs3rwZDw8PHnnkEbp27WryI2heLBYLzs7O3HPPPezZsweAPXv20KNHD5566ikMw+C3337jL3/5C1FRUcyZM4fly5fj5eWl16OelH7ZdXZ2Zv/+/cydOxe73c7q1auZMWMGGRkZvPvuu/Tq1YsNGzbQqlUrPv30U7p06WJ26SLNkikLQu3fv5+PP/6Y5557jtTUVGbPno2npyezZs1i8ODBFYbQFBQU4Obm1tBlijSo/Px83nvvPS699FJCQ0P58ccfeeCBB7jzzjsdoR5g+fLl+Pr60q5dO325rUenTp0iKCgIq9WK1Wrl/fffZ8GCBXz11VeO/4+OHj1Kx44dTa605cnPz8fd3d3x73fffZft27czb948E6tqWdLS0rjrrrsc57RddtllHD58mAsvvJAnnngCV1dXbDab42ijiNQPU0527dChAw899BBQcsh63rx55ObmMnfu3HInwNrtdgD1OEqL4O7uzu23305oaCg2m40LL7yQl156iTfffJO33nqL3NxcAMaPH8+QIUMU4utZSEgIzs7OjgW3cnNzycnJcfz/9MorrzBlyhTS0tIc/1dJ/Sp9nsuGeAAXFxdSUlIoLi42o6wWycXFhYyMDGJjY/nnP/9JVlYWV155JcePH+f5558nOztbIV6kAZgS5D09PQkICABwnAhTGubfeecdNm7ciGEYjj+gOslVWorSL62li5+Vhvm3336bt99+m/z8fJMrbHlKg3vpScbu7u688cYb/Oc//+HLL78kMDBQq+s2kNLnOSkpqdwaC8nJybRq1UpBvgH5+PgQFRXFrFmzWLVqFR9//DGPPvoo/fr148SJExQUFJhdokiLYMrQGoCDBw9isVjo2rWr4/Bbeno611xzDV26dOGll16q0Osi0pKUfjQtFgvffPMNzz//PL/88guBgYEmV9aylI4J/u9//8vXX3/NwIED+eqrr/jss8+IiIgwu7wWxzAMtm3bxg033EC3bt3w8fHh4MGDfPjhh/Tq1cvs8lqU2NhYnnrqKV588UXH+Qg2m42srCxHZ52I1C9Tgvy6deu45ZZbeOONN5g0aRKAI8xnZGSQnZ2tky1FKB/ms7OzHTN3SMPbuXMnV111FS4uLnzxxReEh4ebXVKLZbfb2bRpE7t27cLPz4/hw4fToUMHs8tqkcqew2a323V0SqSBNXiQX79+PbNnz+b666/nvvvuK7dNJ8aIVFTaI1z6U8yRl5fHyy+/zNVXX60ZOEREpFFo0CAfExPDn/70J2699VbuvvtuQN/gRaTpKC4u1rz9IiLSaDRYgt6wYQM33XQTt99+u0K8iDRJCvEiItKYNEiPvGEYfP311yQnJzNr1ixAIV5ERERE5Hw02NCasuPfFeJFRERERM6PadNPioiIiIjIuVO3uIiIiIhIE6QgLyIiIiLSBCnIi4iIiIg0QQryIiIiIiJNkIK8iIiIiEgTpCAvIiIiItIEKciLiIiIiDRBCvIiIiIiIk2QgrxIEzB+/Hh69uxZ6WXjxo1V3q5su169ejF48GBuuukmYmNjHW0SEhLo2bMnCQkJNdaxb98+tm3bViePqS7FxMQQFxd3Trd95JFHGDp0KKmpqRW21fT8nqvS57yqy3XXXVfn91md7OxsvvvuO8e/x48fzzfffNOgNYiIyNlzNrsAEfm/9u49KKqyD+D411ZEEWSLzAsqIt7RVQx0bAgdyGxADS8wQqKImJoXFE0NRWQ0LquSuoEIamoONx0ITbTMy5Q66ThjGSiECILoKBGYW5Sr8P7Byxk3EIU3eof6fWZ2Zvc5z3ku5wwzv7P7ex6eT0hICO7u7vXKLS0tGz1Pp9Ph4OBAdXU15eXl7Nu3j1mzZpGamkr//v3p1q0bZ8+e5aWXXnrmGBYuXMiiRYsYMWJEs+fREvz9/dm/fz92dnbNOv+XX34hOjoarVb7F4+sYXXXvM60adMICAhQ7q+JicnfMo46e/fu5cKFC3h6egJw6NAhzMzM/tYxCCGEaDoJ5IVoJSwsLOjcuXOTz7O0tFTO69KlC1FRUdy6dYuYmBji4+NRqVTNavefxNramszMTKZNm8bIkSNbvL8/X3OVStXs+/tXqKmpMfr8PA91Qggh/v8ktUaIf5k2bdrg5eXF2bNn+f333+ul1mRlZTF+/HiGDh2Ku7s7X331FQB+fn6UlpbywQcfsHr1agBOnjyJp6cnQ4cOxdHRkeDgYH799Veg9peA5cuXExYWxogRIxg9ejSJiYnKOB49ekRMTAzOzs68+uqrLFmyhIqKCgAePnzIxo0bGTVqFKNGjWLFihVUVlY2OB9XV1cAZs6ciU6nA+Dy5cv4+PgwfPhwXF1dSU5ObvSajBw5knHjxhEeHo7BYGiwTnV1Nbt27cLNzQ2NRoOfnx95eXnK8QEDBpCZmcmECRMYMmQIvr6+lJSUNNrv0zx8+JDIyEhef/117O3tcXV1JTU11WjOmzZtwtnZGU9PT2pqasjOzsbb2xuNRsP06dPZtm2bUYrOiRMncHd3Z9iwYUybNo2LFy8CkJ6ezscff8zFixcZMGCA0n5dao2fnx87duxgzpw5aDQaxo8fzzfffKO0W1FRwaJFi3BwcMDNzY3k5GSlHSGEEC1LAnkh/oX69u2LwWCgqKjIqLy8vJyVK1cyb948jh8/ztSpUwkODqayshKdTkfXrl0JCQlhzZo1FBcXExQUhK+vL8eOHWPr1q2cP3+etLQ0pb0vvvgCU1NTMjIymDNnDps3b6awsBCAbdu2kZGRQUREBKmpqZSXlxMWFgZATEwM2dnZJCYmsn//fvR6PUFBQQ3O5dChQ0Dtg0NAQAAFBQXMmjULJycn0tPTWbx4MdHR0Zw4caLRa7JmzRpu377NJ5980uDx2NhY9uzZQ0hICBkZGVhbWxMYGMhvv/2m1NHpdKxZs4b09HQqKirYunVro30+TUJCAmfOnEGn03H8+HE8PT3ZsGEDP/30k1LnyJEj7N69m6ioKPR6PYGBgdjb2/PZZ58xYcIEEhISlLq5ubmsWrWKBQsWcPjwYSZNmsTcuXO5efMm7u7uBAQE4ODgYJTu86T4+Hg8PDz4/PPPGThwIKGhoVRXVwMQHBzMzz//THJyMuvWrSM2NrZZcxZCCNF0EsgL0UqEhYXh4OBg9PLw8GhWWxYWFgDKt+d17t69i8FgoGvXrlhbWxMQEEBcXBympqao1WolBcTCwoLq6mrWrl2Lt7c3PXr0wNnZmddee438/HylPbVazapVq7CxsSEwMBC1Wk12djY1NTWkpaWxbNkyXFxc6Nu3L+Hh4fTr14+qqioOHDhAeHg4Go2GAQMGoNVquXjxotE34HXq0kAsLS3p2LEjaWlpDB48mODgYPr06cPkyZOZMWMGu3btavSadOvWjYULFxIXF8ft27eNjtXU1HDgwAGCgoJwc3PDzs6ODRs2oFKpOHz4sFJv9uzZjB49mv79++Pj40N2dnbTbsx/DRw4kA8//JDhw4fTs2dP5s+fX+/Ba9KkScoi5qysLMzMzFi7di19+vRhxowZjB8/Xqm7e/duvL29mThxIjY2NsycORMXFxeSk5Np3749ZmZmmJiYPDW1Z8yYMUyZMoVevXqxYMEC7ty5Q1lZGYWFhZw/f57o6GgGDhzImDFjWLRoUbPmLIQQoukkR16IVmLJkiW8+eabRmVt29b+CV+6dIm5c+cq5fPmzWP+/PlPbUuv1wNgbm5uVD5o0CDGjh3L7NmzsbW1xc3NDS8vLzp06FCvjd69e9OuXTt27NhBfn4++fn5XL9+nbffflup06NHD1QqlfK5Y8eOPHr0iIqKCiorK7G3t1eO9e3bl8WLF/Pjjz9iMBiYPn26UX/V1dUUFRU9M22joKAAjUZjVObg4EBKSkqj50HtotnMzEw2btxIXFycUl5eXk5lZSXDhg1TykxMTBgyZIjRbjk2NjbKe3NzcyVNZ926dRw5ckQ5dvToUbp37/7UcbzxxhucO3eOqKgobty4wdWrVwF4/PixUsfa2lp5n5eXh729vdG1Hj58uPIrREFBAceOHTNKzzEYDDg7Oz/zmkDtvX5yXlCbGpWXl4daraZnz55G/QohhPh7SCAvRCthZWVlFCg+aciQIUbbBz5rJ5u8vDxMTEzo3bs3ZWVlSnmbNm3YuXMnV65c4eTJk5w4cYKkpCSSkpIYNGiQURu5ubn4+Pjg6uqKo6Mj/v7+7Nu3z6hOQ7uv1NTUKA8gDakLVpOSkurtnGJlZdXovABMTU3rlVVXVxsFwU/Ttm1bwsLCmDFjBqdPn260zbqx1qWYwNN3mwkKCmLOnDnK51deeaXRcXz00UccPHiQKVOm4OnpSVhYmLIWoKExqVSqegtWn/z8+PFj5s6dq+xKU6d9+/aNjqNOY/fxz/0KIYT4+0hqjRD/AO3bt8fGxkZ5qdXqRuunp6fj6upaL0AtKCggOjoajUbDsmXLOHr0KN26dTNa3FgnMzMTJycntmzZgq+vLxqNhps3bz5XYNepUydefPFFcnNzlbJr167h4uJCz549UalUVFZWKvMxNzcnMjKywb3e/8zW1pbvv//eqOzy5cvY2to+81wAR0dHJk+ezIYNG5QyCwsLXn75Zb777julzGAwkJOT81zt1j2E1b0ae5ABSElJITQ0lBUrVuDu7k5VVRVQf3eZOv369ePatWtGDxU5OTnKe1tbW27dumU0htTUVL7++mug9gGuOezs7Lh//77Rot7mphMJIYRoOgnkhWglHjx4QFlZWb3Xk4stG3L//n3Kysq4e/cuOTk5LF++nJycHJYuXVqvbqdOnUhOTiYuLo6SkhLOnDlDaWkpgwcPBsDMzIwbN25QWVmJWq0mLy+PK1euUFhYSFRUFD/88AMPHz58rvn4+fmxbds2vv32W/Lz85WccHNzc7y8vFi/fj0XLlzg+vXrrFy5kps3b9KjR48G2zIzMyM/P58HDx7g6+vLtWvXiImJobCwkIyMDJKSknjnnXeea1wA77//fr31A/7+/mzfvp1Tp05RUFBAaGgof/zxR4N7+/+v1Go1p0+fpqSkhEuXLrFy5UqAp15bDw8P9Ho9kZGRFBYWkpaWRlZWltHYs7Ky2L9/P8XFxezdu5e9e/cqKTMdOnTg3r17z/VPwZ5ka2uLs7MzISEh5Obmcu7cObZv3968SQshhGgySa0RopWIiIggIiKiXnlQUBDvvffeU89bvHgxAC+88AJWVlaMGDGClJQU+vTpU69u586d0el0bN68mfj4eKysrAgODlZyqX18fNi8eTNFRUVotVquXr2Kv78/pqamODk5sXDhQo4ePfpc83n33Xd58OABS5cu5dGjR4wdO5bQ0FCg9r+tRkdHs2TJEgwGA05OTiQkJBjlgD/Jz88PrVZLcXExISEh7Ny5E61Wy549e+jevTurV69m6tSpzzUuqF1AGxwczLp165SygIAA9Ho9oaGh6PV6HBwc+PTTT1tkz/WIiAjWr1+Ph4cHXbp0wcvLC5VKpfxq8WcdO3YkPj6e8PBwkpOTGTp0KBMnTuTevXtAbd66VqtFp9Oh1Wrp1asXW7ZswcnJCYBx48aRkpKCh4cHp06datJYIyMjCQ0Nxdvbmy5dujBlypRnLiwWQgjx12hTIwmOQgjRqpWUlHD37l0cHR2VsvDwcKqqqoiKimqxfquqqjh//jwuLi5KHv2xY8fYtGlTkx8IhBBCNJ2k1gghRCun1+uZPXs2x48fp7S0lC+//JLMzEzeeuutFu3X1NSUkJAQYmNjKSkp4fLly8TGxhptfSmEEKLlyDfyQgjxD3Dw4EESExO5c+cO3bt3JzAwEC8vrxbv99KlS2i1WvLy8jA3N2fSpEksW7aMdu3atXjfQgjxbyeBvBBCCCGEEK2QpNYIIYQQQgjRCkkgL4QQQgghRCskgbwQQgghhBCtkATyQgghhBBCtEISyAshhBBCCNEKSSAvhBBCCCFEKySBvBBCCCGEEK2QBPJCCCGEEEK0QhLICyGEEEII0Qr9B+MhVaAbcUoXAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAvYAAAFzCAYAAABVdE3WAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAAB1LElEQVR4nO3dd1xb1/k/8I8khNiIvc00NmaYaRsbYxu8neHESdqkTbM6f81o06bNHk2a2aZp06QrzbdN2jjLcRzPeOMJ2GDA2IAxe++9tO7vDxeFDbaRrhCf9+ulV+Deo3sf6SLnuUfPOUciCIIAIiIiIiKa0aRiB0BERERERNePiT0RERERkRlgYk9EREREZAaY2BMRERERmQEm9kREREREZoCJPRERERGRGWBiT0RERERkBpjYExERERGZAQuxAyAiIiIi86TVaqFWq8UOY8aSy+WQyWRTbm+QxF6n0yE/Px8RERGQSvmlgKnidTJ9vEYzA6/TzMDrZPp4jcyHIAior69He3u72KHMeEqlEp6enpBIJJO2NUhiLwgC1Go1BEEwxOFpmvA6mT5eo5mB12lm4HUyfbxG5mMwqXd3d4eNjc2UklIaThAE9Pb2orGxEQDg5eU16XNYikNERERE00ar1eqTehcXF7HDmdGsra0BAI2NjXB3d5+0LIffcxERERHRtBmsqbexsRE5EvMw+D5OZawCE3siIiIimnYsv5keV/M+MrEnIiIiIjIDrLEnIiIiIpMkCALOlLeioXMAHg4KJAQ4G/SbgJSUFNTU1IzaHhsbi61bt0743Hnz5uGDDz7A4sWLDRXepJjYExEREZHJ+fpCPV7dW4DK1l79tjnONnh8QxjWhXsa7LxPPvkkNm7cOGybXC432PmmExN7IiIiIjIpX1+ox4MfZUE3YubTytZePPhRFv58V5zBknt7e3u4ubkZ5NiGxhp7IiIiIjIZgiDg1b0Fo5L6QToBeG1fgdHXO+ju7sYTTzyBxMREREREYP369Th48OCYbU+fPo2bb74ZkZGRSE1Nxccff6zf19nZicceewyxsbFISkrCiy++iP7+/mmJkYk9EREREZmMM+Wtw8pvxlLR0ouz5W1GiuiK3/72tygrK8P777+PXbt2IT4+Hk899RRUKtWwdlqtFj/72c+wfv167N27F4888gheeOEFXL58GQDw1FNPoaurC1u3bsW7776L8+fP4ze/+c20xMhSHCIiIiIyGQ2dA1Nr1zU9vdwjPffcc3jxxReHbTt58iQSEhJw3333ITQ0FABw//3347PPPkNLS8uwVWG7urrQ3t4OV1dX+Pr6wtfXF+7u7nBzc0NlZSUOHjyIzMxM2NvbAwBefPFFbN68GU888YR+27ViYk9EREREJsPDQTG1dvZWBjn/ww8/jLVr1w7bZm1tjc2bN+PgwYP49NNPUVpaigsXLgC40kM/lFKpxJ133omnn34a7777LlatWoUtW7bA0dER2dnZ0Ol0SE5OHvYcnU6HiooKREREXFfsTOyJiIiIyGQkBDhjjrPNhOU4/i42iA9wMsj5XVxc4O/vP2r7Y489hnPnzuHmm2/GnXfeCTc3N3zrW98a8xjPP/88vvOd7+DgwYM4ePAgPvnkE7z77rvQarWwt7fHtm3bRj3Hw8PjumNnjT0RERERmQyJRILHN4RBOs509VIJ8Ov1YUZd2ba7uxu7du3CH/7wBzz88MNYs2YNOjo6AGDUIN6mpia88MIL8Pf3x09+8hNs27YNS5YsweHDhxEYGIiuri5IJBL4+/vD398f/f39eP3110fV6l8LJvZEREREZFLWhXviz3fFwd/FZth2fxcbg051OR5LS0tYW1tj//79qK6uxvHjx/UDXkcm5I6Ojjhw4ABefvllVFZW4syZMygsLMSCBQsQHByM5cuX45e//CXy8vJw4cIFPPHEE+jt7YWDg8N1x8lSHCIiIiIyOevCPbF2gQfOlLeisWsAHvZWiA9wMmpP/SBLS0u88cYbeO211/Dhhx/C19cXP/nJT/DWW2+hoKAAwcHBw9q+++67ePnll3HTTTfB1tYWt912G26//XYAwOuvv46XXnoJ9957LywsLLB8+XI8/fTT0xInE3siIiIiMkkSiQSLAl2Mdr7Dhw+Pu2/16tVYvXr1sG233Xab/ueioiL9z1FRUcPmrh/K2dkZb7755nVGOjaW4hARERERmQEm9kREREREZoCJPRERERGRGWBiT0RERERkBpjYExERERGZASb2RERERERmgIk9EREREZEZYGJPRERERGQGmNgTEREREZkBrjxLRERERCZJEARcbK9E60A3nBV2WKCcA4lEYpBzPf7449i+ffu4+z/44AMsXrzYIOeeLkzsiYiIiMjkpDcW4t+XD6G+r02/zdPaCfeEpGKJ+/xpP99TTz2FX/ziFwCAPXv24P3338fnn3+u3+/o6Djt55xuTOyJiIiIyKSkNxbijfPboIMwbHt9XxveOL8Nj0Vumfbk3t7eHvb29vqfZTIZ3NzcpvUchsbEngAAGo0GFRUVKCkpQXt7O2QyGSwsLCCTyfQPDw8PhIaGwtraWuxwiYiIyEwJgoB/Xz40KqkfpIOADy4fwmK3eQYryxmpuroaqampePjhh/Gvf/0LN954I5ycnJCZmYkPP/xQ3y4lJQUPPvggbr31VgiCgHfffRdbt25Ff38/4uPj8eyzz8Lb29tgcTKxn8W0Wi3a29tx5MgRVFZWQqPRAACsrKyg0+mg1Wqh1Wr17cvLy3HmzBkEBgYiLCwMXl5eRvtAERER0exwsb1yWPnNWOr62lDQXoUFTnOMFNUV2dnZ2LZtG3Q6HXbu3Dlh2//85z/YuXMnfv/738PV1RXvv/8+7r//fuzcuRNyudwg8TGxn4UEQcDFixdx5swZqFQqAFfqxoKDgxESEgKlUjmsrU6nw8DAAMrKylBQUICSkhKUlJTA0dERYWFhWLBgASws+KdERERE1691oHtq7VRdBo5ktHvuuQdz5kztZuK9997Dc889px9w+5vf/AZJSUk4fvw4UlJSDBIfs7FZpq+vD2lpaaisrIRCoUBUVBRCQkLg4uIyZu+7RCKBTCaDjY0NwsPDsWDBAjQ2NuoT/PT0dFy6dAmpqalwcnIS4RURERGROXFW2E2tnaW9gSMZzcfHZ0rtenp6UF9fj5///OeQSr+ZXb6/vx/l5eUGio6J/axSVVWFo0ePoq+vD76+vli5ciVsbGyu6hgSiQQeHh7w8PBAYmIizp49iwsXLmD79u1YtmwZQkNDWZ5DRERE12yBcg48rZ0mLMfxsnZCmNLPiFFdoVAo9D+Ple8MljUPljL/8Y9/RGBg4LA2hpxdhwtUzQIajQanTp3C3r17MTAwgMTERGzYsOGqk/qRFAoFli1bhrVr10IqlSItLQ1HjhzRl/cQERERXS2JRIJ7QlIhxdgdhVJI8L2QVNE7EuVyOXp6evS/9/T0oLW1FQDg4OAAFxcXNDU1wd/fH/7+/vDy8sIbb7yBsrIyg8XExN7M9fb2YseOHcjPz4eTkxNuueUWREZGTuuHISAgAFu2bIGHhwcuX76M7du3o7m5edqOT0RERLPLEvf5eCxyC7ysh5f5elk7GWSqy2sRGRmJwsJC7N27F2VlZXj22WeHld3ce++9eOutt3D48GGUl5fj6aefRnZ2NoKCggwWE0txzFh/fz92796NtrY2hIWFITEx0WCDXO3t7XHjjTfi7NmzyMnJwY4dO7BhwwaDTulERERE5muJ+3wsdpuHi+2VaFN1w9nSHmFKP9F76gclJibi3nvv1Sf09913HxobG/X7H3jgAfT09ODZZ59Fd3c3IiIi8M9//tOgpTgSQRDGniT0Omi1WuTk5CA6OhoymWy6D09ToFKpsGvXLjQ3NyMyMhJLliwx2gehoqICBw4cgFQqxcaNG+Hp6WmU85ojfpZmBl6nmYHXyfTxGpmH/v5+lJWVITAwEFZWVmKHM+NdzfvJUhwzpFarsW/fPjQ3N2P+/PlGTeoBwN/fH2vWrIFOp8PevXuH3b0SERERkWEwsTczGo0G+/fvR319PUJCQpCUlCTKV1b+/v5ITU2FRqPBnj17WHNPREREZGBM7M2ITqfDoUOHUFNTg4CAAKxcuXLYIA5jCwwMREpKCtRqNXbv3q0fKU5ERERE04+JvZkQBAFpaWmoqKiAn58fUlNTRU3qBwUHB2PFihUYGBjArl270NY28RLRRERERHRtxM/8aFoUFBSguLgYHh4eWLNmjUkNOgoNDUVycjL6+/uxb98+9Pf3ix0SERERGZgB5meZla7mfWRibwaam5tx+vRpWFlZYfXq1Qab0vJ6zJ8/H/Hx8ejq6sKhQ4eg0+nEDomIiIgMQC6XA7iylg5dv8H3cfB9nYjpZYB0VVQqFQ4dOgStVou1a9fC1tZW7JDGFRMTg+bmZpSXl+PMmTNYvHix2CERERHRNJPJZFAqlfpZ8WxsbExm7vmZRBAE9Pb2orGxEUqlckrVGEzsZzBBEHDs2DF0dHQgOjoafn5+Yoc0IYlEgpUrV+LLL79Ebm4u3NzcDLr6GhEREYljcA0bTnl9/ZRK5ZTXBGJiP4MVFBSgtLQUnp6eiI+Pv+7jqbQaFHVUQytoEWDnAaXCbhqiHM7S0hJr167F9u3bcfToUSiVSjg7O0/7eYiIiEg8EokEXl5ecHd3h1qtFjucGUsul1/VuEkm9jPU0Lr6650BRyvo8GnZceypOotuTR8AwEIiRaJ7GB4IXQtHy+kt71EqlVi1ahX279+P/fv345ZbboFCoZjWcxAREZH4ZDKZSU3oYe44eHYGGlpXv2rVquuuq3+3YBc+LTuuT+oBQCPocLzhAp7O+hA9mumfxSYgIAAxMTHo7OzE4cOHOXKeiIiI6DoxsZ+BTp8+PW119cWdtThclzfu/ureZuytPntd5xhPXFwc/Pz8UFVVhZycHIOcg4iIiGi2YGI/w9TU1KCoqAiurq7TUld/qDZn0jYHp9DmWkilUqSkpMDW1hZnz55FU1OTQc5DRERENBswsZ9BNBoNjh07BolEguTk5GlZWba5v3PSNi1TaHOtFAoFVq1aBUEQcPjwYQ6wISIiIrpGTOxnkLNnz6KrqwsLFy6Eq6vrtBzT0dJmCm0MOze+t7c3oqKi0NHRgYyMDIOei4iIiMhcMbGfIZqamnD+/Hk4OjoiNjZ22o670jNqCm0ip+1840lISICLiwsuXryIyspKg5+PiIiIyNwwsZ8BdDod0tLSIAgCkpOTYWExfbOURjoHIMYleNz9Lgp7bPJbNG3nG49MJsOqVasgk8mQlpaGvr6+yZ9ERERERHpM7GeA3NxctLa2IiwsDF5eXtN+/F9H3oYUr4WwkAz/c5jv6IsXY++GkwEWqhqLs7MzFi9ejL6+Pv2NDBERERFNDReoMnHt7e3Izs6GjY0NFi9ebJBzKGRy/Hj+Bqz2ikZhZzXsLKwQ4uCNQHsPg5xvIuHh4aisrERlZSUKCwsRFhZm9BiIiIiIZiIm9iZMEAQcO3YMWq0WSUlJsLS0nPZzDGjV+KTsOA7V5qBT3QsA8LN1xc1zloiS2EskEqxYsQKff/45Tp8+DR8fHzg4OBg9DiIiIqKZhqU4JuzSpUuor69HUFAQAgICpv34Kq0Gv8n5CNsrTumTegCo6mnGnwt24b8lR6b9nFNha2uL5cuXQ6PRsCSHiIiIaIqY2JsolUqFzMxMWFhYIDEx0SDn2F+bjYvtVePu/7z8JKp7mg1y7skEBQUhMDAQdXV1uHjxoigxEBEREc0kTOxNVFZWFvr6+hAbGwtbW8PMI7+/5tykbQ7UTt7GUJYtWwaFQoGMjAx0dXWJFgcRERHRTMDE3gS1tbUhPz8fjo6OiIw03Bzytb0tU2jTarDzT8bGxgbLli3Tr7jLkhwiIiKi8TGxNzGCIODUqVMQBAGJiYmQyWQGO5eNhWLyNrLpH7B7NYKDg+Hv74+amhoUFhaKGgsRERGRKWNib2IqKipQU1ODOXPmYM6cOQY9V5JH+LS0MSSJRILly5fD0tIS6enp6O7uFjUeIiIiIlPFxN6EaDQanD59GlKp1GADZoe60W/RhL32IfZeiHOda/A4JmNjY4OlS5dCrVbj+PHjLMkhIiIiGgMTexOSl5eHrq4uREVFwdHR0eDn87JxxnPRd8HNavS5Ip0C8Ez0nZBKJAaPYyrmzp0LPz8/VFVV4dKlS2KHQ0RERGRyuECVieju7sa5c+dgY2ODmJgYo5031NEHf1n6U2Q1X8blzlrIJFIkuIUiyN7TaDFMxWBJzmeffYbTp0/Dz88PNjY2YodFREREZDLYY28i0tPTodVqsXjxYsjlcqOdt7CjGm/mb8eb+duxveIUclvLpjRbjhjs7OywZMkSqFQqnDx5UuxwiIiIiEwKe+xNQH19PUpLS+Hh4YGQkBCjnfdwXS7eubgLOnxTs17QUYWCjiqcby3HT8I2GS2WqZo/fz4uX76MsrIylJaWIigoSOyQiIiIiEwCe+xFJggCTp8+DQBITEyExEg17c39nXi3YPewpH6o/bXncLLB9FZ8lUgkSE5Ohkwmw8mTJzEwMCB2SEREREQmgYm9yEpKStDU1ISQkBC4u7sb7bz7a7KhFXQTttlXnWWkaK6Oo6Mj4uPj0dfXp78pIiIiIprtmNiLSKPRICMjAzKZDIsWLTLquS931U2hTa0RIrk2kZGRcHV1xaVLl1BdXS12OERERESiY2IvovPnz6OnpwdRUVGws7Mz6rktJJOvaDuVNmKRSqVYsWIFJBIJjh8/DrVaLXZIRERERKJiYi+S3t5e5OTkwNraGgsXLjT6+eNdJx+kG28Ci1NNxMXFBdHR0ejq6sKZM2fEDoeIiIhIVEzsRXL27Fmo1WokJCTA0tLS6Odf4RkJZ4X9uPtlEilu8DNuedC1iI2NhVKpRH5+PhoaGsQOh4iIiEg0TOxF0NLSgqKiIjg7OyM0NFSUGBQyOZ6NvhMuYyT3cqkMPw/fjGAHLxEiuzoymQzJyckAgLS0NGg0GpEjIiIiIhIH57E3MkEQkJ6eDkEQsGTJEkil4t1b+du5453E/4fjDReQ3XwZGkGHuQ7eWOMdDaXCuDX/18PT0xMRERHIz89Hdna20QciExEREZkC9tgbWVVVFWpqauDn5wdfX19RY6nva8PW0jTsrspETW8LnBR2WOQWOqOS+kEJCQmwt7dHbm4umpqaxA6HiIiIyOiY2BuRTqdDeno6JBIJlixZImosmU2X8Ej637CjMh3l3Y2o7GnC/ppsPJrxD+yvyRY1tmshl8uxYsUKCIKAtLQ0aLVasUMiIiIiMiom9kZUUFCA9vZ2hIWFwcnJSbQ4mvs78fv8L6DSja5H10HA3wr34nKn6c5hPx5vb28sWLAAra2tOHfunNjhEBERERkVE3sjUalUyMrKglwuR1xcnKix7K/JHjOpH6SDgN1VM3P6yMWLF8POzg7nzp1DS0uL2OEQERERGQ0TeyM5d+4c+vv7ERMTA2tra1FjOd9WPi1tTJFcLkdycjIEQcDRo0eh0+nEDomIiIjIKJjYG0FnZyfOnz8Pe3t7REREiB2O2fP19cX8+fPR0tKCnJwcscMhIiIiMgom9kaQmZkJnU6HRYsWwcJC/BlGw538J20TMYU2pmzJkiWwtbVFdnY2WltbxQ6HiIiIyOCY2BtYQ0MDSktL4eHhgaCgILHDAQCs94mFpXT8GwwJgI2+CcYLyAAsLS2RnJwMnU6HI0eOcJYcIiIiMntM7A1IEAScPn0awJUeZIlEInJEV7haOeLRiFsgl8pG7ZNCgh/O24BQRx8RIptefn5+WLBgAVpaWnD27FmxwyEiIiIyKPHrQsxYaWkpGhsbERwcDA8PD7HDGWax2zz8cfGPsLc6CzmtpRAEAfOVvtjoG49Ae0+xw5s2ixcvRk1NDXJzc+Hv7w9PT/N5bURERERDscfeQDQaDTIzMyGTybBo0SKxwxlFEATU9raiV9OPObZuSPJYgG8HJptVUg9cmSVn1apVkEgkOHLkCFQqldghERERERkEe+wNJD8/H11dXVi4cCHs7e3FDmeYdlUPfpvzMS531Q3b/ln5Cdw/dw02+s3s+vqR3N3dERMTg+zsbJw+fRorVqwQOyQiIiKiacceewPo6elBdnY2rK2tERMTI3Y4o7yW99mopB4AtIIO/7j0Nc40XRIhKsOKjY2Fm5sbioqKUF5eLnY4RERERNOOib0BnDlzBhqNBosWLYKlpaXY4Qxzsb0ShR3VE7bZXnHaSNEYj1QqxapVqyCTyXD8+HH09fWJHRIRERHRtGJiP80aGxtx6dIluLq6IjQ0VOxwRjnTVDxpm4KOKnSpzS/xVSqVWLx4Mfr6+nDs2DEIgiB2SERERETThon9NBIEAadOnQIALF261GSmtxxKrdNMa7uZJjw8HL6+vqioqMCFCxfEDoeIiIho2jCxn0bFxcVobGxESEiIyU6rGGg/+bSbLgp7OFraGiEa45NIJFi5ciWsra2Rnp6OxsZGsUMiIiIimhZM7KeJSqVCZmYmLCwsTHJ6y0FJHuGws7CesM0a7xjIJOb7p2FjY4PU1FQIgoBDhw5hYGBA7JCIiIiIrpv5Zm9GlpOTg97eXkRHR8POzk7scMalkMnxs/Cbx1x1FgDClXNwi/9SI0dlfN7e3oiNjUVXVxfS0tJYb09EREQzHhP7adDZ2Ym8vDzY2dkhKipK7HAmFecagtfi70OyZ4Q+wfeydsa9c1fjuZi7YCmbHcsbxMTEwMfHB+Xl5ay3JyIiohlvdmRwBpaeng6dToclS5bAwsL031K1Vof8Uh36akIRJ52HFaGuWBLkJnZYRjc4Bea2bduQnp4ODw8PuLnNvveBiIiIzIPpZ6EmrrKyEuXl5fDy8kJgYKDY4UzqbHkrHtqajcaub+rK/36sFNF+SvzlO3Fwd7ASMTrjs7GxQUpKCnbv3o2DBw9iy5YtJrf2ABEREdFUsBTnOmg0Gpw8eRJSqRRJSUkmOb3lUGXNPXjg32eGJfWDcqrace+/MqHR6kSITFw+Pj6Ii4tDV1cXjhw5wnp7IiIimpGY2F+H7OxsdHV1ISoqCk5OTmKHM6l/nSxD98D489MX1XfhwMUGI0ZkOmJiYuDn54eKigqcOXNG7HCIiIiIrhpLca5Ra2srcnNzYW9vj9jYWLHDmZI9+XWTtzlfhw2RXqO2tw50YU/1WZxuLECfRgVfW1es84lFonsYpCb+TcVUSKVSpKSk4Msvv0ROTg6cnZ0REhIidlhEREREU8bE/hoIgoATJ05AEAQsW7ZsRgyYBYCeCXrr9W1Uo9uUdNbhhZyP0KXu029rU3XjfFs5lrkvwM8jNpvFvPcKhQLr16/Hl19+ibS0NDg4OMDd3V3ssIiIiIimZOZnYyK4dOkS6uvrERgYiDlz5ogdzpSFuE8+v/7INlpBh9fOfz4sqR/qZONF7KrKnJb4TIGjoyNSU1Oh0+nw9ddfo7u7W+yQiIiIiKaEif1V6u/vR3p6OuRyOZYunVkLOd25yH/SNt9OGH6jktl0CU39HRM+Z2/1WejMaMCpr68vEhMT0dfXh/3790OjmfybDiIiIiKxMbG/ShkZGRgYGEB8fDxsbW3FDueq3Bbni+VzXcfd/7PUUAS5De+xL+yomvS4DX3taBvouu74TEl4eDjmz5+P5uZmHD16lDPlEBERkcljYn8V6uvrUVRUBFdXV4SHh4sdzlWTy6T4+90J+NnqUHgOma8+3NsBf/hWNB5KnTvqORJMbWCsqU/1ebUkEgmWLVsGLy8vlJaWIiMjQ+yQiIiIiCY0M0Z9mgCNRoO0tDQAQFJSEqTSmXlPZGkhxUMpc7Ehzh7nG+thJ7dEst9cKGTyMdtHOwdiR2X6hMf0t3OHs8LeEOGKSiaTYc2aNdi5cyfy8vJgZWWF6OhoscMiIiIiGhMT+yk6c+YMOjo6EBUVNaNnSinrasBfC/fgUmeNftsHFVa4ac4S3BawbFTP+0LnIMyxdUNlT9O4x7zBb5HB4hWblZUVNm7ciB07diAzMxMKhQJhYWFih0VEREQ0yszsdjay2tpanD9/HkqlEvHx8WKHc82qe5rxTPaHw5J6AOjW9OOj0qP44PLhUc+RSCR4YuEd8LBWjnnMG/0WY7V3tAGiNR22trbYtGkTrK2tcfz4cZSUlIgdEhEREdEo7LGfhFqtRlpaGiQSCVauXDlj5qwfy6dlx9Gj6R93/1dV6bjBLwEuVg7DtntaO+GtxT/Esfp8nBqxQFWoo4+hwzYJjo6O2LhxI3bu3InDhw/D0tISfn5+YodFREREpMce+0mkp6ejq6sLMTExM7oEp0+jwunGwgnb6AQBR+vPj7mvvVuHwkI71J4PRU9xFHwHYuBv62mIUE2Wi4sL1q9fD6lUiv3796O+vl7skIiIiIj0mNhPoKqqCgUFBXBxcUFMTIzY4VyXLnUvNIJ20nZtA6MXZPo8qworf3cYfzxUjEOFjdibX49ffpaLtX9IQ1nz7FrAydPTE2vXroUgCNi7dy/q6urEDomIiIgIABP7cQ0MDODYsWOQSqVYtWoVZDKZ2CFdF3u5DeTSyV/DyNltzpa34okv8qDWjp7HvbqtD/f9XyZUGt20xTkT+Pn5ITU1FVqtFnv27EFV1eRz/RMREREZGhP7cZw6dQo9PT2Ii4uDs7Oz2OFcN2sLSyS6Tzybi0wixUqvyGHb/nmiFLoJ1maqauvDvguzr9c6MDAQ69atAwB8/fXXKC0tFTkiIiIimu2Y2I+htLQUxcXFcHd3x8KFC8UOZ9p8KzAZdhbW4+7fPGfJqB77o0XjT3M56Ehh43XHNhP5+flh06ZNkMlkOHToEAoLJx7DQERERGRITOxH6OjoQFpaGuRyOVauXDljF6Iai7eNM16KuxthjsNnc3GQ2+B7ISn4bkjKsO06nQC1bvIyG7V2dpXiDOXp6Ykbb7wRCoUCx44dw/nzYw8+JiIiIjK0mTt3owFoNBocOHAAarUaqampUCqVYoc07fzt3PHbuO8hvaoaNT2tmONiixjXAMilo/8UpFIJIrwdcb6mY8JjRvoqDRTtzODq6oqbbroJu3fvxunTp9HX14eEhIRRi30RERERGRIT+/8RBAEnTpxAa2srwsPDERwcLHZIBvGf9HK8f7IMFS29AABXOwW+naDFT1fNhaXF6G8nvrvEH7/eljfu8RQWUtwex/nclUolbrrpJuzZswc5OTlobW1FSkoKLC0txQ6NiIiIZgnzqTO5TkVFRbh06RLc3d2xZMkSscMxiBd2XsBzX13QJ/UA0Nw9gD8fuYwffnh2zJKaLbG+2Bw99iJUcpkEv7s9Gs62TF4BwN7eHps3b4afnx8qKyvx5ZdfoqNj4m87iIiIiKYLE3sAzc3NOHnyJBQKBVavXj3jp7YcS25VOz44XT7u/uPFTdiRUzNqu0Qiwe9uX4jf3b4QMX5KWMqksFNY4KaF3vjsx8uwMdLLgFHPPAqFAuvWrcPChQvR3t6O7du3czpMIiIiMopZX4ozMDCAAwcOQKvVYu3atbCzsxM7JIP4+Ezl5G0yK3HbkLKaAa0axxsuIK3+PLrUfYhd6ohfeccg3nUupKwfH5dUKsXixYvh4uKCtLQ07Nu3D4sWLUJUVBTr7omIiMhgZnViLwgCjh49iq6uLsTGxsLPz3xrxcuaeyZtU97yTZt2VQ+eP/dfVHR/M5VlRXcjzjQXI8F1Lh6LvG1KC17NZiEhIXB0dMT+/fuRkZGB+vp6JCcnw9p6/ClHiYiIiK7VrC7FycjIQEVFBXx8fBAbGyt2OAZlbzX5PZyd4ps2f7qwY1hSP9SZ5mJsLU2bttjMmZubG2655Rb4+vqioqICn332GcrLy8UOi4iIiMzQrE3s8/LykJeXBycnJ6xevdqs5qsfy6Yp1MLfEOUNAKjqaca51olXUj1Qk40BrXpaYjN3NjY22LBhA5YtWwa1Wo39+/fj2LFjUKlUYodGREREZsS8s9lxlJSUID09Hba2ttiwYQMUCoXYIRnchkgvzHUff/yAs60lvrskAABwvrV80uN1a/pR1lU/TdGZP4lEgvDwcGzZsgWurq4oLCzEtm3bUF/P95CIiIimx6xL7Gtra3HkyBHI5XJs2LDBbAfLjqSwkOGD+xcjzt9p1L4AF1t8eP9ieDpa/W+LMKVj6qbYjr6hVCqxefNmxMbGoru7G1999RWOHTuG/v5+sUMjIiKiGW5WDZ5tbW3F/v37AQDr1q2Ds7OzyBEZl7uDFT790VLkVrXj2KUmaHQ6xPo7IXmu27DZWhYo50x6LBuZAkH2noYM12xJpVLEx8fDz88PJ06cQGFhIcrKyhAfH4+wsDCzLwsjIiIiw5g1GUR3dzf27t0LlUqFVatWwdvbW+yQjG5Aq8bOygz8s+YTHJd+jvNWe1EmyUPLQOewdgH2HohQ+k94rFTvhbCScWGq6+Hh4YFbbrkFy5YtgyAIOHnyJLZv387yHCIiIromsyKx7+7uxu7du9HT04MlS5YgODhY7JCMrk+jwrPZ/8H7xQdQ1dMEtU6LNlU3dlSm4xeZ/0R5V8Ow9j8LvxneNmN/oxHlFIDvBqcYI2yzJ5VKER4ejm9961uYN28eWlpa8NVXX+HQoUNob28XOzwiIiKaQcy+FKezsxO7du1Cd3c3YmJiEBUVJXZIovhvyRFc6hy9siwAdKp78fv87Xg78cf6bS5WDvhdwgM4XJeHtPrz6FT1wt1aiTXe0VjqvgAylotMK2tra6xYsQJhYWE4efIkSkpKUFpaiqCgIFhZWU1+ACIiIpr1zDqxb21txZ49e9Db24tFixYhOjpa7JBE0a9V4Uhd3oRtqnubkddahijnQAxo1ThWn38loVf3wd3KEVsCliHBNZQrzhqYu7s7Nm/ejMrKSpw9exYlJSUAAJVKhbi4ODg4OIgcIREREZkqs03sm5qasGfPHgwMDGDZsmUIDw8XOyTR1PS0oFc7MGm74s5azLF1w3Pn/ovKnib99qqeJmS1XEacSwh+HXU7V5w1MIlEAn9/f8yZMwcVFRU4e/YsiouLcfnyZQQFBSEiIgLu7u7DBjwTERERmWViX1dXh3379kGj0WDlypUIDQ0VOyRRWUwxEbeQyvDHi18NS+qHymq5jI9KjuKeuanTGR6NQyKRICAgAP7+/igrK8O5c+dQUlKCkpISuLm5ISIiAkFBQZDJeKNFREREZjh4tqysDHv27IFWq8Xq1atnfVIPAH62bnCzcpy0nY+NC3ImW3G29hxXnDUyiUSCoKAg3HrrrbjxxhsRGBiI5uZmHDlyBB999BHOnj2Lrq4uscMkIiIikZlNj71Op8OZM2eQm5sLCwsLrFu3Dr6+vmKHZRKkEglumrMY/7y0f9w28a5z0dTfMemxejT9KO2qR5jSbzpDpCmQSCTw8vKCl5cXurq6cPHiRRQWFiI7OxvZ2dnw8vLC3LlzERQUBEtLTkVKREQ025hFYt/b24tDhw6hrq4OSqUSa9asgZPT6BVWZ7Mb/BahvrcNu6vPjNo3z9EXjyy4CcfqL0zpWAJXnBWdvb09Fi9ejLi4OJSWlqK4uBg1NTWoq6vDyZMnERAQgJCQEPj4+MDCwiw+5kRERDSJGf9//Pr6ehw8eBC9vb0ICgpCcnIyeyvH8f1565DqHY0DtedQ39cGOwsrJHtGINYlBFKJBOFOXHF2prGwsEBoaChCQ0PR3d2Ny5cv49KlS/pafLlcDj8/PwQEBGDOnDn8bBAREZmxGZvYC4KA8+fPIyMjAwCQmJiIiIgIzhQygU51L3JaS1DZ3QitoIOfrSu8bVz0U1j627kj0ikA59vKxz1Gqnc0V5wF0NjXjrT6fHSqe+Fm5YgVnhFwtLQVNSY7OztER0dj4cKFaG5uRllZGcrKylBaWorS0lJIpVJ4e3vDz88Pvr6+UCqV/LwQERGZkRmZ2Le2tuL48eNoaGiAjY0NVq9eDU9P9iJPpLC9Ci/lfoIeTf832zqqsasqEz+atwFrfWIBXFlx9tns/6Cmt2XUMRY6B+K7wauMFrMp0go6vFf0NfbXZEM3pCTpw8uH8e2gZGwJWCZidFdIJBK4ubnBzc0NixYtQltbG8rLy1FeXo7q6mpUV1cDAGxsbODj4wNfX1/4+PjAxsZG5MiJiIjoesyoxF6j0SArKwt5eXkQBAFBQUFYunQpE5JJ9Gj68dvcT4cl9YN0goC/Fe7FHDt3zHf0hbPCHm8kPIAj/1txtkt9ZcXZ1d7RSHQLm/Urzv7n8hHsq8katV0jaPGfkiOwl1vrb5JMhZOTE5ycnBATE4Oenh7U1NSguroaNTU1KC4uRnFxMQDAwcEBHh4e8PT0hIeHB5ycnNijT0RENIPMmMS+srISJ0+eRFdXF+zt7ZGUlAQ/P87MMhWHa/PQrekbd78OAnZXZmJ+5JVZhIo7a1DWXQ9nhT3ClH5Y4x0DH1sXY4VrsrrVfdgzxuDjobaVn8Rq7xiTXaHX1tZWX5MvCALa2tpQXV2N2tpaNDQ0DEv0FQoF3Nzc4Orqqn/Y29sz2SciIjJRMyKxP336NM6fPw+pVIro6GjExsZypo+rkDvJ3PQAkNNaij7NAF7N+wx5I2rsd1SmY/OcxFm/MNXZ5stQ6TQTtmns70BxZw3mOZr+VKsSiQTOzs5wdnZGVFQUBEFAe3s7GhoaUF9fj4aGhmGlOwBgaWkJV1dXODs7678JUCqVsLKyEvGVEBERETBDEvvKykrI5XJs3ryZ01heA52gm0IbAX8u2DUqqR/0ZeVpuFs7YoNv/ITHKWyvQnpTEQa0avjbuWOFZwSsLRTXErbJ6deqprWdqZFIJPpkff78+QAAlUqF5uZm/aOlpQV1dXWora0d9lxra2solUo4OjrCwcFh2IMz8RARERnHjEjsgSs9hUzqr02Y0g/nJum1D7T3wOnGggnb7KhIxzqfuDHLTLrUfXgt7zNcaK8ctv2Dy4fwYNiNWOoRdvWBmxjfKZQjSSGBt435lC1ZWlrC29sb3t7e+m0ajQbt7e1oa2sb9qirq0NdXd2oY1hZWcHOzg52dnawtbUd9rONjQ1sbGz4DRwREdE04P9NZ4HV3jH4vPzkhGUk3jYuo5LykRr621HR3YhAe49R+17N+xQX26tGbe/TqvDmhe1wVthh/gxfrTbCKQA+Ni5jzhg0KMYlGG5WjkaMyvgsLCz0NfdDabVadHV1obOzE52dnejo6EBnZye6urrQ3t6O5ubmcY8pl8v1Sb61tTWsrKxGPRQKhf5haWnJWn8iIqIRmNjPAk4KO/wsfDPezN8OjaAdtX9LwDLYTrFcRj3GzcGFtooxk/pBWkGHLypO48kZntgDwE/DbsBvcj5Cv1Y9ap/S0hYPhK4VISrTIJPJoFQqoVQqR+0TBAEqlQrd3d36R29v77BHX18f6uvrIQiTr2wskUhgaWk56jGY9Mvl8lH/HfmzXC6HhYUFbxDIKARBgE6ng0ajgUajgVar1f935EOn00Gn0+mfM/jz0MfgMQcN/h1LJJJhD6lUqn8M/i6TyUY9LCwsYGFhof95sD0RzSxM7GcBQRAw18Ebz0bfiZONF5HdchkanQ6hjj7Y4BuHhc5ByGstm/Q4VjI5fG1dR20/3Vg46XOzWoqh0mpgKZu5f3JqnRYuCns8ufBb2FN1FmeaL0Er6GAptUCSRzi+Fbgc7tZKscOcdr2aAXSr++BoaQuFTH5Nx5BIJPredheX8UuVdDodVCoV+vv70dfXh/7+fv1jYGBgzEdnZyfU6tE3WlM1NNEf6yGTW6DfQgdbuRWUVnajbhIsLS0hk8mmdENCM49Wq8XAwABUKtW4D7Varf9vj7ofPZp+yFQCBLUWarVan8zPpL8RiUQCCwsLyOVySOUWUMsBawtL2Mut9X/3Qz8DY91gDz6ks3yaZCJjmrlZFk1KJwjYVZWJPdVn0NDXDgDws3XD7QHLscYnZljbyCmUmSR7REAukeNSQxckAILc7CCTSqY0WFQnCFDp1DMyse/R9OOzshM4VJurnzY0wskfj0VuQaCdx3UlvKasrKsen5Qdx9nmYmgFHRRSOZZ7huOOwOUGKzeSSqX60puxev7HIwiCPrkaK9ka/O/In0c+ent79TcJaqkOJU49qLbvh1p2JSFz6ZUjqN0Wrn1jDwjOzc0dltCMlfRM9uB4g+klCII+Oe/t7UVXVxcqKiqg0WhG3SSqVKpRP2u1o7/lHEuHpRolTj1otFVBsARkVhLM6bdF1IAblDLlqB7xob/LZLJhPelDe9mH9rYPPoDhPfQje/AHe/VH9voPPsb6hmDw5mPotwk96n7kWjaiVNEBlfTKJAwuvXIEN9vCZZzPwFjkcvmwUrqRj6GldnK5HCqVChqNBjKZbMrnIKIrJIIBuhC0Wi1ycnIQHR09LR/MTz75BBqNBt/5znemIbrZQRAEvHlhO040XBxz/ybfBHx/3rph20o66/D8uf+ie4yFrPxt3TGnZxk+zaxDU9cAAMDT0Qp3L/GHV0Az/nX54ITxuCjs8Y9lD8+4r3Z71P14OvsDlHc3jtonhQQPh9+EFZ6RIkRmWBfbKvGbnK0Y0I3uCXeytMMr8ffAw9o8B7MLgoCO/m48m/NfVPWOHhcgAXCLXQzCZB7DbhzGu5m4WlKpdFSP51g3COOVG+m/aZDJZtznbSxarXbMm7ORj6G96iOTdJ1u8pnBBg19/4eO6RjZIz30mpQONOFPZXvGHMfkrLDHK3H3zLhv83rU/Xgq+wNUjPFvnwQS/ChoLeLsA8f9FmO8GyWVauqzhslkslHja4b+PnLf4IMldjSbsWvITKU3FY2b1APA7uozSPJYoB/QqtJq0Krqxu2By1HUUY3c1jL0aPrhbuWI1V4xOHDaAu9cKB92jPqOfrzxdRE2LnSFpbvFhINz1/rEzsh/aD8vPzlmUg9cWdjrr4V7keAaChsLBXo1AzhSl4fMpiKodBoE2HlgvW8c/O3cjRz19RH+N/XpWEk9ALSpuvHPSwfw5MI7jByZcUgkEnxZnTFmUg8AAoA9fRdwW9LqSady1el0oxL/yco6hj6GfoNwLa9jsJRicDzByF7jsWqtR/YYD9Zlj9djDGBU3fdYvcRDe4uH1pYP/jy0ZGXwZ7VafVVJ+SCZTKZP8hwcHEYl6kMT9pHbrvaGSBAE/Ob0F+P++9c60IX3iw/g8ajbr/p1iOmz8hNjJvUAIEDAvyuOIDkpCq5XOZ3xYLndyG9LhpbbjSy96+npQVtb25RLmYaW/g0tDRrrJm2sm+fBG2OimYiJvZn6uiZrCm2yMV/ph+0Vp7G94hS61N+sThts74UfzFuPeY4+2Jdfh0MXssc9zp7cZvzy9iQcbE2DDqP/4Z3n6Iub5yy5thciIo1Oi0N1ORO26deqcKw+H2FKP7xw7iO0qbr1+wo7qrGvJgt3B6fg1oClBo52+pxvK0ddX+uEbbJaitHS3wkXKwcjRWU8Gp0Wh2pzJ2zTr1UhrT4f633jJmw32PurUFz7Wg5Dbw6mWm40mBQP/b2/v1+fRJuioTciFhYWw3rFh34TMVkp02Bybiy5raWo72ubsM2Z5ktoHeiCs8LeSFFdH/UUPgN9//u3b90kn4GRhpbbXY3BAfhjJf4jtw29cejp6YFGM/HCguPFOXKg/cgb5KG/j7xZHu/GWS6XcwVvMigm9maqumf8qQWHttlamoZPy46P2lfSdaUs55W4e/DxmfFnvBl0/qI1nt1wJ74oP4XzbeUQcKVkI8VrIUIcvJDeVAgPayfMnwErsg7qUPUMu9kZT0V3A76oODksqR/qw5LD8LNzQ4Lr3OkO0SCqpvC3oxME1Pa2mmVi367q0Y+lmMhUPmPTYTpuDoYSBGFYLfV4M7KMfIxXxz2yF3/w57HqxMdLembyLCxT/bzU9bbOmMS+XdU9tc/ABGOyptvQXngHh6v7d2eyAdDj3SAPPvr7+/U3yNMhKSkJCxYsmJZjEY3ExN5MWcsUALombGMhleGL8lPj7u/XqvBx2TFUtIyeCWek8pYeLHS+MsNOr2YAA1o1TjUW4PPyE9hWcVLfzs/WDT+ctw4RTgFTfSmisZJZQgKM8R3EcC0DXWjq75ywzc7KjBmT2FvLpjYozsrCPFeUtZLJp3TdZ+rrl0gk+l5Iun7WU/w7sJri58oUTPXfPqsZMmmATCbTr5Mx0tCB9yP/O/Kbr8Ekf/AxOHPX1X4L1tPTM10vjWgUJvZmKtF9Pj4rPzFhG2eFPTRC9YRtzjRfgp3V6AWpRnKw+uYfeBsLBQ7W5uD/ig+MalfV04Tf5GzFb2K+a/ILVtnKrRDlHIjcSaYCnUrV5/m2cmh0WlhITb9uM95tLiyLJh4z4WGtRLC9lxGjMh47ufWUrvsyd9PocRss1ZkoGRk648nI2U8M0WM/1hzqk82fPlaJw3gDg01pCsUE11DIpfug1o2f3HlZOyHI3tOIUV0fe7k1Ip0CkNdWPmG7pSbwGRj8BmqwHGdk/f7Igbxj9dZfj8GSnbFKcga/iRr59z5v3rxpevVEozGxN1PrfePwdU02OtW9Y+53t3KEi2LyrzN1goAVYU64WDtx7/+NUd76n/s0KnxcmjZuW7VOi/+UHMFLcd+b9Pxiuy0gCefbyqEbZ9BWnEsI7CymVisqTOkWQHwOchus84nDzqqMcdvcFpAE6Qwsm5iq2wKWTXjd413njrkC89UYnIZxqgNpR5YNDP48XeUBEolkzMGzg3XB1zp4dnAA7NBpFqfDePX2Y81oM9ZAyukq+3G0tMU6nzjsqsoct81tgUkzrszotoAk5LdXjPsZSJiGz8BQgz3nkw2kHau+/mpnPRr8W3F0dJzyLFMjbzgHE3lTucEkGsTE3kw5K+zxfMxdeDXvMzT2dwzb52frhieibkd2S8mkx5FJpLgr3h87sppQ2z52zaW/iw02x/jof09vKkTfJHPbX2ivRGNfu8lPARfh5I9Hw2/BuwW70asdGLYv3nUuHg3fjGP1+Thaf37C44TYe0EunTkft3vmpmJAp8bBmnPDBkTLpTLcGbQCq72jxQvOCCKcAvDz8M34S8GeUdc9wXUuHgm7WV93O9F0l5M9rmXGl8FEQ6FQwN7eftxVdYcmISMH/Y0c5DeYxBvDYOI/cmac8WbFGW8dgsH3sL+/H52dnVd9wzDZTDkTTXc5cq2Be0NWY0CrxsHac8Nu3+VSGb4TtAopXgun4Z0zrkjnAPxswWb8pXD3qH/PE1xD8fPwzaOeM3hdJ5rucrxHf3//lGe9GTruxNHRccwpL8e7juYyDSzReDiPvZnTCjqcbS7GxfZKSCCBs84btjpnONsqEORhiR+c+tOEXyEnus3Hr6JuQ0VLDx78KBsX64bXki/0VeLPd8XCW2mt3/ZF+Sl8WHJ40theib93xgym7dOocLwhH9U9zbCUyhHrGoz5jn6QSiTo06jww5N/GnP+/0EPLbhxRv7PvaGvDcfq89Gp7oOblSNWekbCwXJ0naqpG+wNHFmyMtFiVSqVCr3qfhQJTWgV+iDVCvDssYJNL66513myWV0mm45PLpezh3Acg9dzrKRy8Pf+/n40NjbC2tp62P6rLceQyWRj9vL2yXW4LG3BgFQHZwtbRNvMgVJhN+6N1chBxMa6wRr67cnQKUiHLk41+Oge6EN2dxka1J2Q6SQIEZyh1CrGvYG9mpRicIackcl4Z2cnfH19YW1tPea89Zynnmh8M6cLka6JTCLFYrd5sOxzx0u7LyKnqgzAldphfxcbLF24GBckYw+gtZEp8O2gFf9ra4udDy3HmbJWZJS1QCIBEoNdETtn9CJFU535wdnS7tpelAisLSwx39EPF9srcaqxANsqTsJBboNU74XY7J+IxyK34JW8T9GvHZ0grPGOmZFJPQB4WDvh9sDlYocx5iqhQxO2qcxwca2UEgnc5DbfJHEu8lEJnUwmQ3NzMwICAvQJysgknkm5YQ0mzGMNkBw0XqfTyLnVx7opGO/R0dEx7O/rmwLHfpzH1c8aM9bYhOleefZa+vNc/vffZvRgcB6gwYHYlpaWsLGxgZOT05glUZaWlrCyshr23/ES9OnuGCSabZjYzwK5Ve347j/T0a8e/rV/RUsvKg4Dd61KRrVVFtpV34zUn+foix/OW485dm7DnpMQ6IyEQOcJz7fEfR7+cenKgk3jiXQKMPkynKEK26vwQs5W9A/5SrpT3YvtFaeR0VSE38bdgzcX/QB7q88io6kIap0WAXbuWO8bj0VuoSJGbpoEQcDAwAB6e3uHPfr6+vQzTQx9XG0duYWFhT6ZtrW1HTXwcmTJytB9Q5871RVcB5OR+fPnMxmZga51bvVBQ2dWuZrByxqNZljv+dAe9LEScgCjEvPBAcyDht4ADN5MjlxsbKwFycYaxDyylGvkZ4g950Smh4n9LPDavoJRSf1Q+zIHkPbYg7jUVYU+7QDa2xQ4kNuB+45chFRSgGUhrvheYgBCPabWE28ls8R3glbhH5f2jbnfUmqB7wavuqbXIgZBEPDHi18NS+qHqu1txYeXD+GhBTfh/tC1uD90rZEjND06nQ7d3d3o7OxEV1cXenp60N3drX/09PRMWs4il8thZWUFJyencZeOH6uUhT3jZGwSiUT/N0hEJCYm9mausrUXGWUTryLa2qPCsUvNWB8RhH+eKMXLewqGHyOzEp9nVeGN26Jx40LvcY4y3Ea/eFjKZPi49BhaBr6ZUSfI3hPfD12HUEefCZ5tWnKmsLLkiYaLuG/uGtjJrSdsZ04EQUB/fz/a2trQ1taG9vZ2dHZ26pP5sQaGSiQS2NjYwMXFBba2tvq5pa2trYf9PPg1PREREU3djPk/59A5k2nq6jsmXz0QAGrb+5Bd2TYqqR+k1gp47PMcxMxRwtdpaoMnV3vHYJXXQlxsq0SXug+eNjNrLudB5d2Nk7ZR6TSo7W2dUTcsV0Or1aKtrQ3Nzc1obm5GW1sbWltbMTAwutzK2toabm5ucHR0hIODA+zt7WFnZwc7OzvY2tqyN52IiMhAZkRib2lpiY6ODnz99ddYtmwZ7O1nxrLcpsDFdmrL0LvaK/DBqfIJ26i1ArZmVuKxdfOnfH6ZRIpI54AptzdFiilOU6mYIaswTkYQBLS1taG+vh5NTU36RH5oD7xEIoGjoyO8vLzg5OQEJycnKJVKODo6ckVTIiIikcyIxD41NRXHjx9HZWUlamtrERcXh8jISPb8TUGwux2ifB2RV90xbht7KwusCfPEa/sKJz1e5iRlPeYowS0U/yzeP+5CLQDgZe2MObZu4+43ZRqNBg0NDWhoaEB9fT0aGxuhUn0znsDCwgJubm5wdXWFq6srXFxc4OTkxEGiREREJmZGJPYODg7YuHEjSkpKcPr0aWRkZKC4uBjLly+Hh8f0rXxnrn65dj7u/1cmNLqxE9OHU+bC2lKGqRQ5SWdhJZSblSOSPSImXITq1oDEGVMmJggCWlpaUF1djZqaGtTX1w8byKpUKhEYGAhPT0+4u7vD0dGRN9FEREQzwIxI7IErX/2HhITAz88PmZmZKCgowI4dOxAVFYVFixYx8ZjAshBX/PXuePxm5wVUtvbqtzvZyPFQylzcszRQ3+7zrOpJjzUb/Xj+RvRpVchoKhq2XSqR4I6A5VjtHSNSZFOjUqlQWVmJ8vJy1NTUDKuNd3V1hY+PDzw9PeHh4XHNU/4RERGRuGZMYj9IoVBg+fLlCA0NRVpaGvLy8tDU1ITU1NQJFyaZ7VbNc8fKUDecKmlBeWsXpBZqrJrnAU9bR32bexIDsP1cDbTj9OzbWMrw7YQ5xgrZpChkcjwedTtKOuuQVp+Pbk0fPKyUSPWOhquVw+QHEEFvby/Ky8tRXl6O2tpafY28nZ0dAgMD4ePjAx8fHybyREREZmLGJfaDPDw8cMstt+DYsWMoKSnBtm3bsHr1anh5eYkdmsnqVPciT5OJY7356Neq8Gk6MN/RF7cHLkesSzAWeDvilVuj8OQXeaPKdqzlMrxzVxzcHWZ3Ehjs4IVgB9P9GxsYGEBpaSmKi4tRX1+v3+7m5oaAgAAEBARAqVTOmLIhIiIimroZm9gDVxawSUlJgYeHB06fPo1du3Zh8eLFiIyMZOIyQoeqB0+c/Tfq+oYPfi3sqMZvcz7GQwtuxEqvKGyJ9UXsHCd8lFGBrIo2SCVA0lw3fCvBD16Os2eO9plEp9Ohuroaly5dQkVFBbRaLSQSCXx8fBAQEAB/f3/Y2dmJHSYREREZ2IxO7IErtfcRERFwdXXFwYMHkZ6ejsbGRqxYsYLT7g3xcemxUUn9IB0E/L1oHxa7zYe1hSUCXW3x41Rf7K9tQnFnLXok1cjt6oLSNhLWFlxZ0VR0d3fj4sWLKCoqQl/flfUKnJycEBoaipCQENja2oocIRERERnTjE/sB3l6emLLli04dOgQSktL0dPTgw0bNnCJbwADWjXSJpjRBQD6tCocb8jHWp9YpNWfx58v7oRG+Gbe8rPNxfik7Bieib5zRi4yZS4EQUBDQwPy8/NRVlYGQRBgZWWFiIgIhIaGwsXFhd9WERERzVJmk9gDV1a83LhxI9LS0lBcXIxdu3Zhw4YNsLae3SUkbapu9GlVk7ar7W3F5c5a/OniV2PO2d6u6sFLOR/jncT/x557I9PpdLh8+TLy8/PR3NwM4MpsNhEREQgODuac8kRERGReiT0ASKVSrFy5EhYWFigoKMDOnTuxadOmWV2WYCNTQAJg/OWVrrCWWWJnVeaECzG1qbpxrP481vnGTWuMNDadTofi4mJkZ2ejq6sLEokEQUFBiIiIgIeHB3vniYiISM/sEnvgSt19UlISLC0tkZubi6+++gqbNm2Cg4NpTktoaA6WNoh0CkBeW/mE7ZI8wvHrs/836fGyWi4zsTewwR767OxsdHZ2QiaTISIiAlFRURwIS0RERGMyy8QeuJLcL1q0CJaWljhz5ow+uXdychI7NFHcHpiE/PaKcXvjkzwWwMfWBdohdfXj0UyhDV0bQRBQUlKCrKwsdHR0QCqVws3NDampqbP2xpSIiIimxqyXa5VIJIiJicHSpUvR29uLnTt3oqOjQ+ywRBHhFIBfhN8KO4vh89BLACR7hOOhsJsAAHMdvCc9VugU2tDVa2lpwc6dO3H48GF0dXVhwYIFuOOOOzBnzpxZXUpGREREU2O2PfZDRUREQCqV4sSJE9i7dy9uvvnmWTmgdqlHGOJcQ3CqsQDVPc2wsVBgqXsYvGyc9W02+sbj/AQlOxYSKdZ4xxgh2tljYGAAZ8+excWLFyEIAgIDA7FkyRLY29tDq9WKHR4RERHNELMisQeABQsWoLe3F9nZ2di3bx9uuOGGWTnPfVFdD746qUXaJQ20OjWi/Ypxd2IAVod5AACWuM/HRt947Kk+O+q5MokUDy64ES5WLAmZDoIgoKioCJmZmejv74dSqcTSpUvh6+srdmhEREQ0A82axB4A4uLi0NPTg6KiIhw6dAhr166FVGrW1UjDbD9XjV9vy4NW902d/YnLzThxuRn3LwvEU5sWAAB+MG89Ip0CsLf6LC511sJCIkWsawhu8Fs0pVIdmlxXVxeOHj2Kuro6yOVyLFmyBOHh4Zy2koiIiK7ZrErsJRIJli9fjt7eXlRWVuLEiRNYvnz5rJgysLa9D098MTypH+r9k2VYEuSC1CE990vc56ND1YODtTnIar6M94q+RoiDF9b7xMHPzs2Y4ZsNQRBQXFyMkydPQq1WIygoCEuXLoWNjY3YoREREdEMN6sSe+DKPPerV6/Grl27UFhYCFtbW8TFmf/UjVszK6HWTjyT/Yfp5frEHgAK26vwUu4n6NH067dd6qzBvuosPBC6Dhv94g0Wrznq7+/HsWPHUF5eDktLS6SkpCA4OHhW3FgSERGR4c2eOpQh5HI51q9fDwcHB2RlZaGoqEjskAwut7p90jY5Vd+06dH047e5nw5L6gfpIOC9S/twoa1iGiM0b5WVlfjss89QXl4Ob29v3HbbbQgJCWFST0RERNNmVib2AGBtbY0NGzZAoVDgxIkTaG5uFjskg5JJJ08g5UPGGxypy0O3pm/ctgKAXVVnpiM0s6bT6ZCRkYF9+/ZBpVIhMTERmzZt4iJTRERENO1mbWIPAI6OjkhNTYVWq8WBAwcwMDAgdkgGszJ08pr4FfO+aZPXWjZp+9zW0uuKydwNDAzg66+/Rm5uLpRKJW655RZERkayl56IiIgMYlYn9gDg6+uLuLg4dHV14ciRIxDGWZl1prs11hfOtpbj7reQSnDv0kD97+OtUDuUAPN8r6ZDe3s7vvzyS1RVVWHOnDnYvHkznJ2dJ38iERER0TWa9Yk9AMTGxsLX1xeVlZXIzc0VOxyDsLeS4/17F8FljOTeUibF726PRoSPo35bmNJv0mOGOU7eZjaqrKzE9u3b0dHRgZiYGKxbtw6WluPfVBERERFNh1k3K85YJBIJUlJSsG3bNpw5cwbu7u7w9ja/+dojfRxx+Jer8OW5ahwtaoJGJyDGT4lvL5oDDwerYW1Xe0fjs7ITGNCpxz3eRr8EQ4c8owiCgNzcXGRmZsLCwgKrV69GUFCQ2GERERHRLMEe+/+xsrLC6tWrIZFIcOjQIfT29oodkkHYKSywPMIGi5a0wCvyIlqcM3GmI2/U7DeOlrb4ReStsJSOfe93W8AyxLvONUbIM4IgCDh9+jQyMzNhZ2eHm2++mUk9ERERGRV77Ifw8PDAkiVLcOrUKRw6dAibNm0yu5Vpt1ecwgeXDw/bdr6tHF+Un8JzMXfB385dvz3BdS7eXPwD7K06i7MtxdDqdJjr4I0NvvGIdA4wcuSmS6fT4dixY7h06RKcnZ2xceNGLjhFRERERmdeWes0CA8PR1BQEOrq6nDu3Dmxw5lWWc2XRyX1g9pU3Xgp52Ooddph231sXPD9eevwm5jvYoVXJLrUffi8/AS2V5xGp9o8v9W4GlqtFocOHcKlS5fg4eGBG2+8kUk9ERERiYI99iNIJBIkJyejsbER2dnZ8Pf3h6urq9hhTYuvKtMn3N880IlTjRexwjNy2PZj9fl4++JX0Ag6/ba8tnJ8Xn4CTy38FhYo5xgkXlOnVqtx4MABVFdXw8fHB2vXroVcLhc7LCIiIpql2GM/BktLS6xYsQKCIODIkSPQarWTP8nEaQUdzreVT9oup2X43PRlXfX404ikflCvZgAv5346K3vuBwYGsGfPHlRXVyMgIADr1q1jUk9ERESiYmI/Dh8fH4SHh6OtrQ1ZWVlih3PdBGFqs87rRrTaVXUG2jGS+kE9mn4cqjXPKULHo1KpsGfPHjQ0NGDu3LlYvXo1LCz45RcRERGJi4n9BBYvXgxHR0fk5uaioaFB7HCui4VUhrkOk0/hOXJu+pwprC57rqXkmuOaaTQaDfbv34+mpibMnz8fK1euNLsB1kRERDQzMSOZgIWFBVasWAEAOHr0KDQajcgRXZ+NvvET7re1sBpVX6/Vjd9bP0g3QY++OdHpdDh06BBqa2sRFBSEpKQkSCQSscMiIiIiAsDEflKenp6IiopCR0cHMjMzxQ7nuqz0isJan9gx91nJ5PhV5BZYWwxfIXW+0nfS485znLzNTCcIAtLS0lBRUQFfX1+sWrWKPfVERERkUlgYPAVxcXGorKxEfn4+AgICZvSqtD+ZvxHxLiHYV5OFsq4GyKUyLHKbh42+8fCycR7VfqNvPDKaisY9noVEinXj3CyYi8HFp4qLi+Hh4YE1a9ZAJpOJHRYRERHRMOxynAILCwusXLkSEokER48ehVqtFjuk65LgFooHw27EJr8ELHQOglxqAZVu7DKjKOdA3BG4fMx9UokEPw27Ee7WSgNGK77s7Gzk5+fD2dkZ69ev5+w3REREZJLYYz9Fbm5uiImJQXZ2NrKysrBkyRKxQ7pmX5SfwtbSo8OmsNxecQrL3BfgkfCbIJcO/7O4M2gFFij9sKfqLAo7qiGTSBHtEoRNvgkIdvAydvhGVVBQgKysLDg4OGDjxo1QKBRih0REREQ0Jib2VyE6OhqXL1/G+fPnERoaCmfn0aUrpu5wbS4+LBl79dmTjRehkMnx0IIbR+1b6ByEhc5Bhg7PpNTW1uLEiROwtrbGpk2buKIsERERmTSW4lwFCwsLJCUlQRAEHD9+HIIwlZnhTYcgCNhWcXLCNkfr89Dc32mkiExXZ2cnDhw4AIlEgjVr1sDe3l7skIiIiIgmxMT+Kvn6+iI4OBgNDQ0oLCwUO5yrUtnThNre1gnb6AQBmU2XjBSRaVKpVPj6668xMDCA5ORkeHp6ih0SERER0aSY2F+DxMREWFpaIjMzE319fWKHM2UD2qkN+h3QqQwcienS6XQ4fPgw2traEBUVhdDQULFDIiIiIpoSJvbXwMbGBgkJCRgYGEB6errY4UyZp40T5NLJp2mcY+tuhGhM05kzZ1BZWQk/Pz8sWrRI7HCIiIiIpoyJ/TUKCwuDm5sbiouLUVtbK3Y4U+Igt8FS97AJ27hbOSLGJdhIEZmWS5cuITc3F0qlEqmpqVyAioiIiGYUZi7XSCqVYvny5ZBIJDh+/Di0Wq3YIU3JPSGr4WntNOY+hVSOhxfcBKlEYuSoxNfc3Ixjx45BoVBg3bp1sLS0nPxJRERERCaEif11cHV1RXh4ODo6OpCbmyt2OFPipLDDq/H34ka/xbCzsAJwZfXYJPcFeDX+XoQ7+YscofGpVCocPHgQOp0OqampcHR0FDskIiIioqvGeeyvU3x8PEpLS3Hu3DmEhobCzs5O7JAm5Whpi/tD12BLwFKcbLgIraBDgJ0HAuw9xA7N6ARBwLFjx9DZ2YnY2Fj4+vqKHRIRERHRNWFif50sLS2xePFiHDlyBBkZGUhNTRU7pElpBR0+vHwYe6vPQqXT6Lf72Ljg/4VtwgLlHBGjM66CggKUlpbCy8sLsbGxYodDREREdM1YijMNQkJC4O7ujpKSEtTV1YkdzqTeK/oaOyrThyX1AFDT24LfnNuKsq56kSIzrubmZpw6dQrW1tYcLEtEREQzHjOZaSCRSLB06VIAwKlTp6DT6USOaHyNfe3YX5M97v4BnRqflp0wYkTiGFpXv2rVKtjY2IgdEhEREdF1YWI/Tdzd3REaGoqWlhZcumS6K7em1edDB2HCNmeaL6FXM2CkiIxvaF19TEwM6+qJiIjILDCxn0aLFi2CXC7HmTNnoFKZ5uqtnereSdtoBR261TNnRd2rNbSuPi4uTuxwiIiIiKYFE/tpZGNjg5iYGPT19SE7e/xyFzG5WU0+laOl1AKOlrZGiMb42tvbcfr0aVhZWSElJYV19URERGQ2mNVMs8jISDg4OOD8+fNob28XO5xRVnhGQC6VTdhmuUc4FDK5kSIyHp1OhyNHjkCr1SI5ORm2tuZ580JERESzExP7aSaTybBkyRIIgoD09HSxwxnF0dIW3w5cMe5+J0s73BG43IgRGU92djaampowb948BAQEiB0OERER0bRiYm8A/v7+8PX1RWVlJSorK8UOZ5RbA5biJ/M3wn1IWY4UEsS7zsXL8ffA3VopXnAG0tjYiHPnzsHe3h6JiYlih0NEREQ07bhAlQFIJBIkJibi888/R0ZGBnx9fU2ulnutTyxWe8fgcmctSrvqYSm1QKC9JzytncQObdqp1WocOXIEgiBg1apVsLS0FDskIiIiomnHxN5AnJycEBYWhosXL6KwsBALFiwQO6RR8lpL8e/Lh1He3aDfFmTvie+FpGChc5CIkU2vjIwMdHR0YOHChfD09BQ7HCIiIiKDMK1uZDMTFxcHuVyOs2fPmtz0l1nNl/FS7ifDknoAKO2qx4s5HyOnpUSkyKZXVVUVLl68CGdnZ8THx4sdDhEREZHBMLE3IGtra8TExKC/vx85OTlih6MnCALeL94PrTD2CrlaQYf3iw8YOarp19/fj7S0NEilUqSkpEAmm3g2ICIiIqKZjIm9gUVERMDOzg7nz59HV1eX2OEAAAraq1Db2zphm6qeZhR1VBspIsM4efIkent7kZCQAGdnZ7HDISIiIjIoJvYGZmFhgUWLFkGr1SIzM1PscAAALQOdU2rX3D+1dqaovLwcJSUl8PDwQGRkpNjhEBERERkcE3sjCA4Ohru7O0pKStDQ0DD5EwxsqqvKztTVZ/v7+3H8+HHIZDKsWLHC5GYkIiIiIjIEZjxGIJFIsGTJEgBAeno6BEEQNZ5wJ3+4KhwmbONhpcQC5RwjRTS9Tp8+jb6+PsTHx0OpVIodDhEREZFRMLE3Ek9PTwQFBaGhoQFlZWWixiKTSPGd4FUTtvlO8CpIJRIjRTR9KisrUVxcDDc3N5bgEBER0azCxN6IFi1aBKlUioyMDGi1WlFjWekViYcW3AgnS7th250V9nhkwc1Y7hkuUmTXTqVS4fjx45BKpVi5ciVLcIiIiGhW4QJVRuTg4ICIiAjk5eUhPz8fCxcuFDWeFK+FSPaIwLnWUtT3tsJWboUkt3BYWszMP4vTp0+jp6cHCQkJcHIyvxV0iYiIiCYyMzO4GSwmJgaXLl1CdnY2QkNDYW1tLWo8+W0V+KoyHfltFQCAD+SHsdp7IbYEJMHawlLU2K5GdXU1ioqK4OrqKvoNExEREZEYWKtgZAqFAnFxcVCr1cjKyhI1lsN1uXgxZ6s+qQeADnUPtlWcwrPZH6JPY1qr5Y5HpVLh2LFjkEqlnAWHiIiIZi1mQCIICwuDUqlEQUEB2traRImhW92HvxXuhQ5jz9BzuasOX1aeNnJU1yYzMxPd3d2IiYmBi4uL2OEQERERiYKJvQikUimWLFkCQRCQkZEhSgxH6s5DpdNM2OZAzTnoRJ6aczL19fW4ePEinJycEB0dLXY4RERERKJhYi8SPz8/+Pj4oLKyEtXV1UY/f1VP06Rt2lTd6Fb3GSGaa6PRaJCWlgaJRIIVK1ZAJpOJHRIRERGRaJjYi0QikSAxMRESiQTp6enQ6XRGPb+VbPKBsVJIoJDJjRDNtcnOzkZHRwciIiLg7u4udjhEREREomJiLyJnZ2fMmzcPra2tuHTpklHPvdR9/qRtYl1DTDaxb25uRm5uLuzt7REfHy92OERERESiY2Ivsvj4eMjlcpw5cwYqlfFmoZmv9EOkU8C4+2USKW71X2q0eK6GTqfDsWPHIAgCkpOTIZeb5s0HERERkTExsReZjY0NoqOj0dfXh5ycHKOe+9eRt2Ghc+DomGQKPBp+C8KUfkaNZ6ry8vLQ3NyMefPmwcfHR+xwiIiIiEwCF6gyAZGRkSgoKMD58+cxf/58ODg4GOW8tnIrPB/zHRR31uJ0YyFUWjW8bJyx3CMcDpY2RonhanV0dCArKws2NjZYsmSJ2OEQERERmQz22JsACwsLLFmyBFqtFunp6UY/f7C9FzysHHG+rRzvXfoa9xx/E89l/wdZzZeNHstEBEHAsWPHoNVqkZSUBIVCIXZIRERERCaDPfYmIjAwEF5eXigvL0d1dTV8fX2Ncl5BEPDWhS9xvOHCsO15beXIayvH/XPX4MY5i40Sy2QuXryIuro6BAYGIiAgQOxwiIiIiEwKe+xNhEQiwbJlyyCRSHDq1CmjTX95vOHCqKR+qP8rPoC63lajxDKRzs5OZGRkQKFQICkpSexwiIiIiEwOE3sT4uzsjAULFqC9vR35+flGOee+6qwJ9wsAvq7JNkos48YgCDh+/Dg0Gg2WLVsGa2trUeMhIiIiMkVM7E1MXFwcFAoFsrKy0Nvba/DzlXU3TNqmfAptDKmwsBA1NTXw9/dHcHCwqLEQERERmSom9ibGysoKixYtglqtxpkzZwx+Pkvp5MMsLKXizRPf3d2N9PR0KBQKLF++HBKJRLRYiIiIiEwZE3sTNG/ePLi4uKCoqAiNjY0GPdcSt3nT0sYQBmfBUavVSExMhI2NaU7BSURERGQKmNibIKlUimXLlgEATp48CUEQDHauG+YsnrDX3t3KEUke4QY7/0QuXbqE6upq+Pn5Ye7cuaLEQERERDRTMLE3UZ6enggJCUFTUxOKiooMdh4/W1c8HnU7bCxGzwnvZe2M52K+A0uZ8WdF7enpwenTpyGXy1mCQ0RERDQFnMfehC1evBgVFRXIyMjAnDlzDFaKEuMSjPeWPYK0+vO41FkDmUSKOJcQJLiFQiYx/r3fYAmOSqVCcnIy7OzsjB4DERER0UzDHnsTZmtri8WLF2NgYACnTp0y6LmsLSwxz9EHEkiQ3VKCvxbuxRvntyGvtcyg5x3LxYsXUVVVBT8/P8ybJ059PxEREdFMwx57ExcWFoaSkhKUlpaivLzcYCuuHq/Pxx8vfgWt8M3CWBlNRchoKsK3Apfj20ErDHLekdra2pCeng4rKyusWLGCJThEREREU8QeexMnkUiwfPlyyGQynDhxAiqVatrP0dTfgT+NSOqH+qTsuFF67rVaLY4cOQKtVovk5GTOgkNERER0FZjYzwBKpRKxsbHo7e1FRkbGtB//65psaMZJ6gftrjL8nPpZWVlobm7G/PnzDfbNBBEREZG5YmI/QyxcuBAuLi4oKChAbW3ttB67qL160jaFHZO3uR51dXXIycmBg4MDEhMTDXouIiIiInPExH6GkEqlSE5OhkQiwfHjx6HRaKbv2FOoYzfk7DgqlQpHjhyBRCJBSkoK5HLxVrolIiIimqmY2M8gbm5uiIyMREdHB7Kzs6ftuNEuwVNoEzRt5xvp5MmT6O7uRlxcHNzd3Q12HiIiIiJzxsR+homPj4e9vT1yc3PR2Ng4LcdM9V445gJVg6QSCTb5JkzLuUa6dOkSiouL4eHhgejoaIOcg4iIiGg2YGI/w1hYWGDlypUAgEOHDmFgYOC6j+kgt8FTC781ZnIvk0jxUNiNCHbwuu7zjNTc3Izjx49DoVBg1apVkEr550hERER0rTiP/Qzk5eWFuLg4nD17FmlpaVizZs11z/e+QDkHf0n8KQ7V5SC7pQQ6QcA8R1+s94mFu7VyegIfor+/H/v374dWq8XatWvh4OAw7ecgIiIimk2Y2M9Q0dHRqKurQ3l5OfLz8xEZGXndx3SwtMEt/ktxi//SaYhwfDqdDocOHUJ3dzcSEhLg5+dn0PMRERERzQasfZihpFIpUlJSYGNjg4yMjGmrtzeGzMxM1NTUICAggHX1RERERNOEif0MZm1tjZSUFAiCgIMHD05Lvb2hlZSUIC8vD0qlEitXrrzuEiIiIiIiuoKJ/Qzn7e2NuLg4dHd34+jRoxAEQeyQxtXa2oq0tDTI5XKsXbsWlpaWYodEREREZDaY2JuB6Oho+Pj4oKKiAufPnxc7nDH19PTg66+/hkajwapVq6BUKsUOiYiIiMisMLE3AyPr7UtKSsQOaZje3l7s3r0bXV1diI+PR0BAgNghEREREZkdJvZmwtraGuvXr4dcLsfhw4dRUVEhdkgArkxruXv3brS3tyM6OhoxMTFih0RERERklpjYmxFXV1ds2LABMpkMBw8eRE1NjajxDAwMYPfu3Whra0NERAQSEhI4WJaIiIjIQJjYmxkPDw+sW7cOAPD111+jvr5elDhUKhX27NmDlpYWLFiwAImJiUzqiYiIiAyIib0Z8vHxwZo1a6DVarF37140Nzcb9fxqtRp79+5FU1MT5s2bh2XLljGpJyIiIjIwJvZmas6cOUhNTYVGo8Hu3buNltx3dHRg586daGhowNy5c7F8+XIm9URERERGwMTejAUFBWHFihUYGBjAjh07kJ+fb9B57i9fvowvvvgCzc3NCAsLw4oVKyCV8k+MiIiIyBgsxA6ADCs0NBRWVlY4evQoTp06haqqKqxcuRLW1tbTdg6NRoNTp06hsLAQcrkcqampCA4OnrbjExEREdHk2J06C8yZMwe33XYb/Pz8UFVVhc8//xyVlZXTcuzW1lZs374dhYWFcHNzw5YtW5jUExEREYmAPfazhI2NDdavX48LFy4gIyMD+/btQ3h4OBYuXAg7O7urPl5LSwsKCgpQVFQErVaLyMhILFq0CDKZzADRExEREdFkmNjPIhKJBBEREfD29sahQ4dw4cIFXLhwAV5eXggODkZQUBCsrKzGfb5arUZpaSkKCgrQ2NgIALCzs8OyZcvg7+9vrJdBRERERGNgYj8LOTs745ZbbkFRURHy8vJQV1eHuro6nDx5Er6+vvD09IROp4NWq4VGo4FWq4VKpUJlZSXUajUkEgn8/f0RFhYGX19fDpAlIiIiMgFM7GcpCwsLzJ8/H/39/Zg7dy4qKipQUlKCqqoqVFVVjfkcW1tbREVFYd68eddUvkNEREREhsPEnmBra4vIyEhERkais7MTHR0dsLCwgEwm0z8sLCxgY2PD3nkiIiIiE8XEnoZxcHCAg4OD2GEQERER0VVi9ysRERERkRlgYk9EREREZAaY2BMRERERmQEm9kREREREZoCJPRERERGRGWBiT0RERERkBpjYExERERGZASb2RERERERmgIk9EREREZEZYGJPRERERGQGmNgTEREREZkBJvZERERERGaAiT0RERERkRlgYk9EREREZAaY2BMRERERmQEm9kREREREZoCJPRERERGRGWBiT0RERERkBpjYExERERGZASb2RERERERmgIk9EREREZEZYGJPRERERGQGmNgTEREREZkBJvZERERERGaAiT0RERERkRlgYk9EREREZAaY2BMRERERmQELQxxUEAQAgFarNcThaZoMXh9eJ9PFazQz8DrNDLxOpm/w2gzmEUR0dSSCAT49Wq0WOTk5031YIiIimgWio6Mhk8nEDoNoxjFIYi8IAnQ63XQfloiIiGYBqVQKiUQidhhEM45BEnsiIiIiIjIuDp4lIiIiIjIDTOyJiIiIiMwAE3siIiIiIjPAxJ6IiIiIyAwwsSciIiIiMgNM7ImIiIiIzAATeyIiIiIiM2CQxF4QBNx///344osvhm1va2vDQw89hJiYGKSkpGDHjh2GOD1NYmBgAE8++STi4+ORlJSE999/X+yQaAiVSoUbbrgBGRkZ+m1VVVW49957ER0djY0bN+LEiRMiRji7NTQ04OGHH8aiRYuwfPlyvPLKKxgYGADA62RKKioq8MADDyAmJgYrV67Ee++9p9/H62R6fvjDH+Lxxx/X/37x4kXcfvvtWLhwIbZs2YL8/HwRoyOaOaY9sdfpdHjppZdw8uTJUfueeOIJdHV14ZNPPsFPfvITPP3008jLy5vuEGgSr7/+OvLz8/Hvf/8bzz33HP785z9j3759YodFuHLT9eijj6K4uFi/TRAE/PSnP4Wrqyu2bduGm2++GQ8++CBqa2tFjHR2EgQBDz/8MPr6+vDf//4Xf/jDH3DkyBG89dZbvE4mRKfT4Yc//CGcnJywfft2vPDCC/jLX/6CnTt38jqZoN27dyMtLU3/e29vL374wx8iPj4eX3zxBWJiYvCjH/0Ivb29IkZJNDNYTOfBGhoa8Mtf/hLV1dVwcHAYtq+yshJHjhzBoUOH4Ovri9DQUOTk5OCjjz5CVFTUdIZBE+jt7cVnn32Gf/zjHwgPD0d4eDiKi4vx3//+F+vXrxc7vFnt8uXL+MUvfoGRi0Gnp6ejqqoKH3/8MWxsbBAcHIzTp09j27ZteOihh0SKdnYqLS1FTk4OTp48CVdXVwDAww8/jNdeew3Jycm8TiaiubkZYWFheP7552FnZ4eAgAAkJiYiKysLrq6uvE4mpL29Ha+//joiIyP12/bs2QOFQoFf/epXkEgkeOqpp3Ds2DHs27cPt956q4jREpm+ae2xv3DhAry8vLBt2zbY29sP25ebmwsvLy/4+vrqt8XFxeHcuXPTGQJNorCwEBqNBjExMfptcXFxyM3NhU6nEzEyyszMxOLFi/HJJ58M256bm4sFCxbAxsZGvy0uLg45OTlGjpDc3Nzw3nvv6ZP6Qd3d3bxOJsTd3R1vvfUW7OzsIAgCsrKycObMGSxatIjXycS89tpruPnmmxESEqLflpubi7i4OEgkEgCARCJBbGwsrxHRFExrj31KSgpSUlLG3NfU1AR3d/dh21xcXNDQ0DCdIdAkmpqa4OTkBEtLS/02V1dXDAwMoL29Hc7OziJGN7vdddddY24f77NTX19vjLBoCAcHByxfvlz/u06nw3/+8x8sWbKE18lEpaSkoLa2FqtWrcK6devw8ssv8zqZiNOnT+Ps2bPYuXMnnn/+ef32pqamYYk+cOUaDS1RJKKxXVVi39/fP24i7ubmNqwHZKS+vr5hySQAWFpaQqVSXU0IdJ3Guw4AeC1MFD87puuNN97AxYsX8fnnn+Nf//oXr5MJ+tOf/oTm5mY8//zzeOWVV/h5MhEDAwN47rnn8Oyzz8LKymrYPl4jomt3VYl9bm4uvve9742575133sHq1avHfa5CoRj1oVSpVKM+0GRY410HALwWJkqhUKC9vX3YNn52xPfGG2/g3//+N/7whz8gNDSU18lEDdZuDwwM4Je//CW2bNmCvr6+YW14nYzvz3/+MyIiIoZ9AzaI+QLRtbuqxH7x4sUoKiq6phN5eHigubl52Lbm5ma4ubld0/Ho2nh4eKCtrQ0ajQYWFlcuf1NTE6ysrEYNeCbT4OHhgcuXLw/b1tzcPKqcgIznxRdfxNatW/HGG29g3bp1AHidTElzczNycnKGdTaFhIRArVbDzc0NpaWlo9rzOhnX7t270dzcrB/vNZjIf/3117jhhhvGzBd4jYgmZ7QFqqKjo1FTUzOsjjErKwvR0dHGCoEAhIWFwcLCYtggpKysLERGRkIq5XplpmjhwoW4cOEC+vv79duysrKwcOFCEaOavf785z/j448/xptvvolNmzbpt/M6mY7q6mo8+OCDw0pH8/Pz4ezsjLi4OF4nE/Dhhx9i586d+PLLL/Hll1/qx+h9+eWXWLhwIc6dO6efIUwQBGRnZ/MaEU2B0TI5Pz8/JCUl4bHHHkNhYSE+++wz7Nq1C9/5zneMFQIBsLa2xubNm/H8888jLy8PBw8exPvvvz9uiRWJb9GiRfDy8sITTzyB4uJi/P3vf0deXh5uu+02sUObdUpKSvDuu+/iBz/4AeLi4tDU1KR/8DqZjsjISISHh+PJJ5/E5cuXkZaWhjfeeAM//vGPeZ1MhI+PD/z9/fUPW1tb2Nrawt/fH+vXr0dnZyd++9vf4vLly/jtb3+Lvr4+bNiwQeywiUyeUbtoX3/9ddja2uKOO+7AX//6V7z88sucw14ETzzxBMLDw3HPPffghRdewEMPPYS1a9eKHRaNQyaT4d1330VTUxNuvfVWfPXVV3jnnXfg7e0tdmizzqFDh6DVavGXv/wFSUlJwx68TqZj8FpYW1vjW9/6Fp566incfffd+N73vsfrNAPY2dnhb3/7G7KysnDrrbciNzcXf//73yecoIOIrpAII1fDISIiIiKiGYdF1UREREREZoCJPRERERGRGWBiT0RERERkBpjYExERERGZASb2RERERERmgIk9EREREZEZYGJPRERERGQGmNgTzTApKSmYN2/emI+MjIxxnze03fz58xEXF4f77rsPeXl5+jbV1dWYN28eqqurJ42joKAA2dnZ0/KaptPp06dRUlJyTc99/PHHkZCQgJaWllH7Jnt/r9Xgez7e4+677572c06ku7sbX375pf73lJQUfPHFF0aNgYiIro2F2AEQ0dV78sknsXHjxlHbHR0dJ3ze22+/jZiYGOh0OrS0tODf//437rnnHnzyyScIDQ2Fl5cXTpw4AWdn50lj+OlPf4oHH3wQsbGx1/w6DOHee+/FBx98gODg4Gt6fmdnJ1577TW8/vrr0xzZ2Abf80G33XYb7r//fv31lcvlRolj0L/+9S9kZGRg8+bNAIDPP/+cK34SEc0QTOyJZiB7e3u4ubld9fMcHR31z/Pw8MCrr76K6upqvPnmm/jrX/8KmUx2Tcc1Jz4+PtixYwduu+02LFq0yODnG/mey2Sya76+02HkYuRTuckjIiLTwFIcollMIpHg9ttvx4kTJ9Df3z+qFGfPnj1Yt24dIiMjsXHjRhw8eBAAcPfdd6OmpgZPPPEEHn/8cQDAoUOHsHnzZkRGRiI+Ph6PPvooenp6AFz5puAXv/gFnnvuOcTGxiIxMRH/+Mc/9HFoNBq8+eabSEpKQlxcHB5++GG0tbUBAFQqFV566SUsXrwYixcvxi9/+Uu0t7eP+XpSUlIAAN/73vfw9ttvAwDOnTuHO++8E9HR0UhJScHWrVsnfE8WLVqENWvW4IUXXoBarR6zjU6nw3vvvYfU1FRERUXh7rvvRlFRkX7/vHnzsGPHDtxwww2IiIjAXXfdhaqqqgnPOx6VSoVXXnkFy5cvR3h4OFJSUvDJJ58Me81vvPEGkpKSsHnzZgiCgPz8fNxxxx2IiorCt7/9bfzxj38cVtJz4MABbNy4EQsXLsRtt92GzMxMAMAXX3yBP//5z8jMzMS8efP0xx8sxbn77rvxl7/8BQ888ACioqKwbt06HD9+XH/ctrY2PPjgg4iJiUFqaiq2bt2qPw4RERkeE3uiWS4kJARqtRrl5eXDtre0tOBXv/oVfvSjH2Hfvn3YsmULHn30UbS3t+Ptt9+Gp6cnnnzySTz11FOorKzEI488grvuugt79+7FW2+9hVOnTuHTTz/VH+/rr7+GQqHA9u3b8cADD+B3v/sdysrKAAB//OMfsX37drz88sv45JNP0NLSgueeew4A8OabbyI/Px//+Mc/8MEHH6C7uxuPPPLImK/l888/B3DlRuL+++9HSUkJ7rnnHiQkJOCLL77AQw89hNdeew0HDhyY8D156qmnUFtbi//7v/8bc/8777yD999/H08++SS2b98OHx8ffP/730dvb6++zdtvv42nnnoKX3zxBdra2vDWW29NeM7x/P3vf8fRo0fx9ttvY9++fdi8eTNefPFFNDc369vs3LkT//znP/Hqq6+iu7sb3//+9xEeHo4vv/wSN9xwA/7+97/r2xYWFuLXv/41fvKTn+Crr77CTTfdhB/84AeoqKjAxo0bcf/99yMmJmZYedBQf/3rX7Fp0ybs2rUL8+fPxzPPPAOdTgcAePTRR9Ha2oqtW7fi2WefxTvvvHNNr5mIiK4NE3uiGei5555DTEzMsMemTZuu6Vj29vYAoO9dH9TQ0AC1Wg1PT0/4+Pjg/vvvx7vvvguFQgGlUqkvGbG3t4dOp8PTTz+NO+64A76+vkhKSsLSpUtRXFysP55SqcSvf/1r+Pv74/vf/z6USiXy8/MhCAI+/fRT/PznP0dycjJCQkLwwgsvYO7cuejr68N//vMfvPDCC4iKisK8efPw+uuvIzMzc1gP+aDBshFHR0fY2tri008/xYIFC/Doo48iKCgIt9xyC7773e/ivffem/A98fLywk9/+lO8++67qK2tHbZPEAT85z//wSOPPILU1FQEBwfjxRdfhEwmw1dffaVvd9999yExMRGhoaG48847kZ+ff3UX5n/mz5+P3/72t4iOjoafnx9+/OMfj7oRu+mmm/SDovfs2QMbGxs8/fTTCAoKwne/+12sW7dO3/af//wn7rjjDtx4443w9/fH9773PSQnJ2Pr1q2wsrKCjY0N5HL5uKVAK1aswK233oo5c+bgJz/5Cerq6tDU1ISysjKcOnUKr732GubPn48VK1bgwQcfvKbXTERE14Y19kQz0MMPP4y1a9cO22ZhceXjfPbsWfzgBz/Qb//Rj36EH//4x+Meq7u7GwBgZ2c3bHtYWBhWrlyJ++67D4GBgUhNTcXtt98Oa2vrUccICAiApaUl/vKXv6C4uBjFxcW4fPkybr75Zn0bX19fyGQy/e+2trbQaDRoa2tDe3s7wsPD9ftCQkLw0EMP4dKlS1Cr1fj2t7897Hw6nQ7l5eWTlnmUlJQgKipq2LaYmBh8/PHHEz4PuDIId8eOHXjppZfw7rvv6re3tLSgvb0dCxcu1G+Ty+WIiIgYNhuPv7+//mc7Ozt9Wc+zzz6LnTt36vft3r0b3t7e48axevVqnDx5Eq+++ipKS0tx8eJFAIBWq9W38fHx0f9cVFSE8PDwYe91dHS0/luKkpIS7N27d1g5j1qtRlJS0qTvCXDlWg99XcCVUqqioiIolUr4+fkNOy8RERkPE3uiGcjFxWVY4jhURETEsOkKJ5spp6ioCHK5HAEBAWhqatJvl0gk+Nvf/oa8vDwcOnQIBw4cwEcffYSPPvoIYWFhw45RWFiIO++8EykpKYiPj8e9996Lf//738PajDW7iyAI+huSsQwmrx999NGomVlcXFwmfF0AoFAoRm3T6XTDkuLxWFhY4LnnnsN3v/tdHDlyZMJjDsY6WJICjD+bzSOPPIIHHnhA/7u7u/uEcfzhD3/AZ599hltvvRWbN2/Gc889px9LMFZMMpls1ADYob9rtVr84Ac/0M96M8jKymrCOAZNdB1HnpeIiIyLpThEZsbKygr+/v76h1KpnLD9F198gZSUlFEJa0lJCV577TVERUXh5z//OXbv3g0vL69hgyUH7dixAwkJCfj973+Pu+66C1FRUaioqJhSoufg4AAnJycUFhbqtxUUFCA5ORl+fn6QyWRob2/Xvx47Ozu88sorY841P1JgYCByc3OHbTt37hwCAwMnfS4AxMfH45ZbbsGLL76o32Zvbw9XV1fk5OTot6nValy4cGFKxx28KRt8THRjAwAff/wxnnnmGfzyl7/Exo0b0dfXB2D07DWD5s6di4KCgmE3GRcuXND/HBgYiOrq6mExfPLJJzh27BiAKzd01yI4OBgdHR3DBglfa/kRERFdGyb2RDNQV1cXmpqaRj2GDt4cS0dHB5qamtDQ0IALFy7gF7/4BS5cuICf/exno9o6ODhg69atePfdd1FVVYWjR4+ipqYGCxYsAADY2NigtLQU7e3tUCqVKCoqQl5eHsrKyvDqq6/i/PnzUKlUU3o9d999N/74xz8iPT0dxcXF+ppyOzs73H777Xj++eeRkZGBy5cv41e/+hUqKirg6+s75rFsbGxQXFyMrq4u3HXXXSgoKMCbb76JsrIybN++HR999BG+853vTCkuAHjsscdGjT+499578ac//QmHDx9GSUkJnnnmGQwMDIy5tsD1UiqVOHLkCKqqqnD27Fn86le/AoBx39tNmzahu7sbr7zyCsrKyvDpp59iz549w2Lfs2cPPvjgA1RWVuJf//oX/vWvf+lLbKytrdHY2DilRcqGCgwMRFJSEp588kkUFhbi5MmT+NOf/nRtL5qIiK4JS3GIZqCXX34ZL7/88qjtjzzyCP7f//t/4z7voYceAgBIpVK4uLggNjYWH3/8MYKCgka1dXNzw9tvv43f/e53+Otf/woXFxc8+uij+lrsO++8E7/73e9QXl6O119/HRcvXsS9994LhUKBhIQE/PSnP8Xu3bun9Hp++MMfoqurCz/72c+g0WiwcuVKPPPMMwCurAb72muv4eGHH4ZarUZCQgL+/ve/D6shH+ruu+/G66+/jsrKSjz55JP429/+htdffx3vv/8+vL298fjjj2PLli1Tigu4MiD30UcfxbPPPqvfdv/996O7uxvPPPMMuru7ERMTgw8//NAgc76//PLLeP7557Fp0yZ4eHjg9ttvh0wm03+rMZKtrS3++te/4oUXXsDWrVsRGRmJG2+8EY2NjQCu1L2//vrrePvtt/H6669jzpw5+P3vf4+EhAQAwJo1a/Dxxx9j06ZNOHz48FXF+sorr+CZZ57BHXfcAQ8PD9x6662TDlQmIqLpIxFYFElEZDaqqqrQ0NCA+Ph4/bYXXngBfX19ePXVVw123r6+Ppw6dQrJycn6Ovy9e/fijTfeuOobBCIiujYsxSEiMiPd3d247777sG/fPtTU1GD//v3YsWMH1q9fb9DzKhQKPPnkk3jnnXdQVVWFc+fO4Z133hk21SYRERkWe+yJiMzMZ599hn/84x+oq6uDt7c3vv/97+P22283+HnPnj2L119/HUVFRbCzs8NNN92En//857C0tDT4uYmIiIk9EREREZFZYCkOEREREZEZYGJPRERERGQGmNgTEREREZkBJvZERERERGaAiT0RERERkRlgYk9EREREZAaY2BMRERERmQEm9kREREREZoCJPRERERGRGfj//myl5u8YLqMAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set_style(\"whitegrid\")\n", "#put two colors d81b61 fec111\n", "palette_new={True: \"#d81b61\", False: \"#fec111\"}\n", "fig, ax1 = plt.subplots(1, 1, figsize=(8,4))\n", "plt.setp(ax.collections, alpha=.8)\n", "sns.violinplot(data=df[df[\"successfulKD\"]==True], x='edist', inner=None, color=\"white\", ax=ax1)\n", "sns.swarmplot(data=df[df[\"successfulKD\"]==True], x='edist', size=7,ax=ax1, hue='significant_adj',dodge=False,palette=palette_new)\n", "\n", "\n", "for i in df[df[\"significant_adj\"]==True].sort_values(\"edist\").tail(n=5).index:\n", " ax1.text(df.loc[i,\"edist\"]+(np.random.random(1)*0.1), 0.02,df.loc[i,\"gene\"], horizontalalignment='right', size='small', color='black')\n", "\n", "plt.xticks(rotation=45)\n", "plt.yticks([0], [''])\n", "plt.legend(bbox_to_anchor=(1.05, 1), loc='upper left', borderaxespad=0)\n", "#label esr1\n", "plt.xlabel('E-Distance to Non-Targeting')\n", "plt.title('Distribution of E-Distances betwen P1 and P2')\n", "\n", "sns.set_style(\"whitegrid\")\n", "\n", "fig.figure.savefig(fig_loc+\"edistance_violinplot.pdf\")\n", "plt.show()\n", "\n", "sns.set_style(\"whitegrid\")\n", "#change palette_two 5UTR #2279b4 Nterminus #50bc83\n", "palette_two={False: \"#2279b4\", True: \"#50bc83\"}\n", "fig, ax1 = plt.subplots(1, 1, figsize=(8,4))\n", "plt.setp(ax.collections, alpha=.3)\n", "sns.violinplot(data=df, x='edist', inner=None, color=\"white\", ax=ax1)\n", "sns.despine(trim=True, left=True)\n", "sns.swarmplot(data=df, x='edist', size=7,ax=ax1, hue='Nterminus_Change',dodge=False,palette=palette_two)\n", "\n", "plt.yticks([0], [''])\n", "plt.legend(bbox_to_anchor=(1.05, 1), loc='upper left', borderaxespad=0)\n", "\n", "plt.xlabel('E-Distance to Non-Targeting')\n", "fig.figure.savefig(fig_loc+\"edistance_violinplot_utr.pdf\")\n", "plt.show()\n", "\n", "df.to_csv(loc+\"files/edist_results.csv\")\n", "#extract the significant genes above \n", "significant_genes=df[df[\"significant_adj\"]==True].sort_values(\"edist\")\n", "significant_genes.to_csv(loc+\"files/significant_genes.csv\")" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "#save df to Downloads\n", "df.to_csv(\"/Users/helenking/Downloads/edist_results_full.csv\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Correlation with Promoter Usage\n", "The authors use this notebook to investigate if the \"strength\" of a promoter (its baseline TPM) predicts its functional impact.\n", "\n", "\n", "\n", "Key Findings: The analysis (visualized in pairwise correlation matrices) showed no meaningful correlation between a promoter's usage fraction and the resulting e-distance. This means even a weakly expressed alternative promoter can trigger a massive global change in the cell's transcriptome" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "# --- column names for P1 ---\n", "x_p1 = 'edist'\n", "y_p1 = '% KD of Non-Targeted P1 Isoforms against NTC'\n", "\n", "# --- column names for P2 ---\n", "x_p2 = 'edist'\n", "y_p2 = '% KD of Non-Targeted P2 Isoforms against NTC'\n", "\n", "# significance column\n", "sig_col = 'significant'\n", "\n", "# label column\n", "label_col = 'Gene_symbol'\n", "\n", "# Convert all relevant columns to numeric\n", "for col in [x_p1, y_p1, y_p2]:\n", " df[col] = pd.to_numeric(df[col], errors='coerce')\n", "\n", "# Keep only rows with data\n", "df_clean = df[[x_p1, y_p1, y_p2, sig_col, label_col]].dropna()\n", "\n", "# --- Remove problematic values for log-scale ---\n", "# log-scale cannot handle 0, negative, or extremely small e-distances\n", "df_clean = df_clean[df_clean[x_p1] > 1e-6]\n", "\n", "# Detect outliers using IQR\n", "def find_outliers(series):\n", " q1, q3 = series.quantile([0.25, 0.75])\n", " iqr = q3 - q1\n", " lower = q1 - 1.5*iqr\n", " upper = q3 + 1.5*iqr\n", " return (series < lower) | (series > upper)\n", "\n", "df_clean['outlier_p1'] = find_outliers(df_clean[y_p1])\n", "df_clean['outlier_p2'] = find_outliers(df_clean[y_p2])" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "P1 Pearson r: 0.13\n", "P2 Pearson r: 0.05\n", "P1 sig Pearson r: 0.07\n", "P2 sig Pearson r: 0.00\n" ] } ], "source": [ "from scipy.stats import gaussian_kde\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "# Pull arrays\n", "x = df_clean[x_p1].values # e-distance (same for P1 & P2)\n", "y1 = df_clean[y_p1].values # %KD P1\n", "y2 = df_clean[y_p2].values # %KD P2\n", "sig = df_clean[sig_col].values # boolean significance\n", "\n", "# Keep only positive x for log scale\n", "mask = x > 0\n", "x = x[mask]\n", "y1 = y1[mask]\n", "y2 = y2[mask]\n", "sig = sig[mask]\n", "\n", "# Work in log10(x) space for KDE stability\n", "x_log = np.log10(x)\n", "\n", "# Grid for KDE evaluation\n", "xmin, xmax = x_log.min(), x_log.max()\n", "ymin = min(y1.min(), y2.min())\n", "ymax = max(y1.max(), y2.max())\n", "\n", "xx, yy = np.mgrid[xmin:xmax:200j, ymin:ymax:200j]\n", "\n", "# 2D KDE for P1\n", "kde1 = gaussian_kde(np.vstack([x_log, y1]))\n", "z1 = kde1(np.vstack([xx.ravel(), yy.ravel()])).reshape(xx.shape)\n", "\n", "# 2D KDE for P2\n", "kde2 = gaussian_kde(np.vstack([x_log, y2]))\n", "z2 = kde2(np.vstack([xx.ravel(), yy.ravel()])).reshape(xx.shape)\n", "\n", "# Convert grid x back to linear scale for plotting\n", "x_grid = 10**xx\n", "\n", "fig, ax = plt.subplots(figsize=(7, 6))\n", "\n", "# --- KDE contours (sns.kdeplot-style) --- #\n", "# P1: red contour lines\n", "c1 = ax.contour(\n", " x_grid, yy, z1,\n", " levels=7,\n", " colors=\"red\",\n", " linewidths=1.2,\n", " alpha=0.8,\n", ")\n", "\n", "# P2: blue contour lines\n", "c2 = ax.contour(\n", " x_grid, yy, z2,\n", " levels=7,\n", " colors=\"blue\",\n", " linewidths=1.2,\n", " alpha=0.8,\n", ")\n", "\n", "# --- Scatter points --- #\n", "# Light, semi-transparent points\n", "ax.scatter(x, y1, c=\"red\", s=15, alpha=0.3, label=\"P1 KD\")\n", "ax.scatter(x, y2, c=\"blue\", s=15, alpha=0.3, label=\"P2 KD\")\n", "\n", "# Highlight significant e-distance points with outlined markers\n", "ax.scatter(\n", " x[sig], y1[sig],\n", " facecolors=\"none\", edgecolors=\"darkred\",\n", " s=60, linewidth=1.2, label=\"P1 significant\"\n", ")\n", "ax.scatter(\n", " x[sig], y2[sig],\n", " facecolors=\"none\", edgecolors=\"navy\",\n", " s=60, linewidth=1.2, label=\"P2 significant\"\n", ")\n", "\n", "# Axes & labels\n", "ax.set_xscale(\"log\")\n", "ax.set_xlabel(\"E-distance (P1 vs P2)\")\n", "ax.set_ylabel(\"% KD Non-targeted isoforms\")\n", "ax.set_title(\"E-distance vs %KD with 2D KDE contours\\nP1 (red) and P2 (blue)\")\n", "ax.set_ylim(-100, 150)\n", "#add correlation\n", "from scipy.stats import pearsonr\n", "corr_p1, _ = pearsonr(x, y1)\n", "corr_p2, _ = pearsonr(x, y2)\n", "ax.text(0.05, 0.95, f'P1 Pearson r: {corr_p1:.2f}\\nP2 Pearson r: {corr_p2:.2f}',\n", " transform=ax.transAxes, fontsize=10, verticalalignment='top',\n", " bbox=dict(boxstyle='round', facecolor='white', alpha=0.5)\n", " )\n", "# add correlation for significant points only\n", "corr_p1_sig, _ = pearsonr(x[sig], y1[sig])\n", "corr_p2_sig, _ = pearsonr(x[sig], y2[sig])\n", "ax.text(0.05, 0.80, f'P1 sig Pearson r: {corr_p1_sig:.2f}\\nP2 sig Pearson r: {corr_p2_sig:.2f}', \n", " transform=ax.transAxes, fontsize=10, verticalalignment='top',\n", " bbox=dict(boxstyle='round', facecolor='white', alpha=0.5)\n", " )\n", "ax.legend(frameon=False)\n", "#save\n", "fig.savefig(fig_loc+\"edistance_kde_contours_off.pdf\")\n", "plt.tight_layout()\n", "plt.show()\n", "#print all the correlatiosn\n", "print(f'P1 Pearson r: {corr_p1:.2f}\\nP2 Pearson r: {corr_p2:.2f}')\n", "print(f'P1 sig Pearson r: {corr_p1_sig:.2f}\\nP2 sig Pearson r: {corr_p2_sig:.2f}')" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Already run edistance and etest between negative control and all other guides\n" ] } ], "source": [ "if os.path.exists(loc+\"/files/singlecell_shortread_analysis/edistance_full_all.csv\"):\n", " print(\"Already run edistance and etest between negative control and all other guides\")\n", " df = pd.read_csv(loc+\"/files/singlecell_shortread_analysis/edistance_full_all.csv\", index_col=0)\n", " df = df[df[\"pvalue\"]!=1]\n", " df[\"gene\"]=df.index.str.split(\"_\").str.get(0)\n", " df['neglog10_pvalue_adj'] = -np.log10(df['pvalue_adj'])\n", " df.index=df[\"gene\"]\n", " whippet=pd.read_excel(whippet_loc)\n", " df=df.merge(whippet,right_on=\"gene\",left_index=True,how=\"right\")\n", "else:\n", " #rerun the same as above but instead of between \n", " grouping_variable=\"guide_id\"\n", " negative_control=\"non-targeting_Control\"\n", "\n", " # grouping_variable=\"guide_assignment\"\n", " # negative_control=\"non-targeting\"\n", " adata_sgRNA=adata\n", " adata_sgRNA.obs[\"guide_assignment\"]=np.where(adata_sgRNA.obs[\"guide_target\"]==\"non-targeting\",\"non-targeting\",adata_sgRNA.obs[\"guide_assignment\"])\n", " data_sgRNA = scperturb.equal_subsampling(adata_sgRNA, grouping_variable, N_min=80)\n", " sc.pp.filter_genes(data_sgRNA, min_cells=3) # sanity cleaning\n", "\n", " # select HVGs\n", " n_var_max = 2000 # max total features to select\n", " sc.pp.highly_variable_genes(data_sgRNA, n_top_genes=n_var_max, subset=False, flavor='seurat_v3', layer='counts')\n", " sc.pp.pca(data_sgRNA, use_highly_variable=True)\n", " sc.pp.neighbors(data_sgRNA)\n", " estats = scperturb.edist(adata_sgRNA,obs_key=grouping_variable, obsm_key='X_pca', dist='sqeuclidean')\n", " df = scperturb.etest(adata_sgRNA, obs_key=grouping_variable, obsm_key='X_pca', dist='sqeuclidean', control=negative_control, alpha=0.05, runs=10000, n_jobs=-1)\n", " #filter df\n", " df.to_csv(loc+\"/files/singlecell_shortread_analysis/edistance_full_all.csv\")\n", " #save two versions one per guide and one per perturbation\n", " # df = pd.read_csv(loc+\"/files/singlecell_shortread_analysis/edistance_full_all.csv\")\n", " # index=tuple(zip(estats.index.str.split('_').str[0].to_list(),estats.index.str.split('_').str[1].to_list()))\n", " columns=tuple(zip(estats.columns.str.split('_').str[0].to_list(),estats.columns.str.split('_').str[1].to_list()))\n", " estats.index = pd.MultiIndex.from_tuples(index) \n", " estats.columns = pd.MultiIndex.from_tuples(columns) \n", " fig, ax = pl.subplots(1,1, figsize=[5,4])\n", " order = estats.sort_index().index\n", " order_estats=estats.loc[order, order]\n", " order_estats.index = order_estats.index.droplevel(1)\n", " order_estats.columns = order_estats.columns.droplevel(1)\n", "\n", " sns_plot = sns.heatmap(order_estats, cmap='viridis', ax=ax, cbar_kws={'label': 'E-distance'})\n", " #save to pdf\n", " sns_plot.figure.savefig(fig_loc+\"edistance_heatmap.pdf\")\n", "\n", "\n", " ax.set(xlabel=\"\", ylabel=\"\")" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
genesuccessfulKDedist_negsignificantpromoter
0ADARTrue0.3534TrueP1
1AHCYL1True0.7402TrueP1
2APPTrue0.3667TrueP1
3ARNTFalse9.8101TrueP1
4BRIP1True10.0487TrueP1
..................
37STAU2False-0.1702FalseP2
38TGIF1True-1.5769TrueP2
39TPD52L1False-0.9610TrueP2
40YWHAZTrue-1.8761TrueP2
41ZNF3True-0.0666FalseP2
\n", "

84 rows × 5 columns

\n", "
" ], "text/plain": [ " gene successfulKD edist_neg significant promoter\n", "0 ADAR True 0.3534 True P1\n", "1 AHCYL1 True 0.7402 True P1\n", "2 APP True 0.3667 True P1\n", "3 ARNT False 9.8101 True P1\n", "4 BRIP1 True 10.0487 True P1\n", ".. ... ... ... ... ...\n", "37 STAU2 False -0.1702 False P2\n", "38 TGIF1 True -1.5769 True P2\n", "39 TPD52L1 False -0.9610 True P2\n", "40 YWHAZ True -1.8761 True P2\n", "41 ZNF3 True -0.0666 False P2\n", "\n", "[84 rows x 5 columns]" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv(loc+\"/files/singlecell_shortread_analysis/edistance_full_all.csv\", index_col=0)\n", "df[\"promoter\"]=np.where(df.index.str.split(\"_\").str.get(1)==\"MP\",\"P1\",\"P2\")\n", "df[\"gene\"]=df.index.str.split(\"_\").str.get(0)\n", "df = df[df[\"pvalue\"]!=1]\n", "df[\"edist_neg\"]=np.where(df[\"promoter\"]==\"P2\",-df[\"edist\"],df[\"edist\"])\n", "\n", "#split edist to be p1 and p2 \n", "df=df.pivot(index=\"gene\",columns=\"promoter\",values=[\"edist\",\"edist_neg\",\"pvalue\",\"significant\",\"pvalue_adj\",\"promoter\"])\n", "#change the columns to be flattened \n", "df.columns = ['_'.join(col).strip() for col in df.columns.values]\n", "# df['neglog10_pvalue_adj_P1'] = -np.log10(df['pvalue_adj_P1'],where=df['pvalue_adj_P1']!=0)\n", "# df['neglog10_pvalue_adj_P2'] = -np.log10(df['pvalue_adj_P2'], where=df['pvalue_adj_P2']!=0)\n", "df[\"gene\"]=df.index\n", "df.reset_index(drop=True, inplace=True)\n", "\n", "\n", "\n", "#repeat with the ntc relative to the other guides\n", "df_2 = pd.read_csv(loc+\"/files/singlecell_shortread_analysis/edist_perprom.csv\", index_col=0)\n", "#remove the non-targeting guides\n", "df_2 = df_2[df_2[\"pvalue\"]!=1]\n", "df_2[\"gene\"]=df_2.index.str.split(\"_\").str.get(0)\n", "df_2['neglog10_pvalue_adj'] = -np.log10(df_2['pvalue_adj'])\n", "#merge the two dataframes\n", "df=df.merge(df_2, on=\"gene\", how=\"right\", suffixes=('', '_ntc'))\n", "\n", "#repeat with 1000\n", "df_3 = pd.read_csv(loc+\"/files/singlecell_shortread_analysis/edist_perprom_10000.csv\", index_col=0)\n", "#remove the non-targeting guides\n", "df_3 = df_3[df_3[\"pvalue\"]!=1]\n", "df_3[\"gene\"]=df_3.index.str.split(\"_\").str.get(0)\n", "df_3['neglog10_pvalue_adj'] = -np.log10(df_3['pvalue_adj'])\n", "#merge the two dataframes\n", "df=df.merge(df_3, on=\"gene\", how=\"right\", suffixes=('', '_ten'))\n", "whippet=pd.read_excel(whippet_loc)\n", "df=df.merge(whippet,on=\"gene\",how=\"right\")\n", "#if the promoter is P2 then the edist is negative\n", "df_melt=df[[\"gene\",\"successfulKD\",\"edist_neg_P1\",\"significant_P1\"]]\n", "df_melt.columns=[\"gene\",\"successfulKD\",\"edist_neg\",\"significant\"]\n", "df_melt[\"promoter\"]=\"P1\"\n", "df_melt_2=df[[\"gene\",\"successfulKD\",\"edist_neg_P2\",\"significant_P2\"]]\n", "df_melt_2.columns=[\"gene\",\"successfulKD\",\"edist_neg\",\"significant\"]\n", "df_melt_2[\"promoter\"]=\"P2\"\n", "df_melt=pd.concat([df_melt,df_melt_2])\n", "\n", "df_melt" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Gene (Successful KD)')" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax1 = plt.subplots(1, 1, figsize=(4,8))\n", "#show the esr1 gene with x and y of \n", "sns.scatterplot(data=df_melt[df_melt[\"successfulKD\"]==True], y='gene', x='edist_neg', hue='significant')\n", "plt.xlabel('E-Distance to Non-Targeting')\n", "plt.ylabel('Gene (Successful KD)')" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df_melt[\"gene_promoter\"]=df_melt[\"gene\"]+\"_\"+df_melt[\"promoter\"]\n", "# 1) Ensure a single numeric 'edist' column\n", "df_melt = df_melt.copy()\n", "df_melt[\"edist\"] = pd.to_numeric(np.abs(df_melt[\"edist_neg\"]), errors=\"coerce\")\n", "\n", "# 2) Remove duplicate columns (keeps first occurrence)\n", "if df_melt.columns.duplicated().any():\n", " df_melt = df_melt.loc[:, ~df_melt.columns.duplicated()]\n", "\n", "subset = df_melt[df_melt[\"successfulKD\"]].dropna(subset=[\"edist\"])\n", "\n", "palette_new = {True: \"#d81b61\", False: \"#fec111\"}\n", "\n", "sns.set_style(\"whitegrid\")\n", "fig, ax1 = plt.subplots(figsize=(8, 4))\n", "\n", "# Horizontal orientation so edist is on X\n", "sns.violinplot(data=subset, x=\"edist\", inner=None, color=\"white\", linewidth=1,\n", " orient=\"h\", ax=ax1)\n", "sns.swarmplot(data=subset, x=\"edist\", hue=\"significant\", dodge=False, size=7,\n", " palette=palette_new, orient=\"h\", ax=ax1)\n", "\n", "# Slight transparency\n", "for coll in ax1.collections:\n", " try: coll.set_alpha(0.8)\n", " except Exception: pass\n", "\n", "# 3) Label top-5 by edist (force scalar extraction)\n", "top5 = subset.sort_values(\"edist\").tail(8)\n", "for _, row in top5.iterrows():\n", " # convert to scalar robustly even if something odd slips in\n", " ed = np.asarray(row[\"edist\"]).astype(float).ravel()[0]\n", " jitter = np.random.rand() * 0.1\n", " ax1.text(ed + jitter, 0.02, str(row[\"gene_promoter\"]),\n", " ha=\"right\", va=\"bottom\", fontsize=8, color=\"black\")\n", "\n", "ax1.set_xlabel(\"E-Distance to Non-Targeting Control\")\n", "ax1.set_ylabel(\"\")\n", "ax1.legend(title=\"Significant\", loc=\"upper right\")\n", "#save to pdf\n", "fig.figure.savefig(fig_loc+\"edistance_violinplot_perpromoter_ntc.pdf\")\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
genesuccessfulKDedist_negsignificantpromotergene_promoteredist
8CUX1True1.9719TrueP1CUX1_P11.9719
4BRIP1True10.0487TrueP1BRIP1_P110.0487
26PSMC5True14.1426TrueP1PSMC5_P114.1426
12GATA3True-15.9471TrueP2GATA3_P215.9471
17MYBBP1ATrue-23.7559TrueP2MYBBP1A_P223.7559
14GTF2F1True25.0637TrueP1GTF2F1_P125.0637
17MYBBP1ATrue26.3313TrueP1MYBBP1A_P126.3313
10ESR1True-33.7209TrueP2ESR1_P233.7209
\n", "
" ], "text/plain": [ " gene successfulKD edist_neg significant promoter gene_promoter edist\n", "8 CUX1 True 1.9719 True P1 CUX1_P1 1.9719\n", "4 BRIP1 True 10.0487 True P1 BRIP1_P1 10.0487\n", "26 PSMC5 True 14.1426 True P1 PSMC5_P1 14.1426\n", "12 GATA3 True -15.9471 True P2 GATA3_P2 15.9471\n", "17 MYBBP1A True -23.7559 True P2 MYBBP1A_P2 23.7559\n", "14 GTF2F1 True 25.0637 True P1 GTF2F1_P1 25.0637\n", "17 MYBBP1A True 26.3313 True P1 MYBBP1A_P1 26.3313\n", "10 ESR1 True -33.7209 True P2 ESR1_P2 33.7209" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "top5" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#plot two scatterplot \n", "fig, ax1 = plt.subplots(1, 2, figsize=(8,4))\n", "#plot edistance p1 and p2 \n", "sns.scatterplot(data=df, y='edist', x='edist_ten', hue='successfulKD', ax=ax1[0])\n", "#hide the legend\n", "ax1[0].get_legend().remove()\n", "#plot the correlation between the two\n", "corr=df[[\"edist\",\"edist_ten\"]].corr()\n", "plt.text(0.3, 0.8, f'Correlation: {corr.iloc[0,1]:.2f}', horizontalalignment='center', verticalalignment='center', transform=ax1[0].transAxes)\n", "#plot the pvalue adj\n", "sns.scatterplot(data=df, y='pvalue_adj', x='pvalue_adj_ten', hue='successfulKD', ax=ax1[1])\n", "corr=df[[\"pvalue_adj\",\"pvalue_adj_ten\"]].corr()\n", "#mvoe the legend outisde \n", "plt.legend(bbox_to_anchor=(1.05, 1), loc='upper left', borderaxespad=0, title=\"Successful KD\") \n", "plt.text(0.3, 0.8, f'Correlation: {corr.iloc[0,1]:.2f}', horizontalalignment='center', verticalalignment='center', transform=ax1[1].transAxes)\n", "#label the points that are outliers from the correlation\n", "#change the x-axis \n", "ax1[0].set_xlabel(\"E-distance to NTC (runs=10000)\")\n", "ax1[0].set_ylabel(\"E-distance to NTC (runs=2000)\")\n", "ax1[1].set_xlabel(\"p.value to NTC (runs=10000)\")\n", "ax1[1].set_ylabel(\"E-distance to NTC (runs=2000)\")\n", "for i in df[(df[\"pvalue_adj\"]>0.3) | (df[\"pvalue_adj_ten\"]>0.3)].index:\n", " ax1[1].text( df.loc[i,\"pvalue_adj_ten\"],df.loc[i,\"pvalue_adj\"],df.loc[i,\"gene\"], horizontalalignment='right', size='small', color='black')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# --- column names for P1 ---\n", "x_p1 = 'edist_P1'\n", "y_p1 = '% KD of targeted P1 Isoforms against NTC'\n", "\n", "# --- column names for P2 ---\n", "x_p2 = 'edist_P2'\n", "y_p2 = '% KD of Targeted P2 Isoforms against NTC'\n", "\n", "# significance column\n", "sig_col = 'significant'\n", "\n", "# label column\n", "label_col = 'gene'\n", "\n", "# Convert all relevant columns to numeric\n", "for col in [x_p1, y_p1, x_p2, y_p2]:\n", " df[col] = pd.to_numeric(df[col], errors='coerce')\n", "\n", "# Keep only rows with data\n", "df_clean = df[[x_p1, y_p1, x_p2, y_p2, sig_col, label_col]].dropna()\n", "# --- Remove problematic values for log-scale ---\n", "# log-scale cannot handle 0, negative, or extremely small e-distances\n", "df_clean = df_clean[(df_clean[x_p1] > 1e-6) & (df_clean[x_p2] > 1e-6)]\n", "\n", "# Detect outliers using IQR\n", "def find_outliers(series):\n", " q1, q3 = series.quantile([0.25, 0.75])\n", " iqr = q3 - q1\n", " lower = q1 - 1.5*iqr\n", " upper = q3 + 1.5*iqr\n", " return (series < lower) | (series > upper)\n", "\n", "df_clean['outlier_p1'] = find_outliers(df_clean[y_p1])\n", "df_clean['outlier_p2'] = find_outliers(df_clean[y_p2])\n", "from adjustText import adjust_text\n", "import matplotlib.pyplot as plt\n", "\n", "fig, axes = plt.subplots(1, 2, figsize=(10, 5))\n", "\n", "# -------- P1 panel -------- #\n", "ax = axes[0]\n", "\n", "ax.scatter(\n", " df_clean[x_p1], df_clean[y_p1],\n", " c=df_clean[sig_col].map({True: \"blue\", False: \"gray\"}),\n", " alpha=0.8\n", ")\n", "\n", "label_mask = df_clean[sig_col] | df_clean['outlier_p1']\n", "texts = []\n", "for _, row in df_clean[label_mask].iterrows():\n", " t = ax.text(\n", " row[x_p1], row[y_p1],\n", " row[label_col],\n", " fontsize=8, ha='center', va='bottom'\n", " )\n", " texts.append(t)\n", "\n", "ax.set_xscale('log')\n", "ax.set_xlabel(\"E-distance (P1 vs P2)\")\n", "ax.set_ylabel(\"% KD targeted P1\")\n", "ax.set_title(\"P1: E-distance vs %KD\\n(blue = significant e-distance)\")\n", "\n", "# Let adjustText move labels to avoid overlap\n", "adjust_text(texts, ax=ax, arrowprops=dict(arrowstyle=\"-\", lw=0.5))\n", "\n", "# -------- P2 panel -------- #\n", "ax = axes[1]\n", "\n", "ax.scatter(\n", " df_clean[x_p2], df_clean[y_p2],\n", " c=df_clean[sig_col].map({True: \"blue\", False: \"gray\"}),\n", " alpha=0.8\n", ")\n", "\n", "label_mask = df_clean[sig_col] | df_clean['outlier_p2']\n", "texts = []\n", "for _, row in df_clean[label_mask].iterrows():\n", " t = ax.text(\n", " row[x_p2], row[y_p2],\n", " row[label_col],\n", " fontsize=8, ha='center', va='bottom'\n", " )\n", " texts.append(t)\n", "\n", "ax.set_xscale('log')\n", "ax.set_xlabel(\"E-distance (P2)\")\n", "ax.set_ylabel(\"% KD targeted P2\")\n", "ax.set_title(\"P2: E-distance vs %KD\\n(blue = significant e-distance)\")\n", "\n", "adjust_text(texts, ax=ax, arrowprops=dict(arrowstyle=\"-\", lw=0.5))\n", "\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "P1 Pearson r: -0.21\n", "P2 Pearson r: 0.02\n", "P1 sig Pearson r: -0.39\n", "P2 sig Pearson r: 0.06\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAArIAAAJOCAYAAABLKeTiAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdeVzM+R/A8VeHSip0oBw5IiIV1hlLrtzkWPzWfa1zsesIuWIt1joix7oWi3XEWqy1rHUssu475JYjtySp5vfHZ5uVs6hmpt7Px2Mes818m3lPZus9n+/7834baTQaDUIIIYQQQhgYY10HIIQQQgghxIeQRFYIIYQQQhgkSWSFEEIIIYRBkkRWCCGEEEIYJElkhRBCCCGEQZJEVgghhBBCGCRJZIUQQgghhEGSRFYIIYQQQhgkSWSFEEIIIYRBMohENjY2loYNGxIaGqq9bdy4cbi6uia5LFu2THv/xo0bqVWrFh4eHvTu3Zv79+/rInQhhBBCCJFG9D6Rff78OQMHDuT8+fNJbg8PD+err75iz5492kvz5s0BOH78OMOHD6dPnz78/PPPPH78GH9/f12EL4QQQggh0oiprgN4lwsXLvDVV1+h0Wheuy88PJwuXbrg4ODw2n3Lli2jXr16NG3aFIBJkyZRo0YNrl27Rv78+dM6bCGEEEIIkQ70ekX2wIEDVKhQgZ9//jnJ7VFRUdy+fZuCBQu+8fuOHTtGuXLltF87Ojri5OTEsWPH0jJcIYQQQgiRjvR6RbZt27ZvvD08PBwjIyPmzJnDrl27yJEjB506daJZs2YA3Llzh1y5ciX5Hjs7O27dupXmMQshhBBCiPSh14ns21y8eBEjIyMKFy7M559/zj///ENAQABWVlbUrl2bmJgYzMzMknyPmZkZsbGxyX6OhIQE4uLiMDY2xsjIKLVfghBCCCGEeAONRkNCQgKmpqYYG7+7eMAgE9mmTZtSo0YNcuTIAUDx4sW5fPkyK1asoHbt2pibm7+WtMbGxpI1a9ZkP0dcXBwnTpxIzbCFEEIIIUQyubu7v7Yw+SqDTGSNjIy0SWyiwoULs3//fgBy587N3bt3k9x/9+7dN24Me5vETwBubm6YmJh8XMBCvEd8fDynT5+W95swePJeFhmFvJd1J/Fn/77VWDDQRHb69OkcOXKExYsXa287e/YshQsXBsDDw4NDhw7h5+cHwM2bN7l58yYeHh7Jfo7EcgIzMzN5A4s0Fx8fD8j7TRg+eS+LjELey7qT+LNPTmmnXncteJsaNWrwzz//sGDBAq5evcry5ctZv349nTt3BqBNmzb88ssvrF69mrNnzzJ48GCqV68urbeEEEIIITIQg1yRLV26NNOnT2fGjBlMnz6dvHnzMmXKFLy8vADw8vJi7NixzJgxg0ePHlGlShUCAwN1HLUQQgghhEhNBpPIhoWFJfm6Vq1a1KpV663H+/n5aUsLhBBCCCFExmOQpQVCCCGEEEJIIiuEEEIIIQySJLJCCCGEEMIgSSIrhBBCCCEMkiSyQgghhBDCIEkiK4QQQgghDJIkskIIIYQQb9CvXz/c3NxwdXXF1dWVkiVL4uvrm2Sy6Mtmz57N0KFD3/mYrq6uhIaGJrlt165dlCxZkqCgIADatWunfU5XV1c8PDxo1qwZGzZsSJXXlZEYTB9ZIYQQQoj05u/vT4MGDQCIi4tj//79DB8+nBw5ctC0aVPtcRs3biQoKIjGjRun6PGPHTvGl19+Sdu2benbt6/29s6dO9O5c2c0Gg1Pnjxh+/bt+Pv7ExcXJ33yXyKJrBBCCCHEW1hZWeHg4KD9ulmzZmzcuJGtW7fStGlT4uLiCAwMZN26deTPnz9Fj33x4kW6d++Or68vw4YNS3KfpaWl9nlz5cpFkSJFiI6OZvLkyTRo0ABzc/OPf3EZgJQWCCGEEEKkgKmpKVmyZAEgOjqasLAwVq1ahZeXV7If4/bt23Tt2pUKFSowbtw4jIyM3vs9n332Gffv3+fQoUMfHHtGI4msEEIIIQzD/fuwbx/8+qu6vn8/XZ/+xYsXbN26lb///puaNWsCYGNjw8qVKylevHiyH+fJkyd07dqVhw8f8u2332JiYpKs73N0dMTS0pILFy58UPwZkZQWCCGEEEL/3b8PmzdDRARYWcGZMxAeDvXrg61tmj3tmDFjGD9+PAAxMTFYWFjQoUOHFNfCvmzUqFHkyZOHhIQEFi5cSJ8+fZL9vdbW1jx9+vSDnzujkURWCCGEEPovLEwlsa6uYGwMCQnqtrAwqFQpzZ62b9++1K1bFwBzc3McHBySvYL6Nra2tixcuJC1a9fy/fffU6tWrWSv6D59+hQrK6uPev6MREoLhBBCCKH/7t5VK7HG/6Yuxsbq67t30/RpbW1tcXZ2xtnZmTx58nx0EguqE0L27Nnp0KEDxYoV03YjeJ/r168TFRVF0aJFPzqGjEISWSGEEELoP3t7iIpSK7GgrqOi1O0GJjEZNjExYfz48Zw7d465c+e+9/vWrl2Lg4MD5cqVS+sQDYaUFgghhBBC/7m6qprYsDC1EhsVBU5O6nYDVqJECTp27Mjs2bOpVasWrv++nujoaCIjIwF4/PgxW7Zs4YcffmD8+PGYmkr6lkh+EkIIIYTQf7a2amNXWJgqJ7C3V0lsGm70Si99+/Zl69at+Pv7s2rVKgAWLlzIwoULAciRIwdFixZlxowZ+Pj46DJUvWOk0Wg0ug5CH8XHx3P06FE8PT1TpR5GiHeR95vIKOS9LDIKeS/rTkp+9rIiK4QeSE4jbPF+Gg1ER6tLTAw8fw5GRupiagqWlmBtDWZm6jYhhBCGTRJZPeXj48ONGze0X5uampI/f35at25Nx44dXzt+9uzZXLlyhW+//TbVHjMzunbtGgEBARw9ehQnJyeGDRuGt7f3G4/VaDT88MMPrFy5kocPH+Lu7k5AQAAuLi6vHdelSxcaNmwo87FTQUyMKpMLD4dr19QlIkKdaXzwAF68eP9jmJmps5J58qhLwYJQpAi4uICj43+booUQQug3SWT12LBhw6hfvz4AcXFx7N+/n+HDh5MjRw6aNm2qPW7jxo0EBQUlqzlzch8zM9JoNPTu3ZtixYqxdu1atm3bRp8+fdi8eTNOTk6vHb9y5UoWLlzIhAkTKFiwIPPnz6dbt25s3ryZrFmzApCQkMD48eP5+++/adiwYXq/JIOn0ahE9ehRdTlxAq5c+W/TMqiVVQcHlZgWKwY5c6qVVwsLSBxFnpAA8fHw9KnaH/LoEURGwoULcPhw0ue0sQEPD3X55BMoUUISWyGE0FeSyOoxa2trHBwctF83a9aMjRs3snXrVpo2bUpcXByBgYGsW7eO/Pnzp8pjZmb79+/n2rVrrFy5EktLS4oUKcK+fftYu3Ytffv2fe34devW0blzZ2rUqAHA6NGjKV++PIcPH6ZKlSrcvn2br7/+muvXr2NjY5PeL8dgRUdDaCjs3asut2//d5+TE1SvrhLWokWhQAHIm1etsH6op0/h8mW1wnv+vEqW9+6F3bvV/TlzQuXK4OOjrv8dry6EEEIPSCJrYExNTcny71/S6OhowsLCWLVqFYsXL06Vx9RoNAQHB7NixQpiYmIoV64cI0eO1K5IXrhwgQkTJnD48GHi4uJwd3cnMDCQIkWKEBoair+/P1WrVmXjxo306NGDhg0bMmLECI4cOYKFhQX169dn6NChZMmSRTuab8WKFURGRuLh4cGIESO0rUdcXV2ZNGkSP/zwA5cvX6Z06dJMnDjxjUl7SEgIq1atws7Ojv379zNq1Cji4uLw9/cnLCwsWT+HY8eO4ebmhqWlpfa2smXLcvTo0TceP3jwYPLly6f92sjICI1Gw5MnTwA4deoUjo6OTJ8+nRYtWiQrhswqOhp27oTt21USGRurbi9QAFq1gjJlwNMzbdpFZssGJUuqS6KYGDh1So1y37MHNm1SFxsbqFULGjWCUqWkzlYIIXRNTpgZiBcvXrB161b+/vtvatasCYCNjQ0rV65M9li75DzmsmXL+PXXX5kyZQo///wzdnZ2dO7cmRcvXpCQkMAXX3xB3rx5+eWXX1i5ciXx8fFMnjxZ+5g3btwgNjaWkJAQGjZsSGBgIJaWlqxfv55Zs2bx+++/a1uLzJo1i4ULFzJs2DDWrVtH3rx56dq1K9HR0drHCwoKYvjw4YSEhPDgwQOmTZv21tdz5MgRXFxcWLVqFd7e3tSvX589e/Yk++cRGRlJrly5ktxmZ2fHrVu33nh8uXLlyJMnj/br1atXExcXR9myZQFVkzxp0iRsM0BrmLSQkACHDsGoUVCnDgQEwK5dULo0DB4M69dDSIj671q10rfnuYUFlC0LffrAypXw66/Qrx/kyqVi6tQJ2reHjRv/S7qFEEKkP1mR1WOjRo0iMDAQgJiYGCwsLOjQoUOyamE/9DHnz5/PqFGjqFChAgBjx47F29ub3bt3U7FiRVq3bk3btm21q5bNmjVj/vz5SZ6ja9euODs7AyqxLVmyJE5OTjg7OzNv3jxsbGzQaDQsW7aMgQMHapPowMBAateuzYYNG2jdujUAnTp1otK/M7TbtGnDTz/99NbXZmRkRM+ePbGwsNDe9vJ/v8+zZ88we+UctZmZGbHJyFSOHTvGxIkT6dKlS5LSDfG6p09VAvjzz3D1qrrN3R0aNFCn7/Ux73d0VIlr+/Zw7hysXatWaEePhhkzoF07aNEC/i2NFkIIkU4kkdVj/fr1o06dOgCYm5vj4ODw0b3s3vWYT58+5datWwwYMADjl3a3xMTEcPnyZXx8fGjTpg3r16/n5MmTXLx4kdOnT2P/ylLZy6fbu3btyrBhw/jjjz+oVq0a9evXx83Njbt37/Lw4UM8PDy0x2bJkoVSpUoRHh6uvS0xIQawsrLixTu2pNvZ2SU7cd2wYQOjRo3Sfj1mzBjMzc15+PBhkuNiY2Pf+5hHjhyhW7duVKtWjS+//DJZz58Z3b4Ny5bBL7+oUgIbG5UYNmoEhQrpOrrkK1YM/P3Vau2GDfDTTzB9OixdqlZqW7SQOlohhEgvksjqMTs7uySJXFo/Znx8PADTp0+n0CuZRfbs2Xn69CktWrQgZ86c+Pj40LBhQy5evKidPJLIPHGrONC4cWMqVarEtm3b+Ouvv+jXrx/dunWja9eub40h4aUt6VlSkBG8/Lzv4+PjkySJtrOzIyIiggsXLiQ57u7du6+VG7wsNDSUL774gipVqjBlypQkHwCEcvUqLF4MmzdDXJzapPXZZ1Cv3n9dBQyRtTX873/QsqVKzhctgilTYPVq+OorqFJF1xEKIUTGJ391hZaNjQ12dnZERkbi7OyMs7Mzjo6OTJ48mUuXLnHgwAHu3LnDkiVL6Nq1K5UrVyYiIoJ3DYebOnUq9+7do02bNsydO5f+/fuzdetWrK2tsbe3T7KR6sWLF5w6deq1JDotWFlZaV+js7MzVlZWeHh4cOrUKWJiYrTHHTp0KEnC+7Jz587Rs2dPqlatyrRp01KUdGcGd+7AuHFqhXLDBlU+MGMGLF8OTZsadhL7MjMzlcyuWwc9e6rX/eWX6hIRoevohBAfo1+/fri5ueHq6oqrqyslS5bE19c3yQZrjUbDvHnz8PHxoUyZMnTo0OG1RZGXubq6EhoamuS2Xbt2UbJkSYKCggBo166d9jldXV3x8PCgWbNmbNiwIU1epyGTFVmRRMeOHZk2bRp2dnYULlyY4OBgDh8+zPjx47l48SLR0dFs27aNUqVKsW/fPn766SesrKze+ngXL15k7NixjBw5EhMTE3bu3Imbm5v2uWbMmEGuXLlwdnbmhx9+4Pnz59o+tx8rJiaGJ0+eJLtmtXz58jg6OuLv70+vXr3YsWMHx48fZ8KECYAqM3j06BG2traYmJgwcuRI7fEPHjzQPo61tXWKanMzmidPYOFCVQMbG6s6DnzxhbrOyMzNoUsXVSoRFAS//aZWnvv1g+bNpRetEIbK39+fBg0aAG/uv56cnuLvcuzYMb788kvatm2bpNVj586d6dy5s7Ybzvbt2/H39ycuLk6G67xEElmRRJcuXXj69CkjR44kKiqKUqVKsWDBArJnz46Xlxe9e/dmzJgxPH/+HFdXV0aOHMnw4cO5/XKzz5eMHj2aMWPG0K5dO+Li4qhevTrDhw8H1P+kUVFRBAQEEBUVhZeXF0uXLk21Xf6bN29OUfstExMTgoODGT58OH5+fjg7OzNr1ixt67EjR47Qvn17tm/fjrm5OUeOHAGgevXqSR5nwoQJmfKXTEKC6jQQHAwPH6pa0j59oFKlzNWmKlcuCAxUCe3YsTBxIuzYAWPGqMENQgjDYmVl9c7+6+/rKf4uFy9epHv37vj6+jJs2LAk91laWmqfN1euXBQpUoTo6GgmT55MgwYNUlROl5EZad51XjgTi4+P5+jRo3h6en70Bish3ichIYEjR44Y7Pvt9GkYPx7CwsDODvr2hfr1ZRXy6VOYNk2VHeTMqRLbf5twZFjyu1NkFPHx8VSrVo0BAwa81gu8R48eWFhYMH36dA4ePEi+fPm07Rjj4uIoV64c3377Lb6+vq89rqurK0uWLKFgwYK0adOGUqVKMXXq1CT/v7Rr147y5cu/Nozn5s2bVK9enUWLFlG5cuU0eNX6ISW/RzL5nxkhxMeIjlYbnDp2VONeO3RQSVvDhpLEghq2MHy4WpWNjVUJ/uzZSUfsCiGS7/59Najk11/V9f376fv8b+q//r6e4m/y5MkTunbtysOHD/n222+T/aHP0dERS0vLd9bgZjZSWiCE+CChoWqF8fZtNcRg+HAoUkTXUemnmjWhRAkYOhQWLICLF9XPTvrOCpF89++r7icREWBlBWfOqNHS9eunbf/pMWPGMH78eOD9Pd2T21N81KhR5MmTRzvhsk+fPsmOx9ramqdPn6b8hWRQksgKIVLk2TPVfWD1arC0VMmZn5+swL6PkxPMn6+GKGzdCt27w/ffS92sEMkVFqaSWFdX9fsmIUHdFhaWtiU7ffv2pW7dusC7e7qnpKe4ra0tCxcuZO3atXz//ffUqlUr2VM6nz59+s5N1pmN/OkRQiTbmTOqd+rq1aoLwcqVqr2WJLHJY2amaom7dVM/yw4d1OqsEOL97t5VK7GJv2+MjdXXd++m7fPa2tpqWzXmyZPnjUlsaGgonTt3pmLFisnqKe7v70/27Nnp0KEDxYoV03YjeJ/r168TFRVF0aJFP/j1ZDTy50dP+fj4JOkhlxq965LzmJmJRqPhu+++o2LFipQvX55JkyYlGcbwqmvXrtGxY0c8PT2pX78+e/bsSXL/2rVr8fX1xcvLi5YtW3Lo0KG0fgnpRqNR/V87dYKbN2HgQJgzR60yipQxMoIePVRpwb17amU2mY01hMjU7O0hKuq/GvOEBPX1K8Ml092H9BRPTIZNTEwYP348586dY+7cue/9vrVr1+Lg4EC5cuU+Ou6MQkoL9NiwYcO0PVVTq3fd+x4zM1m0aBEbN25k5syZxMXFMWjQIOzs7OjSpctrx2o0Gnr37k2xYsVYu3Yt27Zto0+fPmzevBknJyd27drF2LFjCQwMxMPDg3Xr1tG9e3c2b95M7ty5dfDqUs/jx+p0+K5dkD8/TJgAyTwDJt6hfn01HWzIENVnNygISpXSdVRC6C9XV1UTGxamVmKjotSHaVdX3cb1sT3FS5QoQceOHZk9eza1atXC9d8XFB0dTWRkJACPHz9my5Yt/PDDD4wfPx5TU0nfEsmKrB6ztrbGwcEBBwcHHB0dadasGZUqVWLr1q0ASXrXFSpUiNGjR/Pw4UMOHz78wY+ZmSxZsoR+/fpRrlw5KlasyNdff81PP/30xmP379/PtWvXGDt2LEWKFKFHjx54enqydu1aQP1bNG3alMaNG+Ps7Ez//v2xt7dn586d6fmSUl14OLRvr5JYX1/46SdJYlNT1aqqPVdsLPTqBceP6zoiIfSXra36AFi1qvpQXbVq2m/0ep/IyEiOHDnChQsXqF69Ot7e3trL5s2bk/04ffv21SbDiSUGCxcu1D5W27Zt2bdvHzNmzKBJkyZp9XIMkqT0BsbU1FR72mLw4MHky5dPe5+RkZF2AsiHPqZGoyE4OJgVK1YQExNDuXLlGDlypHYowIULF5gwYQKHDx8mLi4Od3d3AgMDKVKkCKGhofj7+1O1alU2btxIjx49aNiwISNGjODIkSNYWFhQv359hg4dSpYsWbS7NVesWEFkZCQeHh6MGDFC+2nU1dWVSZMm8cMPP3D58mVKly7NxIkTyZ8//2uvISQkhFWrVmFnZ8f+/fsZNWoUcXFxbx2IcPv2bW7evMknn3yiva1s2bLcuHGDO3fukCtXriTHHzt2DDc3NywtLZMcnzhit2vXrmTLlu2150npv4U++eMP1cT/xQu1atiiReYabJBeypeHmTPVBLAvv4QffgAXF11HJYR+srVN317MM2bMwNPT8633Ozg4JHvoTqI3HW9hYcEff/yh/Xrp0qUpeszMTFZkDURq9a5732MuW7aMX3/9lSlTpvDzzz9jZ2dH586defHiBQkJCXzxxRfkzZuXX375hZUrVxIfH8/kyZO1j3njxg1iY2MJCQmhYcOGBAYGYmlpyfr165k1axa///47q1atAmDWrFksXLiQYcOGsW7dOvLmzUvXrl2Jjo7WPl5QUBDDhw8nJCSEBw8eMG3atLe+niNHjuDi4sKqVavw9vZ+Yx1rosTTNS8nrPb/FlrdunXrjce/mtza2dlpjy1ZsiQFCxbU3rdr1y4uX75MxYoV3xqvvtJoVP2rv7/qgzpvHrRsKUlsWvLyUv14Y2LUNLQbN3QdkRBCGAZZkdVjo0aNIjAwEEjd3nXvesz58+czatQoKlSoAMDYsWPx9vZm9+7dVKxYkdatW9O2bVvtymSzZs2YP39+kufo2rUrzs7OgEpsS5YsiZOTE87OzsybNw8bGxs0Gg3Lli1j4MCB2iQ6MDCQ2rVrs2HDBlq3bg1Ap06dqPTvx+82bdq89dQ/qBXpnj17JqlJelt9UkxMDABmZmba2xL/OzY29rXjnz17luTYxOPfdOzVq1fx9/enUaNGlCxZ8q3x6qPY2P/aQ7m5qeRK2kOlj/LlYdw41c6sd29YuFC3p0yFEMIQSCKrx/r160edOnWA1Otd967HfPr0Kbdu3WLAgAFJWofExMRw+fJlfHx8aNOmDevXr+fkyZNcvHiR06dPa1cyE71c7tC1a1eGDRvGH3/8QbVq1ahfvz5ubm7cvXuXhw8f4uHhoT02S5YslCpVivDwcO1tiQkxqHnXL168eOtrs7OzS1ZhPSRNWhPnVScmpW/aKGdubs7Dhw+T3BYbG/va8126dIlOnTqRP39+xo0bl6xY9MXDh6obwfHj4OOjdtUn88cpUknNmmol/Jtv1L/FvHmqZZcQQog3k0RWj9nZ2SVJ5N4kNDSUL774gipVqiSrd927HjM+Ph6A6dOnU6hQoST3Zc+enadPn9KiRQty5syJj48PDRs25OLFiyxcuDDJsYmJIUDjxo2pVKkS27Zt46+//qJfv35069aNrl27vjWGl1tgJaeNyZue930SOwlERkZqE+/EcoM3rWjnzp37tdZmd+/eTVJucP78eTp27Ej+/PmZP39+spNqfXDzploFvHpVbe7q00d6w+qKn58qLfjxR7VCO2aMlHUIIcTbyJ8qA/YhvevexcbGBjs7OyIjI7XNnx0dHZk8eTKXLl3iwIED3LlzhyVLltC1a1cqV65MREQEGo3mrY85depU7t27R5s2bZg7dy79+/dn69atWFtbY29vr90sBapm99SpU68l0Wkhd+7cODk5Jen1eujQIZycnF6rhQXw8PDg1KlT2pKExOMTV5Tv3LlD586dcXZ2ZsGCBQY1dSU8HDp3hmvXYNAgtelIkljd6t1b7cjevBmWLdN1NEIIob/kz5UBe7V3XWRkJJGRkUmSrZTq2LEj06ZN488//+Ty5cuMGDGCw4cPU7hwYXLkyEF0dDTbtm3j+vXrrF69mp9++umNdaKJLl68yNixYzl79iznz59n586duLm5aZ9rxowZ/Pnnn4SHhxMQEMDz58+1fW4/VkxMjHaV9U3atGnDd999R2hoKKGhoUyZMoX27dtr779//752nnX58uW1P+vz588zb948jh8/TosWLQCYOHEiCQkJjB8/Xtv7LzIyUu/nYZ84AV27woMHauLUZ5/pOiIB6oPEuHFQuLAaB7x/v64jEkII/SSlBQYqsXcdQPXq1ZPcN2HCBPz8/D7ocbt06cLTp08ZOXIkUVFRlCpVigULFpA9e3a8vLzo3bs3Y8aM4fnz57i6ujJy5EiGDx/O7du33/h4o0ePZsyYMbRr1464uDiqV6/O8OHDAejcuTNRUVEEBAQQFRWFl5cXS5cuxTaVdrhs3rz5re23El/rvXv36NOnDyYmJrRo0YKOHTtq72/RogXNmjWjb9++mJiYEBwczPDhw/Hz88PZ2ZlZs2bh5OSERqNh27ZtxMTE4Ovrm+Q5+vTpQ9++fVPl9aS2I0dUu6eEBNXL1AAbLGRo2bLB99+rkcABAWqymmy8E0KIpIw07zovnInFx8dz9OhRPD0937jBSojUlJCQwJEjR9Lt/fbPPzBggFr5mzED3tEmUejY9u2qj2+ZMjB7Nuj7ryP53SkyCnkv605KfvZSWiBEJnPggFqJNTWFWbMkidV3NWtCq1Zw+LAaliCEEOI/ksgKkYkcPqxWYs3NITgY3N11HZH+i42NJzY2Xqcx9O+v5skvXChjbIVIT/369cPNzQ1XV1dcXV0pWbIkvr6+LF68+I3Hz549m6FDh37Qc4WGhmonW36soUOHauPQaDQEBATg6elJzZo1CQoKol27dqnyPO9y7dq1dBnTLjWyQmQSx4+rhMjERK3E/rvnTrzBgwfPWLToKHPnHuLcuXsAFC6ck+7dy9C1axns7Czf8wipy8wMAgPh889h1ChVL/uGdsdCZGh3T53iaHAwF9avJ+bhQyxy5MClaVM8e/XCPg2Hz/j7+9OgQQMA4uLi2L9/P8OHDydHjhw0bdpUe9zGjRsJCgp649Ci5PDy8nrrNMqUStyLAnD27FlWrVrFvHnzcHV1xdraOl0S2WHDhlG+fHk+/fTTNH0eWZEVIhM4e1a11UpIUDWxksS+3cmTd3B3n81XX23l/v1nfPZZSVq3LsXTp7EMHbodN7dgDh2KSPe4CheGXr1Um7SZM9P96YXQGY1Gw94xY1hcqhRHg4Mxy56dfNWqYZY9O0eDg1lcqhR7x4x5ZyvIj2FlZYWDgwMODg44OjrSrFkzKlWqxNatWwGV3I4aNYphw4aRP3/+D34eMzOzd07mTAlra2usra0BePLkCQDVqlUjT548ZMuWjRw5cqTK8+gDSWSF0ANpuefy6lXo21eNn506VWpi3+XmzSfUrr2UO3eeEhxcn2vXBrByZQtWrGjO1asDWLCgMY8fP6du3WVcufIw3eNr21b9+61aJSUGIvM4OGUKe0ePJneZMrT5+286nTpFi99+o9OpU7T5+29yeXmxd/RoDk6Zkm4xmZqaanu3R0dHExYWxqpVq/Dy8nrv9y5ZsoQaNWrg7u6On58fBw8eBF4vLbh27RodO3bEw8ODRo0asWDBAnx8fAAICQmhXbt2zJgxgwoVKlCuXDkmTJig/VuSWFoQGhqqXX0tXrw4QUFBr5UW7Nq1i2bNmuHh4UHjxo3Zt28foP4uzZkzBx8fH0qVKoW3tzczX/oU3a5dO2bPnk2XLl0oXbo0devWZffu3drnP3DgADNnzkzz1V9JZIXIwO7eVVO6Hj2Cb7+FTz7RdUT6bcaMUG7dimLBgsb07PkJ0dGm7NsHv/4Khw6Z0LSpF8uWNePevWdMmbIv3eMzNoYRI9RGvXHj4B0Tm4XIEGIePuTvUaOwdXWl1Z9/krdyZYz+HXVnZGRE3sqV+WzHDmxdXfl71CieP3qUpvG8ePGCrVu38vfff1OzZk1ADRNauXIlxYsXf+/3nz59mkmTJjFq1Ch+++03ypUrR//+/ZNMtAS1ytujRw9sbGxYu3Yt3bt3T5JEghpPf+nSJVasWEFAQABLlixh7969SY7x8vIiKCgIgD179tC5c+ck958/f56ePXtSu3ZtfvnlFxo2bEivXr2IjIxk/fr1/Pjjj4wfP54tW7bQu3dvgoKCOHXqlPb758yZQ4MGDdi4cSPFixcnICCAhIQEhg8fjpeXF507d9Y+f1qRRFaIDCoqSpUTRETA8OFQrZquI9JvsbHxzJ9/BBcXW/73v9Lcv68ma+3erU7n796tvq5evQSlSuXixx+P8fTp24eBpJWCBdUktosXYcmSdH96IdLV6SVLiIuOpvzQoZhnz/7GY8yzZ+eTIUOIi47mVBr8TzFmzBi8vLzw8vKidOnSDBkyhA4dOnxQLeyNGzcwMjLCycmJfPny0b9/fyZPnvxaIrt//35u3rzJN998g4uLC40aNeLzzz9Pckx8fDyBgYEULlyYJk2aULx4cU6cOJHkGDMzM7L/+3NzcHAgW7ZsSe5fs2YNZcqUoVevXhQsWJDu3bvToUMHHj9+jKOjIxMmTKBSpUrky5ePNm3a4ODgwPnz57Xf/+mnn+Ln50eBAgXo2bMnN2/eJDIyEmtra7JkyYKlpWWalzFIIitEBvTihRo3e+6cqqts0kTXEem/S5cecPduNM2aFcfY2IiwMPUhwNUV8udX1xERcO6cES1alODx4+eEhd3TSawdO0KhQrBgAdy8qZMQhEgX1/89Ve3aqtU7jyv+71jCxONTU9++fVm/fj3r169nx44dHDx4kEGDBn3QY3l7e1OsWDEaNWpEs2bNWLhwIYULF8bUNOne+7CwMAoVKpRk3LnnK3VhdnZ2Se63srIiLi4uRfFcunSJkq9slOvfvz9FihShYsWK5MyZkylTptCrVy9q1KhBZGRkkqS7YMGCSZ4fSHEMH0sSWSEyGI0GJkxQQw9atIBOnXQdkWGIi1O/nLNmVX9Q7t4FKyt1Oh/UtZWVuj1rVlUb9+KFbtpyZcmiPqgk1j0LkVHFP3+Osakppu9p02GaNSvGpqbEf8SI9rextbXF2dkZZ2dn8uTJ81HDEbJmzcrq1av58ccfKV++PCEhIfj5+b02HdPExOS1vROvfm1mZvba46d0v8WrCfTLVq9eTceOHXn+/Dl16tRh8eLF5MmTJ8kxiXXCHxPDx5JEVogM5scfYcMGqFxZJTv/lpOJ98ib1wZTU2P27r0OgL29Ks9IXHxISFBf29vD3r3XMDKCAgXefKozPZQvDz4+8OefasiFEBmRVb58JMTFcfeVU+avunviBAlxcVjly5dOkX2YI0eOMHfuXCpWrIi/vz9btmzh+fPnHDp0KMlxRYsW5fLly0RFRWlve7k2NbU4Oztz9uzZJLe1bt2aTZs2sWLFCnr37s2wYcNo2rQpOXPm5N69e+meqL6PJLJCZCDbt6vWTEWLqlVZmaqYfDlyWODnV4Jt2y5y6tQdXF3ByQnCwlSNbFiY+trM7D6//nqO+vWL4uhordOY+/dXPWanTPkv4RYiIynZvj0AR2bNeudxifeX6tAhzWP6GBYWFsyaNYvVq1dz/fp1Nm3aRHR09GuDECpVqoSjoyMBAQGEh4ezZcsWlqRB/W+bNm04ePAgixYt4sqVK8ydO5fz589Trlw5cubMyb59+7h06RInT55kwIABvHjxgtjY5O0NsLS05PLly9y7l7YlWJLICpFBnDsHI0eCnR1Mmwav1PSLZBgwoCJGRtCs2c88fvyQ+vWhalVVI1u1Knh6PqZDh5UkJGgYOLCSrsPFyUkNSQgPV6vwQmQ0jhUq4FixIsfnzePkjz++8ZiTixdzfN48HCtWJE/58ukcYcqUKFGC8ePHM3/+fOrVq8ecOXOYPHkyRYoUSXKcsbExQUFB3L59myZNmhAcHIyfn98bT+V/jAIFChAUFMTatWtp2LAhv//+O3PmzCF37twMGzaMqKgomjRpQt++fXF1daV27dqcOXMmWY/dsmVLdu/eTdeuXVM15lcZafRtjVhPxMfHc/ToUTw9PT+qHkaI5PjY99uDB9CuHdy7B/PmyejZjzF37kF69tyEmZkJrVuXon79ohgZwdat4fz00wmePYtjypQ6epHIAjx9Ck2bqpZcISG6n/glvztFant89SorvL15cu0a+WvUoHTXrlgXKMCTq1c5Pn8+13bswDp/ftrs2YNNgQKp9ry6fC/fu3eP06dPU7VqVe1t8+fPZ+fOnSxdujRdY9GFlPzsZUStEAYuLg6GDIFbt9SKrCSxH6dHj3I4O+dg3Lhd/PjjMX788Zj2vvLl8zJsmDdNmry/X2R6yZYNunWDSZNgxQrVmkuIjMSmQAH+t38/f339NefWrOHajh3a+4yzZKF4mzZU/+47rJycdBhl6uvZsyfDhg3j008/5cqVK/z444988cUXug5L70giK4SB+/57OHwYWreGDxzxLV7h6+uCr68LJ0/e4dSpO2g0UKKEPR4eed7/zTrg5wc//QRLl0LLlmCt29JdIVKdlZMTDZcv5+nUqVzcvJnnDx9iniMHhevXJ1vu3LoOL9XZ2dkxbdo0pk+fzoQJE7C3t+fzzz+nbdu2ug5N70giK4QB27JFjSstU0Zt/BGpq1SpXJQqlUvXYbyXqalalR09GpYvhx49dB2REGkjW+7cuGeSnoK1atWiVq1aug5D78lmLyEM1MWLakypvb0aP/uOdoAiE6hXDwoUUCuzjx/rOhohhEgfksgKYYCio/9riP/tt2Brq+uIhK6ZmED37uq9sWKFrqMRQoj0IYmsEAZGo1ErsVeuwJdfwitTC0UmVqeOWpVduVJ1MxBCiIxOElkhDMwvv8DWrVC9Okjdv3iZsTF07AhPnqjaaSGEyOgkkRXCgFy8CJMnQ+7cqtWWjJ8Vr6pXT70/VqxQpSdCCJGRSSIrhIF4/hz8/eHFC/jmG7Cx0XVEQh9lyQL/+x/cvw+bN+s6GiGESFuSyAphIKZOVaNIv/gCPDx0HY3QZ02bgpWV6iubkKDraIRIffHx6fPG7tevH25ubri6uuLq6krJkiXx9fVl8eLF2mM0Gg3z5s3Dx8eHMmXK0KFDBy5cuJDi5woNDcXV1TVV4h46dChDhw7VxhcQEICnpyc1a9YkKCiIdu3apcrzvMu1a9fYuXNnmj+PNOwRwgDs3g1r1kC5cqoGUoh3sbSE5s3hxx9h717w9tZ1REJ8vP37rzNr1j+sX3+WqKhYrKzMaNq0OL17f0LFivnS7Hn9/f1p0KABAHFxcezfv5/hw4eTI0cOmjZtysqVK1m4cCETJkygYMGCzJ8/n27durF582aypmBmtJeXF3v27EmVmIcPH67977Nnz7Jq1SrmzZuHq6sr1tbW6ZLIDhs2jPLly/Ppp5+m6fPIiqwQeu7+fQgMVNOaxoxRG3qEeJ/PPlPvFWnFJQydRqPhq69+p1KlBSxbdpySJR1o1aokJUs6sGzZcSpVWsBXX/2ORqNJk+e3srLCwcEBBwcHHB0dadasGZUqVWLr1q0ArFu3js6dO1OjRg0KFSrE6NGjefjwIYcPH07R85iZmeHg4JAqMVtbW2P974i/J0+eAFCtWjXy5MlDtmzZyJEjR6o8jz6QP4lC6LHEVlv378PQoWoTjxDJkSsX1KwJoaFqk6AQhmrs2J18//1+vL0LcOJET/bv78rPP7dg//6unDjRE2/vAnz//X7Gjk3709iJTE1NyZIlCwCDBw+m8UvzwY2MjNBoNNoE8lVLliyhRo0auLu74+fnx8GDB4HXSwuuXbtGx44d8fDwoFGjRixYsAAfHx8AQkJCaNeuHTNmzKBChQqUK1eOCRMmaJP5xNKC0NBQ7epr8eLFCQoKeq20YNeuXTRr1gwPDw8aN27Mvn37APUBYs6cOfj4+FCqVCm8vb2ZOXOm9vvatWvH7Nmz6dKlC6VLl6Zu3brs3r1b+/wHDhxg5syZab76K4msEHpswwbYtQvq1lUXIVKiTRt1/fPPuo1DiA917140Eybswd09F7///vlrI6NLlVK3u7vn4ttv/+beveg0jefFixds3bqVv//+m5o1awJQrlw58uTJoz1m9erVxMXFUbZs2de+//Tp00yaNIlRo0bx22+/Ua5cOfr370/CK8XscXFx9OjRAxsbG9auXUv37t2TJJEAR44c4dKlS6xYsYKAgACWLFnC3r17kxzj5eVFUFAQAHv27KFz585J7j9//jw9e/akdu3a/PLLLzRs2JBevXoRGRnJ+vXr+fHHHxk/fjxbtmyhd+/eBAUFcerUKe33z5kzhwYNGrBx40aKFy9OQEAACQkJDB8+HC8vLzp37qx9/rQiiawQeioiAqZMUStrQ4boOhphiNzdoUQJ1b1ABiQIQ7R48VGeP49n6FBvLC2zvPEYS8ssDBlShZiYOBYvPprqMYwZMwYvLy+8vLwoXbo0Q4YMoUOHDklWYRMdO3aMiRMn0qVLlzeWCdy4cQMjIyOcnJzIly8f/fv3Z/Lkya8lsvv37+fmzZt88803uLi40KhRIz7//PMkx8THxxMYGEjhwoVp0qQJxYsX58SJE0mOMTMzI3v27AA4ODiQLVu2JPevWbOGMmXK0KtXLwoWLEj37t3p0KEDjx8/xtHRkQkTJlCpUiXy5ctHmzZtcHBw4Pz589rv//TTT/Hz86NAgQL07NmTmzdvEhkZibW1NVmyZMHS0jLNyxhks5cQeighQdXFRkervrHSakt8CCMjaNkSxo5VyWzLlrqOSIiU2bfvOgDNm5d453HNm7vx+efr2L//RqrH0LdvX+r+e0rM3NwcBwcHTExMXjvuyJEjdOvWjWrVqvHll1++8bG8vb0pVqwYjRo1ws3NjZo1a9KyZUtMTZOmY2FhYRQqVAgrKyvtbZ6enmzatEn7tZ2dXZL7raysiIuLS9Fru3TpEiVLlkxyW//+/QEoUqQIx44dY8qUKYSHh3PmzBkiIyOTJN0FCxZM8vxAimP4WLIiK4QeCgmBf/4BPz+oUEHX0QhDVqeO2ii4erWquRbCkMTGxmNqaoyZ2euJ48vMzU0wNTUmNjY+1WOwtbXF2dkZZ2dn8uTJ88YkNjQ0lM6dO1OxYkWmTJmC8Vt25WbNmpXVq1fz448/Ur58eUJCQvDz8+P27dtJjjMxMXlt89qrX5uZmb32+Cnd8PZqAv2y1atX07FjR54/f06dOnVYvHhxkhIKQFsn/DExfCxJZIXQMxERMH065MkDb/lQL0SyWVhAgwZqw9crZx2F0HvOztmJi0vg8OGb7zzu0KGbxMUl4OycPZ0i+8+5c+fo2bMnVatWZdq0aW9M7hIdOXKEuXPnUrFiRfz9/dmyZQvPnz/n0KFDSY4rWrQoly9fJioqSnvby7WpqcXZ2ZmzZ88mua1169Zs2rSJFStW0Lt3b4YNG0bTpk3JmTMn9+7dS/dE9X0kkRVCj2g06jTws2dqBO0r5UxCfJBmzdR1SIhu4xAipTp18gJgxowD7zwuKOjAv8d7pnVIrxk5ciSOjo74+/vz4MEDIiMjiYyMJCYm5rVjLSwsmDVrFqtXr+b69ets2rSJ6Ojo1wYhVKpUCUdHRwICAggPD2fLli0sWbIk1WNv06YNBw8eZNGiRVy5coW5c+dy/vx5ypUrR86cOdm3bx+XLl3i5MmTDBgwgBcvXhCbzNnXlpaWXL58mXv37qV63C+TRFYIPfLLL3DwoCopKF9e19GIjKJIEbXx648/4C0dgYTQS2XKOFK9ekGWLDlGUFDoa/drNBqCgkJZsuQY1asXxMvLMV3ji4yM5MiRI1y4cIHq1avj7e2tvWx+w4zoEiVKMH78eObPn0+9evWYM2cOkydPpkiRIkmOMzY2JigoiNu3b9OkSROCg4Px8/N752rvhyhQoABBQUGsXbuWhg0b8vvvvzNnzhxy587NsGHDiIqKokmTJvTt2xdXV1dq167NmTNnkvXYLVu2ZPfu3XTt2jVVY36VkUbf1oj1RHx8PEePHsXT0/ON9TBCpKb4+Hh27DhJYGBpsmUzYtUqNWJUiNSyYYNa7R86FFq0SLvnkd+dIrXduhVFtWqLOH/+PmXLOtK1axkKFMjO1auPmD//MIcO3aRoUVt27epEnjyp94tTl+/le/fucfr0aapWraq9bf78+ezcuZOlS5emayy6kJKfvazICqEHNBr48cfcPH2qEg1JYkVqq1VLja7dsEHXkQiRMnnyWLF3bxd69CjL2bN36dlzEw0aLKdnz02cPXuXHj3Ksndvl1RNYvVBz549Wb58OTdu3GDv3r38+OOP+Pr66josvSPtt4TQAzt2wKFD1jRqpKFaNSNdhyMyIEtLqF1bla+cPw9Fi+o6IiGSz97ekjlzGjJxYi22bbvIw4cx5MhhQa1ahcme3ULX4aU6Ozs7pk2bxvTp05kwYQL29vZ8/vnntG3bVteh6R1JZIXQsSdPYPJkY7Jli+frr6XSR6SdJk1UIvvrrzBwoK6jESLlsme3oHlzN12HkS5q1apFrVq1dB2G3pPSAiF0LDgY7t+HNm3uYGur62hERubuDgUKwJYtEJ/67TaFECLdSSIrhA6dOgVr1oCnp4Zq1R7pOhyRwRkZqZ6y9+/D/v26jkYIIT6eJLJC6Eh8PIwfD8bGMGSIBiMpjRXpoF49db1xo27jEEKI1CCJrBA68vPPcO4ctG8PhQvrOhqRWTg5QZkysHMnvDQ0SAghDJIkskLowJ07MHu2Siq6dNF1NCKzadAAYmNh+3ZdRyKEEB9HElkhdGDaNDWGdsgQsMh4nWOEnqtZE8zMYNMmXUcihBAfRxJZIdLZgQOwdSt8+ilUqaLraERmZGWl3n+HD8PNm7qORgghPpxBJLKxsbE0bNiQ0ND/5ixfu3aNjh074unpSf369dmzZ0+S79m7dy8NGzbEw8OD9u3bc+3atfQOW4jXxMWp07nVq8OwYUnvy549u05iEplT4qav33/XbRxCCPEx9D6Rff78OQMHDuT8+fPa2zQaDb1798be3p61a9fSpEkT+vTpQ0REBAARERH07t0bPz8/1qxZg62tLb169UKjkWbzQreuX4dPPoFevcDO7r/bjYyMsLW1xUhaF4h0UqkS2NjA5s1qRLIQQhgivU5kL1y4QKtWrbh69WqS2/fv38+1a9cYO3YsRYoUoUePHnh6erJ27VoAVq9eTalSpejcuTNFixZlwoQJ3LhxgwMHDujiZQgBwNOn8OefcPcuODu/fn9MTEz6ByUyrSxZ1MjaixfhwgVdRyOEEB9GrxPZAwcOUKFCBX7++ecktx87dgw3NzcsLS21t5UtW5ajR49q7y9Xrpz2vqxZs1KyZEnt/ULoQmioKi2oXBlMTHQdjRBQt666lvICIYShMtV1AO/Stm3bN94eGRlJrly5ktxmZ2fHrVu3knV/SsSn8RxHOZWcOdy+DRcuGJE/P+TLpyEhIen9iWUvGo2GhFfv/AhSTiPexd0dHByM2bIFevRIwDgVljYSf2em9e9OIdKavJd1JyU/c71OZN/m2bNnmJmZJbnNzMyM2NjYZN2fEidOnPjwQJPBzs4OGxub104rt27dmtu3b2u/NjExwcnJicaNG9OiRYvXHmfZsmVcv36doUOHpjiGo0ePMmDAAHbs2PHB3/syCwsL3N3d6dixI25ubil+zIxGo4GZM/exfXswz55FsmbNJ3z99ddv3Nx1+/Ztbty4wbRp0zh58iQ2NjY0a9aM1q1ba48JCwtjxowZXLx4kUKFCtGnT583/pwtLCyIjIwkSrrei3coVcqBTZvsWL36Cq6uz1LtcdP6d6cQ6UXey/rNIBNZc3NzHj58mOS22NhYLP5tyGlubv5a0hobG4uNjU2Kn8vd3R2TNDwP/LYVWRMTE/z9/an379biuLg4QkNDGTFiBPny5aNp06baYzdt2sTixYtp1KgRefLkSXEMPj4+7Nq1CwcHhxR/r62tLQC7du3S3hYVFcWMGTMYNmwYf/zxB9bW1il+3Izk11+Ps2HDWDp1Gk2DBsUZP348U6dOZc6cOdpjNBoNt2/fxsHBgU6dOuHu7k5gYCBXrlzh66+/xsXFhYYNG3Lv3j0GDRqEr68vkydPZteuXQwaNIhff/0VJyen1547s3VCuH9fTUu7exfs7aFYMfj3LSreIls22LHDmIsXi/PZZx+/gh8fH8+JEyfS/HenEGlN3su6k/izTw6DTGRz587NhVd2J9y9e1dbTpA7d27u3r372v0lSpRI8XOZmJjo5A1sZGSEjY0NuXPn1t7m5+fHpk2b2LZtG35+fsTFxREYGMi6devInz8/RkZGGH/AuUELCwvth4APiRNIEmfu3LkZMWIE3t7e/PPPP9SqVeuDHjsjeP4cli5djptbPfr1a4aZGUyePJkaNWpw48YN8ufPD6AtJ7h37x4lSpRg9OjRWFlZUbhwYSpVqsThw4dp3LgxGzZsIEeOHIwZMwYTExNcXFzYu3cvP//8M1999ZUuX6rO3b+vaj0jIlSf1LAwuHQJ6teXZPZdihcHFxf4808jhgxRm8BSg65+dwqR2uS9rN/0erPX23h4eHDq1Kkkp+MPHTqEh4eH9v5Dhw5p73v27BmnT5/W3m/ITE1NyfLvX5ro6GjCwsJYtWoVXl5e7/3eJUuWUKNGDdzd3fHz8+PgwYMAhIaG4urqqj0usUevh4cHjRo1YsGCBfj4+KQozsT/6RNjvXnzJl988QUeHh74+Pgwc+bMJDUwq1evxtfXl1KlSlGhQgXGjBmjvX/o0KEMHTqUxo0bU6lSJS5fvszmzZupW7cu7u7u1K9fn23btmkf69atW3z55ZeUL1+eChUqMG7cOO0KfUhICO3atWPGjBlUqFCBcuXKMWHChLfWkrZr147AwEBq1qxJ9erViYqKol27dsku4ThyBK5fP8ann5YjsdrF0dERJycnjh079trxuXLlYtq0aVhZWaHRaDh06BD//PMP5cuXB9S/TcmSJZP8UnV1dZWNjKjENSICXF0hf351HRGhbhfvVq8ePH4Me/fqOhIhhEgZg1yRLV++PI6Ojvj7+9OrVy927NjB8ePHmTBhAgDNmzdnwYIFzJs3jxo1ajBr1izy5ctHhQoVdBz5h3vx4gU7duzg77//5ptvvgHAxsaGlStXJuv7T58+zaRJk5g5cyYuLi4sWbKE/v37JykJAFXC0KNHD1xcXFi7di1nzpxh5MiR5MyZM9mxPnjwgEmTJpEzZ068vLzQaDT06dOH4sWLs27dOiIjIxk5ciRGRkb07t2bAwcOMG7cOCZPnoybmxsnT55k0KBBVKpUiTp16gDwyy+/MGvWLOzt7bG2tmbw4MGMHTuWChUqsGXLFgYOHMiuXbuwtLSkQ4cOODs7s3TpUu7fv09AQAAAI0aMAODIkSPY29uzYsUKTpw4wdChQ6lWrRpV3jJmKyQkhAULFmBmZoaVlRVBQUHJ+nT+6BGcPAlPn96hdOmUbz708fEhIiKCGjVqUPff7eX29vacPXs2yXG3bt3iwYMH740no7t7V63EJp6UMDZWX79ycka8Qd26EBQEW7aoiV9CCGEoDHJF1sTEhODgYCIjI/Hz82PDhg3MmjVLWyOYL18+goKCWLt2LS1atODhw4fMmjXL4DoEjBo1Ci8vL7y8vChdujRDhgyhQ4cONG7cOMWPdePGDYyMjHByciJfvnz079+fyZMnv7ZDfv/+/dy8eZNvvvkGFxcXGjVqxOeff/7ex0+M08PDg4oVK3L48GGmTp2KjY0N+/fvJyIigsDAQAoXLkyFChUYMmQIS5YsAcDS0pLx48dTp04d8uXLh6+vL25ubkmGYLi7u+Pj40Pp0qW5ffs2L168IE+ePOTNm5fOnTsTHByMubk5u3fv5vbt20yePBlXV1cqVarEyJEjWbFiBU+fPgVU7U1iLE2aNKF48eLvrMWpXr06ZcqUoVSpUgDkyJEjWXW/oaGQkABxcTEftPlwxowZzJkzhzNnzmg/pNWpU4fjx4+zatUq4uLi2L17N9u3b+fFixfvjSejs7eHqCi0HSESEtTX9va6jcsQ5MkDXl6wc6fqdyyEEIbCYFZkw145P+js7MyyZcveevynn37Kpwa+tNCvXz/tiqS5uTkODg4fXKfj7e1NsWLFaNSoEW5ubtSsWZOWLVtiapr0LRAWFkahQoWwsrLS3ubp6cmmTZve+fjr168HwNjYGCsrqyQruOHh4Tx8+JCyZctqb0tISCAmJoYHDx5QqlQpLCwsmDFjBhcuXCAsLIwrV67g7e2tPT5v3rza/y5RogTVq1enU6dOFCpUSPtasmbNSnh4OAULFkyyyalMmTLExcVpB2vY2dkleX1WVlbExcW99bW9/Nzv07VrVw4dOkRCAsTHw9SpR966+TBr1qzvfCx3d3dATbf7+uuvGTx4MMWKFSMwMJBx48YxatQoSpQoQZs2bZKMb86sXF0hPFyVElhZqSTWyUndLt7P11eVwuzYAQ0b6joaIYRIHoNJZDMjOzs7nN80AuoDZM2aldWrV3PgwAF27NhBSEgIK1asICQkJMlxJiYmr9WLJqcX6bvijIuLo3DhwgQHB792n7W1Nbt376Z37940bdqUqlWr0rt3b8aMGZPkOHNzc+1/GxkZMXfuXI4fP8727dv5448/WL58OcuXL09yXKJXewG+ujr6vtf4psd8m/Hjx/PsWQxbt6rSggoV3r758E1dIu7evcvx48eTbJBzcXHhxYsXREVFYWtrS/PmzWnatCn37t0jV65cTJo0iXz58iU7xozK1lZt7AoL+69rgaurbPRKrlq1YNIkVV4giawQwlAYZGmBSLkjR44wd+5cKlasiL+/P1u2bOH58+dJNsUBFC1alMuXLyfpPXrq1KmPeu5ChQoRERGBra0tzs7OODs7c/36dWbMmIGRkRGrV6+mefPmjB07lpYtW1KkSBGuXr361uQyPDyciRMnUrp0aQYMGMCmTZtwdHRk9+7dFCpUiMuXLydpz3b06FFMTU0pUKDAR72O5MidOzfPnzsDzlSr5oyNzeubD2/evMnNmzffuPnw+vXr9OnTJ0kP4ZMnT2Jra4utrS379+9nwIABmJiYkCtXLjQaDbt37zbo+u/UZGsLlSpBo0bqWpLY5MueHapUgQMHpK5YCGE4JJHNJCwsLJg1axarV6/m+vXrbNq0iejo6CTdCgAqVaqEo6MjAQEBhIeHs2XLFm0t64fy9vYmb968DBo0iLCwMA4ePEhAQABZs2bFxMSEHDlycOTIEcLCwjh//jxDhw4lMjLyrTWkNjY2rFixguDgYK5du8Zff/3FjRs3cHNzo0qVKuTPn5/BgwcTFhbG/v37CQwMpGHDhh/UR/hNHj58yJMnT95434sX8M8/YGGhag4B2rRpwy+//MLq1as5e/YsgwcPpnr16trWW0+ePNEm3u7u7pQsWZJhw4Zx4cIFdu7cyeTJk/niiy8A9aFgx44dLF++nGvXrjFmzBgePXqUpK+wEB+qQQNVW7xli64jEUKI5JFENpMoUaIE48ePZ/78+dSrV485c+YwefJkihQpkuQ4Y2NjgoKCuH37Nk2aNCE4OBg/Pz9tG60PYWJiwuzZs0lISKBVq1b07duXTz/9VNtFoE+fPtjZ2fHZZ5/RqVMnzM3NadOmDWfOnHnj4zk4OBAUFMTvv/9OgwYNGDt2LAMHDsTb21u7ERCgVatWDBw4kJo1azJ27NgPjv9Vffv2Zfz48W+87/hxiI6GsmXRttvy8vJi7NixzJo1izZt2pA9e3bt5i1Q5Qj9+vUD/tvImDVrVj777DOGDx9Ou3btaN++PaBWfKdNm8bSpUtp1KgRly5dYtGiRWTLli3VXp/IvKpWBWtreE9JvBBC6A0jjQxjf6P4+HiOHj2Kp6dnpmqEfO/ePU6fPk3VqlW1t82fP5+dO3eydOlSHUam/6KjYeVKtdGoRQtSNLc+ISGBW7dukSdPng8aaiFEapkwAdauheXL1WS0lMqsvztFxiPvZd1Jyc9e/mKK1/Ts2ZPly5dz48YN9u7dy48//oivr6+uw9J7//wDcXFqg5fkosJQNWigrjdu1G0cQgiRHPLnViRhZ2fHtGnTWLFiBb6+vgwfPpzPP/+ctm3b6jo0vXbvntot7+gI6bCnTIg04+6u3sO//aY+mAkhhD6T9lviNbVq1UrS/km834ED6rpiRTCwuRtCJGFkpNpvBQerkbXVquk6IiGEeDtZkRXiI924AdeugYsLvKE1rBAGp0EDldD++quuIxFCiHeTRFZP+fj44Orqqr2ULFkSX19fFi9erD1Go9Ewb948fHx8KFOmDB06dODChQspfq7Q0NDX2nCl9Htfvnh5edGlSxeOHj36QY9pSDQaNYrW2Bg++UTddu3aNTp27Iinpyf169dnz54973yMjRs3UqdOHXx9fenTpw/3799/6fE1zJgxg8qVK1O+fHkCAgJ4/vx5Wr4kIcidG8qXh1274KW3oxBC6B1JZPXYsGHD2LNnD3v27GHbtm306NGDSZMmacfBrly5koULFxIQEMDatWvJly8f3bp149mzZyl6Hi8vr/cmW++TGOeePXsICQnB2tqa7t27v7XfakYRHq6ax5csqdoWaTQaevfujb29PWvXrqVJkyb06dOHiIiIN37/8ePHGT58OL169WLWrFk8fvwYf39/7f0//PADy5cvZ8qUKcyfP5/9+/czc+bM9Hp5IhNr2lSNWZZNX0IIfSaJrB6ztrbGwcEBBwcHHB0dadasGZUqVWLr1q0ArFu3js6dO1OjRg0KFSrE6NGjefjwIYcPH07R85iZmb1xXGpKJMbp4OBAoUKFGD58OI8ePSI0NPSjHlefxcerTgVmZlCmjLpt//79XLt2jbFjx1KkSBF69OiBp6cna9eufeNjLFu2jHr16tG0aVOKFCnCxIkT2blzJ9euXSM+Pp5FixYxZMgQKlWqROnSpenbt+9HT1oTIjmqV4ecOWHdOnXmQQgh9JEksgbG1NRUO5xg8ODBNG7cWHufkZERGo3mraugS5YsoUaNGri7u+Pn58fBgweB10sLEk+Ne3h40KhRIxYsWICPj0+K4kzs+5YY682bN/niiy/w8PDAx8eHmTNnEh8frz1+9erV+Pr6UqpUKSpUqMCYMWO09w8dOpShQ4fSuHFjKlWqxOXLl9m8eTN169bF3d2d+vXrs23bNu1j3bp1iy+//JLy5ctToUIFxo0bp50SFhISQrt27ZgxYwYVKlSgXLlyTJgw4a3jcNu1a0dgYCA1a9akevXqREVF0a5dO4YOHcrp0/DkiZrgZW6ujj927Bhubm5YWlpqH6Ns2bJvLbM4duwY5cqV037t6OiIk5MTx44d4/z58zx48CDJxrvGjRuzcOHC5P4zCPHBsmRRm76uXYN/f1UIIYTeka4FBuLFixfs2LGDv//+m2+++QYgSQIEKhmMi4ujbNmyr33/6dOnmTRpEjNnzsTFxYUlS5bQv39/du3aleS4uLg4evTogYuLC2vXruXMmTOMHDmSnDlzJjvWBw8eMGnSJHLmzImXlxcajYY+ffpQvHhx1q1bR2RkJCNHjsTIyIjevXtz4MABxo0bx+TJk3Fzc+PkyZMMGjSISpUqUadOHQB++eUXZs2ahb29PdbW1gwePJixY8dSoUIFtmzZwsCBA9m1axeWlpZ06NABZ2dnli5dyv379wkICADQThI7cuQI9vb2rFixghMnTjB06FCqVatGlSpV3vh6QkJCWLBgAWZmZlhZWREUFER8vAkbN0K2bKqsIFFkZCS5cuVK8v12dnbcunXrjY99586dtx5vYWFB9uzZOXz4MFOnTuXBgwfUqVOHQYMGYZY4NkyINNSsGSxdCiEh/9WACyGEPpFEVo+NGjWKwMBAAGJiYrCwsKBDhw5JVmETHTt2jIkTJ9KlS5c3lgncuHEDIyMjnJycyJcvH/3796dGjRokJCQkOW7//v3cvHmTVatWYWVlhYuLC+fOnWPTe2ZWenl5AWpCVUxMDM7OzkydOhUbGxv27dtHREQEq1evxtjYmMKFCzNkyBD8/f3p3bs3lpaWjB8/Xpu05suXj0WLFnH+/Hntbe7u7tpV4dOnT/PixQvy5MlD3rx56dy5M66urpibm7N7925u377NqlWryJ49OwAjR46kZ8+eDBgwAFATQwIDA7GysqJw4cIsXryYEydOvDWRrV69OmUSaweAHDlycPAgPH+uhh+YvvR/0bNnz15LMs3MzLQrwq+KiYl56/FPnz4lJiaGKVOm4O/vT0JCAqNGjSIhIUGbnAuRlgoUUJu+/vxTbfqytdV1REIIkZQksnqsX79+2kTO3NwcBweHN45qO3LkCN26daNatWp8+eWXb3wsb29vihUrRqNGjXBzc6NmzZq0bNkSU9Okb4GwsDAKFSqElZWV9jZPT8/3JrKJG9CMjY2xsrJKsoIbHh7Ow4cPk6wUJya8Dx48oFSpUlhYWDBjxgwuXLhAWFgYV65cwdvbW3t83rx5tf9dokQJqlevTqdOnShUqJD2tWTNmpXw8HAKFiyoTWIBypQpQ1xcHFevXgXUiufLr8/Kyoq4d3R+f/m5AZ49g+PHIUeO10d4mpub8/DhwyS3xcbGYmFh8cbHNjc3fy3JjY2NJWvWrJiamhITE8OIESMoX748oMosBg4cyPDhw2WUrUgXzZurPsnr10PnzrqORgghkpJEVo/Z2dnh7Oz8zmNCQ0P54osvqFKlClOmTHlrcpM1a1ZWr17NgQMH2LFjByEhIaxYsYKQkJAkx5mYmLxWL/q2+tGXvSvOuLg4ChcuTHBw8Gv3WVtbs3v3bnr37k3Tpk2pWrUqvXv3ZsyYMUmOM08sQkXVAs+dO5fjx4+zfft2/vjjD5YvX87y5cuTHJcosdY28fpNp+Xf9RpffczDh9XEo08+eX0Ube7cuV9rgXb37t3XygdePv7u3buvHZ+4cQ6gcOHC2vsKFSrE8+fPuX//Pvb29m+NWYjU8umnYG8Pa9dChw4gI+eFEPpElnQM2Llz5+jZsydVq1Zl2rRp2o1Vb3LkyBHmzp1LxYoV8ff3Z8uWLTx//pxDhw4lOa5o0aJcvnyZqKgo7W0fu0u+UKFCREREYGtri7OzM87Ozly/fp0ZM2ZgZGTE6tWrad68OWPHjqVly5YUKVKEq1evvjW5DA8PZ+LEiZQuXZoBAwawadMmHB0d2b17N4UKFeLy5ctJVkWPHj2KqakpBVJhduzjx3D6tOqzWbDg6/d7eHhw6tQpYmJitLcdOnQIDw+PNz6eh4dHkn+DmzdvcvPmTTw8PHBzcyNLliycPXs2yWvPli0bOXLk+OjXIkRymJqqVdnbt2HnTl1HI4QQSUkia8BGjhyJo6Mj/v7+PHjwgMjISCIjI5MkUYksLCyYNWsWq1ev5vr162zatIno6OjXBiFUqlQJR0dHAgICCA8PZ8uWLSxZsuSj4vT29iZv3rwMGjSIsLAwDh48SEBAAFmzZsXExIQcOXJw5MgRwsLCOH/+PEOHDiUyMvKtdaU2NjasWLGC4OBgrl27xl9//cWNGzdwc3OjSpUq5M+fn8GDBxMWFsb+/fsJDAykYcOG2NjYfNTrANVuKzr6IW5uT944irZ8+fLaf5Pz588zb948jh8/TosWLQBVNhAZGaldHW7Tpg2//PILa9asITw8nKFDh1K9enXy58+PlZUVrVq1IjAwkKNHj3LkyBG+++67N5aECJGWmjdXXQyWL9d1JEIIkZQksgYqMjKSI0eOcOHCBapXr463t7f2snnz5teOL1GiBOPHj2f+/PnUq1ePOXPmMHnyZIoUKZLkOGNjY4KCgrh9+zZNmjQhODgYPz+/d672vo+JiQmzZ88mISGBVq1a0bdvXz799FNtF4E+ffpgZ2fHZ599RqdOnTA3N6dNmzacOXPmjY/n4OBAUFAQv//+Ow0aNGDs2LEMHDgQb29vTExMtCUMrVq1YuDAgdSsWZOxY8d+cPyJ7t1TAxB+/70vCxaMf+trDQ4OJjIyEj8/PzZs2MCsWbNwcnIC1Mq4t7c3N2/eBNQmubFjxxIcHEyfPn2wsbFhwoQJ2sdL7KjQvXt3unfvTtWqVfnqq68++rUIkRK2tlC3Lhw9qs5ICCGEvjDSJKcAMhOKj4/n6NGjeHp6vnGDVUZ17949Tp8+TdWqVbW3zZ8/n507d7J06VIdRqZ7W7bA1avg56dqBlNTQkICt27dIk+ePLKJS+il8+ehTRuoUwf+7QD4Rpn1d6fIeOS9rDsp+dnLX0zxmp49e7J8+XJu3LjB3r17+fHHH/H19dV1WDp1+7ZKYgsXTv0kVghDULSoasW1bRv8e0JBCCF0ThJZkYSdnR3Tpk1jxYoV+Pr6Mnz4cD7//HPatm2r69B0RqNR7YeMjOCVGRRCZCrt2kFCAqxYoetIhBBCkR0j4jW1atVKMhY1s7t+Xa1AFS+uescKkVlVrKh6J69bB126wEvtmoUQQidkRVaId9Bo1Jx5Y2N4abiXEJmSkZHqJfvsGaxcqetohBBCElkh3unKFYiMBDc3eGkYmBCZVq1akD+/SmRfajcthBA6IYmsEG+h0cChQ2BuDp6euo5GCP1gYqJG1T55IquyQgjdk0RWiLe4dQusraFyZbC0TPvns7CwSPsnESIV1K8PefPCTz/JqqwQQrckkRXiDeLjYcIEWLoU8uRJ++fTaDTcvHnzrWN5hdAnJiZqs9eTJzLtSwihW5LICvEGmzbB3r1QtapalU0PbxotLIS+atAAChSAZcvg0SNdRyOEyKwkkRXiFXFxMH8+2NhAJm6fK8Q7mZjAF19AdDQsWqTraIQQmZUkskK8YuNGiIiAzz+XTgVCvEutWuDqCqtWybQvIYRuSCIrxEtevIAFC1Sj99atdR2N/rh58wm7dl1h9+4r3LnzVNfhCD1hbAz9+kFsLMyeretohBCZkUz2EuIlv/6qVpb69EmfTgX6bt++a0yc+De//nqOhAS1Ec3U1JhmzYozdKg3Zco46jhCoWsVKqjOHps3Q5s2avKXEEKkF1mRFeJfsbFqNTZHDmjVStfR6N6yZcepWnURGzaEUa+eC9Om1WXq1LpUr16Q1atPU6nSAtatO6PrMIUe+PJLtTo7darqvyyEEOlFVmSF+NeGDXD7tjpVmtlXY0NDr9Ox43ry5rVh06a2lCqVS3tf//4VOXgwgoYNl9OmzVoOHuye5H6R+RQpAk2bQkgIbNsGDg66jkgIkVnIiqwQqNXYhQshZ05o2VLX0eje5Ml7iY/XsHFjG0qVysX9+7Bvnyq92LcPChd2Yu3aVjx/Hs+0aft1Ha7QAz17qk4f06cbExNjpOtwhBCZhCSyQqA6Fdy5A+3aQdasuo5GtyIjn7J+/Vnq1i2Cu3tu7t9X9Y+7d8O1a+p682YoUaIAFSrkZfnyE0RFxeo6bKFjOXOqZDYyEtavt9d1OEKITEISWZHpxcWpPpjZs0OLFrqORvcuXnxAfLyGmjULARAWptqRubpC/vzqOiJC3V6rVmGePYvj+vXHOo5a6IPmzaFYMQ2//WbHxYu6jkYIkRlIIisyvc2bVaeCzz+X2lgAY2N1Wjg+Xu3auXtX9dM1Nk68X3199y7ExSUAYCRnkgXqvTFkiAaNBiZNMpKNX0KINCeJrMjU4uNVpwIbG+lUkKhoUTssLEzZuPEcAPb2EBUFCSpnJSFBfW1np2HjxnNkz25OgQLZdRix0CelSoGPzwOOHDHi1191HY0QIqOTRFZkar//DjduqP6X2bLpOhr9kCOHBZ99VpK//77Grl1XcHUFJydVSnDtmrp2coLLl89x6lQkHTt6kjVrFl2HLfRIy5aR2Nmpdlx37+o6GiFERiaJrMi0EhLUaqylpUzxetWgQZWxtMxC06Yr+eefC9Srp6FqVVUj6+2tQaM5S48eIWTPbs6XX1bQdbhCz2TLlsCQIQk8eQITJkhvWSFE2pE+siLT2rEDrlyBTp3A2lrX0eiXkiVzsW7dZ/j5/Yyv70+4u+eiTp0iJCRo2Lz5PGFh98iRw4Jff21DoUI5dR2u0EOffgp16sDWrepSt66uIxJCZESyIisyJY1GdSowN1dlBeJ1deoU4ejRL+jbtzxXrjxiypR9TJ26nzt3nvLVV5U4erQH3t4FdB2m0GODBqm2XBMnwr17uo5GCJERyYqsyJT274ezZ1VJga2trqPRXy4utsyYUY/Jk2tz82YURkbg6GiNmZmJrkMTBiBnTvD3h8GDYcwYmD5dOlwIIVKXJLIiU1q0CExM1AAE8X7m5qYULJhDpzHExqoPH+fOqcvly/Dwobo8eaJaP5maqlV2e3vIk0ddihUDNzcoXFjdL9KXjw80aACbNsHatdKrWQiRuuTXush0jh2Dw4ehcWPInVvX0Yh3iYxUtcz79sHBg/Ds2X/3WVuDnR0UKKD+OyEBXryA58/V9/39t2qvlsjMDEqXhooVoUIFNdjBWIqr0sWgQer/ualToVw5KFhQ1xEJITIKSWRFprN4sTq92aGDriMRbxIXB3v2wC+/qGQ0IUGtnnt4qAS0RAkoWlStur7rNHVCgho7fPYsnD4Np07B0aMqIZ45U32IqVNHXYoXl1PeacnKCgIDoXt3GDZM/T9oZqbrqIQQGYEksiJTuXgRdu+GGjXA2VnX0YiXxcWpKWsLFqjevsbGULkyNGqkVlFT2ufX2Pi/8oLq1dVtsbEqmd27F7Ztg6VL1aVIEWjZEurXl+luacXTE7p2hXnzICgIvvpK1xEJITICSWRFprJ0qbqW1Vj9kZAAW7aoBOf6dTVlrXt3aNoUcuVK3ecyM4Py5dWlXz84eRJ++00l0N9+CzNmQMOGqpNF/vyp+9wCunSBf/6BFStUicGnn+o6IiGEoZMKMZFp3LmjkhYvLzVGU+heWJhapRs5Eh49gi++gA0bVCKb2knsq4yNVc3skCHqfTF8OOTLB6tWgZ8ffP01HD+etjFkNiYmMG4cZM8Oo0dDRISuIxJCGDpJZEWmsXKlOn3dvr2uIxHPn8N338Hnn6tV0VatVE1s166qnjK9WVpCs2bw008wdy5UrQp//QWdO0PfvpLQpqbcuVW97JMnMHSoKvcQQogPJYmsyBSePlWtfwoWhCpVdB1N5nbunGp7tnKlWhFdtkz1GbWx0XVkasNX2bLw/fewZg3Uq6d6DnfurEoRwsJ0HWHGULmy+pmePq06GQghxIeSRFZkCuvXq2S2XTtpuaQrCQmqf2+7dmo0cO/e8MMPqs+rPipYUK0crl6tOhvs3Qv/+58qRbh0SdfRGb4ePVSd7OrVsHGjrqMRQhgq+ZMuMrz4eLX6Z2urVthE+nv6VK26zpqlukX8+CN06mQYHyoKFoRvvoHly6FaNdi+HT77DCZMgPv3dR2d4TIxUT/XXLnU9Zkzuo5ICGGIDODPiBAfZ8cOuHlTTRSS3pXp78oV1SXir7+gbl1YskT1bTU0xYqpkoNFi8DdXZWqNG2qknKp8/wwtraqVhrU5roHD3QbjxDC8EgiKzK85ctVAiujMdPfP/+ozXVXr8LAgWrHuoWFrqP6OO7uMH8+TJqkErGgIPXe2r4dNBpdR2d43NzUpq/bt1XZxosXuo5ICGFIJJEVGdrp02rHua+vSjpE+tmyRe34BzVJq23bjDM9y8gIfHxUq65+/VTrsCFDVNuwc+d0HZ3hadxY9e49fBgmTpQPBEKI5JNEVmRoK1eq69atdRtHZrNkCYwYoT48LFigBhBkRGZmasV53Tpo3hyOHVMtxSZPVu2lRPL17w+VKqmNmStW6DoaIYShkERWZFj37sHWrVCmjP7ujM9oNBrVh3XGDHBxgcWL1XVGZ2sL/v5qclypUvDzz6ov7S+/qG4N4v0SN385O8O0abBnj64jEkIYAklkRYa1dq0agCCrselDo1H1oj/8oOoe581L++lc+sbVVdXPjh6tOjIEBqruDKdP6zoyw2BtrZJYa2sYNkzKNIQQ7yeJrMiQ4uIgJERNEZJ57mlPo4EpU1RJQenSEBysHwMOdMHYGBo2VO+///1PtZXq0EFtDouK0nV0+i9/fvVeevFClRvcuaPriIQQ+kwSWZEh7dgBd++q3eQmJrqOJmPTaNRmrpUr1VSsmTN1M2ZW31hZwYAB6ufi6ak2hjVvDps3y2am9/H0VKvad+6oZDY6WscBCSH0liSyIkNaswZMTaFJE11HkvEtXKh6qbq7q3Gjlpa6jki/FC6s6oZHjlRnCkaOVFOtLl7UdWT6rW5d6NlTlRcMHqx+dkII8SpJZEWGc/kyHDqk2iNJy620tXw5zJ6tNtPNmCFJ7NsYG6sWU4ndDY4cUe2mZs6EmBhdR6e/OndWm+b271f1xrKSLYR4lSSyIsMJCVHXMgAhbf3+u5p0VaiQGj1rba3riPSfjY3qbrBo0X9dHVq3hr17dR2ZfjIyUsMSqlaFTZvUhyYhhHiZJLIiQ3n+HDZuVMmVl5euo8m4Dh6EUaNUV4JZsyBnTl1HZFhKlVIb4wYMULXc/fqp0+eysel1iW25SpZUZSyrVuk6IiGEPpFEVmQo27fD48fqdGRGmSKlby5cgK+/BnNzVU6Q2VpspRYTE9XVYO1aVQbz55/qLMLPP0vv2VdlzarachUooIZN/PGHriMSQugLSWRFhrJunZq21LChriPJmBJXD2Ni4LvvMsewg7SWO7dqzTV9OmTPrhK1jh2lh+qrcuZUNcV2dhAQAAcO6DoiIYQ+kERWZBhXrqhNNDVrZt4epmkpNlatxN65o3bef/KJriPKWKpUUafNP/8czp5V199/L62nXubkpJLZrFnhq6/g1CldRySE0DVJZEWG8euv6rpxY93GkRFpNDBuHJw8qZr716+v64gypqxZVd/UZcvUdLTly1W5wY4duo5Mf7i4qDZvCQnq7IC0MRMic5NEVmQI8fFqk5eTk2rKL1LX0qWqkX/VqtC7t66jyfiKFVMbm4YNg2fPYNAgdYmM1HVk+sHTU5VgREVBnz4QEaHriIQQuiKJrMgQQkNV/WbDhqpnp0g9+/dDUJBq7D9unPx804uxMfj5qeEetWqpVdnmzWHFCtkMBlC5Mowdq5L73r3h3j1dRySE0AX5kyQyhI0b1bVs8kpdt27B8OGQLRtMmaKuRfqys4Nvv1Wn03PkUP8OHTtCWJiuI9O9unVVX95r16BXL9WxRAiRuXxwIpvw75LAnTt3+O2337gohUpCR548gb/+gjJlVGmBSB2xsTBkCDx6pFa+8ufXdUSZW9WqqjVX+/ZqM1i7dqolVWafDObnp2plw8NVmcHTp7qOSAiRnlKcyB46dIiqVaty4MAB7ty5g5+fHyNHjqRx48b89ttvaRGjEO+0bZtKumQ1NnVNnap2hXfoANWq6ToaAWozWL9+ajNY8eLqulUrmQzWvj106QKnT6shE5k9uRciM0lxIjthwgTq16+Ph4cHq1atwtzcnL///pvAwEBmzJiRFjEK8U6//aZ6x9asqetIMo7ff4fVq6FcOXXKVuiXYsXUeNuBA+HhQ5XcDh2auetEv/gC2raFw4fVxrjYWF1HJIRIDylOZM+dO0eHDh3ImjUrf/75J3Xq1MHMzIzy5csTIVtHRTq7fVv94apWTeo3U0tEhBoJamurrk1MdB2ReBNjY5W4rVkDNWqoMxMtWsCGDapdWmZjZKRWY5s1g337VO1sXJyuoxJCpLUUJ7L29vZcuHCBCxcucPr0aWrUqAHA3r17cXR0TPUAhXiX339X1/Xq6TaOjCIuDkaMUHWGY8eqZFbot1y5VCuqyZPV2OCxY6FnT7h6VdeRpT8jI5XA1qsHO3eqwR3S4UGIjM00pd/QsWNHevfujbGxMe7u7pQvX545c+Ywc+ZMJkyYkBYxCvFWW7eClRVUqqTrSDKGefPg+HE1VapiRV1HI1KiRg1VChIUBCEh8Nln0LmzqnE2M9N1dOnH2BhGj4bnz9XvBzMzldBK2zghMqYUJ7Lt27enXLlyRERE4O3tDUDFihWpXr06xYsXT/UAhXiba9fU7u1GjTLXH+q0cvAgLFqkJkrJ0APDZG2thijUr6/KQubOVclcQACULq3r6NKPiQmMH69qZTduVL8f/P3Viq0QImP5oM+obm5ueHp6cv/+fSIiIsiVKxc2NjZSIyvS1R9/qOvatXUbR0bw9CmMGaNOTY8fD1my6Doi8TE8PeGnn1SJwfXrakf/d99BdLSuI0s/WbLApElQoYJaof7uu8xZOyxERpfiFdktW7YwatQoHr/SeVqj0WBkZMSZM2dSLTgh3mXbNrCxgfLldR2J4fv+e7h5U/WNlX6xGUOWLCqB9fGBwEBYuRL+/FOt2P57Mi3DMzNTAyS+/FL14DUzUx0eZGVWiIwjxYlsYvutzz//HAsLi7SISYj3unYNzp2Dxo3BNMXvYvGyPXvgl1/UylWLFrqORqS2QoVg/ny1KjljBvTvryZiffVV5tjMZ2GheiL37QtLl6oEv2dPSWaFyChSnAJER0fTvn17ChUqlBbxCJEsf/6prmvV0m0chu7RI7VaZ2UFo0bJH/eMythYfUipVk2Nu/39d9i/X9WQ1q2b8f/dLS1VEt+7NyxcqD78du+u66iEEKkhxTWybdu2ZdGiRcRKt2mhQ9u3q76xn3yi60gM25Qpqon+4MGqjZPI2HLlUv/mEyao5HbECLVCe+uWriNLe9myqY4OJUqo7hyLFuk6IiFEakjxiqyvry8dOnRg/fr12NvbY/TKR/nt27enWnBCvMmdO2oUZd26sinpY+zdC5s3q3pJ6cObeRgZqQ2Sn3yiaqM3b1Zjbr/8Ug0TyMhtqqytYdYsNQVs1iy1Mtuuna6jEkJ8jBQnsoMGDaJo0aI0bNhQamSFTuzapa6rV9dpGAYtOlq1Z7K0lLZEmVWOHGp4gq+v6lQxYYLqBBIQAHnz6jq6tGNj818yO326atXVtq2uoxJCfKgUJ7LXr19n9uzZ5JetzUJHdu5UKymVK+s6EsM1a5Y6nTxkCOTOretohC5VrgyrVqmkLnGQQu/e6jqjrs7mzAmzZ0OPHmpV2tRUrUoLIQxPin9N1ahRg71796ZFLEK8V3S0atxfrpyqeRMpd/y4Slw8PaF5c11HI/RBtmyqLdfs2aqTwZQp0LUrXL6s68jSjq0tzJkDBQqofrMhIbqOSAjxIVK8Ips3b17Gjx/P+vXryZ8/PyYmJknuT88xtX/88Qd9+vRJclvdunWZMWMGp0+fZtSoUZw7dw4XFxfGjBlDqVKl0i02kTYOHIAXL6BqVV1HYpji49UpZBMTtdEno664iQ/zySeq32pwsOo727Yt9OqlrjPie8XOTiWz3burUhtTU9XSTwhhOFL8q+nevXs0aNCAggULvpbEprcLFy5Qo0YN9uzZo72MGzeO6OhounfvTrly5QgJCcHLy4sePXoQnZnG2mRQu3er68zS0D21rV4N589D+/ZQsKCuoxH6KGtW1WN2/nxVdjJtGnTrBleu6DqytJErlxrl6+SkWtFt2qTriIQQKZHiFdkiRYrQsGFD8uTJkxbxpEh4eDjFihXDwcEhye1r1qzB3NycwYMHY2RkxPDhw9m1axdbtmzBz89PR9GKj6XRwL59KgHLyJtR0sq9e+rUcZ480KmTrqMR+s7DA1asUPXUK1dCmzbQpw+0bp3xVmdz51bJbLdualSziYnaBCeE0H8p/nU0d+5cXrx4kRaxpFh4eDgF37CsdOzYMcqWLattDWZkZESZMmU4evRo+gYoUtWFC6r1lmzy+jDTp8PTp2q1LWtWXUcjDIGFhXq//PCDWrn8/nu12z8iQteRpT5HR5XM2tvDyJGqg4MQQv+leEW2QYMGzJ49m+7du+Pk5ISZmVlaxPVeGo2GS5cusWfPHubOnUt8fDy+vr7069ePyMhIXFxckhxvZ2fH+fPnU/w88fHxqRWy+Eh//20EGFGhQgIZ7Z8l8X2WVu+3I0dg82ZjKlXSULWqJsP9/ETacneHZcsgKMiItWuN+Owz6N8/gSZNXm/dltbv5bSUJ49age7Z05hhwwAS8PHRdVRCVwz5vWzoUvIzT3Eiu2vXLiIiIli3bt0b7z9z5kxKH/KDRERE8OzZM8zMzJg2bRrXr19n3LhxxMTEaG9/mZmZ2QdNIztx4kRqhSw+0qZN+XnxwhITk3McParRdThpIi3ebwkJEBBQiNhYM3x9L3LsmH6cURGGp04dcHKyZN48JwICTFm9+ildutzE1jbutWMN+Xdnnz5mjBvnzIABJnz55XXKlInSdUhChwz5vZwZpDiR/fbbb9MijhTLmzcvoaGhZM+eHSMjI0qUKEFCQgKDBg2ifPnyryWtsbGxHzTAwd3dXeeb2gQ8fw7Xrxvj7a3hk088dB1OqouPj+fEiRNp8n7bsAHu3jWmc2cNvr4lU/WxRebj6QlNmsD33xuxebMl48c7MGRIAnXqqPvT8r2cXjw9wdVVrcwuWFCM4sUTpKQpE8oI72VDlfizT44UJ7Lly5cH4PLly4SHh5OQkEChQoVeO5WfHnLkyJHk6yJFivD8+XMcHBy4e/dukvvu3r1Lrg8YJm9iYiJvYD1w/Lhqu1WhghEZ+Z8jtd9v0dFqg1fOnNCtW8b+2Yn0kzgVzMdHTQULCDBh3z4YPPi/+mtD/91ZtKhqzdWjBwwZYsLUqVChgq6jErpg6O/ljC7Fm70eP35M79698fX1ZdiwYfj7+9OoUSPat2/PkydP0iLGN9q9ezcVKlTg2bNn2tvOnDlDjhw5KFu2LEeOHEGjUaefNRoNhw8fxsMj463kZRb//KOu5Q9JyixeDPfvQ8+eMkBCpL7q1VXfWW9v2LxZTQM7dEjXUaUeFxfVU9fCAgYOzFivTYiMIsWJ7Lhx47h16xabN28mNDSUgwcP8uuvvxIdHZ2uwxC8vLwwNzdnxIgRXLx4kZ07dzJp0iS6du2Kr68vjx8/Zvz48Vy4cIHx48fz7Nkz6tWrl27xidR18KCakV60aOo83qVLDxg6dBulSgWTP/9UPDzmMHbsTm7eTL8PY2nt1i21QadIEXUqWIi0YGsLU6fC8OHw+DH07m3Mzz87oCfNbT6aqyvMnKmGJfTvD9L8Rgj9kuJE9s8//2T06NEULlxYe5uLiwsjR45k+/btqRrcu1hZWbFgwQLu379P8+bNGT58OJ999hldu3bFysqKuXPncujQIfz8/Dh27Bjz5s3D0tIy3eITqefpUzhzBsqU+fj+lRqNhm+/3YOLSxATJ/7No0fPcXS04vbtKEaN+gtn52ksXHgkdQLXseBgiI2FAQOQkgKRpoyMoFkz+OknKF5cw8aNdnTtasTVq7qOLHW4uUFQkHqd/fqpUichhH5IcY2subk5xm/IJoyMjNK9RUXRokVZtGjRG+8rXbr0WzsrCMNy9KjaeV+u3Mc/1tSp+/H33467ey6++64OtWoVxtjYiLi4BH79NYyBA7fSpcsGLCxMadvW/eOfUEfCw+G336B8eahYUdfRiMyiQAGYP1/DyJH3+PPP/LRtq+pmGzV6vU2XoSldWvVi7ttXXebMgRIldB2VECLF61s+Pj6MGTOGqy991L58+TLjxo3j008/TdXghADVAxXUiuzHuHcvmuHD/8TV1Y5duzpRrlwRQkON+PVX+OcfYz79tAR79nTC0dGKAQN+5/nz11sKGYrgYDUJrU8fXUciMhtTU2jVKpLg4ARsbNSmsKFDVdmBofPyUmUUL15A795w7pyuIxJCpDiRHTRoEObm5tStW5cKFSpQoUIF6tWrR/bs2QkICEiLGEUmd/gwWFmpjRcfY/Hio8TExBEQUI2EBAs2b4bdu+HaNXW9eTNkzWrDgAEVuXPnKSEh6dMTObWdOAE7d6od5W5uuo5GZFZlyqjRtrVqwfbt0LYtHDum66g+3iefwJQp8OwZ9OoFFy/qOiIhMrdkJbJr1qwhOjoaABsbG5YuXcq6desYNWoU33zzDZs2bWLevHmvtcMS4mM9fw6nT6u57x9bH/vnn5cxNzehRQs3wsLUmE1XV8ifX11HREBYGHz+eWkAtm+/lAqvIH1pNGoykbGx6lQghC7Z2MCECTBiBDx4AN26wcKFqlTIkFWqBBMnwpMn6v+zjFILLIQhSlZqEBgYyKNHjwAoUaIE9+/fp3jx4tSvX5+aNWsm2fglRGo6cwbi4lSD8o/19Gks2bKZYW5uyt27apU3MTk2NlZf370LtraqEeazZ4ZXWvDPP6rDQ8OGUKiQrqMRQtXGNm0KS5eq92RwsCp5uX9f15F9nGrVVJL+4IFKZiMidB2REJlTsjZ75c6dm1GjRlG6dGk0Gg3z589/aweAPlKUJ1JR4u7g1GgB7Ohoza5dV7h27RH29tk5c0atDBkbq+uoKLC3hxMn7gCQJ49hNV7VaNQGFFNT6NpV19EIkVThwrBkiTotHxKiSg3Gj4eyZXUd2Yfz8YHRo2HUKJXM/vADfMDcHSHER0hWIjt58mTmzZvHgQMHADh8+DBZsmR57TgjQ9+WKvTOsWMq0UyN3cH/+587K1eeZO7cQwwc6EN4uColsLJSSayTkyoxGDTon3+PL/3xT5qO/vlHJf5+fuq1iNSTkKDawD17pi4vXqgPDhqNWnE0N4csWdRUK2traXf2NubmMGyYqp/95huV/PXoAZ06fXzpkK7Ur6/a3I0bB198AfPnq966Qoj0kaxE1sPDg1mzZgHQrl07Zs6cSfbs2dM0MCE0GrVxqVix/8Zefox69VxwcbFl8uS9VKvmTP36RQgLU+UE9vYqif3tt+MsWnSUKlXyU6aM48c/aTqaP18lUB076joSwxMfr+ocw8PV5r+ICLhxQ703HjyAhw/V+zG5LC3VGFd7e3VxcIC8eSFfPnXJn18lvpmVr6/6cDpkiBqhfOyY6m5gqNssmjZVyeykSWoD2Lx5qj5YCJH2UtxHdunSpcTExLBq1SrCw8OJj4+ncOHC1KtXj5w5c6ZFjCKTun1b1dHVqKG+vnv6NGeXL+fprVuYWlriXLMmhRs2xDiZy18mJsasWdOSTz9dTP36P9GqVUk6d/bCxcWa8PAHdOp0mA0bwnBysmbZMr80fGWp7/BhdWncWFZjk+PGDZU8HT+uPixdvMhrk6iyZlWniQsWhJw51UqrpaW63dRUfWgwMlJJ8IsXKpGJjlYbgB4/VsnvjRvq8V9Ngo2NVTJbpIj6AFW8uErsMtNKnrOzGqE8aRJs2KBKDb79VvVrNUStWqnV+qAgVQMcHKzO9ggh0laKE9lz587RtWtXTExMKFWqFPHx8fzxxx8EBQWxdOlSXD62R5IQ/zp5Ul0XyXOX1bXbcGXbtiT3HwkKwrpAAWrOmIFLMmewenjkYe/eLvTps5kVK06yYsVJ7X1GRtCwYTFmzapPgQKGdcZh/nyVHHXqpOtI9FN0NOzfry6hoSrBTGRnpwZHuLioxNLZWX0YyJEjdZr4x8dDZKRa5b1+Xa34Xrqkkue//oI///zvWCcncHdXFy8vNZLZUE+5J4eFBYwcqV7rt99C9+4wcCC0bGmYAxQ6dICYGFUr++WXarRtapxNEkK8XYoT2XHjxlGlShUCAwMxNVXfHhcXx4gRI/jmm29YuHBhqgcpMqfTpyHhRSznRjTFIuJvirdujWevXtiXKsWze/c4vWwZR2fOZH2zZjRcvpzirVsn63Hd3Bz4888OnDkTycaN53j8+Dm2tllp1qwEBQvmSNsXlQZOnoQDB6BePbXKJ5ToaJUk/vmnSmBjY9XtTk6qjrhsWZUwOjqmbdJkYgJ58qjLq0M9YmLgwgU4e1a9348fh99/VxdQq8BeXlChgprQVqCAYSZ479OokVqRHjRIrdAePw7DhxtmEti9u1qZXbYMvvoKpk0DMzNdRyVExpXiRPbYsWOMHj1am8QCmJqa0q1bN1q0aJGqwYnM7cwZiLl+AbP7e6m7YAHunTtr77PImZMqo0dTsn17VlatypZOnShQsyaWDg7JfvwSJRwoUSL5x+urxM+OshqrTuEfPqxOVW/frhJFY2M13rh6dahSRdWq6gsLCyhVSl0SPX6sPpwcOqRey99/w65d6j5HR6haVbV+Kls2Y9XZurioFl2jRsGWLSrBnzJFv/69ksPISK3GRker7gxDh6rk3DTFf22FEMmR4v+1HBwcuHr16mu9Y69evUq2bIbVrkjoL40GTh59htX9/bg0bPBfEnv/Pi/v0Mrh6kr1KVPY2KYNJxctovzgwboNPJ1dvqySnE8/Ve2NMquYGJX8LF/+36Qld3e10lezJhjS3lQbG6hcWV1AdUs4dAj27VNJ7apV6mJpqZLamjXVsRYWuo07NVhZweTJqnZ29mxo10616KpUSdeRpYyRkUpgY2LUxMCRI1VXg4xcJiKErqQ4kW3dujUjRozgyy+/pPS/VfnHjh1jxowZtGzZMtUDFJlTRATcu/6IwpzBo0cPdeP9++qvQkSE+ot35gyEh1O0Vi2y2tkRtmpVpktkf/pJXbdrp9s4dOXJEzUGdcUKtZKZLZvaNNSsWcYZCJEtm1qBrVZNfcC7dEmNIP7rr//KECws1P2+virpM+SVWmNj6NxZbYAbPhz69VObp9q3N6yyCmNjtbocEwNbt6pfWf7+hvUahDAEKU5ku3TpwrNnz/juu++0077s7e3p2LEjnV869SvExwgLg4S4OBwII2fRrv/dmDhXNnGKQVgYJpcuYVOwIM/u3tVt0Ons/n3YtEmdlk6NgRGG5MkTlcSvWKFWLPPmVT08GzZUK5UZlZGRWnkvXFiVkty+rWqAt21TydLWrWpFt3ZtaNJE1Z0aauJUubIaoPDVV6oTwPnzEBCgetEaChMTtRI7YIAqM7C0VGUHhvpvIoQ+SnEia2RkRN++fenbty/37t3D3NwcK+kxIlLZuXNgZGKCA2E8vXULW1dX3jZXVnPnDtG3b2NuqE0oP9CaNWoD0+efZ54/jHFxKiGYOxcePVKbnwYPViuRmXEIQe7c0KaNuty8qRLZzZth7Vp1KVJE9Tht0MAw+5rmz6/KDAICVOnIlSuqbtaQpmeZmcF336lV5WXL1Ap7t266jkqIjCPFFTtxcXGsWLGCiIgI7OzsWLBgAQ0aNGDQoEE8fPgwDUIUmdG5c5A1pw22XOLk4sXqRnt7NYIrIUF9/e9c2SuXL/Pk+nUK1a+vs3jTW2wsrF6tduAn9tnN6Pbtg88+UxtnzMxU3eHq1SpJy4xJ7KscHVX7p5Ur1aapVq1U268pU1SiP3Kk6p2bksEO+sDSUtXNdumiqonatfuvNZ+hyJoVpk9X5RJz56p/IyFE6khxIvvtt98SHBzM48eP2bZtGz/88ANNmjTh5s2bBAYGpkWMIhO6cAFcSmSjQOVPOLt8Odd371YlBU5OqsTg2jUICyM2Z052LVwIRkb/1dJmAlu2qIlTrVtn/CTu3j1VK9m3rzqV3qOHWpVt3Djjv/YPYWSkSgoGD4bfflMTs9zc1Eptly5qBf/XX/9rR2YIjI3VONsJE9Rn2e7d/2tRZiisrFSJhLOzWqHduFHXEQmRMaQ4kd28eTNBQUEUL16c3377DW9vb7p3786oUaP466+/0iBEkdlER6tSWBcXqDVrFsZmZqypW5fQefOILl8eqlYlwcmJc/HxLJ82jTvHj1N59GhyZJJt+xqNqg21tFR1kBmVRqMSrhYtVNJSrZoqp+jWzTD7i+qCuTnUr68GZqxapQYNXL0KY8aoeuL589UEMkNRu7YaNpA9u/pwM3v2fydoDEHOnGriV5486gPGy8MwhBAfJsWJ7LNnz7CzsyMuLo5du3ZR49/zmgkJCUl6ywrxocLD1bWLC+Ty9KTlH39gYWvLbn9/5pQqxdxWrZjZoQMbhg3j/rlzeI8bR6WAAN0GnY6OHlUbXxo1UvV2GdGDB6o5/pgxakf+5Mnw/fcqARAfpnBhGDJErcwOHKiS3DlzVGnGxInqw6MhcHODH39U1wsWqIT2+XNdR5V8uXOrZDZHDhg2TA0zEUJ8uBRnnmXKlGHy5MlYWVnx7NkzatWqxdmzZwkMDKRixYppEaPIZC5dUteJ046dKlak28WLnF+3jjPLl/P01i1yuLhQwMeH0t26kS2TZTerV6vrjNrtbu9eGD1adWWoU0f14zTEjUr6ytpatSj77DM1NGLpUvWeWrtW1dI2baoSw39bNePqCra2uo46qVy5YN48Vff7xx+q5GTKFLXiaQgKFIBZs1SJxFdfqZXll4diCJEZPX8ex5o1p5k79xCXL99n3brqyfq+DxpRO3bsWE6dOsWECROws7NjyZIl2NnZMWrUqJQ+nBCvSWxo/3IfUBMzM4p/9hnFP/tMN0Hpifv31enITz6BggV1HU3qSkhQp41/+EHVE44bpxIrkTZMTNQHhdq14Z9/YNEiNRFt2TL13qpeXa2Gh4er8gR9S2YtLODbb1VC+OOPaqNbYg2qIShaVI2v7dVL9cr94QfVZUKIzOjSpQfUq/cTYWH3sLAwxds7X7K/N8WJrKOjI7Nnz05y24ABA1L6MEK81cWLale6oY2mTA/r16sWVBltGvTDh6rF0r59agVw8mS1r0+kPSMjKF9eXZYtU+UGV6+qlVpPT3VmpEgR/ZyuZWysNgHmy6c2gnXqpEpQPD11HVnyeHiojV8DBkDv3mrctLzvRWZz7140NWsu4fLlh4wa9Sl9+5YnRw5zjh49mqzvT1YiO3PmTLp06ULWrFmZOXPmO4/t06dPsp5YiLe5fFmdepNxjkklJMC6dWBnp0bSZhSXLqkm8RERavPakCHqg4w+i3/xgms7dvD01i1MLS3JV7Uq2XLn1nVYHy17dlV2kJCgNtgdPapWa69eVWdI9LWKp1kzVXs6dKha4QwMVKN7DUGlSursg7+/SmYXLNC/1W8h0tL06aFcuvSQWbPq06vXJ9y/DwcOxCf770CyEtnQ0FDat29P1qxZCQ0NfetxRpmlK7tIM8+fq8buPj66jkT/7N+vfjadO0NG2Vd54IBqExUdrTa++PnpOqJ3i4+N5cDEiRydPZunN29qbzfOkoViLVrgHRhIDgM+P2xvr3q1urqq+s3wcNUh4/Bh9W/TurVa9bS21nWkr6tcWdXNfvmlSmi//lrVARuCWrXUgI8JE9TghLlz9fNnLERqe/Einh9+OIyzc3Z69CirnUR/+7Yqb0qOZP05XLp06Rv/W4jUdu2aartkKHVu6SkkRJ0GbtZM15Gkjg0bYPx41Upr5kx1alufxT1/zvrGjbm8dSvWBQrgPW4c9qVK8ezePU4vW8bZFSu4snUrLbdvJ5eBzgx2dVXJa1iYqlOOjVWJVa5cqg51yRJV3tKtm9psqG8fqIoXV7W+ffuq8pQ7d1T8hrDG0ry5SmaDg1WpwaxZhjWOV4gPcf78fW7dimLw4MqYmBhrJ9EXL578x9CzX0Mis7t6VV1LIpvU/fuwaxdUrKgmOBm6ZcvURhcnJ3VtCC2Adw8dyuWtW3Hv0oXac+Zg/FIW5965M+EbN7KheXPWNWpEl3PnMLWw0GG0H8bWVm3sCgt7vWtB7dpqwMKsWapDwJo1KuGqUkW/EkUnJ3V6fsAAlXw/eKBadBnC8IxOnVQy+9NPqtRg8mTDiFuIDxUTEwdA9uzq9+Wrk+iTQ6oQhV65dk1d58+v2zj0zebNqm6xcWNdR/JxNBq1mSgxeV2wwDCS2OePHnH8hx/I5elJ7blzVRJ7/77anfbrr7BvH0UqV6by2LE8uXaNc2vW6DrkD2Zrq+o2GzVS14n1msbGqufsunVqytbt29C/v9pxf+WKTkN+TY4camWzShW18j94sGFMMjMyUqUR9eurD66BgYY18EGIlHJ0tALg8GFVqvXqJPrkkERW6JXEFdkCBXQbhz7RaNQfYxsbw97kpdHA1KlqmpSbm2o35OCg66iS59yaNbx4+hSvvn0xNjFBW8i1e7f69LV7N2zeTOkWLTC1sODEwoW6DjnNmJurUbchISrh2rdP1aLOnAnPnuk6uv9kzapWjuvXh507VYnB06e6jur9jI1Vf1xvbzXGdto09f+OEBmRo6M1tWsX5pdfwrh+/bF2Ev3588l/DElkhV65fl1Nq8qeXdeR6I8zZ1RLMl9f/d/N/zYaDcyYAcuXQ5kyqgG8If0bP7p8GQCnypXVDYmFXK6u6vSBqytERJD1zh1sS5TgUeJUjwwsVy41ZnXhQrWqvnixqpvdtUvXkf3H1FQN12jdWm1Y69lTnbrXd6amqkeup6f6f0a2poiMrH//isTFJdCixSqMjJ5Rv77avJlcyW6/lVzSfkt8jBs3VE9Ifaq507WNG9V1w4a6jeNjzJ2r/hiXLq1WmCwtdR1RyhhnyQJAXHS0uuHVQi5jY/X13bvEPXuGiaF+4vgApUurf9s1a9Tp/EGDjHFzy8ukSfrRrsvYWE3PsrZWZwG6dVNx2tvrOrJ3s7BQPXG7dlUfAm1tDft3gBBvU79+UYYPr8r48bspXnwW3bqVoV695NecJWtFNjQ0VHvZt28fM2fOZNWqVZw4cYKzZ8+yfv16Zs+ezalTpz74hQjx4oWqu5NBCP958UL18yxUCEqU0HU0H2bRov/KCWbMMLwkFsCxQgUAzq1dq254tZArIQGiooh89Ij7Z8/iqO8tGFKZiYkqL1izBqpX13DwoDWtWhkTEqIfNZ5GRtCjh6rpvXhRJYcREbqO6v1sbFTJRp48avVbn1a7hUhN48b58MMPjbC0zML48bupW/enZH9vittvBQYGUqRIEUaOHInpv7t2NRoN3377LXfv3k1h6EL859YtdQpaEtn/7N2rToW2a2eYq9QbNqhd7kWLqj/IVla6jujDFKxdm+yFC3N87lw8e/XC+tU+VVFRaBwd2bd6NQCevXrpOGLdcHCAiRM1uLpeJySkGN98A1u3wogR6kyLrn3+ufogNWGCWpmdM0f/N5bmyqVWkLt0Uf1x58xRq+BCZDRdu5ahUydPtm27SFhYZLK/L8U1siEhIXTq1EmbxIIahNC6dWu2b9+e0ocTQiuxv3xGaC+VWjZvVglsvXq6jiTl9u1TE4scHSEoSK0uGSojY2OqTpjAs3v3WFWjBjfOnkVTrx5UrQr58xNVogRbNm/m3IYNuDRpgmPFiroOWafKlIni558TaN4cDh5Uq7WrVunH6qyfH4wZA5GRauiDvnVceJMCBWD6dLXynbiqLERGZGJiTN26LvTunfyzWilOZHPlysXu3btfu33r1q3k1/ePtkKvJSayMmtciYpSm+HLlFHjNw1JWJgaNWtlpcoJ9L0eMTmKt2pFreBgHoaHs6JKFZb4+LBp5kzWBAczz8+PUytXUtDXl/o//SRTDlGbNv391QqinR1MmqQ6B9y+revIVCeDcePg3j2VzBpCYujmpn6GT5+qn+NLg+WEyNRSPBDh66+/ZsCAAezYsYPi/45eOHHiBCdPnmT27NmpHqDIPBJr1mRFVvnrL9X7sm5dXUeSMpGRatUoLk4lsYUK6Tqi1OPZsyf5qlXjaHAwZ376icjjxzEyMaFAjRp49upFkcaNVXsuoVWuHKxcqTb5hYRAq1bqFLmuzzLUqaO6A/j7q/rZuXP1v6dxpUqqVnbECJXMLlxoWN0/hEgLKU5ka9euzfr161m7di0X//0Y6+npyTfffEMBaf4pPkLiSo0+7HTWB1u3qlOJNWvqOpLki41VzecjI9X4WU9PHQWi0agl7Xv3VJHx48fw5IlqdPr8OcTEqPPcCQnqWGNjyJJFXSwsVBPSbNnUVvccOdQle3YwMcG+ZElqzZpFrVmziHv+HJMsWTB6yxiahAT1lNHRauNeXJx6OhMTlUSZmalV6yxZDLMGOrksLWHYMNUHecwYCAiAv/9WCa0u66Z9fNQq55Ah8MUXavVY35PZunXVtLLvvlPTy4KD1VtWiMzqg0bUuri4MGTIEB49eoSVlRXGxsZyKk18tFu3VO6QLZuuI9G9R48gNBQqVDCcFReNBiZOhBMnoH37dFhJTkhQjYcvXVKXGzf+u0RGpv4oJ2Nj1QMpVy5V6+HkRIydMxcpzFVNfq5G5eTmLWPu3FFP/+CBOg2cnLpQU1NVQ2xrq07D29urEpu8edWlUCGVSxu6KlXg55/VxKotW+DYMfWBR5eblz79VPVsTUxm582DggV1F09ytG4Nd+7AkiX/jbI1/aC/5kIYvhS/9TUaDXPmzGHx4sU8efKE33//nenTp2NpacmIESMwy0T9E0Xqun3b8GpB08qOHRAfr+bbG4q1a+GXX6BiRXXaM1VpNGqC1rFjakLEqVNq9MuryaqlpcoAy5VT2aC9vcoAra1Vppg1qxpNZW6ulkWNjdVSaHy8Wi598UKt1kZHq8vjx/DwITx6xIs7Dzhz3pTDR205HelA2LMC3HiROJrsNhjdAXNzrK3BIZcxrk4W2Lhnx8o+K1mzqlVXU1P1lHFx6hIbq5Ldp0/VU927pz4IJLarfZmtrVotLFZMtWJzc1M77lMyk1wf5MypJm6FhPzXJ7VXL/XhR1evpXp1lcwOHarKDH74Qf+nC/bpowbMbdyo6n1HjcrYq/pCvE2KE9lZs2axadMmvv32WwYMGABAs2bNGDlyJJMmTWLEiBGpHqTI+DQatcJQpoyuI9EP27erpMdQRtKePq1OdebNC998k0oJSWSk6j8WGgqHDqksL1GOHFC2LBQporK7QoVUVpc9e6r9Nddo1I72PXtg73E4evTfvNkMjPJqcM4dg2/u+7hY3sQ5/iIFnp4h750jWNy9DgnA9X8vuXKprNPdXV1KlFAJ9Ts8fapqxm/cUIvOFy+qy+nTqgtAIhsb8PBQJRzlyqmHNoTE1sgImjcHLy+VPM6cqSZvjRmjEl1dqFFDteUaOlStzM6fr98bT42NVa3sw4cqmc2dW00uEyKzSXEiu27dOr799ls++eQTbTlBlSpVmDhxIl9++aUksuKDPHmiShcdHN5/bEb3+DEcOKBWNg2hZdXTp6r+0chI1Rt+VMwXL8K2bWqn27lz6jYjI3BxgVq1VOZTsqQqpE6j5afwcDWE4o8/1CIwqFpWT0/19CoEI7JmzQrk/fdS7r8HePJEvY6wMDh7Vl127VKvCVQGUqKE+tSWeHmlniZbNtV7t2jRpLElVlMkLkofP65y/cRGMjY2KqGtUkV1BrO1Tf2fT2oqXFidHp88Wa3m/+9/amVUV6UGPj5qM1VAwH/JbK5cuoklOUxNVfLdowcsWKDKUlq10nVUQqSvFCey9+7dI9cb/s+2sbEh+k3nw4RIhsh/ex9LIqvynfh4w9jkpdGoFdjr19UmL1fXD3iQxPOjmzapLBLUymr9+iojq1gxzQuFHz9WPXvXr4cLF9Rt9vbQsiV4e6vF32RvqLG2VsukHh7/3RYTo5ZTT55US7tHj6pMdOlSldiWLAmffALly6ss7i0lWsbG6pR3gQL/1SDHxKiHPXAA9u9XZSl//qny/JIl1UpjrVr6O2jEwkIljmXLqnrZbt1g4ECVkOniVLmvr1p5HztWJbM//KASRH2VNavqMduli/pAkCOH6sggRGaR4kS2YsWKLFiwgLFjx2pvi4qK4vvvv6fCv2MchUgpSWT/8+efKmExhLKCjRvV6mX16irpSzaNBo4cUV3y//pLFYza2ECzZqowuGxZVcOaxs6fh59+Uh0iYmPVDno/P5XMeHqm4ml6C4v/Vl/bt1dLqxcvqpKJAwfU9YkTqp9S4rGVK6vLe4o1LSzUKmy5cqrW9NEjtUq7a5e6PnlSDaQoUUIlOPXq6Wdf3/r1Vf3voEEqITt1CoYPV+XM6a1xY3WGaOJEVYs6d65+nx3JmVNN0OvcWdXK2tmp/4WEyAyMNBqNJiXfcOvWLfr06cPNmzd58OABRYoUISIiAicnJ4KDgzPMUIT4+HiOHj2Kp6cnJtIXMs1t3AijR6tNIIaQwKW2xPdbsWKe1KljQpky6g+TPrtxQ+2etraGFSuSuWiakKAyrMWLVYYFahXSz0/9w2fJkpYhAyqHPnhQndLet0/dVrq0qtmsWVNHrYwSElQJwv79qib42DGV3IOa7Vqtmrp4eqZoe3psrMqT//gDdu5UHcmMjdUid8OGarU2tX/kH/u7MypKrdDu3q1Ki7/7Tnen9xctUv8fli6trt9T2qxz58+rlVljY1UW4eKi64gMm+QBupOSn32KV2Tz5MnDmjVr2LdvHxcvXiQuLo5ChQrh7e2NsSHsMhB6KXEfjz6uFKWnvXvVxvnq1XUdybslJKiNOc+eqZ3n701iNRrVODQoSJUPmJmpzPF//0vz7eEajYaoKNXd4OJFM2bNMuLwYfXHvk4daNdOrVbqlLGxytrc3NSyWnQ0/POP+pnt2QPLl6uLtbUqfq1eXWWjlpbvfFgzM1Ua4e2tkto9e9SHxr//Vu+1nDmhUSP1OSJfvvR5qe9jZaU+0M6dq+o+P/9cJbO6qJvt2FGVPC9ZAl9/DVOnvrXqQy8ULap+Vv36/TcwQZ83rAmRGlKcyP6fvesMi+LsomeW3hEQEAEbRUQRG1Y0dsXYS+w91mg0MZrEfCaWaKKJib2X2FvsvUfsXawoWEARFWnSy+734zgCCrgL28A9zzPPKCwz787Oznvee889t2/fvpg/fz7q1q2LunXrvvt5dHQ0Bg8ejO3btyt1gDp8GoiK4l6btWjqwKlTFAVqe1R661ZWmXfrRmlnvggJIdu9eJF54r59gZ49Vb5qefkyEUuWXMbSpVfx9KkAoA4MDMrB3t4EvXoZY/RoQ63VjcLUlDdBo0ZcBDx4wJDqqVMU8+7fz1BqrVoktY0affTLY2jIYqYmTbJkyTt2kKStXUt+3KMHJQqatnGSSFiB7+HBTM3QoYzSBgSodxyCAIwaxSjx9u0cy7Rp2u0M4efHMf7wA8nsqlVFx4taBx0KArmI7KlTpxAUFAQAuHTpEhYvXgzT9yIBT548wbNnz5Q/Qh0+CURHc6/tVdaqREYGcOaMAC8v7a6UjohgYNXJ6SN+senpnEVXrGAIt21bshM1vLlLl56hTZsNePUqHVZWdWFnVxUymYDU1Pt49uwcVq1KR9euvVC6dBEIVwkCGZ2HByuhIiNJaE+dogzh7FmWrvv4UBvRpMlH2+PZ2HA90bs3ZRabN2cd0t0d6NePUmVNZ1ObNqWr2pgxwKRJwOPHLMBSJ5EUBFpyxcZSS21tTR2vpsl+fmjWjM/UmTN13b90KP6Qi8iWK1cOy5cvh0wmg0wmw9WrV2GQTVglCAJMTU3x66+/qmygOhRvREczpajNaTtV48EDUyQkUAqprZDJ2JUpJYURsjwz2/fvM3x1/z6FepMmMW2uBjx5EotWrdYjIcEJlSu3h6GhOby9BXz3HVCxYk1s3GiMYcP2olWrdbh6dShcXYtYuMrRkaHwbt2Y9z57llYFp09TWzt7Nu0KWrQgqS1VKs9DSSSM4Pn50XliyxZGaX/6ieSnb18WPmnye+nhwajxN98wVf7kCR0F1FkEJpEwyjlqFK+RnR0VINqMbt245lmzhkT8jz903b90KJ5QuNjrhx9+wMSJE2GuyQbZaoBO5K1efPEFA3ifqjIlMzMT48ZFIDDQGRs2CPDw0PSIcseePdTGdupE79hcsX8/Z/2MDM72gwappYhLxNChR7F0qTEqVKgBV1cTDBhAv9LoaBIQT0/gxIk76NJlK8aMqY2//mqltrGpFCkprF47doyhVdEO0cuLhLZpU7n0yPHxjNBu2kQHBHt7fozyElpVPTtTU1mRf/Qog8+zZ6u/bW9CAjBkCNdnkybxmmgzpFKS/r17Wdyn6/6lGHQ8QHNQ5NorTGTFEwQGBuLx48fo1KkTHj16hPLly8PCwqLAg9Y26G5g9aJFC6YQV6zQ9Eg0g8zMTDRvHg8jI2vs3y9o5WQTH8/6LEEAtm3LxY5IKmWLpjVryH7++ENtUVgRhw9nICDgKQwMTPHVVyUxbJiAc+cohzA3JxFxcgJat5ahYcNFiIh4g4iIb2Bioj6irRakpmZFak+d4hsH2AmteXPmnsuWzfcQycn8nNesAWJiGAgePpz2Xfml9lX57Mx+i7m6UuKibp1zVBQwYAA7Ef79N5CtVEQrkZkJfPstA/aDBum6fykCHQ/QHBS59gorjZ4/f47PP/8cP/74I2bNmoW4uDgsX74crVu3RnBwcIEHrcOnC6mU+jNNtabUBoSFAZGRhmjQQKaVJBag/VBMDPWKH5DYlBTOlmvWMFy2dq1aSWxaGivdx46VITNThs6dIzBzpoCXL0liPT25UPL05P/v3xfQsWNFxMam4OHDGLWNU20wMqK31pQp9N6aOxfo0IEsbPFioEsXpkFWrODNlwtMTOjosGsXq+CTkhjR69mTrgeKh0AKD4mEY/nuO3ZdGzCADdTUCTs7Xk4zM2DCBPWfX1Ho6VFCXakSP+6tWzU9Ih10UC4UJrKTJ09GzZo1ERgYCMO3eabZs2ejXr16mDZtmtIHqEPxR0ICyay604TahNOnxXbPGmAHcuDOHco+qldnRC4H0tLIbgMDgTZtSJTUaD8REcFI08aNgLt7OoB/4eUVD0EgbzM3z4ogSiT8f1QUYGxMwWB6ulRtY9UIDAzYWOGnn9i9YsECNp6IigIWLaJOpEcPtrAKDf2AoZqaUiu7axeLwMLCgK+/pl704UPNvKUvvmCzgjdvWP929ap6z1+uHKUNGRkk1i9eqPf8isLEhNFjV1cWgB0+rOkR6aCD8qCw9PvKlSvYsmVLjlCvgYEBRowYgY4dOyp1cDp8GoiN5f5TjsiePQsYGMg+bmWlAUilnPwEgRGoHBHjjAxWkly+zNZe48erVYR39SpPGRdHHWfnzsDevUkIDGSU0c4OuHuX70Ei4T4hgT8/deoJ9PUlRa/YqzDQ1wdq1+Y2YQIt0Y4eZXe1JUu4ubpSetC0KSut3n6eFhYkr198QS68bx8bYnTtSicBdSvLmjShzGDsWLpn/P47LcTUBV9f6sV/+IHruBUrPmrrq1HY2OTs/mVjQ6s1HXTIDYmJXNc+fsyF2qtXrDNIS2M9S2YmF0gWFszQOTsDZcpwkVeqlHq12AoTWWNjY7x+/RrlypXL8fNHjx4V+wIwHVQDkch+ql6HSUnA1asCvLySYGysfa2DDh5kE64ePSixfAexK8KpUzT4VLMn0Y4dwG+/MYv+55+i24Mp2reviO3b7+LOnVfw9CyJ0FCmf7NrZGWylzhy5CG6dq0EGxvtu+Zqgb5+VhvcH3/kquD4cepqV67kVro0SW2zZkDFioAgwN6eH3u3bpRBb95M9cLYsWztq07UqEHuPWoUGxZMnUq9vbrQvDklDgsXktDOnq15y7L8UKoUZRGDB1MJtGwZtLawVAf1QSYjYb16ldvNm8x0vQ+JhM9bAwP+OymJxPZ92NrS4rpWLS4uVW2rqTCR7d69OyZNmoTx48cDIIG9ePEi/vrrL3RVqNm6DjoQcXHcf6pE9vJlrm6rVk0AoF0dIVJTGfWytGQKNwdWrQIOHKAh/88/q83cUyZjkc+aNSSlf/2Vk2B/800d7NhxF+3bb8KhQ70REFACwcHMpNvZAUZGMejWbRMkEgFjx9ZRy5i1Hvr6WT5c48cDQUF0Pzh2DPjnH26lS/Oz/uwzoGpVeHtLsGIFK+LnzKEd2+7dDPSqE15eJGQjRwITJ7JIrX179Z1/wADKLfbuJZH97jv1nbsgcHfnwm/UKEayV6ygflyHTwsZGSSt//3HLTIy63flygEtW/JeKV+ehZ4lS3KOfv8xn5bGOTw8nGQ4JITHPXiQm0TCtXL79iS1qrCAU/iQI0eOhKWlJX755RckJydjyJAhsLW1Rf/+/TFo0CDlj1CHYo9PncieO8d9lSqJmh1ILti0idXZ33zzXoFXUBBDYW5utNpSUxgqM5On27Mnbwum+vVdsWhRGwwfvg8VK85H167eaNWKTHfjxhBs23YHGRlSLFnyOerW1c3gH0AiYd7c15dh1lu3GHI9dgxYv55biRJAw4aQNG6Mdq380KiRIebPZ5S8Z08JWre2gY+P+qKT5coBy5dT4jB1Kifpzp3Vc25BIIGOiGB0ukIFyo61GTVrsgBs/Pis7l+fcjOaTwUyGaVW+/ZRLi9mQ52cKBOqWROoVk2xudjQkCS3ZEnWUIiIjma/lgMHKJ07fZpr4cGDmcBT5rOhQPZbIpKSkpCZmVmsbLdE6Gw31IcNG0hIVqwAqlbV9GjUj44dgfR0GX755SqqVdOe+y0ujqtoS0vaML3zEE1MpM4gKgpYt45LdjUgNZXp21OngAYNKCvIr1vR4cOhmDHjNE6efJzj540bl8WPP/qjWTP1jLvYQCYD7t1j+ObECQroAApDGzQAGjfGVdMGmDLLGPfvJ6FGDRNMnixR1+0BgIuuoUMZHRo/nvIHdSE2lkVxL15QalCjhvrOXVDs2AH8+itVI0uXarfGVxMoLjwgKYnR0a1b2e0aoPte69ZMsJQvr1pV2MuXwM6dLMh984YZgFGjaKyS13lV6iM7f/783A8kCDAwMIC9vT38/f1hq8aqZVWguNzARQGLFmXZwrwnvS72ePaMZLFDBylat76mVffb7NlcZPz6K9NM7zBpEpseTJjASh81IDWVwcGLF7manzRJ/hTV/fuvcefOKwgC4OVVEh4eRfvZpDUIC2OR2IkTFNUBgKEhkqrXw/SnATj0xB8GJgYYOZLrHnW1lX35kpHZsDD1k9mHD4H+/XlvrlnDAhhtx7JlTK7UqEH9rDo7pmk7ijoPePGCCZRduxh/MDOjscznn1OSo26rxzdvSGbXr+d4GjZkcKJkyQ9fq8i1V1ha8OjRI+zfvx+Ojo6oXLkyZDIZ7t69i4iICPj6+uLNmzeYNm0ali9fDl9fX0UPr8MniDdvuP/Am/QTwPnz3Pv5aZftVmQkFxYVK7Kg5R0uXyaJbdCAXqRqQFoaC1MuXmS6eMIExUiRh4etjryqAq6uDEH27Uv2+N9/wPHjMLnwH35I3I+u8MHk6HH4a2JZnN5vgMmzLWHvoPqZ096e0cWhQ+m2oa+vvlR/+fLA9OlcdI0bx5S9iZbXEg4ezGjy5s2USPz+u3YXrOnwcTx+TFn7/v2UY1WoQLeRVq00G3W3sGBnvC5dGCg5eBC4fp33XdOmBT9ugdbIXbp0wdGjRzFv3jzMnz8fR44cQc+ePVG2bFns3bsXgwcPxm+//VbwUenwSSE+nvtiqFD5KC5c4KpY22y3Vq6kxcrIkdlIo1RKM0p9fbU5FKSnM6p2/jz9/BUlsTqoCfb2jM4vWgTpoUOIGDoUVT53xXrn79E5fRMu7XyGHpWDEPjVZuDKFc6uKoSdHe2MXVxILPfuVenpcqBBA3bPCgmhXlcTjSMUgSBwodi6NQPs06dr/5h1yB3h4cxWdevGOoKqVVmIuWkTF3PaIh2xsWGtw+zZnE4mTKAcR1pAS2+Fp4Tjx49j4MCBOUK9EokEvXv3xsGDBwEAbdq0wb179wo2Ih0+Obx5Q/2lPH3cixOkUgY4vby0Kxr9/DlTUT4+QJ3sRf2HD1Mj+cUXaukLKpWyEv70aaBtWzpE6UhsEYCVFeIbNIBsxgyYnDyAH7bXwh+9b0AmA8auqoI/O5xCWtPWdLo4fpw5RhWgZEmS2VKl2OBMnU0A+ven/u/wYUoMtB0SCQlQ3br87s+bpyOzRQlRUSSGnTszClurFoMRS5cC9eurX0IgLxo2ZJlFpUoc73ffUc+rKBSWFtjZ2eHy5csf+MheuXIF1m/Lh6OionSesjrIjTdvPs1o7L17jEbXrq3pkeTEqlUMmA0blu0BKJXyqWhhwTZaasBff9Grv1kzEtriQGLT06lbe/2aW0wMH9zJyezyC/CaSyRMSZuYUNdmY0NvRjs77ovMtTAwAGrXxme1a8NrsgwTR8Vh48XeuBlWHb/v/BUO+/YxJFOtGkOZ/v6ULCgJDg4ks19+yXvIzIwTu6ohkdBrNyyMTQi8vOhsps0wMKAUY+RIkm9LSxJyHbQXSUnsBr52LZ8f1aszG1CtmqZHJj/s7anTnjqVUoPhwxmdza+Q930oTGRHjRqFiRMn4sqVK6hSpQpkMhlu376Nffv2YdKkSXj06BEmTJiANm3aKHpoHT5RJCTQrP5Tw8WL3GvTBPfyJb1AfXzekzv89x9n5YED1RI+3rCBRQHVqzOaVmSI21vIZMDTp7S6uXePaeawMFo0FTR9JsLQkAFxFxdqMt3duZUtq93XycFRwJJN1li4EPjnn0boZVIH01sHwi9yN1MTly5x9eLqSlLbsCEtwAppPFm6NMnk4MGM+CxcyMOqGqamwKxZQJ8+1ACuX89JW5thYsJU9JAhWf7R2m4l9ilCKiXpmzOHC+KyZdkq2d9fe6Ov+cHIiETW0RFYvZrv5e+/5f/7AtlvXblyBRs2bMD9+/ehp6cHNzc39O7dG76+vggKCsL169fRq1evIlnlJ6KoVysWJQQEMA34zz+aHol6MWIEhe4nTwJ6etpxv82axaKPuXNpYv0OAwdmGRCq2HDy+HFqpsqWpZuFNsku8kNEBD2BL1+mDDQ6Out3hoZZLRxLl+b9bmtLO1YzMxIII6OsSSgzkxGWpCQu9KKjOWG9ekWni/Bwni8jI+scpqZA5crUxVWvzr0m5DryPDtPnqSyIDmZPqZ9uqZAuHyJOpLAQK6oAGYA6tUjqa1bt1A3w507zDLo6TG54O5e4EMphOPHqfP28aE7gIGBes5bGLx+zcTLs2d0LVFntzRtgjbygLt3+ZwOCqKH9vDhrB/QkuEVCjIZyfm6dUCdOpkYMEBFrgXTpk1D37598eeff+b6ex8fH/j4+Ch6WB0+YSQkfHq2W2lpJLG+viQbKq59kQuvX9NX0suLnOEd7tzhU7NDB5WT2AcPqNUrUYIPNG0nsQ8fUv5w4kSWP6MgkCS1aEHtV8WKqomWZmQwynv/PrebN3lPiZF+IyMS2vr16RXp6Kjc8xcGn33GdOi4cVw0PXhgjP/9zx+G/v7A99/zDQUG0jT40CFuEgnZYP36jNi6uSkUfqpUiS11v/6aHparVlE/q2o0acKo7Nq1vKfHjVP9OQsLW1tGrgcNAn76ifdSo0aaHtWnjcREfiZbt/L/3bszcq7tz0hFIAj8fqalMTMoLxQmsrt370a/fv0U/TMddMgVUimjTp+atODWLX5Za9bU9EiysHkzxzRw4Hv8YN8+7lWcY4yP5ySfkUHC4eSk0tMVGPHx5FV79pDjA+yE064d+VXNmuqZXPT1KS0oX562OgA1uPfvk8xeuMDo8LlzvJ4VK5JUtWqlHdfW1ZVpxJ9+Yvef8HC2TrW1FQBPT26DBzMMHRjI9kAXLpCtL1jAPH2DBtz8/OQS1fn5Uaryww9MX6or4v/VV/zOb9pEv9bGjVV/zsLCyYn64sGDubaYM0e7ZFCfCmQyLpRnzeJXwceHha9ubpoemWogCJwHmjRR4G8UlRYsXLgQ165dQ//+/eHk5ASj99yTnbThCakEaGNKoTgiMZEr/XbtGIn7VLB0KbeVK/lg0vT9lpREk2xra3bxehc9zMigL4/Y3ktFAiypFBgzhlzlhx/U115UETx+TN3u3r1s0GBqykK0gAAWV2jjYyIpidZlJ08yay9a3fn60hi9ZUvlW/Ioei9LpeSl//zDqPHcufk0ixNTGadPcwsL488NDcmyGjYksf2IGFXsJli9OrWg6pBgvHzJxhBSKfWyRWWqvH+fkb/MTH5On1LCVdPP5agodjA8eZKP4FGj2EBHm7XwyoJKGyLMnTsXABAYGAiAHb0AQCaTQRAE3L17V9FD6vAJQ3Te0RZ/O3XhyhUGkCpV0vRIiD17SHK++uq9h+SFCyyt795dpVUEy5eTxLZrp33FJcHB1DaeOsX/e3nRgaxpU+03uzc1ZWSjSRNGa8+fZ/Tz5EnywdmzuU7p0gXw8NDMGCUSTtBly1KPOWAAI7O5ZitEwurnB3zzDYmsqKs9d47/BhjNFSUIlSt/MPP37EmbuY0b6S4wbZrqi2Ts7VnQMno0F2srVhS6jk0t8PDg4mLkSD4fFi7kJdVBdZDJ+Ez+6y+6+jRvzkJFFSu7iiwU/hodO3ZMFePQ4ROF6BlnZqbZcagTaWnUM1arph0TmVTKCd3KilG6HDh5kvsc7b2Ui6tXab/i6ckUprZU3T58yNTq8eP8/2efAb17s4hKW8aoCAwMWNXs788F5KFDwPbtWVutWkCvXqyt0kTEp21bala//ZbEdvJkOYqMXF3JSnv2pNj+7FmuOM6eZbpj5Ure2PXr843XrftOxzR2LMnsoUPU6A8erPr3WK8eG6GtWUNCOHq06s+pDPj4UFowejQ/m8WL+X3VQfl48YILq3PnaLf388989uiQNxSeRkvnYYSelpaGu3fv5vl7HXTIDSKR/ZQisrdvk8zWqKHpkRCnT9MqauDA9/qsS6WMdJUpo1Rvz+yIj88qJpk+XTuaYsTHMwK7dSsvQcOGrHbXVMRSFTAzY+S7UyfqfDdupHn/pUskdQMHkkSqO5tasyaj86NH07IqLo4Nw+SCuTkH3aIFP7hbt7IkCPv3c9PT4xevYUNIGjbElClOGDyYxKxMGZWu195hxAgu3tasYWA5R9MRLUb16ozgjxnD97B0KVuf6qAcyGSULf3xBxea7dpxsfUpeqwrCoXX3VevXkX79u3h7e0NLy+vd1vVqlXRq1cvVYxRh2KMT5HIXr3KffXqmh2HiPXrGRn+gDDcu0eRlorKlWUyRh5evmTarEwZlZxGofHs3k1yt3kz06erV3PyLk4k9n1UqsSU9549jBa+eMHmAV26sM6vsL63isLdnWl3Fxfg999JbBU2iRQdDkaMoCB23z6G++vUoabijz+Adu1gOqgH/q66CrZGCfj5Z9m74j1VQl+fizYzM9YFZLdp03b4+bHoKDERGDqU+lkdCo/oaBY4TZ7MuXDOHN4bOhIrHxQmstOmTUPp0qWxePFimJiYYN68efjpp59gbW2NmTNnqmKMOhRjiERW27WGysTVq4w8aoM+NiSEet3mzeltmgPnz3OvolZI+/Yxbd+0KaMPmsTLl4wCis0XJk8mgfqUtID29rwGe/eyuCcmhmnNnj2BM2fU27LUyYnX39OT0dIFCwp5fgcHMvM5c+iXNmsWqxtfvoT91gX4K3YAcOcuxnUIQfTes6zmUyGcnBhxjo7mYq4otYOtXz+LzA4fnmU7p0PBcPIkNff//cfiy82b1dN9rjhBYSL74MEDfPvtt/D394e3tzcMDAzQq1cv/Pzzz1ixYoUqxqhDMYbYlvNTichmZtKStUoV7Uiji56E3brl8ssLF1iRVqWK0s/76hWDYnZ2tJLRlOZUTOd160ZNWrt21Iu2afNpVAbnBktLEtndu4F+/VhP9fXX6ictNjYksVWqMDL+999KInympvS/+uUX4MgRYOVKVBrWEBOr7MLLZ2n4fkAkMpq0YBeD/fuzrB6UjBYt6Hhx6hTw778qOYXK4O/P729SEu+LkBBNj6joISmJC+dx4zgvTJ/OYsfi5AurLij8qDYxMXlnhVC+fHkEBwcDYCOER48eKXd0OhR7iBFZRfoqF2UEB7ObkTb0wk5KYgW7p2cukceUFDLuatWUzrhlMmDGDNbm/Pgja3E0geRkRhx/+YX3399/M533qXka5wXR7mfnThL8K1dYDPbbbyrjdh/AwoLRWF9fSmD++EPJ0UtRgjBqFNoE/oDuY51w1aIRZqePonnnpElMV4wcSfu5qCglnpxc2cmJ8pWHD5V6aJWjfn1g5kx+j4cOhVpkGcUFQUHMdOzezfrDzZs/3e5pyoDCRLZOnTr4888/8eLFC1SrVg379+9HbGwsjh8/DkvdUkIHBSFGZD8VacG1a9xrA5E9eJBktkuXXCKiQUH0a6pVS+nnPX6cUagWLVhIpQmEhTHauH8/o0ubN9OpSYcPYW9PPrduHTnftm3UER84oJ6UuKkpMG8ea7Q2b6YlkarOO+YXa9Robost0i44OP44xcJ161IP9Ntv7CYxYAArtZ4+LfT5zM2pT87I4IJKGzr8KQJ/f5LwlBQWRAYFaXpE2o2MjKwmE2JtwJw5uci6dFAIChPZiRMnIi4uDocPH0abNm1gbm6OOnXqYMaMGRg5cqQqxqhDMUZyMvefCpG9fp1BIBVk6xXGjh0kCS1b5vJLkXEr2VohIYH6OgsLNbbqjI6mbmDPHuDcOZw9GI/evdng4Kuv6FmqqahwUYKnJ23Spkzhwud//2MFe2Sk6s9tYsKIebVqrN1atEg15xELsWxtgV/nWuCRT3ue+OhR/qJ5cyA0lMaqHTowrLZiRVZjhgKgalW2sL1zh00hihrq1eNCQyZj4PrKFU2PSDvx9CkJ7PLl7Mq1bh21sZ+qhEmZUPgSOjg4YM2aNejTpw8MDAywdu1a7NmzB8ePH0fTpk1VMUYdijHEiOynIC2QyUhkPT01rwm+e5dbq1Z5jOXaNX4oSjaLXLCA2dkxY9Rk7h0dzbBrYCAQHo7tiyIxZmQa9GXpmD8f6N9fN5EoAkGgrnPbNuqIz5yhvnj7dtVHZ0Uy6+2dZRGrCtjaUvqSmgpMmPB2sW1mxhTCjBkktX/9RePbyEiy6k6dSGpXrWKvXQUxdCi7mS1dWjSdAKpX53dbbG4hei/rkNXcoGdPWi/27UvNd57d63RQGAo/wr28vBCdzS9EEAS4u7sjIyNDR2R1UBgikX2v03GxRHg4K8GrVtX0SKh7BBhU+gDp6ezY4OOj1I4NwcEkQNWqqdGlIDgYiIiAzMMTC4L8Mf1sY5QyjsGqsUG6vvGFgJUVnR3mzWN0ffp0NjJQtZWUmRnP6eHBhgKqKpKqXp3OXQ8fMoOQA4aGzKn//DPNd+fNY9/QyEiyuY4dKSZetQp49kyu8xkaMtItk1HGkZ6u/Pekavj40H/ZwoILgB07ND0izSM+nl3cJk+mjERsgqENhb7FCXLNUjt37sT27dsBsBXtyJEjYWBgkOM1L1++REmd0EMHBSG63HwKEdkbN7j39dXoMJCSQn2suzvbrX6AO3f4wSjR6FYmYwpfEKgLU4ZLQXQ0eWpUFN0PPD1zifJGRUFqao6ZOzyw7WwpeLu+wd8Bp1DCwB6AlnSkKMIQC1VmzmTgu3t3aj1VuTC1tATmzwcGDaJstUQJtuBVNvr2pTR29276p7ZqlcuL9PV5EerWpU/tpUuM2J44QVK7YAFDyC1b5uFxl4WKFdmIYtkySgzU0WlM2ahYkfx9+HBW4L95Q9lEUeyEV1hcusS1zsuXvD8nTtRJmFQFuYhs8+bN8fStsP3ixYvw9fWF2Xs9RU1NTdFcHW1RdChWEInspxCRFQshfHw0O44TJ7I6x+Q6wYgiNyUS2RMnSAo6dVJOcwFRMRARwUjH3buULgYE5CSzUhs7/DrPGrseloKfRyz+7H8TJo9fA3ZaYOJbTGBuzmhi/fqMzH79tQTNmtmhShXVdQazsSGZHTCAneHmz1d+gxGJhKS8Rw++r8qVAWfnfP7AwICC0Xr1GIa7cIER25MnWRH1999sXda6NZlNLn25Bw4Ejh2jjrJJk6KZfnZyomx45EhKicPDGaHVhnbc6kBaGiOv69ZRDjNpElUonyKZVxfkurXMzMzw1VdfAWCL2oCAABh9CsxDB5XjU4vIOjiwClyT2LuXk0rr1nm84MoV5r6U1A0gLY1zuJkZK5uVgbeKAXh6knBIpfxZcDCDYwB/NnVPVewJSUa9UqGY1fISjB7Hc6bVNYpXOlq2ZPBxwgQZdu2yQ3S08C5iqgqULs2s/pdfAt98w0hguXLKPYeNDV0FRo6kVdzKlXISMgMD2mA0aMCHXGAg0yCnTwMXL1Jr26gRv4R16/L1b//s559J0KdM4fmKoobbzo5k/PvvKTF49ozWaZquDVA1QkJYBPngAQt6p079yOJHB6VA4a9Ix44ddSRWB6UhNZVRm6L4sFYEb95Qb6fpaOyrV0x51a8PWFvn8oKUFBZ6KdE/dutWks5Bg5RX4BUVxUigeN9IJPy/aPMpk3Hi3HPUFPWbm+GPGekwKl+a2sb3w7Y6KA3OzsDy5TI0bRqDK1cE9O2r2iYKnp78nJOT2bQhJkb55/Dzy3IVKFCBmZER0KwZB3r4MBlx5cpsxvDNNySzf/zBtIJMBm9vSjRu3QK2bFH621EbLCwYke3Uidx98GDg+XNNj0o1kEopB+nTh5mhoUNJ5HUkVj0o5vRBB21HWtqnISu4dYt7TdtuHT7Mh25AQB4vuHKFH0q9eko535s3TDM6OnJyVhbs7GjlJZXy/1Ip/29nx/+vWkUSUKMGMGueMQwb1mF+r25dHYlVMQwNgf79X2DiRClevWK6XJVV7H5+jPxFRNDSLS1N+ecYNoySmOXLs77LBYKlJZnd0qUsZR8xgsLJTZvIgrp3B9avx/AvouHkRIltUSZ/enpUWQwfTjeG3r25kC5OCA9nVmDePGYJVq/m/1Ulq9HhQ+iIrA4aRWrqu6xascbNm9xrOiK7fz9T/P7+ebzgzBnuxfx8IbF+PSt3hw1TbqWupycVAsHBnEiCg7MUA7t3U6Pm4cECM12FsGbQrh2r2E1M2MFq9WrVWXR17EiSdOMGi4yUfR5DQ6aJ9fWZOhbdVgqFUqXI8rdtYziva1emTP76CyadWuNH87lIfvUGM6ZL1dJ4QlUQBGZjZs9mQ4CRI4GNG9XTTEOVkErpady9O++7nj35vKukk9+rHToiq4NG8alEZG/e5GSojEKnguLxYxK+pk3zIHeZmay4dnFRitgwPp4P+jJl8okAFxA2Njymvz+HKyoGQkNJZEqVYlpT125Ws6halU2w3NxYkDVrVlYUXdkYPZqS1H376KSgbFSoQBIWHq7khgyCIIqLqaOdPh2oVQt1HqxFQPwmnF0Tgv/G7mTIuQijYUPeC87OXGB+/z0zNkURjx9TKjF7NrNAS5dSJfIpzGXaCIXqCO/cuYMjR44gNDQUiYmJMDMzg4eHB1q2bAl3d3dVjVGHYoy0tOIfkZVKaYRdsaJmo4OHDnGfq40QAFy+TDuAXHvWKo5169gCd8gQ1WigbWxyBo4jIjg5Ghuz7aMoM/ikkZ01CoJGSqcdHZmSHzeOco+oKGDaNOV/FyQSRk379SPB8PBQvpNBjx5c623YwAWh0jMshoZsvNCiBRAZia83HMJ/v6bhz9U2qH2qK0zq+lKa0KhRkbQBKFOGwedp0+jOcPcu6968vTU9MvmQlkbZ0urVjC736EF1yKfSmVJbIdc3ISMjA//73/+wY8cOuLq6onz58rCxsUFCQgJ27NiBBQsWoGvXrpg8eTIEnceEDgogPb34p37DwxmdVJIJQIEgk5HI2tjQAShXHDjAfZ5MV37ExVH2V64c7TNVjZQUEqX4eJKYomJblJ4OPHnCgqhHj4AXL+g7+fo1LdKSk8WCSBn0M9Ogn5EMK71ElNCLRwnEoLT+C7joP0cZIQxueo9gmRHNi5Gezgj7+/lbiYQrRwMDfvFMTTkLm5iwOsfCgjpOa2vaDZQowVZXtrZcGRSw7NzcnBHyX36hTnvUKDbHUnYVu4UF66b692eAc/165bqESCSUFvTqRZP7jRtV+PxydITtN/0wopQUs6YkYVmJ8Rh9eTptvWxs2M2kUyeuFIoQLCzo/7t9OyOzAwbQs3fIEO2eC86fp19yWBij8xMnal4qpgMhF5FduHAhAgMDsWrVKtTNRTt37tw5fPfdd3Bzc0Pfvn2VPkgdii/S04u/JYtYHKJJInv/Ph/A3brlER2NjibDqFIFcHUt9Pk2bGA0dvBg1TtSyGSM6ty/Ty1unvpfLUBaGtsUX77MurrbtxnZyQ4zk0yUNIiDbWoMTJJewyjhNaRvEpGRKSBNZoC4THOEZFrgTaYVZCgB6HkDehJAIoGLRRy87F6hmuNz1HZ+BhfrNxAkAi+SVEpym57OLSWFW3IymXNCwscrpczMsjzkHB2p4ShVivni0qXzLaQzNGQkrkQJpv6/+ooFMrnYqRYK5cuTMI8fT7KxeLFyC2/Kl+d9Nm8eCxmHD1fesXND1y8k2LvfHOvvt0e7xQ1R9sYussCVKxkabNiQX+xatYqMWakgAJ07U3oyeTLfxqlT/Ny0TWMaGWmAb78VcPo0pQOjR1MPWwQD4sUWcn0Uu3fvxsSJE3MlsQBQt25djBs3DqtWrdIRWR0UQnp68ZcWaAORPXqU+zyjoxs3ksT06VPocyUmkqi4uqonGrtnD3WRDRqwdkbbkJrKGrqjR2kjmpTEn5uZseK+onsm3GQPUOHVeZR6eAamD24AyW8lAXoAKpVmaNvVlVspI8ChBDJs7BHxxgJh4QKePAHu3SMxPhwGHI4EEEmuWb8+0+A1ashB6NLSGE6Pi6OXVUwMtQCvX7MQ6dUrho2vXcsygc4OY2MILi4obWgIoVYtjrtsWW5mZpBIGDk3MqJecsQIamctLJR2uQGwmUD37swKLFnC8ygTvXpRzvrPP/TPVWUGQCJhN7yBA4E/VpTAvHn9IfTtC5w7R63Gf/+x6ULZsiS0n39eZKIDbm4ksf/8Q51p//4MMg8bloc9oBoREwOsWiVg1aryMDIS0KIFMwmlSml2XDp8CEEm+3jtYOXKlXHo0CGULl06z9c8ffoU7dq1w9WrV5U6QE0hMzMT169fh6+vL/R0PhoqQ4sWLNZZsULTI1Ed+vRhG/bDh/MOmKjyfpPJODkkJ9O14IMIaUIC0KYNU8dbtxY6hLp2LTWqkyaxcl2VCAtjdMTKilzc0lK151MEjx+zIH3fvqyilipVgM8+A/xqZMIz6gwkhw+S5SYm8gWWlvTwrVaNoSkPD4Ur1uLjGe29eJHp0PBw/tzKinamHTrk0ZpYEchkQGwsvaGeP6fj/bNnQHg4ZGFhSHr0CKYmJshxu9vbMydboQJk7h5YdMUPK3fbolIlAQsXKr8wLy2NGYG7dxk9rVNHuce/dYtpcR8ftpVVdebh5595L/35JyWy7/D0KW+0Xbt4o5mZAe3bA198wSh5EcGDB5Qc3LjBe2HIEMr11S03iI+nJGXjRiApSQY7uxhMnWqFWrV0PECdUGROlIvIVqxYEWfOnIGtrW2er4mKioK/vz/u3r2r+Ii1EDoiqx40aQK4uzNqUhyRlsbMX5067G6VF1R5v4WEMDrVtSt1gx9g9mxqAX7+mV6rhUBGBslrZiYjpaqchDIzGaW6c4f3j7ILewqKW7cYXTp7Voa0hASUsohCk+ph+Ly7Hbx9nZgW/vdfimHFivWGDRlSdnNTKiOSyai9PXqUxTWhofy5pyfvh4AA5X9GmZmZuHHpEqra2kIvPJyM/vFjnvzRo3fyBZkMWBz7BVbEdUW1CnGY98NzGFevxJWtklLkz55xoWNszCyBsqN8M2cyKKqEr85H8fo1bcbs7PhePshkJSdT5755M6+1IHDV1KsXc/hFQHYgk7FPxNy5XPyXLEn9bMeOqu/+GBFB8rprF7MmZcsCX36ZCRub66heXccD1A1F5kS5pAWCIBTJIq7U1FRMnjwZhw8fhrGxMQYOHIiB2ph7/ISRkVG8pQX37/M9alJWcOIE940b5/LL27f59PbxYVS2kDh2jPxsxAjVR1L++YfD79NHO0js3bu0ZTp7VoaU11Fwjd8Bj+jFKI1rMLkMvFgKlLSwgJWjI4wqVGDIqUMHlfYsFgSmvYcM4XbvHnn0wYPUqy5cyEVOly7KjWbLDAx44vfdbKRSRhCDgyHcu4dhd+4i+ch+bLj1GSYMjcEfzl1hYGVGcl+lCuDryy9PAVPlpUvTyeJ//6Mt28yZvCbSjAw83LcPt//5B/FhYdAzNIRT/frwHTYM1hUqyH384cOziFejRqrNCNjaMvW+cCETJz17vvcCExOmXjp2ZNeBDRv45T9xgtezTx8+BLSYkAkCs3SNGvE9rlnDCPTKlVwotGtHgqkspKUxIbJvHzW6Uilv2T59WPMqk1HTroN2Q+6IbLVq1WCQD+NIT0/H9evXtSoiO3XqVFy6dAkzZsxAREQEJkyYgOnTp6OVHFXZuoiselCvHmsU5szR9EhUgy1bOHnOnZt/syxV3m89e2ZJG3IUKKSn00X+yRNOeoUU+slktD4KCaGEQZUat/v3GalxdaXNlyarnWNiqPPcvZv/99Q/AZfzg1C6RCx8+vSBV2oqzE+eRFpUFCJjYhAklaLismWoMniwxsaclATs3MkU6osX5Im9enErbIpf0XtZJpVh6vg32L1bhpau9zDVZSkk9+7w/gQYoRa9tKpVo9hXAcYok7Ho6/Bhyl3qu9/FzvbtEfPgAQQ9PVg4OyM9MRHJb/sb+44YgSZz5kAiZzXP3r0sUsoz46FEpKZy0fHmDRckH21S9/gxv9t795K1OTnRM6p9+yKho01NZYR03bosG10fn6wsl4eH4gmM2Ngs2c2JE7yWgkArv969c9bM6XiA5qD0iOzIkSPlisjWr19fvhGqAUlJSdi6dSuWLVsGb29veHt748GDB1i/fr1cRFYH9SAzU6sDBIXG7dvca6oS9/lzkr42bd4jsTIZ8PvvWY3BlVCtcvMm0/ydOqmWxEqljCZKpcCUKZojsTIZJ9k5czgZ1qwJdKy0Hze/bgOnevXQ+acFMJo/n0yxWjWYDBkCmYsLYpo3x+Fhw+BQqxbsq1bVyNhNTbnA6daNBG/5cuo8t2xhe82uXdX3vRQkAib+bol4AIdO1oZj+9oYtSSN3Ttu3OB2/ToJ2YYNZC6VKpHJ1K3LiG0+gxUERmWvXwd+m5aCtg+7wijuEer89BN8hw+HuZMTZDIZwk+cwNnJk3F94UJkJCej5YoVcs17bdpwUbBtG4Ohqmx6YmQEjBlDwrxsmRzEuWxZ4McfWT21bRs/4D//5B+LN4A2Ccvfg5ERh9ilC3D1KheLx44BQUFcPNrYUO9doQLrCm1sKBE2NSUJTkjgdzM8HHj4kItsUV4DMPo6cCAL9lSYGNFBxZArIpuRkQF9OVanz58/RyktKem7evUqevfujevXr8Pw7Ux34cIFfPnll7h+/TokH1nGiauBtDRfeHrq6dqzqwAyGVe/TZowalkc0a0bHY7EaF1eUNXKf/NmdlOaNes9acHy5fQlqluXhp5K8JL58UeSoi1bVFvF/e+/tNvq0wf4+mvVnSc/xMTQfP/UKU6A33xDZ4ANdesg+sYNDB09GobHjpFlt2lDsmVvD3h64nlICNbXro0qgwah5fLlmnkD7yEzk+nVxYspDXFzI0mqVq0gxyrYvZyaylR9UBClAO3bZ/ulTMbMwZUr9FG9eJEsBSARq1OHGuP69VnVlgvOngX6fh4Kh5gDWPVvaXh06kjbueBgOjPY2SGzfHns6N8fjw8eRPdTp+Asp5dbcHBWNG/BAtXKUWUytny9fZvfBWdnBf44NZUf9OrVDHGamnLV0quXHOFd7YBoYXf+PLdHj7KC9x9DqVJUrPj5AbVrf9yBQBeR1RyUHpEdNmwYFi5c+I4Q5obNmzdj1qxZuHz5smKjVRFevXqFEiVK5BiznZ0dUlNTERsbCxs5v7Rnz3IFFxBQZL7nRQbiEqq4+vElJfEh26SJ5sbw33/kUrVrZ/vh7t1kLJ6ejMoq4QN4/ZqRklq1VEtio6MZibG3Z+RQEzh3jsU90dFA69b0K7WwAF7fu4fkCxfQtWxZkthq1ajxTExk1VFwMBAailIBAShVuzbubtiApvPnQ1/VVSxyQE+P+sMWLdi5aM0aXt82bYCxY9VjhWRklNXMYPp0kgw/v7e/FIQsG6/Oncm8b9/mh3HmDFdQhw8zWivmnj/7LIcnsk/ZCFSIW4cQix64p+8Bj+hoamAiIqinuHsXeqGhaDxpElYdPIjrCxfKTWQ9Pel6tWcPh9OggZIvTjYIAj14hwzh13jaNAX+2MiIKZN27dghRfS+2riReu0+fbTeX8rQkPeFnx89XTMzKbt+/JiucYmJ3AwN+bGam5Psly1bJNQUOhQAcs1g9+/fx4ABA7BkyRKYvyegev78OSZOnIizZ8+ijRKKRZSF5OTkD4i3+P+0j5l+Z0P58pkIDmYhh7LtWz518GOQAJAhM/OjiYEihzt3AJlMgooVP/7+MjMzc+yVgYQE4PJlCWrXlsHISIbMTADbtkHyxx9AqVKQzp7NiU0J59y1S0BmpoBOnaTKOFyemDtXwJs3An74QaqsocsNmQxYu1bAwoUCTE2BKVOkaNmSv8vMBNI2b0ZrABYApKNGQVa+PFmNKOSTSqnzuHsXDn5+eH7hAhJevICFQiE11cLAgASpdWvgzz8F7Nsn4OxZ4McfpWjYUL5jFOZetrJi5nvwYAnGjwfWrJHm7SDl7c1t8GCuKs6cgRAYCOHCBYbs5s6FzN0daNkSspYt8ejIEfhL/0Ri2S/x558y1NZ7ALunTz/4fKzLlUOp2rXx6MABhd7DkCHA4cMSzJ4N+PlJVSrNqFoVqFtXwMGDAnr2lMLTU8EDCAKrmVq0AE6ehLB6NYQtW4Bt2yBr3x6ygQOLVK7d2Vm+yLSit6Qqnss6yAdFrrlcRHbTpk0YNGgQ+vbtixUrVqBEiRIAGIWdOXMmrKyssHTpUjSU90mnBhgZGX1AWMX/GysQAQkPf4LYWENcvJgGY+N4pY7xU0dqqoCkJE+8ehWH69efa3o4SsehQyWQlOQAiSQM168nyfU3N2/eVNr5L1ywQEJCabi4ROL65Sg4rFuHEseOIc3BAeHDhiH96VOGMgoJmQxYs6YC9PUlsLR8oLIq34cPjbFlS1l4eyfCxiZcrdXE6ekCVq50xOnTVnB2TsXYsU9hb5/OMchksNuxAyXWrUMUgAv+/rCqXBmWp07BMDYW6U+evDuOQWws0i5exIu35q5379+H4dsiI21Dv36Au7sl1qxxxMiREnz2WSx6934BIyP5Fp2FuZf79TPDn3+6YMiQVEya9Fi+c7q4AD17QujaFaZ37sDi0iVYXL4MvRs3gFmzYGFoCG+8gUnDs1hxvDUm/w1MqJH755NubIzUN29wXcGb7LPP7LBjhx3mzo1E48axCv2tomjc2AjHjpXDlCmJ+O678IIfyMYGGDsWZrduwW77dpisXw/Zli2IadIErz//HJma7kygBVDmc1kH5UMuIuvk5ISNGzdiyJAh6NmzJ6ZNm4b58+fjwoUL6NOnD8aMGQMTExNVj1UhODg4ICYmJoe+99WrVzA2NoalAuJ2F5cySErSg58fs4Q6KA9JSYCpqQROTibw9XXQ9HCUjh07BJiaCmjXzuOj9RSZmZm4efMmqlSpojQt1q5dPH+vACuUmvMbhGvXIGvUCMbTp8NbiQUeV64ACQkS9O4tQ82avko7bnbIZMCiRQLMzAT8+qsxKlTI29Na2UhIAMaNE3DtmoBmzWSYNs0YZmZvdZjp6RCmTYNw6BAy/fxw+MULWISEoJGvL8XRgYFAmTJZEb/UVGT4+uLw9OmwqlABtRo31mprw2rVKKGcMkXAxYumiIoqhRkzZPlaICnjXvb15eJh2TJTHDhgjZ9/limmO61Vi0w8PR04exbCgQOw37ULdQE02z8B4SWdcPqBOyLcPOHnZ5Xj85HVqoXAZctgWrIkfBV86Ht4ABcuSHDkSHkMGyaFKqdFX1/g4kUBR4+aQiazLZCeOQeqVaPQ98wZCEuXwiwwEM4XLkDWpQtkffp8kto6VTyXdZAP4rWXB3KL46ytrfHPP/9g9OjR6N27NypUqIBNmzbBx8enwANVJby8vKCvr4/r16+jZs2aAIArV66gSpUqHy30yo6HD/Xg7KwHL6/iXV2vCYgTk56eUCyv7f37dLspUUL+N6enp6eUB6ZUykKICpYvUfq7fmwt2r07hDFjlC5K3ruX+44dVfc5BgYyW8yqcPXdLPHx1CPevctGSd9+K2TZ/SQksHfopUtAw4bQnzYNZUaOxO3VqxF25AjK+flRJB0SQqFeQgLg7Iyrp08jOSoKft9/L1cRraZRqhQLmP75h4uJ/v1pY/Wx9sOFvZe//JLynAMHBFSrRmmnwtDTo0i9SRPojx2LKxUqwCM2Bt+ZT8GlV79h5say2Px6BQzr1iDpdXZGeGwsou/eRfXRoxUev4UFJQZslKCn8pbJI0fSQmrRIj0sX66kIrNGjagx/u8/YMkSCBs20OurVy8uDj5Boamynss6qAYKObCZmJhg8eLFaNu2LWJiYvIt/tI0TExM0KFDB/zyyy8ICgrC0aNHsXLlSvTt21eh49Srpyv0UhWkb9vJq7q1oyaQnMzig4oVNXP++4EvEH0jHPUerGHlw5QpbHKvZOKUmMgir6pVGXhUBaRSNhowNCRJUBfi49nY4e5dyjDHjct2r754wdLxS5cYsvzjD8DUFHV+/BFG1tbY1bkzbu7ahYymTQF/f8DFBanVq+PcnTv47+efUcLdHT4a9JFVFBIJ27EuXkwe88MPNL74uOdN4c45dSqJ9B9/0D6pMDB0coLxl19iV0wMnjepiEHtXyE8sxQ2nXbmm4mIQGLZsjjy3XeAIKDq8OEFOk/HjlzArluX1XlYVXBxYd3WjRvMjCgNYlew9evJyp2c2Ee8QwdaJWRkKPFkOuhQOMg1q82fPz/H/11dXXH27Fn06dMHvXv3zrFS+eqrr5Q7wkLghx9+wC+//IJ+/frB3Nwco0aNQosWLRQ6hp+fLhKrahRHIvvgAQmY2olsSgqwejXO/fEaSOiIul1NgVn/stejCnD0KB19Pv9cJYcHwIjT/fvMeqrobXyAxERGu+7dy+qK9Q4PHtD36+VLlk336fMuFFbC3R1dDh3C9jZtcGjgQATa26N0/frITE9H+IkTSE9MhE3Fiuh88CCM8rCJ0mZUrw6sXUsng8WLKbGeOFF13fksLdmRa/BgnueffwrnG9xg2jQ8CwzEyTlzULp5CKy8lmFp/Fi0cHoE823bkLhwIbzS02ExcSJsC/jlNTDgGmfqVNrfqToq278//YxXrKCXsVIhkTCi3agRT7JkCb3v1q9nqqJx4yLR+laH4g25iOyFCxc++Fm5cuUAIIfdlrZpvUxMTPD777/j999/1/RQdMgFqozmaBrBwdyrjcimpdFKaNky4MULnJP+BmN3V/guHQGoMHGydy+JxcfSzAWFVErCZGLCrKY6kJ5OxcDdu7mQ2EuXGJpNSyPDEm0LsqGUnx8G3ruHW6tWIWjZMoTs2gVBIkFJX1/4DhuGij16wKAIp2ft7Xmb/fgjP//ISDoNmJmp5nw+PpQZLFkCzJsHfPttwY9lZGmJL06exOGhQ3F/61a4S3thH2aif7A7+mILfExM4Fu6NEwOHqST/vDhBfoSt2lDYrl2LQP2FhYFH/PHULo0XSb27aP8RiW1HHp61Ha0akUSu3Ytfee8vfmBaKnEUIdPA3IR2bVr16p6HDp8ghCJrJatf5QCkcgqbIujKOLjqV/buJFmrhYWSPpqPG4sbIo6dQWVdr16/hy4do0OPoVta5oXjh6lzHTgQOCtWYpKIZMx4HTxIu1K33nV0nuLJrbGxuw5XKtWnscxsbVFrXHjUGvcOMikUkAQtG6hXxiYmpK8/vknG2CMHEmSqSrCNnAgNd8bNzIIWL16wY9lZGWFtps2IX7WLNxZuw5h65LxMPpLlJxYF15Dm0MvNJSh32PHaJ8WEMA36CB/Qaq+Pu+dyZOBrVtVH5UdNAg4cIDked48FZ7I1JRvrHNnYOVKdgsbOJD6hq++0mnwdNAIimFSVwcdNI/gYMDWlptKEB5O7VpAAMmVRMJ09969uOrWDZlSIWcTBBXgyBHuVdXxWSajX7uxMbtpqgNr1rBfRL16DDgJAmivMWECyWvZsiS0+ZDY9yFIJMWKxIrQ02PkesAA4NYtcr14FTkU6ukBv/xC2+PJk6lBLywsXVxQ58cfMGurP8ydy+DAozbQMzRkz9PffmM73Lp1meno2BFYuJD3gpxo3Zr63g0blDPe/ODqCjRrxv4Qd+6o9lwASFjHjQM2baL+bvduXqMNG3T6WR3UDh2R1UEHJSMjg93glB6NzcgATp9ms/VOnRgKK1OGhVy7d1OraWYGUQmk6gYeR44wEquq81y8SG1shw7q6Sx19izXBBUqMCqrpwdWGPXrBxw/ztDz6tWqq2orghAEFsSJDgPDhqmOzLq4kCw/e8biP2XB25sk8NQp5PQmdndneHP+fDLFlSt5M+7eLZcuSl8f6NsXiI0FduxQ3njzwoAB3K9apfpzvUPZsrS0mDmTgubZs4Hu3fll0kEHNUFHZHXQQcl48oQSSg8PJRxMJmPz+ZkzGeIZM4aTRKNGFA2uW8eobLZqmwsXADs74K2MXSV4+pQa0saNC1d8kx/Wr2egWR3R2KgoWkqZm3MuNtNPZQSuZ09+oGPGUBNbhLWtqoIgAEOHksTevw98842AtDTVRKC7dweqVGEg8N495R135EguXBYuzOWXdeow0jhxIv8/ZQqL/F6+/Ohx27dn8HL9etUHKt3daZBx4gQQFqbac+WAILAgbOtWCsojI3l9Jk1S3apGBx2yQUdkP3EkPH+Oc1OnYl3t2ljp5YUN9evj8uzZSI6OVtsYilvR1/373BeYyMpkPMj8+ZwJBw5k9NXKisUnu3bRj6hGjQ8ExtHRDCLWqqVa7fHx49w3baqa4z9+TL7euDGdf1QJqZRzbmws8L//AaXDz9M0duVKoHx57nv3VrmYOzqaqeE9e7hX41dQKRg8mEmBmzcFLFhQ+p29njIhkbDIDGD2X1nncHFhgdbVq9xyPXHHjtSjt2vHD6h7d+Dw4XyPa2jIW+nFCxJMVaN3b+43bVL9uT6AsTGJ7L//AvXrU5LRpQuvUXF7yOugVSgUkb1z5w7Wrl2LNWvWICgoSFlj0kFNuDpvHpaWKYMzkyYhLjQUgkSC17dv4+S332KJiwvuqfhpWAxlgwDozgQoSGRlMhg9eQJh8WI+/Hv2ZBo7I4Oz0/r1jHgMGkThXR4QTUQUkHAWCMeOsUrdz081xxdvvR49VHP87Fi3jjKGji0S0eTojyxaef2aUdi1a4HKlVU+huhozvuBgZQ/Bwby/0WNzI4aBbRsKcPVq+aYOVNQCX9xdyeHvHWLWf78IJPJkBofj+ToaEg/0rt94EDy1WXL8nmRuTlXPbNnM4T744+M1OYTeezUiYR23TrV87nq1fnc2bOHpgsagYMD8PffjFxLpbxGX38NRERoaEA6FHcUmMguX74cI0eOxNWrV3H58mV8+eWXH/jN6qC9uLZwIY6PHg2rcuXQfvt2DI+MxIDbtzE8MhIBa9fC2Noae3v2xAMVirtEIlvcFusPHrAoxdX1Iy9MSqIwb/p0SNq1Q7mffoKwahVnoG7daNK+dy8JlaenXMz/0iXuVUlkX7wAbt9m8x9VyAoSEvi2K1ZkowVV4uFDYMHfaSibGoxvjrVh9KhhQy4aevdWm4l0cDDneU9PRgc9Pfl/0f2iqEAiAf73Pxm8vROxY4eAjRtVc56hQ1lIOX8+75f3kRoXh8t//YWVFStinpUVFtjaYmHJkjjx7beIzaOzgrMzVTqXLlHNky8aNqRJbMOGwKFDNHPNI59fogR9lm/fluO4hYQgcA2cnKweXW6+AwkIoKvB558zvdK9Oz3CitsDXweNQy4iGxUV9cHPNm7ciD179uCvv/7C3LlzsWrVKp1NVxFBSmws/hs3DtYVKqDHmTNwb9QIkkuXgD17oH/tGioFBKD76dMwsbPD0ZEjkZmerpJxiLxMFSlITeLBAxYMfdDoQSajl9T69ayQadoU+OYbpiuNjBDdsiWkCxcCBw+yZN7XV+FuEVeuMBWfT9C20PjvP+4bN1bN8ffvZ1+Hbt1UG7WX3ruP6Z0uQxocgsnS/8HE05WRttmzAUdH1Z04F0RFMdgnftwSCf+fy6NX62FgAHz99TO4ujIwl2uqvpAwM2PgPDb2w+Km2NBQrKleHSe/+QYpr1+jUp8+qDJ4MEwdHHBl9mysrlwZoXv25Hrc/v15z61eLccgbGzoPzZ+PEXj/fvTjy4XiDrvzZvlfIOFQIsWHNqWLcBHgtCqh7U17Sbmz6e+/OefGaHVaWd1UCLkmiV79eqFGTNm5CC0ZcqUwbx58xAYGIj//vsPK1eufNckQQftxu1//kFGcjLqTpoEU4kk15ymtZUVaowZg8TnzxGyc6dKxiEGu4rTAj0mhuTDze3tDxITgZMngenTqa3r2hX46y+WR9eoQQub7dsh3bYNL3v35s8K2OosKopBocJ4bMqDkycZiVWFW4FMRl5vbs4JWSUnuHwZGD0aez9fjOsPTNHVJxjeq8bRO7RhQxWc9OOws2NkUVzUSaX8v52dRoZTaJiYSPH771IYGwPffy9XXZTCaNOGafSNG+lpDACp8fHY1rIl4h8/xmezZ2Po06cIWLMGLZctw4A7d9D54EEYmJtjd5cueH7x4gfHLFuWnVlPnZKzJa4gcMX111+UAY0YwYVoLsf186Mk59Wrwrzrj8PQkOqkyMisRafGUacOWXzjxrQ76d6dOmMddFAC5Jox9+zZgzJlyqBXr16YPn06oqKi8McffyA1NRWzZs3CX3/9BRMTE8yZM0fV49VBCXh8+DD0DA3h0bVrvjlN7759AQBPRMNQJUOMtmk8aqBEhNxNBxIT4fboCEV3TZq8I6uQSEhk//6bM9r8+Xygf1SDIB/EyJcqiWxCAqO+fn6qKeC/dw8ICaE3rbGxEg/87BmLtr74Ahg2DPFnbmJOxgjYVnPFiCMd+YY0KNr29GQkPTiY68ngYP5f5Q01VIjy5RmAi44mmVX291wioeomLS3LjuvWqlWIDQ1Fw5kzUXPsWOgnJb2roBPOn0e5WrXQ5dAhSDMycG7q1FyPK3aQW7NGgcHUr08pUIkSwE8/seDpPXzxBa+BOlL+nTvT/ksjRV95wcqK7iv/+x8fJKNG0Zu5uKXkdFA75OrsZWhoiJ49e6Jr167Ytm0b+vTpA39/f4wcORIl1dX8XAelIT0xEYYWFjAwMck3p2lSrdq716sCxSIim5lJA81Ll4BLlxB6rCTwrDvcsA6wf8wJrk4dGqu7uKh0KKIH5tuPTSW4cIFv2d9fNcfft4/7du2UcLBXr9ga7OBBChQBpjq/+ALL4r9E3AFrTPlRdV3JFIGNDSWFwcH8StrZkcQW9UZJTZsyrb5hA9cR7zqlKQl+fkDt2vyIBwyQ4caiRTC2sYHviBFZFXQREfyQ794FQkPhEBCA8p9/jtA9exAfFgbL9xaSlStT1XPoEGuU5O4o5+FBTcLQobRUsLbOYevh78/2vnv20OGhgIkXuWBry1MfOsQsjZLWyoWHINCJxc+PRXJr1jD0PXWqavv46lCsodBXycDAAD169MCePXvg5uaGfv364ddff81VQ6uD9sLU3h4pMTFIjIzMN6f5+u7dd69XBUQiW6QawchkfPBu2kR9a+PGdCJfuBAICkJIiVqAvT3cVvxAj6rZs5l6VDGJBUhkbW1ZtKIqnDnDfb16yj92RgYn3jJl2FypQIiJYTRsyBAywz//pC45IIDRn4MHEfbFd9hy2BqVK6uuK1lBYGPD9U7bttwXdRIr4quv6DSwbJlquk4NHcrH1pJFGYgODka5Vq24SM8n2+TesSMgk+Fljg4IWejWDUhPBxRWVdnbs0GAjQ0js6KNCEhc27ShDCLbj1WGDh24V5EyrHAoVQpYvJg3++nT9G0TfQt10EFByEVkg4KC0KlTJ1SrVg0BAQE4c+YMunXrht27d8PDwwP9+vXDtGnT8FIVQigdlA6vHj0gk0pxY+nSfHOaNxYvBgBUVJEHkhiR0PrM0vPn9Pn56Scyn27d6ON65gzFsIMHA0uXAidOILRSW5Rws4NNvYpqq3gHKMUNCWEkSVUZcpmMWdpy5VRTTHb+PHlomzYKvAeplPfsmjXUJ7ZsybZct25xkTFjBp0Ipkwh+9bXx+LFjCqPGaPaqJgOhKEhL7+eHrPKaWnKPb6PD4n/0aMColEGekZG/EU+2SbxNdI8ClkbN+Yaf9u2AjyfnJzYEczQkIvdbGLbtm2537VLwWMWADVqAKVL0wFEK4MFhoa0MpswgYLeAQOyDKo/MaTExuLRoUN4sGMHIs6fh0zrJ0XtglzSggkTJqBjx45o3rw5bt26hbFjx+L8+fMwNDRE165d0alTJ+zYsQODBg3CnjyqQXXQHlRo2xYWrq64+NtvcG3cGM655DTvnzyJm8uXw9HPD44q8nISBM4tWqeRTUykVOD8eebSw8OzfufmRrLk50cxajahqEzG1rQFjiYWAjdvcsJVpV1VaCiz9c2bq+b4hw5x/9Eo6cuXWZ/NxYtkvwAnxvr1OcBGjVja/h4eP2atSb16JP06qAfu7oyczp9Pl4GhQ5V7/C+/BM6d00OQ6TCUD1wBmVQKwc6OcgKplA+abNmmp281LNYVKuR6PAMD9j9YtoyLt/r1FRyQhwezASNGkKytWgUYGMDVlffdiRMciiplLRIJJTqLFtH9SkN1jPlDEFg3ULEiawm+/56rHZHxF3PEh4Xh3JQpuLthAzKSk9/93NrNDdVHjYLvyJGQqDEgUlQhF5GNiYlBtWrVUK5cORgbGyM1NRWpqakwfGsiqaenhy5duqBjx44qHawOyoFEXx/ttm7FliZNsLVZM1Tq2xdVBg6EedWqiA0NRdBXXyF482YY29qizbp1EFRYBKOvrwXRApmM4czTp/nEDwrKYtelSjFH5+cH1KyZb773xQtaw+YxN6oUoj+lKonshQvcq8KtIDWVFdbe3rl08kpKYi72wgVujx9n/c7Dg5Ne7dpkCGI0Lg+sWsWPe/BgZb8DHT6G3r2pZV29mmvBsmWVd2wfH6BqVQHnn/fAs5A/8HDfPpT29satGzdw+++/kfDmDfT19FC6UiV4OTvj9tq1cKhRAyXz+cK0a8f6rR07CkBkAT4v+venOHj5cnblA21Vr19nvWf79gV6u3KjTRtm8Hfv1lIiK6JKFa4aRo4EJk/m4vRtsXFxRdTt29jStCmSXrxAqdq14dWrF4xtbPAqKAi3Vq7E8a+/xtPAQHy+cSMk+nJRtU8Wcl2dUaNGYfDgwbCyskJcXBwGDhwIi1yE2Xq6lUORQSk/P3Q/dQpHhg/HzeXLcXP58hy/d2ncGC2WLkWJdz5SqoHGiGx6OsvvT56k5diLF/y5iQnDdXXrkrG5uMid5xYziOXLq2bI+eHGDQYkC9wWVw5cuMBIlSpcEc6cIV9t0QIMVd28yU10pxcXFvb2WcTVz08hIemzZ8CBA2wW4eOj/PcAAE+fxuPatefIyJCifPkS8PFxUMpCUCplNPzpU5J+mYybrS2Jv6Wl9nfK09enhejAgSxeX7BAuWPu1w+4eskRN6P6YW+vXoBMhvSEBBhbWsKuTBmkpqXh3rlzuPfW9qn611/n+9mUKsXHwKlTvPYFqmv+8ksukFetYrVX5cpo1ozvf+9e1RNZR0c+xgIDWfum1bprV1dgxYosN4PYWP5b22/sAiAjJQXbP/8cKa9fo+3WrfDs0iXrl716od4vv+BAv364v3UrzlasiAZ5OGzoQMhFZHv16oXWrVvj6dOncHR0hL2Kin90UC8cqldH7wsXEHn5MkL37EFafDyMbWzg3rkz7CpVUssY9PXJKdWCjAyyscOHGf4TWwI5O7MXqr8/o3oFbFelKSIrlVISWqkSiaYqkJ5Oey8fHyXbYslkQGQkji9NBCLN0GzrL8DfV7OsLExNubCoU4fktUyZAk9s69fzWg0cqLzhi7h69TmmTj2F3buDIZVm2XDUqFEK48bVQ/fuirW5TU9n1O7MGaonnjwhgc0LpqaMZteqxc3bW736X9nbz+tjpN3Hh5HO3bvJ75TpftGgAVDe3QhPksegZsh86CMNdlWqoOqwYTC0sMCzwEBEh4cjMyUFABCyaxcq9e6d75g7dGCS5sCBAgYIDQxYkd+zJ71mly+HubmARo0ocXnxgh1dVYm2bSmPOHRIPS2fCwV7e0Zmx4yh7t3CgtrZYob727Yh/vFj+E+fThIbHZ1D3mfg6Yk269Yh6uZNXJs/H7V/+AEGqvA7LCaQO15tY2MDG61ezulQUDjWrAnHmjU1cm6VE1mZjKXSu3dz5hA7ynh5saKjcWNWLykBjx5xr+6+II8fU9ZbpYrqznH7NrttFVouLZVSbHvtGpna9evIePEaZ+4vgJfhfTikhtE3yMeHiwp3d6Ww8/h43gIVKzLjq0wcPBiCjh03IzU1AwEB7ujYsSKMjfVx+nQY1q4NQo8e/yIo6AWmT2/60WOFh9MQY+9efqYAo2jVqzNg5ezMpIFIUqOiGGkOD2fgWmxRbG/PFHb79iz4UQUSEtKwfn0Qliy5gps3WehbsaIdBg+ulq/+ePhwkqp585iyVxbhlkjYCGDi4USE6LVCc/94PD11CsdGjnz3GkcvL9T45hvcP3gQD/79F09PnYJLo0Z5HrNBA3KpgwcLkemuUIHsfccOrkpq10bz5nwcHT+uenLZsCEXOgcPFgEiCzC9MGcOhdQLFtDGrJjJFoOWL4e+sTF8hg7N0yZOLyAAviNH4vioUXiwfTsq9e6t6WFrLXTCCx00CkNDFRHZN2/IXHbtygqVurnR5qV5c5V4VD16RM9vuX0nlYRbt7hXJZEV7YIUJrJpaexyEBTEkO61a/xsRFSogBvlu+JNvDv8v3QDvmutklTi3r0k4j17KvfwT57EokuXLTAzM8CpU/1Rq1YWa+zVywdTpzZB27YbMWPGaVSpYo8ePXL/kB48YFFOYCDXXu7uvE3r16dcRJ4xp6XxXjh/nvPiypXcGjRgzZEyZSf3779Gq1br8OhRLCwtjdC6tRsEQUBg4BOMGXMI9vbGOHSoDHx9P7S3KFkS6NWLY9u7V0mewW9Rp/xdSBOi8aT8t/jiREO8uXULL1evhvTVK1g7O6OklRVgbAyH777Dg3//xbUFC/IlsoaGQLNm5KChoYXQvw8aRAPZxYsBPz/UqyfA2Jg2x6oml8bG7Fa2fz+lKaq051MaLCy40hk4kM4jVlZsLlNMEBcaCrsqVWBiY8NwuWgTJxYlBgcDwcFweStsjg0N1fCItRs6IquDRmFgoGQiGxlJ9/WdOym6tLRkS5127VTaJkkmY2RUE/pYkchWVix7rRAuX+aEmK/i5K1MAEFBFO3eukVvSFEErafHA1Srxq1qVcDSEqfnADgPNGwHQAVyOJmM1rJWViQlysSiRZeRmJiOjRs7o1at0u9nCOHpaYq9e3ugbNk5mDnzLLp3r5wjlZ2eTvnkihWcv/z9SfKqV1eccBsa8u+qVweGDWPwb/t2Rv3OnGGafMSIwi+0Xr1KRPPma/HsWTxmzWqOYcNqwtyccpykpHQsX34F48YdQatW63H58hA4O1t+cIy+ffmZLF0KtG6tPElM7JUT8EQkIiTfkni+eQMLe3te2GwkwaZCBTjWqoXwkyc/eszWrUlkDx3i9SsQHB35AWzbBgQFwbhqVfj7Myr7+jW1zqpEy5YkskePsv6sSMDWlhHZgQPp/ODmpkWdHQoHQV8fmaJWKB+buMy3XwyJqjRjxQQ6F0UdNApDQyX5SkZHA7NmcbLYsIEVML/8wnzad9+pvNdnTAzT1+qWFQBUTtjYFLAYRQ6kp5Ob+vi8RzjEyMHmzcAPP7DpQNu27NizZQujDPXqcfZfuJCFdatWAaNHk1hYkuCcPcvxq6pQ7dYtakwDAgosf84VMpkMK1deg5ubDdq08XiXIQwMZKo/MJD/FwRT9Onjg+vXI3HtWuS7v3/4kIRu6VIugNasYf+MGjUKHzWWSCgrnjmTX4dq1UjGvvgiq6lFQTF//kWEhcVh0aI2GDeuHtLSDMUusLhxwwA9etTCL79UxYsXiZg9+1yuxzA3p4tBZCT1p8pCZkoKKmEPJHp62LsX+ZIEIyurd3rZ/ODrS/IvB+fNH506cf/2DYsuAoX9POSBnx/d6Ar9HtQNZ2d2SUtLA8aPz18oXoTgUKMGXgUFMdKaT1OiB2/7GTuosu94MYCOyOqgURSayCYnM13Xvj0JlYcHK143bqRIUJnMJR+IjlBlyqjldO+QlkbnMG9v1RX33r3L81SrKiVrXrOGxRhNmjB8OGsWQz1WVmzyPmUKI+JHjpCZDRzImdTE5INjv3zJlG3duqorTtq7l3tlW1MmJKTh1ask1K/vAolEyK+RFBo25I0RGhoNgIVO/fuTzA4ZwkuqKv9hDw9gyRLWHKWlse3qH38U7HuXnp6JpUuvokwZKwwcWC1X8n7gAFC7tgsqVbLDqlXXkZSUe8qla1eSqzVrlNcUxdzJCU64DmvDV9i/H8gskTtJyLS2RtStWzD/wOvtQ0gktCV++JDtXgsMd3euWI4cATIyUK8ej33qVCGOKScMDChTuXWLDgxFCmKKISQE+P13TY9GKfB9a8V2bto0yDw8cm1KlGhtjaClS2FVrhzKtmih4RFrN3REVgeNwtCwEIvsO3coely+nKW/s2YB//zDKKCaLVuePOFemd6Y8iAkhJl7lZCg5GTg4kXc+Os48OQJfBcOYQhx7lwKMcuXJxubO5f5602bsiKzzs5yfQaiN23duioYP0jWDh8mh1B2xFdfX/L2HLQGyyf4h9RUyisMDPSwezcbPunrUxc7ZIjq3CZECAJT5Bs3MsK4aRNrabLLleXB48exiIxMQOfOXtDTk+RJ3sPCjNG5sxdiY1Nw717uLczNzUlmHz8msVcGyn/+OYwsLVHu9Rq8fi3DxUTvXEnCgwcPkBgZiUpyVnCJ8swTJwoxOEFgt4+4OODSJVhZUV1z/rzyu53lhs8+477IRWUBPmfq1mXdQ6E+BO2Aa5MmcG3SBLdXr8bxyZORUq8es1QuLoC/P166uGBLly5IjopC/alTIehaEOYL3dXRQaMwMioAkZXJGMYZMIC5ybFjGY1t3FhjnoNipEbdEdl797ivWFEJB0tNpbBy4UJGUT/7DBgxAjcPPIUkJRHeNU1YtCLKBFauBL76iguHXHyl5YFYZe/np4Tx54ILF0jWWrdW/rFNTAzg5WWHgwdDkJSUnl+GENu334MgAC9fOmPKFEom//lHNZ68+aFUKUoZ+vShTe/IkVlGHvJAJO1mZsx05EbezcyA2Fj9d7pZ8W9ywxdf8G+2bSvY+3kfhubmqDJ4MJwiVuFNWDiOXTLnwiobSXhVrhyOTZgAfVNTVBk0SK7j1qzJhEJgYCEH2KAB91euvPtvSgprIFWN+vW5eFJHBFjpkEjYKMHUFPj7b/UwfxVCEAS0+/dflG7QANfmzcPiypWx+6+/cHjvXqz/5hus+ewzvL5zB43/+guVevXS9HC1HrpiLx00CmNjBYlsWhpzpAcOMPw5fbpquwDIiSdPWMskR6ZSqSgUkZXJWC5/7hwZ3/XrWROEuTlQvz5kvtUQtLQD3FzMYLpinrKG/e70ly8zsKsqZ78jR7hXdpGXiOHDa2L06INYsOAiBg2qj9BQBv3MzUlinZyAlJTn2Lv3PurWrYvly83h5MQkgqbsuCUSypRNTEhqhw3j2sTa+uN/6+RkAT09ARcuPANAkv5+F9jERMDBIQP79kUAQK7FXiJKluR66cQJ2ogpwyrM/9df8eLKFez77zw2/e6KNnZBKFWzOtLMzHB35UrcXb8e0owMtNu2DWZymrgaGtLG+NQpEn/LvN9S/nBz481x9SoABhnnzaNOvHbtAh5TTpiZ0XXk0iV+Rrl0cNZu2NiwJd/cucC6daoxhFYjjK2t0e3YMdzbtAnXFizA/a1bAQD6xsbw7t8f1b76Co41amh4lEUDOiKrg0ZhZMTUuDgR5ou0NGozL15kpcS0aVyhawHCwjgJq7u53b17ChZ6vX7NXOb587yOr1/z54aGrAiqXZvhp4oVAYkELyKBqLlAIxV0wgoPp0ZWTHkqG2lp7HtRqZLqFhj9+/ti3ryL+P77YxAEAT161EJYmAGiogBbWxmePg3BF1/shJ5eCSQlNUKJEiQumu4pIwiUNOjrk8SOGMEA+8eaXZQoYYIOHSri33/vIjg4Cp6edrmSd0PDWOzceQ8tWlTIl8gClFUfP06HhVGjCv/e9I2N0fnAAVz4fC/+PWmIf4YvhjOyQp6Ofn5oNHNmvrZbuaFBAyYizp6lQqBAkEj4PTt7FkhJgbu7Mezs+N+xYwt4TAXQqBHXrefOqW5xp1J07055wfLlTLOU+tDerShBz9AQ3n37wrtvX6QnJSEjORlGVla6lrQKQne1dNAoxIkzJeUjnFQmYyT24kVW/37/vXpbF+UDqZTRJFVHVN5HZiY1svlaNUml7GYQGEgh4v37Wb9zc+OMXK8eJ9dcCuNu3+be21v5479+nXtVBR2uX2fkSVVEGQAsLIxw6FBvtGixDt99dwTTpwciIMD9XUOE4ODXMDY2Qp06/ZCSYoSZM9UvP8kPAwfSlWLZMjocTJr08b8ZM6YO/v33Ljp12oLDh3sjIMAyh+WYtXUiOnY8j8xMGcaOrfPR49WqRT5y4AClDsr4WhuYmGDI/K441SsTpt6L4V/pGPSMjeHs71/g5i+ijvvixUIQWYA+eYGBwMOHECpVgp8fC+bUYcMlKhuKLJE1NKQLzciRwOrV1OQXExiYmuq6dxUQOiKrg0YhFrJ/lMhu3MiZ7rPPtIrEApTppqer3+LwyRNGHT9QVqSnM394/DhzodGslIeVVRZxrV1brlnzzh3uVUlk8+sCVRicPcu9OHmrCuXKlcCVK0OwevV1LFx4CevX3wQA2NiY4Ntv68LIqAEOHTLF0KHK7yqmDHz5JavZd+/meuZj7g4NGrji779bYsyYQ6hYcQH69PFBQIA79PQEbNoUgtWrbyA+PhWTJzdCq1ZuHz2/REKf09WraT9crZpy3penJ2Bjq4fHmX6o/UPhRdgODpTZis1BCgyxq0JICFCpEmrWJJG9epVNMFQJR0cupM6fZ2xAQyUFhYOfH7u/7N5Nzb6m0xs6aBw6IquDRiFGZJOT83nR3btsWVimDK2dtIjEAuyWA6i/Y86DB9x7eICM9vx52mD9919Wf9Py5dkMomFDRoIUvHZ37vAzUoU/7vXrlGOoKgp17hxlF24f51L5Qybj9U1O5paSwi0tjQLv1FRYpqdjtHsqRv3ugpQEe2SmpsHUUEDw02T0XZIIH6dwDMr8D1iUyeOJmwhByNokEu719alV0dOjrYGBAX9maMjNyIgfjriZmHA1aGqqkO2cRMJkR8+etOz09v54Y4+vv64DV1crTJlyCosWXcaiRVnsztu7JHr0cMb33/vLPQaRyB48qDwiK5Ewirp/Py2nlOGzXKsWJRAREYWQq4g3ZEgIgKyMxOXLqieyAP2FN2/mQljdLitKgSBQK/v11yz6HTdO0yPSQcPQEVkdNAoxIpuUlM+L5s/npD9jhtZoYrNDU0Q25L4USEiC+95lwPQdWRfRywto2pQuDoXIY8tk1OCKnROVifh46opV4SYAMAgdGsrjSyQg6YyNzdri4jiIuDjaGmTfEhO5JSVxn5wst9GpACC7W+68sAkQEl/iR7OJkCx/qvT3mScMDOgkYW7OvZVVVv/kEiXI8G1tye5KloS1tTV++02CQYNYP7ls2cejdR07eqFDh4q4dCkCt269hEwmg5dXSfj5lcKNGzcUGq6bG0nVqVNMuCgrUlinDons5cvKudeqVyeRvX69EESWIuJ35tNOTvwYgoIKPz554OdHInvlShElsgCzSh4ejMoOH14EK9d0UCZ0RFYHjULkpXlGZIOCWFHfurVWuBPkBrUT2dBQYNcuhMwpC/3X7ihzbhNQuSJFb02bKq2y6flz8jpVNEUT3RbybXkrD5KSgBcvWDX26hX3UVG4fsUKeNIS1Q9vAk4dyIpQfwympiR/5uZMWZqZ8WcmJtzEyKeRUdYmRkgNDbMipwYGuHTPAhenO+PzzxLhNnomI6sSSVbEFeBejMyKUVqpNGvLyMi5paeTlGeLBiMlJStanJ2AJyTwA3z1itG//OxB9PXh4+iIznr9sO1AbRwbfxPNWhtQL+PqmmeEVxAE+PmVhp9flt1AZmbedlt5QRAoAVm3jpkGZX3VRXuza9eUQ2R93hY93rpFV68CQSJhKuLtg0MQmCk/eZIfnarX6qKU5+pVFtoVSQgC0K0bC3737GERmA6fLHREVgeNQozI5klkly/nQ0uLrVaePuUQHR1VeJKUFDZ737GDsyiA0LRFKOtlCv3t2yjeUzKU6lH7HkTt7UeJbHw887gRERQjv/23LDISaffuIfnJE6TGxUGWmQmJvj6MbWxgWrIkrsUNBlLTUK3kU8DVOysSaW3NTYxQWlpyE8mrkkLPMhmwcB6gbw4M+dEEcLJTynELhdRURqOjo7m9fp1F/l++BJ4/x1BhGQ7Eu2LuMhM0PDYehpIMXhNXV4ZNPTyo8XRz44JJiSJLkciePq08IuvoyEKyt7athUapUgxmFzp66uxM7UtmJqCnh8qVKWm/e1d1xY8irKwoHbl2rQjrZAGuTBYsANavB7p0oexGh08Suk9eB41CjD7kGjB7+ZIVO02aqEakqSRERDA1qJJuuGFhwNatjDokJDAi2LYtklp0QMQoH7RsIQDK57AA3tPgKhn37nEC9fAAP/zHjynae/KEvlzh4Vwh5NJ6SiaR4NWLF3geFoYkAHplykBWsiSiXr3CyydPkPTyJY7XaA5rTw+U2TOf+X4149o1Nhzo3Fn93sJ5wsiIFUv5eKeWkMkwYFEy5i8ADn4+H+0cLzID8PAhcOwYNdgizM25yvHyYqiyatVCGQJXrcrnwfnzyl23VqtGeUFcHEmcPMjMlEIQBEgkOW8eQaDU/MwZBsUL/J13caFzQWQkULo0Klfmj2/fVj2RBRiV3b6dpy+yDlZGRuyosXgxVwG6Nq6fLHREVgeNQpQ25Upkz53jXst9YiIisgqRlQKZjCK8tWuz2vCUL0/LmYAAwMwMj99GNJV63vfw4AGDcR8r/JEb6ekkRA8e4MEBT7gkJMKk849csLwPe3v2lXV2JhN0cuKMW6oUTkyfjqvz5qFMs2ZoPGcO7N6GdWUyGZ6dPo39Q77CrStv0KDpbQiCCuwW5MC//3Lfs6dGTl9wCAK69DXFyk3AppCaaDu5ZlbELjmZn19oKG3c7t0j88pexu/qCqFmTZjb2vLmlKfLwlsYGJAk3rjBW0VZbXsrVSKRvXuXmtm88Pp1ElasuIZly64iJCQaEomAKlXsMWxYTfTp4/Oum1nFivxaPnxYiGyFqEN6+hQoXfrdYjG7O54qUbkyieydO0WYyALscbxqFYu+mjcvwuFlHQoDHZHVQaMQiWyuxV7nz/PBpKr+pUpAYiKz30qZDGQyRqBXrmQ4TxDoYN6rF8NK2R7SDx9yr8pijZAQ1ooVKOqUlsYD3L1LsnPvHgedkYEUqSHCQ5ahsfUtpvurV2fEvWxZntDZOU9n/thHj3B1/nw41auHTvv2QS8hgQueqCgIdnZw9vZGjWUngCZPIb2wChmpv0LfyKhQ10FRJCayU5Wvr+Y9Y6OjkcPj1dPz40FTc3Pg88+BLVuoo3wXITQxoaVBdi82qZTR9OvXyUCvXoWwfTuck5IgWb6cfmOffcYWsXKEpn196dN67x51o8qAlxf3+RHZixefoU2bDYiKSoK9vRk6d/ZCRoYUJ048xvDh+/DHH2dx6FBvVKhg8450BgcXgsiKXn3h4UDt2jA3p2w2OLiAx1MQYgT45k3K6ossrKyA9u1zuVmLH8LC4rB1621ERibAzMwQzZqVR/36LhB05F1HZHXQLMzNuU9IyOWXV64w96xAVEfdeP6c+0Knjy9cQJkZMyB5/pyhqE6dSGDzYEIikVWV4iI5mU0e5AqGy2S8ENevU7976xZDSxkZWa+xt6cXkqcnHhr6Qvq3G9xGegFDeys0rqAlSwCZDPV+/pkkdv9+hsTNzclUQkPxJLM9TB3sUeLpRTzYvh1ePXoodI7C4vRp8vgCFwMpCdHROS/P1auUWXt48L7Jj9R2705usH37R7iBGLIvX573rEwG6ZMniNy8GeUiIiBcukRP41mzGGFv3JjE1t091+iZWIh086byiKyHB08lar7fR2hoNFq1WoeUlAysWNEOvXv7wNCQLfoSEtKwcOEl/PDDMTRvvhaXLw+BhweF/YWKnoqa9idP3v3I05MFXykpH++wVliULUtpuLqcElSKnj0pv1q1qlgS2ZcvEzF8+D7s3HkPUmmWZd/kyf/Bx8cBc+e2QqNGZTU3QC2AjsjqoFGIEdkPiGxiImfi/HKBWoDISO4LHJENCQH+/huS8+dhnJoKWa9eEAYO/KjJ95MnLIJXQY0XAAbZZLI8ZAUyGSNJly9zu349pzzA2pqfW6VKDFl5e+cwi320D4AhUMFd8XFFnD0L4xIlUKZZM7pZRERk+YNJpUBwMEKeRMO4hCPsnj7AszNn1E5kz5/nXtWNGD6G4OCsy5OYSKlIcDC/a0+fUiEQEJA7mXV15cd2+rSCaX5BAFxcENusGWS+viwwO3+eB/rvP2DpUm7lyzPsGxDAUPFbiA4Zoj5bGTAx4ULz0aPcf//bb6cRE5OCvXt7oE0bj/ei2IYYPLg+TEz0MXr0QSxZchkTJvjD2Djv48mFUqXIVkND3/3IzY1Sz8ePVVNgmR0SCc9x48a7erOiC2dnNno5cIDidGUZEWsBXr5MRIMGK/HgQTRat3bD8OE14e1tj9evk7B2bRBWrryG5s3XYvfuHnI1Hymu0BFZHTQKCwvuPyCymjJnVRAikVXYsSA2lk3ud+4EpFLIWrVCqL8/KjdrJtes8uQJU5GqKtQVJ+l3Ed/4eEbWzp4lMXnxIuvFFSowdVy1KrePVLOLxy6ILCIjNRX6pqYQJBIyjexOAxIJYG6O0FDAzFwCC0QiMz/LKRVAJiO/LltW8w2Hsl+eZ8+AmBgufIyNSRiDg7mJrVffR8OGVIXcuFGIjmSmpizWbNKEjOn6dRaMHToEzJ1Lj2h/fxbt1KoFKysBJUsql8gCvI/Pn/+QtMXGpmD9+pvw8yv9jsTmEuRHt241MX36aSxefAUTJjRAuXJC4YisGMnORmRFvXuhtLcKwMuLMo7Hj1WrtVcLvvwSOHyYjXNWrtS6pjkFxYgR+/DgQTTmzGmF0aOzeqCXL18CtWqVxuDB1dG48T/o3n0bwsLGwtJSvTIqbUHx+LR1KLIQI7IfFKc/e8Z9cSOyMhnbF3XuzLytry+wZg1kkycjI1tkKj9kZpLnq1J/+fgxgNRUlL22AxgyhBqDCROAXbtYLdytGzBzJknJ5s3seR4QQHb9Ec3W48ecZwoSTbZwcUHi8+eIDw9nJC8hIatZgVQKJCTgUbQVHM1eQgBgqea+weHhDE7Xrp33a2QyWY4UoaqQ/fLEx5PApqZSVviW8yMqKu+/r1+fe7HVb6Ghp8fU74QJ/A7MnEkWfeoUMGIEvxMbN8K9XDoePpS7B4VcKFeOShfxsSLi5s0XSE7OQJcuFNJmj2K7uHAfEQE8fKiHjh0rIiwsDpGRCShXjs5l8toT5wo3N1qgxcQAyCKT2bitSpFdO1zk4erKwq9bt/iMKgYID4/Djh330Lq12zsSGx3NkoA9e7h3dnbA7783Q1xcKtatKw46kYJBF5HVQaPQ02PQ5gMiK4ZotVgfC2QFJuWKvr1+TQPvwEAWOf36Ky1jBIHsVE5ERnJSVjpHk8kYCjt2DGFzHCE89YDrxt8BU33myevXJ/EopCA4LIyHKEhVeuX+/fHg339xY9Ei+I8bx1k/OJisLCEBiTYuiE4zh9XjA4AgoFKfPoUaq6IQdZhiMY2IzEwp9u17gIULL+HkycdITc2Eg4MZevf2wfDhNVGhQsFtq/KCp2fW5UlO5nX39ORa4y3nR35rJw8PrllUUoBkaJgVqX36FNi2jbPzn3/CJToWZ9M7IuqOBPaVlRPWLv22X0NERM7vTVoav3eiI0EeQX5ERQGmpgbv/kZcXz97Vgh7ukqV2Jnq1i3A3x+lS/N84eEFPJ6CcH8r7VEXcVY5hg6lNmP2bKYQVKW7UhO2bLkNqVSGYcOYDskrW9CqVRVYWh7Ghg03MWJELQ2PWjPQEVkdNA4Li1yIrNghQdVVD4XEy5ccv9jYIU+cPQv88gufRgEBwLffym9q+R7EiU5pz+nnzxkhO3DgXRVZePxM2LsYwXD+20lBSSa5Uiknf7HjkqIo17o1bDw9cXHmTDjUqAGPgIAcZflPJRWR+OolZBEn4N6pI6zy0y9kZvI+S0nJ6pKVlkZRqNhJS+ywJXsvgiqRcBWmp0d9x9uuXiGXbIAMc1RwSAXSjQADAyQkpKFr1604eDAEenoCGjcuhxIljHHjxgv8+ec5zJlzAcuXt0W/fr4Fuyh5wMaGt1pwMOUcZmZcM8XGkjs6OeXftU0iYdBQ2Wn+D+DsDIwZw1ajBw7AaUYYcCsaET1mwL53ZWDAgELrNEQNu1icKaJMGWsAwLlzTzFiRC3Y2ZEgSKVZsmuR8J8//xRGRnqwtzd7t5aLiCgEkRXbhAUFAf7+MDBgZkddRNbZmYtJsXC0yMPCApgyhffR//4HrFhRpMW/L14w3O/tXRJAzmxBtpIAhIcboGxZ63ev/xShI7I6aByWlkx95kBKCvdFgMjmO8dKpdQBrlnDZfSMGfQ7LASUQmTT0lgivXMnhXIAo9/dukHWrDnCx/jC21sA6im3gCAqinyxoGOX6Omh/c6d2NyoEXZ36YIyzZrBu29fWFpY4M3hw9i5fDHSI0bBzy4NAbVrMwIeH8+V0ps3zAWL7VvT0pT63gAgNHwMJAnVUHbwIECSAZm+PkJD3mDk63T8XNYBVWqXhZl9FGBpCVkNCwQ/18OC9fexqf8fKP+yLfzbVyMDLVFCKZOwjQ2D6HXrFsyKy92dOtno6EL1OpAPRkZAhw4oZSEDRiYiwt4Xvls3MlXcpQvQv3+BB5EXkXVzs4G/vyu2bLmNWbOaw9PT/P0gP5ycgJSU5zhzJhz9+lWFqalBDiJbYFSowBXwjRvvfuTiQl6rjo5benrUchcbIgtw0d27Nz2458wBxo4tst6yZmbMAERFJaFCBZs8swWvXsnw+nUSbG1V29v40aMYRES8gYmJAby9S8LISHvoo/aMRIdPFpaWOWuHAGRFwLT4ISSTUScnWgZ9gJQU4McfqQGsUgWYPl0phrOizk9MlyqEFy/oq7RzJ1sd6evTSPLzz8l29PURG0NfX1XIkwvk8iCVcsXwttuX7fPnGNi1K17s24eMY8dgcvQoJABKALARusNCXx+NbdJgsGUL/14Q+MS3sODe1pbhSTMzLpRMTEiijBhBhaEhr4u+Pmd7iSTrPpTJuImR2sxMRm7fRnJfLKsJh0QDGHb6HEhOxrMHL3DuwnV4l7FD7Wq2yHj5EvF3HkKanAp9fcDNCPjDMRN3ol/BYFIgZJtLshGZIJDMlizJTezI5eiY1SDCzk7uopaMDClOn36AK1cikJEhRblyJeDt7Q0g7+KQ6GgGFztYVwAA0adJREFUrOPiWJvVsqUayCwAu5L8vKL7fwOUq83OTRs2sD1zjx5Anz5ZVaLyHvOthOL16w9/9803ddGx42a0a7cRBw70QkCAaQ7Cb2wcgy5dtkJPT3inVRQ18bn18pAbenqssL94kYsrM0Z6L1zgNVeHqqpsWeDIES4u1Wy3rDoMH87VwIYN/A6PGqXV80heaNasPH755T+sXRuE2rWd88wWPHnyGM+evUH37pU/flAFIZPJsHXrHcyZcwFnz2alCuzsTDFoUDV8+21dlCxppvTzKgodkdVB47CyYrBM/IICyEplp6drbFwfQ1ISuWrJkrn8Mjqa0YDbt9kT/H//U1p6PiKC10khp4Q7d9jI/uhRXmhXV0a42rT5gJ2IUSZVtFbNl8hmZpKsPnhA8dejR9yePv0gemoMoIybG9KrV0dcYiLSjIwgODoiLXUQ9M5VgN1f/wMqm5ENZA9jqBgxu946jf30EwBgXPdt2AwX3Ds0EjEl7d5p3CyN05D2+g1creLQuHoczsw7jOPbr+K3JtXhYSeQRUVFcaUUGprTk1eEoSE/JFdXhvLKlGFVU7lyOVjQmjU38NNPxxEenjPtMWbMQQwbVhPTpzd955sqQtTjhYfz0p85w48nL7suZUJU3MTFC1na7BMngEWLWJG+fTvJSdu2cn+uFhZ86du6qhzo0KEi/ve/hpg69RQqVJiL/v190aRJOWRkSLFs2X1s3HgLqakZWL68HapX540rXoPciLFC8Pen7OjCBaBJk3fZnZcv1UNkxczIs2dK7OCnaRga0hFj1ChmwiQSdkUsYmS2Xj0XVK3qgFWrruPLL6vD09Pxg2yBnV06Fi48BgAYPryg1iK5QyaTYdSoA1iw4BKMjfXRt29V+Po6IDY2BRs23MLvv5/B5s23cexYX5QvX0Kp51YUOiKrg8ZhackgV0IC/w0gy1dKBelfZUGs+P6AyEZEMCrw7Bmbxg8frtSH6LNnlDPIZb0VFETfTtHctHZtGojXrZsnCShUxPcjEFO7DnaZwP1QEuy7d7mFhOT8vAWBjLdmzSyyJrasfevDaQAge71S3DQAtwDbBl6AJdQKmYxEKbuV0fnzT+Hj4wBPTzucO5dd42YIaRlbBAfbwsEIqP6tHUZtT0EduwYYP75+zgNLpRS2RkZyi4jg9vQpN5FlZoeNDVChAv57qofte6NQztYZQya2QLtuVWFkpIfAwDDMn38Rf/55DvfuRWHnzu7Q18+6H0Q9npsbq6Pt7Pj//Oy6lIV3RDbu7Q8EgUVhn30G7NsHzJsHTJ1KQjthAoumPgJBIDGMjc3991OmNIanpy1+++0M5sy5gDlzLrz7Xb16Lpg0qSFatsyS2RgbM6BfaCLboAHw++/M2jRpAgcH/vjFi0JobxVA9k65xYbIAvxw5s0DvvoKWL2aEYevv1Ze32M1QBAEzJ3bGs2br0Xjxv/g99+boVWrKnj61BCvXsnw5MljLFx4DFeuPMOECfWVXjD699/nsWDBJTRpUg6bN3eBnV2WdOHnnz/DsmVXMHz4PrRpswE3bgz7YDGsTuiIrA4ahzhxxcZmI7Ji9VSuvWu1AyKRzeb1z1DWyJGc9SdOBDp2VPp5nz8nwcgXoaHUiJ09S8LasiWLZj76h0po8pAbkpOBoCC83JkJPCkNh6FfAZnZBIvW1qwA8/DgGN3cGGFUMN8ZG8u3q2DmWSmQycjDTbNJ1dLSMrNp3fKuiHdxyaqI/wASCYmpjU3upC0zkzfF48dZUeyHD/Hm/FWYXQ/Hr8YG8HC2hcGh/4B7ZQAvL3h6eaH/cj8M+SsEqzbcxezZ53IQaHGsogVWZubH7bqUBfH6fWBtJZEwCtu4MRdnmzYB/frRdmnEiKw2gXlAzPzkhV69fNCzZxVcuPAMwcFR0NOTwMfHAT4+Drm+3saGX/dCoVQp3vOnTgHp6ShZkvfBq1eFPK6cEBer79uSFQuIZHbMGN4rQUHUzKvZkq8waNiwDHbv7o4vvtiGIUP2wsLiMMqVK4HXr5Pw7Blv5gkT6mP6dOX2GU5Ly8TMmWfh6mqFXbu6w9zc8D2NvYCuXWvi2bM3mDr1FHbuvIdu3bw/fmAVQUdkddA4xBRabGy2Z8wHYRntgxiNeZdqTUxkOis8HPj+e5WQ2KQk1i7lKSuIiqKmcPduspAWLWhLo4DprEhkHXKfv+VDZiajrefOMRp8+zaQmYnXT78CUmxgU9UFqNqK7aO8vBhiVkLUOjGRfEYTWUTxnNn9T8uUscatWy+RkJAGOzvDfCvi+foCOFno6TG05uyco53YmAE7cOD6aZyc1wAGQjSSb9xH8rV7kNw4AH39AzA2ApYbStDaWIr7M64is9oo6NWsAZQo8U6PJwbI9fQ+btelLIiZhjwd6czNgW++ATp0oO58yxbaLn33HfXeecDE5OPEUxAE1KnjjDp1Pi4Qt7BQApEF2JVq7lzg7FmUcGgEIO/IsbKRPQJcLGFuzufhkiWMzPbqlXXvFBGpQcuWbggPH4t164KwYcMtvHiRADs7U3TvXhnDhtWEm5vytT779t1HZGQCZsxo+o7E5mb91auXH37//QyWLLmiI7I6fNoo8VZek+PhLbJbLSay4iRmawvO+N9+yyXr0KGsslYBxAnnAyIrlbIxwaJFZLvVqzMSUakSHj6MwZIJR/Dvv3cRHZ0MS0sjtGvnieHDa8LL60OB74sXJC4Kk5akJEaAT51iS1LRisLUFKhXD6hRA693toF1jDX0ly5U9K3LhYSErCYb6oYgkKBmJ2D9+1fFsGH7sHr1dfTs6ZdrRbybmxRDh16ChYUhOnb0UspYMjOl2Lj5Dnxqe8FjcEdOREZAhDNQQi8eRo/vwT3lFqoZ3EL1V/+h3ONLSBr1DSzMDYHy5VG1Uk0kpPthy2M/pKWZIjKSHDk/uy5lQSLhlpssOAfKl2dkdu9e4O+/KTNo0YL7XKztjI2zXP2UAXNzdtgrNFq0IJE9cAAlxpLIKoUgy4HsmtxiC319Zsnq1GGtwq+/sgvYhAkFay+oAVhYGGH48FoYPlw9PrF37zL10rw59SZ5WX9FR5uhWjVH3LunhlRNPtARWR00juwR2Q9+qK4negEgDq1ECQALFgCXL7Pj1eDBKjtnrp3EHj8GJk8Gbt5kqnLKFKBRI0AQMGfOeXzzzWFIpTKUK2cNX19HPHv2BvPmXcS8eRfxv/81xOTJn0HIFp14+VKBgviUFJLWw4e5F0N4FSsy5Vu3LrsDvA2zvd4O2Njmc7xCIilJDk9fFcLIKMs5DmC6etKkkxg//ggqVSqJgIByOSriK1SQ4vvv9+DmzZcYN64uzM2VUxD45k0akpMzUPltQ4GcE5ElpG5+CAz2A/yBJ/43MaHnSmxsWw71jF8BV67AdO8WNM7YgqevWuHCm0FonXwNn5V1h5W1N9TREFIQ5OzsJZEA7dqRZb8lKLIrV3Cr/Zf47YwEBw48wJs3aShZ0hT29l2gp+cEQDk6SXNzZgAKbZXl6MiF56lTKPFNLABrtUVkDQ35/Cq2EdnsqFGD0fu5c6mv7taNxa4DBhQpuYE6kJVdontQfrIoqVSm8eC2jsjqoHGIEdkcFcViqEBdYrECQAwWlwi9DKxfT4Pzb79VacpKvBwlS4Iz6K5dwKxZJJC9erGw7K337rJlVzBmzCFUrGiHefNao2nTchAEATKZDGfPhmPMmEOYOvUUTEz08cMP/jnOka8jgkxG0rx7NwlsUhLfc/XqTO02apSnLiE+XrVFJenpmrUeLlky5y1rbm6I3bu7o0WLdWjWbA1atXJD794+sLY2xsmTkejZ8yoeP45Fy5YV8OuvytO5mZi8XTi8Zggyv4koOiYFYbBGbOPWQIA7P9+wMOhfvIhX80xgeC0Vda4vhtWYt2ayDRqw8KpOHaU5cWSH6Gqm0OdoYwP88Qcy9+zFg2E/IvXwaJRCZXjV7ATbUla4f/81btyIBCDB3LkROfrWFxSifDs9XQmXoVMn4OpVGB7eCwOD3oVrfasgbGxyd3MoljA3pyVi27YMPuzZwwLCZs3o4qKOCrsigCpV+Pzev/8BatUqnaf1l0z2BlevPkfz5hU+ckTVQkdkddA4RCKbI/hqbJyHwaz2IDYWEKQZsJz1P6bPp01TeScZkSTZmyUAP0yjnZajI8+dzdA2KSkdEyYchaurFU6d6o+SJc2yifUF2Nm5Ytu2vmjTZgUmT/4PX35ZA3Z2ppBK+Tm832L17UGZxt26lQVFAPWtAQGcCHL1IcuCTEYiq8pCrIyMbG4OaWm8YNHRWVtcHAcRH5/VHCExMau71/udvd4Xaoq+snp677p5wcjonR+tQ2hv3IktDfy+mZOmpSVqW1nhxlwv/P1PMHYcvIovD9xBEgwACHBwMMMvvzTCjz/6w8BAefeOkZE+/P1dceDAA0RFJcHOzjRPfe706UEwNtbP0oUKAjXVZcog7D/AKEOG+LHfI3Dhvyh54zJKnV8F4wVrYetiB7OA5mzwUaeO0irCxYi2wr6mgoAxR/Sw+XkrrC59CVOtX8LE8zQwYwZkzs7o2vUN9u1LxNdfH4SlpRH69/ct1DizOwQWmsg2acIs1L//wsysFxIT1RfiKlFCRW2ItRlVqlA7e/06Ld0OH+bm58eAQD6uLp8CWrVyg4uLJZYsuYLRo2vD09MkV1nUoUNnkZkpw7BhNTQ6Xh2R1UHjyDUiC5Cgibl0LURsLGAREwaJ5BXT+aowXn0Pr14BSE9DyZ9HAs9vMwI6cWI2uwdi8+ZbiIlJweTJn70jse+L9Z2cjPD11/4YMmQ7Vq68hvHj6yM2liQnhz729WtGnLdvz/JI69GDUQ0FIhhJSTz2e0MtOKRSvqGwMG7PniHzThvoSSKBplPl01cbGWU1RjA2prbSwCCrIYLYDEHMdWdvgpCezi01lcQ4ORkOUXdwKbYE4jfth6VeVlitLIC/AcysnIk3CWnIkBgAJe1g51UGeqnRwKIgRrFLlWIpealSOe0PCoDhw2siMDAMP/54DDNmfI7QUOGDiejevds4f/4pBgzwhY1NTk2GTAbcv5+JsPBn8OgWCMAe5uYdUEoah9ov76PZy4eoH7oe5fbug561Fe/FVq2yWq8WEAVt6hcaGo0FCy6hfoNKaHb4V6QvXImE5SuQ2qoXIof9AhubJqhSxQzPnlnghx+OoWfPKoWyDBLJa2qqEnTZhoaUSKxZAzOTGCQkqKHzxFvY2NDNIT29SLlTKQe+vpQa3L1Ln+0jR9igomRJapdbtPiwPfUnAH19CX76qSGGDt2LVq3WY8uWLggIsH4ni7KyysTRo+ewcOF5VKvmiDZtNBvJ1hFZHTQOE5M8KoqdndlGVUufsPHhcbCKfQJ8XpdND9SA1w+iIXn8CtYGd1l926NHrlKGU6fCAAA9elQBkLdYv06dSjA03IVTp55g/Pj67z4DGxuQwP7zD/Dvv5yty5YFRo9mBDYpiQfYs0fufqeik1qBJv3YWE42wcH0mw0NpTb4vYYZkti6gGUG9Qv29txE66oSJRj1srJiWNjMTOkRdI/1MmC2DPd+2w0/j9is6G9sLBATA8OYGNhGR2c1PAh7AgTdyP1gNjbU7rm68tqXLctmB6VLyxUt6trVGytWXMOyZVfx5k0aRo3yR4UK9oiKAvT0EnH69GXMnPkfHB3N8csvn33w9w8fZuDcuVgkJNxH+/aeGD++PurWZdT23LmnmDnzDH7YdQmjEuMw3i0Bejt2ADt2QOLkBNuqVbP8fhWEuKBVtCHAkiVXIJMBP//cCAnJhtjvMAzSZtXR+OhE2P4+Hq9NV8LIoQpGjfLDDz8cK7RlkNIVRN26AevXwyjiEdIc1EdkxQxJQkJWUOGTg5cXNdajR3PBfuAAsH49JOvXo7ylJYROnUhq3d2LjNtBYTFkSA08fRqPqVNPoXz5uWjTxh1Vq7IhwpYtd/DyZSK8vUti796eOTyoNQEdkdVBK5CrJ6OzMxnX8+daKcaPvx0OW70kugOo4+F28SJe73uFEoItJL/PyNdqKCWFJd/W1gxr5aWRjIvTg4mJPpKT+frYWADSTFhfOAr8M4UE1sMD+PJLal8lEuTpxfKRtk9ixfhHA42ZmcD9++xBHxREPa7YSUGEoyPTgGXLMg3u6gqULg29wY7IsBWAZc0+chLVwLsyo7e3wq3g11xOK620NEpoIiP5PiMiaOwZHg48fMj0Z3YYG5Oou7tzAVGxIv/9XpWbvr4EO3Z8gR49/sWmTbewadMteHrawthYH3fvRiEtLRPly5fA3r094Or64VhnzHiIhARzdOhgge3bmyImRsD582KhmgtWrPgCU8pY4ce5F2H+VSuMmmFHveGePSj577+QHDzIe6ZbN6BWLbm/Ix/Y2smJM2fCYWtrgiZNyuHChbcLt2Z+uOO3Hl6rJ8Dg/GMYxEnQY74zfvgBOHMmrFBEVumBOkdHoGVLGC54gfjXbwCoxwxZtN/9pImsCAcH1hkMGwbcvg3Zvn2Q7NoFYfVq2ne5uNDHuEkTejoXc/nBlCmN4e/vijlzLmDv3vvYs+c+AKBsWWv8/nszDBtWE5aWmu9trCOyOmgFbG1zMeUWyeuTJ9pHZK9dQ3w0UM7LLmcrJ1Xh6lVgzBhEZcyCbR0PoGn+s7yTk/nbYT7PV6yfmhqDuLhUlC5tAchkiDl0CQixhnXCbqCaM43mGzbMSULyCu9+pO2TGJHNNWUcEcEOVRcuAJcuZbnhCwKjkJ9/zqhJxYq83nmY3+vpy2HbpEKIl+TWLQX+yNCQE6TYL/R9xMVlNTt4+JAR6ZAQ+vSKkEh4nby9KXCuXBlwc4OFhRH27OmBs2fDsWjRZVy58hwJCWlo1KgMBg2qho4dvXJNr8tkMmzfngA9PQssXFgdMTFCLmsXAePHN8PatUFYuPAyvvpqBITRoyEdOhRP16xB6aNHkbl2LaTLlyPJ3BxJTZvC+bffYPKRKK1IZG0VdLdITc2AmZkhJBIhx8ItzdoeQV8tRfT9BzCJeQnHCRNQFu5ITc3LqFY+qCTj3LcvDBfeQdrjCABq8DpDVkQ2v2YRnxwEAahcGTIvL4Q0aQJfQYDe8eNslbxmDTcbG3ZKFLeP1AgUVTRvXgHNm1fA69dJePEiEaamBnBxsYSenvaQeB2R1UErYGvLyV8kWgA4MQOcvP398/xbTSBz8zYkS3vBoqYa+jo+eQKMGwfo6yO2bDW4VPi4drJPn6qYPfs85s+/hH/+KQ1PT+Qq1j958hIAYODnpYGvv0b8PmMAg2E9uCswrmHuEYf8SuDzgejMZWwMsoB79zgx/PcfByceq3JltqX19WVRhgLVYSYmOe2v1A1jY0pEL15kMFvhgqXcYGUFVK3KLTvE6r1798gs79yhk8Tu3fy9mRlQpQqE6tVRv2ZN1F/dTs6+xsDlyzGIibFHpUppKFXK4L32ullrl7AwA/TsWQULFlxCSEg03N1tkfDyJU4tXoy4q1dhDqCiRIIKcXGwWLMGL9euRcbnn6P8mjUQ8tAOiAtaRVUJLi5WuH49Es+excPOzjLHwi1TYoCnFpXgbmeO5EfhWIXbeCQUzrNXVLUoVfXk5gaJYxSk4TF87qmhb6wYyNfk90arIZHwWVSzJp/Dt2/zuXX2LCUIBw7wdeXLZ5Ha6tULrXHXNtjamsLWVjvfk47I6qAVsLPjpBMTky0SIz7ERZKjLYiJQeLRc4DpEJg5FaATk4LnwujRQEIC0v6Yi6RvTOVK//n6OqJhwzJYs+YGGjZ0xaBB1REQgBwepvfv38XiRecwzPUFGi2aALx5gzdVfgKeVIBFW4+87ULzCu9+pINCRgaAtFTonzgFbFvEAi2A+UzRC7RWrULZGpiaat5KqFEjqgEuXlTx+svGhhHw7FHw16850d64we3qVXZWA8hYqlXj6+vUoSwjj3T//v0CAAlq1+bFzG/t4uTEzys+PhVJr15ha5MmiAsJQaV+/VBj9GjYV6uGzNhYvPjf/yCsWQOzPXsQV7kyrH/8kRXi7zUvEG8LRZMw/ftXxc6d97B48WWMHdvkg4VbZiZQsoYLfrnTBR2wCj3PLQX2lma0vwAQF2ZKWaxkh4cHEHafqewpU5R88A8hZkh0RFYOSCRcXFepwufy69fMIonbxo3c9PW5oq1Th1vFisVehqBJ6IisDloBkQNFRWUjshYWTNc8fKixceWKvXuRmG4AlLBWbRepzExGAJ49A378EbEV6wCQvwhm/fpOaNBgJQYP3oONG2/hyy+ro3z5EsjIiMf06ddxeO8d/G56DiMtoiAYOgB//YX4a/7Amo9wybzCu3m1fcrIAI4fR9qCK0Boe+gnHgbcEoHu3WndVKWK0h7yokm9JtGoETBnDoM2ak8k2NpSCtKwIf+flsZUx+XL3C5eZCQJoCbT359bzZrvyvAzM4HAQDMA0QAeA6iS79rl0SOSXRsbE5yeOAGxISFwHz8eLadPh15cHHD+PPSjolC6Vy+kjRuHM23awOnOHZjOmwfDTZuAnj2BPn3eVQGGh5OjK/rdatPGA25uNvjttzOoUcMJAQEVs1VZAxs2yPDgQRhOnZMhPWAcPhMOAL/8wsh2374KX+rUVK4DlF2HKtjacMAHD1KbnpfkREkQibiOyBYAtrasDQgIYJbp0SMuHC9c4CLy6lVg4UJatdSsyaYMNWowSKMjtkqDjsjqoBXITmRz8CF3d07AOQxCNYz//kOSYQlA30K1RHbjRkbVuncHOnVCfAh/LK99lbOzJc6dG4RvvjmMbdvu4NixR+9+V0JIwV7X82hoGQuj5k2An38GrKyQeJq/z/d92djgg/Bubq4FycnAzp3A2rXAy5eQplYHrKygN+xL4Fs3lTzILSw4IaelKcmrXybjlpGRJYoUe9Hq6eUa0XR15eU4ehQYO1a1vrkfhaEh05zVqwNDhlCofOUKcO4cNclbt3IzNSWhbdoUe6IaIDbWAC4uz7B16y38/XcLeHoa5bp2KVUqFZs23Ub16qXgaA3sWrcOjrVqwblbNxLEQ4dyCGsNnZxQefFi/NOwIRo6O8PP0hJYvhzYtg0YOBDSTl0QGmoIrwJk/fX1Jdi1qzs++2w1OnbcjBYtKqB//6pwdDTHuXPxuH/fCcnJ91C1qgN+Xd8fSO8GfPUV7Zfi49nGVIGizcREBrmVXeeZmQlIXJyANCmvzeTJyj3BexC/J5rUlhcLCAIJavnyXJylp7NY9cIFft9OngSOH+drraxIaGvVYtGqq+sn44agCmgJM9DhU4eok/+g53fFiowgPXpEUqtpJCQAQUFI9uoC3JGorh3q06fAokWMxnz1FQDOtYBiPqylSllg48bOmD27BfbsuY/o6GQ4Zcaiy6nFMH39BujTHxg16h2plNsiS0xr54bkZJLwDRtog2Bjw6Ixpy7AT5aAB1TW5VSM5r9+nYvGMiWF7gDi9vo1yVZMDAuq3rzhlpTE14qMOD8YGJAJvG2IAFNTwMICPZP98HNoa2wZcgeDAp7zGpQsSdJvb59nsZrKIRJWf/+sCNKpUwwfHzqE1APHsfTxbFhb2WNC1yfoMTsZw4btxZo1HREQIPmgve7YsfuQkJCGESNqIuzoUWQkJ8N74EBIATpP5CKsLVmhAhz9/HD+4kX4RUezycaSJcDs2Xiy+j8kvfwDlToXjP1XqlQS588PxvjxR7Bz5z0cPizKkhwhkbRD8+b22Lbts7eV1sbAsmXA118zjZ+SolBnvjdvlOiJnA0ZGYChnRXg7Ef95YABlIGoCOJ68v3eHzoUEgYGWRHYESM4d1y/zoXklSs5ia29PbW1deqQ2H7y9hGKQUdkddAKiET2g460FStyf++edhDZS5cAqRRJFasDd1Sk55fJ6GmYmgr89NM7EZtYVVyQybNUKQsMGVKDxGXoFBLM778HunTJ8bqkJE5sBUqXSqWMwC5eTIJYqhRtbNq2Zf7ybAGOqSBsbQFIMxF9OhilMoOABw+Yqw4Pz7/dsbExQ6fm5rwZTUz4M0PDrOYIgpAVlc3MzOoAlppK8p6czMkqMhIt3wRhSaI71u+zQo/gn2EqSc15PjMzXh8nJ9rMubjQRqxsWZ5fHdGZ7BGk/v2BFy+w6ZdHeBnmgG+F5ejy3yG4l0zDmo0X0CM4BN1/bItWrdwAAAcPhmDcuPM4ezYcHTpURP/+vri98goAwNLVFbFAvsJaS1dXRF68CJkgQGjfno0UNm7E3Vm3gfBweJ04CXRpT89cBVG+fAls29YNERFvcPToQ7x5k4qnTx1w6JADfvihVM7vj6UlW5WOHQts2sTP9Pvv5br+8fGqIbLp6W+TT8OGAQMHAkuXAtOnK/9EbyF+PFKpyk6hA8B7v0EDbgBvoGvXKPe5cIGe3Hv28N7z8iKprV2b0isVtIIuTtARWR20Avb23H8QkRVzjLdvkxBpGjdvAgBSylcCoHj3Iblw/jwJc/v2XM2/RUIC9wUO5kVHM/oUFwf89hu9EN9DcjLfk8I86skTpkCDgsgmf/iB488mB1HJhClGFa9eBW7eRMkjBkBwJ7yYOBfelpf5GgsLEsVq1Ugc7e2pD7Wzy2qUoOSKHX2ZDAM2puDX3/SwsuUWfNXyAYndq1e8yZ8/53b27Ic5XXPznD6xHh78t9KrinLiQbwDltxwQOn6QOe/hkM4Xg4+e/fh67O3EHXtFq532YxO8MZxlEMG9GBgIMGIETXx11+toKcngdFb8XZ8WBj9OO3sqEXIRVgb/+QJDC0tIYg3hZER0L8/boQkACvj4P1wD9BtPT09e/QoUOMKJycL9O1Lp4elSzmEXJ0QTE0pav7mGzb/0NMDvvvuo1+C2NgC9Xv4KFJT3/IWHx9mPY4cAQYPVpmDgY7IagiWlhTUN2rE/794kSVDOH+eLiQrV/K7Ub06iW3dunTz0ckQckBHZHXQClha8uH9AZEVCUdQkEbG9QEePgT09ZFq7QBARdxi1SpOpl9+mePHYhFTgaLAqamcqCMigEmTciWxADPpCpFzqZT6xjlz+Mc9epB85DJIMcr7XjMuxREXR33n2bMk/KLxKABni/qAlRWeNenDaJabm+LO+sqAIKB9dxNs2wesO1Eanw8tjbKf5fI6qZSNEMLCuBh4+JDEPCQk5z2vp0f/XG9vRmh8fUnOlTShJSUxEJmZyWSAYXlnoPxgSAYNQpkbN2C7djMctu1Fk4RzSDC6iWe1m6Ha9NFw8MqyFijTvDn0TUxwa8UKVKpViwT80aMPhLUv09MReekSvPv1+2Acl+6Yo1QNczhNmgr8Og34+2/g8GHes25ucr+fmAcPcH3xYjw5fBhpCQnYm/ozkvRawd7CEEAu94OxMTB7Nhd6W7YwYj5yZJ7HT0mRy6ijQEhMzFbQOWQIic2KFfxgVACRwCq5yZ0OisLBge4t7drxi3jvXla09vJl3gd//cU5sV49FnTWqqXyBW5RgI7I6qAVEAR+PyMjc/mFjw/1RElJmvfme/gQKFMGaZl86is943PzJqOLbdvygmSDqF9V+BKIUoVbt6i3a9cuz5cqVCQVHQ3873980Do5MSJbrVqeLy8UkY2JYRX3sWMkeOLs6+bG1pE1awI+PnCWlQBaAOGupQG/ApxHiZBISA4HDABmzmQG+wPeKZHw2jk5MeIiQiZj9FZsNHHnDre3bWABMJJcrRqj9mKXswIQW5mM43vyhE3qKlfO9ktBAHx9Ye7rC/P/TaBH7datqBJ+Ehh0lkV/ffsCrq4wtrZGpd69EbRsGSw3b4bvjBkfFAWmOTvjWI8eAADfESNyjOPFC/L5du0AoVZNpvqXLgXWraOrwfDhQO/e+RYJymQynP7pJ1x4m4q3cHGBacmSiLhpDqRfxlrP7ghYuxbuHTt++MfGxiQKI0ZwMWlhkaebgWiZrAoim5SUTaNepQqjcIcPMyoremsrEeJXSRfk0yLo6XHR6u3NB0hyMueFc+e4gN++nZuREeUHjRoB9eur5oYsAtARWR20Bg4OVBB8AB8fiuJv3uSXVlPIzGQ6uHFjpL6VPCqbyAq7dvEfvXp98LsCE9kTJ9hStmFDkoF8kJEhpz42MpITflgYJQTffvvRgYnXKjU135dlQSZjccSWLXwPGRkkG6K9VP36H7R/KiEjCXjyRM5zqBhVqgAdOlA6vGwZA2xyQRAogbC3z+nh9fJllkfsjRs5C0YcHXlN6tcnsZUztL5mDeut6tdnsXWesLYmsevdm00s1q7lG9u9G2jdGhg8GA2mT0fYiRN4MGsWDkZGosbXX8OhTh1kpqbi/rZtuDhkCKJu3ULNceNQyi/nSuPcOe7f/djYmF6dTZsyIjt3LlOuU6fm2fbrzKRJuDB9Ohxr1ULD33+Hy2efQSoVsLC+FNUs7sMgyAy7u3ZFp337UK5lyw8PYGrK8wwZwn3Jknxv70HMHCm7mVNmJjlLjmLLoUN5cZYtU4lWVizy0kVktRgmJlnfbYDP3cBAFmqePs09QCmevz+JrYfHJ7M60RFZHbQGjo7MFCckvKcDFXWily9rlsgmJpJcWVu/kzUq1RFMKoVw+jS1cLmkUUWfR4UySSkpTJmambFw7COWVxkZckxoT56QxL54AYwfD3TrJtdQRJ6bnPyRF0qlWa0gxZVNzZpkhJ99li9BEwRm4B884EelDc/xb79llnDpUtZ1BQQU4mD29vTebd6c/09IYMHI+fOUW/z7LzcjI0Z4Gzcm6c+jKumff4B583jNpk2T0xFNIuFxGzfmQmPpUmDfPuDAAZi2bYtuW7Zgy+DBuLt2Le6uXQuJvj6kb78w+sbGqD9lCur89NMHhz1+nPdevXrv/cLbG1i/HvjzT0aje/UCfv/9g05ncU+e4ML06XCoUQPdTpyAYWoqcP48HgUlIT2uNup1ckH3+aewzs8Px0eNwsB797I0utlhaUkS278/GxI4OFCjmA0REdw7OclxvRRAXBz3ObyiK1fO0soOGaJ0BwNxYanLUBchuLrye9CrF4vGTp/OklstXcrNwYHf0SZNKEUqxr61OiKrg9ZAzKRHRr7H4zw9mea7fFkj43oH0TbA3FwlRNb44UOm0Dt0yPX3BZpw/vmHF/Tbb+XSiuZoEZwbHj5kNXVsLCd5BViZSGTFyHKuJz92jK4HT54whNupEx/WZcrIfR53d6oPXr3KKiLUJExMKPXs1y+LF2Wr4SsczM2z7LS++46RmtOnGTENDOReT49EqEULLgTefhArV9Kr3c2N+wL53fr68o+vXuXntmsXLPbvR4umTWEwezbu/Psv3oSFQWJoCKc6deDdvz9McrkPExIoB/Tzy4NzGxsDEyfywk2bRkL3zTdcRL1drQQtWQKZVIoG06aRxO7fD0RE4M7DysCbBHjF3IRNyRqoOnQoLs2ahSfHjqGsuCB4H/b21H0PGsSmJP/8k6MxgdhGtwCmCvkiNpb795qdUS9/7hw/NCV3+1JVdkkHNcHSMqspQ0YGMzWipd6mTdxsbJjZaN68WJJaHZHVQWsgEtnnz98jshIJIyKBgbmEa9UIsdrKzEwlRNb8xg3+I492UKKlqdzFWDExnIDLlwe6dpXrT6TSfN7TmzdM9cbFMSLWuLGcAyFEIptr562wMBKUq1f5wkGDgC++KFChlocH98HB2kFkAUrX5sxh/dk33wAzZuQSeVQGXF2pD+jZk6zo1ClG8s6eJcE1MUFaswD8FTcQW0/Zw8NDwMKF8neLyxPVq9ML9tw5yObMge3evTC9dg2lvv0WaNnyo6Hxkyc5B3/0lmrVig+H774DZs1ih7kJEwA9PTw5dgwmJUuibIsW1G2/9bC9e6csYGyMinoPgGBzVOrTB5dmzUJYfkQW4Ipoxgxac40dywzB25tY1UT2g8/Dx4cs/+BBLiSVGArWRWSLEfT1s7xrx4xhaurYMXZnEZuf2Njwi9a8Ob+3xYDUFv13oEOxgWhl8/x5Lr+sW5cs68IFtY4pB0SGl5n5zk5Umc8Ao6dPOeGL3rnvQSySktvjdd8+st9Bg+Rm3Pnyjd9+Y3R3/HiFSSzAyKS+flZjBwDM/+/dy6jr1atA587UXA4fXmC3AbFY6a1TmtbAzY2RWYmExfFr1mTZ0qoE1tasnJo3jx22vv8eoXa10XdODWxd8ho14k5gcYeDsDbNo+lDdDSjgHv2cB8dnf/5BAGoVw+ydevwfPBgii9/+omLH5H55YHduxkRbNZMjvfl5saLV7s2C16++w5ISUFGUhKMra0pF8jmYXs11Ar21ql8vkRFwfjtfZWeZ2ogG+rXZ0OSx49ZMPn2A3v4kIskZdee5ltE1r8/n4EbNyr1nHI3QdGhaEEQuKofPpzOMhs2cCVtaUn50bBhXBjOnMkUlkofRqqFLiKrg9ZADDKI+rMcEEXuZ84wRaIJZGtKLn1LJpWpwTSKiGCIJ48cn0JRYJmMBMTSUiHSKdp9foADB0iGGjViur8AEASmTMWoE5KSGPE6cICs4O+/lZJzd3MjaRYD3HIjKYmShufPSdhfviR5i4vjlr3jV3bvV0HgvWFgkLOxgqUli5JsbMhMHB1R3akU1qwqiW/H62HuXGpnv/9eNcb62ZFpWQJb0rtg3osuyHBOxrAKxzHg1UzozUwElpXgAqJbt6zFQ3T0u9S82F4WoaFMX35sgSGRIK5RI0j79YPe/Pm8D7t1o666R48PVn/h4VzDtGihwHWwsOD9MmUK758RI2BlZ4cnFy4gNS4ORnZ2wN27iI2XIDTSDC19X0JIpF9W1K1bAAAzBwf5ztWnDyf6Q4cAX19IO3fFo0f5GnQUGGIRWa6ZhFq1GCXeuZNSAyXdNKI/tY7IFmOIpFYktg8fMkp7+DCLabds4QQcEAC0aZNDRlMUoCOyOmgNHBw4x+VKZEuVovXMmTNyCDlVhGxEVvZW3aA0IpuZCYMXLyCrXBl5HTIjg29brnOGhnLr0kUh8ZtEkkvP9ehoRmNtbWm3VYg3bW39lsjGx9NO6OFDFiNNmqSE/Dahp8eo7M2bfC8fEP/oaFpZiULaqChG3HJNBYDXz8qKM72lJUvVxU5fgpDV5SstjZVsYWGUYeThM+aip4fVpd3xs94QHN7ghctH9TFspD7a97ZQeuW4WDe3ZAkvtZMTMG2xCXx82gBvGpJkbt4MLF/OKGfnzrT7CQ7Otb0sgoPzbk38PqytgZ9/5sT466+0tjp5kv/OxtR27uQ+D2l43jAwoOVbyZLAmjVoLAhYm5yMW6tXo0afPkBoKK6degOkpaGGyW2+eU9P3Bg4EBAEVHxrA/ZRCALfx4MHwOzZeO5YA6mp5VXSnyBfNwRBIKmeNIkRtoEDlXJOHZH9xCBWxFaoQK15cDAlK4cO8TmwfDmlLAEBCq4uNQcdkdVBa2BgwPktzyykv39WJXuVKmodGwCSGUEAoqIgKNl2B8nJEDIz8+2xLZUqYJEjmumL7RDlhL5+ljvCO+zcSWHrxImFJpu2tsCtm1IWnz18yCjdgAFKtxeoUYMOGDdvZoucxcfzYb12LT11MzO5GRnxwd2yJSvCS5emYNvBgQM2MirY+JKTSZpfvyZZjowkWX72DKahoZiZ+S326dfH3HvdMX2EJTZMiEaPuo/Rqr0RzOpUYfSkgAu2+HgGKv/9l5fZxIQKk379sqXDLSyope3enQRz1SqmrXfu5PVwd8+1vazCqFmTx503j6S5Z0+S2dq1kZREIwJXV75MYUgklC5YW8Py77/R0sgIx376CU5166JUQADOnU4ADA1Rq5Mr0LAcrm3ahJBdu1ChbVtYK8JELSyYPejfH8E/bwBkE+HmpnxLjOfP+Zby1Ha3aMHruG0bP0wlrHxEqU+Biv10KNoQpWwVK/J7dPEiJWknTnAO+eMPBhratqWoX0s92nREVgetQunSTLfmap3UpAmJ7IkTmiGyItN+/hwCO9QqT1YkhwBWoXPdu8e9p+d7x5Ah8tIlvLx2DdLMTJRwd4drkyaQ6GU1eMgRSMzM5KRpb59nNzBF4GAvxcWQCCQm3IVZn55Kiyq9jzp1WER//kwmqr05w8hjYCAlAm/ekKRVrMgof1oa5SryRhrlhYkJb+g8KoKE5GR8/vAhmly/j3VborDuXAXMOGyDv4+mornFSfg7LEUNf1NYNvChtOYjlUWRkZyHzp5ljVdaGrln7960f81TESCR8LNt3JiEdv58emEdOQJ07MjrIgiFa2VlbEwta61awC+/AKNGAcOHY7dxf8THC/jqq0ImWfr2hSQtDWX/+AMNQ0Kwzd8f7n364tjt3+FQVh+pwlNs6/UTHh88COsKFdBi6VLFz1GpEjBgAO7NiAOEKFSsqOzVLBfxjo75yIf09Rk1X7yYjhRK+E7GxjLoplQrQR2KHiQSPjjr1KGM6uRJ1i+cOMHnga0t8PnnTJ2oWHqQlsY1b6VK8r1ed+vqoFUoXRr4f3tnHd7U2YbxO6m7UIECxSlWaHH34W7Dxxi6MbbBgMH2bQwdDBgMHzJgw4e7u7tTXAuF0lL3nO+Pu6dpqSVp2qTl/V3XuQJJmrw5OTnnfp/3ee7n0iVGCVJZ0JQrR0F16BAvhIYwCfXwAB4+TLro5qSQBbT4yHfvMrqbTHg83LEDp375BW+uXEnxVPuiRVFt1Cj4DB0Kc3NFyoYFx45xvXPoUL1c6dzungBCXRHQri2Kf/ttll8vPcqVUcEu6i3OTLmBoR4/cMdVq8aDysmJxuEyz5/rFmnMKlZWQPnysC5fHoN6Ab0jgf3borB5VRi23+qE7c8joFgWhVL/PkMh80Nwd1PBxacwlJUrQeXkgvh4Wvn6+zObIXlKjq8vNWjjxlq4XCgUat/Zf/9lNGb1av7e6tdnhfMHEyOtadiQk9FRo5AwbyHWhNSAo2cZtG6th1ShL76AeVQUSi1YALN377By2SHcwyNUwnpsPTgDCqUSpTp3RtP58zXPj/2QAQPg98dBmPm/RvGE9wBKZX3ciUgS8OIFbXMzpGNHLv9u2KA3IaunrB5BXsHaWm3p9fo1Be327XTBWbmSDhqyr3c2+LbNmQNs28ZbTRBCVmBUFCrE2xcv0hCySiXLmtesYXpBil6aOUTRosCVK1CGhwBwSJ1PqivyySDVur4ahSKdQqy0CAyk6E5Uvtf++gsHBg+Gma0tKg0dipLt2kFpZobnR4/i+pIlOPTVVwi6exfm5nMQHZ1MLcsuEVly8U/k7Vvkv7IHsByEVz1GoHh25TnfvQvllCmoGdQIB6Pq4F3f75CvWxOGus6cYWRWzrNWqbIWadQj1tZAhx5W6NDDCs+eMTXi4ukYXDvpjvsvYyA9DQcexgOb3gBW4VQf1tawQDQK2oejfeV41GjuiGqN7TPKUMkcExMuWzdpwoKqnTuZQ1eggH7y5Tw9gRUrsL33JvjvBYYU/BcWCV0AZNECQKEAhg2DeWQkSm/ciIIVvoWtX0G0aVoc1Xz/QKnOnWGfxUiSZGqGm871USroGExnbaHxvJ4m1EFBDIRlOsR8+SggDh6kyPiglbUu7yufdwWCVOTPz3qG/v3p5b55M6O1588zKNCuHQuA9eRFt3Mno7Ha9D4SQlZgVMgn8WfP0olMtGpFIbt7t2GEbPnywJYtMHv1HHoVsg4OkExNM4wMpusokBbJes0GXLmCg0OHwrFECXQ9dAgOyZoLFGnSBNVHj8aW9u1xZe5cRLcdjJiY8khISEyHunePgimLF0sAwOrVKKT0B1xd8SJAUw8xLVCpgGXL2MoTQMMOnXDgXEkcLlAaXeXhe3mxCM7Pj+vu4eFJRUDGhKcnt86dLQBYID4eCHyjQuCxW5COHoPJudMwiY6Aa9RrOJVygaJWTebyRnkAUisAulmXpaBQIUZlhwxhsdP69Uw6njSJg8sCMUorLInsBSePp+gZthgYeoi5n1kVygoFGxg8eYKT611QoKApBiwbqrdl82fPgJB4G7SuYc6Oavv20cJIDzx+zNtixTR4cqtW6qrzvn11fs/4eNpNZ4cDQ25FkiS8OncOoU+fQmFqimgrK0MPyThQKhmJrV6ds5+dOylq5Sht7drMt69ZU+c8oZs32YXZ3Z11nJq2Ghc+sgKjQhayL16k8wQvLxr879uXblV4tpKYm2v6kr8wvQlZhQLxjo7qsuU0kIWsRukMycr1L//5JySVCm3Wr6eI/cAf1DwuDu03bYKZjQ2CLh0HINFbUqVipbY+enaHhACbNqGQlw1ga4vnz7P2cqkIC6Pf5+LF9N9avRr1ZnaAhZUS+/Yle56zM0VAvXo82OrV08xSysCYmgL5PZSo0MMb3ouHodyJxfDqUx3O1tFQ3PPjcv2xY8zL8fPT75uXLAmsWMGivDt3WKy1c2eWXnLjRuDNWwU+H18E1gN6cYVl8GCqqqxiYoJnX/6Ge6oSaBi8Baa3r2f9NRORLd0qDqpJ0T1nTgat6rTj0SPeaiRka9Xi++/dm6X3DAri+SRNl4SPDEmScH3JEvxdrhzW1KqFnd27Y0eXLjjTti12dOmCN1r7+eVhnJ05gdq8mZ39GjVim+zhw+mUs3691r+LN284B1Uo2I1am1UlIWQFRoW8xJWu0FEoaOcTEsLljZymWDHA1hZmj+8B0KOQBRDn4gLFixfphl2T9WPIHFNTIDYW8TEx8Fu3DgVq1kT+KlXU/qAnTnAnnzgB7N4NS0lCud69Eet/H/FR0bTkef+eqQ76WHc8cwaIioJ7v5YwN1fg2bOsv2QSksQCovPnucS1YgVQqhSsrWl7e/XqB8eTszOFQNu2vNVQxEa/f49Ls2fj7/LlMcvcHH9YWmJ1zZq4uWIF4qKi9PiBNMDOjs4CgwZRwFeqxEnH5s28CqRnJaYrZmbAV19xouDgwP391186JYkHBTHFM39+oEtXBZ0rhg3j+EeOVLewywJ7zzgAhQvjE+eLbMqgJ7Epp5dXqm3LvPG3b6nK9YAsZDUyUzAzo3i4dy+Dk2XmBATw9mMXspIk4eCXX2L/oEGIeP0aVb77Dm3Wr0ezpUvhXLMmHmzbhjW1a+PZkSOGHqpxIUdpf/+dSa2ffcbrxu+/Ay1bArNmpeOnmZKQEJ5eAgO5+JNOT6D0h6Hb6AWC7MHWlroiw3Nz27YUaps25di4klAqgdq1YfHiIRAfl1FKq9ZElSxJy6aHD9N8XLax1eg6X7Ag8OIFogIDER8djfzVqvH+5P6ghQvz1t8f8PODe9WqsEIIEmJjERYGtXLWOJ8hAxKv0krv8ihaNN2PqBv//cdoZIsWwNixKYoPZG9S2atUV15fuoTlZcrgyHffIeL1axRt3hyFGzXC2xs3sPfzz/FPlSoI0XQdTF+4uNAWrVgxXkBGjeKS/61bjIosX64XUZiCypVpX1a2LIXs1KlaHx9//smMjpEjk31V/foxwnP9OkVyFqooVSouNrgWskSNHxrz+J43T+fXk5EkpowXK5Yo/Dp0YPHpv/9mmNuuKffucY6gsahs2JC3x47p/J7yfEfuqvixcnXhQlxbtAhFmjbFoKdP0WjWLJTp1g3l+/VDpT//xKfHjsHEzAxbO3RAhKz+BSkpUIBF2Lt306rR3Z1pgB06AOPGcTUnDSIjGch9/Jjtu5s10/6thZAVGB2FCyPjiJ2zM6t1L17UPIlGn9SvDwtlHBAenrLCP4tElUqsgL6e9lKofNHXSJsULgwEBcEkMWQcJ7ueJ2vdCSCFP2hceDgsEAqFUoGQEGipnDPh8WO+V+HCKF6ckaCIiKy/LAICmFtZoABPlh+kQFStSk2/Y4fumSjvHz3Cf82aITYkBJ8sXozBL16g044d6LJnD4a8fIna48cj6O5dbGreHDEhIXr4UBri5cX8Xj8/zvyCg7k8P2cOw50LFjBn7fx5/b6vszMjs3KL2DFjND5GrlxhVkLt2modlsSwYYwy7t/P19eRixcp0Nq0AZTdu1F8b9jAB7LAs2dc/qxePfEOMzMK8OBg7ocsoFIBDx5omcVTvTotKbIgZF+/5u3HLGQllQoXZ86Elasr2m/ZAgt7e3X61c6dsL5+HR5lyuCTRYsQGxqKG0uXGnrIxo2lJZ011q/nBLJaNf6m+/ThKsa5c0kT1dhYzr9v3WItWc+eur2lELICo6NIEXVX0HTp0oW3GzbkyJhSULs2LE3jgdBQ/UZkZSF74UKaj8u6UiPxnFjQZRUcDGcvLzzYto3L3y4uDIfJUbRkVft316+HjXk0zKyt2X3LzIziU3ZMzwqvXjHUZG6OEiV4l16isnIu1pgxaTa+Vyp5Tg0Koh2iLpybOhXRQUFou2EDKg0aBLOoqKQcY8s7d1D7669Rf9o0BPn54XpOXuTSy/dt1gxYt47RkTdvuGa3Zo1+39vamo4GzZtzx06YkGkUNSoKmDiREzI5Fy4FSiWfUK4ccw90FOBy9L1t28TX/PlnXlx/+03DvJy0OXOGt0lCFgDat6eLwOrVWVq5ePmSh3HJklr8kYUFC2uuXVO359LhfYGPW8g+P3YMIY8ewfuLL2Bua5sy/erZM9hduQLs2YNSjRrB1sMDN5YtM/SQcwcKBY/P+fN5/mnVijn8X30FfPYZovcfx3ffSjh3jhlhQ4fq/lZCyAqMjqJFeZthsNXXl+GLbdv0I7S0wd4e1tXKAxERiPLXQ3FKIgl2dpB8fHgCTSOnT9ZpGqX7JaYSKE6fRqWhQxEdFIRLf/yROorn5wd4eODhkyd4dfYsKrSsDoWJKYKCQBFQpgxLSbNqmOvszMiVSpVkECD3bMgSjx8zBSKDZgYdO/Ka/88/2n+MmJAQ3Fm9GvmrV0eJtm3TzTGu3Ls3rFxccHXBAkiZvckHxXbc2TqSXr6vmRnTDdat46Rm1iw6EOgjTUTGzIzCs0EDFh2tXJnh0+fMYVTzq68yMD2QBaeVFV9by9zWt29pe1u9erL3KFSIXSGePOF3pyPHj1OEy1k6AHhgde7MlYFTp3R+7du3eZvc3lgjqlThd3rjhk7v+/w5d3W+fDr9eZ4gJNEuoqDcBfGD9KvoIkUAf3+YPHqEAjVrIuTJE0j6/B19DJQuzcnu1q1At26I8HuBr3u9w7n1j9Gx0kP8MFqVpXpiIWQFRofsDvXkSQZPkvuOR0czRzKHsWrZEAAQcUZ/FdEAIH3yCUOuaSwXaiVkK1SgbdbJk/Du3x/5ypXDyR9/xImZMxFVs2ZSFC+uWjVcff0aO/r3h1W+fKg/4jMAyVzAfHyYvJ/V6iwPD64jBQUlXazli3eWePqUQiWD1okODrQ6vHMHuHxZu5d/c/Uq4qOi4NWtG+9IJ8fY9MkTlOrYESGPHiEyA+eJ9IRwlsRsRhQqxFzZypUpakeN0jCkryFyFLVECUZejh9P82mnT/NnWrUq0KNHJq/p4cGkuVevmFCrBZs3M+j66acfPNC7N6v8//pLp1SZ8HAGk6pVSyPw36ED90MWcvZv3eKt1o6ClSrxVseK+mfPeBgboreMsaBMrAVIkJfX0kq/srEBEusNlCYmH/cOywoeHng/aDSGFt2NK5a10dN+J8Zd/RTKXj3YPUzHCYIQsgKjQ47IZihkAeCTT5hQvm6dXoottMGmjg9gaobIS3f0awPWpAlPnLt2pXpIvoBqlFuqVLKt6b17MH//Hl3274eLtzfOTZmCRRUqYOPPP2PTwoVY3LkzDo4aBXMHB3Tetw/FfBnGSiFkAXVjBF3x8ODt48dwcmIKZ5aFrCRRVGrgcduzJ3eJtoX2CYmix9zWlndkkGNslvichIyEUgbFdtmGvT1z1Vq25ATpp5/02JIOPDD/+IMzhp9+At69S/FwYCA9IW1sWMelkcVk586MNv73n8YHSkwMtaSHB+dpKbC1ZT7rq1c6WYedPk2BXL9+Gg+6uQF16zIi+/at1q8NUMja2upgEFK6NKPY6eTVZ0RMDAPJWbQEzvXIhbD3t2zhHWmlX0VEINrcHM8PH0b+atWgEEJWJ54+pYvf7YeWGPCjO7672BuKz/oyx2X0aBZ8nj2r9esKISswOgoW5GpxpkLW1JTLp0FBOR6VtbVXAs5OCAuV0hSdOuPkRDF79izLmJNhZ8fbsDANX6ttW96uWQO7ggXR+8IFtF69GvmrVYP/2bN4fuQIbAsVQuM//8QXfn7IX6UKbG2pS5IKc2vWpALZtClr4qd2bd7u2QOAdryPH2cxK0ShYAn53buZzuQLF2bxz6VL2q0A2yde5V/J+ZoZ5Bi/Pn8eJhYWsMqoS1gGQjhbMTenmmzalDmtWfSBTYWHR5LNlWLRoqS74+J4fXr3joXMGvfVUCr5hwDw998a/cm2bTwV9OiRjlju0oUH93//aX0sHzzIw61Bg3Se0Lw5X/PECa1eF2CA+PZtuqlp7SNvakq/LrmbghY8ecIha2T3lYfJV7YsCjVogHsbNyLw9u1U6VeWT58CHh64sG8f4qOjUSkryZwfMefPcy758iVLGoYMART5nLn6sn07ow2PHrHo88svtZrcCyErMDpMTRklkH0VM0S2wFm5ktUkOYStLQAnJ4SaONG3NAtFJKn4jMv7WLEixd1y0yONxV+VKky6274deP8ephYWKNuzJ3qcOIFvwsLwbVQU+l2/jspffw2LxH7ACgXFhlzNDGtrrss/fKj9unxySpZkEc+BA0BkJHx8eBHVMbVPTb16TH24eTPTpw4ZwpTGP//U/Oty9vJCgRo1cHftWkQGBqabYxwQHY2Xp06hTPfuMMuoE1AGQjjbUSrp7ODqSp9HDfwdtaJBA6ByZSh27IBFYirKjBkMFvburYOtTokSDIEeOZKpUIuPZ08IR0fmRKeJtTWj0vfuabUcEBXFyY+PTwZfU61a3L86CNnbtyn45cUPrSlShJFgLfOJ5WLLj13IAkCdCRMgqVTY2LQpnly6BKllS55bPD0RVKYMTl+/jnN//AE3Hx91mpFAIySJDnXDhvHff/4JdO36wZOcnem9tXkzIw4XLtAjW0OEkBUYJcWKceaWaTqfuTl9O4KDWcGeQyiVgK29CcKKVWQbsix22ElBmTKMhB48mCI3VWshK+cRx8QAa9dq/PaykE0KWnXrxtdatUrj10iTDh2oCnbuTLpoX72atZdMWkNO0b4rbdzcuDsePdLOV7bKiBGIj4rCto4dEa1UpnIKCPH2xo5Bg6BQKlF5+PCMXywdIZxjLXLt7VnFHxnJoip9olDwYgTAdcMGbN7MQH716jRQ0Il+/Xj7778ZPm33bh6zPXtypT1dOnfmrbyMrAEnT/In1LRpBk+yt2cB6rlzWucgy7+BLAlZQGsrQq0aMORxCtevjzbr1iE6KAj/NWuGv+vWxZ7Fi7Hzn39waNQonJs5E66VKqHT7t0wle1jBJkSFsbo6+zZDE6tWMFLW7rkz8/8o7VrebLWECFkBUZJiRIUUhqtmLVrx3yEv//OvqKZNHBwAELcSvEiNn++fiPCgwYxWjdrVtJdjo68ff9ei9dp0oRXqn/+0TgCV7AglzuTVrsLF2Y+8qlTWeum1qIFo4ELFqCUwxvY2qbrNKY55ctT+G/cqFHEuG9fDmH+fM27oZbp1g1Vv/8eL0+exLKSJXFs2jQ8Dg3FQ4UC+1eswIo6dfD+wQM0XbgQ7pUrZ/xixtAit1Yt5nSePauzbVO6lCkDqXZtXD1jhum/SShYkL3TM6jFy5iKFSnyjxxJN4weGwssWcKfYabBstKlOUs+dUrj9ILduzlxbdIkkydWr87BfJASlBnnz3M+rnWhl4ycr6Flfu69e3zfjz1HVqZ05874/NYtVB05EpFv3uDWypW4v2kTrAoXRtPFi9HzzBnYfsw+ZVpy6RInlocPcxK4apW6/iVTSpYEBgzQ+L2EkBUYJVp5jZqbA998wyqoLBipa4uTExAcbkYT+jdvKBb1RcWKFH4nT3KDWut8UEuTMSYmzDWMjeU6rwYULszbFN3VRo5kPsX06bp3MrC25tJ2eDiUUyahWlUJt29nMU9WqQQmTeIx8OOPqdSpJEl4fuwYDgwdim1duuDYl/3QxfcIQkNUqXdHBrZYDaZPR7MlS2Dh5IQL06djU4sW2NK2La7/9Recy5ZFxx07UEnTpTAdW+Tqldq1OVHKSrpIOlwq1A6/vPkODqr3mDtXPQHTmfr1eZCkk4eyaRNruD7/PDHlJzOqV6fo0yCCGRREzVuzpgbZH7IdRzodjNIiJoYRWV/fFA3ptEOnGS5Ty0uUUDfwEwCOJUqg4YwZ+CowEMPDwvB1RASqrV4N7y++yDhlSJBEdDS7ZA8ezNPxuHFsAJiGzbfeEEJWYJTIQvbBAw3/oFEjXg22bNFz/9P0cXLitUPq1JlRnpUrkyWX6oHhw2nyOHMmEBMDKysum2oddK5alcUox49r1BVAFrIpHLfy5eN43rzR2hIpBfXqMQfq9GnUUp6DSqVTkWpKihZla9q3bylmE5d23968iZWVKmF9w4a4tmgR7m/ahFsrVyJoamM43P0L29YF4+DBxNf4wBZLOn4cz2fOxJlx43Dyp59wbdYslCpUCF/MmIFu8+bhk1mz0HzpUvS+cAF9LlxAiTZtsvghchjZDDXLIfGU3LkDjNxcDyZIwJyqq/QT7ZPTR9Kw9oqIAJYtY9qIxqmLckcDDRou7N1Lva/R11uuHG81yNeWuXqVc8waNTT+k9Qk5rdn3EEmJe/e8ZDPqYyW3IZCoYC5ra1II9CSCxcYhV27ls5wa9ey2UF2mzwIISswSgoXZoRCYyEr5+dJEtcyc8Cw2smJRRrh0aZsVRQTA0yerD9rIzc3phg8f043eVBP6lTg/t13XHudODHTFIN0U+46dGAB2aZNjFrqysiRQIECqHvgFyA8TJf6mNS0bs0z5vnzwNCheHfmDNbVq4egO3dQ+Ztv8PmdOxiZkIChr1+jwbRpaGb1B2IeXcKP3wRwdySzxXr85g1WzJ+P9VOm4NTUqTg7eTIOfv89FrVti/3TpyN/UBAqubrCu2NH5K9aVQ+Dz0HkqPP581SBepx43b7NZgdxMMOkMn+hbJieWuOWKcMJXRodNJYt42Ry0CB157tMqViRt5lURUsSa0/s7dNop5sWjo78zWrhIHD6NG8zzBvMDBsb3mqR2iQHjcuUycL7CgSJvHnDyOvQoTylDB/OdB85KJLd5Fohe/v2bXh5eaXYOnXqlPT48+fP0a9fP/j4+KBVq1Y4mbg8K8gdmJgwKnv/vhZ/VLYsyyGvXaMXTzYjLzW+eweGVNq1o0jQ53v36qXuFX/8ONzdedLQabATJ3KJ9ocfMjSFL1SIk4hUgW2lkmtE7u4U7Feu6DAQ0Eds7ly4Ocej3LuTOLE7TD9WvD/8wCTY69cR3bo1bMLC0HHHDjSePRv5ypSBQqmEjbs7qo8ejcEX9qKDy1y8uvsSY76PRXzAO8DWFndPn8bmiRMRFhiIKo0aodfvv+PzNWvQqnt3uJcogRunT2Pjv/8i9smT7PV+zQ6SR52vXGElRni4XvLKL1+mKwSXFVWo5PIECn01XlAqecx9kAP69Ck7X5Ypw5+exjg6Uhi/epXh0y5dokVV27ZaLPvnz5/Muy5zTpyg9pW7U+cUspDVupOYQJCMyEh6c3fuDOzfT+OS//7jaVhrK7kskGuF7IMHD1C2bFmcPHkyaVuW2ANZkiR89dVXcHFxwaZNm9C+fXsMGzYM/vq2mxFkK6VKMfqoaVEOAPrPubpy+TubC79kIZsUIf3uO16VZs3SX6RL7pxkbw9MmABXm0iEhurYnKlOHTo83L7NdIUM3rJo0XTsz5ydWYJqbs4odIpEWi0oWhSYNw+NnK8h/N5LXFyrzYwlHZRKYPhwvO/ZE4rgYHRwcUExExOG1j7If3V0cMBnv3dEZdUKXDoZjDmHKiDc3x97/vgD1o6O6D1jBhq1aIECdeogn60tytWrhx7Tp6Nap054de8eThw8mP3er/omeTOGuDjmqZiaZlmQnzxJax2ARXQ1agCSubl+m5S4uaWYwUkSU77j45kCrtVFU6EAChTIVMjKjbpkowONxxkUpFGTlBcvmL5Tp07ON4q6e5f7LKcFtCBvEBvL+toOHShk3dy4aDhzprr3TU6Sa4Xsw4cPUaJECbi6uiZtTk5OAICzZ8/i+fPnmDBhAkqUKIHBgwfDx8cHm7LQQlCQ88gnWa2isra2bMMZFqbfZf40kIVsUqDIzg743/84TR03jldZfeDuztzP9+/hfnoLIKm0CfqkZMgQ5kdu2sSc3nQoUYJaPM2i9lKluG/DwpjRr2v72rJl0Xh2O0ACDvx4VG8WZjeDg3EAgI2nJ3NnBw2i78sHbWG9PvkE9W1WIX/cBaw9UQgz9zkjIS4OTbt0gXN4OCcPoaG86t+6BUVoKOp/9hncihXDzTNnEJPbij/kZgyxsVzTNjVlbncWBPnGjczosbICFi1imjoARmN1tipIAzs7pkIkpgwdOMB5SevW6kwBrXBxybBq8s0bVltXr65lVb9cuKdB4ZWc8lunjhavnxbyeUYLNX/nDn/jOheYCT5KIiOB1auB9u2BadM4ARs3jguGWT6Os0CuFrJF0/FyuHbtGsqVKwfrZGVyVapUwdUsm1YKchK5EEHrgFHjxnRfP3ZM/x2MkuHuztsUorJWLbq/X7+etaKoD2nSBOjbFx6B1wF/f/i/0DEHWKnkGahkSWDu3HT7w8v7Pl0noXr1gAkTKIIGDNAimTklRVqWQ5lG+XEooiZix43ntD6LzSWig4PxFkDc339T6Zw8yRaqt29TaCS2hTV79gz2BVzRxXkKipQwxYobTfHcsQtKtGyZuof9u3fArl1Q+Pmhkq8v4mJj8TCHigr1hosLJx/r1vF7a9WKIkiHZgxxcUxFnzaNEZjly9W1Tnj/HhYvX0Ly9tbf2IODObFQKvH+Pc0zHB25CKIzGQjt9et5GPbsqeVryhYAGkygjx5lXm+W8mMBdZGXbDSdCQEBFOr6/HoEeZvXr9nluk0bnkoliUZBW7eyNEGfc1ZdyNVC9s6dO2jbti0aNmyIn3/+GeGJ4aO3b9/Czc0txfPz5cuH1/qsKBdkO6VL81ZLW0byww/Z18EokTSFLMB11kqVmMB34ID+3nDYMHjU9ARCQ+G/Yr/uryP73hYuTFP8NCKhspDN0EmoRQv+fWgoo546tulq2d0REZ5lcMKtMy3Mvv5aayuh5MhdysIiI9mWddgwJv6eOkWrrsOHAXNzxL96hcg3b+DkbIJ58wDL+DfYI/2KSwU7qKOxXl5MwmzThtV9kgSX5s0BABH69mDNbry8GJE+d46pHe7uOjVjCApiUdfmzYxYrlqlLhAEkGTpJVWpor+xBwUlCe6ZM3l4jB6dBWuv+Ph0I5iRkfxsRYqoOytrjJwjkEmxaXAwHQtq1cqkgYMmyEJWw50h/0yFkBVkhErFU8Xo0cxBX7GCBhnjxrFZZJ8+XIkxBozWQS46OhoB6ayfOjs74/nz5yhUqBCmTJmC0NBQTJ06FaNGjcLChQsRFRUF8w/WTMzNzRGbQYFLeiTos/WoQCusrIACBZS4e1dCQoKWKQI2NsBPP0H5zTeQxo2DtGgRYGam1/E5OACmpkr4+38wPoUCmDwZyj59gPHjoSpQINOqCvk4y+x4K/C/z4G9r/F87w2o1r2HlKrXn4Y4OgJz50I5cCDwv/9BFR3NqpZEmNahxI0bmez7Bg2AmTOhHD0aGDwYqnHj2AZUC5o2BWbPNsWO0t+hUb1YKLZsAbp2hWrkSD6oZQJhsdatcW7KFNxYtgxulSuzZVJoKBAVBeXevcCuXYBKhcASJWAVGoribdvCzS0B3Rx/xvqYufjmGwm/tYtHHRsrhh4SErgkX7Ys4OkJuRGoiaVl7jk/xMRA8c8/UJw6BRQvDtUXX3AiU7o0D2QNP8e5c8D48UoEBQHdu0sYPlyCickHf544MUrw8dFP6+a4OChfv4bk7Y0jhxKwZ48SdetKaNxY0vnlFdHRUJiaQpXGC2zerEBYmAJffaVK+vo1ft2EBCgAqFSqDP/wyBFApVKifn1VlneRIjCQ72lnp9Fgr15VAFCgXLmsv3deR9Pzcl5BklgbsW+fArt3K5LS5mrVktC1q5TUiRlIfajFx8QgOigIppaWsHB0hCKLid/a7HOjFbLXrl1D375903xs/vz5OHv2LCwsLGCWKE5+++03dO7cGQEBAbCwsMD7DyI6sbGxsNRh6nsjy83gBVnByakgLl2yw9mzfrC01FLMWlrCtVEj5Nu1C0Fjx+JN7956H5+VVXHcvi3h6tXUljtWX3wBz6lTkTBwIJ6MH494DZZwMzve4uOBaNdSuB9ZBFETxuP1s2d4n2nLofQxGzYMntOmwWzcOLy9dAnv2rdPEo5OTsVw6pQSV69msoRuaQnLb75BoTlzYDp6NIL37cObXr0gaTFxKFmyEA4cssWBWW1Q3M4O7v/+C5MRIxDu44PXn32m0b6TkczNYVe2LG7+/TdMqlZFvuLFYR8fD/P375HQoAFsbt2C2aNHUB47hrYKBZSHD+OxqSnK+Nqg7cE+OBx2FMP+KoNRFW6iVoOHPHOrVLB8+hRhtra4kNjuNzx//lyRrmR96xby//03zAMCEF2sGF4OG4Y4ecXq2TONcpzj44GNG92we7czLC1V6NfvNerUCU0VhLe+eROee/YgrGpVvAwJ0UMP4sTXDArCXesiGDs2Akol0KbNY1y7pmMOuiSh9K1biPb0xLMPxhcXp8CCBSVgbg4UKvQQV69qd87xuH0b9pGR8Hv2DFIGxWSrV3siLs4KTk73cfVq1qwC3c+ehVNkJB6EhiJeg/19+HBRmJiYITj4flYWPj4q8rIOkCTg6VMLXLxoh/Pn7fHqFYOA+fLFoWnTUNSr9x7587N48fr11H8fevs2Xqxbh7cHD0KVGCy0KVkSBbt0Qf42bWCS5SWHzDFaIVujRg34aZEcWSLRQT8gIADu7u548EHOXmBgYKp0A03w9vaGiaETQD5i6tdX4PZtBaytK+lW1FGhAhTBwSh04gQ8WrbUoM+kdpQtq8C1awpUquSQOnDo4wM4OUH544/wXroU0l9/pZvHlpCQgBs3bmh0vJUso0SAqi2sTdai+IYNUBUrxkQlXalaFYpvv0WRPXvgaWkJKbEMvH59BbZtU8DDwweZ/nR8fIBGjaD46SdYnzkDj5AQSFOnqttnZsLQocCIEUrcv++Npl9VAHr2hGL2bFjv3Qu3CRMgDRgAqUcPjaPqBVetwoZGjXD9669RdeRIFO3aFXbh4Yh9/hx3AFy4dg2WcXFo3qYNXAMD4bpmDQrHxKAo7qCK2RCsLLIac250BaxOo0edp1DERABVq0Ll7IzAI0dQuHFj1OnQQaOxaEPk27cIf/kSJhYWcCxRAiZZqcYJCIBiwQIo9u4FzM0hjRkDyx494Kjl+ezOHWD6dAUePlSgenUJEyZIKFiweOonxsdD8dtvgIMDHvbsqbdzp2LfPkhWNlj6eghUKjv89psKjRrp2s8VwJs3UCoUsKlaFc4+Pike2rhRgdhYBb79VkK1apW0H6tCAUWBAqgkN5xIg7dvgWfPlPjkEwm1a+tyUvvgPZcvh8LRERUaN8604CsiAnj7VokGDST4+vpk+b3zOtqcl3MT79/TXu7MGQVOn1Yk1T06OQG9e0to2lSCr68llEo7AAXTfZ0rc+fiUqJ/u0ft2nDz9UX0+/d4tGMH7v32G97v34+Ou3bB2tVV6zHK+14TjFbIZsSDBw/QtWtXbN++HYUTHXfv3LkDU1NTFClSBBEREfjrr78QHR2dFIW9dOkSquiQs2ViYpKnDuDchlxAcv++SVJFtFaYmND7tFcvmEyaxFJduW2YHihUiN7yISEmyJcvjSc0bw4EBkLxxx9sBDBvXoa9+jQ53ooUAc6ft4Jq82KYfDkYJtOmsRK9Vy/dPoS7O7B0KTBqFJf1X70CJk2Cr68jtm0DbtwwQbNmGryOqyuwYAGwcCEUK1aw6G3ECOaXZrLMVLcu9+XWrQoMHAhYuLgwn7VNG2DaNCjmz6c/75AhLOTL5IJdoGpVdDt8GDs//RTnJk/GucmTYWZri/jISEgqFczt7VHn77+Rv18/FkAdPAjznTtRzt8fxa5sQQUHX/xk+zfmnKyKe+GFMHJwEB77XcHxr76CiYUFGs6YodfzwtNDh3Bp9mw82rUrqVDI2s0N3gMGoPI338BG00l4TAzL+XftojtDfDwTPX/4AQotfXFkj8g1a/j1DRoEfPGFIu3CDkli3vXjx1ANGIA4V1f9nDtjYoCjR7Fc+gwX/BzQqZMCTZtm8TUTfeUUpUqlqFKJjWW+r7Mz0KVLOp8zM968AdzdM/zchw5xd7VsqeN7fMjjx0DRojDRYJJ38ybfu3JlPb33R0Ju1gGSBLx8yWjqjRu0kE4e5ytWjHWf9eoxHqFUapYScHfDBhz97js4lymDNmvXwi3ZpDA2PBznpk7FuSlTsL1jR/Q4eRLK7Nx/Ui4kISFBat++vfTZZ59Jfn5+0oULF6RWrVpJv/zyiyRJkhQfHy+1atVK+vbbb6V79+5Jixcvlnx8fKSXL19q/B7x8fHSxYsXpfj4+Gz6FAJNCA6WpCpVJOnnn7P4QpcuSVKNGpLUpo0kvXunj6FJkiRJq1ZxfFeuZPLEOXP4xIEDJSkyMtXD2hxvs2fzpZ48kSQpIECSunThHTNmSFJCgk6fQ5IkSYqNlaSJE/larVpJLw/flapUkaTJk3V4rePHJalZM77WsGGS5O+f6Z+sW8enb9jwwQMxMZK0fLkk1a/PJ3TuLEm7d2v0WRPi46UH27dLO3v1kjZ88om0tWNH6eqiRVJMWFiaz49/9Ei6VqeOdA2Q7sNGGmwyW6qkvCS1wkZpC4pJB2xtpddLlqT5HerK2alTpd8BaYZSKW1u21Y6PWGCdHT0aOmvYsWk3wFpkaen9M7PL/0XeP1aknbskKTvv5ekOnW4j6pWlaShQyXp1ClJUqm0Gk9CgiTt2iVJLVrwpfr0kaSM3l5SqSRp5kw+uX9/KT4iQn/nzr//ls6V6StVKx4odesmSVFRWX9JadIkjvXhwxR3r17Nu//9V8fXDQrK9GSlUklSt26S1LAhD+ss8/o133PiRI2e/scffPr9+3p474+A3KYDYmL4W929m5ecoUMlqVEjfufy1ry5JI0dK0lbtkiSFpIoBSqVSlpaurQ018lJCpNf5N07STp9WpK2b+ftu3fSwWHDpN8B6cH27Vq/hzb7XiFJ2Wi0mY28evUKkydPxrlz56BUKtG2bVuMHj06qcjr6dOn+PHHH3Ht2jUUKVIE48aNQ20tSlATEhJw9epV+Pj45NqZWF6hXTva1GzcmMUX2r6dllEVK9L0Ug8misePM+j488+ZdBeSJDZKWLuWbV5nz05R8qnN8bZzJzB+PC2IGjcGC5m+/57V4o0asYFCVvKStm+nG4FKhXZxm2Di6YEtW3RI3A8NpVfLjh0cz+DBQI8eaouiD4iKYgDWxgbYsiUNS5eQEJoYrlvHcKGnJ/DZZywu07MhZsCVK7j555+IOngI54JaY3vsQFiZSBjivhV9XPZxbJ6erPgvXZphjWLFgIIFtfLzvLtuHXb26AHXihXRfssWOBZXL9mrEhJw8++/cWDIENgXKYLPrl+HuZkZwyl37tBO7NIlOusDDJsmpnigSRO1rYYWXLmidipzcGAAvHPnDD5S8uPa1xeYMwcJFhb6OXcGBeF1q/7o/fBXxJX1xj//KrXzdE2L+HhG9F1d6bGVSEQEvTHNzWkppNPhJJ8Mxo1LN9Xn7l0uVHTpQmOVLLN3L/DTTzyvtWqV6dN79KCT3L59Od+EITdijDogMpJ2WC9f0pDn+XOmuT9/zvuSG2ZYWKiNVypW5FagQNa/+2dHjmBD48ao+v33aPj77+qugf7+LIwNDwc8PBBWqRL+8vVF0WbN0Hn3bq3eQ5t9nytTCwCgQIECmDdvXrqPFylSBP/++28OjkiQXZQvDxw8yIuN3FZcJ9q1Y8/JVauoBCdNynIfPfnC+vRpJk9UKHiRS0ige/Tw4VQMtrZav6ecGfHgQaKQtbdnysKvv/IKNWgQbcd0EDIAuJ/KlAHGjEG189ux7UVrvLppgwIV0sqdyAB7e+CXX5heMXUqPWJ37eJ+qF491dOtrIBPP+Vy9sGD/LMUODiwc1vv3lzvXreOon3hQqqt9u2ReTKvZrj7+sL9778BAG0AdL0OjP9fPObdL4PDlp/hx7Jb4PX2JPf3vn3qPzQxYV6wuzvFkpMTNwcHHrw2NvygpqaQTE1x+6efUMDWFh1nz4Z1SAiFyf37QEAAlEolKlpZIV+jRnh78CCi6tThRD35lcrDg99X1ao0JJUN+bXk+nXu97Nn+RF69qQ9cIbWpKGhbK+1ezfbKM+ezbQZfVR4SxKiZy3AqPuD8N6lGGZO1IOIBfgBQ0NTpeH8+y/zBn/6KQtzIjmfr0L6+buyrXWbNjq+x4ckWp1pkncVFMRDq2VLIWKNEZWKtmxv39Lm+e3blFtAALfQ0NR/y+JEoGFDoHhxbiVL0mUvO1rFBiQedyXbt+cdybsGJhbHws8PdiVKIH+1anijaztzDcm1Qlbw8VC+PO1Yb99mU6osMWwYI1j791NcjB6dpbN6wYK88D95osGTFQp2HTM1pRAbNIhNCdJMrk2f4sV5rkjR8czcnKKuYEG60/fqRcf6NASjRpQuDaxejRoDN2Lb1nCc6bEMnabV0O0qWLMmxfvy5fSJ/fJL3vf116k8TD/9lKJi6VLgk0/SOQnb2zNU2KcPDT/XrgUWLwaWLGGybYcOzAtNJ/KrCxUrAms3mGLxYlP8+29J9L42Ci1bjsKQ38PhEf2IeZePHzMs8uoVZxmyyEiHuPBw1H74ENZubrAeNYrRwtBQJmvKnlbm5ihgawtJqUTws2dw+OILfjdlynDToYhCRqVir4jVqxnYVShoDTxokAbdrI4e5eTk3Tvu86lT9WoqqVqzDv9b6ok7JhUwaIQdGjTQw4tKEtW6qWmK6OWbN5zbFi2awoFO+9c+fJiTlnRy8GNiqPmLFuU5LcuoVIwCFy7MMFsmnD3L2xo19PDeAq2JiGDEVI6kvn6tFqeyeE3PftjMjHP0kiU5T86fn6d6Dw8KWHf37BGs6SElTlaT8rLlroHyIJRK/j8wECZmZlDpq8tlOgghKzB65ADHzZt6ELJKJSOx33zDXAV7e5bM64iZGS/6j1O7b6WNQsF2RI6OLIz6/HN2AEssWtQECwteDO/e/eABpZIisWxZRpy/+oqC7/PPdTvLWVuj5sLPoLwUitNhFdDp5595JR43TvuG2hYW3M/t2zOtY88eXlmbNQMGDuSyPDi36N6dmnfnzkzSNWxsKGZ79uQFfetWKrPjxxmZbN6cnb28vPQSgrKwYCC9RQvOP3bvBg4csEWnThXRu3dFFOjwwR/ExjLMFxzMtIjISF7NoqKAuDi83r8ft/z8ULVvXzbQePiQgrhYMaZiWFkxMtu0Kc7NmIHnR4/i299/z/LnCA1lYHzDBupuExPqui+++KCxQVq8fMmVhKNH2TZ2/HjuY32G+I4cwZ9jX+FITDu0GOCOgYP09NqHDnE23L17CuE3dy5F5ogRWehQ5OfHZZlu3dJ9kYMHue8HDtTT7rp2jQKif3+Nni6EbM4QH8+f8Z07PCweP+aWVidohYJ9Plxdedp2daVgdXFR3+/mxsuUMUXRHUuWBAA8P3YMBWrU4GDv3KESlyOy4eGIsbREwOXLcMnm7htCyAqMnjJleG3Qm5WfuTnbAw0ZAixbxpljnz46v1yxYryux8ZquCypUPDiky8fMHky/z1tmlZis2xZipGQEIq/FDRqxKjQmDFcdr90iYJDh2V3e3ugYl17nL/dEbFN7sJ8zzZerAcNArp3R5zCBFu23MXixZdw7dprJCRIKF06HwYOrIwePSrAxuaDHeLhwXy+Pn2YDrF/P8PtzZtzPxQvjr592Tl30SLq3EzTfU1M+JkbNWJ4Y+dO7py1a7kVKcLGCo0a6UXUli5N8XP+PG/Xr+ecqGlTaiRv78S3MDfnPk9nvweHhuLWihUo07QpXJs3Zy6xq2vKSY2ZGcUvoFHb0/SIiwMuXOBuOXKEx6q9PXd5ly4aHBpv3nBfrlvHF2valHnZOrS3zZBLl7B+8GH8+74PKrUqgJ8nW+jnAh4bS1cFa2sq9kSuX+ecqnZtHbp4JWfPHt5m0Axk0yYeEq1bZ+F9knPwIG+bNs30qZLE47VEiSwF8QVpEB/Pa9OFC8DFiwy4JO+9ZGXFa0T16oyeypHU/Pn5Xehx4SjHKNGmDazd3HB14UL4fv01zLy8OBH380uRI3v97FnERUSg4sCB2TqeXLgLBR8blpYUD7J1jF4ubNbWVCEDBzJ3E9BZzJYsyVXFR48oujVGzukcMwbKr76CY9eujMxpQPnyFCW3bqVzAfb0BP7+m4J9yxYqrB9+gGY+WimpWxe4etUUl1r9D7XaNmfKwp9/ImrNBnz9oDSWPbSHubkpatQoCFNTJS5c8MfAgTswceJx7N7dE+XLp6GSSpXifr9+nWkBe/dyq10btr16YeCA6pgxU4FVq6iZNcbdnUKlf3/unF27GIlbtoybmxt3WN26DO+nl3QdFMSTcmAgxZqXV6r8U7k967lzvN2/n5unJ/VMixYZB9rzJXrLPdm/H8WaN083qhFrbY2XJ08mPV9TIiJ4cT1yhEHqsDDeX7kysy8aN85kkiBJfIGNG4FjxzieUqUoYPXZflZm2zbsHnMUv78aDM+a+TFrsY3+avhmzGD4edgwLv+DAmTqVAqJESOy8NqhoVwN8PRMNz/2zh0e6m3bZpJ3rCmxsczN9vSU2/BlyP37PJRT5Z0LdCI2lhHuw4f525LzVq2s+PsqV47BhjJlKFiNKZqqD0zMzVFlxAic+OEHbO/SBW3XrYN5q1Ypzpn3/PxwYuJE2BUujDLdu2freISQFeQKKlZk5OvFC61W4TPGwYFhvyFDKKri4jRepktO4ioL7t/XUsgCbLb+99/At98i/99/QxERwaX7TK7g8vXy+vUMIkmWlsCPP1K0TZrE1z14kJFaLfJyGzVi8PTQIaDWT9WBDRsQtXwVbo38DUMiL2NgRR+U/HM88jVgPm5oaAyWLLmEH344hKZN/8GFCwNRqFA6V++KFRkpu3WL+bOHDwOnT6NLsVLYbP47ViwvgDZtTLTOZIBCwZ1UoQLzkq9dY9j85EmKjq1bKRYrVGC+btWq/Le5eeoK3Dt3GG1o1SqVmFUo+Oc1a/L737GDenzxYm5FiwJ16vA78vZOaSFcsG5dOJcti5vLl6PGDz/AOp2oxrXTpxEbFoaKgwdn+JEjIrgbr15l9O36dXXOXZkyFK6ffKLB7+fJE0YY9+zhPlAoeJx27coPo+9kvNhYYMYMHFn5FOPfjIR7lYJY8I9N6pUGXdm5k7nU1asDybpFrl3L76x/f35POvPvv9z5P/yQrmJZs4a3PXpk4X2Sc+QI01Y++0wjlXTyJG/r1tXT+3+kvHrFQ2nrVmYMAQyy9OjBlI1y5XJnhFUXqo8ahaC7d3FrxQosLlwY5T/7DK4+PogNCcGdiRPx+sIFWLu5odOuXTDLwDtdH+Ra+63sxhhtNz5m9u+nDvv1Vz0uzckEBzOf9N49lmoPHqzVFPrFC0a4evbUPbKTEByMd0OHwvXBAyjKlqW3VgYFHPHxQIMGDOAuWKDBGwQF8TUPHmRIaORICjMNP2f37ixI2LePJ+pZs85g8sit2Nz0HRqEXEd8rAoBFRrjToOhsKlQDF5ewP79N9GjxyZ89VU1zJuXuTUQAAqndeuAbdtw8Y0nhrz4EQ0rh2HGMif1jCGrvHgBnD7NkMrFi8xdBShivb05wQkL41Xf3j6pAhf16lHQZUJCAqO0hw8Dp04hqV+5Usml3QoVWLBXtCgQc2kzzn7dHR6+FdB+yxY42NklRTUkZ2fcunoV+7/9FraFCqHfjRsws7FFaCgLRV694irAw4cUZI8fq7MPrK3VRgZ162aS0qxSMeH69GkKJLmjoqsrQ8udOnFNVEO0Onc+fw6MG4fTF8ww8v1PsCtbGEvnRMAz4k6G0XCNuXcP6NePOemrVydFY1+9oi53ceEE2cJCt5dHcDATuQsU4HGbhsgPDOQ5y8eHkxu9MHAgZy27d/OzZUL//qw/PHRI4+Z4AqiPZQcHHyxdaoLDh/lzKVgQ6NiRE8OC6Te+yvNIkoQby5bh0uzZeHfrVtL9ptbWKNerF2r8+CMcMk28TxttziNCyKaDELLGRUAALwYdOzLIqHdCQ7nsePs2r3CjRmkceVKpaHtSpgyLonUhISEBVy9fhu+FC1AuX85Cmp9+yrCl7qBB1B9HjmhRpHL4MD1ig4K4BjZmjEadzpYtY7rtnDlA7doSSpeeh+DgKLx4MQLRd57D/8f5cL5+FEoTBR4Vb4rXbb5AvX4l0LjxYjx+HAx//5GwtdVinTgyEtizB2N/UuLAMy9MKzgXTaqH0beoWTPdhc2HxMfzO794kbnE167xYJMTnh0deaWytmY+R58+FHUaHhuSRJEpR0hv3FALW5mIV/6I8/eDNYLhXNgZjvkdYSJFIfj+I0SFhEFp7QDX+q0Rq7BHSAgLkz6kQAFGgypWpBYvWzYDwRIezgPn+nWGb69dU+fh2ttzhtSyJZWwDtFXjc6dERFciVizBsfflceYuImwKuqOxdNCUMpvZyo/yrSi4Zni58cJang4HS0SC04kiUV7Z85wpaFmTa0/ohq5AHLatHR/qwsWsHhx5kzox33h+nUq01atmG+eCUFBTClo1IhzWYHmvHyZgF9/DcCVKwUgSQrUqUNnlZo1c9YlwNiRJAlvrl5FuL8/TC0tkb9qVVhkcUnlo/CRFXxcuLsz1+jq1Wx6A3t7KrVRo5gTGBjI5XgNQjVKJUXs3bvq9EadUCohDR7M0M0vv1Bktm/PnMQ0rI18fenwdPeuFnY+jRtToMyfzzWyHj14Zh44MMPkvRYtuHt27QKKFw/HgwdBGDiwMiwtTXEluhhONJyBqs1voOihpShz+wCK/nEAMRfq45uGFfHF9Vhcu/YadepoYQRqbQ107ozvG0g43zocUwJHw+fh18g3YwYN+GvU4NW5QQOKfl0xNVU7hffvT2G7YQPFSXw8BdXt2xTWV64w39jcnOHUIkWYo1ikCMVWwYJM2Uh2ACgUXHosXZr/lyQ6Vj15wiL3Z8+AwEAPPL6agCeXH+Pt8/fwfx6HeFjAxLQo7Dzzw6loISitLOBmz6C0m5vaqrZoUUZ300z1jY1l9PnJE7Ujgp8f31TGzIwKuHJl7lMfn+xdG01I4FL//PlAUBAO2XXAOLPvYO9pg/nzgVLv7qTpRwk/P42i4Ulcv061GhtL9Zasanr7dorYtm2zKGIPH+ZxUrduoqFzaiIjeTrx9GRAP8tIEtW3UpmiaC0jjh7ln6UzREEaqFTAf/8Bf/6pRFCQAxo0kDBsmEI/tml5EIVCQe9tnfrIZx0hZAW5Bl9fpu29f6/Rapr22Ngw5Dh+PNfQv/ySokmDmWXZshSVL15o4MGZGbVrc5nyl1+AbdsooMaPp9hKRpUqjJReuqSlL6W9PTB2LEXy9OlMFty1iykVnTunKWQKFqTGOXoU6NWLnoAODhT5soVgRGFv3Co+B7bPbsNp8zIUvXQMbWL3YBksYXWmBFCzh9b+RvlcFPhxqh1Gj7bD5GpbMbPVISj27+Oa/ZkzHGvNmrxK16+f9QPD1JSqXaWioKpfnweciQmTS9+8oSh88oRpGh8uaMmGj+7uvM2Xj5uzM+DgAIWDA1zs7ODiaYOqXlYU7CYmAAoDKIyI168R9uIFTCws4FS6NEyTT6QkiXncUVGMaIaH07biVDDDbm/fcnwBAbTJevMm9fg8PTkBKFuWB0358nrvipYmKhXXtRctooJ3dsbO5nMx4UBNOBdSYMECCnLsSN+PUmPOn2eOj0LB33Myz76AAP6kXV2zWOAVFMSiR3t7rpykk6KzZQuzVL75Rk8RvDNneKLp2FEDrzRy5AgPa5EfqxnPnjHQffUqJ4z9+z/HZ5+V0t2aTZDtCCEryDX4+FDIXr3KpfxswcyMjQVcXVnE8dlnvPIlax2aFmXL8vbWLT0IWYDi588/KWjnzWP0pVcverEmipuKFXmBungxRQ2L5pQrxzXP3bu5/vn770wYHDKElj4fXHlbt5ZXom1haqrEpUuvAKQutg8tVA4Xms9E05JP8GzKTyj77BjKrpgBHF1Hr6cOHbQSnI0bc6V7zx5TbGnYHJ1mNaeAO3yY4uj0aVazKBSMvNWrx6KkkiV1Uw/Ozly2lStwfX3TztOMiWGOp9wb0t+fW0CARg0RklAq+Z2amcHGxAQ2CoU6GilvMTGMLmqSCWZvzwhxxYpMgyhShMdvsWJ6bVqgEe/esQJu82buG2trSF8MwArF55i/1AIFCjA4m/SbSce5QSObL5UKWLGCiahWVvz9JJv8qVTMsY+IoAbVOZAfG8uE/ffvaXuQzthiY5mWKx9OWSYujsLc3JwrKBoQGkrjierVdWoi+NFx7Bjwv/8xkv7pp8CQISrcuxdh6GEJMkEIWUGuQV61uHw5G4UswAvot98yAjd9OotFJk/OcG1QdhG4cSNDK0ntx9GzJ5dUf/2VwvrYMUZTq1eHpSWv01eu8BqnUxGHUsm806ZNedVduZIX6b//pmiuVy8p2tSsGfP89u0zQ+fOZbF+/S3cvv0WXl6uaRXbw6GSO3rdKYfavlVwYLA1xcy8eRQajRqxiKhKFY0KzkaPpoieMYNBRC8vB0alOnakqD1+HDhxggVc169THTk7M1pbowbTKbRp2evsnPlStoUFxXJ6RWgxMRRy796pmyKEhDBEFxnJLSqKz4uLo/JJLl6VSvVmbk4XCnNzRnFtbXlrb8+xOjmp3dMzNd7NZuLiYHv5MhRr1/I7SUjgGPv3R0K3Hvh9qRP++4+77c8/P/CwTce54cMOcKkICKACuXyZov2331JNPlevZrC2Y0fOc3RCpeJKycWL9FP+5JN0n7p1K4Pi336rp6D3P/9w3wwapLEn9NGjzJDRwGr2o0aSeMpbsIALcAsXMpCvj27LguxHFHulgyj2Mj4kiWLKzY0XpRzh0iWqqNBQLr33759mlE8eW/78vN5oS6bHm0pFD59Fi4DoaC5/jxiB5VudsWABi8wqV9bh833I+/c0RV2/ngKrTBlGgxs0AJRKTJjAHMPvv3+FHj3+Qvnyrjh4sC/MzW1T2K56eMSgf//1OHz4MVav7oSePb0p1o4coTP8pUt8v0KFKKRbt860zebNmwxEubhwH6cZ1I2NpeI9c4bbgwfqxwoX5k6qXJmzogIF8p7Bo6FISKCIPHAA0oEDiAwIgLW1NRQ1anDCUr8+wmPMMHYsv5bq1TlHTDNKqIGHbxKSxIjvrFkUvd26cR3/g9z2O3fY4K5gQc4HdQpMSxJXLTZsYGHX1KnpRvxjY5m5k5DA30uW5xbPntE6pGBBnvw0VMbffMO53YEDevKvzYPEx3Nusm8fLXlnzlS7fAgdkBpVQgIe79mDm8uXI/jBAyhNTOBetSoqDRmC/Hr0lxauBXpAHMDGyZgx6hXlHDsx+/uz4OrePYZyJkxIM292xAiucB87pv2FUuPj7dUrKoATJwBbW9xqNQqfrW+F/l8o8OWXWn6ujAgMROSCFUjYuBkJ0bGIL1ICFgP64qlXM/QbaIZOnQALi9P4/vsDcHKyxOef+6BdOy+Ymipx6NBjLF58Cf7+YRg2rBr+/LMlFB8KxqdPGbLatYvCBaDAbNGCIiGdvOStW1mDV6UKg7uZRqEDA4GLFxF/9hxe7ziCqAfPEBuXAKVCAaWbK9yb1IBj3apMsyhTRlztNUWSmBB+8SLDnOfOJbnCq4oXx7Ny5VB4wACYJNp2PXtGx7fHjynwfvhBDzZQt29zqf3SJUajZc/kDwgPp9nE69dccJAL77RCpeIBt2oVD765czMUkxs28Gf63XfMCMoS8fGcRF+7BixdyhwrDQgLY8C4alUOXZCa+HgucB05wlW+iRNTnruFDkjJ+8ePsbVdOwTevAmFUgnHEiWQEBuL0KdPAQAlO3RAq3//hXl6jWa0QAhZPSAOYONk40Y63ejNykZToqP5xjt2cIl68uRUF5RVq7hUKi9LaYNWx5sk8cw7axZUrwLQ7MUyuFXywJr9+msXKvcECHoQBN9b/6Lopf9gjUjYFnfDwKi5eBBfFDv3mODAgZsYP/4Y7t5NWYxTuLA9Ro2qjWHDqqcWsclJSGCIbudOpgfExrL4qUYNroc2aJBK1E6fTqHQvn2GdTZJXLrkjw4d1uPFi1AUNIvCJy6hKBH6BMUiXqAU3qGAmw0KFbaHAmDEq0wZqp1Spbj+nT+/8NqJj+ey9rVrTN24coXL+QC/gLJlKSKbNEFC0aIpjuVjxxjxioxkhLBnzywGwh8+5MrEkSP8Xtq3B77+Os1JiCRxQeXIERqSfPqpDu8XHc1iy4MHmYM9d26GCadRURySUsmJV5ajsTNnsiBTS6Pq7ds55/7f/zieXEt0NGdAr19ze/OGs5OICO5sSeLOViioQm1s+P04OzOi7+rK1Rd39xS/4/h4ZlEdPszVtIkTU9eiCh2gJiIgAP9Wr46w589RbdQo+A4bBvvE7ioBly/j7OTJuL95M4o2a4ZOu3ZBmUX3E2G/JcizyALx/PkcFrKWlrwa+/pS0A4axCX3AQOSzn7y0v6VK9oLWa1QKFgBVbs2lKtWofaEi9h9qiYC+s+E+w+f6xhySkZQEPz+ewn/00p4lTXB+46f43qnflBs2YzaT9eib/BM/PBqOP774jEGzfRCt9tf4vjxp7h2LQAJCSqULp0PzZuXhKmpBuLPxIQCqG5dXpiOHuUa37lzLOJSKhlSatCA+boeHhg5kvVV27bx2pRRC9ubN9+gceNViI1NwNSpTTBgQGW4uFhDkiQcPvwYY37cj5BzVzC8oj361bDgGrQc8peRm6UXLZrSdkv2l81rhIWpOy3cu8d9cv9+ygbyRYvSb7lqVUYok+d5JCYWxsdT8/37Lx+eN48pBTpz/z4TGQ8coHhp2JCFiRk0yvj3X4rYZs2YdaA1gYEUj7dvc6Xg118zVaZr13Ii+MMPehCx+/fzBX19aSemBXv3shi0UaMsjiEnkST+uM+fZ6rKvXsM58st6j7E1JTnCEnicZfe8wAuARQoABQtClWxEvj5VAscvlUQzVqbY+JEpXAlyIQzEyci7NkzNF+2DN79+/MgP3MGCAyEu4sL2v31F/Y5OuLm8uXw27gRZfXWxi5zREQ2HcRMzDiRJBZT2dszKmcQHj/mMua9e6y2+vVXoHBhxMfz2lq+vPYdfLJyvB3aGIQx30RhtNU8dHM+yOX5QYN06+WbGIrdcdAKz6NdUNgykJGNqlXx/L0dPPPHoqVyHzoOK4iI0HjsLPkdrKpVoG1Xw4b6s3IKDWWOxuHDFLWyiCpRAqhTBxGV62HIwkq446fEiBEMVqVF8+b/4tChR9i3rzeaNCmeKv2yaNF49Oy5GkePPsGlS4NQuXIBRnlkEffokVrUvXuX+g2cnSlo8+fnRTJ/fnXRlasri7CMrZVSbCx3QEAAU1Vev6brwosXTPn40OrK0ZER17Jl2UrO2zvDFIyEhAQcPHgT69Z548YNJSpWZO2VhvVJH74YJzT//UfLNYBFeEOHMh0kA86fZ4+TIkWYUqD1nOPyZYYzAwI4aR08ONPIfEgIo58ODhxylr76e/f4vtbWzIvVxLkhkXfveJ6sV48BXaNGpWKV7IEDnMi+fq1+rHBhTsxLllT/ztzdaTlhbZ3aKjA2lhPisDCeywIDGcF99YrHd6LLyIJXHbH8XTs0truIqcWXwKRMKa7EyG2tCxcGFAqhAxKJDQvDooIF4VC8OPpeuQJFcHDKNt6JRZmRNWpgsbc38lerhh4nTmTpPUVEVpBnUSgY1dm9m7aZrq4GGESxYrT5WbCAIZ8ePYDhw2HapQsqVVLiyhXWSenc9lJLarV2hvkfwGHPMejmGk6Psn37eEX94gue/DXFzw/w94dL2Zq4cycfVB4WUPq/hOr5S4QryiBfAXOY1GqLPrESpv0ahS2ew9Hz+mzmKTo6snCrbVuNuoVliL09X6dtW65JnzvHvOCTJ4FVq2CzahXmmrthYOgUzPqfJ0yD4tHtK9cUa9b377/D/v0P0aVLuSQRm/zce+cO8PChKf73v09w9OgSLFx4AUuWtGMEVr6gJScsjNGhp095QXzxgtvLl7wQZ/RZnJyobhwdeWtnx0HI7gPW1gzfyc4E5ua8SJuaMmqdfC1ejjwlJLCATnY9iIpSuyGEh3O8YWFUV8HBLOQLDEzKZU2FrS0jzdWrUzgUL85bd3eNcwEkiWnP48cXh1KpQK9eXPXXepXx2TOuje/cyTErlVyF6NcvUwEr//kPP/Cr/P13LUVsTAxdL9au5fcwYYLG/ll//cVdP3ZsFkXs48fsSpaQwBUgLUQswONcpdKjg0p28OYNCz937OC/AYrVrl15DFapon3OuvzbcXJK1wdx/+54LB8Tj3KlgzCxVRhMHnirO93J0RF7e6BSJSi8vWFlacljLqet64yIV+fOITYsDOU/+4ypYonXiQ8bl1gHBqJ469a4v3kz4iIjYZZDK1ZCyApyHTVr8kR9/jyL3Q2CuTl9derVY0R2+nTgyBFUKz0F58454dq1LC6jaoG1NXsoHD/uiKAFc+H85DJF9pYtvEi0bUs/3MTCmwxJ7G7g5RiJhwE28PO3g220C8LvJMCjqdoFqX0HBZYtt8aq6E/RZWszmO/bwff7919u5cpR1H7ySVJ/+yx9wEaNuKlUvOicPg3H06ex8MooDHoyFtPH5Ef8X8vRs00oL4C+vti/lxfHzz6rBCDdcy9KlPBA+fKu2Lv3YcbjsLNTNxH4kNhYRpICAjjDevuW+zK5/daLFzQaNoSnjyymS5ZU5w26uamjyB4eFNhZSF59/57+rIcPK2FpqcL06SrUratFFOv1a0bl9u/nLAPguAYP5jGs4YQsNJQ/zfBwYPZsZkFozPXr/D0/fcrVlvHjNTaGfvKEOfze3kxl0JkXL9iMJTSUfnMaFnfJyEYO9vbs52F03LxJ25EjR/gjLFCA56dmzRh9zUYnET8/4NfJpnApaIqZ/3jAwvUrPiBJPDncusXxXb8OnD4NxYkTKBIZCeXcuTweqlRh3liFCsa30pKNxIaHAwCs5ciR3AUnjcYl1olLL3EREULICgTpIQvEs2cNKGRlqlRh04LZs4HNm1H97DDg/RxcPO+M6tVzrkCoaVOuyh0+DHTpUpm95c+e5e2WLUwobd6cnRNKlUr/hRIN6Z0LxqBV1bfwe26NwDuBcKntDK9k7e7NzflSs2YBW485oVvfviwNv3qVV9EDByjuZ8zgzKNFC+a5ZrWaVamkSC5XDhgwAC4REVh86Dq++p8JZr3ohuB/N+LLfVOhUABtglWIhznKnbUB3Ooj+EV52NrapNk0yt3dFi9fhuk+LnNzCp7MRI8kpYyYhofz/9HRvI2NVTc/SEhgoml8fMq/VyoZpTUx4cU0sZkCrBI7hVlZqaO9dnZUNNm4LCpJ/Lp//516vXFjCa1bP0KtWhUz/kOVisvnp0/z4L19m/fb2FC4tmzJHFwtCu3i4xmJffaMRiO1a2v4h0FBLCDbvJn7cvhwoHdvvreGdmCzZ/MjyU3FdMLfn3m/795l6l2dHrdvMxumW7ecadqmMbduMWQtp4jUrMnquzp1cqSYMiyMzhkqFU9LKVbzFApGgwsWVM9CYmKgun4db7dvh2dgIBQ3bnDl6a+/+Jvz9eXFqGpVpiXk4YJQWZwG3b3LOzJoXPLuzh0ozcxgoUFHTH0hcmTTQeTGGDfdu/P6snevEZ0/Ll6EatIUND08FoXyRWPVdscUPd4zIqvHW0QEg58VKvA8m4QkMddv2TKGsAFe3fv2TbsZwYfr77IhfatWqS7e0dFAu3b899atHyzfRkUxx3XPHhYEqFS8qtapw4HWqZN1UZuMkBBqj1vX49G60gv8VHEHHm85iKCTl1CqqAPy5bNCeIQCL8yKAuXKIcKzHEILeOFKRGlUb2iJHj3mwNraDH5+w/Q2po8Bf3+ufJ86xYDu6NFAkyYJuHYtjWNZkhi2vHKFx+KFC/ziAB4L9erx2KhVSycFplIxgLp7N1O2f/hBA0EZGsr807VrOZGoXJn573L7Vw1/DydPMgrcvDn1p07cukW/ruBgfhAdZ+lTplCP//sv9ZXBefKENmlyzuQnn9AQOpNuifrm55/5VY4bR2tjTUhxXlapKN4uXOB2/bo6d9/OjufT6tW5FSmSpzyqVQkJWFqiBBJiYjDo6VOYhIen+bt4V6IE/q5dG2W6d0ebtWuz9J4iR1aQ56ldm3ZX9+9n3vQnx6haFcr1a1G97S0cOp0PwX2+glOnRqw4Sc/QXU/Y2HAZ8eBBrtAmrcIqFDzBVqnCk/CqVeq2rqVKcUbQooU6offD9qwZRKAsLRk8mjKFLztkSLIHraz4ui1a8MJ85AiXjI8e5b/NzHjCb9iQjgVZTHZ2cGBAbexYU+w6WRQvTL7GD8u/wCcVpqOjgwIrvysJk/M3YHviNkxP7oKzyS6oEoCK5kDkNid8/SISXq1rMqRdvDjTMLJoH5OXiYlhAdWKFbyWt2pFDebklCxzIjycx9GtW8whvnZNLVxly64OHShcK1XK8lLtvHm8ttavT0GdoY4IC6N4Xb2as8AiRZiT2qhRyj9MLx/Fzy+p81tMDBcfrK1pL6YTBw7QFUWh4IvpaDUQHc30+NKljUDEhoRwVv3ffzwoDCRgAZ5ydu/mqaZjRx1fxMyM6QUVK7L2ICaGx7TspXz8OM9vANN2ZFFbvbrWOc7GhtLEBD5ffonjY8bgwJAhaLZkCZQfXCei3d2xO9HfzndYzgYEREQ2HURE1ri5cIGFy199xY49xsT27cCEH2MwqcgStHi9gjPWgQO51pfOxVofx9vx41zWHDaMNTHp8uIFu4Tt3MkolIMDQ6udOmntdJCQwFq3ly+ZwZBpZXpgICO1R47wS5RVj+xDWrs2c1B1DLMnJNDLVy7ytrQ8gm3bjuO335pgzJi6CAoCHlwKQezV28gfeg/2r67j8poDyBcdhEoVXGFunrjvTU25L4oWZbpAkSL8f+HCQL58eSraog2yhfHs2dR3xYsDo79XoWqBlyxQevAAqjt3EHLxIhzDwpC0l5RKKisfHy7J6lLIkwFr1jDNpWJFpoena3v1+jW71m3axGPf05O/zebN0z7mduxgYV/y34X8/7ZtAdChZMkSHZsfqFRcLVm8mMfVrFlp52BryO7djDx+/z3nqAZBkqimZ8xg4nSFCjwxVcwk1SSbCA7mqTchgbVc2mhKrc7L4eFc/Tp3jue2R4/UjxUvTm/s6tUZ9dfjalROkRAXhy1t2+LJvn3IX60aKg8fjkINGiAhJgb3t2zBlXnzEPbsGWr9/DPq/Ppr1t9PNETIOkLIGjexsbR19PJisxtj4u1bpve1aC5hUhM2LsDr17z4ffstQ0YfCCF9HG9xcbwe58vHE3amWisighfqDRuYVAgwb61TJy7zahghO3WKkahWrVjgrTGhoczjPX6cEWK5mt7BgdGuGjW46eDbtHcvDc5jYlR49eoI/P1PolWrUvjqq2rw9c2PkJAYrF17AwsWXERgYCRWLWmJPnXt2dL28WP19vJlam9KS0suL8tb/vxqWyA3N34BRpWcqAeio3HlUBD+XGCKG3fNYKOIxGCvo+hmtQOm/s9SeMxKCgXe29vDoVo1KL29Kcy8vLKt6nvLFi7nFytGTZhKH8fH8yDdupW3KhWFRb9+/MFk9Hs7c4ZL4h9GZOvVA2rVwpMnnMh5enLypFUQPyCAhWXnzzOEOnu2jh5lagYNYvB7z550WjhnN0+eMNfkwgUOYMQIrsoYMP/rhx+4UjV5Mr9ubcjSefnNG3638ibb2imV/E1Uq8b82kqVcs7iJovEx8Tg2Pff48bSpYiPjk7xmJWrK2r/8gt8vvwy4yY4GiKErB4QQtb4GTmS15iDB42vs2ifPgx8HjgAmCbE8Cq3YgWjQL6+DJtWqpT0fH0dbzNmsPZs+XItAiCSxOWxjRu5NKZScY24TRtumVhpSRKF7OnTWr5vchISWC186hQTDu/dUz9WrJjaeL9KFY1dEO7fpw3SgwcJCAl5iqdPt0GSUlpPFSnigJkzm6Fz53QsneLiGHqULbfkzd+f3pTJC7GS4+jI0I+zM4WtkxPvkzc7Owp2uSjLxiZbC7JSkZDACFJoqNqi6/17hq+Cg1lsFBgIBAbi1kNLLH7cDKcjKsIEKnR2OowBLlvhbB7O4pjChSkMixcHihVDQrFiuOrnlyPnzp07qQU9PBgVTdKBksRjaO9ehinfvaOAqF2b9k61amkmrjLIkVU5OmPQIK4uL1um5e9t714KvvBwpleMHJllof/wIWunWrbkJC5HSUhgftFff/E3I3dbM4iaVnPmDIfRuDF3t7b6Sm86QJI4MZbzay9e5HcPMGDg7a0+v3l7G72wjQoKwp01axDy8CEUpqZwr1wZpTp1gqkexy2ErB4QQtb42boVmDRJt5l2drNkCVcLFy2iBgPAi+miRXQQUKkY1Rk6FChdWm/Hm3wxa9OG9SJaExhIdbBtGwUbwGhR69as5k0nl/XZMy7fFStGZ50sp5cGBXGJ7tw5RjNkn0mAy/0+PtwqVkwyL08L2RJ0zRpAqYxH8eIPkS/fQ1hbm6JBg6Jo2bIkTEx0jBapVNxfcuvMgACOM1EAJtlvRUZq9noWFmrXAUtL/t/CQu0pa2am9pVVKlMKMUlSe8vK/rLyFhPD5MnoaBbhhYen7NKVDrfivbAk9FOcDKsIhZkpmpZ/jaGd38CzkhMFrIdHml90Tp079+9ni2I3N/7eCuRPFAsHD/LBJ0/4RA8PisU2bXSLeKbjWrB5M/PDu3VjTq5GBAdTUR08yEnOTz/pzSNr2jTORXWeTOrKw4ecTdy+zRScn39OMUk3FPHxTK949YrFb+7u2r9Gth3LcmRfFrVXr6rPE2ZmjNhWrsygR6VKebODYCYIIasHhJA1fuQl/CxVCmcT9+6x21T37sxXS8GzZ8DChQzXAkDjxkgYOBBXQ0P1crz170+r1b17sxCpliSeXHfv5jjDwykWq1blTm/UiFHFZCxaxDSPL7/kGPSGJHGJ/9IlblevMkIm4+jIK7e3N7dy5VKd+C9eZNqDvz+tVEePVrcUznZiYiiG5Kjn+/fqSGhoKC9gERHcx7LYjIri38mbbMOliQetQsGLobxZWKiFsbU1o79yP3o7O7VFl5MTVPaOOP0oP1btdsHlG6ZQKBRo2pSdmDXtcZET5869e6mX8jklYMmQyyj04Cgj+S9f8glOTiwuatGCx4Sec5oDAihgbWwoHjNNeYyP5xP/+ovfe+PGXC7IqsdyIhER/FkWKsTFnxxJ4U5I4Kx18WL+u3dvev4aSTRx3TquUA0ezDRoXcgxHRAfz5N28nOcLGyVSgYTKlakqK1YkalMeTxPXwhZPSCEbO4gxRK+ERWZSxJX1+LjGeBMcxXz3j2qv+PHISkUeF2hAtxGj4ZJ2bJZem+54GP4cLpsZZnYWOZw7N1LsRAXx51dsyYNbOvXB+ztERvLa9mzZ7yYZrW5V4a8ecOTvVwNf/euOpdVoWDUVm6r6uUFlC6NaFNbLF/Oa29cHLXEkCEGKaLWHUlK2Vc++cVMjtLqkI8YEcGOXBs2MJBpYsIJYr9+2u+fbD13xsVh67wXmPynLVxVAVjk8j94KhJXDvLn5ypHo0Zcos2m87ZKxcyg8+fpKlWnTgZPlqvj5s9neoq7O6vCmjTRqxCRi93+9z+ed7KdR48Yhb11i7+18eNTd8IzIKGhDMJbWjIam27xXyYYTAckJDBie/WqegsKUj+eL5+6+2D58jzPfRBYyO0IIasHhJDNHSxdSi24cCFz542JP/9k2tiKFZmc42/dgmrRIkQdOgRra2so6tShgvDx0eliFxvLVVRLS6Zf6LXOIjSUF+YDB3glV6koGKpUARo0wC33xvh8tCu8vIC//87ByUV0NO3Fbt7kxfXOHXV0TsbDAyhZEs/z+WDOlfo46pcfSktztGylxIABWhs25Hokifp/2zZOfiIjeS3s0IErCbosxQJ6PncGBfE7TZywrD1aADNffoqCZm+xsORMeNQoTCVZsybzWnIgSrVhAx2yOnak5Wy6XLxIT7CbN5kuIjcN0VVVpYNKRd/c0FB+j9kaEFWpGOqcN4+z9N69ORs0suLGWbMo7idOzFqbXqPRAfKq1PXr3G7eZCAkeSGqpyedQeTNy4t5+LkUIWT1gNEcwIIMuX+fVcOffgqMGmXo0aTk1i12Xuzdm2YFGZGQkIA7W7ei3NmzUB49yhOXtzcvfg0aaK1GZUugGTNo1ZotvH9PK62jR5nLmph3OU/1JVa8a4PBn8dh4M8FDFexHBpKpebnx5O+nx+jYonL87eiimP+2244H+cDhYUFGlZ4iz4dwlGxoTMvCkZSQahhYymNefOGKaS7dvH3A3Dlsls3rsRnVWfpdO5UqZhnfP+++vu6e5f3gT+HxaHdsTSkK4oWTsCC6RFwq+eV4wLq2TOmDDk7U8+lSl1UqViw+M8/tGIyNaXK/OKLbPOSll1D+vVjpDjbePaMRQmXL3PWN2GCxg1fchJ/fxqvlC7NIEJWTj9GrQOio/kbuX2bF5vbt9V1DTKurvQLL1EiRUFmbsi5FUJWDxj1ASxIQpIYQZKX8I0pbUiSaM+qUtHlKqMTaorj7flzrs3v2kVx6OnJEFmbNhqfgAID+fQKFXLIniwyklZaJ04g9vhZ9L3yHR7FFMSiCvNQubmr2k4rmxtDZEpsLC/IyWy2Ll9UYdXtKjgZxgIVL8un6OB4FC0K3YJdMRcmHsrtKwsU4K2bW46Em7VotJYhb95wvnHwIBtrSRJfr3lzLkWXLau/306G587oaEaWnj5Vb48e8buIilI/T6nkBbdcOcSX9caUk/Wx/XQ+lC2rwJ9/6i21VCtiY+lZff8+V4FS5FhHRqpzMx4/5rHRsiWTiwsWzNZxDRnC73T7dt2j6BmSkMDz0aJF3AldulA5Z5OdWlaZPJmWbAsWqNuZ60qu0wEREZwI3r3LA/X+ff6+PizudHFhYV6RIjy/yee4AgW4LGMEF1IhZPVArjuAP2LmzGEAZNUq1vkYE3PnsgPS0qXMFEiPNI+3d+8Y9tm0idFFGxuqjk6dmJeWCRMm8OKW41XMKhWe7L2LPsMdYRPxFmvcv4OzaaLtValS6v7kvr5UU8ZAXBwen36FtavisPekDSLDVTCPj0QDm4toanoMdWyvwVKZ7GKgUDBPzd2dm6srxa2rK++XNweHLIWEMrExTReVigEa+e9v3+b95ub82+bNuSKv12VolQp4/x4Jr1/jwenTKOnoCJOAAEZVX71iMrvspZkcZ2d1xKh0aXUEycICkZH0AT19ms5Zv/1muGDSzJlsBjZwIAuIAFAobNmibi5iZ8ecg+7ds+wJqwl37jBbQWsPZ01J7kjg6ckkXF/fbHgj/fD6NQMb5crREi2reixP6ICEBP72Hj3i9uQJJ5BPnqTtqGJtzXzzD89pTk7cHBy42dtz+UbXnaxScWYeEqK2+3v7lueKly+REB6Oq4MGiRa1go+DRo0oZA8fNj4h27w5hezevRkL2TTJl4+ty774gmG5deuY+LVmDXNSu3Zl2kE6jQv69GEkePlyeq3nGEolirYqh3EK4H//88D/Ku7E3PaHoLyQaKW1ejU3pZIKrUoVtbA1VMcbMzMUa+CJcQ2A76IYudy2DThwtSQOqLrBUhmDmiUDUcvjGWrZ34JH1EOWrr9+zYt8evEApZInffkCIPvJyhcCe3uKH9lP1tZW7SxgYYHAQCVsbdVaWKnkUz7UgyoVNdWVK1z5vXhR3V/Czo7Bwfr1KV4zFYKSRKeEyEheaOQtNJRbcs/Z9+8ZNn73jptKBSWAQpGRUCZ/I0dHRnwqV2b0R+6WVqRIuikcr1+zLur+fc7fxo41XEHniRMUsT4+wICO74D1BxmBlWcIJUsyv6lFixyNVP7zD29799bzC8fG8sS1bBkPrr59jcqRID1WreLq3IABRhFUNA5MTNS/teStjyWJv+EXL7i9fEkRKdsJXr+ecpUkLZRKHu82Npwly5tSyS9AqVRbAiYk8Lwiu7JERGT8ukWKaPwRRUQ2HfLETOwjQaWizamVFYOXxnQCkyQGZ96+pZhNL6VPo+NNkqhUNm0CDh3iGdvZmfkLHTpQIHzA6NEU+P/8w+XjnGbKFFYNf/45NTlUKi69XrzI7fJlCiOAJ69SpShoZY/YHIhqZcSbN9zVBw+y3kiurfDwULddr1A2AcUd3sEy9A2/aFnYBQaqBV9QkNp2S4tTbmicJYIirWDpaAHJzAIJphZ4E2GFOEd3hFgXwJ0QD9x+74E7we6IjDMHFIACQFmXN6jp8Ry1PJ7C2+UVTBXJLiaylVdsrHqTfWbl7cNuZulhbp4yAp0vH1QuLngUHo5i1avDpFAhRqy1FHfXrtG2LjiYx02/fob7Xfv7A70+jYPifTDWVJ6J/HeOcP9YWdHiq0OHbLH4yoxnz7jKX706a6/0xrlzNKV99oxR8vHjjS9CkAbv3rFrcIkSFLT6+Do+ah0gSRSb8jktKIg/yOQTWtk6ULYLlH2rZV9rSeJ53cSEm6WlepObwtjZ8Trm6sqUB3d3IH9+JAAitSCrfNQHcC7k99/ZQn3NGq5OGhP//suI6LRpdN1JC62Pt6Ag5g1s2aKuzvf15Zm8SZOkyKZcDFe/Pit5c5rYWC7F3rrFpc9WrT54gkrF5S5Z1H5oM+PmRpFQvjwvpmXLGixqGxrKYZ45w/mE7LcP8KIpN7hKnm4m6zsnp8TAuUqV8kIQGspoZ1gYEBYGVXgkIt7HITQoHu+ClXj51hx3H1vAP9QGgXEOeBXlhID4fFCaKKCABECCtSIaZSwfo5LlPfha+6Gi1X3YmnwQSZGjIyYmDGvKDRbkhgvm5hRmcjMGOSpsba32mpUvPPb26uhyGgI1K+dOSeLE5/ffObwJE1IGkXIMSQIePkTssTPoP6Uk/F47YE7hGajtdIdh7WbNmKNhwDzRiRO5arBkiZ5W+wMCeJI4dIjHxaBBrGzTsFW1oZHTuKZPp7WePhA6wHCIHFk9IA7g3MWVKxRMSZE/I+LdOy7t1qrFfN600Pl4U6m4XL99O6t5YmMpSho04JvWro3R40xx+LDhcogDA+neEBTEAowML7qSxMpb2SP2xg3m6SU/TXl6MiWhTBkK2zJlDOIwEBrK1bfkdRUvXqQfzDQzU2vF5M25kgdGIyJSB2zj4xnkUKkojsuVYxFf8eL86J6eydJw5UhI8nCUQpGj0UJdj+WYGE72tm9nxHvmTAboc4zAQM5Uzp/nbOXtW0x+1R9bQhtjYO3bGPyNJWeERpDX/eYNF2K8vSlks0RMDCMAy5YxGt+wIVvmFiigj6HmCGFhXJVzd2dAQ19GKUIHGA5t9r3IkRXkCSpV4srE/v3sLGVM6QX58jGIc+oUL0B6XS1XKumhWbMmz+YHDgB79vD2wAHAyQmDfLrgSFQfLFpohT/n5vyOcXEB/viDeWsjRzJnN91aNYWCyszTk1dqgMtXd++q/WHv3uVav9wZDaDyKV06ZbFQoULZav1lbw/UrctNJj6ega0XL5hm9u6dOqsg+SqcSqVeebO1VQdF5WZb9vY8blxceFx7ePAinenHUSiyrRFAdvLsGYu67t1jUdekSdk8N5Ek5gxcu8ZJ0+XLKUPsxYphk/uX2BLeCDXaWmHggjKAgVzk0mLFCh5r/fpl4UVUKuY7zZ/Pg7ZwYXoY1q6tp1HmHDt28PfVt6/h3P4EhkMIWUGeQKlkutqaNay/KF/e0CNKSceOLBjZtk33domZYmdHR4NOnaiidu8Gdu9GySNL0DzIFHv/qY+LpudRtV8FhnJy8IxfujQrzr/9ll6XS5ZoEfCxtmaRUHK/I1ncJt+OH2dUWsbcXO2bWKwY1XPRohS42eQ/amqqduoSaMauXTw2oqO5mj1gQDYcmkFBPEaSN81InsLi7s6QXtWqQLVquPQyP6Z/CRT0AqZMMy5xFBDAjKJy5XTUnJLEiPP8+bTAsLcHRoxgwq2RNTbQBJWKrmeOjiyuFXx8CCEryDO0aEEhu2+f8QnZOnUYWdu6lSYE2X5hzJ8f6N8/yfjyy/UncGhWAmavcsKq4wOgdHHmMmn9+vR3zYELWO3arBv55Rdg6FBakrm46PhiaYnb2Fjm2967x9uHD7ndvZvyb5VK7p/ChdWbhwdvCxXSe+clQdpERlLA7t7N38bs2TSwyBLR0Yysyt/9gwc8HpLbPJiYcGbVpAmXcnx8eDwk4u/PIkkLC64kGFtzpL//Zk3NkCE6rDxdvsw2iFeu8Dffty/DukbS/EMXzp7lCki/frlShwv0gBCygjxD2bLUIvv20a/bmFZYTUxoIbR0KVMM6tXLoTdWKIDSpeHxv9Lobifhn6VFsKuahLaBfzOss2ULRWHt2syrrVMnWy9qrVpRa0yZwgvxX3/psUeCubm6PWNyIiIobh4/5hq2bMR/7RortD/E1VUdVvXwYOg4f35u7u5Gb0GUG7h8mZMaf3+mZowfz4iaRiTP33j+XP2dPn5M+6DkScZyVL5OHXXbzjJl0lU8YWE8d4SGsu6pePEsflA94+/PybC3d8Y+wimQI7B//00Bq1Ry1WbAAIO7guiDDRv4kTp3NvRIBIZCCFlBnkGhYH3TX38BFy4wbdSY6NiR+aEbNuSgkE1G/y8U2LnLCnMftUbjLa1h8+4Zl+KPHFF7TCmVjFDVrs2tVCm9Jxx36sTg6YwZtKacPz+br6c2NgzRfximlyQmsco+ii9eUBS9fEnhe/Vq2q/n6MgBy5uLi3rLl4/K3NlZCN40iIlhwd+aNdSSo0fTDjnpEFOp6OYgm6MHBKj9el+9UvtcflhRZ27OWewnn6hTSUqW5H0azmhjY5nD/fgx/WsN8RvNjEWLqOM1qgOIi+Nv+p9/GJU2NWXe+eefc7/kAfz9GRioXz9X1aYJ9IwQsoI8hSxkd+82PiHr7k4roUOHqJM0aM6lV+zs6OgwaRILlIcP9+TSYt++FHTHj3O7cIEhs3nzKMhq1KBZZbVqKZZgs0L37tSRM2cy1WLBAgNcWxUKtQBNq1tFRIRaPMkCShZWb95Q8cTFpf/61tYUvcmbIHzYCCGthghWVsaVlKkrsg9lorXY5fNxmLTIFc9emcG7QCB+bXIcnneeA98Gqb13g4Ko1NLCzo5qpV49dVvNQoVonJ4/f5b2mUrFBlaXL7OvQc+eOr9UtvHoEes45Z9iuoSE0Gt640ZOBiws6MHXu3c29bA1HJs28TDr2tXQIxEYEmG/lQ7CdiP30r8/AxD79xuunWV6XL3KFb2uXYExY9T359TxJjfpefCAnYqKFUvjSbGxXII8fZpWRPfvqx/z9OQMoUYN5qfa2WVpPDt20A/T0RH488/UWQFGjSTRjiAwUL3JYix5EwS5A9aH/c7TQ6FQe7jKt7Jvl+zzamlJgZLcB9bcXO0Rm3yTfb7kLS1kG4WEBN7Gx6ubJ8TGUrDLZuexsbyVmydERTHhNbFbjxQejvCAANgqFFBIEkITbDDvTTdsft8I5oo4DHXdhJ7Oe2GiSIyqmpuro9j58qmN0V1dKbzc3ChUs8n2SpJoi/fvv5xoTjOy4i6ZESM4z0zTRk+SmCqzeTOjsLGx3G/dunEJJBfnwKZHbCxTleztgf/+y57vTOgAwyHstwQfNa1b09/z4EG1g5OxUKkSc3m3b2eOaE4XkiiVFND9+1NALl2axgXA3JxCtUYN/j8oiFHa8+dZWbFhgzoxrUwZClq5G5eWH6htW2rhcePo5jBpElN1cwUKhbr/uCaGp9HRjJaFhDBKGRrKW7kFbFgYI5jy/yMiKBDfvlULxowiwIZCoaDAtrYGrK0hOTsjytoa1oU9sfdNVcw+XxvBptaoXDMUP/UNgGfJ5oDjp5y9ODry7wzol/f33xSxlSrxN2GMIvbCBYrYpk0/ELFv3tD2YccOpsUA/C127swnG6qnbw5w9Cjnh/36Ged3Jsg58u5RLvhoadaMS9Y7dhifkFUogD59KNz++4/L6jmNtzcDNevXc2ku02U5Z2f62jRvzsjPs2e8sl64QAP527epBACGeL292bvV25v/z+Qq07AhC6lHjmRb0i+/NGxL0mxDjqRmZXlX7o4g9yyXOynExPCxuDj+P3k72oQEfm8JCXwNSeIm72C5YULyLg3JI7pmZupNjgBbWKg/j7l5ii9LSkjAyW13sHt3OVy9q4RTEWD8N0Dr1q5QKEpkYQfqnw0bmNZSujRdE4zRsEKlonuCmRkwfDg4ETp8mEtOFy/yu3R0ZD5Ehw7GV6GWTezcyUM2VbdAwUeHELKCPIedHZcI9+2j5vL0NPSIUtKkCVdK169n2pohaoK++go4doxtHevV0yL1VaFgTmKRIvSdVKmY8Hv5MtMRrl9nuHn7dj7fyoptqGRhW6FCmuXplSpxyXTECBZ/PXgA/Pij8aWGGBxZXBqoTW9msHubAmvXFoO1tQJdu9JqzRhXtnfsYDtTT0+mg2cxSybb2L4duHc7Hp9VvQWP35bRaSMhgROIhg2BNm1YmJlLWsnqg7dvuThUt64eXU8EuRYhZAV5kvbtKWS3bQO+/trQo0mJiQnQqxejxtu3G6ZQwdqaUeHhw7mcOm+ejhFQpZIRoOLFKWwB5opev07T+Zs32Wb2wgX13xQqxPXRcuWYZ1G6NGBnBw8Pujr8/DO/u7t3galT+bDAuImMZM71ypVAZKQCpUtHYvJkS5QrZ5x5hbt2ARMmsHZs4UIjFEOSBDx4gLADZzF/cmU4h4ehv+J7wCKeKT/NmzMHxwja5RqCPXs4h27TxtAjERgDQsgK8iRVq9ICdMcORoSMLVWsQwc6B6xcyX8bIserdm2mXmzfzjQHvQlqFxegcWNuAJe3HzygoL1xgwJ3/35uMh4egJcXrEuWxO8tS2FN4YqYuyYf+vVT4LvvqJHzXKpBHiAujlbES5cyGlu4MPDzzyo4Oj6Dl5exqUOyYwdFrLs7sHixERXyBwZywnfuHPPR37zBkoBeCA41wS+f3IHNwB8ZgjTW0HEOIUn8DuUW0QKBkV3eBQL9oFRSIC5YwCIJWVMZC1ZWjMrOn8/oUNu2hhnHyJFMs/vjD3ZVypb0OlNTdaMCWS2Hh6tby/r5cTt2DDhyBAoAvQD4xHth7NsRmDY8P44tCsVPw0ORv0YRKg+hag1KXByP22XL6EyWLx8wdixXQhSK9C14Dc22bSwozJ+fItbDw0ADkSTuuGvXmJJz6RKbOsgUL45Hvp2xftunKN/QCq1XlgFEQRMAdhl+/Jh5/qKTlwAQQlaQh2nXjherTZuMT8gCPBH/8w+X01u0MMwYbGyYWjBwIFMNVq7MoZxdW1uGzatWVd8XE8Mr1IMHwIMHKP/oEdbcm4pZ15ti+9n66HbeDN+6zUQHj/NQFi9K1V20KLciRdiJywB5gkFB1OGBgQxGe3kZ4VK1noiJYTRs5UrqMHt7YNgweq9aWfE5ck2ZsbF2LdN5PDx4XshRA/2oKE7a5HSb69fpOCBToADXyatWBapXh8rFDVMHAyorYNQYUZWfnJ07eSvSCgQyQsgK8iwuLqyFOHTIOIu+bGzoYDB/Pk/OaXq65gCVKrHD1sKFjMz+8INhxgELi1QtZm0B/BwRgaabXmHSbGdMeTMSO94+whjVMpS5tSPl3yuVDLV5eqrN8pO3ms2GfMKgIDbf8Pfny9+5Azx8yErqvCRmQ0M5IVy7lp/ZwYECtls34y/IkyQK16VLOedZsCAbO8nJ3eISJ2NJqw1Pnqi7kSkUnITVq0fLOh+fVKp6xzYGart2ZX2kgMTGAnv3cveVLWvo0QiMBSFkBXmaLl0oZDdvBr791tCjSc2nnwKrVwPLlinxyy+GWy7//HOmGPz3H21hmzUz2FBSY2OD2n1LYkMnCpL16/Ojb1xtdG4bjUFNHsIp6CGXZZ8/54zl8mWWNH+I3Bkqf35u7u78f8GCvHVy0jplwc+PItbLizpapVJrl1q19PT5DcizZ8C6dYzCRkVxt33/PVMI5AisMaNSAb//ziZX5cqx6UYaphm6vXBAAAXq48fq20ePaI+VHA8PzqjLlaMqLVs2Q9eJoCA2aHBxobuIQM2pU5xU5Ul7PoHOCCEryNNUrcpVZ7kBgbH5RFpb86Q8ezZw6JBjxq0nsxGlkikGvXqxEKZYMc08/nMSW1vm9LZrx+5LG3dYYteh8ujduzx6f5EsMihJXOd/+RJ48YJK89Ur/v/1a14N01r/NjenuE2+ubmxw5TcbcrZOUXlYGAgxyUv/SqV/H9gYPbvj+wiIQE4eZKTmjNneF/p0rSKa9bM+Aon0yM6mg4Yhw+zpevMmVpGj2Njeby8fMlj6OVLTpbkLSYm5fPt7PjDKVECKFmSW6lSWnuPTZ9Osfbbbx+tKUG67NvH2+bNDTsOgXGRS05JAoFuKBSMek6fTsuWjh0NPaLUdO3KqOy2bS746is9RYx0wMWF+2nwYArGf/7J+c5jmlCqFLBkCQXK/PnAX38x4ta7NyPwNjYKtfj08Un9AioVlWZAQEqB+/o1/3/3LsPT6eHoyOqmfPngG+kMm0BnOBVzRLy9M2KsnRD41hEe+R2B9w4UN7mktaW/PyOv27YxfVOpZG559+5sFpWbImBBQcB33zEltVkzYPz4ZIVBKhWjpkFBKdsLBwTQoDQggMdCUFDqF1YqGb339VXnZxctSgHr7JzlnXTwILdGjeg3LVATGQmcOMFdbzROEwKjQCFJkmToQRgjosdy3iEyksVUBQpwmdQYL8jbtiVg7NhoDB5shW++MWxlx+bNwJQpQPXqbJhgzId/QgKj7UuWUHzZ2VF4de2axRzVyEi1sHn7li8eGMj8x8BAipx37xAfEoGQUCAuFlCaAKoEwMwccLBPFrm0s2NUzt5e/W9bW/7b1pabjY16k++ztWUI0cIi2w7a8HDgyBEK2MuXeZ+bGyd8HTpwLqAtOXbuVKnYxldu8xsaCoSG4vFDFb5ZWAb+78zRv9JlDClzFMqQYLV4ff9ena/6IUolZ3Ry+kn+/OocazkFJZsKCoODmXOckMBoeF7KsdYHe/cCP/3EFts55b0tdIDh0Gbfi4isIM9jbc2cvrVrGWgz1PJ9RrRqBSxcGIN166zRtasBbYEAdOrEHM9Nm7iEP3ascYp/gCK7Y0dWMO/eDaxYQVG7YgXwyScUtSl602uKtTWjbJlU4JnGxED5KBivrwYj/Hkw8imDUdg+BKbx7ymYQkIosEJC+P/nzym6tEGppMC1slLfWllxjJaW/LelZer2sebm3MzM1LdmZohMsMDpWw7Yf84BJ69YIzZeCTMz4JNaMWjbLBY1q8ZDaWYCQAG8U6ZuZQuo29zKqFTqLS4OZq9fM29Zbo0bH69uoRsfz2V7uZ2u3GJXvo2O5hYVpd4iI9VbRAT3YWRkql11KrwSxr38ElGqEPyvwHK09z8G+IOTB0dHFgBWrEiVmC8fRau8ubryPgMIFkliKkFwMDB5shCxabFvH38KIlIt+BAhZAUfBd27Mxq7erVxClmlEujZMwB//umEP//kRc2QfP89NdfmzQxCff65YceTGWZmnKy0acMI4/r1FLa7dzO/s21bRuWdnPT8xhYWcCqbH05lNe3xi9SRxORbVBRvw8Io1MLD+dzkQi4oiLfR0RR/GhAUb4/T4RVxJKwqzkR4I1aKgQIBqGJ9F83sz6Kp/XnYn4sAzum4H5KhBFAiMhJKfdkZyELe2pqbmxsnGHIk294ekq0dVl2pgHkHysCutIR5I96iet3hgP1PFLFGHk3bvZtFqU2aGFmhpZEQEgKcPs2mZkLkCz5ECFnBR0HBgsw7O3yYBcZFixp6RKkpXz4S9epJOHhQgcuX6R5gKMzMmC87cCDzUN3dGTU2dkxMgKZNud27xyXa/ftZ6DN7NlCzJh9r0EDrGhz9oVQyrUAfHZpUKnUEMzo6KaKZEB2H23eVOHfVAqeu2eLmY2tICglKewmVKwahcdlXaFT6JVytI4CE0kB8cb5WQoI6sipHU4HUEVhJUkdoFQp+psSKN0mpxDt/f1h5ekJhbs4cCxMTHlSmptzMzBg5lm/l6LGlpTq6LEeazcwyXBKIimKh4v5zQHEfWsgVLOiY9X2bQ/j7c+XDxQX48UfjXf0wJIcO8VA0lN+2wLgRQlbw0dCrF4Xs6tW8YBgj33wj4exZYMYMFlsZMpBka0sboM8/B379lSuztWsbbjzaUro0mzyMHAkcPcpOVGfP0rTA1JQThdq1gTp1OLHJlQJCqQSsrZFgYQ2/1+omUZcvqzMYbGyAJh3ZzrNOHcDJyQlAiWwbkpSQgLdXr6Kgj0+2H8BPnjBn8uFDTlR//dX4fW2Tk5BAZ4XISE4cDTa5MnL27uU8p2FDQ49EYIwIISv4aKhYEfD2pqAZMoTpcMZG4cJskrB8OZfHe/Y07Hjc3FjwNWAA0w3mzDHO1IyMsLCgXU/z5kxXPXqUEZ4LF9jSfvZspkf6+rJNb6VKNFw31m5KcnfT5I2i7txRp4wqlUD58izWq1mTx3xusczShn372G42JobNGT77LPdNRhYtYjvfHj34XQlS8/o1J2ZNm2Zovyv4iMmDpzeBIG0UCl7svv+ehV/Dhhl6RGnTvz8jEIsW8eSdbV2INKR4caYXDB1KS6N589J2tcoN2NvTh7ZdOwqgS5cYob10iSkI+/fzeZaWbDDm5aW2BS1aNGcjZvHxNE548ULttf/4MVMmIiLUz7O2pse+jw+jzN7euSsqqS1RUWxysH07l+PnzDFsGo6unDkD/P03ixGHDzf0aIwX+TfZsqVhxyEwXoSQFXxU1K/PBgkbN7IRgTEajltacrn0m2+YYjB9uqFHRKE0dy47DQ0fTjFbsaKhR5U1LCyYWiCnS7x/z+jYzZvA7duMdl69mvJv7OxY+F6gQMpCd9ldy9ZWneZpbs7oqELBKKpcuB8Tk7L4PiSE1erBwXT5evtWbWv7oUuUrS1TJry8eFuunHFHj/WNnx/Tgp48Yee0X3/NncU/b94wpcDWloWd2eTolSc4eJCR2LzQKU+QPQghK/ioUCopYH/9FdiwgdFPY6ROHVYwHzrEpXBjyA3z9mb0a/hwCtqZM7l8nVdwdOR+lve13IX04UPgwQO2a33xgpufX/pWpFnFwYFR+Pr1WaRYsCCjwcWLUzTntuVzfZCQQEu1v/7i5//mG+a850YBHxsLjBrFicvvvxvWas/Yef6ck8pWrZI1tBAIPkAIWcFHR8uW9BpdvZq2XMa6DDtqFHDuHCM2lSsbRyGIry/TDL75htu0aRRceRG5iVOBAiyUSk5CAl2w3r6lIAkJoWNWWBgjrvKWvNhfLtY3NVX3OrCxoYB2cuLm4sJIsUDN06fAL78wUl6iBFsoe3kZelS6IUn8zdy6xUl0o0aGHpFxc+AAb4VbgSAjhJAVfHSYmjIqO2UKTf/79DH0iNLGxQUYMYIX7pkzGUU2BipWBBYvZo7x999TZLRubehR5SwmJuouuILsISGBuewLFrB3Qt++LNLMzZG5//5jC+BatfhZBBmzfz8n8Hlp5Uegf3LhwoxAkHXatOHy7T//sHjEWGnbljmcu3YBx44ZejRqSpcGli6lkPvlFy75imbXAn1x/z5t32bPpofxkiVMacnNIvbcOaYSFCrE7l25MS0iJ3nwgFvTpnnTdUOgP8RPSfBRYm7OqGxQEKMkxopCwf7i9va0GgoKMvSI1Hh6Mm+xTBkK2V9+0bjRlECQJpGRzMPu1Yv2Yn37MiqbW10yZB49AkaPZirJ7NnGkSZk7OzZw1vhViDIDCFkBR8tHTowKrtyZZpt240GNzfghx/UfdiNKfLp6koRW68e22x++aVxiW1B7kCS2KykSxeukpQpw9/l8OF0gMjNBAUB337LxmvTpxtnV0FjQ6WikM2fn77OAkFGCCEr+GgxN6fR//v3wLp1hh5NxjRrRkP/Y8eML4Jsbc0c3p49aVfVqxdw44ahRyXILTx6RBeM0aM5oRwzhpH+smUNPbKsExnJokh/f3aZy23NRAzF5cu0KGvZUqRgCDJHHCKCj5p27ZiztnIlK8+NmbFjacX0xx80xTcmlEp1YVpoKDBwIAW3MUWPBcZFSAhzRrt3Z4e1du2AzZuBrl3zhniJjWUx5J07wKBBQPv2hh5R7mH3bt62amXYcQhyB3ngdCEQ6I6pKauHIyIoZo0ZW1tg6lQuu/3wg3GmQ7RqxW5Fbm60DRszhsJWIJCJjQVWraKwW7+e7XRXrWKDgNzY3CAtVCpg/HgK9M6dObETaEZsLNNMvLyAYsUMPRpBbkAIWcFHT7NmQKlSTC9488bQo8mYcuWAr7+mOf/UqcYZ8Sxdmh69TZvygiSnHAg+bhISaD3VsSPw558seJoyBVi2jMd1XkGl4ufavx9o3JiTuY+xiYWunDzJjnfCO1agKULICj56lEqKw9hYYNEiQ48mc3r0YBOCPXvYatcYsbOj0P7xRxapDRzIlIiYGD4eFMRe8zt28FYUiOVdVCpg3z6mDEycyKKn775j6kmzZnkjjUBGkpgusXUrULMmnUby0ufLCXbu5D4TQlagKeInJhCABuXVqlFY3b9v6NFkjFLJ5gieniyyunLF0CNKG4WC0bc1a4AKFRil7dEDOHGCOXAnTrAFpfx/IWbzFgkJnGx168YJTWAgMHgwsH07CwJzsydsWkgSJ2sbN/JcMnNm3vuM2U1QEHDqFCcBotmIQFOEkBUIoO7fDvBiZIxL9smxswNmzOCFcswYICDA0CNKnyJFuHw8fDjw+jULX/79FyhcmJuXF6u6/fwMPVKBPoiNBY4edcCnnyrxv/8xXadfP04SBw6kl2peQxaxa9awjfOsWaLVsC7s3csJUJs2hh6JIDchhKxAkEiZMmy1ev48o4TGTvHijMwGBbE62pg7lCmVNLdfvZqR5Dt36Kl54QIft7VlxE6QewkLY9FWhw5KLFtWAMHBtLfbuZPtjB0cDD3C7EGlYhrNmjVs3DBnDmBlZehR5T4kiSkZ9vZAgwaGHo0gNyGErECQjK++4kVo9mz2dzd2GjdmlOvOHVZ9q1SGHlHGFCvGDmCNG3Osa9dyX9+7B7i4GHp0Al149oyTklatWMSlVAI9erzBjh0qDBmSt7tYJSTQnWDzZqBGDWDuXPoqC7Tn+nV6CrduLaLZAu0QHYwFgmS4urLH+4IFdDHo08fQI8qcQYMoJvbt44VUTpEwVsqUAZo0oai9do1R2adPKWwLFBCdj3IDKhVw+jTzQU+fZjStdGnmQH/yiQq3bgXB2trT0MPMVmJimPt79Cg7202bJnJis8LWrbzt0MGQoxDkRoSQFQg+oHdvnlSXLGFnGWOPFCoUjHK+esX2ngULstWnseLszOidnx/zCXv3Bg4epCA6e5aPDRoEeHgYeqSCD3nzhqkCW7bweFMquQzcsye/S4WCUcq8TmgonReuXWPHvV9/pSe1QDfCwmhXVqECUKKEoUcjyG2In55A8AHm5sDIkdzmzKFlkLFjbs4Ck88/5zKvszOX740VZ2c6Rch07Mi2tgsXUijt3k37nX79mAssMByxsfT23LGDFeUqFZAvH/DFF0CnToC7u6FHmLO8esXCxcePOQkbPlxYbGWVPXsY4e7c2dAjEeRGhJAVCNKgfn2gbl2eYNu3B6pWNfSIMsfRkakF/ftzyfPPP3NXb3dvb6Z0XLxIl4Pdu7nJEb/KlYWxfE6hUjFncfduRstDQynW6tTh0m+dOh9nBPL2beDbb+mNPGIEj0tB1pAkYNMmFnx+8omhRyPIjXyEpyKBIHMUCmDUKDoY/PYbK5JzQ/5boULAvHlcmh85khHO8uUNPSrtqFqV282bbHd77Bi30qWBTz+lib6oCtc/kkShduAAl3nlLnclSjDS36LFx+3tuX8/C7sAnhOaNDHocPIMV64ADx8C3bsDlpaGHo0gNyIWRASCdChYkPZBT54w9zS3ULo0nQASEtix7N49Q49INypUoKn85s0UsC9eMM2jeXO2AL192/j9fo2d+HgW2/3+O6vFP/uMHr+mpkzrWLNGXfT4sYpYlYorBePG0YFhyRIhYvXJ6tUMHHTrZuiRCHIrIiIrEGRAnz5ML1i2jMtenrmkENvHh+Jk5Ejgyy/ZerdkSUOPSjc8PRkdHzqU38WWLRS3mzez2ULLlowWFipk6JHmDt69Y1HdyZMssIuI4P0FC9Lrt3FjRvFFGgeLkH76ibnB5cqxCYmbm6FHlXd48QI4fpyuD7nl3CowPoSQFQgywMyM+aYDBrBv+qJFuaewo3ZtFn6NGgUMGQIsXpy7K4JtbYGuXenIcPcui48OHOB3smgRI9GNGwONGrFATAgxEhkJXL3K3OOzZ9UReoWCgrVePW6lSol9lhw/P3bNe/GCnabGjcsd6UW5ibVruarSvbuhRyLIzQghKxBkgo8PBdTGjSxK6NrV0CPSnHr1KGZHj2af+wULKPhyMwoFULYst5EjgXPn6KF74oRa1ObPTyFfuzZQpQpb+n4shITQFurqVW63bqktsRwdGb2uVYubs7MBB2qkSBLw3390AZEkitkuXYTI1zehocC2bTwf5aaiVIHxIYSsQKABX39NoTR3Lt0MChQw9Ig0p359phmMGcMisD//BCpWNPSo9IOJiVqwxscDly/ToP70aXX6gVIJeHnR9aBSJboj5JV8z8hIRg7v3qVgvXULeP5c/bitLfdNtWosoCtZMvesKBiC8HDmYR86xFSL337jhEmgf/77D4iOZjqLmCQIsoIQsgKBBlhbM1du2DCmGMybl7tOvvXqsQBMzpmdOZMtNfMSpqZA9ercAAq6M2e4pH7pEtv4rl7Nx/LnZ85j6dIUuSVK8D5jFXnR0eze9vQpK7wfPgQePEgpWgHmGbZqxYmKjw9TLIz1MxkbV66wzfOrV0DTpvy929oaelR5k5gYFhG6u3NfCwRZQQhZgUBDatakp+y2bYz05Tbz7urVmVowfDi9MH/9lVZWeZXChbl168bK88eP2XRB3o4eBQ4fVj/f0pLtcT09GY0rWJAXWjc3RnDt7LJn8qJSsajo3TtaXr15AwQEAP7+wMuX3AICUv6NUslxNmvGlr9eXowc2tvrf3x5nbg4OhGsWMGc+LFj2eghN01UcxubNgFBQczf/xj9iAX6RRxCAoEWjBhBb9k//qAwLFzY0CPSDm9v4K+/KGbHjQNev6YzQ16/aCuVjLqWKKHu5R4Tw6imnx/w6BGF7uPHXKZPC3Nz5pg6OlLU2thws7KiALKwUF+UFQrmV8bHMz81Lo5R1agopgOEhXELCQHev6eYTQt7e7bqrVSJDg1FijDKWrSoKDzSB/fvs73zvXucCEyaxH0syD5iYoCVK9n6u2NHQ49GkBcQQlYg0AIbG0YyBw/mMuTSpczTzE2UKsXo0/DhzJd9/ZopB7ntc2QVCwtW7X/YMCI2Vh0NDQhQR0mDgig6g4N5f3i4uohKG8zNKYTt7GgZ5u3NoisnJ3UE2N2dedgfU5FaThIXx9/AsmWcRAwYwE1EB7OfTZu4+jBqlJiMCfSD+NkKBFpSuTJ7rP/zDy+EgwYZekTa4+5OET56NLBhA3MtJ08WS9MAL65Fi3LLCEmiIIqKoviNi+MmSepGDaam3MzMGLm1tPz4Jgw5wa1bb7Bw4UUcP/4U0dHx8PCwQ58+FdGjhzesrc1SPPfaNR7rjx4xuj1+PPOlBfrl4cMgLFp0EQcOPEJERBzc3W3QuXNFbNtWGW5uShGNFegNoy8DkCQJ/fv3x+bNm1PcHxwcjK+//hq+vr5o3Lgxtm3bluLx27dvo2vXrqhUqRI6d+6Mmzdv5uSwBXmcoUNZKLR0KXvS50bs7BiR7dCBRVH9+rGYSKAZCgVFr4MDc2g9PLgsXbQoUKwYt8KFGVl1cWE0X4hY/RIfr8LQoTtRocJCzJ9/AaGhMbCyMsOFC/4YMGAHihadjVOnngFgKseUKcAXX3DiNmgQi/+EiNUvKpWEsWMPomTJuZgx4wwCAyNhbW2G69cDMGLEK5w4EYAqVfxFNFagN4xayKpUKkyaNAmnTp1K9djYsWMRFhaG9evXY+jQofjpp59wPVFRREZGYtCgQahatSo2b94MX19fDB48GJGRkTn9EQR5FHNz5tOZmrJhQmiooUekG3LDh1GjaPzety877QgEuYGhQ3di0aJLaNSoKE6d6o/Hj7/BtWtD8OrVSMyZ0wKRkXFo1uxfzJ0bhM6dWaRZuTIr5gcN4vEv0C8//XQYv/12CtWrF8ShQ33x/Pl3uHZtCO7e/R6lSjWEiUkYfvttOY4de2LooQryCEYrZAMCAvDZZ5/h8OHDsP9gvfPZs2c4cuQIJk2ahNKlS6Nr165o164d1qxZAwDYvXs3LCwsMHr0aJQoUQI//vgjbGxssHfvXkN8FEEepXhx4PvvadczcaJ6OTm3oVAAn35KSzETExa0zZunW/6nQJBTXLjwEkuXXsEnnxTHvn29UaZMYZw9q8COHcCtWxbo3bsGFi/uh6iolvjxRxVUKua1L14sCrqyi4cPg/DbbydRrZoHjhz5DD4+xZK+k4kTzWBtbYd581xhYaHEsGF7IOXWk6bAqDBaIXvr1i0UKFAAmzZtgt0HFQ/Xrl1DgQIFUChZc/UqVargypUrSY9XqVIFisRSbIVCgcqVK+Pq1as5Nn7Bx0HHjrRAOnKEuaa5merVgTVrWPy0YgXw1VcsyhAIjJEFCy4CAKZP/wRhYSbYvZtNS54/B/bsYfHWjBkecHIqgrCwK5g6NRDt2uV9hw5DsnjxJUgSMGVKE0RHmyV9JxcvAjt3sqCxc2cn9O/vi5s33+DkyWeGHrIgD2C0xV6NGzdG48aN03zs7du3cHNzS3Ffvnz5EJBotvj27VuULFky1eP379/X+P3lmWJsbCxMRGKbIANGjQIePFBiwQKgUiUVihfX/jUSEsOfhj7enJ2B+fOBhQsV2LZNgb59gZkzdftMgo+TnDqWT516gmrV8qNcOWdcuBCLV6/oyHH9OrBzpxJhYUDlyhK++ioY3357HufO2aFSJVHNmJ2cPPkExYs7oG7dgrh0Sf2drFihgKOjAtWrq3D3LtCrVzksX34Zhw8/RI0axtsm0VjOyx8j8r7XJGpvMCEbHR2dJDw/xNXVFdbW1un+bVRUFMw/yBQ3NzdHbGysRo9rgirR2PH27dsa/43g42XMGN5GRNBsX1eM5Xhr3JgbkPXPJPg4ye5jee3augCAGzduwNJSfbx6egJt2qR87rFjLZKeK8g+5s6tDAC4detmiu/k559TPzc3fSfGcl7+GFGlZ7KdDIMJ2WvXrqFv375pPjZ//nw0zaBvnYWFRSpRGhsbC0tLS40e1wRTU1N4e3tDqVQmpSgIBAKBQCAQCLIXSZKgUqlgqoG5s8GEbI0aNeDn56fT37q7uyMwMDDFfYGBgXB1dc3w8Q/TETJCqVSmiuoKBAKBQCAQCIwHoy32yggfHx+8fPkSr1+/Trrv0qVL8PHxAQBUqlQJV65cScqtkCQJly9fRqVKlQwxXIFAIBAIBAJBNpArhWzhwoVRt25djBo1Cnfv3sXGjRuxc+dO9OrVCwDQokULhIaGYvLkyXjw4AEmT56MqKgotGzZ0sAjFwgEAoFAIBDoi1wpZAFg+vTpsLGxQbdu3bBo0SJMmTIFFStWBADY2tpi8eLFuHTpEjp16oRr167hr7/+yrCATCAQCAQCgUCQu1BIwpFYIBAIBAKBQJALybURWYFAIBAIBALBx40QsgKBQCAQCASCXIkQsgKBQCAQCASCXIkQsgJBLuPgwYMYO3asoYchEGiFSqXC2LFj0b17d3zxxRd49+6doYckEGQZcT42PELICgS5iGnTpmHGjBka9Z8WCIyJAwcOwNLSEuvWrUPnzp2xePFiQw9JIMgS4nxsHAghKxDkIipWrIjx48cbehgCgdZcvnwZderUAQDUq1cP58+fN/CIBIKsIc7HxoHBWtQKBIK0Wb9+Pf75558U9y1btgzu7u5o2bIlzp07Z6CRCQS6Ex4eDltbWwCAjY0NIiIiDDwigSBriPOxcSCErEBgZHz66af49NNPDT0MgUCv2NraJonXiIgI2NnZGXhEAoEgLyBSCwQCgUCQ7fj4+ODUqVMAgOPHj8PX19fAIxIIBHkBIWQFgmwmNjYWbdq0SbEEFRMTg3HjxqFq1aqoW7culi9fbsARCgTao+1x3axZM0RFRaF79+5Yt24dhgwZYohhCwRpIs7TuReRWiAQZCMxMTEYOXIk7t+/n+L+6dOn4+bNm1i5ciX8/f0xZswYeHh4oEWLFpm+Zo0aNVCjRo3sGrJAkCm6HNcmJiaYOnWqgUYsEKRPVs7T4nxseISQFQiyiQcPHmDkyJGprFkiIyOxceNGLFmyBOXLl0f58uVx//59rF69WiMhKxAYEnFcC/IS4njO/YjUAoEgmzh//jxq1KiB9evXp7j/7t27iI+PT5EjWKVKFVy7dg0qlSqnhykQaIU4rgV5CXE8535ERFYgyCZ69uyZ5v1v376Fk5MTzM3Nk+5zcXFBTEwM3r9/D2dn55waokCgNeK4FuQlxPGc+xERWYEgh4mKikpxcgSQ9P/Y2FhDDEkgyDLiuBbkJcTxnHsQQlYgyGEsLCxSnQjl/1taWhpiSAJBlhHHtSAvIY7n3IMQsgJBDuPu7o7g4GDEx8cn3ff27VtYWlrC3t7egCMTCHRHHNeCvIQ4nnMPQsgKBDlM2bJlYWpqiqtXrybdd+nSJXh7e0OpFD9JQe5EHNeCvIQ4nnMP4tsQCHIYKysrdOjQAePHj8f169dx8OBBLF++HH379jX00AQCnRHHtSAvIY7n3INwLRAIDMDYsWMxfvx4fPbZZ7C1tcXXX3+NZs2aGXpYAkGWEMe1IC8hjufcgUL60AVYIBAIBAKBQCDIBYjUAoFAIBAIBAJBrkQIWYFAIBAIBAJBrkQIWYFAIBAIBAJBrkQIWYFAIBAIBAJBrkQIWYFAIBAIBAJBrkQIWYFAIBAIBAJBrkQIWYFAIBAIBAJBrkQIWYFAIBAIBAJBrkQIWYFAIBAIBAJBrkQIWYFAYFQ0btwYXl5eaW7nzp3T+HV++OEH/PDDDwCAuXPnok+fPpn+jSRJWL16tc5jz25mzZqFjRs3AgD69OmTYt+UK1cOjRs3xpw5cxAXF5fqb7dv357mPoiOjkaNGjUQFxen8Wtu2rQJLVq0gK+vL7p27YpLly5l34cG8OLFC3h5eWHWrFmpHkv+3X44/g+3Fy9eJP3d1q1b0bVrV/j6+qJu3boYM2YMXr16lfT4hg0b8Mcff2Tr5xIIBFnH1NADEAgEgg8ZN24cWrVqlep+BwcHnV6vf//+GgnZCxcuYMKECejVq5dO75OdPHr0CAcOHMCOHTuS7uvfvz/69+8PAFCpVLh16xZGjhwJExMTDBs2LOl5Z8+exc8//wxvb+9Ur3v58mV4e3vDzMxMo9c8fvw4JkyYgIkTJ6JSpUrYsmULBg0ahN27d8Pd3T07dwGWL1+O9u3bo0SJEmk+Pnfu3CTBvXz5cly5cgVz585NetzZ2RkAMHXqVGzduhXff/89qlevjvfv32POnDno3bs3Nm7cCGdnZ3Tq1Alt27ZFhw4dUKxYsWz9XAKBQHdERFYgEBgddnZ2cHV1TbWZm5vr9Ho2NjZwdHTM9HmSJOn0+jnBkiVL0LFjR5iaquMP1tbWSfvG3d0djRs3Rtu2bXHgwIGk58ybNw8DBw5E4cKF03zdM2fOoFatWhq/5pYtW9ChQwe0a9cORYoUwbfffgsXFxccO3Ysmz65Gjc3N0yYMCHdxx0dHZPGbm1tDTMzsxTHj4mJCS5evIiVK1di/vz56Nq1K4oUKYJKlSph/vz5iI+Px8qVKwEApqam6NixI5YsWZLtn0sgEOiOELICgSBPcPHiRXTo0AEVK1bEN998g6ioqKTHki8/x8XF4aeffkKNGjXg6+uLIUOGICAgAC9evEDfvn0BICmNITY2FlOnTkW9evVQvnx5NG7cGOvXr0963caNG2P16tXo1q0bvL290b59e9y8eTPp8adPn+KLL76Ar68vGjZsiFWrViU9du/ePfTp0wcVK1ZE8+bNM0xpCA0Nxe7du9GkSZNM94OpqWlSdBUATp06hWXLlqFZs2ZpPv9DIZvZaw4YMACff/55queEhYWlum/GjBno3bt3ivtmzZqFfv36AQB2796N5s2bw9vbG61atcLBgwczHMfYsWNx4cIFbN++PcPnZcTWrVtRsWJFVK1aNcX9VlZWWLhwYYpofJMmTbBr1y6Ehobq/H4CgSB7EUJWIBDkeoKCgjB48GDUrl0bW7duRcmSJbF37940n7t69WpcuHABy5cvx3///YeIiAhMmTIFBQoUSFqGPnnyJHx9ffHXX3/h6NGjmDt3Lvbu3YsOHTpg4sSJCAwMTHq9uXPnYtCgQdi+fTvs7OwwadIkAEBMTAz69+8PGxsbbNiwAT///DP++OMPHDlyBNHR0Rg4cCCqVKmC7du3Y8yYMViwYAG2bt2a5pjPnz8PR0fHdJfUASAhIQHnz5/Hjh07UgjetWvXonr16mn+TWhoKPz9/VG2bFmNX7N8+fIoWrRo0nOOHz+OJ0+eoGbNmqn+vnXr1rh06RLevXuXdN++ffvQunVrvHv3DqNHj8bgwYOxd+9edO7cGSNGjMD79+/T/Yxly5ZFz549MX369DSFsybcvXs3zRQLAChXrhzc3NyS/l+iRAk4ODjgwoULOr2XQCDIfkSOrEAgMDp++eUXTJw4McV9Hh4e2LVrV5rP37NnD5ydnTFq1CgoFAp8/fXX6S51v3jxAhYWFihYsCAcHR3x22+/4f379zAxMUnKwXV1dQUAlClTBjVr1oSPjw8AYMiQIZg/fz6ePHkCFxcXAEDHjh3RtGlTAMDnn3+Ob775BgDFcFBQEKZMmQJbW1uUKlUKP/30E5RKJXbs2IF8+fLh22+/BQAULVoUL1++xKpVq9ChQ4dUY759+3aaInbx4sVYvnw5AApnExMTtGnTBl988UV6uzYF58+fR9WqVaFQKHR6zWfPnmHs2LFo27Ytypcvn+rxsmXLomjRojh48CA+/fRT+Pn54eXLl/jkk0/g7++PuLg45M+fHwULFkT//v3h5eUFCwuLDMf87bffYu/evfjjjz/w888/a/Q5kxMWFgZbW1uNn1+yZEncvn1bo2i4QCDIeYSQFQgERsfw4cNTLYXLuaEXL17EwIEDk+4fPHgwAgICUKZMmRSCzNvbO0V6gcynn36KXbt2oW7duqhevTqaNm2KTp06pTmOpk2b4tSpU/jtt9/w6NEj3L59GwAjlTLJo5O2trZJxUaPHz9GsWLFUoimzp07AwCmTZuGu3fvwtfXN+mxhIQEmJiYpDmOoKAgODk5pbq/e/fuSSkTZmZmcHFx0SqPOK20Ak1f8/Hjx/j8889RuHDhpCh0WrRq1Qr79+/Hp59+iv3796N27dpwdHSEg4MDGjZsiM8//xzFihVDkyZN0LVrV1hZWWU4ZltbW4wdOxbff/99ut9bRjg6OmqVKuDo6JgioiwQCIwLIWQFAoHRkS9fPhQpUiTNxypUqJBiCd7BwQFz5sxJVahlZmaWppAtVaoUDh8+jKNHj+Lo0aOYNWsWdu7cmWaO6h9//IGNGzeiU6dO6NChA3755Rc0btw41fukRfKirA+Jj49HrVq1NI4oKhSKFOJZxsHBId39pAlnzpxJ5eagyWvev38f/fr1Q+HChbF06VJYWlqm+9xWrVph8eLFCA0Nxf79+5MiuwqFAosXL8b169dx6NAhHDhwAGvWrMGaNWvSTXWQad26Nf777z+MHz8e9erV0/DTkvLly6fIY07OypUrERgYiJEjRybdp1KpoFSKLDyBwFgRv06BQJCrsLS0RJEiRZI2R0dHlCpVCrdv304h9u7cuZPm32/duhVHjhxBy5YtMW3aNCxdujQpjzN5RBcA1q1bh//973/4/vvv0apVqyRhrIm7QdGiRfH06dMUYnratGmYNGkSihUrhsePH6NQoUJJn+Pq1av4559/0nytfPnyZZg7qgtv3rxBVFRUioiypn/Xv39/FClSBMuWLct0mb5EiRIoUaIE1q1bhydPniSlYTx8+BDTpk1DxYoV8d1332HXrl0oUKAATpw4odE4fv75Z9y9exfbtm3Tavxt27bF9evXU3nfRkREYOXKlakmDMHBwUlpJAKBwPgQQlYgEBgdYWFhePv2baotMjIyzee3bt0aUVFRmDx5Mh49epQkTtN77cmTJ+PMmTN4/vw5duzYgfz588PJySlpWfvmzZuIiYmBo6Mjjhw5gufPn+PixYsYPXo0ACA2NjbTz1C3bl24uLjg559/xsOHD3Ho0CGsW7cOdevWRbt27RAdHZ302LFjxzB58mTky5cvzdcqV64c7t27p8mu05gzZ86kWaCVGdOmTYNKpcLkyZMRGRmZ9N1ERESk+zetW7fGwoULUb9+/STha29vj7Vr12LBggV4/vw5jh49ipcvX6JcuXIajaNYsWIYMGAAXr58qdX45SYOX375Jf777z88e/YM58+fx8CBA6FUKlOkrQB0l0gr/1cgEBgHIrVAIBAYHVOmTMGUKVNS3f/NN9/gyy+/THW/g4MDli5divHjx6N9+/aoVq0a2rdvn2bktFevXnj9+jVGjRqFkJAQVKhQAQsXLoSJiQm8vLxQp04ddO/eHbNmzcKUKVMwfvx4tG7dGu7u7ujatStMTExw584d1K9fP8PPYGpqigULFmDChAno2LEjXFxcMHr0aDRs2BAAfWGnTJmCDh06wNHREb169cLgwYPTfK0aNWogNDQ0Ke9WH5w9exY1atTQ6m8kScLBgwcRHR2NFi1apHhs2LBh+Prrr9P8u1atWmHmzJlo3bp10n2urq6YO3cuZsyYgUWLFiFfvnwYMWIE6tatq/F4hgwZgp07d2r1GQDg119/RYkSJbBy5UpMmjQJ9vb2qFOnDv74448UuciPHj1CREREuq4PAoHA8CgkY3YAFwgEAgEAttwtVKhQio5dguxl3rx5ePXqFSZPnmzooQgEgnQQqQUCgUCQCxgwYAC2b9+e5IogyF7i4uKwbdu2pHa9AoHAOBFCViAQCHIBJUuWxCeffILNmzcbeigfBZs2bULz5s0zbEIhEAgMj0gtEAgEAoFAIBDkSkREViAQCAQCgUCQKxFCViAQCAQCgUCQKxFCViAQCAQCgUCQKxFCViAQCAQCgUCQKxFCViAQCAQCgUCQKxFCViAQCAQCgUCQKxFCViAQCAQCgUCQKxFCViAQCAQCgUCQKxFCViAQCAQCgUCQK/k/p9ZUmb3edeoAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from scipy.stats import gaussian_kde\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "# Pull arrays\n", "x1 = df_clean[x_p1].values # e-distance (same for P1 & P2)\n", "y1 = df_clean[y_p1].values # %KD P1\n", "x2 = df_clean[x_p2].values # e-distance (same for P1 & P2)\n", "y2 = df_clean[y_p2].values # %KD P2\n", "sig = df_clean[sig_col].values # boolean significance\n", "\n", "# Keep only positive x for log scale\n", "mask = x1 > 0\n", "x1 = x1[mask]\n", "x2 = x2[mask]\n", "y1 = y1[mask]\n", "y2 = y2[mask]\n", "sig = sig[mask]\n", "\n", "# Work in log10(x) space for KDE stability\n", "x1_log = np.log10(x1)\n", "x2_log = np.log10(x2)\n", "\n", "\n", "# Grid for KDE evaluation\n", "xmin, xmax = min(x1_log.min(), x2_log.min()), max(x1_log.max(), x2_log.max())\n", "ymin = min(y1.min(), y2.min())\n", "ymax = max(y1.max(), y2.max())\n", "\n", "xx, yy = np.mgrid[xmin:xmax:200j, ymin:ymax:200j]\n", "\n", "# 2D KDE for P1\n", "kde1 = gaussian_kde(np.vstack([x1_log, y1]))\n", "z1 = kde1(np.vstack([xx.ravel(), yy.ravel()])).reshape(xx.shape)\n", "\n", "# 2D KDE for P2\n", "kde2 = gaussian_kde(np.vstack([x2_log, y2]))\n", "z2 = kde2(np.vstack([xx.ravel(), yy.ravel()])).reshape(xx.shape)\n", "\n", "# Convert grid x back to linear scale for plotting\n", "x_grid = 10**xx\n", "\n", "fig, ax = plt.subplots(figsize=(7, 6))\n", "\n", "# --- KDE contours (sns.kdeplot-style) --- #\n", "# P1: red contour lines\n", "c1 = ax.contour(\n", " x_grid, yy, z1,\n", " levels=7,\n", " colors=\"red\",\n", " linewidths=1.2,\n", " alpha=0.8,\n", ")\n", "\n", "# P2: blue contour lines\n", "c2 = ax.contour(\n", " x_grid, yy, z2,\n", " levels=7,\n", " colors=\"blue\",\n", " linewidths=1.2,\n", " alpha=0.8,\n", ")\n", "\n", "# --- Scatter points --- #\n", "# Light, semi-transparent points\n", "ax.scatter(x1, y1, c=\"red\", s=15, alpha=0.3, label=\"P1 KD\")\n", "ax.scatter(x2, y2, c=\"blue\", s=15, alpha=0.3, label=\"P2 KD\")\n", "\n", "# Highlight significant e-distance points with outlined markers\n", "ax.scatter(\n", " x1[sig], y1[sig],\n", " facecolors=\"none\", edgecolors=\"darkred\",\n", " s=60, linewidth=1.2, label=\"P1 significant\"\n", ")\n", "ax.scatter(\n", " x2[sig], y2[sig],\n", " facecolors=\"none\", edgecolors=\"navy\",\n", " s=60, linewidth=1.2, label=\"P2 significant\"\n", ")\n", "\n", "# Axes & labels\n", "ax.set_xscale(\"log\")\n", "ax.set_xlabel(\"E-distance (P1/P2 vs NTC)\")\n", "ax.set_ylabel(\"% KD targeted isoforms\")\n", "ax.set_ylim(-100, 150)\n", "#add correlation\n", "from scipy.stats import pearsonr\n", "corr_p1, _ = pearsonr(x1, y1)\n", "corr_p2, _ = pearsonr(x2, y2)\n", "ax.text(0.05, 0.95, f'P1 Pearson r: {corr_p1:.2f}\\nP2 Pearson r: {corr_p2:.2f}',\n", " transform=ax.transAxes, fontsize=10, verticalalignment='top',\n", " bbox=dict(boxstyle='round', facecolor='white', alpha=0.5)\n", " )\n", "# add correlation for significant points only\n", "corr_p1_sig, _ = pearsonr(x1[sig], y1[sig])\n", "corr_p2_sig, _ = pearsonr(x2[sig], y2[sig])\n", "ax.text(0.05, 0.80, f'P1 sig Pearson r: {corr_p1_sig:.2f}\\nP2 sig Pearson r: {corr_p2_sig:.2f}', \n", " transform=ax.transAxes, fontsize=10, verticalalignment='top',\n", " bbox=dict(boxstyle='round', facecolor='white', alpha=0.5)\n", " )\n", "ax.legend(frameon=False)\n", "#save\n", "#print all the correlatiosn\n", "print(f'P1 Pearson r: {corr_p1:.2f}\\nP2 Pearson r: {corr_p2:.2f}')\n", "print(f'P1 sig Pearson r: {corr_p1_sig:.2f}\\nP2 sig Pearson r: {corr_p2_sig:.2f}')\n", "\n", "fig.savefig(fig_loc+\"edistance_kde_contours.pdf\")\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 80, "metadata": {}, "outputs": [], "source": [ "# plot TPM Non-Targeted P1 Isoforms sum TPM Non-Targeted P2 Isoforms % KD of Targeted P2 Isoforms against NTC\n", "#add df\n", "#make a column saying the proportion fo sum TPMTargeted P1 Isoforms over total TPM isoforms\n", "df['proportion_TPM_P1'] = df['sum TPM Targeted P1 Isoforms'] / (df['sum TPM Targeted P1 Isoforms'] + df['sum TPM Targeted P2 Isoforms'])\n", "df['proportion_TPM_P2'] = df['sum TPM Targeted P2 Isoforms'] / (df['sum TPM Targeted P1 Isoforms'] + df['sum TPM Targeted P2 Isoforms'])\n", "#what i need is to plot sns.pairplot \n", "df_filt=df[df[\"successfulKD\"]==True]\n", "\n", "#read in loc+\"files/singlecell_shortread_analysis/differential_exp_directional_genes.csv\",\n", "deg = pd.read_csv(loc+\"files/singlecell_shortread_analysis/differential_exp_directional_genes.csv\", index_col=0)\n", "deg['gene']=deg.index.str.split(\"_\").str.get(0)\n", "#merge df_clean with deg on gene and plot the significant genes\n", "#sum the number of significant genes per gene per promoter irrespective of direction \"P1 Gene Count\" \"P2 Gene Count\"\n", "deg_summary = deg.groupby(['gene'])[['P1 Gene Count', 'P2 Gene Count']].sum().reset_index()\n", "df_merged=df_filt.merge(deg_summary, left_on=\"gene\", right_on=\"gene\", how=\"left\", suffixes=('', '_deg'))\n" ] }, { "cell_type": "code", "execution_count": 87, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "p1_col=['edist_P1','significant_P1', 'pvalue_adj_P1', 'promoter_P1', 'gene', 'sum TPM Targeted P1 Isoforms', '% KD of targeted P1 Isoforms against NTC', 'proportion_TPM_P1',\"P1 Gene Count\"]\n", "p2_col=['edist_P2','significant_P2', 'pvalue_adj_P2', 'promoter_P2', 'gene', 'sum TPM Targeted P2 Isoforms', '% KD of Targeted P2 Isoforms against NTC', 'proportion_TPM_P2', \"P2 Gene Count\"]\n", "df_p1=df_merged[p1_col]\n", "df_p2=df_merged[p2_col]\n", "df_p1.columns=['edist','significant', 'pvalue_adj', 'promoter', 'gene', 'sum TPM Targeted Isoforms', '% KD of targeted Isoforms against NTC', 'proportion_TPM',\"Gene_Num\"]\n", "df_p2.columns=['edist','significant', 'pvalue_adj', 'promoter', 'gene', 'sum TPM Targeted Isoforms', '% KD of targeted Isoforms against NTC', 'proportion_TPM', \"Gene_Num\"]\n", "df_melt=pd.concat([df_p1,df_p2])\n", "#log x-axis for edist\n", "#plot pairplot\n", "#log10 ofsum TPM Targeted Isoforms\n", "#filter above -20\n", "#reset index\n", "df_melt.reset_index(drop=True, inplace=True)\n", "#add correlation coefficients to the upper plots\n", "g = sns.pairplot(\n", " df_melt,\n", " diag_kind='kde',\n", " vars=['edist', 'sum TPM Targeted Isoforms',\n", " '% KD of targeted Isoforms against NTC', 'proportion_TPM',\"Gene_Num\"],\n", " hue='promoter',\n", " palette={\"P1\": 'tab:blue', \"P2\": 'tab:pink'}\n", ")\n", "# set x-axis to log scale for edist and sum TPM Targeted Isoforms\n", "for ax in g.axes.flatten():\n", " if ax is not None:\n", " if ax.get_xlabel() == 'edist' or ax.get_xlabel() == 'sum TPM Targeted Isoforms':\n", " ax.set_xscale('log')\n", " if ax.get_ylabel() == 'edist' or ax.get_ylabel() == 'sum TPM Targeted Isoforms':\n", " ax.set_yscale('log')\n", "vars_list = ['edist', 'sum TPM Targeted Isoforms',\n", " '% KD of targeted Isoforms against NTC', 'proportion_TPM',\"Gene_Num\"]\n", "n = len(vars_list)\n", "hues = list(df_melt['promoter'].unique())\n", "palette_map = {\"P1\": 'tab:blue', \"P2\": 'tab:pink'}\n", "\n", "# Annotate upper triangle with per-hue Pearson r, stacked to avoid overlap\n", "for i in range(n):\n", " for j in range(i + 1, n):\n", " ax = g.axes[i, j]\n", " for k, h in enumerate(hues):\n", " mask = df_melt['promoter'] == h\n", " x = df_melt.loc[mask, vars_list[j]].values\n", " y = df_melt.loc[mask, vars_list[i]].values\n", " # require at least 2 finite points\n", " good = np.isfinite(x) & np.isfinite(y)\n", " if good.sum() < 2:\n", " r_text = f\"{h} r: N/A\"\n", " else:\n", " r, _ = pearsonr(x[good], y[good])\n", " r_text = f\"{h} r: {r:.2f}\"\n", " ypos = 0.95 - k * 0.08 # stack vertically to avoid overlap\n", " ax.annotate(\n", " r_text,\n", " xy=(0.05, ypos),\n", " xycoords='axes fraction',\n", " fontsize=12,\n", " color=palette_map.get(h, 'black'),\n", " bbox=dict(boxstyle='round,pad=0.2', facecolor='white', alpha=0.6)\n", " )\n", "#change the x and y labels to be Log E-distance, Log Sum TPM Targeted Isoforms, % KD of targeted Isoforms against NTC, Proportion TPM\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot TPM Non-Targeted P1 Isoforms sum TPM Non-Targeted P2 Isoforms % KD of Targeted P2 Isoforms against NTC\n", "#add df\n", "p1_subset = df[['gene', 'sum TPM Targeted P1 Isoforms', 'edist_P1', '% KD of targeted P1 Isoforms against NTC', 'significant_P1']]\n", "p1_subset.columns = ['gene', 'TPM_NT', 'edist_P1', '%KD', 'significant']\n", "p1_subset['promoter'] = 'P1'\n", "p2_subset = df[['gene', 'sum TPM Targeted P2 Isoforms', 'edist_P2', '% KD of Targeted P2 Isoforms against NTC', 'significant_P2']]\n", "p2_subset.columns = ['gene', 'TPM_NT', 'edist_P2', '%KD', 'significant']\n", "p2_subset['promoter'] = 'P2'\n", "combined_df = pd.concat([p1_subset, p2_subset], ignore_index=True)\n", "#filter successful KD only\n", "combined_df = combined_df[combined_df['gene'].isin(df[df['successfulKD']==True]['gene'])]\n", "fig, ax = plt.subplots(1, 1, figsize=(6, 6))\n", "sns.scatterplot(data=combined_df, x='TPM_NT', y='%KD', style='promoter', s=100, ax=ax)\n", "ax.set_xscale('log')\n", "ax.set_xlabel('Sum TPM Targeted Isoforms')\n", "ax.set_ylabel('% KD of Targeted Isoforms against NTC')\n", "#add correlation\n", "from scipy.stats import pearsonr\n", "corr, _ = pearsonr(combined_df['TPM_NT'], combined_df['%KD'])\n", "ax.text(0.05, 0.95, f'Pearson r: {corr:.2f}',\n", " transform=ax.transAxes, fontsize=10, verticalalignment='top',\n", " bbox=dict(boxstyle='round', facecolor='white', alpha=0.5)\n", " )\n", "plt.show()\n", "#save fig\n", "fig.savefig(fig_loc+\"kd_efficiency_vs_ntc_expression.pdf\")\n" ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAh0AAAINCAYAAACats18AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAACRzklEQVR4nOzdd3gU1f4G8HdmtqWHFEJCDSAtBBJCDaAI6g8R6SogTaSr2K8XLHDFilhRREBUBKVIQMWGFJEO0qT3loQSICSkbJuZ3x9hlyxJIAvbkryf5/G5l5mzuyeTsu+eOd9zBFVVVRARERG5mejtDhAREVHFwNBBREREHsHQQURERB7B0EFEREQewdBBREREHsHQQURERB7B0EFEREQewdBBREREHqHxdgd8gaIosFqtEEURgiB4uztERERlhqqqUBQFGo0GonjjsQyGDgBWqxW7d+/2djeIiIjKrPj4eOh0uhu2YegA7MksPj4ekiS55DllWcbu3btd+pwVHa+pa/F6uh6vqevxmrqWO66n7TlvNsoBMHQAgP2WiiRJLv+hdsdzVnS8pq7F6+l6vKaux2vqWu64nqWZnsCJpEREROQRDB1ERETkEQwdRERE5BEMHUREROQRDB1ERETkEQwdRERE5BEMHUREROQRDB1ERETkEQwdRERE5BEMHUREROQRDB1ERERuYpWVWzpXXjF0EBERuYHRIuNoRg5MFrnIOZNFxpGMHBiLOVeeMXQQERG5mNEiI2V7Kjp/vBZzN590CB4mi4yvNpzA/R+vxU870ytU8OAus0RERC5kCxzjl+wBAExath8AMKBVTQDAVxtO4J3fDgAAXkr5FwDQLSEGBm3530WXoYOIiMiFNKKAbzacdDg2adl+5JllWBUVH684bD+uqsDXG06gd1I1T3fTK3h7xY0qVaoEQRC83Y1yQxAEVK9endeUiHyaIACLRrdBvahAh+PvLz/kEDgAoGF0EBaObANA9WAPvYehw00EQUClSpW83Q0iIvIwSRQRoJPww+jkIsGjsIbRQVg0Mhl+OhGSWDHejivGV+kl+fn53u5CuWO1Wr3dBSKimyoIHhosHNkGklh0dFYrCVgwog38dVKFCRwAQwcREZFbWBUF87eehqwUvXVikVUs+uc0LBVsrQ6GDiIiIhczWWV8tf5alUpxJv2yv0g5bXnH0OEhHTt2RP369e3/xcXFoXPnzvj666+93TWvUFUVU6ZMQevWrdGyZUtMnjwZinLzxJ+WloaEhIQix7ds2YLu3bujadOmePjhh3HgQMm/6ERE7lRS4KgR5o9qlfwcjk1aVrGCB0OHB40fPx7r1q3DunXrsGLFCowcORKTJ0/G0qVLvd01j/vqq6+wbNkyfPrpp/jkk0/w888/46uvvrrhY86cOYNx48bBZDI5HD99+jSGDx+Oe++9Fz/++CPq16+PMWPGwGw2u/NLICIqliQI+OXfMw7HGkYH4dex7fHr2Pa4o7Lj5NJlu85AkipGVR5DhwcFBQUhMjISkZGRiI6ORs+ePdGmTRssX77c213zuDlz5mDs2LFo3rw5WrdujRdeeAHz5s0rsf2KFSvQp08faLXaIufmzp2LJk2a4Mknn0StWrUwfvx4iKKIY8eOufNLICIqligIWDCyNeKrhgBwrFIJ0EtYPDrZHjwSq4fiu+GtIYKhgzxAo9HY30hVVcVnn32Gdu3aoXnz5hg1ahTS09PtbY8cOYLHH38ciYmJiI+PR//+/XH06FEAwObNm9GxY0dMmDABSUlJmDFjBtLT0zF06FAkJiaiTZs2mDRpEiwWCwBAURTMmjULnTp1QpMmTTBw4EAcPHjQ/lr169fHjz/+iK5du6Jx48bo378/Tp8+XezXkJKSgr59++KJJ55AUlISfvrpJ6SkpKB+/frFtj937hzOnDmDFi1a2I8lJSUhLS0N58+fL/Yxf/31F8aOHYunnnqqyLktW7bgvvvus//bz88PK1asQIMGDYp9LiIidxJFAQaNhAUjW6N3s6oOZbGSeC149G5WFd8Nbw29RoRYTIVLecTQ4SUWiwXLly/H+vXr0alTJwAFn9h//vlnvP/++1iwYAHCw8MxdOhQWCwWKIqCUaNGoWrVqvjxxx8xf/58yLKM9957z/6caWlpMJvNSElJQdeuXTFp0iT4+/tj6dKl+Oyzz/DHH39g4cKFAIDPPvsMs2fPxvjx47FkyRJUrVoVw4YNQ15env35pk6dipdffhkpKSnIzMzERx99VOLXs2PHDtStWxcLFy5Eu3bt0KVLF6xbt67YthkZGQCAypUr249FREQAAM6ePVvsY9544w088sgjxZ47ffo0DAYDxo4di+TkZAwaNAhHjhwpsa9ERO5mCx7vP5xQZB0OW/B4/+GEChU4AIYOj5owYQISExORmJiIJk2a4KWXXsLgwYPRrVs3AMCsWbPwn//8B61atUKdOnXw+uuvIysrC2vXroXRaETfvn3x3//+FzVq1EBcXBx69uxZ5M112LBhqFmzJmJiYpCWloagoCDExMSgWbNmmDFjBu666y6oqoq5c+fi6aefRqdOnVCnTh1MmjQJkiThp59+sj/XY489hjZt2qBevXro168f9uzZU+LXJggCRo8ejTp16iAsLAwGgwGRkZHFtjUajQAAnU5nP2b7/7cyDyMvLw9TpkxBixYtMHPmTERHR2PIkCHIzc11+rmobFFVFflmKxS1oCTRZJEr5Hbh5JtsYaK4dThsxypS4AC494pHjR071n4bQK/XIzIyEpJUsMFPbm4uzp49i2effRZioR9Qo9GIEydOoGPHjujXrx+WLl2KPXv24NixY9i3b599hMCmWrVr6/cPGzYM48ePx59//ok777wTXbp0QaNGjXDhwgVcvnwZTZs2tbfVarVo3Lix/XYNANSsWdP+/wMDA+23ZooTHh4Og8FQqutQOGDo9Xr7/wcKbo04S5IkdOzYEQMHDgQATJo0CR06dMCqVavw4IMPOv185PsURYWiqvg3LQtfrj2Of9MuQ5ZV1Aj3x4DWNdE5rgoUFdBp+LmKyJcwdHhQeHi4wxt5YbJcUC718ccfIzY21uFcSEgIcnNz0adPH1SqVAkdO3ZE165dcezYMcyePduhre1NHAC6deuGNm3aYMWKFfY5EcOHD8ewYcNK7EPhstXiJm2WpPDr3kxUVBSAgtsstpBku+VS0ujIjURGRjpcM51Oh6pVq+LMmTM3eBSVVYqiIs8sY8hXW/DPyUyHc+lZRmw6dglRwXrMGdoStcIDoK8AO3cSlRX8GOAjgoODER4ejoyMDNSsWRM1a9ZEdHQ03nvvPRw/fhxbtmzB+fPnMWfOHAwbNgzJyclIT0+Hqpa8SdCHH36Iixcvol+/fvjiiy/wzDPPYPny5QgKCkJERAR27txpb2uxWLB3794igccdoqKiEBMTg23bttmPbdu2DTExMQ7zPEorISHBYRKs2WzG6dOnHUZ9qPywKAoembGxSOAo7Fy2CX0+34gz2UYoxawGSVSemCyyw6qnRot8w/cGb+JIhw8ZMmQIPvroI4SHh6N27dqYNm0atm/fjjfffBPHjh1DXl4eVqxYgcaNG2Pjxo2YN28eAgNL3kzo2LFjeP311/Haa69BkiSsWbMGjRo1sr/WJ598gsqVK6NmzZqYOXMmTCYTunTp4pKvxWg04sqVKyWOXPTr1w9TpkxBlSpVAADvv/8+hg4daj9/6dIl6PV6BAQE3PS1Bg8ejEcffRRJSUlITk7GrFmzoNfr0aFDB5d8LeQ7TBYZ3246ib3p2Tdte8VkxcQf92L6wCQYRI52UPljvBo2vtt8Cgv/OY0zWUboNCJa1ArDsPaxaFYjFKIg+NTO3AwdPuTxxx9Hbm4uXnvtNeTk5KBx48b48ssvERISgsTERDzxxBP43//+B5PJhPr16+O1117Dyy+/jHPnzhX7fBMnTsT//vc/DBw4EFarFR06dMDLL78MABg6dChycnLw6quvIicnB4mJifj2228RFhbmkq/l119/xbhx4xxGIK7/Wi9evIgnn3wSkiShT58+GDJkiP18nz590LNnz2JLZK/XtGlTfPTRR5gyZQrefvttNG7cGLNmzYK/v79LvhbyHRpJxJyNJ0vdfs3hDGTnW2DgLRYqZ4wWGRuOXsAT83Ygv/Bqpibgj71n8cfes2gVG4avHmsBP63kM8FDUH11DMaDZFnGzp07kZCQYJ/YebsURcHZs2dRpUoVh4mhdOt4TV3LHT/3pWWyypAEARqp6PfRZJGhlYovIzx5MRd3vfeXU6/1ateGeKxtLEQP/NH15jUtr3hNizJbFWw/lYkBszbDepPbh81qVMKCka2hvfq75o7r6cxz8i83EXmUySrj1MU85JrlIrtvGi0yjmTkIN8iFzsX44rR6vTrXTFaIcsV/rMVlSOiCLyydM9NAwcAbD+ViWX/pvtMKTlDBxF5jMkq48SFXPSevgG9pm1AjslqDx5Gi4yDZ6/goekb8fAXG4sNHsF+pa+osgnx01aYfS2o/FNVFbtTs3DkfE6pHzN73Qn4Suxm6CAij7AFjoe+2IjsfCuOZuTYg4dFVnDw7BX0m7kJeWYZe9Oziw0eMaEG1I64+eRiG1EAujWN8citFSJPMFoV/Lq7+JWbS7I7Lctx3ocXMXQQkcdsP3kZ2fnXbpHYgsf3W07ZA4fNyYt5SM3Mh6XQsLCsqBicXKvUr9exQWUE6DlfnsoPVVWRa3L+NqPRzNBR7nGyI9E1eo2EXs2q4vXucQ7Hj2bk4LUf9zoEjkC9BgtGtkatCH+Hxb30Ggn9WtZAsxqhN329UH8tXu/eGLpiJqsSlVWiICDU37nbjIJQ8DvlC/jb6EbOrOhJpXMry6ST79BrJTzSvHqR4FGYLXDUrRwIvaboTHiNKGDesNa4846IYh5doHqYH5aOaYvwQF2F29uCyjeDVsJDzas79Zi2dSIg+cjvgW9En3JIVVWcPXsWoaGh3u5KuZKZmYmQkBBvd4Nug14rYWDrmth49CJ+21P03vTLDzRE/aigYstpgYINsvx0Er4c0gLHL+Ri5tpj2JOWBYusokaYPwa3qYl2d0RCUVV7mSBReVI11A/NalTC9lMlr8pb2LD2sT7zu8DQ4Ua23VTJNVRVRWZmZon711DZYLTIOHD2CtYcyij2/Ky1x9AlPhqBeuGGn860koh6UUH4X7c4aEQRggBYZdW+VbgE3/hkR+RqogC8/3BTdJu6DlduMr/jgfhotK0b4TMjfr4RfYioQrAFjv7XTRot7GhGbpFy2hvx12mg04jQSiL8dJLP/HElcheNJCImxICUMcmoEVb8ysuiAPRvWQMf9U3wmVEOgCMdROQhJQWOQL0GHepHYtm/13YFtlW1pIxJRoBOKvFWC1FFpddKqBnuj9Uv3IWNRy9i3uZT9r1XWtaqhCFtYxGo1/hU4AAYOojIg05eyHVYL8A2abRhdDBaxobhtR/32s9dzDXhUo4Jhkp+/ENFVAzd1YnWyXUj0KxGJYiiAEVVIaBg3pMv8q0IRETllkEr4f8aV8EHDzW1l/AtGNkadSMDIQqCQ1VLqL8Wi0cno2ol/2IrWIjoGlEQ4K/XwKCV4K/T+GzgADjSQUQeZNBKuD8+GqIooG7lQNSNDLSvw2Erp9VJIlrEhqF6JX/oNPxcRFSeMHQQkUcZtBL+L64KBMBh4S9c/XfPZlUhQGDgICqHGDqIyOMM2pKHf3k7haj84kcJIiIi8giGDiIiIvIIhg4iIiLyCIYOIiIi8giGDiIiIvIIhg4iIiLyCIYOIiIi8giGDiIiIvIIhg4iIqJCzFYFZqtS7DmTVYap0KaF5ByGDiIioqvMVgVns41Y+M/pIuHCZJVx6mIefv43HUYGj1vCZdCJiIhwLXD0mrYeF3LMMFpkDGxdE3qtZA8cvadvwBWjFVZZRY/Eqjdc0p+K4kgHERFVeGarjHOFAgcAvPHLfny76SQUVbUHjux8K1QVGLdkN37ayREPZ3Gkg4iIKjxJFBDqr0VYgM4eOoCC4LHj1GWsPZKB7Hyr/bhOElErwt8bXS3TONJBREQVniSK8NdJWDw6GfWiAh3O/bL7jEPg0GtEfPt4SzSpFsrbK05i6CAiIoJj8KgfFVRsGwaO28PQQUREdJUkivDTShh1V+1iz7e7IwItY8PLXODIM1thssiwKkDsHfUhCIJX+sE5HURERFfZqlQm/ryv2PMr95/HrLXH7FUtvkxWFKgqsDc9G7PXH8eR8zkQBKB+VBCGta+NOyoHQhQEiKLnAghDBxEREa4Fjj7TNyIr31Jiuzd+2Q8APh08rLKCbKMVj321BbtSsxzO7UnLxuLtaWgZG4ZZg5sjQCdBEj1z44O3V4iIqMIzWxWkZeYXCRx6jYgJDzYqMrn0jV/24/stp2Cy+mbJbL5FRo/P1hcJHIVtOX4JvadtgKmE1VfdgaGDiIgqPI0ooEqIATXDr5XB2iaNDmhds0hVS4BOQlKtMED1Rm9vLM9sxeTfD+LUpbybtj18PgefrjqCfLNnwhNDBxERVXiiKMCgkTB/RGs0qRbiUKWilRzLaQN0EuaPbIN6lQN98vaKJAhYsiOt1O0XbD0NreSZeR2c00FERIRrwWPBiDY4dO4K6lcJslepFJTTAotHJ+P0pXzUiQzwycABAOuPXkCOyXrzhlddzDVjV+plJNUMc2OvCjB0EBERXSWKAvQaEQ2qBBUJFbbg4cuBAwAuFlpRtbQu5Tr/mFvB0EFERFSIKArQi8WHCkkUIfn4xIQQP63Tjwm+hcfcCh+/dEREROSMtnUjoNeU/u092KBBYvVKbuzRNQwdRERE5YgoAF2bRJe6fa9m1SArninDYeggIiIqR/x0Gvz3/oaICNTdtG1MiAHP3nMH/HSemaPC0EFERFTOhPhpkTI6GdUq+ZXYpnZEAFLGJMNf77npnZxISkREVM7oNCKiQ/3w14sdsGLfeXy94TiOns8Fru69MrRtLO6qHwkVKjQeWgIdYOggIiIql7RXy2zuaVQZdzeIhF5TcAsl12iGXitBEgUAnt1tlrdXiIiIyjGNKNoDhyzLOLB3t4ejxjUMHUREROQRDB1ERETkEQwdRERE5BEMHUREROQR5TJ0rFixAuPGjfN2N4iIiKiQclcy++6772L16tVISEjwdleIiIhcwiorUFQgPSsfm49dhMmqoFZ4AJLrhsNiVT22oujtKneho0mTJrjrrruwdOlSb3eFiIjothktMnaevowpfxzEPyczHc5FBuoxoHUNjLm7rn1dDl/m+z100v333w9B8FYFMhERkesYLTJ+33MW/WduKhI4ACAjx4QPVxzGY19thcWqeKGHzil3oYOIiKi8SL+cjxcW7cLNNoFdd+QC3vn9APLNVs907BYxdBAREfmgPLMVn685Cmspt52fv+UURB8f6ffp0GE2m9G1a1ds3rzZfsxkMmH8+PFo3rw52rVrh9mzZ3uxh0RERO4hCQJ+3pVe6va5ZhlLd6bDqvjubRafnUhqMpnw/PPP4/Dhww7HJ0+ejD179uCbb75Beno6XnrpJcTExKBz5872Nq1atUKrVq2cfk1Zlm+739c/lyufs6LjNXUtXk/X4zV1vYp8TS/mmmG0OBcgDp+/ArNVgSAVPzrijuvpzHP5ZOg4cuQInn/+eaiq40XLy8vDokWLMHPmTMTFxSEuLg6HDx/GvHnzHELHrdq9e/dtP4cnnrOi4zV1LV5P1+M1db2Kdk2DgoLgH1HV6ceJgoDsrCyknTpxw3beup4+GTq2bNmCVq1a4dlnn3VYb+PAgQOwWq1ITEy0H0tKSsL06dOhKApE8fbuFsXHx0OSXFPrLMsydu/e7dLnrOh4TV2L19P1eE1dryJfUwUCgv00yM4v/eTQptVCEBEWisiwhGLPu+N62p6zNHwydPTv37/Y4xkZGahUqRJ0Op39WEREBEwmEy5fvoywsLDbel1Jklz+Q+2O56zoeE1di9fT9XhNXa8iXlOz2Yo+zaph9voTpWpfyV+L/4urAk0p1uvw1vX06Ymk18vPz3cIHADs/zabzd7oEhERkVv46TQYeVcd+JdytdFh7WvDIpeu0sVbylTo0Ov1RcKF7d8Gg8EbXSIiInKbED8tZg9pAT/tjYNHn6RqGN6+ts8vh16mQkdUVBQyMzNhtV67v5WRkQGDwYDg4GAv9oyIiMj1DFoJCdVD8dvT7dEzsSr0Gse37cZVg/Fx3wS81TMeOo3vv6X75JyOkjRs2BAajQY7d+5E8+bNAQDbtm1DfHz8bU8iJSIi8kUGrYRaEQF4q2c8JnWPw8GzV2CWFcSE+iEm1A8AysS+K0AZCx1+fn7o0aMHJk6ciLfeegvnz5/H7Nmz8fbbb3u7a0RERG5VcOtEQlKt2yua8KYyFToAYNy4cZg4cSIGDx6MwMBAPPXUU7jvvvu83S0iIiK6CZ8PHQcPHnT4t5+fH9599128++67XuoRERER3YqycROIiIiIyjyGDiIiIvIIhg4iIiLyCIYOIiIi8giGDiIiIvIIhg4iIiLyCIYOIiIi8giGDiIiIvIIhg4iIiLyCIYOIiIi8giGDiIiIvIIhg4iIiLyCIYOIiIi8giGDiIiIvIIhg4iIiLyCIYOIiIi8giGDiIiIvIIhg4iIiLyCIYOIiIi8giGDiIiIvIIhg4iIiLyCIYOIiIi8giGDiIiIvIIhg4iIiLyCIYOIiIi8giGDiIiIvIIhg4iIiLyCIYOIiIi8giGDiIiIvIIhg4iIiLyCIYOIiIi8giGDiIiIvIIhg4iIiLyCIYOIiIi8giGDiIiIvIIhg4iIiLyCIYOIiIi8giGDiIiIvIIhg4iIiLyCIYOIiIi8giGDiIiIvIIhg4iIiLyCIYOIiIi8giGDiIiIvIIhg4iIiLyCIYOIiIi8giGDiIiIvIIhg4iIiLyCIYOIiIi8giGDiIiIvIIhg4iIiLyCIYOIiIi8giGDiIiIvIIhg4iIiLyCIYOIiIi8giGDiIiIvIIhg4iIiLyCIYOIiIi8giGDiIiIvIIhg4iIiLyCIYOIiIi8giGDiIiIvIIhg4iIiLyCIYOIiIi8giGDiIiIvIIhg4iIiLyCIYOIiIi8giGDiIiIvIIhg4iIiLyCIYOIiIi8giGDiIiIvIIhg4iIiLyCIYOIiIi8ohSh46TJ0/ixRdfRFpamsPxcePG4dlnn0VqaqrLO0dERETlR6lCx9GjR/Hwww/j5MmTMJlMDufuvPNOpKWloU+fPjhx4oQ7+khERETlQKlCx4cffoj27dtjwYIFqF27tsO5+++/H/Pnz0ezZs3wwQcfuKWTREREVPaVKnRs27YNw4cPhyAIxT+JKGLUqFHYvn27SztHRERE5UepQofFYoFOp7thm5CQEBiNRpd0ioiIiMqfUoWORo0aYc2aNTdss3r1asTGxrqkU0RERFT+lCp0DB06FB9//DGWLVtW7PlffvkFH330EQYOHOjSzhEREVH5oSlNow4dOuCZZ57BuHHjMHnyZMTFxSEoKAjZ2dnYu3cvsrKy8MQTT6Bbt27u7i8REVGFl2+WIQjA/jPZMFoURAXrUSPMH4oK6DS+uwRXqUIHAAwePBgdO3bEsmXLcPDgQVy8eBGhoaF47LHH0LlzZ8TExLizn0RERBWeySrjcp4FH684jKU705Bnlu3n6kUFYmjbWPROqgat5JvBo1ShY+vWrUhMTET16tUxevRod/eJiIiIrmO2yjiWkYu+MzYhK99S5Pyhczn4b8purD54Hp/2b+aTwaNUPRo0aBCysrLc3Rci8kEmqwxFUWG2KkXPWQrOWYo5R0SuZbIqeHTW5mIDR2F/7D2Ht3/dj3yz1UM9K71ShQ5VVd3dDyLyQSarjNOX8tHpgzVIzcxzCB4mi4zD53NwzwdrcP6KicGDyI2MFhnzNp/CpVxzqdp/t+UUfPGtu9RjLyUtDEZE5ZMtcPSZvgHHL+Si9+cb7MHDFjj6ztiEYxdy0XPaegYPIjfSSiLmbjpZ6vZGi4IF/5wudoTSm0o9kbR3794QxZtnlJUrV95Wh4jINwgQ0H/mJlzOKxjKzcyzoPfnG7B4dDLyzDL6ztiEHFPB8O35KyY8OmsTVj7fwYs9Jiq/TFYZqZn5N23XpFoIWsaGIUivQUSgHrKiwJc2lC916HjssccQFBTkzr4QkQ9RVBUfPZKAx77eCtPVT0uZeRZ0/mgtZFWFrFwbu/XXSfi4byIssgJJlLzVZaJy62a3Sro1jcHj7WJRp3Ig1h7OQHa+FXqNCEEQkG+W4afzjd/LUoUOQRDwwAMPIDw83N39ISIfYdBKaFazEr4a0sIheJhlx+Faf52E74e3Rv0qQTBofeMPG1F546eTEBagK3ZOx/+6xaFLfBV8vOIwluxIQ26hMlp/nYQeCVXxn871EaDXeH3MgxNJiahEtuDx5eDmxZ4XBTBwEHmAyaLgkRbVixx/9t566NSwMnpO24C5m085BA4AyDPL+G7LKXT5eC0u5ZqhePntvFSho2fPntDr9e7uCxH5IAFAiJ8Wxc0ll0QBQQYNRE40J3IrP52Ex9vFwqC99rYdGaTHqLtqY9g3/9x0vkd6lhGPztoMURSg1Wrd3d0SlSp0vP322wgMDHR3X4jIx9iqVPrN3FzsPWWLrNqrWkxWuWgDInKZQL0G0wckQXd10a++Lapj49GLOHD2Sqkef+R8DjYdu4TwiAh3dvOGSjWno2PHjqUqmRUEAStWrLjtThGR9xUui7VVqRSncFVL1Up+0Gt4m6WsscgKFEWFRhIhiRy18lUGrYTWtcPxw+g2eOe3A+jVrBre+W1/kXaSKEBR1WI/KMzbfBLv9ozzQG+LV6rQ8dRTT5V4Li8vD7Nnz0ZaWhoSExNd1jEi8i5BEPDY11sdAoe/TsLcYa2Qa7Ji2Df/OFS1PPb1VqxiyWyZYZEVCAAOnbuCFfvPw2iRERVsQI/EqtBJos9UO5Ajg1ZCXEwIvnqsBSRBwOFzOQ7ng/00+HZoK+SarXj863+Qb5ERE2JA/1Y10bdlNQTqtRAAqBBgtioe3xyuVKGjZ8+exR5fuXIlpk6diry8PLzxxhvo06ePSztHRN6jqCpmDkpCvxmbkW+RHapUAGD2kBYYerWqJdhPgxkDk2BVWDJbFhgtMnacysQbv+zH3vRsh3Nv/LIP9zeOxhs9GsNPJ/nk/h0VnSQKkEQJVllxmGsV7KfB3Mdb4Vy2CYF6DWYPaYEtJy5i9F11seHIBeSZFWw8eg7Vw/xgtio4eTEX3RKqAiqg99BE8Fv6aUpLS8Po0aPx1FNPITk5Gb///jsDB1E5Y9BKaFAlGN+PaIWIQJ1DlYpBKyGpZiXMHtICkYF6LBrZBrUiAnhrpQwwWmSsPnAeA77cUiRwAAXzdH7alY4Hpq5FrskKxdvlDlQii6ygXlTBh4BrgcOIMfO2YejXWyGJAoa2jcWIb/9BTCU/bD+ZiWcW7MSgL7dAJ4kIDzTgzsmrceh8DowWz8zJcip0WK1WfPHFF3jggQeQnp6OefPm4Y033kBoaKibule2GC0yLHLxS84aLTKsim8tR0t0M7bgsf6/HYuUxdqCx7r/3s3AUYZcMVrx9PydDou7Fef0pXw8+d0OWPh3y2cZtBKGtouFKABzhhaMcIyZtx0WWUW+Rcbg2QXBcuag5tiXno3nF+2CrKjINlox8MstCAvQ4bWucej7xUakXc6/unqpe5U6dGzevBndu3fHzJkz8cwzz2DJkiWcw1GIyVKw5fDlPDOs1wUPo0XG/jPZyDFaGTyozDFoJeg1UrHrcNjOMXCUDflmGbPXHy+ywFtJ1h25gIxsk5t7RbdKEAQ0q1EJDaODcSHHhMhAHQyFfhfzLTIe+2orxqfstgcOm0CDBpX8tTh/xYhcs4zXf94Hi+z+Ua1ShY4XXngBQ4YMgclkwsSJExEXF4dt27Zh69atRf6riGyz/B/+YiN6TtuAzDwzZBUQRREWWcXutCz0m7kJvaZtYPAgIq/x00lYuPW0U4/5ZuNJ5JtZDu27VMwZ2hLv/LYfl/Is+PbxlgjSX5uumW+RsWhbqkPgiA4xYP6I1lh3+AJeX7YPAPD34Qxk5Vvc3ttSTSRdtmwZACA1NRUvvPBCie0EQcD+/UXLd8qz68sKc0xW9Jy2ASljktGwURx2p2dj4JebYbQoOHYhF72ungvUa6DhBC0i8iCzVcHFUm6NbnM6Mw8KV6X2WZIoIsRPiyVj2mLqqiNoVzcC84a3wqMzN+NKMaXuhQPHKz/usZfVqirw+56zGNSmplt3lS9V6Dhw4IDbOlDWqQCOXchBnvnaNzc1Mx+9pm3AgFY18NHKwzBaro1sXMg1IeOKCX5aCRyRJiJPupUlOLSiAEYO36aRRARJIp695w5oRBGiKODBpjH4bsupIm0HtakJf52EN3/dX2QdjytGK2RFhUZyX+jgR+3bZNBKuK9RFXzwcILDL3RqZj7e+f2gQ+AI9tNg0chk1Aj391h5EhFRYQ2jndstvFnNStC58U2IXMdPp4Gsqvh9z1ks+Kf422ifrDyCI+dz8eXgFvC77n0oPFDn9hF4hg4XMGgldG5cNHgUZgsctSL8OemOiLxCBfBYcmyp2xu0Ih5pUR06/s0qE4wWGSv3n8fY+TtKrE7Kt8gY+nXB/MvZQ64FD60koEt8tNv7yNDhIgathG4JMXiwaUyx51/q3AB1IllWSETeo5VE9Eisihph/qVqPyS5FgRwlKMsMFpkrDmYUSRwRIcY8FrXRkUml9rW8fi0f0EVaue4KvY9XdyJocNFjBYZ205m4o+9Z4s9//lfR5FZTDktEZEniQKwYERrVKvkd8N2PRKq4vn76nM59DJCFIB6VYIQ4ndtB9noEAMWjGiD++OrFKlqqRysR/UwPxw8ewVRwXpM7Bbnke/1LYUOo9GIhQsX4u2338Ybb7yBefPmITMz09V9KzOMFhm707LsVSrFSc3Mt5fTMngQkbdoJBERQXr8/sydeO7eeqgSbHA43zI2DDMGJmFynyZcAr0M0WkkVA01YPHoZIQF6BAdYkDKmGRUDtbjzV/2OZTT1gz3x/wRrfHzrjP4+d90/PhEOwQZPLPdvaCqztVCHTp0CMOGDYMkSWjcuDFkWcbevXthNpvx7bffom7duu7qq9vIsoydO3ciISEBkuRc0ispcAT7aXB/42gs+uc0Ct9aq1bJD0vGJCPUX8dfaCfdzveJiuL1dL2ydk2NFhlaSUT65XyYrAoq+WsRZNBCFAGN6Bt/n8raNfU2s1VG2mUj/LQiwgP10EoizFYZ57JNyDFZYZUVVA42YE9aFsICdIivFgLg9r7fznyPSlUyW9ibb76Jtm3bYtKkSdBoCh5utVrxyiuv4K233sLs2bNvrddlWFa+BdZCK7nZJo3WjQxAm9rheG7hTnvwyDfLyDXLCLnxyCYRkdvZVpmtXso5HuT7dBoJMaEGiBDsH2x1GgnVw/yRY7JCACAJQKva4QjQSW5dk6M4TkebnTt3Yvjw4fbAAQAajQbDhw/Hjh07XNq5ssCgldCubgQ+H5AEjShcq1IJ98O+fXsdqlrCA3RYPCYZMSEGj28nTEREFYNeI0F79T1GUVSYLDLOZOXj87+OYvyS3Xjlx7345d90mGXF46vNOj3SERkZiVOnTqF27doOx0+dOoWAgACXdawsMWgltL8jAl8MTEK1Sv6oFeEPjQCYzWZoRaBz4yrQSIloXDXkauDgECEREbmXVVaQZ5Yxdv4OrDmU4bAY2A/bUjFp2X4Mv7M2xnSo47Hb/U6Hjr59++KVV17B008/jSZNmgAAdu3ahU8++QQPPfSQyztYVhi0EtrWjYCAgpQpy7LDuXsaRkEUwMBBREQekWeR8eCn63DyYl6x53NMVnz45yGcyzZi4oNxHhmBdzp0PP7448jPz8eUKVOQlZUFAIiIiMCQIUMwdOhQl3ewLCluF87SnCMiInKlfLOMV5bsKTFwFPbd5lPoHFcF7epGQLyVtfKd4HToOHPmDJ544gk89dRTuHjxIvR6PQIDAyHLMvbv34+4uDh39JOIiIhKySwr+G3PmVK3n7n2GFrFhkEvuvcDstNjKZ06dcLly5cBAOHh4QgMDARQsANt//79Xdo5IiIico5VVpCyPRUWufQrYqw7cgFGq/vXkCrVSMeiRYswffp0AICqqujduzfE62p6s7OzUadOHdf3kIiIiErNqqg4m2V06jGqClzKNTusaOoOpQodPXr0gFarhaIoGD9+PB577DEEBV3bqVAQBPj5+aF169Zu6ygRERHdnCgI0GudnxSq95WJpFqtFj169AAAVKtWDc2aNXNYp4OIiIh8g04j4u76lfHJyiOlfkyVYAOirlsS3x2cjjUtW7Zk4KhAVFVFrsmKfLOMPLPV4wvJEBGR8+KrhqBu5cBSt3+0dQ1YPLAvGNMDFcsqK4AA/JuahTkbTiLtch40ooiEGqEY2rYWggxalgETEfkoRQXGd2mAx7/5BzfbYa1qqB8eaxvrkb/p5SZ0KIqCl19+GcePH0dAQAAmT56M8PBwb3erTDJbFWRcMWHo11tx8NwVh3Mbj13EF2uOolezani7Z7x9qV0iIvIdOo2I5DoRmNKnKf6z+F/ISvHJo1olPywY0cYj8zmAW9za3hf9+eefMBgMmD9/Pnr37o0vvvjC210qkxRFRWaeGd0/W1ckcNjbqAVL6I6at80jw3FEROQ8g1bCA02i8feLd2NIci0EG66NM9SJDMSk7nFY8dxdiArW++4y6ADw008/4euvv8apU6ewZMkSzJkzB5GRkRgxYoSr+1dq27dvR9u2bQEA7du3x4wZM7zWl7LMLCsYv2Q3LuSYb9p25f7z+H3PGdzfOBoaD/3AEhFR6Rm0EqpW8sNLnRvgta6NkGeRIQLQaUUoCjy++ajTr/bdd99h8uTJ6NWrFywWCwCgcePG+PLLL/Hpp5+6vIOllZOTY1+oLCAgALm5uV7rS1l2xWjF6gPnS93+y3UnUPrlZ4iIqDRKuh1ys3Ml8dNJEEUBfhoBx48chKCqXtnt3OlX/Pbbb/HGG29gwIAB9gXCunfvjsmTJ2PRokUu72BpBQYG2oNGbm6uwzoiVDpWWcGSHalw5ud55+nLyMq3uK9TREQVjNEi42yWESZr0WpB+zmLc5WEeWYrjBYZVgWIrl7LRT11ntOhIz09vdiVR6tXr25fHt0bEhISsH79egDA33//jcTERK/1payyKioyc50PEFl5DB1ERK5gtMjYefoyOr7/F2b+fcwheBgtMjYcvYAOU1Zj/tbTNw0eqqrCIis4cv4KXv95Hx7+YiN6T9+Aib8cwq60bFgVpaBS0YOcDh1NmzbF0qVLHY6pqorZs2fbt7p3BbPZjK5du2Lz5s32YyaTCePHj0fz5s3Rrl07zJ49237uvvvuQ35+Pvr27Yv58+dj1KhRLutLRSGJAvz1zpdM+elYOktEdLtsgWPw7C0wWRVMWX7IHjxMVwPHiDnbYJFVTPhp7w2Dh6KoyDPLeOyrrbjng78xf+tp/JuahT1p2fhpVzp6TduA7p+uR2aexaMFAU5PJH3llVcwYsQI/PXXXzCbzfjf//6H48ePw2g0YtasWS7plMlkwvPPP4/Dhw87HJ88eTL27NmDb775Bunp6XjppZcQExODzp07Q5IkvP322y55/YpKK4l4ID4a7y8/VOrH1Ar398gqdkRE5Z1BK2Hy7wdhKrTx2pTlh2CWVdSNDMBzC3fBWuj+96erj6BPUjXoi3kui6LgkRkbsSctu8TX25ueje6frsOvT7dHqL/OlV9KiZwOHfXq1cMff/yBn3/+GUePHoUsy+jUqRO6deuGgICA2+7QkSNH8Pzzz0O9bjWTvLw8LFq0CDNnzkRcXBzi4uJw+PBhzJs3D507d77t1wUAWXbdapu253Llc3pCtUr+SKweih2nL5eq/aA2tWCRZUAV3NsxlN1r6qt4PV2P19T1PHFNLYoKQEBx25XYdmrVSu7/G6cC+Pbxlnj4i43Ym34tLHyy8nCRtpGBeqSMToZGFIpcG7Os4st1x28YOGzSs4x485f9+F/3OOhv8Wt05nsjqNe/u5fCmjVrIIoi2rdvDwB488030b59e9x5553OPlUR3333HU6cOIFnn30WCQkJmDNnDlq1aoXt27djwIAB2LlzJ3S6gkS2efNmDB8+HDt37iyy660zZFnGzp07b7vv5UF01Wo4b9bhkRmbHNJ2cepHBWHpE8k4eewIq4WIqMwRBAE1atXG2Tzg1KU8tK0dihNHD8NqtUIURdSIrYOjmWbkmmQkVg3EiaOH3R4oIytXRlhkFTwyY5ND8HBoE6jHD6Nbw6AYkXrqpMM5nU6Hho3i0H7yapwp5U6zBq2IbS/fg9STx5CTk3PLfU9ISIAk3fh2u9MjHd9++y0+/PBDvPrqq9eeRKPBM888g//+9794+OGHne9pIf379y/2eEZGBipVqmQPHAAQEREBk8mEy5cvIyws7LZeFwDi4+NvesFKS5Zl7N6926XP6SlhsoqvH2uB4XO2IcdkLbZNXEww5g1rBY0o4I477vBIv8ryNfVFvJ6ux2vqeu68phZFxdGMXPSbuQm5Zium9muGjg3joJMEWGQVe9KzMWj2VsiKilmDmqNVXHyxoyGupgJYOLINkt9ZVWx14HfDWyE6xA+S4IeIsEoO5wRBwIGzV0odOADAaFGw6mAGHoi/o8hdhtKwfY9Kw+nQ8dVXX+H999/H3XffbT/20ksvoXnz5nj77bdvO3SUJD8/3yFwALD/22y++UJWpSFJkst/qN3xnO4mSUBijUrYPL4TFmw9je+3nEJqZj60koCE6qEY1r422taNgABAFN0/5Fi0f2XvmvoyXk/Xc+c1NVlliIJQ7AqSZqsCUUC5XKzP1dfUaJFx/EIe+n6xCVeufrh66vvtmNqvGe6Pr4I9pzMx4MvNMFoKRnyHzfkHXw5ugZaxYW7fo8RokbH5+EVcMRZfGfjrnjMYeWcdyIoKP13Rt/HLt1BReCHHdFt3DErL6dCRmZmJGjVqFDkeGxuLCxcuuKRTxdHr9UXChe3fBgMnMrqa7Zfq0dY1MDi5FqSr4cJklaEVRa+EDaKKzmiR8dPONNxZrzLCA3UOwcNklbFg62l0bRKDYIOmXAYPV5IEAZX8dQg0aOyhQ1ELgkfPA1Xxy+4z9sABAH5aCVHBerj7L5+xUJVKSWsmffjnYUAFBifXQtrlHNQK94cgANLV0BBocH6x8VA/7e10u9Sc/qlMSkrC1KlTkZ+fbz9mMpkwffp0t66NERUVhczMTFit14b7MzIyYDAYEBwc7LbXrej0GskeOGz/ZuAg8jyjRcb8Lafwn8W70WvaelzMMdtLHU1WGV+sOYbXftyLXtPWI9to9fj6C2WNViMiPFCHJWPaIjrk2gdXRQUWb09zCBzBBg0WjWqDWhEB0LtxlKNw4ChcpRLip0XVUD+Hth+uOIxvNpxAiJ8Gz8zf6VD62ig6GGEBpa9G0YgCOjao7Jov4iacDh2vvfYa9uzZg3bt2qF3797o3bs32rVrh927d+O1115zRx8BAA0bNoRGo3GY8Llt2zbEx8d7ZEiIiMhbTBYZ87eewsSf9wEoqDiwBQ9ZUfHFmmP44M+CUvcTF/MYPEpJKxUfPApzCBwa995W0WtEzPz7uEPgiAzUY8mYZPwyth3iYhw/YC/8JxV6jYTKwXp0/3Q9cq+O2FhkFQ83r1bq170vLgo6N39tNk6PwdSoUQO//vor1q5dixMnTkCj0aBWrVpo166dW+8L+/n5oUePHpg4cSLeeustnD9/HrNnz+baHERU7qkoePMRBdiH3NOzjOjx2Xq0jA3DT7vSHdoH6DXQa0SIAkclb0YriYgI1GFg65qY/MfBIucfbBqDupWDHEZ83emrx1pgwKzN+OdkJiID9Vg0qg22ncrEobNXMG9YKzw6azP2pmejaqgf5o9ojR93pmP2+hMAgIk/7cPbveLhp5Pw5N118evuszh1Ke+Grxfqr8UrDzSCwRMzZHGLu8zqdDp06tTJ1X25qXHjxmHixIkYPHgwAgMD8dRTT+G+++7zeD+IiDzJoJXQqWEUpvZLxFPf77AHj7PZxiKBIy4mGAtHtoGflrdCS8NokbEnLQufrCq6FgYAzN96Gsl1ItCpYWW3TyAVBAF6jYi5w1rh6fk78coDDbH/TDZeXLQLiloQOOcNa4X//PAvXu3aCH8dzMCrP+6xP/63PWcwqUccAAkGrYTFo5Px6KxNOHSu+DLYKsEGzB3WCuGBOggeCqhOh459+/bhjTfewO7dux3mV9js37/fJR0DgIMHHVOnn58f3n33Xbz77rsuew0iorKgpOBRGAOHc2yBo3CVyvVkRcXY+TvwSd9EjwaPLwYmITPPjFFzr00onbn2GABgxqDm+HbjSYfAAQAmq4Jfd5/BIy1qQCOJCAvQ4ben78S6wxmYvf4E9p3JhqKoiI0IwODkWri/cRUoqme3t3c6dIwfPx5BQUH4+OOP7VvJExGR+xm0Eh5oEoOv1p/APyczi5z/7/0NoNeyuqw0jBYZ+89kFwkcwQYNnr+vPqavOWpf68IWPKb1b4a76kd6JHgAwMmLeUXC5cy1x/D3oQwcPHel2MdeyDHDKivQSKL9llD7OyLRqna4vd9GswWSKHqlwsnp0HHs2DH8/PPPqFmzpjv6Q0REJbBVqRQXOADgpR/+RcqYtkXKaakojSigZngAooINOHmxYN6DbdJonchA/F9cFfSctt4ePEL9tKgfHQRP5jn/EjbTLClwAECAXrLvLgsAFlmBv04Dg1jwXLIsY+/uf5GQkODy/paG0z+VDRs2xNGjR93RFyLycRZZgbGEXS3NVrnEcxVV4W3Jr2e+wbmSnqtwlUpxCle1eHLn0LJII4kINmiwZExb1Az3d6hS0VxX1RIeoMPiMcmICTF4rMoDAGpHBiAyqLjt3IonCMA9DaPw1YYT6PzRWjzwyVq8snQP9qVnwSort7TaqKs5PdLRvXt3vPLKK+jVqxdq1qwJrdZxQZEePXq4qm9E5EOssoLLeRakZuahYXSwwxCzxaog44oZ2UYLart5LYOywmSRsergeXRsULlIqaXJKmP53nP4v7gqpbqfbrbK+HLt8SKBIy4mGPc1isLHKw87VLX0mrYeS59sizB/HRcJu4HCweNCjgk1w/3t36vC5bRGq+zxwAEAVllFv5bV8cnKI6Vq37ZOBPQaCVP+OATz1dB56FwOUranoU3tcMwa3Bx6jXdvvTkdOmbNmgWDwYBff/21yDlBEBg6ACglLSN39Rzvt1JZY5UVZOZZ0PPqp+i5w1ohLqYgeFisCs5fMaHHtPUwmmUsHNWmQgcPnU4Hi4KCdTV+2ofWtcPwzdCW9jczk1XGzL+PYcryQ7i7fmV8MTDppsFDUYFGMcHQXt0TBAAaVw3GghFtoNOIqFs50GFyaUyoH4INWo+VeZZltuARoJOKhEOtJCI8QAcVnp1saWPQShh5Zx0s3ZF+09JXP62E/3Suj++2nLIHjsI2HruIh7/YiJTRyV6dj+n0VVy1alWJ/61cudIdfSxTTFYZF3JNsMhqkRIks1XBxVzzDYdciXyNpVDgSM3MR75FxoCrawVY5WuBI+OKCVdMVjw8fSOOXciFqYLeaomtW88eOABg07FLGDx7C0xWGRZZsQcOAFh98DxGfrsN5pvs6GzQSmhdOxwzBzWHVhLsgcNPK0ErifaqFlEAmteshLnDWkGvET1WBlnWaSSxxJCs1YheCRw2eo2IxaML5pmUJNhPg68ea4Fck4zPVpU8KrI3PRtfbziBSuGR7uhqqdzSOh2XLl3C8ePHoSgFvyiqqsJsNmPfvn0YMWKESztYlpisMmatPY5pq4/gu+GtUSO2jv2c2argwz8PYd6Wk/hhVLLDMB6RL5MVFRdzTcgutNulLXg8cXcdfLPxJDKumBzOpV/OR2xEgDe663VajWSfmGiz6dglPDpzMxpEB2HuplMO585fMcKqKNAowg1HQW3BY+7jrdC4aohDWaytnHbO0JZoXiuMgaMcKSh91eOPZ9tj5f7zmL3uOPakZUFWVdQMC8CjrWqgR2JVbD5+EWO/31nsKEdh3246icfbxaJgyTnPczp0LFy4EK+//jqsVisEQbBPTBEEAU2aNKmwocMWON67uqJd/5mbMG9YSwQFArJaEDg+X1MwAbfP9A0MHlRmGLQSYiMCsGBkGzzyxUZkGwvW58m3yPZP7DYaUcDnA5qhbd0It5cV+qpjRw5j3P0NoarA1xtO2I//czKzSNWJbV0NQyn3NDJoJTStHgqdVLQs1qCV0KJWGHQMHOVOwW0yAZ0aVsbd9SvbR15kRcXxCzkY8tUWbD91uVTPlZqZj6Pnr+COqCD3dfgGnB4zmj59OkaNGoV///0X4eHhWL16NZYtW4aGDRvi3nvvdUcffZ6iqsjOt2La6mvDWrlmGY/O2oKtJy7hvT8O2gMHAGTnW/H2rwcYOKjM0Gsk1I4sCB7BJexgaQsc7e9w/zoGviwvLw+SoGJ8l4YYklyrxHa3upCX4Qbt9VqJgaMc04hFb/X8ue9cqQOHTVahUUtPczp0nD9/Hj169IBOp0NcXBx27tyJunXrYvz48Vi0aJE7+ujzREFAkEGD+SPbIKBQXXWuWcaAL7fYV5GzaVajEj4f0MwnypeISkuvkXBH5UCM7XRHsed7J1VDp4ZRFTpwFKbTiJjYLQ7VKvkVe35qv0SuHEq3RRIFhPiVfjdZm2CDZ7axL47ToSMsLAyXLl0CANSuXdu+7HlUVBTOnTvn2t6VIQZtwR/k64PH9ZrVqITvhnOSF5U9ZquCc9kmfPH3sWLP/7QzHTtOXeZaHVeZrDI+XXUYqZn5xZ4fv2Q3LArX0vA2VVXL9G68nRtXcapKKTrEgLpRQV770Ot06Lj//vvx0ksvYfv27Wjfvj1SUlLwxx9/4LPPPkONGjXc0ccyw6CVUD8qCDMHNy/2fEyIgYGDyiSzVUFGoSqV4hSuaqnIwcNgMMCqwKFKpTiFq1rIs2RFhckqIzUzD19vOIEv/j6Ghf+cRq7Jinxz0T3FfJm/TsI9DSuXuv2jrWrg0uUsN/boxpyeSPrCCy8gKCgImZmZ6NSpE3r37o0JEyYgNDSU28xftfpARrHHL+aacfDsFTSoElRh1zCgssdslZFxxVwkcGhEAf1a1sCPO9McJpcOmLXZYR2Piia2zh2YubZo4GhQJQi1IwPw6+6z9mO24FF4HQ9yL6NFxtGMHExatg+bjl1yOPfq0j3o2iQaE7rFwV8rlYmF1fQaEa91jcPm45dwOe/GczXqRQXi8Xa1cfrEUYSHBnuoh46cvqI7d+7EyJEj7VvbP/vss9i0aRN++uknXLx40eUdLEvMVgUf/HmwyBwOG5NVQf+Zm3Dg7JUKu4YBlT0qCtbqkAstelcwaTQJE7vFFZlcqqhqhf70LggCTNetuxEXE4zFo5PxSd/EIpNLrbIKVQXneHmAySJj5+nL6DVtQ5HAART8jV68PQ1dP1mHKybrDRd69BWCICAiSIfFowuWaS9JQvVQLBqVDI0IXLlS8t4t7uZ06Bg0aFCxHT5y5Aiee+45l3SqLLIFjulrHANH1VA/GLTXLnOuWWbwoDJFr5EQE2pAyuhkhAXo7IGj/R0RkETBoapFrxHx1WMt0KxGpQo5ygEAx48expMd6+KpjnUBOFapaCTRoaqFC3l5lllW8PjXW4uEwuudupSH0XO3OQRtX6bXSKheyQ9/v3Q3vhiYhLZ1w1E11A/Vw/xwf+MqWDw6GT+MboMgvcajG9YVp1S3V7777ju8/vrr9nU52rZtW2y75ORkl3aurCgombXg+y2nHY7bJo0ePp+DfjM2IcdUMASda5bx2eojmD4wyRvdJXKarlDwOHYhB8l1rq3DYSunXTiyDS7lmSt04ACA/Px8aATgyY51ERVsQM/Eqg5VKjpNQfCoGe6Pfi1rMHB4iMki47vNp5BrLt2HvU3HLuF0Zh5q32AlUF9i2xemU8PKuKteJPQaESoAk0WBQXvtZ0z28mfdUoWO/v3744477oCiKBg8eDA++eQThISE2M8LggA/Pz/Uq1fPbR31ZaIgIMhPgx9GtUGf6RuRlW9BsxqVMPfxltCKQN3IAHw/orU9eLStG45P+zeDKAgwWWWIgsBtqMnn2YJHlRBDkVCh10iIjQxALTWgQgeOwvQaCQ83rw6NWHSlUZ1GxIDWNaERBQYOD9FqRMzbfOrmDQv5esMJ/Pf+BvDX3dLi3V6hEUXYlvIQAPjdoJrSG0p9JVu0aAEAWLlyJWJiYhx+US5duoRKlSpV6F8evUZCjXB//DCqDd7+7QA+e7QZLp47g4ioaCzenoaE6qH4fkRrfLrqMKb2awadRrRv/HTyUh7e6hnP4EE+70a7bHIiZFE32rODv++eJQA4nXnjTdOud/JiHjjVxrWc/qnXaDR47rnnsH//fphMJgwYMABt27ZFx44dceDAAXf0scywBY/ZQ1pAJwKh4ZFYsPU0Xlm6B70/3wABwOcDkhwCx5Tlh7Don9SCmv0yXCtOROTLBEGA6OQHY2fb0805HTomTpyIS5cuITQ0FCkpKTh06BDmz5+Pjh07YtKkSe7oY5li+7RnVYCtJy9jwk97ARTMiu79+Qa88+sByIpapIZ/0T+p+Pyvo7BysSAiIpezyAoaxzhXJtqkWrBTC2/RzTl9o2rTpk1ISUlBdHQ0VqxYgU6dOqFp06YICwtD165d3dHHMkkjAm3rRqBLfBV7Xb7JqmDG2mP4YXsqLuWaHdp3jovCsHaxEOHbP+C20Rjb0LDJKkMjivzFJCKfJgB4rG0snlmws1TtJVHA4ORYzlFyMadDh16vh8lkQlZWFjZv3oz3338fAJCamuowuZSAk8eP4eO+iQB2OCwIdH3g6JNUDW/3ioesqMXuw2CVFVgV1as//GarAgHAst3p+HbjSRy7kAsBQMPoYAxtG4sODSIBFExiIiLyNRpJxANNovHBn4dw6tLN53b0alYV/j42CbM8cDp03HPPPXjmmWdgMBgQEhKCDh064Ndff8Vbb72Fnj17uqOPZVZ2djZEqPi4byLM1m1Ysf98kTY9EmLwVs94TPxpL+pFBaFvi+oOq5VaZAX/+eFf3HlHBO6Pj/ZK8DBZZZy8mIcBszbj/HVLYG84ehEbjl5EncgAfDe8NcIDdGViFT8iqngEAAtGtEaf6RuRdrn4PXEAoEO9SLzZI/6GE4Hp1jgdOiZOnIi5c+ciLS0NjzzyCPR6PcxmM0aNGoVHH33UHX0s81QVqBkeUOR4Us1KeLNnPP73816HUi5b8LDICl5YtAs/7kzH0p1pAODx4KGqKi5cMeOhq6XAJTmakYven2/Ar2PbI9iPv6hE5Hs0koiIID1+f6Y9vlhzFPO3nsaFnGsjzw2qBOGxtrXQq1k1Vhe5idOhQ6PRYMiQIQ7HevTo4aLulC/2jZ/WHsWX6447nNNrRHz9WAt8ue64Q+CwTTwd2KamPXAABcHluUW7EBVsQFKtSh4rTzRaFbz5674bBg6b1Mx8fLb6CJ655w74laG6diKqOLSSCK0k4om778Az99TDsQu5yDPLCA/QITrEAEVlObM7leqdYdCgQfj0008RHByMgQMH3nA9jjlz5risc2VdcRs/+eskxEYEYG96NmavP4H+Lavjx53pOJqRY28z4ae9mL7mKM5kGR2e756GUWgRG+bRXwiTRcbyvedK3X7hP6fxwv/Vd2OPiIhun23RrHpRQV7uiftZFQVmqwJJEKCoKqrXqu21vpQqdLRs2RJarRYA0KpVK7d2qLywqsCGY5ccAkeATsKCkW3QKDoYX204jknL9gMA5o9ohb4zNjsEj+sDx72NojDt0WYeT+B/HcyA1Yn9BzLzLNiXno2m1UPd1ykiIropk0WGJAr4c/85LNyaigs5Jhi0ItrfEYFBbQJg0MLj8wRLFTqefPLJYv8/lUwjAO3viMBDSdWwaFuqPXDkma0YPW8bpvZrBlUF3vhlP/QaEYtHt0H3z9bj5MWis6rvrl/ZK4EDQKluq1zvitH5xxARkesYLTJ2p2VhzNztyMhxLADYeiITU1cdwbD2tfHcvfU8+t5SqtAxbty4Uj/h22+/fcudKW9OHDuKt3rFQ68R0bdlDeSZrRj45RaYrAqGz/kHMwc1h59WQof6kQjUa1Ctkl+xoaNxTLDXtr2OCNQ5/ZiwAOcfQ0RErmG2ytiXno1HZ26GuYSVri2yis//Ooo8sxUvd2nksUodp18lPz8fS5YswZEjR+Dn54fg4GCkpqbip59+gsg1Ghzk5ORAhIrXHmwEP61kDxwAsOZQBobP+QePtKiOiCA9nl+0C+uPXCz2eaauPoL5W0/DZPH89oAdG0TBz4nht5gQA+pXcW7VPyIich1JFPHMgp0lBo7Cvtlw0uHWvruVaqSj8OjFM888gyeffLLIbZZZs2Zh48aNru1dOaG7uidLj8SqWLD1tP24rKgwywrGpey2V6mU5LUfC6paHmnuuI6HJ3RLiHHo94082romLLICSeSiOkREnqYoKrYcv1SqBdBsZq49hjd7xHtkR1qnhyb++uuvYpc779SpE/755x+XdKo80koi3ujRGI+0qA6goGR25qDmmL7maJHAcW+jKKx6/i7UiQx0OP7aj3ux+fglmK2eG/Hw00l4uUtDVKvkd9O28VVDMKw9lw0mIvKWfIuMlO2pTj3ml3/PeCRwALcQOmJjY7F48WKHY6qqYt68eahfn6WSN2ILHr2TqsJkVfDhikN4LDkWcYU2Ibq3URSm9W+GmuEBSBmT7BA8uifEoE2d8BtuL+4O/joJPz7RFk2qlbzM/V31IrFgZGtoeYuNiMirLjtZAGCyKjB56MOs0ys4vfzyyxg1ahSWL19uDxl79+6F0WjErFmzXN7B8kZRVbSpHYHF29Iw4+9jAIC5j7fCgC83IybUz6FKJVCvQcqYZPSatgGNqwZjykNNvVLBopFEhPprkTI6GfvPXMHs9cdx/EIuRKFg75XH28WiWiV/LhlMROQDApxcnFESBWglEUazFQY3L+zo9LM3b94cy5cvx2+//YajR48CAIYNG4YHHngAwcGcQHgjZquMDUcuYlzKv/ZjtuDx3fDW0EoCPlt9BGM61IVOU7Bza6Begx+faAu9VvTqKnnS1RGM+GoheLNnY4iCAFUFVKjw5+qjREQ+Qa8V0blxFfvWGaVxd/1InMsyItTf/ZWHt/RuERYWhkcffRQzZsxA3759GTauMllkSJJQ7Pb0JosMURTwx96zsMiO5a8z/j6Gy3kWnMs2Ys2hDOw4dRkzBzW3B48AvXTDVWA9jSGDiMg3aUQR9zSsjMhAfZH1OUoyqE0tzNtyCr0TqyL2urmErnZbH52nT5+OrKwsV/WlTDNZZMzddBJ9Pt9oL4u1n7PK+HzNUQyYtRmvdG2Eh5KqAShYA+OnJ9vi4ebVsPCf01hzKANAQTnty0t3Q7m6NocvBQ6i8irPZEW+WUa+WUae2ert7hDdMrOs4LUHG5Wq7b2NotC8ViUs2HIa8MB7zW19ZPXWglW+xhY4Jv1SsKx53xkbMX9Ea8TExMCqAtP/OoqPVhwGADz+9VZ8OaQFAg0aPNY2FtEhBrzZMx6CINjLUmNCDHjhvvqQFRWixMBB5C6yokBVgQNnr+DrDSdwLCMXkgg0ignBsHaxiArWe3ziNtHt8tNKuLNeJN7t3QSvLN1dZHTdpnPjKnj/oaZ4dsFOXDFZUCXE4Pa+cZz8NlmsCvamZ9sDBwDsSs1C3xmbMG9YK0z/6yg+vBo4AGDz8UuY/PsB/K9bHCyyap+n8UaPxgCAtYcysOSJtggL0HGnQyI3ssgKsvItePzrrdiV6jhiu/VEJr7ZcAL3NYrCJ/0SodeIHHGkMkMQBAToJLSKDcPWl+/B3E0nsWRHGjKumGDQSmh3RwSGt6+N2IgAPL9wF/7Ye65gBN4D4wi3FTpmzpyJqKgoV/WlTNJqRDSuGoyxnerik5VH7Md3pWYh4fU/i2yW1qRaCP7buQGssupQ7WErp801WRGg1zBwELlZrsmKHp+tR2pmfoltlu87h/4zN2P+iNbQaRg6qOyQFRVRwXos2ZmGuJgQjLqrDjRX31cOnbuCDUcuIN8sY8SdtbHl+EWM7lDHI2t1lCp0bN26FYmJidBoHJs3b97c/v/z8/PxzTffYNSoUa7tYRmg00h48u66AOAQPIoLHPNHtIZBIxa7ZLxWEhFs0EIU+ceNyJ3yzVa8+cv+GwYOm+2nMjFn4wkMbF3T46sBE90qFcAjMzbh36ujeIJQUEprssr22y06ScSn/ROxbGx7hPhpPdKvUn2cHjRoUJEJow8++CDOnDlj/3dubi4+/vhj1/auDLEFj+HtY4s9X7dy4NXAId1wjxoGDiL3U1Tgp1033nqgsDkbT9o/JRL5OqNFxn9++NceOABAVYEck9VhfodZVvDU9zsgCoLHVpIu1W9RcRNGU1NTYbVyhndhKm5caSIUU0pLRJ73575zRarMbuTUpTyPbopFdDvyLTJ+2X3m5g1RsBrp7PXHkW/2zIqkjO4uYrLKmP7XUftiX9c7cj4HfWcUlNMqCqt+iLxFVVWcv1K69QsKy8wzu6E3VBapqurwJq2oKoxe2AW8OLZqStmJ95kFW09D76EVpVm94gK2wFG4SgUoWFq28De+oKplI+aPaAO9RuStFCIvEAQBwX7O/+kL1PPPJQFWWcHutCzMXHsMm49dgtEio0qIAX2SqmFA65rQSqJXN720KiqOZeQ69ZhLuWbkWWSP/IxzpOM2WawK9qRlFwkcTaqFYOer92Jsp7oOx3elZuHt3/Z7Yg0WKkOMFhm5JivyzFbkmqxcA8fN7mkYBWcyf3iADvWjgtzXISoTjBYZj329FT2nbcCvu8/iYq4ZuWYZRzNy8e7vB9H8jRVYfeC810c9buXzrKc+A5c61vz2228IDLy2PKqiKPjzzz8RFhYGALhy5Yrre1cGaDUiGscEY3yXhnjr14K1OmxVKlmXLuCJ66paWsaGYXyXhl7rL/kWo0WGyapg7qaT2HTsIiyygirBfhjQugYSaoRCVQp+xsi1AvUadGxQGSv2ny9V+4dbVIdFVsF1wioui6zgsa+3YuPRiyW2MVkVPPHddswe0gJtaod7pdpJK4loXDUEi7eXfu+VqqF+0Hvoh7tUoSMmJgazZ892OBYeHo65c+c6HIuOjnZdz8oQvVbC4DY1AQDL/k3H/BGtoZcEpKeloXJkpL2cdtOxS5gztCUXGiIABX/E3vvjIOZsPFFkxcClO9NQJzIQswY3R0yIgaWaLqaTRLzStRE2H7uEK6YbT4ivHuaHMR5aw4B8k6yoWH3g/A0Dh42iAq/+uAd/vdDB/R0rhigAvZtVw7u/H4DRUrrJ0gNa14BFViCJPrJOx6pVq9zdjzLPFjyGtq11dQfWa99sWznt2I4CJFFg4CBYrAr+m/LvDT+NHM3IQffP1mHZk+0QU8kPmhuUWpNzRFFAdLAB80e2xqAvt+BibvGTROtEBuD74a3hx9BXocmKii/XHS91+9OX8rH52CW0rh3u0bl7JquMH/5JRfNaYejfsgZmrz9x08eEBegwsHVN3yqZpdLRayVopOIniOo0BecYOEhRVGw9calUw5/Z+VY8t3AXlNJXd1Ip6bUS7qgciA3jOmJy7yaIrxqCQL0GwX4atKkTjpmDkvDHs3ciLFDHNToqOFVVsfn4Jace8+vuMx6f26ERRXy57jgm/LQHL/xffdzX6MYrhof4aTFvWCuH1bHdjdOxiTzMLCuYubb0n5r+OZmJ9Mv5qBUR4MZeVUy2zdx6JFZFr2ZV7eHCbJUhiSIkVpgRAKMTa7rY5JhkT2xl4mBfejaOXcjFsQu5eGb+Tnz4SAKW7EjDnI0ncOjctXVm/HUSeiRUxci7aiPIoPXopoYMHR5gsSrQakSYrXKRb67tmEVWuN9KBaECWHOodBMYbRb+cxpjO93h1VK88uz6T3rcWZYK89NKRZZAuJmwAC1ED49sH79wrVR2+b5z6DltPYa1r42fnmyHoxk5OJdtgl4jokm1EJy4kIdPVx/BPQ2j8H9xVTzWR77LuZlVATJyTOjy8Vqcv2KC2XptuM1slZF22YgHPlmLCzkmWGSOoVcEuUYrnF0f7lKu2ak/eETkOoqqomODyk49pk9SNY9PPtZKjiHn0Lkc/OeHf9HqrZX4/K+jWHXgPJbuSMOjszbjwU/XYdE/qR7/sMuRDhczWmSIAiAJQNXqNXAx14wen61HgF4DnSQWbAJ3NXikXTai17T1yMyzoNe0DUgZk4yIQD1HPMo5vdb572+AXuOxOnoicqSTRAxvXxt/7jtXqvaNooNRzwvrujStHlrs8ax8C5b9W3RZdEEAGlcNdnOvHPHdzYWMFhkp21MxdeURWNWCsuKHv9iIAL0G80e0xg/bUvHNhhOwKirOZZvsgQMAzmQZ0XfGJo8Px5HnGbSS07/oneOqeKyOnogciaKAxBqh6JNU7aZt/bQSPnikKbyxvl94oA7JdcJL3f6uepEIMXhmd1kbjnS4iC1wjF+yp+CAADx5d118MSAJEUF6LN6Wisl/HLS379msGkL9dfbQodeIeLNnvMdqpcm7HkuOxfOLdpWqbWxEAJrVrMRl84m8SCuJeLtXPIIMGny78WTBqPV1qob6Yeag5qgVHuCVRf00oojn7q2HTcc23vQWrkYU8Mw99TzeT450uIDJImP1gfPXAgeAqauO4NNVRxBXNQRLdqQ5BI53fz+INQczMGdoSwAFgePLIS3QvGYlThSsALSSiG5NY9C0WshN24oC8L9ucbCyZpbI67SSiJc6N8DWV+7B053qolVsGBKqh+L/4qLwzWMt8Pd/7kadygFe+zsuiQIaVw3BlIea3rDySiMK+PCRBDSoEuTx0XWOdLiAVhLRoX5lJFQPxc7Tl+3Hp64+gt/2nsWR845bYjeMDsK9jaIwa+0xCALw5eDmDBwVjCQKmDe8YGGq7acyIQjA0LaxWHs4w17appNEfNQ3AS1jw3hrhchHGLQSDFoJozrUxai7VAiCAEVRYdBKEEXB6yPVBq2ELvHRaBgdjM//Oorf95yF+WqRgl4j4v7G0Rh1VyxqhQd65T2HocMFRFGAXiPi++Gt0W/mJofgUVzgmDesNWatPYZpfx2FRhRQrZI/JwlWMKIoIEAnYdGoNth07CLyLTKa16yEMR3q4PlFO5FUMwyDWteEXitBFATkGC3QSiKXQyfyEb68Sq1BK6FhdDDe7d0Eb/WKR/rlfAgouP0jCEDG2XRopcCbPo878PaKixQOHvFVix82rxcV6BA4gIJtiHt/vgFnsowO5bSukH9159J8s3d3PKTiCULBsvgtYyshvmoIHvhkHb7ecAJfDGyOEe1rI8RfB1EQcC7biLunrME3G0/A5OXdK4mo7PDTSQjUa1AvKgh3RAXBX6+BThKQkZHhtT5xpMOFRFGARhLQtHoodqdlFTnfuGoIDFoRqw44Lgx1MddsL5mNDjHc1sJEFlmBAODQuStYsiMd2UYLgg1adE+IQYMqQVABluT6EIus4FJuQcl02uV8TF1VsBvxUx3rwiIrOJdtRK9pG5CRY8Jbvx4AAAxuU4sjHkRUJjF0uJDJKuPr9Scwd9PJYs+nbE9DdIgfUsYkY3dqFgZ8udm+u+jFXDMenbUZa17scMuvb7TIOHI+By8t/hd707Mdzs1cewwNo4PwTq8mqF8lCAatBKuswKqoEAQUmTNgkRVY5YJznGviPlpJxISf9iLtcr792NRVR6AoKrolVMWAWZuRkWOyn3vvj4Po3DgaVUMNkLgBHBGVMfyr5SK2wPH2bwdu2O6z1Ufw+V9HkVAjFN8Pb21fQc5PK+GTfolFtjgv9etbZOxLz0bvzzcUCRw2+89cwcNfbMTu1CyYLDKyjVb830d/48u1x2EqdGvHIiu4mGNGp/f/wqJ/Uj2+aVFFoigqPnw4oUgly2d/HcX/ffS3Q+DQSgK+GJiEykF6Bg4iKpP4l8sFzFYZf+w9VyRwNIwOwi9j2yHhulXipq46gsXb0tCkWghmDWqBYD8N5g1vhUbRwbc8qiCKAobN+Qemm2xMZLIq2HsmC7lmGT2nrcfJi3mY/MdBe/CwXg0cPaetR3qWEa/+uIfBw41sc4Hmj2hzwxJaW+BIrhPBkSciKrMYOlxAp5Hwf3FRaF07zH6sYXQQFo5ojQZRQfh+eGuH4JFYPRQ9E6tCI4poVTsMG//b6bYCh1VW8OvuM7iUa75p2zqRgRiSHIvxS3bj5MU8+/HJfxzEzL+PIz3LiJ7T1uNMltF+buLPe3H+igky14pwi8LBo3qYX7FtpjzUlIGDiMo8hg4X0WskfDO0JVrXDkPD6CAsGtkGly+eB6Daq1oSqocisXoovhveGnqNCFEUYNBKCNBrbuvNxKqomL/ldKnaHs3IwTu/7cc7veLRKNpxKe4pyw/izsmrHQKHJAr4pG8ih/TdzKqouJBjQna+tdjz+89ks6yaiMo8TiR1IVvwsMgqDJKA8+fOISY62qGctqCd6NIlrbWSiDNZ+TdveNX0NccQbNBi0ag2eGj6Ruw7U/wcEFvg6NSwMj9hu5HZeq1KJSvfUmyb6WuOQSuJeKpjXW67TkRlFj+6upheI8FfK+H6lWVtwcPVgQMo2HbZ2TLYxdtTodeIWDiqDapVKn5I/+2ejRk43Kxw4Cg8aVQUgLAAnUPbqauOYOqqIy5fz4WIyFMYOtygpFAhioJbNu2yyApaxYbdvGEhLWuFwSIryDFakVfC4mHpWcYi4YlcSysJeOe3A0WqVGYNbo71L3UsMrl0xt/HcC6b82uIqGxi6CgH/HUaDLuzdqnbCwLwYuf6yMq3oue09SVOQP1oxeEi5bTkWoIg4INHmtonIReuUrm+qkWvEfHN0JaI5PwaIiqj+JernIgJ8UPXJtE3bScIwFdDWsBsVYtUqQgCEKh3nOZTuJyW3MM2F6hd3QiHstjCVS2tYsPwzdCWSKgeyttdRFRmMXSUEzqNiA8eTkDHBpVv2O6R5tXRoX5lvL5sb5EqlU/7NcOmcZ0QF+NY1fLhikMc0nczvUbCt4+3LFIWawseC0a2YeAgojKPoaMc0WlEfDEwCbMGNUeb2uEO51rFhmHGwCRM6tEYqqrig4cT0KxGJQCOVSr+egkLR7axBw+tJGDWoBYsmfUAQRCKDRW2eUAMHERU1rFktpzRSiLublAZ7etFQJZV5Jll+OskaCQRkliwqylQMD/gu+GtMPDLzRiSHOtQpeKnLQge/WduwnP31ker2mF8wyMiotvG0OElsqJCVVXIilpkx1CrrEC92uZW3uwLwoUEaAB/ffHfYkG4NmxvtipFhvT9tBKWPNG2yDkiIqJbxfFyL5AVFTkmKzp/vBY/bEuFqdC+JlZZweV8C+75YA3+2HvWrXueCIIA8QZD+iWdIyIiuhUMHR5mCxy9P9+AI+dz8PLSPfbgYVUKAodtI7ZnF+x0e/AgIiLyFIYOD5NEAS8u2oUj53Psx15eugcL/0nFpau7u56+VLCkuaICzy3chQs5JsjKrW15T0RE5CsYOjzMqiiY3KcJakcEOBx/9cc9aP32SnvgAArWzZjcuwkiAvX2CaBERERlFUOHh2lEEYEGDVLGJBcJHoUHMwQBmNKnKR5oEs15FUREVC4wdHhB4eARFawvts2k7o0ZOIiIqFxhyay3qIBVUVHSIp8mL0weVVUVJquCfIuMVfvPI9toQeUgPTo2iAIA+OkYgIiI6NYxdHiBrSy257T1DruLFjbpl/0waCX0TqrmkdEOk0XG+SsmvPHLfqzYf85h4qqfVkL3hBiM79LQvtAYERGRs/ju4WJGiwyrrKC4YhPbuXyL7FClYqO77s385aV7sHhbqttLZs1WBccv5OKBT9bij71ni1TK5FtkzN96Gg9MXYtso5V7sBAR0S1h6HAho0XGn/vO4b4P/8YVk4wqMVUdzi3ZkYYHPlkHq6yiZ+K1c4IATHmoKTaN71RkcumEn/Z6pGR2wJebkW203rDN6Uv5ePzrrVBZvUtERLeAocNFbIHj6fk7cOxCLnpOWw99YCgU9VrgGJeyGwfPXcEjMzZiSHIsxnaqa69S6dokGsF+jlUtkijg0/6Jbi2ZtcgKftyZhgs55lK133H6Mg6dy7l5Q/I6RVGRZ7Ii12RFvpkLzBGR9zF0uICsqLiQY8IzC3bab6ucvJiH3tM3IstoxeLtqRiXstve/tC5HIxL+RfP3VsfMwYk2atUCle11K0ciM/6J6JD/cpun9Px7aaTTrX/av1x5JluPCpC3mO0yJAVFX8fzsBbv+7Haz/uwYcrDuFYRg7MVgVWmbfHiMg7OJHUBSRRQESgHm/1bIz/puy23344eTEPrd5aWeTWSGxEAN7u1QQWWUH7epEOocIWPP545k5YZPdvtqaVRBzPyHXqMccu5EIQuFiZLzJZZKw+cB6vL9uHM1lGh3Mz/j6GZjUq4aO+CYgK1kPDbyEReRhHOlzEoJXQPaEq3ukVj8Lvx8UFjpTRyQj200AricWGCo1YsA29p9bocDY/FNzp4cQOX2O0yPhxZzpGz9teJHDYbD+ViQenrsPZLCM44EFEnsbQ4UK24DHxwbhiz1cO0iNldDKC/DTQiL5x6c1WBY1igp16TMPoYEYOH5Sdb8G4Jbtv2i4r34KR326DKAqQJK69QkSe4xvvfOVMSZUm6tX/fOkdWxSBx9rGOvWYYe1i4a/jnTlfkm+24st1x0td5XTg7BXsO5ON8PBwN/eMiOgahg4XslWpvL5sX7HnM66Y0HPaemQbrT4zmU8jiujUsDJiryvVLUnHBpVRJcQPQMEoiVLCm5zFR76+isJPp8Hi7alOPWbe5lMwBIa4qUdEREUxdLhI4bLYwjTXlbqevJjnc8EDAL4f3gpVQ/1u2KZptRB81r8ZdBoRZquMH7alwlRM8DBbFXy/5RRMVpZpekpBBVXpyp5tzmUZodFwxIqIPIehwwVsJbOvLt3jcDw2IgCbx3cqMrn05MU8jEv512eWE9eIIsID9fjt6fYYcWdthPprHc5Xq+SHlzrXx8JRbaC/Gjg+XX0E45fsRt8ZGx2Ch9mqXC3T3IvBs7cweHiIJApFAu7N6LUiFK4uS0QexI85LmArmf24byLGzt8BWVERGxGAH0a1RrCfBj0Sq0IQYC+nbVAlCO8/lABZUSD5yIRSrSRC6yfi2Xvq4cX/q4996dnIMVkRFqBDvaggWGQFeo1kDxyfrDwCANiVmoW+MzZi/og20EoC3vp1P77ecAIAsOnYJQyevQXfDG0JvYYTFt3JZJXRIjYMG49eLPVjkutEwGI2ArjxCBcRkaswdLiIQSuhU8PK+KRvIj748xB+GNUGeVkXEepXGdqrVS0A8PWGE1g0Mhl+OtFnAkdhtp1km1YPdTguiSWHhl2pWegzfQNqhQfgl91n3Nk9KoFGFDGsXWypQ4efVsLDzavh5LEjiAyr5ObeEREVYOhwIVvw6Ny4ChRFwbEz6agSVdl+rntCVfRuVg2CAJ8MHKWh00h48u66AGAf7QCAvenZ2Jue7dC2de0wjnJ4iCQK6FC/MhKqh2Ln6cs3bT+6Qx0AQG6ucwvDERHdjrL5zufDDFoJkiiguNvrBm3BtvBlNXDY2ILH2E51S2zDwOF5AoC5j7dCk2o3rkh5rG0tjLqrDnQSlyQlIs8q2+9+5DU6jYTn7q2PmBBDseff6d0EWh+ZKFtRiKIAf52ExaOT8dEjCQ7hQysJeCA+GkufaItx9zeETsPvDRF5Hm+v+LB8sxWSKGJPWpZ9UmfD6GCP7MlyM7YqlfQSltt++vsdmD+ioNpFdNMOuVSUKAoQIaBrk2g80CQaFlmB2arAX6eBrKgwaEXum0NEXsPQ4YMssoI8kxUfrzyMH7anIjv/2o6uMSEGDGhdE8Pa14ZGFLzyhm4LHLYqleIUrmph8PA8Wzm2VhLhr/NyZ4iIruIYq4+xygoyrpjwfx+txez1JxwCBwCkZxkx+Y+DePiLgvUxPM0iFx84kmpWQt8W1R2O2YKHyapAVX1o7ffbJCsqZEWF0VJ0DRKrrJR4joioomPo8EF9Z2zC2ezib1vY7Dx9GU99vx1mDwcPRVERc93Kpa1rh+G74a0wqUfjIpNLwwL0kESh3Azpy4qKHJMVnT/6G3/sPesQLqyygsw8C+75YA3WH7nA4EFEdB2GDh9ilRX8sfcsTl3KK1X7FfvP49xNwomr6bUSBrepifFdGgJwrFLRSqJDVcvd9Svji4FJ5WbSoi1w9Jq2HofP5+DZBTvtwcMWOHpOW4/jF3Ix8tttDB5ERNcpH+8G5YSiAl+tP+HUY75cdxx5ZuvNG7qQLXhM7ZdYpCzWVk770SMJ5SpwAAVrYTz13XYczShY20JRYQ8el3LN6DltPVIz8wEAVkXF6LnbkZVvKXFTPCKiioYTSX2ITiNi/5nsmzcsxNn2rqLXSrgvLqrYdTh0Ggld4qPLVeAACuazTHmoKXpO24C0ywXhQlGBp+fvhEYUYC0ULgQBeLd3PEL8tJxES0R0Vfl6VygHnP1MrAIQ4J03tRst/FXeAgdQUAlSKUCHJWOSi+zIe33g+OChprg/Ptrrpc1ERL6k/L0zlGFWWUFsRIBTj6kdEVCuKkN8XeHgUem63Xht3u4Zz8BBRFQMhg4foqjAoDY1nXrM0Hax8NfzLpknCQAEoeSKHN5OISIqHkOHD9FpRPRIrIqIwNKt5tSiViWnR0bo9hSuUrmUay62zX8X/1uknJaIiBg6fI5t065gw41HL2qF+2PmoOaQysn6F2VB4cBhq1KxkQqNbhSuamHwICK6hqHDx+g0EmIjA/DL2Pa4v3EVaK4bqg/QSRjQqgaWPdUegXoNh/I9SCOJeH7hTofAIQjABw83xfqXOqJapWuTSxUVeHHRvyyZJSIqhJMBfJBeI6FaJT988HACTFYZaw5lIDvfgsrBBnSoFwlFVeGn47fO06yKgo/7JaLXtA04fiHXoUpFIwpIGZ2MXp9vQGpmPjSigE/7J7JkloioEL5z+ShBEOCnk+Cnk9A9oaq3u0MANKKIIIMGKWOS0efzDXjy7roOVSqVAnRIGZ2Mh77YiJe7NMSd9SJZwUJEVAhDB5ETbMHjj2fuhFVRHUKFrZx25XN3FTlHREQMHURO04gFU6GKWxtNK5V8joioouNEUiIiIvIIhg4iIiLyCIYOIiIi8ohyGzpWrFiBcePGebsbREREdFW5nEj67rvvYvXq1UhISPB2V4iIiOiqcjnS0aRJE0ycONHb3SAiIqJCyuxIx4IFC/Dtt986HPvyyy8RFRWF+++/H5s3b/ZSz4iIiKg4ZTZ0PPLII3jkkUe83Q0iIiIqpXJ5e4WIiIh8j8+EDrPZjK5duzrcFjGZTBg/fjyaN2+Odu3aYfbs2V7sIREREd0On7i9YjKZ8Pzzz+Pw4cMOxydPnow9e/bgm2++QXp6Ol566SXExMSgc+fON33OVq1aoVWrVu7qMhERETnJ66HjyJEjeP7556GqqsPxvLw8LFq0CDNnzkRcXBzi4uJw+PBhzJs3r1Sh41bIsuzy53Llc1Z0vKauxevperymrsdr6lruuJ7OPJfXQ8eWLVvQqlUrPPvssw7rahw4cABWqxWJiYn2Y0lJSZg+fToURYEouv7O0O7du8vEc1Z0vKauxevperymrsdr6lreup5eDx39+/cv9nhGRgYqVaoEnU5nPxYREQGTyYTLly8jLCzM5X2Jj4+HJLlme1BZlrF7926XPmdFx2vqWryersdr6nq8pq7ljutpe87S8HroKEl+fr5D4ABg/7fZbHbLa0qS5PIfanc8Z0XHa+pavJ6ux2vqerymruWt6+kz1SvX0+v1RcKF7d8Gg8EbXSIiIqLb4LOhIyoqCpmZmbBarfZjGRkZMBgMCA4O9mLPiIiI6Fb4bOho2LAhNBoNdu7caT+2bds2xMfHu2USKREREbmXz757+/n5oUePHpg4cSL+/fdfrFixArNnz8agQYO83TUiIiK6BT47kRQAxo0bh4kTJ2Lw4MEIDAzEU089hfvuu8/b3SIiIqJb4FOh4+DBgw7/9vPzw7vvvot3333XSz0iIiIiV/HZ2ytERERUvjB0EBERkUcwdBAREZFHMHQQERGRRzB0EBERkUcwdBAREZFHMHQQERGRRzB0EBERkUcwdPgIo0WGoqglnpNLOEdERFRWMHT4AKNFxp60LDz5/XZYrEqRc1uOX8ILi3bBIislPAMREZHv86ll0CsiW+AY8OVmGC0KjJZt+GJAErQa0R44Hv9mKyyyCous4MNHEqCVmBWJiDxJlmVYLBZvd+O2ybIMADAajZAkqdSP0+l0LtnhnaHDiyyygrTMfHvgAIBVB85j5NxtmDEoySFwAMCyf88g1E+L/3VvDEkUvNl1IqIKQVVVnD17FpcvX/Z2V1xCVVVoNBqcPHkSglD69xFRFBEbGwudTndbr8/Q4UVaSUSNcH88EB+NxdvT7MdXHTiPjlPW4ExWvj1wAEB4gA7D7qwNWVEgiaVPqEREdGtsgaNy5crw9/d36o3aF6mqivz8fPj5+ZX6a1EUBenp6Thz5gxq1KhxW9eAocPLtJKId3o3AQCH4HHqUp5Du/AAHRaPSUZMiAE6DQMHEZG7ybJsDxzh4eHe7o5LqKoKRVFgMBicCg+RkZFIT0+H1WqFVqu95dfn5AAfYAse3RNiij0f6q9l4CAi8jDbHA5/f38v98T7bLdVbHNCbhVDh49QVBV31oss9lxMiB+qV/Jn4CAi8oKyfkvFFVx1DRg6fIDRImPzsUsYt3h3sef3ncnG8Dn/sGSWiIjKNIYOL7OVxQ775h+YbxAqVh04j5HfbmPwICKim7p48SJ+++03b3ejCIYOL7LKCk5fyisSOMIDdEgZk4xezao6tF914DxeWboHisrVSYmIqGRTpkzBmjVrvN2NIhg6vEgjiagZHoB+Lavbj9mqVOKrhuDd3k0cgkeVYAOeuecOLolOREQ3pProh1OGDi/TaUS8/EAjDG5T06EsViuJ0EqiPXhUCTZgyRPJiAjUc0VSIiIfkJqaivr16+Pnn39G+/bt0bx5c7zxxhuwWq2YOnUqxowZg0cffRQtW7bEli1bYDKZ8N577+Guu+5CQkICRo0ahTNnzjg8119//YWOHTsiMTERb7zxBg4dOoRevXohISEBI0eORE5Ojv31U1JScP/996NJkybo1asXtm7dCgCYOnUqlixZgiVLlqBjx44AgOzsbLz44otISkrCfffdh0mTJsFoNAIANm/ejI4dO2LChAlISkrCjBkz3HbNuE6HD7AFj6c63YFgg8ahSsUWPK4YrQgyaBg4iIh8zKeffooPP/wQVqsV//nPfxAQEACNRoOVK1di4sSJSEhIQGxsLCZMmIDt27fj3XffRWhoKKZMmYIxY8Zg8eLF9ueaMWMGpk2bhiNHjuD555/H33//jQkTJsBgMGDMmDH44YcfMGTIEKSkpGDSpEmYMGECmjRpgpSUFIwYMQK///47hg4diqNHjwIAXnvtNQDAyy+/DIvFgu+++w5ZWVl4//338frrr+Ott94CAKSlpcFsNiMlJeW21uG4Gb6D+QidRkSYv67YslitJCLEj4GDiMgXvfjii2jevDlat26Np59+GgsXLoSqqoiIiEC/fv3QsGFDmEwm/Pjjj3jttdfQunVrNGjQAFOmTMHx48exfv16+3ONGTMGDRo0QNeuXREeHo4HHngAbdu2RVJSEtq0aYNjx44BAL799lsMHDgQPXr0QO3atfHCCy+gXr16mDt3LgICAmAwGGAwGBAWFoZTp05hxYoVeO+991C/fn00btwYr7/+OpYsWYIrV67YX3vYsGGoWbMmYmKKXzPKFTjS4UPEG+ynIrlgox0iInK9Zs2a2f9/48aNcenSJWRmZqJq1Wtz8k6cOAFFUdC0aVP7sdDQUMTGxuLo0aOIjY0FAFSvfm2On8FgcHgOg8EAs9kMADh69CieeOIJh34kJCTYRzgKO3r0KBRFwZ133gmgYL6HIAhQFAUnT560t6tWrdotff3OYOhwI4PBAEUFFFmxj1LIigpZUaHTMEQQEZUHhW9HKEpBJaIoitDr9fbjhf9/YbIs2x8DoMjOryXt7Frc813/XIWPBwUFYfHixUX2XomKisKuXbtu2EdX4jufm8gqUK9+A/y25xwe+WIjGrz6G+q/8hu6Tl2LRf+chtEiw2S9veVkiYjI+/bv32///3v27EHlypURGhrq0KZ69erQaDTYuXOn/VhmZiZOnjxpH+VwRmxsrD0s2Ozatcv+XIVXEI2NjcWVK1cgCAJq1qyJGjVqwGg0YvLkyfaRE09h6HADi6wg44oJHT9Yg7Hzd2D7qcswWhSYrAr2n7mCl5fuQZu3V+LQuRyYLAweRERl2Ztvvondu3djw4YN+Pjjj/Hoo48WaRMQEICHHnoIkyZNwubNm3HgwAG8+OKLqFKlCtq2bev0aw4ZMgRz587F0qVLcfz4cUyZMgUHDhxAnz59AAB+fn5IS0vDuXPnUKdOHbRv3x4vvPACdu/ejf3792PcuHHIy8tDcHDwbX/9zmDocINckxW9P9+I05fyS2yTmWdBvxmbcCbL6LP11EREdHNdunTByJEj8dxzz+Ghhx7CiBEjim330ksvITk5GWPHjkW/fv2g1+vx9ddf2zdTc/Y1n332WXzyySfo1q0btmzZgtmzZ6NOnToAgO7du+P48ePo1q0bVFXF5MmTUa1aNQwZMgSjR49GbGwsPvjgg9v6um+FoPIdD7IsY+fOnUhISChyP81Z+WYr3vvjIGavP1Gq9vc1isIn/RJh0HIzt5tx5feJeD3dgdfU9bx5TY1GI44fP47Y2FgYDIYi51NTU9GpUyesXLnSI5MwXUFVVeTl5cHf39+pTdxudC2c+R5xpMPFJFHED9tTS91+5YHzyDPzFgsREZV/DB0utjc9C9n51lK3lxUVfx0878YeERER+QaWzLrYrYxaZOVb3NATIiJyp2rVquHgwYPe7kaZwpEOFwsLcH5CUFRw0XuFRERE5Q1Dh4vViwpEtUp+pW4foJPQsUFlN/aIiIjINzB0uJhVVjGoTc1St++RWJUls0REVCEwdLiYXithSHIskmpWumnb2IgAjLu/Ifx0nFpDRETlH0OHG2glAfOGtULnxlVQUhl0q9gwLBmTDIOW3wIiovLOaJFhtipQVBVmqwJjBV2Nmh+x3UAQBOgkAR88FI/LXRvhy3XHsf9MNlS1YHRjaLtY1Az3hyQIN9xZloiIyraCfbYUzNl4Ar/vOYusfAtC/LTo3LgKBrWpBb1GrFCLQzJ0uImqqjiwdw8SEhLw/H31HM7583YKEVG5Z7YqmLPxJN774wAs8rW5e6mZ+dibno1PVh7Gi//XAEOSa7l85/GOHTsiLS3N/m+NRoPq1aujb9++eOihhxzafv755zh58iTeeecdl/ahOHz3cyNVVaGqKkMGEVEFY7TImLPxJN76dX+JbSyyird+3Q9BAAa2runyEY/x48ejS5cuAACr1YpNmzbh5Zdfhp+fHx5++GEAwLJlyzB16lR069bNpa9dEk4oICIicjGTRcZ7fxwoVdvJvx+Ayaq4vA9BQUGIjIxEZGQkoqOj0bNnT7Rp0warVq2C1WrFhAkTMH78eFSvXt3lr10Shg4iIiIXMlpkzNl00uGWyo1YZBXfbjzhkcmlkiRBq9UiLy8PBw8exMKFC5GYmOj217Vh6CAiInIhURDw+56zTj3mtz1nITqx66uzLBYLli9fjg0bNuCuu+5CcHAw5s+fjwYNGrjtNYvDyQZEREQupJEEp/fUyjZaoJFcGzomTJiASZMmASjYmt5gMGDw4MH2eR7ewNBBRETkQlZZRYifFqmZ+aV+TLBBC6usQqdxXfAYO3Ys7rvvPgCAXq9HZGQkRFFEXl6ey17DWQwdRERELqSoKjo3roK96dmlfsz9jatAcfGWGOHh4ahZ03FbDm9vu8E5HURERC5k0EoY1LomtKW8XaKVBAxsU6tCLBLG0EFERORieq2EF/+vdJM0X+rcAHoXLw7mq3h7hYiIyMUMWglDkmtBEArW4SiufFYrCfhP5wYY1Mb1K5L6KoYOIiIiN9BpRAxsXRMPN6+ObzeewG97ziLbaEGwQYv7G1fBwKt7r7gjcKxatarUbT2x/LkNQwcREZGbGLQSDFoJw9rXxog760AjCbDKKhRVrRBzOK7H0EFERORmhQOGK8tiy5qKcROJiIiIvI6hg4iIiDyCoYOIiIg8gqGDiIiIPIITSYmIClFVFflmGSoAQQAMGgmiWHEn/hG5EkMHEREAs1WBKAL/pmZhyfY0ZOVbEGzQ4MGmMWheKwxWRYFeU/FKHOn2GS1yseWxJR0vzxg6iKjCM1pkHDibjecX/oujGTkO5+ZuPoWa4f54u1c8mtWoVOHeJOj2WGQFf+47i3sbVXH42TFZZPy57yw6N46GVqo4Mx0qzldKRFQMo0XGnrQsPPLFpiKBw+bkxTwM+nILNh+7CKNF9nAPqayyyAqemLcdT32/E1uOX4Lp6s+OySpj07FLeOr7nXhi3nZYZMXlr92xY0fUr1/f/l9cXBw6d+6Mb775BkDBbcQZM2agY8eOaNasGQYPHowjR464vB/XY+ggogpNIwoY+e02mKw3/sNvVVSMmbfdQ72iss4WOJbvOwcAeOr7Hcg2WqGoKrLzrRg7fwcAYPm+c24LHuPHj8e6deuwbt06rFixAiNHjsTkyZOxbNkyLFiwALNnz8arr76KxYsXo1q1ahg+fDjy8/Nd3o/CGDqIqMKyygp+23MWF3PNpWqfa5bxw7bTMN8koFDFZrTI+H3PGXvgAICsfAtGzPkHpy7mYficf5CVb7GfW77vHH7fc8Y+EuIqQUFBiIyMRGRkJKKjo9GzZ0+0adMGq1atwpIlSzB06FDcfffdiI2NxcSJE3H58mVs3+7eYM3QQUQVlkVWMX/rKaces/CfVAgsZqEbMGgl3NeoCr55rCVC/LT24ztOX0aHKX9h5+nL9mMhflrMGdoS9zWqAr0H5gtJkgStVov//Oc/6Natm/24IAhQVRVXrlxx6+szdBBRhaWRBJzLNjn1mHPZxgo18Y9ujV4roXXtMKx47i4kVg8ttk1i9VCsfO4utIoNc3vgsFgsWL58OTZs2IC77roLSUlJqFKliv38okWLYLVakZSU5NZ+sHqFiCosRVWhd3Jbcb1GgqKoXLuDbkqvlRCuEfHhIwnoMOWvIuc/6puAsEAdRDcNnU2YMAGTJk0CABiNRhgMBgwePBhdunRxaLdr1y68++67ePzxxxEZGemWvtgwdBBRhaUoQOva4dibnl3qx7SuHQ6jVYa/jn8+6cZMVhnZ+VY8s2Bnseefmb8TMwY1R7BB45aRjrFjx+K+++4DAOj1ekRGRkIUReTl5dnb7NixA8OHD8edd96Jp59+2uV9uB7HCImowvLTSRjevrZTczRG3lmbgYNuymiRsenoJdzzwRqHORyF7Th9Gfd8sAabjl1y+SRSAAgPD0fNmjVRs2ZNVKlSBZLkGGw2b96MoUOHonXr1nj//fchiu6PBAwdRFShVQrQ4uHm1UvVtkt8FdQI93dzj6isM15d+GvwV1scqlQSq4dizYsdHOZ4ZOVbMPirLVi+76xH14A5dOgQRo8ejfbt2+Ojjz6CVqu9+YNcgKGDiCo0vUbCGz0a48Em0Tds16lhZXz0SCInkdJNGbQSOjeOxn2NouzHQvy0mDGoOaqH+WPGoOYOVS33NYpC58bRHl3tdsKECYiOjsa4ceOQmZmJjIwMZGRkwGg0uvV1+dtDRBWeVhLxwSMJmD+iNTo1rAzbHFFBAO68IwJzhrbEFwOSoHNy0ilVXFpJxGePNrMHj6n9EhFs0EAUBAT7afBJ30QABYHjs0ebeTTMXrhwATt27MCRI0fQoUMHtGvXzv7fr7/+6tbX5o1JIiIUvEm0rBWGhOqhkEQB+RYZBo0EVVWhlURWq5DTbMHj9z1n0LJQWaxeU1BOO7Vfgtv2Xlm1alWJ5yIiInDgwAEIXlhwhqGDiOgqURRgEAveGHgbhVxBK4lFNnsDCspp721UpcL9nFWsr5aIiMjDSpqrURF3LGboICIiIo9g6CAiIiKPYOggIiK6AVVVvd0Fr3PVNWDoICIiKoZtwazCy4ZXVGazGQCKrGrqLFavEBERFUOSJISGhuL8+fMAAH9/f6+UmbqSqqowmUwQRbHUX4uiKMjIyIC/vz80mtuLDQwdREREJbBt/24LHmWdqqqwWCzQarVOBShRFFGjRo3bDl0MHURERCUQBAHR0dGoXLkyLBbLzR/g42RZxoEDB1C3bl2nbpXodDqXbAjH0EFERHQTkiTd9nwGXyDLBZvKGQwGr3w9nEhKREREHsHQQURERB7B0EFEREQewTkduLboie1elyvYnsuVz1nR8Zq6Fq+n6/Gauh6vqWu543ranqs0C4gJKpdag9lsxu7du73dDSIiojIrPj4eOp3uhm0YOlCw8InVanVqsRQiIiIqGOFQFAUajeamZbUMHUREROQRnEhKREREHsHQQURERB7B0EFEREQewdBBREREHsHQQURERB7B0EFEREQewdBBREREHsHQcRtMJhPGjx+P5s2bo127dpg9e3aJbfft24eHHnoITZs2Re/evbFnzx4P9rTscOaa/vXXX+jevTsSExPx4IMPYuXKlR7sadngzPW0SU1NRWJiIjZv3uyBHpY9zlzTgwcPol+/fmjSpAkefPBBbNq0yYM9LTucuaZ//vkn7r//fiQmJqJfv37Yu3evB3tatpjNZnTt2vWGv8sef29S6Za9/vrr6oMPPqju2bNHXb58uZqYmKj+9ttvRdrl5uaqbdu2Vd955x31yJEj6qRJk9Tk5GQ1NzfXC732baW9pvv371fj4uLUb775Rj1x4oQ6d+5cNS4uTt2/f78Xeu27Sns9C3v88cfVevXqqZs2bfJQL8uW0l7T7OxsNTk5WX3llVfUEydOqB9//LGalJSkXrhwwQu99m2lvaaHDh1S4+Pj1SVLlqgnT55U//e//6lt27ZV8/LyvNBr32Y0GtUnnnjihr/L3nhvYui4Rbm5uWp8fLzDN/Ozzz5TBwwYUKTtokWL1I4dO6qKoqiqqqqKoqj33nuvunjxYo/1tyxw5pq+99576uOPP+5wbOjQoeoHH3zg9n6WFc5cT5sff/xR7du3L0NHCZy5pt988416zz33qFar1X6sV69e6l9//eWRvpYVzlzTr776Su3Zs6f931euXFHr1aun/vvvvx7pa1lx+PBhtVu3buqDDz54w99lb7w38fbKLTpw4ACsVisSExPtx5KSkrBr1y4oiuLQdteuXUhKSrLv6yIIApo1a4adO3d6sss+z5lr2rNnT7zwwgtFnuPKlStu72dZ4cz1BIDMzEy89957eP311z3ZzTLFmWu6ZcsWdOrUCZIk2Y8tXrwYd911l8f6WxY4c01DQ0Nx5MgRbNu2DYqiICUlBYGBgahRo4anu+3TtmzZglatWmHBggU3bOeN9yZubX+LMjIyUKlSJYcd9SIiImAymXD58mWEhYU5tK1bt67D48PDw3H48GGP9bcscOaa1qlTx+Gxhw8fxsaNG9G3b1+P9dfXOXM9AeCdd95Bz549cccdd3i6q2WGM9f09OnTaNKkCV599VWsWrUKVatWxUsvvYSkpCRvdN1nOXNNu3TpglWrVqF///6QJAmiKOKLL75ASEiIN7rus/r371+qdt54b+JIxy3Kz88vsoWv7d9ms7lUba9vV9E5c00Lu3TpEp566ik0a9YMnTp1cmsfyxJnrueGDRuwbds2jBkzxmP9K4ucuaZ5eXmYMWMGIiMjMXPmTLRo0QKPP/44zpw547H+lgXOXNPMzExkZGTgtddew8KFC9G9e3eMGzcOFy9e9Fh/yxNvvDcxdNwivV5f5Btj+7fBYChV2+vbVXTOXFObCxcuYPDgwVBVFZ988slNt1WuSEp7PY1GI1577TVMmDCBP5M34czPqCRJaNiwIcaOHYtGjRrhxRdfRK1atfDjjz96rL9lgTPXdMqUKahXrx4effRRNG7cGJMmTYKfnx8WL17ssf6WJ954b+Jf6FsUFRWFzMxMWK1W+7GMjAwYDAYEBwcXaXvhwgWHYxcuXEDlypU90teywplrCgDnzp3Do48+CrPZjDlz5hS5XVDRlfZ6/vvvvzh9+jTGjh2LxMRE+7314cOH47XXXvN4v32ZMz+jkZGRqF27tsOxWrVqcaTjOs5c071796JBgwb2f4uiiAYNGiA9Pd1j/S1PvPHexNBxixo2bAiNRuMw4Wbbtm2Ij48v8mm7adOm2LFjB1RVBQCoqort27ejadOmnuyyz3Pmmubl5WHYsGEQRRFz585FVFSUh3vr+0p7PZs0aYLly5dj6dKl9v8A4I033sDTTz/t4V77Nmd+RhMSEnDw4EGHY8eOHUPVqlU90dUyw5lrWrlyZRw9etTh2PHjx1GtWjVPdLXc8cp7k9vqYiqAV199VX3ggQfUXbt2qX/++afarFkz9Y8//lBVVVXPnz+v5ufnq6paUNbVunVrddKkSerhw4fVSZMmqW3btuU6HcUo7TX94IMP1CZNmqi7du1Sz58/b/8vOzvbm933OaW9ntdjyWzJSntNU1NT1YSEBPWTTz5RT5w4oX700UdqQkKCevbsWW923yeV9pr+8ssv9nU6Tpw4ob733ntc++Qmrv9d9vZ7E0PHbcjLy1P/85//qAkJCWq7du3Ur776yn6uXr16DrXOu3btUnv06KHGx8erffr0Uffu3euFHvu+0l7T//u//1Pr1atX5L+XXnrJSz33Tc78jBbG0FEyZ67pP//8o/bs2VNt3Lix2r17d3XLli1e6LHvc+aaLly4UO3cubOakJCg9uvXT92zZ48Xelx2XP+77O33JkFVr46rEBEREbkR53QQERGRRzB0EBERkUcwdBAREZFHMHQQERGRRzB0EBERkUcwdBAREZFHMHQQERGRRzB0EAHo2LEj6tevb/8vLi4OnTt3xtdff+3trjn47bff7DtqTp06FQMHDnT5awwcONDhWlz/X2pqKqZOnepwrGHDhmjVqhXGjRuH8+fPAwA2b96M+vXrl7jz77PPPov69etj8+bNt9QHTyp83Z2Vmpp6wz4PHDgQU6dOvZ3uASjYbXnAgAGIj4/HSy+9dNvPR+QOGm93gMhXjB8/Hl26dAEAWK1WbNq0CS+//DJCQ0PRo0cP73YOQFpaGp555hmsXLkSADB06FC3hI6pU6fCYrEAAGbPno0dO3Y4vCnaNtZLTEy0H1dVFefOncO4cePwwgsvYM6cOfb2586dw6FDh1CvXj37MbPZjLVr1952Hzzh+uvuq3766SecOHECS5cuRaVKlbzdHaJiMXQQXRUUFITIyEj7v3v27Illy5Zh+fLlPhE6rl88OCAgwC2vExoaav///v7+0Gq1DtfF5vrjlStXxujRo/Hcc88hKyvLfrx58+ZYtWqVQ+jYuHEj6tatix07dtxWHzyhrCzanJOTg1q1aqFOnTre7gpRiXh7hegGNBoNtFotgIJh8EmTJqFTp07o0KEDcnJycPbsWTz99NNo2bIlWrVqhTfeeANmsxkAkJKSgn79+mHKlClITExEhw4dsGjRIvtzK4qCWbNmoVOnTmjSpAkGDhzosCtp/fr18fHHH6NVq1YYNWqU/TZFp06dkJKSUuT2yo4dO9CvXz8kJCSgY8eO+P777+3n/vvf/+Ltt9/GM888g6ZNm+Kuu+6y7ybrSpIkQRAE+zWz9XfVqlUO7VauXIl77rnnll9n5cqV6NGjB+Lj49G8eXM899xzyM3NBVAwSjJmzBg8+uijaNmyJbZs2QKj0YiXX34ZSUlJaN++PRYtWoRGjRrZb3mcOXMGo0aNQtOmTdGxY0d8+umnkGXZ3n/b/6akpAAA/vzzT3Tp0gVNmzZFnz59sGXLFnvfLBYLJk2ahObNm+POO+/EmjVrSv11WSwWvPLKK2jVqhUSExMxatQonDt3zn5+9erV6NmzJ5o0aYIuXbpg+fLl9q956tSp2Lp1q/2WlbM/XykpKRg4cCA+//xztGjRAm3btsXSpUvx+++/4+6770bz5s3x3nvv2R+/ceNGdO/eHfHx8ejUqRPmz5/v1PeQKiaGDqJiWCwWLF++HOvXr3eYk5CSkoL33nsPn376KXQ6HQYPHoz8/Hx8++23+Oijj/DXX39h8uTJ9va7d+/G/v37sWDBAjz55JP43//+h3Xr1gEAPvvsM8yePRvjx4/HkiVLULVqVQwbNgx5eXn2x69evRrff/89XnjhBXtgWbRokf02kM3Ro0cxePBgtGjRAikpKXjqqafw7rvv4s8//7S3mTdvHuLi4rBs2TLcd999mDBhAq5cueKya3bixAnMmDEDbdq0gb+/v/14x44dsXv3bly4cAFAQdhatWrVLYeOU6dO4emnn0b//v3x22+/4aOPPsKGDRuwcOFCe5uVK1eia9eu+Oabb9CkSRO88cYb2LFjB7788kt8+OGHmDVrlj1UqKqKJ598EuHh4ViyZAnefvtt/Pzzz5g+fToAFLnuBw4cwEsvvYTRo0fjp59+Qrdu3TB8+HCcPHkSQEEAWL16NT7//HN8/PHHDreabmbevHnYunUrZs+ejR9++AG5ubl46623ABS8yT/11FPo3r07fvzxRzz00EN49tlnsWfPHgwdOhRDhw5FYmIi1q1bh8TERKd/voCC4Hr69P+3d6chUX1vHMC/Nq5pmwuUmeMETaWTS6VoCZJGFK24ZDq+mIKisEWl1CBJE7W0LKYYCSTMViNbsBXHpV6YUOKaJTm5DRGEaWRZLvP8XvSbi+NSqTT8//2ezxuv55x7zr3PvTMe731mbgdu3ryJ9evXIzk5Gfn5+cjJyUFiYiJyc3PR2NiIwcFBxMTEYO3atXj48CEOHDiAlJQUNDc3T+iYsv+QP/o4Ocb+T6xatYpkMhl5enqSp6cnLVq0iDw9PSkzM1NoExUVRTExMcLvarWaPDw8qLu7Wyh78uQJubq6Uk9PDxUWFpJMJjN47HZ8fDzt27ePdDod+fj40PXr14W6vr4+CggIoGvXrhHRj6dBXr16Vajv6OggqVRKHR0dRESkVCopKiqKiIjS09MpPDzcYJ+ysrJo69atRESUkJBAwcHBQt3nz59JKpVSVVXVT+MydIzh5foYeXp6kpubGy1cuJDkcjlptVoiIqqsrCSpVEpERJs3b6YbN24QEVFVVRWtX79e2MdfPc12+Da0tLQIMdKLjY2lw4cPC+1XrFgh1PX09JCbmxtVVFQIZU+fPhViWVFRQb6+vjQ4OCjUl5SUkI+PDxGNjPvBgwcpIyPDYPy9e/dSRkYG6XQ68vX1pdu3bwt15eXlBusPFxUVRUqlkoiIUlNTaePGjdTV1UVERFqtVniKanR0NMXFxRmsGxMTQ7GxsSPiNJHzq7CwkFxdXYXHmjc3N5NUKjWIm5+fHxUVFVFXVxdJpVLhmBIRPXv2zOC1wNhoOKeDsX/t378fa9asAQBYWFjAwcEBIpHIoM3cuXOFZY1GAxcXF8yYMUMoW7p0KQYGBtDe3g4AEIvFsLOzE+plMhmuX7+Ozs5OdHd3w8PDQ6gzMzODTCaDRqMZdbyf0Wg0cHd3Nyjz8vIyuOTt4uIiLNvY2AD4kTA7UTKZDCdPngQATJkyBba2tmPmmQQFBaGkpARhYWFQq9WTurXi4uICc3Nz5OTk4M2bN3jz5g2am5uxefNmoc3QuL19+xb9/f1YsmSJUObl5SUsazQadHd3Y9myZUKZTqfDt2/f0NXVNWJ8jUaDhw8foqCgQCjr7++Hv78/urq68PHjRyxevFioGzrur4SHh+P+/fvw9/eHj48PVq9ejeDgYGHcbdu2GbT38vJCYWHhiH4men7Z2dkJV6ksLCwAAE5OTkK9paUl+vr6MHPmTERERODIkSNQqVRYtWoVQkJCDF4LjI2GJx2M/cvOzg5isfinbfRvxMOX9fSX7PU/TU1NR9RPmTJl1HX19Tqd7qdj/Gq79HQ6nbAdAAzyLPRoEkmSlpaWv4yXXlBQEHJzc9Hb24uSkhJkZ2dPeNzXr18jIiICgYGBWL58ORQKBS5evGjQZmg8hh8DwHC/BwYGMH/+fKhUqhHtpk2bJuSK6A0ODmLnzp0jkostLS1H7X+0uI9lwYIFKC0tRXl5OcrLy5GdnY179+7hypUrYx7joeeL3kTPr9FiZWJiMmpfycnJkMvlUKvVUKvVKCgogEqlQkBAwE/3kf23cU4HYxMkkUjQ2tqK7u5uoaympgampqZwdnYGALS1tRn80WpoaIBUKsW0adNgb2+Pmpoaoa6/vx8vX76ERCIZdbyx3vz121JbW2tQVl1dPWZfxubq6gpbW1tcuXIF/f39cHNzm3Bfd+/ehbe3N06dOoXIyEi4u7ujra1tzAmUs7MzzMzM0NDQIJQNXZZIJHj37h1sbW0hFoshFouh1WqhVCphYmIyIu4SiQRarVZoKxaLUVBQgKdPn2LWrFmwt7dHfX290L6xsfG39+3OnTsoKyvDunXrcOLECeTm5qKqqgqdnZ3jOsYTOb/G48OHD0hJSYFYLMaePXtQWFgIX1/fEQnDjA3Hkw7GJmjlypWYN28e4uPj0dTUhMrKSqSmpmLDhg2YPn06AODr1684evQoNBoNbty4gUePHiEyMhIAoFAooFQqUVpaCo1Gg6SkJHz//n1EkqielZUVgB//6Q//7zsyMhKvXr1CdnY2WlpacPv2bVy9ehVyufwPRmB8AgMDoVKpxvyysN81c+ZMNDU1oa6uDi0tLTh+/Djq6+uFTw0NZ21tjeDgYKSlpaG2thY1NTVIS0sD8GMi5+/vj7lz5+LQoUNoamrCixcvkJSUBCsrK4hEohFxVygUePDgAfLz89He3o68vDzk5eXBxcUFJiYmkMvlUCqVqKioQH19PTIyMn573z5//oy0tDQ8e/YMHR0dKCoqwuzZszFr1iwoFAo8fvwYFy9eRGtrK/Ly8lBcXIyIiIhR+xrv+TUeM2bMQHFxMdLT09He3o7nz5/j9evXcHV1nXTf7O/Gt1cYmyCRSASVSoXU1FRs3boV1tbW2LhxI+Li4oQ2c+bMgYODA0JDQ+Hg4ICsrCwhd2DHjh3o6elBUlISenp64OXlhUuXLo35xVe2trbYtGkTYmJihE8b6Dk6OuL8+fPIzMzEhQsX4OjoiMTERISEhPy5AIxTUFAQLl++PKl8DuDHR5cbGxuhUChgYWEBb29vREdH4/79+2Ouk5CQgKNHj0KhUMDGxgZyuRynT5+GmZkZRCIRcnJyhOM4depUrF27VvhWz+FxVygUyMzMxNmzZ5GZmQlnZ2ecOnUK3t7eAIDdu3ejt7cXsbGxEIlEiI6OxrFjx35r3+RyOd6/f49Dhw7h06dPkMlkyMnJgUgkgoeHhzBuVlYWJBIJzpw5Az8/v1H7Gu/5NR7m5uZQqVRIT0/Hpk2bYG1tjdDQUISFhU26b/Z3M6HJ3NRljI3p1q1bOHfuHF9y/h+gVqvh5+cnJLrW1dUhMjIS1dXV48q5YIxNDl/pYIz99c6dO4eysjLs2rULX758QVZWFgIDA3nCwZiRcU4HY+yvd/LkSWi1WmzZsgXbt2+Hk5OTkNfBGDMevr3CGGOMMaPgKx2MMcYYMwqedDDGGGPMKHjSwRhjjDGj4EkHY4wxxoyCJx2MMcYYMwqedDDGGGPMKHjSwRhjjDGj4EkHY4wxxoyCJx2MMcYYM4p/AAuBSvGeHLv6AAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot TPM Non-Targeted P1 Isoforms sum TPM Non-Targeted P2 Isoforms % KD of Targeted P2 Isoforms against NTC\n", "#add df\n", "p1_subset = df[['gene', 'proportion_TPM_P1', 'edist_P1', '% KD of targeted P1 Isoforms against NTC', 'significant_P1']]\n", "p1_subset.columns = ['gene', 'proportion_TPM', 'edist', '%KD', 'significant']\n", "p1_subset['promoter'] = 'P1'\n", "p2_subset = df[['gene', 'proportion_TPM_P2', 'edist_P2', '% KD of Targeted P2 Isoforms against NTC', 'significant_P2']]\n", "p2_subset.columns = ['gene', 'proportion_TPM', 'edist', '%KD', 'significant']\n", "p2_subset['promoter'] = 'P2'\n", "combined_df = pd.concat([p1_subset, p2_subset], ignore_index=True)\n", "#filter successful KD only\n", "combined_df = combined_df[combined_df['gene'].isin(df[df['successfulKD']==True]['gene'])]\n", "fig, ax = plt.subplots(1, 1, figsize=(6, 6))\n", "sns.scatterplot(data=combined_df, x='proportion_TPM', y='edist', style='promoter', s=100, ax=ax)\n", "ax.set_yscale('log')\n", "ax.set_xlabel('Proportion TPM Targeted Isoforms')\n", "ax.set_ylabel('E-distance to NTC')\n", "#add correlation\n", "from scipy.stats import pearsonr\n", "corr, _ = pearsonr(combined_df['proportion_TPM'], combined_df['%KD'])\n", "ax.text(0.05, 0.95, f'Pearson r: {corr:.2f}',\n", " transform=ax.transAxes, fontsize=10, verticalalignment='top',\n", " bbox=dict(boxstyle='round', facecolor='white', alpha=0.5)\n", " )\n", "plt.show()\n", "#save fig\n", "fig.savefig(fig_loc+\"kd_efficiency_vs_ntc_expression.pdf\")\n" ] }, { "cell_type": "code", "execution_count": 209, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#plot % KD of targeted P1 Isoforms against NTC % KD of Targeted P2 Isoforms against NTC against MP_Gene_Num and AP_Gene_Num with Direction \n", "fig, ax = plt.subplots(1,1, figsize=(6,6))\n", "#nmelt df_merged to have one column for % KD and one for promoter type\n", "#select % KD of targeted P1 Isoforms against NTC and MP_Gene_Num and Overlap direction and add to top\n", "df_melted_p1=df_merged[[\"gene\",\"% KD of targeted P1 Isoforms against NTC\",\"MP_Gene_Num\",\"Direction\"]]\n", "df_melted_p1.columns=[\"gene\",\"% KD\",\"Gene_Num\",\"Direction\"]\n", "df_melted_p1[\"Promoter\"]=\"P1\"\n", "#select % KD of Targeted P2 Isoforms against NTC and AP_Gene\n", "df_melted_p2=df_merged[[\"gene\",\"% KD of Targeted P2 Isoforms against NTC\",\"AP_Gene_Num\",\"Direction\"]]\n", "df_melted_p2.columns=[\"gene\",\"% KD\",\"Gene_Num\",\"Direction\"]\n", "df_melted_p2[\"Promoter\"]=\"P2\"\n", "df_melted=pd.concat([df_melted_p1,df_melted_p2], ignore_index=True)\n", "#drop nas \n", "df_melted=df_melted.dropna(subset=[\"% KD\",\"Gene_Num\"])\n", "sns.scatterplot(data=df_melted, x='Gene_Num', y='% KD', hue='Direction', style='Promoter', s=100)\n", "plt.title('KD vs Number of DE genes by promoter type')\n", "plt.xlabel('Number of DE genes (FDR<0.05)')\n", "plt.ylabel('% KD of targeted isoforms against NTC')\n", "plt.legend(bbox_to_anchor=(1.05, 1), loc='upper left')\n", "#also add correlation coefficent\n", "for promoter in ['P1','P2']:\n", " subset = df_melted[df_melted['Promoter'] == promoter]\n", " corr, _ = pearsonr(subset['Gene_Num'], subset['% KD'])\n", " plt.text(0.5, 0.9 if promoter == 'P1' else 0.8, f'{promoter} Pearson r: {corr:.2f}',\n", " transform=ax.transAxes, fontsize=10, verticalalignment='top',\n", " bbox=dict(boxstyle='round', facecolor='white', alpha=0.5))\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "apu", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.5" }, "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 }