{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# Cell Assignment Model from FUCCI-Matched Single-Cell Paper\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", "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", " A. UMAPs \n", " B. Rand Index score\n", "7. **Cell phase assignment model from FUCCI-matched single cell paper (GSE146773)**\n", "8. Differential Expression analysis.\n", " A. Find the shared P1 and P2 genes. \n", " B. Check the shared P1 and P2 across different protospacers with the same A/B and C/D.\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" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This script is dedicated to the functional phenotypic validation of the Isoform-Specific single-cell Perturb-Seq data. Specifically, it implements a machine learning pipeline to assign cell cycle phases (G1, S, and G2/M) to every individual cell in the screen to determine how specific promoter knockdowns disrupt cellular proliferation." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Training a Robust Cell Cycle Classifier\n", "Instead of relying on generic markers, the authors trained a specialized model to accurately identify cell states.\n", "\n", "\n", "Reference Dataset: The model uses a public dataset (GSE146773) where cells were physically sorted by FUCCI (Fluorescent Ubiquitination-based Cell Cycle Indicator) and then sequenced, providing a \"ground truth\" for the cell cycle phase.\n", "\n", "\n", "K-Nearest Neighbors (KNN): The code trains a KNN classifier on this reference data using highly variable cell cycle-regulated genes.\n", "\n", "\n", "Performance Validation: The notebook uses ROC Curves to verify accuracy, achieving a score of 0.84, which significantly outperforms the standard cell cycle scoring methods typically used in single-cell analysis." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The autoreload extension is already loaded. To reload it, use:\n", " %reload_ext autoreload\n", "Scanpy 1.10.3\n" ] } ], "source": [ "%load_ext autoreload\n", "%matplotlib inline\n", "%autoreload 2\n", "#general\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 hdf5plugin\n", "\n", "#form a location\n", "loc=\"alt-prom-crispr-fiveprime/\"\n", "\n", "import seaborn as sns\n", "from tqdm.notebook import tqdm\n", "import sys\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", "from IPython.display import clear_output\n", "pd.options.display.float_format = '{:.4f}'.format\n", "import matplotlib.pyplot as plt\n", "import statsmodels.stats.multitest as multi\n", "\n", "#for this python\n", "from scipy.special import rel_entr\n", "import sklearn.cluster as cluster\n", "import umap\n", "from scipy import stats\n", "from scipy.stats import bootstrap\n", "import statsmodels.api as sm\n", "from statsmodels.stats.multitest import multipletests\n", "from numpy import reshape\n", "from numpy import array\n", "from sklearn.decomposition import PCA\n", "import hdbscan\n", "import statsmodels.stats.weightstats as ws\n", "\n", "# Taken from: \n", "# Adamson, B.A., Norman, T.M., *et al.* \"A multiplexed CRISPR screening platform enables systematic dissection of the unfolded protein response\", *Cell*, 2016.\n", "# My experiment deals with two KDs- one of the MP, one of the AP using two guides. Positve controls include GINS1 ect. This is a combnatorial KD double for the same gene. No treatments were used\n", "\n", "# colours using garvan \n", "color1 ='#4d00c7'\n", "palecolor1=\"#b366ff\"\n", "color2= '#da3c07'\n", "palecolor2=\"#ff8954\"\n", "color3='#05d3d3'\n", "color4='#c6c7c5'\n", "color4=\"#434541\"\n", "color5=\"#eb31e1\"\n", "color6=\"#3175eb\"\n", "color7=\"#a7eb31\"\n", "color8=\"#b366ff\"\n", "color9=\"#ff8954\"\n", "color10=\"#35c9d4\"\n", "\n", "import os\n", "\n", "os.environ['OMP_NUM_THREADS'] = '1'\n", "import scipy.stats as stats \n", "###guide_num\n", "\n", "# Create the color palette\n", "palette = sns.color_palette([palecolor1,palecolor2])\n", "palette2 = sns.color_palette([color1, color2, color3, color4,color5,color6 ,color7])\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", "\n", "#change palette to 3d82c4 36a047\n", "palette=sns.color_palette([\"#f3766e\", \"#7094cd\"])\n", "cellcycle_palette=sns.color_palette([\"#36a047\", \"#7671b3\",\"#d76127\"])\n", "\n", "print(\"Scanpy\", sc.__version__)\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "\n", "#onvert the ensembl_id tohgnc_gene_id\n", "#get the ensembl_gene_id for each hgnc_symbol \n", "annot = sc.queries.biomart_annotations(\n", " \"hsapiens\",\n", " [\"ensembl_gene_id\",\"hgnc_symbol\",\"ensembl_peptide_id\" ],\n", " ).set_index(\"hgnc_symbol\").dropna()\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/helenking/anaconda3/envs/apu/lib/python3.12/site-packages/anndata/_core/anndata.py:618: FutureWarning: You are attempting to set `X` to a matrix on a view which has non-unique indices. The resulting `adata.X` will likely not equal the value to which you set it. To avoid this potential issue, please make a copy of the data first. In the future, this operation will throw an error.\n", " warnings.warn(msg, FutureWarning, stacklevel=1)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "WARNING: adata.X seems to be already log-transformed.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/helenking/anaconda3/envs/apu/lib/python3.12/site-packages/scanpy/preprocessing/_simple.py:406: UserWarning: Received a view of an AnnData. Making a copy.\n", " view_to_actual(adata)\n" ] } ], "source": [ "adata = ad.read_h5ad(loc+\"files/adata_normalised.h5ad\")\n", "#subset for successful knockdowns \n", "adata=adata[(adata.obs[\"successfulKD\"]==\"True\" )|(adata.obs[\"guide_id\"]==\"non-targeting_Control\") ]\n", "adata.X=adata.layers[\"counts\"] #make sure log1p\n", "sc.pp.log1p(adata)\n", "#filter adata with highly variable genes \n", "# adata=adata[:,adata.var[\"highly_variable\"]==True]\n", "adata.var=adata.var.merge(annot[[\"ensembl_gene_id\"]].drop_duplicates(), left_index=True, right_index=True, how=\"left\").groupby([\"gene_id\"]).head(n=1) #find ensembl_id" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "#provide the counts and labels for trianing data\n", "loc=\"alt-prom-crispr-fiveprime/\"\n", "counts_training_data=loc+\"files/cellcycle_assignment/GSE146773_Counts.csv.gz\"\n", "labels_training_data=loc+\"files/cellcycle_assignment/180911_*csv\"\n", "human_genes_loc=loc+\"files/cellcycle_assignment/human_periodic.tsv\"" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(97, 1)\n", "(97, 3)\n", "42 52\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/helenking/anaconda3/envs/apu/lib/python3.12/site-packages/anndata/_core/anndata.py:1756: UserWarning: Variable names are not unique. To make them unique, call `.var_names_make_unique`.\n", " utils.warn_names_duplicates(\"var\")\n", "/Users/helenking/anaconda3/envs/apu/lib/python3.12/site-packages/anndata/_core/anndata.py:1756: UserWarning: Variable names are not unique. To make them unique, call `.var_names_make_unique`.\n", " utils.warn_names_duplicates(\"var\")\n" ] } ], "source": [ "#form adata dataframe \n", "GSE146773_adata = ad.read_csv(counts_training_data)\n", "#filter the genes get the \n", "sc.pp.filter_genes(GSE146773_adata, min_cells=10)\n", "sc.pp.log1p(GSE146773_adata)\n", "#convert the adata.\n", "GSE146773_adata.var=GSE146773_adata.var.merge(annot[[\"ensembl_gene_id\"]].drop_duplicates(), left_index=True, right_on=\"ensembl_gene_id\", how=\"left\")\n", "#remove na in GSE146773_adata.var\n", "#make var_names a string\n", "GSE146773_adata.var_names=GSE146773_adata.var_names.astype(str)\n", "GSE146773_adata=GSE146773_adata[:,~GSE146773_adata.var.index.isna()]\n", "GSE146773_adata.var_names_make_unique()\n", "###scanpy\n", "cell_cycle_genes = [x.strip() for x in open(loc+'files/cellcycle_assignment/regev_lab_cell_cycle_genes.txt')]\n", "cell_cycle_genes=pd.DataFrame(cell_cycle_genes)\n", "print(cell_cycle_genes.shape )\n", "cell_cycle_genes=cell_cycle_genes.merge(annot, right_index=True, left_on=0, how=\"left\").groupby([0]).head(n=1)\n", "print(cell_cycle_genes.shape )\n", "cell_cycle_genes.columns=[\"hgnc_symbol\",\"ensembl_gene_id\",\"protein_id\"]\n", "s_genes = [x for x in cell_cycle_genes[\"hgnc_symbol\"][:43] if x in GSE146773_adata.var_names]\n", "g2m_genes = [x for x in cell_cycle_genes[\"hgnc_symbol\"][43:] if x in GSE146773_adata.var_names]\n", "print(len(s_genes) , len(g2m_genes))\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "\n", "sc.tl.score_genes_cell_cycle(GSE146773_adata, s_genes=s_genes, g2m_genes=g2m_genes)\n", "GSE146773_adata.obs[\"G1_score\"]=GSE146773_adata.obs[\"G2M_score\"]/GSE146773_adata.obs[\"S_score\"]\n", "\n", "#read in the seurat input assignment\n", "GSE146773_counts_labels=label_from(labels_training_data)\n", "GSE146773_counts_labels=GSE146773_adata.obs.merge(GSE146773_counts_labels,left_index=True, right_on=\"cell_name\")\n", "#fill na as S\n", "GSE146773_counts_labels[\"Population\"]=np.where(GSE146773_counts_labels[\"Population\"]==\"S-ph\",\"S\",GSE146773_counts_labels[\"Population\"])\n", "\n", "s_genes = [x for x in cell_cycle_genes[\"hgnc_symbol\"][:43] if x in adata.var_names]\n", "g2m_genes = [x for x in cell_cycle_genes[\"hgnc_symbol\"][43:] if x in adata.var_names]\n", "#add s_genes and s_genes_reg tgethe\n", "sc.tl.score_genes_cell_cycle(adata, s_genes=s_genes, g2m_genes=g2m_genes)\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/helenking/anaconda3/envs/apu/lib/python3.12/site-packages/scanpy/preprocessing/_simple.py:406: UserWarning: Received a view of an AnnData. Making a copy.\n", " view_to_actual(adata)\n", "OMP: Info #276: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.\n", "... storing 'Population' as categorical\n", "... storing 'Sample' as categorical\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "WARNING: saving figure to file figures/umapcellcycle_assignment.pdf\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Population\n", "G2M 387\n", "G1 346\n", "S 334\n", "Name: count, dtype: int64\n", "Best score: 0.8361272530286614\n", "Best number of neighbors: 5\n", "Best parameters: {'metric': 'euclidean', 'n_neighbors': 5, 'weights': 'uniform'}\n" ] } ], "source": [ "(knn, X_train, X_test, y_train, y_test,gene_subset,scaler)=train_model(counts_training_data,labels_training_data,human_genes_loc, adata, genes_regev=cell_cycle_genes,genelist=\"regev\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "93\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#replace na in list with \"S\"\n", "# y_test=[x if x in [\"G1\",\"G2M\",\"S\"] else \"S\" for x in y_test] \n", "#change S in GSE146773_counts_labels[\"Population\"] to S-ph\n", "GSE146773_counts_labels[\"Population\"]=np.where(GSE146773_counts_labels[\"Population\"]==\"S-ph\",\"S\",GSE146773_counts_labels[\"Population\"])\n", "print(len((gene_subset).drop_duplicates()))\n", "cell_cycle_scores=compare_seurat(X_test,y_test,GSE146773_counts_labels ,knn, color1=color1,color2=color2)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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G/CGpVKlS2rhxo3bt2pVjSYEkZWRkmJdWJCcnW+y3fv36OW7z9vY2fyh86aWXtGPHDmVmZprb+/Tpo6+++kp9+vQx37ZixQpJUps2bbKFEdd7/PHHJUmbN2/W5cuXc7S3bt06x23X715z6dIli/3+V1aIkJaWZtXxucl6Tt27d89R00Yy1XIZOHCg+Vij0Zit3dHRUXXr1s3zMSy9/rGxsTpw4IAkZQvcrteqVSt5e3srOTlZGzZsyPMxwsLCtGPHDi1btszidsspKSnmcOfq1at59pWXqKgo8wfxRx991OIxdevWNb8my5cvz9HetGlTubq65rg9631g6X1zI0WKFFG9evVu+O/6QCjLmjVrlJqaqkqVKuVad6Vbt26SpN27d+v8+fOSTGHkli1btGXLFnl7e+e4T2pqqvk9lZ/X/P77789xW1aIUrFiRZUvXz5He1ZwlZiYaL5twIAB2rVrl6ZOnWrxcbLqxeQ2Tnd392w/B7L4+PiYi3xbOs8AAAAACpd812QxGAzZakY4ODjI1dVVXl5eCg0NVdu2bXPU5ciajZKWlqYBAwbk2reTk5MyMzMVGRmpWrVqmW93c3PTiRMntGfPHkVHRysmJkYRERE6cOCAkpKSJClbSHI9S4UpnZyc9NJLL+mtt97S6tWrtXr1apUoUUKNGzfWfffdp/vvvz9HPZmsD9e5fRC9vi0jI0PHjx9XjRo1srX7+vrmuM/1H/IyMjJy7dvSc0pISLDq+NzczHOKj49XQkJCtg/UxYsXzzb+vMZ6vaz3g2Tafjo3KSkpkmSugXMjbm5uOnjwoA4ePKiYmBhFR0fr6NGjOnLkiDmQ+m9QdDOyxpG1vXNuatSooR07dlicGWHpPZA1dknmWVw3o3Tp0po2bdoNj2vTpk2O2SxZ5+L06dO51gS6/jWLjIxUyZIls407MjJS+/fvN1+bR48e1aFDh8znL7drMy9+fn45bsuahZLbDK6sdkvn2MXFRbt379bhw4fN743Dhw9ne29Zul9oaKjFUCyrTTKFbwAAAAAKt3yHLG+++abFIqh5yfp2PjU11arlENfP6IiMjNTo0aO1efPmbMd4enqqQYMGiouL08GDB3PtK7cQoE+fPqpQoYJ+/PFHrV+/XhcvXtTSpUu1dOlSOTg4qFWrVnr33XfNYUvWt+OWipleP6YslnZWun6pgiXWBgAVK1aUZPpgfPny5TzHlCU+Pl5JSUkKDAw035af53R9yJLbh8/rWXr9r5+tYc37wZrZHatXr9aHH36YrfCyZJrd0L59e61Zs8a8zCq/sl6vGxWmzSrAnJ/3wO2W9domJibe9LW5a9cuvfPOO9mW50immWKtWrXS/v37FRsbm69xXb/k678cHW9uIt4ff/yhsWPHmpcIZgkMDNRDDz2kGTNm5Hrf65cM/lfWebZ2BhoAAACAe5fddheyJOsDU/Xq1TVnzhyr73f+/Hk98sgjOn/+vPz9/dWnTx9Vq1ZNwcHBCgwMlIODg0aOHJlnyJKXxo0bq3HjxkpOTtbWrVu1ZcsW/fPPP9q3b59WrVqlp556SnPnzpWDg4P5A1VeH/iv/7BlaacjWwkLC9PHH3+sjIwMbdy40bxsIS8zZ87U559/rqCgIC1YsEBFihSRh4eHLl68mOdzuj6YsNVzcnd3l2T6ALtp06Zb7m/jxo16+umnlZmZqTp16qhLly4yGAwKCQkxz7q4vtZIfmU9/+uXo1iS9T6w53vAVrKuzQcffFDjx4+3+n4REREaNGiQkpOTValSJfXq1UtVqlRRSEiIebZO37598x2y2Moff/yh1157TZLpPdCuXTtVrlxZISEhKlGihNLS0vIMWbJmylmSdd1cP7MHAAAAQOF0W0OWrJkXUVFRSk9Pt1g3w2g0atOmTSpbtqz8/f1VpEgRzZ49W+fPn5eXl5dmz55tcZnAmTNnbno8qampiomJUWJiomrXri03Nzc1b95czZs3V3h4uBYtWqQXX3xRBw8e1KFDh1SlShUFBwdr//792rdvX6797tmzR5JpCZWlmhG2Uq5cOdWuXVu7du3S999/r7Zt2+YoOHu91NRU8wfJ4OBgc22O4OBg7dixQ/v27bO47bQk7d27V5Jpy21LtTfyI+v9kJCQoLNnz1pcUiSZCtp6e3srICAgz2VJkydPVmZmppo0aaIffvghx5bPqampNyyea43g4GBJptodERERuS4ZynrNKlSocMuPaW9Z5+L6JVz/dfXqVe3Zs0d+fn7y9/eXk5OTpkyZouTkZAUHB2vWrFkWZ57k59q0tUmTJkky1R369NNPc7SfPn06z/tHRETIaDRavL6y6gr9d3kkAAAAgMLHprsL3UjDhg1VrFgxXblyJdeZLAsWLNCjjz6qDh06mD/4ZH0L7u/vbzFgOXr0qHbu3CnJ+nomkqnYZ8eOHTV06FClpqbmaG/WrJn5v7P6zSpau2LFCsXExFjs9+eff5Yk1alTR8WLF7d6PPnx+uuvy8HBQTt27NDXX3+d57FjxoxRbGysHB0dNWzYMPPtWc9p7ty5FpfSpKammmt92GImSJaQkBBzAPHrr79aPGbbtm0aMGCAOnbsaD7Hucl6n1SpUiVHwCKZnl9WTZb/1jzJK5z6r4oVK5pDiSlTplg8Zvv27dq9e7ckmXcMupO1atVKTk5OioyM1Lp16ywe89NPP2ngwIHq1q2buThsVm2XkJAQiwHLunXrdPLkSUk5r82s1/xW6uNYK+u9kVvdoVmzZpn/21I9nHPnzmnlypU5bo+Li9OyZcskSe3bt7fFUAEAAADcxW5ryOLu7q6hQ4dKkj788EPNnj07WzHMZcuWafTo0ZJMW/5mzQLJmjlw8ODBbNukGo1GrVmzRk8++aT5w/PN7GDSsmVLeXt7KyEhQa+++mq2ArKJiYnmb7z9/PxUuXJlSaYPUqGhoUpJSdGQIUOyLVFKTEzUW2+9pbVr18rZ2VkvvfSS1WPJrzp16uipp56SJH355ZcaOXJkjtkIsbGxeumll8yBwPDhw1WzZk1ze79+/eTr66tz587pqaeeyhYenT9/XiNGjNDhw4fl4eGh5557zqbjz9p96ttvv9XkyZOzhV1bt241t9epU0dNmjTJs6+s98miRYsUERFhvj0lJUW//vqrPvjgA/Nt/92FKmvpkqXtjfMa9++//67x48dnG/emTZv0/PPPSzKFUteHdXeqgIAA9e7dW5L04osvmneckkwFa2fOnGnelnrAgAHmejRZYdO6deuybVWdnp6uhQsXKjw83Hzbf1/zrGVUWSGMPWW9N37//fdsM2sSExM1YcIEffvtt7mOM8sbb7yR7TnGxsbqmWeeUVJSkho1aqTmzZvbafQAAAAA7ha3dbmQJA0ZMkQxMTGaMWOGXn/9dX322WcKDAzUmTNnFBcXJ8m03e+HH35ovs9DDz2kqVOn6vjx43r++ecVEBAgb29vnTp1SufPn5eLi4saNWqkzZs339TShCJFiujLL7/U4MGDtXjxYi1fvlzly5eXo6OjYmJilJSUpKJFi+qTTz4xL61xdnbWxIkTNWTIEEVGRqpbt24KCgqSh4eHIiIilJycLDc3N7377rtq0KCBbV+8XISHh8vLy0ufffaZFi5cqIULF6p06dIqW7asLl26ZC4C6+LiohEjRmjIkCHZ7l+8eHF98803Gjp0qHbs2KEHHnhAlSpVkrOzs3lHHi8vL40dO1ZBQUE2HXunTp0UFRWlCRMmaMyYMZo0aZKCgoIUHx9vDjwqVqyoiRMn3rCv4cOHa/369Tp79qy6dOmioKAgFSlSRMePH1dSUpJ8fHxUsWJFHTx4MMfykGrVqmnlypVasGCBDh06pAYNGpgDP0s6dOig6OhojRs3Tl999ZWmTJmiihUrZht3o0aN9Nlnn93ULJmC9Prrr+vMmTNauXKlnnnmGZUpU0a+vr46ceKE4uPjJZlqtrzwwgvm+zzxxBNauHChLly4oAEDBpivhdjYWF28eFHu7u6qW7euduzYkeM1r1q1qiTTrJ/27durUqVK5iDH1sLDwzVs2DAdPXpUYWFh5nDo+PHjSklJUbly5eTg4KDo6GiLS4eKFSsmV1dXDRgwQBUrVpSbm5sOHz6sjIwMValS5a46zwAAAADs57bOZJFMSwTef/99ff/992rXrp2cnZ114MABXblyRXXq1NGbb76pn376KdvSA09PT82aNUtDhw5V5cqVFR8fryNHjsjT01O9evXS7Nmz9dFHH0kyzXa5mW/GGzdurJkzZ6pbt24qXbq0oqKiFB0dLV9fXw0cOFCLFy/OMYMiMDBQs2fP1iuvvKJatWrp7NmzioiIkJ+fnwYNGqR58+ape/fuNnm9rPX4449r8eLFGjx4sGrWrKmUlBTt379f586dU9WqVfXEE09o8eLFOQKWLNWqVdPChQs1fPhwVa5cWTExMYqKilLFihX19NNPa/78+Xb7pn748OH6/fff1aVLF3l6eurgwYO6cOGCqlWrphEjRmj27NlWFRWtUaOG5s2bp65du8rf31/R0dGKjo5W+fLl9fTTT2vhwoUaNGiQJGnVqlXZlqkMGTJEvXv3lpeXl6KionTo0KEbPt5TTz2lGTNmqHPnzuZxJycnq2nTpvr00081ZcoUm9WvuR1cXV319ddfa9y4cWrRooXS0tJ04MABZWRkqHHjxvr000/1xRdfZFuK5e/vr/nz56tfv34KCgrSqVOndOzYMZUqVUoDBw7U/PnzzaHMpk2bshWQ7d69u5588kmVLl1asbGxOnDgQL62ebZG69atNWvWLLVt21alS5dWZGSkTp06JYPBoJEjR2revHnq0qWLJFlcFuTu7q6ZM2eqd+/eunTpkqKiolSpUiW9/PLLmjZtWo6t3gEAAAAUTg7G21EQAYAkU9Hn7t27q3fv3nrjjTcKeji4gTlz5mjUqFHy9fXVmjVrCno4AAAAAO5wt30mC1BYnTt3TsOGDbupukEAAAAAgLsHIQtwGxw4cED9+/fPVpAXAAAAAHBvue2Fb4HC5OLFi/r222/1888/KzU1VYGBgebthAEAAAAA9xZmsgB29PPPP+u7776Tj4+Pvv7669teEBkAAAAAcPswkwWwo7Jly+rVV19V//795ebmpn379hX0kHATevbsqZ49exb0MAAAAADcJQhZADvq3bt3QQ8BAAAAAHCbELIAeQgLC8uzffny5bdpJAAAAACAOx0hC+ziWNLJgh4CAAAAAAC3FSEL7CI9M72gh2ATzFQBAAAAAFiLkAV2kWk0FvQQAAAAAAC4rQhZYBeZxsyCHgIAAAAAALcVIQvsIt2YUdBDAAAAAADgtiJkgV0wkwUAAAAAUNgQssAu0jOZyQIAAAAAKFwIWWAXmWImCwAAAACgcHEwGtkGBra34dzugh6CTTQtVaughwAAAAAAuEswkwV2QU0WAAAAAEBhQ8gCuyBkAQAAAAAUNoQssAu2cAYAAAAAFDaELLCLDGayAAAAAAAKGUIW2AUzWQAAAAAAhQ0hC+wik02rAAAAAACFDCEL7CKNmSzAPWvUqFFKTk4u6GEAuIu5ubnp448/LuhhAABgc4QssAtmsgD3ruTkZI0bN66ghwHgLhYeHl7QQwAAwC4IWWAXFL4FAAAAABQ2hCywizRCFgAAAABAIUPIArtguRAAAAAAoLAhZIFdpFL4FgAAAABQyBCywC6YyQIAAAAAKGwIWWAXGYQsAAAAAIBChpAFdpFGyAIAAAAAKGQIWWAXzGQBAAAAABQ2hCywi1S2cAYAAAAAFDKELLALZrIAAAAAAAobQhbYRSohCwAAAACgkCFkgV0wkwUAAAAAUNgQssAuMshYAAAAAACFDCEL7ILlQgAAAACAwoaQBXbBciEAAAAAQGFDyAK7SCVjAQAAAAAUMoQssAtqsgAAAAAAChtCFthFWmZBjwAAAAAAgNuLkAV2QU0WAAAAAEBhQ8gCu8gkYwEAAAAAFDKELLCLNKNDQQ8BAAAAAIDbipAFdsFMFgAAAABAYUPIArtIp/AtAAAAAKCQIWSBXTCTBQAAAABQ2BCywC4yMgp6BAAAAAAA3F6ELLALdnAGAAAAABQ2hCywC5YLAQAAAAAKG0IW2EUmhW8BAAAAAIUMIQvsgpksAAAAAIDChpAFdsFMFgAAAABAYUPIArug8C0AAAAAoLAhZIFdELIAAAAAAAobQhbYRWZGQY8AAAAAAIDbi5AFdsFMFgAAAABAYUPIArug8C0AAAAAoLAhZIFdMJMFAAAAAFDYELLALozMZAEAAAAAFDKELLALZrIAAAAAAAobQhbYBSELAAAAAKCwIWSBXRjZwhkAYAOjRo1ScnJyQQ8DNhYXF6fw8PCCHgZsyM3NTR9//HFBDwMAChwhC+yCmSwAAFtITk7WuHHjCnoYAG6A0AwATAhZYBfGTFIWAAAAAEDhQsgC+yBjAQAAAAAUMoQssAu2cAYAAAAAFDaELLALarIAAAAAAAobQhbYBzNZAAAAAACFDCEL7ILCtwAAAACAwoaQBfZBxgIAAAAAKGQIWWAXFL4FAAAAABQ2hCywD2ayAAAAAAAKGUIW2AchCwAAAACgkCFkgX1kkLIAAAAAAAoXQhbYBxkLAAAAAKCQIWSBXVD4FgAAAABQ2BCywD6MTGUBAAAAABQuhCywD2ayAAAAAAAKGUIW2AcTWQAAAAAAhQwhC+wjk5QFAAAAAFC4ELLAPlguBAAAAAAoZAhZYB9MZAEAAAAAFDKELLAPlgsBAAAAAAoZQhbYBxkLAAAAAKCQIWSBfTCTBQAAAABQyBCywD4ofAsAAAAAKGQIWWAfTGQBAAAAABQyhCywD5YLmR07dkxfffWVtm3bpvPnz6ts2bLq0KGDhg4dKg8Pj4IeHgAAAADARghZYB9kLJKk3bt369FHH1VSUpJq166tmjVravv27frmm2+0YsUKTZ06VcWKFSvoYQIAgGtGjRql5OTkgh7GXScuLk7h4eEFPYy7kpubmz7++OOCHgYAGyFkgX1Qk0VpaWl64YUXlJSUpE8++UQ9evSQJCUnJys8PFwrVqzQ2LFj9c477xTsQAEAgFlycrLGjRtX0MNAIUI4BdxbHAt6ALhHGY33xr9bsGjRIp04cUL33XefOWCRTN9WfPTRR3J3d9esWbN06dKlW321AQAAAAB3AEIW2EfGPfLvFqxcuVKS9MADD+Ro8/b2VuPGjZWWlqa1a9fe2gMBAAAAAO4IhCywCwfjvfHvVhw+fFiSFBoaarG9cuXKkqRDhw7d2gMBAAAAAO4I1GSBfdziUpt7wZkzZyRJvr6+FttLly4tyVQoDgAAAABw9yNkgX3cI4Vvw8LC8mxfvnx5rm1Xr16VZKrBYknW7UlJSfkcHQAAAADgTkLIAvtgJoucnJyUmXnjtMnIawUAAAAA9wRCFtjHPTKTJa+ZKjfi4eGhhIQEpaSkWGxPTk6WJLm7u+f7MQAAAAAAdw4K38I+Mu+Rf7egTJkykqSzZ89abM+qxZJ1HAAAAADg7kbIAvswGu+Nf7cga1ehI0eOWGw/evRotuMAAAAAAHc3QhbYR0HPQLkDZrLcf//9kqSlS5fmaLtw4YI2bdokV1dXNW3a9NYeCAAAAABwRyBkgX0Y75F/t6Bt27YKCAjQqlWrNH36dPPtycnJeuONN5SUlKQ+ffrIx8fn1h4IAAAAAHBHoPAt7MIhkx1z3Nzc9Omnn+rJJ5/U6NGjNWPGDAUGBmrHjh2Ki4tTjRo1FB4eXtDDBAAAAADYCDNZYB8FPQPlDpjJIkkNGzbUzJkz9eCDD+rkyZNatWqVihUrpmeffVZTpkyRh4fHrT8IAAAAAOCOwEwW2EdGQQ/gzmEwGDR+/PiCHgYAAAAAwM4IWWAft7gzDwAAAAAAdxtCFtgHGQsAAAAAoJAhZIFdONzi9scAAAAAANxtCFlgH+wuBAAAAAAoZAhZYB/MZAEAAAAAFDKELLALBwrfAgAAAAAKGUIW2AczWQAAAAAAhQwhC+yDmiwAAAAAgEKGkAV24UDGAgAAAAAoZAhZYBcOzGQBAAAAABQyhCywDzIWAAAAAEAhQ8gCu3DIIGUBAAAAABQuhCywD7ZwBgAAAAAUMoQssA9CFgAAAABAIUPIArtguRAAAAAAoLAhZIFdODCTBQAAAABQyBCywC7YwhkAAAC2NmrUKCUnJxf0MGwqLi5O4eHhBT0Mm3Fzc9PHH39c0MMACgwhC+yDmSwAAACwseTkZI0bN66gh4E83EuBEZAfhCywC4eMzIIeAgAAAAAAtxUhC+zDSMgCAAAAAChcCFlgHywXAgAAAAAUMoQssAuHTGayAAAAAAAKF0IW2AfLhQAAAAAAhQwhC+zCISOjoIcAAAAAAMBtRcgC+6AmCwAAAACgkCFkgX1kMpMFAAAAAFC4ELLAPqjJAgAAAAAoZAhZYB+ELAAAAACAQoaQBfZhZLkQAAAAAKBwIWSBfTCTBQAAAABQyBCywC6MFL4FgAIxatQoJScnF/QwbCYuLk7h4eEFPQybcnNz08cff1zQwwAAAHZAyAL7YCYLABSI5ORkjRs3rqCHgTzca6ERAAD4FyEL7CMzvaBHAAAAAADAbUXIArswMpMFAAAAAFDIELLAPozGgh4BAAAAAAC3FSEL7MJoZLkQAAAAAKBwIWSBfbBcCAAAAABQyBCywC7YwhkAAAAAUNgQssA+mMkCAAAAAChkCFlgF0YRsgAAAAAAChdCFtgFy4UAAAAAAIUNIQvsg+VCAAAAAIBChpAFdmHMZAtnAAAAAEDhQsgCOzEW9AAAAAAAALitCFlgF5nMZAEAAAAAFDKELLAPIzNZAAAAAACFCyEL7MJI4VsAAAAAQCFDyAK7MBpZLgQAAAAAKFwIWWAXRpYLAQAAAAAKGUIW2AUzWQAAAAAAhQ0hC+yDmSwAAAAAgEKGkAV2wRbOAAAAAIDChpAFdkFNFgAAAABAYUPIAjthC2cAAAAAQOFCyAK7yMzMKOghAAAAAABwWxGywC6MRmayAAAAAAAKF0IW2IXRyEwWAAAAAEDhQsgCu2AmCwAAAACgsCFkgV0Yxe5CAAAAAIDChZAFdpGZmV7QQwAAAAAA4LYiZIF9GJnJAgAAAAAoXAhZYBeZFL4FAAAAABQyhCywCwrfAgAAAAAKG0IW2AUzWQAAAAAAhQ0hC+yCmSwAAAAAgMKGkAV2YaTwLQAAAACgkCFkgV2wXAgAAAAAUNgQssAuWC4EAAAAAChsCFlgF8xkAQAAAAAUNoQssAtqsgAAAAAAChtCFthFZiYzWQAAAAAAhYuDkSkHsAP/En4FPQSbOHnxVEEPAfeAdd16FfQQgLvWJ5UGFfQQgLvaa0d/Lugh4Ab4OXdnWzC2W0EPAXcZZrLALih8CwAAAAAobAhZYBcsF7INo9GowYMHa/fu3dq6dWtBDwcAAAAAkAdCFtgFq9Bs49NPP9W6detUrFixgh4KAAAAAOAGCFlgF2zhfGuSkpL07rvvau7cuQU9FAAAAACAlQhZYBfUZMkfo9GoP//8U59//rmio6NVrlw5xcTEFPSwAAAAAABWIGSBXVCTJX9OnDihF154Qc7OznriiSf00EMPqWPHjgU9LAAAAACAFQhZYBdGUZMlP1xcXNSzZ08NHTpUFStWVGxsbEEPCQAAAABgJUIW2AWFb/PH19dXH3/8cUEPAwAAAACQD4QssIuMe6TwbVhYWJ7ty5cvz7Vt4MCB2rx5s1WPs2XLFhUvXvymxgYAAAAAuLMQssAuEtNSC3oINnGjkCUv3t7e8vX1tepYR0fHfD8OAAAAAODOQMgC5CGvmSo3Mn78eBuOBAAAAABwp+PrcwAAAAAAABsgZAEAAAAAALABQhYAAAAAAAAbIGQBAAAAAACwAUIWAAAAAAAAGyBkAQAAAAAAsAG2cAbuYIGBgTp06FBBDwMAAAAAYAVmsgAAAAAAANgAIQsAAAAAAIANELIAAAAAAADYACELAAAAAACADRCyAAAAAAAA2AAhCwAAAAAAgA04GI1GY0EPAgAKyrpuveza/33zZutY0km7PgZuzaPNRxf0EJAHB0engh4CbiC5adOCHgLy4Lh8QUEPATfgWrxcQQ8BeVi1cVxBDwF3GWayAAAAAAAA2AAhCwAAAAAAgA0QsgAAAAAAANgAIQsAAAAAAIANELIAAAAAAADYACELAAAAAACADRCyAAAAAAAA2AAhCwAAAAAAgA0QsgAAAAAAANgAIQsAAAAAAIANELIAAAAAAADYACELAAAAAACADRCyAAAAAAAA2AAhCwAAAAAAgA0QsgAAAAAAANgAIQsAAAAAAIANELIAAAAAAADYACELAAAAAACADRCyAAAAAAAA2AAhCwAAAAAAgA0QsgAAAAAAANgAIQsAAAAAAIANELIAAAAAAADYACELAAAAAACADRCyAAAAAAAA2AAhCwAAAAAAgA0QsgAAAAAAANgAIQsAAAAAAIANELIAAAAAAADYACELAAAAAACADRCyAAAAAAAA2AAhCwAAAAAAgA0QsgAAAAAAANgAIQsAAAAAAIANELIAAAAAAADYACELAAAAAACADRCyAAAAAAAA2AAhCwAAAAAAgA0QsgAAAAAAANgAIQsAAAAAAIANOBf0AAAAd59Fs+ZrwofjNOKtl9ShZ6eCHs495cFOTdWtdysFVwqQjFL08dNaMn+d5s5cLaPReNP9/b7wY/n5l8rzmI4tn1di4tVstxmqllf/R9urdt3KKu7lqQvxl7Vz2yHNmrpcB/dH3fQ47hUPdmqsbr1aqWIl/2vn54yWLFivebPW5Ov8TJ//ofz8S+Z5TKf7w3Ocn/8aMry7Hnm8vV4c9oW2bT540+MoDDo0Clav5qEK8feW0ShFx13Uwo1HNXvtIeXj1OXQ4z6DXuvbVB9OXa/5G47ceof3qA5dW6lH3wcUYihvOg/HTmrRHys1Z/pf+bqGJKl+4xp6qH8H1ahjUAkvTyVcuKxtm/bqp0mzdTzyhFV9dO/TTq++85Q+eutrLZi9PF/juBc80KGBuvW8T8EhfjIajYqJPqslCzdp3pz1+T4/13NyctT/vn1eVatX0CfvT9Wfi7Zka5/+x1sq6+djVV87tx/VC8O+uuUxAbZGyAIAuCmH9h3U919MKuhh3JNGvNJPvfq2kSQdP3ZKGRmZqlItSFWqBem+VnX06ogJykjPsLo/T8+i8vMvpfT0DO3fE5nrcRkZmdn+v0PXZnr5zUFydnZS4uUkHYs4qTK+3nqgYxO1eaCh/jd2hub8viJ/T/IuNuLlh9Xz4daSrp2fzExVqVZBVapV0H0ta+m1F77K8VrmxXR+SprOz95juR53oz6bNq+pvgPbWf24hdHIhxqpT6uqkqRjpxOUmWlU1fKlVLV8KbWoWU4vfrNcGZn5/wBZtXxJPdetvq2Ge8968Y0n1HtAR0lSVESsMjIzVbVGiKrWCFHz1g300rCPb+pnnCQ9Ez5Ag4b0kCSdjYtXVMQJla/or/ZdWqp1u8Z6efin2rJhd559VK0RomdfGpi/J3UPeX5kT/Xs3UKSdDzqjDIzMhVatZxCq5ZTsxY1NGrk5Jv6GWdJ/0Fhqlq9Qq7tB/dH62xcQq7tRYu6qpIhQJIUG3P2lsYC2AshCwDAaru27tT7I99W0pWkgh7KPad9l2bq1beNLl9O0msjJmjPzqOSTDNKPvniOTVqWl2PDems77+eZ3WfIYZASdKJmDg9O/j/rLpPhYplNfL1R+Ts7KQZv/2tbyfMUWpquhwcHPTwI+00LLy3nnvpYe3fE1moZrS079xUPR9urcuXkzTqha+0Z1eEJMlQpbw+HjdMjZpW16NDOumHbxZY3WdwZdMHhRMxcXruyTH5GlfrtvU16t3H5OzslK/7FwadGoeoT6uqupyUqpGTlmtXZJwkqUo5H415KkxNqgboyQ61NWnRznz1X6+Srz55srU8ihax4ajvPR2736/eAzrq8qUremnYx9q93TTjKrRasD6b+JqaNK+jwc/01rcTplvdZ+eebTRoSA+lpaXpk9GTtHjuKklS8RKeevvj53Tf/fX1zqfPq9eDw5V8NcViH3UbVtcn41+Sh6f7LT/Hu1n7Tg3Vs3cLJV6+qlEvTdaeXabg1xAaqI/GPKlGTaro0cEP6odvl+T7MSpV9tegJx7I85h33piSZ/vbHwxSJUOADh2M0fjP/8j3WAB7oiYLAOCGUlNS9cs3P2nU0yOVeOlyQQ/nnuPo6KBBT5qWXU0aP9scsEjS4QPR+uCt7yVJvQe0lYdnUav7DalcTpIUccS66fKS9FC/tipSxEV7dh7V/8bOUGpquiTJaDRq+i9LtXHdHjk5OapLzxZW93m3c3R00MDBHSRJkyb8YQ5YJOnwwWh9+PaPkqTe/cPk4eFmdb+VroVgkUdP3vSYPD2LKvzVfnrnkyFydXW56fsXFo4ODnr8wVqSpK/mbzMHLJJ0MCZe7/z8jySpb+tq8nC7udexiLOjnuxQWxOefUAlPFxtN+h7kKOjox5/upckaeLnv5oDFkk6tD9S7702QZL08KOdrA47ihRxMc8+GffRj+aARZIuXUzU6Fe+1JXEJPmU8lKL1g0s3n/w8D4a//3bKl6iWH6f2j3B0dFBAx8zzYab9NUCc8AiSYcPxeqjd3+TJPXu2+qmfsZdz9nZSaNGD5Cjo6NSU9Ly1Uenbk3Upm1dJV1J1rtvTMl3P4C9EbIAAPJ0MvqEBncfqN8mmb5denT4YJXx8y3gUd1batWtrMByZZSamqa/Fm3M0b5980HFRp+Ru7ub7mtV2+p+sz7EH4uwPmSJOBKrVcu2ad7s1RbbI68FNmX98q4jci+5/vwstXR+thxSbHTcTZ+fkMo3f34kqXrNivpt7vvq3ruVkpNT9cm7eX/zW5jVCSmjcqWLKzUtQ4s3R+Ro33r4tGLiLsnd1UUta5azut/AUsU0860eGtKxjiTp6wXbdfJ8oq2Gfc+pXb+qAsv7KTU1TUvm5/zZsnXjHsUcPyV396IWAxFLmrduoBJexRQddVLzZi7L0X4lMUmff/i9vvzkJx0/lj3IDCxfVr8vGa8nh/eRJH3z5VSdOhGXo4/ColadYAWUK63U1HQtXbI1R/v2rUcUG3NWRd1d1axFjXw9xuND2iukkr/mzPhH8fE3/2WNT8niGv58N0nStxMX6uSJ8/kaR0E6dOiQxowZo169eql58+aqUaOGmjRpor59+2r8+PE6c+aMVf3Mnz9foaGhWrYs5/sedwZCFgBAns7GndXZ03GqUrOavvx5ovo9+UhBD+meU71WiCTpyKEYpSSnWjxmz07TB8S69UOt7jfEYPrQGHnU+g/xc2eu0tuvfGMxTJCk0GqmtfSxMYXnA0n1mhUlXTs/uXxzmjW7pU59g9X9Vqqcv5ks5SqUlZeXpzau26sn+r6vJQs23NT9C5OaFUtLkg7HxislzXKtj13HTO/lepXLWt1vGS93lfXx1J5jcRo8dpF+Wrrn1gd7D6tZx3RdHD5wLNefcVmzW+o1qm5Vnw2bmmYo/bNiizIzLdcJWTxvtab/vFCHD2SveVTat6TK+pXWnp2H9GTfUZoyaY5Vj3mvqlYjSJJ09HBsrj/j9u42vYZ16oXcfP/VK6jvgNaKPh6nyd8sytcYhzzTUe4ebjq4P1pzZ6/LVx8FJTExUeHh4eratasmT56s06dPKzQ0VG3btlXVqlV19OhRffXVVwoLC9Pvv/+eZ1/bt2/XO++8c3sGjnyjJgsAIE+ly5TWe+M/VqMWTQp6KPeswHJlJEkn8yjid/rUOdOxFaybReTo6KDgEH9J0rmzCeo9oK1q160sD8+iOhuXoI1rd2vl39us3i2iZKkSGvRkJ9VvVFVJV5I1a1rh2X0jIOv8xJ7L9ZjTp0zfqpYrX8aqPh0dHVTx+vPTP0y16lSSh2dRnTuboA1r92jVsu0Wz8+xiBMaPvgz7d2Vc2YGsgssXVySFHsu92/OT12bgVK+THGr+41LSFL418u0fv/NzUIqrALLmwKsEzG5f1N/6qTp51+5IH+r+qwUagp8I4/GSJJatW2sFq0bqEzZkrp0MVGb1u7U4vmrLRbSPXvmvF58+kNtWLPjpp7HvSog0LQD3Yk8ZoecPhUvyfqfcVmKuLrotbf7Sw4O+vSDafla4lM5NFAPdmwoSfrqy7k3ff+ClJKSoscff1y7d+9WuXLl9NZbb6lly5ZycHAwH5OWlqZZs2bp448/1ttvv62yZcuqVatWOfpauHCh3nrrLSUlURfvTkfIAgDIk3/5APmXDyjoYdzTvHxM9QASEnL/IHgx4YrpWC9Pq/osV8FXrm6mQpyfTwzPUculfeem6jMgUm+MnKjz5y7m2k/Ph1urR5/WCggsLWcXZx2LOKlP35uimOPWTWu+F3h7Xzs/F3I/P5cumj6ol7D2/JT/9/yM/WpEjvPzYKcm2j/gmN4Y+bXiz1/K1nboQLTVYy/svD1N9SMSEpNzPebiFVNB1JupqxJ77nKewQ2y8/YpIUlKiM/9Z83Faz//vLysq49S1t80Syk9PUMTf35PdRtUy9Ye1r6Z+gzspJHPfKS409nDg9jo04qNPm31+O913td+B128kPuSt4sXTR/sS3h53FTfQ4d1VvkKZfT7byu1b09UvsY3YFCYHB0dtW3L4Wz1Yu4GEyZM0O7duxUQEKAZM2bIxyfn9tQuLi7q16+fihQpotdff11jxozJFrIcO3ZM48aN019//SV3d3eVKlVK587lHvqj4LFcCACAAuZ27cN2Xt/wpaSYpthnfTC/kayit5J0cH+Unh38f2rXbLg63T9C77/xnc6fTVC1msH6dPzzee5MU6tuZVWo6CdnF9P3Mt4+xdS8VW05FaLdbLJe89TUPM5Pclq2Y28ka+cnSTq4/7iee3KMHrjvOXVu86Lef/MHnT93UdVqVNT/jX+WnYNugVsR0/s2JY9tgbOWEWUdC9tzK2oKsHJbiiLJvIzItah1YZf7tQKsI159TNVqhGjcRz+ow31P6P56/fXSMx/rZOwZVQqtoDETR5l/fsGyrOLZWYXOLUnN+h10E4W269QLUc/ezXU86oy+n7Q4X2Mr6+etFq1qSpJ++fHvfPVRUK5evaqpU6dKkkaPHm0xYLlejx491KVLF3Xt2lWpqf8uq3v77bf1119/qW7dupo5c6aCg4PzPaYlS5boscceM9eEuf/++/Xyyy/rwIEDFo8/cuSI3nzzTbVp00a1atVSWFiYXn75ZUVGRuY4NjExUf/73//UpUsX1apVS3Xr1tVDDz2kn3/+OdvzkaTY2FiFhobqscce0z///KMHH3xQNWrUULt27XTo0CHzcYcPH9bLL7+sFi1aqEaNGmrevLlGjhypo0eP/vfh7yiELAAAFLDMDMv1BCyxdnnPmdPnNWvqMs347W+9+Mw47d5xRCnJqbp8KUl/L9mk54aM0dWrKTJUKa9O3Zvn2s/XX85S2ybP6KGOr2rCmOkqUsRFjzzRUe9+8pTVY77b5VbvwRIrT4/OnDqvWdNWaMbU5Ro5/Evt3nlUKSlpunwpScv+3Kznh47V1aspqhxaXp263ZfPkSMz08oTIuvPHW5exk38jLP2RLi6mgJNn5Il9PbLX2jGr4uVcOGSUpJTtW71NoUP/VBpaWmqXCVIHbvdn49RFx43c51Yq6i7q159s5+MmUZ98v7UPAOcvPR4qIWcnJ20b0+Udm6/sz9Y/9eyZct05coVlS5dWi1btrzh8Y6OjhozZoyGDBmiIkX+Dexr1Kih8ePHa9q0aapUqVK+x/Ptt9/qhRde0NatWxUSEqI2bdrIw8ND8+fPV58+fbRt27Zsxy9dulQPPfSQZs6cKXd3d91///1yd3fX/Pnz1bNnT+3evdt87KlTp9S9e3dNmDBBcXFxat68uRo2bKiIiAh9+OGHevTRR5WYmHOmVHR0tIYPHy43Nze1aNFCjo6OCgkx1f1ZsmSJevbsqfnz58vLy0utW7dW6dKltXDhQvXs2VMrV67M92thb8S6AAAUsKtXTcsViuTxDWHWB4rcikb+177dkdq3O+c3TVlio8/o7yWb1LVnS7VsXVfzZlneTejMtXX4cafjNXPqch0+GKMJ372slm3qqk59g3ZuO2zVeO5mV5OunZ8ieZyfa9v/Wn1+9hzTvj25T3uPjY7TsiWb1aVnC7VoXUfzZq+5iREjS9K12UeuecwGcnUxtaXk80Mgbuxqkmm5Vl6zILJmgSUnp1jVZ3Jyqjw8iurwwWNas3xLjvboqJP6e9E6dex+v1q2aaj5s9iJJTfm30F5zOYq4pp1fqz7GTd8RDf5+ZfU1F+W68C+/C9xvD+sjiTpz0Wb893HrQoLC8uzfflyyzXKdu3aJUlq3LhxthosN+vVV1/N932zpKam6uuvv5azs7Pmzp2bLaz5/PPPNWnSJH399df67rvvJElnzpzRqFGjlJKSog8++EC9e/c2H//tt99q7Nixeu2117R4sWmGUnh4uGJiYtSuXTt9+umn8vAwLSuLj4/XsGHDtH37dr377rv67LPPso3rxIkT6tSpkz7//HNJpi81HB0dFRUVZX7e//vf/9SuXTvzff7880+NHDlSI0eO1JIlS+Tre+fteEnIgjvOqFGjlJyc+9ppwFbGjRtX0ENAIVE5tJxGvNLPYtvi+euUkGD6dqd4idzXupfwNtX6uJCPrS9zc+Sg6Q9fv4BSVt9n1/bD2rPzqGrWqaS6DULviZClcmg5Pf/ywxbblsxfr4sJWfVW8jg/Ja6dnzzqttysI4dMBT39/K0/P4WNIdBHLz3UyGLbgo1HdTHxxvVWvDxNbfF51G1B3gxVK+rF15+w2Lbwj5VKuGCqK1Q8j3orXtdqH134Tw2i3CReuiIPj6I6ciAq12Mij5p+xvmXu7lirfeaSoYAjRjZ02Lb4gWbzDW/8vwddK0tIY+6LVkaNa2izt2aKurYaf347ZJ8jNgktEo5+Zb1Vlpaulat2JXvfgrKqVOnJEllylh+//3555+5bsPct29fNWhg3Xbm1rh8+bKSkpLk7u6eYzxDhw5VyZIlsy1DmjdvnhITE9W5c+dsAUvW8cuXL5ejo6Pi4uIUHR2tHTt2qFSpUvrss89UtOi/NcZ8fHz05Zdfqm3btlq4cKFeeOEFBQRkr/P32GOPmf/b0dG00GbKlClKSUnR008/nS1gkaT27dtr48aNmjZtmqZOnarw8PBbem3sgZAFd5zk5GQ+/AK4p3h4FlWtupUttm3bfEDHj5n+ECubx4dpP7+SkqSYaOsLzjo4OMjJyVHpudSjcHQ0fbN2fbuXdzH5BZRSVMRJ87eb/3X61HnVrFNJPiVLWD2WO5mHZ1HVqmN5Cva2zQd1PMpUILPstXNgSVl/U1vsTRQEvtH5cbBwfpCdp5uLaodY/hZz86FTOnbGVGjVr2TuBYn9fExtMXHWfbhHTh6e7qpdv6rFti0b9+h4pGkXJr+A3MMOP39TW3SUdVuaR0WekK9fKbnkMcMsI920TCmtkM9S8vR0U83alut4bNtyWMejTD+3yvrlXjMkqy0mOvdd8LK0aVtXkhRUsaz+/mdMrse99lZ/vfZWf+3cflQvDPsqR/t9LWtIkrZsOqTLlwpuR53cZqrcSEZG3j+7Dxw4oAULFlhsa9asmU1DlpIlS6py5co6cuSIevTooa5du6ply5aqVauWPD099eijj2Y7ftOmTZKktm3bWuzv+q2mZ82aJck04+f6gCWLr6+vGjVqpLVr12rLli05QpYqVarkuM+GDRskSU2bNrX4+K1bt9a0adPM47zTELIAAGBnO7cdVst6Q3Jtr1HLtP7YUKW8nJ2dLH6orlHbdIy12/ZO+O5lVa8VorkzV2n8Z9MtHmOoYtoCNSrSFPI4OTlq5uJP5erqotGvTtLKv7davF9W2HA27oJVY7nT7dx2WK0aPJ1re/Vapg8nlfM6P9fO4d48lmhdb/y3I1W9VrDmzVqt8WNmWDzGUKW8JCnqWgiHnLYfPaPGz03Jtb1mRdMONKGBPnJ2clS6hdogtSqaPtzvPhZnn0EWAju27FPTag/l2l6zTqgkKbRqRTm7OCs9LWfoUbOu6Zg9Ow/laLNk367DanxfbVWrmXuNigrBpu2gC/tOQju3R+j+Jrl/21+9ZpAkqXJoQB4/40zH5LXMMUtM9Fnt2ZX7z8LQKuVUxNVFMdFxSriQqMgIyz/jatauKEnatvnunDFZtqxp6/KzZy0HU+Hh4TlmYQwbNizfoc6NfPHFF3ruuecUGRmpiRMnauLEiSpWrJhatGihbt266f777zcfGxdn+nno73/jLdWzjg0MDMz1mHLlymU7NouHh0e2+jNZsmYB/Tf8+a+TJ60LZW83QhYAAArY3t0RijsdrzJlffRgp6ZaNG9ttvb6jaoqsLyvEi8n6Z+VO6zqM/LoCdWuZ1DLNvU0+as/zHVFsvj6+aj1A6ZvyZb/ZVrrnpGRqR1bD6rJfTXV7aFWFkOWajWDzaHDhn9252i/F+3bHWk+Pw90aqzF89Zna6/fqIoCy5dRYuJVq8/PsYiTql2vslq0rqvJE+flPD9lfdS6XX1J0oqllsMu3NieY2d15sIV+Xp7qEPDYC3YmL1wZsNQP5UrU1yJV1O1ahdbY9vLnp2HdObUOfn6lVKHLi21YM6KbO0Nm9ZUuQp+Srx8RauXWVd7Y+mif/TEsN4KLF9WrcIaafXy7Pfz9imudh1NRb1XLt1omydyj9q3J0pxZy6ojK+3HujQQIsXZJ8dUL+hQYHlSpt+xq3ac8P+fpuyTL9Nyb0GzvQ/3lJZPx/9NmWZ/lyUs56OZJrpZ6hi+mB+8C7dtr5aNdO24tu3b5fRaLyluiy2UKlSJS1atEibNm3SypUrtXHjRh0+fFiLFy/W4sWL1aVLF40ZY5p5lJZmqmdlzZitKcifVUD+v4FK1vKg3I5v3769XFxyn63m7u5+w8cuCOwuBADAHeCnyQslSc+O7KOGTaqZbzdUKa/X33tckjR7+gpdSbya7X4lS5VQ+aCy8g8sne32mb8tU0pKmsr4euvdT56ST8ni5raQyoEa878X5O7upp3bDmnNin+DgZ+/W6TMzEzVa1hFI17pZ95eWpLqNaqiD8cOk6Ojo/5cuMFcM6QwmPKdqbjfs+G91aDxv8siKoeW06h3HpN07fxcyV7Xw6dkcZWv4Cv//9S9mTF1ufn8vPPxkP+cnwB99r/nr52fw9nOD27e93+aajmE92yoxlX+/VY2NNBHbz9i+hA+Y/UBXUnOvr1wyeJFVcG3uAJK5V5HBNb74WvTkoIRrz2mRs1qm283VK2otz56VpI089clupKYfVlIyVJeqlDRXwHlsi8LO37spObNNH2Qf+PD4Wp+f31zm08pL70/9kV5eLrryMEorVp2Zy4puJNM+WGpJGn4C93VoFGo+fbKoYF67S1TTbE5M/7J5WdcGfkH5L6cMj8CAkvJ49o23cdymelyp+vQoYPc3Nx04sQJrVu3rqCHI8kUajRt2lSvv/665s+fr/Xr12vUqFFycXHRggULzMV6S5c2/U2RNaPkv9avX68FCxbo9OnT5hovsbGxuT5udLQpKCtZ0rr3Sdbjh4eHa8yYMbn+e++996x74rcZM1kAALgDLPzjH9Wpb9ADHZto7MRwRUedVnpauoJC/OXo6KiNa/fop29zrt0e+mxPdejaTKdOntPDnUeZb4+NidMHb3ynNz8YrCbNa2rGok8Ue/yMnJydVKGinyTpwL4ovTFyYrZvofbuitDYj35V+Kv91atvG3Xo2kyxx8+oWAkPcwHWdat3aswHP9v5FbmzLJy7VrXrVdYDHRtr7FcjFH38tNLTMhQU7Gc6P+v2asrkRTnuN/TZHurQpalOnTyvvl3fMN9+IiZOH7z1g95873E1ua+Gfl/woWKj4+Tk5Gg+Pwf3RenNl7+xettuWDZv/RHVreSrDg1DNH54Ox0/c1FpGZkKLuslR0cHrd8Xq++W5CyqOaxrPXVuXEknzyeqxzuzC2Dk95b5s5apbsNqat+lpb787i0dP3ZC6WnpqlipnBwdHbV+zXZ9PzHn0rlnwgeoU4/WOnUiTj3bDcvWNu6jH1SqtLfuu7++Pps4SqdPnVVC/CUFVy6vIkVcdOpEnN4a+bnF5UnIbtG8japTN0Tt2jfQmPFPK/p4nOl3UHBZ08+49fs15fu/ctxv6LBOat+pkU6filffHu/bbDylSptqfqWnZygpybodp+40xYoV0+OPP66vv/5ab775pmbPnp1nyHDp0iXFxNjny4vdu3fr9ddfV0BAgCZNmmS+3cfHR4899piWL1+uzZs36+TJk6pdu7bq16+vzZs3a+XKlXrwwQdz9PfZZ59p//79+uGHH9S4cWNJpto1r7/+utzc3LIde+bMGW3dulWOjo5q1MhyofL/aty4sebMmaPly5dr8ODBOdqnTJmimTNnqk2bNnrxxRdv5qW4LQhZAAC4Q3zw5vfauumAuvZsoeBKgXJydtKxiJP6a9EGzZy6XBkW6knkZfWK7Yrsd0IPD3xADRtXU2AFX6WkpGnvrqNa9udmzZu12mKfC+b8o4P7otR34IOq08Cg4EoBunIlWVs27NOieeu0Yqnl6d33ug/f/lHbNh9Ulx7NFVwpwHx+li7elK/zs2bFDg2OOKmHB7RVg8ZVFVi+zLXzE6Flf23R/NlrbrpPWPbOz2u15dApdW9mUIi/t5ydHBVx6oL+3BKpaSv3KyOTIOt2ePfV8dqyYbe6926nYIOpxlHkkRj9uWC1pv+86Kbf7ykpqXpp2Md6oHMLdenZRoaqFeXlVVwnY85o5d8bNX3KQl26eOPdcGDy4Tu/aduWw+rcramCQ/zk7OykY5GntXTJVs2abvn3hb14XdtR77+zN+82zz33nHbt2qX169erW7duGjVqlNq1a5dt2UxycrIWLlyoCRMm6PTp03JwcJCPT+5FiG/k8uXLiouLk4uLi8qXN9X2qlSpkk6cOKGIiAj99ddf2YKTI0eOaN++fXJ0dFSNGqZiw3369NGPP/6oefPmqWXLlurYsaP5+O+//1779+9X+fLl1aRJEzk5Oal27dratWuXXnnlFX3yySfmZTzx8fEaMWKE0tLS1KFDB6u3W3700Uc1f/58TZgwQQEBAWrfvr25bdu2bRo/frwSExP19NO511MrSA5Gvh7BHSY8PJzdhXDbrOvWy6793zdvto4l3ZlFuWDyaPPRBT0E5MHB0amgh4AbSM5l9wfcGRyXW969BHcO1+LlCnoIyMOqjbf2uSQtLU0TJkzQd999p4yMDBUrVkxVq1aVj4+P4uPjtXfvXiUlmZbJ1axZU6+//rrq1auXa38DBw7U5s2b9dVXX1nc/WfOnDkaNWqUAgICtGLFv/WP5s+fr5dfflmSqV5MuXLllJCQoG3btik9PV3Dhg3TiBEjzMcvXrxYr7zyitLS0lS9enUFBgYqIiJCR48elYeHh3788UfVrm1a+hcbG6vHHntMMTEx8vLyUoMGDZSenq7NmzcrKSlJdevW1bfffqvixYubjw8LC1OxYsW0davlumMzZszQO++8o4yMDIWEhCg4OFjnzp3Tzp07ZTQa1b9/f40efWf+DcdMFgAAAAAA7MDFxUUvvvii+vTpo4ULF2r16tWKiYnRjh075OHhoQoVKqhBgwZq3769Tbdt/q+uXbvKy8tLv/zyi/bs2aNDhw6pWLFiatq0qfr37682bdpkO75jx44KCgrS5MmTtXnzZh06dEje3t7q3r27hg8fbp4lI5l2FpozZ45++uknLV26VP/884+KFCmi0NBQde3aVX369JGz881FD3369FHVqlX1008/afPmzVq1apW8vb3VtGlTDRgwQGFhYTZ5XeyBmSy44zCTBbcTM1nATJY7GzNZ7nzMZLmzMZPlzsdMljvbrc5kQeHD7kIAAAAAAAA2QMgCAAAAAABgA4QsAAAAAAAANkDIAgAAAAAAYAOELAAAAAAAADZAyAIAAAAAAGADhCwAAAAAAAA2QMgCAAAAAABgA4QsAAAAAAAANkDIAgAAAAAAYAOELAAAAAAAADZAyAIAAAAAAGADhCwAAAAAAAA2QMgCAAAAAABgA4QsAAAAAAAANkDIAgAAAAAAYAOELAAAAAAAADZAyAIAAAAAAGADhCwAAAAAAAA2QMgCAAAAAABgA4QsAAAAAAAANkDIAgAAAAAAYAOELAAAAAAAADZAyAIAAAAAAGADhCwAAAAAAAA2QMgCAAAAAABgA4QsAAAAAAAANkDIAgAAAAAAYAOELAAAAAAAADZAyAIAAAAAAGADhCwAAAAAAAA2QMgCAAAAAABgA4QsAAAAAAAANkDIAgAAAAAAYAOELAAAAAAAADZAyAIAAAAAAGADhCwAAAAAAAA2QMgCAAAAAABgA4QsAAAAAAAANkDIAgAAAAAAYAOELAAAAAAAADZAyAIAAAAAAGADhCwAAAAAAAA24FzQAwCAe92jzUcX9BCQhylr3y3oISAPs09sK+gh4AZmfhVf0ENAHtzKNynoIeAGrtQsU9BDAGBDzGQBAAAAAACwAUIWAAAAAAAAGyBkAQAAAAAAsAFCFgAAAAAAABsgZAEAAAAAALABQhYAAAAAAAAbIGQBAAAAAACwAUIWAAAAAAAAGyBkAQAAAAAAsAFCFgAAAAAAABsgZAEAAAAAALABQhYAAAAAAAAbIGQBAAAAAACwAUIWAAAAAAAAGyBkAQAAAAAAsAFCFgAAAAAAABsgZAEAAAAAALABQhYAAAAAAAAbIGQBAAAAAACwAUIWAAAAAAAAGyBkAQAAAAAAsAFCFgAAAAAAABsgZAEAAAAAALABQhYAAAAAAAAbIGQBAAAAAACwAUIWAAAAAAAAGyBkAQAAAAAAsAFCFgAAAAAAABsgZAEAAAAAALABQhYAAAAAAAAbIGQBAAAAAACwAUIWAAAAAAAAGyBkAQAAAAAAsAFCFgAAAAAAABsgZAEAAAAAALABQhYAAAAAAAAbIGQBAAAAAACwAUIWAAAAAAAAGyBkAQAAAAAAsAFCFgAAAAAAABtwLugBAABunwc7NVW33q0UXClAMkrRx09ryfx1mjtztYxG40339/vCj+XnXyrPYzq2fF6JiVez3WaoWl79H22v2nUrq7iXpy7EX9bObYc0a+pyHdwfddPjQHaLZs3XhA/HacRbL6lDz04FPZy7VnpyqnbNXqmIf3bq8ul4ubi7qlRIoGp2a6FyDapa3c/lM/GaPvgjq4+v16+d6g94MNd2Y2amFrw2UWf2R2nwvE/l6ORkdd/3gg4Ng9XrvlCF+HnLaJSi4y5q4eajmr3ukPLxY0yuLk4aGFZD7epWlH9JTyUlp+lg7HlNX31AGw6cyPV+vl4eerRdTTWt4q/SJdx1NTVdh2LjNWfdIa3Yddzqxy/j5a5pr3aTZ9Ei6v7eLJ2Kv3LzT+Iu8kBYNXXtXEfBQaVkNEoxsfH68++9mrdwZ77OX4C/l/o/3Fj161aQj7eHLl9O1v6DJzV3wU5t22H5PDg7O2rxHyPk4pL7tZOYmKwuD/3v5gd0F+hYP1i9moYqpKyX6Ro6e1ELtkZo9ob8X0OD7q+hdnWC5O/jqaSUNB2Mjde0f/Zrw6GTVvfj7uqsqS92lb+Pp57++i9tjzxj8bgKpYtrQKvqalCprEoXd1d6RqZizl3Sqr3Rmr72gJJS0m/+SQA2RMgCAIXEiFf6qVffNpKk48dOKSMjU1WqBalKtSDd16qOXh0xQRnpGVb35+lZVH7+pZSenqH9eyJzPS4jIzPb/3fo2kwvvzlIzs5OSrycpGMRJ1XG11sPdGyiNg801P/GztCc31fk70lCh/Yd1PdfTCroYdz10pJTtPiNSYo7FC1HZyd5VyirlEtXdGLHYZ3YcVj1+j+g+v0fsKovpyLO8q0WlOcxV85fVOKZC5KkEv6l8zx2y89LdKaQhpEjezZSn5amgOvYmQRlZhpVtXwpVS1fSi1qlNOL3y5XRqb1nxLdijjrq2EPqEZQaaWlZyjiVIJKeLiqSZUANakSoG+X7NT3f+3Kcb/QQB9NeOYBlfBwVUpahqLiLsrbw00NDX5qaPDTnHWH9OnMjVaN4c1+98mzaBGrx3w3e+6ZNurZrZ4k6Xj0eWVmGhVqKKtQQ1k1axKiUW//keN3Rl4a1g/Se291k5ubi64mp+l49HmVKFFUzZtVVvNmlTV91hZN+m51jvtVKFdSLi5OupqcpqMRlj/IJyWl5e9J3uFe6tZIfZpXkXTtGjIaVbVcKVUtV0otq5VT+A83eQ25OOurp9qpZoVr19Dpa9dQqL+ahPrr26U79d3fu63q68WuDeXv45nnMWG1Kuidvs3l6uKk1PQMxZy7pKJFXGTw91GVwJLqUC9Yw7/9W3EXk6x+DoCtEbIAQCHQvksz9erbRpcvJ+m1ERO0Z+dRSaYZJZ988ZwaNa2ux4Z01vdfz7O6zxBDoCTpREycnh38f1bdp0LFshr5+iNydnbSjN/+1rcT5ig1NV0ODg56+JF2GhbeW8+99LD274lkRks+7Nq6U++PfFtJV/jj8lat+/oPxR2KVslgfz3w1hPyLO0lSTqyYptWf/m7tk9dqrLVghRQx3DDvty9i6vr/z2ba3tqUrL+GDFOklS1Y1NVal3P4nGZGZnaMmWRds/J+aGxMOjUKER9WlbV5aupGvntcu06FidJqhLoozFDwtSkSoCefLC2Ji3ZaXWfLz/UWDWCSutQ7Hm99N0KxSWYrp0ODYL1Zr/7NLRDHe0+Fqcth0+Z7+Po4KD3B7VUCQ9XbT96Wm9MWa34y8mSpG5NKuu1Pk3V875Q7Yw8o7+2Hcvz8R9qHqrGof43+UrcnR5sV109u9VTYmKyRo3+Q3v3mWYJGSr56sN3e6hh/YoaNKCpfvx5nVX9FS9eVG++1klubi5avuqAxo3/W1eSUiVJYfdX0aiXO6rvQw114MBJrVl3JNt9Q4JNQebuPbF67a3ZNnyWd7ZODULUp3kVXb6aqhd/WKFdUdeuoQAfjX28jZqE+uvJdrU16a+dVvf5Ss9GqlmhtA6diNfIH1eYw40O9YL1Vp9mGvpAHe2KOqstR07l2c99VQLUtVHlPI/x9/E0ByyLtkZozLzNupJsCsMq+3vr/f4tFOzrpY8eaaknv/rT6ucA2Bo1WQDgHufo6KBBT5qWjEwaP9scsEjS4QPR+uCt7yVJvQe0lYdnUav7DalcTpIUcST36fT/9VC/tipSxEV7dh7V/8bOUGqqaUqv0WjU9F+WauO6PXJyclSXni2s7hNSakqqfvnmJ416eqQSL10u6OHc9S6dOqejK7fLwdFBrV/qbw5YJKlym/qq85BpRti2qUtt8nhrv5qtS6fOq2Swv5oO6WbxmIsnzmrxG98U2oDF0cFBj7erJUn6asE2c8AiSQdj4/XOr/9IkvreX00ebi5W9RlQspja1w9WRmamRv/yjzlgkaQlWyP187I9kqQh7Wtnu1/NoNKqUKaEJOntX/4xByySNG/jES3ZGiFJ6to47w+MASWLaXiX+rqacm/OmLieo6ODBvZrIkn69oc15oBFkg4fPaOPP1ssSerdo7483K2b1dOpfU0VL1ZUp05f1Kdj/zQHLJK0fNVBLVximj3RpVPtHPcNCS4jSToWdTZ/T+gu5OjgoCfCakqS/rd4mzlgkaSDJ+L1zvS1kqR+LarexDXkqfZ1TdfQ21P/yTZ7ZMn2SE1ZuVeSNKRdznNwveJFi+j1h5rqamre18LDzavI1cVJh07E6/0Z680BiyQdOXlBr05ZpfSMTNUKKqPaQWWseg63Q2Jior799lv17dtXjRs3Vo0aNdSsWTMNHDhQ33//va5cubeXCBZGhCwAcI+rVbeyAsuVUWpqmv5alHP6+vbNBxUbfUbu7m66r1Xefwhdr9K1mSzHIqwPWSKOxGrVsm2aN9vyB8XIa4FNWb+SVvdZ2J2MPqHB3Qfqt0lTJEmPDh+sMn6+BTyqu9uRFdtkzMxUmSoV5F2+bI72qh2aSpLO7I9SYtyFW3qs45v3K2L1Djk4OarVCw/LySXnJON9C9dp1vAxOrU3Uh6lvdTo8cJXZ6dOSBmVK11cqekZWrwlIkf71iOnFXP2ktxdXdSyRjmr+uzQMFjOTo7aG3VWx85czNE+Z/1hSVLtYF/5enmYb/f1Nv33hcRknbWwJGF/9Plsx1ni4CCNHnCf3F1d9PWiHVaN925Ws0agAvy9lZqarqXL9+do374zWrEnLqho0SJq1rSSVX2ePn1Ry1ce0LyFO5WWlnOpa+QxU4DiW6Z4jrasmSzHos7dzNO4q9WpWEblSl27hrblXOK75ehpRWddQ9Wsu4Y61guRs5Oj9hw/p2NxFq6hDYfMj339NfRfL/dorNIl3DVxSd7XQoMQ08/jZbuilGmheMzxs5d0/KxpHNXK3Rl/Rxw5ckTt27fX2LFjdeLECdWpU0dhYWEKCgrS3r179X//93968MEHdfjw4YIeKmyIkAUA7nHVa4VIko4cilFKcqrFY/bsNH1oqVs/1Op+QwymP8Iij1ofssyduUpvv/KNlloIeyQptFoFSVJsTJzFduR0Nu6szp6OU5Wa1fTlzxPV78lHCnpId70zB03FMstWq2ix3aNUCXmW8ZYkndqbez2iG8lMz9Cm7xdIkmp0aa6SwQEWjzt7JEaSVL1Lcz301UsqXdm6D0D3kppBpg/Fh2PjlWLhA7Uk8+yWepVyBmN59bkz0vLPm7MXk3QyPvFan/8Gl6cvmG7z9nRTmRLuOe5X2f/ae+PafS0ZcH911Q721ZItEVqzN9qq8d7Nqlf1kyQdjYhTSi5FSffuN/0uqVPLuvf3yjWH9MGni/T7rC0W20MNpvfBiZMJOdpCKprOfWQhCllqVjA950Mncr+Gdh83XQv1Q6wL6rP6vH5m2fXOXrr67zUUbLnPNjXL68G6FbU94rR+X3swz8cbO2+L3vt9ndbsi8n1GAc5SDLNnipoGRkZevbZZ3X27FmFh4drzZo1mjRpkr788ktNnTpVq1atUufOnXX27Fk9/fTTSku792e1FRbUZAGAe1xgOdOU2ZMxuU+LPn3K9IdmYAXr/rBydHRQcIipjsC5swnqPaCtatetLA/Pojobl6CNa3dr5d/brN6xqGSpEhr0ZCfVb1RVSVeSNWvacqvuB6l0mdJ6b/zHatSiSUEP5Z5x6ZRpJkLxsrl/E1qsjLcS4y7o4on8LzfYt2idLp44K9di7qrXr12ux1VsVlP1+rXLczz3usBSptkIsedyXw6XFWqUL51z5kJefZ64QZ/+Pp7Z+tx97KwOxZ5XaGBJvfNIc705ZY3iE01LhtrVDVLnxpWUmWnU9NUHLPZZ0beEhnasq7MXkzR2zmZ5FrVuacbdLOBa8HTyVEKux5w+c0mSFBjgfUuP5eHhql7d66l9uxpKT8/QtBmbs7WX9PGQl5e7MjIylZSUqgF9G6tqFT+5ubro1OmL+mfdEW3emnctnbtRuVLFJEknzuf1fjctWylfytpryNRnbF59Xsh5DWXx8XTTqz2bKCklTe/NWH/Dx9seeSbXHYckKdi3hILLekmSIk8n3LA/e9u+fbuioqJUpUoVPf300znaS5QooY8//lhbt27ViRMntHr1arVt27YARgpbI2QBgHucl4/pj6CEhNz/CLqYYPrDyssr76r+WcpV8JWrm2nd/OcTw3PUcmnfuan6DIjUGyMn6vy5nFOIs/R8uLV69GmtgMDScnZx1rGIk/r0vSmKOZ77H1HIzr98gPzLW54BgfxJvmj6sO5WIvfrwbW4aep78qX8raXPTM/Q7tmrJEk1urZQEY/c6yFVaFw9X49xL/H2dJMkJVxJzvWYi1dSJEklPF1vqs8LefR5ydynW7bbX5i0TO880kKNQ/01d/RDio67qOLurvL19tDZi0n6cu4Wrdsfm6M/J0cHjR5gKtz58e8bdPlqaqEIWbyuzfhJuHg112MuXTK1lShufW2w67W8r7IeG3ifAvy9VKSIs87EXdIX/1um3Xuzn4eseixGo1E/fPOoXF2zv/6dO9TShk0Rev+Thbp69d6ZWWDN+/1i0rX3u4eV15CHFdfltT69LPQ5qlcTeXu66bM/NplnvOSXo4ODXunRWJJ0JuGKth49fUv92cK5c6YvsBwccp9VU6RIEQ0ePFgHDhxQsWLFrOo3NTVVP/30k5YuXaro6GilpqbK399frVq10uDBg1WqVKkc91mzZo2mTp2qvXv3KjExUQEBAQoLC9PgwYNVokSJbMfGxMRo8uTJWrt2reLi4uTh4aEaNWpowIABatOmTbZj58yZo1GjRmnEiBFycXHRDz/8oKSkJBkMBk2dOlUuLqbra+XKlfr111+1d+9eJSUlyc/PT2FhYRo6dKi8vW8tWL0TEbIAwD3O7VoYkppHccWUFNMyoqzg5EZCrluucHB/lH6ctECHDhxXkSLOanJfTQ174SFVqxmsT8c/r6cHfaT0XLaGrlW3sipU9DP/v7dPMTVvVVuHDhy/qe2kAVtKv3Y9OBXJ/c8k5yIu2Y69WRFrdiop/pJc3N1UvUvzfPVRmLhdOxe5LXO4vs3NQl0by306SZJS8+gzOS39Wp9O2W7PyDTqYMx51QoqraKuLqoc4GNuS7iSrPRctiF+rF0tVS1fSgs3H7UYwtyr3FxN5ySr2LklKdfa/ht6WKtKqJ8qBv374bKYp5uaNArWrj0x2cKSrHoszs5OWrv+qKbN2Kxjx8/J08NVLZsbNOTxFmraOERvj+qiUW/PyddY7kRZ10VqWu5bZKdkvd/z+NmXrc9r11BKHr+vc7suO9UPVqsa5bX16CnNXH/IqsfLy2u9mqjetZotXy7cprSb2ArcXqpWrSoHBwcdOHBAH330kZ566imVLJlzRuKgQYOs7tNoNGr48OFas2aNvLy8VLduXTk7O2vXrl364YcftGTJEs2dO1deXl7m+3z22Wf67rvv5OjoqLp166pkyZLatWuXJk2apL///lvTpk0zH79u3To9++yzSkpKUvny5dWmTRudP39eGzZs0Nq1azVw4EC9+eabOcY1f/58RUVFqUkT06xab29vc8Dy0UcfacqUKXJxcVGNGjVUpkwZ7dmzRz/88IP++usv/fTTTypfvvxNvLJ3PkIWALjHZd7EHxrWLu85c/q8Zk1dpkyjUV99PtN8v5TkVP29ZJMO7IvS99PekqFKeXXq3lzzZlkudPv1l7P00ds/yMunuFq1qavBz3TXI090VPkgP7350kSrxw3YkoOjo4yZVoZ8eXxDmZe980274VTr2EyuN7GrV2GVmWndzyZJsvbIzEyjnKysTnh9n2VKuGvisw+qXOni2nTopL5euF1HT15QcQ9XdagfrKEd6+qTJ1prwvyt+nXFPvP9QgN99Hi7mopLuKJxf2zO+SD3sIybOH/Wn8Hs5szfrp9/2yB3jyJqWC9ITz3ZSt0611GooayGv/Cb+T0Ueeys5i3YqfgLV/Tz1A3m+19ISNK8hTsVceysvvysr5o0ClajBhXvmaVDGVb+fpckaw+9uWvo307LlHDXi90a6Upymt63YplQXhwdHDSqVxN1u7ab1+9rD2jZrqhb6tNWgoKC1L9/f/3222+aMmWKfvnlF9WqVUsNGjRQ/fr1Vb9+/RyzSG5k+/btWrNmjYKCgjR79mx5eppmXKampmrw4MHavHmzZsyYoaFDh0oyzSD57rvv5OXlpcmTJ6tWrVrm40eMGKEVK1boiy++0DvvvKP4+Hg9//zzSkpK0osvvqghQ4bI0dF0gvft26ehQ4fql19+UWhoqHr37p1tXMeOHdO7776rvn37SpIyM01/e86bN09TpkxRYGCgvv76axkMBkmmejVjxozRDz/8oPDwcM2aNSvPGT93G0IWALjHXb1qmqpbJI9vB11dTTNYciuM+1/7dkdq3+7cC37GRp/R30s2qWvPlmrZum6uIcuZU/GSpLjT8Zo5dbkOH4zRhO9eVss2dVWnvkE7t1FtH7efi1sRpSReVUYe37qnX9tq1Dkf37pfOnVO546aZjEY2jbI3yALmaRrM/Fc/zOj5HpZbSl5nLfsfaarhLOTiuTRZ9a378nX9Tmscz2VK11ch0/EK3zSMnOAcP7SVf26cp9iz1/Wp0+01jOd6mnV7mjFnrssFydHvd2/uVycnfTR7xuUeA8tQ7HG1Wu/W4rkMUPC9VpbcrJ15++/zp0zLTdJTknTX8v2af/Bk5r81SBVMZRVu7Bq+utvU+C1acsxbdqSe3Cyd98JbdtxXA3rB6lFs0r3TMiStVV4EZfcUxHXrPd7mpXXUKrpGnJ1vvF1mZz6b3D9Zu9mKla0iD6ds1GnLuR/+2I3F2e9P6CFWlU3za6dv/moPp9vuRDyrQgLC8uzffny3OvIvfnmmypfvry++uorXbp0STt37tTOnTvNM0vq1KmjRx55RJ06Wbdr3JkzpuXUpUqVkofHvzs2FSlSRG+++aZ27Nih2rX/3Sny119/lSS9+OKL5oAl6/i33npLhw8fVkJCgiRp+vTpSkxMVOvWrfXUU09le9zq1atr9OjReu655/Ttt9/mCFk8PDz00EMPmf8/K5z59ttvJUnvvfeeOWCRJCcnJ7388stau3at9u7dqw0bNqhZs2ZWvQZ3A0IWAHYzatQoJSfnvk63oI0bN66gh2ATlUPLacQr/Sy2LZ6/TgkJpj88i5fIffvEEt6mb0IuxOdet+VmHTlo2jHDLyDn2uDc7Np+WHt2HlXNOpVUt0EoIQsKhGtxD6UkXlXy5dz/+M+qxVI0j7otuYnasFeSVCokQF6BZfI3yHuMIcBHL/VqZLFtwaaj/9Zbcc+9VkRWzYesIrQ3cvFKskp4uObZZ1ZtigvX9dm6tmkXtJ/+3m1xhsaq3dE6fCJehgAfhdUJ0pRlezS0Yx1V8vfW/I1HtOGA9Tuy3S0qhZTR88PaWGxb8tdeXbpWi6V4cTeLx0j/1mJJsLAtdn7ExF7QP+uOqG2baqpTq5w5ZLHG0Yg4NawfpLJlb26WQUEy+Pvope65XENbjirBimvI0vs9LxevpKiEe97XkJd79j57NTWoSai/Nh85pdkb8v87vlTxovr88TaqEmhafjN1zX59sWBrvvuzF0dHRz322GPq16+f1q5dq/Xr12vr1q06fPiwMjMztX37dm3fvl0LFy7Ul19+qSJF8l62Xb9+fbm4uGjr1q3q16+fOnTooObNmyskJEShoaEKDf13l0ij0ajNm02z5tq1y1lc3d/fP1tAlHVs586dLT52WFiY3N3dFR0drZMnT8rf39/cZjAY5OycPVo4e/asjh49KmdnZzVs2NDia9OiRQsdPnxYGzduJGQBAGskJyffM0HGnczDs6hq1a1ssW3b5gM6fuyUJKmsf+5hh5+f6Y+UmGjrC846ODjIyckx13orWdsnXt/u5V1MfgGlFBVx0jzD5r9OnzqvmnUqyafk3fPHLe4t3uV8denkOSWeuZDrMYlnTLOwSgSUvun+ozaaPuyFtKqbvwHegzyLuqh2Llu8bj58SsfOmApo+/nkHmpltcXEXbLqMaPOXFT5MiXkb0Wf0df69PF0M9erOH4m98c5djpBhgAf+Zc03b9tXdN24F2bVFbXJpZ/XkvS3LdN3wRP/nOnvvtzl1XP407g4eGqmtUDLbZt2xGt4zGm66Wsb+4/17PaYmPjrXrMYp5u8itbQqfjLpmL5v7Xmazz5p39S4as30+5LUNzMP/+Kvi6HtbydHNRnYqWQ9stR04pKs50Dfl75/5+z2qLPmvdNXQs7qLKly5u1XWZ1Wfb2kGSpEaV/bT5s9xrkXzzzIOSpIVbj+q937MvKQop66UvBofJ18tDGZmZGjd/q2asy3v751uR10wVa7m6uiosLMw8K+bSpUvatGmTZs+erZUrV2rFihWaOHGiXnjhhTz78fX11dixY/XWW29px44d2rFjhyRTYNK6dWv16dNHVapUkSQlJCQoNTVVrq6u8vHxyatbSVJcnGkr7nLlLG+j7uTkJD8/P0VERCguLi5byHJ9DZgsp06Z/v5MT09XzZo183zskydP3nB8dxNCFgC4y+3cdlgt6w3Jtb1GrRBJkqFKeTk7O1kMRWrUNh2zd1eEVY854buXVb1WiObOXKXxn023eIyhiunb3qhI0y9ZJydHzVz8qVxdXTT61Ula+bflb5zKXgt8zsbl/gEXsKfSoeV1fNM+nTl43GJ74rkEJZ5NkCT5Vg26qb4z0tJ19rBplldAHcMNji48th89o8YvTMm1vWaQKcwKDfSRs5OjxcKyta59wNwdFWfVY+49fk4ta5ZXjSDLQVmZEu7mD4h7rvV5JSVNmZlGOTo6qGSJojp6yvLPqaydXK4km5ZoHIg+p7MJlmdGuTg7qVp5Uwi+P/qc0tIzdOYWllAUhF27Y9S6/Zhc26tXNX0Yq1zJV87OjhbDi+rVTMfsPWDdh62vxz+iAH8vTfputabPsrxExLeMadvgc+f/3blm2pQhKlO6uL75bpVmztlm8X6GENN76Xj0eavGcifYHnlGjV7+Odf2mhVufA1lHbP7uHVb0++LPqtW1cuZ7/dfZUq4y+9acLP7uOkaijiVICfH3JcsZQVFR09dUGJyWo7Ap2KZEpr41APy9nRTcmq63pz6j9bsi7FqvLfbwYMHdeHCBdWvXz/HDJXixYurXbt2ateunb788ktNnDhR8+bNu2HIIkkPPvigmjdvrtWrV2vNmjXatGmTTp48qd9++03Tpk3TO++8o4cffljp6aZlX9bWOrGmLl9GhulvyP8+H0cL5zSrLkvx4sXVqlWrPPutUaOGVWO8WxCyAMA9bu/uCMWdjleZsj56sFNTLZq3Nlt7/UZVFVjeV4mXk/TPyh1W9Rl59IRq1zOoZZt6mvzVH7qalH1Wiq+fj1o/YKo1sfwv0/TTjIxM7dh6UE3uq6luD7WyGLJUqxms6rWCJUkb/tl9088VsIXg+2pp689LdGpPhBJi43Is6TmwxFQs069GsIr53vjbwevFR51SZnqGnFxd5F3B8swN5LQn6qzOXLgiX28PdWgQrAWbjmZrb2jwU7nSxZV4NVWrdkdb1eeKnVEa1rme6lUqq/Jliptnq2TpcZ9p2v22o6d1Kt4UeqSkZWhf9FnVDCqjHk0N2nQwZyAQWKqY6oaYzu3Ww6aQ+fWfLNelkiQ/Hw/zDJbXf1plfqx7yb4DJxV39pLKlC6uB8KqafFfe7O116tbXoEB3kq8kqK1645Y1efW7VEK8K+jju1rauYf25Txn9DA17e4mjczzRpav/HfLxCijp9XWd8SatummmbP3Z5jNksVQ1nVqW3a6WTFavvNjrjd9hw/qzMJV+Tr5aGO9YI1f8t/rqHKfiqfdQ3tte4aWr77uIZ1qKd6wb4qX7p4jkCkZxNTkLwt4rS59sqYeXkXfc6a3TJm7mZtj8w+u7ZY0SL64skweXu66fLVVL3w/XLtsTIQKgiDBw/WuXPnNG3aNNWrVy/X4x5++GFNnDjRXBvFGh4eHurYsaM6duwoSYqKitL333+vGTNm6NNPP1XPnj3l5eUlFxcXJScn68KFCxa3Sp47d67c3d3VvHlzlSlTRpGRkYqJiclW1yVLWlqaeXaKpV2S/qt0aVP45ubmpjFjcg9h70VW1oMGANzNfpq8UJL07Mg+atikmvl2Q5Xyev29xyVJs6ev0JXE7FOuS5YqofJBZeUfmP1bqpm/LVNKSprK+Hrr3U+ekk/J4ua2kMqBGvO/F+Tu7qad2w5pzYp/g5ufv1ukzMxM1WtYRSNe6WfeXlqS6jWqog/HDpOjo6P+XLhBRw7dmd9M4d5XIqC0QlrVlTEzU39/NEUXT54ztx1ZuU27Zq2UJNXt2zbHfS+dOqeEmDglxVuebn8uwlSPwyuwjBydci8WiZy+/8u0fCa8R0M1Dv13mnpooI/e7m/aBnvGmgPm2SNZShYvqgpliiugZLFst8ecu6w/t0bK2clRnz7eWoGl/m1vXz9Yg8JM36z+uDR74Dv5z13KzDSqde0Ker5bA7m7/vudZWV/b30+NEwuzk7afSxO6+/B+iv59fNvpnBy2NDWalCvgvn2ypXK6LWRHSRJc+Zt15Wk7AXYfXw8VC7QR/5+2Zca/T5ri5KT01Qu0EdvvtZJxYv/u0tXpZAy+r8PH5Kbm4t27Y7Rug3/BgrTZ25WZqZRhkq+ejn8Qbm7//t7qHatcvrgne5ydHTQ0uX7dPiI9Uto7wbf/W16L7/QtYEaG/zMt4cG+Gj0w/dJkn5fdzDnNVSsqCqULq6AktmXBcWcu6w/t5uuof8bdL8Cr7vG2terqEGtTdfQD8v32GT8IzrXl5+3pzIyM/XGr2vu6IBFMtVPkaQpU3KfpSdJkZGmjQSur6eSm+nTpyssLEyTJk3KdntQUJBGjx4tJycnXblyRZcvX5aLi4u52O3KlStz9HXhwgW9/vrrevHFFyVJjRqZavosXLjQ4mMvW7ZMKSkpCg4Olq/vjb8kCAgIUEBAgOLi4rRnj+X3wIsvvqiePXtq8eLFN+zvbsJMFgAoBBb+8Y/q1DfogY5NNHZiuKKjTis9LV1BIf5ydHTUxrV79NO3C3Lcb+izPdWhazOdOnlOD3ceZb49NiZOH7zxnd78YLCaNK+pGYs+UezxM3JydlKFiqY/3A7si9IbIydmm366d1eExn70q8Jf7a9efduoQ9dmij1+RsVKeMjvWs2Ydat3aswHuU95Bm6HZk9114XjpxUfdUozn/4/+QSVVUriVSVeW8bWYFAHi8t9Fr0xSYlxF1Q5rIHuD++boz3pvKkugqunu32fwD1o3sYjqlvJVx0ahGj8M+10PO6i0tIzFVzWS46ODlq/P1bf/ZWzjsmwzvXUuVElnYxPVI/3ZmdrGztns0L8vVTZ30e/j+quiFMXVMzd1VynZeLC7dpybTZKlk0HT+rzPzbrhe4NNaB1dfVsZtDxuEsq6uqsCmVMQcDhE/F69YecH2oKs0V/7lHtWuXUrk01ffZRb0XHxis9LUNBFUrJ0dFBGzdHasqvObfzHfJ4C7VvV0Onz1xUv0cnm28/dfqi3v1ogd5+vYvubxGqZo1DFBMbL5ciziofaJphtu/ASb39wfxs/e3aE6uvJq3QsKGt1b5dDd3fIlQxsfHy8HCVv5+XJGnj5kiN+WKp/V6MAjJv8xHVC/FVh3rBmjDk2jWUkalgX9M1tO5ArL77O+c1NLxjXXVuYLqGun88J1vb2HlbFOLnrcp+3prxcjdFnE5QsaJF/r2GlmzXliOncvR5s0oWK6qO9U1Lm5NTM/RE21p6om2tXI9fsOWoFvxnts7tNmzYMK1atUp//vmnXn31Vb300kvm2R1ZduzYoTfeeEOS9OSTT2Zri4uL0+XLl1WsWDGVKWOaURkcHKzY2Fj99NNPeuCBB1SxYkXz8QsXLlRGRoYCAwPNNVgGDRqkbdu2aezYsapRo4Z5h5+UlBSNHj1aGRkZ6tq1q9zd3fXwww/rhx9+0MqVKzV58mQ9+eST5qVG+/bt0wcffCBJGjhwoNWvweDBg/Xee+/ppZde0pdffmmuFyOZdj5atGiRXFxcVKdOHav7vBsQsgBAIfHBm99r66YD6tqzhYIrBcrJ2UnHIk7qr0UbNHPq8hxTrW9k9Yrtiux3Qg8PfEANG1dTYAVfpaSkae+uo1r252bNm7XaYp8L5vyjg/ui1Hfgg6rTwKDgSgG6ciVZWzbs06J567Riqe23XwRulltxD3Ud86x2z16lyLW7lBATJ0dnJ/nVCFb1ri1UsVneRfxyc/WiqTaEq0fuu6wgd+/8ulZbDp9S96YGhfh5y9nJURGnL+jPLZGatnq/xd1+8nIpKUVPfrFEj7SprrZ1ghTk66X0jExtO3paM9YcyHXp0cx/Dmr3sTj1bVVN9Sr5KsTPS6npGdoTFae/t0fpj/WHlHoXFU29XT76v8XatuO4OneopeCg0nJ2dtSx4+f09/L9mvXHtlwL0eZm4+ZIPfnMFPXt3VAN6gWpfLmSSklJ0+69sVq2Yr8W/7XX4u+hOfN2aN+BU+rdo75q1QhUUIVSSrqaqu07jmvJ33u1bMUBWz3lO87oaWu1+cgp9WhcWSFlr11DZxK0ZFukpv1z89fQxaQUDZ6wRAPvr66w2hUUVKaE6RqKOK3f1x60eunRjdQKKi1nJ9MiDI88ivxmsUWwc6uqVKmiCRMm6OWXX9bcuXM1f/58Va9eXf7+/kpPT1dERISioqLk7Oys1157TW3bZp8d+fnnn+uPP/5Qjx499Mknn0gyzTbp3bu3Zs6cqc6dO6tevXry9vZWbGys9u3bJxcXF73zzjvmPtq3b6+BAwfql19+UY8ePdSgQQN5enpq9+7diouLU0hIiF555RVJpm2hP//8c40YMUJjxozRzJkzVbVqVcXHx2vbtm3KyMhQ37591b9/f6tfg/79+2vPnj36448/1KtXL1WrVk1ly5bVkSNHdOzYMTk6OuqTTz7JVkT3XuBgtKbCDXAbhYeHsyPNPeJuOJfruvWya//3zZudZ1FaFLwpa98t6CEgD7NPWC5MiTvHzK+s2w0GBcP94J29pALSlZps5X4ny2sXJGskJCTo999/19q1axUVFaWEhAQ5OzurbNmyatasmfr166dKlSrluN9rr72WI2SRTMVnp0+frvnz5+vIkSNKTU2Vj4+PGjdurCFDhphnq1xv6dKl+u2337Rv3z4lJyfL399f7du319ChQ+XpmX0ZWFRUlCZPnqz169fr7NmzKlGihGrWrKl+/frlKGA7Z84cjRo1SmFhYZo4cWKur8Gff/6pGTNmaO/evbp69ap8fX1Vu3ZtPfHEE6pevfrNvqR3PEIW3HHuhg/msM7dcC4JWUDIcmcjZLnzEbLc2QhZ7nyELHe2Ww1ZUPhQ+BYAAAAAAMAGCFkAAAAAAABsgJAFAAAAAADABghZAAAAAAAAbICQBQAAAAAAwAYIWQAAAAAAAGyAkAUAAAAAAMAGCFkAAAAAAABsgJAFAAAAAADABghZAAAAAAAAbICQBQAAAAAAwAYIWQAAAAAAAGyAkAUAAAAAAMAGCFkAAAAAAABsgJAFAAAAAADABghZAAAAAAAAbICQBQAAAAAAwAYIWQAAAAAAAGyAkAUAAAAAAMAGCFkAAAAAAABsgJAFAAAAAADABghZAAAAAAAAbICQBQAAAAAAwAYIWQAAAAAAAGyAkAUAAAAAAMAGCFkAAAAAAABsgJAFAAAAAADABghZAAAAAAAAbICQBQAAAAAAwAYIWQAAAAAAAGyAkAUAAAAAAMAGCFkAAAAAAABsgJAFAAAAAADABghZAAAAAAAAbICQBQAAAAAAwAYIWQAAAAAAAGyAkAUAAAAAAMAGCFkAAAAAAABsgJAFAAAAAADABghZAAAAAAAAbICQBQAAAAAAwAYIWQAAAAAAAGyAkAUAAAAAAMAGnAt6AMDdaNSoUUpOTi7oYdzx4uLiCnoIN/RJpUF27X+BJAdHJ7s+Bm7N7BPbCnoIyEOvgPoFPQTcwEz9XdBDQB6SKpcu6CHgBlxbehb0EADYECELkA/JyckaN25cQQ/jjhceHl7QQwAAAACA24blQgAAAAAAADZAyAIAAAAAAGADhCwAAAAAAAA2QMgCAAAAAABgA4QsAAAAAAAANkDIAgAAAAAAYAOELAAAAAAAADZAyAIAAAAAAGADhCwAAAAAAAA2QMgCAAAAAABgA4QsAAAAAAAANkDIAgAAAAAAYAOELAAAAAAAADZAyAIAAAAAAGADhCwAAAAAAAA2QMgCAAAAAABgA4QsAAAAAAAANkDIAgAAAAAAYAOELAAAAAAAADZAyAIAAAAAAGADhCwAAAAAAAA2QMgCAAAAAABgA4QsAAAAAAAANkDIAgAAAAAAYAOELAAAAAAAADZAyAIAAAAAAGADhCwAAAAAAAA2QMgCAAAAAABgA4QsAAAAAAAANkDIAgAAAAAAYAOELAAAAAAAADZAyAIAAAAAAGADhCwAAAAAAAA2QMgCAAAAAABgA4QsAAAAAAAANkDIAgAAAAAAYAOELAAAAAAAADZAyAIAAAAAAGADhCwAAAAAAAA24FzQAwAA3D4Pdmqsbr1aqWIlf8koRR8/oyUL1mverDUyGo033d/0+R/Kz79knsd0uj9ciYlX8zxmyPDueuTx9npx2BfatvngTY/jbpWenKpds1cq4p+dunw6Xi7urioVEqia3VqoXIOqVvdz+Uy8pg/+yOrj6/Vrp/oDHsy13ZiZqQWvTdSZ/VEaPO9TOTo5Wd03bmzRrPma8OE4jXjrJXXo2amgh3PX6dAwWL3uC1WIn7eMRik67qIWbj6q2esOKR8/xuTq4qSBYTXUrm5F+Zf0VFJymg7Gntf01Qe04cCJHMdv+uJRq/teuPmo3p+6LttttSuWUf/W1VWrYmm5u7ro1IVErd93QtNW79fZi0k3/wTuQB0aBatX81CF+F93jjYe1ey1t3CO2tZQu/oV5e/jqaSUNB2MOa/pqw5ow/6c5yhLiJ+XBrarofqV/VTCw1VxF65o25HT+nX5PsWcvZTtWD8fD81996H/Z+++w6OqEjeOfzPpPSQkIRVIICH03qsUQYqCiohdbGv5rVjWRV37iq6sjRVFwRUr2FakS1d67z2E9EpIJz2/PyYJhEzCBAaTwPt5nn3WJ/fMuWfuYZK57z3F7DZ9tnQPc5btrfubaWDsra2ZHBrG0IBA/BydyCsp5lhGBt9HnWBrSvIl1dmtqTe3tmxFO09PnKxtSCvIZ3tqCgsijxObm1Pj6/r6NuPmFqG08WiCjcFAYl4uaxPi+elUJDlFRZf6FkX+dApZRESuEX999jYm3DYEgOioREpKS2nTtjlt2jan38CO/P3JjygpKTW7PhcXR/z8vSguLuHQgagay12szj79OzDpruFmn/dqUZRfwNIXZpNyNAaDjTVNmjejICuX+N3HiN99jK6TR9Bt8giz6rK2s8G3bYtay+SeziQn+QwA7v7etZbd/uUykg+dMuvcUjdHDx5h7vuz67sZjdbTE3oycaAxgIxKzqC0tIyI4KZEBDdlQPsgnvp0NSWl5t/FO9jZ8NGjI2jfwpui4hIiEzNwd7and5sAercJ4NNle5i7ouqN9N6Ttd94ujs70MLXHaDajfxdQ9vz6OiuGAxW5OYXcTIpA18PZ+64rh1je7fiuc/XsuvEpd3YNhRP39KTiYPK+yjpgj7qEMRTn1xCHz0+gvYtL+ijiAB6RwTw6dI9zDURdozsHsKLd/TF1saagqISTiaeoYmLAzf1C2NUz1Be+3oDq3adqixfUFTC3sjar723hxP+Xq5A9b5tjBysrXm/zwDaNfGkqLSUqOws3Gzt6OnjS08fX+YePcQXx+r24OPe1m2Y0qYtABmFBZzKycbPyYkbm7dkZGAwr+/ezvrEhGqvm9q+ExNahgKQWVhAdE42AU7OPNCmLWObt+DZrZuIym7811yuDQpZRESuASPH9GHCbUPIzs5j2pMfsX9vJABhbYKZ/t6j9OzTjnseHM3nnywyu86Q1gEAxMem8MQDMy6pXUOGdWPaq/diY3PtjZTY+PH/SDkag1eIPyP+cT8u3h4AHF+zk/UfLGDXt7/RrG0LAjqHXbQupyZujPvX4zUeL8zL539/fQ+AiBv60GpIV5PlSktK2T5vCft+Xl/3NyQXtXfHHl5/+iXycq+O0Qp/ttE9Q5k4MILss4U8/elq9kalANAm0JMZDw6ld5sAHri+E7OX7TG7zmdv6UX7Ft4cjTvNM3PWkJJh7JtR3UN48fZ+PDSqM/uiUth+LLHyNQ99uLzG+qwNVnz8+EgANhyMZd6q/ZXH+rcL5PGx3QD4ZdMx3vtlO/mFxVhZweTB7fi/G7vz3kPDmPTWQhLTa37a35CN7hXKxEERZOcV8vTs1ew9Wd5HQZ7MeHgovSMCeGBUJ2Yv2WN2nc9O7EX7lt4cjT3NM5+e10c9Qnjxjn48dENn9p1MYfvRc30UHuhZGbD8vj+WN77ZSGZuAWAMX16Y3JfX7xlI8plc9kelApCenc9D79fct072Nnz53FgAfvzjCCt21PxwobF4qkNn2jXx5FhmBtO2bSYl3zjq9PrAIP7eqRtTwtuyP/00O9NSzaqvW1PvyoDlo4P7+f7kcUoBW4OBRyLaMTGkNf/o0oNDZ34jNf/cCNebW4RUBiz/PXqYecePUFJWVuV17/Xuz51rV5JTrBEt0vBpTRYRkaucwWDFXVNGATB75v8qAxaAY0di+OdL/wXg1slDcXZ2MLveVmGBAJw8Uf2J1MW4uDgy9bnbeeWtB7G3t63z6xu7rMQ0TqzdhZXBiiHPTK4MWABaX9eNzrdcB8DOb3+zyPk2fPQTWYmn8Qrxp8+DN5oskxmfytIXPlHAcgUUFhTy1SdfMO2Rp8nJyq7v5jRKBisr7hveEYCPFu2sDFgAjsSl88rXfwAwaXBbnB3M+50S4OXKyG4hlJSW8vJXf1TevAMs23GSL8sDkgdHdjK7nQ+O7EynEB9SMnJ59ZsNVabGPDiyMwBbjsQz/fvN5BcWA1BWBt+sPchvu6JwsLPhyZt6mH2+hsRgZcV915f30a87KwMWgCOx6bzyZXkfDalDHzV1ZWT38j768oI+2n6SL1eW99Goqn1038iO2NpYcyLhDNPmrqsMWACW7zjJd2sPYTBY8eytvcx+f8/d1ocgbzeOxp7m/Z+3m/26hsrfyZnhAUGUlJXx+q7tlQELwIq4WL4+cQyA+8PNn7p6e6jxocDKuFjmlwcsAEWlpcw8uJ9T2VnYW1szMii48jXWVlbcE9YGgIXRUXx+7DAl5R+citftTz+Nl4MD94W3uZy3XG9ycnL49NNPmTRpEr169aJ9+/b07duXu+66i7lz55Kbm1vfTRQLU8giInKV69ilNYFBPhQWFvHbki3Vju/afpS4mBScnBzoN8j8m4nQ1saQJSqy5vnwprTr0JJvfnmdm24dRH5+IW+9Oq9Or78aHF+zk7LSUnzaNKdJcLNqxyNG9QEg+dApclLOXNa5orcdInL9bqysDQx68jasbasPYj24eCM/PjaDxAMncfb2oOd9WifEUhJi4ply0118M9v47/yex6bg4+dbz61qfDqH+hDk7UZhcQlLt0dWO77jeBKxqVk42dsysH2QWXWO6hGCjbWBA6dSiUrOrHb8503Gm8xOIb74ejhftL7W/k24e1h7AN76fjNZeYWVxzxdHWgTZFy/6qvVB0y+fv76Q4BxxIubk51Z76EhqeyjohKWbjPRR8eSiE0p76MOdeyjqFSikkz00YbyPgr1xbeJsY8MVlb0auMPwPy1hyg2MWV1/jrjtQ4P8qKVf5OLtqNfu0BG9gihuKSU17/ZSFGx+VNrG6rrA4OxMRg4eOY0p3Kqh78Lo08C0NGzKT6OjmbVuT/9NH8kJbAk9pTJ45FZxuk+zRydKn8W7u5BE3vjA55vy4OdC/0YdQKAEYHBJo83ZMePH2fkyJH8+9//Jj4+ns6dOzN06FBatGjBgQMH+Ne//sX111/PsWOm37s0TgpZRESucu06tATg+NFYCgpMD7OtGN3SudvFp6ZUaNX60kayBDVvhoeHC1s2HuD+Sa+zbNHmOr3+apB8JBqAZm1bmjzu3NQdFx/jF//EAycv+TylxSVsnWucAtZ+bH+8QgJMlks9HgtAu7H9ueWjZ/Bubd4NkFxcakoqqUkptOnQlg++nMXtD9xZ301qlDq0MK4jdCwunYKiEpNlKka3dG1VPbisrc495424OF9qZh4J5dN2ura6eDA2dXwPrA0G1u6NZuMFi7H6ebpU/veRuNMmXx+dYgwRbKwNRAQ1vfgbaGA6tKxDH7U2s49amtFHp6v2kYeLPU7lIySPxJq+1unZ+WSXh2DtW9R+ra0NVvx1fHcAFqw/zPH4ywu+G4r2TTwB2Hfa9DVKy88nMc84wqKLl3n/HucdP8Lz27eYnF5kAMLcjWsVxZ23+G0zJ2Pgkl1USEKe6REdMTnG8h529gQ5u5gs0xCVlJTw+OOPk5qaytSpU/n999+ZPXs2H3zwAd9++y3r1q1jzJgxpKam8sgjj1CkxX2vGlqTRUTkKhcQ5ANAQlxajWWSEo1fsoKCfcyq02CwomWo8UlhWmoGt04eSsfOrXB2cSQtNYPNG/azbtUukzsWRUXG89iUdziwt/qTzmtFVvn1dmtW885Mrj5NyEk5Q2a8eXPhTTm4ZCOZ8anYuzrR9faaFxdu2bcDXW8fXmt75NJ4+3jz2ofT6Tmgd303pVELbOoGQFxazdOtKtYxCfZ2q1Od8Rep09/T5aJ1DuwQRLfWfhQVl/DBwh3Vjp//q7C4xPSirzaGc88+/TwvPnKmoQn0NqOPygORYB8L95GXS2Wd5lxrAGtrKwD8vGq/ab91YBua+7qTmZtvcoHdxirA2fhvrKZgAyApLw8/J2cCnV0v61z+Ts48EtGOIBdXTufnsyQmuvJYRX/VthiyjdW5z0YzJ6dadyhqSHbt2sWpU6do06YNjzzySLXj7u7uTJ8+nR07dhAfH8/69esZNmxYPbRULE0hi4jIVa5JE+OXo4wzNX9Jzco0fmFx9zDvCVFQsC/2Dsbh7P/+6K84u1QdSnz96N4cuiOKF57+mPTTVXcDOHo4xuy2X63yy6+3g3vN19vezfgFOD/r0uZqlxaXsO+ndQC0HzcAO+eah3s379Xuks4hF+cfHIB/sOkRRGK+Ji7G6QQZufk1lqlYd8Pdxb5OdZ6ppc6syjprX6/q3mHGtUiW7ThpctHahNPnfv+GBTRhX1T18DTEz6Pyv12dzHsPDUllH+WY0UfOZvaRa3kf1VJnZR85n/s3knO2EBdHO8ICmxCVlFHtNX6ezpWjXVwda26LtcGKO4Yap4DNX3uY3PyrZ6RBE3vj+84oLKixTGaRcbSPh92lTV97qE07rvMPoJmTM9ZWVuxPP81be3eSVXRuKl1FyONhb4+3g2OVBXErtHQ9F/K42jaeddzS0owPt6ysrGosY2dnx5QpUzh8+DCurpcXZgFs3ryZL774gmPHjpGamoqHhwedO3fm7rvvpmfPntXKJyQk8MUXX7Bu3TqSkpLw9PSkXbt2PPzww3Ts2LFK2cLCQr799lsWLVrEyZMnKS0tJTg4mJEjR3Lvvffi7Fw1HA4PDyc4OJj33nuPF198kRMnTtC0aVPeeOMN+vfvD0B8fDyffvopf/zxBykpKbi4uNC1a1cefPBBunTpctnXo75oupCIyFWuIgwpLKz5y2FB+RfHirIXE1q+6C3AkUPRPPHADEb0e4Ix1z3F6y9+zum0TNq2b8m/Pnz8mtw56GKKC4xfMK3tan7WYWNnW6VsXUX+voe89CxsnRxoN7b/JdUh0lA4lH9WapqGcv4xBxPrDpmu0/i7qbCWOvOLisvrrPn3WOcQH9o1b0pxSWmV3YTOl5FbwL7yqTL3jehossy9w8/93Na68X1Fr+yjYjP6qJbffVXrrEMflZctK4ONB+MAuGtYe2xtql/Le68/71qbOF5hRLeW+Hg4kXO2kO9/P2xWmxsLe+vy/jKxZk2FwpKS8rKX9ne8W1NvApxdsC4PGXwcHenr41elzPHMDJLPGhc0rlgA93zWVlZMbnVuKrOtofF8NiIiIrCysuLw4cO8+eabnK5hatbdd9/N9OnT6dXL/IWYTVm8eDH33Xcfv//+O35+flx33XX4+vqycuVK7r77bpYuXVql/M6dOxk/fjzz5s2jpKSEwYMH4+Pjw6pVq5g0aRJr1qypLJudnc3kyZOZPn06J0+epEePHvTr14+UlBQ+/PBDbrnlFpKTq2+BnpWVxQMPPMDZs2cZNGgQZWVltGtnfLCzfft2brzxRubPn4+NjQ2DBw+mRYsWrFmzhsmTJ7NgwYLLuh71SSNZRESucqWl5i/QZ2J2j0nJiaf58bs1lJaVMeu9HyunBRUUFLFq+TaOHDrFnG9eoHV4MKNv7MfCn36/lKZftawMBspKa75pqFq45idgtTnwq3Enj7Y39MXexbxFC0UaqtJaphJcyNySpaVlmJtl1FbnbQONu6+s2Rtd61SZj5fs4j+PjqBvRCD/mjKET5bsJjolE39PF+6/vhPdWzcjM7cAd2d7k4u1NnR16iMzi15qH81dvpeBHYJoHeDJfx4fwYf/28HRuHQ8XR2YNLgtN/UN40x2Pk1cHWq91rcNNvbtT38cJefs1TOKBaC0rKwy/LhSXtm5jbSCfHwcHBkZFMwdrcJ5rF0HvB0dmHnQGEiWAp8dOciLXXpwY/OWWAHfnDhG8tk8Wri68ZeI9vg5OZNXXIyTjQ3Fdfh3Vt9atGjB5MmT+eabb5g3bx5fffUVHTt2pHv37nTr1o1u3brhXr5OjSV8+OGHlJWVMWfOnMqRIgALFizgpZdeYubMmdxwww0A5OXl8eyzz5KRkcHjjz/OY489hqE8wFq0aBHPPvsszz33HBs3bsTOzo6XX36Z/fv306VLF2bNmoWnp3FNn9zcXJ577jlWrlzJ1KlT+fbbb6u0KSMjg+7du/PFF19ga2tLaWkpBoOBzMxM/u///o/s7GxeeuklJk+eXDniZ/v27TzyyCO89tprdOjQgbZt21rsGv1ZFLKIiFzlzuYZhwLb2dU8xNa+fDvNgnzzRk0c3B/Fwf1RNR6Pi0lh1bJtjJ0wgAFDOitkuYCtgx0FOWcpKd/C1ZTi8pFHNpewxXVWYhppJ4xPcsOGdb+0Roo0IHnli3bb1zKipOJYQS2fq6p1FuNuY41dLXVWjIrJr6FOBzsb+rY1juxbvO1ErefbdSKZN77bxLTb+jCoQzCDOpzbKSW/sJjpCzZzU58w3J29G+W0lLzy31n2tYxe/LP6KDo5i+fmrOPN+wfROdSXz585t2NacUkpnyzeTaifB8O7tazxWgc0dSUi2Ljg6+KttfdtY3S2uBhbOzvsa0mx7MpHsOSXmPlQ4AKJ5SNU4vNymXv0MHG5ubzYpTsTWoTyU9TJyqlCK+Ji8XFwYkqbtoxr3pJxzc8tCp9VWMiLO7bw907dcLKxIbf4z/9sDB06tNbjq1evrvHYiy++SHBwMB999BFZWVns2bOHPXv2MGfOHAwGA507d+bOO+9k9OjL39WvYiRJcHDVXZhuvfVW8vPz8fPzo6ysDCsrK9auXUt8fDxdunThiSeeqFJ+7Nix/PbbbyQlJREZGYmHhwdLly7Fzs6ODz74oDJgAXB2duadd95h2LBh7Ny5kx07dtC9e9XvHXfccQe25dO8KoKcH374gfT0dMaMGcMdd9xRpXyPHj145JFHmDFjBp9//jkzZsy47GvzZ1PIIiJXjIODA1OnTq3vZtTovffeq+8mWETr8CD+79nbTB5b9usmMjMq1lupeSFF9/K1Qc7Usm5LXR0/atyxxs+/8e2ScaXZuzlTkHOW/Oya11upWIvFsZZ1W2pyarNxi9imoQF4BJq3mLFIfQoL8OSZm6uvFwCwaOuJc2t51LJWiUf5Oh/ptazfcb7M3Hzcne1rrbNi7ZCa1gTpGxGAg50N6dln2X408aLnXLo9kj0nk7mpTxhhAZ6UlpZxND6dX7ccJzE9h/vLpxKlZuaZ9R7+TGGBnjxzSw19tOUEmTkXX2/Fw+UK9lF21Tq3Hkng1tf/x/h+YbRt3hRrg4GopAwWbTnBycQMZj0xAoDUDNPXenBH443qkZjTxKRkmSzTmGUWFuBmZ4ebbc3ThCvWYjlTUPO6LXWxIi6Gh9u0w9vRkU6eXlUW3f3qxFE2JScyOrgFzV1dKSgp4dCZdJbERJNVVIhbeVtS8837t9NQGAwG7r33Xm6//XY2bNjApk2b2LFjB8eOHaO0tJRdu3axa9cuFi9ezAcffIDdJa5/A9CrVy/Wr1/P7bffzrhx4xg4cCDdunXDzs6Oe+65p0rZrVu3AtS40O7MmTMr/3vhwoWUlZXRs2dPfH2r77Tm6OjI0KFDWbBgAVu2bKkWspgaibJ5s3Fnyb59+5o8/5AhQ5gxYwZbtmyp5R03XApZROSKmT59en034Zrg7OJIx86tTB7bue0I0aeSAGjmV/POMc38jcfioqvPp62JlZUV1tYGimuYf29lMA77rOn4taxJkC9ZCWnkJNe8FWhOcjoA7gHeda7/1JaDAIQOaryLxsm1xcXRlk4hprdJ3nYskahk4/bG52+FfKGKY7Fm3hCfSs4k2McdfzPqrOkme2B743bnq3afotTMOTAJp3OYtXhXtZ+7Odnj72Vc+PJEYsPbJtjFwZZOoTX00dHz+qiW3Xrq3EdJ5X1UW51eNfdRenY+c5fvq/ZzKytoHWh8Gl/TtR7Y0di3K3aeNKutjc2pnGyCXFxp5lTzA5hmjsZjsbnmPYDxsnfA38mJA2fSa5xil3Q2D29HRzwdqi8mHZmdxYcHq/dXmLsHtgYDxaWlxORY7mGQuWobqWIue3t7hg4dWjkqJisri61bt/LTTz+xdu1a1qxZw6xZs3jyyScv+Ryvv/46//d//8eePXv4/PPP+fzzz3F0dKR3796MGTOGG264oXIkSUqKcY0of3//i9ZbUTYwMLDGMkFBQVXKns/Dw6PazxITjaH0888/z/PPP19jvampqRQVFVWOhGksFLKIiDRye3YeY1D36lsDVmjXMQSA1m2CsbGxNhl6tO8YCsCBfeZ9mfzw06dp1zGEhT+u58MZ35ssE9bG+BTwVNTFn+5ea7zDg4neepDkI9Emj+ekZZCTmgGAb0SLOtVdUlRM6jHjDk4BncMuUlqkYdh1IpleT86r8XiHFsawMTzQExtrg8l1NDq2NI7a2neq+pd8Uw5EpzGwQzDtW5gOMn3cnSpDgf011NkpxHjO7ccu/ntuWJcW+Hm6sLaGtVsqApv4tGwSTje8LWp3nUim1xO19FHLOvRRVB36qGMw7VvW0Ece5/XReXX2bRtAiJ8HO44lcSS2+mKjXVs1w83JnrMFRRwwsdOTjbWBtuVThcwZodQYHT5zhgHN/GnfxNPkcW8HR5o5OQFwID39ovX5ODjy0/BRADz0x1oOZ5gOr5o5GutMO28XodFBzfG0d2BhdFSVnYcq9Pc1Lpa7L/00RXVYZ66+HTlyhDNnzlSOJjmfm5sbw4cPZ/jw4XzwwQfMmjWLhQsXXlbI4uvry4IFC9i9ezdr165l8+bNHDx4kLVr17J27Vq+//575s6di62tLUVF5k+7KjMjQK5Y/8/USByDicWKK8oPHDjwouvSFBcXK2QREZGG5eC+k6QkpePTzJMRo3uxdOGmKse79WxDYLAPOTln+WPtbrPqjIpMoFPX1gwY0oXPZi2sXPelgm8zT4YM7wbAmt92WOaNXEVC+nVkx5fLSNwfSUZcSrUpPYeXGYfR+rUPwdXX9BfgmqSfSqS0uARre1uaNDf91Fmksdl/KpXkM7n4NnFmVPcQFl2wRkaPMD+CvN3IOVvIun3mbRO/Zs8pHh3Tla6tmhHs41ZtJMT4fuEA7DyRRGJ69al97s7nRp4cikm76Plu6hNGjzA/XBxs+XhJ1d+1ttYG7rzOuOPG9380zl1s9ked10c9Qli05YI+CvcjyKe8j/aa2Ue7T/HoWDP66HjVPhrSuTnj+rRmxY6TvDTvj2r13nt9BwAWbjpucseqVv5NsLO1Jr+wmJOJGWa1tbFZmxjHQxHt6OzVlCBnF2JzqwZ7N5avi7I7LZWksxefvpaSf5ZT2Vm0cHXjpuYhHM7YWa3MEL8AvB0dKSwpYdt5Ix7uah1OgLMLGYUFLIo5VeU1brZ2jG9hfFj0Y1TjWhtnypQppKWl8d1339G1a9cay912223MmjWLjIwMi5y3S5culdsf5+TksHLlSl5//XW2bt3KypUrueGGG/DxMX7vSEpKMlnHvn37OHnyJJ06daosGxcXV+M5Y2KMn+mmTc2bIu7t7U1UVBT33nsv/fr1M/u9NRaNZw8sERG5ZPPmGLfte3zqrXTvFVH589bhQUx75V4Afpq/htzcqnOdPb3cCG7ui39A1T+a33+7moKCInx8m/DK9Afx9HKrPBbaOoB3/vN/ODk5sGfnMX5fY15wcy1xD/AmdFAXykpLWfnmPDITzt2gHV+7k70/rgWgy6Tqc6WzEtPIiE0hL930cPu0yHgAPAJ9MFzitpsiDdHcFXsBmDq+B73Czw1xDw/05KXJxp00vv/9cLWFTL3cHGnu40ZAeSBSITYtm+U7TmJjbeDt+4YQ2PTc8ZHdQrh7aHsA/vtb9ekLAG0CjdMsM3MLSMs6a7LM+SoWT500qC09ws5tY+vp4sBb9w+mZTMPYlOz+GnD0YvW1VDNXV7eRxN60KvNBX10Z3kfra+hj3zdCGh6QR+lZrN8e3kfPXBBH3UP4e7h5X20omofLSm/1sO7tmRUj5DKnzs72PLC5L70DPcnMzefL34zveV2myBjuH0qOZOSRrSbTV3E5ebyW1wMNgYD/+zRm4Dzpg2NCAjijvJtk+cdP1Lttf5OzgS7uOBlX3XKzxfHjGVvCG7OXa3Dq+xeNMQvgL93NgYN30Ye40zhuYczS2ONozofatOOVm7nRjX4OTnxTq++eNjbs/d0Gn8kNa5RRd26GR82zZtX8wgwgJMnjaOIw8PDL/lcCQkJ3HTTTYwbN67Kz11cXBg/fjwjRoyoLAdUhj5r1641Wd/s2bN57rnn2L59Oz169MDKyopt27aZnA6Ul5dXud1z7969zWpvxXbVNU3F+u233xg5ciTTpk0zq76GRiNZRESuAYt/2UCnrq0ZcUMv/v3RX4mJTqK4qIQWIX4YDAa2bDzAvM+WVHvdQ4+PZ9TYPiQmnGbSuBcqfx4fm8Ib//icF1+7j9792rNg0T+Ji0nB2tpA85bGm4cjB0/x4rOfmDXM9FrU9+GbOBOdRPqpRH545F94tmhGQc5ZclKMQ6y73z3K5HSfJS/MJiflDK2Hdmfw1EnVjuedNq6LYO/idGXfgMifbOGW43Rp5cuo7qF8+JfhRKdkUlRcSkgzDwwGKzYdimNOeRBzvkfHdGVMz1YkpOcw/rWfqhz798/bCPX3oLW/Jwum3URk4hlcnewr12mZtXhXjVOBvN2Nn7GsPPMWBV2+8yQD2gcxrEsL/vPoCGJTszhbWEwLX3fsbKxJOJ3NEx//RlEj3L65wsJN5X3UI5QPHxtOdHImRSXn9dHBOOYsM9FH47oyplcrEk7nMP6VC/rox/I+CvBkwYs3EZlQ3kfla7HMWrSr2pSePZEpfL3qAHcOa88rdw/gkTFdyMgpoLmvG472tmTm5vPEf1bWuKCxt0fd+rax+uDAPkLd3Al1c+frIcM5mZ2Fq60tfuWBy6eHD7Izrfp0qvf79MfPyZllsdG8uefciJXVCXG0cHXl3rAIHmrTjttDWxOfm0tTBweaOjgCsDA6is+PVh2tNT/yOD29fenk1ZQ5A68jNiebkrIyWri6YW1lxdGMM0zbvvkKXokr49FHH2XdunUsX76c5557jmeeeQZv76pT33bv3s0LLxi/Xz3wwAOXfC5/f3+ys7OJi4vjiy++4N577608lpycXLnQbMeOxsW1R48ezfvvv8+2bduYO3cuU6ZMqSy/dOlSVq9ejZubGyNHjqz8/2XLlvHkk0/yn//8p9oWzunp6XTq1InOnTub1d6JEyfy+eefM3/+fEJDQ6ts4RwZGckbb7xBcnIy48ePv+RrUp8UsoiIXCP++dJ/2bntCGPH9yekVQDWNtZERSbw29Kt/PDtakrq+MX+9zW7mRKZwG13DKN7rwgCg30oKCjiwN5IVq3Yzq8//V7nOq8lDm7OjJvxOPt+WsfJDXvJiE3BYGONX/sQ2o0bQMu+HS6p3rOZxiHf9s7VFxUUaexe+XoD248lclOfMEL9mmBjbSAy6QzLt5/ku/WH6jzqICuvgAfeX8ad17VjWOcWtPD1oLiklJ0nkvj+98O1Tj2q2Ckn52z1NSRq8uKX69l+LIGxvVsT2swDa2sD8WnZrNsXwzdrD5Jdh7oaqle+3MD2o4nc1DeMUP/yPkos76O1l9hH7y7jzqHtGNalBS2alffR8SS+X3+4xqlHMxfu5GB0GrcMbEN4oCdebo4kn8lj48ETfLXqQK07OHm4GH9/5uQ1/v6oTVZRIY9sWMftoWFc5x9AcxdXSspK2Z2Wyo9RkfyelFDnOucePczOtFQmhrSifRNPWrm5k1VUyB9JCfxy6iTbUquPhCgsLeXJzX8wMaQ1wwMCCXIxjliKzMpkdXwsP0ZFUtiI1mKp0KZNG2bOnMmzzz7LL7/8wq+//kq7du3w9/enuLiYyMhITp06hY2NDX//+99r3OnHXG+++SZTpkxh+vTpLFiwgFatWpGXl8fOnTs5e/YsN954Iz17GncIc3Jy4r333uORRx7hX//6Fz/++COtW7cmPj6eAwcOYGtry/Tp03FzM45UfvXVV4mJiWHnzp0MHTqUnj17YmNjw44dO8jIyCAkJKROu3b6+Pjw7rvv8te//pXXXnuNzz//nPDwcLKzs9m5cyclJSVcd9113H///Zd1TeqLVZkeMUoDM3Xq1Aa/tW5jaKOYZ+zTC69o/Yv+fWOti9JK/Rv73ej6boLU4uaAbvXdBLmISc+vrO8mSG20wVuDZzfC9eKFpN78MXbCZb0+IyODBQsWsGHDBk6dOkVGRgY2NjY0a9aMvn37cvvtt9OqleldIutq7969zJ07l127dnHmzBmcnJwIDw/nlltu4cYbb6wcLVIhJiaG2bNns3HjRtLS0nB2dqZnz5488sgjtGvXrkrZgoICvvnmGxYvXszJkycxGAw0b96cUaNGceedd+LkVHUEbcX0p+3bt1eGNReKiopi7ty5bNq0iZSUFNzc3GjRogW33norY8eOxcamcY4JaZytFhEREREREWngPDw8ePjhh3n44Yev+Lk6derEhx9+aHb54OBg/vnPf5pV1t7envvvv9/s0SVHj158famWLVvyxhtvmFVfY6KFb0VERERERERELEAjWURERERERETqWXp6Om+++WadX/eXv/yF0NDQK9AiuRQKWURERERERETqWV5eHosWLarz62699VaFLA2IQhYRERERERGRehYYGGjWWibSsGlNFhERERERERERC1DIIiIiIiIiIiJiAQpZREREREREREQsQCGLiIiIiIiIiIgFKGQREREREREREbEAhSwiIiIiIiIiIhagkEVERERERERExAIUsoiIiIiIiIiIWIBCFhERERERERERC1DIIiIiIiIiIiJiAQpZREREREREREQsQCGLiIiIiIiIiIgFKGQREREREREREbEAhSwiIiIiIiIiIhagkEVERERERERExAIUsoiIiIiIiIiIWIBCFhERERERERERC1DIIiIiIiIiIiJiAQpZREREREREREQsQCGLiIiIiIiIiIgFKGQREREREREREbEAhSwiIiIiIiIiIhagkEVERERERERExAIUsoiIiIiIiIiIWIBCFhERERERERERC1DIIiIiIiIiIiJiAQpZREREREREREQsQCGLiIiIiIiIiIgFKGQREREREREREbEAhSwiIiIiIiIiIhagkEVERERERERExAIUsoiIiIiIiIiIWIBCFhERERERERERC1DIIiIiIiIiIiJiAQpZREREREREREQsQCGLiIiIiIiIiIgFKGQREREREREREbEAhSwiIiIiIiIiIhagkEVERERERERExAJs6rsBIiJXu/w+feq7CVKLHz5Kr+8mSC1+YGV9N0EuYv6bw+u7CVKLifM21HcT5CLyjxfWdxNExII0kkVERERERERExAIUsoiIiIiIiIiIWIBCFhERERERERERC1DIIiIiIiIiIiJiAQpZREREREREREQsQCGLiIiIiIiIiIgFKGQREREREREREbEAhSwiIiIiIiIiIhagkEVERERERERExAIUsoiIiIiIiIiIWIBCFhERERERERERC1DIIiIiIiIiIiJiATb13QCRCzk4ODB16tT6bkatUlJS6rsJIiIiIiIi0sAoZJEGZ/r06fXdhItq6CGQiIiIiIiI/Pk0XUhERERERERExAIUsoiIiIiIiIiIWIBCFhERERERERERC1DIIiIiIiIiIiJiAQpZREREREREREQsQCGLiIiIiIiIiIgFKGQREREREREREbEAhSwiIiIiIiIiIhagkEVERERERERExAIUsoiIiIiIiIiIWIBCFhERERERERERC1DIIiIiIiIiIiJiAQpZREREREREREQsQCGLiIiIiIiIiIgFKGQREREREREREbEAhSwiIiIiIiIiIhagkEVERERERERExAIUsoiIiIiIiIiIWIBCFhERERERERERC1DIIiIiIiIiIiJiAQpZREREREREREQsQCGLiIiIiIiIiIgFKGQREREREREREbEAhSwiIiIiIiIiIhagkEVERERERERExAIUsoiIiIiIiIiIWIBNfTdAREQahlE9Q7i5fzih/k0oK4OYlEwWbznBTxuOUlZ2+fWP7xfG3yf14Z/fbuLXzccvv8JGbFSPEG7uF06o33nXetsJftp4adfa3taau4a2Z3iXlvh7uZCXX8SRuNPMX3+YzYfja3ydr4cz9wzvQJ82/ni7O3G2sJijcen8vPEoa/ZGm31+Hw8nvnvuRlwc7bjptR9JTM+t+5toQOq7f7a+f4/ZdS/edoLXv91Y5WedWvoweUg7Orb0xsnelsQzOWw6GM936w+RmplX9zdwDVry46/M/Od7/PUfzzBqwuj6bk6jZW9jzd2d2zCiVRD+bs7kFRZzOPUM8/cfY1NMkkXO8caw3lzfOpjx3ywlLiunxnKdmjXljk5hdPJripOtDYnZeWyMTuTbfcdIzT1rkbY0NvY21tzdI4IR4cHG/ikq5nByOvN3HWPTqUSLnOONG/pwfZvmjP98MXEZNfdPjyBfbu8aRgd/Y/+k5p5la3QS3+48SvSZbIu0ReTPopBFRER4+paeTBwUAUBUUgalpWVEBDclIrgpAzoE8dQnqykpvfSkJSLYiydu7Gap5jZqT0/oycSB5dc6+YJr3T6Ipz6t27V2sLPho0dH0L6FN0XFJUQmZuDubE/vNgH0bhPAp8v2MHfF3mqvCw/0ZOZfRuDubE9BUQmnUjJp4uxAjzA/eoT58fPGo7z9wxaz2vDi7f1wcbQzu80NWUPon70nk2ut093ZgRa+7gDEpmZVOXbX0PY8OrorBoMVuflFnEzKwNfDmTuua8fY3q147vO17DpRe/3XuqMHjzD3/dn13YxGz8HGmlnjBtPB14uikhIi07Nwd7CjT3Az+gQ3Y/b2A8zZceiyzjGhbSjXtw6+aLm7O7fhsd4dMFhZkVtYxMn0LHxdHLmzczjjIlry7PKN7EpIvay2NDYONtbMunUIHfyaGvsnLRN3R3v6tPCjTws/Zm/az5wtBy/rHBM6hnJ9m+YXLfdA73Y83LcDABlnCzh5OpMAdxcmdGzFDW1b8NKyLaw9HndZbRH5MylkERG5xo3uFcrEQRFk5xXy9OzV7D2ZAkCbIE9mPDyU3hEBPDCqE7OX7Lmk+ru28uWtB4bgfJXchF+O0T1DmTgwguyzhTz96Wr2RpVf60BPZjw4lN5tAnjg+k7MXrbH7DqfvaUX7Vt4czTuNM/MWUNKhnGkwqjuIbx4ez8eGtWZfVEpbD927qmkwcqK1+8eiLuzPbtOJPHCvPWkZ+cDcGPv1vx9Yh8m9Atnz8lkVuyMqvX8t/QPp1e4fx2vRMPUUPrnoQ+X11iftcGKjx8fCcCGg7HMW7W/8lj/doE8PtYYZv6y6Rjv/bKd/MJirKxg8uB2/N+N3XnvoWFMemshiek1P1G+lu3dsYfXn36JvFyN+Llczw3oSgdfL46mnuHpZRtILh8tMiqsOS8N7sHDPdqzLzGNbfEpl1T/7R1b82TfzhctN6C5H0/06QjA/w5F8u7GPeQXl2AF3NEpnL/27cQHNwzgtgUrSMhu3KPw6uK5od3p4NeUoylnePqXP0jOKf/dFNGCl0b05OG+HdiXkMa2mEsLZW/vEsaTg7tctFyPIN/KgOWD9bv5dtcxSsvKsLU28Hj/TkzuFs5ro3pzc+ISUnKuzRFH0vhoTRYRkWuYwcqK+643fvn86NedlQELwJHYdF758g8AJg1pi7ODbZ3qtrMx8MCoTsx83Dha4lpnsLLivuHl13rRzsobeIAjcem88nX5tR5s/rUO8HJlZLcQSkpLefmrPypv4AGW7TjJl+U34A+O7FTldR1aeNPcxzgS4qWv/qgMWAAWbjnOsh2RAIzr1fqi539sbDfOFhSZ1d6GrCH1T20eHNmZTiE+pGTk8uo3G6pMX3pwZGcAthyJZ/r3m8kvLAagrAy+WXuQ33ZF4WBnw5M39TD7fNeKwoJCvvrkC6Y98jQ5WZqacLkC3JwZGdacktJS/rF6a2XAArDsWDTzdh8B4MEe7epct5eTA2+N6MNT/bpgsLK6aPmHerQHYHNMEm+u30l+cQkAZcDXe4+y4ngMDrY2PNnX/M9hYxfg7sLIiPL+Wbq5MmABWHb4FPO2HwbgwT7t61y3l7MDb43px1NDuprVP3f1aAPA8iPRfL3zKKXlv9SKSkp5b/1uTp7OxMHGhtFtW9a5LSL1RSGLiMg1rHOoD0HebhQWlbB0W2S14zuOJRGbkoWTvS0DOwSZXW9gU1d++Md4HryhMwAfL9pFwulr+8l55bUuLmHpdhPX+ngSsanl17q9edd6VI8QbKwNHDiVSlRyZrXjP286BkCnEF98PZwrf+7bxPjfZ3LyTa7RcSjmdJVyplhZwct39MPJ3paPl+w2q70NWUPqn5q09m/C3cOMNz1vfb+ZrLzCymOerg60CfIC4KvVB0y+fv5649SM/u0CcXPSyLIKCTHxTLnpLr6ZPQ+Aex6bgo+fbz23qnG7IawFNgYD+5NPE3Umq9rxnw4ZP2Od/bzxdXEyu97BLQP4efIohoYGkZlfwNu/76y1vJejA228mwDw1Z4jJst8t8/4ORzQwh83+2vjc3FD2/L+STxNVLqJ/tl3AoDOAd74utahf1oF8PN9oxkaVt4/q3dc9DV749NYfyKORQdOmjwemWb83enndvHfkQ3d0aNHmTFjBjfffDP9+/enffv29O7dm0mTJvHhhx+SnGzeqKFff/2V8PBwVq1adYVbLJdKIYuIyDWsQ0tvAI7FpVNQVGKyTMUT/a6tm5ldr4+HE808XdgflcKUfy/hi9/2X/xFV7kOLepwrVuZd60r6txz0vRw+9TMPBLKp4V0bXXupjHpjPFnTVwc8HGv/gW6tb/xpqS2KSV3DG5HpxBflm2P5PcDMWa1tyFrSP1Tk6nje2BtMLB2bzQbD1VdMNfP06Xyv4/EnTb5+ugU482KjbWBiKCmF38D14jUlFRSk1Jo06EtH3w5i9sfuLO+m9TodfA1Bn57E9NMHk/NPUtClnFqTld/b7Prbe3lgYONDcuORXPb/BVsjKl9cdZm5wUEh1PPmCwTnWEcuWRjMBBRHshc7Tr4lfdPvOl1aFJzzpKQWd4/gT5m19vauwkOtjYsO3yK275Yxsaoiy+eO3frQZ75dYPJaUkGKyvCfDwAiMlovCPMcnJymDp1KuPGjeOzzz4jKSmJ8PBwhg0bRkREBCdOnOCjjz5i6NChLFiwoNa6du3axSuvvPLnNFwumdZkERG5hgV6uwEQl1bzl5fE8hEowT5uZtebkpHH1I9XselQzTvbXGsCm5pxrctvuIO9zbvWFXXGX6ROf0+XKnXui0rlaNxpwgO9eOXO/rw473fSc4xThoZ3acGYXq0oLS1j/vrDJuts6evOQzd0ITUzj3//vA0Xx7pNJWuIGlL/mDKwQxDdWvtRVFzCBwurPx0+f9pQcYnphXltDOeerfl5Nv6nwpbi7ePNax9Op+eA3vXdlKtGkLsx9IvLqnmNk8TsXPzdnGnu7mp2vbsTU5n8/W9EppePbrjIKIvzPwnFpaUmy5z/ufB3vTY+F0Eexmsel1lzkJ6YlYu/uzPNm9Shf+JSmPxVrEVGnwS4u/D4gI40b+JGWs7ZGke6NHQFBQXcd9997Nu3j6CgIP7xj38wcOBArM6bSlVUVMSPP/7I9OnTeemll2jWrBmDBg2qVtfixYv5xz/+QV6e1oxq6BSyiIhcw5q4OACQkZNfY5nM3AKAOq2rEpeWXevN6rWo8lrnmnGtXcy71hV1nqmlzqzKOh2q/PzJ2at45c4B9Ar355eXbyEmJRM3J3t8mziTmpnHB79sZ+Oh6rs5WBusePmO/tjbWjN9wWayzxZeFSFLQ+ufC907zLhezLIdJ02OMEo4fe7zFhbQhH1R1Z9Qh/h5VP63q5PWSargHxyAf3BAfTfjqtLE0fjv68zZWj5PBcbpbu51WBR9Rx0XyU04L+QJa+rBvqTqo7xCPM8FnK7XyHShJuWf/zN5BTWWycwv/91Ul/6JvbRFjM/3aL+ODA8Pxs/NCWuDgX0Jaby2YiuZ+YUXf3EDNHPmTPbt20dAQADff/89np6e1crY2tpy++23Y2dnx/PPP8+MGTOqhCxRUVG89957rFixAicnJ5o2bUpamulRYtIwaLqQiMg1zMHOmLUXFJueHgFUTp2oKCuXpvJa1zAV5fxjDrbmXWsHO2sACmupM7+ouLxO6yo/Lykt40jsac4WFGFva03rAM/KNVgycvMpLjH91Pfe4R2JCG7K4m0nTIYwjVVD65/zdQ7xoV3zphSXlFbZTeh8GbkF7CufznTfiI4my9w7/NzPba31FVCuHAeb8n/7NfwegXN/dxxsrtzfloz8AvYlGW9Gp3Rra7LM/V0jKv/7WvlcnOufWn7f/Qn9Y0qPYF8CPVywLh9h5OvqxICQxrmD3dmzZ/n2228BePnll00GLOcbP348Y8eOZdy4cRQWnguVXnrpJVasWEGXLl344YcfCAkJsXhbo6Oj+fvf/871119Px44d6dmzJ3fddRc//fQTZWXVR0eePXuWzz77jPHjx9OlSxd69+7N5MmTWbZsmcnyq1atYsqUKfTs2ZP27dtz3XXX8fLLLxMXV/17xF133UV4eDiHDh3ikUceoWPHjvTq1YvZs2dXlsnNzWXWrFmMHTuWTp060bVrVyZPnswvv/xi8vx/Nn1jFhG5hpWWmv+HqAH8zWrU6nSt61CnufcE59fp4+7ErMevJ8jbja1HE/h48S5OJJzBzdmeUd1CeOiGLrx1/xBm/rqDr9ccrHxdeKAn9w3vQEpGLu/9b5vZ76cxaEj9c6HbBhpvAtfsja51hNjHS3bxn0dH0DcikH9NGcInS3YTnZKJv6cL91/fie6tm5GZW4C7s32NIZqIJZSWlVFzbHiBK/zH5aOt+5k1dhB9g/14Z2Q/Ptm2n1MZ2fi7OjOlW1u6B/iQmV+Au4N9jVOKrjZ16p8/2QtLNpGaexZfVydGt23BPT0i+OugLni7OPHe+sa1yPqqVavIzc3F29ubgQMHXrS8wWBgxowZ1X7evn177rzzTkaMGFFlmpGlREVFceutt5KdnU1YWBiDBw8mKyuL7du3s23bNg4ePMhLL71UWT4tLY377ruPY8eO4e7uTu/evSksLGTr1q08+eSTTJkyhb/97W+V5V966SUWLFiAtbU1Xbp0wcvLi8OHDzN//nwWL17MrFmz6NWrV7V2PfXUU5w5c4aBAwdy4sQJwsPDAUhJSeG+++7jxIkTeHp60qtXL0pKStixYwfPPfccmzZt4u23374i18pcCllERK5heYXGrXftbWr+umVf/oS9oHw7WLk0eeXbHNvXMmKhrtc6r6AYdxtr7Gqps2LURf55dT46pitB3m4ci09n6uxVlJQHDKezzvL12oPEnc7m7fuH8JfRXVm3L4a4tGxsrQ28NLk/tjbWvLlgMzlnG/+2zedrSP1T5bidDX3bBgKweNuJWs+360Qyb3y3iWm39WFQh2AGdQiuPJZfWMz0BZu5qU8Y7s7e5OZfXf0nDUteUTHu1tbY1ZIyVvzdya9lJKUl7EpI5fV123l+UHcGtwxgcMtzU8Pyi4v55/qdjG8bQgcHe3ILr43Pxbn+qeX3XUX/FP25f/srpnjFZeQwe9MBYs/k8Oqo3kzs0prv9xwnvpZ1ZBqavXv3AtCrV6/LuuF/7rnnLNUkk+bOnUt2djYPP/wwTz31VOXPDx8+zKRJk/juu+945JFH8PExLoL82muvcezYMQYNGsS7776Li4txDabjx49z5513MnfuXEaOHEnHjh2ZP38+CxYsoGnTpnz66ae0a2fctr20tJTPPvuMd999lyeeeILly5dXG+lz5swZfv31V3x9fauMTvnb3/7GiRMnGD9+PC+99BJOTsa1mZKSknjwwQdZuHAhHTp04K677rqi1602CllERK5iYYGePHNLT5PHFm05QWbOxddb8ShffyK9lnVbBMICPHnm5hqu9dYT59bzqGUtDA/nul3rzNx83J3ta62zom/PnFfnkE7NAfhi5b7KgOV86/bFcCw+nbAAT4Z2bsG8Vft56IbOtPJvwq9bjrP5cONb0Lgx9c/5+kYE4GBnQ3r2WbYfvfhOHUu3R7LnZDI39QkjLMCT0tIyjsan8+uW4ySm53B/+VQiU1t3i1hKRn4h7g72uDvU8nlyMK71kX625nVBLGXJ0Wj2JKRxU9sQwpt6UFJWxtG0DH49HEVCdi5TuhlHi6Xknr3ibWkIMs4aR+64O9bSP+XH/oz+qc3Sw6d4bEBHfFyc6BLgXS8hy9ChQ2s9vnr1apM/T0w0/s6uCCcutHz58hq3YZ40aRLdu3evQysvXcXW0UFBQVV+HhERwZtvvklpaSl2dsbPa0pKCr/99htOTk688847lQELQOvWrStDjpMnT9KxY0fmzp0LGEezVAQsYBy18/DDD7N7927Wrl3L/PnzefTRR6ucf9SoUfj6Gnfeqwip9u3bx+bNmwkMDOS1116rbBdAs2bN+Oc//8mtt97KnDlzFLKISM2mTZtGfr5ubq+E9957r76bcMW5ONjSKdT01rDbjiYSlVy+A4CXi8kycG5r2NiULMs38Cri4mhLp5AarvWx8661p+Wu9ankTIJ93PE3o86Y8jo9XRwq1x+JTq75PFFJGYQFeOJf/m9jWJeWAIzr3ZpxvVvX+LpfXroFgM+W72HO8r1mvY8/Q2PpnwsNbG/80rtq9ylKzZxWkXA6h1mLd1X7uZuTPf5exp1CTiSa3s5WxBJOncmiuYdrrbv1+JUfi8n8cxZJj8/O5aOt1dc0cre3I8DN+DmMPJ35p7Slvp06nUXzJm7417L7T8XOQDFnrmz/NHV2wN/dhf0JaTVOm0zKysPHxQkv59oXCG9oSmpZ8waMI0UWLVpk8ljfvn3/tJClV69e/P7777z22mvs2rWLQYMG0adPH9zd3Rk9enSVstu2baOsrIwePXrg7u5era4HHniABx54ADCOLImJicHR0bHGoGrs2LGsXbuWLVu2VAtZ2ratvo7Sli1bAOjevXuVgKVCx44d8fT0JCkpiaioKFq2bGneRbAwhSwiDVx+fv41EQbIlbHrRDK9nphX4/EOLb0B41obNtYGk+s0dGxpfAJTsaimmLbrRDK9nqzlWreow7U+Zd61PhCdxsAOwbQvr/tCPu5OlTfx+8vrzC0oorS0DIPBCi93xxpvtit2xqmYVnI4Jo3UDNPbsdraWNM2uCkAh2LSKCouIflMzVu31ofG0j8X6hRiPOf2YxcfxTKsSwv8PF1YW8PaLRWBTXxaNgmnG8+Qe2l8DqSkM6hlAB2aeZk87uPsWBmyVCxMe6UMDw3Cz9WZNSfjiMuq/u9+YAvjoqrxWTnEZzes31tXyoGkdAa1CqSDXw394+JYGbLsS7hy/ePr4sTih8YBcM+3v3EoKd1kuWZuxukgKTn1M9KoppEqF9OsWTMAUlOr7/YGMHXqVKZOnVrlZ48++ugln+9S3XvvvURGRvLzzz9X/s9gMNCpUydGjBjBxIkTK0espKQY/1b5+fldtN7zy9rUsIByxeiZirLn8/DwqPazhIQEAH755Rd++eWXWs+fmJiokEVERP58+6NSST6Ti28TZ0b1CGHRlqprPvQI9yPIx42cs4Ws2xtTT628Ouw/dd617h7Coq0XXOswP4K8y6/1PvOu9Zo9p3h0TFe6tmpGsI9btdEQ4/sZF4nbeSKJxHTjzUNBUQkHY1Lp0MKH8X3C2HokoVq9gU1d6VI+AmpH+c3981+sr7Edfp7OlSNYnv9iXeW5GpOG0j/nc3c+N/LkUMzFb3Ru6hNGjzA/XBxs+XhJ1QUiba0N3Hmdcaj2938cNqv9IpdqdWQsj/XqQFd/b5p7uBKdUTX0m9AuFICd8SkkZl/ZqWvj24bQI9AXF3tbZl0wksXWYODOzsbP4YL9x69oOxqS1cdieKx/R7oG+dC8iSvRF4xWmdCxFQA7Y1NIzLpyv8+Tc/KIOp1JSy93bunYiteSqi+oPiwsCB8XJwqLS9gaffGwuSGpGImxa9cuysrK6nUh1trY2Ngwffp0/vKXv7By5Uo2bdrErl272L17N7t37+aLL77gu+++IyAggOJi4xo95rwXc3b5qRjtY2pUisFQfU2n0vLFqdu1a3fRXZbc3NxqPX4lXRv7lImISI3mlk/pmDqhB73anNsmMTzQk5fu7A/A9+sPV1so08vNkea+bgQ0df3zGtvIzV1Rfq3H96BX+AXXenL5tf69hmvt40aAV9VrHZuWzfIdJ7GxNvD2fUMIPK8vRnYL4e6h7QH472/7qrzus+V7KS0tY0in5vzfjd1xsj/3zKW1fxPefWgotjbW7ItKYVMjXH/lUjWU/qnQJtD4lDkzt4C0rIs/wV1cHgxNGtSWHmHnnjJ6ujjw1v2DadnMg9jULH7acPSidYlcjtjMHJYfi8bGYOBf1/cl0O3clLlRrYO5p3MbAD7feajaawPcnGnu4YqXk2Wmhiw6EgXA7R1b0zPg3NoYno72vH19X0I83YnNzObHA5EWOV9jEJuRw/LDp4z9M7Y/gR7n9U9Ec+7pYVyj5vOtB6u9NsDdheZNXC02dWfOFuM5xrYP4b6ebbE2nLt5HxYWxIsjjGtpfbnjMOl59bs+TF2NGjUKBwcH4uPj2bhxY30356KCg4OZMmUKc+fOZdu2bXz++ee0atWK5ORkPv30UwC8vY0jM5OSkkzWkZKSwoIFC9i1a1flWjSJiYmV4cyFYmKMDy2aNm1qVhsr6hwwYAAzZsyo9X/t27c3/81bmEayiIhc4xZuOk6XVr6M6hHKh48NJzo5k6KSUkKaeWAwWLHpYBxzllVfW+PRcV0Z06sVCadzGP/KT/XQ8sZn4Zbya909lA//MpzolEyKis+71ofimLPCxLUe05UxPVuRkJ7D+NeqXut//7yNUH8PWvt7smDaTUQmnsHVyb5yHZBZi3dVm2qy9UgC7/5vG0/e1IM7hrRjQt8wolOycLS3obmPcY71sfh0nvt87RW6Eg1TQ+mfCt7uxiHyWWbeWCzfeZIB7YMY1qUF/3l0BLGpWZwtLKaFrzt2NtYknM7miY9/o0jbN8ufYMaG3YR6udPay4Mfbh9J5OlMXO3tKtcB+WjrfrbFV58iMGvsYPzdnFl8JIpX126/7HYsOx7DgBYBDG8VxEfjBhObmc3ZomJaNHHDztqa+KwcHlu0nqJrZPvmCjPW7iK0qQetvT344d4biEwr7x/38v7ZsI9tMcnVXjfrliH4uzuz+GAUr67Yetnt+O1oDC293Higd3se7d+Ru7q3ITYjB28XR7xdHAH4ed8JPt104LLP9WdzdXXlvvvu4+OPP+bFF1/kp59+wsvL9BQtgKysLGJjY//EFho99NBD7N27l4ULF1ZOcbK1taVfv35MmTKFadOmVS7i261bN8C4NktOTk6VhW8Bli1bxptvvsmYMWP497//TVBQELGxsaxZs4YRI0ZUO/eSJUsA6N27t1lt7dnTGLqtWbOGJ598stqImqSkJO6++258fX2ZOXOmySlHfwaFLCIiwitfbmD70URu6htGqH8TbKwNRCaeYfn2k3y39pDJHWjk0rzy9Qa2H0vkpj5hhPqVX+uk8mu9vu7XOiuvgAfeX8ad17VjWOcWtPD1oLiklJ0nkvj+98M1Tm354Y8j7ItKYdKgtnRt5UuonweFxSXsP5XCyl2n+N+moxQWX1s3HdBw+gfO7eyVc7bQ7PO9+OV6th9LYGzv1oQ288Da2kB8Wjbr9sXwzdqDZNehLpHLkVlQyP0/r+auzm0YFhpIiyZuFJeWsjM+hQX7j7M26s8bJffCys1sj0tmXERLQj3dsTZYEZeZw7qoeL7ec5Tsa2Tr5vNl5hdy/3cruatHBMPCgmjhWd4/sSks2H2MtSfi/rS2zN50gO0xKdzeNYyO/k0J8/YgM7+QdSfi+GnvCbZEmx410Rg88cQT7N27l02bNnHjjTcybdo0hg8fXmV6TH5+PosXL2bmzJkkJSVhZWVVbTvjK8nLy4uMjAzeeust/vWvf1W2rbCwkGXLlgHGBWXBONpl8ODBrFu3jueff55//etfODgYRzVFRkYya9YsACZOnAjA/fffz6uvvsprr71GUFAQERHGUVJlZWV8+umnrF+/Hnd3d2688Uaz2tqzZ086dOjA/v37efHFF3n++edxdjYGgzk5Ofztb38jOjqaoKCgegtYAKzKzJksJSJVTJ069U9bjPbPPNe1aOzTC69o/Yv+fWOtC89KA2Bd3w0Qadzmvzm8vpsgtZg4b0N9N0Eu5uy1F2g3JtufmnRZry8qKmLmzJnMmTOHkpISXF1diYiIwNPTk/T0dA4cOEBennFtog4dOvD888/TtWvXGuu766672LZtGx999BHDhg27rLaBcWHeW2+9lcTERLy9vSun2Rw4cIDU1FTCwsL49ttvcXU1TnlNSUnhrrvu4tSpU3h5edGtWzeysrLYuXMnRUVFTJkyhb/97W+AMUx54YUX+Omnn7C2tqZbt254enpy6NAhYmJicHV15f3336d///5mv7/Y2Fjuuece4uPj8fDwoH379lhbW7Nr1y6ys7MJDg7m66+/rtz+uT5oJIuIiIiIiIjIFWBra8tTTz3FxIkTWbx4MevXryc2Npbdu3fj7OxM8+bN6d69OyNHjvzTtm0+n7e3NwsWLOCTTz5hw4YNbNiwARsbG4KDg7n99tu57777cHJyqizv4+PDTz/9xOeff86KFStYv3491tbWdOrUibvuuouRI0dWlrWysuLNN99k0KBBzJ8/nwMHDpCfn4+fnx9333039957LwEBAXVqb1BQEP/73//44osvWLVqFTt27MDW1paAgABGjBjBnXfeaXJ76T+TRrKIXAKNZLl6aCSLaCSLyOXRSJaGTSNZGgGNZGnQLncki1x7tLuQiIiIiIiIiIgFaLqQiIiIiIiISCP25ptvkp6eXqfXjBgxwuSuP3J5FLKIiIiIiIiINGKrVq0iPr5uu3Y1b95cIcsVoJBFREREREREpBFbs2ZNfTdBymlNFhERERERERERC1DIIiIiIiIiIiJiAQpZREREREREREQsQCGLiIiIiIiIiIgFKGQREREREREREbEAhSwiIiIiIiIiIhagkEVERERERERExAIUsoiIiIiIiIiIWIBCFhERERERERERC1DIIiIiIiIiIiJiAQpZREREREREREQsQCGLiIiIiIiIiIgFKGQREREREREREbEAhSwiIiIiIiIiIhagkEVERERERERExAIUsoiIiIiIiIiIWIBCFhERERERERERC1DIIiIiIiIiIiJiAQpZREREREREREQsQCGLiIiIiIiIiIgFKGQREREREREREbEAhSwiIiIiIiIiIhagkEVERERERERExAIUsoiIiIiIiIiIWIBCFhERERERERERC1DIIiIiIiIiIiJiAQpZREREREREREQsQCGLiIiIiIiIiIgFKGQREREREREREbEAhSwiIiIiIiIiIhagkEVERERERERExAIUsoiIiIiIiIiIWIBCFhERERERERERC1DIIiIiIiIiIiJiAQpZREREREREREQsQCGLiIiIiIiIiIgFKGQREREREREREbEAhSwiIiIiIiIiIhagkEVERERERERExAJs6rsBIiL16e8nvrzCZ7gRw+pFV/gccjkcgnvXdxOkFnmtveu7CXIRE+dtqO8mSC2+v6d/fTdBLuK5g1vquwkiYkEaySIiIiIiIiIiYgEKWURERERERERELEAhi4iIiIiIiIiIBShkERERERERERGxAIUsIiIiIiIiIiIWoJBFRERERERERMQCFLKIiIiIiIiIiFiAQhYREREREREREQtQyCIiIiIiIiIiYgEKWURERERERERELEAhi4iIiIiIiIiIBShkERERERERERGxAIUsIiIiIiIiIiIWoJBFRERERERERMQCFLKIiIiIiIiIiFiAQhYREREREREREQtQyCIiIiIiIiIiYgEKWURERERERERELEAhi4iIiIiIiIiIBShkERERERERERGxAIUsIiIiIiIiIiIWoJBFRERERERERMQCFLKIiIiIiIiIiFiAQhYREREREREREQtQyCIiIiIiIiIiYgE29d0AkcbIwcGBqVOn/innSklJ+VPOIyIiIiIiIpdHIYvIJZg+ffqfdq4/K8wRERERERGRy6PpQiIiIiIiIiIiFqCQRURERERERETEAhSyiIiIiIiIiIhYgEIWERERERERERELUMgiIiIiIiIiImIBCllERERERERERCxAIYuIiIiIiIiIiAUoZBERERERERERsQCFLCIiIiIiIiIiFqCQRURERERERETEAhSyiIiIiIiIiIhYgEIWERERERERERELUMgiIiIiIiIiImIBNvXdABER+fOMGjeI8ZNGEBoWTFkZxEQlsOR/a/l5/grKysouqc5uvdpzy+RRtO8chruHCxlnstm59QBfzP6J6JPxZtVx08ThPPfKw7z5j49Z9NPqS2rH1WLE0LaMG9OZkBZNKSuD2Lh0lq88wMLFe7iULgrw92Dybb3o1qU5nk2cyc7O59CRBH5ZtIedu6NNvsbGxsDS//0VW1vrGuvNycln7C3/qXuDGoFRPUO4uX84of5NjJ+TlEwWbznBTxuOXlIf2Ntac9ew9gzv1hJ/TxfyCoo4Enua+esOs/lQzZ+RUD8P7hrenm6t/XB3tiflTC47jyfx9eqDxKZmVSnr5+nML6/eYnabPlu6hznL9tb9zTQw9jbW3N25DSNaBeHv5kxeYTGHU88wf/8xNsUkWeQcbwzrzfWtgxn/zVLisnJqLNepWVPu6BRGJ7+mONnakJidx8boRL7dd4zU3LMWaYsYLfnxV2b+8z3++o9nGDVhdH03p9EqLSgkZfHvZGzZR2FqOgYHexxbBuA9sh9uncLrXF9h6hkOT/1XrWUcgv0If/P/qrelqJi0lZvJ2LKPgsRUyopLsPf1wqN3R7xvGIDBzrbO7RGpLwpZRESuEU+9cD+33nEDAKci4ygpLSWifSgR7UPpP6Q7zzw6nZLikjrV+Zepd3D3g+MBSE1J51RkPMEt/Rk5diBDhvfi2cfeZvvmfbXWEdE+lMefuevS3tRV5om/XMeEG7sCEB1zmtLSMsLDmhEe1oy+vUOZ9tL/KCkpNbu+Ht1a8No/bsTBwZaz+UVEx5zG3d2R/n1b079va+b/uJ3Zc9ZXe13zIC9sba05m1/Eichkk3Xn5RVd2pts4J6+pScTB0UAEJWUQWlpGRHBTYkIbsqADkE89clqSkrNT1oc7Gz46PERtG/pTVFxCZGJGbg729M7IoDeEQF8unQPc02EHSO7h/DiHX2xtbGmoKiEk4lnaOLiwE39whjVM5TXvt7Aql2nKssXFJWwt4a+quDt4YS/lytAtZCmMXKwsWbWuMF08PWiqKSEyPQs3B3s6BPcjD7BzZi9/QBzdhy6rHNMaBvK9a2DL1ru7s5teKx3BwxWVuQWFnEyPQtfF0fu7BzOuIiWPLt8I7sSUi+rLWJ09OAR5r4/u76b0eiV5Bdycvoc8iJjsbK2xiHQl+KcPHL2Hydn/3F8Jwyl2YRhdarzbEwiANYujtj7+5gsY+/btNrPijKzOfn25+THJIHBgIO/N6UFheTHJZP040oydxwk9PkHsXZyqPsbFakHCllERK4BN9w0mFvvuIHsrFyeeXQ6+3YdASC8bQjvzPo7vft3ZspfbuXTmfPNrnPMhOu4+8HxFBUV8dbLs1n6yzoA3NxdeGn6E/Qb3I1X3v4/br7+MfLPFpiso0uPdrz14TM4uzhd9nts7K4f3o4JN3YlJyefaS//jwMHjSMcwlr58s9Xx9OjW0vuvqMP//1yo1n1ubk58uLfR+PgYMvqdYd578OV5OYVAjB0cBumPXsDk27pweHDCfy+8XiV14aGeAOwb38cf//HTxZ8lw3b6F6hTBwUQXZeIU/PXs3ekykAtAnyZMbDQ+kdEcADozoxe8kes+t8dmIv2rf05mjsaZ75dA0pGXkAjOoRwot39OOhGzqz72QK248mVr4mPNCzMmD5fX8sb3yzkcxc42doZPcQXpjcl9fvGUjymVz2Rxlv3NOz83no/eU1tsPJ3oYvnxsLwI9/HGHFjqg6XZuG6LkBXeng68XR1DM8vWwDyeWjRUaFNeelwT14uEd79iWmsS0+5ZLqv71ja57s2/mi5QY09+OJPh0B+N+hSN7duIf84hKsgDs6hfPXvp344IYB3LZgBQnZuZfUFjHau2MPrz/9Enm5efXdlEYvft5C8iJjcWjuR8un7sbOywOA9A27iP3sJ5J/Xo1zWAtc27cyu86KkMWjV0cC77vJrNeUlZURPfM78mOSsA/woeWTd2LvZ/wblHMkiugPv+XsqQQSv19B4L031uk9itQXrckiInKVMxgM3PfIzQDMevfryoAF4Oihk7z295kA3HbPaLPDDjs728rRJ++9+d/KgAUgKzOHl//2Abk5eXg29WDAkO4mXz/lsYl8OPcl3NxdL/WtXTUMBivuur03AJ9+/ntlwAJw7EQy099ZCsCt47vh7GRnVp2jR3bAzdWRxKRM3v738sqABWD1uiMsXmYcYTR2dKdqrw0NMT6BjDp17Tx5N1hZcd/1xhvlj37dWRmwAByJTeeVL/8AYNKQtjg7mDdsPaCpKyO7h1BSWsrLX/5RGbAALNt+ki9X7gfgwVFV++C+kR2xtbHmRMIZps1dVxmwACzfcZLv1h7CYLDi2Vt7mf3+nrutD0HebhyNPc37P283+3UNVYCbMyPDmlNSWso/Vm+tDFgAlh2LZt5u4++5B3u0q3PdXk4OvDWiD0/164LByuqi5R/q0R6AzTFJvLl+J/nlIwLLgK/3HmXF8RgcbG14sm/1z5qYp7CgkK8++YJpjzxNTlZ2fTen0StIPs2ZjXvAyormj95WGbAAePbvis+YQQAk/byqTvXml4csDoG+Zr8mc9sBco9EYXC0J3TaA5UBC4BLm5b43XY9AGf+2EVZHUfbNjRHjx5lxowZ3HzzzfTv35/27dvTu3dvJk2axIcffkhysunRiGfPnmXWrFnceOONdO7cmY4dO3LDDTfw7rvvkpVVfVTiddddR3h4OOHh4bz99tsXbdfKlSsry991l0YWW4JCFhGRq1ynbhEEBvtRWFjEsl+rTw3ZsWU/sdGJODk5mgxETOk/pDvuHq7EnEpg4Q/Vv4Tl5uTx7j/n8sFbXxAdlVDlWGBwMxYs+5AHHpsIwCcffEviJT5pvlp0aB9IgH8TCguL+W119ekNu/bEEBd/BkdHO/r2Me+pYlJSJqvXHmbh4j0UFVX/YnqyfASEr49btWMVI1miTqXV5W00ap1DfQjydqOwqISl2yKrHd9xLInYlCyc7G0Z2CHIrDpH9QjBxtrAgahUopIyqx3/ecMxADqF+uLbxBkwhj292vgDMH/tIYpNTA+bv874byQ8yItW/k0u2o5+7QIZ2SOE4pJSXv9mI0XF5k85a6huCGuBjcHA/uTTRJ2pfpPx0yFjH3b288a3DiPlBrcM4OfJoxgaGkRmfgFv/76z1vJejg608Tb2wVd7jpgs890+Yz8PaOGPm715IamckxATz5Sb7uKb2fMAuOexKfj4mX8TL9Wd2bAbSktxah2MQ0D1a9l0qDHAzTsWTWFahtn1no0uD1mCmpn9mvTyz5jPDQOw9aj+0MW9R3t8bx6G36SRlBYXm11vQ5KTk8PUqVMZN24cn332GUlJSYSHhzNs2DAiIiI4ceIEH330EUOHDmXBggVVXpuRkcHEiRP54IMPSEhIoEuXLvTs2ZPTp08ze/ZsJkyYUGM4A7B8+fKLrrm3aNEii7xPOUchi4jIVa5D5zAAjh2OoiC/0GSZitEtXXua99S3R/nQ+D/WbKe01PQN29KF65n/5WKOHa46LcHb14tmft7s33OUByZNY97sn80659WsXYQfACciUygoMP0l8kD5AqmdO5p3g7/296O88fYSFvxoetRCeJjxS3B8Qka1Y6EtjSHLyWsoZOlQ/p6PxaVTYCKUAtgbZQwDu7Y27waios49J02HiKmZeSScNi6k2rWV8UbHw8UeJ3vjSJkjsadNvi49O5/s8pFJ7VtUX9/gfNYGK/463hieLlh/mOPxZ8xqe0PXwdcLgL2Jpv+NpuaeJSHLODWnq7+3yTKmtPbywMHGhmXHorlt/go2xiTWWr6Z67kA53Cq6WsbnWEceWFjMBDhffFQTKpKTUklNSmFNh3a8sGXs7j9gTvru0mNXu6JGACcw1qYPG7r6Y5tUw8Aco6cNKvOkvwCCss/A+aGLGWlpeSUB6Lu5SPCLmTt5ECz8UNpOrwP1g72ZtXbkBQUFHDfffexdOlSgoKC+PTTT9mwYQNz587l/fff57///S+bN2/mlVdewWAw8NJLL7F+/bkHYu+88w7Hjh2jV69e/Pbbb/z3v/9lzpw5rFy5kgEDBhAbG8vLL79s8tzu7u4kJCSwa9euGtuXk5PDunXrsLNTAGxJWpNFROQqFxhcfjMdW/OTjsTyBRmDWvibVWer8OYAnDwRC8CgYb0YMKQ7Ps28yMrMYeuGPSz9db3JhXRTk0/z1CP/ZPPvu+v0Pq5mAeWjERISM2osk5RsfFofGHB5N2nOzvbcfFNXRg5vT3FxCd99v63KcS9PZzw8nCgpKSUvr5A7JvUioo0fDva2JCZl8sfG42y7CtbzuFCgt3FET1xazVMREssDkWATo39M1tnUWC6+tjrTc/D3cqms8/wHjsUlNT99tLY2TmPx83KptQ23DmxDc193MnPzTS6w21gFuRvfd1xWzWucJGbn4u/mTPM6TEncnZjK5O9/IzLdOPLIz7X2UTDn91BxDYGzjeHcM01/V2ez2yJG3j7evPbhdHoO6F3fTblqFCYbA1x7X88ay9g1bUJRWgYFNQSZF8qPSYKyMmyauFGSlUPqkt85G51AWUkp9n5NadKnU7VQpyApjbKiYjAYsPf3pjgrh/Q/dpF7LJrSgkLsfb1oMqArzq0uvvh0QzVz5kz27dtHQEAA33//PZ6e1a+5ra0tt99+O3Z2djz//PPMmDGDQYMGkZ+fz+LFiwF46623aNLk3N9/Nzc33n77bfr168f69evJzMzE3d29Sr3Dhw/nxx9/ZOnSpXTr1s1k+1asWEFBQQHDhw9n5cqVFnzn1zaFLCIiV7kmnsY/uhnp1acrVMgsf9LqYWKorinNyp8MFxeXMOvL1+jSvW2V40NH9mXiXaN5+i9vkpJU9Wl8XEwScRbaWvVq4eFuvJHLyKx5m9esLOMxdzfHSzrHwH6tufeufgT4e2BnZ0NyShbv/2cV+w7EVSlXsR5LWVkZn39yD/b2VdcfGTOqI5u3RvL6W4s5e/bq2WGoiYtx14qMnPway1SsjeLubN7T1CauxjrP1FJnVmWd5efPzSfnbCEujnaEBTYhKimj2mv8PJ0rR7u4OtbcFmuDFXcMNT4dnr/2MLn5V1F/lb/vM2dr6a8C42gfd0fzn9DuqOPUxYTzQp6wph7sS6o++ijE81wo56rpQnXmHxyAf3BAfTfjqlJcvhW5TS2hn015wFiSY94iwxWL3pbknuXIc+/DeaFjzoETnF65Bc9B3Qm87yasbKwBKqciWTs7knMwkuiP5lc5X86BE5xevZWmI/vhf8dorMxYI6khOXv2LN9++y0AL7/8ssmA5Xzjx49n8+bNhIeHU1hYyOnTp2nXrh1lZWX4+1d/CObl5YW7uzsZGRmkpaVVC1lGjRrFL7/8wooVK3jhhRcwGKpPYlm8eDGOjo6XFLIsW7aMBQsWcOLECTIyMmjatCk9evTg/vvvJyIiolr548ePM2/ePDZt2kRaWhre3t507dqVv/zlL4SEhFQpm5OTwxdffMGKFSuIjo7G2tqa0NBQxo0bx6RJk6qMvImLi2Po0KH06dOHKVOm8MYbbxAfH4+fnx//+c9/CA83bkd+7NgxPvvsM7Zs2cKZM2fw8PCgV69e/OUvf6FVK/MXeDaHpguJiFzlHMpvRgoKar7BqphGZF/LDdv5nMpvCP/63L20bR/Ke29+zqh+9zO462Se+ct0EuKSaRXenBmzpmFjqzz/YhzsjdeosLDm+eYF5ccuDD3M1Sbcj5YtmmJnZzyXq4sDvXuG4OhYtb6K9VhsbKzZvPUkDz/+FSPGvseESbN4/z+ryM0toE+vUF6aNvaS2tFQOZRfl4JaFlasmEZUUfbidZbfSNQw/Qggv6i4StmyMth40Bh83TWsPbY21b+q3Vu+QC9g8niFEd1a4uPhRM7ZQr7//bBZbW4sHCpu0mrZ0ryiLx1srtzvoIz8AvYlGZ/0T+nW1mSZ+7ueu9mwtdZXb6l/peXfB6xq+ftsZWtbXtb0NOMLVSx6W1ZUjNeQHoS//SQdvnidiPefo9mtI7CytiZ9/Q7ivzq3/kdpfkHlOU69/zW2nm6ETHuADp+/RtuZ0/C9eRhYWZG2fCOpi3+/pPdan1atWkVubi7e3t4MHDjwouUNBgMzZszgwQcfxM7OjoCAAL799lu+++47k+Wjo6PJyMjA2toaH5/qW2Z7eXnRu3dvUlNT2bp1a7XjqampbNmyheuuuw5n57qNsvv000958skn2bFjB6GhoZV1/Prrr0ycOJGdO6uuZ/Xbb79xyy238MMPP+Dk5MTgwYNxcnLi119/ZcKECezbt6+ybGJiIjfddBMzZ84kJSWF/v3706NHDyIjI/nnP//JPffcQ05OTrU2xcTE8Nhjj+Hg4MCAAQMwGAyEhoYCxkBowoQJ/Prrr3h4eDBkyBC8vb1ZvHgxEyZMYO3atXV6/xejb74iIle5klpuQqq5yOJoFezLn8Z6ernz3BNv8/vqc+t+bFy/k9joRL5e+G9at2nBDTcO5tcf67ZDwbWmpNS8625Ul7Ln/PzrLr78ZjNOznb06NqChx8YxI1jOhMe1ozHnvyG0vI2nIxKZeGiPaSfyeXLbzdXvv5MRh4LF+8hMiqVD96ZRO+eIfTs3vKqmTpUWoc+MPNjQmlpGebeU59f5dzlexnYIYjWAZ785/ERfPi/HRyNS8fT1YFJg9tyU98wzmTn08TVweTCuBVuG2y8uf/pj6PkXEWjjgBKy8qwNrewuR12iT7aup9ZYwfRN9iPd0b245Nt+zmVkY2/qzNTurWle4APmfkFuDvY1zilSOTPZGUwUFZi5k49Zo4ecQ5vQVlZGY7N/Wk67NzULrumHvjeOAS7ph7EfPw9p9dso+nwPjgE+lJaaPy9VFZYhE1TD1q98BDWzsbRmgY7W5qNHwqlpST/bw3Jv6zB87qe2Dhf2mjO+rB3r3GKZq9eva7IKJwZM2YA0K9fP1xdTY9EHjNmDBs2bGDJkiX06dOnyrElS5ZQWlrK2LFjKTH33wNQWFjIxx9/jI2NDb/88kuVUSDvvvsus2fP5uOPP2bOnDkAJCcnM23aNAoKCnjjjTe49dZbK8t/+umn/Pvf/+bvf/87S5cad1KcOnUqsbGxDB8+nLfffrsyAEpPT+fRRx9l165dvPrqq7zzzjtV2hUfH8/o0aN59913ASgtLcVgMHDq1Cmee+45AP7zn/8wfPjwytcsX76cp59+mqeffpply5bh62uZRbUVsoiIXOXO5hmH09c2AsLewRia5OcX1FjmfPn5hTg7O3LsSFSVgKVCzKkEVi7ZyA03DWbgdT0UslzE2fKRRHa1jJCwLz+Wn39puyukpRmf+uQXFLFi1UEOHUngs4/upk1YM4YPbcuKlQcB2Lo9iq3baw5ODhyMZ+fuaHp0a8GAvq2umpAlr/zLvr1Nzbfu9rbGYwW1jDiqUmdBMe421tjZ1lynQ/mT5Pzz6oxOzuK5Oet48/5BdA715fNnRlceKy4p5ZPFuwn182B4t5Y1TgEKaOpKRLBxUdzFW0+Y1d7GJK+oGHdra+xqSbEq+jL/Cm/7uishldfXbef5Qd0Z3DKAwS3PTW3JLy7mn+t3Mr5tCB0c7MktvLrCLmmcDA52lOSeNa6HUoOyIuO/VYOdeaMnm/TrQpN+XWo9nvS/1RQmnSZz5yEcAn0xnDflw3tkv8qA5Xw+YweTsvh3SgsKyTl4Ao+eHcxqjyUNHTq01uOrV682+fPEROPoHlOjTMB4g79qlenvR5MmTaJ795p3fPzkk0/47bffcHBw4Jlnnqmx3PDhw3n55ZdZuXIlL7/8Mra25/pz0aJFNGnShAEDBrBu3boa67hQdnY2eXl5ODk5VXtvDz30EF5eXlWm/yxcuJCcnBzGjBlTJWCpKL969WoMBgMpKSnExMSwe/dumjZtyjvvvIOj47l/E56ennzwwQcMGzaMxYsX8+STTxIQUHUq4b333lv53xXTo+bNm0dBQQGPPPJIlYAFYOTIkWzZsoXvvvuOb7/9lqlTp5p9HWqjkEVELmratGnk59c8772xeu+99+q7CRYRFtGSp56/3+Sxxf9bS0b59qZutay34tHEeOzM6epboZqSk5WLs7Mjxw+fqrHMyfLdC/yDTH+5uJa0CvXh/x69zuSxZSsOkFW+Foubm0ONdVSsxZKRad78+IuJjTvDHxuPM+y6tnTuGFQZspjjRGQKPbq1oFkz94sXbiDCAj155paeJo8t2nKCzJyLr7fi4WI8ll7LGivny8zNx93ZHnenmuusON+Z7Kp1bj2SwK2v/4/x/cJo27wp1gYDUUkZLNpygpOJGcx6YgQAqRmm/z0M7mhcKPJIzGliUsz7XDcmGfmFuDvY417LbiMe5eFx+lnzwuPLseRoNHsS0ripbQjhTT0oKSvjaFoGvx6OIiE7lyndjKOKUnJrXndJ5M9i7epESe5ZimtZb6U423jMxq32xbXrwrG5P4VJpyt3IbJ2Ovc3zzHY9ML7Bjtb7Hw8KYhPoTAl3WJt+TNcbHTI4cOHa9w+uW/fvjWGLB988AGzZs3CYDDw5ptvVq45YoqLiwuDBw9mxYoVbNy4kcGDBwNw6tQpDhw4wOTJk7Gp45RKLy8vWrduzfHjxxk/fjzjxo1j4MCBdOzYERcXF+65554q5SumKg0bNsxkfedvW/3jjz8CxmDr/IClgq+vLz179mTDhg1s3769WsjSpk2baq/ZvNk4KvfCkTwVhgwZwnfffWdyStWlUsgiIheVn59/1QQSVyNnFyc6dau+wBjA9i37iT5p3PrXL6DmsMPP33gs5lSCWec8dTIeX7+m2NbyhKuk2DgsvsjMp/5XM2dnezq0CzR5bOfuGKJjjV8cm/nWHFpUHIuLM+9LpquLA37N3ElKyapcNPdCyeU3355Nqs7FNhiMw5prmkJjVX68uLjxTH1wcbClU6jpYcDbjiYSlVy+m0wtu/X4eRqPxZoZWpxKyiTYxx3/2uosP2YqCEnPzmfu8n3Vfm5lBa0DjQsonkg0vW3wwPKtvlfsNG/71cbm1Jksmnu41rpbj1/5sZjMmnd3sqT47Fw+2rq/2s/d7e0IKL9RjTxd8wLkIn8WB3+fKmGHKRXH7P1q3yb+fGXFJWCwwsrEAqvGAsa/KVblI9AczvteUlpc83eFivJWV3B9pdrUNFLlYpo1M+7umJqaavL41KlTq42cePTRR2s8X2FhIS+++CILFy7E1taWt956i9GjR5sse74xY8awYsUKlixZUhmyVIQ748aNM/ftVPH+++/zxBNPcPLkSWbNmsWsWbNwdXVlwIAB3HjjjZXnAUhJMS4obmrx3gtVlA0MNP2dCSAoKKhK2QrOzs4mt6KuGFF0YfhzoYQE874Dm0Mhi4hII7d7+0H6tL2lxuMdOhufcIRHtMTG1oZiE8ODO3Qxltm/56hZ5zy49xi9+nWibYeaV2NvHmL8Y6qdhGDvvliGjJxR4/F2EcZr1bqVLzY2BpPhRbu2xjIHDpv3JeDjD+8kwN+D2XPWM//H6lO6AHzLtw1OO31uAbnv5j2Ij7cbn8xZxw8/7zT5urBQ4xfj6JjqO6k0VLtOJNPriXk1Hu/Q0rjgb3igJzbWBpNrnXRsaXzf+6LM24HmQHQaAzsG07687gv5eDhVBjf7z6uzb9sAQvw82HEsiSOx1a9x11bNcHOy52xBEQeiqn95t7E20LZ8qtD2o4lmtbWxOZCSzqCWAXRo5mXyuI+zY2XIUrEw7ZUyPDQIP1dn1pyMIy6r+mKMA1sYP7vxWTnEZ9e85bTIn8UpNIisXYfJKx9xeqHC05kUnc4AwLl184vWV5x7liNPvUNJ7lma//UOPHq0N1nubPmDnIpwxbaJG7Ze7hSdziQvMha3jmHVXlNWWmrWltMNUdu2xsWwd+3aRVlZ2WWty3L69Gkee+wxdu/ejYuLCx9++CH9+vUz67WDBg3CxcWF1atXU1BQgL29PYsXLyYoKIguXWqe4lWbVq1asWTJErZu3cratWvZsmULx44dY+nSpSxdupSxY8dWrhlTVD71zJz3X2bGGlql5WtbXRiomNo96fzyI0eOrDJd6kJOTk4XPbe5tMS5iMhVbv+eoyQnpuHo5MCosdVXt+/RpwNBzf3Iyc5l/aptZtX525I/AAgMbsagodWnYDTxdGP4Df0BWPvblsto/bXh4OEEUlKzcHSwZcTQ6juUdO0STGBAE3JyC9iw8bhZde7YdQqAG0Z2wNrEuhW+vm7079sagE1bIit/fir6NAaDFcOua1s5ouV8bcKa0bmTcSrKmvVHzGpLY7A/KpXkM7k42tsyqkdIteM9wv0I8nEj52wh6/aavjG50JrdpwBjKBLs41bt+Ph+xnBz5/EkEtPP3XwP6dycJ27qzuTrTO9Wc+/1xjUJFm46Xrnj0fla+TfBztaa/MJiTiZmmNXWxmZ1ZCwAXf29aW5iKuSEdsYdJXbGp5CYbZkpdjUZ3zaEJ/p0ZFxEy2rHbA0G7iwPuhfsN++zK3KlefQy/g7JORxFfkL1oPb0GuO0Cec2LbHzbnLR+mycHbFxL592/Psuk2Uytu2nMCUdKxtr3M8LYZr07QxA+pptlJiY2nd6zTZKC4owODng0s6y2+xeaaNGjcLBwYH4+Hg2btx4yfXExMRw6623snv3bgICApg/f77ZAQuAvb09I0aMIDc3l/Xr17N//35OnTrFmDFjLrlNYAw1+vTpw/PPP8+vv/7Kpk2bmDZtGra2tixatKhy4V9vb+ODhooRJRfatGkTixYtIikpqXKNl7i4uBrPGxNj/Bvs5WU6ZL9QxfmnTp3KjBkzavzfa6+9Zt4bN4NCFhGRa8DnHxvnuP717/fSs2+nyp+HRbTkH28+DsAPXy8j94L52V5NPWje0p+AoKrTLKKjElj4g3Gxthf++Rj9B3erPObZ1IPX//0Uzi5OHD9yinWrLDfH9Wr25TfGOcOPPjSE7l3PPTls3cqHvz89CoCfF+4iN6/qdpqens4EBXri71d1qtGCH7eTn19EUKAnL/59NG5u5+Y2twr14V//vAUHB1v27otl4+ZzC6PO/2EbpaVlhLXy5dmp1+PkdO5JUaeOQbzxyk0YDFb8tvogx44nW+4CNABzlxu/EE6d0INebc4Naw4P9OSlO42h4ffrD1dbbNbLzZHmvm4ENK16sx+bms3y7SexsTbw9gNDCDzv+MjuIdw93Hij8d8VVacELSlfqHZ415ZVAh9nB1temNyXnuH+ZObm88Vv1aemALQJMj7tPZWcWcedqxqP2Mwclh+LxsZg4F/X9yXwvHUjRrUO5p7Oxnn5n+88VO21AW7ONPdwxcup5jWQ6mLREePiz7d3bE3P86Y/eDra8/b1fQnxdCc2M5sfD0TWVIXIn8q+WVM8+naC0lJOffA1BeeN9jqzYTcpi9cD4HtT9bXECpJPk5+QQtGZqlMcfcYNAiBr92ESFyyn9LxRsxnb9hP7qfF7iPfogdg2ORc6e48eiI27C0Vnsoj69zwKy0fQAGTvP0bi9yuMbRk72OxFeBsKV1dX7rvvPgBefPFFTp+uffRnVlYWsbGxVX6WnJzM3XffTXx8PB06dOCHH36gdevWdW5LxbSi5cuXV+7ic6lThfbt28eYMWN4+OGHq/zc09OTe++9t3J0TMX0m27djN8Ra9om+Z133uGZZ54hMjKSXr16AcYpWqbWg0xOTmbHjh0YDAZ69jS9ztqFzq/TlHnz5jFmzJjKXYksQdOFRESuAb/+uIouPdoycuxAPpjzD6Kj4ikuKqZlqyAMBgObft/F3FnfV3vdX6bewejxQ0iMT2HC8EerHHvvzc9p6t2EfoO78c6saSQlppKRnkVI62Ds7GxJjE/hH0+/a3J6klS3ZPl+OnUMYvh1bXnnzVuJiUunuKiEFs2bYjBYsWXbSeZ9vana6x68bwAjh7cnKTmT2+/5rPLniUmZvPrmIl56fiyDB4TTt1cosXHp2NrZEFy+nsfBwwm89MavVerbuz+Oj2av4dGHhjByeHsGDwgnNi4dZ2d7/P08ANiy7SQz3v/tyl2MerJw03G6tPJlVI9QPnxsONHJmRSVlBLSzAODwYpNB+OYs2xvtdc9Oq4rY3q1IuF0DuNf+anKsX//uI1Qfw9aB3iy4MWbiEw4g6uTfeU6LbMW7ao2pWdPZApfrzrAncPa88rdA3hkTBcycgpo7uuGo70tmbn5PPGflZypYQFebw/jkOesvCu/4Gt9mrFhN6Fe7rT28uCH20cSeToTV3s7/N2M04Q+2rqfbfHVp3bNGjsYfzdnFh+J4tW1pqfS1cWy4zEMaBHA8FZBfDRuMLGZ2ZwtKqZFEzfsrK2Jz8rhsUXrKdL2zdKABNw1lvzYZPJjkzjyt/dwCPKlJPcsRWkZADS7dQSu7auPHImcPoeitAyaDOhK8MPndorx7N+V/JgkUpf+Qcqi9aSt3IJ9My+KM3MqAxnPwT1odnPVxU9tXJxo+cy9RL3zX3KPRHH4qXdwCPChtKCocpqQR99OeI8ecIWuxJX1xBNPsHfvXjZt2sSNN97ItGnTGD58eJWpLvn5+SxevJiZM2eSlJSElZUVnp7Gv9PPPvssiYmJhIWFMW/evMrtjOuqT58+eHl5sW7dOlxdXWnXrl2VHYBqkp2dTUpKCra2tgQHG0extmrVivj4eCIjI1mxYgXXX399Zfnjx49z8OBBDAYD7dsbHyRMnDiR//73vyxcuJCBAwdyww03VJafO3cuhw4dIjg4mN69e2NtbU2nTp3Yu3cvf/vb33jrrbcqp/Gkp6fz17/+laKiIkaNGmX2dsv33HMPv/76KzNnziQgIICRI0dWHtu5cycffvghOTk5PPLII2bVZw6FLCIi14hXn/uQ7Zv3cdOtwwkJC8bGxpqTx2NZvmg9879cQomJNShqU1BQyDOPTmfEmAGMnXAdYREt8fBwIyE2mbUrtzB/3mKyMquvTyA1e/NfS9m5O5oxozoS0sIbGxsDUdFprFx9iB//t7PGhWhrsmXbSR74yzwm3dqD7l1bEBzkRUFBEfsOxLFqzSGWrjhgst9/Xribg4cTuXV8Nzq2D6RF86bknS1k1+5olq08wKo1hy31lhucV77cwPajidzUN4xQ/ybYWBuITDzD8u0n+W7toTqPDMnKK+CBd5dx59B2DOvSghbNPCguKWXn8SS+X3+4xqlHMxfu5GB0GrcMbEN4oCdebo4kn8lj48ETfLXqAKm17DLl4WIcoZFzwainq01mQSH3/7yauzq3YVhoIC2auFFcWsrO+BQW7D/O2qj4P60tL6zczPa4ZMZFtCTU0x1rgxVxmTmsi4rn6z1HydbWzdLA2Lg60+rlv5C65Hcytu6nICEVK2sDzm1a0vT6vjWuq1Ib/8k34NoxjLSVm8k7HsPZ2CRsnJ1w69IGr+t64dal+s4vAE4tAwh/eyqpS/8gc+chChLTMNjb4hwRgteQHpVTihoja2trPv30U2bOnMmcOXN46qmncHV1JSIiAk9PT9LT0zlw4AB5ecbf6R06dOD555+na9eubNy4sXLHGzc3N15++eUaz/PUU0/VurCstbU1o0aN4uuvvyY3N7dyhM3FrFy5kmnTphEQEMCaNWsA49olr776Ks8++yz/93//R9u2bQkKCiIjI4OdO3dSXFzMo48+WrlArb+/P9OnT+dvf/sbU6dOZc6cOQQGBhIZGcmJEydwdnZmxowZWFtbA/Duu+9y7733smLFCrZu3Ur37t0pLi5m27Zt5OXl0aVLlzpN7WnTpg0vv/wyr7zyCn/9618JDQ0lJCSEtLQ09uzZQ1lZGZMnT77s6VPnsyozZ3UZEak3U6dOrfedfRpCG66UjTfefEXr77fwp1oXpZX65xDcu76bILXIa2160VhpOErbVt9mUxqO7+/pX99NkIt47qDWLmvIvu8xwSL1xMXFsXjxYtavX09iYiJpaWk4Ozvj5+dH9+7dGTlyZJVtm9944w2++uors+r+5ZdfiIgw7jR53XXXER8fX+VnALt372bSpElYW1uzfv36yrVKAFatWsVjjz1Gz549q5zz559/rhayVPj999/56quv2L9/P1lZWbi6utKhQwcmT57MdddVn2p26NAhPvvsM7Zt20ZGRgZNmjShX79+PPbYY5WjZCpkZWXxxRdf8NtvvxETE4OdnR2tWrVi3LhxTJw4scq203FxcQwdOhRXV1d27NhR4zXav38/X3zxBdu2bePMmTM0adKEVq1acccddzB06NDLWpj4QgpZRBq4hhBwNIQ2XCkKWUQhS8OmkKXhU8jSsClkafgUsjRslgpZ5NqhhW9FRERERERERCxAIYuIiIiIiIiIiAUoZBERERERERERsQCFLCIiIiIiIiIiFqCQRURERERERETEAhSyiIiIiIiIiIhYgEIWERERERERERELUMgiIiIiIiIiImIBCllERERERERERCxAIYuIiIiIiIiIiAUoZBERERERERERsQCFLCIiIiIiIiIiFqCQRURERERERETEAhSyiIiIiIiIiIhYgEIWERERERERERELUMgiIiIiIiIiImIBCllERERERERERCxAIYuIiIiIiIiIiAUoZBERERERERERsQCFLCIiIiIiIiIiFqCQRURERERERETEAhSyiIiIiIiIiIhYgEIWERERERERERELUMgiIiIiIiIiImIBCllERERERERERCxAIYuIiIiIiIiIiAUoZBERERERERERsQCFLCIiIiIiIiIiFqCQRURERERERETEAhSyiIiIiIiIiIhYgEIWERERERERERELUMgiIiIiIiIiImIBCllERERERERERCxAIYuIiIiIiIiIiAUoZBERERERERERsQCFLCIiIiIiIiIiFqCQRURERERERETEAhSyiIiIiIiIiIhYgEIWERERERERERELUMgiIiIiIiIiImIBCllERERERERERCxAIYuIiIiIiIiIiAUoZBERERERERERsQCb+m6AiNTOwcGBqVOn1msbUlJS6vX8V9Jbre6+ovUvAuzdgq7oOeTy5Hbwqe8mSC3sB7rUdxPkIvKPF9Z3E6QWzx3cUt9NkIt4u13v+m6CiFiQQhaRBm769On13YR6D3lEREREREQaA00XEhERERERERGxAIUsIiIiIiIiIiIWoJBFRERERERERMQCFLKIiIiIiIiIiFiAQhYREREREREREQtQyCIiIiIiIiIiYgEKWURERERERERELEAhi4iIiIiIiIiIBShkERERERERERGxAIUsIiIiIiIiIiIWoJBFRERERERERMQCFLKIiIiIiIiIiFiAQhYREREREREREQtQyCIiIiIiIiIiYgEKWURERERERERELEAhi4iIiIiIiIiIBShkERERERERERGxAIUsIiIiIiIiIiIWoJBFRERERERERMQCFLKIiIiIiIiIiFiAQhYREREREREREQtQyCIiIiIiIiIiYgEKWURERERERERELEAhi4iIiIiIiIiIBShkERERERERERGxAIUsIiIiIiIiIiIWoJBFRERERERERMQCFLKIiIiIiIiIiFiAQhYREREREREREQtQyCIiIiIiIiIiYgEKWURERERERERELEAhi4iIiIiIiIiIBShkERERERERERGxAIUsIiIiIiIiIiIWoJBFRERERERERMQCFLKIiIiIiIiIiFiAQhYREREREREREQtQyCIiIiIiIiIiYgEKWURERERERERELMCmvhsgIiJ/nhGjunPjhH6EhPpRVlZGbEwqyxZvZeHPmygrK7vs+q2tDfzn0/8jol1z3nr9W5Yv2V7l+Pz//YNmfp5m1bVn1wmefPSjy25TQ3NDtxBu7hNOaDMPysogJjWTRTsi+WnzUS6lC+xtrbl7cHuGd26Bv6cLeQVFHIlL57s/DrH5aILZ9TjZ2/DtU+Pw93ThkY9XsOtksslyzb3duGNQO7q3aoa3mxPFJaXEpmWx7kAM8zccJq+guO5vooGyt7ZmcmgYQwMC8XN0Iq+kmGMZGXwfdYKtKaavz8V0a+rNrS1b0c7TEydrG9IK8tmemsKCyOPE5ubU+Lq+vs24uUUobTyaYGMwkJiXy9qEeH46FUlOUdGlvsVGz97Gmrt7RDAiPBh/N2fyioo5nJzO/F3H2HQq0SLneOOGPlzfpjnjP19MXEbNfdQjyJfbu4bRwb8pTrY2pOaeZWt0Et/uPEr0mWyLtKWxKS0oJGXx72Rs2UdhajoGB3scWwbgPbIfbp3C61xfYeoZDk/9V61lHIL9CH/z/6q3paiYtJWbydiyj4LEVMqKS7D39cKjd0e8bxiAwc62zu2Rmi358Vdm/vM9/vqPZxg1YXR9N0fkT6WQRUTkGvF/T09gwq0DAIg+lUxpSSnhEUGERwTRd0B7pj39GSUlpZd1jsl3DyWiXfMajx85FENqSkaNxx0d7WkVFgBAXGzqZbWlIXrmxp5M7N8GgKjkDErLyogIakpEUFMGtg1i6uerKSk1P2lxsLXho4eH06G5N0XFJUQmZeDubE/vcH96h/vz6W97mLNyn1l1PTWuB/6eLrWWGdqxOa9M6o+9rTWFxSXEpmXhaGdLmL8nbQK9GNU1hMc+XUlKZp7Z76GhcrC25v0+A2jXxJOi0lKisrNws7Wjp48vPX18mXv0EF8cO1KnOu9t3YYpbdoCkFFYwKmcbPycnLixeUtGBgbz+u7trE+sHoxNbd+JCS1DAcgsLCA6J5sAJ2ceaNOWsc1b8OzWTURlZ13+m25kHGysmXXrEDr4NaWopITItEzcHe3p08KPPi38mL1pP3O2HLysc0zoGMr1bWr+nVbhgd7teLhvBwAyzhZw8nQmAe4uTOjYihvatuClZVtYezzustrS2JTkF3Jy+hzyImOxsrbGIdCX4pw8cvYfJ2f/cXwnDKXZhGF1qvNsjDE4s3ZxxN7fx2QZe9+m1X5WlJnNybc/Jz8mCQwGHPy9KS0oJD8umaQfV5K54yChzz+ItZND3d+oVHP04BHmvj+7vpshUm8UsoiIXANGju7BhFsHkJN9lmnPfMb+vVEAhIUH8uaMB+jZuw33TLmezz9ddsnnaNXan7vvH1FrmVdemFfr8ZfeuJtWYQEcPRLLh+/+75Lb0hCN7h7KxP5tyD5byFOfr2HvqRQA2gR48u/7rqN3uD8PDO/E7BV7zK7zbxN60qG5N0fj03n6v2sqw41RXUP4x8S+PDSiM3tPpbL9eO1P9Pu1CWBcz9a1lvH3dKkMWJbsiGTGwm3k5htHULT2b8LrkwcQ4uvBm3cO5IGPlpv9Hhqqpzp0pl0TT45lZjBt22ZS8s8CcH1gEH/v1I0p4W3Zn36anWnmhYHdmnpXBiwfHdzP9yePUwrYGgw8EtGOiSGt+UeXHhw68xup5ecCuLlFSGXA8t+jh5l3/AglZWVVXvde7/7cuXYlOcXX1oiW54Z2p4NfU46mnOHpX/4gOaf8339EC14a0ZOH+3ZgX0Ia22IubdTR7V3CeHJwl4uW6xHkWxmwfLB+N9/uOkZpWRm21gYe79+Jyd3CeW1Ub25OXEJKztmL1Hb1iJ+3kLzIWBya+9Hyqbux8/IAIH3DLmI/+4nkn1fjHNYC1/atzK6zImTx6NWRwPtuMus1ZWVlRM/8jvyYJOwDfGj55J3YZixlrwAAVRtJREFU+3kDkHMkiugPv+XsqQQSv19B4L031uk9SnV7d+zh9adfIi+38YftIpdKa7KIiFzlDAYr7rp3OACzP1pUGbAAHDsax5uvfgPArZMG4ex8aU/xbGysmfbyHRgMBgoLLu1Gb/SNvbluWBfycvN59YV5l1xPQ2SwsuL+ocabsP8s3VkZsAAciU/nlfkbALh9QATODuYNWQ/wcmFklxBKSkt56ds/qoweWbbrJPPWHgDgweGdaq3HzdGO52/pw9nC2q/3bf3bYG9rzdH4dF7/flNlwAJwPOEMz81bR3FJKR1b+NCpheknzI2Fv5MzwwOCKCkr4/Vd2ysDFoAVcbF8feIYAPeHR5hd5+2hYQCsjItlfnnAAlBUWsrMg/s5lZ2FvbU1I4OCK19jbWXFPWHGkU8Lo6P4/NhhSsrnlFW8bn/6abwcHLgvvM3lvOVGJ8DdhZERzSkpLeUfSzdXBiwAyw6fYt72wwA82Kd9nev2cnbgrTH9eGpIVwxWVhctf1cP47VffiSar3cepbSij0pKeW/9bk6ezsTBxobRbVvWuS2NVUHyac5s3ANWVjR/9LbKgAXAs39XfMYMAiDp51V1qje/PGRxCPQ1+zWZ2w6QeyQKg6M9odMeqAxYAFzatMTvtusBOPPHLsqKS+rUHjmnsKCQrz75gmmPPE1O1rU5PU6kgkIWEZGrXMfOIQQEeVNYWMxvy3ZUO75rx3HiYlNxdPr/9u47rMmzbQP4GfbeG8GBggriRqxatG7FWWet29pWq1Vb7fLVV21R62r11VrXV1u1OOrEjXshCCjgBmTIHrJ3yPdHJDVNAmiRRHP+jqPHUXLfebggPjx5rtz3deninW4vf0MCAJM/6geXpg44uO8KsrNf/s2VhaUJZs4Wf4K4ZVMAkpOyXikOVdWmsQ2crExQViHEidBYmfGQ6FQkZOTBQFcb77Z0qtUxB7RzgZamBiLjM/EkPVdm/OCNh5LvbWtmqPA484d1grWpATadDK/2+3VwsQMABN6Jk9xEvig+Iw/xGeI4WjpZ1upnUFV9GzhDS0MDd59lIa5A9t/zkXjxa+hpYQUbff1aHTMyOwtXUpNxPDFO7nhMnni7j52+geQxN1MzmOuKE597nid2/unAk2gAQJ8GznLH31YDWjaCloYGIlOy8CRbdqvUXxHi30sbR2vYGhvIjCvSvakjDk4eiJ6uTsgtKcXKc7J/M//pTlImLkU/xbEo2XMbAGIyxeeFvYni8/Bt8+xqOFBZCYNmztBzlE2IWPXsBAAoehSPssycWh+3OP55ksXJrtbPyb4cCgCwGdAN2mbGMuOmHT1g+34v2I/ph8qKt6emVH1KTkjC1KHjsftX8WrViTOnwsa+9okwdfHw4UOsXr0a77//Prp27QoPDw94e3tjzJgxWL9+PdLS5K+6Ky4uxqZNmzBkyBC0adMGnp6eGDBgANauXYu8PNm/f++99x7c3Nzg5uaGlStX1hjX2bNnJfPHjx//r39OYpKFiOit19KjEQAg+tFTlCpYHRIVIV7d0qady8sf370hxozrgYT4dGzdfPyVYvzo0wEwMNTDg3sJOPzXtVc6hipr1VD8yenDpGyUlsv/pDQiXry6pb1L7d6YVh3zzpN0ueMZecVIzhYX6WzXRP4x32vljL5tGyMsJhV7r1ZfX2TNkRAs3XsNl+8mKpwjgPhTfw2Nmj/9V2Ue5uLizBFZ8pN9mSUlSCkqBAC0tZSt/yDPzscP8G1IkNztRRoAXE1NAQBPXyh+a2cgTg7kl5ch+fn3+6eEAvF8Mx1dOBlWX1PnbdLKXpzIu5Mkf7tWRkExknPFv7N2DWq/sqqZtTn0tLVw8n4cRv92Etee1Fw8d/vNu/jy6FW525I0BAK42pgBABJy1OfT/cLoBACAoWsjuePaFqbQtjIDABQ8kJ+c+idhSSnKMp4BqH2SRVRZiYJ7MQDEyRR5NA30YDesJ6x6d4amnm6tjkvSMtIzkJGajuatWuLn3zdh7LQPlR2SSikoKMDcuXMxePBgbN26FampqXBzc0OvXr3QokULREdHY+PGjejZsyf27t0r9dycnByMGjUKP//8M5KTk9G2bVt4eXkhKysLv/76K4YPH64wOQMAp06dqrGxwbFjx+rk56S/sSYLEdFbzrGB+CYwqZrVIakp2QAAJ+eX2+aho6uNrxd9AAgEWPn9n6+0xaeZWwP0HdARALDx58Mv/fw3gZOV+NPTpCzFN1kp2eIbQmcrk1ods8HzYz6t7pjPCuBgYQRna9ljWhjp4avh3igqLcfSfddr/H5hsWkKOw4BQBNbUzSxMwMAxKbm1Hg8VeZoKF5xoCixAQCpRUWwNzBEA0PZT8ZfhoOBIT5p4Q4nI2NklZTgeEK8ZKzqfXF1xZC1BH9/XmZnYFBth6K3idPzFQlPcxX/vCl5hXAwNURD89q/RuFP0/HBH4l1svrE0dQIn3XzRENzE2QWFCtc6fI2KksTX290bRV3k9OxMkd5Zg5KUzJrdcyShFRAJIKWuQmEeQXIOH4ZxfHJEAkroWtvBfPOrWWSOqWpmRCVVwAaGtB1sEZFXgGyr4Sh8FE8KkvLoGtrCfNu7WDYVL1WgtU1axtrLF2/HF7dvJUdisopLS3F5MmTERERAScnJ/znP//Bu+++C8ELWxHLy8tx4MABLF++HIsWLYKdnR18fMRb6latWoVHjx6hU6dO+Pnnn2Fubg4AyMvLw7x583DlyhUsXrwYmzdvlvnepqamSE5ORlhYGNq3by83voKCAly8eBE6OjooKyt7Db8B9cQkCxHRW87cQnyDkftM8c1I7vN6HqbVbCuRZ/oMXzg3tMHe3RdwNzLuleIbN6EnNDQ0EBrySKpezNvE3Ei85eNZYYnCOblFpQAAU8PafZJq/rx+Tk4tjmkm55jfvO8NcyM9rDp0U7Li5VVpCARYMEy8/D8tpxC3olP/1fGUzVxX/PvKKStVOCe3XPxm1ExH55W+x/Tm7njPwRF2BobQFAgQmZ2FFXdCkVf+95vcqiSPma4urPX0pQriVmls/HcCwVhbfVrQmhuIX6NnRdW8RiXPzyn92r9GtxLlrwx7GTO6eKK3mzPsTQygqaGBiORMLD19E7kl6nMDU5En/puiZaz4mqL1fBuXsKB2BVKrit4KC4vx4KufgMq/u+EVREUj62wQLHw6oMHkoRBoaQKAZCuSpqE+Cu7GIH6jv9T3K4iKRta5m7Dq1wUO4wZK3fhS7Tk4O8LB2VHZYaikDRs2ICIiAo6Ojti3bx8sLGQTj9ra2hg7dix0dHTw7bffYvXq1fDx8UFJSQkCAgIAACtWrJAkWADAxMQEK1euRJcuXXDp0iXk5ubC9PmKyCq9e/fGgQMHcOLECYVJltOnT6O0tBS9e/fG2bNn6/AnV29MshARveV0dcU3XmVliveal5WWSc2tjTbtXDB8ZFfEx6Vh+68nXik2O3tzdPMRF4T94//e3ou7nrb4cltWrrhFdmm5+PXR06ndpVlPR3wTUVpNocaqrUlV37/KwPZN4OPhjFvRKdh//WGtvl91vn7fG+2e12z5OSAU5f+yFbiy6WqKf1+l1fwcZULh87mar/Q92ltZw/GF7T02+vp4x8YeCQWPJY89zs1BWnERbPUNMNG1OVZHSNfN0RQI8EFTV8nX2hrqswtcr+omWljNv//n54aeVv2+3e3obIsGZn+/trbGBujWxAHxof/+XHtTVD5f1SjQVvy7FzxPClaW1i75VFX0VlReAcv3vGDVpzN0bC1RkVOAZ9fCkXbwHLIv3YJAS1PSeajyeaKtsrQMcT/tgo6tBRrO+gCGzZwhLCxG1sUQpB08h8xT16BtagybQT6v+iMTySguLsaePXsAAIsXL5abYHnRsGHDcOPGDbi5uaGsrAxZWVlwd3eHSCSCg4ODzHxLS0uYmpoiJycHmZmZMkmW/v374/Dhwzh9+jS+++47aMi5RgQEBEBfX79Okyzx8fH45ZdfEB4ejpSUFOjp6cHNzQ1Dhw7F8OHDZZKZxcXF2LVrF06cOIG4uDjo6uqiSZMmGD9+PPr16yczPzAwEH/++SciIyNRVFQEGxsbdOvWDR999BEaNGggNXf8+PEIDg7GoUOHsH79ely/fh36+vqYMmUKPv74YwBAYWEhdu7ciZMnTyIhIQGamppo3rw5Ro0ahSFDhrxS8pVJFiKit1xlNVsNXpW+gS6+WjgWokoRVizbU20CpzrDRnSDppYm7kbG4XZYdB1HqTqENeyHflFtp1ZWiqBZy3tqEf4+qI2pAeYN8UJhSTmW1WKbUHU0BAJ88743hnQSt3/ee/U+Au/E/atjqoJKkQiar/kT7f+GBiOztAQ2evro5+SMcU3dMNO9Faz19bDhbqQ4DgBbH9zFwrYdMaRhYwgA7I5+hLTiIjQyNsGnLTxgb2CIoooKGGhpoeI1nOuqqlIkwqult16/745fR0ZhMWyNDTCwZSNM7NgCn/u0hbWRAdZdqr7A9NtCoKEBUTUJMOnJtTvXDN0aQSQSQb+hA6x6/b0tRcfKDLZDekDHygwJv+xD1vlgWPXuDL0Gtqh83jVNVFYOLSszNP1uOjQNxcWqNXS0YTesJ1BZibRD55F2+Dws3vOClmHtilkT1SQwMBCFhYWwtrbGu+++W+N8DQ0NrF69WvK1o6OjJEkjT3x8PHJycqCpqQkbG9nt3paWlvD29sbVq1dx8+ZNdO7cWWo8IyMDQUFB6N+/PwwN66Yw95MnTzBy5Ejk5+fD1dUV3bt3R15eHkJCQhAcHIy7d+9i0aJFkvmZmZmYPHkyHj16BFNTU3h7e6OsrAw3b97EnDlzMHXqVCxYsEAyf9GiRdi7dy80NTXRtm1bWFpa4v79+/D390dAQAA2bdqETp06ycQ1b948PHv2DO+++y6io6Ph5uYGAEhPT8fkyZMRHR0NCwsLdOrUCUKhELdu3cJXX32F69evY+XKlS+daGGShYjoLVdcLP4kT6eaFRI6uuLl9CW1XM4+8/MhsHewxJ4/zuH+3YRXjq17zzYAgFPHg1/5GG+C4uef6upoK86K6D7/xLekvHYJq6KyCphqaUJXS/Gtpq62eKyk7O+bnYUj34Gxvg5WHgxCyjPFNUdqoqethWXjusHHXdwN6WhwNNYeDXnl46mS4ooKaOvoQLeaLJbO8xUsJbW9kfyHlGLxloWkokJsf3gfTwsLsbBtBwxv5IK/nsRKtgqdfpoIGz0DTG3eEoMbNsbghn+3Ac4rK8PCW0H4unV7GGhpobDi7Wl7XpOi8gqYampKXgd5qs6N2p5TdSU5T/zaPc0pwK/Xo5D4rABL+ntjVNtm2Hf7MZKqqSPzttDQ04GwsFhcD0UBUbn436uGTu1WUJp3aQvzLm2rHU89dA5lqVnIDb0HvQa20HhhO591vy6SBMuLbAZ1R3rAZVSWlqHgbjTMvFrVKh5SHz179qx2/Ny5c3Ifv3PnDgCgU6dOr2UrWlVCpkuXLjA2ll97ytfXF1evXsXx48dlkizHjx9HZWUlBg0aBOErXsv+afv27cjPz8fHH3+MefPmSR6/f/8+xowZgz///BOffPKJJCm0dOlSPHr0CD4+Pli7di2MjMSrAB8/fowPP/wQ27dvR79+/eDp6Ql/f3/s3bsXVlZW2LJlC9zd3QEAlZWV2Lp1K9auXYtZs2bh1KlTMquGnj17hqNHj8LW1laqEPCCBQsQHR2NYcOGYdGiRTB4XnA+NTUVH330EY4cOYJWrVq9dNclJlmIqEZ6enqYO3eussOoc+vWrVN2CHWiqasjPv9iuNyxE8duIjdH/IbfxFTxpxSmz8dyqqnbUsWrc3P4DumMuCep+L8tJ18hYjG35k6wtTNHeXkFLp6/88rHUQWuDhb4cqiX3LFjIdHIKXxeG8JAcb2VqloszwoU11h5UW5hKUwNdKs9ppmB9DHf7+wKbzcHBD9OwV835LcErg0rE32snfwemjcQd3jZc/kefjpWc6vbN0VuWSlMdHRgoq24lkdVLZZnpYprgryM008T8HFzd1jr66O1haVU0d0/oh/ieloKBjo3QkNjY5QKhbj3LBvHE+KRV14Gk+exZJTU7t/O2yCnuBSmerow1a/m3//zseziunmNXtWJ+3GY2c0TNkYGaOtorRZJFk1jAwgLi1FRTb2VinzxmJZJ3XXF0m/ogLLULEkXIk0Dvb/HnGW3WwDiJI+OjQVKk9JRlp5dZ7EQpaSIt7jJW2UCiDv/BAYGyh0bM2YMOnTooPDYmzdvxpkzZ6Cnp4cvv/xS4bzevXtj8eLFOHv2LBYvXgztF2p3HTt2DObm5ujWrRsuXrxYi5+oZlWdjpycnKQeb9GiBfz8/FBZWQmd59es9PR0nDlzBgYGBli1apUkwQIAzZo1kyQ5YmNj4enpie3btwMQr2apSrAA4hVAH3/8McLDw3HhwgX4+/tjxowZUt+/f//+sLUVd1qsSnhFRETgxo0baNCgAZYuXSqJCwDs7Ozwww8/YOTIkdi2bRuTLERU95YvX67sEKgaRkZ6aNW6idyx0JBHiI8TX/Ds7BXvBa4aS0yQ3w71Re/1En+S2KixHc5eWa1w3tf/+QBf/+cD3A6LxpwZG2XGu7wrbqcZcvMh8vNqV/hQVRnpaaNNY/lvokIepyAuXdypxMFc8c1E1VhCRl6tvueT9Fw4W5vA3kLxMavGqo7Zq3UjAIBXM3sEr5qg8HmbP+0LAAi4FY2le6W3FLnYmeGnqT1ha2YIYWUl1h29hX3Xqm///KaJK8iHk5Ex7AwUJybt9MVjiYW1a8trqasHBwMDRD3LhqJNPanFRbDW14eFnp7MWEx+HtbfjZB53NXUDNoaGqiorERCgfq0CI7LykNDcxM4VNP9p6ozUMKz1/t7sTLUg4OpESKTMxW/tnlFsDEygKWh7Gv7NtJzsJFKdshTNaZrX7s26AAgqhACGgIIFNUfev4JteD5KjQ9x7//LldWKF5VUzVfUM/1e+jNoGilSk1qWh1y//59he2T33nnHYVJlp9//hmbNm2ChoYG/Pz8JFtf5DEyMkL37t1x+vRpXLt2Dd27dwcAxMXFISoqCh988AG06vDffadOnXD58mUsXboUYWFh8PHxQefOnWFqaoqBAwdKzQ0ODoZIJELHjh1l6skAwLRp0zBt2jQA4pUlCQkJ0NfXV7iyaNCgQbhw4QKCgoJkkiwtW7aUmR8UFAQA6NChg1SCpYqnpycsLCyQmpqKJ0+eoHHjxjJzFOFfEiKiN9ztsBh091a80si9VSMAQDM3R2hpaaJCTqFUD0/xnLuRNXf3SUzIQOQdxa1I3Zo7QUdXG4kJ6ch5VoDYmBS581q1Fl+sQoNffUWFqgiLTYPX/N8VjrdqaA0AcGtgAS1NDVTIKahaNScivuZEFwDcTciAj7uT5Hn/ZGNqAPvniZuIeHHHlJiUHGhWUxy1KlEUnfIMBSXlMgmfxjam2PRxH5gb6aGkrAIL91zB5buJtYr3TXL/2TN0s3OAh7n8xKS1nj7sni8pjsqu+ZNvGz19/NW7PwBg+pULuJ8j/8bTTl98zMwXuggNdGoIC109HIl/ItV5qEpXW3sAQER2Fsor3+yCwy8jKjUbPk0boJW9pdxxGyN9SZIlIrl2LYJfha2RAQKmDwYATNxzBvdS5f97sDMRv7bpBbIdot5GBi5OyAu7j6Jo+dtJy7JyUZ6VAwAwbNawxuNVFBbjwbxVEBYWo+Hn42DW0UPuvOK4ZAB/J1e0zU2gbWmK8qxcFMUkwsTTVeY5osrKWrWcJnpZdnbigvAZGfKv63PnzpVZKT5jxgyFSZ2ysjIsXLgQR44cgba2NlasWCGTuJDH19cXp0+fxvHjxyVJlqrkzuDBg2v749TKpEmTEBMTg4MHD0r+09DQQOvWrdGnTx+MGjVKsmIlPV383sTe3r7G4744V1FSqGr1TNXcF5mZmck8lpws/ntx+PBhHD58uNrvn5KSwiQLERH97W5kHNLTnsHG1hx9+nfAiWM3pcbbd3RFAydrFBQU48rFyBqPt3tnIHbvlL+8FQD8D/0HdvYW2L0zEKeOy6/RIRAI4NpcfDF8cP/Va7q8KSLjM5CWUwhbM0MMaNcER0Oki/x2bGYPZ2sTFBSX4WJU7X4f5yLiMaN/O7RrYgtnaxOZhMhwb/HNRGhMqqT2yuoj1de+qVrdsvpwMMJi06TGjPV18NO0njA30kN+cRnmbD+HyFomhN40F1KeYnoLd7SxtIKToRESC6W3dwx5XhclPDMDqcU1r8JKLylGXH4eGhmbYGjDJrifEyozp4e9I6z19VEmFCL4hTeI45u5wdHQCDllpTiWECf1HBNtHQxrJF7FduDJ21s4Wp5zjxIws6sn2jnZoKG5MeL/sVpluGdTAEBoYjpS8l699lBN0gqK8CQrF40tTTHCsymWpsqeY71cnWBjZICyCiFuxstPOr9tzDq1Qur+Myi4/wQlyRnQc5BOBmedF1+HDJs3ho61ubxDSNEy1IeWqTGEhcV4djlMbpIlJzgSZenZEGhpwvSFcfN32iD92CVknw+Gdb+u0PzHFrOs88GoLC2HhoEejNybvsqPSyRX1eqJsLAwiESif1WXJSsrCzNnzkR4eDiMjIywfv16dOnSpVbP9fHxgZGREc6dO4fS0lLo6uoiICAATk5OaNtWcZ2jV6GlpYXly5fj008/xdmzZ3H9+nWEhYUhPDwc4eHh+O233/Dnn3/C0dERFc9Xl9Xm9yKqRVeAqpVD8lalyOusVPn8gwl3d3c0aSJ/RXgVExOTGr+/1Pd7qdlERPRG2rnjDABg5pyh6OD197LSZm4N8PV/xgIADu67gsJC6ZoOFpYmcG5oAwdH+Z8WvyrHBlYwfL5s/omClS5vm21nxVs95gzugE6uf39q4+ZogcWjxW+U9l57gMIS6eKllsb6aGhtAkdL6W1BiZn5OBUWCy1NDfw4oTsaWP5d9K5fu8aY0EN8k7HjXM2Js9r43Lc97M2NIKysxHe7Lr+1CRYAeFpYiDNPE6CloYEfOnrD8YVtQ30cnTDuedvknY9lt0k5GBjC2cgIlrrS20J+eySeO8C5IcY3c5PqXtTD3hFft2kHANgT8wjPyv6uIXIiMR4AML25O5qa/L2c2t7AAKs6vQMzXV3cycrElVT1OI+qJOYU4NT9OGhpaODHQV2lWib3b9EQEzu2AADsuHlX5rmOpkZoaG5cZ1t3tgWJv8cgjyaY7NUSmhp/v7a9XJ2wsI+4XtPvt+4ju0i59WHqi66dFczeaQ1UViLu510oTf17NdGzq+FID7gEALAd+p7Mc0vTslCSnI7yZ9KJY5vB4vbKeeH3kbL3FCpfKKqbExyJxC0HAADWA9+FtvnfN0TWA9+FlqkRyp/l4cmanSh7voIGAPIjHyFl32lxLIO617oIL1Ft9O/fH3p6ekhKSsK1a9de+TgJCQkYOXIkwsPD4ejoCH9//1onWABAV1cXffr0QWFhIS5duoTIyEjExcXB19f3lWOqibOzM6ZOnYrt27cjODgYO3bsQNOmTZGWloYtW7YAAKytxcnX1NRUucdIT0/H3r17ERYWJqlrk5KSIknO/FNCgvhDKiur2m1BrDpmt27dsHr16mr/8/CQv3pOEa5kISJSA8ePBKFNWxf07tcBq9d/goT4dFSUV6BREztoaGgg6Po97Nx+WuZ502cMRL+BXkhNycaYYcvqLB4ra/HNYkWFEEVqctNxJPgx2rnYon+7JtjwUW/Ep+eiXFiJJrZm0NAQ4Nr9p9h2VrYA8MwBbeHboSmSswswdPlBqbE1R0LgYm+OZvbm2Dd/CGJSc2CsrwOH57VYNp0MQ8jjf3/zbWmsjwHtXQCIOxVN6eWJKb08Fc4/FhKNYyFv9sqKn6Mi4GJiChcTU+zq0Rux+Xkw1taG/fOEy5b7dxGaKZto+qlzV9gbGOJkYjz8bv+9YuVc8lM0MjbGJNcWmN7cHWNdmiGpsBBWenqw0hN3PDkS/wQ7Ht6XOp5/zGN4WduitaUVtr37HhIL8iEUidDI2ASaAgEe5jzDNyE3XuNvQnWtvhAGFyszNLM2w/5JAxCTmQtjXR04PC/kvfFqBIIT0mSet2lEDziYGiLg7hMsOX1TZvxlnXmYgMaWJpjm7YEZXT0xvkNzJOYUwNpIH9ZG4tf2YEQ0tlyP+tff603iOH4QShLTUJKYigcL1kHPyRbCwmKUZ+YAAOxG9oGxh+zKkZjl21CemQPzbu3g/PFIyeMWXduhJCEVGSeuIP3YJWSeDYKunSUqcgskCRmL7h1h934vqeNpGRmg8ZeT8GTV/6HwwRPcn7cKeo42qCwtl2wTMnunNawHdntNvwlSV8bGxpg8eTJ++eUXLFy4EH/99RcsLRV/aJWXl4fEROktuGlpaZgwYQJSUlLQqlUr/Prrr9UeQ5GBAwfi4MGDOHXqlKQAbF1vFQKA6dOn486dOzhy5Ihku5S2tja6dOmCqVOn4ptvvpEUBG7fvj0AcW2WgoICqcK3AHDy5En4+fnB19cXa9asgZOTExITE3H+/Hn06dNH5nsfP34cAODt7S0zJo+XlzgBfv78ecyZM0dmRU1qaiomTJgAW1tbbNiwQe6WI0WYZCEiUhM//Hc3QkMewXdIZzRxsYeWliaexKbizMlbOOB/CUI5dUJeF7PntUIK1aQ+QZXFf15F8OMUDOvUDC525tDS1EBMWg5Ohsbizyv3IKyseTnsi3KLSjF1w0mM7+6Onq0bopGNKSqElQiNScXeqw9qvfWoJp6NrKH1vDCkYTVFfqvURWJH2fLKy/DJ1YsY6+KK9xwc0dDIGEJRJcIzM3DgSQwupya/9DG3P7yP0MwMjGrSFB7mFmhqYoq88jJcSU3G4bhYBGfI7iMvq6zEnBtXMKpJM/R2bAAnI/GKpZi8XJxLSsSBJzEoU6NaLC/KLSnDlD/PYnzHFujl6oRGFiaoqKxEaGI69oY/woXop/UWy6/XoxCSkI6x7Vzh6WAFV2sz5JaU4WL0U/x1JxpB8fI/qX2baRkbouniT5Fx/DJybkaiNDkDAk0NGDZvDKu+7yisq1Idhw8GwNjTFZlnb6DocQKKE1OhZWgAk7bNYfleJ5i0bS73eQaNHeG2ci4yTlxBbug9lKZkQkNXG4YtmsCyR0eYv9PmX/60RPLNmjULd+7cwfXr1zFkyBB888036N27t9SWlpKSEgQEBGDDhg1ITU2FQCCQtCCeP38+UlJS4Orqip07d8LQUHGx7+p07twZlpaWuHjxIoyNjWu1ReZVWFpaIicnBytWrMCPP/4o+TnLyspw8qS4I6Wnp/hDGmdnZ3Tv3h0XL17Et99+ix9//BF6zwu/x8TEYNOmTQCAUaNGAQCmTJmCJUuWYOnSpXByckKLFuIViyKRCFu2bMGlS5dgamqKIUOG1CpWLy8vtGrVCpGRkVi4cCG+/fZbye+3oKAACxYsQHx8PJycnF4qwQIAAlFtNjgREb2lBn1x5LUe/9iaIdUWpSXlK+pWt/uRqW7pvlt37V3p9Sh5LFuQl1RH426KW5GTaljpXrtP3kk5GhvIb/9dW+Xl5diwYQO2bdsGoVAIY2NjtGjRAhYWFsjOzkZUVBSKisT1vVq1aoVvv/0W7dq1w7Vr1zBlyhQA4g441RWInTdvHhwcxHG+9957SEpKwuHDhyWJCABYtmwZdu3aBQD45ptvMGnSJMlYYGAgZs6cCS8vL/zxxx+v/LNmZGRg5MiRSElJgbW1tWSbTVRUFDIyMuDq6oo9e/bA2Fj8gUF6ejrGjx+PuLg4WFpaon379sjLy0NoaCjKy8sxdepULFiwAIA4mfLdd9/hr7/+gqamJtq3bw8LCwvcu3cPCQkJMDY2xk8//YSuXbtK4hk/fjyCg4OxceNG9OrVSybexMRETJw4EUlJSTAzM4OHhwc0NTURFhaG/Px8ODs7Y9euXZLVP7XFlSxEREREREREr4G2tjbmzZuHUaNGISAgAJcuXUJiYiLCw8NhaGiIhg0bokOHDujXr59U2+YLFy5I/v/WrVvVfo+pU6dKkiyK+Pr6YteuXdDU1KxVV6JXYW1tjb1792Lz5s24evUqrl69Ci0tLTg7O2Ps2LGYPHkyDJ535wPEdVH++usv7NixA6dPn8alS5egqamJ1q1bY/z48ejXr59krkAggJ+fH3x8fODv74+oqCiUlJTA3t4eEyZMwKRJk+Do6PhS8To5OeHQoUP47bffEBgYiFu3bkFbWxuOjo7o06cPPvzwQ7ntpWvClSxEpNa4koW4kkW1cSWL6uNKFtXGlSyqjytZVNu/XclC6ofdhYiIiIiIiIiI6gC3CxERERERERERAMDPzw/Z2dkv9Zw+ffrI7fqjjphkISIiIiIiIiIA4kK4SUlJL/Wchg0bMsnyHJMsRERERERERAQAOH/+vLJDeKOxJgsRERERERERUR1gkoWIiIiIiIiIqA4wyUJEREREREREVAeYZCEiIiIiIiIiqgNMshARERERERER1QEmWYiIiIiIiIiI6gCTLEREREREREREdYBJFiIiIiIiIiKiOsAkCxERERERERFRHWCShYiIiIiIiIioDjDJQkRERERERERUB5hkISIiIiIiIiKqA0yyEBERERERERHVASZZiIiIiIiIiIjqAJMsRERERERERER1gEkWIiIiIiIiIqI6wCQLEREREREREVEdYJKFiIiIiIiIiKgOMMlCRERERERERFQHmGQhIiIiIiIiIqoDTLIQEREREREREdUBJlmIiIiIiIiIiOoAkyxERERERERERHWASRYiIiIiIiIiojrAJAsRERERERERUR1gkoWIiIiIiIiIqA4wyUJEREREREREVAeYZCEiIiIiIiIiqgNMshARERERERER1QEmWYiIiIiIiIiI6gCTLEREREREREREdYBJFiIiIiIiIiKiOsAkCxERERERERFRHWCShYiIiIiIiIioDjDJQkRERERERERUB5hkISIiIiIiIiKqA0yyEBERERERERHVASZZiIiIiIiIiIjqAJMsRERERERERER1QCASiUTKDoKIiIiIiIiI6E3HlSxERERERERERHWASRYiIiIiIiIiojrAJAsRERERERERUR1gkoWIiIiIiIiIqA4wyUJEREREREREVAeYZCEiIiIiIiIiqgNMshARERERERER1QEmWYiIiIiIiIiI6gCTLEREREREREREdYBJFiIiIiIiIiKiOsAkCxERERERERFRHWCShYiIiIiIiIioDjDJQkRERERERERUB5hkISIiIiIiIiKqA0yyEBEREdUToVCI0tJSZYdBREREr4mWsgMgIiKif+fGjRsICgpCSkoKPDw8MGHCBJw6dQpt2rSBnZ2dssNTew8ePMCOHTsQFBSEjIwMDB48GCtXrsS3336Lxo0bY8qUKdDU1FR2mGovPj4eycnJMDU1RcuWLZGXlwcTExNlh0X0xuA5RCTGJAsREVUrIyMDe/bskdzEd+/eHf/973+xbt06uLm5YcCAAcoOUW0lJiZi3rx5iIqKgkgkgkAgkIxt3boVjx49wsqVK/kaKdH+/fuxZMkSVFRUSB4TiUQAgPDwcBw6dAh37tzB+vXroaHBBcbKsHv3bmzbtg2pqakAIEmCffbZZ9DV1YWfnx+sra2VHKV643VItfEcIpLGqzkRESl06dIl9O/fH5s3b0Z4eDjS0tJQVFQEADh//jy++OILfP/990qOUj3l5ORg4sSJiIyMRNOmTTF16lTJzTsANGzYEOXl5Zg/fz7u37+vxEjV1+3bt7F48WLo6enhyy+/REBAgNT43LlzYW1tjXPnzuHYsWNKilK9ff311/j++++RkpICc3NziEQiyXmUmpqKK1eu4MMPP0R+fr6SI1VfvA6pNp5DRLKYZCEiIrliYmIwe/ZslJSUYMyYMfj111+lbuJHjBgBQ0ND7N69G+fPn1dipOppy5YtSE5OxpQpU3D06FHMnz9fanzt2rVYuHAhhEIhduzYoaQo1dvWrVsBAJs3b8a0adPQtGlTqfE+ffrg//7v/6ChoYH9+/crI0S1duTIERw+fBhNmzbF/v37cf36danx33//HV5eXkhISMDu3buVFKV643VItfEcIpKPSRYiIpLrl19+QVlZGdauXYvFixfDx8dHanzixIn49ddfAYBvnpTg3LlzcHBwwPz586W2Cb3oww8/ROPGjXHnzp16jo4AICwsDG3atEGHDh0UznFxcUH79u0RFxdXf4ERAGDfvn3Q19fHtm3b0KpVK5lxOzs7bNq0CUZGRjh9+rQSIiReh1QbzyEi+ZhkISIiuYKCgtCiRQv06dNH4Zz27dujdevWiI6OrsfICABSUlLQqlUrhQmWKs2aNUNaWlo9RUUvKigogJWVVY3zjI2NkZeXVw8R0YsePHiADh06wNbWVuEcIyMjtGvXDklJSfUYGVXhdUi18Rwiko9JFiIikis3NxcNGjSocZ61tTWys7PrISJ6kb6+PtLT02ucl5qaCj09vXqIiP7JxsYGDx8+rHHew4cPWRRSCYRCYa26OgmFQpSXl9dDRPRPvA6pNp5DRPIxyUJERHKZm5vXagtDbGwsLCwsXn9AJMXDwwNRUVGIiYlROOfBgwe4d+8ePDw86jEyqtK1a1ckJCTA399f4Zw9e/bg6dOn6NKlSz1GRgDg7OyMyMhIlJSUKJxTVFSEqKgoODk51WNkVIXXIdXGc4hIPiZZiIhIrk6dOuHx48c4d+6cwjmnT59GTEwMOnbsWI+RESCut1JeXo5PP/0UN27ckGoRDAB3797FnDlzIBQKMXr0aCVFqd4+/vhjGBoaYsmSJViwYAEOHToEQPzp/I0bN/D999/Dz88P+vr6mDp1qpKjVT/9+vVDVlYWli5dKnP+VPHz80Nubi569+5dz9ERwOuQquM5RCSfQPRiiW4iIqLnHj9+jOHDh0MgEGDq1Kno3LkzJkyYgP79+2Pu3Lk4d+4c1q9fj/Lycuzduxfu7u7KDlnt+Pn54ffff4dAIICmpiaEQiFMTEygp6eH9PR0iEQiDBs2DMuXL1d2qGorJCQEs2fPxrNnz2Tq54hEIhgaGmLt2rUyBT3p9SsqKsLIkSMRGxsLJycntG/fHocOHYK7uzu6deuGCxcu4OHDh2jQoAEOHToEY2NjZYesdngdUm08h4jkY5KFiIgUOnnyJL7++muUlZXJHdfU1MTixYsxcuTIeo6Mqhw5cgRbtmyR2Tbk6OiIKVOmYNy4cUqKjKrk5eVh3759CAoKQkpKCiorK2FtbQ0vLy+MHj2a9ViUKCMjA/Pnz0dQUJDc8VatWmHt2rXc6qBEvA6pNp5DRLKYZCEiomrFx8fjt99+k3uDOHHiRDRv3lzZIaqlfxYczMzMRHJyMkQiEaytreHg4KDE6AgArl+/Dnd3d5iamio7FKpBZGQkbty4IfU3rlOnTtyCoiJ4HVJ9PIeI/sYkCxERyfX48WO4uLhAQ4Plu1TR6NGj0aBBA6xZs0bZoZACPXr0gEAgwPnz55UdCsmxZcsWuLm5cauWCuN1SLXxHCKST0vZARARkWqaOXMmtLS0cOLECWWHQnI8fPgQhoaGyg6DqpGZmYnu3bsrOwxSYMeOHbCwsOANogrjdUi18Rwiko9pYSIikislJQWNGzdWdhikgIGBgbJDoBq4uLjg8ePHEAqFyg6F5CguLkbTpk2VHQZVg9ch1cZziEg+JlmIiEguBwcHJCcnKzsMUmDy5MkICgrC/v37UVlZqexwSI4ffvgBubm5mDRpEk6dOoWEhATk5eWhoKBA7n9Uvzp37ozg4GBkZmYqOxRSgNch1cZziEg+1mQhIiK5rl69ipkzZ6J3796YOHEiWrRoAS0t7jJVFb/88guOHj2KuLg4GBoawtXVFWZmZnJrFwgEAmzYsEEJUaq3vn37Ii8vDzk5OTXOFQgEuHfv3usPiiTu37+PefPm4dmzZxgwYABatGgBc3NzmVbbVXr27FnPERKvQ6qN5xCRfEyyEBGRXFOmTEF8fLzUp4iGhoYKb+Jv3rxZn+GpvZfppiEQCHD//v3XGA3J87IdTx48ePCaIiF5mjdvDoFAAJFIpPCm8EU8h+ofr0OqjecQkXxMBRMRkVzXr1+XeYxbGlTH8uXLlR0C1YBJE9XG1rKqj9ch1cZziEg+rmQhIiK5kpKSXmq+o6Pja4qEiIjUEa9DRPQmYpKFiIjoLZCamor09HTo6OjA0tIS1tbWyg6JXhAWFoagoCDJa2RlZQVvb294enoqOzQiIiKqQ9wuRERENUpJSUFwcLDUDaKXlxdv5FXAX3/9hS1btiAhIUHqcRcXF4wfPx6jR49WUmQEAOnp6Zg3bx5CQ0MBAFWfbVXVL2jdujXWrVsHe3t7pcWo7p49e4a9e/dKJcEsLS3h7e2NoUOH8u+ciuB1SHXxHCKSxpUsRESkUFFREZYsWYKAgACZNsEaGhro168flixZAiMjIyVFqN78/Pzwxx9/QCQSQV9fHw4ODhAKhUhJSUFpaSkEAgHGjh2LRYsWKTtUtVRUVIQRI0YgNjYWVlZW6NmzJ5ycnFBZWYmEhAScP38e2dnZaNq0KQ4cOAA9PT1lh6x2goODMWvWLOTl5eGfb4kFAgFMTU2xbt06dO7cWUkREq9Dqo3nEJEsJlmIiEiu8vJyTJo0CaGhodDR0YGXlxecnJwgFAqRmJiIkJAQCIVCtG3bFrt27ZLb7YFenwsXLuDTTz+FlZUVFi9ejJ49e0peg4qKCpw9exbff/89srOzsXXrVnTt2lXJEaufTZs2Yf369ejTpw9+/PFHmSRKcXEx5s+fj3PnzuHLL7/E1KlTlRSpekpKSsKQIUNQUFCAHj16YNCgQWjQoIEkCRYQEIDLly/D1NQUhw8f5mojJeB1SLXxHCJSQERERCTH77//LnJzcxONHTtWlJaWJjOempoqGj16tKh58+Yif39/JUSo3qZOnSpyd3cX3bt3T+GcqKgoUcuWLUWffvppPUZGVQYNGiTq1KmTqKioSOGcwsJCUadOnUTDhg2rx8hIJBKJFi9eLHJzcxP9+uuvCuds3rxZ5ObmJlq+fHk9RkZVeB1SbTyHiORjupeIiOQ6evQoDA0NsXHjRtjY2MiM29raYtOmTdDX18fhw4frP0A1FxkZibZt26JFixYK57i7u6Ndu3aIiIiox8ioSkJCAjp06AB9fX2FcwwMDNChQweZmjr0+l25cgUNGzbE9OnTFc75+OOP4ezsjAsXLtRjZFSF1yHVxnOISD4mWYiISK6YmBh07NgR5ubmCudYWFjAy8sLMTEx9RgZAUBhYSEsLS1rnGdpaYnc3Nx6iIj+SSAQoKKiosZ5FRUVEAqF9RARvSg9Pb3aJGWVli1bIjU1tR4ion/idUi18Rwiko9JFiIikksoFEJLq+YmdFpaWigrK6uHiOhFtra2uH//fo3z7t+/z84OSuLi4oKQkBDk5OQonPPs2TMEBwejSZMm9RcYARCvIsrKyqpxXlZWFosSKwmvQ6qN5xCRfEyyEBGRXM7Ozrh16xaKi4sVzikuLsatW7fg5ORUj5ERAHTp0gUJCQnYunWrwjnbtm1DfHw8unTpUo+RURVfX18UFhZi5syZyMzMlBnPzMzEZ599huLiYgwaNEgJEao3Dw8PhIeH48GDBwrnPHjwAGFhYfDw8KjHyKgKr0OqjecQkXxMshARkVx9+/ZFTk4OvvrqK5SWlsqMl5WV4auvvkJubi769u2rhAjV20cffQQ9PT2sXbsWM2bMwIkTJxAREYGIiAicOHECM2bMwJo1a6Cvr4+PPvpI2eGqpXHjxsHDwwOhoaHo2bMnpk2bhiVLlmDJkiWYNm0aevbsidDQULi7u+ODDz5QdrhqZ+zYsaioqMBHH32EwMBAqfbAlZWVCAwMxEcffYTKykqMGTNGiZGqL16HVBvPISL52MKZiIjkKiwsxJAhQ5CUlARLS0v07NlT8klhYmIizp07h6ysLDg5OeHgwYMwMjJScsTq59q1a5g9ezYKCwshEAikxkQiEYyMjLB27Vq8++67SoqQCgoKsGjRIpw8eRL/fMslEAjQr18/LFmyBCYmJkqKUL0tWrQI+/btg0AggJ6eHhwcHAAAycnJKCkpgUgkwogRI/D9998rOVL1xOuQ6uM5RCSLSRYiIlIoNTUVc+bMwe3btwFAciNfdelo3bo11q5dC0dHR2WFqPays7Ph7++PkJAQpKenQyQSwcbGBl5eXhg9enStiuPS65eamorg4GCp16hjx46SGxJSHn9/f2zfvh2JiYlSjzs5OWHKlCkYO3askiIjgNehNwHPISJpTLIQEVGNQkNDZW4Qvby80KFDB2WHRnIUFxdLPlUk5SsvL0dMTAyaN28ueSwuLg4hISHo378/P31XEWlpaUhLSwMA2NjYwM7OTskR0Yt4HVJ9PIeIxJhkISKiGmVmZsLKykrydVpaGmJjY+Ht7S2zTYXqT15eHn766Sfk5uZizZo1ksfPnj2LL774Ar6+vliwYAHMzMyUF6Sau3jxIr766is0btwY/v7+kscPHz6Mr7/+GqamplixYgV69OihxCjVW2RkJGJjYzFkyBDJY+Hh4dizZw9Gjx7Nm3gVweuQ6uI5RCSNhW+JiEihqKgo+Pr6Ys6cOVKPh4SEYMqUKejXrx8iIyOVE5yay8vLw9ixY7Fnzx5ERERIjRUWFqKiogKHDh3C+PHjUVRUpKQo1VtkZCRmzpyJvLw82NjYSI01adIEPXv2RF5eHmbPnl2rdtxU91avXo1Ro0Zhx44dUo8/fvwYx44dw/jx46USmFT/eB1SbTyHiGQxyUJERHI9efIE48ePR3R0NCoqKqTGLC0t0bx5c8THx2PKlCky+7Dp9du+fTtiYmLw3nvv4ffff5caGzp0KK5fv47evXsjOjoaW7ZsUVKU6u3XX39FZWUlVq9ejfXr10uNeXp6YuPGjVizZg3Ky8uxefNmJUWpvk6dOoVt27bBxMQEgwcPlhrr0aMHvvnmG5iYmGDbtm04e/askqJUb7wOqTaeQ0TycbsQERHJtWDBAhw9ehRffPGFwhbA27dvx6pVqzBs2DAsX768niNUb76+vigoKMDZs2ehra0td05ZWRl69eoFfX19nD59up4jpB49esDW1lZqm5A8I0aMQFJSEm7cuFFPkREgbrEdGRmJQ4cOwcXFRe6cmJgYDB06FG3atMEff/xRzxESr0OqjecQkXxcyUJERHKFhYXBzc1N4RtbAJg6dSqaNm2Kq1ev1mNkBABJSUnw9PRUmGABAB0dHXh6eiI5ObkeI6Mq2dnZtSr86OjoiIKCgnqIiF4UGxsLLy8vhTeHAODi4oL27dvj7t279RgZVeF1SLXxHCKSj0kWIiKSKyMjA40bN65xnouLC549e1YPEdGLDA0NkZ2dXeO8goIC6Ovr10NE9E92dna1urF4/PgxrK2t6yEielFpaSl0dXVrnGdiYoLKysp6iIj+idch1cZziEg+JlmIiEguS0tLxMTE1DgvMTGR3WuUwMPDA+Hh4YiKilI45/Hjx7h16xbc3d3rMTKq4uPjg6dPn2Ljxo0K5+zYsQOxsbHo0qVLPUZGANCoUSPcunWr2sLQpaWlCA0NhZOTUz1GRlV4HVJtPIeI5GOShYiI5HrnnXcQHR2Nv/76S+GcEydO4N69e+jUqVM9RkYA8MEHH0AoFGLatGnYv3+/1Ke4ubm5OHz4MCZPngyhUIhx48YpMVL1NXnyZJiYmOB///sfPvjgA+zYsQMnT57EqVOn8Ntvv2HChAlYtWoVjIyMMH36dGWHq3b69++P3NxczJs3D/n5+TLjRUVFWLBgAbKzs9G3b18lREi8Dqk2nkNE8rHwLRERyRUdHY0RI0agrKwMAwcORK9evWBvbw+BQIDU1FScP38eR48ehYaGBvbv34/mzZsrO2S1s2rVKmzfvh0CgQAAoKurC4FAgJKSEgCASCTC+PHj8d133ykzTLUWGhqK+fPnIzk5WfI6VRGJRLCyssK6devQsWNHJUWovkpKSjBy5Eg8fvwYBgYG8PLykvyNS0lJQUhICAoKCtC4cWMcOHAAhoaGyg5Z7fA6pNp4DhHJxyQLEREpdObMGXz77bcoKCiQe4Oop6cHPz8/DBgwQEkR0oULF7Br1y6EhISgrKwMAKClpYXWrVtjwoQJ/PRQBRQXF+PChQsICgpCeno6KioqYG1tjfbt22PgwIGsmaNEWVlZWLJkCc6ePQt5b4m7d++OZcuWsWaOEvE6pNp4DhHJYpKFiIiqlZ6ejsOHD+PmzZsyN4ijRo2Cvb29skOk53JyclBRUQEzMzNoaWkpOxyiN0ZGRgaCg4ORnp6O8vJy2NjYoH379qwjoSJ4HVJ9PIeI/sYkCxER0VtGKBQiLy8P5ubmyg6F5BAKhThz5gxSUlLg6emJDh06KDskIiIiqiNMshAR0UuLiIhASkoK3N3d0aBBA2WHo7by8vKwb98+dO3aVVKLYP/+/Vi5ciUKCwvh5OSE//73v3jnnXeUHKn6OnXqFDZs2IC5c+eiV69eEIlEmDRpEoKDgyVzhg4diuXLlysxSvWWmZkJHR0dmJiYAABSUlKwZcsWSRJswoQJMDIyUnKU9E+8DqkOnkNE0thdiIiIFAoPD8f06dNx7do1yWPz58/H6NGjMWfOHPTt2xf/+9//lBih+srKysKQIUOwZs0aREREAAAePnyIxYsXo6CgABoaGkhISMDHH3+M6OhoJUernkJCQjB37lzExsYiJSUFgLgTys2bN2FgYIChQ4fCxsYGhw8fxtGjR5UcrXpatmwZfHx8cOXKFQBAQUEBxowZA39/f1y8eBEbNmzAuHHjJMWkqf7xOqTaeA4RyWKShYiI5Hrw4AEmTpyIK1euIDY2FgBw6dIlHDt2DJqamujQoQP09PSwceNGXLp0ScnRqp9t27YhJSUFHTt2RNu2bQEA+/btQ2VlJUaNGoWIiAisWLEC5eXl2LZtm5KjVU+///47AGDp0qX48MMPAQABAQEQCAT4z3/+g+XLl2Pfvn3Q09PDgQMHlBmqWjp48CB2794NbW1tSUHV/fv3Iy0tDU2bNsXy5cvRtWtXPHr0CL/99ptyg1VTvA6pNp5DRPIxyUJERHLt2LEDZWVlmD59OoYPHw4AOHLkCAQCARYsWIA//vgD/v7+0NTUxJ49e5Qcrfq5fPkybGxssH37djRr1gyAuNOQQCDAtGnToKmpiaFDh6Jly5YICgpScrTqKTw8HB4eHhg5ciQEAgHKysoQFBQETU1N9O7dGwBga2uLdu3a4eHDh0qOVv0cOnQIWlpa8Pf3l3SmOX36NAQCAb799lsMGzYMGzduhKWlJU6dOqXkaNUTr0OqjecQkXxMshARkVwhISFo1qwZ5s6dC0NDQ1RWVuLKlSsQCAQYNGgQAKBZs2Zo3769ZLsK1Z/k5GS0bt0a2traAIDY2FgkJyfD3t4ezs7OknlOTk7IyspSVphqLTc3F46OjpKvw8LCUFxcDHd3dxgaGkoeNzQ0RGFhoTJCVGuPHj2Cl5eXpJ5RXl4eIiIioK+vDy8vLwCAjo4OWrVqhfj4eGWGqrZ4HVJtPIeI5GOShYiI5MrMzISLi4vk64iICOTn58PV1VWqa42ZmRny8/OVEaJa09HRQXl5ueTrq1evAgA6deokNS87Oxu6urr1GhuJWVtbIzMzU/L15cuXIRAI4O3tLTUvOjoaFhYW9R2e2ispKYGxsbHk6xs3bqCyshLt2rWDpqam1FyhUFjf4RF4HVJ1PIeI5GOShYiI5DIzM0Nubq7k68uXLwOAzA1iYmKipKMA1R9nZ2fcvn0bxcXFAICTJ09CIBDg3XfflcyJi4tDeHg4mjZtqqww1VqzZs0QHh6OGzduIDExUVLc9r333pPM2blzJ2JjYyV1daj+2Nvb48mTJ5KvL168CIFAgC5dukgeKysrQ2RkJOzt7ZURotrjdUi18Rwikk9L2QEQEZFqcnFxwa1btxAbGwsbGxscPXoUAoEA3bt3l8w5c+YM7t27Bx8fH+UFqqZ69+6NtWvXYvjw4bCyskJ4eDhMTU0lr8+WLVuwc+dOCIVCDB48WLnBqqlJkybh8uXLmDJlCgBAJBKhTZs2aN26NQBx6+aHDx9CW1sbU6dOVWaoaqlNmzY4cuQIfvrpJzg5OeH48eMAgF69egEA0tLSsHLlSmRlZaFv377KDFVt8Tqk2ngOEcknEIlEImUHQUREqufkyZOYO3cutLS0oKuri8LCQri4uEjeRH3yySe4cuUKKisrsXXrVnTt2lXJEauX8vJyzJgxQ9I2U1tbG2vWrEGfPn0AiN/kPn36FKNGjcKSJUsknR+ofgUEBGD9+vVIT09Hp06dsGzZMtjY2AAQJ1kKCgrg5+cnqV9A9SchIQHDhw+X1MMRiUQYPnw4/Pz8AIhXS+Tk5MDBwQH+/v6S143qD69Dqo3nEJF8TLIQEZFCW7ZswS+//ILi4mI0a9YMP/30k2R/vK+vL5KSkrB06VJJAUKqf2FhYUhLS0O7du1ga2sreXzv3r1o0qQJOnbsqMToqDopKSlyl9DHxsYiKyuLr109iIuLw7Zt2yRJsEmTJklqSUyfPh2Wlpb44osvYGVlpeRI1RevQ6qN5xCRLCZZiIioWmVlZSgoKJApzBkREYFmzZpBX19fSZERvZ3mz5+PgIAA3L9/X9mhkByBgYF48OABPvvsM2WHojZ4HXq78Byitx0L3xIRUbV0dHTkdj7x9PTkG1siUjunT5/Gxo0blR2GWuF16O3Cc4jedix8S0RE9JbKyMjA2rVrIRAIJHvkiYiIiOj14UoWIiJ6ZYmJiejZs6ekkwCplvz8fBw6dAiHDh1SdihERK8Fr0NEpGq4koWIiF5ZeXk5kpKS2LlGRRkbG2Po0KF8fYjorcXrEBGpGiZZiIjoldnY2GD58uXKDoMUsLa2xooVK5QdBhHRa8PrEBGpGiZZiIjolRkZGWHYsGHKDoOIiNQUr0NEpGpYk4WIiIiIiIiIqA4wyUJERPQGEQqFOHfuHEJCQqQer6iowPr16/Hee++hXbt2+OCDD3DhwgUlRUlERESknrhdiIiI6A0RHR2Njz/+GMnJyRg+fDg6duwoGZs9ezYuXLgAkUgEAAgLC8OMGTPw9ddfY+LEicoKmYio1iZMmPDKzxUIBNi5c2cdRkNE9GqYZCEiInoDFBUVYdKkScjMzISdnR1atGghGTtx4gTOnz8PgUCAGTNmYPTo0YiJicF3332HVatWoWvXrnBxcVFi9ERENQsODpZ0CapKGNcWuwsRkapgkoWIiAAA586d+1fP79mzZx1FQvL4+/sjMzMTvr6+8PPzg46OjmRs165dAIDu3btj9uzZAABbW1usXbsWY8eOhb+/P7777julxE1E9DJEIhF0dXXh4+OD3r17Q19fX9khERG9FCZZiIgIADBz5sx/9Ung/fv36zAa+qcLFy7A0NAQixcvlkqw5OXl4fbt2xAIBHj//felntO2bVs0atQI169fr+9w6V8QiUQv/Sk+0dvgf//7H44ePYpLly7hzJkzuHLlCnr27IlBgwahW7du0NBgOUkiUn1MshAREQDgxx9/xJIlS1BUVARLS0s0btxY2SHRC2JjY9GiRQsYGxtLPR4aGorKykpoamrC29tb5nkuLi4ICgqqrzCpDnz33XeYO3eussMgBczNzWFvb6/sMN5KvXr1Qq9evVBQUIDTp08jICAAJ06cwPHjx2Fubo4BAwZg8ODB8PT0VHao9C/wHKK3nUDEj0qIiOi5sLAwTJs2DQCwf/9+1vFQIR4eHujduzfWrVsn9fjq1auxbds2tGjRAocOHZJ53uzZs3Hp0iXcuXOnvkJVe0KhEBcvXoSJiYlUceKKigps2rQJhw8fRk5ODpo3b46PPvoIPXr0UGK0RKotMzMTAQEBOHbsGO7evQuBQAAnJycMGjQIgwYNQqNGjZQdIhGRFCZZiIhISkBAAL788ku0a9cOe/bsUXY49Jy3tzfatGmDzZs3Sz0+ZswY3LlzB+PGjcPChQtlnjdy5Eikp6fj0qVL9RWqWvtnB6gffvhBMjZjxgypDlCAuFgnO0AR1U58fDyOHj2KgIAAxMfHQyAQwN3dHUOGDMGAAQNgaWmp7BDfauz+RFQ73C5ERERSfH19cebMGZw9exaBgYHo1auXskMiAI0bN5ape5OdnY2IiAgAQJcuXWSek5mZibt370qtpqDXhx2giF6vhg0bYtasWZg1axaioqJw/PhxnDx5En5+fli5ciWioqKUHeJbjd2fiGqHSRYiIpIxb948PHv2DGFhYUyyqIgePXpg3bp12LJlC6ZPnw4A+PXXX1FZWQlTU1O5SZbVq1dDJBLJHaO6xw5Qqo0d1N4eZWVlSE1NRXp6OvLz8yESiSAUCpUdllpg9yeimnG7EBER0RugsLAQffv2RVZWFpo3bw6BQCBZ2fLidpOKigpERUVh586dOHnyJExNTXH27FmYmJgoM3y1MH78eNy7dw8XL16UKlCcl5cHb29viEQibNiwQSZx2a9fP2hqauL48eP1HbJaqTpvXhU7qCmXUCjE1atXceLECZw7dw6FhYUQiUSwtLRE//794evrizZt2ig7zLdaYGCgpPtTaWkp9PX12f2JSA6uZCEiInoDGBoa4v/+7//w2WefSW72BAIBPvjgA6l6HiEhIZgyZYrk08bVq1czwVJP2AFKtbGD2pspKCgIJ06cwJkzZ5CbmwuRSAQjIyMMHToUvr6+6Ny5M2/u6wm7PxHVDpMsREQkV0VFBbS0xJeJ0NBQJCYmyswxNzeHj49PfYemtpo1a4aTJ08iLCwMmZmZaNGiBRo2bCg1x8LCAhYWFujQoQNmzJgBNzc3JUWrfnJzc2FtbS3zeGhoKADA1dUVRkZGMuOampqoqKh47fGpu8GDB6NBgwaYNm0aioqK8N///pd1cFRUeHg4jh8/jtOnTyMzM1OSNO7duzcGDRoEHx8fqe14VL+MjIzw/vvv4/3335fq/rRr1y7s3r2b3Z9I7XG7EBERSbl8+TJWr16NoUOHYsqUKQCA+fPnIyAgQGauQCDAn3/+idatW9d3mEQqhx2g3gzsoKa6Vq1ahZMnTyIlJQUikQhaWlrw9vaGr68vevXqJTdJSaqD3Z+IxLiShYiIJPbt24fFixdDJBLhwYMHUmMikUiq8GNCQgIeP34MPz8/7N27t75DJVI57AD1ZmAHNdW1fft2CAQCmJiYoE+fPujfvz8sLCwAAE+fPq3x+c2bN3/dIVI12P2JSIxJFiIiAgCkp6dj2bJl0NXVxaJFizBs2DCpcYFAgI0bN0q+zsvLw6BBgxAREYGwsDC0a9euvkMmUinsAPXmYAc11ZaXl4cDBw7gwIEDtX6OQCDAvXv3XmNUVFvs/kTqjkkWIiICAOzduxfl5eVYuHAhhg8fXuN8ExMTzJo1CwsXLsSpU6eYZCG1N27cOPz+++9Yt24dTp48KekAJRAIMGPGDEkNCXkdoMaMGaPk6NVLo0aN8Mcffyg7DPoHBwcHZYdAr6i67k/Dhg2Dr6+vskMkqjdMshAREQDg+vXrMDExwYgRI2r9nEGDBsHPzw+3bt16jZERvRnYAYro3zl//ryyQ6CXxO5PRLKYZCEiIgBAXFwcWrVqBU1NzVo/R1dXFx4eHnj06NFrjIzozcEOUG8OdlAjejXs/kRUPSZZiIgIAJCfnw9TU1O5Y7169YKjo6PcMQsLCxQVFb3O0IjeKBoaGujQoYPCcTc3N1y7dq0eI6IXyeug5u/vzw5qKiY/Px8ZGRmwsbGpsatQamoqcnJyWPj2NZPX/alLly7s/kT0D0yyEBERAPEntvn5+XLH+vbti759+8ody8rKgpWV1esMjYioTrCDmupLT0/H4sWLcfnyZVRWVkJTUxNdu3bFF198gWbNmsl9zpo1axAQECDT3YvqFrs/EdUOkyxERAQAsLW1fek3qGVlZXjw4AFcXV1fU1RERHWDHdRUX35+PsaNG4fExETJzXxubi4uXryImzdvws/PD/3791d2mGqP3Z+IqscqREREBADw9vZGVlYWrly5UuvnBAYGIj8/nzULiEjlVXVQ++abbzB8+HAIBIJq51d1UBOJRDh16lQ9Ranetm3bhsTERLz77ru4du0abt68iTNnzqB3794oLi7Gl19+iRMnTig7TLXl4OAAe3v7V/rPzs5O2eET1RuBSCQSKTsIIiJSvkePHmHw4MFo2LAh9u7dCzMzs2rnZ2dnY/DgwcjJycGZM2fYepOIVNrYsWMRExODGzduyBT4nj9/vtztJqWlpejcuTMaNWqEgwcP1me4amngwIHIyspCYGCgTH2PzZs346effoK2tja2bNmCzp07S8YUvX5ERMrAlSxERAQAcHV1Rf/+/REfH4+RI0dWu6Ll+vXrGDFiBLKysjB16lQmWIhI5f2bDmrJycmvMTKq8vTpU3h6esotoPrJJ5/g008/RXl5OT7//HPExMQoIUIiopqxJgsREUksW7YMT58+RWRkJKZPnw5ra2t4eXnB1tYWIpEImZmZCA0NRXJyMkQiEbp06YLZs2crO2wiohqxg5rq09DQgFAoVDj++eefIykpCUePHsUnn3yCffv2wdzcvB4jpCrs/kSkGJMsREQkYWRkhN27d2P9+vX4888/kZ6ejoCAAEntgqodpnp6epg8eTJmzZoFDQ0uiiQi1ccOaqqvYcOGiIqKQl5eHkxMTOTO+f7775GQkIDbt2/jk08+wW+//Va/Qao5dn8iqhmTLEREJEVHRwdffvklPvvsMwQGBuL27dtITU1FRUUF7O3t0bJlS/Tv37/GT66IiFQJO6ipvj59+mD9+vX4/PPPsWLFCtja2srM0dHRwaZNmzBixAhERERgzJgxMDY2VkK06ofdn4hqh0kWIiKSS09PD76+vvD19VV2KERE/5q3tze2b9+OK1euoFu3brV6Djuo1a8pU6bg5MmTuHHjBrp374727dtj165dMvMsLCzw22+/YcKECXj48GGNnaKobrzY/WnFihWwsLBAQkICVq1ahbNnz+LLL7+ESCTCgAEDlB0qkVJxjTcRERERvfUGDx4MkUiE77//Hjk5OTXOz87Ohp+fH7S0tJhsrid6enrYtWsX3n//fejq6lY719nZGXv37oWXlxfYLLV+BAYGwszMDGvXroWFhQUA8euwYcMGzJkzB0KhEF999RVu3Lih5EiJlItJFiIiIiJ667GD2pvB1NQUP/zwA27evIkff/yx2rm2trb4/fffsX37dnz44Yf1FKH6YvcnotrhdiEiIiIiUgvsoPbm0NXVhY2NjeTr0NBQJCYmyswzNzeHj48PunTpUp/hqSV2fyKqHSZZiIiIiEgtsIPam+Hy5ctYvXo1hg4diilTpgAA/P39ERAQIDNXIBDgzz//ROvWres7TLXD7k9EtSMQcRMjEREREamZkpISdlBTQfv27cPixYshEokwePBgyZah+fPn49ixY+jZs6dkbkJCAh4/fozWrVtj7969ygpZbWzatAnr169H586dFXZ/AsT1jEaMGIGUlBS4urrC2NgYoaGhbOFMaoNJFiIiIiIiUrr09HT07NkTmpqaWLRoEYYNGyZZZTR//nwEBARI3ajn5eVh0KBBSE9Px+7du9GuXTtlha4WSkpKMHLkSDx+/BgCgUBh9ydAnACbMGECUlNTJa8hkyykLrj+kYiIiIiIlG7v3r0oLy/HN998g+HDh9fYmtnExASzZs2CSCTCqVOn6ilK9cXuT0S1w5UsRERERESkdGPHjkVMTAxu3LgBTU1NqTF5K1kAoLS0FJ07d0ajRo1w8ODB+gxXrZWWliIrK6tWnbeuXbuGixcv4rvvvquHyIiUj4VviYiIiIhI6eLi4tCqVSuZBEt1dHV14eHhgUePHr3GyOif2P2JSDEmWYiIiIiISOny8/Nhamoqd6xXr15wdHSUO2ZhYYGioqLXGRq9gN2fiKrHJAsRERERESmdubk58vPz5Y717dsXffv2lTuWlZUFKyur1xkaPfdi96cHDx5IjYlEIrndn/z8/Nj9idQKkyxERERERKR0tra2L92BpqysDA8ePICrq+trioqqpKenY9myZdDV1ZV0f3qRQCDAxo0bJV9XdX+KiIhAWFgYuz+R2mB3ISIiIiIiUjpvb29kZWXhypUrtX5OYGAg8vPz4ePj8xojI4Ddn4hqi0kWIiIiIiJSusGDB0MkEuH7779HTk5OjfOzs7Ph5+cHLS0t+Pr6vv4A1dz169dhYmKCESNG1Po5gwYNgoGBAW7duvUaIyNSLUyyEBERERGR0rm6uqJ///6Ij4/HyJEjq13Rcv36dYwYMQJZWVmYOnVqrVoJ07/zb7o/JScnv8bIiFQLa7IQEREREZFKWLZsGZ4+fYrIyEhMnz4d1tbW8PLygq2tLUQiETIzMxEaGork5GSIRCJ06dIFs2fPVnbYaoHdn4hqRyASiUTKDoKIiIiIiAgQF7Ndv349/vzzTxQWFgKApP5H1a2Lnp4eJk+ejFmzZkFDg4vz60O3bt3QvHlzbN269aWeN378eCQlJeH8+fOvKTIi1cIkCxERERERqZySkhIEBgbi9u3bSE1NRUVFBezt7dGyZUv0798fRkZGyg5RrYwYMQKpqam4evVqrZ9TVlaGLl26wNXVFbt3736N0RGpDm4XIiIiIiIilaOnpwdfX18WtVUR3t7e2L59O65cuYJu3brV6jns/kTqiGvriIiIiIiIqFrs/kRUO0yyEBERERERUbXY/YmodliThYiIiIiIiGpUUFCAyZMnIzIyEgKBoFbdn7Zs2fJSbZ+J3nRMshAREREREVGtsPsTUfWYZCEiIiIiIqKXwu5PRPIxyUJEREREREREVAe4douIiIiIiIiIqA4wyUJEREREREREVAeYZCEiIiIiIiIiqgNMshARERERERER1QEmWYiIiIiIiIiI6gCTLEREREREREREdYBJFiIiIiIiIiKiOsAkCxERERERERFRHfh/cZkWAO7E7CwAAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cell_cycle_scores=cell_cycle_scores.merge(GSE146773_counts_labels, left_index=True, right_on=\"cell_name\")\n", "colours=array([\"r\",\"r\",\"r\",\"b\",\"b\",\"b\"])\n", "d= cell_cycle_scores[['G1.score', 'G2M.score', 'S.score','S_score', 'G2M_score','G1_score']]\n", "sns.clustermap(d.corr(), cmap=\"mako\",\n", " vmin = -1, vmax = 1, row_colors=colours, col_colors=colours, figsize=(10,10), annot=True)\n", "plt.title(\"Pearson Correlation Heatmap\")\n", "plt.savefig(loc+\"figures/heatmap.pdf\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/helenking/anaconda3/envs/apu/lib/python3.12/site-packages/scanpy/preprocessing/_pca.py:317: ImplicitModificationWarning: Setting element `.obsm['X_pca']` of view, initializing view as actual.\n", " adata.obsm[key_obsm] = X_pca\n" ] }, { "data": { "text/plain": [ "predicted_score\n", "G1 11260\n", "S 7455\n", "G2M 4510\n", "Name: count, dtype: int64" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adata.var_names=adata.var[\"ensembl_gene_id\"].astype(str)\n", "adata.var_names_make_unique()\n", "cellcycle_dataframe=adata[:,gene_subset]\n", "\n", "sc.pp.pca(cellcycle_dataframe, n_comps=30)\n", "sc.pp.neighbors(cellcycle_dataframe, n_pcs=30)\n", "sc.tl.umap(cellcycle_dataframe)\n", "cellcycle_dataframe=pd.DataFrame(data=cellcycle_dataframe.obsm[\"X_umap\"],index=cellcycle_dataframe.obs_names)\n", "Z_test=pd.DataFrame(cellcycle_dataframe)\n", "Z_pred=knn.predict(Z_test)\n", "#subset the new dataframe\n", "cell_cycle_scores=pd.DataFrame(knn.predict_proba(Z_test), columns=[\"G1.score\",\"G2M.score\",\"S.score\"])\n", "#set index to be S phase if score is > 0.1\n", "cell_cycle_scores[\"cell_barcode\"]=Z_test.index\n", "cell_cycle_scores[\"predicted_score\"]=Z_pred\n", "cell_cycle_scores[\"predicted_score\"].value_counts()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "#merge adata.obs and cell_cycle_scores on cellbarcode\n", "adata.obs=adata.obs.merge(cell_cycle_scores, left_index=True, right_on=\"cell_barcode\", how=\"left\").set_index(\"cell_barcode\")\n", "# adata.obs=pd.concat([adata.obs.reset_index(drop=True), cell_cycle_scores], axis=1)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#change the shape of sns\n", "sns.set(rc={'figure.figsize':(5,5)})\n", "d= adata.obs[['S_score', 'G2M_score', 'G1.score','G2M.score', 'S.score']]\n", "# Compute the correlation matrix\n", "# mask = np.triu(np.ones_like(d.corr(), dtype=bool))\n", "heatmap = sns.heatmap(d.corr(), annot=True, cmap='BrBG')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/r_/bqnt2f_d6919cz7v1yzx2ykc0000gn/T/ipykernel_12504/1767973535.py:32: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n", " phase_assignment_phase = phase_assignment[['guide_assignment', 'phase', 'count']].groupby(['guide_assignment']).agg({'count': 'sum'})\n" ] } ], "source": [ "# Calculate G1 score as the ratio of G2M score to S score\n", "adata.obs[\"G1_score\"] = adata.obs[\"G2M_score\"] / adata.obs[\"S_score\"]\n", "\n", "# Define columns for phase assignment\n", "columns_phase_scanpy = ['guide_assignment', 'promoter_type', 'perturbation', 'guide_id', 'S_score', 'G2M_score', 'G1_score', 'phase']\n", "\n", "# Create G1 score and define columns for phase assignment\n", "columns_phase_assignment = ['guide_assignment', 'successfulKD', 'promoter_type', 'perturbation', 'guide_id', 'S.score', 'G2M.score', 'G1.score', 'predicted_score']\n", "#filter for :successfulKD\n", "phase_assignment = adata.obs[columns_phase_assignment].drop_duplicates()\n", "# Save phase assignment to CSV\n", "phase_assignment.to_csv(loc + 'files/phase_assignment.csv')\n", "\n", "# Define columns for calculating the number of cells in each phase and guide assignment\n", "columns_phase_scanpy_sub = ['guide_assignment', 'promoter_type', 'phase']\n", "columns_phase_assignment_sub = ['guide_assignment', 'promoter_type', 'predicted_score']\n", "\n", "# Group by guide assignment and promoter type, then count the number of occurrences\n", "phase_assignment = phase_assignment.groupby(columns_phase_assignment_sub, observed=False).size().reset_index()\n", "phase_assignment.columns = ['guide_assignment', 'promoter_type', 'phase', 'count']\n", "\n", "# Extract target gene, guide number, and promoter type from guide assignment\n", "phase_assignment[\"target_gene\"] = phase_assignment[\"guide_assignment\"].str.split(\"_\").str.get(0)\n", "phase_assignment.loc[:, \"guide_num\"] = phase_assignment.loc[:, \"guide_assignment\"].str.split(\"_\").str.get(-1)\n", "phase_assignment[\"promoter_type_2\"] = phase_assignment[\"guide_assignment\"].str.split(\"_\").str.get(1)\n", "\n", "# Subselect the non-targeting cells\n", "phase_assignment = phase_assignment[phase_assignment[\"promoter_type\"] == phase_assignment[\"promoter_type_2\"]]\n", "\n", "# Calculate the change in percentage of cells in each phase relative to non-targeting control\n", "# Calculate the count percentage per guide assignment\n", "phase_assignment_phase = phase_assignment[['guide_assignment', 'phase', 'count']].groupby(['guide_assignment']).agg({'count': 'sum'})\n", "phase_assignment_phase = phase_assignment_phase[phase_assignment_phase[\"count\"] > 2]\n", "\n", "# Merge the total count with the phase assignment data\n", "phase_assignment_phase = phase_assignment_phase.merge(phase_assignment, left_index=True, right_on=\"guide_assignment\", how=\"left\", suffixes=('_total', ''))\n", "\n", "# Calculate the percentage of cells in each phase\n", "phase_assignment_phase[\"percentage\"] = phase_assignment_phase[\"count\"] / phase_assignment_phase[\"count_total\"] * 100\n", "phase_assignment_phase[\"guide_num\"] = phase_assignment_phase[\"guide_num\"].astype(int)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['non-targeting']\n", "significant\n", "False 230\n", "True 31\n", "Name: count, dtype: int64\n" ] } ], "source": [ "non_targeting=phase_assignment_phase[phase_assignment_phase[\"promoter_type\"]==\"Control\"]\n", "print(non_targeting[\"target_gene\"].unique())\n", "ttest_list=[]\n", "for phase in [\"G2M\",\"S\",\"G1\"]:\n", " non_targeting_phase=non_targeting[non_targeting[\"phase\"]==phase]\n", " for gene in phase_assignment_phase[\"target_gene\"].unique():\n", " for promoter in [\"MP\",\"AP\"]:\n", " #ztest for each phase\n", " #subset the data for the gene and phase\n", " gene_phase=phase_assignment_phase[(phase_assignment_phase[\"target_gene\"]==gene) & (phase_assignment_phase[\"promoter_type\"]==promoter) & (phase_assignment_phase[\"phase\"]==phase)]\n", " #test them with \n", " # print(gene_phase.head())\n", " if gene_phase.shape[0]==2:\n", " p1_perc=gene_phase[\"percentage\"][gene_phase[\"guide_num\"]==1].values[0]\n", " p2_perc=gene_phase[\"percentage\"][gene_phase[\"guide_num\"]==2].values[0]\n", " ss_score=num_sim(p1_perc,p2_perc)\n", " ttest=ws.ttest_ind(gene_phase[\"count\"],non_targeting_phase[\"count\"],alternative=\"two-sided\", usevar=\"unequal\")\n", " ttest_list.append([gene,phase,promoter,ttest[1],ttest[0],ss_score])\n", "\n", "ttest_df=pd.DataFrame(ttest_list, columns=[\"target_gene\",\"phase\",\"promoter_type\",\"pvalue\",\"tstat\",\"corr\"])\n", "ttest_df=ttest_df.sort_values(by=\"pvalue\")\n", "ttest_df[\"significant\"]=multi.fdrcorrection(ttest_df[\"pvalue\"],method=\"p\")[0]\n", "ttest_df[\"adj_pvalue\"]=multi.fdrcorrection(ttest_df[\"pvalue\"],method=\"p\")[1]\n", "print(ttest_df[\"significant\"].value_counts())\n", "non_targeting.to_csv(loc+\"files/non_targeting.csv\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Identifying Promoter-Specific Proliferation Defects\n", "The authors apply this trained model to their perturbed cell populations to see which alternative promoters control the \"molecular switch\" of cell division.\n", "\n", "\n", "\n", "\n", "Statistical Enrichment: Using a two-sided z-test, the code identifies promoters that cause a significant shift in the distribution of cell phases compared to non-targeting controls.\n", "\n", "\n", "\n", "Major Finding: The analysis reveals that 34.38% of alternative promoters significantly alter the cell cycle" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.34375\n" ] } ], "source": [ "#merge ttest_df with phase_assignment_phase\n", "phase_assignment_phase=phase_assignment_phase.merge(ttest_df)\n", "phase_assignment_phase[\"gene\"]=phase_assignment_phase[\"target_gene\"]\n", "phase_assignment_phase.to_csv(loc+'files/phase_assignment_phase.csv')\n", "phase_assignment_phase=phase_assignment_phase.merge(adata_full.obs[[\"gene\",\"successfulKD\"]].drop_duplicates().reset_index(drop=True), left_on=\"target_gene\", right_on=\"gene\", how=\"left\")\n", "\n", "successfulKJD=phase_assignment_phase[[\"target_gene\",\"promoter_type\",\"significant\"]][phase_assignment_phase[\"successfulKD\"]==\"True\"].drop_duplicates()\n", "gene_sig=successfulKJD.groupby([\"target_gene\",\"promoter_type\"]).sum()\n", "#print\n", "print(gene_sig[gene_sig[\"significant\"]>0].shape[0] /((gene_sig.shape[0])))\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Divergent Effects: The model shows that knocking down the P1 promoter of ESR1 has minimal effect on cell growth, whereas knocking down the P2 promoter significantly arrests cells in a specific phase and reduces proliferation.\n", "\n", "\n", "\n", "\n", "\n", "Mechanism: This result, visualized via heatmaps of \"Spectra\" activity scores, links alternative promoter usage directly to the physical behavior of breast cancer cells." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(20, 1)\n", "(12, 1)\n" ] } ], "source": [ "successfulKJD=phase_assignment_phase[[\"target_gene\",\"significant\"]][phase_assignment_phase[\"successfulKD\"]==\"True\"].drop_duplicates()\n", "gene_sig=successfulKJD.groupby(\"target_gene\").sum()\n", "#print\n", "print(gene_sig[gene_sig[\"significant\"]>0].shape)\n", "print(gene_sig[gene_sig[\"significant\"]==0].shape)\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "#read adata back in and merge th adata.obs\n", "if \"predicted_score\" in adata.obs.columns:\n", " adata_full=ad.read_h5ad(loc+\"files/adata_normalised.h5ad\")\n", " adata_full.obs=adata_full.obs.merge(adata.obs[[\"G1.score\",\"G2M.score\",\"S.score\",\"predicted_score\"]], left_index=True, right_index=True, how=\"left\")\n", " #write with cell cycle \n", " #change predicted_score from string to category\n", " adata_full.obs[\"predicted_score\"]=adata_full.obs[\"predicted_score\"].astype(\"category\")\n", " adata_full.write_h5ad(loc+\"files/adata_normalised_cellcycle.h5ad\")" ] } ], "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 }