{ "cells": [ { "cell_type": "markdown", "id": "ff17b11d-7920-49a8-9815-2bc78ad523a9", "metadata": {}, "source": [ "# Tutorial 1 - Analyzing scRNA-seq data at the Protein Activity Level\n", "\n", "This Tutorial will guide the user thorugh the analysis of single-cell RNA-seq (scRNA-seq) data at the Protein Activity level using `pyviper`. Specifically, we will show how to transform a gene expression signature generated from sparse scRNA-seq data into a protein activity matrix using the [VIPER](https://www.nature.com/articles/ng.3593) algorithm. After a brief description of the installation procedure and the modules needed, this Jupyter Notebook is organized in the following sections.\n", "\n", "\n", "**Table of Contents**\n", "\n", "[Step 1. Load a gene expression signature for single cells](#1)\\\n", "[Step 2. Load and inspect a lineage-specific gene regulatory network](#2)\\\n", "[Step 3. Convert the gene expression signature into a protein activity matrix using VIPER](#3)\\\n", "[Step 4. Analyze single-cells at the Protein Activity level](#4)\\\n", "[Key Takeaways](#5)" ] }, { "cell_type": "markdown", "id": "16a7cbdf-fc08-4747-b684-555ecf5d1313", "metadata": {}, "source": [ "### Install PyVIPER\n", "Install `pyviper` from PyPI using pip. Alternatively, refer to the README in the current GitHub to install from the local directory." ] }, { "cell_type": "code", "execution_count": 1, "id": "71ce630d-c139-4a27-ad8e-5b3d12430e2b", "metadata": { "collapsed": true, "execution": { "iopub.execute_input": "2023-12-14T20:41:39.307905Z", "iopub.status.busy": "2023-12-14T20:41:39.307627Z", "iopub.status.idle": "2023-12-14T20:41:39.312177Z", "shell.execute_reply": "2023-12-14T20:41:39.311360Z", "shell.execute_reply.started": "2023-12-14T20:41:39.307819Z" }, "jupyter": { "outputs_hidden": true }, "tags": [] }, "outputs": [], "source": [ "# !pip install viper-in-python" ] }, { "cell_type": "markdown", "id": "53d13fbe-6819-4373-aa02-f64322a80221", "metadata": {}, "source": [ "### Import modules\n", "Load `pyviper` and additional modules required used in this tutorial." ] }, { "cell_type": "code", "execution_count": 2, "id": "da076e9d-f5a6-44ad-b391-2d2ea45e3a79", "metadata": { "execution": { "iopub.execute_input": "2023-12-15T19:55:10.427332Z", "iopub.status.busy": "2023-12-15T19:55:10.427101Z", "iopub.status.idle": "2023-12-15T19:55:10.430975Z", "shell.execute_reply": "2023-12-15T19:55:10.430375Z", "shell.execute_reply.started": "2023-12-15T19:55:10.427314Z" }, "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/lucazanella7/mambaforge/envs/pyviper_development/lib/python3.11/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", " from .autonotebook import tqdm as notebook_tqdm\n" ] } ], "source": [ "import pyviper\n", "import scanpy as sc\n", "import anndata \n", "import pandas as pd\n", "import numpy as np\n", "import random\n", "\n", "import warnings\n", "warnings.filterwarnings(\"ignore\", message=\".*The 'nopython' keyword.*\") # for jit decorator issue with sc.pp.neighbors (09/30/2023)" ] }, { "cell_type": "markdown", "id": "88b43064", "metadata": {}, "source": [ "Setup the path to the data." ] }, { "cell_type": "code", "execution_count": 3, "id": "4f6e4d25", "metadata": { "execution": { "iopub.execute_input": "2023-12-15T19:55:17.633138Z", "iopub.status.busy": "2023-12-15T19:55:17.632833Z", "iopub.status.idle": "2023-12-15T19:55:17.636376Z", "shell.execute_reply": "2023-12-15T19:55:17.635598Z", "shell.execute_reply.started": "2023-12-15T19:55:17.633118Z" }, "tags": [] }, "outputs": [], "source": [ "data_location = \"https://zenodo.org/records/10059791/files/\"" ] }, { "cell_type": "markdown", "id": "6a43fc50", "metadata": {}, "source": [ "We will import the data directly from the above link. Optionally, users are allowed to download the files from [here](https://zenodo.org/records/10059791) and to load them from their local computer. If the second option is preferred, the following lines can be uncommented and run to download the data on Unix systems and set the working directory to the path where the data will be stored. " ] }, { "cell_type": "code", "execution_count": 4, "id": "3b38ad8e", "metadata": { "collapsed": true, "execution": { "iopub.execute_input": "2023-12-14T20:41:44.110111Z", "iopub.status.busy": "2023-12-14T20:41:44.109943Z", "iopub.status.idle": "2023-12-14T20:41:44.113281Z", "shell.execute_reply": "2023-12-14T20:41:44.112665Z", "shell.execute_reply.started": "2023-12-14T20:41:44.110095Z" }, "jupyter": { "outputs_hidden": true } }, "outputs": [], "source": [ "#!mkdir Tutorial_1_data_dir \n", "#%cd Tutorial_1_data_dir \n", "#!curl -O https://zenodo.org/records/10059791/files/Tutorial_1_gExpr_fibroblast_5802.tsv.gz -O https://zenodo.org/records/10059791/files/fibroblast-net.tsv \n", "#data_location = !pwd \n", "#data_location = data_location[0]+\"/\" # new value for data if working on data downloaded locally " ] }, { "cell_type": "markdown", "id": "a4501735-c097-4ae0-a4dd-de8ba00b44f1", "metadata": { "tags": [] }, "source": [ "### Step 1. Load a gene expression signature for single-cells \n", "\n", "Load a gene expression signature to be used as input for the `viper` function for Protein Activity inference and store it as an [AnnData](https://anndata.readthedocs.io/en/latest/) object to enable interoperability with [scanpy](https://scanpy-tutorials.readthedocs.io/en/latest/#). The time required for this process is approximately 5 s and 30 s if loading from the local directory or remote url, respectively." ] }, { "cell_type": "code", "execution_count": 5, "id": "98beadb3-dcef-46f3-82ec-f042b1082c4a", "metadata": { "execution": { "iopub.execute_input": "2023-12-15T19:55:30.076253Z", "iopub.status.busy": "2023-12-15T19:55:30.076071Z", "iopub.status.idle": "2023-12-15T19:55:52.694001Z", "shell.execute_reply": "2023-12-15T19:55:52.693607Z", "shell.execute_reply.started": "2023-12-15T19:55:30.076235Z" }, "tags": [] }, "outputs": [], "source": [ "gene_expr_path = data_location + \"Tutorial_1_gExpr_fibroblast_5802.tsv.gz\"\n", "\n", "gene_expr_signature = pd.read_csv(gene_expr_path, sep=\"\\t\") # read from remote \n", "gene_expr_signature = sc.AnnData(gene_expr_signature) # convert to AnnData object" ] }, { "cell_type": "markdown", "id": "85898cfa", "metadata": {}, "source": [ "This signature was generated from a population of cancer-asssociated fibroblasts (CAFs) from publicly avaiable data from [Peng et al., 2019](https://www.nature.com/articles/s41422-019-0195-y) following a similar procedure to the one described in Tutorial 2. \n", "\n", "Display matrix dimensions with cells on rows and features (genes) on columns. " ] }, { "cell_type": "code", "execution_count": 6, "id": "7525da54", "metadata": { "execution": { "iopub.execute_input": "2023-12-15T19:56:00.207369Z", "iopub.status.busy": "2023-12-15T19:56:00.207200Z", "iopub.status.idle": "2023-12-15T19:56:00.211535Z", "shell.execute_reply": "2023-12-15T19:56:00.210701Z", "shell.execute_reply.started": "2023-12-15T19:56:00.207353Z" }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "AnnData object with n_obs × n_vars = 5802 × 5000" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gene_expr_signature" ] }, { "cell_type": "markdown", "id": "4dc46149-9ad4-4c38-b45d-a24b756e1c3e", "metadata": { "tags": [] }, "source": [ "### Step 2. Load an inspect a lineage-specific gene regulatory network\n", "\n", "Load and inspect a lineage-specific gene regulatory network generated with [ARACNe3](https://www.mdpi.com/1099-4300/25/3/542). The time required to load a network is approximately 1 s (from local directory) and 40 s (from remote url). \n", "\n", "Notably, pyVIPER allows loading networks generated with other algorithms, e.g., [SCENIC](https://github.com/aertslab/SCENIC), using the `get_regulon_from_loom` function." ] }, { "cell_type": "code", "execution_count": 7, "id": "15654554-8f94-49ea-a4cc-b24486c42604", "metadata": { "execution": { "iopub.execute_input": "2023-12-15T19:56:15.630992Z", "iopub.status.busy": "2023-12-15T19:56:15.630811Z", "iopub.status.idle": "2023-12-15T19:56:41.701066Z", "shell.execute_reply": "2023-12-15T19:56:41.700626Z", "shell.execute_reply.started": "2023-12-15T19:56:15.630974Z" }, "tags": [] }, "outputs": [], "source": [ "network_path = data_location + \"fibroblast-net.tsv\" # path to ARACNe network\n", " \n", "network = pd.read_csv(network_path, delimiter=\"\\t\")" ] }, { "cell_type": "markdown", "id": "0e34b0cb-fc52-4a61-85d3-50f30312ea9f", "metadata": {}, "source": [ "Convert the pd.DataFrame to an object of class `Interactome` to enable easier manipulation. Show the number of regulons using the `size()` method. You can see all available methods by typing `help(pyviper.Interactome)`." ] }, { "cell_type": "code", "execution_count": 8, "id": "b8016738-dd15-4267-bc50-22b774a4fd38", "metadata": { "execution": { "iopub.execute_input": "2023-12-15T19:57:47.561517Z", "iopub.status.busy": "2023-12-15T19:57:47.561293Z", "iopub.status.idle": "2023-12-15T19:57:47.725295Z", "shell.execute_reply": "2023-12-15T19:57:47.724616Z", "shell.execute_reply.started": "2023-12-15T19:57:47.561499Z" }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "6437" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "network_interactome = pyviper.Interactome('fibroblasts', network) # convert to class Interactome\n", "network_interactome.size() # show number of regulons in the Interactome" ] }, { "cell_type": "markdown", "id": "9bb91c8e-91f2-459f-9161-b0610c3579a0", "metadata": {}, "source": [ "Display the first 5 interactions in the regulatory network. `mor` and `likelihood` are the mode of regulation of the given regulator-target pair and the likelihood of the interaction, respectively. Algorithms other than ARACNe can be used to generate gene regulatory networks, but we recommend postprocessing the output to suitable data formats to use `viper`.\n" ] }, { "cell_type": "code", "execution_count": 9, "id": "bb06588e-042e-43b3-a0a3-4715ce60a807", "metadata": { "execution": { "iopub.execute_input": "2023-12-15T19:57:54.793971Z", "iopub.status.busy": "2023-12-15T19:57:54.793728Z", "iopub.status.idle": "2023-12-15T19:57:54.800210Z", "shell.execute_reply": "2023-12-15T19:57:54.799816Z", "shell.execute_reply.started": "2023-12-15T19:57:54.793950Z" }, "tags": [] }, "outputs": [ { "data": { "text/html": [ "
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regulatortargetmorlikelihood
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" ], "text/plain": [ " regulator target mor likelihood\n", "0 AATF CCM2 0.012159 0.999799\n", "1 AATF THOC2 0.007487 0.999597\n", "2 AATF RAP1A -0.021062 0.999396\n", "3 AATF SFT2D1 0.019400 0.999195\n", "4 AATF DNAJC2 0.047129 0.998993" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "network_interactome.net_table.head()" ] }, { "cell_type": "markdown", "id": "8772116a-41fb-4154-84c6-46f40eee1777", "metadata": {}, "source": [ "Filter out targets in the `Interactome` that are not present in the gene expression matrix. This step is recommended before running `viper`. " ] }, { "cell_type": "code", "execution_count": 10, "id": "b273e119-5926-4ee1-bb90-f500fd1ce382", "metadata": { "execution": { "iopub.execute_input": "2023-12-15T19:58:05.988040Z", "iopub.status.busy": "2023-12-15T19:58:05.987860Z", "iopub.status.idle": "2023-12-15T19:58:06.303913Z", "shell.execute_reply": "2023-12-15T19:58:06.303495Z", "shell.execute_reply.started": "2023-12-15T19:58:05.988022Z" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Removed 3047484 targets.\n" ] } ], "source": [ "network_interactome.filter_targets(gene_expr_signature.var_names)" ] }, { "cell_type": "markdown", "id": "546a58db-cd01-473e-88d3-2abba89c3807", "metadata": {}, "source": [ "As an example, display the number of targets of two regulators, MYC and EGFR2." ] }, { "cell_type": "code", "execution_count": 11, "id": "f1657e7b-ddf7-44af-91f7-fc7a85390e49", "metadata": { "execution": { "iopub.execute_input": "2023-12-15T19:58:38.361682Z", "iopub.status.busy": "2023-12-15T19:58:38.361306Z", "iopub.status.idle": "2023-12-15T19:58:38.443915Z", "shell.execute_reply": "2023-12-15T19:58:38.443488Z", "shell.execute_reply.started": "2023-12-15T19:58:38.361624Z" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The number of targets of MYC and SERPINA12 are 284 and 183, respectively.\n" ] } ], "source": [ "n_MYC = len(network_interactome.get_reg('MYC')) # number of MYC targets in the network\n", "n_EGFR = len(network_interactome.get_reg('EGFR')) # number of SERPINA12 targets in the network\n", "\n", "print(\"The number of targets of MYC and SERPINA12 are \" + str(n_MYC) + \" and \" + str(n_EGFR) + \", respectively.\")" ] }, { "cell_type": "markdown", "id": "2ec4cfbc-0cca-4c51-8a08-c7f8e3defc78", "metadata": { "tags": [] }, "source": [ "### Step 3. Convert the gene expression signature into a protein activity matrix using VIPER\n", "\n", "`viper` transforms a gene expression signature into a protein activity matrix by performing enrichment analysis on regulons. Two methods for enrichment analysis are available, [aREA](https://www.nature.com/articles/ng.3593) (default) and [NaRnEA](https://www.mdpi.com/1099-4300/25/3/542) (by setting `enrichment=\"narnea\"`)." ] }, { "cell_type": "markdown", "id": "83323d77-6372-4759-9def-2c18fe31eed3", "metadata": { "tags": [] }, "source": [ "#### Method 1 - protein activity inference using aREA\n", "As shown above, different regulators can have a different number of targets. Prune each regulon to have the same number of targets (50 in this case). This preprocessing step is advisable to avoid regulators with exceedingly number of targets dominating those having fewer in the computation of Normalized Enrichment Scores (NES), to make NES comparable." ] }, { "cell_type": "code", "execution_count": 12, "id": "81da4503-46bb-41ab-bee1-5b4dd2f99f5f", "metadata": { "execution": { "iopub.execute_input": "2023-12-15T19:59:52.299852Z", "iopub.status.busy": "2023-12-15T19:59:52.299681Z", "iopub.status.idle": "2023-12-15T19:59:56.875499Z", "shell.execute_reply": "2023-12-15T19:59:56.875086Z", "shell.execute_reply.started": "2023-12-15T19:59:52.299836Z" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Removed 664967 targets.\n", "Removed 47 regulators.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/lucazanella7/Desktop/ColumbiaProjects/pyviper_development_for_submission/pyviper/pyviper/interactome.py:655: FutureWarning: DataFrameGroupBy.apply operated on the grouping columns. This behavior is deprecated, and in a future version of pandas the grouping columns will be excluded from the operation. Either pass `include_groups=False` to exclude the groupings or explicitly select the grouping columns after groupby to silence this warning.\n", " pruned_df = sorted_df.groupby('regulator', group_keys=False).apply(lambda x: x.iloc[:max_targets])\n" ] } ], "source": [ "network_pruned = network_interactome.copy() # generate a copy of the unpruned network before pruning it\n", "network_pruned.prune(max_targets=50,eliminate=True) # prune interactome to have exactly 50 targets" ] }, { "cell_type": "markdown", "id": "e51b4e0f-7c35-43db-bd49-3168a4ca6d4c", "metadata": { "tags": [] }, "source": [ "Now all the regulators in the network have exactly 50 transcriptional targets. See e.g. MYC and EGFR2." ] }, { "cell_type": "code", "execution_count": 13, "id": "7e4188fc-a33d-4e5a-880f-54bc76d24afb", "metadata": { "collapsed": true, "execution": { "iopub.execute_input": "2023-12-14T20:42:38.390572Z", "iopub.status.busy": "2023-12-14T20:42:38.390321Z", "iopub.status.idle": "2023-12-14T20:42:38.425729Z", "shell.execute_reply": "2023-12-14T20:42:38.425063Z", "shell.execute_reply.started": "2023-12-14T20:42:38.390551Z" }, "jupyter": { "outputs_hidden": true }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of MYC targets: 50\n", "Number of EGFR targets: 50\n" ] } ], "source": [ "n_MYC = len(network_pruned.get_reg('MYC')) # number of MYC targets in the network\n", "EGFR = len(network_pruned.get_reg('EGFR')) # number of SERPINA12 targets in the network\n", "\n", "print(\"Number of MYC targets: \" + str(n_MYC) + \"\\nNumber of EGFR targets: \" + str(EGFR))" ] }, { "cell_type": "markdown", "id": "657347d3-1eca-43bb-8781-cf22443c108d", "metadata": {}, "source": [ "
\n", " Run `viper` to compute the protein activity matrix with aREA.\n", "
\n", " \n", "Mandatory inputs to `viper` are 1. a gene expression signature and 2. a gene regulatory network. Set the `viper` output to be an ndarray (The default output would be an AnnData object). The expected runtime is approximately 10-15 s." ] }, { "cell_type": "code", "execution_count": 14, "id": "611dd12a-6602-47ba-bfdb-7c30d33f124f", "metadata": { "execution": { "iopub.execute_input": "2023-12-15T20:00:44.140141Z", "iopub.status.busy": "2023-12-15T20:00:44.139817Z", "iopub.status.idle": "2023-12-15T20:01:04.783306Z", "shell.execute_reply": "2023-12-15T20:01:04.782882Z", "shell.execute_reply.started": "2023-12-15T20:00:44.140103Z" }, "tags": [] }, "outputs": [], "source": [ "ProtAct_aREA = pyviper.viper(gex_data=gene_expr_signature, # gene expression signature\n", " interactome=network_pruned, # gene regulatory network\n", " enrichment = \"area\",\n", " return_as_df=True,\n", " njobs=1,\n", " verbose=False)" ] }, { "cell_type": "markdown", "id": "10ab3bd4-47ed-4412-9687-2f21b4e6dd3d", "metadata": {}, "source": [ "`ProtAct_aREA` contains the activity of every regulatory protein described by its NES for each single cell." ] }, { "cell_type": "code", "execution_count": 15, "id": "3ee52c9d-ba35-4b22-b014-5ddb8c9284c6", "metadata": { "execution": { "iopub.execute_input": "2023-12-15T20:01:31.355562Z", "iopub.status.busy": "2023-12-15T20:01:31.355357Z", "iopub.status.idle": "2023-12-15T20:01:31.374912Z", "shell.execute_reply": "2023-12-15T20:01:31.374513Z", "shell.execute_reply.started": "2023-12-15T20:01:31.355545Z" }, "tags": [] }, "outputs": [ { "data": { "text/html": [ "
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AAMPAATFABCA1ABCA12ABCA3ABCA7ABCA8ABCB1ABCB4ABCB5...ZSWIM5ZSWIM6ZSWIM7ZWINTZXDAZXDBZXDCZYXZZEF1ZZZ3
T1_AAACCTGAGATGTCGG-4.958661-6.3405325.5914310.026641-0.9528730.0245606.763799-0.220392-0.0511900.051432...-0.079490-0.701844-6.250761-0.011008-1.6921540.018511-0.282504-5.3928130.063155-0.051505
T1_AACTGGTTCTAACGGT-7.377609-6.798952-6.5507231.6265370.0395750.132152-9.0769120.024765-0.0544620.046818...-0.039977-1.666785-5.924595-0.0703191.271308-0.0087290.3471698.320215-0.5040020.030807
T1_AAGGTTCGTGTCAATC-6.881051-6.227523-5.9380900.248098-0.0753140.4319828.2518610.353197-0.0245220.019459...-0.2173231.762852-5.514518-0.0422650.096729-0.072773-0.204381-8.5053920.020706-0.005608
T1_ACAGCCGTCAAGCCTA-7.370794-5.838071-5.957978-0.356005-0.6117440.1735959.6726801.0630660.0211720.004548...-0.023732-1.628548-5.5881370.008851-0.634454-0.010447-0.095425-7.8822120.052736-0.012834
T1_AGACGTTAGGCGACAT-7.160952-6.351434-6.644756-0.0209710.1977010.093815-7.2649780.045201-0.019334-0.005189...0.016033-1.136795-6.2779970.0157631.3106980.022143-1.424293-7.538373-0.124011-0.004775
..................................................................
T24_TTGCGTCCAGACAAAT-3.853770-3.744690-5.746431-0.770776-0.0066180.0750214.4860730.032965-0.0725000.025214...-0.0402332.6673545.8231750.706549-0.558190-0.0060040.5200604.8922580.9779370.303938
T24_TTGCGTCCATTAACCG-7.1834226.414101-6.321449-1.070418-0.6044630.162847-9.3826140.062170-0.088907-0.006882...-0.078167-1.471368-6.268302-0.468904-1.0119350.0283690.7702597.5269190.0835730.024982
T24_TTTATGCTCCTTTACA-7.402969-6.773775-6.9567730.8732040.104889-0.6137068.306039-0.014412-0.003422-0.008079...-0.045534-2.2818236.220555-0.6222500.353278-0.006841-0.106645-7.9675570.531523-0.018268
T24_TTTCCTCCACCGGAAA-5.338859-5.148087-4.857930-0.5891811.3781870.016195-6.906513-0.113458-0.017487-0.001037...-0.038365-1.2679855.216135-0.087870-0.819144-0.005551-0.701608-4.7984190.062763-0.084813
T24_TTTGCGCTCCTTTCGG6.571542-5.770066-6.1734511.207757-0.3281100.0277437.7649310.028870-0.0321310.034307...-0.153165-2.324143-4.8562750.808057-0.3811490.053897-0.455522-6.4800790.033859-0.373861
\n", "

5802 rows × 6390 columns

\n", "
" ], "text/plain": [ " AAMP AATF ABCA1 ABCA12 ABCA3 \\\n", "T1_AAACCTGAGATGTCGG -4.958661 -6.340532 5.591431 0.026641 -0.952873 \n", "T1_AACTGGTTCTAACGGT -7.377609 -6.798952 -6.550723 1.626537 0.039575 \n", "T1_AAGGTTCGTGTCAATC -6.881051 -6.227523 -5.938090 0.248098 -0.075314 \n", "T1_ACAGCCGTCAAGCCTA -7.370794 -5.838071 -5.957978 -0.356005 -0.611744 \n", "T1_AGACGTTAGGCGACAT -7.160952 -6.351434 -6.644756 -0.020971 0.197701 \n", "... ... ... ... ... ... \n", "T24_TTGCGTCCAGACAAAT -3.853770 -3.744690 -5.746431 -0.770776 -0.006618 \n", "T24_TTGCGTCCATTAACCG -7.183422 6.414101 -6.321449 -1.070418 -0.604463 \n", "T24_TTTATGCTCCTTTACA -7.402969 -6.773775 -6.956773 0.873204 0.104889 \n", "T24_TTTCCTCCACCGGAAA -5.338859 -5.148087 -4.857930 -0.589181 1.378187 \n", "T24_TTTGCGCTCCTTTCGG 6.571542 -5.770066 -6.173451 1.207757 -0.328110 \n", "\n", " ABCA7 ABCA8 ABCB1 ABCB4 ABCB5 ... \\\n", "T1_AAACCTGAGATGTCGG 0.024560 6.763799 -0.220392 -0.051190 0.051432 ... \n", "T1_AACTGGTTCTAACGGT 0.132152 -9.076912 0.024765 -0.054462 0.046818 ... \n", "T1_AAGGTTCGTGTCAATC 0.431982 8.251861 0.353197 -0.024522 0.019459 ... \n", "T1_ACAGCCGTCAAGCCTA 0.173595 9.672680 1.063066 0.021172 0.004548 ... \n", "T1_AGACGTTAGGCGACAT 0.093815 -7.264978 0.045201 -0.019334 -0.005189 ... \n", "... ... ... ... ... ... ... \n", "T24_TTGCGTCCAGACAAAT 0.075021 4.486073 0.032965 -0.072500 0.025214 ... \n", "T24_TTGCGTCCATTAACCG 0.162847 -9.382614 0.062170 -0.088907 -0.006882 ... \n", "T24_TTTATGCTCCTTTACA -0.613706 8.306039 -0.014412 -0.003422 -0.008079 ... \n", "T24_TTTCCTCCACCGGAAA 0.016195 -6.906513 -0.113458 -0.017487 -0.001037 ... \n", "T24_TTTGCGCTCCTTTCGG 0.027743 7.764931 0.028870 -0.032131 0.034307 ... \n", "\n", " ZSWIM5 ZSWIM6 ZSWIM7 ZWINT ZXDA \\\n", "T1_AAACCTGAGATGTCGG -0.079490 -0.701844 -6.250761 -0.011008 -1.692154 \n", "T1_AACTGGTTCTAACGGT -0.039977 -1.666785 -5.924595 -0.070319 1.271308 \n", "T1_AAGGTTCGTGTCAATC -0.217323 1.762852 -5.514518 -0.042265 0.096729 \n", "T1_ACAGCCGTCAAGCCTA -0.023732 -1.628548 -5.588137 0.008851 -0.634454 \n", "T1_AGACGTTAGGCGACAT 0.016033 -1.136795 -6.277997 0.015763 1.310698 \n", "... ... ... ... ... ... \n", "T24_TTGCGTCCAGACAAAT -0.040233 2.667354 5.823175 0.706549 -0.558190 \n", "T24_TTGCGTCCATTAACCG -0.078167 -1.471368 -6.268302 -0.468904 -1.011935 \n", "T24_TTTATGCTCCTTTACA -0.045534 -2.281823 6.220555 -0.622250 0.353278 \n", "T24_TTTCCTCCACCGGAAA -0.038365 -1.267985 5.216135 -0.087870 -0.819144 \n", "T24_TTTGCGCTCCTTTCGG -0.153165 -2.324143 -4.856275 0.808057 -0.381149 \n", "\n", " ZXDB ZXDC ZYX ZZEF1 ZZZ3 \n", "T1_AAACCTGAGATGTCGG 0.018511 -0.282504 -5.392813 0.063155 -0.051505 \n", "T1_AACTGGTTCTAACGGT -0.008729 0.347169 8.320215 -0.504002 0.030807 \n", "T1_AAGGTTCGTGTCAATC -0.072773 -0.204381 -8.505392 0.020706 -0.005608 \n", "T1_ACAGCCGTCAAGCCTA -0.010447 -0.095425 -7.882212 0.052736 -0.012834 \n", "T1_AGACGTTAGGCGACAT 0.022143 -1.424293 -7.538373 -0.124011 -0.004775 \n", "... ... ... ... ... ... \n", "T24_TTGCGTCCAGACAAAT -0.006004 0.520060 4.892258 0.977937 0.303938 \n", "T24_TTGCGTCCATTAACCG 0.028369 0.770259 7.526919 0.083573 0.024982 \n", "T24_TTTATGCTCCTTTACA -0.006841 -0.106645 -7.967557 0.531523 -0.018268 \n", "T24_TTTCCTCCACCGGAAA -0.005551 -0.701608 -4.798419 0.062763 -0.084813 \n", "T24_TTTGCGCTCCTTTCGG 0.053897 -0.455522 -6.480079 0.033859 -0.373861 \n", "\n", "[5802 rows x 6390 columns]" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ProtAct_aREA # display the protein activity matrix " ] }, { "cell_type": "markdown", "id": "9f425ff4-c762-4881-914a-a2c8d3789df2", "metadata": { "tags": [] }, "source": [ "#### Method 2 - protein activity inference using (matrix)-NaRnEA" ] }, { "cell_type": "markdown", "id": "324fc2f0-64db-417c-917e-cb7df2c42665", "metadata": { "tags": [] }, "source": [ "
\n", " Run `viper` to compute the protein activity matrix using (matrix-based) NaRnEA .\n", "
\n", " \n", "\n", "Compute the protein activity using `viper` with NaRnEA as the enrichment method. Unlike aREA, the NaRnEA framework is suitable also for regulons of different size. Store the output in an `AnnData` object (default)." ] }, { "cell_type": "code", "execution_count": 16, "id": "8b720e94-e2e4-4e9c-9fb4-f96bf1ba6ba0", "metadata": { "execution": { "iopub.execute_input": "2023-12-15T20:01:58.924947Z", "iopub.status.busy": "2023-12-15T20:01:58.924732Z", "iopub.status.idle": "2023-12-15T20:02:37.468543Z", "shell.execute_reply": "2023-12-15T20:02:37.468109Z", "shell.execute_reply.started": "2023-12-15T20:01:58.924925Z" }, "tags": [] }, "outputs": [], "source": [ "ProtAct_NaRnEA = pyviper.viper(gex_data=gene_expr_signature, # gene expression signature\n", " interactome=network_interactome, # gene regulatory network\n", " enrichment = \"narnea\",\n", " eset_filter=False,\n", " njobs=1,\n", " verbose=False)" ] }, { "cell_type": "markdown", "id": "a0c6f315-c061-49d8-8f9e-28aa75ca8afc", "metadata": { "tags": [] }, "source": [ "Show the output type and length of `ProtAct_NaRnEA`." ] }, { "cell_type": "code", "execution_count": 17, "id": "b09ded46-879c-49e3-882e-b1db97625aa2", "metadata": { "execution": { "iopub.execute_input": "2023-12-15T20:02:43.715321Z", "iopub.status.busy": "2023-12-15T20:02:43.715138Z", "iopub.status.idle": "2023-12-15T20:02:43.718724Z", "shell.execute_reply": "2023-12-15T20:02:43.718194Z", "shell.execute_reply.started": "2023-12-15T20:02:43.715301Z" }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "AnnData object with n_obs × n_vars = 5802 × 6413\n", " uns: 'gex_data'\n", " layers: 'pes'" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ProtAct_NaRnEA # display the protein activity matrix as AnnData object " ] }, { "cell_type": "markdown", "id": "02980829-813b-42bc-83ed-bf9933637fdd", "metadata": {}, "source": [ "When run with the NaRnEA method, `viper` returns an additional layer, `pes` that stores the Proportional Enrichment Score (PES) of each regulator, a measure of protein activity in the $-1 \\le PES \\le 1$ interval that can be used as an enhanced measure of effect size of each regulon's activity. For further details, see [Griffin et al., 2022](https://pubmed.ncbi.nlm.nih.gov/36981431/).\n", "\n", "Display NES protein activity matrix.\n" ] }, { "cell_type": "code", "execution_count": 18, "id": "543cdefc-87cc-4912-b3df-9e6f8f537b5c", "metadata": { "execution": { "iopub.execute_input": "2023-12-15T20:02:55.856802Z", "iopub.status.busy": "2023-12-15T20:02:55.856619Z", "iopub.status.idle": "2023-12-15T20:02:55.878563Z", "shell.execute_reply": "2023-12-15T20:02:55.878141Z", "shell.execute_reply.started": "2023-12-15T20:02:55.856784Z" }, "tags": [] }, "outputs": [ { "data": { "text/html": [ "
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AAMPAATFABCA1ABCA12ABCA3ABCA7ABCA8ABCB1ABCB4ABCB5...ZSWIM5ZSWIM6ZSWIM7ZWINTZXDAZXDBZXDCZYXZZEF1ZZZ3
T1_AAACCTGAGATGTCGG4.721734-6.6198277.0088131.8617811.856598-0.87023814.555466-0.624870-0.8356340.415443...-1.8772743.158300-7.010895-0.767114-2.0166241.4734622.7269155.7962762.409854-2.594848
T1_AACTGGTTCTAACGGT-7.1943357.5394689.4354604.098622-0.4695551.067867-18.8956281.415011-0.8089341.093563...2.213714-3.225383-7.2236550.8324631.240214-1.571365-1.40636412.7545831.8355222.965396
T1_AAGGTTCGTGTCAATC8.892053-9.453808-10.2766633.200662-1.2766650.66808220.5922200.475050-0.9282140.497169...1.6699643.418652-8.993046-1.793087-0.958978-2.5964141.049315-11.111879-1.967781-2.485891
T1_ACAGCCGTCAAGCCTA7.8514006.9056959.582031-2.862549-0.883946-1.47066923.073534-0.6144571.1408700.949438...-1.179793-2.539163-6.815755-1.127239-1.5840701.2588872.088022-11.7022542.1730312.511354
T1_AGACGTTAGGCGACAT7.6471496.960122-8.8424282.5995330.562035-0.706634-15.2412180.1680392.954947-0.942813...1.897963-2.463266-9.2993250.8644522.009431-1.286205-2.9021468.258941-2.1841183.036592
..................................................................
T24_TTGCGTCCAGACAAAT3.9361213.912197-7.635411-2.2680200.557243-1.32528410.8681990.819879-1.1060131.725982...-2.4467162.6818185.7616850.989011-2.355896-0.9634341.5988746.7392892.9791561.230419
T24_TTGCGTCCATTAACCG-7.2008587.8004288.200803-2.343332-1.6746451.416084-19.0992100.633930-0.581409-1.299787...1.167182-2.9440207.269258-0.951725-1.7501991.705520-1.83809710.6675821.5919992.984735
T24_TTTATGCTCCTTTACA-7.1060278.048133-8.3754412.6199070.908485-2.10968820.656478-0.3550860.885489-0.590344...1.1232892.8076516.4412531.0587261.446795-1.5932261.463587-10.2301681.7846662.937815
T24_TTTCCTCCACCGGAAA-6.272371-5.982345-6.917609-3.5265810.889230-1.033967-11.2061100.544282-1.3318630.820132...1.272478-3.3399125.365629-2.224107-1.598793-1.0757890.956203-6.464254-1.2029472.896665
T24_TTTGCGCTCCTTTCGG7.6627655.670811-7.4597903.3142621.253227-2.88686315.7548940.312123-1.2649251.451191...-1.528563-2.7975155.4597771.6243291.4063231.8397921.615043-6.0289201.6141012.219795
\n", "

5802 rows × 6413 columns

\n", "
" ], "text/plain": [ " AAMP AATF ABCA1 ABCA12 ABCA3 \\\n", "T1_AAACCTGAGATGTCGG 4.721734 -6.619827 7.008813 1.861781 1.856598 \n", "T1_AACTGGTTCTAACGGT -7.194335 7.539468 9.435460 4.098622 -0.469555 \n", "T1_AAGGTTCGTGTCAATC 8.892053 -9.453808 -10.276663 3.200662 -1.276665 \n", "T1_ACAGCCGTCAAGCCTA 7.851400 6.905695 9.582031 -2.862549 -0.883946 \n", "T1_AGACGTTAGGCGACAT 7.647149 6.960122 -8.842428 2.599533 0.562035 \n", "... ... ... ... ... ... \n", "T24_TTGCGTCCAGACAAAT 3.936121 3.912197 -7.635411 -2.268020 0.557243 \n", "T24_TTGCGTCCATTAACCG -7.200858 7.800428 8.200803 -2.343332 -1.674645 \n", "T24_TTTATGCTCCTTTACA -7.106027 8.048133 -8.375441 2.619907 0.908485 \n", "T24_TTTCCTCCACCGGAAA -6.272371 -5.982345 -6.917609 -3.526581 0.889230 \n", "T24_TTTGCGCTCCTTTCGG 7.662765 5.670811 -7.459790 3.314262 1.253227 \n", "\n", " ABCA7 ABCA8 ABCB1 ABCB4 ABCB5 ... \\\n", "T1_AAACCTGAGATGTCGG -0.870238 14.555466 -0.624870 -0.835634 0.415443 ... \n", "T1_AACTGGTTCTAACGGT 1.067867 -18.895628 1.415011 -0.808934 1.093563 ... \n", "T1_AAGGTTCGTGTCAATC 0.668082 20.592220 0.475050 -0.928214 0.497169 ... \n", "T1_ACAGCCGTCAAGCCTA -1.470669 23.073534 -0.614457 1.140870 0.949438 ... \n", "T1_AGACGTTAGGCGACAT -0.706634 -15.241218 0.168039 2.954947 -0.942813 ... \n", "... ... ... ... ... ... ... \n", "T24_TTGCGTCCAGACAAAT -1.325284 10.868199 0.819879 -1.106013 1.725982 ... \n", "T24_TTGCGTCCATTAACCG 1.416084 -19.099210 0.633930 -0.581409 -1.299787 ... \n", "T24_TTTATGCTCCTTTACA -2.109688 20.656478 -0.355086 0.885489 -0.590344 ... \n", "T24_TTTCCTCCACCGGAAA -1.033967 -11.206110 0.544282 -1.331863 0.820132 ... \n", "T24_TTTGCGCTCCTTTCGG -2.886863 15.754894 0.312123 -1.264925 1.451191 ... \n", "\n", " ZSWIM5 ZSWIM6 ZSWIM7 ZWINT ZXDA \\\n", "T1_AAACCTGAGATGTCGG -1.877274 3.158300 -7.010895 -0.767114 -2.016624 \n", "T1_AACTGGTTCTAACGGT 2.213714 -3.225383 -7.223655 0.832463 1.240214 \n", "T1_AAGGTTCGTGTCAATC 1.669964 3.418652 -8.993046 -1.793087 -0.958978 \n", "T1_ACAGCCGTCAAGCCTA -1.179793 -2.539163 -6.815755 -1.127239 -1.584070 \n", "T1_AGACGTTAGGCGACAT 1.897963 -2.463266 -9.299325 0.864452 2.009431 \n", "... ... ... ... ... ... \n", "T24_TTGCGTCCAGACAAAT -2.446716 2.681818 5.761685 0.989011 -2.355896 \n", "T24_TTGCGTCCATTAACCG 1.167182 -2.944020 7.269258 -0.951725 -1.750199 \n", "T24_TTTATGCTCCTTTACA 1.123289 2.807651 6.441253 1.058726 1.446795 \n", "T24_TTTCCTCCACCGGAAA 1.272478 -3.339912 5.365629 -2.224107 -1.598793 \n", "T24_TTTGCGCTCCTTTCGG -1.528563 -2.797515 5.459777 1.624329 1.406323 \n", "\n", " ZXDB ZXDC ZYX ZZEF1 ZZZ3 \n", "T1_AAACCTGAGATGTCGG 1.473462 2.726915 5.796276 2.409854 -2.594848 \n", "T1_AACTGGTTCTAACGGT -1.571365 -1.406364 12.754583 1.835522 2.965396 \n", "T1_AAGGTTCGTGTCAATC -2.596414 1.049315 -11.111879 -1.967781 -2.485891 \n", "T1_ACAGCCGTCAAGCCTA 1.258887 2.088022 -11.702254 2.173031 2.511354 \n", "T1_AGACGTTAGGCGACAT -1.286205 -2.902146 8.258941 -2.184118 3.036592 \n", "... ... ... ... ... ... \n", "T24_TTGCGTCCAGACAAAT -0.963434 1.598874 6.739289 2.979156 1.230419 \n", "T24_TTGCGTCCATTAACCG 1.705520 -1.838097 10.667582 1.591999 2.984735 \n", "T24_TTTATGCTCCTTTACA -1.593226 1.463587 -10.230168 1.784666 2.937815 \n", "T24_TTTCCTCCACCGGAAA -1.075789 0.956203 -6.464254 -1.202947 2.896665 \n", "T24_TTTGCGCTCCTTTCGG 1.839792 1.615043 -6.028920 1.614101 2.219795 \n", "\n", "[5802 rows x 6413 columns]" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ProtAct_NaRnEA.to_df() # NES matrix" ] }, { "cell_type": "markdown", "id": "86789f22-fa2a-4689-99c3-d9186a1feb58", "metadata": {}, "source": [ "Display the PES protein activity matrix." ] }, { "cell_type": "code", "execution_count": 19, "id": "d02b5dab-bc33-4659-a4f6-e06cb8d0a5a9", "metadata": { "execution": { "iopub.execute_input": "2023-12-15T20:03:02.526826Z", "iopub.status.busy": "2023-12-15T20:03:02.526650Z", "iopub.status.idle": "2023-12-15T20:03:02.545670Z", "shell.execute_reply": "2023-12-15T20:03:02.545255Z", "shell.execute_reply.started": "2023-12-15T20:03:02.526809Z" }, "tags": [] }, "outputs": [ { "data": { "text/html": [ "
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AAMPAATFABCA1ABCA12ABCA3ABCA7ABCA8ABCB1ABCB4ABCB5...ZSWIM5ZSWIM6ZSWIM7ZWINTZXDAZXDBZXDCZYXZZEF1ZZZ3
T1_AAACCTGAGATGTCGG0.241036-0.3045390.2812720.0753020.065838-0.0306410.378996-0.021552-0.0285600.013191...-0.0584490.109650-0.352310-0.026813-0.0701470.0504910.0926830.2624610.085498-0.092541
T1_AACTGGTTCTAACGGT-0.3776900.3142980.3537040.161168-0.0154890.036149-0.4981080.047821-0.0268710.033680...0.065591-0.115920-0.3653300.0295920.042860-0.053004-0.0449790.5464060.0629740.098528
T1_AAGGTTCGTGTCAATC0.411896-0.426499-0.4632210.121913-0.0402380.0218390.4895130.015586-0.0298550.014794...0.0475080.107629-0.455912-0.057534-0.030965-0.0850690.034159-0.548071-0.067285-0.085520
T1_ACAGCCGTCAAGCCTA0.3740730.2809600.347664-0.111102-0.028572-0.0497970.563166-0.0201990.0373550.028794...-0.035533-0.090658-0.345054-0.037077-0.0522680.0411150.068854-0.5771370.0733170.081781
T1_AGACGTTAGGCGACAT0.3678490.286135-0.3953230.1013200.019492-0.024048-0.3992150.0056320.097293-0.028792...0.055635-0.088110-0.4699400.0305550.068925-0.043036-0.0917800.348528-0.0761600.099715
..................................................................
T24_TTGCGTCCAGACAAAT0.2047640.174948-0.337461-0.0934310.019970-0.0472780.2882530.028819-0.0383290.055596...-0.0771370.0949230.2735290.036050-0.083271-0.0337680.0549810.3118430.1073470.043343
T24_TTGCGTCCATTAACCG-0.3801390.3357920.321417-0.094081-0.0567060.048863-0.5083200.021759-0.019652-0.040733...0.035385-0.1063780.330039-0.032770-0.0600730.057730-0.0602300.4736010.0557650.101769
T24_TTTATGCTCCTTTACA-0.3743510.343964-0.3705590.1043300.031898-0.0732330.525972-0.0120400.029794-0.018420...0.0338700.0951810.2899160.0378520.050491-0.0543530.049172-0.5024060.0622000.099569
T24_TTTCCTCCACCGGAAA-0.333195-0.276134-0.311172-0.1410740.031418-0.035984-0.2993820.018663-0.0448970.025645...0.038321-0.1214150.238997-0.075915-0.054567-0.0368050.032295-0.321070-0.0428540.097915
T24_TTTGCGCTCCTTTCGG0.3875800.246106-0.3295040.1332530.044279-0.1010970.4066660.010766-0.0429760.045788...-0.047366-0.1013650.2502770.0584170.0494720.0626290.054655-0.2962340.0568730.076209
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5802 rows × 6413 columns

\n", "
" ], "text/plain": [ " AAMP AATF ABCA1 ABCA12 ABCA3 \\\n", "T1_AAACCTGAGATGTCGG 0.241036 -0.304539 0.281272 0.075302 0.065838 \n", "T1_AACTGGTTCTAACGGT -0.377690 0.314298 0.353704 0.161168 -0.015489 \n", "T1_AAGGTTCGTGTCAATC 0.411896 -0.426499 -0.463221 0.121913 -0.040238 \n", "T1_ACAGCCGTCAAGCCTA 0.374073 0.280960 0.347664 -0.111102 -0.028572 \n", "T1_AGACGTTAGGCGACAT 0.367849 0.286135 -0.395323 0.101320 0.019492 \n", "... ... ... ... ... ... \n", "T24_TTGCGTCCAGACAAAT 0.204764 0.174948 -0.337461 -0.093431 0.019970 \n", "T24_TTGCGTCCATTAACCG -0.380139 0.335792 0.321417 -0.094081 -0.056706 \n", "T24_TTTATGCTCCTTTACA -0.374351 0.343964 -0.370559 0.104330 0.031898 \n", "T24_TTTCCTCCACCGGAAA -0.333195 -0.276134 -0.311172 -0.141074 0.031418 \n", "T24_TTTGCGCTCCTTTCGG 0.387580 0.246106 -0.329504 0.133253 0.044279 \n", "\n", " ABCA7 ABCA8 ABCB1 ABCB4 ABCB5 ... \\\n", "T1_AAACCTGAGATGTCGG -0.030641 0.378996 -0.021552 -0.028560 0.013191 ... \n", "T1_AACTGGTTCTAACGGT 0.036149 -0.498108 0.047821 -0.026871 0.033680 ... \n", "T1_AAGGTTCGTGTCAATC 0.021839 0.489513 0.015586 -0.029855 0.014794 ... \n", "T1_ACAGCCGTCAAGCCTA -0.049797 0.563166 -0.020199 0.037355 0.028794 ... \n", "T1_AGACGTTAGGCGACAT -0.024048 -0.399215 0.005632 0.097293 -0.028792 ... \n", "... ... ... ... ... ... ... \n", "T24_TTGCGTCCAGACAAAT -0.047278 0.288253 0.028819 -0.038329 0.055596 ... \n", "T24_TTGCGTCCATTAACCG 0.048863 -0.508320 0.021759 -0.019652 -0.040733 ... \n", "T24_TTTATGCTCCTTTACA -0.073233 0.525972 -0.012040 0.029794 -0.018420 ... \n", "T24_TTTCCTCCACCGGAAA -0.035984 -0.299382 0.018663 -0.044897 0.025645 ... \n", "T24_TTTGCGCTCCTTTCGG -0.101097 0.406666 0.010766 -0.042976 0.045788 ... \n", "\n", " ZSWIM5 ZSWIM6 ZSWIM7 ZWINT ZXDA \\\n", "T1_AAACCTGAGATGTCGG -0.058449 0.109650 -0.352310 -0.026813 -0.070147 \n", "T1_AACTGGTTCTAACGGT 0.065591 -0.115920 -0.365330 0.029592 0.042860 \n", "T1_AAGGTTCGTGTCAATC 0.047508 0.107629 -0.455912 -0.057534 -0.030965 \n", "T1_ACAGCCGTCAAGCCTA -0.035533 -0.090658 -0.345054 -0.037077 -0.052268 \n", "T1_AGACGTTAGGCGACAT 0.055635 -0.088110 -0.469940 0.030555 0.068925 \n", "... ... ... ... ... ... \n", "T24_TTGCGTCCAGACAAAT -0.077137 0.094923 0.273529 0.036050 -0.083271 \n", "T24_TTGCGTCCATTAACCG 0.035385 -0.106378 0.330039 -0.032770 -0.060073 \n", "T24_TTTATGCTCCTTTACA 0.033870 0.095181 0.289916 0.037852 0.050491 \n", "T24_TTTCCTCCACCGGAAA 0.038321 -0.121415 0.238997 -0.075915 -0.054567 \n", "T24_TTTGCGCTCCTTTCGG -0.047366 -0.101365 0.250277 0.058417 0.049472 \n", "\n", " ZXDB ZXDC ZYX ZZEF1 ZZZ3 \n", "T1_AAACCTGAGATGTCGG 0.050491 0.092683 0.262461 0.085498 -0.092541 \n", "T1_AACTGGTTCTAACGGT -0.053004 -0.044979 0.546406 0.062974 0.098528 \n", "T1_AAGGTTCGTGTCAATC -0.085069 0.034159 -0.548071 -0.067285 -0.085520 \n", "T1_ACAGCCGTCAAGCCTA 0.041115 0.068854 -0.577137 0.073317 0.081781 \n", "T1_AGACGTTAGGCGACAT -0.043036 -0.091780 0.348528 -0.076160 0.099715 \n", "... ... ... ... ... ... \n", "T24_TTGCGTCCAGACAAAT -0.033768 0.054981 0.311843 0.107347 0.043343 \n", "T24_TTGCGTCCATTAACCG 0.057730 -0.060230 0.473601 0.055765 0.101769 \n", "T24_TTTATGCTCCTTTACA -0.054353 0.049172 -0.502406 0.062200 0.099569 \n", "T24_TTTCCTCCACCGGAAA -0.036805 0.032295 -0.321070 -0.042854 0.097915 \n", "T24_TTTGCGCTCCTTTCGG 0.062629 0.054655 -0.296234 0.056873 0.076209 \n", "\n", "[5802 rows x 6413 columns]" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ProtAct_NaRnEA.to_df(layer=\"pes\") # PES matrix" ] }, { "cell_type": "markdown", "id": "2f3fa46a-537d-4d51-b5f8-5d75609b4bad", "metadata": {}, "source": [ "Notice that when setting the `viper` output to be an object of class `AnnData`, the input gene expression matrix is saved under the attribute `gex_data` of the output `AnnData` object:" ] }, { "cell_type": "code", "execution_count": 20, "id": "6682b3ac-e97e-4d5e-8faa-112f7455f5a2", "metadata": { "execution": { "iopub.execute_input": "2023-12-15T20:03:31.386190Z", "iopub.status.busy": "2023-12-15T20:03:31.386019Z", "iopub.status.idle": "2023-12-15T20:03:31.393620Z", "shell.execute_reply": "2023-12-15T20:03:31.393224Z", "shell.execute_reply.started": "2023-12-15T20:03:31.386173Z" }, "tags": [] }, "outputs": [ { "data": { "text/html": [ "
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RP11-54O7.3SAMD11PLEKHN1RP11-54O7.17HES4
T1_AAACCTGAGATGTCGG-0.145409-0.513375-0.130302-0.1342751.855504
T1_AACTGGTTCTAACGGT-0.108846-0.390002-0.096722-0.1012552.064095
T1_AAGGTTCGTGTCAATC-0.084144-0.306366-0.074026-0.0789371.387576
T1_ACAGCCGTCAAGCCTA-0.099796-0.359357-0.088408-0.093080-0.622520
T1_AGACGTTAGGCGACAT-0.099830-0.359472-0.088440-0.0931113.986061
\n", "
" ], "text/plain": [ " RP11-54O7.3 SAMD11 PLEKHN1 RP11-54O7.17 HES4\n", "T1_AAACCTGAGATGTCGG -0.145409 -0.513375 -0.130302 -0.134275 1.855504\n", "T1_AACTGGTTCTAACGGT -0.108846 -0.390002 -0.096722 -0.101255 2.064095\n", "T1_AAGGTTCGTGTCAATC -0.084144 -0.306366 -0.074026 -0.078937 1.387576\n", "T1_ACAGCCGTCAAGCCTA -0.099796 -0.359357 -0.088408 -0.093080 -0.622520\n", "T1_AGACGTTAGGCGACAT -0.099830 -0.359472 -0.088440 -0.093111 3.986061" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ProtAct_NaRnEA.uns[\"gex_data\"][0:5,0:5].to_df()" ] }, { "cell_type": "markdown", "id": "741c0f6c-652c-4464-b6c3-771040016fb1", "metadata": {}, "source": [ "### Step 4. Analyze single-cells at the Protein Activity level \n", "\n", "This section presents some useful postprocessing functions that can be used on the protein activity matrix. \n", "\n", "First, set the set of regulatory proteins to be those for the human species. This is step is redundant, since `pyviper` sets `\"human\"` as default, but it demonstrates how to have complete control over the analysis, if fine-tuning is desired. " ] }, { "cell_type": "code", "execution_count": 21, "id": "ba4e6b79-9102-4e9d-8bd6-8e73b9f5b418", "metadata": { "execution": { "iopub.execute_input": "2023-12-15T20:03:58.462164Z", "iopub.status.busy": "2023-12-15T20:03:58.461992Z", "iopub.status.idle": "2023-12-15T20:03:58.464484Z", "shell.execute_reply": "2023-12-15T20:03:58.464043Z", "shell.execute_reply.started": "2023-12-15T20:03:58.462148Z" }, "tags": [] }, "outputs": [], "source": [ "pyviper.config.set_regulators_species_to_use(species=\"human\")" ] }, { "cell_type": "markdown", "id": "85d0853c-3014-495a-ae71-281b6505c4a0", "metadata": {}, "source": [ "Run PCA to reduce the dimensionality of the dataset, by projecting the PES of transcriptional regulators (TFs) and co-transcriptional regulators (coTFs) by setting `filter_by_feature_groups=[\"tfs\", \"cotfs\"]`. In this example, we focus on TFs and coTFs, major mechanistic determinants of cell state as shown in [Paull et al., 2021](https://www.sciencedirect.com/science/article/pii/S0092867420316172?via%3Dihub) and [Califano & Alvarez, 2016](https://www.nature.com/articles/nrc.2016.124). Possible options for this parameter are `[\"tfs\", \"cotfs\", \"sig\", \"surf\"]`, where the latter refer to signaling proteins and surface markers, respectively. The default (`None`) uses all the features in the protein activity matrix." ] }, { "cell_type": "code", "execution_count": 22, "id": "521bd7b2-688b-4d9b-aacd-1fdcbe5ab22a", "metadata": { "execution": { "iopub.execute_input": "2023-12-15T20:04:17.465391Z", "iopub.status.busy": "2023-12-15T20:04:17.465198Z", "iopub.status.idle": "2023-12-15T20:04:20.869075Z", "shell.execute_reply": "2023-12-15T20:04:20.868628Z", "shell.execute_reply.started": "2023-12-15T20:04:17.465374Z" }, "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/lucazanella7/mambaforge/envs/pyviper_development/lib/python3.11/site-packages/scanpy/preprocessing/_pca/__init__.py:384: ImplicitModificationWarning: Setting element `.obsm['X_pca']` of view, initializing view as actual.\n", " adata.obsm[key_obsm] = x_pca\n" ] } ], "source": [ "random.seed(0)\n", "pyviper.tl.pca(ProtAct_NaRnEA, layer=\"pes\", filter_by_feature_groups=[\"tfs\",\"cotfs\"], zero_center=True, svd_solver='arpack', random_state=0)" ] }, { "cell_type": "markdown", "id": "d23c9b1e-5a70-4e88-b30b-63f96b74d427", "metadata": {}, "source": [ "The `tl` module provides wrappers to several `scanpy.tl` functions, and it can be used to simplify the postprocessing of protein activity data, for instance by subsetting the class of regulatory proteins to analyze, as shown in the cell above. \n", "\n", "Compute the neighbors graph of cells using the PCA representation of the protein activity matrix. For sake of simplicity, set `n_neighbors = 20`and `n_pcs = 50` (please, notice that typically, these parameters need tuning)." ] }, { "cell_type": "code", "execution_count": 23, "id": "314991d8-d95b-4e29-933b-725199377469", "metadata": { "execution": { "iopub.execute_input": "2023-12-15T20:05:04.960443Z", "iopub.status.busy": "2023-12-15T20:05:04.960263Z", "iopub.status.idle": "2023-12-15T20:05:05.350357Z", "shell.execute_reply": "2023-12-15T20:05:05.349878Z", "shell.execute_reply.started": "2023-12-15T20:05:04.960425Z" }, "tags": [] }, "outputs": [], "source": [ "sc.pp.neighbors(ProtAct_NaRnEA, metric=\"correlation\", n_neighbors=20, n_pcs=50, random_state=0)" ] }, { "cell_type": "markdown", "id": "3f8a5d04-5a6b-48ef-8fb8-cddb670e867d", "metadata": {}, "source": [ "Cluster cells based on their protein activity profiles using the Leiden algorithm with `resolution=0.1` (in real-world applications this parameter should also be optimized)." ] }, { "cell_type": "code", "execution_count": 24, "id": "413e4cf7-ea02-4e9d-9006-a1be74b6db1a", "metadata": { "execution": { "iopub.execute_input": "2023-12-15T20:05:12.552504Z", "iopub.status.busy": "2023-12-15T20:05:12.552324Z", "iopub.status.idle": "2023-12-15T20:05:13.069330Z", "shell.execute_reply": "2023-12-15T20:05:13.068846Z", "shell.execute_reply.started": "2023-12-15T20:05:12.552486Z" }, "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/_d/34rjbm053_n2jgnf4njw2l7h0000gn/T/ipykernel_91092/74322059.py:1: FutureWarning: In the future, the default backend for leiden will be igraph instead of leidenalg.\n", "\n", " To achieve the future defaults please pass: flavor=\"igraph\" and n_iterations=2. directed must also be False to work with igraph's implementation.\n", " sc.tl.leiden(ProtAct_NaRnEA, resolution=0.1, n_iterations=-1, random_state=0)\n" ] } ], "source": [ "sc.tl.leiden(ProtAct_NaRnEA, resolution=0.1, n_iterations=-1, random_state=0)" ] }, { "cell_type": "markdown", "id": "43b4ab2e-d08b-4c78-8f1e-fa5695c03763", "metadata": {}, "source": [ "Generate a [UMAP](https://arxiv.org/abs/1802.03426) embedding for the graph. " ] }, { "cell_type": "code", "execution_count": 25, "id": "5797a58b-f879-40d1-9ae0-ccd81daca495", "metadata": { "execution": { "iopub.execute_input": "2023-12-15T20:05:24.608994Z", "iopub.status.busy": "2023-12-15T20:05:24.608808Z", "iopub.status.idle": "2023-12-15T20:05:32.309356Z", "shell.execute_reply": "2023-12-15T20:05:32.308913Z", "shell.execute_reply.started": "2023-12-15T20:05:24.608976Z" }, "tags": [] }, "outputs": [], "source": [ "sc.tl.umap(ProtAct_NaRnEA, random_state=0)" ] }, { "cell_type": "markdown", "id": "6e3e5505-6068-4ac7-9571-92fbf72dedb2", "metadata": {}, "source": [ "Display the 2-dimensional UMAP embedding using the `pyviper.pl` module for easier post-processing of key protein activity features. Color by cluster. " ] }, { "cell_type": "code", "execution_count": 26, "id": "46aeb1c5-7bac-411f-ac5a-ec3b82129e86", "metadata": { "execution": { "iopub.execute_input": "2023-12-15T20:05:37.808728Z", "iopub.status.busy": "2023-12-15T20:05:37.808549Z", "iopub.status.idle": "2023-12-15T20:05:38.045102Z", "shell.execute_reply": "2023-12-15T20:05:38.044699Z", "shell.execute_reply.started": "2023-12-15T20:05:37.808711Z" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "image/png": { "height": 333, "width": 364 } }, "output_type": "display_data" } ], "source": [ "sc.set_figure_params(dpi=90)\n", "n_cells = ProtAct_NaRnEA.shape[0]\n", "dot_size = 120000 / n_cells*2\n", "pyviper.pl.umap(ProtAct_NaRnEA, color='leiden', palette=\"Set1\", size=dot_size,add_outline=True)" ] }, { "cell_type": "markdown", "id": "94a91569-3364-4444-be55-d6c280051094", "metadata": { "tags": [] }, "source": [ "Identify the most active regulators in each cluster by cluster-based integration of their NES using the Stouffer's method: $$ NES^C_j = \\frac{\\sum_{k \\in C}NES_{k,j}}{\\sqrt{n^C}} $$ where $NES^C_j$ denotes the integrated NES for regulator $j$ in cluster $C$, $NES_{k,j}$ is the NES of regulator $j$ in cluster $C$ and $n^C$ is the number of cells in cluster $C$." ] }, { "cell_type": "code", "execution_count": 27, "id": "cc9ded6b-c483-4337-815c-074d44281ead", "metadata": { "execution": { "iopub.execute_input": "2023-12-15T20:06:52.759820Z", "iopub.status.busy": "2023-12-15T20:06:52.759646Z", "iopub.status.idle": "2023-12-15T20:06:53.534810Z", "shell.execute_reply": "2023-12-15T20:06:53.534311Z", "shell.execute_reply.started": "2023-12-15T20:06:52.759804Z" }, "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 3/3 [00:00<00:00, 32.04it/s]\n" ] }, { "data": { "text/html": [ "
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0_scores67.476256113.36584226.538033-29.122049-125.932186-35.335958-14.002615-47.4274594.494729-35.090610...-8.389873-22.75994864.16695721.492068-73.756151-29.481308-12.552440-0.192768-27.073451-22.656709
1_scores-64.855958-136.990210-23.684878-20.77854551.36754643.216736-3.065739-33.42722612.411655-165.674357...32.86821524.793395-35.45476910.023733-48.58477582.91860328.626795-13.64055930.04743720.508563
2_scores150.775400105.187712-30.706273-11.307293262.82530337.255684-17.159171-0.24627511.547458-158.559120...19.924096-28.728877-8.806420-4.203422-74.61568357.5954514.806778-28.42357926.529302-44.478727
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" ], "text/plain": [ " AATF ABCG1 ABCG4 ABLIM3 ABT1 ACAD8 \\\n", "0_scores 67.476256 113.365842 26.538033 -29.122049 -125.932186 -35.335958 \n", "1_scores -64.855958 -136.990210 -23.684878 -20.778545 51.367546 43.216736 \n", "2_scores 150.775400 105.187712 -30.706273 -11.307293 262.825303 37.255684 \n", "\n", " ACTN2 ACTR5 ADH1A ADNP ... ZSWIM1 \\\n", "0_scores -14.002615 -47.427459 4.494729 -35.090610 ... -8.389873 \n", "1_scores -3.065739 -33.427226 12.411655 -165.674357 ... 32.868215 \n", "2_scores -17.159171 -0.246275 11.547458 -158.559120 ... 19.924096 \n", "\n", " ZSWIM3 ZSWIM4 ZSWIM5 ZSWIM6 ZSWIM7 ZXDA \\\n", "0_scores -22.759948 64.166957 21.492068 -73.756151 -29.481308 -12.552440 \n", "1_scores 24.793395 -35.454769 10.023733 -48.584775 82.918603 28.626795 \n", "2_scores -28.728877 -8.806420 -4.203422 -74.615683 57.595451 4.806778 \n", "\n", " ZXDB ZXDC ZZEF1 \n", "0_scores -0.192768 -27.073451 -22.656709 \n", "1_scores -13.640559 30.047437 20.508563 \n", "2_scores -28.423579 26.529302 -44.478727 \n", "\n", "[3 rows x 2164 columns]" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "NES_integrated = pyviper.pp.stouffer(ProtAct_NaRnEA, \"leiden\", filter_by_feature_groups=[\"tfs\",\"cotfs\"], compute_pvals=False, return_as_df=True) # Stouffer integration \n", "NES_integrated" ] }, { "cell_type": "markdown", "id": "0c051e32-6387-4d69-b8d0-bb087bc08f80", "metadata": {}, "source": [ "Analogously, the `stouffer` function can be employed to produce an output directly on the AnnData object. Remove ribosomal proteins from the Stouffer-integrated matrix (ribosomal protein genes are among the most highly expressed genes in most cell types)." ] }, { "cell_type": "code", "execution_count": 28, "id": "555bad9b-bd81-490c-9653-0d25b1fa0ac5", "metadata": { "execution": { "iopub.execute_input": "2023-12-15T20:07:21.355529Z", "iopub.status.busy": "2023-12-15T20:07:21.355311Z", "iopub.status.idle": "2023-12-15T20:07:21.360029Z", "shell.execute_reply": "2023-12-15T20:07:21.359632Z", "shell.execute_reply.started": "2023-12-15T20:07:21.355512Z" }, "tags": [] }, "outputs": [], "source": [ "filtered_proteins = NES_integrated.columns[~NES_integrated.columns.str.startswith('RP')].to_list() # Exclude columns starting with 'RP' from integrated matrix\n", "NES_integrated = NES_integrated.loc[:,filtered_proteins] # remove ribosomal proteins from DataFrame" ] }, { "cell_type": "markdown", "id": "7ab83e3f-5521-4915-95ac-f508e036353a", "metadata": {}, "source": [ "Select the 10 most activated regulatory protein in each cluster." ] }, { "cell_type": "code", "execution_count": 29, "id": "ca5ab072-b75b-4ff1-a189-c4a586181a56", "metadata": { "execution": { "iopub.execute_input": "2023-12-15T20:07:37.218783Z", "iopub.status.busy": "2023-12-15T20:07:37.218602Z", "iopub.status.idle": "2023-12-15T20:07:37.225915Z", "shell.execute_reply": "2023-12-15T20:07:37.224793Z", "shell.execute_reply.started": "2023-12-15T20:07:37.218764Z" }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "0_scores [INHBA, MMP14, ID3, LOXL2, HOPX, LEF1, RUNX2, ...\n", "1_scores [TSHZ2, NFIA, NFIB, ZBTB16, IGF1, TCF21, TSC22...\n", "2_scores [ENO1, NACA, PFDN5, BTF3, HMGA1, LOXL2, CCDC85...\n", "dtype: object" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "active_proteins = NES_integrated.apply(lambda row: row.nlargest(10).index.tolist(), axis=1) # the top 10 most activated proteins in each cell type\n", "active_proteins" ] }, { "cell_type": "markdown", "id": "d7a5a060-d15b-4a69-b154-ffdf11078779", "metadata": { "tags": [] }, "source": [ "Finally, display the top activated proteins from `ProtAct_NaRnEA` on a heatmap" ] }, { "cell_type": "code", "execution_count": 30, "id": "14330318-5800-4469-a85a-2f905b5f65a6", "metadata": { "execution": { "iopub.execute_input": "2023-12-15T20:08:06.936988Z", "iopub.status.busy": "2023-12-15T20:08:06.936727Z", "iopub.status.idle": "2023-12-15T20:08:07.425490Z", "shell.execute_reply": "2023-12-15T20:08:07.425084Z", "shell.execute_reply.started": "2023-12-15T20:08:06.936971Z" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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Htg+xb+N+qNu0CYbYOCRkJSI9LRarl9egp7sHRqtO8sRgjpH8U8eoslXx6+pol/qckJ2J+pIyDJwwCHM7XsaItUOl/eotTomXRm9A2N+JQ2dOxpLVdRgxMBEN3i7UN3SgKxBG1Zr1SOlXBLNNj5XvfwC91Sl5sjBvAY4xHS1lp/L+kEOH4q03l6CrrQmZQ4egudaLgLcR9qQUDB6SjPlfb4ZGZ0BnYxUiQT8sCZkIeJsQ9ncgqbg/PrV/hPGV+8BiN6C1rlXqWMPWbRgzdRQWfLQI3eEgUvr1Q1qmAxlxJui00Xj9zRXIGZKJklWVCAf9iAQDco6M/lkoW70VA8b1x2umjzF8+TC4Ei2IizOjsyuMjQvWS99avW4TzPGpSC+IkzxT9UqVq9quL6nCyuHrcI59Jhpa/UiNN0sfp/q3Jzc+gMOsJ6HLH8a7Hc/gn8Muw/Oe53Fu2ql4tH4uYgsyMeDzXPhaatEdUvEuwgfGd3Gqaxa+e/lt6MyxWNZ/EyY27o+gr03KpqsrjIwEC/TaaLn+vbuwAu44M5o9fjxb+TienXo9yps60ejtkmvN0TMG4pxF98JX14J/Tb4G7774Kdz5xahY8g1Sh0xA7folGHrgfqje1iJ96ur3XkXK8KnIKIqXa7iq7+qeo7OtC/Vrv8Owww5F5aZGKZvsQRlY+fGX0Jlisd/hE/DRvz/BpZcehRc+2IgBAxIRDHdj3ao6lL12Fbrq1iO+YCjWnTEBpR+vwmeXPYbjPr8NersVlySfAH8wIv3AzTXPw9fYiqDXh9vGXCb1/NmSh2F022FOdCFap8V17mOwttwDt8OINl8Ibzq/wrEdUySMh9c/gCcOuA7/nH+3/LZS4ahjjtAfg48cn0jYtww4F1evfEB+n5+Sfz5mTs7BtJeuwNXDL4HFsP2fbq/49jb5TXZ56onyXoX9QO1cdHnacVnRP3Hr0rtRt7wa2Qf0w7HWY/FU2WzcudflEu7pqadJOOrv7oYXcJ7zGJz//KVwZDulDFSc79n0CC7IO1vCVvtdN/8OnJh+FnR6rbTNF9pewGnu7ed2WnRyD6Tqsur7OgJh3Lvodrj6ZeHCxOMlbrMbn0eguQ0XFv4TLW0BPF36KK4beSmqGzvxTMVj8DV4EZvlxl3DL0R5k0/KRrln/m04d8TleLHj34iO0Up4Ny78FyKBIDxlbbjv+LvkvGr/6z6/EQaXVcIyuW04Ke0MuQ7cv+B2XDz2Konn1Z/egCsnXIO29i655t/z1c2wpTthcttxctwJss/dZU/insHn4uwvbsUlAy5ArCkGFY2dSHQYsa28VY5zusxyj2sy6fBs6ws41jITKS6T5IPH48egXBdqPQE8VPkUTnKfiCe2PYrzC89Fc4sPkwcnY2lJi8Rb6fCHoIvRSNu599tbcf5eVyIpzoyWziDCwQiyk6ySpyof3z9z7G7991b6e+IMoP/y9ddfyzJk6u+GG2740Xcnnnhi33fXX3/9TmdyZmamHDNp0qSffKfO0RumOveuhqle/9sP47mjP71ej9TUVIwfPx533nknWlpasKvOOuusvvAmTpy4y8cTEREREREREREREdEfhwNAv9Edd9yBDRs24H9RMBhEdXU15s2bh8svvxz9+vWT7V05/tVXX+17/+2332LLli1/UGyJiIiIiIiIiIiIiGhXcQDoN1KDIKeffvr/+YdwffDBB1ixYkXf3/Lly/H999/jjTfewBlnnAGNRoO6ujocdthhMii0s2GqWUNmsxlxcXHy2TPPPPMHp4SIiIiIiIiIiIiIiHYWB4B+BzVr5oknnsD/ZcXFxRg8eHDf35AhQzB27FjMmDEDjz32WF/8m5qa8K9//WunwnzuuefkdeTIkZg2bZpsz507F+Hw9meOEBERERERERERERHRnsUBoN9Ip9PJ6xVXXCEzaP5XnXTSSUhLS5PtF1988Vf3VzN/PvzwQ9meMGECDjnkENmura3t+5yIiIiIiIiIiIiIiPYsDgD9RurZOYrH48G5556L/1VRUVEYNmxY3+CO+vslr7zyiix/pxx44IGYOnUqLBaLvH/66af/hBgTEREREREREREREdGv4QDQb3T11VejoKBAtl9//XW89957+F+lngPUS6/X/+K+zz//vLympqbKwJHRaMTBBx8sn6kZQP/Ls6GIiIiIiIiIiIiIiP4qOAD0G6mBkscff1xm0CjnnHMOOjo68L9o1apV8lpYWAiz2fyz+23duhULFiyQ7aOPProv7cccc4y8qmcAzZkz50+JMxERERERERERERER/TwOAP0OEydOxMknnyzblZWVuOqqq/C/Rg3YqIEd5bzzztup2T/Kscce27e9//77Iy4uTrafeeaZPyyuRERERERERERERES0c7Q7uR/9jLvuugvvv/8+6uvr8cgjj+C4447DyJEjf1N+qYEYu92+U/v2Pofn16xfv16eU/RDoVAINTU1eOedd/Dcc8/JZ4cffjjOPPPMXwzrhRdekNfi4mIMHjy473OtVot//OMfkv4tW7bg22+/xYQJE7CremcUERERERERERERERHR78MBoN/J4XDg/vvvx8yZM9Hd3Y3TTjsNy5Ytk0GRXaWO3d2mT5/+q/uceuqpP1rObke+//57lJSU/GT2Ty/1mRoAUp566qnfNABERERERERERERERES7B5eA2w3U83CmTp0q26tXr8bdd9+N/yVPP/00ZsyYgcbGxp/dp3emkBok6n3mzw+NGTMGOTk5sv3666+jra1tl+PR09Ozy8cQEREREREREREREdFPcQBoN5k9ezbMZrNs33TTTdi2bdsuh/HVV1/JIMjO/GVkZOxUmKWlpT851u/3o66uDp999pnMXFKfqeXgxo8fv8NBoK6uLrz66qt9Az2ZmZk7PFfvwJAK/9///vcup5+IiIiIiIiIiIiIiHYPDgDtJmpARg389A6AnHHGGfi/ymAwICEhAVOmTMFLL72Eyy67TD7ftGkTrrnmmp/sr55x1Pscofnz58ssoB393XzzzT+aVURERERERERERERERHsGB4B2o/PPPx/Dhg2T7S+++AJz587F/4Jrr722b/bSyy+/LM8y2tHyb7ti6dKlshweERERERERERERERH9+bR74Jx/WRqNBk8++SRGjBiBSCSCiy++GNOnT8f/dRaLBQUFBVi+fDm8Xi8aGhqQmJgo3zU3N+Ojjz6S7ZEjR+LSSy/9xbC+/fZbPPTQQ7L91FNP4cEHH/wTUkBERERERERERERERD/EAaDdbMiQIbjgggtwzz33yODJhRdeiP8FasCqV+9soN4ZQaFQSLZPPfVUHHHEEb8YzqRJk/DYY4/JMS+++CLuuusu6PX6PzDmRERERERERERERET037gE3B9APQsoMzNTtl944QXU1NTg/7LGxkasW7dOttPT02G1Wvu+e/755+U1JiYGhx9++K+GFRcXh6lTp8p2S0sL3nrrrT8s3kREREREREREREREtGMcAPoDmEwmzJ49u+997wya/4vU837UjKVwOCzvZ82a1ffd5s2bsWjRItmeMmUKnE7nToX5wzDUMnBERERERERERERERPTn4hJwf5ADDjgAM2fOxL///W/sSevXr4fH4/nRZz09PfD7/diwYQOefvppLFiwQD5PSUnBZZdd9pPZP8rRRx+90+c86KCDYLfb5bxffvklSktLkZWVtVvSQ0REREREREREREREv44DQH+g+++/H5988okshbanTJ8+faf2y8/PxzvvvAObzdY3SKSWr1PUM3wOPfTQnT6n2v+oo47CE088IeE8++yzsiweERERERERERERERH9ObgE3B/I7Xbj7rvvxv810dHR8pyf3NxczJgxA3PnzsWaNWtQWFjYt8+8efNQVlYm2+qZPr0DQzvr+OOP79tWA0BqqTkiIiIiIiIiIiIiIvpzcADov0yaNElmrai/G2644UffzZkzp++7nXXSSSf1HfP111//5Ht1jt7v1bl3lhqcUcf0DtL8XDx39BeJROD1erFlyxa88cYbMlij0+l+FMb48eP79n/rrbewq/baa6++4ysrK2XQaVc485xI33sACuwG3DbsQowZk4qO2g5YtNEIB8Jw6jSyX0lNB8anx6Igz4F29X2SBd6qdjhy3TDFGTFoQjpiU6zInVqALk8HVte2Q2+3whRnQs5+2Qi0BpC9Xz6SR2dj2LhUaHQa1K9pgD0/DRqDDiZ3LAKtfjiKMpDQPx4efwhrvV2yX6xVB00UkNUvDqY4s4Spt1sw6NTx6H/cUOhtOnQ2dMLgsiJldAaMDoPESWvUwR/pRvpeqYgxxyA1246EVCvqu8LwtwaQMSEdkWC3hK3SGWhuk7TaUm0osuqgNejgzE9EyL/9uU3Z04ai4LABUENs2aOSJf2NlV5oTQbED8qCqyhZwlXnVnIyY5GSEYvcWAMsaW7JU1u6ExaDFq1bGyXdFrcJzZsa0RKMIBKKyLlVvqt0uvKcKM53Stps6XEYPjEduugo+UufVIBzVz+KGLNB4phjjoE50YmsyRnwR3pgTbKgM9KDuEIXmhp8Eu+syZlIG58DX5Mf3nC3hGNNtsCWmYQkiw5GTTScLiNypvfDs1OvR+nmFrgHZch+QV8IzqJUJDiNEldLigvrvV3wltWiJ9KN5FE5aKv3wVXgQnmTD4NOnwRPeRsy98lFe02npP2Vfa9CZ0MHsge40bK1BYMOzIXOEgO9w4K4FCsSh6aiI9yNtkovCqw65Bw0Ur5vq25Hgk0PX0OblJGK49g4E+oCYelYBx47BEZNlOT91P2yYc9NRH+bXtKWODgBBoceLc1+qdcxJoPkSXekB4NSbVK2yWOKEAmF8UzuCejp7pb0mWOi5XNvMCJlqeIVFR0Ne0YsunuAzMmZcFm2t+U6T0DqnDp/fHEcLAlmCUNnjoHJZZR2UfrpRrj6ZaFZ5aNOA2eeA7FpVoQDQWgMeszufA2B1i6kTBiEYLtP6oZicjvQVt6GPKcRRrcdOrMOLVua4C2r236+WD2MDqOkUb1X7UzVn9YSD5LsBvjqWpBs0EoeN7X65fiSL0phcMVK+BqdVvY3uixSjqHOEPQOKx7JOkG+Tx2dgpbNdbAk2ZHpNCJ1RJLUw9gMh7TDhEHJaGoPojvSjeypxVJeA+NNSB2fh+5QWMpV1V9zgglZU7LRVu5FnNskYY8cliTtsv9+WdBZTcg/dBBGXbo/rhlwHjS6aLwx7VpEaaIkT1W7iY7RIn5gFkZMzUFqrB6xMRqJsz3DDkd+msTd4DDAkmSD0WWSz/KGJcGsiUbRvll4er9rpT9R5b/v3hlS5g8P+SfiB+ehy9uFQIsXOS4j2ms6EPaHEewISb1V9Vhv08MYb5d866htl3yMBCPImjZM4qjKWr0WHVYErVGL5AHxcnx3KIKO+k6EA10Sn4QB8UgekQSNUYe2ynbpwzL2LoQt1Sp9muoPja5YtKwrRcKwAhRNSkdZiyq3GGgNWhTPHI3kYYlo2tiM6OgoKXdVvln7FiPRoJV4qTxRbd6Z65TvVX/kKfcgrsAFTYwGHVWNsCVZpKxSR6fBlmaVthJobZcyUdcAlRZ3Zqz01yo9NYGwtO20vVKl7XR398CRbUd8vzhkZsTC7N7eX6njOiPd0r5DPr/Etae7B62hbqnX7VWt8Dd1oLa0DQaHCekTsqVdxDqNyHZbpP1Vfl+FvOI4FBxSjNiMWGRMSIOntBneKi+SRmUjdWyGhJszNR95h46Q9MXGREtdVOdS/dvwPKf0V5oYLdz94iWPg16f7Ht53UtIGp4h/Z6/0SN9krpudDb4YNZESdtU9Vn1xenFLtzX9CKs6W6pszqbCQkDErb3JeYYJI3IgK/Jh0B3DzIm5SDYGYSrwCn9cSQYlniqdKtrVHz/ZAybngNLknl7m3CbEeoMSJ6p/iPHrIO/2St1eFCsHnkHD8TAJKvUf3dRnNSBTuljnbhh+X3wlLXBZo5BW2kDkkekS/5Ha6LQ5Q1K2ap+QZ1DldNlG59A2rBEub6qskwZnQ73oDTp/4btl43rv71V8kb1HzFmo7Q/1Y+qPqdgfBquLv6n1GnVxzgLM3BL8dnYK9Mu188oTTTeOPV+aX8ZEzLgyE1Agl4r9VKFOeb8SYjWRCN+QJL0M0rj+iYpd/eAeDR2RZA2OgVpxhjEqGtjR1D6X5WemCigyxuQOl3uCUg7HXr2RJgSnfCW1qKzrgVbVjdIeanrn2qTKSOTpV81uW1Sd1S96TdrvFyzig/vh7j+6Thx8YNyL6Da+dRxaZKv7VUtcm1RdVVJn5AJR3Yssg8cJZ8r6hytW+ulnIuserSWtEJr0Ms9RN3ySiz3BOBMNMMQHQWz2yR1SF2DCg7rj/eP+Zf0td2hbmnLKq6Jg91ol/66FS1bW6G3bz+PEgkGEAx3IyPBgobKNoS6wkiyG+HrCMIWnwiDLR4drX4EI91IijPDnR4LX1sXfP4QXIkW6Ew2mFzJcNmNqKlrR3c4CKNVB3dGAraVt8KdmQaNNhoJcWbYbAbEukzQaaIRFa1BSUMnwqEIzA4rmmq8eGTAWSgt96CjqRbvrqjB0H5uaDTRcj65Prb6kZjpgMZikb7BmpSD9op6xCXbYDHGQKfXwqjToqLFB2dKIrr8YTR4uxBjiEEgFMFl2FfCMZhi0NMN6EyxiDFY0NzRhUh3j/T9OqMWem205InZZkBnazuio6IQo9egzRfC0pIWdHgCcGTkofs/+9RXeGBJyER2vBnfraiV9Prbgygta0VNSSsCXi/y0u1wpbrQHe6Bv7Ue1Zuq8GrBSdCqe8+ERGmbRrcD2hgNLIYYuGINyIgzweU0weMLyTU27O9E1tBiWOxGBH0dMFl0SCnIgj3ejLiUWAR8QSTlpSDWpD5PRbQ2Ru4DtTodDLFxiIS74UiwSFl1+UPyvTU9AUarBTF6LTQ6I9qafEjJdUo+PDXwTMlTldfJhblSN65xHCVlGp9oxSnd05GQYZcyKs5zSTxcaSmSxz3dERjtDrgztj9rNCE9FvE2vWxnpdmlfFQ/GhUdhbxEC6KNZjhTkhFv1SPYFZbrjgrPnpQEd7odnsZOOY8qg9iUDKQ6jYiNM0v8VNzVvhn9MxDq9Eoeq+NVWrZVeKTs9EatHN/V0S7tWOWBK8km4djTsuFKssp5N9W2S5zCwYj8xgh0+qXuqHKxmnUIdkWwdEODxEdR9Tfoa5PzNde2w5lgQawpBi31HVJO8QkWqbPJSTY8kHcKErJT0ejtgs0YI8fU1bbD6jCirr5dwjKYY+BItOL51ueht1iR7LbAmeyUfI1NcMJdPBbO7EHSDtOLU6WdVVW2wR8M4zHvy7Cl5GF4lhOmWAtycl2IT7Ohw+NHfG4R9MYYpMab8e+u1+D1BqT+qLanytLqNOKaNQ8hLz8O6WmxyMpU914puHHC1VJ2+YlWSZcvGEFCrAH3Z58kvwvuKX0C9ze+AJNVh4Si4UgvTsYbkdekDV2ZdSrMsXq5R1RpUnWvstkHjc6w/b5QG4X4tDikptulrqi02m0GmGx6ibtqk5roKMSlp0o5q3jdk3+aHKvKXIWXm2JDYqYdGf1SYIuPRWdbF1pbfNJ+7W4L7k0+RvZNGJ4v+1+bPAv/KnkC/mBE6p+qN+cXnit9nit3KFxFqfLZGbEz8V7cV1IPHmp+EU9qPsTTw8+VeyqVX5lpdmlPiqoL/o4uOY+qR94WH9pb/NBbHOhsCyASDsLuNkOjiYLe7UYksv24gC8kZZzSr0DKotbjR7RWJ+d/JftYxKfapD6YnYlSR9OynNDZzJJv5vg0mOwu2JxG6X/j8kfIOVTeqbpusRukv1b1TuW92l/VL9X3qrTb4h3bf5unZ+I69zGSV0nF/aWOWN3JkvfpCRZp87kJFthNMYiLM0u+qrDfnXARhg9Okngl5iTKfo2tfqTmueR+3OG2SL1RffaWrc3Stjq9AcQlW6XOquuKM8kKe1IK7l/6L9xZeDrsSfHSH6u4uDKzoLc4JW03lT0jcb0n8LbEPTM1FgMK45E6oFjqjmqvKv0GR4Lkp7rHVW01HOyWMNW1T6szIi67CBmqv9JqkJCdKWVVmGyTtqLqqepbnVmFMFqNcKSkSVtS6VD3Y0nZDukz3Rnx0hfEZ2dLe7AmpMGVmS/tJ9ttxsXz70JzR1Daanq8Wa5z6jpjS0yFLX77saqfe7b1BVxgOEzyy2jVS1jR/6nrqu2p8FWcVF1R1+LEJCvG5MVJul2pSbgx/UTkJVrxku9l3Lr+YclXVXYq7fGpsUgviMO9B94s15F/DTpX4mYvysEL6f+Q79L65SO5qFDyT32u+ubUIXshoXCAXIcSsuIRl5EOvz8EvV6L1esbpAyM//m3GqdFh7zUWPm90egNSJ/WL9Umead+s6rfZeq+zqTTSL1yp8ZK+4oxqPcj0C8tFokZdgwoiENC/wmIjTMhK8GCgcNTpGyS1W8/qw7W5FxYzDrEp8XClRqPaG00koqHImNwfwxKt8Od3x9d4W5J8+3rHsJT4bfhSDBLny//nuKrxu3ZJ8NZ4Ma5Fc9Lnx4JdEkfcF/p41JW/uY2uW9X/15yw7qH5d+51G8kdc1V987dwe3/NuN2GHFfxVN4zv8quoMhqYtP1j4tvyeurHpe7l9bN1fLOdQxzniz3Jd3tXbgioV3yf2lyq/cDAf+Me8+yaMHaufCrfo8nQad9e2yz80bHsFNax/CnRsexl39zsRNQy7ALYvvhMltl39bUXFScYkbmIOrlt2HSCAocdJpo3Htortwf+HpuG31A/Kb1VvVhtsqnsWDVU/Lv5Xdu/5BuSdQ7bmj1os5FbOR5DLhuZbn0FHdhPtW3I0nG+bI9+r1X0vuxE3f3Iy5HS/Lfew9xWfgjo2P4L6ND8Pgssnv2wfLn8BzDc/Iv2Xdue1xJLpMCDS3y729yocbqp7DLZ/fiKfqn8UzTXNx63434JnKJ+R+S/1bizpG/buH/LtYmlXy5PYtj8lrjFmPcGdAfnOq+/v+mQ7MbX4OTx5xu9RZday6x1XXmDnVT2BO3dNIndhPysTX4JF8UW1cxfNGz+t4aPJVeCb8luTv3KY5uGnxXdKXpyTZ8Fj1U5hb8yQeL38cvoZWPL7pQekHH978MF7ufBFXrXkY7v/cw6S7TLh68IXSrl5qnYtLKp7DYyWz8Wj107hv3QOYU/8MXgi+jqfKZsu/Kzzf+KyU59PVT8ln1yy+G/dXPyv3H0S7AweAiIiIiIiIiIiIiIiI/mL+8gNAmZmZiIqK6vt77LHHdun44uLiHx3/QyeeeOKPvjv66KN3Keyzzz77R8f/9wwh9f6H3+/oz2AwwOVyYciQITj33HOxZMkS7Kovv/xSwtqVGUj/7dVXX+2L045mJRERERERERERERER0Z/nLz8A9N92ZTmz9evXY8OGDTu9/4cffoiuru1LT/wa9Uyc37K02n9T52tpacHKlSvx8MMPY9SoUbjwwgt3epm65uZmnH766b8rDq2trTjvvPN+VxhERERERERERERERLT7aPE389VXX8Hj8cBut//qvq+//vouhd3e3o7PP/8c06dP/9V9582bh7q6up0O+4wzzsCZZ575k8/V83za2trw/fff4+6775Zn+9x///1ITk7GpZde+qvxnTp1KrZt24bf4+KLL0Z9ff3vCoOIiIiIiIiIiIiIiHafv80MILd7+8OSQ6EQ3n///Z06pncASK/X73T4OzurZ1fCVhITEzF48OCf/A0bNgx77703rr32WnzyySfQ6bY/pP3GG2+UgaGfU1JSgnHjxv2mJeP+e/m4Z5999neFQUREREREREREREREu9ffZgCoqKgIeXl5sv3mm2/+6v5btmzBmjVroNFoZIDl1xxyyCHy+u6778qsnF+ilmfrjcO+++6L3WX06NGYOXOmbHd2duK9997b4bnnzp2LESNGYPXq1fJZdPRvqwZ+v79v+bi4uLjfFXciIiIiIiIiIiIiItp9/jYDQMqMGTPkVc2UUYMXv+S1116T1wkTJvTN7tmZsBsbG2V5t1+yYMECVFdXw2w2Y9q0adidfjigpAawdjRIdOKJJ8pzg2JiYvDYY48hLS3tN53r+uuvl+XjCgsLcdppp/2ueBMRERERERERERER0e7ztxoAOvzww+XV5/Ph448/3qkl2o444oidCnufffbpe67Qr80w6g1bDf4YjUbsTj8crFLPOvpvixcvlteBAwdi4cKF8myh32LFihW47777EBUVhSeeeKJv6TkiIiIiIiIiIiIiItrz/lYDQGrZs/T09F99Vo96Po4a4FBLo/XO7Pk1ajbNQQcdJNtvv/32L+77xhtvyOuRRx6J3a2hoaFv2+Vy/eT7nJwcPPnkk1i+fDmGDh36m86hlrg75ZRTEA6H5XX8+PG/K85ERERERERERERERLR7/a0GgJTDDjtMXt9//32EQqFfnKGjBjYSExN3OuzewaKKigosXbp0h/uoGTjqe5PJhOnTp2N3++ijj/q2R40a9ZPvN2/ejFNPPVWebfRb3XPPPTJAlpCQgDvvvPM3h0NERERERERERERERH+Mv90AUO8ycK2trfj66693y/Jvvfbff395rs8vzTDqDXvq1KkyCLQ7qWXtXn75ZdlWA1cHHHDAT/ZRs5p+D/XMnxtuuEG277//fjgcDuwuajk5IiIiIiIiIiIiIiL6/bT4m9lrr71k5kp9fb08q2fffff90fdqds6SJUtkoKR3sGhnqef5qOf6vPbaaxL2rbfeutuWf6urq8PKlSt/8rnf75c4f/jhh3jxxRdlebbeWTp6vR67m3pmkDqnGlw6+uijd3v4RERERERERERERET0+/3tBoDUwM6hhx6Kxx9/HO+88w4effTRH8086Z2hM3bsWCQlJe1y+GoZODUAtHHjRvkrLCzs+049d0c9X8hgMOzy8m8qvurv16il3e666y4cc8wx2N2effZZfPHFFzJzafbs2bs9/J6eHs4CIiIiIiIiIiIiIiLaDf52S8ApvTN7amtrsWDBgh991zsAtKszdHqpgZ3emTdqFtDPLf9msViwO6hZR2q5t4kTJ+Kaa66RJdouvPBC7G4NDQ245JJLZPvGG29EZmbmbj8HERERERERERERERHtHn/LAaDJkyf3Pbvmh8/qqa6uxsKFC2UWyq4u/9bLarX2LSv3388B6l3+bVefLaRcf/31MkPmv/98Pp8MZKnnGd18883IyMjAH+Hcc89FS0sLBg8ejAsuuOAPOQcREREREREREREREe0ef8sBIK1Wi4MPPvgngzRqgEYNqowZMwYpKSm/OfzewaOlS5eisrJStlevXo3NmzfL8m8HHXQQ/peo5wu9+uqrsn322Wdj7dq18jyiH/6pZxT1Wr9+vXymXomIiIiIiIiIiIiI6M/3t3sG0A8HaebOnStLpqnBmYEDB/Yt2fZbZuj8kBpcUoNM4XBYBpjOO++8vrD3228/mSX0v2Tx4sV926effvqv7t/7fCM1G6msrOwPjRsREREREREREREREf3U33IGUO9ATO9zeN5++200NjZi3rx5svzb7x0AcjqdmDRpUl/YSu8A0G99thAREREREREREREREdHO+tsOAOn1+r6ZKu+88w7ee+89RCIRjBw5Emlpab87/N5l4L777jtZCm7NmjXQ6XR9S8/9L7nhhht2+PyhH/6pZxT1Ki0tlc84+4eIiIiIiIiIiIiIaM/42w4A/XCQZvny5Zg9e/ZunaFz2GGHITo6WpaBU8/N6Z11ZLPZdkv4REREREREREREREREP+dvPQA0bdo0GAwG2VazdJTfu/xbr4SEBIwdO1a2lyxZslvDJiIiIiIiIiIiIiIi+iV/6wEgs9mM/fffv+/9iBEjkJGRsdtnGCkxMTE45JBDdlvYREREREREREREREREP0eLvzk1SKOeAfRHzNCZMWMGLrzwQtmeMmUK7Hb7bg3/r6xlSwsiwfXw+EM4791rUL6+Cf1mDkZ3ZAtMcSaklbUhEghi0tH9seX9zeiJ6BBX4EKXtwsDThyH9op6aHQaNG1sRrQmCiWfbsbGJ1/DyGXHINQZgKsoGfOeXIS9Th6BttIGOWfNsjqkjExGfLEb/kYPtAYdYqwmGBxGeDZXSnhF49KQUulFOBCWY5LTbOjyBmHPT0PrhnIEvT40rKqEr8knn7sHxCPcGUDL1mZEghEYHAbcmXsKJjm+QP2aRujMMegOdcNgN2D0ALfso8K2pdrQXtuO/P/kh3tQKsq+2AxddBSiY7SoX1UFa7JF4lT++Sq0lrQiP9uO8sW1SBuWCIc/jLiBOdj02gKkjc9H1uQMbPhwG+45+R6c9e3ZaPUEkJhuQ6DZC2eWHa1bG3FZ500wD8+SfE0fnwV7bgqCHQtgdpslLlHRUYgxG1C/slrSljwsEVXzS1G3rRUJeg3i02wo/3ID+p84Cb4Gj8RRExUFU6JLPh+bZIGnvA0pFh0q5lWhYHwamjfUSFm7ClzQWWIwMCMRG5bXQW+3oLOuGQaHHlmA5JOvtgVXNLyMkr0zEAmFkZhsQWNtJ2LMRkRCEQwcmSzltk+CGWn7j8XG5z9Fw6pyOFOt6Khtx14H5WLjy/NReFgxfA1exBU6sa6uA8cveQib6zslbgOOGyr5rMpJlaWvyY/OWg+GJFvhyHYibnUDKr9agdiMWMSYY9Ba4sG9B96M/qmxGPTx0egMdaPIqkOkByj5bBOyRyXDPSQTq59dDEeOG/GxeqmjwY4QojRRyN8rVdKmd1hRu7QcccUJaNnaghijFk2rtyF18hCcWvMaOlLiUTgoAU2bmlGzYAPS85xSFhk5dtxacDqOfPtMzKx7FwuXVMN5egyceU6Y4oxIHJqGhjU1UqfsWfEYneuALc2GQKtf6lXOQUPR5WlHVr4THfWdkl6VNltmEqI00fin/jBcO3mb1G2d1QRTkgtPFZ6C/b86D19d9zT2uux4mBNdyJycidR9RgDR0VI/W0takL53P/jqmhEOBGFNS5DzROu0cFr0eOTAmzH181nSNlKz7dDoojHopFFo2ViOjP1GIEqjgcllgr+5A0aXBXGFLhjj7Yg1xkge1SypRPYB/aT+qnQqZQuqkTwgCKPDgOqFFRgwMR2mODM2vLISepsOW1r8SFhRhsz9h6B5YyOSR2eh8rutqF5YidypuSj/tlza/LqV9cjLc0iYqn2VflYvbeC2EY2oiPTgxLVPoGaAG+01HUgcWYhHik/HYU9fiIY1DQj4w9L+VDj+Vj/09nYkDUtEdygCc6ITbeWt6I50y1+KwwCdzYhTP78VniSL9BneqnbE9U+Fy6KDMTEOL59+P85ddC/iCjulHzO5bdDbDFLfHdkOyaMXB5yO49Y/hdTxedDEaKXeNq8thSUlTtqX3qZH2VelcOU50Li1FSkjkmBNdUrf9tq+V+LUrXOkrFValdyp+ahfuhkhf1jqg0pL+WcrkbHvYHw/61+Y+Ob1Es9Bg9yyv6q/W95eCqPLhIxJuWjaUCvtIiUjFq2bq5Fj1kldV2Wf0T8ePd090n8YHCYkjirA5jeWSp18dNIVOGzpWXK+ks9LkDU5E5oYDRz5adj0xkpoDVokDHRL2I2rKhCb4YBtUY3kydJ/r8aAqdlybbCmx6NlUy2MLqOUu0pH8thCDK5slzx7duLlOHDVOUgcnICESDfu2/sa3FzzPHyNrSiI9Eg9q1taKvVYtcM6jx9R0dHInJyO2mV1aN3aIOdRfVTCsAJppxpdDNqrPYiO0aDyu1LULa9CW70PhQkWBNt9iB+YLvlUuaAarZu3x1n1QeVfbsTgM/fFple+k3biKW2EwRWLuUfcgQvWzpb2kze9AKaFFVL+qiwtCWZULvDgwrhjce2G22BUeavKvTOI1NGpUiatW+uRf+hQrPnX59L+1bVCHWfSa6WsqxfXYvj5+6CjuhE1C0u39w8ZsVK3Gtc34vXxF2G/skvRsqUJliQLXp91D2a+eTUsS2tR8fUm2V+lJ9AakHoT3z8Z2z7eiCdOuQiXt9+Cnu5uJAzPQ8WXa6XstYYYWJMsMCeYoTUb+q6fKi5t5W3SN+SYY1C3vBoJg5PQI22kBw8feSNOefEypOyVI5+pfjniD8pxDWsacc/Y57Gqqh3xxXHwN7bies3T2GiOkTipPDnu7WvQnOtAw5p66G0eOWdaug3GOAtqF29B8pgCNK2vkz4jdXSa9KmqPOtW1mNsth31qxtgcRik7ejL25AwwC31Ka84TuquJS0R/Yvi5HzV8zZIOCkTBqGztgVjrCY0b2qQa6HqA1SYWfsWyDUq7A8jaVQ21s75Vvo2dZ+Sf3gSrkw5AcdGFiJxQAK+f28rBg5LlHws+64ShalWuU52B8PSfhqWbZJribonUWG6ilOkn9m4oBp5Bw+W/jrBpkfaxAIcVqP6j2ikJ5jlVeWft8qLmmW1OFxzM5444wEceOeZUlZKe20HnC4j+h07FqWfrER4SZV8Xhiqg2lIOiLdPahu9WPB8LU41jMRJQ0dSM1zyT4+bwC5GQ7kJVqxrqpNPhsyLBnZbgsWbGmCOyMBWl00Jhe7YRqUhG/S7bAatFi4shYfOT7F/qH9kZXpgFGnQawpBo31HWho70LR0BQ8Z/oMl4w4EKu2NuO4STkIhCP4NOkrnJRyCF5yzsMxLeOQnG5HqtOIWk8ARYXxKK/x4qG4Geif14413cA7+12FqEUVGJhuR1t7F9w2Pc72f4UvLemwOozYt18CGlr9mFjkxiUtb+LY2MkIhyJwOU2IigaC/jBy3RZcuOoRvLLv5Yit34p4mwFDMxx4ZXElxg4agOaOIFo6ghie7cQVvo9wQdwkLF5ZC0eCRcKatX8e5ny4Sa6FXxctw+hlAzB5RAp0Wg3afEGUNHQiGO6GNiYaef3cQD83nvS8hJcCEzAqx4Uv2wLQR1nkXm3ygEQs2toMTXSU/Om00Xgg+A5OmXANipp98HcEkZJig9mmR5LLhK2lrYhEuiUtuQXxKC9r3d4Wo6KQnO2Q87rTY6HROjC6MF7ysc0Xwl79E2C3GxGsXYKMgjgEQxGEusI4cHIOvllZgxHDUjDz01uxtvifcDuMWLm8Bu843kf02mgc7ZyJzo4uTBuchA0bGlBU5EZlsw9xcWZ0BcLo3y8Bje1daKhsg0YTjYfbX8WB4f2h10bLfWVppQeWWAPSEq3ISY2FxRCDp6z7wmLfKumdOCYdV615GBfEnQaPMQbd4W4cMiELqys8eLrnXRyWsz/86v7bHAOH3QizRY+urjA6vV3IGj4I+VlONHq7EB9vQZLdgJJYAwKdQditemQOSJcy8/pD6PAE0ODtgs1hlGMLC9U9lQtrq9qwoaQFzw09G8W6eiTaDSjt7pE6PKAwHvd5X8VpSTPQ2hmEK8kKZ4JF4jAk04HPF1WirtWPzLw4KYeOzqCcLxgI4/KW1/E+huOF4Ou4P/t0+X5KvwR8taFB0nVW2qEoq2qD3hiDG1POgtFXI3XXYIpBp7cbsXEmRMLd0DmNCPiCMNsM8HUEcdTeOThj8zM4N+5YxKW0SPuNT41FTV07wqFufOT4BOOaJiAxySr1eKb+SOTEm7Gtqk2+r69qg9Giwzlpp6Gx1it9imoXzrR03LHxERxpPAbLy1q315v8OLy1qBKP+F5HlMmAi+0zpZ46ejrgbw9KHTou9jg4vV3SZyiq/ai6r/qS4UVuBP0hOUaVT3lJi7RbVZ+b2ruQEGtAfX07tjR2Sr5qo6Pk/krlYX1Tp7TzorRYLGz2IdQVQVljJwKdIakL2hgNsgckwGnWSb232A24LPAZvgoPkN8Yge4g7vS9hZuGnoe72t7ACRkHSJhqX5U+o1UPf7MXcAIjsp04cNUkDBhkxNndx+B583ycW/E8bhhxIdrXN8Dr8cPhNEmfluwwwqR+uzX5pP6+nvwN7h01CyvKWqXP+HhxpbQLVSavph2OsWMbpb/VaaKlP1RpM5h10qcOG5sl/XGou1vSp6i0qd9rtVVtuH/c6TBsaEByXrq0e3X/FZeeiC5/CBa9Fj67QfIhEu7ZnvceP/ztXbDFxyO/yC3lp9Kr6llBkRvbtjbjNu/rGNs1Uspd9bctzZ3IdpuxtqwVCW4L1pe1Yt+hKWjvDGJojhPl0VE4+Nt78WzoYMS6THK+wQXxuLlyDo4IHQqDSSf1U8VhrwlZuKvyWVyRcTLubngBM8IHS1tLzHTAYdahUafB2YMuwXhDDOKSbXAlWqHVadBc2w57vFnK/kznsXCZwzgdB8JpgbR9Ff/Wuu37mEw6WF0W6A0OWJ1GXJ90HJyBsFyn1PVCpTclP1HCUm1W9Yc+b5e0pS117bDYjZLHqj9QfUF3Tw/CwQh6uiH1+d5+J6NndS3GjErD5goP4hMsqKvxSnsIB4NwJDilzap6/tCEy5Fv0WPF6jopR3eGE93hHiljVYbpCRZ0tAVwvP1YvB15D5OaRiMvxyllZYzRQKONljpptOilzRw2Oh3f2hvhae+S/q/V45d9kuxGLNzajKMN/0BsvB4aj1/6mNcPvgGheWXy3OYr592Bq4dfIv1rMBzBnOQjcErnt3jKm4gOj1/S3eEPwVdVC3t6jKQh2BWGNSsNoeXb697+Q5Lh8QUxcEw6WvwhOI0xGK3+TSUYkeuaxqDDA6bvcWf+vtuvcToNPL4Q4oYWIdTmlXiqOqrqqtVlkzbQWNUm/a7K2+oWP2ITnNLHqe12bwAxeq20I1W20ZosBNX9Y7hH2nNxig0tte1SvxTV/8Zb9NK/X5B3tvTRoa4WdHdvr/8btAk43G6Eye3A0YGp8OVNweuad3GwbxqgAzKio/DgiAuwYH0Dxu2fKG1W5w8h6OnE6cUX4kP31zgxPA3+hk74u8I4QnsUMuNjsVdeHPJqvZhR/w/sf3C63BtZANy63w2oauiQuhVu7sQjI87D0pIWuT65Yg14uP45bKvw4P7BZ2Ee6qROdC2rkmvWQ0feLnlYXteOvNRYrN3ShK9876B2wVocn34WJgxMwrlL78dVuWdgy/oGhOJ8ODHxFAmjqcaL2Eg7Ts89BwdadDgl4ww8HngIlx9wA6Kjo9Dm9yEl3oaGqE4YWv0oq/Hipuk3YfOGBug2NmLfzoOQ3N+J9hY/NJooxNZ14NCeI4BkyLVB7jv2syEPwLH245GfbkeO24I3qkrkGt/pCyAtx4W2Vh8Cm5vw4MG34Naa53CwbzpsWiO8g6dKeaiyTezuweGm41CQ6II1U4s1W5uhz4mB1azDI5VPYpZtJrxhH8L+buSOceKB2rmYaTgKGQkWrFhajYN0M1Dg7ZI+YKb5GCQcYEbp2nocrJkJo0mPT61f4fS8cyW/S1V5LqpA3aDzpH1m67Q4pOMARLmipB1q4qPRvqJW7p9m2P6BjkgAJose9lSz5EUugJPTzpD8Tc9xwVvWiln2WWhZWYt+xW4sWlePGfpjkIJYlGtbYDEa4I+o650GXXUh6J0x+DD2I0yu3lv6vLYmH0IIS54q/uU1u/FfWunv7C8/AFRWVvaL38+aNUv+fsmcOXPkb2c/75Weni4X1V9y4oknyt+OTJo06VeP/zPyaGfccMMN8kdERERERERERERERHve33oJuP91X3/9tfyvPfX334MvalCp97sd/akl6ZxOJwYOHIgzzjgD33///U6ft6KiAhdccAEKCgpgNBolnJEjR+Luu++G1+v9A1JKRERERERERERERES7ggNAf1PhcBitra1Ys2YNnnjiCYwbNw6HHXYYGhsbf/G49957D/3798cDDzyAzZs3IxAISDhLlizBpZdeikGDBmH58uV/WjqIiIiIiIiIiIiIiOhvuAQcAR988AGSk5P7skItK9fV1SWDPStXrsQzzzwjy8C9/fbb8vrdd9/BYlGrk/7Y6tWrceSRR8qxer0eF110Efbee28ZTPr000/x0EMPyfEHHXQQVqxYAbd7+zMiiIiIiIiIiIiIiIjoz8UBoL+B4uJiZGZm7vA7NVijZu4cf/zxeO2112RASG2/+eabP9lX7acGf6Kjo/HZZ59h/Pjxfd8dcMABGDNmDI466ijU1NTgvvvuw+233/6HpouIiIiIiIiIiIiIiHaMS8ARDAYDXnjhBQwfPlxy46233sL8+fN/lDPV1dUy6KPMmjXrR4M/vdTsILUEnPLGG28wZ4mIiIiIiIiIiIiI9hAOAJHQ6XTyXJ9et912249ypq2tTZ4RlJOTg0MOOeRnc62wsFBeq6qqmLNERERERERERERERHsIl4CjPmPHjsWAAQOwZs0ame3j9/thNBr7lpHbmVk95eXl8pqYmMicJSIiIiIiIiIiIiLaQzgDiH5kn332kddgMPiTZeB+zQcffIBFixbJ9uGHH86cJSIiIiIiIiIiIiLaQzgARDtcwk1ZtWrVL+ZOT08P2tvbsXTpUpx55pmyRJz6LD8/H1deeSVzloiIiIiIiIiIiIhoD+EScPQjSUlJfdvNzc2/mDuvvPIKZs6c+aPPDjroIDz++ONwOp3MWSIiIiIiIiIiIiKiPYQzgOhHzGbzTg8A9T7v54cWLlyI2bNnIxwO73LORkVFsTSIiIiIiIiIiIiIiHYDDgDRj3R1df3/yhH9y9Vj/Pjx+Oyzz2TQ58knn5Tl4xobG3HzzTfLM4AikQhzl4iIiIiIiIiIiIhoD+AAEP1IW1tb37bdbv/F3Bk7diymTJmCUaNG4dRTT5VnAY0bN06+e/fdd/HUU0/tUu6q5wcREREREREREREREdHvxwEg+pG6urodPg9oZ5ePe/rpp/uWcnvuueeYu0REREREREREREREewAHgOhHli1b1rc9bNiwXc6d/Px8+VPWrFnD3CUiIiIiIiIiIiIi2gM4AER9uru78e233/bN5hkyZEjfd52dnVi5ciXeeuutX80xp9Mpr8FgkLlLRERERERERERERLQHcACI+nzyySeorKyU7UMPPRRGo7Hvu5tvvlkGhGbMmIENGzb8Yq6VlZXJa0pKCnOXiIiIiIiIiIiIiGgP4AAQia6uLlx++eV9uXHeeef9KGf22muvvu25c+f+bK599tlnqK2tle199tmHuUtEREREREREREREtAdwAIjg8/kwa9asvmf2HH/88Rg5cuSPcuaAAw5ARkaGbD/44IM/elZQr4qKCpx66qmyrdFocOGFFzJ3iYiIiIiIiIiIiIj2AO2eOCn9udavXw+Px9P3vqenBx0dHWhoaMCiRYvw3HPPob6+Xr4bNmwYZs+e/ZMwYmJi5PMDDzwQfr9fZgSpAZ69995blopTzw6699570dzcLPvffvvtKCoq+hNTSUREREREREREREREvTgA9Dcwffr0ndpv5syZePzxx2EymXb4/dSpU/H888/LLB81CHTHHXfI3w9ptVoZ/Lnkkkt2S9yJiIiIiIiIiIiIiGjXcQDob0qv1yM2Nhb5+fkYO3YsjjnmGAwaNOhXj1P7qf0feOABfPzxxygvL0dUVBTS0tIwZcoUnH/++cjLy/tT0kBERERERERERERERDvGAaD/YZMmTZLl3HZkzpw58vdHyMzMxH333Sd/f5SU0elIHFkEb5UX9x54M45edho661rQHeqGJcEMTRTw4v7XYMI1J6G2I4iUmGiYE8xIHJqCja8tQtr4XPREehBfHAeNTgNfkw8HvHwlGs06zB52LiZcdBzGnTYKoc4A9DYD4gbmoMsbRMKQTDmPNc2N6Bgtgu2d0Nt0iB+Sh8b138PX5Ec4EEbmPvkSZvnGZmQUuuDZXAlruhsGVyz0Dgua1lYhc58CSYvOaoY9Pw1Nq0sQCUZwfdsb+AZA4uAERGui0LSxGTpLDDzlbciekg1vVRu0ZgOsSVZUVLXLsRtfno+kYcnwNW+DOckFS0o8Ouua0VriwZBzDkDVV8tR/m05MsekQBMTDVdBAqq/XY3Co/dC0+pt8JS1of+MItz0xU2IGZcKR00H2mvb4chPQ9X8csT3T8G5OWfhqfaXcW2/c3Do5Sei30yT5F1Pdw9yDhqO5rWl8DW0IWWvHJR/sQmufpmIGxiNhLJaVHxbhroKL6ZcMxWPZh4PjzuE80IPoa3ci+5QGM5cF6o3NGPI0QPRsKoaqePzJI/i+qfC6Nie/5akarRXe5CeaoXOZsLzk6/A5PmnQGvQIsaohdFtR093N7RGLcKdAYT9EeTvlSr5qvKycV0T4ooTobfp0V5aiZRxRYgxG1D55So4CpKx4ZWVGH7+PuiobuzLv2H1nbKdf/hwtG4oR7Ddh9iMWNiz4mErzEXi4A1ShqY4IzQGHTRRUUjfZxgW3/MhsvctQE+kFC6LDrOWPoxtbjPa6n1wZcSiudyLlBEpKPmiFK6iZDhzHdAYdYjWRCNxaBrCgSAigSDaazrgzE9EbEEmXBX1MCc6UVq5FuOPLEbqPiOgiXXhcesUHFvzCNprO5AxIR05h4zFvOvelPbhb+qAThuNpGEpeNo1HXtlvYfPGztR0NYFS5IVy15cCUe8CZn75Mr5dWYdrCl2REVHSblqDTqYCzNQs7BE0qjqQfnXW5A2WYu7k48FGjpQt7IWg07fGzfFH42zv7gV7QPCyD1yb4w67xj4/WHJz7KvyiRNqj6te2cT3HkOrHtxoZyvO9KNbZ9sReFh/dHV2oF1VW2Y3fkayga7ce+4y3Fmw1UIdobQ5enAN2c9jFZfEG6rHpOKV8OWlQSd1YSGZZug0WnR5g/B1+BFyugMXF90Nu5seBGlX2yDK88pdV/VJ3+DB/2OK8LGVxcj1BlC1pRsdNR60T8UkTrRqtpqsgVRmmjYM2IRY9bD19QpdezRqTdgZsl56A5F4K1qR8GRY2DLTJQ68NKky3Bww2XoiXTLe1WOld+sxaHzzkfq3oPQVj4PbodB+oVH0o/DiaNaEOr0S3t09E+Fr8ED96A06BwOaRdBXwjtVR4sveYp7PPiFVIW5YuX4e0Dr0O7L4Tqr5fhLMMaWAszsPTJRdJ+e+ut6qtUv1S9pBonTn4O2tQMVHy+QvK7ZWszBpy8N+oWb5BzW5JsiCtKQuPaGqTvlQqtIQZ6uwXlX27ASSlP4e7ME3BQcD7qVzfgiSNvx3Gzz0fuQcMQCYXRsq4U1vQE6O1W6Sv3+fA2xA4qwLYP1kGj08HgsiKuEEgcWYjST1ZKGao+O2FAPOpWNiBheD7WflqKlFGZeHzvq3BM6yXQ6KKRMjJJ8rFu0SZpb6pPPee7O9HiMMKWmYSUkQHJY32sXs4bpYmS/Zq3tMCV54A11Y628lbkD0lAe1Urhh5RLOGpPkD1J6r8VN8Y0y8OwY6QtDXVd6g0nb7kQWyu75S+TfUt16x/FF5PB0yJLgRaA9JG1TUmfkg+Nr+7DhlxZtw5+hJc/N0dEgdTnEn600ioBe1VLdBZdFKnVN+u+vKiIwZCZzPDllqOZZ+WwNnkhyM/BiF/WOpd8pgieLZVIzbLDUd+Mjqqm+DIdeM69zG4JLcWBpcNF254XNpNR61H0qXavromqrSoslOS7Nv7zbgl1bgy9kicZ1yDaJ1WrltOtx1t26oxbGgi0sbnQ2s2SlnaUq1yfNKwRLkuNK5vQNa+xVIXVBmYkwxw5jlw/KZnsGplLSxJFqz8uhxHv3YlDG47DNpoOLIdUh5qf/WqhHwB6T/u9ryCzkQntn26DV2edjhy49FZ65F42dKsiAS3tx1Htl1e7y44DSePLIVrQB5sSeuQNCINmhgtjEV2bHpjpewTm+GCZ2sdMvcfhnCgS+pjoNmLuEInnh32T0x4b7m0XZWuq9JPwuiSzzBicoa0FdWftld9j+TRWTC5Hahd9Snqq9qRouKQ44Y1MxnJozulfq959nvJl8/PeBCHOW7Bx4/Mx6gpmVKPm7e0Spwrvq9C/+OGoTtUIflnzcuW+w7VxlQdm3vEHTh/1SNShjULNkldUX1ixVdr5Br1rxEXSX3bfi8TRuFRI6E1GRAds0muP7djLrbY9Aj7wyjIc8i1TO1ntBv6rsUqnaocVX1V9zcb5lVi0rnjpYybNrZgwJQstFfUwz2sAGa3Sa6Vwc4gEge7sfmbCqTvlSZ9apSmTa5RcYMLcPjj50MTZ5R+OHl0thxT8W0JmteVShvRWQxAE7BekwDHigq8l1SFk8yTcWD1GHR4vJi5Tw7eWliB5tp2dId7sCncg0h3D+ymGJT4w9iyrQW1zT50d/egwxNAlz+Ir9Y3yD6VZa1SztHaaBweOQSehmaEusLIyYuTz53xZrnG1lR4cG3yIfjmm1LJh+e+2IKZk3NwPA7GptV1uHXadAQbWlGxrRktzQY5j84YA40mGqeufgwHNO+HpupWzNr8LF6PniLXIW+zD2adBujSwN8RRKAzBI8/hKYaL76OjoJr5NHwLKyAz9sFjTYaoa4IvC1+uM16nOQ4Dm9smYvbSwrgH5iIz9bVw9PQia8q27Yvs9zqR79UG67EPliztUHCVvljMMfg9fnlCIci8AfDOMm3D/SGVqwo98j9RU15qxyb2S9B4rSxvg5dHe04IHkq5je8hYNrR6Opph2hUAAvjTwX81fW4nXLpzgr+iDpq5o7gngw9Vi4WnxY9O0WmB1WbO3ogtGix6ZWP/ztXZK/6h6gqcUHgykGbb4gPI2d8lmc04SGija0VW9DqGuwxDsuxYal21pQsqoSjx11MUo/3IS4ZKt89/G8MlidRnz3bRkePvASbFpWI+WmjYnGLPssHDYqDc1vrEVcsk3iZok1oKahQ8pGlX2ntwtr19Wjs60LeqMWbc0RnJV8JNrL6qV+qHhZHUYpg/q2ANpb/AiGuzEw2YbKDeXISrNj/ZZm/MM4Ex2bmyRt2hgNFm1tRlVZKw5L2l/iPb5omMS3NuhFd08PzDY9IuFueBo6YLLoYTXr0Nzik7jXlbXKdSAz2YayEp/UTbvdCK0uGqlOI9asqkV8aiy2lrQgI86EjWWtyM904MyW9/HUliw4hySjyx9CxKrHlgoPrss/Bg0lLYjRayUO9aV1cKXG49O6dtgcRhSm2LByc5PUMZvNAK83IP1/tM0l6T0t/R/wbmmCzxvA6+1dEvYBPZPQ6a2X8JTUeLMcr4RD3dvroCeAoD+MlsoKZA4qkHTFxpnw/uJK+AafAF2LD94mP1xFbqxfV4/ETAfamnw4KupQGK0daPX4kZZohcWgRZsvBIfdCF9HEPZ4MwwxGswJvYlDYqZKulT+rJpXiYePvgQ9y2qwT7EbLy+oQK0ngJdDr+PdCZfiyNJ/wwWdhLdyRY20J1ucCcOLYhFr0qEjEJKw1bVt7ZoA0nJcUgfqyjwompyDJZuboNVppIxVuY0YmCh1yuEyw28KYVCWQ8JW5W+06JAQZ4bLrMPSkhZY7AYp7+IUG1YHI9K2VBvsbAsgxWGE26ZHQ1MnXkg4CPm+FnRvCcOdYJa2ZAx342rzYWhuaEWwK4zBuS4k2Y1YOm8rjJk2aUOb69px1JgMPPrGGhyyTy5uxQHI6W/GVfMfwBH6g9E/wy71VsVv/po6+Y+Timpzhxn3R8eCCgR8QdTXt6NqQykSstOl7h++7mncv3GU7BuJdKPLH4ZOr5G+pL0gHutW1SGjIE76JBU3VQfqNm5AjNmGYZMGynGqvjRVt6E7HERSjhvla7ZAb3FK+29v9UNviIHRqvI/DL0xBmabAY2VTaio0EMTHSXlEfCFUF7ukT78ofRZcDbXSD/ZUNsu8dT1S8CgbCdKGjoxptiN5FiDlNXqyja01Hfg8xmXQvfVNrTUdiBaG4UVXRHMdB6BcHsX2rw+KXe1/6o1dZiZeBQ6NjVhn64p0BtDUt71FQEYrXrpz0flxUmf1VjVBl97EHa3WfJRpUX1Ix+6PsfEivF4Nes7nKabgVjVx5l1crxZr5U0tTd3wK/TyTXhJd8ruDTtJJRWehDsikhdWDTfI20lKqoLzXUd6A53w5lklT526ZJqdHj8MJh18Lb6pfxV/qh9VH92wcYn8KF3P2yt9kp51Xg8aK1rxaThKdjqMEtZREUD8VY9LIYY+P5TH+vaAvA0+hAORqDTa2GK1aO6WbVRH4rz46QOdgUqUNXQgaQ4s/z2U2Ubo9dI3VF58+3GRlRUeJCYbJO+yqjTYNHGWui0echLtGALIK9fVXjgTrbhmK/vxFu6fyDc1S33Vi2dQTxR+yJO7DkIl657DE9OugR6YynaW4DW+g7pox8ffgYaqtqkPqo2HPa2SftS33+xrh7R0VGoavFLXsXqtdhY045EuwHZbjO6yjtwV8o+2FjhkfirtnpVx7vw1zTA39yGBlcA7c1euNPtkneqz2uprkNHlhNdgTCCoQiayisQSUmFzW6U/k21Y483IHnvbWrH6KHJWFChyjKMWqcJjRU1MNm39yVVmxtQNzhZ2omKj+p3Kuvasb01AnntlTh149PY8NlaPH/kW6hasAaeJDueaL4X/tYAXjjtPly0ZjbKv1wH/SI9zsiKxz1jL0XMJiMeXHAHOkfl4666BxA/OA+XxR2GM1+9Av8efC9mLn8UN6XMwtyyhxDZ3I30KUPgWVOJttIG+T2nfhvcd8CNOHPBPeisbpJ7tg7VtrIdOOT4DJxT8QLWfvy1/PtLxB+ErsQkv7fU/X7r1nqkji9G/abNiKQNlXvohxf9C/oNOtS1BnDZtuvRVt6G0L798Uzz42jeVC//vmQ1u1HzzTYUOSfgwA1r4G/14fFND6Gjtk3+TUpTqZXfyeqeU/0Oqf2wHLZUm/zuk/v+FT4EO4LybzJJY/qhsWYLurwB+S2k7tt9W9pgSXFhVkUTXIFUhFcHse/yCsSYY+Se3RC2yu95S5IdXR93IJSTgkeW3gmTyyT/PqV+hxmcNtyQdCHmbHkQmvLt1zf1O0LljdltRmMgjEca7pV86PJ0wrfYj+6xubj9s+vgKozfHk/170UbwxJPde9b/14N4ovd8m8WvvV+eAel4b5Nt8k9tvr3QHXvXPHqCriH5CCqIRpnNrehbnmF/LZUv3vU/X6oswuaNo2cN1Drg7nNLnn0xLDrcH/jC2hpLkWgpAumOLP8+4PBYUBCcgE8DdUINLfD0uWSsu+O9Mi/U6h8Vf/G1FXViRazHq8EHoc+aJF91W9HlV/W9Hj59w0+XIN2h+2tiYiIiIiIiIiIiIiIiP4yOAD0g1kt6n/kqNfdYdGiRbj00ksxbNgwJCYmQqfTweFwYPjw4bjwwguxbNmyXzw+FAph8ODBEif1d++99+7Uedva2vrSopZ4Kysr+9GMod7wfo/W1lbcdtttGDNmDJxOp6RNpfHAAw/Eq6+++rOzkoiIiIiIiIiIiIiI6M/BAaDdrLS0FAcffDBGjx6Nu+++G8uXL0d9fb0M6Hg8Hhn4uf/++2UgSA2YVFZW7jCcmJgYzJ07V16Va665Bps3b/7V85955pnyXB7lkUce2W0DWr0WLFiAfv364eqrr8bChQtlMEilTaXxgw8+wD/+8Q9MmzYN7e3tu/W8RERERERERERERES08zgAtBupWT+jRo3Ce++9J+9zcnJw3XXX4cMPP8TixYvx6aef4uabb5bPFTVgMmjQIBlU2RH1nTpe8fv9OPHEE9HdvX0N/R1Rz/x5+eWXZfvoo4/GcccdtzuTJ7OJpk+fjtraWmi1Wpx99tn4+OOPJd0vvvgiRo4cKfupz3b3uYmIiIiIiIiIiIiIaOdxAGg3KSkpwf7774/GxkZER0fLEmkbNmzAjTfeiKlTp2LEiBHYd999ZSbPxo0bcdVVV8lxagaNOm7Tpk07DPeKK66Q2UKKGihSs4p2ZOvWrTj33HNlOy0tDbNnz8bupuKu4qvS9+abb8oMIxV3NfBzzDHH4Pvvv8dhhx0m+7777rv46KOPdnsciIiIiIiIiIiIiIjo13EAaDdQs3KOOuooef6O8vzzz+PKK6/sW77tv6nZM7feeivuueceea+WS1MzZnb07By1r1oKTq/Xy3s1I2j9+vU/2kctwaYGYDo6OmRwRp3fbrdjd+rs7MQbb7wh24cffjgOOuigHcb1scce60u3mhVERERERERERERERER/Pg4A7QZvv/22PNtHOfnkk2UwZmdcdNFFGD9+vGwvXboUr7766g73Ky4uxk033STbXV1dOOGEExCJRPq+V4NCS5Yske1LLrkEEydOxO62YsUKBAIB2VbPLvo5brcbAwYMkO21a9fu9ngQEREREREREREREdGv4wDQbvDggw/2bV966aW7dOydd97Zt/1Ly7ZdfPHFGDNmTN9gUe/soe+++64vjCFDhsgzhv4ICQkJuP7663HKKafIs4l2hhqsIiIiIiIiIiIiIiKiP592D5zzL0UtjaaefaOomS+FhYW7dPyoUaOQnJyMmpoazJs3Dx6PZ4fLt2k0GsyZMweDBw+G3+/HDTfcgIMPPhgnnXSSLEFnNBplyTWdToc/Ql5enpzz16hnBK1Zs6bvWURERERERERERERERPTn4wyg32nRokUIh8OyPWLEiF0+PioqCvvtt59sq2Xdepdy25H8/Hzcfvvtsq0Ggfbaay9s27ZN3t99990oKirC/4XZUOqZREpvuoiIiIiIiIiIiIiI6M/FAaDfqby8vG87JyfnN4Xxw5kyvQM6P+e8887re8ZPS0uLvE6fPh1nn3029rRVq1bhjjvukG2r1Sqzk3Z1MIyIiIiIiIiIiIiIiH4/DgD9Tr2DMEpsbOxvCsPtdvdtqyXgfm2Q5JZbbvnJoNCeppawO/TQQxEIBOS9Wi7O5XLt6WgREREREREREREREf0tcQDod1JLsfXS6/W/KQyt9v8/iqmnp+cX91XfX3/99T/67OKLL0ZXVxf2lNraWkyZMgVlZWXyftq0abjwwgt3OZxfSzsREREREREREREREe0cDgD9Tj+c9dPW1vabwmhtbd1heDty77334ssvv5Rtm80mr2vXrsV1112HPbUEnlqSbsOGDfJ+5MiReOWVV7icGxERERERERERERHRHsQBoN/ph8/9+eHzgHbFD5/7k5ub+7P7rV69GldffbVsp6SkYP78+TCZTPL+7rvvlvd/ppUrV2LMmDHYsmWLvB8+fDg++eQTWCyWPzUeRERERERERERERET0YxwA+p1GjRqF6Ojt2fhbB2AWLly4vTCiozFs2LAd7qOWeDv22GP7lnp75JFH0K9fP9x0003yvru7GyeccAJ8Ph/+DF988QUmTJggy78p48aNw+effw673f6nnJ+IiIiIiIiIiIiIiH4eB4B+J5fLJYMfyvLly/uWQttZK1aswLp162R77NixEt6OXHHFFbLUm3L88cfjkEMOkW31rB11nLJ161Zcdtll+KO9//77mD59Otrb2/ue+fPpp5/+6vJ1RERERERERERERET05+AA0G5wzjnnyGtPTw9uvPHGXTq2dwaPctZZZ+1wHzWz5oEHHpDt1NRUPPjgg33fqVlDzz77LIxGo7x/9NFHZXbOH0U9f+iII47om4mkZh298847fecnIiIiIiIiIiIiIqI9jwNAu8GRRx6JESNGyPYrr7yCJ598cqeOmz17Nt5++23ZHjJkCI4++uif7NPS0oITTzxRBpeioqJksOe/Z9rk5+fj1ltvlW2138knnwyv14vdrbKyEocffnjf4M8///lPiY9Wq93t5yIiIiIiIiIiIiIiot+OA0C7gRqYefHFF/sGZs444wzcdtttCIfDO9w/FArhlltu6Zs5ZLFY8Nxzz/U9S+iHzjzzTFRXV8v22WefjSlTpuwwzPPPP79vKbqKigpccMEF2N3UwJLH45HtmTNn4qGHHpK0ExERERERERERERHR/y2cuvFfWltbcckll+xU5l199dVwOByynZeXh88++wxTp05Fc3OzfDdnzhzMmjULI0eOhNPplM8XL16M559/Xp7Xo6hBI7WEWv/+/X8S/ty5c/Haa6/Jdm5uLu68886fjUvvUnCDBg2Cz+eT7RkzZuDAAw/c4f47m0a1LF1OTg6++uorWYpOUWlWn69cufIXj9XpdCguLt6p8xARERERERERERER0e7DAaD/opZOu+eee3Yq89QSaL0DQIpaBm7VqlUyU+fdd9/Fli1bcN111/3s8dOmTcMjjzyCzMzMn3xXVlaG8847T7Y1Go3MEDKZTL8YHzVIdPvtt8tsIOW0007DunXrZPDpv+1sGtUAkhoAeuqpp340SDZhwoRfPTYjI0PSQUREREREREREREREfy4uAbebpaSkyIyeZcuWyTJsw4YNg91ul0EcNdtn+PDhuPjii7F8+XJ88MEHOxz86e7ulplDvc/xufTSSzFmzJidOv+5556LiRMnynZdXZ0MRu0OamCLiIiIiIiIiIiIiIj+N0T19PT07OlIEPXqfaZQy2NXoDsURpenAzqrCR3VjTAnuVAzfwPi+qejZtE2ZO47EM1rS9HlDaA70oO0if1Rt3gjEkcWwtfYCr3dKmH1RLrhb2jFKwdej0NfuBTu4QUIdQZgdNnga/Ag2N6JzuommBKdCDR7EersQmxOEkxuBxpXbIEtKwmxBZmo+XoZTG472isaYE6JQ9u2WpgTHejp7oY9P03CfGrIOThr89Oy3bhiK+KH5CLc6UdHdRMsKXESp9JPVkJv08PX5EPK2FyE2n0wxjtQ9tlapE8qwOa3V6H/8WPRXlEPf7MXr8+6B6ctul/yoXHlFsQPzsOLw8/BkV/dhegYLWLMBoQDQbRtq0bQ64ctK0HS8emsu3DYZ7cjSqNBJBhCw4oyvHjqfTjt7athjLdLHO25KfA3t8HoikXFl2sQPygd2z5Yh8y98xCt00JnNUu8fY0eCd+Rn4ZIMCz5GWjxIjYnBfXLS2CKM0Nvt0g8VL5Gx8RAZzOhet46LLpoNiY+ezECrT7obQYpE6PbLudUaVRlbHDatpdVd7ekWROj/c/5Teisa5E4GFyx8GyuhMFlg7/BI+frrGtFR30nLAlmWNPjETe4AOvnfi51Q+VN7YL1iNJEwRRvh9ZsQIzZKPWhYcU2iYun3IPCo/dC0+ptaNnUgLSJRWivrIctMwmf7XsZRj15IdzDCuR7VR+joqMRNzBH6qOqH83rSiVdyWOKJB9VndDZjJIWVU71izcgHAghEowg55AxWP/8N7Cl2rDmvc0oPiAbtsxESXPQ64M50YWQz49wZ0DyRNUxR14aaheuk7SoeLdXe5A+eQA826phTU9AxZdroTPHIGVcP0RpouFraJXPW9aVoqPWA1dRKroj3dDoYhBobpPPYoxa2PPSJJ0qPTVLKpEwIEGOV2lrWLYJjsIM+Oqa4eyXJW0g7AvIvipOKqzYvHRUfLwA7TUdiO+fjPpVVTDFmSQfVJnWLa+EKc4IZ1Gq5InBZZXy8pbVIewPw5xkR1tpE7QGrZRDsFPVGwu6PJ1IHtcf5Z+thD0rHiFfQOLUtrUaGqMOjasqkDqxHzqrGyXPVPkZHQbED8pCZ20zXP2z0LKhXNpEw6pKxPdPkfarviv7bAMSBichZcJgrJvzJZwFbqmrWrMR0Zpo1C7aBFt6nJSdKmuVdq1BB3+jR/JVtQVV91Q+qfxV9fHZMRfi3IrnJc2KqruqHuUcNEyOUe1QxUVx9ctC65ZK1Cwskfqq+ixVFipf1J9qjw2rqpAwNF36C/WZKnN1vtatjUibWIzKb9bDnuWS8DQ6LWKsJimPUKdf6o+3rFaO0xj0sBXmwrNmo9Sd1o3lUtdU+1T1Q7Xfh4ZfgJlzLoLWqJUyUWWl4qvyUH1f+tl65B06TOqNszBD2rspNRFbX/0KjoJkRPxB6B1W+V7xNbT19Xeq/qr0qHM3ra9H5r790bKx/D/9cQ9izHopV5U+1S5VO0ka0w/1SzdJH9NZ1yz5rdqGSo+qg6qOxA/MQpenHTqbWfprdZzqGyKhMGJMRvlOY9BJnyrt3WSU/FP9hr/Vj6RR+Xh+9Pk45us7JS/U+Z+cfCWubH5V8lzlaf3SzTC5Y2FOiUfQ2yn9lGr/Kh7Bdp/0SarsVVtVea76mKQxxRKeSrvi2VYjdUqlX/UlKo9UPaxbvAHmRCcsKfGStrA/iNiiXHSWVUj7Uv2KqnsqDeockUBQPlflqtKp6uqWt5chYVAymlV/NT4frZurpS6pPkDFoTu4/dmD/sZWeV+7rBpZ+xVJn6muber6qM6j4qPqrWpH6pwqL5LHDZBrqntkP7SX1UgfoPr7xJFFKP90KYKdIaRN7Cd1W8VPpUudT+Wx6q89W+ukHat2Y0pyyavaV9VRlRfqvdpPtWf1vTpn9bwNcOS6pc6oMlX7xWYlSR/XuqkG7iE5klfq8y1vL4czzyF5qPZX1111XVLXM61BL9dyFaY6hyneIXVQfabiaEmNR0dVo/Qpqh2r/XrzWF0f1TnuGXYBLl52v+SJ1CGTQa5jtUvKkDg0Xa5FwY4QwoEwcg8ZKf1iw4otSBhWIHmu6odz5DAEKkolvxV1rrJPlsNVnCJtRt2HHPbvy+EsypD4SP9U1yz7qnqhzq2oNquui73XBxUPVSdVHVPv26tbJK/V9yp91nS3tHuVn1nThsFbWgtvRZP0yRVfrYE1xd5Xf9Uxql6qdq76VXWdqfp6hfQRqo9W/Xz98nLpP1X/deA9r2BluxdjMpOgP/9lFKbYcMXy+/HeQdfj7eXVcJp1yEu04otlVXIPp9FGI0avRSTcjZR4s3x3QcmzmNY8BcGuCApyXaht9mH6sBR8vrYeTosOke4e2E0xaA+EUd3YCfXTZEL/RKyu8MCo06CpvQtxVr1sq33dNj06AmFkxJnxzvdl+DztO8zo3B+JsQakOk1o8AawsawVg3Jdsn9XuBulte14cvODuGGvK5FkN2D+mjoMzIuDJjoKtZ4A/MEIUpzG/4RrQjDcLZ+Fu3uwoaQFRqseoa4wpgxOljCvCHyCK7sno6rFD4tBC5NO0xeWCt/jC8l+KpxYUwwavV0YmG7HVd63cVD9OMRoojFjeArmfrlN4qnSUtLQIeWfaDfiw+/LkZRiQ2NjB963fgxTZjpO9+6FurYA3rJ+JvcfXx55C15ZXCn54vWHJMzJxW4c/dHNOCPjDOi00ZK/dze8gDNtR0vYjzS9gCOjZyAj0Yr7ml6U/uaoyEFSXgMz7Fhd7pEynFzkxkdLqzCyMB7X1r2E43EwXjJ8jCM69sO/o9/FxNLxOGyfXCkjVR43bnsKdxSdgRubX8HBnn3hjDVIerfUtUuevmz7AudiGtZva8bztU9i9n7XSt4sXFWH0YMS0dwRRJsvhJcNH+ES0wzJd5Vnj1Y/jeOdx2NO/TO4ceB5cFl0cFn0klcpTpO8qnJSaVX7q/R/v7lJ3qc6jVhT2YZ/jErDp2vrpVxUXl28/nFcmHg8Nm5uwkETsqTsmju65PM7C0+XcsxwmfHVhgY534UfXy/3TaqvO9N5rIRRmGxDmy+I7HgLttS34xbvG5jeOBlHjc2Qe2/V/6o+5rkR52JVhUfCVOlTcX0reTHus03HkpIW3LXyXtw76Sr4ghFpA6o+qfCn9k/ER2vrcPWXN8GS5pZro2qfp7pmoV+qDQvWN2BYfhxKGjrxVPvLOCN2Ju7f8ihOTT8dxhgN4m16LFlRA4NJh31GpKKlo0vawT1NL8GUmoQtL3+O0wZchOfKH8Wp+echP90ObXQUbq6cgyN6DsXH6QvxePJREsfzn78U/xx7JQrzXKhu9qHTG8B7pg9wqvVoqZ86QwwsZh3uWnCb9EWqT1F9dP2yTXLtUn3F8ZuekX7dV9uCpw+9BQs3NmJorgtXbXta7vnVPfQ1BWfh2kV3ST09LftsPLb+ftyzz7XIdluk31T91+X9z5P2puqU+vz79fXS39z95c1YePkTWF/ThmUbGyWMfYen4pKaFzF6zQgU9UtAa2cQL3hfwhnxx+MZ36ty7aj5fg2uH325tL9rfe+hfv4qubYch0Nw57xb4SxKR8XXG+QaoMqz97fALNtMzG1+DpdknoYr3r8WNx1wI7LdZpz+8U14+6jbcNTHt0hfPdN1Cl7rfF5+R6k+VvXzp2oPlT4hyW7ExhovWtq7EBUdBZsxRvoM9V1Nqx9nTszG0/PKJFzVr6jvOvwhGPVavBTzAf7RNQ0v9byNuYPOxHvLqqVvnrekCmlZTiTaDbhuxf14cK9L8eEXJcjr55ZjVdvubAvgpZY5+Efs8VKO6jr65lG3Y+qj5+Kug2+RPkb160/hPfkNcVDrFOkvVB2+vfQpHGc7Bh0ePyYOScbqijZM6Z+A45c8JNeUu0ddjOsr5uCWzJOkDK7c/CReGXchjvrmHhxrORppLhMqGjsRH2vAiGwn1la1Sf90muUf238f/qcfVW1Ftd8Gbxc2b2rEolEbMXpxEd6PeUOuX+oafbLpKHi8AWg00TAZY+T4IZkO/HPFw3hixHk4fcmD8nrmqkdxccIsqS8qD1eUtaKpsQPDity4reUVVHy+Ai8cf7ec67JPrselY66SsF6Mfg+Hd01DdHQUnm2YI/VTtVFlS10HgpFupLtMaOkISpndsmk2nhl/qZRpVUMHDhiaIv8mcJpuhvS7M7oPhctpQmdXWOqhuk6bkpw4LekU3Pn1zbhs0rXSX9e3BdAd7kYk0o0R+XE469Ob8cYRt0pbvHv9Q3Jtf+SI26XPvL/8SVyWc4ZcZ9V5VX911ZqH8eb+V0mdCYYjOP3da+XfPmoXrJN709MKL5D+/qOErzCtcW9kp8biljUPwuh24LFBZ2P+5ia8Efu53Cfd5DxS+iRVFpdselJ+f6nfR6pOuOxGzIl6D8eEpqMwWZ2/Xfom1a+r/DlsWAqe+6YE4WAERdlO3F49F8cajpS69azlK3i3VEh/EW00o21Tqdy7qT5FlZHPH5I2oeL58NI75f7/przTsGprM96zfiy/VW/d+zrp5+9seBE3pB4v7X7cwERcUT4Xl7pm4mHDNzi9Y7zER51v0rohOHR8ptxn+INhud9T9/EDZn+F2vXLEF8wFB8XupA4PAePDDsP5U2dcj+hXlV9fHDDg3hq/+vkWFWvHx18Ds7f8nTf78YnBp4l1y3ljOUP45LkE2A1aDE43Y7937hO+mZ1XVX3J9eUPSv7Ly9rlTK7qewZCa8jEJJ6qK6p5377L/nNdnfuKZi3tg5p/2mD/VNj5Rr/2vTr8O3GRrmuqevHA22vSLq3VnsxbVgKjv3qX7i53zlYvaUJLzQ8jZtHXSp50djeJdcIlXeqPl07+AJcN/+O7e11+KVobgsgO8mKimaflJ1L7quMWLKxEXpjjPQhQzLsWLKlGeFQBO/aPsEM/zQpL9U3+bvCyEqw4ObNj0n/qPLg1prnpL3K/a3HD5tt+7W4sdWP55vnyO+Da/PPRHWLH880zZXjVD1Q+6j+wmnVSz+4otyDFIdRvlPX7d77LJUvKh/VvelFuWdJfNW9TJc/hNHFbmkLKqxbS5/GMaZ/SLyVJ9bfh2vGXS33fKsr2+QeUrUlVea3bHsSF6ScJGGr+1KdQSvhqb/kJBvqGzrk2jMwy4GNte1yPbgq9wxsLmtFgtvSd1/S1t6F5xqewQV5Z6OtM4ixBfH4dm0drBa9xL3dG4DBrINZr8UlT1+Eqw+/Ve67VBtqbvFh6H+u8yqsd07fPiGA/3xPvwdnABEREREREREREREREf3FcABoJ5144onyPxvV364816b3mEmTJv3qvosWLZLl3tSycYmJidDpdPKMIbVs3IUXXijLyu3KOX/uT4WrlqMrKirCscceizfffHOHI8l33nln3zEqTuHw9v9Z/GvU0ne9x9133307dQwREREREREREREREe0+HAD6P6C0tBQHH3wwRo8ejbvvvlueD1RfX49QKASPxyMDP/fff78MBB144IGorKz8XedT4arnC23cuBEvvfQSDj/8cEyePLnvmUO91LOKep89pOJ02223/WrYH330ER588EHZnjJligwGERERERERERERERHRn0v7J5+PdjDr56CDDkJj4/b1inNycmRWjhoMiouLkwEgtc+cOXOwbds2fPDBBxg0aJC89g7O/Bw1a+epp576yefd3d3o7OyUAaA77rgDJSUl+OabbzBz5kwJt5dGo5HzDh48GH6/H7fccgsOOeQQOf+OqEErNVNKzSZyOp2YO3du3zN9iIiIiIiIiIiIiIjoz8MBoD1IDbzsv//+aGtrQ3R0tAywXHLJJYiJ2f6AwV777rsvrrjiClx//fUyC6e1tVWOW7JkCQoKtj98eEcsFosM3vyc8ePHY8aMGRg5cqTE5cMPP8QXX3yBffbZp2+f/Px83H777TKTR80cOuGEE+S8/x1HNehz0kknoaGhQd4/+eSTSE5O/h25Q0REREREREREREREvxWXgNtD1Cyco446SgZ/lOeffx5XXnnlTwZWemm1Wtx6662455575H17ezuOO+64HT67Z1e4XC5ce+21fe///e9//2Sf8847DxMnTpTtVatW4aabbvrJPg888IAs/6acfPLJMrBERERERERERERERER7BgeA9pC3335bnu3TO2ByzDHH7NRxF110kczcUZYuXYpXX331d8dFzTDqtWbNmp98r5Zxe/bZZ2E2m+W9WjauN+69g0JqhlLvEnZqMIiIiIiIiIiIiIiIiPYcDgDtIQ8++GDf9qWXXrpLx955551927Nnz/7dcXG73X3b6plDO5KVlYW77rpLtsPhME455RRZEq6rq0tmIqlX9cygF154QZaeIyIiIiIiIiIiIiKiPYcDQHtAZ2cnvv/+e9keMGAACgsLd+n4UaNG9T1fZ968eT87aLOzep/b07sk3M8588wzMWXKlL5ZP/fdd58sB7d27Vr5TC0lN3r06N8VFyIiIiIiIiIiIiIi+v04ALQHLFq0SGbRKCNGjNjl49WSbPvtt59sRyIRLFmy5HfFp/fZPb2DS7903qeffho2m03e33zzzX2zgsaMGYNrrrnmd8WDiIiIiIiIiIiIiIh2D+1uCudvZf369b9r1k15eXnftnpmzm+RlpbWt71t27YfPcdnV+Ny3XXX9b0/8cQTf3H/9PR0mfmjloDr6OiQz6xWqyz9ppaA+z3UABMREREREREREREREf1+HAD6DaZPn/67Mr2lpaVvOzY29g97bo8aoFm5cuVPPlfP7qmvr8d3332HJ598Eq2trfL5aaedhkGDBv3quU8++WTcfvvt2Lp1q7w/8MADkZ2d/ZvSQUREREREREREREREux8HgPYAv9/ft63X639TGFrt/y+6np6eHe6zbNkyDBkyZKfCO/bYY/Hggw/u1L5z587tG/xRXnnlFZx11lkYP348fg+VDs4CIiIiIiIiIiIiIiL6/fgMoN+gtLRUBit25m9Hfjjrp62t7TcVXO+snf8Ob2fExMQgLi4OQ4cOxdlnn40FCxbIEm4Gg+FXjy0rK8N5550n273PAuru7pal43qXhCMiIiIiIiIiIiIioj2LA0B7wA+f+/PD5wHtCvXcn165ubk73GfixIk7HJQKBoNobGyUGUKPPPIIRo8evVPnVAM9s2bNgtfr7ZsJNG3aNNkuKSnBJZdc8pvSQkREREREREREREREuxcHgPaAUaNGITp6e9bPnz//N4WxcOFCeVXhDBs2DH8G9dyfefPmyfahhx4qf2oAyWKxyGePP/44Pv300z8lLkRERERERERERERE9PM4ALQHuFwujBs3TraXL1+ODRs27NLxK1aswLp162R77NixEt4fTc0WuvHGG2VbLR+nBnuUzMxM3HXXXX37nXLKKfB4PH94fIiIiIiIiIiIiIiI6OdxAGgPOeecc+RVLcnWO7Cys2666aa+7bPOOgt/NJ/Ph2OPPRahUEjeq8Eft9vd9/0ZZ5yBffbZR7arqqr6nhFERERERERERERERER7BgeA9pAjjzwSI0aMkO1XXnkFTz755E4dN3v2bLz99tuyPWTIEBx99NH4o1188cXYtGmTbB933HGYMWPGj76PiorCM888A6vVKu+ff/55vPPOO394vIiIiIiIiIiIiIiIaMc4ALSHqEGTF198EbGxsX2zaG677TaEw+Ed7q9m39xyyy19M4fUc3eee+65vmcJ/VE++OADPPbYY7KdkpKChx56aIf7paen45577ul7f/rpp6OpqekPjRsREREREREREREREe0YB4D2oLy8PHz22WfyDB+1FNzVV1+N4uJi3Hzzzfjkk0+wZMkSfPzxx7Lkm/r82muvlf3UoNH777+P/v37/6Hxa2xslGf69FKzfOx2+8/uf9ppp2G//faT7YaGhj9leToiIiIiIiIiIiIiIvop7Q4+oz+RWgZu1apVOPvss/Huu+9iy5YtuO666352/2nTpuGRRx5BZmbmHx43NfhTX18v22owp3dw55c89dRTGDBgANra2vD666/jpZdewjHHHPOHx5WIiIiIiIiIiIiIiP4/zgD6P0AtraaembNs2TJccMEFGDZsmMy00Wg0Mttn+PDh8hye5cuXy5Jsf8bgzxNPPIH33ntPtnNycnDXXXft1HFpaWm49957+97/85//RE1NzR8WTyIiIiIiIiIiIiIi+inOANpJc+bMkb9dpZZs21lDhw6Vv99rV875c9QzfNTfb3HyySfL3+8RbPdBb7cgHOjCyxMvwYzqGxEJhmFNdSLo9UGj08CU7IavoRWmpGg0rqqA1myA3m6GzmaCOTsL/qpK+BtaoTUb5bMLNUtRaTbgjWFn4+Bv74VnWzWsaQnoDoXhKMyAZ3OlhGFJiYM1PQEakwlGtx2RYAgaq0PiFQ4EYXDZZDvGrIfGqENUdDQigSCiNdG40PMuOgNBhDv9MLis8hrqDMCWmYTuUAi+xlb0O+NgbHnhI7gHJCPcGZB0qvjZ0qzojnSj6OiR0Bh0MLhi0eXpwKW+j+FRz4HqDCA6RotIKIxTK15CSzCEQHMbYnNS5NwxJoOcJ9Tpl/1Orn8bPrsV0TqtxM+R68bNvndQb7dI/Hu6u2U/TYxW0rDgyidx5Pz7UXzsaAlXheVv9MBbVit5qPJKxUuVgzrWlpmIGLMBzgJ1zgCiNNEwJ7qgNeoQYzVJ3C1JdszyfonWtAQEWksl7wLNXjlf0NsJU6JLtlV+d9Y1oyfSDa1BJ2lS+zau2CL5o8JSn6XuOwqe9duQPm0cPBu2Sdrih+Sis7oR3cEworQxsCSYYc7ORLilCa5+meiobpRyUnmgztNeUY+Ucf3kNba7G4bMXBirG5E0yiLpUXmiHNnwEWpNBvjqWqSOGOPtEg+Vdo0uRraVT856EOd2fY3Or+ZJmQea2xGbkyT5oeKs+BtbEW00w5EbJ+foPz0XWpNBwjC5HTDFO6RcowLRkncqjy0p8dDGJSJtWjy8m7ZIfI0OVce3x1Plk3qfMmHg9rQNHwssnY/5485D8eZLYXCYEB0Tg0jIL3VY1W2dWSd1WqVB1ZfY3BSYk1xo2VABnc0o6bTnpck5rNmpeDPnGIxZfSncwwqkjE1uO/Q5xejxtSNxdD9oV2+DoyhDwlZ5GxNrg7+5DQaHAe4hOVLnVRmoOhFobYcjPw0f7HcFDlvwoJzLWZiBlo3lsNotMCW5YE50Sp0rOHZfNK/aKO3CkJiIztpm2HNSZH+VZ+p8qs3asjxSj3RWk9R7ReVbJNAFV0GCvFf1S5WXI9uO+MF5sr812SJxUf2HajuqLKwpTklD27ZqCd/f4IEtK0nywpSaKH1A6/JVcI4bB2u7T8rogpa3AIMeURqNtBkVlntQKsyFxYiO2QyjK1bqn95ulfJV9bvw6L2kr1HtQNUPdY6WDWXQ2bbXDxUv97hRiLQ2SD+o6rWqU6rMM/cdiNbNlVLelpQ0aTPJk0ehu9OLjuom6TNU+tRrTzCAnkgEPap/CkYkfJV3KjxzSjyu9b6J7gNH4bXiUzD1s39JGTkH5KHb5wPcDhQeOUralyoTaZcmAzQONzL2HyZ1UX2n+gNFpUPlkzq3ygPJd000nEUZCPsCEnbGfiNQt3iD1HeVJypMFYZ6VXVSa3dCo953b+8D1DEqPGNaKswNrdA0e6U+qXOqc6n8U8eqtKh+QvVjqk6p+hxjNkod0Dssso89Pw2ainqpI+c0vY2GzkBfn3W17wP0aDQSZ1VHsw4eh9rvV8lxKp/fGH0uDmr/l+RloMUr1wAVb5s7Seq7OdEhZaOuS6o/U+lVeabyuzef3MMLpYy39/VmqV+qX1HvVZ+l8taYk49wYLnUeVWfVdn3hqvyR722VzQgfVK+xG3AGVMRavNKOlSdN8Q7EWhsQTAYluum6r/rl21C+vgcaTuq3NvKPZK/ijpH3MBcuUaqNqvyzNfgkfNrE9IQ2VgqfaG0t7hE6dM6q5skj3rzRoWp0qdeVfziB2bBnORE89rSvras2p5qg12edgT/c41QaVN54BrST86v2kDT6m0SbjfCEg/VZlQ/rfYLtfukT08YXCvhqvqt/lT+qX5ZnSO2Xz7muA/B1Nevkfio64c6trfv6S1vVbdU2Kqe2oaNRMu8eYjNSpJ03tj8CnrSEiQuqh9WdUpJGrH9P92oewOVJypdKh+t/frJvipc9Xlsshvd7R7Jy7b2avncPqAIsRnlcs5wjB/nNryO9pwUiY/0nQadbEtaMrLg/XKe7KvOr45X+6j6LfcfnX6p7+FAtfSvqh9R7cE9vEDyWMXJFGeSslBtUtpIdzcsSTYJyxRvl1eVd6oNqnoTW1yAzpLS7flo0MOU6JTz27NcUrbqGqK3G4F2L6qtqcgGMDk/Hi84r4J6gmW8VY+9i9yoaQvAYjeiyx+C3WZARpwJvmAEJp0G/mAYc/qfjuKqNpTUtiMY7sbkAYmwGbSIt+lhNWhlX6dFj/ZAGOkJFvlMyUu0oCjJhg9W1WJ0rgvLy1rhD0bgthkwMEWP6rYA4uIt+HbUOchbVyfH13r8qGz2oX+2E/Fqv2Qb3l5ZA51Bi7T9xyJJa4DFEIOUJBvG5rigiY7Cd1uaUNXix6hsJz5dWy/hp8Ua8c6qGtS1+jEg14VaTwCt/hCK3BaUe/zQxqajZFUnhmQ6JIyOQEji7LLoJB79U7c/41P5fnMTkuwG2b4/7nCYPc3olxqLUKQHeel2xJp0aPAGoNNGY0tdB1KcJlidxu31zm7ExY5jMCM3GXk1XrT5QlKO7r2GIdLTgyNGpKKhvUvioNLutujh6peFzrouwKJHpLsHF8YdCxWa2uf+/mchakMDyuvacUnycRiR5YRlXT08wS45fzgUgVGvlbAMZp3ky79SZwFVbdDY7DAGNbg//SRYWqqkbFVZq31sOakoaejEvZmzEO2tl3Ml2gyYv6UJKQ4jns04Fh2bGmEw6fDhMXeguawV1a1+SafKW+mDQxF8Mf5sNC+qQLbbjIpmHx4bczF6NjTg1sHno8MXkjLKc5rx6Zo6DEyzY5F3e9pVvVCqWnxSJuuq2iQ9Mer+ODpavlflourf7fmnQdMRlP231LXLfqquXpd5MnzeLtS1BWQ/dYxKW8bBk3FBcBKm9ktE8LtSKUt1nHqtbdse93cHngZ8sRXNnUE8PvoiSXtjRxdaWnxSBqpOVzR2Iio6Cg/aD8S2unZJ47LT7kNkU4PkRVGyTdKi9u8IhtERCOOL0x6APxSRNhKfo0d8STOaO4ISjso3te9rYy9AZE0d5u57NbCpEW3tXRJ/s02P7u4eBMPbj1d181/ZJyHXbUHgghmwLKvGpsNnw/DVNvlOHfNgvzNhLWvFbbZDYQ13Sz1W15s8n1PyJdFhhDXJCgsSMdBmx7roKMm/umYf3EPycHv2ydi/0I1qbxeOG7YQs6OGI8Gkk3vHt/JPwumeT1DV5IfeGCP5q+LuNuswffMLiAR68O6Rt0repgcjSJs6HptLvZhS6MZzh90qZarac0lDh9Q7o06DpDiz5NnCy5+Auv1o8HYhLs4seXuVZgHmFp+CNF+1vA+GjbgheDr6WfS43DsLdlMMRp5xKlzbVPv34aPBs1CdfCROa3oP/aJtyD5qP6C7G65xe+Hi5gGS3+q8A1NigYUVcp1V+ZY1bQT2KUzAd5sbpW6nmfVyfY3SGbBXdBI+T7lV2voJZS/gjPABiPynHioq7lkJFpQ1diLWFCN1RL06zDokWfWwGLTSrpyW7fdb6rW0th2m0YPgXxjCY0NOQ4HdCF2MRuqF0aKTdqT6sPgR/aDTamCLM6LV44fDrq5NXZL3j+99FWylLXis4Gy05HQhNToKb5/+ADQNHQiq+Om1eDz/BMSbdYj6ugQtHUGJa9ykyYhZFS1hqL4qGIpIHXx22D/hMutgaeyEdcBA6PzRSLIb8bTtXAxymHDvgLNgrmmXcFQdUnm/ocYLvTYa96j2WNcu6VPtJNzdI+dS7VWxx5txh+VAxMbV/j/27gM6jup8G/ijbdquVe+SZVmWC8bdxlQDxhQXejGd0EKHhIRACgRIBQIkEHoMBtPBVNPBFJvm3rtk9a7VarV9V995XyF9JBhwxfzN8ztnj2Z3Z+7cPjN7NXeQXtBf+5LPNrUi4gvDbrfocUTW39Lox/A8N65qOAfHpNq0T8p0JuNvZRegbotX9ynrSb2R+EvbluNu6bFWbWvyXb9pB8Hi7TmPvb3gbERXNsBoNOD2kVci12LCwoo2pNh6wgn7o9pvNCe60eAN6TojU21af4tzXFjf0Ik/ZJ2OSEsArn55sDb2tLEB2U54CgfqcdoyYF8E5kVQdvqRiFYntH9328zwh2MYVZim8cqbOBrlmU49Rki5/d7/srZnCeu5I66HpcqLNn8YY/un6TFy1iG/Rqn8RpGUhC8r2lA09RC8UHwSTvA8hkQkioyIXdtecnYusrodKEiz4+mjf6/5nW414eBBmUj2jMGi9Ano+HyLxinLnYxbSn6G2/f5HH8zHgJPvE3L3VZWjpxGq8ZlTH+Jb1SP5ZP2caA01Y5RA9Jhs5g0z1MyR+Cg7kwt8w+yz8Hft6zFlcMHYlrr+0gd5YYxMx/BT+MYU5KGz9Y163EoiBj6Tx2P39iOQ5q9pw1clXIqhp/rQWRzm6ZD+rQtdZ2wuZK1vt+YeyY2bG7D/ftNR9zXpmX1+sAzYa1cj1S7RfNuSJ4bC0puwacVreju/kDDddtMKD/1YL32uDF1Le62D0O63YKiNDsS3d3IyxmPG/EhEhEvkgb2x3Vtz2PmqEtxxooH9Zy6X5odJ7W/j+dTD8MjY67Ag95XcKdnOs6LL8SDx/0RxwE4d/MszB12AV7KvxpXrHoY8VgMswouxL89l+H62AeIdzYhyWoFIsDME2+B2ZiEP4Y/xb37j4PVZNR4OKX+elwoSbPDPSJXj2+n1bwAQ2YZxqSkYXiRBz/b+Biiuem42z4f9x1yNLI2lmHS4CycuOV53N9/upa1/L6EA0djbFYaUlsK9Vx0yr65CETjWv/+hbm4PeNkbUMzlj+AmwbN0HMnqQsXNr2Me0dP0zrwuOViHCXXmSaDhitt4vzVD8G6z0AcWZyNkzfNRlL/fpiUka3l5Q30nCvJ+vE8N6yres7n5Vjz79SFiNiz8YjzQ9zmnqZ1RT7Pc1txYus7+Newg3Bp0wuI+/3oqm7DCxOv7TlPshhx4qpHEMnP1HOra+tm44GR52h8fuN/Df8pO1HzMqnKgEnDcvr63oKskZg8KBtnVj6FB4afAovRgJ81v4K5+5wMdzwHJ+yTj2kbnsBdI4/X+MpxQrYbkOXC6roOreu/CbyBOwdPQap/KAa73dqH3Wb5GIlAJ14sOxPNXRHYPk/F0fvmYHWdD0NyXBpGlisZ522ZjX8NOVXfS/j9Di/HEaPy0T/djj96n8e9+52p53QT+qej2hvEyzvx2ypRL94BREREREREREREREREtJfhANBuJFO1JSUl7dCUbeeee65uuyOvu+6667/Cqqys3KFwZBq6bREOh1FeXq7byL6IiIiIiIiIiIiIiGjP4gAQ7bTrrrsO69evZ04SEREREREREREREf1I8BlA/we8/vrryMvL2+b18/N7njuyNdOmTcPNN9+8TeEYv3ouwnf561//irvvvnub40ZERERERERERERERLsfB4D+DxgyZMgOTSO3NWlpaRgxYsROhxOLxXDttddy8IeIiIiIiIiIiIiI6EeIA0C03VatWoVLLrkEH3/8sb43GAxIJBLMSSIiIiIiIiIiIiKiHwk+A4i2y7/+9S+9g6h38OeYY47BNddcw1wkIiIiIiIiIiIiIvoR4QAQbZdFixbp9G9Op1Onf3vttdd0mYiIiIiIiIiIiIiIfjw4AETbxW6349JLL8WGDRtw5ZVXIikpiTlIRERERERERERERPQjw2cA0Xa555579Jk/RERERERERERERET048UBoP8DVq9eDa/Xu03rpqSkoKSk5Fu/b2trw9KlS783nPz8fGRmZn7j8905+MO7iYiIiIiIiIiIiIiIdg0OAP0fMGXKlG1e99hjj8VLL730rd+/+uqr+vo+d955J66++upt3i8REREREREREREREf14cC4v+tHo7u7e01EgIiIiIiIiIiIiItor8A6g/wMqKirQr1+/XRLWOeecg0cffXSXhEVERERERERERERERD9OvAOIiIiIiIiIiIiIiIhoL8MBICIiIiIiIiIiIiIior0MB4CIiIiIiIiIiIiIiIj2MhwAIiIiIiIiIiIiIiIi2stwAIiIiIiIiIiIiIiIiGgvwwEgIiIiIiIiIiIiIiKivYxpT0fgp6C9vR3XXnvtNq3729/+Fqmpqf/12erVq+H1erd5f0ajEcOGDdvueBIRERERERERERER0d6BA0A/AJ/PhzvuuGOb1r388su/MQA0ZcqU7dpfSkrKdg0YERERERERERERERHR3oVTwBEREREREREREREREe1lOAC0G1VWVqK7u3u7Xv369dNtH3300e3etvf1v3f/SJi930m4u9pNN930jfjvLO/6aphT3Gj4shIXbp6FJKMB1nQ3GpfWIuz1o/qzWnRHI+isakbzsirYM+xo+HQVzA4rvJtqkQh1ofr9ZfBuqkP7mi2wuB2INVahYXENzqh9EfFQRPfTsakWzvwMmKwWWNx22NLdaF9fizdH/RwRrw+pAwthS0/RfXkG5KPuswqsm7NSP/PVdGDzG6vRsake9oIcRHxd6I6E4OhXBJPDpvuI+AJI9rg07v7aFoRafXil+CQ0r26BIz8T0UAI1R+vx5Z3l6FtQztqF2zUeHRsrEX95xuw+d1KdG2u1HRFOrvQtKJR4926arP+jUdisJf0RyKeQO3nlQh7O+GrbEBHRQuQiGu+JWekofrDVV/laxX89V40LatBZ40Xtvw8bHx9BSKdAZyz4VFN/+zxV6JlZQ0CDa2omrdG09BV24xoIKhp8tc2axnIfqxpbl1e9ewKbH5zDVLHjYFr2L54d/xlsLjsaFhcjXhzLRLRKDZ+sAUdFU1oXt0EkzUZdZ9v0rRKHI1WC9rW1aPyvfVYMmctjBYTnhhyAfz1HWhaVouuxk7dz3MlM9CyskrTsn7OEjQurkLKiBFaL9o3NaFlyWqsf2MTukMBNC3ZgPePvh6dtV5NQ9v6Bq1TXbUtSPY4Ne/rFtUjyWRGoMmrn0vdsWelaj4mWaxoXlmnZbfprY26/4VPLYetoBCdVY1oXLwZ3s1tOG/pfYh3tGpdlLgufnMzqj9cp3Wr5pO1iIXCiIUi6KyoRt2X1UhEY/CUFWqd81W1IdDUDkf/EoRaO2C0mNG+vk7T5xg8DEnJVrxXehKcxXlapv7GLhidLi0fCSfQEsSsfS7U+CzIPEjDSCS6tZ4FW/wINrejfV2dhuvIScemtzcj2hVCy8otCLX5tJ15hg1CsD2Eyg8q0FFRr/G15uUDiQTMBgOMZhPsxcV4/qBfwGA2YY77YHRt3KD5EWjywZKZhUBDm+ZttMOHaGcAFqcZJpsFXQ1tmg/B1g5tM6K6PQh7Qa7mnfyVeihxkfZjcHnwyRG/xjuDztA0eAaVINTQoNsZLGY8UnKW5pe0KamzKaX5qP9yC1pXVSDY5EW43Y9gUzs8A4vQsaVV61Ww2Yu2NVUI+8K6LH2BtBcJR/I6Foyg8q3F6Gpo78mb1Q2aZsk7yVf5TPwnZTLa1m7B3LSJqP98nZZfpK2nr00dPlTDlH1KPXslc7KWz2sHXKX1uzuR0PcWlwOvj75El9s3t2u7fmOfn2n+SVylfcn+Hkk9Cua8EiQiMa1/RosRDV+sgdllhzM/E43Lm9C8vEK3f6XkFJiy8nW5Ox6HwWKCrbAAvg1V2kYlzpkjB8Bf04xAU4eGXz9/BWo+WIzXh1+EGQ2vaBrkcym/uvkrNG0mh1XLQMpZ0mArHYhERyus/QYg1hVC7YJNGj9JszU7A8FWn37euqYGresatc1IH1D5YRVaV1ZoPWheUY+u+lYkGQyIR2N9eRuob9O+U+IXau9p67KO1J8kkwX+6iZdL8loRMvKali/qktbPqrSvExOdWpaZb/StkXjkkq0rdmibc89oBi1n1Vp3YTBqHkk9Ufikwh2IRGJ9tTND9dpv582uFi3qVmwGel2ix4jNL7BGHLGDdb+QeLoXb1JwzE6nZr/kncic+xQ7b/Xv7Ze4yNpl+NE+8bmnvbW5NW8kTLvTsThq6zX/tqe5cGHB12t6Za6bLZbtb/d9PoqTUfz6mZtR1JP/uY+VtO++tlleGCfixGoa0L7+mrNC09pvq4vxxRnQab2hZLXJptJ95k+tES37U23pEXiqP2e0aj9p9RnX1ULGpY2Ilxfo/usX1wPs8Omx4/wV+UkbTFlQD4MRgOePeSX6KpvQ8uaes0XKUOpk3Ls6G2fItQe0G1h6DkFdQwsR81n1bqcMWqwHhdkf7PHXKZtUOqu0ZWqdf/9ab/X+ib58sywC9GwsAI1H69DqK4ODb6Q7ttf26r1Xo5DWge6QohHohrvLfM26X6kXOKtDbBlefQ42rJ8E2o+WAp7+VDd/7o5q3U96Wu9Gxv0+CZ9vLRl6bskP9/Kn4KWta2a73LMElKPYTJ/1c/WIFhTrf2m9G+PH/wrdFbW6b5tmR5YUlO1rIW0L9mufWOjpq2zpl2/6z1OSN2W99Im5fX51Bvgq/FpHyztUMpz/Qufw1vZ0ZO+jHS0rGuBPScdFe9u1rpX+f4G7Z+kPsuxXsJOsjl0fekbpR7KMbrh83UIe7u0H6z/YoOup+tE4oiGY0h0A0ZDElq7IrBZjHBZTFiwvgX5qTZ0J7oRiSUwvNCDMf3S0OQLY1FFOzY39ZR9ly+M+iY/ilNt6IrE0eaPoNUfQUV9J/yhKJo7w7BbjBjbLw35Hpvu88zmubCYDMh0WOAPxdDY0oUtLV04reVNDdPfFUFVRwhlOS4Nr9kXRl6qDYFIHAs3t2Fq7Wvon+WE3xuEMTMf3kBU9xFPdKNfqh2pVjPWVHnR3OhHvsuqn0v6kk0GTV9mirUn7uEY4rEE/JE4OkMxJHytaGnpwsj8FA1P4vb5uhaEYwmNh9tqRqHHhvUNnfAHo9jc3IX5a5pQ7w2i3RvEmCIPmjrDmsZgJAaLyYgtLQG0t3bBZEhCTqpN9xuLxNERiGo+pzssmr/SXk3pufhwXbOuI/HNciYj12NDlsOCe4vORKgrikg0rt+t29SmcWzwhrC2zoeibCeKc1ya73azUfM3K9WmcejNU1GW7USux4pVNR1oqO9EzNsGfziGeSsakJpmx9q6Ts0LidPMwtMwpn8aPlnXjCRDEvpnOZDltOg5ictqgtNiRH1LF0aVpmn5VbcG4GsLaDo7glGtF45kE+o7w2jvimBAllPzu6YtAIPJoOWZ7rQgGu/GAdVvINgZRn1HzzFkZL9UFKTZNL2Sh1J2Eu8stxXBYBRN/rCWq+T1xka/rrO5pgMmc0+5yfobGv2aFllP8lzS5PUG0dLsxy9jh2Ll5jasa/ajvqZD4yJlnO5M1jq2rKJd02eyGFHbFtDPVtR4td47rWbdh9Q7W7JJ28jiynatp/XeEF5eVoeatiD2L8voOb/3R3rqn9GAhsZObGjs1PySMBdWtmlYkg9lBSmoaehEmtOi+dfY2ImP1zUjxWaG02FBit2s/bLdmazhCdmf1CUpc0mfxOXFpXXIdCVrHDY3daHZF9Ly13RVebGpyY9LI5O0DAOdPfko4T3Rb4bW5X2LPJr3AV8Yt/Y7D6tqfFjb0oX31zbhj53DsKGhE8c1vK59o+T/P6yHo741oPvUsmjtwsqGTjxWcCpqmrt0/TXVPf3Y5aFD4Jc4h2P4dEMLGpv8aPOHtexsFpPWS6m7EreP1zfDaTFhc0V7X3ofcx2Kt1c2IhpPYEODX7eRPknys7K5C0sq2vHcohpt55IvwWgc89e3IMlg1HK403k0ni44ETcHR2v+tHWGtTylD/Q2denxQPL0OueJsJoMmi6przazAc+VnY07PdM1fp9saMHnm1txnWWa5rvkobRHaYtDC1L0farDAo/djKA/rGXc1BbAfq0LdH2p11Lfapr82NLox4B8N2aaxyHFlazlM7XxLd1PQ2tA63SoK4ImX0ivmZZXeZGa7tB2KPkSCkQQDkY1n21mI+atasSSTW1alpKf6yvb4e8IodUb1H2vbfTDaDLotlLH7ukejU5fT7uT77t8Ia3bkqdvrmhAPJHAfxyHan5Ke5LPD6+Yo2mSfk/6UemPpb+W+rChvqd+S1hSDmnOZM0Pqde1rQFU13bAbrdofKW+ziw+A2ZjErY0dKKtuQtOq0nXl/Cl33EmmzTcQDSB60zH6HmB1Ov2Rr/+lZccQyQPWtsCeCV3Cv6Sfoqmoao1gFvs09DSFtB+To5JLmeyHrckj6TPluNIa0cIzc1+GI0GrK716XGgsaYDize26nFJ6qOUpZSZ9DWdXRH82X0cOtuC8HmDmvZfJw7DE/3PxJ+95ZqXF/kP0v5P+xzZvzeo/Ze0EYlTIBrXuraksh23p52g/ZvEQdqo1Im19T3l2dgR0jpR1xnC/A0t2s/+1X40OsNx3GCdjpvTTta+eVCeC6G6Ws1nyf/La5/saUvJJpRlOJDobNd+UdpBIBjVPk72b3Cn6XFI8lzSHW9v0nxbuKYJOW4rijMc+t3QLCeiiQTGFKdiVEEKctzJQCyK623LtIwqvUF4m7v0eOlbskjDucM3EJFQTNuQlI/UB/l7WdJUzWcpj2SbWfsJqd/SduRYIXEUia/a1sotXq0zUv9qm7v0FU10oyDLiaIUq+ahHEc6IzEt10A41nNuGk3ggYIZep34km0cLmt5CadunKXpkPpwo+kIPVc32F0I1tbhmQFn44M1TbB43DB60mBMStJ+rs4X0jx9vOCknmsXswVr633aT8t17vTmt/XYL9cO+ltOolvbXpK559zxmX4z9HVe7bNYXefTfer5VyIBQ1ISNjR39fx2kpSEBl8YM5pex23OY/BY6mScvuohzQ9zdj6sWZl4Jne6tu0nBp2PEzY9idn5J/SdA8l1/gvFJ2mfKOfrD42/GvHubj23E//OO033K2YOuUDjKS9pi+Gmpr6+TNvbV8dMOXeReijnpdL/1XaE9Nzg/bJTdT+ynpTrL9c/hI5ARM99Zo6+HMm5BRqOpOHf/c7G/VnH63uJq5TjCTUvaT7I/hKBgJ63S/8reSr9thwj5Hed58dehl9UPw6TO0W3lfUlLDlXkLzS3wkDEW0j8v2Tg87Tc1H5nU/qnYT1QuEJWt6P9j8b1R1BPJx3suahxF3iJGH6Qj3xEo/mHK/LcrzoLc+ncqb3tPlwXNN977BL0B6IIsUu5zAJzSs5tt+VdQpW1nT09LV1PrxwzO81X5q7Ivhr1mkap03Sv/jDaPWHv+fXU6Jt85MZAJo4cSKSkpK+82UwGGCz2VBYWIhJkybptG2hUOh7w9ueAaHebc4999zvDHPmzJnbHO63hXnppZf2fXfsscduc3jHH39833Zz5sz5xvfBYBD33HMPDj30UGRkZMBsNiMzM1Pz7KGHHkI02vOjEhERERERERERERER7Rk/mQGgbSF3sMiAT01NDd577z1ce+21GDZsmA7c/NBk383NPf/Zt6Nuu+029O/fX5dfeeUVzJo163u3uf/++/HSSy/p8vnnn6+DQV+3fv16jBw5EldccQXmzZuH1tZWxGIxtLS0aJ5ddNFF2H///VFfX79TcSciIiIiIiIiIiIioh33kxwAWrJkyVZfixcv1kGMP//5z8jPz9d1N27ciBNOOEEHOX5IbW1tuPrqq3cqDIfDoXcS9d6ldNVVV6Gurmd6qa1Zs2YNfvGLX+jygAEDcNddd/3X9x0dHTjyyCOxbt06fX/GGWfowNIXX3yB559/Xr8TCxcuxPTp0xGJ9NxCSkREREREREREREREP6yf5ADQiBEjtvqSO1sOO+wwXH/99Vi2bBnKy3vmZZXBod67Yn5ITz75JN56662dCuPggw/WgR8hzwa68MILt7peOBzGjBkzdHo3k8mEJ554As6v5ib9+h1FvXdDyRRwss60adMwduxYnHjiiXjzzTdx5ZVX9g0CPfLIIzsVdyIiIiIiIiIiIiIi2jE/yQGgbZGeno6///3vfe+ffvrpH2zf8kydXpdccgkCgcBOhSd3NA0cOFCX586du9WBmeuuu04HvcQf/vAHjB8//hvrPP744/p33LhxuOyyy7a6L8mz7OxsXZ49e/ZOxZuIiIiIiIiIiIiIiHYMB4C+w6GHHtq3vGnTJvxQ8vLycNZZZ+lyRUUFbrzxxp0Kz2az4dFHH4XB0FPcMs1bdXV13/dy584///lPXZbn99xwww3fCEOei1RVVaXLU6ZM+dZ9JScn44ADDtDllStX7lS8iYiIiIiIiIiIiIhox3AA6DskEom+5R/6eTb/+Mc/kJGRoct33nmnTkO3MyZMmIBrr71Wl30+H37+85/rcmtrK8477zx0d3fD5XLpXT5Go3GrdyXdfPPNuPjii/sGeL6PTCtHREREREREREREREQ/PA4AfYePP/64b7msrAw/JBn8ueOOO3Q5Ho/rs3vk786QAZwhQ4b0TQX37LPP6jN7Ghoa9LN//etf6N+//1a3lWndfv/73+P+++/H4Ycf/q37kDguWLBAlwsLC3cqvkREREREREREREREtGM4APQt5Lk7v/vd7/ren3rqqfihnX322Zg0aZIuL1q0CHffffdOhSfTsz322GMwmUz6Xu4CevLJJ3X55JNPxjnnnLPTcX7iiSf6BpQmT5680+EREREREREREREREdH24wDQ1wSDQWzZsgWzZ8/G2LFjsWzZMv38oIMOwimnnII9Qe64kWf4iD/84Q8av50xZswYXH/99brc3t6ufwsKCvDAAw/sdFxra2vxq1/9SpfleUOXXXbZTodJRERERERERERERETb7yc5AJSUlLTVl91uR79+/XDmmWdi9erVuu4RRxyBV155ZavPxfkhlJaW6sCP6OrqwqWXXrrTYcoAkNPp7Ht/1llnITU1dafC7OzsxLHHHovm5mZ9L4M/gwcP3q4wpAyIiIiIiIiIiIiIiGjn/SQHgL6PPLtmxowZ+pyct99+Gx6PZ4/G59prr8W+++6ryxKnp59+eqfC+/vf/w6/39/3XqaW27Bhw04N/kyZMkWnqRMjR47UfRARERERERERERER0Z7xkxwAWrJkSd9LBi3efPPN/3r+zdChQ/G3v/0NRx999G67W2V7tpdn9jz00EM6rZq46qqr+qZv216ff/45br31Vl12u919zzuS9Mfj8e0Or62tTe+S+vjjj/vuWHr99ddhtVq3O6zu7u7t3oaIiIiIiIiIiIiIiL7pJzkANGLEiL7XqFGjcOSRR+LRRx/VQRYhA0Ljxo1DZWXlt4ZhsVj6lmOx2DbtNxQK9S0nJydvV5wlPr3P1GlqatK7graXTCEn09tJfGUwSe5u6r2z6NNPP8Vtt922XeHJ84gOOOAAHVQS/fv3x/vvv4/c3NztjhsREREREREREREREe06P8kBoG9zwQUX6N01oqGhAUcddZQOmmxNSkpK3/LXp1P7vqnSeu3ItHJ/+tOfUFBQoMszZ87Ehx9+uF3bX3311di4caMuX3nllRg/fjwefPDBvucb3XjjjVi5cuU2hbVs2TJMmDABa9eu1feDBg3CRx99hKKiou1MFRERERERERERERER7WocAPofMvXbkCFDdHndunX4xS9+8a3PCepVW1u7TZm9efPmvuXegZzt4XK5cO+99/ZNl3bRRRchHA5v07Yvv/wyHn74YV0uLy/Hn//8Z12WQaDeu4kikQjOPvtsRKPR7wzriy++wMSJE1FfX6/vx44dq1PA5efnb3eaiIiIiIiIiIiIiIho1+MA0P+QqdlkKrjeZ/TIHTJbu9Nm+PDhfcvyHKFtsXDhwr5lmX5uR0yfPh0nnniiLq9fv77veT7fpbGxERdeeKEuy90+s2bNgs1m6/v+j3/8Y9+glzwX6ZZbbvnWsOQOIbkzyuv16vvJkyfjgw8+QEZGxg6lh4iIiIiIiIiIiIiIdj0OAG3F/vvvr3fX9JJn7/zvc36OOOIIfY6O+Ne//qV35HwXuVPnmWee0eXU1FS982ZHyf56p6CTO5a+z3nnnYfm5mZdvv766/V5Qv876PXYY4/1TQX3l7/85b8Gq3r5fD4dgGpvb9f3xx9/PF599VU4HI4dTgsREREREREREREREe16HAD6FjJFWnp6ui6vWrUKd9111399n5ub23cnjgyWXHPNNUgkElsNKx6P6yBSdXW1vr/iiitgNpt3uNBk33/96191+fuma5Mp4954442+u47+8Ic/bHW9MWPG4LrrrtNlGew655xzvjG9nEyHV1FRocsHH3ywDmhZLJYdTgcREREREREREREREe0eHAD6FmlpaX3PyemdJu1/n/Vz991362BM7/LIkSP17zvvvIMvv/wSb7/9tt5NM3ToUDzyyCO63n777Ycbbrhhpwvu4osvxgEHHPCd66xduxa/+tWv+u7yefzxx79z4OnGG2/EPvvso8urV6/Gb3/7277vNm3ahEcffVSXZdBHwpWBsaVLl37ni4iIiIiIiIiIiIiIfnimPbDP/zMuuOACfR6Q3OHj9/v1Lp9nn32273sZ/Pnoo49w2mmn6XOAli9fjquvvvpbwzv55JPx8MMP62DMzpJnFMnziWTQKRKJfON7uTPojDPOQDAY1Pc333xz3+DOt5GBHZkKTqank7uA7rzzThx33HE48MAD8Z///EfvZBKyv2nTpm1TPL9vajwiIiIiIiIiIiIiItr1eAfQd2WOwaBTqMlgi3juuef07p6vGzBgAL744gvMmTNHB1zKy8v1mTiyrcvl0kEXeZ7QJ598ooNHbrd7lxXekCFD8Jvf/OZb7+ZZvHixLsudQtdee+02hTlq1Ch9TpCQKe3OPfdcdHV1YdmyZbss3kREREREREREREREtHv9ZAaA5s2bp3ejbO8dKePGjdOBkN5tjzjiiG+sI4M9cqfME088odOuyd1CcreMz+fDihUr8MADD3zvdG1fj2NlZeU2x0+mpuuNW+8UbUKmr+v9XAafJI7bSu4W6t1248aNOqD12muv9X22Pa8dlTW6HEkGI1IHZKA7kUD1xxvxwX6XI7V/Kgonj8eg6eWYXXYOcsYNQsPSJkSDMWTsWwqzwwpPaT5q3vkc+QcOhTM/A+6SXGx6fQmMqVkYecUUJFms8FXUw5aegqwDRqOjoh4mhxXeihakjhiK/IP3xdFLH0Q8FEEsFEGS0YB4Rytalm9CyVH7YvCpI2DvVwR3QQpSilOQiHfDv6UOKaX5MDg92Pz8u6h6fyXmnf8PZB84GrYsDzqrG/Wvu18ujllyP/pPHojaT9boNimFbpQcPRpZw7Kxz7mHomLuIk1L6oAsZA3LhGvwYMQjMSQiMbgLXJg19gqYrMlIG1oKa7obzZ9+ifY1W5A9PA9V8zYge3Q5Bp0+Ed41m2Awm9C6bB1yx5XBkZ8Jz6ASmG0mpJVnwWQ1IdzUhIHHjYK7X46m1ZyRjYsbntd9S9yKDxsKz8BC5Bw8Vvfp3ViLlJJcJBkMKDpqAsJev+5j4NGlKJ5Yioa3P8BLGZMRjMZh8bhhMBs1T+LRGEadMxqFhw5H3tgiLeMh503WPJX8jXQGUHbC/iidsg9GTB+oYZ67eRacuSlIL8/U9aU8Tlo7EwNOORRVcz9BWlkaSqeNRuVTLyNnVKGmMevA/TD+msNgTElH4XHH4Kj5d6P/1LGwZ6VqHjd9tgJFUw9BNBBC/mFj4ZHy6/Qif9IErWeyTfv6aqQNKkaS1a71r2NjLcZedTjSh5agaEg6Olav07wZeOpEmB1mLYO3B58Ni9uGiD+KI6+fjIwh2Qi1+mDPsGl99G5uQ7LHiUBLENb0FDQt2aR1rvCQocg9YDgMDskrE1487NdoXt0MZ34m4u3NWFQ6HZO9nyBY14S0gTnIGVOCYH0j7Bl2rRclRw3XvLHnpuMA35doWVmFo7rXaF0rPXaClmlqeZ6uI/sfefEB2kaKJo3Uz1496VaE6upQeMgQDJw+FLkHjUT1h+vwcuHxeH3Q2VhR74OzIFPTvKW1S/MmmkjAMWgIol1BeLd0oGn+IkS7wgjUNMBaVIJoV0jzofKd5Yj4glp/pL7MGnUpUsr74TehtwCDUetgdySEshMmwJGfgbTB/WTUGf5IDEdsfBauomxEvD7YywZpW02yOnBJ90IYLWaEWjvgLM7rCacsXcsm7AtpWRhtFoS9ncgaXqxlGo9EkWRM0j5C4iH1UfJA6kT2mDJ0bKpF+TnHIB6Jw57lgTXVimCrD/56Lzwje/JX+pNzqp5Cv2kHYf83/4qCQ4ZpvRURXxcSfi+6ZP2STDiynDAbDfr9sYvu0zbvKszS8pXPpE4Gmjq0btR+sgpHLn4AmSPLNE1V86thy83G2ev+g+DmdTBYTHh+0HloWNqo+w42ebUcc0bkoP/U8Yj4Api2bpbmg8VlR2dVk9a3rs2V8AwbjP5nnaT9gbQzqSP2rBTtD4smj0PBoaMwveJZLdu6T9dpn2h22FBwxHi0rqxA26oKjXev7mAXDC4PvIsWo2FxNYacdbDWs5wxA9D85Sq0b2xG6uBiuPLTUHLkCJQc2g+BZi8KJ+Qj78BheH7Sb1B+yn5aJpIPJqsFrtJ+2jdquaXnwJGTqvGX/DdaLbpOd6gLFR9s0T5C6pwj24WmhWs1TtIX+2ub4d3YgJz9hqL/MaO0P5fP7Ol27aukfCPt7eh3+EDkTjroq/6/EYWHjkTBQWWYVXoOzLmFcPXLw7CfHYZgsxdta7YgUFOP/PH9kEh044H+5+Czk29BLBRD1XuLYHE5sOWdFdqnvn7WbehYV4nOqkZ01vmRiCfgXb0JOWP6I6M8Hd711dq/Fk0apX1u54bNWv+Er7Je/6YOLMRrucdo2zly3WzMHn8l3KUFaFy0TtPgKfHAkZuOQaeM03VkH9KOnh5xCUZcsD+uqn9K62HeIWO0n5RwJe+KJpZpWuRzyXdPSQaSM9JQN38FTJ40rRfB1g60rG5AoKVL25zUQ5jM2ubSBxfoMU5In5TstsBoMWkbkb4l0hVBdzyh9VDK7MKml+HITYPFYcZzoy7p6S+6QkgfXo6CQ0cifZ8SXd+R29MGn80/Hp21bdq2B0wZ2nMsaPPi9fGXo2HhJngDUa2TWWMGId7ZrvXkuBUPI8lkQai1E6csfUCPw2UnjNcyv7ZuNgzGJLhLsnWfhy/4F/IPHq7tS9Ij8Za8NJpNqHxrEQwOl7Ypi9uhfcMbF92NeGsDkj0uDDllX4TafHAVeGDLcGLcr6ch7AtruO4CN2zpbhzV/B6GnLE/8g6foHk5M/8UmPJL9VxD+tLskf00/fKSdNgsRq1nWj/LBqNxwVK4y8vQvnYLGt/7UM95JP55B49EqD2kbV7CknjnjS9F/sEjEGxq1/IYO+dmZI8qgslm0vClT87brz+yR+QjZUi5HlNyRhXA4E7HwOlDUHTYPsgZkY3yGYeieckGLS+pX9KuLW671lEpm5Kjx2r/Jn2FHOdyxpQiHu551qTdYoTbbdU+R9IyIs+NZJMBJ/jnY1CeC/FEt35/8KBM2M1GVLT44bSacMjgLOR6bBqGK80GS7IJDZ1hZDuTsW+RR8Oy2cwYVpACi9GAFLsZ65v8MBuTdPsX83ruOD+55S2kOS3Iy3JiWIEH3fE48lOsGFSYov3z4sp2BMMxTNonG1nuZOR6rCjOsKM72nOXvNNjQ6y+ElluK1LtZg1b2vchX96H/QZlIi3TocdboyFJ0yJtcUy/tJ74WYwoz3XB5krGqZVPaV4IeV/rCyHdbkGrP4LjxhdqnkgaLrSuwcnBz5DutCA/3Q5jUhIGF6ZgfEkaCnNcaPJH8FvzFxp2/ywnxhR5sN+AdIwoz8T6hk5EYgn9blRpGp7M+BT7b5qj51bReAK2rFRE6yswql8qzg4tQJYzGZ2RGDY3+XHYuqdQ0xZA/5JUGE0Gjc9BI3OR47Gh0xfC2P5pmsbDBvX075LPdU1+WEwGzTe73QLTV3EKxxIoznDg+FH5GDk4E2+PuQQjiz0YWZqmeT19ZB4qm7vQFY4h1WZGbVtA8ynJkKTxP3rlf2A1G9HkC+PkDbMwuMiDFLtFvzMYkpCX64bLakJOihX79E/TcFKkXGIJhGIJ7Fvs0fyLhmMYXuRBQZod9R0hGFIzkWwza5yPHZWHZl9I9yHplbr4K8cqLY8cVzIioSj6p9k1rVInxpWmY1CeG1kZDuw/PAdnjC/CP1O+xKSh2fh36EX9bnhJKqYNy0X/ghTsU5aBNGcyrA6L5tvQQZlaP6aOyEO6w4KTxhbgzSHr4I/EMSTfjX+mL0X/LIfm9/j+6fht4HWtkx67WcszJ9Wmy5KnYmb+Sozpn4YNDZ1o8oU0bIvJiKPn3QGr3YLyHDdGFaVq3T9qSLbmx9iiVK3HuVlONPvCWk4DS9LwSu5n6AhGkeOxalylrfm9IfhDMXQEovpX0npqZCE8NjPisQQOLMtAY0dIy0Tq1987n0eKK1nTIPVRyuffhp5nyRbnuTUMScc5He+iwRtCRyCCmrYg0rOduKnpKZTlOFGW7tA0/sG2SOuR9N9v5R6labvG9zoKMh1o80fgSDZp35DlSsY5Nc9ovo8o8qB/rku3u8f6IcYOy0auMxkTyjIwYZ9sjWdZkQc5bqvWCakDnaEYHra8pe1taHkGfMGofn7GhsdQkGbTcpH3Uv5SxyWMDFcyjhyei8czPsPvW57B0IIUnLDpSe0XGj/+AiZDEq5uehbx7m5Nh/RrBw3OwiWL/gVDElBc7NFjn+TF7XgL9b6QttWb/C8hGE3gNO97+PmahzS/7rN/pHVhUK4bM+3vaXnLfqR/GpDhwCEDe+qU5IWUuZRdcY4L4XVLtI8cX5aB8QPSMWpAOgwmg5Z5jrOnjAbnufW81usLabuMBGNa7tJWTljxkMY7HI7h4H1zdX3pB6Xfkr5D4iBpku3Kc1yaN3k5LjhTrJg0Ig/lWU7clPw5SrKdGk6/Qg8ui87X/Je6M7TADbszWfsu6Sce93yMmzEPF8S/wL6FHu17JN+RiPfUa5sZo0tSEYzEeupThkPbrJSL9JlSZ4rS7AjK+bjFiKGFKdpHSJ93xJBs7Vekvzq75Q143FYUFaZouJLHEveRJanwh2OaZxckLdE8kHoi36Wk2zUPpS2mfpXPwwek44jP7tE6LnHIdCXjd+3P6TEmzWHRc5CAtKdcF07Zv1j78PKSNO3H7W6r9pMjij3IyHAguyBFyydQsQn13pDuW9qs1L9IOIbSDIceYxwpVj1WZbqtOLvpNRR6bJoW6Zdl3YIcF8zJJhTlp2i71t9E3Mk4qf19XZb+JsedDJuci9ktmldSJyS+kjfHjs7XvkE+l7yRNnad72VYTQat99K3SPy0f3D3tENZt23tFgzNcWHqu3/H/M2taPnwIwyt+UD7GyF5L/X1RfsE3Y+/K6J9YrilFfmpNuTnuns+D8Xw2+SFCEQTSDYZ0dwVQTieQFckjq6NG/CkdT+tF3K8OH/6YBxf+RxcQ4fqNYjkhfGrOpOaZtdylPo8MMel6ZA+PugPY2B+zz9TL1jfgsJ0u7abAwZmIByMIp5IIDe9J+8P6pcGi9WEtBSr1iFJq/TT0j+urfdpGPK96avruX6RRly4eRbWPfMR2kNR3JtxnF4zSLlfVvUEbgq8ihcLjkN3LKrXat5QFJP3yUYiFEJ3oBPHVs9BIhzEFeF5uD3wIs7c/IT2D+LGqkdxWcVjiDQ36e8Op8+9Wa95E9EYfrbuP1r+ch0QC4Rw0sqHcNzCe/VaoizbhZdTD9VtJR7ntbyGa6tm4ZExV+Dohjdx2eoH8VTWFO2vzg1+oue0ci4seS3nmMctfQBGgwFnb3oMf3Mfi+Pm36X97WUtL+HRnONxivcDXN/6rJb/VVtm4dRVD2t8z/3in7hg7SP4VcVMrTtnL/5337mQ1N1Z+1yIWKIbV7e8oP2v1BM5fnkDET1Gy28cV7fNwTX+NxCJJ/Q86/Il9+CqDY/oecIjIy7Frb4XtK5evP4/6Nq4ERcsuRdn1c3BeYvu0bbXm3e/bn4G3Yk4IrVb8PNNj+r1YE+dNGj4ciyTOIr2QFSv+0JNzfpe+pqT3/kLflX7BK71vqR9tpSj9DWStuM+vlPzX86jB2S54LaacOKW52E1GTFj8b9xuf8dnLd+pp63/LLxaW030l56z4klnHMb5ujnvS+J98mrH9F2K+em0rdc550Dt9XcE58Ns/DblmfwmzUP6PXbPeE5Gp5sO/253/a0U6NB8/SWlqe1vB0WI5zWHX9+PNFPcgCIiIiIiIiIiIiIiIjop4IDQLvIxIkTdaq4b3uZTCa9k6akpARTpkzBPffc0/d8nv+9C+i7wvm214gRI/4rHJm6rfc7mQ5uW/Xr10+3kfRsq+bmZmRkZPRNlUdERERERERERERERHsWB4B+IDIlXCAQ0Ond5s6diyuuuEKfF7Ry5crdvu+//vWvWLNmzW4JW6bHu/jii9Ha2rpbwiciIiIiIiIiIiIiou1n2oFt6HssWbLkG5/J83DC4TBqampw77336p0+1dXVmDx5sg7OpKT0zLP/dTKw8vOf/3yb8ttm65lffWsikQguuugifPTRR7v8Lp3LLrsMc+b0zF1JREREREREREREREQ/DhwA2g3+dzq2/3XiiSfihBNOwEsvvYT6+nrcfvvtuOWWW76xXk5OzveGta0++eQTPPjggzqotCvI3UznnXcenn322V0SHhERERERERERERER7TqcAm4PkLtw7rjjDhgMPdn/1FNP7db9WSwW/fub3/wGDQ0NOx3e/PnzMX78+L7Bn950EBERERERERERERHRjwN/ud9D+vfvry+xadMmBIPB3bav6667Tv96vV599tDO+PWvf40DDzyw79lFP/vZz3DaaaftkngSEREREREREREREdGuwQGgPSgrK6tvWQZndpff/va3KC8v1+Xnn38er7766g6H9cUXX+jfzMxMvXPpkUcegdls3mVxJSIiIiIiIiIiIiKinccBoD2oqampb0q41NTU3baf5ORkPPDAA7ofcdlll8Hv9+9QWBLP66+/Hhs3buSdP0REREREREREREREP1IcANpDNmzYoIMoYvjw4bBarbt1f4cccohO1yaqq6txww037FA4L7zwAv785z/D7Xbv4hgSEREREREREREREdGuYtplIdE2C4VCuOSSS/ren3feeVtdr6GhAUuXLv3e8EpKSpCSkvK9691222147bXX0NjYiHvvvRdnnnkmxo0bt10lZzDsvjHD3juUiIiIiIiIiIiIiIho53AAaDfY2qBNIpFAe3s7Fi9ejIceekjvABLDhg3DRRddtNVwZNo2eX2fOXPm4Ljjjtum6dvuuusuzJgxQ+Nz4YUXYtGiRTCZWA2IiIiIiIiIiIiIiPYm/OV/Nxg5cuQ2rTdixAi88soru336t6877bTTMGvWLLzxxhtYvnw5br/9dvzmN7/Bj0F3dzfvAiIiIiIiIiIiIiIi2gX4DKAfiEyd5vF4UF5ejjPOOAPPPfccFi5ciMLCwm/d5sYbb9RBke97bcvdP1933333weFw6PLNN9+MTZs27XT6iIiIiIiIiIiIiIjox4N3AO0GMijzY1ZcXKwDP7/85S8RDAZx8cUX4913393T0SIiIiIiIiIiIiIiol2EdwD9RF111VUYPXq0Lr/33nt47LHH9nSUiIiIiIiIiIiIiIhoF+EA0E+U0WjEQw89pH+F3A3U0tKyp6NFRERERERERERERES7AAeAfsJGjhyJq6++WpdbW1txzTXX7OkoERERERERERERERHRLsABoJ84eRZQv379dPmJJ55AXV3dno4SERERERERERERERHtJA4A/cTZ7Xbcd999fe+j0egejQ8REREREREREREREe08DgARjjrqKMyYMYM5QURERERERERERES0l+AAEKm77roLaWlpzA0iIiIiIiIiIiIior0AB4BIZWVl4fbbb2duEBERERERERERERHtBZK6u7u793QkiHolJSXpX/+TtwAmMzrWVeKTab/Doe/fjkQ8od85C3PQvGgN3j/5Vhzx6s0Ie/1w5KTD4rbDaLUg2hmA2WXXvya7FUaLCRFfAPaiArQvX4MvTvwjJq+ZhUibFxaPG4lQCAa7HYGaBt2+s6oROUcchnhnO7pDAUQ7/bANGIyuNSsQbGrX/WXvPxze1ZvQ1dCGzBFlsLgdMDg9SAQ6YbC79G+4zQuz7N+TpuGEmttgMJt0n961FUj2uGBNdyPY7EUsGEGwuR3Z+w2Db1MN3CW5uq+uhlZ8ftqfcNTi+xHtCun7rAP3QyIcRKCySvPDMWCA/q1960Nk7FuKYJMXiWgUnkElfWnzb6lDIhLrC9eWlQp/bTNcZf3hXbEWKaX5SLK70B0JIclkQaCqRtcJNLRqntiK+sG7bCXcZUWI+/2an/FoDO7yMvg3boK/plnf5x4wHO/ucy6O7piPeHszmj/9EuvO/ivGfnQ3vOurdT+d1Y1IH16ucbKluxFo8iJ17Fh0rVulcTJZkzVfZJ/tS5YjHolq/qaMGIEkixXtny6AIycNrasqNI5SHzor65CIxuAZNgi1b89H9phymLPy0B3qQse6Cq0bsVAEnlGjEd6yAR0V9TA7bIh0diHr4P2RCHahddEKpA3uh4ivC5Y0D8y5JfAt+hwGiwndX9W9tjVbUHTiVLR8/ImmJdTq03RLOrrq2xANBBFu98ORm470/Sdg46PPImtkGZIMBjjLy1HxzGsoOuYAdG6ugclqQaC5HRmjh8Hg8iDeXKt13rehp1w9wwbr51ImiU4vGj5ZDFtmKjzD90HN3A+Qd/BItK7YgMzxoxCqq4XrwMkIfPE+Php/GfZ98gYYpa65HYhHYrBnebT9tK/ZonVA6lKS0aB51x2NwFfZgGhXEFn7j0Hjx18ga8JIJJnMSEq2ovXTL5A+YRyi9dUwWMz4cOSFOKzqVf28s6oJxSccqXVP8iB1xFA0zPtc09udSMCRn4lAfSuMNgvc/XI1Tub8fghuWq/13jO4FM0LV8JVlK35ljpquJZxktWOrhWLYCsp1bIJNzRomRjsbgSrKrU8kj1OjV/zl6t0e7PDCqPT2dOPWKxo+XKZ9guOQUPQOv9TBFt9KDzumL56JvExGA0wuVMQqKnXck7OSNOykfoi7cU5eDCSrA7N/08HnoRhr/0ZrqFDEazYhOSsLMDw//+HojvQiY5NtQi1diD/2GMQa67VtiL1wlWUhSSjETAYYUzN1LyTfkTisGba9Rj08p+0z5LyyT54LAwOt9aHeCgMU1oGmuYvgjU9Ret929ot2v4kvZ6BhbD1L9c6Eu9o1T5G2HKzte5IPKUNSzlI+5A6J31QpDOgYaQMKcfz+cfi6I/vQtjbifTxY9C5Zg1Sxk7Q+Ce6fDBl5OKtwmmYXPkSksxmxJpqNe5SfyS/pB0vOOo3OHjeP7R/kvbrKsyCr7Je99uyfBPyDp+AOUUnYtJ7t2kdEFJ+RrcHcZ8X0UBIw5I+WeIobVX6bX9tC9LGjETHylWwuOza3oT0D/K9tGNrqgvWNLd+3r6hGrb0lL7+Xz6Xz1yF2Vo2Uk8cA8vRuWqV5oO0A/egAYh72/qOAbKNpE3KS44FkkdSz2Qb6acduWm6neS/tC3JC8/I4fCvWdNzDLLbte1Iv+PdUI2iyeO0DkVaW3rCK8nVdbRvtlp7jhu+VpiyizTPTdmFiLc2aF8gx41gQ4uWjT0nHfGQtNV6mBxW7TeeLTwRk9/8C9L2G4dYQ5Uej6RNS/uRNPWWgfR1UuelLWbvPwLB+kZYM9N6jjWlBfBXNyDWFdQ6JvniGD4O7Z/M07KSPkryVI6l2maHDUKwukbboLYZj0v7TGnv0mdHm+o0nZLXlvxizRdbTgYiXp/mqyU9Q/NC+4LsfK1vzgGlqH3nE60nsbYWJJeUo/WT+fAMHdjTtmIRGKwOtC1eruEKozVZ865rc4X2wR9M+jWOa3gdW158U9eRbQ02B0I1W7ROST32LluheZk6sFDLQPO6vVn7Czm+mWwWOAcO1DRIXy/9p+4/Htf+U9Iv20qdln7c0n8fNLw8B57SfE2/hIlEXNt5PBDQeuwYPAzehV9qfZG8MmbmI1K9WfsdIW29a+MG/d6SW4j2xcvgzM9AZ3WTthEpk+Yl6zXvMvYdgEQkqu3Xmp2hbU/yXuqUhOdds0nfpw0u1r6wbt4i5B82Dlte+0iPV7FQWI+9kpfBmmrNF/uogxDZuBwtS1bD4nJo25LPpW/X+FlMOPGhlzB/fRUGjByPaTc+hINKM3BM0zu413wAHBYjuiJxXXdtnQ8pdjP8oRgK0uwIxxLon25Hc1cE6XYL1jT4YLOYEIzEdJ3iDIeu47Ka0BmK6d9ILIE1dT70z3IiGInDaEhCv3Q7Pt3UioE5LtS0BXQd2dZiMsBjM+t304blYnm9D5nOZLQHIrBZjKj3BnV/++S4sKyup+/4Y141rq/KQ67HhmVVXozql4pcZzJaAlHUeoOIJ7p1nxLHwbk9/YrLYsJrK+qR7rQgy22F02qC2WBAUYoVy+p9Go9WfwS5Hqv+bfAGNR8sJqNuI/ki20jYIws9aAv2PGtT3mc6LKjtCGn6SzMd8AajGm/Z9+It7cjx2LCksh1lOU7sX5KOhdVezaerox/ijbwp2NjaBbfVhBZ/pKddGJL0VeyxYWVDJwpTbegMxzR8yTf5TuK0qqZD1x9RlKrpeH9Ds5aZ1WRERYsf6c5kFHpsWN3QiaI0G6ragojE4rqOpDHZZNByOqQ8E4nubv3+RtcK3Jc0RvfTu68cVzLWNvoxLM+tZV3tDaK2LYBDBmZq2LJOsy+ETLe1729ZpgNV7UH9bn1DJyaUpqOpM6z5rOdGNjMy7BYsqe1AvseKFTUdOHhABtpDUc2HLFcy1tT7tIwdFhOq2gKat3UdIeSlWFHZGkBphgOGJGDBplaMLUmD1WRARygGp8WIhs6w7qdfqh2fVrTqfm91LcUjyQeiX6oNm9sC8Idjfenb0Nyly9d1f4y/JR2kddBuNuCktTPxYPGZmqcShxH5KVhU3d6T7wUetAQiyHYkazy+rGrHrY7FeNZzqMZD8tdsSMLCLe2a585kk+aB7MdkSII3ENE8lu+8gaimp94Xwi9C7+EPiYP0O0m/fCf1SdqOpEPaj9NqRpY7GfluK574rAqnjS3UeI3vl4Z1TX7EEt26D9lXbx2QMvm8ok3rY0cgouEeXJaBRDfw2eZW5KfZ0eYP46+W+fiH9XCUZTjgj8SR5bDgi2ovhmS7EIrFcWrj63q+8lf70ZrG/BQrTmt7W/vyaO0mPJx3Mi5sehmz80/Qdj15cDY2tXYhw2lBNN6NjmAUpekOLRdp2xP6peKdtU3alu4wfYD/ZB+HYDSOD1Y3YWS/VE2nMSkJH6xpwuFDsrGxqVP7DrvZqG3NZjYi1WZGnS+k7agwxaZlazYa8PGmFvw1cx1etE/A8d4P8JTzYASiCS3LP9oW4sbgGIwqSEGNL4Q8l1XLtbojqHXi1MCnWJB7GMYtfRSXhA7FpMFZSDYaEJX+JSkJS2s7NL+k/Ul/tanJr+1a0rShoRMHDMzAlpYuTB2ag+eW1CLNmaztT/oFqcdSPpKnzy6q0T6sJM2Ot1c3ar8p20k5/SrwJl7rdxLmb25Fky+s/ZPkk9QN6R/7ZzrR2hWB3WLUspZ2LX2ttNO19T6tW1I+0h6afCGNm6y7b65b24CsI/GS/UkcpE2KaDyBGYH5uN84XtuVXD5lOS1oDUS0n5AykTRK+Kl2M3yhmB4f4t3dWFnbgRS7RfNC6tiQHJfGR44dxekOrKrtwD/sn+o5wf1pU7Vfk+OEhCl1W/wtrwKPYwQKU6w4cN2z+GjgyajvDGNzawAj81NQ0R7QdaV/lnz4jflLIJHAo46DNS6X+9/ROhyIxDU/1jdKP2XA0FwXAtG4pmdFjfervjCs+Sn9lqRpcJ4b1yZ9hn8a99e8dlvNaPaHtbx+GZ2H30f3R703pG3xwAEZOK3mBXw85HTMr2xHeZYTn2xs0TTtV5qu+SHHKNnP9ZF3cavpcC2nG7o/wgvZx2hfKu+lDgup07K9x27GvvkpSLGatSzq/WH8PLpA2113OITuRBw3m45APJHQPufc6sE4aGCmtk+pAxKm9KGSf9K+5RgjcZKyz3Im48zwZ3jReQAq23vy+5fu9bjDN1DTtLnJr+XnD0U1nNFFqfiisk3rjrz/g2Mp/hQcqccg6fukvQzNdmk8j27/GG+kHoSlcvxPt+txUeqAbPd743y8kHmUHmvk+Cl5+IfYO3il+CSsbuzUvJM2LGUgbUDqjOS5fL68zqd9zYSiVDz2RZWWkZS79DNy7vcX06GYfd052LzsCxw4pARv3XoFQg0NcI05oO9cXM7r5BrrjUFnYWrta/objJyryu8Mz+dOxSneD/T8Xc69jalZGq6c18tf2U7OFZ+JleP4qhf0WvGNfX6GqfVzEandoudq8rvLoznH49yml/V7Y3qObifXkO+NvRTHtM1DvL0Jc/ufrP3H0TWv6vWZrCfXp3K9l+jq1HPeaF0FjCnp+juUnHdbC4p6rouNRj2XlbTIdZ+cw8g5s1zHynW2hCPXOpLGac3vavhSZ14bMEP7renLH8JLwy7QfliOWSdvmq3p1fOOlHTM8Ryq4cVa6vHy0PMxbekDeg0g4UoY0xvf0GU5P36h+CScVPuyxkPCO61uDhCL6rWSxFPO25Ozc3VdaeuSP28WH9eT7nBQ1437O/UaypSZj+dTD8OJre/odZCcU8s1mKT/pYFnaZ05ccvzPedcPq+el88ZdQlmNL2ORMCnvyv05Q2AR1KPwgX+9/BW/hRMWj0Lbw8+G0csfVDLVdZ/texMdISjOLfrI82jZ3Kn6zFMriWkPF5IPwInNs7V31ZeLjwexyy5H6+OuBgn1Lz01fXMV89a/+r3A7lWk2uhl3KmYPqW5/X3jrnjLsOJzW9qnT++8jmtRxL2i9ZxmDGyoCcc/nxPO4F3ABEREREREREREREREe1l9soBoN/97nd6J4m8Xnvtte9cNxwOwy7/sfvV+hdddNH3hj958mRd12KxoKurC/Pmzevbvry8XMPcFjfddFPfdpWVlX2f9+vXr+/zHXmde+65/7WfhoaGbd720Ucf3aa4H3300X3bnHPOOdu0DRERERERERERERER/TD2ygGgiRMn9i1/9tln37nuJ598gmAw2Pf+3Xff/c714/F4X5jjxo2Dw9EzRUiv9evX49Zbb8WPybJly3ZpeDKg9M477/S9f/755+Hz9UyvQUREREREREREREREe17PZPx7mQMOOEDvzolEIt87ANQ74NO7fkVFBTZt2oTS0tKtrr9ixQp0dnbq8uGHH77Vdf7+979jxowZGDJkyA7Ff+7cuRqXrRk5cqT+HT16NB5++OGtrpOWlrbVAaDk5GR8+umnfc/Z2Zqiop65Qr/LU089pQNhBQUFqK+vRyAQ0M8uvvji792WiIiIiIiIiIiIiIh2v71yAMhms+ndOXJ3z5dffolEIgHD1x7W/XW9d7KceeaZOv2ZrCuffdsA0Pz58/uWDzvssK2uI4M3MpXcxx9//J2DLd9mWwaOnE4nRowYsU3h9Q4ADR06tG8AaWfMmjVL/x5xxBE6WPbRRx/pYBQHgIiIiIiIiIiIiIiIfhz2yingvj4NnExNtmrVqq2u09bWhiVLlujy9OnTMXz48O+dBq53AEgGmSZMmPCN7+VOot717r//fvwY9A4A9aZvZ6xcuRJLly7V5YMPPhjHHnusLi9cuBDLly/f6fCJiIiIiIiIiIiIiGjn7bUDQIceemjf8rdNA/fee+/13R0kgxm9U7q9//77+vl3DQAdeOCBfYM9X3fNNdf0fX799dejrq4Oe1I4HMa6det0eVvvGPoujz/+uP6VPDvmmGNw8skn993l9Mgjj+x0+EREREREREREREREtPP22gEguTtHnnnzXQNAvXf6jBo1CqmpqX0DQO3t7XpHy/+qqalBVVXVd07/NmjQIB34ER0dHbj88suxJ8ndT7FYbJfcASSDYrNnz+7L36ysLBQWFvbdCfXEE0/ogBMREREREREREREREe1Ze+0AUO9zgMSnn376nc//mTRpkv496KCDYDabv3UauG15/o+44YYbdCBIzJkzBy+//DL2lN7p2kR6ejquu+46fRaQ5I/H48EBBxyAe++9F9Fo9HvDkjujamtrdXnGjBl9n59++ul9U+pJeomIiIiIiIiIiIiIaM/aaweAvj4N3Nq1a/VunK/bvHkzKioqdLn3zh+Hw4H99tvvvwaHvu6TTz7RvykpKRg9evS37lemgHvwwQf7pkaTu4A6OzuxJ5//YzQaMX78ePz973/H6tWrEQqFNE8WLFig8ZPvvm+6ut7p30wmE0455ZS+z0899VT9THAaOCIiIiIiIiIiIiKiPW+vHgCaOHGi/u3u7sbnn3/+X9/1DvBYrVZ9nk+v3sEgGRgJBAJbvQPokEMO0QGV7yJ3E11wwQV9U8f1Tgu3pwaA4vF43zOK3nrrLb0r6uGHH8a+++6rny9ZsgRHHnnkN9LcSz5/8cUXdXny5MnIzMzs+y4jI0O37X2uUmVl5Q7FtXfAjIiIiIiIiIiIiIiIds5ePQD09ecA/e80cL1TvMkUaDII9L8DQJFIBB999FHf536/H8uXL//e6d++Tu62ycnJ0eX77rvvW59FtDv1xlmmf5M8+Mc//qEDOHKn0/nnn48vv/wS06dP13VWrlyJP//5z1sNR6Z2kzwQZ5xxxje+7/1MBtv+85//7MYUERERERERERERERHRT3oASAZ2eqd0+/rgSyKR0OfZfH3Ap5dMhSZTwYnedXq3772L5n+3+TbyjJ277767b58XXXTRNj1rZ1dasWKFDmR98MEHfXf7/O90dbNmzdJp7cS///3vvnR+nawjJG+OPfbYb3wvnzmdTl1+9NFHNb3bSwaPiIiIiIiIiIiIiIho5+3VA0Bfnwbuiy++6BtgWLx4Mdra2nR50qRJ/7W+2WzGwQcfrMtfvwOod/q3rKws7LPPPtu8f3lWztSpU/sGY+SuoB9Sfn6+Tkc3bNiwb11HBn9OPPFEXW5vb9fp4L6uvr5ep3brHejpHSD7OrvdjuOPP16Xq6ur8fbbb+/ilBARERERERERERER0bba6weADj30UP0rAz7r16//r+nf5A6d0aNHf2Ob3kEhGSjqfSZO7wDQtk7/9nX33ntv390xt956KzZs2IAfm6/fHVRVVfVf3z355JN9dwXJsjyrZ2uvxx9/vG+bRx555AeMPRERERERERERERER/aQGgGQKuN5n/PROA9c7ACSDQwbDN7Ogd4o3ma5twYIFOvjRu+2ODAAVFRXhlltu0eVQKISLL74YPzZyB08vef7R1qZ/2x6vvPIKmpubd0nciIiIiIiIiIiIiIho+5iwl0tOTtZBoHnz5ukdPaeffroO6nzXs3zkbpiMjAy0tLTg888/1+XOzs4dHgASV155JWbPno2FCxfq83hmzpyJ3a2mpkanc2tsbMRRRx2FgoKCb13364M1Ms1dr+XLl+tLyFR255xzznfu84UXXsDTTz+tg0hyR9AvfvGLXZIWIiIiIiIiIiIiIiLadnv9AFDvnT69A0DyCgaDW33+Ty+ZzkwGep599ll9bk9aWpp+XlxcjNLS0h2Kg9xp9NBDD2Hs2LGIxWK49tprcdppp2F3koGms88+W5fvv//+77zzqHdQTNI+atSovs+/Pq2bDGIdccQR37nPsrIyHQDqnQaOA0BERERERERERERERD+8vX4KODFx4kT9u2zZMnzyySe6LHfDlJeXf+s2vXcHrVy5Uu8C2pm7f3qNGDEC11xzTd8ziWRAaHc66KCD+pbl7qNvI88kevPNN3VZBnjk2UgikUjoM3967wralvQPHz6873lCq1ev7ps6j4iIiIiIiIiIiIiIfjg/iQGg8ePHw2az6TRujz322HdO/9ar9/v169dj/vz5u2QASNx0000oKSnpe8bQ7tSvXz8ceeSRuvzxxx/jwQcf/MY6Xq9X70SS5xzJ3T+/+93v+r6TZyXV1dXp8oknngij0bhN+z3rrLP6lh9++OFdkBIiIiIiIiIiIiIiItoeP4kBIHkO0IQJE3RZpnT7runfeslUbzLlmwzSbNy4cZcNANntdp2O7Ydy1113we126/LPf/5z/OxnP8Pbb7+td+bce++9eseOTIsnZFq6r9819PXp37Znurozzjijb7DomWeegd/v34UpIiIiIiIiIiIiIiKi7/OTGAD6+jRwvb7vDqD/XWfQoEHIy8vbJXGZPHmyDpL8ECTec+fORXZ2Nrq7uzFz5ky9K0gGxC6//HJUVVXpnT8y+PO3v/2tb7uuri7MmTNHlyXdBx544DbvMzc3ty/vZPBHnqVEREREREREREREREQ/nJ/MANChhx7atzxkyBAdpNieAaBdcffP1915551IT0/HD+GAAw7Q5/H88Y9/xJgxY+ByufSuKJki7txzz8Wnn36K2267TQeCer344os6CCROOeUUGAzbV1XOPvvsvmVOA0dERERERERERERE9MP6yQwAyR0scgeMvFatWrVN25x++ul928h0ad91d1HvejKgsi0yMzPR0tLSt50MxmyL3vXnzZuH7ZGWloY//OEP+PLLL+Hz+RAKhVBRUaF3BMkzkrb2HJ/efclg1faSO5x6t1+wYMF2bw+DEdEOH5IMBkyrmgN7XhbsmR4YjAaE27zojicwo+l1GC1mpA8tQSwUhjUzDYloDCa7FbYBg2HL9MBoMSHs9cNZXo4kkxnBVh+OqngBM/NPQTwUQcTrg9HpQiIQ0O3C7X5EfAF0J+KIe9v0e/FezhEwWS1IxBMap2BdE4zWZLgKs/X7JItV/xpTM2FwuPV925otCDR70R3o1HAkXLPDiiSrHdGukL5ioQgMZhOSU50wu+zwbarRZZjM+l0iEsP0xjd0v7KtxC/e0QokEuhOJHSfCb8X3bEInPmZMKe4EfZ26r5Mmfkw2O0wulKR7HHCluWBwZ0Ok8OK1lWbe+JtMOr+DU6PxrNzcw1i3jYNW8KR/SZnpCFYVQlfZT0Mdgnfr2HEuoJIMlt0e1nfnpUKJOI45NN7EK3dpHFy98uFMSkJZocNoVYfYoEQgk1e3a9sb3KnwJruhn/1Cvgq6jV9UpYaZiyi33XVtmjaEYtqHKNdQZiz8zW9EkeD3QWL2454JApDsg1JRoOG2x3qQszXAe+Gav3MaDYh1lyLzqpGWFNdGk48GNG61rlhs8ZfPkvOykKosUXzNdIZgK2gEP7aZgSa2nWfUja2rFTNB0m3xWWHJbdQ45paVqjbSHwl/oWHjtS8t/cr0u1SSvORZLIgHgprPCwuBzrWbESsoUrLJu73I22/8T3pNRi1Hkl5R9rbNS87NtUi1tIAR27P4HGsK4SuzRVaNyVvTJ40HNHygdbReDQGR/9+ui/JT6nvEl/Zrz3Lo++DDS0apqTbmp6C7lgUOZMPhcHlQbixHt3RKDxDShGp3YLO6iaYsoswqeVDdIdD+nnq4GJdN21wMVL3Haz1Mu/IiVoeORPHI+3wo2DPTUf68HJtsyJSvVnbqfBt3KKfS7lL3OKd7frqjoT0+7YvFumyxeOGMTVLl6U+Sv5IfZJ4SF7YS/prGsMtbVq3Is1NGq70CfHWBs077Sda62EvLYOnNF/LLyB10WJFoLm9p30HAlqO1qxMuIaPRKKrE4lOr9aFA1s/0TYq5aL7DnXBlJ4LY0q6tvlEJKrxkrYh20n/ZXQ6tT63r6/W76UfkDy15/S0Q6lHYze+pH2BlIerKFvjLvuU9Orn3ja4S3L7+jKJp+SvwWLS9i75FajYpP2K5IHUR8knqWdS7yXtso3UY/k+yWjUdVLHjkWwphonVr+oee8ZVIJIfTXsBTm6fbipCea8EiS6fDiy/k0Y03OwdOAJSEq2ap2WuEl+hVo7cOSmZ2EvLoY9s6ev8de2aB8k/XWgyYf2paswbekDWveMVou2W4lbqKEBXQ1tWlbSt0gfE2rr6XO1X/qqb5K+X75z5mfodta8fBjtdl3POXCg7k/yJtnjgnNAqfY3kg5ZN/uwiVrf5HuJc5LVodtIvKW85hSdCFNapvZ98UhMlw02h5azfP9B2claHrFgBCabRdMlbcU2Yn+8NvZSBBpaNa8l3cnFZUiEQtqOooEg7DlpGo70qZJ2kzVZt4fBAIO151gg9UfbeWe79p9SdyT/5SV9uLRj2Z+kReqp1MH0of21f5n+5b0It3dqm5I6KGnSY1YioeFL/Zb+Vo8nXUHNA2Nmvua37DNNzouiEbjLy7SeSNy0bSbiPcdbi0mPcSnjD9B0Sh8r/bCEYy8qQHKaRz/X45rBoH2THDMc+Zla9+PtzT3l3Nym4Wo5O1zafrQ8Gmv1OC19nPRl3aGAlkHXmhVI22+c5tsLxSf1HKvMFrSvl74qpMfeYFM7kmwOrU9Sz+JyvhGNIO+AYRqm1F9Jt+xHtu2OxzWe0sYkjnLckLyWskj4WpEydCCsaW4kAj3HaslzV2EWUsr7ab2S9pk1ulzLUcpA+h7dNhrT46w5Kw+dlXW6z3ggoHmvx+HsIo2/NScHbWsqtT/SvPF/Vc7RiLZH6+BRWFB6PBy5aVrmsm/ZXspU4ix5F/F1wZSRo8ciOa47ctL0mCTtJBHsQurwoXreIGXRc5yJaF3sOdYbtH3KsU36FnlvSstAvL1J24T0we4BxeiqbdY8621vctxMxOIaRm6sHUZDEtqDUcQaqzAw3YFQLAGP1YwCtxVpzmR47BZYTAbkunvOifyRODIdFpze+ibSnclo84dhNBgwviQNBxSnwmU1wWExwmRIwmXR+QjHEji0PBPJJgNKMuzw2M3IsFt0vVS7GcMKUlCW48KQbBcGZzrhsphgtxiR707WMKKJBPJTrBqm7K9/uh2JbmBIjgv+UE9eDM5xI89lRf+snu2buiLY2NSpaRua60KWOxm5Hhtynck4o/4lDXP/ARlIsVvQ6g+jNNUOszEJR3WvgdNqQrHHhkHZTtjNRt3ffv3TUZzu0M8kHvK+IM2u+ROOJ1DksaGmLQCHxYTSNLsuy7pyriSfFWc4cGbjq7q+5EP/LIfGR/RLt8NmMWr5HrnhaQzNdsFsMKAsw4F+aXakOyyaL8eseBiRWALeYFTTleNORlmmQ/Px4uCHuo+hBSnoisQ03hZTz7TNki4pw3iiGyc2ztX1z6qbg3FFHv3+wqaXNU4Sh8F5bs2/aLwbuSlWPb5KXNLtFl1XyiHXlaxhSLkWplg1TrLf4yuf021y3FYNS+Iu6c1yJSPfZdV8le0H5rg0LwKROK4Ivq/5c0btixq+lHuWIxmDct2o94dhSErS9cyGJJTnuGAzG2E3G3T/WY6eNElcI7G49hdSFq3+CBLd3WgLRvUzqa+FHpvWNflM6rKeZ3d64QtFcXjdW+gIRtHkC8FjM6MzHEdhak/ZyDFMrwMMwCm1c7SdXdr1nsahKM2OjnBU66TktcQn321FdUdQ81/K9yn3RE2DlEFnOIYUqxmZbiuu9M3VdcuznBiR50ZRqg0DspxafyUO6U4LTqubg85QDE9lTYHtqzrkDUT78inDadHvs9xWrUOXWtegNRBBWY4TqTYTnFazvpeyyHQmY02dD/3Teo6x0h5O2fKsxkXyUMKWfabazJpn+Wl2bdey32hTnZab1OvyDAcm1byGfI9V93Fq4+t6LiVkeylj8ULmUUgEOvXczR+Kab96ZvNcbTPHNbyOWKIbTosJ59U+q3VZ8lHikOuxanlpnN1WPFt4ouarlOmgPJeum5LcU/bShqScJUz5TOqBtiePTfNf6o0vFMOR3esQiMb1OlHau1wzTFszU/+eUv2ChiHhyjWi1KOpm59FMBLHsdVzEIrF4baatN7IefF+m17Sfl72Ke1C2uQJda+isj2gcdb+J1nangHDizyaf5KmUf1SNW7SHqKJbgzKc+vn8n11e1DbnzimbZ72hbK91WjQchDyXur8/WlT9fpZ6pa8l+1767Msp1hN2idKvZA0jSn0aB/U1BnuWy/VatY+RvoEaZvSLg6rmYvFW9q1zkj77e1HN7Z04biNs7VdCflM6vN5La9pX9rTzxi0D5DykzYk5SptWr6TtA0v8Gh9kXpdlGbTsqhsC2geSzlKPPV4ZrLAajJqfew9hvSkz4i3HOPQGYmhIxzT4199pxxzkhCMxDQ8WVf23xGI6LazHQcjuHkdWvwRDVvOrbyBiNZR6Usk7VJecqyTeiPlPKo4VdOyT16Kpr/BG8Q+cmzKcOCdnMl6zJN+RNqytCftQ8JBTcd+penar0mblfPqw3yfa/yOW/uo1hUpfymDem9I+1g5psi5gpSPlIGcu8n5tLQzycMLfO9onyTtd0JpOvpnOrUMJL8kvU2+sJ53yHFe2pn0ZdIfSbreyztS65bVZEC2MxmlGQ4tU2kXve2jt4/J+qoM5ZzBaTHqsVDyf651lPY1sjyqKFXDGFnowb75Kbq95E9ppkP7HekT5dgt/Zn0CVL35NhgNhrwkusAPY+Q/kriLW1S8ljqQbS+GlE5b0tK0uOlxF+ueaUsJE8kPjmuZC0nyUs5b5Btpfwk/3pJXAZkOL6qQ2Y9/5b09vYHteZMPf91DB2Bl61j8HTGUXjcfRj+lnQQbvccB384hg9LjtXzbTl/0utUOR9qrcer5WfjtX4n4dHkCXjCOFrPa/+ZtJ/2a586hqMjFMNfrUdqmUs4EmZy6RD9PepO9xQ9brxSfBKeLD0L/0qeiBdLT8fMgeeh1hfCvOzDdNsmfwTrmv14LHWynvO9kzUJ97iPwsuph+JBz5Had95XeAYeSZ+CZ/qfgaf2vRgv50/HLwIT9Ds5PtztPBINnWFsau3Cc1lH63nw4znH4pGSs/T8XvZxr/kA/MM+Gf9MO1bPj1oCET33XFLtxaaWLk3zc6Vn4E+WybjTeTSech6MpbUd+JvxEMwuO0f7gicGnY/nMo7EawNmaHl+WDxNw5O0rqrv1DhWtQexvsmv173SZ95tn4QHXJPwn/KfYVbWVMxMOxqxthb8w3q4tuN3i6br/u70TMdLwy7QND5kPQh1vhD+1r0/XtvnAgRr63Cr6XC8u8+5WFTVjuW1Hbg/YzputhyJJwedh+ScHE3DH3EIbrJO0eu9x9OO7Mkb+yQtm/eLpmnfK/VjSW0HHiw+E7+NHYjHCk7FJ5tasLrOh7/Gx+O3iUM0LyWdD+SdovVB0npDeAIeTDsGqxs78dSQ87G0xqvXIZL3tzmP0WOV9M+/w2G4t+hM/D66vx4XJD/lNyTp855Om6z5KPF+JPUoPJgYoesQ7Qo/mQEgIiIiIiIiIiIiIiKinwoOAO1icjeQTKW2I6+XXnpJw9jR7XtfN910E6666qq+9w888MB2p+PUU0/t237jxo3fu/4555yj6z766KM7lG9ERERERERERERERLTrcABoL/X1Z/A8++yz27VtZ2cnXn311b7nBw0YMOA715eBq1mzZu1gTImIiIiIiIiIiIiIaFfrmYCXdoslS5Zs1/olJSXfuV1dXR2mTJmiy9OmTcPNN9+81fVycnL0NXToUH3e0YcffojGxkZkZ/c8r+b7zJkzB8FgsO/Onu8izyKaMWPGNoVLREREREREREREREQ/DA4A7UYjRozYpdt5PD0PYRVpaWnfG/5ZZ52F3/zmN4jH43j++edx2WWXbdP+Z8+erX+tVitOOaXnoWZb88QTT+DCCy9EKNTzwHYiIiIiIiIiIiIiIvpx4BRwe7EzzzwTBkNPET/zzDPbtE1TUxPee+89XT7uuOOQkpLyjXVaWlp04EcGmGTwp3cfRERERERERERERET048Bf7vdi+fn5OOyww3T5k08+QW1t7fduIwNFcsfQt03/tmDBAgwcOBAPP/ywvpfnA9133327PO5ERERERERERERERLTjOAC0lzv77LP1b3d3N5577rltnv4tNzcXRxxxxDe+X79+Pdrb2/Wun4svvlifVyQDQkRERERERERERERE9OPBAaC93AknnACn06nLzz777Heuu3nzZnz++ed908cZjcZvrCMDP1OnTsXChQtx//3394VNREREREREREREREQ/HhwA2ss5HA4dBBKfffYZqqqqvnXdJ598sm95a9O/9Q4Mvfrqqxg5cuRuiC0REREREREREREREe0Kpl0SCm3V0qVLtzlnMjMz9Zk9u2sauFmzZuk0cHIX0LXXXvudA0CjR4/G0KFDt7qO3AG0uyQlJe22sImIiIiIiIiIiIiIfko4ALQbbc9dMldddRXuuuuu3RKPQw89FIWFhaiursYzzzyz1QEgeZbPmjVrvvPuHyIiIiIiIiIiIiIi+r+BU8D9BMhdO2eccYYuy7N75Fk/33b3j9lsxowZM7AnyB1KRERERERERERERES08zgAtJsHNLb1tbvu/vn6NHC95C6gr0skEnj66ad1eerUqcjIyNitcSEiIiIiIiIiIiIiot2LA0A/EYMHD8aYMWN0WZ4D9HUfffQRampqdJnTvxERERERERERERER/d/HAaCfkN67gJYuXYr169d/Y/o3ufPnmGOO2WPxIyIiIiIiIiIiIiKiXYMDQD8h8mwfecbP16eBi0QieP7553X59NNP7/ueiIiIiIiIiIiIiIj+7+IA0E+I3OFz9NFH6/Jzzz2nf9999120t7frMqd/IyIiIiIiIiIiIiLaO3AA6Cc6DdyKFSuwYcMGvPTSS/p+n332wahRo/Zw7IiIiIiIiIiIiIiIaFfgANBPzLRp05CamqrLr7zyCl599VVd5t0/RERERERERERERER7D9OejsDebOnSpdu1vs1mQ3l5OXYni8WCU089Fffffz/uuOMONDQ0wGg04owzztit+yUiIiIiIiIiIiIioh8OB4B2o5EjR27X+sOHD9/uQaMdnQZOBoDq6+v1/eTJk5Gbm7vb90tERERERERERERERD8MTgH3EzRhwgSUlZX1vef0b0REREREREREREREe5ek7u7u7j0dCaJeSUlJ+vfAv7+PsoIUfPp5Nd7PehvHdE3F0EGZWLykDmnZTlStrsEXQ77EaeaTsGVNE6wOC1xpNjjcVvi9IZSXpmFzTQc624Ow2i0wmpLg9NjQ1RHCISPy8PI7G3SbgiIPWtsCOHjfXLz7eTUOGJmLmrYg9i3yoCMQgT8Uw5oqL44alY/Xv6hGKBBFJBjFgPJMVFV50bi5Bln98pFkSEJJv1QEI3HEE92o29KOCaPzsaUlgH2LUtDqj2D1plZN29O+xzE5eALSc5wwmgzwtQXh9FgRi8aRbDPDZDYiHksgFIigaUsbJk8ux2eL6/S7Ll8IOf1SYTAkIZHoRsAXwkHDc/Hp6iZ4m7uQVeRBZ1tQ80LeH3twCd5dWocuXxgOdzLsdgvC4Rh87UEEOsI4ZUo5nn9rPdJzXfjHB7fisfP/gZ89/iucM/BK9CtN17zpTnTjiDEFWLi5DQ11Ps3/tkY/3sl+D5e7TkFzZxgNle2IRRI49KBi/LntGfhrm3Fp/vnYsrkNY0bkorYtiHWLqzFkTBFamv3IyHTC6w3C7kqG3xvEvmUZ2FDfiXAwiqaqDpx1wlBctvpBTG45Ala7GYl4AjZnMk6bUISn5m/BwUOz8eI7G5Ca7cTw/mlYtLYZHa0BjBqZh+UrG3H+9MFYVdOBHI8NH69p0vJpq+/EwIEZMBqSUJzh0LJ46a0NmDFtEJp9IdR7Q7BZjFi3qQ3JNhPOmtgfsz+uRMAX1jo1dHgOvpi3Gmefvh+eeWUNsopSEAnG8GTzQ3jt9L9h5qtr4K1vhiM1DUkGILvIg8YqL06bMgivflyJQWXpWLuhFfsOzoTdYkSTL4zqOh8cKVYcNyofz39WhVGlaXjqyY8xaMI+OHJ4LtIdFhz0wFW4b+rNeOP9zcgvTcOY0jS8/sFmnHp0OZZUtuPXT/wKvzvxz3gheS6Obj4Mj1XdhxnZFyEzx4Ut61pgMCVpmR24Tw4WrGlCUbYTq9e3INlqwhzTy2hdVYFL9r0W0XAMpUUeNHSE8AxeRvOSDYh0RXDZ6F/hJdtcbJ67GP857w5c8/6teO6kP+ODNU1aD8bvm4OVle04YEg2gpEYPlpYq+ViNRu1vliSjVr/phzSH9dufARrnv4MRRPLcEnRRbhzye24eNBVKMh0IMudjF+vfRDRriAMRgOu7XehllMkFseGBj+edr+Hdc98hGsP+z2GFabgsrdvRv7BIzBx3TgtSykzi80Ms9GANKcF9a0BrRNZeW50+cO6ztRxhVhc2Y7mjhBKsp2oaPRru5O0W6xmPFLxb5ya9jOYzAa0N3bhzOOGaL0XTznextSmiRhekoplFe0wmGQdv4Y/KM+Ftz6ogMli0LS/7HwT13pORUcgiorKdrhTbdpec9LtuKt2Jo70TYG/PYjMwhS83/9THOc9HDazEWuXN+Cj/Hfhq6zHXUf8ARaTAdevfwgH1xyOkkGZuHvxbfjDgTdgxbJ6DBmWg3VrmnDpicNw4vw7cXx0OizJJk3zkfsXa1mbLEbtI6TtSFwj4Rgy8txIS7Gi1RvUcpXyv7j8Sq2rT9fdj/MHXY38fDf+Vf0wznCfiWciz+G+0VdoHkjbuWrLLIxbNhaeTDtKi1PR2BHCgGwnNjb6tV+q29ym/cmWldW44mf748FnV6Bsn2z8Y+Hf8atx16GjM9zX14W6IvB3hLTPk3z0eYPIy3FpnnkyHRr3w0cX4KmXVmsdTnx1uiLL0udI3y6fGY0GLf/W+k6UlGeirbVL26zdnaxxOuWQ/nhxwRatV/mZDixbVq/HCu0TbWYEwzFkplixuaIdb2W9iyneydh/WA5eeXMD3nW9hLDXj5sOuB5r17dovCSPpV+SeEt7qmnu0s+kHhWVpqMsx4kvVjdpHNNz3dhveA4+X9GofenBo/OwcEMrBuS7tX7IMSMUjePfy+7Q/Hk0+qL2n38ddbW2q1gkrmFLf9Jc04EFQ7/AAWvG49E1dyFnTH9Map+CucbncEbGedqfSp5KO0h1WLB5cxteDM2GPTcd5zlORU1lO0bum4PNdT6Ni5TDyPJMfL68Ac4Uq/azkm9nHDUQM19erXnUUtuBwaPy8UD9f3DAloNRNKQAdZvbtQxkezl2OZzJesybXfVvzDn/Tsx8egmmHjMYny1r0DKQeijHJenfe7eT12uuN3FCdBrOOrgED7y2Fp4sBzJdyVrP1le04eHVd+FXB/1W28GY/mk46fFf4pkzbkcklsBbC7bg7Yy3cWTbkVonJu9XhBmP/gIzCi9FVkGK9qW5Hhte/KQShXluOK0mfLKgSvOzbN8c3cdJYwrw+vJ67felb5a69MmoNZhaPQYbF1UgrywXoa6oHk+DnRHYXBbt5z7f0KL7lOPRQ6+vQ3q2U+NYnGFHZyimfdknyxt0ndGDMvWcQtrbE22P4fJ+FyPXY9X1+mc59Txjda1Py+uAgRl48LmVyMh3ad8qeTWkXyrmfbJF67fU96LCFNQ1dGq4Uqfk+Dn5kBJN65Nv9hzL5Xj3ov1NTKo6GP1LUrF2bTPKBmZgzapGDXNgkUfPrTLy3XjF/TYm1x8Km9OCtoZOHH1ICb7c0IqAP4wR5Zn4cnkDzDPPxpf1LRjhcuNPaf2wfObzmPrw1bBnpaBpRR3m/up+nPHCDYiFIlj3VgXKjyxB/sHDEQ9FsObpT5Es7dCYhNzxZVg/Z4nWvdFXTkbDF2vg3dym9a59sxf9DinCmrmbMHBSP6QNLkI8EoW/ugkfXPRPHPbw1Xj3/Dsx+OenaDsu2L8YTx53C0589Be67dCzD0SwqR3rX1oGs8MMX00n+h9egubVzbj1zL/jntV3o/azKoy/6UxsmD0XzlwP/PVeDLzgZPw5PgGH//48+Ou7cNj9l2DhrU8gd2whFv7sDpTecDaqFzVg9M/GYvOba+Cr96Ph5ddxwD8vw8Jr7oN7ytE46sGL0LFqPVY//YXGLb08HVs+qsJBNx8Lk9Wi6Vz41HIUlKch7Asjc0gmGpY2YsL1U9G+oRqB+jYYrRZY093Y/OYqjUfhAQWIS9vf0oF4NA5Xrgvv/+YBnPXRbVh433w8cONDmBV5Qftv6Zv+HXoRyTk58K5YC2d+BjqrGrH04c+0nuUPSNVjuS3Vioa1bdrv5YzIgj3LjdUvrELp4f3QuKIJofYwhpyyLxY+vhjBeDcGj8+DxWFGPJqAyWpCxbwtOPQvJ2DxPe8g2B7S+m22mZDa34MtX9TjoN9MxvKZnyDij2oZ54/NxYATDsSnt76EtLI0pA/OQ8Xba5ExKB11ixpgtBjQ0RhA8bhctKxtQ6gzrH1q/0n9sOy1jdj/4v3Q8GWl5kOgNYDueLfWpeLDy/H+cTfBccxRmHj9kah8Z7nWr8YVzfAUu9G6oV3zfuGdb6H0qEFYPnsJ9r9uMlY/9Rlat/hQMCIbnfWdCLQE4S5wwZ5h1/RJnOVv24Y2zfP8sflaf+SzWCiGdWtbcdDJQ7Dp7U0oOqAAvhofig8bjDXPLkbxxP5IG1yMFTM/RvHEAWjf1AR7uh31i+sx+LRxaFy4QfNL6mXtxnakuCzIGZGt9SGl0I1QRxj+ej9yRuWjeWU9kgwGjPjFyXj7wvuQVuKBI9uh8bJn2GB2WODMdsDf2IXm1S1w5TpRsH8JNr25Fu4Ct74qPqiEK8+peda82YucQWkwWc1IMiZpfhZNHIwNryyFpzgFka4oYsEYLE6zlkPu6Bx0NXZpXLOGZSJ1QDa2zNuAsukjsOKxz1EyqT/uPOx3uLnmMc37vPGl2vZf/fenOPaqg7D4wU9xwPVHYeWs+cjeNwvOwiz8c+zVyHJbcfq8v6Np2RbUL27Q9Ev9duY64SlJR7DVr/ldeEAx5j+zEkddeziCze1Y8dQybXMDf34q2uv8mpb2zR0Yffkh6NhUC1dRNtrXV8NoNqHwqAl4/6rHUXb0ADw4/RbN84tfvxFmhxXtG5tQPGk4Ft3zAVx5DjSva0NKvkvrY+6EIVj64DxseeQFDLvxPNw47Rb8u+J+RDoDSBtUjLpP16B1XauW0z5njoHF7cC7f30bs295BNfP+pW2gfcu/ReGXnSK1rmMfUsRDYT0WC7x2vL+Gi0XKQOpy9KuosGY1jlPSQY6a9p66mOhC6vf3IzUTLv2Y1/c9jgOv/NS+Kp9Wj5C1pN2kL9fsfa/iWgcdfc8g7zLT4V3iw9dgShaInEcNGWA9qNV89bodlq/RmRj2VubkZPn7Gt70n9KvcgeloWq+TUwmo1oaQ8ivzgF+fsVIXVgISreWqpxrv2yHvv/bioq5i7U+i+k3xh00r56nuSv9+GFi+/GpV/cicYllUgbmIPWNXX4/IaHUXLGcTBajNoPZQ3Lhj0nDaufWqxtLdlt0TRJHmm/sKVD67nsQ9qfnuO7k2FxWrRdPXPa31By2nGwGZOQU5oKa6pVww53hPHytffhyN+dh7k3P4KfvXgDUkrzse6FxWip7URWvxTdR9OKZk2zeP6PD+NnD12jbUU+k3ZT+UEV0svTtA3I59L+HVl2DDvvIHx4y1xklaWis86vaZF9t65r075WrJj1Ao7+04XIGpaDinc3a7k11nRi1ElDUPdFDcK+CEqPHqj1ojuRQLDVp/uTthZoCWgfFYwnNP9Lp+yD+fctQPlBhSidNg5f3P6G7k/ardmRjPpFdZpuqROSb0PPGI/Kd1b2lOfwAi0T6QukztrSU7D2uc81zuKBM29DLNGN331xO7bM24SBxw1H+/pa/GPqLfhL7WO4qfg8/KnlKax79jPUrGrWY0J+vhP9jyhHZ22b7k+O9588+DTOfeo6rHu/Eof9YQqaFq1D5ogy2IsK0B3qQtjbCbPdCn9ti15LZLmScfKCu7TtVn5QgQP+eBJucR6LNn8Yv57/N7wzawkOOKpUj5FlUwbj40cXobDIreUnZd1Z74evK4q0dNtXxwQLupoC2pc3bGrHgVcfii/+OU/btuTV8kUNcJsMmHjt4djw0mKM/vVJeO+yRzDszFHoamhDzad1+HXtBiwP+uEuGY6lx++DGannYPzQbMxfUq/nsPJTqZzfP9M1G1f1/zkam/x67Z6TYsXNi/+Bi0ovhcVoQKa75/x1YI4LJz7/W5xX9HNMGJKlvyX9ZvFdmOE+S893BhSnoq49qNcnTdUdeh79ZPtjuKL0EtRUefX6IhZN6PneXVsewu0jr9RrzLwBaXptLdcYch4svy3VNfn1PHHFxlYcNa5Qr1nltxe7y6LlLNee8lvFe/kf4KqUU/XcWq6/PG4rGhs78XbehzgpdLTGo7h/mv7u0/sbkxyPLVaTXleEgzH9LU0+02u2VBvWrGnSa6L9BmXi42X1fb9fyTm/mDQiD+8srkVhjkuv5z9c2vNbllyLSt8nv4HJ9YqkSc6hm1q6+q5j5FwqxZWsnze2dPX9ThjwR2BIStLzcfmdKyXdrtcgwWBUf6+R31hWrGtBZrZTr63kOlJ+n5I8FrKNnNOLjpYAJu1fhHkLa/UaSOJdmG7Xa6SCLCfKclz4fGMr2lu79Ppa9i3nT3I9IGHIdYyk1+W2IhCIYFbDI7hlzC/09z75PbM3ffK74QvGlzHDcpKes+flutHQ2KnrxOMJzW/5DSISiupvevNXNvaFKb+fyG8IyckmdPpC+PSGSRp3/nxPO4N3ABEREREREREREREREe1lfrIDQI8++qiOvO7Mq7Ky8hvhvv3227j44osxZMgQpKWlwWq1orCwEAcddBBuvfVWbNq06TvjddNNN/WFP2/evG1OT79+/XQb+ftt3+3Ia2vq6upwww03YNSoUfB4PEhOTtY0nnzyyZp+IiIiIiIiIiIiIiLas3ruq6WdJoMi5557Lt55551vfFdTU6OvTz75BDfffDOuvvpq/OUvf4HR2HOL5P8lr7zyCs466yz4fD23fveS9D3//PP6kmcKPfzwwzCZWL2IiIiIiIiIiIiIiPaEn+wv9NOnT8eSJUu2+t3999+PBx54QJcfeughjBkzZqvr5eXl6V8ZDDnqqKOwYsUKvWvmpJNOwrRp09C/f3+9O6alpQULFizQsBoaGnDbbbehtbUVjzzyCH4Ic+fORSQS2aZ1b7zxRh3kEXLX0td9+eWXOOWUUxAOh2G323HllVfiiCOOgMPh0LTfcccdWLt2LR577DG43W7885//3C3pISIiIiIiIiIiIiKi7/aTHQCS6dnktTU5OTl9ywMGDMCIESO+MywZ+Ogd/HnhhRdw/PHHf2MdGSCSO38mT56MRYsW4T//+Q9OPfVUfb+7yXR020IGbnoHfyRvZs+e/V/fX3PNNTr4Y7PZ8OGHH/7XwNj48eMxY8YMTJo0CZ999hnuvfdenQpv6NChuzg1RERERERERERERLSjvu3RH7tTd3f3D75P+gk/A2hXkunOxLHHHrvVwZ9eMqjy+OOP9zWwe+65Bz8WK1euxKWXXtr3Xu5Okuf69Nq8eTPmz5+vy5dffvlW74qSO4Huu+8+XU4kEnjqqad+kLgTEREREREREREREdF/+8neAbSrdHR06PN/RFlZ2feuP3jwYB08kenUZNDlxyAYDOrdSIFAQN/LQNBxxx33X+vIFHa9pk6d+q1hyd1S6enpOsXdjyV9RERERERERERERPTfLkbxbs+SB7CF2b4HcQBoF94u9/VBku/y17/+FW1tbf811dyeJFO7rV69WpeHDRumU9r9r0GDBuG3v/0tamtrv3egq/d2PpkujoiIiIiIiIiIiIh+fIw/xExwnPltj+IA0E5yu90oKSlBRUWFTpEmz/m5+eab9fNvc9hhh+HHYs6cOXjggQd0WZ7t8/TTT8NqtX5jPblraWvTvv2vVatW6eCW+PoUckRERERERERERERE9MPhM4B2gauuuqpv+e6770Z+fj5OP/10PPHEE33Tw/0Y1dTU4IILLuh7f9ddd2HIkCE7Febtt9/etzx58uSdCouIiIiIiIiIiIiIdg9jUtJuf9GexTuAdoErr7xS7/557rnn9L3f78dTTz2lLyFTpsldP8ccc4wOimztDput2bhxIzwezzatG4lEtivOiUQCZ511Vt/dOieddBIuuugi7Iw333wTjz32mC4XFxfj2GOP3eHp9IiIiIiIiIiIiIiIaMdxAGgXkIGLZ555BuPHj9fp33w+3399v2HDBn3JVGupqan49a9/jV/+8pcwm83fGe6FF16I3eUvf/kL5s2b1zdY89BDD+1UeCtXrtS7nnqf/yPPEfq+9BERERERERERERHRXvwMINqjOAXcLhwEkkGd2tpaPP7443pHjQz2/K/29nZcf/31mDBhArxeL/aEzz77DDfddJMum0wmPPnkk9t8p9HWrFmzRu9skrSJSy65BCeeeOJ2h9M7eERERERERERERERERDuHA0C7mNPpxJlnnqnTwbW0tGDhwoX429/+plPAyWBLr0WLFuGUU075zrA++OADHRTZlpfcxbMt5O4kuVMnFovp+xtvvBH777//Dqd3yZIlmDhxIurr6/X9tGnT8M9//nOHwyMiIiIiIiIiIiKi3Y/PANr7cQBod2auwYDRo0frlG/vvfceampq9O6YXu+88w4WLFiAH5Lsv6KiQpdl4OaGG27Y4bAk/occcgiampr0/ZQpU3Tg6+sDXURERERERERERET045wCbne/aM/iANBO6ujowLp16/QZON8nOzsb//73v/GrX/2q7zMZGPqhzJo1S6d7E+np6Zg9e7YOUu0I2VYGfDo7O/W9TPn24osvIjk5eZfGmYiIiIiIiIiIiIiIth8HgHbSfvvth0GDBmHq1KnbvM3VV1/dt1xXV4cfwsaNG3HZZZf1vZ85cyby8vJ2KKwHHngAZ511FqLRqL6/4IIL8Mwzz8Biseyy+BIRERERERERERHR7sMp4PZ+HADaSQMGDNC/W7Zswdq1a7dpG4fD0becn5+P3U0GauS5P36/X99fccUV+qyeHfHEE0/oNHLy3CHx29/+Fg899BCMRuMujTMREREREREREREREe04DgDtpOnTp/ct//73v9+mbd54442+5YMPPhi72+9+9zt8+eWXujx8+HDcdtttOxTOokWLcP755/cN/kg4t9566y6NKxERERERERERERHtfnwG0N6PA0A7SaZC69+/vy4///zzuOiii/rutNmapUuX4sorr9TlcePG7fYBoHfffbdvwMflculUbTvynB65i0jSGolE9P3111+Pa6+9dpfHl4iIiIiIiIiIiIiIdp5pF4Txk2a1WvH666/jwAMPRGtrq06H9sorr+DUU0/FIYccgtzcXMRiMVRWVmLu3Ll47rnnEI/HkZGRgSeffHK3xk0Gos4+++y+O3bk2UPBYFAHobZVUVER0tLSdOq3NWvW6GclJSU44YQTvjccp9PZN0UeEREREREREREREf24ngFEezcOAO0CgwYNwvz58/XZOB988AEaGxvxz3/+U19bI3f+zJw5E6WlpdidWlpaUF9f3/f+lltu0df2kHiee+65ePjhh/s+q6iowNixY793WxkAmzdv3nbGmoiIiIiIiIiIiIiIdhangNtFysvL8f777+sA0C9+8QuMGTMGBQUFeoeQTL0m359xxhl4+eWXsWDBAgwZMgT/lyxbtuwH3Z/LmYwstxXxeDdMNguCnRH4QzH9zmA0oDsRR7LHCb83hFjIj1BXBIlYN4L+MIymJBgNSYhF40i2mpFkAJKSkmAxGhCLJuCxm+FKs8HpscIfjKI70Y16b1DD3tzUhbbOMLa0dOn+6r0hdPnCCETi8DZ3IRqOIRZJoKMrovs0W51IMiQhEUvodkML3Lpvc7JJt/V5g2j1R9DgDSEe64bJbMTt438JozEJ4VBM42g0SbziCPjC+r2kyWYz63uL3Yo0ZzKSbWaNp7wyXMnISbHCbDQg8FW+WGxmJBLdaKhs1/THInHYnRY0+0IwGnuaeTgYhdNqQkDyyGhAqCuo30vYdrsFGYNzNa45Y0r1+2A0jqA/ounrCETg74ro55KPkWAUV6WcquF2tAQQDsYQ6Fr/ps8AAQAASURBVOhATVsQd/Y7B2mD+8FmMcLX0omCNDu6/GEYTGaEonFEgjEEwzH9K2E5PTbdr+RBKBCFOdmI5VVe3FJ0DgIdYbTV+xEJxzXtG5tkOYYFG1o0r6Q8pMyi4TgCHQHEE90a7oaGTt2/lKPEX8TjCf3b2BFCky+k++horIXdYtTybe0Ioa49qOulemyo9YZ0fdneYOoJw2x3wx/qiaPsPxSI4N7Jf0BNWwBdHWHEIj3ba721GDVf2vxhTZtorm5Bmz+C1bU+NHeE4O8IaR5sbvZr+UViCRhMFk1XZyiGQDSOwklj0OQLax2TPLCYjPpX1m1s8mPgCeO0LiTn5MBqt8AzsFC3lzyXvJL6FY8lEInFdX8NHT11Qurfv/a9FK+ed6eWs3wndbepugP3lF+A1MHFcBdlINQVxW0l5yFzn3yt02mDinvyM5bQ8ultG19satU4S/2t39yGqk2tGk8hYUgeXWA/GQX7l+C+A3+N5kY/Zh3/J82vmuYurQOP73cV0kcOxVvH/A7VDZ2ad5Jery+Ev6WdhJKjR/e10/uPuhHXWaZpvZbykH1kp1gRkLoaimmcJI7ReEK/k/frGzr1u9b6TjT7wppP0jfY3Va0N/lx28HXa92W/Ei2mTSPcz1WbQtPDTwXBpMBTqtZ9+m2mWFzWhDvljIxwOayoKsjhJZaH54ecQmSTQb9PNgZht1mhsGQpGX+9CHXan8WCXRovZVwJZ4tLT3x/c/4q5Cxb6nm65aWAB4ddyWioSjC4RgePeHPqG/pqe/N7UHtixp8IbjK+vfVRyH13umwaJ2R/jLpqz5J6oLcESrtRN7/qfBs3VdzTYeWVerAPO0vpR7cPvJK7Ycem3A1gpEYGrxB7Qf+lD0Dhq/+O6i+NaDbhWMJTaf0ib19jfTR0g4D3taePr0oS8tR2oLkb2+bkD5apDkt2j93BKOwJH9Vx8Nx3XfI14JwKKr77d23xF/CkPWkrKT9SPqkbxH6Xup5MIYvN7ehozWgbVLSpvmQ6Na+MMVu1vfyubjcdYpuK/XR6jAj2ePCzGNv1X5D6nZnW1C3lTKQ/JH2JPkrcZDy6PSH4Q1ENSwpY5PFoO1X6qikQb6TeEj9k33meKxal6QcJH/uLjsfd+/3S63jko+yH9mfxNGVasN5ialaf3LHl8GWlaqfS5uX+iX1T+Iu/X/jV/XpL+N+iT+Xno+WZr/2jXL8k++lj5O6L21a2oHUHdlW6rjUD6lPklZJQ6Y7GZfmn699k9QnS7JJ+8TEV+tJG5A4PXnW7VhV04F4JKhptkieROO6P2krEkfZpieO0p8lEAlFUdchx9kQUmxmbZ8uq0mP51Ifpd5LfKQvuHvKLVoHpf+2SrlZLT19YrJR++WUkiyth772oOattAPp5/6X9BGReAJN/jCCEaljcS0bd6oND2UdC4e0FYtN46h1ob4Tie5uPdZpX+8L6X59X4UtxxrpI6S/SHda9K/0a1I22h4r2zWfnPmZGq8N9Z1anyR+sq7Eub0ronVD2p+Um6Rfj6uRuNb5aCiu3wlpJ5K/Uma+5masqJZjb0C/k35O2uFt+WdqPkjeybmEtCuJg9hQ06HHfSHHa4c7GYmvjo/S50iatR/39qSzxtPT55vsJkRDMVzpfQ3O/HQkGQxIROO4ru15hH0hNCxt1LrQ1RiAd301OjbVwlOcApPVBLPDgvrPN6CjthMRfxTt66t1+0BLALZUK1x5Tt2H1WaCr8aHzqpGdNW2IOKP4LSl96FhaQNOX3a/1r9oMIZ4KIIrNz8KsyMZka4IrFmZ6Kxq0u8sDgssDjPaN7cjpTgFhw7JQvvGFoR9EfzdegRC7SFEu0K6n8CGtbg+9gGS3clIdlvgX79ew5Pwp62bpeHYHGY0Lq7SPIp3A2dWPgV7VgrC8YTGt+XLZeisboTRbNS0Svjyt6u2uWc/VW1IS7chFozBXeBGstuKWCiGUJsPJmtP/KUtSHqNFiPsGTbE5bha4UVc6pU/quukOyxoWVkFfyyhdc6a7obBbMJBAzN1/8HqGvhrmxFs9eGPgy5BOBLX/UpYkr5ASxBpBS5kDs1A28Z2tK5rQvqAVKSU5iIW7OmP49EYrHLsMiRp2mUbIXlqlnYpeRCNI2dENtp8YTiyHEjEuzUf7AU5up7EX/pESWMiEtU0hdqDcOSkw+I0w7ulA5lDMnrCNCbBV9OJJGMSrK6eMrDnpMHtMCPc7kewPYjklGTEIwlkDcvS/XfHEzi18XX9L9VAU7vmq4Qh8ZUyTi9LRcvyTbpNV0O7xltEu6JIL3brvjLK07Vu1ld0aFm5ClJ79p3lRqQrilB7WK8xJA3yyt+vGAP6ezTPJW2yjtTpJKMR+ePyYLSY8MTISxBoDcLitsOV70FKaT48JR4kSZ/ptMBk64mHpC1jUPpXZW1Hzn5De+p+qlXrgYQr38kxVNps0cQyeEoytC6n9k/V9iJl6q/3w13g0rqh7dNqQuY+eVrvZXupj5Iv1cEoDGaj5ntXYxec2Q7tO4snlqFhaROKDtsHgdaAriNlZ7QYNMy0slSklefC7LCi3+Hl8FXUa/klIjH8Yt6f8fcB5+s+/bUtCHv9+twAOW9IK/HAXpCLvHEFyBxRhr8NvwIeu0XPD+8adSXy9h+E7ng32ja0abyzhhcifZ8SZI8p0/qUOrAQ+VkO7T9cRdmaB9IHSlpTsu1ftSELIp1dWh5ta6o0PEd+BiJtXi1XyYMrPvqbXn9IOXbWtH1VH1qRNSxT20NKvkv7nfSh/ZCIxuDKdWl8Cg8Zou1Lyi13v6EwWEzIP3Cobid5b3bYNE+kL9B2mGpF7oQhuKDuuZ66VJQNg9WKl8ZchluHXQFfZQMKDipDxr79Ycvy9MS9K4qwL9xznuALaDl1NXWhY0sH2qMJDVPaR7rdAl+1T+uJ9nuRhO5Dyid1UDGaV7cgbUA6pta+pt9LHlUHY3AYDTBZzZg54Rrdtnp5k7YN6fOk3Uj9Lhydg/bNXs3PzCGZcBVlIndUjoZh0zpr7qm7brv207K9Pd2G5NwCPS5IGGabSduTkPruLkrDFcv/Dc+gEk1nLBTRtGTYzdpnSDmJtg2tCDS0IWNQGhxZPWUqedu0oknXkT6v99ggfb6/vkuXJS/cJbl6XMvPd2o/5W/s0j5X6nbTmhY97zY7eo5vUic0bsUpcKdYkTU0U+OscWgN6r7kuJs9vADuQldPHzG0BAazAcHWIJzZdm3/kpbU/h6t5+6Mnr7cmpKseSLxc+Y6kOqxIqeo5zcACadtQ4vmpfQBkkWSP5JX0r7kmJAyIB9pQ0uQNbJMP88ZU6L1IJLohsdm1jrasrJa+wtph9L3OXOdyCjPQNrgIm3Dsp18JmUlbcdXWa99iNRrOT+Uui/xkzYl5Vg0caCeO0q//quP/qLXKd6KFlg9Vj3XdeSkapuRtif5aM3J6TtvSjEbtG1ljizTuil1Vfp9m8WkeZSR79J+V+qhtDPvqvXa/zd+sQbNSzcgEY3qedoZKx7UY6PETfI3yWTWdiTXERLPVGnvxiR0tAXRsqZezynyxuYjf3A6HNkO1HWENZ/zRudouUhdzBubq+1Cjl3RQBDu3J7zidT+aXAYk5DisvT8ZtTYhZi3TY8R0k6lrFPkmPDVNb7s95mpN+pvKyl2i/5WVJLr0t9ILFazXrvK7yh6LZGUpPVQ8+ar8ynJTzkHbPWHYc/y6G8zPdc3ybhtzDXIynBoOFnuZFjNRtjkvNBjhd2VDIvbodcjKel22ORYaDPp70pyjiC/h0m9k2tcWUfyXPJL9mV1WDT/HClW3b98b3dZ9BpJ0uFOsyMt14V/lP5M15f+tCDLiYI0m/5m8J/yn2k8JE1d4Rhcsi93T5zks/xUG/rlufWc1uZMxrD+aXpNK2mXa5LcDIcuy285Dmcy3B4binNceh67ucnflwdyLSfhyfFT9pGR4dA4pjoset0k7UbSIr+JyLaZqTatg73XqxIn+Svnq3K93Xv9mC15ajIgP9Oh11t6Ph+M6jm+/F6WmenU9eXaRq9v4glkpdl7wkyz6bm0M8Wq1ydy7r9PQYp+1z/Lqb+R5evvhbaeuCUbke6xab1IcVj0t0qPx9Zz/DUb9TgmeSy/KUgZSjhSzhL3X2afpdd6kufyu4LUAzkPd0heu60af8nfJVu8+rlcE0u9k9/yJL+l3kn9+SEYfoAX7Vm8A2grbrrpJn3tiIkTJ+rrh963TDH3v/r169c3/dvO+q7nGhERERERERERERER0Y8LB+F+IDIoJP9tKy+ZVm1b9W4j07B9nbzv/W57Xnfdddd/hSODTb3fbet0bc8880zfNvKcn87Ozm1ODxERERERERERERHteXJ32+5+0Z7FAaA94Nprr0VzczP+r3r88cf7lru6unRAiIiIiIiIiIiIiIj+75ApK3f3i/YsTgG3B7S1teHqq6/G7Nmzd0l4r7/+OvLy8rZp3fz8/J3aV1NTE9566y1dLi4uxpYtW/DII4/gggsu2KlwiYiIiIiIiIiIiIho1+EA0B7y5JNP4uyzz8aRRx6502ENGTJEn/fzQ3jqqacQi8VgtVpx/fXX4+c//zk+++wzrFq1CkOH9jzIlIiIiIiIiIiIiIh+3DhF296PU8D9wMxmc9/yJZdcgkAggP+L07+NHz8eJ5xwAoxGo76Xu4CIiIiIiIiIiIiIiOjHgQNAPzCZqu2ss87S5YqKCtx44434v2LNmjVYtGiRLk+dOhWZmZmYOHFi38BQJBLZwzEkIiIiIiIiIiIiom3BZwDt/TgAtAf84x//QEZGhi7feeedWLJkCf4v3f0jjj32WP176qmn6t+Wlha88soreyxuRERERERERERERET0/3EAaA+QwZ877rhDl+PxOC688EL9+2PW3d2N2bNn6/KYMWNQVlamyyeddBIsFosuP/zww3s0jkRERERERERERES07c8A2t0v2rM4ALSHnH322Zg0aZIuy7Rqd999N37M5s2bh6qqKl0+44wz+j5PTU3F0UcfrcvvvPMOqqur91gciYiIiIiIiIiIiIioh+mrv7QH3H///Rg2bBiCwSD+8Ic/4MQTT0RxcfF2h7N69Wp4vd7vXMdoNOq+dnb6NwnntNNO+6/vzjzzTLz88stIJBKYOXOmpmVHJHFEmIiIiIiIiIiIiOgHewYQ7d04ALQHlZaW6mDJ9ddfj66uLlx66aV4/fXXtzucKVOmfO86KSkp3ztI9G1kgOqFF17Q5cMOOww5OTn/9f3UqVM1/I6ODh0A+v3vf8/BHCIiIiIiIiIiIiKiPYhTwO1h1157Lfbdd19dnjt3Lp5++mn82Lz00kvw+XzfmP6tl9Vq1buXRGVlJd59990dfs4QEREREREREREREe1+fAbQ3o8DQHuYyWTCQw89BIOhpyiuuuoqtLe3b1cYFRUVOnjyXa8dvfvn69O/yUDPCSecsNV1vj4w9Mgjj+zwvoiIiIiIiIiIiIjoh5kCbne/aM/iANCPwLhx43DZZZfpclNTk94V9GPR2NiIt99+W5dDoRDcbrdO7/a/r8MPP/y/7hhqa2vbg7EmIiIiIiIiIiIiIvpp4wDQj8Sf/vQnFBQU6LI8R+fDDz/Ej8GTTz6J/8fefUDHUZ1vA3+0ve9Ku+qyZMuWu40bmBq66S2mF4MJvQRCSSChJoQAIRB676aFXkPvzYCxDbg3SZasLq1W25u+875C+swfG2ywcMnzO2ePZnen3D4ze3XvZDKZ9domkUj0jRoiIiIiIiIiIiIiok0PRwBt+UwbOwDUw+1247bbbsNBBx2kU7adcsop+Prrrzd68vR25LhcLu2Y+jFtbW047bTT+qaBk+nsiIiIiIiIiIiIiIjo18cOoE3IgQceiKlTp+KZZ57B4sWLcdVVV23U8MybNw+zZ8/uC9uhhx76k9vceeedmDNnDr755ht88cUX2HrrrX+FkBIRERERERERERHR+jDm8CE9WzpOAbeJueWWW+D1enX52muv3ahhWX0atyOPPHKdtpk2bVrfsowCIiIiIiIiIiIiIiKiXx87gDYxxcXFuOaaa3Q5lUpttHBks1k8+uijuuzz+bDXXnut03ZHH300jEajLj/++OOIRqP9Gk4iIiIiIiIiIiIiWn98BtCWjx1Am6BTTz0VO+yww0YNw7vvvou6ujpdPuSQQ2CxWNZpu8LCQkyZMkWXQ6EQnnrqqX4NJxERERERERERERER/RA7gDZBOTk5uPvuu9e506W/p3874ogj1mvb4447rm+Z08ARERERERERERERbZrPAOrvF21c7ADaRI0cORIXXXTRRjm2TNv2zDPP6HIgEMDuu+++XtsffPDB8Hg8uvzhhx9i8eLF/RJOIiIiIiIiIiIiIiJaM3YA/Uree+89dHd3o7q6ep23ufLKK3UbeT344IPf+07e9343cODAnx2uK664om8/u+yyi37mcDjQ1dWln7W0tMBkMq3XPu12Ozo7O/v2O3To0PUOV57LArfNhLxCJ8J1LXDn2ZFMZ2FzWuB1W2Hz+JCOxpHt7obLnwejyQiTxQCbw4JkIqP7cHps8BU49a/Ta4PLZoLVbsJZ9Y8hlchgRLmvZz2vDQUeK3IMOSj22eB19hzb6zD3HNNhhsNihNVuhtlq0uPke23w+h0wmMww5OTA5bOh1O+AxWREvseK8nIfKgIO2N1W3bYszw6b0wynywq7xQiXz677lf25c+3w5DngkO3ynRpXoyEHuYUueHLtun6OAfp5fplXvxtR4tHwyT7L8hzw2M0wmY0YMNivI8jyvDYYjAZUFblhMPVU84EDfBqfAaVeeAMOeAJu3dbpseq+OpY1w+cw67rZbDcy6SzKyn263wKPDXa7WeOZyXbDl+/UNJN4DRmUq2HzFflRWeDUY2STKf0ut8iLzmhS80223WawX/9KPC12EywmA7x2s27n99l1v737vrLtSQRK3fAV9ISxstgNo8EAi9Wk/z1gd1ngzXVoeOT4rlynHtPutiAYTWmYJT7ZdBbDit0aH0kPm9moeSL55AoUa3jlvdvZM+JO0lzSuMhj03SUtJcw9eSbDVWFbi0r8p3H79DthaRp6bDBWi5kH5X5Tnjy7OiKp3U7CYu/zK9lO+C2ahmS/Ur4xfABXk0PZ14AFrtZl22Sd6aecphf5oHPbUWpz67lx++ywOOzI0fz2QWkU/p9ItgFo9GgaW40GTSdAgHnd3XCqn8lPBarUcu5xEvWkbBIvE0WI1pCcVjcDhgsJnRLfjvMsHicGqbubBYFbivikaSmtZDjpZMZhONprWNybCnbZqtRy6Ectz2cRCiWQjqexJLGLgwbnIcL62fo9pK3sWQGJy28Dw8WHYIj655BYaAnzXvaJIvmkcbB2lM3L1k1oy9PpEyUDfBqfNwuK8aW+5DJZJHNZDGy1AN/oUvrk9SbWCKNQKlH0zTXZ0d+rr0njvlOXLHkbs1Tl9em4Zf4VgScqCp04eiaJ1CSa9dwSL2WMqpxz8mB32XVeLvzHFoOjq/uCZvkrRy3yGfTdUcN8H7Xjplhtrk0fY5peB55bisKC1y6j9MW3KNp1BJKINiV0H1I+yZplExnNH5Sd7QddJoRS6bRnYwjGU8hk+7WfVQWuLSc+aWM+ewoXK0cS7yk7EsZlLCkIvG+epdNSf6ZtWxJ/ZH4n/T1nRhS4EI6263rSx2U44piv0PL8dAiN3LzHJqeUuYC+S54CwO6vduf39OWhqKaj7r/Yre2U+lUVuuulCXZt8nc01ZJm2O3mmC1mbRMFgwcoHmSTmW0nZS6JWkneS95J+2qlDlpS2UdiaPUPTmWlD0pW/7v6n5nNKXnCSkfDldPGkjbIGVcyrPEXcqz5LuEw5rrwgVL70Ou04LCcq+uI2ksr0x3t7ZfFnNPOc8rdmkcpV2VMpJXWqRtqZQVSZfcApeWH9mXxEvKiNQLEW3pQEFeT3vidVh62gLJAy1X9p7/mvquLZc0sPpcPWkq5y6jAR6PTeMrdWGQpK8hR+Oe57Li4sX3aJsh5y6Xzaz7CcdSmgYSNm2z8hz6uaS5lLlkLA1PQPKzp45LefIVeLR9kPDI+nIs2YekgScg5z+DnkPtvlzdh8Nt1fIn2xT5HX3tpuSVhttgQFGhGyaDnEPtes6UfUSTkodGmGxWlOU7kcxk+z7X+H93Prb63BpHyc+rOv6DSGM7covc2v7+afkDPW2ow6xhkfyUzx2af+ae9tlm1rop5VPKTDKRxkm1j/W1OwVyzjEZesqBzaTbSnrJezmv2qWcftcGFnltmqdS1iSNu7PoOe/ZzFpWpJ5cU3G8nqOKcu26jYRJ6uqAEo+epyTvJR1622jZruda4LvrAqNBwyrttYRR4u3Jz9c2rrctlDpgMORoWyHvO2MpTctyuT6xmrRd1XJiN+k596Lwy+hsi/bUGb9Dw1de6NI6KukmcR2YaNQwSZ3NdAPd6SSMNgsijR2ah08OmQZHgQeJUFK/l3ZX2hVpx2x+NxwBJ9LxNAySXj4bnIUOxJqDCNW2w+qxIhlJwRFwIFjdiUwyg2hrTMt3JpWGuyxPj21xmdFV2wSD2QCL04xoW1SvAVORBFoaIsjGIrB4HLDn2vT4Qs5VrmKfpk2oLoQcY0/+yPG7M1mYbCYYzCZ0xyOwuCz6Pt7R1XMNlEojtKxOw9YeSsDsNMMt5UH+cdFg0LilMt16PKNZtotqHGUfsY6YbiPh71rZhERnAgZjjsbBU+ZFtDUCq8eCaHOHxslsNyEZiulxU5GUpoG0a/K3symKlR1xJEIJrOqMw2gxwvddGy1hMFpMaAkn4MjP1TCbbBZkk2kk5Dwj7ZTHottIOkv+2HJtcPgdmkbZVKbn82AYtlyrpq0st8bT2rZFmiN6XKN8HorDaO6pF9LWSZ62JjPoaghrfjSFEnLhiFBdF+xyDWUxomtVGOH6Vk07Z4FTy0RuZa7mr7PQrenlr8pFU12Xpo/JbtTtJE8kXaPNIV1Hlh0BO1KRpKaVtHc5Vhu8hQ5tA+LBOGId8Z6wmQ3wlHm0bCUjSQ1/Kp6Gc2A58qryNA1chU44i326z96yFWkIarwkDT1l7p6yYTHpX0kzs9sBb4UX/lGDNDyuYo/GW8KaiknZNqEtnEQkmoLB3HN+NDvlOjwH6UhMw6f7/65sSjmId8ThLs3TPJMwSFhdpfn6nawXra7V/JM8ySR7yla8M6HluHVhG6prOjVPkuEUbH6v1iE9f9pNuq9eUiclXSW8ngEehJsiWkYk7TKpjB4zk8xqnsgxIk1RFIzK74m736vxkbzT69wKr6aLlLtmKRsWI8INIb1eLPnufO0sdOLBkkN1v5JXki6/r3tUv5NlqS+uYqfu3z/Mr+F4Ytzpuv/cyjxcNXC6ppu9oOcerZfkg8TX7JRzXo7WYbPTrm2MyWbGndudr9epkn9WrxVGe895VvYv4QyMLNL4SBmSfUk4pfxLGCV95bMja/+j+SHtvOxfvvt35XSNv5Rn2UbIPssHerUeeitycc+oU3BX0aG6j7+VH69txBFLH9ZzlrRlUj9vGXuGHl/yPdoa1TBJWWpf2qblQ8qm1A2pe9reGnMQTWX083Q8peVH4iZlRdvIgoKea+LSADIdzbDIdYXZiBa5xnVbtD2UdJe07EhlEU1IGTLDo+XWoHGXPJAyZpX75CI/3GW5Wi/kvCptu6SFXudajFqm5NhyvSnncqPFoGW/s72n7bpxxKnfhfv//7QkYZb83vurO3VbqePSHkg7IeXGLNdtJW74BvmRO6RA9ydttbS7keaeZwhLmkrY7QGX7uO2ib+H9btrIVeBA43BuMZF08Lf81uBpIPcj8s1hJyrJI4SL8kLSQNJ26Jyj9YzyWtrrhvdmW645BquwKftjnwn4ZN1Na8CLmSSKU0zqWuSF/Kd7FvKlJxX5HMJm2wrcZTwSvo7HWZcW3WSto2yvbzuG3ky/l54FBwlBRpeo8Ws8ZD7GKkfUtbkPCBlxF1eiGhju56nbH6PxiPVFdW2zFXs1TD0tCFxTUPPwCK4SgPwDCrWfLq74lhcXXCUlsNrR52OYE2ntnVSPqUt8w306vkqFY33XMe0hmG3mJBjsel3cv0pae0scCHnu+c8S9rIcaUOSHzsfrue2yTtumpb0J3JwOjx9bXN0o7J9VCyK6rXrtJmyj5gMPZch2e7NV5OOcd77Hr/K3kWyXRrnGVdacN6y6Oso9f/BT1p0Hv+lbopeSPraPtuyNH1pFzKeVnKtavYrXXaWZSn7YLJ0vM7V+a7cEj5r2uP6v2EvI+EE4iGEvp7RmNnHF3tMcRiKTR2xOAo8uu9b3tbRK855R5D/HnIqYjKvbTJqPdp2v4FY1o2ZH25Lmlrj6KrI6b3z3K+kOuTRCyFWFcC8UhK7y3u3vr3aAsn9H5J7hfkJfcr9e0x/a0j1B5FXXsMEbk+MOTg+lUP6b1gKpHWa1b5PtgS6Wt/5fj1LRFtv2Ud+TySSGsayftEIo2O9iiS8bSGQ6636+V6K5nRe7Vvqzs0TSSs8WgKzR2xnnY9JwedHVF0heKobQrrdaiUZdlG/mo6hhKIhOK6TlckiVg4gfauhB5b0k7WFbFwEh2Rnpfce8g28VSmJ3yxlKaNhMdgykFTa0TvZxraohpvSVuJt4S/PZJEMBTX/cv6yVhKr2lbOmI9952JdM/9Vyih+5Vy2ByKa7zldxDJI7kXl+06W3v2L3ko68r9eSgURzDY02ZL2KRsyT4k3+V48pncv3SFE5rO8htIPJrU6zP5Ky8tS10J1KwKaXpIuCVsks8dbREkpE0MxTXM7Z09dam/8RlAW771+2WfiIiIiIiIiIiIiIg2e5yibcvHEUC/EhldI/89Ka8HHnhgnbfr3eaEE0743ufyvve79Xn9+9///sEIoN7vZJTS2o6/tpfX68WQIUNw5JFH4tlnn/0FKURERERERERERERERBsKO4A2ggsuuECnVtsShEIhLFu2DE8++SSmTp2KffbZB+FweGMHi4iIiIiIiIiIiIh+BKeA2/JxCriNoL29Heeeey4effTRDbK/V155BSUlJeu0bmlp6c86xsSJE3Hvvfd+77NMJqPPClq6dKl+N3PmTLz22ms45ZRT8Nhjj/2s4xARERERERERERER0S/HDqCNRDpIpk2bhr322usX72vkyJEYOHAg+pPL5cK4cePWOr3d9OnTsfvuu+P999/H448/jgsvvBDjx4/v1zARERERERERERER0c/DZwBt+TgF3K/MbDb3LZ9++umIRqPYEhiNRlx66aV972fMmLFRw0NERERERERERERE9L+MHUC/Mpmq7bjjjtPlFStW4PLLL8eWYtKkSX3LS5Ys2ahhISIiIiIiIiIiIqK1M+Tk9PuLNi52AG0EN9xwAwKBgC7feOONmD179sYIRr+MAupls9k2aliIiIiIiIiIiIiIiP6XsQNoI5DOn3/961+6nMlkcPLJJ+vfzd2cOXP6lidOnLhRw0JEREREREREREREa5djzOn3F21c7ADaSKZNm4Y99thDl2fNmoWbbroJm7N0Oo0rrrhCl10uF6ZPn76xg0RERERERERERERE9D/LtLED8L/szjvvxJgxYxCLxXDZZZdh6tSpqKioWO/9zJ8/H8Fg8CenZ5Nj/VzhcPh7I3xEd3c3IpEIFi9ejFtvvVWnsjOZTHjooYdQUFCw3sfI4ZyQRERERERERERERL8KA0fobPHYAbQRDR48WDt+Lr74Yu1IOeOMM/DKK6+s937222+/n1zH6/X+ZCfRj5FRSuPHj//RdSwWi4a/d2QTEREREREREREREW2acoycIGxLxxzeyC644AKMHTtWl1999VU88cQT2Fwlk0kcfvjh+Oc///mztpcRRURERERERERERERE9MuxA2gjkynT7rnnHhgMPVlxzjnnoKOjY732sWLFCu08+bHXLxn9I3beeecf7DObzSIUCmHJkiV48MEHMWzYMA37H//4R5x//vm/6HhERERERERERERE1H9yjDn9/qKNix1Am4BtttkGZ555pi43NzfrqKDNgTyzx+12Y8iQITj++OPx2WefaSeQuOGGG/Dpp59u7CASEREREREREREREf1PYgfQJuLvf/87ysrKdPmBBx7A+++/j82Nz+fDRRdd1Pf+0Ucf3ajhISIiIiIiIiIiIqI1Mxhz+v1FGxc7gDYRMpLmtttu02WZXu2UU05BIpHA5mbixIl9y0uXLt2oYSEiIiIiIiIiIiIi+l/FDqBNyIEHHoipU6fq8uLFi3HVVVdhc5PJZPqWnU7nRg0LEREREREREREREa1ZjsHQ7y/auJgDm5hbbrkFXq9Xl6+99lpsbt59992+5dGjR2/UsBARERERERERERER/a9iB9Ampri4GNdcc40up1IpbE5qa2v7wm4wGHD00Udv7CARERERERERERER0RrwGUBbPtPGDgD90KmnnooZM2bg448/3mSSJxwOY86cOWuc8i0YDOLDDz/UZxi1trbq52eeeSaGDRu2EUJKRERERERERERERETsANoE5eTk4O6778b48eORTCaxKZg1a5aGZ11Mnz4dN9xwQ7+HiYiIiIiIiIiIiIh+nhxjDpNuC8cOoE3UyJEjcdFFF+Gvf/0rNmVmsxlutxuDBg3Ctttui+OOOw6TJ0/e2MEiIiIiIiIiIiIioh+RY+QTYrZ07AD6lbz33nvrvc2VV16przV58MEH9fVLXXHFFfpam+7ubmwMRkMOch0WXS6YNBz2egvK8uwIheLIZLuRY8jBI5POguOTGqQSaeQWumAyG+H32lDsd/SEPdsNu9mIrmQG+W4rth3ix1PNYTxadTx8rbV6jOGlHhT57HBYjCgt9eh2oVgK19o/w59i2yLPZdFXqdeGyso81DeEdL/DSzyoXhmEJ8+OgmK3hs1uMcLnMKMzakKBx4pwPI1cp2xvhdVkQDCa0s9GFHnwvmEVKkp6jreysUvD19kaRTKdRTqZQWWpB18FYwgH4/A7LRg6KE/jXV3XqfuWsAuHywqv3Qyvw4xsJqufBQJOuGwmlOXlwpiTg0KvDclYSj+zmAyob4tq+jncFv0sEUuj2GdDxR5babxc4QAsK0zwOi1oC8ZQUeTW4+V/d9yyPAc+nNeEuvYYKgtcGi4Js5SV7Qb5EU1lYAiZUeCxIR5J6t+GYBxN3d1Y3hyGwWiA22aC0WTAqDIvwvEUjAaDpl97ZxxmqwnRZAY3VUxDpmmljoiTl6ZdiQVuZ09Z+KIpjEx3N0pz7ahticDls8FiMmr+VAScuo9hRR4sXNWl8Za88rssuiwkrc1Wo6ZfVzyNzq6Ehqmy2I1inx0nND6HN7Cdpv3CJW2aRl+lMnBZjCgs92m5aGzqgtdh0fh4/Q40Vgdhc5rh8Fg1PulURsOdSWfRFk5qesj7ls448r02/bw0z67H+2BhC6qKXHB6rPDYzSjx2uC1mvBS1bEY2xJGTU1Qw5zt7kYmk0UsmdH42woDGv6Pt54G7xcrkT95AkrqfJov/mKXpqeUD1lfZL+rPzaHRdexmQxadiQsEg+X14aqIjdeHnQGDrbdC0NNjsbl4R3Og685DHfxCCTSWdjdVt2PlAmJ85BSj4ZP4m4w9OSZzWmB3WpCMpbW8iM8g4oxYWAuXvuqHvdveyKMX9Rpmki+PD3qNPwu/D667U49pt3SU2Yl/FJ/rEVFyKzqRmc0hUfGnoqKnBzIRJkVhS6Nn2wTjaW0HvrynXA4LFoOUpmslouGYAw7jSjAB/OaUOR36Dayf4m7vG4efzZMC5phshj1Je2CxE/KOZqh6SXrO60mbTfSA3N70sxq0vSUOEdCCY2nlMUdhgbwgeSDy4KyUYVa1s9NvIsXcis1H6x2M14ffDgswToNc1O+E7cOO0nzvnJlUMtMOtsNT8CBFU1hbD8sX9NC0lXSurDMiwq/E8/ajsbIdAvaw0mt0xJu2Z+EXdYTgyty0dKV0LZG4tHaldA28Ymic2CbvUrLZt7wCvjiNo2bpJUc69HRZ8KRk4PBBS7dn8R18BA/GqQs2ExYLnXPZkIskUap36H1QNaTcif5YbYZte48d/CVyMxt0HKvbbzbCuQ7NT0tZqO2PU2tEQwvdmt5ljAmM1kMKXDhTUDL24ASDxpaI9qmjhuWr8cuDDhREXBoe9Qi+WM2an7HupJw+M0wOi16/M5IUtfL99gwG0AslUGoPYq9x5doXF02M9wuq6bX4HKf5pm0KdZAHm4vmApXXSeaDTmoKvPCZMjB7AUtmDg0gK9rgqgqdqPNZsKqxi6tz7KtlJGGZAY7jy9BcyiheR3pjGt7IWVS2sVkOoOhRW40h+LwuyrhyppQnudAfTCmbaOEqyWUQF11B/IqLBovIeGSem9NxGGsMcDstKMINjQCqCxwahstZbuusUvL3L9GngpDTVDb3vI8O8YN8X93nvX1tYcWowH537XnxR4bqkYVoCMYg8Pr1XyWPBHbVQXw5hcrtc23uy0YUe7T/A4XubXM1bRG4Mt3aJpL+ZHwDyl0aRqUfdduStgK822wwgU7jHp+lXZP6oyE3+ewaJtus3t0n0LKueRNVaEbDZ1xbXtmVB6L3FADgqE47hx8Ak7Dg0gtTsNgMuDh8Weg0mjAHGdQw2f6rp2KR5NahiXeDrNBzxVyjpX6JWUzx2JDmcOOr+0950c5jqS3XF/Ewkksb45oeMZV+OAwG5GIpVAxxK9hk33JsZwWE/Lye87DmWxW2wapC5e2Pom7Ko/XNJZ1JS8aQwldr3hQbk99sRpRVuTGquYwnC6rliUJg7RfJUVujYcYUeLB/CVtWq7k/CH7EHLOke3lM4vViFGlHjRWd2BhdQcsdpOmfVWhC0GpfwBuCxyMioGt+rkcR9oc0XveyBS68K2tCEA90A14AnYY3bkwWsxwFuUim+mG32FGqiuK4glFsCxqQ+FWZfANHYBkVxTt81YgFUsjd3AB0vEkgiuC6M50I398FWy1TVg1c4XONx5piqBi92HIpDLwVXjhLi+EvSAXncvq8cZ2v0fVq7NQuPP2SATDWPV5HSxOM57d/hzs3XwFykeGYC4bDEd9K1zFbbDn2hEYWYRQbbseU9J72NRxWPz8XC1P0s5Zc13oavgStoFD8E7ZvgjEXtX/eszfcVt0LF6F4h3G6HddK5swxmOFd1ABVryxEHmDfHh28NHY4ZO5MOTkwGQzIXfcKA1rd2aupp2z0AmL0wLPwGLYyioQaw7CaDEik8wg3hGFt8KPSHMEhbvuiPCCBWibtwL2fB9sfi8izWF0rQojf2y57tvTEUdBJIncSp/WQ/+ogVg1qxE1rVFYSgIwmFfq+cLm98AUKEYmmcZ7e12E4vpO2HNtGg6T3aRpXDyxCF2rumBy2hAY5ofVY0MmlUbJrpPR+FWdpnvhxGGoWh5Ew+J2OAuc8JQZUb7HBLR+vQxN37TA7HZpuMT2Ow7QfLDlOlA1MoDuVBITz9oZzbOXwZ3MwDfQC9+YEcg8/xWcxT7kThqP4JKVKBpXCIvbAW+FF+lYGiN3H4jOmk7EOuJwljlh8TiRPzKAiimTkI5/DKvPBYOxA4HRZYg2tsPssOP5wBTk43Y4CnzIGyLl0ahlMRFK6HLRiHItz4HRA9C2pAPIStrHMPTAUYg0tqM7k+3JO58NvsElSEXiWrbkWK7CmJZRyQ9HwK777c5mkY6nkWO16f4l/MlQTI/vKPDAaLOg0u9A2ah8mJ02/QFFyr+UGynLsn+DxQRfOKn7DtV1In90iX5mcDh0m6IJZfpX1pdwOIcMgdXzmeZtNpmGzRvXdJfvSrd1wOqxapjcJS4Nn/wV7mK3HkPKsy3XCpmMOzCiGBZnK+wBl+7LWZynYfKUuZGKxFA4Jh9mhw3FW1cg1hJE68I2FI4rRiaehMFs0mNK2Frmt6Bo0mB9L9dFEj+Jq93vhc1txSWrZmCV04yBuXak4wl4/aW4Lfg0np98FvITGa2LT1SchQnPfq5hTUWSMNksOL7uSXQX5Wl7cUXz46gfVwhHgbQvWeRWetGUkwNHvg+5lWk9ntFs1HSKNLTB4nHA7vfgvGX3wzikSvcr7Y3F7YTZYEC4vgWOAq/uy1mUh1ipX8uA1A/Jy0SwC4EJI9AwczHeHH4Mtl7wVw2n1OkcswXnrXwExqI8bVPSkTj+MfRkXJ18BclISq+VJD1PXXw/Xph4uubH3yPPIRVPal2Rdl7qm+TPWbNvRbfRAO+gAFzFPekqcSnbKYDWb+u0DkidkBhIfZU8lGuggjH52v5LeZU2RPJ9xKGjYbA7UTimQPf9ysjpGGR/V8vrjoUurZeSR/cPOR6HVjdgwKf1Wj7yhhUg2hrVeEu5lfBK/dX6IOH87hpDyo7FZe4px6GotiO9n0tdchV7dVtXoVOvK6SuXLjiAXR8Vz71Wn9gkZaLljlLYB08Ern1rdq2eQd4NC2lPMXbQoi2tsNoMSHWFkL5jmVwlQbQvqgBZrtJzx0SDm+eXfMu0tSlbfgZjU/hS7mPtBgxcUq+Hi/WEdO0kWsPiaveK9t6wi3lw7wq3LNc4IPBWKdpKuGXcmypc2g91+sihwP+qlzkGAzIHZKvbZSksbz/dOqVGDz7eGSSWV1fypCkX7Q1hsiqLuRu59PfLsq2HYBsqueaKRlOwlngwJXBp/Htd/kn9ebYj2+Eu7xA22BvhQeZZErrYVdDWNsxqRsl2w1DOrZAy5hv1FB01TbpOU3aKu/gUjTO+Qp5Q4s0nUw2M3KH+LSMmGxWLbsSBk+ZB6eu+g+y8TjSNotee1btM0S3l3svyXOpGw9MPAvHRf6JfJcVRZOH6bWLMdcPs9uBgqpcjavcv700YjqmBLvQ8vBHGhe5NvSPKEPkvUUo2X54z+8vmSy8I4fhjcqp2GHXOm3DJNxyPerbZlvNe1nH4qzDnYEDUVcb1DqXise1DEubIHkj6TrIY/2uLW7VMlDsWtlzjnU7ULrtAHTVBTV/XMVyTg8jHYnBEZA21YK8ERXI+2wlHH6H1sfKMQUwBYrgKpbzrQdGj0/Tsvf3E7fDjD+E/4vPAttgQkWu/nYj9yZyTS3Xtn+tewh3jz0di3N7rvP1Ov7tCJ4b+jkuLtkdo0u9WNUZx4Whl9C6YD5umXweLmp+Aq9sdQp2fvVq3DDmdL3GknZD2obmPLteU8p1b/LrCH6zTT4avrsnkPSQsv775Q9q27KkMaz3bHLtKr9tjR+Y27NsMWo49P7GacFdE87CyOawbtu7b7n+vij+Ou6pPEDvD3t/91og155yP1XhQ6zYrfcmEq9ecg8u17Ryz7XQbdVrQtmv3C/JNa9cz0t9uyL6Ev428CCEi3ruISRM8rvPmDKvhlHWlWvS8nJf329Y8pL7eklbKRe9v6HJ+wXf/VYj8RLbjCrU97KN3P/LdvJXfleQ48u9g3w/u7pD9y/XwxIPCXd7ONFzn2kyIpZMY159COMrfLq93F9LPkhaCFl/UMCB5MgCDYeQvwtXhTR8clzZv2wrYdHfv7Lden8s5cMAm4Z50ogCXV+uq3vj+teuZ3HTqKOwuLELkyvz9FreuNo199aVeViwKtSX77Kf5pBbr/Uk3Xvz5cN1+xmV6EexA4iIiIiIiIiIiIiI6H+M/AMCbdm2iDFe1dXVfaME1ve1yy679O3np9b1er0YMmQIjjzySDz77LMbPCy9r9VH9gwcOPBH13W5XDr92oEHHoiHHnoImUzPf/mvDxm5Iekg+1vXkUqxWAz/+te/sN1228Hv98Nms2Hw4ME444wzsGLFivUOAxERERERERERERERbThbRAfQryUUCmHZsmV48sknMXXqVOyzzz4Ih3uGFG8skUhEO51eeuklnHDCCdoh09DQsF77uOmmm/D++++v8/oLFizA6NGjccEFF+Czzz5De3s7EokEli9fjjvuuANbbbUVXn/99Z8RGyIiIiIiIiIiIiL6Ncj0uf39oo1ri5gCrqSkBLNny6z+Py2ZTOoInt5RKr/5zW9+sM7EiRNx7733fu8zGVnT1dWFpUuX6nczZ87Ea6+9hlNOOQWPPfbYOoXlyy+/xMknn6zLp556Kk477bQ1rldeXv6Dz4qLi/Hqq69+77NsNtvXAfToo49qp8sXX3yBww8/XEfyGI09c1r+mMcffxznn38+1lVTUxN233137WQyGAyYPn06Dj30UB2JJOGTUUGSTtJB9u233+oIJiIiIiIiIiIiIiIi+nVtER1AFosF48aNW6d1TzzxxL7OHxktc9lll/1gHenMWNv+ZKo06fSQThAZNSMdKBdeeCHGjx//k2EJBoN9y0VFResc5p/a70477YTjjjsO06ZNwyOPPIKPPvoIL7zwAn7729/+6D6vu+46XHzxxdqRtK5k1I90/sh0cXfffTd+97vf9X234447aueZdAhJx9Tf//533HPPPeu8byIiIiIiIiIiIiL6dRiMnCBsS/c/lcP3338/HnjgAV2W5/nIyB2Taf37wGRkzaWXXtr3fsaMGdgUXH755X3LMiJobWpra3HIIYfgT3/6k3b+yEiedSFTvPXGVTqcVu/86SUjf7bddltdfu65535GLIiIiIiIiIiIiIiI6JfaIkYAretza84+++y+9zJ65ZdMTzZp0qS+5SVLlmBTMHjwYPh8Ph1ptLYwPfvsszj22GMRi8X0/dZbb62dNhdddNFP7l+efSSkw+jKK69c63rnnHMOxo4di0AgoMex2+0/O05EREREREREREREtOHlGPmMni3d/8QIoEQigaOOOgrRaFTfn3TSSfqcnF9i9efr2Gw2bCp6w7W2MH399dfaKSNTyl1yySX4+OOPUVhYuE77fuONN/o6jX6s80yesXTXXXfpFHDs/CEiIiIiIiIiIiKi/tDc3Ky/Q++66676O7f87i2DJEaNGoUzzjgDs2bNWq/9rVy5UmfOksexuN1uOBwOVFVV4fjjj8eHH3642WXi/8QIoD/+8Y+YO3euLo8YMQI33XTTL97nnDlz+pbluTebgrq6OrS1tf1omMxmM44++mj89a9/1RFD6+Pbb79d475bW1v1JRUsNzf3Z4efiIiIiIiIiIiIiH4dm/sIoDvvvBPnnXde32xXvTo7O/U1f/583HHHHTjhhBP0708N5JBHxpx66qkIh8Pf+3zp0qX6evjhh/WxKLfccstmM/Bhi+8AevXVVzVDhGTwE088ob12v0Q6ncYVV1yhyy6XC9OnT8emQEb0CHmukfRursnFF1+8zs/8WV1LS4t28ojy8nJ0d3frKJ+bb75Zp9cTOTk5mDx5Mq666irsvvvuvyguRERERERERERERNR/DMbNd4Kw6667Tkfq9JIOmR133BFlZWUIhUL46KOP0NTUpN89+OCDWLVqlfYVrD6z1+qeeuopfXSK/O4t/H6/jiqSPoXPP/8cixcv1s/vu+8+3b88LkV+D9/UbdEdQI2Njdq715tp119/vT6b5qdID9/qI3yE7CMSiWhG33rrrZg9e7Z2tDz00EMoKChAf0smkz8Ik5DezeXLl2vBe/fdd/Wzf/3rXxgzZswa9/NzOn9E78ii3k6vgw8+GC+++OIP0uizzz7DnnvuqWktva/rY3OoMERERERERERERES08cjv5DLQoddhhx2G22+/XZ9J3yuVSuHf//63rpfJZPTxJtdeey3+/Oc//2B/DQ0N+tiY3n4EWZZBJauPGLr//vtx+umn6+/00lkkv4GffPLJ2NRtsR1AklkyL5+MXBEHHXQQzjzzzHXaVuYFHD9+/I+uI3MJvvLKK9hjjz3wa5BC+FNhEtIhNW3atA1+/NWHvUnvam1trT4L6B//+Ae22247xONxvPDCCzrdnowUuuCCCzB8+HDsu+++GzwsRERERERERERERPS/OQWcPN4km83qsnTErGk0jjwK5cILL9TP5a+QDqBzzz33BzOEyYxWMqqnd3933333D/Z34okn6l+ZAk787W9/09/hrVYrNmWb7xivnyCjYKRXT8iwL+mh25Ckp+/www/HP//5T2xKpBdSCrT0am5Iq8+jKJ0/22+/PT744AOd6k0qTF5enk6F99577+l76YCTTqDeXtN1sT7rEhEREREREREREdH/FhmoIFO59brmmmt+dGapc889F8XFxbosnTy9s2j1klm/Hnnkkb73f//739e6P+kEmjRpki6vXLlSB4hs6rbIDiAZwfOXv/ylb8qzGTNmaAfFutp55521M2L1l/QoSgFZsmSJzhk4bNgwdHR06IiX888/H/2toqLiB2GSlxT46upq/Oc//8E222yDaDSq068dccQRG7RD5f8+IEumwVvTQ7NGjRqlnVBCng20pmnriIiIiIiIiIiIiGjjMhhy+v21ocmjWRKJhC4XFhZiwoQJP7q+yWTCtttu2/e+93n2vaRDqKurS5cHDRqks179mKOPPrpv+emnn8ambovrAJIeO8kEGaEjLrnkEu3Q+aWk18/tdmPIkCE6tZw860Y6gcQNN9yATz/9FBuD0+nUziGZ5/DDDz/ETjvtpJ8/88wzeOKJJzbYcSTuvWRE1Y9NR7f6tG9ffvnlBgsDEREREREREREREf3vkkezHHLIIToYonc0zk8xmf7/k3B6O3t6ffTRR33Lu+6660/uq/f3d/H2229jU7fFdQCdffbZWLx4sS7vuOOOuOyyy/rlOD6fDxdddFHf+0cffRSbQuGX+Q/7I0xFRUV9yyUlJT+6rnQQ9ZLnARERERERERERERHRpiXHaOj314Y2efJkPPvss5g5cyZefvnldR411EtGDa1u3rx5fcsjRozAT1l9nebmZjQ1NWFTtkV1AMnDnh544AFdzs3N1Q4Qo9HYb8ebOHFi3/LSpUuxKeivMEmHV2lpqS7L1Hc/pnf0lfB6vRssDERERERERERERERE6+rDDz/83u/kMnJodfJ4lV4DBw5cpxm55LfyXjU1NZt0ZmwxHUCS0Keeemrf+3vvvRfl5eX9esxMJvO9jN8U9GeYeivH8uXLf3Rkz+rzKK5LpSEiIiIiIiIiIiKiX5fBmNPvr40pm83iggsu+N5v1asPoOgdxbO20UFrEwgENpsZsP7/5HebMen0kOf+dHZ26vvTTjsNv/3tb/v9uPKAqF6jR4/GpqA/w3T44Yfjueee0/S+77778Kc//WmN6/VOPedyudZp3kQiIiIiIiIiIiIi+nVlL/1H/x/khTf1T07Oj3cGdXd3b/BDX3LJJfj888/73l966aU/CMfqzwSy2+3rtF/53XtN22+KtogRQFdeeSU++eQTXd5qq61www039Psxa2trcc011+iywWDQDqiNTaZm+8tf/tL3/rjjjtug+z/44INRWVmpy3/729/w2Wef/WCdxx57DC+88IIuH3vssetcaYiIiIiIiIiIiIiINgSZIewf//j/HVy77LILjj/++B+sl0gk+pZtNts67dtsNvctp1IpbMo2+xFAX3zxBa6++mpdNplM2ou3aNGi9drHyJEjYbFY+t6Hw2HMmTPnB+vJyJdgMKjzBt522219w7vOPPNMDBs2DP1JnquzpjDJMDbpZZSezFtvvVU7psQBBxyAPfbYY4OGQSrAPffcg7333huRSAS77babxn2fffbRTrCnn34ad955p65bUlLyvQpGRERERERERERERJsO07WX/GrH6o8RPmvzyCOPfO9xMYWFhTpwwWg0/mBd+Ux+Y+9d3tJs9h1A8+bN63vuTTqdxqGHHrre+1ixYsX3nlUza9YsjB8/fp22nT59+q8y4qihoWGdw7Tvvvtqge4P0ukjHT3Tpk3TKfeuv/56fa1ORgm9/PLL33sYFhERERERERERERFRf7r99ttx1lln9XU4eTwevPrqqyguLl7j+k6nUwd99PYvrIvVR/1YrVZsyjb7DqBfkwztcrvdGDRoELbddludYm3y5MkbPUwy5+CAAQP0AVZHHXUU9txzz3495oEHHoiFCxfipptuwksvvYSamhodfTV48GAceeSROPnkk+H1evs1DERERERERERERET08xmMP/5cns2JdPjI41FWn5XK4/Hg9ddfx4QJE9a6nfy23tsBJDODrYvV15P+gk3ZZt8BdMIJJ+hrcxiGJvMMru8xqqursSmmYVFRkVam/prmzW0zYUVrGAajAas++hrpsu2wuD6EZCKNZCYLp8eK5lACbQ1dsNrNCLZE4Mt3oqk1glB7DJVD/Mgx9DRgBpMBLV0JvDCrXrevD8YRCydgMRkwe1k75tUEUeR3oLGpC8l0FslYCie1TEB7OIyWpjCMphwsDDixaEEzLHYzUok0PpjXhFQig47GDthdFl3P5euZI1LC1dIZR77Xhs5YCsubw+iMptARjGl8Hv5wha63srFLw9jZFtW/iVgKdosRsXAS81Z2wmgywGwzoqYtgoVL2lBc6tH1GoJxdMXTaO1KoK2xC58ta4PRkAObw4JIOIEIgEgijcUr2pHvsaGpM454JIUVTWF0Z7vhdlrgspkwa0kb5tYGNfw1rVF01TbhLXMTvnIdjHCwDqtMOXD57Bp2OV5tUxhdHTHU5juRjKc0/ZpDcbRHkhqfdDKDJ75YqcvB4Udh+aqQxmFxYxcaWiMwGg163KjkWzip8f1yebvuR+ItaS9pK3UkHE+jPZzQ+KZTGXTHU/r9Bwtb0NYeRWtrBGarEcl4GvMWtcJgykFHU0T3JXFduCqEAo+1J+07omhwmLVcfFvXiebWCDLZboRjKU2P5S1hTVM5dioBLFjejs4iN24cuB8KkhEskDRyWzBrRYeWteVtUbTUdaIo1w6Hx4Z5dZ0afimD7jw7cgxA+Ls8SsTSGm6b06LhkePJsYXEMRlLozEYR0sooWkTjKaQSWfR2h7F3JVBVBb0PFDuw0UtWnbjqYyWf9mPpGukM46z/XvCaACqgzHdZyy0Eo2rhmh9aGsII7fQqfuXMiJpI/E0mY0atprWiO5HPrfYTRpWiYek8w5DA4i2BDW/ZD0hdfCWot0QjSTR3tBTfhdWdyDYHMWcRAalZV4EW6KwWI1IJ7Nw52XRFus5poQhKHXAZsCbcxv0M8mfeDSJjNeGupYIvnVZcL1nW6SN3WgJtWrZy3NZtPz4HGbcGNgH8VQTDIYcfLa0TcMry5KGRT6bpp/JYtTwttaH0J0FSrcbgHgkqWkdS2bwxeJWLXsrst1aPiUfRTya0jLXUw7S+l7Kt5aVeBqZaBid8RS+WN6uZUfTrroDZmtPukk5Tad6/t5eciSWLG3DB183aPpJ+Vhe14niAhemGcahdVW95nNHUxhL2yK6f20jmiIaxuauBL5c0IxkIqNluqOxC2OG52PJd3VJwpdMZbQcvmUxorLAiW8W9cRL2iFpPxPprKaL5LvsW9Le7bFpW+iymjTdPl7ciuElHjRWd2gaJGxhdMRjWLjKqOkteTZ98QP63ZHxfeB1mPXz+oaQlh+pN8acnjZJ4l3fFtU2Wcq7vJfPJZ7Svpw/5xY85zgKLemshtPhtiLY3FNnmmq/+y+bVAbz60NwWk3ahkk8P1zcCpvTjFhXArWhOPLzXZovS+tD+n1naxQdkaTWCTm2w21BNtutZVPSLhRL4dvqDsS6klgg6+Qmtf1IxNOwOcz4qrpD29Jcp0Xrl7RN7V0Jra9S5+4qOhSfLW7Vc4u038sbuhDVtgn4uiaox6lrjyH2XdtV2xbV9O5pX4AP5zagtNiDaFdCv2/4rp7Wt3egIuDQNJI8b12+FC3lCXyytFXzb1FDl7apHc1hWG1m1MlfuxktHTFth6eFdsFtrTO0DJ+R3Qf1HVGEgzHN57YSD5avkLJp1LDd2f4oDk4dqGk8pzao5zxJaznX7LHtAI1Xe1sE0VhPvn27qhMrqzu0TUjEkvi2JqjnDXkvddbpsWkbJ/kyv7pDt5d6LO2GpLnUNTkPSrxiqQyWt0RgMRrQ0R7VuhKLpdBpyME/K49C/TeNmLmiXc+Dkq+SvgW5dkRC0rZNRbg9pu2h7FfOYRIfqZMWsxHzV4XQ0hLW9kzC1TxrETL2yVpWjvvyVpzpO0rTUPJX0j0SSmh5lHO9hK23Lf66Nqh1UY554w4HYuHinul9JR8NOTlYtbQFxZUBLW+yjaSRtCPS3khc59WHkO+2onl5u9Y3eTXUBhEo9aA5ZNLyLe3SnwqnIljdoXkp5XGv7coRS8q5Lon5y9owtiqAbCaL2vpOTdNEIo3PF7Zo2TZZDFhZ3wnjAJ/m+etzGzR/pcxLmyTlXNaT71auCmk9jXYl8ZW0k4mM1klp27tMBsyVdtiQo+mWLPOienk7HJ6e/1ZrMRs1jqHWqF4LybkhnuqZBkH2nwgl0fHVXFwy+GSc9/KlSIQS2PHdG9AsZeu9GpT4HaifWY1vH5+D/JEBlGxbiXhbSM8ljXOaYM+1wWA24qOrXsXAnQYgFUvD7LQgf2Q+Gr+oRjqWxhsvLsHEJe1wFTrhH1GCCXedg1WrwvjiyoeQY8yBI+BAsKYTez9/BdoXNeCL2U0YuXQBlr40GxanBdlUBh3L63TdokmDcUrNDLz/wOfwlLn1mqfxy6W6zqqvGuF69DlUOf6L7so8JL9pxLxbnkC4KYLoEx/DbJ8JZ4ELHcs70PxNM7wVXo3vvp/cjLDNgo5oUve56KFXNW42rxW+QT60L2qBs8CJFa9+iVDdO0jH0wgM82vaFYwfrMd3F7vw5V8fhK/CC5vfjY6lTTDXtyHaGoPFZUb7gjpUf7hS86g5kkSVXFdFU/jm4c9g9VhQmmfHJYY9cK7lGxy54H4s/+8XPXmUyWLbtovxzsQ/6Hur14poaxQFY4qw9L9LULp1MSweB5a8vBBmuwll25ah4+sFiHfENXyrPl2AukXtyPXZNCwSX7NzHgxmEyxOM4ILV2i6ukoDeP+p+Rg9Nh9Wjw1tSzuQisQx79HPNC+TkSRWvFsDo+09WD1WhGrbEZw9F1afCx8//xX2v2gwIk3LUDShFM8/NBs7bVsKV7ELbYvaNA6xjjgWP/0xulaFERhd1nPNVN+qYfJVAXvNvBXLK7yINgfRvrRD64272K1xLZo0CLPv+ljDmYr0/EdmdzYDu9+BVTNXoGCrUrhK85HsimJlaxSDGtthslmQCMV1XTlGJpXRa+KO5UHkVeXBPaAQ2WQa1/sOxl7O/+q2UnZXffQN0vGUhnlhUxi5C1pRNKFJ9yd15NwXLtHyL2XIXSJlKajpXLHLEHQsa9a4yT4Pbn0XJrtJ45GKxBCub0P69fdhdpp1ewlvrEXONwaEG4JomNWI2au6sP/BQ1HzwUrNH4n7PQf/HYdcc5qW4aJxhWhpiGCBnM8WNKA7041spgv2XDsaP1+AO/e+HCPnvYT/lh6L7T97CSPLA3pco8WoeWh22HDn1ufguBcvw617XILjH7oAg/cbi/pPFusPRDX+iMa74YtqrdfuEieOxUG4a3AblrRFsPOoStxVdhS+RSeufP5KPLvXn/W6qTEYwzY2s6ZFyeRBuHHoSZru5zXdD6PNgrMdU3ERvkbtO9/giVP+jeO+/CP2e/9fMJTlIxWNw57vQ2B4DE2fL8BDh16Dfa78Hdwlblyw26V4ZOYjcJfloeHLGuRWhvBb/AvdpflY/PxXuP+cW/HH1y+HZ2CRll8pr2anDQ/udjGOfOpi5A4pxOvNYbw54jQYs91on7cCV1RMx6WNd+GJnS/AAZ9fDEdxHs747xX4w+6X4sSy13vORR4H/px3BK6bdx/qhwVwQOuu2GNMEaLJDD74thG/nVuLm4+8Vs99ci14UfXVWPVFPQxmAyr3HoVFz8zRMiH1WvI1GEth3MQiLfuntb+Mj+a3at2TdqR4YpH86yfm/ecbFG0zAjWzG1G+2yj85rVrsKAhDEfAjqWdcUweltdTH+s6MaW6ER/UhbCHy4ya95ZpfZQybvd70PDFShSOH6jlLptK46rt/4TLv/wXQnVdyJHzelsIecMrtB2Ql5SpOwsOwT7RD9AyvxWZZAYty4MIzFuBf065AleXPoDznFNxc+ol3TbVFYUtz4Pmt95GJp7UdjcZTmLp68s1z4fuP1TLpT0/F44iP7646V3kVgYRaYpqfMu2Lek5L7VGYfW5seqLBr0OPju7F/44ZiYizWHMeXMFRm1fquXWaDb2xFnuyaI9dd9oNmn9yK3Mg2dgMdrmrYCnzKPxMVoMeg24vGwazvH/Hd3ZLKZHd8dJTU/rtoXjDHqukfKdN6IC4+/+A4KZbm1bvBW5aJm/BAVjCrVuy8uR70Nte1TzN9QQxthjxsPsTmtZP91wAC4MSJgjqH57EZ648A69Nn4q8KG2xTdOPAf7PX+invslfLZcG2bf/ZGm+bl5R+Gce/4ET5kXziI//jLod/jTu1ehYEw+XGX5cJc0axmRdt1Z6NC8QzYDs9uh5erU5J5wO0xoTieQXNqGcW8sh3dRK4y/Ow6dNUEUTijHtI9vQLixHY2hOOY/+hna/ng8staQpp+kq+wz2tyBAxY8gNrPF2gaSDvQEoqjY3E9CseV4uN/voUBE4v0PG58Zx52OnglPvzHa/AUu/ScGDxhKr699z60LmzHsENGI3dYidaLioBT79sfHXMKJvo/wQ07/gl7Pn60bmPLtWo9vLD+OiSCYdSHkygx5MBZ7EfLt/Va5iV/ww1hhCIpLUeyXtPXy+EfEdHyLvn62KCj0fb5/ch99nUYLCYtmzdV7ItTRy2H+a2ZQBAIhZM4oX07rFjShC9cFixa0a73UtUtEb0mumDYsVg5rwnNtUHkFrr0evLkIj9Oj/4GX8+v1/ZAyt3fA/uhYdRumD+3ARFzOxaVhPHfihOx5NsmvX5MDspDY2dc7+HlOlx+15A6+NLsVXqvIOTz4jIv/hw4ApllbXpN3tmV0GtJuV+Re4E8rw3LlrRicFVAr2vl3kKuvevrQ3qPItenDfUhvXY/OjkZlvZWLF7cqvddfp8dtbVBvV6V3z3kvkLuHzPpbr227L0nG1yRq9eo9Sva4c61993fyf1Ie1MYNR4rjvTsglhLu96DSPmVa0Xx32QGdSs79fcr+V2rdVUIrX6H3qPJtY3cN1SvCun9hMfvQKgtirxit96TevLsWGg06H1rR1tEf4+Kyj15uluvxeW3Pfm8xm7Wfclnco0flP10xPR3CLk/z8nJ0d+s5K+knVwHz4yn9d48k8liRb5Tjy/LLq8N9q2K8fn8ZjSUePruE+T+SOIl20jaSb73XhPLNbf8DiL5d+mY/RGUNml+M6w2kx5P9m21m7C/YxdkGnru/SU962qDeg8a7ozD63fgv12Jvt9V5Pcyub+SeElc5L3kiRyD1u/xKTJT1+qzYuXl5Wnnz6RJk350W1mvrq5Ol9va2tbpeL2PhhEFBQWbdFZt9h1ARERERERERERERES0fnr/gX5z1tXVhYMOOgjvvvtu32dlZWXa+TNy5Mif3H748OH4+uuvdXnlyp5/bv+p0T+9I4bE6o+W2RQZNnYA/te899572gstryuuuOIn11+2bBmuvvpq7LHHHigtLYXNZtN5CaVg7bXXXrjxxhv1+UA/RdbvPe76vObMmbNO8Tr++ON1/QcffHCd1iciIiIiIiIiIiIi+rmkI0aeWb965490+nzyySfr1PkjRo0ahV7z5s3DT1mwYEHfsjxXSEYQbco4AmgT1dLSgvPPPx+PPvoostkfDvmT5+7I64033sAll1yi615++eUwGnuGbf6ann/+eTz88MO/+nGJiIiIiIiIiIiI6OeR6e42V5FIRAdIfPnll32f7bDDDvrM+tzc3HXez7bbbtu3/PHHH//k+h9++GHf8k477YRNHTuANkHz58/HlClTUF9fr+/9fj8OPfRQ7LrrrtqraDabdTiaDGN74oknEI1G8be//Q0LFy7U9wbD2iuubP/qq6+uc1iGDRv2kyOajjrqqPWIHRERERERERERERHRzzdt2jR8/vnnfe/32WcfPPPMM7Dbe573vK522203HcXT3t6us2HJb/M/Nnpo9ecMHXhgzzN3N2XsANoER/5Iz2Vv589JJ52E66+/Hl6v93vrbbfddjj88MN1GrkjjjgCn376KZ566in85je/wVlnnbXW/VssFowbN26DhHXGjBk4+eSTEY/3PDiViIiIiIiIiIiIiDYPOcbN8xlA99xzD5599tnvdf7ILFXy2/f6MplMOPLII3H77bfr+7PPPlsHXsjnazrurFmzdDkQCGDq1KnY1G2+Y7y2UL///e9RV1eny3/4wx+0UP3fzp/VDRgwAK+99po+2Epcdtll/d4h09raqh0/xx13nB7rx0YcERERERERERERERFtCJ2dnbjwwgv73g8dOhRPPvnkz+r86SWPVun9Df6dd97RDiE5zuruu+8+nHnmmX3vZWCGzWbDpo4jgDYhX3/9tU7hJkaPHo1rr712nbbzeDxa4GS0UEdHB15++WWdMq4/yAO09t9/fz2OGDJkiFa4U089tV+OR0REREREREREREQbXs5m+AygO+6443udMwUFBd/rEPop2223HY4//vjvfSb7uPXWW3Vaue7ubp1K7o033sDuu+8Ol8ulU80tXry4b335ffyMM87A5oAdQJuQu+66q2/54osv1mf9rCuZDu7uu+/WQimdR/1FCrp0/sioHxkFJNPTrf6gLSIiIiIiIiIiIiLa9OVshjM7yWNQVvfRRx/pa13F4/EfdACJY489FplMRh+vEg6H0dXVpdPKrel3+Iceegg5OZvH9HnsANqEvPjii/pXOn6kF3F9uN1uzJw5E/1NOn4kbH/9618xfvz4fj8eEREREREREREREZFYuHBhvyXE8ccfrwMsZJTRK6+8gpqaGkSjUR0hJCOHZAauKVOmbFYZwQ6gTYQUpt5n/0yePFmnddsUSU+oDIUjIiIiIiIiIiIios2XYTOcAi4SifTr/svKyvD3v/9dX1sCdgBtIhYtWtS3PHjw4H47TjKZxJw5c35yPXno1aBBg9Y4Aqi/bC7D5oiIiIiIiIiIiIiINnXsANpEtLe39y3LkLIfM3/+fO3IWRuLxYKRI0eu8buGhoZ1mrrtoIMOWuMch0RERERERERERES0+cvZDEcA0fphB9AmIpvN9i13d3f/6Loyz2B9ff1av6+oqEB1dTU2NxJvjgIiIiIiIiIiIiIiIvrl2AG0iVj9mT/Nzc39dpzNtXOIiIiIiIiIiIiIiDYcjgDa8nGM1yaiqqqqb3nVqlU/um5dXZ2Olvm/r5133vlXCCkREREREREREREREW3qOAJoE+oA8vv9aGtrwyeffIJYLAa73b6xg0VEREREREREREREW6AcA8eHbOmYw5sIg8GA/fffX5ej0Shee+21jR0kIiIiIiIiIiIiIiLaTLEDaBNyxhln9C1ffvnlSCQSGzU8RERERERERERERLRlyjEa+/1FGxc7gDYh22yzDQ4//HBd/uabb3DBBRfos33WRW1tLVasWNHPISQiIiIiIiIiIiKiLUGO0dDvL9q4mAObmNtvvx2VlZW6fOutt+LAAw9ES0vLWtdPpVK47bbbMGHCBO0EEjk5Ob9aeImIiIiIiIiIiIiIaNNj2tgBoO/z+/145513sO+++2L+/Pl4+eWXMWDAABxwwAHYZ599UFFRAbvdjvr6enzwwQd4+umn0djY2Lf92LFjcd999zFZiYiIiIiIiIiIiOhHn0tPWzZ2AG2CpJPnyy+/xF//+lfccsstiEQi2tEjr7UZPHgw/vCHP+CUU06B2Wz+VcNLRERERERERERERESbFnYAbaJklM8//vEPXHjhhXjyySfx+uuv4+uvv9bRPplMBoFAAGVlZdhpp50wZcoU7LHHHltUj+2SxjD2GF2I7mw3/vPbq+Be2II8lwUrUxlYjAZk0lkMzneidIgfweYIAqUe3S7fbYW93IeKgBOfLG5FMp1FNp1FSb4TW5X78MJntbg4+RYWlm6DWDKDSVV+uGw9HWbheBpleXa0WYy4t3AObh+4K9oG5iIcT2F4oQudkwdgzuJWGHJysOdWxXjl85UYMLwYuT478j1WFPvsup+KgAF+lwVt4STK/Q6U5TlgNRnw5twGuJ0WPFn0OSa9PwijxxShtSuBAYPydLtUIo3OaAojq/wa7pWNXfq53WLC8Cq/Lre2dqPYZ4PXYdH36WQGW1fmYV5dJ8xWI0oKXLpPs9GA/barQInXhomDcjELwMB8J3wOM2av6EAwFIe/yIVJA/PwzaJWVA0LIM9UgbFFPlxQ+zCmDtkXA/wOLKkN6r7E8AFeeIcFNN0agnFYTAZNZwlz1GdDOpXBPmOLNH2Oa38d1+btDF++E5UFLo3/Z61RXTfb3Y0CjxXtfifGD8xFXXsU2w724+Mlrcgx5CCdyGr6/SP7BnbLbAWnxwa71YTKAif+kfstdv+0EL/dcSCe+mAF8rw2HLnDQDz+0Qr4i11oCcXhCdix95girOyIYeuBeXi4LappVu2zaRmQtB1R4sGy5jA626IYW+rV+EnaNIcScNlMus4fgi/i6NCOmDDEj49nN2DroQG8tKgVwwpcKCj3ob4lAoMhBzuMCSDXYUZ7JIn2pjDSsQxcPpvGIb/Mo/trC8b0GBIXSbeqYjeC0RTCHquW6+2HBPD2/Ca4bSbdVvKxqsiNMQVubL/iBRTusDf+/cJ8eOw9ZdVkNmpc6jtiuAWv4lLHQTjB+C3eNOTr96VlXkQSaRQPyoXRZNAwGA05WkbKitxo6YzDYjejyGfHn42fYpcVZchmslquKirzsOuIApzY9DziThuKBuZidIkXR1Q/jtsnTsVZ4Tdxh2cKtptQgm+rO7DHuBJ8uKgFkwf7kcl263ElXaoKXVjU0IVypxctHTGtW1VFLsRnd2G/3Uvx0hd12GqAD1+v6NCwja7w4Vrn53i9aD/s1fAafh8Yp2kgpLxIPu39/g34wnWEvp84MBcd0RRebA7DbjFqnkn6CSlzNSMK4HWYMbjApXVb4izp0BveUaUeraON8rnTomUp32PT9PJ4bEh6syjw2LR8jirzwtScB1fQhH3HFOGluQ16DCkzUr8lT+vaYwga4rDaTTij+Rk4Rx6BUGUePl7cquHadmSB1uW/JN/A/sMmoLk2iG0mluL3OV/gAwzE8JKeuEpZPe7ruzBwv7OxtDWCfJcVy+o6NX6/GZaP15MZbf+kTuSXeXHSDgMRz2Q1jhK/5c0RjYeob+8pdxUBh+ZNNJpEVZlX62NXPI39xxTjoPoXUTe+pz18dOiZsM1epetL3NPZbswY+DtEkmmMj6Yw0O/Q/ckxEo60hnleXUjjV5Dn0DBKne+dilTq2dffNmmcHhx4AUzfNMJlNyPfa9N1h29VpH+l3u86sgBvfNOIkd/li2wj7cxuwwuweEU7nB4rhpd6sKQprG2tbLdoWTsmjylENJlBSyiBhM+GrYfnaz2W+imkzuw6sRRPfVQNq9Wk9UbqqtMLhIMxzUeJr8S/M5bSdmb1NvbUxqdhHH4Y5tVZsKShC0W5doSdFl2nN99le0kTiZt8XprnwJfL22GyGDC2KqDlW+qAxW3V8tgcimvZkfXEwlUheAeXYlShB0ML3WiLJPvaoa5SDxZWd2i+fb2gBTuML8Y8mwl3hp7Ag9ueg+wnNbjd8hbOyN0DLUZD37lI6sisxa3axt5efiaKaoOoiXUgz2XVtlz+ZrJZPf9JfS0t9ujxtP7kuzCn2K3nJFeuHVsNytV9Pra8XfN6RTiB/EIXYom0poe0dZIOj/rexxW2/bCixqR1ZnlzGCvboijJtWvb7/TaNH2lXZA6WynnmHwnxpT5MHtRix5D9uV3WTUsd+a8guvKj0BnwIHRpV797or4K3ig9HA88/lK/D3yHI7Kn6Lr3uT4GPFxVfC1O7WNu6XkVDwY/S8OjGyN4cVubUvmeKwav0EDfJrvY4o9WNYW0Tosee+ymlAVcGr+NNR1oshnQ2dHFJVblep1hN0taWvT8+feE0pRnmvXPCny2nT/JkOOxkvyW+IrdW7CwFwtW5Lf12f/i2uLDtF9SJhLfXa0hBOoCHTruXNa88vYFcPg8tn13C7XC1Ivnv2kRs+vo6sCmgYNrREc+5tBeOidZSgfFsCjrrdw1/CjdL1sthuBgBNbD8rD/OoO7DCyEB/rf/TlwGQ2wOeRsLq0vGo9d1sxYWyRth8SbiFhMxa79X3GY0PQaUE7ALPTioIR+Zh18KX421OXwTi2Em3zVsA9YTJSkTh2sFkQXN6OvGEFGH/m3sgmU2j4bB4MZhPc5QUo3m4UGj6dh65VYez18B/Q9unnMNlXIR1LozubRdlOw9AydwUO3WckcqsG9ISlK4rHJ5yB3ePnYOaZt2LybWfpuaqwtBz/2fsSHOe7Cb+RsLld2Ork3VH/wVzdl7vM17N9KII7BhyDY09vRsPnS7T9zltYDHd5IYomdaDw4EPxrn0cCi87AVY5z1z2e3z7j9sw5KBt8c6k0zDi1rPhq/CiaPIw1H+0QNf5dLfzMfrBP2raJSMpjL3geAxta0DdmzMRbY2gfKdB6FjaiuHTD4DB7UP9C69i5ccrUDyxFMElK+EblI+OZc2ou/VJjPz0ZsSaO+AbXAqT0wabfxnaFzWjZPsRcJflobOmDWXGHNgDLowv9WL7Sw7Egsc+0DJ1m2cmZILoZ0b9Doe73Hhz+DHY9fPbYRlQiX8sfAzzbSZ0Z7IYsNMQNM9diVFHjUfnimbEmoOo3KMS2VQamVQanoHFKBpXCJPNjJIdxyCTzCARSiC3Mg8WtwP2glyEqhtgspvw3J4XY5tPfodVM5dh7MQiXUfarrLmMKwBP4YevBWaZ1fDU+bBoCkjEJg4BuGG/yJ/bDk8QyvRMHMxdjlunB7bEbCjdX4TDjhiFKJtUYTqQrqdsygP7mI3BkyZjEWPv6v5aHZaYPW59GUv8OHJMSdj7BOfwFUaQP7IAHKHliIZiqKrvh3hlc3Y6a8HofHzBRq26OMzkeoMwVXs1bSXdeJtXbD6nBg+KoAcgwHhhiAsTgsSoTichQ6ka1Iwmk3Iq8qDyWbS+HcsbcI5Qx/G3FAC9nwfMvEkCrcZgRX/nQWb34BxpV4Ub1Wo6RVtbMPVtQ9o3SmYNAzd2QUwOWzIrZS0TSJU2wp7rk2PfeKH/0TEY4OzNIB4WycsbiecRWkU/mZrdNW9iqJtRqB9QY1ub7JZYLQlMXifoRgMaDwG7lqu5dlZsBInPP4nuLcfhJZvV8HmtWLk7gNR2RHHgJ1HIhWJId4Wgs3vQWDyRPxpwb1o2qsS+3x+I7LTt9F0tvndGm9JoxxjFCd9eB1cowfh7HevRuEh22H5yzMxcM+xcBT5MVnyPlQKz6BireOzb3sLj5lfQXNLEKd2vYVgbROmh+6F0WLC0wdcBm8OcFv3y0i2R1HjNKN8xzJEGttxfvWDGq8ctwOdNR24ceijWFIXwrDDtsV539yBpTWdGHba1qh+7Fmk40l4BzvRsTyI8WdOwWnvXwPfKbtpvB7peASf/vYKlP3haAzYeZimyWOjTsZvP/gXBu4+DP9YcS9cu45H05eL9Ltwfavm4Znz74Z1hzGoe282zk28i5a5n+Phnf8IX9UAXN3+JKyjhuKEb+9GazaL+o+X4Z1L7sG/gy/iq3gayXQG9vxcXBt+Bs9vdQq2+u+peNr0EuzhMhjsTnSZ5sG470RcvfQuGMxmpOMJxA0GDNytSuu71INRx0zWdiHemYA9146W+S1IhlNaPl4eeCjG7/4xQrXt8A4KoHNFK1zFHoycOgo5VhuG7TZQy8zc46/FiOqz0VUXxMSxBVp/pe7vVBWA9TMXjjlsBII1ndoWrPpsBVyFDgSXrULRhFK0LaiD2W6CoyAXl3xyLbqaQ8gx9pwLpH4ZLGbkVvqQzXQj1hHHGYkPsMrnQuGYfBjMRhRU5SIwdrCWdwnLLQNfBwwWzVP/6EFadt8+8DLs9+GNsOU2apu51YnbwFnk1zrqG+jVdElH4hh+yEj4hpQiuLRe23EpD7L+iB0HIFzfgsFTKnFj9hUYXD7MXtoGm1yf7Fah7aPZGUW0NYpb8r/BcgAXhl9FzGbRsinpHJL7ZGeDvpe2zOw0IxVJ4d78r9D80Wfo9ji0TNwWfBxLi13aPokB25Ui3BRB9euzMfKUgxF+4CUYjDmItYZRunWxprO0XdJ+iiuMH2HFuEJtC1u/rdWwyXnj3+2PozaV1eWhv90GV9Q8AFdFCZBO6XZnvfcPBCtzkQwntc2Rerjj5Qdixatf4NbEc7CdexSaP/hE26LrnI+ie0QFVr4/T9PK6rHAYDRgx6sOw8IZbyPZFdH6LvGW9uYu02vSiiLUVAtncR46jp2gdUCuRYonV8Jks+K5XS/E/q/8FRdF/wvDtSdjgTsPhowH8fYQLC6zxlPCZB4wFOX7mpF65n101nTqNWTeiHI0zFyCfe4/C/G6Ws27z3Y9D60AppQNQI7ZgkxXB0YXebHsqoewf/XTiCyvxsL/fI5zJr+Oq0y76zXZtEX346tQAlc2zMDiEQG4S1yIdcRw+fL70BEMwzOwSM878ttQV20TAiOK0b64EWanDXlVuZpn0t60zm+Es9CpdU5/R/E7cGzTS1hyQBUGn3Yiqh+coeeSC9qfRX11A9KJtK7n99nwgONt/HmH/bBVmU+vt+R3jtFlXr1nOqfmYdw//kTUfHcNLdd83d9m9RpyxB5DUOq1oSuRwQmNz6Grvho3jj8VztY8FHms2s5cP/Z3et0t1/nBWEqvsT5b2qbXy+av7NhpWL7+5mT87ve8slw7jp1/r57v5J5Ars2FpNPtE6fp8WqlHbabUVfiwWXpN3FP2QFoKOn5TUyOZTEZ0RlN4p+WD3F33r56TSrk/qWhyIW/WT/D7WW7Ykljl973SJzl2lVeCbmnc5g17rGBuXp9K+/l9wu5j2yr8Om94pntL+G2vAP02lHux2Tf9e1RvS6/oXKKvj/H+g3+0lKl98G915myL9mn3OvJcWVbh8WI6IgCPb4cQz8bnq9h0evfYFy3jyXTGi65p5N15ZpocWMXhha5dd1esj+9ls32PFNd7kskvWU/0n7LbwtLWiK6nqRjkdsK3y6VsJkM8FrNaIok9HcAuS+R4/X8VhTXeEheSfrKfZGE86LmJ/DEiBO1zMjxeo8r38vvAveWHKb3e3LP01KZp+WnLZzQfck9m9z7Shx77+flr3wv+SLhkzSbif7HZ/Rs+dgB9CvbZZdd0N3d0witi7y8PJx++un6+iWqq6uxqcSJiIiIiIiIiIiIiIj615YzZOQXevDBB/U/ln/Ja22dLIlEAjNmzMBhhx2mU7U5HA7YbDYdwbP//vvjnnvu0WnefqqT5eeE6fnnn//BvqSz5oUXXsAhhxyiYbBarfD5fJg0aRKuuOIKtLW1rXf6PfDAA3q8E044Yb23JSIiIiIiIiIiIqJfl4wA6u8XbVwcAdTPHn30UVxwwQU6ddv/VV9fr69XXnkFV155pXYE7bPPPv0aHuloOuKII/SYq0smk5g1a5a+br/9du042n777ddpn8uXL9c4EhERERERERERERHRpoEdQN858MADMXv27DUm0p133om77rpLl6WTRkbKrElJScn3RtmcddZZ2pkiZJSNjADae++9MWjQIH1ej3ScPPXUU9rZIh1BBxxwgI5EOvbYY38009YWzjWRY63uuOOO6+v82W677XDmmWeiqqoKwWBQw3H33XejpaUF++23n3YGVVZW/uj+Gxoa9PlD7e0yQzwRERERERERERERbQ7k2YS0ZWMH0GrP2pHXmhQVFfUtDxkyBOPGjfvJhL388sv7On9kG+l0GTp06PfW2XbbbXH00Ufj5ZdfxuGHH45YLIaTTjoJY8eO1dfarMvx1+Stt97Cc889p8syCkhGJxmNxr7vp0yZgt133107qqRD6OKLL8aTTz651v199dVXOo1cbW3tzwoPERERERERERERERH1D3bx9QPpGPn73/+uyxUVFXjnnXd+0PmzOnkO0M0339z3vKD+mk7t4Ycf1r92ux233Xbb9zp/ek2dOlVHQwl5TtCank2USqVwww03YMcdd9TOHxnNRERERERERERERESbDz4DaMvHX+77gYz+yWazunzddddhwIABP7nNiSeeiJEjR+rym2++iSVLlmzwcH3yySd9I4/8fv9a15NRQL2dUf83HB0dHTo66fzzz9cRSy6Xq29UERERERERERERERFtHtgBtOXjFHAbmDwT59VXX+2b+u3QQw9dp+1kFM2f//xnzJ07F7vsssv3nie0oZxxxhmoqanRZ/6sK+kEWl1nZycWLlyoyzvvvDPuv//+n3xOEBERERERERERERER/brYAbSBvfHGG32jf/bee+/1mh7tmGOO0Vd/Oe+889ZpvQ8++KBveU2jl7baaitceumlOl0cEREREREREREREW1+DEZOELalYwfQBjZ79uy+ZXlGzuZm6dKl+uwfMWrUqB+MRCovL8ecOXM2UuiIiIiIiIiIiIiIiGhdsANoA5Mp1nqty7N/fo516YCx2+0YNmzYeu03nU7rs4hSqZS+//3vf/+DddZnRBMRERERERERERERbZpy+FvvFo8dQBtYOBzuWw4EAugP48eP/8l1ZJq29R2pc+aZZ+LDDz/U5QkTJmD69On4NeXk5PyqxyMiIiIiIiIiIiIi2lKxA2gDW32ETDKZxOZCng90991367LX68Xjjz8Os9m8sYNFRERERERERERERP0gh88A2uKxA2gDy8vL61tua2tDf+ju7t5g+8pmszjjjDNw11139U0dJ88AGjp0KH5tEi+OAiIiIiIiIiIiIiIi+uXYAbSBDRkypG951apV2JTF43EcffTReO65577X+bPzzjtv7KARERERERERERERUT/iCKAt3/+fr4w2iK233rpvufd5Ouuqvr4ep59+Op5++ul+Gz3Uq6OjA3vssUdf54/b7carr76KPffcs1+PS0RERERERERERERE/Y8dQBvYLrvsApvNpstvv/32em0rHTB33nknDjvsMPzjH/9Af2ltbcWuu+6Kjz/+WN/n5+fjnXfe0bATERERERERERER0ZYvx2Do9xdtXMyBDczj8eCggw7S5cWLF+Ott95a5+ffSOdPryOOOAL9oaurC1OmTMHcuXP1/cCBA7UjaNKkSf1yPCIiIiIiIiIiIiLa9BiMxn5/0cbFDqB+cNFFFyEnJ0eXzzzzTASDwZ/c5o477sBXX32lyzI6Z/Wp5Dak6dOnY/bs2bo8bNgwfPTRR6iqquqXYxERERERERERERER0cbBDqB+MG7cOJxzzjl9o4DkWTvLli1b6/r3339/3/p2ux233HJLfwQLM2bMwDPPPNM37ZuMTiotLe2XYxERERERERERERHRpivHaOj3F21cpo18/C3Wddddp50/8lyfWbNmYeTIkTjyyCOx33776bRryWQS3377rXbK9D6Lx2w245FHHsGoUaM2eHgymQwuv/zyvvfnnnuuPgtIXj9myJAhcLlcGzw8RERERERERERERETUf9gB1E+kM+eFF17AX/7yF9x4443a4fPwww/ra02kU+iBBx7ALrvs0i/heeedd7B8+fK+9xIuef2Ud999t9/CREREREREREREREQbB0fobPk4BqsfmUwmXHvttViyZAn+9re/6bN9ioqKYLFYYLVaUVZWhoMOOggPPfQQFi5c2K8dLXPnzu23fRMRERERERERERER0aaFHUDr4IorrkB3d7e+fk4nTUVFBS655BIdhdPQ0IBEIoF4PI6VK1fi+eefx7Rp07RD6Me89957fWH4OS644IK+7dfnta7x7V3/wQcfxIZQVeSC3WxEJJRANJlBVyiOnYbm63d5Lgti4SQO/OAGGHNyEGyJINgcQbnfgW2H+NEeTuL1L+t03coCp+6jJZRAhc+OwWVeZKNdaOmMI5HOoiLgRIHbCqvJgEy2G0U+u26Xbq6Hz2aGxWSA12HBEU2v6PdGkwHJRBpnrngINqcFofYYjIYcTKjIxeCAE38Ov4jmUALBaArFPhtGlHh0/13xNPxeG8KxFO4JHACT2Qifw4yA24qVK9rhdZiRiKWRTGexfFUIe44s1OOEO2I4b+Ujuq4cp6MpgqtCz+iyhH2nUYU4pf1VDbOkw6rmMEpy7ZpGJkMOmrsSaAsnEQ7GEEtmUNMaRTqVQSKWQiaThddm0r8+hwXXlxyDPyy+F4lgGKHWqB4z1BbFriMLdFnSy2IyYqsBPrR1xhGOp/VzEQ0l9K8hJwc73nE2Or6ai4pcO+oWN2s4JA8NhhyNp9Vm0jSV5VgyDbfNpOkvfyV9W1a2w2UzoTud6otXc0MXGoJxZDvbUFLgwrvzm9G6qkv38WV1O1KJNMpLvZhQnot0KotsdzeKPDYcsfRhlOU7Ne5Wu1nzRtKtLZzA0CK3hqUzkcaljY9h7tI27DA0oOVHylo2FkFre1TzTtLsLysfRjwUxKpQHB67GaX5TrQ3hdEQjOHY6seRTmbQUt2AbCaLeDSF2TVBTT9Jp4blHVqWmmuaNCx17TE0d8RgshjhsBhxUuZzFHisyPfY0LC8He2RpMZ9+5qX8X7FAWiNJmE05aAzksRnS9uQYwAsRgOiXQlkkyl8tawdL1snoLEtCueocVqOsumspnme24rOWEo/SyUyWvbtVhNsZqOW6asz26G02KPHaw7FsWxRC37X9gruKTgIZocNYwd40RxO4HrfwahpjfTUQbtZt411JdEeTmg6SPzK8xxIxlKIR5JY1NClaSL1IB5Nal7luazIGzUYHptJ02ZZSwR2uxl1jV2aztlIF/Zc+h8gm9G8Ojv2DoYGnBr2eQ1dcJQVIRRLYWlTGB3RlIZB9lOWZ8fKxi4ML/FouyF1N5bKaJkKRpPojKbQ1R7T9aVceu1mrRfyfb7bqmFb1RBCOJ6C2WrCqDIPIp1xFLmtKMtzYHlzGAa7U+Oe7YbGtbfNWLAqBLfFhJrl7XA4LJoWXcvr0BFN4tTF9+OQCaW4uv1JjB/g0/W7k3HNG4fHqmXtPvN2sFuMWi5amsIa7/tGnoylrRFN70gyrfuUNKjr6ImDlH0JQ1GuHVOCHyGcSKM0z6F1RNJAyr7Uzd9OKkWRz6blTY7h89iw45CAth81jV04sOZpXGfZDSvbopoH8+o6UZpr13r++jeNKPDYMHN5G84KvYaqfCemhd/XNre9JYLKYjeGFLi0bkrbsGRxK8aW+7RdzEoiAfh4cau21cU+u9Y5l13KgEXjMqrMizFlXi0TYwZ4cW7q/e/Kix1N37XPosBpQXcWiIV72tVQe1TrnMRP6oF8Jm2MtPUFAafGTetabaeWC3kvx5PzwOQhfgRcFt3vqFIP0sksynLtGFHkwbXpV/X4y5sjur1sY3P0rDvt23twI15DR1NY01/OM19+24Tr8Ka2VfKZlPNF3zbpe9lW2vqutpDGT8NoMaKpNqhtYU9dS+CTxa1aBqVNenarU3U/xza9pGkl7BaTtg9y3Pr2GFw+G75Y2AKX1aTtzO/m39PX9so+pNxKuyZtidQnyYuZS9s0DdqCMZitRj1PSRgvx/taLhqDMU2bmpogJlXmaTpKO75dVQB+nx1dbWEN/7d1nWhaslTPkZK/WmbDCdwWfVrPCVo3oj3tnRxH2gWJm7RBtyae0/1OHuzvO8dKGh006w79OzDXrvVO4jq00I0zqh9GTXWHrid1cliRB0ctflDrLLJZmI05iITieG7kibp9aZ4dNzim4Pryaahf3KjbSVreX3gwtq8KaLsq7yWerbWNqCpyY+ayNhzc/F8MzHPgvPjbeg0h5eWA2udwdfIVXVfiEmyOatvhdlqwclGr5qe0e3Nrg8i1mVE2wKtp/3VtECfOvEnrsZQXKWtS1qVtkPQW8ZZ2XNj4uK5zvfsLLG3uwogCl+ZDfTCO+/z7adruu1WxnqMrAg6cuuo/ei1gsZn1euK9WavgdlnhsvSkre63rVPbZNm2O9uNfcYW47jQO/r+0vALui+pN1IX8z1W+F1WTTeXzYxgLNV3Hpc0krZS8kquwaScy3JXvOdcnE1nYJLy3t0Ng9kMd3khPAOLkG6oRrRRzksGJEIJWDwOGP1FiLeHEGsNozuThSM/t6fcf9OCcEMY3akU7AW56M50w5brQNPXzfBWlcM3pAgWd09bm+yKoqu2Sc9f8c6Enqvt+T50rQrDUZDb04YPLIEj4MRTg49BKhpHOp7SdeTlHlCIcH1bz7kllULrwjakMt3IxJOwuB0I17ciGwnhjUXNiLZG9Zgv27eG2d6TX3NWhRAYOxjusjyNg6wj8ZfzscXjRFSupUIJvVbIMVngHzUIRotR4+8I2NGdzeCF3F01XWSfkaYuDYNnUDEyck2UA9jLBiAZ6jm22WnXbfUaoqML6XgS9lw77AEXXKX56IynYPT6Ee+Iaxs5I39fBJc2IpHJIh3qxD4dH+q+brf+RsuE1WNFKpZG+6IGPZ5c23Us70D7kjZYfS64BhSgY3kQL449GbGOnrS71HcYDMYctMxvhXdwKTKptK7ba3r9f/Sv5Jt/WAFsfo/mvaRDpLYedr8XBrNRw2j1ufFg0SGabgajAS9XHq7pkDeiAqlITP/LtHlBK5ylAbQvaYcj4ICzsCdf5LgPDDgSnvK8nvfJDIxmk6ZP86xFsBp7ypqkkclmhs3v1fwP1YVgtFlgdDg0zVwDirROmGwWNH5VD4NF8iGCbKYbHUtb4Sxwanj8I8r0u7Kdx2hYAyMLkT++ConOhB5H0lXKbaw5qHmcjsRhdjt0v1aPReuCnE8DI4vgLMpD26ImxJo7NI6SxxJHOY6UJUlnOX7u8AqkuqKaZvKZ0dJTD5NdEbjK8nGjax901nQi2hzUz7vqgzA5bUhH41rWfINLNd+kDjZ/uVD3kTu0BB3LmmF2mvW7lvktuizlt3NZg5Z9SZfudBJmp03zyWizIryyWY+fTaU1zG2L2tCxvB1dtc1o/nKRbtf4+QK0L+3AitfmovXrpTjsqzsQawki3hZC/QdzEW2NIbh4JdoWtiA49xt0LqvXfcl2RzW/gsNXPqN5KWGRPJF6EWmKajq1L6jBPZXTNJ+l7OdW5qJt3gqkojENf3TRPCRCcYRWdmmbIPWwY/FKpCJxNHzccyxJp/2qn9W0av12JRo/nYfprS+jYeZidK5oRsvcFehc0YDubBatXy/XdkTKSvvCGi1v0sYYPHmaTnLdWPfRwp54f/CFhjmbTKNowgCcNPs2BBcsQ/OSDj1HB5es1GP/dskMrTtS96LVtYgsXoRYW6fGLcdo1DBK+hZOGqb5aMt1a7i8wwZpHkrdkDqnba22LUl8VdcJo7T1ZmNP2QinNB0cBT4Y3bmw+3vq5qfVHZoWUq4kbWRbR7Ef7bGetlvaAflc4pGMJPW91GuJn4RZ2iUJt5RnKTeSLxanWdv5cH2L1jHvoIKeup+Io7OmTduXgq0q9K9ryGCEqhs0Pon2oF7D+4YOgMFs0jr6+rwmZJJpdMm1q9OsbfOM8adrOxys7kTH4lWINHZoXB1Ffv0rbXjBVgOQiiRhNBu0vErY5Z4nVrcSmaS0kzE9Z0hZkrhJGt5j2wkmhw2PlByi+5fyKWGQtqGrrl3zX9qkWFsURosBt9h36zn/xZO6T0kXq9cKR4FH25UcY47uV+J5k2svpCIpZFJZTWOTXdI6runZtqRd1/1TbFut7xIPObd11fW0GY9OOlPbE2lzJa+avlyCeFPPNPy2XJumj6vYA4vL0lPv26KafnKcSH0LngrshURHGK7SgJZ9+U7iIe2BrC9xzsbjui9pnyQ9WmYv0TSDwYhke1DbFkkLaa8kXeTasGHmcrTNq8aixpCep//p2heP+PbEitYwMp1tWk8k7pI2Um5nWLf97hyQRTqeRiab1fC0LmzXfLf4PHCNmaj3JXt2zdR7npdL99dtvqruQEc8BYPTA0dJAbwVXjxedKBeL8r9jpyjPAM8WmechU5NR0l7OZa0DRJ2aZ+T4aSeJ+UaQuqGlFtHvg/Bmk5tb2RdKWfeEUNg/K7uZMNBuEvzNE6yvpCy2jBL6mXP/Ybc33Snkpi7ogMuixF/rn4QJ9U9qddhZ3x7p+aD22rSe4QSrw2nfH2Htkfy20+uw4xD5t+P+as6kQ62I7SiQa+/5DpIrqklzy9qeBRGg0GvQ+S6RPYr151yPSbtwwXtz+r1mf+7+5TlLWHNJ7nWlOuzqe9dr+dgk8eLY969Foe1vq73Sg2dcfyx9iEkW5r1PlDCJ9d1cj8jf+W9xP93Kx7R/Zw87279DUF++5Frsenz79V1TnnrKg2LXIOL3y+8R69X5R4rmc7g5Jn/1vuBEz/8p/5eIE5e8gA6vl6g9yOnLbgHZ82+FWcvvV/vEeSYuQ6LXqvdmhqr95ZyfNmvbC/3yMd8eRsuWHofzmh8So8j4Tht7u3629e096/T34lO/fYuvecW8r2ko9yfym97mj+NT+Pc5p5rkzOWPoDOaFJ/ezt7/l04ZeG9Gubps27VeEuZl2v7M2fegIuX34+WSBIX1D6s95XTFt2Pvb66C2Y5NyUzaIokcHLjs/jzqkd1e9n28NeuwhnvXYM/VD+E8+fcoukrvwmeu/BuPWcd8unNOOWLm3vSZua/9fvpc+7QdlPuDS5ffp+el85adC/S2W4tY2fOulnL3kkfXqf3htM/vRHHfX0XfvflLfjTkntxTs3DOK36ET33/BqkPe3vF21czAEiIiIiIiIiIiIiIqItzK/aASSjQ3Jycn7Rq7q6+gf7feONN3Dqqadi5MiRyMvLg81mw4ABA7DTTjvhqquuwrJly9Y7rJ999hnOOeccTJo0CT6fT5/pI/uePHkyLrroIp3WbV10dHTg6quvxnbbbafby/RvMg3c/vvvj//85z8/OaInFovh1ltv1enjAoGAhiM/Px977LEH7rnnHqRSPf/ds6YRQz+WjkajES6XC4MGDdKwyDR0kUjPf/f/HMcff7zud0ONACIiIiIiIiIiIiKi/iMjd/v7RRtXzzwHm6lVq1bhhBNOwJtvvvmD7+rq6vT10Ucf4a9//SvOPfdc/OMf/9COjx8jHTunnXaaTte2ps6czz//XF/XX3+97vOaa67RZ/2syaeffoqpU6fqtG+ra2pqwiuvvKKvBx54QDuC3G73D7ZfvHgxDjzwQCxatOh7n7e2tuLtt9/W1913340XX3wRxcXFWB/ZbFY7fOQlnWoSlssuu0zDs9tuPcOh15VMY/fwwz3DRYmIiIiIiIiIiIiI6H+sA0g6M2bPnr3G7+68807cdddduiwjW2TkzZqUlJTo31AohL333hvffPONjjw59NBDccABB6CyslKfpyOdJJ988onuq7GxEf/85z/R1taG++67b63he+utt3DIIYcgHA7r+6233hpHH300ttpqK+2gaWlp0ZE1sk/pDPrXv/6FhQsX4oUXXvhBx5J0quy33366nnQQnXLKKRr/3NxcLF26FDfddJN2JL322ms49thjdR+r6+zsxF577dU34umYY47BEUccoaOHamtrNQyvv/46vvzyS93vxx9/rKOL1kRGR0mn1urS6bSmoYRFOnD++9//6n4lTWW/MuJoXUh6HHXUUeu0LhERERERERERERFtGjhCZ8v3q3YAyRRo8loT6djoNWTIEIwbN+5H9yWdL72dP88884x23Pxf0pkho3SmTJmCWbNm4f7779dOFHn/f8m+Dj74YB0RI5050iF10kkn/WC9ffbZB+edd55OmyadLzJy5tJLL9Vp3lZ3ySWXaOePwWDAs88+q51TvbbZZhscfvjh+nruued0BI90wMi+e0mHVW/nj0wBd+aZZ/Z9Jx1TMrJIpqi7+eabNRzSsXX66aevNW3Xlp4y2kc6p5588kntiJIp5WTf0lFXUVGBHzNjxgycfPLJiMd7HgRHRERERERERERERJuHHAOnaNvSbbY5fO+99+rfgw46aI2dP72kw+mRRx7RjqLezpQ1TYcmU8n1PgNHOorW1PnTq7CwEC+99BL8fn9fZ9TqzyaS/UinlJDOlNU7f3rJqCDpZJJn+ohHH330e99LmHs7i1bv/Fndddddp2FZ0/brSzrGZH9COq7+/ve/r3VdGV0lHT/HHXecdv5IJxcREREREREREREREW06Nstf7mV6NHn+j6iqqvrJ9UeMGNE3pdy33377g+9lFM5XX32lyzIKZ9q0aT+5TxlVc+GFF+pyMpns65ASMnqmd1SMjBRam4KCAowZM+YH4ZJnF8l0bEKmkVsbmepuhx12WGu81peMKBo+fLguP/TQQ31pvDqZVm/o0KF98ZXRWnfccccvPjYRERERERERERER/XpyDMZ+f9H/0BRwG0rvaJ7eDol1cc0116C9vf17U831Wr3z5uKLL17ncMioofnz52PnnXfG7rvv3ve5jMq5/PLLtSNHnh+0LhKJRN+yjAr661//ivr6+r4OnvXZ/ueSkTwysuf888/XTi15PtGJJ574vXUWL17cN7WdrHv99dfrFHRERERERERERERERLTp2Cw7gDweDwYNGoQVK1bg448/1uf8SIeJfL428qybNZGROu+9954ue73ede5w6e3okZEy/5eMSrriiit+cnvpSJFnD4kBAwZ8b7/yXKGfkslk+jrAVt/+l1i9I+vdd9/9QQeQdPzIqCZJ7/Hjx2+QYxIRERERERERERHRr4wjdLZ4m+UUcL3TlfW66aabUFpaiqOPPhozZsxY49Rla7Nw4cK+6dq22267X/V5NjfffDNSqZQuT5kyZb23l7g2Njb+7O3XZNiwYX0jrObOnfuD74899lh9/hE7f4iIiIiIiIiIiIiINl2bbQfQ73//exx22GF978PhMB5//HEcd9xx2hkkz6k57bTT8OKLL/Z18KxJTU1N3/KGGkWzLqRzRaalE263G9OnT1+v7WV6uN5nEEmn1ZlnnrlBwmWz2eDz+XS5ra3tB9/3ZwfZ6lP7EREREREREREREVE/kt96+/tFG9VmmwPSWfDkk0/qM2jWNPXbkiVLcNddd+Gggw5CSUmJdrb0jrZZnXQc9QoEAvg1yAilgw8+uK9jSqaL8/v967x9V1eXxqulpUXfS+fPiBEjNlj4nE7nWjuAiIiIiIiIiIiIiIho07fZdgD1dgKdf/75OhrmkUcewaGHHorc3Nw1Pmvn4osv1inegsHgWke0JJPJfg9zQ0MD9thjD1RXV+v7fffdF3/4wx/Wq/Nnv/32w6xZs/S9TMV23XXXbdAwJhIJ/ftrTocnuru7f9XjEREREREREREREf2vyjEa+/1FG9dm3QHUy+Vy6bNpnnrqKbS2tuLLL7/Etddei9122w0mk6lvPek0Ofzww7+3bV5eXt9yf494kenmdt55ZyxYsEDfb7PNNjqKaV2nPmtvb8eee+6JDz/8UN8PHjwYr7zyik7btiF1dnbq396p4IiIiIiIiIiIiIhoC2Mw9v+LNqotogNodTJqZeLEifjjH/+It99+G3V1dTj99NP7vn/zzTfxySef9L0fMmTI96Zm6y9z5szREUgyNZ2YNGkSXn/9de28WtfOox122AEzZ87U95WVlXjnnXdQXFy8QcMpo6V6R0Jt6H0TEREREREREREREdGvY7PsAJIRKosWLcK33377k+sWFhbi9ttvx4UXXtj3mXQM9ZKOlN7n73z66adIp9PrFZbLL78ct9xyC+bNm7fWdeR4v/nNb3T6N7HjjjvirbfeWucRNnPnztXOo4ULF+r74cOH44MPPkB5eTk2tN6p5YR0pBERERERERERERHRFogjgLZ4m2UH0LbbbqudIPvvv/86b3PuueeucaSPTL82ZcqUvufrfP755+u8T1lfnr/z+9//Xqeby2azP1jn5Zdf1mf2yLq9z/x544034PV61+kYEp5ddtmlr/No66231ingSktL0R/ee++9vuWddtqpX45BRERERERERERERET9a7PsAOqdtk2mResdFfNTnE5n3/L/7TyZNm1a37KMFlpXDzzwAOLxuC4fdthhOv3c6mSKtkMPPRSJRELfH3/88XjhhRdgt9vXaf8ywmnvvfdGMBjU99JR9e677yIQCKA/yOgniZOQMB588MH9chwiIiIiIiIiIiIi2rhyDIZ+f9HGtVnmwIEHHti3fOmll67TNv/973/7lmU6ttVJJ8uECRN0+bHHHsMrr7zyk/uTZwtdccUVumwymXDeeed97/uVK1di6tSpfZ0/Z511lnauyLrrIhQKaTzlmTzikEMOwUsvvfS9jqwNTUYz9Y6Omj59Otxud78di4iIiIiIiIiIiIiI+s9m2QF03HHH6bN7xNNPP41TTjkF4XB4revPmTNHp2kT22yzzQ86gMRdd92lnTPd3d04/PDDtSNobRYvXow999yzr3Pmz3/+c194ep144ol9I3eOOuoofU6QTDe3rqRDacWKFbos4X3yySdhsVjQXyS+vR1aMsJInm1ERERERERERERERFsoPgNoi7duw1E2MTabTUfp7Ljjjmhra8M999yDF198EUcccQR23nlnFBcX63Rm1dXVePXVV/HUU08hk8lox8baOnYmTZqE+++/HyeccAKi0SiOOeYY3HTTTfp33LhxekwZ9SMjiWbMmPG9qd8uu+yy7+1Lpml76623dDk3Nxenn366dkL9GOncGTlypC4vW7YMDz74YN/nF154IebNm/eT6SLhXJPGxsYfHF9GJkkH1TfffIPnn38eH3/8cV/aSnoVFBT85PGIiIiIiIiIiIiIiGjTtFl2AInhw4drp4V0rkiHS1NTE26++WZ9rYmM/JEp2AYPHvyjI4sKCwtx8skno7a2Fp9//rm+1sRsNuvIH5mCzmg0fu+7e++9t29ZRgmtacTR/1VRUaEdVkI6oqTDSiSTSRxwwAFYFzJ6aU1kdJO8fsrQoUPx0EMPYdttt12n4xERERERERERERHRZjwCiLZom20HkBg2bBjeeecdvPfee/p8nA8++EBHu7S2tmoHTUlJiY7skSnd9ttvvx901KzJlClTdIo3GQUjo4pk5Iw8F0dG/Hi9Xj3mHnvsgZNOOgnl5eVr3MfcuXN/Ubx+6fbrQtLC5XJhwIABOnLo4IMP1mcOSboREREREREREREREdHmbZPpAJLnz/Q+g2Z97bLLLvraUKxWK4499lh9/RzffvvtLzr+yy+/jF9K0mNtI4I2tP44ltdhQZXfgUCpB6U+O3w+O1LZLEoKXCjwWFE8KBfuwQNhbzXC7ragoNiN2rYoin12/b6ywIlgNIVoMoMxwwJwWIzIdgOZbDdybA6U5zvhd/U8U8mQk4OqgBMLPCG4bSYYDTl4e/wpaGjsQksoDovJgBcqDkT0mwY9vnhq7CnwzG1Ad7EbVUUuNHclMCDXjicHHoWtUxnUdcR0X13xNNrCSfy5+XGc6zgEXodZw+AvdiORzqLYZ0NnRS62HeJHXXMYed+FKRhPYUCpV5dfmnAaXA1daAjGUTkiH0+N/B38qQy+qulALJnBG5OmYnh7FDVVAQ2rz9HTiSfLdrMRBR4bhg7Kw1blPo3bBwtb4C3xIBxPI5XJorTMi1yHBccuvA8ztjlb07lycStcNjOGjSjAV9Ud2Ht0kW6bTGdQ3RaFw25GVZFb41KWZ0dznh0msxEOsxHle28HY26+LhcN8mN0kRvNoThcPpvmQ26eA6US72gSw4o8iKczCMZSSGe7UVXmhcNh0WPdXnQY8oMtiKUycFlN2LoyD0/aD4Qr3IrhJR49tqSxhLOzuOe9HDOv0IVUphtmYw6eH34CYl/Va1iXNHShPM+u32W6u1HTGkE6lUWV34mrS45BmSWqeSV5JHKsNhQGnJp+JeU+XF5wLMqGt2CI34m3kk2aZ5KGUubeLZyOTO0CFA4qgc1phtNlxb7jivF8OotRZV6EYikMCrhQUlWMioBDy0W7yYBkOqvxvtuwNfI9CVhNBhRX5qHc74DNZACyGXTE0hovm8OColw7dhmej0eaw/DaTPDnObQ8lC1shiEH2GVMEbJdCzB+4FYaPylTki7bVwU0vQdV+PT48pmUJ6krxpwczIyn4c11YHCBC7WVeXh78DYIJNIwWMyYVxfCsEluHFv7JO4qOhSv+A5CNp6Gy2bSupfnssLl7clPYbaa0J2V9DfAbDegpjUKp8em30l9krJhNhiQV+zGmBIP6tqjKPLZtNw+N/Aw5NrNWjfsDXV4zL83DLGUbivrvmWZhjGmFk0/KRPhRBrjtirWPOgq66kvdotR87c0167LFX4nZtcENazSrrREevJ4RIlH64jUoYZgDJ35LlQEnJoude0xDC73wWrsqUNSThExa3rF01ktixIGKaeyH/ls/NgiTddIoQvekcPw+7pH8fr2Z+P9rxvQPPREZDpiaA8n8MCAw+ELNiERS2k4Ag4zKgtcWpaXBBwYWeSG2ZCD5e097ZnWZatJ803WkbQKV/h025VtUbzo3h6pWErTf3SZV+NS6rGiOhjTsi7pajLkaJpKeZ1bF9T9ukYW4tH8g+GIpTAw34l2uxn/Nr2Nyx17azx3HVGg22w/xI9nLQdL44n/+HbF3JoOTB5TqGU3FE/jNxNLtNyOGlmg7UOeu6f9/SKdxR6jC9HRLvUqoWk/vMSNzmhKy46knaSbhE/KwCOle2JIaZu2RRKeCRW5+HhJq8bDaMrBoAE+zc+BA3yYXJmHxlAChYXS/so+k7CYjJom0h5ImS0o7ykP0s5LHnr9Pe2Oy2JCVaFLjy9tUoHTgs5EGk8NPgbF8Z56LXVC6tzyfCdM/mLcXjBV27DRI+Moy3NoGKWduS1wMDLVHZhQnotlrREMGVmg34uxFT6kEmmN32Wej3B53p6YbcjR8Eg6jS33IRxPId9p0bJ0dMcbuNaxE+6w7QN/OqvhW94c1jwoLPdhbLlX80/KWHMogf/ucj6OaHgRgYxHzzuOcELLVzgexahSrx6nvj2meXFh6CXERu6Lz5e1aTsh7dx9g/ZGpSGu4ZP9yfEkPFIfBuba8eHiFj0fSRsu5UW+rxg3QtcfXRXQzzoiSdwx9HdoawjpdsY8NyrynFhYH8JWZT40hxN6rIeG/A6W9qjWtxKvTfNXtn8ucDr8y9s0vdwuqx5D2r23tz4DVViJ+wYdh+J0FrXtUTw38kS4azowo+QoLTdyTjus/S3MLpuk53rZ9x+CL+LjMVvrOakq36ltyZKmLlQVunFS6E28lD8cdle5lt29xhThrfwhqG4I4bWKg1G2qkb3Ie3+9bY9kVdYq/WgqdSNXF9PW1I1ulD/+gtdmDAwF/Vdcd2XnNfkmN68IRiY58B/xp2K+uoOjY+Ui/ZwUq8TbH4vjP4ijHH7cG14J4wusaM5ktQyJ/kqZXHiiAIsaeyC02vT8MwoOwrGpUtht5v1emb3rcu0bW8KJ/Scm05lcM/4U4CuBAoCTj3XdESTuMW8E9yeJtxbdgSstTUoK3Bp3RNza4MaHgmfHKO33ZQ8HFXmgd9lxWdLe/KlN231WsnSc27cq/4VpEoDSIYiCK9sRmDrcbDn56JzWT1MNhNyDAakGlYiFYnDN6QIyVAUJqcN8bYQvBVeWJxmdMz+Gu4BBcgx5iDeEYWz0IlEexDBpY1wFERhtJjgKPIjm0rjvPjbaKjw4+TmF9Bms8Bd4kI6lsR2A3MRf7cd0dYIit1WWPN8MFqM6M5kYTAa0J3NIndoqZaFRDAMf1UuFiTTcJbmI8dsgc3vQaajBVuXb4eCMSXoWNqMvWueR7XFiHQ8iYuMM9GwokGXM/EEPGUeZJIZPbd1ZzIY6LOjaEIZsuGe531GWzrgHVSgx3IUeNGdjOOA2ufQYrcgf3QxEsEIhhwwTvfnLnbrd7G6lYi3h2DNdcNekIt0JA6rxwqLx6npFW2LwuqxaJoGHBZdX9Jw4qBceK0mBEZX4ITYRwhH4jC1NSDW1omhfqfG0eysgcGYo2GS/SU6uuAucaN81zFombMErgEFGv5JTa9injEHyUgKV4WewdJMN/JHBjTto80hFG/nRMkOY5BNpmHMLdB08A0dgI6FNcgbUYGu2ia4it1wDR2K8OLFKN9tLBo/X4BoQxtOaH4Bc4w5iLWFcHDkU6wq9SO0okHrgm9QAPbcnnIxYIdyPZ7Z7YB32CAtS8fOvxfNqTR8g0sQWrkIgbGDNdwSlsF5DuSNCsDiD8BRnKdlTPLdV+HVfO1OJTW+UqbsfjsMTg/yqnJhsllQvsswza9wfSs6a4KaX+7yQmRSaY2jZ2CRfi/hyq3M1f1JPCV8Ejb7p4s0r5JdEd1GwmX3e5BjsiDcEETJfgPhH7YErrJ8rSPZaBcsbqfmu+SjpF/eiJ74ynvnkCFwVDcg2tyh4bC4HQhVN2B8qRcOOe9XlunnZqdN/6a6osjEkwguq9dy1LF4FQonVcFotyB36ABE6luRjvfU9cAwP4I1nSjZ3gSrz6nxl3ph9Pphy2ZhdprhHT0SzbOX6f7l2JI3ReMK4asaAGuuS8NoDfjRNnchBuw0SNfLG16Bx4ZPx+Fz7kLbvBXwjxqErlVhTYscowG5220Pq+9r2CuHodhs0jZWrhN2jt+Dp6qmYevPz9D1AiOLkDt2hF7rnlIzAw3DCpA3anBfnjiL8tBV2wx7xSAUjA8j3tapn3euaNX1wisbkY7EYPW54SgrRnc6hZJtKxFtaEf++Co8XnQg9p28SLeTdTyDipEo7tIyKOnhLPLDWZwHc0EJ3GXL8H7gNxi/zad6firbcTg+3uMC7D77bphLBmmYJH3uHXsazk29j+KR8/F+NInCbUbgmYln4Pj0F3CVLoBvaDlyHO6eNC6sR7SuEc6B5Zpu0qZJfTHZrJo/km9dK1Zq+ZW2K1zf0tPWmo36GlfqRSaZhsVl1jwPjCyEo8CnZTdgsWk7KWVz96qAtnneilw0zKrX+itlsthl1fRq/mZVX9sYGO6H0WxC8Q5bYfGT72HAzqORPz4N7+hRCM79BgVjslovJX08g8uQYzKjZfZSrRuy/4+qpmL46FnflbMkXIVOpNtbtF5KnTE7bDAVliPe9o2eT+X4x2w9AMbXTVo/7QEXulY24bCWf8I2ehDS0TjyRg1CrLlD64TkjcQ50xbSuucflo9EKK7lJFTdiCdGnIgjF9yP3EqftsddtS3wDCrU9MlmYnBZjLB4HDi+4w1kHA6Y7BYtl3I+Kt5ulKa1lGlpjy0eO85OvIfMqEptc6T9MQcK4S716f5660QynELFlEn4Q/enWF7igtXXUy+EtAEWlwUmh03Xvy73a6yKJbWt8g4uhaMoD53LGnBy60tYErDDPzwf2VQKQw7bDU+UH46j217T/RRtMwL1H8yFf0QJnAUuGMwmLXP5o0u0vZm64knUxpMwOe3IH5+PWHMQ5bsM1bbFaLNofYo0tmudcRb7YS0qQvF2Jv38sUFH4+hljyAwdggeGngsfvvBv3QbuS4vnlwJo6XnPsTQaMIfk+8g8XUdZow8CYa0T7+X87y3wgdHQS6O7nwb8c6QxlnaiRFFHk1XKX+hRUv0r9NiwwEdz+HVyqmYvPRN7JN+CNl4HCPKPDi+8y29PpDridyhJXqdtv1gP+o743CXjoX962XwDSlFqPYbrccmm1nbIf+ogUjHE9q2FU0YoHkqbWBg9AC4SvO1zZTrj/xxVfq+8ctlyISCyKvya/kRkcYOdCfimibZTBbOUeNQvlM9bE3VQFcI8kuW1PWybicMhhyt62c3PomXRkzHLEcHLqp5SO8NfA4LVnbE4BoyWMuBweZEazgJU1E5yowOWJzSdtbjrpLDcczKmzWO0s48POxEFGSy+vuE/GZ0veG3CLdH9b6hYOIwvDHqBPx+2X9wCXaD3dLz+4a2/UaDXq95RwzBy5WHI5XtxqpAHBNLvHCv6oTHZsKV8WNwdfIVXNLxFP5VeKTGV35/kGtL2c8D+cdoOJqr23HniJNRajGiLZLEGwMPxgJHGF2NXbhy0vmoSGdxS/lxep+mbV3z03io/Ci9Jnxguz+gyGXR9JU2Uq5VnxxzMo42P4CHqk7Q/cl9qmqN4PaSI2Hv7sal0ZfwZMFReu0p28l+r194Lx4YfYquKteecg1a19il937XVp2EynwXOgel8KfZt+HmMaejKteO2o6Yrn/DgOPQGZL7MTtuLzhM7/Hk/JJZ1IJ7h/8OxmBPOyDt7j9d+6LUZcWjk3+vaZioDerfO7c7X9NmlNuKR8ecgryuBB4uPhEnJz/Wa2i5z5N76UfNh2GZLYKyXLteZz8+5S96LS7X/c1FcZSZDJoGkv/nDXkD2XgEDxRMhc+Qgyd2vkDv7x4YdzrObH0ezw2brvdFQwJOzEQ7kuEErh54Qs9vCWYjHtn1IrS3RzWdAy4LOqIpvT+WtJHfouxVMpBhzTNdbUi9bRttuTaZDiAiIiIiIiIiIiIiIvqVcAq4Ld7/ZBffW2+9hVNOOQVjx46Fx+PRac/y8/P1WT1/+9vfUF9fv9ZtTzjhBOTk5Pys17///e/v7evBBx/80fVNJpM+k0imaPvjH/+IhQsX/mi8Bg4c+KP7k3i63W5UVVVh6tSp+ryfdDq9xn3JaKyf2pfP58OIESMwbdo0vP7668hmsz8zR4iIiIiIiIiIiIiIaEP6n+oA+vLLLzFx4kTsueeeuOeee/DNN9+gq6tLO0HkuUEffvghLrvsMu0gue666zZ2cJHJZNDc3KzPBPrnP/+pHUG33Xbbz96fxDMcDmPp0qV49tlntTNr/PjxP9rh9WP76uzs1E6pRx55BHvvvbdOBbdixYqfHT4iIiIiIiIiIiIi+hVHAPX3izaq/5kp4GbMmIHp06f3jXjZfffdceihh2LkyJGw2+1oaGjAG2+8gfvvvx+xWAx/+tOfsHz5ctx5551r3ecrr7yCkpKSdQ5DaWnpWr+78sorceCBB37vs2QyqR1T0nF14403IhgM4uyzz8bgwYO1w2VtiouL8eqrr/7gc3lOj8RN4vWvf/0Lc+bM0ecV7bvvvpg1a5aOOFoT6SybNGnSD8LW1tam20sHkHSmSQfazjvvjJkzZ2oYiIiIiIiIiIiIiIho4/if6AB68803dbSLjKhxOBx48sknsf/++/9gPemAOeecc7RzRTpJ7rrrLkyYMEGni1sT6TySadc2hPLych3hsybSQSNTtkknTDwe186pH+sAslgsa92X2H777bXzS0bsSGfN119/rdPB/e53v1vj+kOGDFnr/vbZZx+cf/75+pIp7lauXImDDjoIn376KYxG9vASERERERERERERbYpy+PvtFm+LnwIuEonoyB/p/JGOkRdeeGGNnT+9ZPq3F198UdcVf/7zn3WauI1t1KhR2mkjpMNGRtz8EjabDddcc03f+8cff/xn78tgMOgIJen4EV988YV2shERERERERERERER0caxxXcAyRRuvc+4kREue+yxxzp1tpx44om6LNOcbSqdGatPw7ZkyZJfvD+Zrq23o+uXdiiJm2++uW8auauvvvoX74+IiIiIiIiIiIiI+onB0P8v2qi2+By499579W9OTo5OnbauTj/9dJx88sl49NFHccABB2BTsPqUajKC55eSNAkEAroszxfaENPYyZRwYt68eTqNHhERERERERERERER/fq26GcA1dTUYOHChX2jeioqKtZ527Fjx+Luu+/GpmTOnDl9HUE/9oyfdZVOp9He3q7Lfr8fG8Luu++Ol156SZffffddVFZWbpD9EhEREREREREREdEGZOAz3Ld0W/QIoNmzZ/ct77jjjticyYiaJ554QpenTp2KkpKSX7zP9957D/F4XJcnT56MDWH48OF9y3Pnzt0g+yQiIiIiIiIiIiIiovWzxY8A6jVgwIANvv/58+ev89RpXq8XgwYNWuv3tbW1fSN8emUyGX0G0UcffaTP14lEIhgyZAjuuOOOXxx2Gfnzhz/8oe/99OnTsSEUFxf3LUvY13dKOiIiIiIiIiIiIiLqfzkcAbTF26I7gMLhcN9y77NuNqT99ttvndc96KCD8Pzzz6/1+8svv1xfP2b8+PF455134PP5fnS9ZDL5g86k3infpFPms88+0+ntVq1apZ9PmTJlgz3nyOl0/uwOICIiIiIiIiIiIiL6lfw/9u4DPKoq/R/4N9N7Jm1SSYPQqyAIqHRURBAVLCCIiljWrmsv6677W3vvDRFRVEBFQBAQQZqC9A5JIL1NJtN7/s/7xuSPu3RB2vt5nnlyZ+bec0+/dziccxWn9QJh4nQfAFLsU4FpUOR0WNKuf//+ePvtt9G9e/cD7ldWVsaDRYdj4MCBvLTcsZp9EwgE9pv/h6O+vl5mAQkhhBBCCCGEEEIIIYQQx8BpPcQXHx9/XGejFBQU8KDF4bwONvuHfPTRR/9zTCgU4qXaaMbOww8/DL1ez4NAAwYMwPLly484viqVivOkffv2uP766zFv3jz88MMPiIuLw7FSV1fXtH2omUpCCCGEEEIIIYQQQgghTtwScMf7JU6s03oGED0vp1HjcmenEhqwocGZHj168Ovcc8/FkCFDeGm7G264gZ9BtL+ZO1lZWSgsLDwhcS4vL9/v84CEEEIIIYQQQgghhBBCCPHXOa1nAHXt2rVpGbKlS5ce8fG333473nvvPeTn5+NkcNFFF6FPnz68vW3bNqxZswYnm33jRPkvhBBCCCGEEEIIIYQQ4iREM3SO90ucUKf1ABAtQUYzZ8jWrVuPaBbQzp078frrr+Omm27CqFGjjmMsj8y+gyq7du3CyWbx4sX8l2Ym9e7d+0RHRwghhBBCCCGEEEIIIYQ4I53WA0Bk7NixTdtvvvnmYR/31ltvNW1fddVVOFlEIpGmbaPRiJMJDbItW7aMt3v16sVL0QkhhBBCCCGEEEIIIYQ4CdHqWcf7JU6o074ErrvuOqSlpfH2888/j7Vr1x7ymHXr1uGNN95omkVEs4BOthk2pH379jhZ1NfX46677mp6f+edd57Q+AghhBBCCCGEEEIIIYQQZ7LTfgBIp9M1DeYEAgFccMEF+OGHHw64/6pVq/hZO8FgkN+/+OKLsFgsOBm8/fbbWL9+PW/T8mo5OTk4GYTDYdx9992YP38+v6fnFI0cOfJER0sIIYQQQgghhBBCCCHEAcQolcf9JU4sFc4Al156KZ5++mk88sgjqKqqwuDBgzFw4EB+tk+7du2gVCpRUFCAr7/+Gl999VXTMmv33HMPxo8ff8Bwt2zZAofDcdjxoPN06NBhv9/t3buXZx79NxqIou+mT5+OadOm8WcqlQovvPAC/ir0rCGaCbUvj8eDmpoarF69Gp9++iny8/P58+zs7KZ4CiGEEEIIIYQQQgghhBDixDgjBoDIww8/jMzMTJ6pUl1djQULFvBrf+jZOs8++yxuvfXWg4Z58cUXH1EcYmNjDzhg9MQTT/DrcML46KOP0KNHD/xVJkyYcFj70cDaxx9/jOTk5OMeJyGEEEIIIYQQQgghhBB/gkJm6JzuzpgBIDJmzBgMGzYMn332GebMmYMNGzagsrKSZ9nExcXxbKALL7wQN9xwAxITE090dBETEwO9Xo/4+Hi0bt2aB1jomUZJSUknOmrQaDS8NF5ubi4PRl155ZW8LJ0QQgghhBBCCCGEEEKIU4AMAJ32TvtnAP03GrSYOHEivvnmG172jZYyC4VCPBD0448/4oEHHjjo4M+kSZNQX19/VK//nv1DgzkH2z8ajXL8ioqK+LlF999//0EHfwoLC/k4+vtnPfnkkweNGz1PiZbTo2cmvfrqq8d88MegUaJv2Q/o0CwWV294B/EmDYLhKPJSzDDp1EiK0/N+uTYjzHF6RKL16JWXiMx4PQLhKGINGlgNarRMMSMj3oBKZwAby5xok2ZBsKoSJbU+tE+LhU6lQLnTj2g9oFTE4HbfIlzSKZXft7KZ+NhUa8O5SFaiAW2z4/g4Ond9tJ7jU+7wYXeVByaNEu5AGJFoFLfv/QTN4vTokGaBQq1C89/D06mU6JGXyNs2iw4mnQrKmBic0zoJvVokcDwoPee0SEDzrDhcXjQDm4vrOF4Z8XpUugNINGjQs3kCp5HiSmH2a2tDt9x4jk/P3ATkV7pxfdW32FPtQVaiEVa9Git31XAaOmVa4QtGYFArOcxxxdNg37oH15V+hdGr3+A4aFQKtE6zcDyu2vsFXvbPRJ03hEeji9ElOw6PeGcjJ86A7tnxaJNpRaxRgxH5n2NWq7GI+jwIRKJolROPHdUe5CWb0bVlIv7j+xq9WyZCrVBw+q+vm89p7Zxq4fATTBrkpZjQLtWC26q/5vSc1yqJP3N4QxwmlaFZp+J4P7rrfZQ5fDi/dRLHl2QmGJBi1iLFpOX4nJUdh2ZWPZQqBadXEdOQvx3TY9G3axoGVC7CP4Lfo11GLJ+f4mXWKhGj0aFfGxt8wTDaZVjwrGIRtHo1IvX10GuUHCbF4dbCyagLhLn8rDYjurdOQnq8nutIUqyO62RanB6eYBjxCUYuC6oLVF6Urm7Z8bAZG+rrXdXTodGquN7G6dRQGCwYXvItRpd9jYwkI5cFfU7n0CoVHMbILR9wGi8omsXprw/6UecNondeIg8ip1p13J6onBrSqOU6TWU8oXwG1xFKH5Vp8wQj10V3MILLq77nPKC0jq2ei7rthZxvQ8vmIDfewO3RFm/gz6g96jUqpFi03CZSEwwIRaIcHyoXyvsn/bPRNi0Wnh3b4Q1F0KeNDZdum8R1Mddm4jhduuMTDCj/AReVf4/2GbG4puZ7jFZu5u+pbQ1Y+y7iTVqclRWHsds/xN31K7guhKP1vE9jG73W8QN/Tu2eyrxLlhXts+OQm2BAsd3LeU31q8zh5/pDx9Jx12//kP9SnIurPAhF67mtqZUxQDSCDhmxMKgV3HZaJBqxp9qLneUuZMfpuW3QOTvkxnM8/HYnarxBrk83bnib+6U+LZNwU/RXOFyBhroUrcelnhWwWbSIM2hg0qo4D4bu+ozjReHdZp+F5IxYDudux7dc/1s3i0WP3ATEGTXwhSIY61/O5erwBlHjDvK54vVq/o7qecrvfVjHTCu3xXu88+H2h7iO3h5aCq1K0dBvuV0cTqxWBW8wwv3XmL3TcHnND8iv8XJ8n03YzN+5/GFuZ1SfM3/vg60GDdz+MNcFq1kLs1aFNrnxyE0y4Y78SVzGVJ+ovlL9o7KguFLe7ahwNbU9CnNbmZPLhfI/Ns7An5HzWyWhxOHnfo36kg17HejSzIpgOMJ1kvriHi0SkJJg4L6Q8oPSd3ZeAvzhKKp/zyNCn20qd3F9vMqxkNszhbG5pI7rDZWza+N63FL0Kc7NbehvqY+Yv6kc8UYNl9H7hkX4anUx1wNKG/XFSUYNnvbMhPr3fHw7cRiH2zrVjEzOAxWH1SbVwuem9uneupXbD5Xb7eXTYNSoOG/oGpEQq+P4Uv50zozj+nL55g8Qtlfxde+q0plcd7plxaFDhhXBSJTPcUmXNM43Klc6X+csK+y+ELe5PTUerC2s5TKkdNK1lY6h/SlOlBZKq96k5fZwb+EkNEuP5bxT/V52VP+ozlEcqS9TGC1IMGpg0qs5DKoT1I6pT2lhM8HuDvDnVA8oDdfUzsc5uQkYaF/KdZOU1Pmbzj9m7VvQqxviMdK+AI+XfALqVqhOUHpeU5/H9ZX60785v0fYWYdgIMzxGVUyE75QlOs79fn1kQj3xwazlus+1d+BpXO57g6pbHguJB1XHwohidpAnIHLLs1m4vsPuhY2XmMar0dUR1qnmbnfbJVi4f5SrYjBdZ4lHP9eLRKRl2TkY7MSjPBV1uLz+MGI1tdzX0THp1saypbys9LTUDepj8tNMnLaqL/Pzojl81C+U75R2Hz/k2qGQqnAbXun4F7TVv783FYN94hZVj0fQ9favIxYbktUv6l8KT8pLVTvqF5SP9j4PZWTzaTF2bnxXE70uUbZkO6wxw+lRok39f3g2F2C+mgU0UgU3zQbgRilAuZMG39GL6U1HpbsFHjL7TClJyHk8kJrbeijo5F6xHXpCKXJzJ8ZbBYolDHwlNUgEooisWPzhn0VSqjNBszKGMb3UKqkdCg1aqiNOkRDITgDYd7WxWrR37kK/io7IsEINBYDXHsr+Vy+Gif21voQ3y4HKp2K66RSrULU74clOxUqWzrfQzkKqvn7Va0bnl+pTUzADymDEfL4UbenFubMZI6jWq/i8gs43Ch3B1C1sYzjpTCYEXR6UU9tL8nK51Wn5iBGb4Q+IZbDNKUnQKFRwZgSz3+pvWgT4zm9dEzI4+MwKI8pHEtOKmIUMRxfX1UtSlx+6DOaoW5PHTQqJS4p/pbz6flIdxhbt8Uv7UcjvkMe/JEoIv6GPk5r0cFTboezoAyOgioE6gJw7a1AbPN0GGxxvJ+/eA/URg2nn6/ZJjXcZW7EKBRQahTwltdwPrjKXKj3eeCt8fJ+3movvJW1vF2bX4tAWTGXYe2OInirfdDb4qCMTYAuTs9piNSUcz3R/Z4fkWAYlZuruAw9lW6EfGHOT29xGcL+EDRJNi53d0k1DIl61O4sgreyDv4aJ+r8YVRvq+FwKJ5hfwDO4jqodGou+7A/yGVEx/M+qoZ6Q3lBdZbSQ/vo4nQN9bTSAY254RpD5yP6lEREQmGOM5UL7V8fDnE+KTUq+Cod0GVkIeBwQZPaDDFqNZdbsCi/IU6+hjjQvYNKp0HY44PKqON0Uj5pzAaYMpIQ9ToR1zqLj6XyoPymNNb6QtBaNEA4xGWmsRg5PGoTSp0G0VAYQU8QGqOG00bnpPQZ0xNhyUmGMSUOlsxEaC1azn9qF1SnKC1Rjwu+klLEtUjm9fhjc2wcp8b6SWGp9BqOh8ZqgWdvCbcBb6WT0xLy+uEJRuAsLOP2Td/5anxcpykNX5nP43REPU68mjGa7+mon5+SO4avXUF3iNPgKrZz/jTidGh0qCuohqlZChRmKwLOIKYnD+E88FU1/I6m+qowNVwzqC5TvKFSQ5XcjMvf1q0Vl5fDH+KyonSHvD7eh8qe9qd0EKVOi2nJFyM2JxXnly+EITODrw/aOBMGbfsUn+aNQ7hiL7dPb1Ut97NfJl7Ax7ZPj4W7pApj3T/ha2NPzv8YnRExCiUitVWIUWm4bZPGukj1heoUxSPo9HA86L2v1s/bVF7Up5kz4lDhCfBnkWCU84vSQvWT0kZpoTC5roejMKTE877uMg+qtjTsQ79N6PyGRANis+I4H5xFLm7LVWu2cp9G8aG8pd9t9JfqB7Vf7j/Lq7kMtFYjtwUqW7ovNqYmcBulNDgK66AwGDC5+Th+/3HedVDEJjTUT7uD00i/m6g9NIZL9ZH6ruoNu7kfoThQ3aZ6x9cVOtblhX1rMQJOP5zFTjg274DKoMM1BVP5+kJtnfKMwqS2Q8fp4/T8O5Hi+Y55IHyllRymY0cRwr4w12fK69pd1dwOXcUOPOzrgbrdJRxPd1Elol4X3GV1XEeoTdRsr+TfNVTXqT67Kzzcvzv3VvN9PtV96sfoGAr/m7h+nFdxLZuhekM+19mAMwBfUTH0iSb4a70wpCTwb7WriqdzmJQGKi+Km317Gew7a+CrcXO66BxUrsqEFE6jv6au4fqQl4na7aX83pFv5zwz2KxcT6gcIg47p522Rxd9yddT2vfaHR/xX2pfdC9EZUn9OP0eUBt0eMsymMPaWeHCivRBfE5KM/fRFG5tJZcVnYf6fVcwzJ/T+9j27biMqL+lekO/JU3pidymNc2a830H/a5VJaZw/aXzUD9H/TndU0XralCxoeHaTX0zte3afAfXS4oH3UdQW6A6Wv7LVu6DnYXlXFcoj6xZsdClpfP1TmNUc35WbaHrQRiq5Eyux6q0bGitZs5DOh8dG/IG+Jx2VwAz4wfw77/FO6r430z+bb0cn67ai1Xbq6FPT0OFO4Bf8+38W+PB8PmY2fMOTLYNxZJtVXxPWuMO4H3LIMwb9gR/9mmPO7DX4ePrzpz1ZfitsJb/vWjR1kpsK3ViU74dP26pxOT2E7ClwoW/h/ti3R4HftpQxueY2vxaVHoCWLGpAjc4z8W01cVYuK2S+6hvNpXxsXRfvLPcjdmtx+KV1KuxeHMFx/HHDWX894fVxdwGf95Vjd921WDh5grMWl+G5Tuqsa7UifV7HSix+/jecPnOaizYWM7xnL+xHBODgzB3QxkcTj/nx5QlBbhRdSkfQ2X25a/F3OZX7q7BgnWlvA+lm+5l6fVrgR0fpY/Cr4V27C6uw+oCO+atL8MEzWX4bm0p5m0ox45yF98Dby2qw/cbyzn98zaWY2upE4YkK8dp3uYKfr/gtxIs2VzBYW8vc2Eu5emeWnz1azGXG9WxDUV1mLOxHMNKzsbS7VX45rcSPg/lxbbCWny/thRLN1dg2ZYKbCip43JZnW/Hku1VuKuqPZ9nV6UL32+pwLdrS/nf4GgfigflydKtlVi2oxprC2qxYFMFFm+r4vyaljoMUzKv5DhRHlDZrNpVw+8fUgzG7A1lmL26GPO3VHB9Wrvbjl+2VeHnDeX4dl0pNhXX8f0/lc/yXTWYs6YEv+2o5n3pPJQnQhwLZ9QMICGEEEIIIYQQQgghhBBCNPynGnF6O+lKmGav0P9aP5pX3759m8Kh7aMJ4+uvvz6iuGi1Wl4+rkOHDrjxxhuxcOHCQ6Zx8+bNvG9OTg50Oh1sNhvOP/98vPPOO7wc3eHYunUrbrvtNuTl5cFgMPDMpp49e+K11147YBg0e6kx3rR9tGgGEM2gGjFiBDIyMjgPrFYrunXrxjOHamoa/leeEEIIIYQQQgghhBBCCCFODJkB9CfRYAu9aHm3TZs24YMPPsCoUaPwySef8HNy/tt7773HAze07FwjWkqNXkuXLsVbb72FmTNn8uDQgbz++uu49957/2egZ+XKlfyaMmUKvv/+ex6YOtZoSTp63s/s2bP/8DnFZc2aNfx68803eSCtV69ex/z8QgghhBBCCCGEEEIIIY4BeQbQae+kGwBKS0vD2rVrD2tfGnS46qqr+Fk+hGbR7M/hhkcONPByySWX4KmnnvqfzyORCNxuN5/jP//5DyoqKvDFF1/wc4TeeOONP+xLgzL0/CGaQRMbG4sHH3wQ55xzDlwuF2bMmMGzctavX4/hw4fzs3X0+v//7JlGH3/8MW6//XbeTk5O5mcWde/enWfd0OyfBQsW4JdffsG1116L7777Dscahds4+EMzjhpnIdEAGA36vPvuuzyYdfHFF/NgUG5u7jGPgxBCCCGEEEIIIYQQQgghTrEBIJo107lz58Pa9/rrr28a/KHBiMcff3y/+x1ueAcTHx9/0HD69OnDg0Q0GGO32/H222/jzjvvRMuWLfl7GvS56667+K/RaORBmsbvCB3btm1b/P3vf8fGjRsxefJkHizaV3V1Ne6++27ebtasGc8YysrKavp+6NChuOyyy3h5NhqkWbZsGXr37o1jhQaXaHYSoVlAn376KZTKhocRk8GDB2PAgAEYOXIkDwg99NBDmDZt2jE7vxBCCCGEEEIIIYQQQohjJOake0KMOMZO2RL+8MMP8dFHH/E2zaaZOnUqVKoTO57VvHnzptk50WiUZwI1WrFiBbZv387b99133x8GfxrRsm6Ny7ZNnz79f76nGT61tbVNM4H2HfwhCoUCzzzzTNN7mlV0LNGgFKGZSTS7ad/Bn0aXX345hg0bxts0EEVLxgkhhBBCCCGEEEIIIYQQ4q91Sg4Abd26tWmghdCyY9nZ2TgZDBo0qGmbZvLsu1QczfKhmTuNAyT/jQZwGgeGiouL/+f7xtk0/fr149f+tGrVCn/72984f7p27Ypjafny5fyXlq1LSEg44H40C4gEAgHs3LnzmMZBCCGEEEIIIYQQQgghxDGaAXS8X+KEOumWgDsUGlS4+uqr4fV6+f2NN96IUaNG4WRhs9matmkZtEbnnXcevw6Glofbu3cvb6ekpPzhuz179jTNIDpUemmm0PFw6623cjzomT9HUl5CCCGEEEIIIYQQQgghhPhrnXIDQPSMnPXr1/N2mzZt8Morr+BkUllZ2bR9sFky+/PWW2+hrKysaSm1fe07m2jfmT3hcBglJSX8l2YX0TOUjpd77rnnsPZbsmRJ0zbFSQghhBBCCCGEEEIIIcTJpV5m6Jz2Tqk5WHPmzGma3aLT6fD555/DYDDgZDJ37tym7R49ehxyxg8902fp0qU8q4mWbiO9e/fmmU3/vexdo8zMTB5omjhxIg8y0fJ3LVq04O0bbrgB5eXlOFF27drFz/4h7dq1Q1pa2gmLixBCCCGEEEIIIYQQQogDkCXgTnunzAwgGtS47rrreNCEPP/88+jYseNhHbtu3bpD7qPX6/n5OX/G2rVrm2Yk0QDVVVddddD9n3nmGTz00EN/+IwGcF544QVotdo/fF5TU9O0Tc8HGjJkyB9mGxG3240PP/wQ33//PebPn88DMH8lmoV0/fXXIxQK8fs77rjjiI6PiYk5TjETQgghhBBCCCGEEEIIIc4sp8QAEA36jBs3DlVVVfx++PDhuO222w77+C5duhxyn06dOh10oMhut+/3e3rGTWlpKRYsWICPPvoIPp+PP3/ssceQnJx80HPS83T+G4UzadIk3Hnnnf8zuNPosssu47ygfSgfsrKyUFhYyINPb775JseH8ojiazKZ8FehuNBsJnLWWWdh/Pjxf9m5hRBCCCGEEEIIIYQQQhwB+Q/5p71TYgCIZsTQjBaSkZHBs1z+arNmzeLX4bjvvvvw4IMPHnI/GsihWUL03J5Vq1bxrCYaFLrrrruwc+dOvP766037Ng4skb179+LVV1/F7bff3vRZy5Yt8cYbbyApKQn/+Mc/sHv3bn7/wAMP4K9Azwd69913eTs2NhafffYZ1Gr1EQ/0ySwgIYQQQgghhBBCCCGEEOIMeAbQmjVr8Mgjj/C2QqHAlClTEB8ff8QDC4d6Hc4ycftDS7XZbDacc845PAiyefNmPPfccxzXQxk0aBD69OmDnj178qAPLSFHAzmEBm/mzZvXtC8tKbfvbKV9B3/2RXmVmprK21OnTsXxFo1GcfPNN+Oll15qWkqPngHUmA4hhBBCCCGEEEIIIYQQJyH6N+zj/RIn1EldAh6PB9dccw2CwSC/f/TRR3nA5ESgJej2N3Dk9/tRUVGBFStW8Eyltm3bHvU5aPbOvrN+Jk+e3LRtNpubti+55JIDhkGzbgYOHMjbGzdu5CXqjhdK+xVXXIF33nnnD4M/J6qMhBBCCCGEEEIIIYQQQghxCiwBR7NcduzYwdvnnnsuHn/8cZzuBgwYAIPBAK/XywM4jVJSUpq209LSDhoGLZNHaICKnl3UOCPoWKqtreWBqGXLljUNUH377bfo27fvMT+XEEIIIYQQQgghhBBCiGOrPuaknh8ijoGTtoSnTZuGjz76iLfj4uLw6aefQqlU4lRVV1eH1atXY+7cuQfdj5aOo2fokMaZT6R9+/Z/GHw5mH2PawzrWKqurka/fv2aBn9o5tKiRYtk8EcIIYQQQgghhBBCCCGEOEmclDOA9uzZg4kTJza9f//995GZmYlTGaWHBrVUKhVqampgsVgOuOxdVVUVb6enpzd9ftZZZ/Gx4XAYv/zyy0HPtXXr1qaBGZpNdCy5XC4MHjwY69ev5/fZ2dmYP38+8vLyjul5hBBCCCGEEEIIIYQQQhxHMgPotHfSzQCKRCL83B+aMUNuvvlmXHbZZTjV9e7dm//SAM7UqVMPuB99R/s0LgfXKD4+vun9vHnzeJBsf+h5RAsXLjzks4KO1vjx47F27VrebtWqFX7++WcZ/BFCCCGEEEIIIYQQQgghTjIn3QDQP/7xDyxfvpy3O3XqhBdffBGng6uvvpqfk0OeeOIJFBYW/s8+NKvm/vvv522aIXTTTTf94ft7772X//r9fowbN45nC+0rFArhhhtuQCAQQExMDG688cZjmoYpU6Zg+vTpTbOLFixY8IdZSkIIIYQQQgghhBBCCCFOoRlAx/slTqiTagm4X3/9Ff/+9795m5Y7e+yxx7B9+/YjCqNt27bQaDQ42SQmJuL555/npeAqKyvRuXNnPPDAA+jZs2fTrJ7XXnuNB3Vo8Oa9997jY/Y1aNAgHuD54IMP8NNPP6Fr166455570KFDBxQXF+OFF17AqlWrmmZONYa9P7Qc3aZNmw4Z77PPPhtXXnklz8yigatGd911Fz8LiF4H06JFC5hMpkOeRwghhBBCCCGEEEIIIcRfSAZoTnsn1QDQ5s2beaCB0DJoV1xxxRGHUVBQwM+lORnRjB6n04kHH3yQl7h7+OGH/2cfemYPDf6MGjVqv2G88847PEBEz0WiwbF9n5XUiGYHvfzyyweNy/fff8+vQ6GwaABo0aJFyM/Pb/r8kUce4deh/Pjjj+jbt+8h9xNCCCGEEEIIIYQQQgghxLEjc7D+Yvfddx/WrVvHy7Pl5uZCq9XyDJmOHTvyjKBdu3bxM5AORKlU8gARDcjQwExGRgbPeKK/Q4cOxezZszFp0qRjPguKlqcTQgghhBBCCCGEEEIIcXqoj1Ec95c4sU6qGUDXXXcdv46FxYsX/+kwaCZRfX09jrX27dvzIM6f0a9fP379VflLA1f0+qvsrnRjcvPz8MuyndC2TwGcwJ5qD3aWu9E6zYySMicmtR2BbetKoTNqEAiEsbm4DvmVbrj9YaRYtPyetiudAeSlmBAMR7C2sBbpZ09E+vYqbC13osYdRIJJg7pAiM87tqwzUFaGvq1t8ATDcHhDfN6sznr+/qe1pdAZNIg1qPHrjmoEfCGszrcj3qSBLxhGmTuA9FgdvMEI/pl4JWp213D4WxJGYedeB6wGNR5WrkDftRno1saGMkeEw8qvcmNtQS3qvCG0TrNga6kTJXYfQpEo3mtxCTKCTizYWsnfJ1l02F3j4X3s7iB21Xj4fAvXl6FXGxu2lTo5H1KtOrwdPxRZqgCngT6juFCafcEINCoFhlXNxzRnW/wz5RL8PceOl6zDkJ6lQ3B9GYLhKDbsdcCkUwG5I7De74BVo8T9/l5weD14OvFiNPeF8GuhHflVHjjtXrzdegR0vhC+zbqC01Tu8GNgGxuW767BpsJa3JM5DK7iOnhtEY7PCxl9UWn3Qq9WYobpcuwpdsLrCyEj3oAYjY7PX1Pnh9mowTktEqCIicG8jeW4pEsan/Pm+NG4qEUC5m4oR2W1B642NmzNt6O5zcTpq80ahZVrSpBrMyLoD8MViGB1YcP3qyvd2FBQi8/69sY2nRt1Dh92+sNcRmuLHFBkXo5lG8oa3u+246HmAwDUIhCOwl7nx/wtFZz/b7YcC407wHWT0rFoZRFMVh1apphR7QogEgWUihhEovUIRqKcbopbpdOPbaUurmNnZcdxmTxjHQGD3Y71ex1IMWvxtbk3hrln43XTxSjeXQKDRon0tslcV9qkWrBgUwWSetwIV40XCks8lJ4YrqfbSpxw+cMwGTVc/6kM6TyrC+xol25BmcPPcXracDEe1/6KnTvdvI+ewo/Xo9TlR9TlQH00AqcvhBlpl+BSr5PjXe8OYX25k89Dx1CdorpC7avcGeCyorBbpZq5rlG6yWOaIVBWu2HIyoIv1NAW6/URLNlWhaxEA4c9JftqmDQqXF4xB45QEO/ED4TSF4P8ShfMGhUUemND+sqc+KjleD5vjdvOaaVzUr2xGjT40DAQ+btLOX6KGHC7obh4QxHej/L6KcMQjnOsQYOVu2o4nh+2uh7F+Xbexxan57JWK2P4L1m8rQqjumZgyc5qbnPUxqi9bq5wwWbRYk+1l4+NaW7EtB53oMYZ4Dr8ZMZYOCrdMOtU+NLSC7a4UhQWOYAkI6JuB7bVOrkfoHh92Xw0RpXMRKpFz2X2RvwliJSUc52YlHsFlm0qR2mZk89PKN6z4vpg028lHB9K6x6Hj/Ok3OHDb/4wcm0Ny3BWOf3cF5RZByDo9SMUqedypnxKidVhasvxWLmhHB0zrXg0uhj37OmJ0SoNPrcOgMEVgN0XwiRtT/iCVSgqd2G5Qc35R3HIiNfjt8Ja7rOK7V7UOKj/qkdBRUO6J7efgJU7qvlcv+bbuV011k2iVCg4r2hfaiNZiUbuy/KSjFw36DMq72U7q9G3dRLXn701XmQmGLB0ZzXXaULxoHTbPUFY3Q3h76hwIb/Sw+XTLiOW82lzsZPj2jMvkc/zmO5sbNhbh4HtdZyeCk8A1XYvDC1S8UnGFfhmSUFTXKmsqJwp7Tc6+qN3y1jsKHdx3DcWO5Bi1eO2mKEI+BwcFwqPypbOT3W08TMqI2rTVM66BAv22n1It+oxtfm1KK/1IdWq5zyhdNPxv+4sw/ntkjmtingDpmReicVLC/FQKyVW7q7hfShulLfkxw1luKJXFt7LHYv1+XaUVHmgb6fiOkDnpevW5jIXp8vuDnB50PF5iUY+Z7Hdh0g4ynF9q+UNKPulCGfnxmPFTjeSY3W8L7UrqnNUH6MKD7exOlcAdb4Qp6/OG8RWqot1fiSZtb+XpQduvx5TMwbzdfjj5LOxauceXNI1neNQ4w5w+b+XdhNqajxcN96P64v8Zt2QFY2iyOHj/Z7TLMX19h4cv3prCNFIFAazlq+Nb2cORXw4gs0ldYg3afGWZTDsBWUIByMcL2oTXxoHIr/Gi5dUPRFvcmFTcR1mdx6OgkI77FUezh+6h6C8oPpGZa79Pf50T0HXk3V7HPw59TtTkoZgx95abNJ0x55qB18Tzm+dxPcitM/7HW+Gxhfi8v61wI5OmVaYtQ19s0mn5r6GzkftlPKJ4kN9D+UvlV27LCvHm647lGbaV6VR4o3MMdD4FQiGq/Hz9irEGTWIM2j4+qLXqLBpZzWCOfFcP6iPJxQm+ad2Je42dMOqXTV8ToonoTTSvnSOmIaPoDbpoE8w4bbICgSbpyPgcMOUnohLq+fDAaBmazGS2qciRqGAJ78QarMBSZ3z4Kupg8ZiQM3mAsQ1tyFGqUC4uhzukmoo1SooLRqk2KyIhMLQWjSoWrcTluxUqHReeKtqMTTpK5R4/AiVFcBbWQtTehICtS5cUfYdqnaXQKnTIFi4FfVU/rZYDofOQfvE5qSiW0YsKqZthbVFCjIsOtRHo/DbnfDXuqBvXoPL49bBfm4beEqq0GrnDBQZdKjbXoB+4Y/gykzmsCiuGoseKp0GI+0LEO7aCrlxBiS0TkKkrga+klKOV9DV8GxOtVEH17pf+S+lP+jy8rbWakLtjiIo1CqEq0rgr7Ij6PTw+6g3DNXv+9C+1Rt2I75VKrzldk5jXrwR7uW7kdk3j8t/cuJFGLn3LbRPMSP4Sz7Orv0AoTonhuyahve63IIBK27n42Kbp8NVVAFTaiyHpzbqUb56NxLapPF5FUoF550uzsBppXNnnJMBXxXldSIiwTDCPidMyUZMSx2G83OWw7WXwrMg5PJyeTfrnQNddgtoKx2IcXlgzUngfKDriyUzHnpbHOqDfj6fu6QKti55fB6qF/4aJ/RxOhhS4hGbA/6MyjFYVYmIP4jUnu1Q+vNGmJslc33Rp9m4n2l1djNEPU64iyq5niW0SuY6mdixOR9nTE/k8orPS+QyMqbEQ6FWIxoKQWHUwZBkhXNvNZ8/GgpDn2Tl7fg2WZy+qN/PxxBDRiriPX4oYxNgyUxEyOPn+EZctfy9t2A3pne9Ff1SF3A/RHH4vM31GLHi1abfNYaUBC4HfZwextQEDoPioqy2c77QZ1T2VGYUxmWls1BssyDk8XGe1O0qgVKv4Xrmq6IWByR3y+O4UjqJPsGCgMMFZ0EFjClx8FY5oNar4Cws43PQvlTWxupyLmuKg794Dx9L5w/7glzXzZk2rpdUd+i+7ErXe1DHWpDRpwPUBh0UBgOMGiV/T+FF/AGkdE7GpJQRGOBZihH5nyPaPJ3zPS5Rg5iAGtN0PVBb5+fzWnOSEPYHkdKjFdcLZZyNr7OXFD6DT9JG4II2a7ltqI1eaIxqXF7zA+ypCdz+6XwkVFnKZUhti9JP9UWh1XMeUPnP7nMvbi6diUi8Ba6iSmjMRkTcbvgqaxvaZaWD85PSeem6d1BdUAZjZgkC1TVIS6d2aIbCaIHTH0Z9JAJdQiwcO4owoXwGvm1+NZI7p+MnTxBqgx6h0gIMC89FeUo8YlRqPm6S8XyO5+idH8O7txjG3BzOD8ozCodYWzZD3e4Srn/G3+/TVHoV1wMqm5sjq1DgcMNgs3Cco8EwzJnJ3LdFaspRV1DJ7weVz0cl9SHBMGwdkpB8VhaX9zV7Pof993NRO6W2Z0w2QmvRcXhUl6muUT9JfRjVW8pPboMpCVBoVIjUVnH8EAJUBh36F36DmspabqNUV+PzEuDYshvX1L0Hv1KB6yu+Rn1SOpdVQrsc6OLMGJw/HU6NCuY0E5eVr8bJ+Ut5QW1MqdNCpdNyujiuSkVDe9WouJyS2uo4/lSulL+TbMNxoWUVkjuZGvrzGifHLez1I92s4350omcRotmZCJSXI75dTsNvlvREBJ1eJLVP43QGnH50z4qHtqgh7+l8IZcbhkQjn4/6LVuHMPcrVF+9e/Yg49zW8JRTf9LQ5qj80s/J4jyichtWMReFHj8cu0pgyUlG2ONHbE4if0dhUt7Tub/qcjPUihiMKprO/aXWZgOwnftpc0Yct3Nu00lWqCyxDffqzWycT9rEBLgKirj8qA5Rm6C4U/jUN1C+UxtFOASN2QCF2Yr6gB/6dB3qw0GuW4hG+H5UU2fgOjQmfwp8DjduccxFQK3CoFY29Cz6HqW+IGydmjXkvVIBVUIqtHVOjlezPlaUWnQcT0qfY/1G7n+4P031Y6RqOaoLy2FKD3MbsPbsg9DuHfCW1/D9AYU52rUYX1j78T2tos6C9HMyuV7VR+r5GpTS2YbEs9rAvnEnlyOVBZ0rtkU6XyMJpZ/qVNgfhie/gPt+ui5QXiS2SuT6EK4pg6vEgUhFEcL+AOd3jJr600SoDdqG9mhs+Peg3m1saJ1sgknnQma8nn8rBsNGrnuE7g3D0XrYLDpcvWMS3s0agx4tEvjfADpnWLnvpusz/d6ge6pko5avs92axfP9XbtUM/8Ood81gIV/P95Q8AleT7+G9x/QLpnv/ej39bX2eZiePAR9OqfxfuRm+3d4TnEhWqVYfr9vA7pkx+GS4m/5Xrdb83i+98tLMXN49DfRoOH7arqvo78TqmfhUfTHg+pf8Wh8Z/7tRPex9O8rdE+aZNLy/e5Livn4d+Iwvo+l+1m696D7/YbfNWG+j72h9nsEswdzmjQqJf++oPv4DmkWPh/95m+X3pAX9D7BpOW/9FuE8rDM4eO/gzql8uf0G5L2oTx+wnsF+mVo+Zz0G4vSQsfRfXmzBENDHVYp+N9cGv8NsEuWldNCv21ov31/LxP6HUO/o6hccxKpnNUosXs57DSLDhtLnciMNyDRoOZ/16PzUboovfS7bN88oDQ1/jYwqJWgU1zUKbXpfJQPlBaTVoW2aRb+d5JmVn3TvTjtQ79R6PjGNNLvUip7Kif6ntKn+v3e/LvD+DdUIQ5FhuCOMVrujJZoO5rX119/3RTOk08+edB9aYZPamoqunfvzvsWFTXc4B1sMOto4kSzlQ4HLRVH+9PsIyGEEEIIIYQQQgghhBAnOZqhc7xf4oSSEjhFhUIhlJeX49dff8U//vEPnlU0Y8aMExIXGriaPHnyCTm3EEIIIYQQQgghhBBCCCFO8iXgTjdr1649ov1zchqmKP83Wi6uW7duTe9pWbpAIIDKykr8/PPPeP311+F0OjF69GisXLkSnTp1OuA5aNbQnDlzDjtOrVq1OuRSe1dfffVhhyeEEEIIIYQQQgghhBDiJNC47rM4bckA0HHUuXPnYxJOixYtDhjWsGHDMHjwYH75/X489thj+Pbbbw8YFi0dd6ziNWXKFEyYMIHPK4QQQgghhBBCCCGEEEKIk4csAXcaGDhwIHr37s3bs2fPRl1d3XE9X3V1NQ/8XHvttTz4o1BINRJCCCGEEEIIIYQQQohTijwD6LQn/3J/mmhcIi4ajWL37t3H7TzLly9Hy5Yt8f777zfNTnrrrbeO2/mEEEIIIYQQQgghhBBCCHHkZADoNKFUKpu2dTrdcTvPjh07UFtby7N+Jk6cyM85ogEhIYQQQgghhBBCCCGEEKeO+hjFcX+JE0ueAXSaWLduHf+1Wq1o3rz5cTsPDfwMHToUTz31FLp06XLcziOEEEIIIYQQQgghhBDiOJJHe5z2ZADoNLBo0SJ+kZtuuglarfa4nWvMmDEYO3bscQtfCCGEEEIIIYQQQgghhBB/ngwA/QWzcg5HUlIS0tPT9/vdrl27eGbPvsLhMCorK/HDDz/g7bffRn19PXr27Mkzcw4mGAweVrxiY2ORk5Oz3xlAQgghhBBCCCGEEEIIIU5xskTbaU8GgI6jI1ki7c4778TLL7+83+8mTJhwyOMvuugizJw585Czf8rKyg4rXsOHD8fXX3+Nv1JMTMxfej4hhBBCCCGEEEIIIYQQ4nQl0zlOE3PnzsUFF1zAs4WEEEIIIYQQQgghhBBCiEPOADreL3FCyQyg44iWZTsWfvzxR/Tt2/cPn4VCIdTV1WHLli2YNm0a3nnnHfz0008477zzsGTJEuTl5e03rKysLBQWFuJkzS+ZBSSEEEIIIYQQQgghhBBC/HkyBHeKUqvVSExMxPnnn4833ngDr732Gn9eXl6Ov/3tbyc6ekIIIYQQQgghhBBCCCFOZjID6LQnA0CniYkTJyInJ4e358+fj6qqqhMdJSGEEEIIIYQQQgghhBDiuK4qNX36dAwbNgypqanQaDRITk5Gr1698NJLL6G2tvaMzn1ZAu40oVAo0KVLFxQUFPD73bt3Iykp6URHSwghhBBCCCGEEEIIIcRJqP4Uf0YPDe6MHDkSCxcu/MPnlZWV/FqxYgVeeOEFTJky5X8esXKmOLVLWPxBJBJp2jYajZI7QgghhBBCCCGEEEIIIU47gUAAgwcP/sPgzznnnINx48bhoosu4plApKSkBEOGDMHq1atxJpIZQKeJUCiEZcuW8bZer0fz5s1PdJSEEEIIIYQQQgghhBBCnKxO4RlAjz76aNOgjs1mw4wZM9C7d++m70tLS3HllVfi559/hs/nw6hRo7Bt27amgaEzxalbwuIPHnvsMVRXV/P2ZZddBoPBIDkkhBBCCCGEEEIIIYQQYv9iYo7/6zigWT2vvvpq03t6BtC+gz8kLS0Nc+bMQdu2bfk9PTrl/fffP+NqgswAOo7WrVt3RPvTzJ1WrVr9z+e7du2C1Wr9n8/9fj8/64fWMPz+++/5M7PZjKeffvpPxFoIIYQQQgghhBBCCCGEODl9+OGHCAaDvE3Lu5177rn73c9sNuPZZ5/F0KFD+f3bb7+NW2+9FWcSGQA6jrp06XJE+3fq1Gm/g0YTJkw4rONTU1Px5ZdfIisr64jOK4QQQgghhBBCCCGEEOIMc4ouAffNN980bdMybwdz4YUXIi4uDrW1tdi4cSN27tyJvLw8nClOzRIWiImJgdFoRHZ2No9yvvHGG9i+ffv/THUTQgghhBBCCCGEEEIIIU4HHo8Ha9eubXrfr1+/g+6vVCrRq1evpvcLFizAmSSmvr6+/kRHQoh9B7bI/y3aAaUiBpFoPb5duRcL2m5CvdeFf1sv5898wTD0GhUerf0SZSs2oz4axdwxz0IZE4MB792JhRNegValgE6lwPLdNXh0y5sIONy4p+0d6JhpxUX/mYhFj76He0OL4dtTgH+njcbj9i9xi+ISmHUq/Ns+Dd90vQWj9nwBqNSo93tRsngNMgb3xi3e8/Fa8GvcrrkUjy5/Bmnnd8GGt79H++v6QhWfhBkZl2LIL2/goqr+GD8oDxuL65CVaIRerUSKWYuhFfNw0abmmJ21Bp+mX4artn6I6e1uwKoCOzbvcWB20o9QWuPxKPpzWl3+MG764B5s+b/J2F3twf0lU/Bhq+s5f8Zt/QC67BaI1tXgrvAAdM2O4/PVuIO476uH8MY1z+LxtS/jiU53clh3f/Eg3h/7PHZWuPFt+q9QGM14MtQLD5Z9ioF7z8dPHdZhrLMvXtz1FkzpSbjFOBIf29bg4t3tUR+txwd73sa7Ax/F4+EfcOHOTpg4oAVm/FYCjUqB93ULAIUCMSoNXrUOhUWnhtMfwh32hhH5v2MQvMEIb6da9XD7Q2ibZkFBtRc5iQZ8vmIvujWPx7JNFTirZSLapsWixOFDnTeIbllxuKr6e3gLduNx2zV4TrccNzu6Y+deBybtfQvP930E/yyahK/PuxtLd1Tj/dSNeMx3NhJMWsxZU4IW6RY8XfAB5g1+AOWuAO7Rb8IjVXlYU1CL788qw5B1afDU+THy/BxMLP0Cz8dfhqw4Pd79YSc+2PEK7ur2AHq1TMQ9pVOhNJmRP+NHvHHp00iy6LC5uA6TLYsRo1DiOcsl+P6XIsyO/wHTu96K0SUzcFewLzpnxsEfjiAYjsLhDWFnuQs2ixbntkjE/C0VODcvkfPl+43leK1sEu5tdj1ybSb0zonHpBV7MKhdMryhCD5fnI9zO6bgSf9svJZ4GX7cUomsRAP0GiWXLx1D4d+y5jXcmToOD37zKFpdeT4+zh6DVfk1qPOG0DrNgkg0iie9s3BRUU90zInjukTiTVpMWPUyZg9+ECt213B8n1j5LN698HEul4Xtt+J6ew+O+98W/AuWnFQYU+K5bSl1Gq6XQ6c+gJf6P4oHfn0Rsc3TEQ2FUbujCPd1uIvPXebwoU2aBb/m21HnCyESjmJghxR+T/Uo1arjdGwrdXJ88pKMMKiVKHMHOG3UPql+r9hZjQ7NYvFo4Ucw5mbjw6RhvJ8rGMZN9jl4VjcI4396BosufRKhaD0Ka7wotnvxz61v4M2e93EeUB+SYNJweXRqZsXMNSXolhuPO3d+gJrNBdynxOvVGGlfgG+TBmNloR0PF07C52f/jc917of3wJFvR/4zn2DQzy/j4043c/qeUizFqOLOeLv8IyjUatzfbDye3vI61o35P1xQMht7vpqD5O5t4CmpwncXPozF26pwQbtknDv577i73Z1olxGLcV89iCU3v4pvfivF57q5uNQ1GH5PEFeen8Ppz690c5iJHVvgmfgrcPuWd7gM/bUuLLvsH2gWq0PnX97FeO8ADu/OPZPxRs447vNurDoLzxV9hJ+GPIz5WyvwSvAblK3cjImt7sDIHpm4rnwm7g33Q16KmcuByuOahf+HhA55mN16LAatfB2PJV6F81sk4q0fd6NXqyTc+stLiOvcDq6d+Xi+1QQ8XPopnsm4lttvrEGDnzeVQ6VW4mvLfLyXNx63FH2Kut0lMKQkcP2hevJej7u4zlF9fNA/DwqtHgprEmp/XozJZ9+OK759Ene0vA2fGeejcs12jDKPw5eeT5DS9xx8kHAxxu2chJDXD7VBh8/bXI9rnYtQt24dZve5Fyvza/BSdDaf01lQBlu3Vvig7QQMnXQPbF1b4cMOE7kNUflRnZp17t0Yvuo1vN7qRizfUY1+bW0waVW40b0QZfMWI7ZFOlx7K3BPi1vw1E//hDnTBn1CLEwtW6I+6MfgHZ3wrWUeqtbuxH1d78c5LRIQjtbzdenGDW9jZs87uE1fv+tjvJc7FrPWlGBu2x2I0ejw99qOeMb4C8KVJYjR6vBOyhUwa1XYWubk/Hl01/t456y/YcNeB0rLXRh6Tibuds7Gh8mXYsyW96GOtWBW3hjMWFvC+5eUOHH1gOZcPyaWf8V9tGPzDpSv3o35d76BiTs+xKu51+F+5yzUh0OYkTcGA+b8Gz9e/AguWPISYpQKXGQfhOsGtcSVa97AE6lj8K/aL7jMIv4gtFYTlAYD3s+4Eit31eCFog/x6Xn34tbSzzGtxViM+O0t3GsZiRc906HSaXCpYwAu6ZKGPdUejhNdH6ctKcC4/s1x6dKX8HnPO3HZvH9jvO06XHpWOq769XV82+tOvL9gJ37IXoEv88ZiT60Pt+/6EJPa38TXyPscX+OSsl74ov5rPJZ2LbeRj0w/4uX4EXyOraVOvBWdhQ9bjMO1G96BNt6KWa3GYtjuz/Bh6uW4ctWreK1tQx2ocvrx8JqXoEuIRWzbVnDv2o3brFfjbf90/F9GQ9gP/PgvZF0xBKOLOuBs6jO8C/BgsDeezyxCpKoEkdpKvJZyJe4K/QT/3gJM6zCBr3Wtk00YVTSd4/SS5WKu63SN3PPdEpia2RCbkwqlTov3M6/ha8vLqoV4NX449/ETKr9pup5cV/kN3o4fimuWv4yX29+CdqlmXFH2HV8X3zIswfSsK/je51nvTLydfS1fK6gfeSblGjxU8wU85XaYc5phUtoV6HDPaEy7700u08GlfTC8dzZu3fURZp51Cy5b/w46vDIfxZtWw9qiM/r8/S18FP0Gtxsux3ktE7nvel8zj8t5fbEDG/Y40LddMgwaJW5zzMbfw325b/1pexXOyo7jvpb6cepbmsXpEQhHkV/lRrHdB7snyH1c15aJXG9NOhX+Ef4BT6gGcV9tM2uxYHMFXyeoT6K+m+pQpTOAUd0y8PW6UlQ5A+iYGYu1exxcx5btqMaH6rl43HwZ9lR78VmrPZiiPQeFdi9fW2xGDfqWzMNDri5YW1DL/d/SHVXIiNejY3ospqzYC487gOHnZPI93LRlhVjQtQhX7m6JYZ3T8N78HZgwuCXKnH4s2FjOfeHSzRWgn1bj+zbnPKG4uv1hvv9Jt+r5vqjGHYBJp0ZarI6vtVaDGu3TYvHDlgqug9WuAAZ3SMGMpQVITjZzmqek/IZXDAP5swt7ZHL61QoFLv72Sfw86l98/7u9ys19zI5yF5+Trvn2Kg8Wt1nD1wLK435tbHwtpOsxlQfV54o6P4K+EBRKBRxVHiSkmpGZZMSOwlooVQpc2zcX6/Y6uNyWbKvi/nDSnO1o3TKRr8nrtlehf9cMfD1vJy4Z1Byrd9sRDkUwtk8uFm2tRHGlGxd3y8Bte6fguvAQzt/NJU4kmbUcz1iDmsu8uNyF1tlx2LSzGj07pPBn28tcUCsVTfcHKVY9WtlM+PyXIu5XqQ5993MhnNVe9O+bw/t1yIjFRz/sxCU9szDzpwLcPaIdVuTXYP7iAgwd2JzbHdWRLllWtEw2wxUIw6pTo9Id4P6E7k+7NLNyG0qPN3D5/FZYy3W4zOHn6xrd/9F16mnNYNy3dzK3lykr9uCKs5txGTf+hkmP1eHyPV/h79H+3O6prl/UMYW3d1W6+V5sas41+GD+Dv7NsHxXDfZWeXDXoDxMXrmX2z7lMZ2P/lL7ofIrKHOhdbNY/La5EgN7NOM4cj9RPgPX2M/l634wHMGKLZVcf+megfJudb4dvVsmYv1eB9eBVkkmrCio4XpgdwfROs2MJ+1fYHKr6zG+6HMEHU7ut4MuL8L+IN7ocAuXy7073sM43UjkpZjw0I738Hj29Xhy57t4qdNteNL9Nfd/LRKNOHvqw0ju0wtf2i7CZds/xjsZV3O7tVl0fL19Yu8kqM0GPJFwJf7lnM6/5y4o7YP5GUv5nH8zj8K7+A5/N4zgsqV2Q310r+YJcAcjGL3xXb5G0fV49ah/oqDWi3Hr3+Z7UjK13QRcvuwl3jbn5XJ52d0BzqsWNjPG7v4YIY8faqMOmhYdUfLldNi6tcZjhuF4WvET6rZsx4zz78X8TeWIN2nwbOWniITC+GfO9XjeuAr/rD+P837sr6/h0x538LlnnXM7rnYuhuO3NXx9pGtl0OmFt7wG/+p+H+cf3UfvLHdzHUmx6vgvXQvXFtbyeWifj/P24JGa1lAqFHw96JIdx2n/ceke3D26E//eI/Qb6eu1pXzcui2VUMTE4Kx2Nk4j3Uf/tLUSLZJNeFmzGNc5esMXjDS1OYoH9f1fdrwJP/zev9KrxO7juvAfzTK+ttHvtXJngPusS5e9jJH1l6JfhxQs3V6Fcb2yMHz9u3gt81qMWfBv2Hp1w4Ph87Gt1IVgKILz2ti43vlDEbRKNXNfSPV3QKdULFxfhvPaJXP6qc1QPaX+gn4bmC06vidftbsG1/TIRJHDx2X37/Bc3B0dzG2R0nBBxxROE99/V07F9aoReKvqEzyVNwFnZ8dj2i9FnDfUF1NZURunOkjXiw+dn+G2xDHcXqjd/9P/HR7WXMz1jOLsdPhgjNXh29SVeMk6jNsNxZWuTxRfqsd0L0btgPo02m9oSQ+0Tbdw2VC72r2nFiP75HK6yx0+LpN7Cyfhk44TOd70+4f61l921yDOqOFyo7Ab2zv19a1SLFi8rZLjT30SxYHSQH08obZMMuMNWL6rGn1aJfG/gXywOB9XnJOJ68um4wZ3Hy7v9QW1aJ9l5WvziBWv4pnc8VwXqV9+aNMbuDllPN9nL+xyEwodPnz5cyGMJi2SLNqGeyRXABd0SMGCTRW44uwMrC9ycJytBg02Fdehfxsb96mZVj2W59dwGtulx/K/gSzeUcXlQGVw66a3Mfu8u1FS50eqRcf3xF8s34MLuqTxNYz6208X7kKz9Fiur1t210Bn0MAWp+drmaPSgyG9s7jOUP6V2L34d/kUPN/iBm5HPVokYPnOagR8IYw5PwfTVhXhhvNy+Hc35QNd4+2+EP7vxpGo2PYbWqv0mHv3FSheno9IMAJnsQsZ56Tj1x/3wKiMwfm39obBFoePH/oG55yVjGikHomtEvm37oaPViClsw36RBPcZU5oLRqsm7Mb593cE4akOO5jZj23EF16pqP1ledi+b9mcXntrGy4Dz5vcA5UehWcRS4+L92vdO6eBnOaCdlXXIQvx76KrOZWlBXUIbuTDa2v6o11by3Epl21uPyBgVj04iJc8twVcJdU48eXFyOtmQUhX5jDLqzwYND13VC1qRSbfy1FqB5IN2lQ4w2hz0098MsHvyC1ZTyaD+mEH15YBGc4ivYt4uCt8SEux4qyLQ3PGLcHI4jXKKFWxiAhLw6uUg+Kqr3o2D2Nw41VK2G0aFFa40X3oS1Qt6cOuzZVY+i/hmHX179i2+oyDscTieKc/tlYuagQuUlGxGZZkNwpA6s/+Q0aRQxK/WEkapSwZcfi+RtexOhHb4BeGQMNXYfL3RyHzl1S4Kn0wFntgzIGiNSDz93jgYsw+8EZaHt+JpYtLIRFpeDvLRoltBYtQp4QdtX5kW1QY4c7iBHXd8XyT9cjLcWI0nIP57G32ofYZmbE5cZh0+xdHB+6v6L0tzFr+FyR+noOs9gbQvMUE5QaBc66bSDeb30DcPFFaKZXc5zd4SiC0XqcM7wlfpu1EyaVAsYEPfJL3fBFohw/ug/1BhrKquvozpjy9i/olWtFbZUXRT46N9AiVocSdxATHdt5v+Pxz/eN/wbr87hxvOmNpmOajjVr1qBbt268bTKZ4HK5DnnM/fffj+eff563b775Zrz11ls4U8gMICGEEEIIIYQQQgghhBBCnPQKCwubtg/3USgZGRlN23v27MGZRAaAjkLfvn15lPRoXl9//XVTOJMmTWr6/FBT1fZ13XXXNR13uI3iP//5D8c7MzMTOp2OH4DVpk0bjBs3Dt999x2i0SiO1rZt2zhMWo5OCCGEEEIIIYQQQgghxCnyDKDj/TrGKisrm7aTk5MP65jExIbVd0h1dcMstzOF6kRHQDRYvHgxPvjgA9xwww3HLEu8Xi8eeeQRvPnmmwgGg3/4LhAI8MANvSZPnox27drx1LfzzjvviM7h9/sxfvx4Dk8IIYQQQgghhBBCCCHEqWHzli1/2bkONZnhcJeI23fJN71ef1jHmEym/R5/JpABoD9p3wdOHY6cnJyDrkV4ySWXwGazHZOR0KFDh+LXX3/l97GxsRgzZgz69++P9PR0HhDauHEjPvvsM/z888/YvHkzzxB69dVXcdtttx3WOcLhMEaOHImVK1f+6fgKIYQQQgghhBBCCCGEEAez70QEWpXqcKjV6qbtUKjhWWpnChkA+pM6d+58bEoCQG1tLe68804elPmzjWDIkCH8QCxy5ZVX4o033kBCQsIf9qPZPrfeeiumT5+Oa6+9Fj6fD3/7298QFxeHa6655qDnqKqqwqhRo3jmkhBCCCGEEEIIIYQQQohTS9t27f6ycx3uDJ9DUSqV+90W+yfPADpJaDQa/vv5559j7ty5fyqshx56qGnwZ+LEiRzmfw/+7Ovyyy/HggULoNVqm44pKys74P70zKBu3bo1Df4oFFKNhBBCCCGEEEIIIYQQ4lRCYzLH+3WsGY3GP6xQdThC+8z6afw38DOF/Mv9SeKBBx5o2qZZOR6P56jCoYEbmu1D2rRpg1deeeWwjuvVqxf+/ve/87bb7cZTTz213/1oNhEtU7d3715et/HRRx894ucGCSGEEEIIIYQQQgghhDixovX1x/11rO37PB/6d+zD4d5nP7PZjDOJDACdJOjZPOPGjePtwsJCPPbYY0cVzjvvvMPP9yG0nNyRjGjSzCFa/o188skn+x2EWrVqFf/Nzs7GDz/8gH/+859HFU8hhBBCCCGEEEIIIYQQ4kjEx8c3bdfU1BzWMdXV1U3bNpvtjMpwGQA6ibzwwgtISkri7VdffbVpGbcjMX/+/KbtK6644oiO1ev1uPDCC3mbBn8WLVr0P/ukpaXh2WefxbZt2zBgwIAjjp8QQgghhBBCCCGEEEKIE6/+L3gda61bt27aLioqOqxjiouLm7ZpYsOZRAaATiL0nJ4XX3yRtyORCCZMmMB/D5ff728aNMrNzT3oc38O5IILLmjaXrly5f98//PPP+P+++8/49ZKFEIIIYQQQgghhBBCCHFi5eXlQaPR8HZlZeUfZvccyJYtW5q227dvjzOJ6kRH4FS3bt26w96XZvekp6cfdJ8xY8bw8ms0k2ft2rV46aWXcN999x32838al39r3rw5jkazZs2atnfv3v0/3ysUx2/MkJ4pJIQQQgghhBBCCCGEEOL4ix6PKTrHmUqlQteuXbFixQp+v2zZMgwfPvyA+0cikaZ9yZn2PHsZAPqTunTpctj70jN5Xn755UPu99Zbb6FDhw7wer144okneCm3w5maZrfbm7ZjY2NxNPZdA9HhcBxVGEIIIYQQQgghhBBCCCHE8UD/Xt44qPPpp58edABozpw5qK2t5e0WLVqgTZs2Z1ShyBJwJyFavo0GfggNAt1yyy2HdZzP52vaPtol2mgEtVF9/V87BPxXn08IIYQQQgghhBBCCCHOVPTvscf7dTyMGjWqaRm4r776CgsXLtzvfi6XC3//+9+b3k+cOBFnGhkA+pOOpLIfzuyfRvfccw86d+7M299//z2PZB7KvrN+6urqjio9jaOh/x2eEEIIIYQQQgghhBBCCHGiZWRk8L+fE/p3d5oRNHv27D/sU1paiiFDhmDbtm1Njz657bbbcKaRAaCTFM3Eeffdd5ueuXP33Xf/YYm3A80canyOzp49e47qvPs+94emxAkhhBBCCCGEEEIIIYQ4PZ8BdLxfx8ujjz7aNIGCHmUydOhQnHXWWRg3bhwuvvhi/rfyn3/+uWm1rKlTp0Kv1+NMIwNAJ7Gzzz4bt99+O29XVVXh3nvvPej+RqMRHTt25O3Nmzcf1SyglStXNm137979iI8XQgghhBBCCCGEEEIIIY4n+rfwBQsWoG/fvk2frV27FpMnT+bn/gQCAf4sMTER3377Lc4999wzskBkAOgk969//QuZmZm8PWnSJPz4448H3b/xgVfRaBSfffbZEZ2LGsUXX3zB2waDAQMGDDjqeAshhBBCCCGEEEIIIYQ4edX/Ba/jKSEhgf+9/Msvv8Sll17KS8PRs4HMZjNPrnjyySexdetWDB48GGcqGQA6yZlMJrzxxht/eFCV3+8/4P433nhj0wOwnnvuOXg8nsM+19tvv80zjcjo0aO5oQghhBBCCCGEEEIIIYQ4/ZzKS8Dti54BNHPmTBQVFfEkB6fTiV9++QVPPPEEzwA6k8kA0CmA1i8cOXIkb+/cuRMzZsw44L70MKs77riDt/Pz83HzzTfzbKBDWbNmDR566KGm6XOPP/74MYu/EEIIIYQQQgghhBBCCCH+WjIAdIp49dVXYbVaeTsUCh1033/+85/o2rUrb0+ZMgVXXXUVampqDrj/N998g/79+8Pn8/H7119/nafLCSGEEEIIIYQQQgghhDg91dfXH/eXOLFUJ/j8p7x169Yd0f56vR6tWrU64vOkpKTgmWee4SXgDkWn0+H777/HBRdcgN9++43XQKQHYo0ZM4YHelJTU3lpOFr/cNq0aVi6dCkfFxMTg+effx7XXXfdEcdPCCGEEEIIIYQQQgghhBAnDxkA+pO6dOlyRPt36tTpiAeNGk2YMIFn9DQO2BwMrW24fPlyPProozx7qLa2Fq+99hq/9qdt27b8rKG+ffseVdyEEEIIIYQQQgghhBBCnDoO/eAQcaqTJeBOITRD591334VWqz2s/Wm/5557Drt378bTTz/NgztJSUlQqVQwGAxo06YNz/b57rvvsGnTJhn8EUIIIYQQQgghhBBCCCFOEzID6CgsXrz4mGQ+Db4c6XJrrVu3ht/vP6Jj6Hk+Dz/8ML9O5vzYlzcYQbM4Pab9UoSsNAvejh+KW7ULEYnUIyNOj50VLmTGG/CFbTxqmgVx47YPUOMOIi/JiMSOzVHnC0GpiIHLH+bwZg56CFcsfRHtMmKRYNIg9+LO+NzpR0yCGQt73Y4sVwBTbeOR6/DDalBDE7VAp1JCGWfDNwkDUBcI4xqFAtOzrkBujRff226GYUcVlo1/HjurPLi1bwHUqc3wbfJFqPUE8VHbG5G5qwaKmBi0TYuF0x9CpL4evlAECpMV7ZrF4vOMy6GOAb7ucCMQrYdJp0JOqhlvpI1B1/RYKLdXYk+1F+e3TkJW/3ZYFQyjzhuEUq3itNosWqzrdzcq3QHsUfsQKK7D0h3VOCs7DkqFBxl92nFabT27oFOiFZuK65DZvwOfJ+AL4dP0y9DBZoZyawVmd70FZnc+FrQdC/1vJUholwOF0QKNW4H52ZeiO2qxubiO87ZDmgXPVV+IFuke7Kr2IBKth16jxMeZVyMUjWJC5TdokWhErS+ESqcfCrMV05MuRHBHFdz+MHJtJi6bvGQz5w/ld7U7iKRYHYdlMGtxVmYc/OFoUxlWeYKYnjwEl0VmIcNgwLuaC6B0OhCNRJE1chhcRWFYWuUh3axDRrwB81IvhKnUCY1KgfPaJcMXDMPaoQ3KXQGkx+owJdIVCaYA0uL0+NrcGz2aOzF/VRGSTVq8n3ElkhQKxOnV0Bk1yLp0AHKDRjSz6vGUfyT+ZV6HxI65SLLoOH4Z8XoojQn4Z6Q3gv4QsjNi8bjpGmjKnJiUMgIpTj82FjvQJy8JG8ucnF5KJ1HGxGBgGxsSDBosK7BjcPtkfN7yPpwVrYdRo4JZo8Q5LRJ4X18wgrQUM/99QHEhesTqkB6vR9fsOCzcUolB7ZKxvsiBHjnxiOvWBXkRM9pMGIEP4i6EWgGkWvUc38bzz2o2Fj0MtbAaNAiEoyh3+KBVKfB5n/swsWAqXBmjkGHRId3SGzmJJkTa1mNWZmv0TghyXc4Y0g8PBnujb14SKj0BjA/9guZxBjQb0hcpOj1SLxyIJRkXIhStx4COizBMn8bhUx2+wzkH1+Ic9MpL5LhQGfdra0Ox3YunE7bhS/05nObUWB3USgW/zBoVDGolQpF6Ls+LOqVyO/hH5nUY0ioFPy4rRO+WidAoFfgocSiaqRRI6NSKy5zSl1/pRntq/4pcmKkNhKNIt+rgCUY4zzaU1PHx1PfM6XUHRraYi2yrHiXOAD409oPH4UOCSYvF/e9FXDiKCncA5mbJsHVthe3RKGZ0/xt8rgCUCgV+zrscWf4yWK05UMYmwOpRw9arG4rq/Pgp6xKcd4EDr8YPx925K/j81Ca8oShWXPccOla4YXcHkNq7A8ZWz8Xe7L74JvkmtNpd09A+1Ers8Ye4nqdePARRr5M/U6hVMLZuC0NtJRQxgFoZw31N74xEbndfd54IpSuAlXmXISNSiQXtHsQo+0LMjbbD1NbjMTb+O3SJxiFWp8LiNtcgsLYESUYNfIlGPm986yzEqNSo9YewuPcdeL54Fr5TDEVmkpHL7ZPz70fHVAv6RqciGI5Cm5LCfVQkGuX8Tk40cnuckncjKms8iNHqEPYHuf89d87/ITYvEwaNEg9EfsLD/p5Y1uZqbKxwYXBWIuYGOsDhDSG5V2ekhnX4LOc6jImdBfNuPcwJyXhWNwidqa4kp0OtUHA/jEAYizKGIJByIUbbF2OHqRNi/DporSZkXzkUiEa5jdF7XXIi7lT+ho903TmORkU2EgxqGFvkIcmkxSVd0pBi1mJVoR1zcy7GgPZ7sKTHbejz61s4OzMe2ZbzEKPSYGb2SKgVMaimuNor8HXH23BV2kx00cXh3tBiPBk5l9NIdSg2Wo9NJXVQJaYgXq9Gxywrx/tSzwou25gYIzQtOgLhEFy+MDKtemhUSq6Ds/rdhzS6gcuO43ZCfdoPKVfhJtdKxHTqgenqrhjhXIJ3XRncx3Vpk8T7UXmqElLxUkxP3JwyCc366GDSqjCn+20IlrugSs1GfTiEUe6fEc7LRLpFh0V978HQwq/QPTUZe+1e6FOTub/Xt2iDb+L68Xc/tBiF3XYvbrHPwTbDufjx4kdwW+GX+K7teFTSMVk5aG+MhaYyDjEaHXokJCBWq0KbVAt2V3nQNskElVrJcdQnWDDRswhTL3kcA90BvkboUxK5P+7dPhkKWHl7zsZyGFu1a2gTGiWet14Ki6MWMzvdgZQ6P3++vNN4mKrcSDVpUeMO4KHwZdDbvVDpNJiSfTUSlDH4ImsU4pQK/Nj/PjyY/wX+Y7gI6fEGfDzoEQ5Xr1bCkKLEWe4APlBMQJZaCb1GBWvLZoBCiX5tbNzWXsFAdEvVYZMtE21qvkKMzsh9zJv6fsg4+yIoAmG+Z7navQSzWlyJS2oWYWuRE+e1TMTi1GvRJxxC1O+HOj0bMQolyhx+9GqegJgKI/ddeSlmKIxmaKIKeIJhKLR67uti27bi8qDr5SuGgYDDCWVcElJMWmQlGqFyJ3Fe0HXqnZRxSNeosCz3Zpy/awZfG1JMGiR3TkXrVAs+TrkBPRPcHN4zGdfiifJvEZPdAoqYH7hszDo1BrZLhq4mHb0Sqe8GzmuZBKUnHTajhq/pxO0PIcWi5funTjor1yO6F+mQbMbE0i8QY9FhXvpV8IYiXA/SLYm4AF/gBkUvdGqXzG0tQIHTWuR7g2jXzIJYnRoFtV4+P58jEEZOvIGvAZXOAJz+MEaelY5f9jr4Gkf7Udgf29ZAmdARrWLMaGEzY1Vyc5hcAd5nlPMnfIE++MLaD13jYrhco/X1GNoxlc9R5PChW248yhw+3KndiKizBsFz+uEzfXNc1DGK9skmviZTfXQFw7igUypy4w2c38FwhK93fK+TYET/4jlQmI0IV5ZxexnsXYDVzUfi15I6vBL8BlNzx3MZUpmRAW1tfE3dlJPbdL+wqvVI5LoD6N81AzazlttGZqwOSd3a47LSWVClZSMSKcLHlsF4w7Qc/7D0xxPRRXgkow++TB8N085qnN8qCROCyzAzrx/H+Tndcjyo6M3lWO70N9xj5iXw/QLdM3Zva+P8pbhRvaC+KivRwGk6u2MKx+sVwzIM1rdD62QTUnPj0CbFwn3Yyl01fE9yQbtklGda+TqvMBhwji0BLRKMaJtm4TTsqHDxMXSOvTYTh3lhj0zkJhh4++zseL6m0bV8T7UHrWwmTjfdG/3duhPTlZ3xc5IR6RmxeC15M2Yl9EeB3YucZlaEo/U4u0MyX8svDc/Btlbn4WnVz/g+61JkJRj5/HT9pHKnctxUWsf9Et1vxOlVfH81rm4BFsQNxYTqWUB5CN82vxoXrn4T81veim/rr0BeOAJdOB3XYh1mG5P5Gjpm2wdQJybjq/ThyK/x4rvcUegZrceI/M/xXtvLcL1mKyaF2uK+7e9B2b4dxrp/wo5OZ3E8rzX9jKesg7Cp3IVP4pfjIQzg/GyTZMKOGg//zqH6VVLrQ8dmVi6Xx/1zUO+N4MucqznPhnVuuN+i8z3d8WLcUb8Ss1r3x5D8L/FoSn8+pn8bGxINGgyp/AEjYoGvsvs31Xtl0ITxJV/w/YvK78e3HSdg+OYPoPQHcVf+R5jd429QFKgw/Kw0vk9xa1Q4Ly8R85s/hB5aFbBFiTu9CzAbw7m/fdM4ALfXb4C9pAoZbXWw6tQwaZS42z0XQbMBIZcXz2SshLfcD11aGlpq4qDUmWFMz0ZuyARUgu/T6LcYlYMyKQ5wKxB1ORC1GLkvVukcXIYX7pkPdygMfbMMKPRGXO/5EX6rCQGHm9PzONYg7CiEr7QWlqSeCBstWNhpAi7a9glm6LpjYObPWNVtIv4+4ynMH/ow+lW/yflCvx/pnuaL7NsxdvfHeCFuPebYLsE9i1/key9HJMr3PnTeq+zzsTDzEvQPBxGpq+HrXoyiHLoEC19XqD/s2iwOTyt+wv3B87htUNjUX3TMtOKxmKWIepz4NXU8bKFapFl0fP24rnwmvsi5HMV2H3LjDFx/qa6qlDGYmrgCYYcdE1sM4/7tucA3+K7Vjbi0fDaq0nvw7ypFnRWX5aTzPXyp08+/Pfj+ca0C1zoXAe0a6sA1BVPxz+zhHE5MRIe2iRbUekN4ULkKa21DEXR6MPesjfjMmoN26Q1tl36P3VX5BRw6DRSxCeifkMRtXKtUYPnuGv4tazNpeV/qa6hfS4vVoW+HFPy9ahrqI1F8nHcdVufbcXbLhvtWuhbTPtQHU3253zmLf1MiGodzEhL49++PWypxq2chvksfiux4A4xx7XBOTALimnXCucmJGOlZjsIWHXF34cf4JfcuuIIR/u3VNtmMuZvLYY5PQ67BiMdsBQgX78as1mMRW+7i/qeh743jsvnWfDUyo1H+jdA904pBu77A52kjcGXhZ3in/RX4m3ItXk/sgqW2azHU5uYypd+NlL8rLFrO69FL/w/x3btiTd4IqCt1uDm0HAtTB3F7pPueu1O78W9LauOXbnwfH6aMw032OYj6PZiqvAofJ/7Cv29GrnwFppYtAcoKjRMKg4Xr+tvac6FTKfCedSVi7Br49hRA0e82XOFaivrYBLznmwOlxobJvS/icqb2HwmF8VDxJ7jbMoqvP/HduuAcXQKWZdyMVL0aF5TMRln7Xty/E2qDdG2lOm49exD3xaNLFqHe7cGsZuMRq1ejqNaHFIsOOqUCNosOFp0aN9avxhR/d/43EbNWiZYJRixMug86gPt0+veRG2t+QE2nPrh110eY3H4C3xvStYDaC+XPa2l9uY3R9a/GE4SreZiPpVcoEsX93u/hBfi692Da+RwH+p1Jx1+v2ozyNi34fuSdpLWYGjcYV8VsQrB4HaYr61ABQKNVIqX/uTClJ6Hop03w1waQNagzHAUN/96gNuo5D7q2SUD2oPYoWb4DlpxUqI06xOVa0ax/J2itZti3FsJgi0PrWj+HpTEbYMjORNt265HUPh1+uxNtrz4LtTtKocuvhcaoQVKnHN5PpSuASq9CUrtE5FzUFc7CMgTKipHV3Ap9nB7xziAy+7bh/iylcwq0Fi2sndojrdlqKA0GWDu0RnrWWqR2TeP+xl1SDfxShtSLBsBR8DnanZ0GZ7ET8XnxiK328r/3ZHXZC12cDtFQCC27JMNZ7OL0kJSzmqE+GuXzmHbWQqGMgSFRj9RuWQgt3Y1WiXpYc+OR5wki7AsjRhmDTL2Sf1s1y05BJBjlPj13SBc+r9qoRllBHRLapqPNnjoEnEEktLLBnJmM+BQjn8fiCUFr0UChVmKabSV+TtBzfBJaJUPx3TZoTGqOb3LndFRuLIWvxoegO4TE1vEIe/xo3y+L87B5gh5KjRLp3VNRt6eO45LYOgGqzdVQ6ZU4y2ZASvc2yPm1CPF5cYj+UgZLhoVfqT1aIujyIL1NLTIUCs4TqgNhf5jDJBqjGnlxOs6PkC8MX5UDN+IDLKdyahGHgDOAJJOa00i/0XM72OB3+NHmqu4IvP4T70PhEUWFh8NNPqcDun61ieNAeams8CI+w4z6aD1yLRrAgeNOHtFz+pMZQEIIIYQQQgghhBBCCCGEEKcZGQA6ArSEGi3DRq+PPvrosI9rPOZwZvusWrWqaX+FQoH8/HwcrcLCQvzrX/9Cnz59YLPZoNFoYLFY+Hk/N954I5YsWXJU4V500UVNcRw3btxRx08IIYQQQgghhBBCCCHEiUETH4/3S5xYMgB0lO677z5UVVUd29IA8MknnzRt19fX48MPPzziMJxOJ26++Wbk5eXhscce44EeimsoFILL5cLWrVvxwQcf8MDQkCFDUFFBE18PT3l5OX74oWE5EPLVV1/x+YQQQgghhBBCCCGEEEIIcfKQAaCjZLfbcddddx3TwqABmmnTpvF2VlYW/500aRIikchhh7F37150794d77zzDsLhMJo1a8aDQLNnz8Yvv/yCH3/8Ec899xxa0tqxAObOnYuePXuitLT0sML/7LPPOD70XCGlUgmv18ufCSGEEEIIIYQQQgghhDh10ASE4/0SJ5YMAP0JU6dOxbx5845ZYcyZMwfV1dW8/Y9//IP/lpSU4Pvvvz+s42l2Dy3Ptn37dn5/0003YceOHXjqqad4ps/ZZ5/Ny9jR7KWNGzfihhtu4P0KCgowcuTIw2qQkydP5r+DBg1C7969efv9998/yhQLIYQQQgghhBBCCCGEOBGif8FLnFgyAHQU1Gp10/Ytt9zCs2CO5fJvNPtn9OjRiI+P5/e0XNvhoJk+W7Zs4W0a3Hn77beh0+n2uy89D+jdd9/Feeedx++XL19+yJk8mzZtwrp163j7/PPPx/Dhw3l79erV2LBhw2GnUwghhBBCCCGEEEIIIYQQx5cMAB2FtLQ0XHvttU2zZ5544ok/XRAOhwPfffcdbw8dOhQqlQojRozg9/R5ZWXlQY8vKyvDm2++yduJiYl45ZVXEBMTc9BjFAoFLwfXqPH4Qw1Q0XE0o4hmDTWe43AHqYQQQgghhBBCCCGEEEKceLQg1PF+iRNLBoCO0osvvsgDLeSll17C2rVr/1RBfPHFFwgEArx96aWX8t8rr7yy6dlAjUuvHQh9T/uRO+64A0aj8bDO26NHD57F9MILL+DVV1894H7RaBSffvopb9Mzg2w2Gz9fiLbJlClTmuIvhBBCCCGEEEIIIYQQQogTSwaAjhIN/tCgCYlEIpgwYQL/PVqNAzzJycno168fb/fv35/fH84Mm32fE0Szc44Ezfy55557cNZZZx1wn0WLFvHziMjVV1/d9Pk111zDf+12O2bOnHlE5xVCCCGEEEIIIYQQQghxYkTr64/7S5xYMgD0J4wdOxYDBw7k7TVr1vCya0cjPz8fy5Yt4+2rrrpJofD2AAEAAElEQVQKSqWSt+kvvSfbtm1r2md/Gp/NQzN/OnfujGOtcfk3Wppu1KhRTZ/TLCX6jMgycEIIIYQQQgghhBBCCCHEyUEGgP6kt99+G3q9nrcff/xx7Nmz54jDoOXTGo0ePfoP340ZM6Zp+0ADLHV1dfwMocbnEzUOIB0rXq8XM2bM4O3BgwcjKSnpDzOhLrjgAt5euHAhCgsLj/o8h3pmkRBCCCGEEEIIIYQQQohjo/4veIkTSwaA/qTmzZvzwA/xeDy49dZbj3oAKC8vD2efffYfvuvWrRtatWrV9Jwgl8v1P8e73e6m7cbnEh1LtLRb4zn+e4Bq38/q6+vx4YcfHvPzCyGEEEIIIYQQQgghhBDiyMgA0DFw3333oWPHjrw9Z84cfP7554d97IoVK7Bz584DDq7s+zkNMO0vbIXi/xdjMBjEsdb4fCJaXm748OH/8z19ZjKZeHvSpEmIRqNHdR4aQBJCCCGEEEIIIYQQQghx/EXrj/9LnFgyAHQM0DNw3nvvvaaBmDvvvBO1tbVH9Gwdcs011+x3n30Hhva3DFxcXFzT8mk1NTU4lsrKynhpt8aBHhoE+m8GgwEjRozg7aKiIsyfP/+YxkEIIYQQQgghhBBCCCGEEEdGBoCOke7du+O2227j7crKSp4VdCg0W2fatGlN71u2bMkDOf/9omXmGq1atQqbN2/+Qzg6nQ7p6elN545EIscqWZg6dWpTeLS9v/jRa9+BrAM9q0gIIYQQQgghhBBCCCHEyYEWZDreL3FiyQDQMfT0008jIyODtz/66CP89NNPB91/9uzZsNvtR3ye999//38+a3x2kNfrxZo1a44ovE8//RRPPfUUli1bhlAotN/l347Et99+i6qqqiM+TgghhBBCCCGEEEIIIcRfI4r64/4SJ5bqBJ//tGI2m/HGG2/wUmn0PJubbroJGzZsOOD+jbNmaAYNDRjtb3m1RuFwGOPGjeNZQ1OmTMEzzzwDjUbT9P2FF16ImTNn8vaCBQt4RtLhevPNN7F8+XI88cQT2LhxI9q3b8+fU9wb4z906FA+/8FMnz6dn1FEcaS03XPPPYcdByGEEEIIIYQQQgghhBBCHDsyAHSMDRs2DJdffjkPhuzYsQP/+te/9rsfzfyhGUCkZ8+ehxxcIbRc3Ndff43q6mp88803GDlyZNN3V1xxBe666y74fD6eIURL0O07QHQg69ev58Ef0rZt26bBH7Lvsm533HEHBg0adNCw8vLyeACocRk4GQASQgghhBBCCCGEEEKIk5Ms0Xb6kyXgjoPXXnsNsbGxvE0zdfbniy++4Jky5KqrrjqscMeOHXvA5+zEx8fj5ptv5u2CggI8+uijhwyPlntrfG4ReeCBB5q2o9EoP/OH2Gw29O/f/5DhderUCR07duTtLVu2YOXKlYeVLiGEEEIIIYQQQgghhBBCHFsyAHQcpKam4j//+Q9v//czdf772ToKheIPM3kO5uKLL+aBHvLDDz9g7969f/j+ySefRGZmJm8/99xzPKDTOMj035xOJ0aNGsXP/SF9+/bFmDFjmr6nZeRKS0t5m2Y0KZXKw4rjtddee9BnFQkhhBBCCCGEEEIIIYQ48aL1x/8lTiwZADpOJk6ciN69e+/3u127dmHFihW83adPH6SkpBxWmLSk25VXXtk0Q4eeG7Qvi8WC7777rmmQ6Nlnn+Vl2WhgaP78+Vi9ejXmzZvHs4Poc1pOjrRp0wafffYZD0btb/m3w52hREaPHt00WERL1rnd7sM+VgghhBBCCCGEEEIIIYQQx4YMAB0nMTExePfdd/f7HJ4pU6Y0bTcO6ByufWfY0ABQ/X8t1NihQwf88ssv6NWrF7+nWUL/+Mc/cMEFF+Dss8/GhRdeiKeffhqVlZVNzw5aunTpHwahPB4PZs6cydtpaWk499xzj2j204ABA3ibBn9oqTshhBBCCCGEEEIIIYQQJxf6p+Xj/RInlgwAHUdt27bFgw8+eMABIJVKxcurHYmePXvy7B2yZ88eXgruvzVv3pyXdqPvbrrpJn42j9Vq5Zk5ZrMZ7dq14+cFrVq1Cl9++SUSEhL+cPyMGTN4EIjQMnH7zgw60mcVyTJwQgghhBBCCCGEEEIIIcRfTwaAjsDixYt5xk1hYeFhH0Ozb+gYek2aNKlpCTh6T88HSkxMPOJC27FjR1OYgwcPPuB+AwcOxDvvvIN169ahtrYW4XCYn/2zadMmvPXWW+jevfsBZxk1hv/SSy8dcfxoGbjG45cvX46jkWLRIdWkRbt0CxJMGrROMiFSWwmzTgWTRgm9RoVxxdMQikbh8odRH40i3arD5UUz+PhwtB4pZi1aJ5vQOs2CbKseQZcHGpWCw62PRNE9O57DPG/eMzColRhXOx/N4vTwBSNwFZbiMv8viHqcGFY1H3kJRkTcbpg0Kuyp9qD/4heRl2JGIBLlc7hLqhEqK8KwstmYEFyGZJMWJp0K18Wsx3j7XCQYNXzeBIMGs03nIBiOYrRnCWwmLSLReg6nzOGHzdLw/vzS+XD7w7wfxd1VVMF/Kf7OwjK0TTEjXq/GOQWzOH531K/kfXNtJqSZdYg3aeEtq0FWgpHTUObwISPeAIVahVSrHrZ4A651LkLH9Z9wei7d9SmSYnUYtOsLWA1qxKg1mJ51Bcfh4ugWTmOSRYu6gjJcum0SchMM/F2f3AS0y4jlOEfr63Fz4GeEHXYM2TUNIze8y2UxL/1ijNg7HXqNEhnxekSiUbRPMXM5jqmYhTiDGm2TzchKNHA4Ycr/YBjjq7+DVqXg8qd024waIBppqiOU3lY58agPB5GVaESkrgbuYITDV8bEICtOj0yrHgZNw5KE9eEQWiWZoFcr+dxUP9qkWfgceUlGmOP1fNxE30+43vMjBudPh0WvRrCqEoFwFFft/YLjV+/3wrGjCDazlusjfUbnpnwjlM4ki47jVOUOoNzh48+9oQjs7gBvU92gF52b4jPQsZzzWKtUcLqonlDdPqd2FSqdAagVMXyehjw0QKmIQZxOzcfXekNIteoQq1WhbVosnwfRKNz+EGKUSiQaNIhEwe9pf4c3xG3m0ur5TW2F8ojymMrC+Ht+5Ve6sbPaw+klNe4g19MaT7ChDYWDXJci9fWodgcRYzTzuq5Ud8ispIEIRevRb+eXmKzrBYc/xHWE6qZCb+R2RukgVMY7y10cXn3Qz/tRWieEV3K6Eg1qPg+Vj0GtgEal5DpN+U/xGmhfilybEc3jDYjTq7n8SKjOifRYHe9HeURpDDhcSDRpUOcNIlar5vZCeWY1aODwBpEZr8dlu6eiPhLBRXXLkB2nR7pFi65psYgzaDC0Yh7cwTDXLep3Qi4vrvSv4vOlWnTwBcM4d/sXiDVo4K+yc/ujdunetRvpFh367JmFiNvV0GZ8HuhUSs4HSuPIyrlN9ZvCnZ05HMFwBHZfQ5mRhrxRcf5QGdSHQhwWte3PrQMQtDsQq1PhrNrV3F4ofyheV5Z9C4tOje6bPuV6SGmmuFE5UH2DQoliuw+hSJTrI7XvUY4fsbXUiex4AwION+9DfWDjscPD6zlOPXITOH5UDsGaatgsOnyaeinXofxKDx9f6wlyG7nRvRDtUi3wlVZyP0x9BfXN9aFgU1tqlWLmPjDDokOr0p/xN/cPXF6+sgp4qd7ExCBsr+JzU3m2SDRi0LZPOQxlnI37YTI4sJ7T09BfRBB21nE+1Qf8nPdOfwhKnQYIhxAqK+D2V2z3Imyv5r4kWFaEWm8QN9TMxsV7v+F0Uf3zlNlR7Q0i5PVz/gSq7XDuyEedP4xhFXNxQ+BnTos/HEW918X5QHGjekj9zpAdU/maQ30EleHV3oZn8VG5RZ12bgsxGh2ibge3B5UihutdZryB6yjVo6JaH+7xL+RyUisViNWpEXVUIZi/GcOLZmKhrT+yk4z8PfVfFB9C17zceAP8NU64i6u4X728Yk5DussKEakpx0zL+Yh4vei5Zw4fo9DquR5RHgZra7n+Ub9A+ezamY8LK35ATpwBMzIubSiTcJTjT9cmKi/fngLc4pzPx1I/nBqrw5UVs7mtUp3o61kDvV6NcXUL4NpbAf/eAs47Cue68plwF5Xjgt1f8DWSyp3yjvv0oP//p+v3vw5fiPOZ+pk+lYtxS8xvGBFcw3lN/TKlI+ynugYM86zC1e4lnH4OMxrha9vfg4s4jNscs6FWxnDf08yqb6hHkSi3H0OSFTEKJZcZ9SPtk824bOcUdKhdg3BlCcetjc3E+TI0/wtkxup433BFEcKReoSKd+O8loloFqvHgMpFnN9KazzXxXBVCd8LmLQqRL1Ojjf1XVRnKT+pDrm3b+e+vT4awQP1S7kcqR9pmWJGcM9O6FQK1LgD8JeW8LH0nVGj4vuGfjVLEXXWcJzp2sL9uyfI9xjUB1A/SulXmK0IlRQ2tSGdWsH5oYhN4PBTzVq+Ti1IuwiDqhv6XOrDqX8udwbwlfk8uAIN/QL1h9urPYj6/Zw3e+t83LcPr/2R2xTVJ773ovoaifJ1zUl9XjSKnVUevnbRtVDB1wAl9+u7qj1cf+hFdanG21D2dE3lfkIRw21ogbUXPMEI3zNSvaKqQvXgM9P5HOdyV4DvgehYd6Chn6U+nu6Nqpx+jte3xh6Ielx8/aRw6X5xU4Wby6nxfoTym9oEXQMoH6iP4H4+Ws91hcqS/po1Kr42b6v2cFhUH6nvoWsAXQvbpZo5/6bqzuHvKX3tM2I5nmXuAPf9vlCEy9Jm0nCf93Pe5Zip6IgPYwdjV6Ubb1kvQk6iAVOSL+F7Bmpv9Hf8nk85Hdur3A39uNfJeeEJhvlc1MYovX9zfs9poO9KqjxcVh3TY3+/f1FjQOk85Fd5+D5msm0octMsfI76aD0sOhWXEYVDaJvyslGl049aXwhqhQJDFzzLeTTatRjXlX7FaaN+jj4rqfPzi+4H6V6CypTa9cVr3kKFJ8jX4280XThM6gPdvhD3L9S+rHTvFo5y3qVY9ejhXsdtLN6ogb94L/cnVJeof6d+m6r4kOqFXHfpGkvoc4oj5dfA0rn4PG0E92t076Q2m3gf2r4mvIbvexbHntPUD3krHYj6PRhZPY/7b+4LQxEojBbOj3qfh89jTInHTznDuW1T3tf6wvgkZTjnEeUtFAouB8rTQeXzOU3U11MZBLnvb7g3pHuKGFXDvRedo9IdaGq3dO2cpG9YyUGVlM7XMSqb0jo/3wtTe2y8R6U+l/sar5fDC1eXQWkyY/jmD/h6TfcBWquZ70m0VhPX038p+mLWuXfj8j1f4dJ176DGG4TCZOU6zvcskSjfZ0XraqAxG/jaSvGmfKBrrVKtQtgXxGv6/lDpNPwZ+bTZSL5eNU80QpXYsErFhPIZiDjsfN1sSKwSMQYzpmRfjZDXx22EvqPrOrU14i/cBU1cXMN9aUJ/bvcxOiPvQ/1OxOlAidPP9wV5CQZ4ymu4X9NYDLjItRK+Gie3M76+eEPYUloHT7kdvvztnH+UJjqWypLuRajPouso3ftOjRsMhcHC19BoKMzXXf49Y9GhwhPg9sn3/Pw7R8l9EL0+T7yQ71e2VLm5v6f+zU/3MA47t4XyMhfnI9UhlTKG+0KqK0Gnl8OjawbVyVKXH1/aLuJ2RXn+iaU/Lq2c2/CbTK1EkcOHS3ZO4d+wVLfp+klhUluhe2a+Brkc3D/R7wOqp2eVLoIuIZb7GLqvp36jsMYLhVIBZ0EZlDot1ylq49TfUjwpzev3Orgfp2sH/R6p81IfEMO/PyiuSouVv0/he3Ul10X6/TSmag5/rqDfQW4XpiddyPG4pnY+7vQu4Hr+XfpQXFKziOsUpYPiTX8pDKoPdHzY60ekvuH+hNp64/WK9qPzUZuk/oPiS2VA+Uy/M+i+h/5SGJvLXJwWSgPVL46Xzsi/m6jMNUoFt2Hq76hdUj2i+wcqE8p/qivUn+TXerkOUd5SfOg+jbapftH14/KCaVBo1NhcXMfXeP5NEKnH/2kG8rnJ/6n6cdq+zLka05IvxvfJg/g85KPEoVAmpSPiD3L4JEalRoxWh8mJF/E1YkupE7tqGvplancUX7pHoN8dO8pdKHM1/F6l/KE+hPK28dpJ/TK1PYoLpZfqJd2LU3o3l9TxcSUOH/cpjW3ma2NP7hvKnX7srfXx9XF4ybe8z/ZKN39G6P5KYzFy30txp/yg7Y9jBzb8DqU+UKvicOnemsqA6kDj70lfTR1mZY5o+A0WjvC/J1HfSvd3dD2v84c4LDrvYmNXBOyOpmtTDGK4HVHbN6XGQhfX8O9FKuqL6Tpj1HE7NiUb4a2shZLqLsXT4YLWouH2Tfke9vjhLqlCjFLBx9NvXuq3FMoY/szUojmHEwlGuN1QOEGnB9UbdvPnWosWSrWCw6CyoetNfaSez2HJMPO+YY8PhtR4BD1BrgfUz/K9sMPe0O/VNvx2p/6VzkP9L52/obxV0BjVUKqVCLq8HEbI03BvTHGh/YKeECKhCP/OVenUiASjCPvDMKWaEPKFoY0zQ61XQalpqI8U55jfw6c0Nf5t+kyj4vPSfhajmvOF46JXwlXi4H63MRxKp9qo4eOpf6b46ON0cJc5ms7XcJ2t4330CQ335wq1kv+NzFfr53TTd5Rf3mof9AkGPjboDsKQqOf89NcGOB70OaWP8oTSxC+jjsuWjmvE54rT8Tb9pbyisPg6F4pyndDEWxEORfg7yr+AMwi1Uc3lSvsq1Ar+nUN/PZWepnKj/Ske9O8Gjah8KPs0JjXvT+H8FaKoP+4vcWLJAJAQQgghhBBCCCGEEEIIIcRp5owcAOrbty8/o+dAL1qazWg0IicnBxdffDFef/11+HwN/zPhv2cEHSycA706d+78h3Cuu+66g+6vVqsRHx+Pjh07YuLEiby826HsG+YTTzxx2HmTnZ3Nx1Ae7c/KlSsPO52UP0IIIYQQQgghhBBCCCFOPvIMoNPfGTkAdCiRSARer5eXepszZw5uv/12tGrVipdOOxFo6TZawm3jxo149913ce6552LEiBGoqmpYAudQ/vOf/2Dr1q3HJC7r1zcs+SOEEEIIIYQQQgghhBDi1EXLgB7vlzixGha1PIOtXbv2fz6jZ9cEAgEUFxfjjTfe4JksRUVF/LwdGkiJjW1YB3tfNDPn5ptvPqxz6vUN60Xuz+zZs5GWlvY/caHBHnqWz4cffsgDU19//TX/Xbp0KUymhrWoDyQYDOKmm27CkiVLeGbOsRgAoplCM2fOPOi+LVq0+FPnEkIIIYQQQgghhBBCCCHE0TnjB4D+ezm2/3b55Zfjsssu4wGXsrIyPP/88/jnP//5P/ulpKQcMqzD0bZtWx5c2Z9LLrkE999/P8aOHYsvv/ySB4Roe8aMGYcM9+eff+bZQzRQdSwGgM4666xjkl4hhBBCCCGEEEIIIYQQf71IVHL9dCdLwB0CzZh54YUXoFA0ZNVnn32GE0mn02HKlCno1q0bv6dZOMuXLz/oMRqNhv8++OCDKC8vP+pz02wkWoaOdOrU6ajDEUIIIYQQQgghhBBCCCHE8SUDQIchNzeXX2T37t3w+Xw4kWhA55VXXml6/+9///ug+z/wwAP81+Fw8POMjlZ+fj5cLhdvy+wfIYQQQgghhBBCCCGEOHXJM4BOfzIAdJhsNlvTNg2knGi9evVChw4dePuHH3446KDUI488glatWvH2V199hVmzZv2p5d+IzAASQgghhBBCCCGEEEIIIU5eMgB0mCorK5uWhIuLi8PJYMCAAfw3GAwedBk4rVaLd955h+NObrvtNrjd7iM+Hz1ziFitVh5wonDy8vI4/ISEBAwcOBCffvopLxUnhBBCCCGEEEIIIYQQ4uQVqa8/7i9xYskA0GHYuXMndu3a1TTzhZ7DczJo3br1fmfn7E+fPn1w/fXX83ZRUREefvjhIz5f4zkCgQDPPnrzzTc5X2gAym63Y+HChRgzZgwuuOACOJ3OIw5fCCGEEEIIIYQQQgghhBDHhuoYhXPa8vv9uOWWW5rejx8/fr/7lZeXN82QOZicnBzExsYek7ilpqY2bdfU1Bxy/+eeew7fffcdKioq8MYbb/BgTffu3Y94AIhm/8THx/PzhM4//3weEFuzZg1efPFFFBYW8pJ0l19+OebNmweF4vDHGBtnKAkhhBBCCCGEEEIIIYQ4/s8AEqe3M34AaH+DNtFoFLW1tfjtt9/w3nvv8QwgQrNebrrppv1mJC2xRq9DmTlzJi699NJjUHSA0Wg8ogEgWrru5ZdfxtVXX81pnDBhAg/cqFSHrgb03KM9e/bwdvPmzbFo0SJkZmb+4ZlE48aNw+DBg7Fq1SosWLAAH374IW688cajTp8QQgghhBBCCCGEEEIIIY7OGT8A1KVLl8PKqM6dO+Pbb789aZZ/a1yKrdHhzrS56qqrMHnyZMydOxcbNmzA888/jwcffPCQx9GsJZrds3v3bmRnZ/9h8KeRxWLhZwC1atUKkUgEr7766hENANGzg2QWkBBCCCGEEEIIIYQQQhx/kajk8ulOngG0v0xRKGC1WnkgY/To0fjyyy+xevVqNGvW7IAZ+cQTT/AAxqFex2r2D6mrq2vapvgerrfeeqtp9tBTTz3FgzqHQgMzWVlZ6N+/P3Jzcw+4H80OoucNkY0bN6Kqquqw4yWEEEIIIYQQQgghhBDir1sC7ni/xIl1xg8A7W+Qhmav0BJw27Ztw5QpU3DFFVdAqVTiZEPPHdrf84AOhQZyaOCn8Xk+EydOPKbx6tixY9N2UVHRMQ1bCCGEEEIIIYQQQgghhBCHdsYPAJ3K6Pk9jbp27XpEx955551NxyxcuBAff/zxMYuXwWBo2g4Gg8csXCGEEEIIIYQQQgghhBDHRoQmQxznlzixZADoFBWNRrFkyRLepuXcDvdZRo1oRtN7773XNLPp3nvvRXV19QH337lzJ77++mu8++67cLlcBw1732XfbDbbEcVLCCGEEEIIIYQQQgghhBB/ngwAnaLmzZvXtLwaPVdIr9cfcRg0aHTXXXfxdk1NDe6+++4D7vv5559jxIgRvFzc8uXLDxpu4/fx8fHIyck54ngJIYQQQgghhBBCCCGEOL6i9cf/JU4sGQA6BQUCATzwwANN7++4446jDoueBZSdnc3b9Lyj0tLS/e53/vnnN23TfgeyaNEibN68mbfp2UkxMTFHHTchhBBCCCGEEEIIIYQQQhwdGQA6xXi9Xlx77bXYuHEjvx87diy6d+/+p57X89ZbbzW9D4VC+93vvPPOQ5s2bXh76tSpmDt37v/sQzOSrr/+et7WarW47777jjpeQgghhBBCCCGEEEIIIY6fSLT+uL/EiaU6wecX/2XLli1wOBxN7+vr6+F2u1FZWYlVq1Zh8uTJqKio4O+6du36h8Gbo3XhhRfi6quvxmeffXbAfRQKBd5++20MHDiQB4mGDx+Ov/3tbxg2bBjUajWWLVuGZ599lpeSIy+++CLy8vKkfIUQQgghhBBCCCGEEEKIE0AGgE4yF1988WHtRwM277zzDs/gORZefvllfq6Q3W4/4D60DNy0adN41hENSr300kv82pdGo8F//vMf3HrrrcckXkIIIYQQQgghhBBCCCGOvWi9zNA53ckA0CmAllOLjY1Fy5Yt0atXL1xzzTXo1KnTMT2HzWbD888/37SE24GMGDEC27ZtwyuvvMLLwBUUFCAajSIjIwODBw/Gbbfd1rRUnBBCCCGEEEIIIYQQQoiTU0TGf057Z+QzgBYvXsxLq9Hrz+jbt29TOE8++eRRhzNp0qSmcPb38vv9vOzb0qVL8cwzzxzW4M++YR6u8ePHNx1DeXQg6enpvNwbPYeIZgLRc4l27NiB119//ZgN/jj9IYSi9ah0BuDwhlDjDUKd1Rq7K90oqfNjc3Ed77cq3w5fMAxdSgq2lDqhNMfB3KEjry9J+9HfMocfZe4ArM3TsbPcheF1S2DOTEap0w9VQipM6UlQK2MQYzDDG4qgxh1AjFKBdWl9AIUS6mYt0dv5K1TxiVheUIMdex3Q2+Kwfq8DG4vr+Dy0v0KnQ4ym4WUzalBY5cE8Y3fEaHW41j4PWyvdKKz1YYh9MdZtr+L9Kt0BrC1yoMThR5UzgG2lLsTq1Xze/EoPdm+vQiAchTElHmaNCpuLnTCkJPDovD8cxYaWwxEu34sYlQaFxXUIhqNYV1KHVbtqoDLqUOcLIUbZEFadN4hvetyObaVO2F0BTE8YhBiFEnsr3PxXo2roDpIsOjymGwpFTAxKy5xYouuI/Bov6rwhxOakQmGyYmeVB+U1XihjGsprT4UbvxbYEfU44a10IEalhibJhj3VXhjUSnybdQWWrC5pKAuHn8t2VYEdCqMFWqUCqSYtdpa7sb6gFnu3V0MZ0xDwpuI6/LKtCr/m2zkf6sMh/ozyYkeBHeUOP+fV6gI75nS4ESplDFZsqeTwy10BDK2Yh62lTph0avzHcBEuKp2NvQ4fFIoYVHmCXJ8SDRoEIlEEfSFUeAKcvuVZQzlu5RUuKJQKbM2349vmV2PdHgfC1WXI6NeF05tf6eY0KmMTYNGpoFQosHpdGUrsXo4j/aWypjQX2r3YWeHGjnIXSmq8nN4tFS7sqvZge2Z/rquUzy5/GCvzazjfoFDAalBDqYjhdOcX18GkVXGbKHH5sXpzJefL2t12rrslDh8SDBpMTbgQv+2qwYLMYaj2BhGKRrGlxMn7U5zpNS/1QqwpqIXbH+I4rdtVg12Vbuy1+6BKzUZWopHD1uS24+Pd/jCXiValgDsYgTLOxsdFo/VweINYZjkbJU4/3jQO4PAr3UE4/WG8Gz8ENZ4g17s6fxgGjRLfJl+EyjIX18klm8o5bRQ/qr/L0i+A6fe6/k3s+ZwPO2u8WLG7hs+9rcLN7Z/yi9pKGdXDhFToNQ3/n6GC2q9Gh/XFDmgSErl+lTl8HH+q44ac5tx2qEyISaPE9nIXp0GjUiL0+50PlWmMVg+dUoEh/t/Qu2wB1u2tRb3Pw+01HKlHXJeOMLdrx/s5fCG4gmFsLnEi6vdwvtZHoojRGWHVqWHMzuT8pLipElO4n1HojUi3aFHu8KEuEObyLrZ7+fwUboHdiw176zjue8pdXNeon1u1uwY/bizHkrTBvG+l0w+tzQZaVleXlo7+3t+wPv5s/NxqFMeDym929mVQKgBNi44otvu474rRG5ERr4daEQOF0YyqOj+W767hPoPq3Q8pgznP6HtDVhbHPVar4v7nP6ahDWVe60OqWQu7O4Ap6u6Yf/atnIb1RQ6up2WVbq6baqWC+yGFJYHbnjE3B9aWzaAwW6ExG7k+7an2QBmXBLVCwWmjekZ5QnHTa5TQmA2cF9S/qpPTUVVcB2vrHCQa1Pg8cxQ+SxmGH8w9oExIwdYyJxbqOnG+zonvi5VbKrGkx23QWC1QJqVjXt5VmLOmBLHN07nN0/nnba7gehWNRBGnV+ObTjdxHaO+YGHOCE6PVqWE3mblvNZnNIPdHeTrj8FmhU6l4PL+wTaQw1m6o4rLh+L8VfpwrodUH+lcFC96r07LwRemc/laR+VWHwoiHK3HNE03bocL0y7g9vGhsR9WF9q5XVC/m5dkxIy0S1BSYMeluz7lMvoufSinhfKUrpl7a7yo+b3uU9ypf6FzZ8bqYUpPRGyLdM7jec0u4X3Uue2gSm7G9UWdmIwvrP2wLL+Gw6Xvqd6ozSaur8ubj+B+Juj08H5UL66oXcTlVOTw4VlNf76uUL1QalR413oB9LmtOHzqD37Ou5zbA+2vMFhQUVyHz+MHQ2XU8zn4ulLtwZwWV8LSpjW3R+o3ldZ47t+pXkYDPg6D6lsrm4n7D8rT3wpr+W/U68RUTXcssvTg/pj6pXVbKqFNjEfrRCOWJ53HdZpQP/mE5kLua2dnDseyHdX4In0E32NQXf5pRxXHh/ox6rsXdbsZUZ8Hq/fUoqjOx3GK0Rn4eklxndVqLIqdfq6bn6Zf1tD3qZW8z2XeFVzuNqOW+xfaX2kwcNnMzbiE84jS4gtF+LvGNC1tfRV/Tu1HazXx9WNe81GcBl8oyvckdE1Tp2dzm6O6Qv3Cgk0VWLejmusjxXVVSl8+F4nVqZHUOY/7iUpPEBXVnob+TxGDb+L6QZPTuul6TMbsnYZILV1jo7gkZhu31UGVCxCu2IubsAYpZi0e8c5G5zQL99fJJi0iNeXc70/UbkHYH4S3tJLz/8LIZoSKd6NvyTwEHU7EmzRIt+oxvn4t4gxqtEs2Q2Ewc9wGlM7DgLxEbmNX7pqMq5VbeR+KZ9fsOL6HoGuwRadG2yQT2iabkW7WAdEIt5dezeKAcAgpJi0uD61Bl4xYjNz9KbKtevTKbPiO6mKLRCNG+lYiN86AC9smI9ag5rp2Sc0iBGuqkWLRoVWikfNcEQNkxBu4rzinmZXbvL94D3+WZNRwPM5rkYj+W6fAu3Mr1xd/aQl6F83lPKTjzs+KR300yuUwIroBt4eW4vI9X3F+XeNfiZYpZpzbIhHNE4wYqd3N6Uwwargu69UKdNg4je+7+lQvwWWKbbje8yPapFi4rK4tnYkxFbNwi3M+n4/iTve5UWcNp/PmyCqE6pwN931GDbLi9Fy/8lLMfK/V0mZCrs0ElUaJK8u+5fyieD4SnI9wTRlap5rRpZmV+zTarz4chFarwsV7v8Hosq+Ra6PriwEXb5vMedg62YSg3YEWNhNGuxbzi3TNjOPw6F6O6gxdE+n6Q8fcG1qMeL0aY6rm4OH6JdzvUf+QGavD9XXz0TzOgOFFM7ke6LUqrmt0Tb8uZj0STBokGxvConYZCYa5jH1VDu6bzFol7qqejht8SzBBtYHrYrtUM67XbMUI+0JcptqBkVs+4PytD/hx2fp3OI50D0D1cljFXL7XDe3ZBsf6jdzmumTHId3S0KfQMZG6GnRJj4V35za+R6D7x2sKpnI8x4d+4WvteZs+QaiylNNLcad7b9IpxYJgVSWX1TjXjxyPu+tX8H3s2c2syEw2cXtsnWrhOuQp3Iur7PPhLdiNNjYTRpXMRN32Av7+etVmDKv7meNqM2k5zFZJJpy7/Quuy1Q/qJ1TH3Wz/Ts4C8tQu2FrQ3stLoO/xomAww1/TR33+TeWfglnYTnX+bYpZlxZ+BnCDjuioTDHieoYhXlJ1QI+doRzCeqpLWpUGO1ZgpHV8zCo+kcuE/rtROFS+usKyvjaQ/X+6h2TEPV6cWX+p/AX78WoPV8gWFsLhcHA+Vof9CNcXc55NHrnx3yey+s3wLltF3yVtZyH4coSeMvtnA90P3bRtk8wqmg65yWl0b1lI2o2F2BC5Teo212CTo7f4C6p5mtxoNaNcFkhh0N51zzRyG2kR058w+/UwjKcX/w95z3FT6FRY8iuafDuLebvKY5X7f2C40jna8w/ahO3OWbzdXh00ZdonWZB+7RY9G2egHY2E+70LsBV1d/zfQi196sia9Fv9wzc6vuRf19RW0hKNnFboXpBv3Man6lA5UXtzmbW4v2MK/mzy7Z/zG3ust1TMbpkRkPe+b2Y4F+KFIuW+75ArYvLy6hR4drir2DfuofzhO61nDvyuf1f51mCQFkxol4Xgk4vJpZ/hbPTY5GbZELPrDg+l0Kj4nymNsK/YQDu5yjN9JvistJZGBNYiY50nM2I7DgD9+PcXvwejNfv4v2ozaZa9Uix6jn/6PjhwbVc9nQtpfykdFC7aZtuwdCyOYjUVuHCgun4ydaXz0n3jnQfRH0ZtfuQx48BlYv4filcUYRhe75Ct0wr1//UWB3vF3E6cFXpTLRMNPI1iuLRwmbmPnXw1sncpzxQvxR9iuZwPoz0LEegogzXbPsIvuIizlO6NsYaNNzf0vWF0tw50wpXIIKgywtfSSmuqt8AtbGhn6B7p/RYHSJuF9pnxOKf2pV8rQh5fJwXYXs1/9tG83g90q06Thu1m4djfubvqGyurJiNC8q+52vZaN8yjCuexveS9O8AV1fORmjvDr6PnZU3BpFow7Wc+mxCdZLqGqWN+lWqw3QdaB5vwFmu9Yi6HDDpVIjl66uKv6P6RZ9fXjQDkfqGe2Zqf9RnUfsYlJfI/UJegpGvI3RNod/a1MbpXu2SNsn8u8G3t5D//YXueamMKM5U1gGHC9lxegwqn99Ut8fVLeB7ATp+aOFXsP1+nRjmWs59Gl3bqV5H/EFcvGMKOqZZ+P6D+vnmSUYOo21aLF8T6DdmMBJFP986bufRYJC/V+lU8BXs5m1LTioS8uK5PsfnxcFoM8JdUsW/zRLbZyC+TRY0RjV/Ruk3Z8RzXtLvD+oT6N+F4lumcJtUxCYg5PUj5axm0CXEcllQPONbpcKSYYY5zcR1Q5dg4d8kar0K1hYpUOm0HLamZWfE58VDF2eA1qLlf8OilzElAaZkI/+WjMuNQ8jlhtJihS5OB2OqFdFgGEqdhtNBdcrWpTlisxq+jwQjsGbH8j6GRAN/ptJpODxLhoX/JrZK4OMNiXqOY1yOFRqTBvo4PSzZKUhqnwp9ggFBp4/jRedJbJ0Aa46V40Z9HoVN6VUbdLwPpY3Cpfhbmln4XDGKGD63NSsWsVn/j727AI+rSv8H/s24ZZLJxL2N1CW11N3dW0qBYostsNgu7ssCCyyweLG2SIVSd3d3bxpt3DMZ1/9z3mzyL5AaTWjp7/08zzy5M3Pn3nPOPffcO/PmnGOg9QKbGCFTy+ieX+RdF2WEQqtAQFwAjOLz0QZow8W6In0aOkbGllFQhxjouUKvobIV+RDpd9vdNWUXqYMuovahhcflpmNrSI6k92Ti+3q4AeqIMLqeSaR+0IZp4R9Z8xDb0obWbFsVWJMnlUFN6RLri3M1pFkQDInBlB+RVpEecc/u9fio7MTvjuHtwyjvNQ9/eoh0iHbK0DSAjodIjzHRQGUsylbsi7GG8H8yANTY4uPj4efnd9GHTqdDkyZNaP6cWbNmwePx/GYbl/r8lTwuDEiJ5d+zjb/97W/15m/Xrl00BJ3o9SN6J0VGRmLIkCH44YcfqDcQY4wxxhhjjDHGGGOMsRub+CfPxn6w64sDQNeBxWJBVlYWli1bhhkzZqBbt24oKCjAn8FLL72EHj16YO7cucjLy4PT6aS0r127FrfeeisGDhyIsrKy651MxhhjjDHGGGOMMcYYY+z/NJ4DqBFFRERg5cqVv3hN9JCpDQB9//33WLNmDfbt24fJkyfTsGtSaU2X6UOHDtW7zfz8fIwYMYKWR40ahVdffbXe9cLDw+t9febMmejUqdMVpT8kJOQXzz///PO6/Ym8PfPMM2jfvj2Ki4sxe/ZsLF26FJs2baLeQSJfohcRY4wxxhhjjDHGGGOMsRtP7bCL7ObFAaBGpFAoKEBSn169euG2227D7bffjjlz5mD79u1YsmQJxo8fT+9f7HOBgYF1y0FBQRdd72ISExOv+jOCmOfn6aefrgv+HD16FMHBwXXvT5gwAQ899BA++eQTrFu3jnoEiWHhGGOMMcYYY4wxxhhjjDH2x+Mh4G6AIdVqiR5BN6rFixejsrKSlt94441fBH9qvf7663XLCxcu/EPTxxhjjDHGGGOMMcYYY+zK8RxANz8OAF1nCQkJdb160tLScKNSq9XUoycyMrJuCLpfMxgMCAsLo+Xc3Nw/OIWMMcYYY4wxxhhjjDHGGKvFQ8DdAGrn/VGpVLhRjRs3jh6XUl1djfLy8kvOQcQYY4wxxhhjjDHGGGPs+vPwFEA3Pe4BdJ2JnjJlZWW03LFjR/yZvfbaa3C5XHVzAjHGGGOMMcYYY4wxxhhj7PrgHkDX2fPPP19zIGQyPPjgg/gz8fl8KC0txaFDh/Dee+9hzZo19PrEiRMxfPjw6508xhhjjDHGGGOMMcYYY5eYA4jd3DgA1IicTicOHz78m9dtNhsyMjLw1VdfYdOmTfTau+++izZt2qCxnTt3rm7OoUsRaakdmu5iHnjgAXz++ed1z/38/PD000/jpZdeomXGGGOMMcYYY4wxxhhjNyavlwNANzsOADWigoICpKSkXHa9WbNm4fbbb8cf4d57772i9SoqKi4bKMrOzv5Nj6AlS5agVatWuPXWW686bRw0YowxxhhjjDHGGGOMMcYaBs8BdAMQPWmeeuopeDwe/Jncf//92L59O7Zu3Urz/xgMBpw8eRLTp0/Hv//97+udPMYYY4wxxhhjjDHGGGMX4fE1/oNdXxwAakRxcXHUK+bXD7PZjKysLMyfPx9dunSB1WrFO++8gylTptD7jUkMOVdfmn79uJJh4saMGYMePXqgV69eNJfRvn37EBISQu+JoeBEMOhqNHbeGWOMMcYYY4wxxhhjjLH/KzgAdB1otVoKDk2aNAnbtm2jAIqwcOFCzJ07F39WCQkJ+Oc//0nLXq8X33///fVOEmOMMcYYY4wxxhhjjLF6eH2+Rn+w64sDQNeZQqHAq6++Wvf8zx40GTVqVN3ysWPHrmtaGGOMMcYYY4wxxhhjjLH/q2TXOwEM6NixY10xnDt37oYsktLSUqSlpcHhcKBv374XXS8oKKhu2el0/kGpY4wxxhhjjDHGGGOMMXY1PNxD56bHAaAbgMfj+cXwcDeikSNHYs+ePQgPD0d+fj78/PzqXS8zM7NuOSoq6g9MIWOMMcYYY4wxxhhjjDHGavEQcDeATZs21S23bt0aN6IePXrQ38LCQqxZs+ai682ePbtuecCAAX9I2hhjjDHGGGOMMcYYY4xdHa/X1+gPdn1xAOg6q6iowHPPPVf3/LbbbsON6J577oFUKqXlxx57jNL9a+vWrcO///1vWo6Pj8fEiRP/8HQyxhhjjDHGGGOMMcYYY4yHgGtUYg6cw4cP/+Z1r9eL6upq7N27Fx999BFycnLo9VGjRmHgwIE3ZL1s0aIF/v73v+Nf//oXTp8+jVatWuHpp59Ghw4dYLVasXjxYsycORNutxsKhQJz5syhv4wxxhhjjDHGGGOMMcZuPB7uoHPT4zmAGlFBQQFSUlKuaN3hw4fjhx9+wI3sn//8JwV7PvjgA8rbo48++pt1jEYj5s2bh549e16XNDLGGGOMMcYYY4wxxhi7PK+PI0A3Ow4AXQdyuRw6nQ4xMTHo2LEjbrnlFgwaNAg3Oj8/P7z//vuYPHkyPv74Y2zduhVFRUXQaDRITk7G6NGj8de//hWBgYHXO6mMMcYYY4wxxhhjjDHG2P9pHABqBFlZWWgsYm4d31VGZl9++WV6NJTu3bvTozGpFTXzDUUHqaGQSeHy+OBzu9AuNhABShmSwnV4XzcOqToFPF5AUqWF2iPDuvDB6HdiFpol6lBqdcLl9SE5VIdKuwsuix2hMUpsDR+AHiV50Ktk2BncH928HtjdXizS94bG6UZiqD8ClK1QUO1AO/9ArEciKvzcGGeoRJ/gYMQZtdhubIWmOZVoatSgyu6Gf0wY5DFJWBXQA3KpBHmVNjSL8EeF3YUFQQMh8fND4v+i6luNAzCiWwW2BBsQ4PSgV2IwHG4vpBI/HMqqgMfnw4bQ/hjTwYbM2ABYXR6oQw1IK7cgNdEIpdlI6ZVL/FBsdiKlVRcskrTF+J42VFpd0Cik6N08BCq7P4pNdvg8HkzpFI3sShumZP2I4tDxVL6THPuwpdlkDNFUQuIzIifTjEWtJyDvbAnel20AsqQo6jcaVQ43bVN8RuInw8/RYxHv9iIlIQj78qpQZXWiXRMDWkbqsUQ5DuMNO/CzrgeVbwddFXrnr8WG8EEY27cpSkx2JIX741ypBe8bj2Jr9FCYSy3IqrQhLlhD6S5IMkKnkOKb4JHooHfTMder5FQfJGotekUGUxkNTY1FWmE19jUdheZVeRhdtAo/GAZjZJcYWtfq9GCOoT9aS51QyCRoYtBguW84or0+mB1ueq11dADVEVGewUEaROlV8JVZqO7siBmGAMNZyEMjMSmxCcptLvRsFoId8fej4+q3MbBXKKodHkQHabAtajTsJWYEauTo2iES4YFqqnPtYw30KDE70D5ST++XmZ1wur30ufggDTRyKc6b7HB4vOgYHYAyq4vWE3V+m6ETdDYz1Z8hrcLwo9lJyx3iDdApZBjQORr+Khl6tQpDqE5JaXR7fDBq5JjYPQ4D0n/Cd2GjkGTUQpUq6qWd9nG+yk71VORH7CsiUE3baRKso7LzVVvgkftoXW9RJeRqCR03UU5iPxI/wE8iRVywFkpRtsE69DDtQ3eJHV5rJZ7VdUKbMB26Vu3DIl1bjC5ZiwVJNedBmcWJsdU7cLxHW3i8PgztEIVgnQLKZiHYmlaKrrEGOve6JwdDIvGj+ifqw4DmoXSedIgOQPMwHawuL6W1dVwgNvpFoMSUj2KLms6jJbreCHKY4WeX41SxGUadkspc7A8yOZ0nfZuHYlz5Bvyo74uu8UFIK7VQnRB1a22L2zEsfwXWB/VGRbUdc/3aQuLvhySfHVvDJ6GZ1UXnZcWhowhs0xyLpe3xsG0F3pX3xfB2EVgVeBs6uTzQaVtgZ5MxkFfbITWEULltjhiEPplL0CJED5gBs9ODVtEBMKjl8DMrqE6KPHjLLXhEsRvO5l2QYNSiRWxNYL1ZuJ7KnfJgOQCPtOY4+PLtuLV6M/wMoYDbRcdX6ueHUL0KcomE6oWoM4JIY7NgLaSWcFSWuFBodsBntyI1KRi9E4yArZDOd1EWyeH+KDA74LVbIAuJwpb0UvRsaqS2T5RB25gAbE4roTSLPAwrXI2M4J6ICVTTedQ9MZjaPdFm61RyLFbHw2mxUHsuiPO3dfpZSI3h6BkZDL9qLaqdbioXudQPUn8DViraI0JqhVwehRSpgdIj2rVmLULhJ5Oj2OLEdNderA/qhQHFG7E5fAA6ypxUj8T1QtTRKb2b0P5c1WYo5Apo5BKM6hwN10Er1ImBkAQY0VVtrFlfEV03SaXI07fS3lBanUgI1lKeFSGhdI75qbXommiExOMPVUgUwv2VWKftR+1Z01AtHStJuRHDmoZjsnk78oI6Ub4gkWCy+yDOKJLhyk2HoVkXGHUKbNR0QP9wF3r7BWOyaQt8Wj0G2DYir0V3Soc4Fp3ig+iao5ZLkSOuMy1C8XNCe4S7PIjQKbG/xSR6f0rldnznF4HercOp3Y0KVCPeoMYu+XBklZqREpsMmd1CdVKcVwNahsFbcYbSNsm6Hj6JFEaNAp3iDBiZtxwnmvahYyqtCkd7rQHdM5cgyzAYIb17UFuVV23HV+reUNisaBGqw5iKTdgaORQt1VaoojogVqeG+1QB/BQqNIvrht6FG/CVvBuV8Ua/JLRonk1lo4uLxPqWt6OlSg6pBLC5PJBo/TFf3wetYsohDTDC5fFSvVqqnogQmwtGrYKOi7iGdIw14Fi+CR6vF7sTxgIVVlQ7PSg2O+jcEmXoK9gDu8cLh8OLtYE9Yff3IsDPD684V+M/FaOhU8nouJZYnEhtGkT5E0R9zCy10vnWa+v78GuSQOUjiDJcGDMet9iPwhedgPHmHfhS1gWnSy0I1SroOiPOJ3EObTL2Qt+ijThXZqE6s0HbDr116fDZLRiauRCSyCaQmv1o/1viRiHQVoymITr0zVuDqrYDkGuyQ9W6C0IdSoww78brjk5o7Qd0TTAiragaEl0gpblT0yDItFFIURngjNZTOx+tV1H9EOdPYbUDLq8X0ScyYUxWotrhxqAOUXQ+ifZFEuxH55dohwVx3VyRPB0jM+ZDKZVgnjMJKpkXthOncLDP3+i8LS+34rPQcYj1+jAiZwl+ihiJI22mwZFWAm91BZShoVApVHTd24DWcHVoRcvdnXZ0CgiitmJPWC9E2d1QiQoAYFCzUEg9UXSMxX3FipZ3otTqwt2uXfhY0gWlZieKdA6Mrt6JD1ztcbjQBJWs5h5ybZu7Mez8SqyJGIr2xnCII7k5oCvkLg+1yaKc5FJAGhKFMK2S7quW+ndHgGgrvD5qP9UKGTxVZVDFNqF2Qxxrcd24PTAfL5eJsvbC4fPRdWZF7AMI8XiRV2VHQpAGZVYf9rafgW556+iaKe5hVoYOgjJSgpFZS7DQPRwxTjflbaa9BSr8EmBVedDcXwlYa+6FzxSb6do1OUmBAImM7uUGtwij67g439tt+QA+px0KrZ7aflHfRDl97B2FSL2K7rcik1XIK7NibuQ4akvGZy/GhoTxMAf0RutyK5WVqA/9WobSfdXXEWMBl4fuC7olBWNeyGi6v4j1+fBt6BhE+CvRtMKKtBILkkK0OJFbhbmtxyHOXobZwcMQoJTDfKYYzcLl2NTmTvRweehargjUU91ZFjKQytE7tB/g8+GHuKkI1iigr3bgcL4JkQEqqGQSSORBdN1aHTeWymh/RhmmxSQhpWg7ZgYMxj1ZayGJb4EQk5LaUEV0Wzpu82UdEBVUcy9ntrvR23oI7rgmsBV4YOzdG+uC+8H6v+uyaJN8DjtkoTV1bJGqLbxBwAT7YcjDoqhstjUdi17SxfBUV9D9Qd8dH+Lk4CfRuWATtrS7C33wNYaWbMBxSRdaP6B1S2q3VocMQIXZAU1SczxUuQLwD8T3EWPpGIn89cxLp2uPIsCIaI8GA/NXAV4PvE0H0vFQRcdhw+li2BIG0nVc5OcvksMoszrpvnxx4q3wWJ1QxiVBIs/E0rBhGKPSIr3cCm/CZIwwbqN2Z426I8xSD8ZFeSiP4v40UCWHLDwWO4K6o4f/Ttxq24Flqj6YGTwK9zS3Ur4G5K+B+eQxrO7xKAZu+DdCOrWG6Vw2/KQS6OPD8axvKzznKlB1JgubRjxH56+4L77Lsonq4k+G/hjdJZ3aEfGQajT4XtsbhmA5Rph2QJ2QjPWRw9Bf8SPiA9UwprSi7xjWwmo4q61Y1fVhnK+04WHvPHwbORGucC/us22BRKWlc1IeEQPr0WOQhQchqm9H+GwWGDp3RtnOXbBkZEIdGQpj926o2LcP/vGR8JjNWNb+PozLmAtDcgxWptyPsaVr6ZgZe3TDfv8UtJs0FK6cs1AadFiZOAUjZD/jO2VXSoe41szImA1Z61aYGzwUU8vXQqYPwOrEW9B1wQtYPuJF3G3Yjq2Rg6mcB2cthp/Ngs2tbkP/gJVYHDwY1SVmzAkfgxnlm7EseRqkJjvdWx8rqoa/UoaPdIOQHKzFEMkKDLHsxXJ1Z3hiO9G1cFIK8KVuAJq7zTDZ3fghYACmew6gb5gRvt3V2D78GSRandQmPuHajI3xY+BXqqV7b9F2jynbUHOP7/XgHV9XPFG9CQubz8AE42o6D4LUcki0egS3TcC34eNgN9kRmNIOkEjxsbwHEroNonrbescuOgaiHXZ6vNSGy4KCERARA2fBeexvNRURAO3vW1lvus6Jtuwn9Uiqx3KfD0E6JTLKrbA4PZCFxcBTUYJlfi0BVNUcD/p+78OaDvfBYHZipaoDBjj2I1SngNQQik/1g6kOB5VbsTF2FAaWbqF8ddv7KT6IuAUecxke1m6jfIn1Alsl0/f/PpLN2BTSB/3KtuFEYTVGiBFbquzwC5BDFhSCtU0noMLmgsnhpns4UafFPaQ419pq5JhVORB3+g7Rebo0oCdGRldSXRDfjfJMdkwvWI55YSPofqbC5sba+LE4l1GGVyXbYPHXQNe2A91nqSPCsCJ+PGB30fe/xW3ugdrixCzFQIRHKTHw6FfoFB2A/bGPoEfBeiq320tX4RvvMGpfVkWOwOCKb6n9WG3si2HVu6l9WBLQG149MLZwBeT+OroGT/bfDp/LibEVq7AgeAjaRgVgfNp32NfpXmhCDVCGie8Eekqz12LC8DbhdEwPytqhNKkldOcr6b5AtN3i+5e4vop7MbqX9R6BM0CPoNgmOGtzIUAlR57JQdcZ0caL24c2of7onr0cBcZBdJ9aUG2n7S3t/BAixPVKKav5ziINh9ZPBk1CEpWluC4bfUqqc4tDhyFJ64DZ6cb8qHHQerxoGqqj311MVieVj59KQ3VXHpOMo/kmujblVNhg0Ciw2dgV0gorOpbtQo6sPR7y7MJq+UAM7muC5PvVVOf8JH7Y3+8xdD/wBarS82CrsEObmAj39hNQ6BQI6dIOlrNnUHmuEP6xYdCGGxDapRV9ryg5lIbI3imwH90NfXwENNERyNu4FyEx4bBnnYM6Nh7Z6w5DE26kNlUdYoDX5aK2VKZRIbxLC7jtTvi8XliLK2ArroSxVRP4SaVwnNgLn/ixS/yO5PJArlVRW1qZnkefF9cvp9kJqVyGpU0mIx5LaF2lwR+WUzlw211QtuiE8tMLYS4wwefx0efsVQ7oO6ZCfTgN6pBAKAP9YS3NgJ+05p5PppbRek6LC7WTOnicHnrf63Kj5HgBZCo5glvHoPhQFiRyKTTi+6jHR3kT5VB6shCeimJIVCpIFVIo9UpYS220LalcQtuLSE2GNjwI+XvS4XW6IVPJ4LbaoTaoIFGqad2yU/kISg5HdUE1XBYn3BY7NE0igJxS2CvslFZrQTlihnZDydFMSFUKaMO0cJgcCGgSTGkS+9dGBaNwXxYkUgk0wRo6RwRLXint12lxwk9qpeucuEaI/Sr+l26P00v7cdmq6TP+kTpU55sRlGSEvcKK6ME9qP0TZeKotFB5SBUS2CvcCEyOgaPSTMdPplZQusT+a8pTQmkTy4EdOwArD0Nl0NA6UrkUEqkfzEUW/FHEPQO7udV8u2KMMcYYY4wxxhhjjDHGGGM3jZsyADRjxgwarkw8rqY3Tu1n+vbt+4vXxfPa98Tj6aefvqr0iPl9Lvz8laSpsrISn3/+OcaNG4eEhAQaMk6pVCIqKgrdunXDCy+8gCNHjuD32LNnT11aJBIJMjIycC1Ej6TaMtq8efM1bYsxxhhjjDHGGGOMMcZY4xM9Lxv7wa6vmzIA1NgWLVp0xeuKQM6GDTVdrq+Ey+XCa6+9htjYWNx///1YvHgxBWgsFgucTify8/Oxe/duvP7660hJScHUqVNRWlp6VemfM2fOL4I3X3/9Na7FBx98gC1btlzTNhhjjDHGGGOMMcYYY4wx1nB4DqDf4ezZszhx4gRatWp12XWXLl1KgZsrYTKZMHr06Lpgilwux5gxYzB06FCa+8ff3x/FxcXYvn07vv/+e+Tm5mLevHk4duwYNm7ciLCwsCsKMInPCHFxccjOzsa3336LV155BVJpzZjpV+PHH3/EE088cdWfY4wxxhhjjDHGGGOMMXb9cA+dmx/3ALoKBoMBMpnsqnoB/fTTT/RXDN92KV6vF1OmTKkL/nTv3p2CTAsWLMDdd9+NAQMGoEuXLhg5ciTefPNNnDlzBvfddx+te/LkSTz00ENXlJ6VK1fW9RgSQR8hLy8Pq1fXTIB3Nd5++21Mnz6d0s4YY4wxxhhjjDHGGGOMsRsHB4Cugl6vR79+/Wj5559/vuz61dXVWLt2LS0PGjTokuvOnDmzLggjgj/r169HUlLSRdfXaDT47LPPqIeQsHDhQprb50qHfxO9f2699VYEBQXR86+++gpXKicnh+Ym+sc//kHBHzGPEGOMMcYYY4wxxhhjjLE/D54D6ObHv9xfpfHjx9PfQ4cO0fBpl7Js2TI4HA40adIEHTt2vOh6Yoi4l19+ua6nkBjeTa1WX1F63nnnHfj5+f1mbp+LzUe0fPlyWhY9iURvJhHIEcTrYni5yxGBr+bNm9PcRELnzp3xxhtvXFFaGWOMMcYYY4wxxhhjjDH2x+AA0FUSAZPaHi+X6wVUO/zbxIkTL7nekiVLUFhYSMu33347zfdzpRITEzF58mQaDq42mHMx8+fPp4CUMHbsWPorhp2rnRto9uzZl93f0aNHYbPZoFAo8Pzzz2PHjh1XNPcQY4wxxhhjjDHGGGOMsRsH9wC6+XEA6CqJYEePHj0uOw+QxWKpG9Jt0qRJlw0A1bpcEKc+c+fOpeHgxDxBl1Ib4BF5qB3Krn///nUBnCsZBk4ul2PatGk079Brr71GzxljjDHGGGOMMcYYY4z9uXAA6ObHAaBrGAZO9H652LBpK1asoJ4yojePGCbtUsR2BNGrpm/fvmgMGRkZdfuZOnUqpFIpLYu/4rlw+vTpunUu5plnnqEh6hISEholnYwxxhhjjDHGGGOMMcYYu3Yy3ORETxUx901DB4Aee+wxeL1e6r1z7733XnT4twkTJlxyW3a7vW4uoYiIiCue++dqfffdd3XLt9566y/emz59Oj744IO6XkC1PZzqUzv8XWOoncuIMcYYY4wxxhhjjDHGWOP3AGI3t5s+ADRixIgG32ZsbCz16tm3bx/NA/TrAJDo+bNy5corGv5NBKd8vpoTLTQ09JLr5uTkoLy8/JLrtGzZknoSXSwAlJSU9JseSZ06dUKzZs1w5swZmidIBIP8/f0vuR/GGGOMMcYYY4wxxhhjjN24bvoAUGMRvYBEAGjjxo0wmUzQ6/V1761atYrmAIqJiUGXLl0uuR3Ri6hWbSDoYp599lkafu1SMjMzadi5C+3atQtpaWn19v6pJV5/8cUXKd1iTqH6ejU1NpF/7gXEGGOMMcYYY4wxxhhjjY97AN38bvo5gERARAQWruRxNWqHdnM6nVi+fHm9w79NnDjxsgGNCwNHF5tP6FrNmTOnbnnatGn1rnNhYEgMA8cYY4wxxhhjjDHGGGOMsT+vmz4A1FjEUGqtW7em5UWLFtW97nA46gJCIgB0OTqdDuHh4bRcVFT0ix5B9Q3jVl/g6qWXXrroZ0SAat68eXXPk5OTKSj160dCQkLdOnv27MGJEycum3bGGGOMMcYYY4wxxhhjf94eQI39YNcXB4CuQW0vIDHkm91up+U1a9aguroaUVFR6Nat2xVtp2vXrnXBo23btqEhrVix4rLzBtXnyy+/bNB0MMYYY4wxxhhjjDHGGGPsj8NzAF1jAOiVV16heXPWrl2L0aNH4+eff65770rnsxkzZgwWL15My+Lzffr0QUMP/ybS8s0330Cr1V50XbfbjTvuuIN6DYneRm+99RYUCkWDpYUxxhhjjDHGGGOMMcbYjYF76Nz8OAB0Ddq0aUNDwaWlpVEAZ/jw4Vi2bBm9N2nSpCvezpQpU/Dkk0+irKyM5t95+OGHkZiYiGslev6IHkCC6I0kgjuXI4aLE3kpLS3FkiVLriofjDHGGGOMMcYYY4wxxhi7MfAQcNdo/Pjx9FfM+7Np0yYKukRERKBHjx5XvA21Wo3XXnuNlkVvottuuw1ms/mKPmuz2WjOnvrMnz+fevMIU6dOvaLt3X777XXLIhjFGGOMMcYYY4wxxhhj7ObDcwDd/DgA1EDzAJWUlOC555676uHfat1///0YO3YsLe/evRudOnXC4cOHL/kZMfdQ586dsXr16rrXLtzv7Nmz6a9EIrninjwjRoxAUFAQLa9btw45OTlXlQ/GGGOMMcYYY4wxxhhjNz6319foD3Z9cQDoGokATExMDC3v27eP/k6cOPGqtyMCNz/++GPdZ8+cOYOUlBT06tULH374IQ3lJnr6LF26FK+++ipat25NQ86dOHGC1g8ODqZ5e+Li4uj5uXPnsGvXLloWcwqFh4dfUTrEnD9iSDrB6/XSvEGMMcYYY4wxxhhjjDHGGPtz4TmAGmgYuA8++ICWw8LCKGjze6hUKixYsICCLi+88ALy8vKwfft2elxMYGAg/vKXv+Cpp56iIFAtEQyqVRvQuVJiCLpPP/2UlkVaXnzxxavu0cQYY4wxxhhjjDHGGGPsxh4Cjt3cuAdQAw4DVxsMEkOuXYs777wTmZmZFAwSc/K0atUKer0eMpmMgjyi989dd92FH374AefPn8dbb731i+DPhQEg8ZkL03clunXrhqSkJFrOzs6moeAYY4wxxhhjjDHGGGOMMfbn4efz+TjMx24YtT2Nzj44CeFdWuDgx2sx67GPMfWVexHVJQLFx0oQ3j4Mu5ecRf6Cpej9/J04c7oMUQYVgpsbEdjEiKIj+YjplYiczWnQReggVUhhLbUiuGU4So4VYNXTn6P349ORNLo1XBY73BY7gtsmIGPlIUR1T4SlsBwRXVvRX2e1BdU5xYjo1gonv98Ba6kNbrsbLSe3Q+7ODGSfLkNccyNCWoZCFxUMlTEAlsIylB7PhbFFJOVF4a+Fn1SC0qMZ8Dg9SBjTDVueWYiYHtGQSP1QeroM/pE6FJ8oRdOBTWHKrYIhMQTlZ4pxYl8+xv5rHE7P3YmgJCPS16aj/T3d4SeR0H4KD+Yi5aGhyN10ENlbs6kMpHIJ/KODYC2uQnS/9ig9mk75NjYPgb3CCrlahup8M6oLqtHu7t449u12NBnUDA8nPIAvq+fihZgZGPuPGWh1SwqVoTZMi/ghKSg7nglHpQX6JmHI3nAGiaPaU75MWQXI2ZqF0mIrBj4/DF+2vR+VVhceOfRfHJu1B50eHYCSQ2k4tuwsUqa2RfGRPET3SqIyCm4dDUteKZV/5bk8VOdVoiKjAkmj22BOv6fR79W74bK5Kc1R3RNgSI7B+U2HoDbqkbb8NEJaBUOhlcNpcaHkRCmSRjbHuVVn0O6enlT2cq0K5zcegaFZJE7NO0xpMeeV0DER5Ze3OxudHhtBr1WcyoZEIYOlqBqBTUIQ1rszTn25DDKVDKbcakR0jsHReccw6O2J2PvuSjQd1Ay5OzOx9NnP8fdzXyF9xSHkHyuBMU6PsmwTWo5MQsaGTKorBfuyEdUjgdIg0ui2O+GxO+k4hLaLRkjnVshdt4fq0Kr3t6LXpJaIHtAZ0gAjPvcfiFv3f4yDn26mup8wpju2v/gzuj07Apkr92HW9H/j/tWvYO1t/0aPd+7HT/e+j5Fv30/H7czGLBhCNIgfkAiFXkPHLbxDFMwFVfB5fYgb2A7KQB2Of7sJDpMDcX2TkL05DSkPDMQ7kbcio9iMe//7MNr9pT9eDZmKBzf8E7NHvIynzcux88W5dGxaTGyLM4uOI7pbJB2f3f/ditAkA21PoVXA6/HSedN8XGvK93OdnsSnlgXIWnMI38x4F/f//Cwdv8AmwVg9+Q1UWJ0I9Vei76ynoG8SAYW/BsUHztA5+N/Y2zDys0egjQjEG93+jreLv6dyiewYTtsQ9clWXImgFnE4PX8vlHolApsGwVxgonrV6taudKztZdVUj02ZRZBrlbCWWlCZWYnFL87ELR8/Aq/LA3ORFZ0fGwxrYRnVpR/6/h2jv/871dWCXSehDTegMrOEzuGY/u1wYvZ2+En96Bzf9dZszNj7IVwWG8pP5VL9c1SY6RiEdGqNbU//AHu1A9GdI7D/+S8x4PunIVMpcHDWAZz/eRmdP7f8/By9Zmgeh00vLkXr8S3gHxNG9fbs0lOI6x2DwsNFSP37SMiCI3D228VU3uXnytDmrv4o3HsK1mIT1ME6yDUqlBzPhyZYDZlKDv/YUGRvPIUW03riP/F3YNQHD1E7tOLfszD900eROKojPC43yk9kIqp3OzhNVnou6mxAs3jsfeNnKPUKhLaLorIM79IcmWsOwz/CH3n78hDczIjCw8Xo8GAfbHhjDVJv74DP+z+LaXOehFRR8w8SUrkMDpOd2hDRpgYlh6P8bCEiuiSh5Ggm5cVaZkWTYR1x8OP1CEoMgqXYArVBBf/oQFRlV1BZi2OsDfOHz+NFwYF8hLUNpfZetKehrYLhNLsQN6AlstYdR0BcAIKax+Hs4oN0XRDndkyvZDgqzdCEG5G5+ihi+zaDKasQsYO7YMcri3Dw07nILrXgiW1vouJcCXRhWlRmVcHj8sA/QgeF7v/XcVGG4nxQ6LUoPZ6NA2sz0LprFKK6J6PoYAalv/mkVFSm51HbJJHLINeqqY691/MfeHLPuwhIiIKz2gqv003lIPKVsyMXzce1ROnJIoS1j6I2bt2/Z+Hp7Fk4+tVWzH/2czyy8kVIVYr/bVNF54Go8yI/Mq2ajqVIX/ygFqg4mw+lXoWSk8VoMqgl1QVRjgFNgqksYvql4MgXG+n6eXhzNrpPbAl1aCCOfL0XScMSUZldSW2yrcIOY1IQ7VekrfnU7rAUlOHY7H1oPb0j1RtLQSXVQXGt9Ti90ITqaR/Ct5PexF0/P4vYod2w983FiOnVhOqFTKvCmYWHsfjVr/D49rdgLqhE/JCOqMosgH9sGOxlJuRtP4V1j3+K3i/fRWkP79QULyTfj64PTkPnfnGISE2GNjwIZ3/aQe2CJtSAnW+thc3jQ4eJLemcCO3SCmXH0qAM9Mexb3YgomM41t/3Icateh2rP96J1IHxVI/FeW1oGoiSk6WUr5IjOVAZVGgyYRBOf7MCugg9nRuzJr6JR498DJVRj4zl+yDXKhDZrQVyNh2jevvh8Ffx/MlP6N5CtLsiTTKNito3cZwNLeKQtvgA1avK7Croo/UI69AUx7/bS+Ut6q8hIZTOk6ieLZC17hjSDxeh78O96Bgf/nwb5UEc29COzXD0q82I7ZWA4z8eRmyPaJzdkoM2o5Jp36WnCuh8jRmcijM/bqL7BtGGhnWIo3uinK0ZiOgYSW3jQ4eOYVdWAfzj28LQ9+84OTwXd5r7oaTKDnOlHbcMSMCi3TkoK6iG1+2Df5AaiU0M8FfJcPBEMR1rXaAKXq8PxTlVcNicaNclhv7L8HxWBb0vkUmgC1AhN60M2gAlEpJq/qnJ5vRgePsIfLP8NPp3jcHqLZl07QoI1uCWfglYf7wIZ44XYdLwZjiUVYGc9DLal0iXQi2HVCrBKsMaDC0bjNK8ChzrfQpjqgZCr5YjK6McD4xtiTuqN6Hz2hDYLS78ZXIbzFp2CiHRAZjQJQY/7c5BZYmF8iS2WVVqxbsPd8dnWzKwMGA9Wm9qhkljWyO71IqMzAo4HW6Ir1XmChsmjm4Bp9uLvSeLUVFkgUItg0orh1Itp2327xaLgko7fS4wVAupnx/ysyvos/GtwlCab6I0OczVCIoMxs5OJzG6oCuyT5VguWsOVt/xDlYeLsBPurV4QDIKraMDcDCrAu1iA5FbbsXKlSegNfhDIvGDWqeEx+OFrdpB+/eT+EGrV8Lj9qJ9cjA278im15JbhOL4wXxU5aUjoUt72n9wlJ7WyzhyHtMnd8CClWcQHOlPx1KUtSibvHPlmDCyGTYfyKfjZjHZERodgHGpMfh84XEER+rRt0041u3PhVQmoWNTXlANi8lBZWKpEumSURpatwnHyRNF6N45GrsO5MHfoIbV5EBQhD+qy21UtyZ0iMKjb65E78HtcC6zAnKllI6Py+GGLlCNkDAdcrMqYIzwp3TfMbUjlm7OgEwuhdfno7yLY1ldbkVci1D4axUoK7fCGKRBZlopJFIJ2rYOw/GTxVQ3wyP1VLcG94rHqk0ZVD/MVXYM6BKNHceLkBQbiE9129FpSxN0SIlERm4VIkJ1KCg2o0NyMI5klEOulFH6izILYYwOobzqDWq0iAnA4bOlVC56vQomk53KcF3rM2i7Mhyt2kfAZHPBarJDpVHAYXNRHRNlJ46PkNo1BidOlyDAqKl53eqkvIr9mUvzEd+uGeVXnDfi9f7tI6mO7Nx1Hv16xWHbnvMIjzfQOuJ4VhSZqYxiwv3pPBX1WPzNy61CYIgWKrkUczyLMMYyjPKlVspwZPtJTJvalerAPcOSMXdXDlKTgvG3459i9YCnMCnzRzyJIdCpZFi+IR0uhwf6YA26t49AgEYBs92Fg+fK0CHRiHXbshCTYETTUC3WbczAP+7siNlbMihvSpUMhVkVGDQwEWVmJ8x2N2w2F1ISgtA0VEdthVqnQGS4P/q1CMWaY4WoNNmpDotjcTSzAjazk8pItDnJ8f9rq86W4s4BidiXWY6X077Ag2F3oHPTIDjcXlRZnTiSWQGr2YEurcIQEajGF9/tw874LZiquQVNI/VIbWrEJwuPYcyARDomCcFajN75ASZ6RqN1XCCVocj7zmOFdd91RR0Q56OouyI9It25pzIR1jSW0ruj5V70Op1K64rz12FzQ6GUUpmP7dsUPy47jbhmwbi/T1O8NOcg1YvC06cg1+rRsW9btI0NxMaDeVReXrcTEQmhyBbXPF0QopNDUVVmhVIlh9pfAX+dEk6PF5XFFpScL4Ux2ogm8QZEBKqw42A+taWifZsyOAlrDuVT+6TRKaktGzE4kepHRrEFraL1SA7zx7y95ynd5UVmPDG+NWZuSkdhViUkMtH21LQboj0Sx1TUKZlCipLcKhjD/ak8xL5qysZG+Y5vFUptxtCe8bA53diwIxvWaie1nYI490U7sr/9XvTJ7IUtTbbhXsV4KvOcEguKciqR0CwEUokfDu/OgkyhgNvpxK6EbXgq5k6cyxbttwe9OkRi2eo0OldUGjnKCs3wur2IbRGCbknBWLjqLPwkgEqrqGm/NHLYrS5aR6NXYkP4egwuHUztlqhnIl0VhRWYMLYt1m7LgqXKjpCYACTEGZD0v/Nr/vLTiGsRgpwzpXA7PVAoZdAEKOl8Pn+mFF27x8KoU2Djrhwqq4hgLX3u1IkiaoPFfsTxiW8ahJycSmqv4oI1dH7s2ZqGv85IRUGlDWmFZiSF67Bpby5CI/X4unQWJimm0Lm4TL0M07VT8JNqFWb4RuHTkjlY2PdJzN2WidK8arhdHoTHB2JYp2gcz63C8RNF1P4c6HQQI0r7U5sRGhtI15sQfyXigrVoHqbD/H25CA9UQSmT4OXsb/Bhq/txOt8EhUyC02dLsb39Udjyi2Erq8I7KY9g8dJjSEiJpXwbI3Q4fyob7Xq2RGG+icrj9K7jMERFU/tQVmSmdNVenysKqzB4cDO6bohzLCk5GLs3HoMm0Ii7J7bGZ98dwO2T22Pj4Xx0aR5C7c66g3k4/PGjsJw/jo7BBqx7/T6c+mE7mk3qitwtx+j7pvieI+53v7v3P3j61OfI3nii5vtlkxC82/0pPHfmCxTuP0f3neJ+PqR9Ev6uGYf75z+NH2e8h6cyv8GrUbfhL4uepfvg2IEpqDx7HlWZxXCYnPQb0H+GvoIXTnxMv4k4LU6YC6phaGrAktvfxUM53+H4t5vpdwSPzUnfJcV9tLjfrzhXhOheLVG0/yxiB3ag32oq0ovpO5q9wk73qlXZVYgf1Br2siqUnSmiez/xPTB/TzpaTOuN/B3H6PchtVFHvw8odHK6Fxffz8T9In2/2p9N96Qqo3/N+VZthdPshEwto+/n4nce8Z1OfC8LiDPSb1C6KCNMOaUwtoim7/9FB3Mg18rpflZsR3xH1UUEUl7Ed5/C/enQGDX0+5T4rqUK0uPlDo/hiWUv1H13FOUnykYbqqXvjuL+W5SD+H1KfA8Tv+PlbD5Dv3lROsXvfDY3pVP8niB+IxS/2Yn0iPVD28Wg/EwBfSesvXfOWX8IoSkJlH9RZoUHc+gevnZ/LouD1hf7FeUm6ogooy+Gvognz8yk71v2Kgc0wVr6/UEcg7COzei7n6hLolzEsfd6fHBZXFSu4nuUyIP4TUKkTZS7WLf2NzD/2BD6Xtfi6yWUr8b4+b72uvTQT0fQ2D6e2I7+chji+uAeQIwxxhhjjDHGGGOMMcYYYzcZDgD9T3x8PEU+xd+GsGfPHpqXp2PHjggPD4dCoYDBYECnTp3w2GOP4cCBA5f8vMvlQvv27SlN4vHee+9d0X6rqqrq8hIQEICsrKy69/r27Vu3vWtRUVGBN954g4aKCwoKoryJPI4cORLz58/naC5jjDHGGGOMMcYYY4zd4Dw+X6M/2PXFAaAGJubuGT16NLp27Yp33nkHBw8eRFFREQV0KisrKfDz/vvvUyBIBEzEHD71kcvlmDVrFv0Vnn/+eZw9e/ay+7///vtp3h7h448/brCAVq1du3bRnETPPfccdu/eTcEgkTeRxxUrVmDKlCkYPnw4qqurG3S/jDHGGGOMMcYYY4wxxhi7chwAakCi109qaiqWLVtGzxMSEvDiiy9i5cqV2Lt3L9auXYvXXnuNXhdEwKRdu3YUVKmPeE98XrDZbJgxYwa8Xu9F9//tt99i7ty5tDx16lRMnz69IbNHvYlGjBiBgoICyGQyPPjgg1i9ejXl+/vvv0eXLl1oPfFaQ++bMcYYY4wxxhhjjDHGWMMR84s19oNdXxwAaiAZGRkYMmQISkpKIJFIaIi0U6dO4ZVXXsGwYcPQuXNnDBo0iHrynD59Gs8++yx9TvSgEZ87c+ZMvdt9+umnqbeQIAJFoldRfc6dO4eHH36YlmNiYvDpp5+ioYm0i/SK/P3888/Uw0ikXQR+pk2bhh07dmDcuHG07tKlS7Fq1aoGTwNjjDHGGGOMMcYYY4wxxi6PA0ANQPTKmTx5Ms2/I8yZMwfPPPNM3fBtvyZ6z/zzn//Eu+++S8/FcGmix4yvnjERxbpiKDilUknPRY+gkydP/mIdMQSbCMCYzWYKzoj9BwYGoiFZLBYsXLiQlidMmIBRo0bVm9bPPvusLt+iVxBjjDHGGGOMMcYYY4yxGw/3ALr5cQCoASxevJjm9hHuuusuCsZciccffxy9evWi5f3792P+/Pn1rteyZUu8+uqrtOxwOHDHHXfA4/HUvS+CQvv27aPlJ598En369EFDO3ToEOx2Oy2LuYsuJjQ0FG3atKHl48ePN3g6GGOMMcYYY4wxxhhjjF07DgDd/DgA1AA+/PDDuuWnnnrqqj779ttv1y1fati2J554At26dasLFtX2Htq2bVvdNlJSUmiOocYQFhaGl156CXfffTfNTXQlRLCKMcYYY4wxxhhjjDHGGGN/PNl12OdNRQyNJua+EUTPl+bNm1/V51NTUxEZGYn8/Hxs374dlZWV9Q7fJpVK8e2336J9+/aw2Wx4+eWXMXr0aNx55500BJ1araYh1xQKBRpDUlIS7fNyxBxBx44dq5uLiDHGGGOMMcYYY4wxxtiNx+P1Xu8ksEbGPYCu0Z49e+B2u2m5c+fOV/15Pz8/DB48mJbFsG61Q7nVJzk5Gf/6179oWQSBevTogfT0dHr+zjvvoEWLFrgRekOJOYmE2nwxxhhjjDHGGGOMMcYYY+yPxQGga5SdnV23nJCQ8Lu2cWFPmdqAzsU88sgjdXP8lJeX098RI0bgwQcfxPV25MgRvPnmm7Ts7+9PvZOuNhjGGGOMMcYYY4wxxhhjrPHxHEA3Pw4AXaPaIIwQEBDwu7YRGhpatyyGgLtckOT111//TVDoehND2I0dOxZ2u52ei+HijEbj9U4WY4wxxhhjjDHGGGOMMfZ/EgeArpEYiq2WUqn8XduQyf7/VEw+n++S64r3X3rppV+89sQTT8DhcOB6KSgowMCBA5GVlUXPhw8fjscee+yqt3O5vDPGGGOMMcYYY4wxxhhrGNwD6ObHAaBrdGGvn6qqqt+1jYqKinq3V5/33nsPGzdupGW9Xk9/jx8/jhdffBHXawg8MSTdqVOn6HmXLl0wb948Hs6NMcYYY4wxxhhjjDHGGLuOOAB0jS6c9+fC+YCuxoXz/iQmJl50vaNHj+K5556j5aioKOzcuRMajYaev/POO/T8j3T48GF069YNaWlp9LxTp05Ys2YNdDrdH5oOxhhjjDHGGGOMMcYYY1fH7fU1+oNdXxwAukapqamQSGqK8fcGYHbv3l1zMCQSdOzYsd51xBBvt956a91Qbx9//DFatWqFV199lZ57vV7ccccdsFqt+CNs2LABvXv3puHfhJ49e2L9+vUIDAz8Q/bPGGOMMcYYY4wxxhhjjLGL4wDQNTIajRT8EA4ePFg3FNqVOnToEE6cOEHL3bt3p+3V5+mnn6ah3oTbb78dY8aMoWUx1474nHDu3Dn8/e9/R2Nbvnw5RowYgerq6ro5f9auXXvZ4esYY4wxxhhjjDHGGGOM3Rh4DqCbHweAGsBDDz1Ef30+H1555ZWr+mxtDx7hgQceqHcd0bPmgw8+oOXo6Gh8+OGHde+JXkPffPMN1Go1Pf/kk0+od05jEfMPTZw4sa4nkuh1tGTJkrr9M8YYY4wxxhhjjDHGGLvxcQDo5scBoAYwadIkdO7cmZbnzZuHmTNnXtHnPv30UyxevJiWU1JSMHXq1N+sU15ejhkzZlBwyc/Pj4I9v+5pk5ycjH/+85+0LNa76667YDKZ0NDOnz+PCRMm1AV//vrXv1J6ZDJZg++LMcYYY4wxxhhjjDHGGGO/HweAGoAIzHz//fd1gZn77rsPb7zxBtxud73ru1wuvP7663U9h3Q6HWbPnl03l9CF7r//fuTl5dHygw8+iIEDB9a7zUcffbRuKLqcnBz87W9/Q0MTgaXKykpavuWWW/Df//6X8s4YY4wxxhhjjDHGGGPsz4V7AN38uOvGr1RUVODJJ5+8osJ77rnnYDAYaDkpKQnr1q3DsGHDUFZWRu99++23uO2229ClSxcEBQXR63v37sWcOXNovh5BBI3EEGqtW7f+zfZnzZqFBQsW0HJiYiLefvvti6aldii4du3awWq10vL48eMxcuTIete/0jyKYekSEhKwadMmGopOEHkWrx8+fPiSn1UoFGjZsuUV7YcxxhhjjDHGGGOMMcYYYw2HA0C/IoZOe/fdd6+o8MQQaLUBIEEMA3fkyBHqqbN06VKkpaXhxRdfvOjnhw8fjo8//hjx8fG/eS8rKwuPPPIILUulUuohpNFoLpkeEST617/+Rb2BhHvvvRcnTpyg4NOvXWkeRQBJBIC+/PLLXwTJevfufdnPxsXFUT4YY4wxxhhjjDHGGGOM3Xg9gNjNjYeAa2BRUVHUo+fAgQM0DFvHjh0RGBhIQRzR26dTp0544okncPDgQaxYsaLe4I/X66WeQ7Xz+Dz11FPo1q3bFe3/4YcfRp8+fWi5sLCQglENQQS2GGOMMcYYY4wxxhhjjDH25+Dn8/k4zMduGLVzCr279Rw6RAbgSKEJB7MqcE+3OPTwnsO7ecFoEqRBYbUDMQEqmBxuyCUSDNnzEdZ1/SuUMgkGHv8Wq1reAYfbi2CNHKdLLbjfswfmowfxXsJd6N00CO0Wv451g/6OaepM2I/uwIrmt2Oc8wA+cbam7d1ZuhzH2k1DStF2HAjpiU6WI3Ac3YHtHe7FnL3n8blqA94JHIunzCuxJmkqeq57GwGpPbAluDf62Q4DEikm7tZiWpcYODxe6JWy/6VHQWn8YmcWvmxZjCWydpD6+cGglmPp8QLKe5e4IEzwHcWzuTEUhU+JCUTXr55A4ROfYF9eFf6S/R1+TJ5B2xqtzoH7fBp2RA3Bz0fz0TMhGOU2F0rMDtyz812sGf48ppWtxrvyvgj1V2LsjvexotdjOHS+Eu8ml8HntOON0qZoFqLDsQITXtQexlfybrjbthV+ChWeLmuBh3vEY216GfIq7XjavgZSQyiONxmKt9an4fF+idh5vgLFJgc6xQZijPsIvBUlkEXEw2u3YKa9Be4LysMqTwJWnypCRKAa1XY3hjYPxfGiatwnPwZvdSV2xAzDgsN5aB6px8rDBRiVEknvfetrh/wqO7rGBmKg9wzcBVn4j183pETqsex4IW3rU912vKkagufUh7ArahAWHc3HxHaRKKh2IEAlw6ZzZYgN0mBG4SIomrbCMmkbjFFl42dbLFYeL8TMrj58lG/AvoxyDGwRitgANeweL8K0Cny4NQP/Mc3Hk4FTML5dJPKq7bhbdRaVm9dgbue/QuLnh8M5Ffi46Xms0XahPG06WYzl3U3YHdAZeSYHlWtCsBYurxeFJgeMWgVO5FUhKdwfTQwamJ1uxAeqUWV3Y1d2BQYkBmNvbiXC/ZVoGarD/jwTEoLUyKq0YU9GOUa1iUCp1YkInRIrThSiTXQgvD4fre/2+BClV6JzxjK84emGf1QuwrJmt9O+92dXQKeSw18lg1ohRZRehW3nSpEU5o8qm4teC9EqYNQo4PX6UGB2oNrhxsOa05gvaYdVxwtxV9c4pJVb4PEC93j24mddD0rjyWIzJvnn4oeqSEz1HcXblUkY3iwUVpcHnc6vpbr0SkVzxBs1cHl8lJ/FRwsQpFMiu9SCrglGnC4woWmoDq1CdfD4gH3nK9GnqRFGtRwZFVa4vD74K6TIqbLTeZJeYqG8BKjl6BIdgKwKG+Wp2OLEKM8xfOdqjmn23dgT2Z/KTrQZTrcXT3i24mv/gcirtOEFv23YGD+GPivKyGx3IypARZ8T9XdnXM0Qmr3M+3EqrDsO5ldhSsFSSEOicDC8D9oemgVrTi4MQ8djoT0e4p9mxPF+OTQD3/vaYMKJryDRaPBN1GTcmf099nS6D71Me+HOz8TP0WMxybEPx6L6YmNGGbrGBKLDvpl4VjECneIMGLbtfWzs+zjWny5Gr6RgOn5SiR9aROjpnCistOHD+BxAJsciSVuMLlmLLTHD0WXz+zg/6mlI/IDk7I14sawZeicYMbB0C+ZpumGaNgfPnTPgVcNJaq+OFVXTMXZmHMcbutGIClTjXtlRzJWmQC2X4kRhNbUPo9N/hCI5BQcDUtA+Zz2WBvREM6MWX+7JxshW4cgz2dEuXI8WJ3/CrICB0MilyKmwoaDShgHNQvHdnhxK//dtS6g+ibzbTx2EMqElvFVlVN7z4m/BdM8B/KzqgknqLOxWNEeqNB/LTMFwebwYee5HvKQYiqnto9Di4GwMT2+PFVE7cSz1PqqvI0w7IAuNhtdiwjxvS3SI0KPpycXYFTccu3Mq8Jh0P3x2C3wuF/yUKszy74dR696CsXdvSPwDqT3emVGGN7T7qSxFXRVtgchbyxAd1a3mwVo03/4xDqbej47Hvscz3n54U7YVrtIiaDr1pfqyXdMOP+w/j2GtwjHo8Bd4XD4ag1uG0XuivR9evA4bIofAZHdjvHUXFmu7IaPciiFJIWhnP43/FoVSXR6LU9RGf2JvQXlJL7cio8yK5wNOURnZ3R4sPJCHRV2r6Rxb7k3CsOrdtB9RP1eeKYbZ7oLN6UGHOAMdk8k4hozIHojd/z0qDh3FvnEvIsJfiXVppfhHeB61x4vVXTCmbAP2NxlB20o1HcBthw0Y0iqM6v83wSNxr+IEFsnaY2TWTzjUdjrkUj86NzPLrXjEtxvfa3vjdlUavrElYnrRMswOHYk7PfvhJ1fgfWtLdI4ORIXNhWKLA/2aBOHhBcewrF0eXAWZ2NJmBgaWb8O/LG3QIlSHsdU76Dz+fEcWvk46j6XaVORU2vBA5Sr8FDUGJRYntRu7cyrxbNA5vGtKpnZ2ht8RLFd3hk4hRZnVBYNahv25VXjMvApnOt4BlUyCaqcbKSW7sDeoK06WmJFg0KBn0SZ8p+yKSSe/woGeDyOtzILiagfigzSQS/ywI6MM//KuhTw2Ge+aWyBUp8QdxiK4c87gbPIoNMvZiC1BPWB2ehAboEKrM4uxPnIYBpt2AW4XtoT2hVwqgcPtoTo2TJqOynWLoWvdDhJ/Ax3LL8wJ0MglmC4/jY/NiXRdEvcOi4/kY3SbCAzIXITZwcMww7IVi4IGwKiRU3nmmux4NDgPB7St8c2eHLwfdgrfKrvhZL4J/ZNDKE1TA4vgPLkXilZdsdEZhdY/vYJZ3f6Gp8ILcMtuFSZ2iMJYyy7si+hH7e5fp47Gif27kJSSiqNv3wdpgBFz0B7NgrV0bkxQpMPn9WCDrCW1tXdUb8LG6OFUVqLcxbm81NWU8lPt9FA7rpRJEaFToGnOZkh0gVjkTsSZYjN0KhlSowKxJq0EITol7nbtwmfSVPRrYkSR2YEqh5uuTwlBGhwsMNF5Yna40TxEh13nK2B3e9EpMgBnSi2UPpGeqaoMKg9RP8V1XaeQIafKhuH2gzgd0ZPuI8W5fa7MgkSjltItzhXhcKGJ7sN6xQWh/bkl+FLTFz1iDXQNFuWdVmpBl5hAOq/TK6xU5/5rb4VIfxXdo56vsmOi9DS1caKN8VSV4WzicDTLWEPXT1E2c61xlA+VVELpFfX1VIkZ3WMN2JxRhmahOsqzyKO4Ju/JraR7n4GJwehqPwFPWSH2RQ2g6614iGMm0na7fSdmq7rTtfJl+U58ru1PeXrAt5/a77GSM/jJlYysCiv0KjkKTXbYnG5UWV3o3yy0pi1LL6X8/ze5GGuV7TDYdRyz7UmY7tqL58qaIzU+iMp/Z3oZJrSPxBfbszC3Qznd+4lrrLjfFsd889kSug4ML92AJYZ+tG1xbzw+/QesbXE73c+kZK3Em67OaGrUYE9mOd3P6lUyunYL4hot7k9GlW3E6pABdE8tzomRsgw8elyHjGILHu2fUNdu78kqx4iW4dT2j24RiqbHf8Y9BW3wZdhhLI8YjjKrEzNs27E/bhgdvw656+n4nEuZhsRDP0Ae35zKVtx3So3hWBU+lNLZsWwXlis70HKnqv04HZqKxGMLsC1+NB1vca1IyViOdeGDMSD9J5xOmY7mh77DvIjR1H5uSJiIoZ4T8LmddM0ZY99P+3nSkorxbSOpDhSbHXQ9aHluOb5V96R7xIE4hy2SZDrGHp8PW86V4g3lLnyiHYBovQqji1ZhcegwjC1dS2kV3yu6Zi6j69zdukzs17aj7zLfWJpSfRPlmhKhR9vqo/Baq+k6I+p9qFaBQefmQxYSBa+pHH4qDTwVJXQtgteDxc1nUNlPzV2I/+hHUP0ckbOE3nMUFUCd3Bp+MjkOR/dHStkeVO/eDH3vodT2ibJcHD6C9iGOnbhuj67aTtv+3r8vbilcSufJh35d8YhnJ2wZZ7Cn1yPob9qDlZrOGJK3gtrHDeGDEKCU0f1zr5M/0PGxnjqKk4OfRKfMFXAX5UAWFgtJgJHut7zmSvpepkhsizXqjlQ/hp2eA3lMMlznz0IelUBpU6b0QfHcb2HsP5CusRNcB+A8dxTHuj1IaRVtgzjP786cQ9cyVdseWOhMwJiqrXRvIYtoAndBJiQaPbWJIs8ibyJ99pMH4Kg003cHcb00qOQotbpgcbrpe624H7iw7gzMX0X3IaFaJdpUHMB3jiTcYt6KZcb++HjDOTw7vDkdL9EGi+2I9nVy9ny8qRuJQI2czhlxTz/FuovamnGVm+Cn0mKBsjMdP5EGUQdahfmjz6GZON3zIboXFefYtKoNmKPvT9dIcU+/RJGCJoFqtC3eiTORPZGwfw5d0+8JzMMPllhKd8ujc6lOw+ulc2e5vD0yK6zwV8poO+J7p/g+K9pfcd3PLLXS98aj+SY8J9+L1WGDEKCSU3skrlOCqCOiHovrfWp0IDqcnI8vAofgAb+DVP5emwVvOjrQd4XuJdvoNVH3fvK1wtjiVXSv3zvegF3nK3HL2W+xo/P9dO3pYdoHn8OOWZIOuM20Ea+5umJ863D6/tynfAddv4W952vmPRaeUh/FLFlnyou4NxZqrxXi3kG0q+IeOylIi23Z5VSugjg+4juaWG9iwXK6b9iqaovumUuwKnIE5fF8lY3qQ4XdRd8rxfkh7vfEeS2R+FEbK+7TxDVM7PNWP/HduQKLAvvRtUi0B21Ca/Yn9rMnr5Ke65RS+n4jXtMpZfQdVXwvFvdM4riIbU3K/BFSfwNe9vTEgKRg9MpYjBdc3TEtJZrqiPgufbjARHVUXFfKLE7almg7xHez2rIYWbAS+xLH0u8UPeMMtK4g2n9Rt8X1UNwPFFkcSDJq6T6g46FvsbvtHfS9UrTbDxjz8Xl5FO6ybKJ7JlE2O7MroFFIqV5mlVvptwyxLfH9Wnz/fqBHE7qei99ERL1OPfw1NrW6g+qQuOezurxUD0X9EfcFnaMCcKbMQu2/qLedTi1Ah5dm4/SB3egUGoQtX7xI560lJw8Fe86g6chUnJm3DRK5FMlT+lK7mPbVPISkJMJpskCmUkLfJAJFe08iMDkGmoQkmE+dgq2sCq5qK8K6t6P2RbSlZ79djNCUBASPHI/S5T/DWW1BxZl8SEX+WsVDrlXBUlgGj90JW5kJkT3a0HLgwJE4+dq/4R8VBJ/XC5UxAPr4cJSfzkZ1TjGSH/4LTr37GVr842Fqrw59sAzR3ZvC5/HCTypB8ZFctH5wDMoOHIO1sBym3CoYm4XRPqJ6t0Pe1iNQG/UI75uK7MUbYK9yILh1DExZhdBFBcNWXEn7dZqdkKllcJpdMLaMgtNkRXVuBcI7JaLsRBb8pH6QqRS0/eZTesJebkL6ikPIefd79N/8HrLXH4HX44PH6UFMr2QUH8mGQieHMlCHyAHdkDF/LdUZp8UFXYQeKqMeW8a/gtav3wP/aANtW+RFpCEoORxuuxNSuYz+OiotUOjViOrdHulLdiIitRlyNh6j46aLCICtzAy1UUfbN+WUQ6lXovR0Gbo8OxHn1+yEwl+DivRiBDYJhp9EgoDEKCq/wr2nKL8uiwtOixP6aD1cFic0wRpaT7wW0CSU2vbgtglY2+0RRP91CoKbBdN7UoUE9go7Yvu3QdnxTFiKzfCPDkR1biVtVxumhURa89unrcKOlncMxJFPViIytQnKTuVT+sX76mAdytNK0W3DFlq3MX6+r/0NdsB/t6GxbXi4F/3lMMT1wT2AGGOMMcYYY4wxxhhjjDHGAKxZswZ33HEHkpOTodfroVQqERkZiaFDh+Kjjz6C1Wq94nISga+FCxdi9OjRiIiIgEKhQFhYGLp3747//Oc/NN3Knz4AtH79evzlL39B27ZtqcDkcjlCQkJoHpnXXnsNeXl5V7W93bt30zw3Yjg1Mbya2J6Y5yY1NRVPP/00zb1zKS+//DJFOS/2ENsT223RogVuv/12OuBiWLarJebfeeaZZ2j4NqPRWLfdlJQUmt/n0KFDV7Qdl8uFzz//nIZ2E/kUlUQMNTd58mRs3br1sp9v3rz5JfNb+5gxY8YvPifm77nU+hKJhNLTrFkz3HXXXXScGWOMMcYYY4wxxhhjjN34fF5foz/+THJzc+k3eBHomT17NsUZqqur4XQ6UVBQQHECMQVLQkICtmyp6aF1KSK4M2jQIEycOBHLli2jKVvEb/3FxcXYtWsXHn/8cbRp0wabN2/+cwaA9u/fT3PgiEzOnDkTx44dowJzu90oLS3Ftm3b8OKLLyIpKQlvv/32ZbcnCnzAgAEUUPnwww9pnp2qqiranijMvXv34q233qLAzZNPPkmv/x7ic2K7p0+fxpw5c+iA9+3bF5mZmVf0eXEgJ02aRAfvzTffpIBVeXl53XYPHz6M//73v+jQoQMFmMxm80W3JfIlAmX3338/BXvEc1FJ8vPzsWDBAqqQIuh1MSIaebmA2O8lopciPWfPnsU333xDx1kEkTyemq7bjDHGGGOMMcYYY4wxxtiNrqioiH6Hv7DDhYhb3HLLLfSbt+ixIzpE1P7+L34L37hx40W353A4MHjwYGzYsKHuta5du1LPomHDhlEnD0F0jhk+fDjFUhqDrFG2CuC7777DnXfeWReEEYEbEelq2bIl1Go1RczWrl2Lr7/+GjabDf/4xz+QkZGBzz77rN7tid4l48aNqwuWdO7cGdOmTUO7du3g7++PkpISipSJQJMISrz77rsUwFmyZAmk0prxSesj1hc9iS4kInplZWU4fvw4BYBE4EoEq0SwZc+ePdRV62KOHDlCASNRCWp734ggj9iHwWBAZWUldu7cST16RBBHbP/kyZOUdp2uZmzKC916660UQBJEJRMRxujoaNqP6D0lKqYIesXExOChhx76zedFHmp7L4mopQhKXYzozXMxo0aNwquvvnrRQJno+ib+zpo1i7rDvfHGGxfdFmOMMcYYY4wxxhhjjLHrS8w5yWo88MADdR1AxChe3377LcaMGYMLid+/RUxCjOwlOmlMmTIF586dQ0BAAH7t+eefrwvqhIaG4ueff0aPHjVzzgkiNiA+v337doqPiNG+xPZrA0M3dABo3bp1dT1BNBoN5s2bh5EjaybTvpAY904M5SYCJiL4I4IioleMGC7uQiIAM3bsWFgsFgrmiCDRPffc85vticiZ6DYl9iUKd8WKFXjhhRcuGYxITExE+/bt631PbO+JJ56gx/vvv4/z58/TQRfds+oLKomDdmHwRww1Jw70r9cdOHAgHnvsMUydOhUrV66knkwizz/88MMv1hMHf9WqVbQ8YsQILF26tC7K2LNnT0yYMIGG1RPBL5FPUSZiPMILiUCRIIZsE2kXQ/D9HiI4dLFyEsE9cbxFkEtUUhF8E8dVjGXIGGOMMcYYY4wxxhhj7MYjRnhioN/QFy1aREUhfn8XnUpEb6BfE509REcV8Tu5iBWIUc5Ex4jnnnvuF+uJXj1iBLNaYg6gC4M/guhEIWIDoleQ6CAigk9ffvklHnzwwRt7CDgRpBE9f0TwR0SrRGHVF/y5sBuVCGzURraeffZZGiaului9IoILYruC6DFUX/Cnlgg6iPH0xJw7gghGiLlsfi9xwMVkTLXRvn379lFAqz7i4NQGf0RvmZdeeumivY9EryUxhJvIv/Djjz9Sz6ALiTEFa/3zn/+sC/7UCg8Pp6HuBNHrSQSmfq02ABQfH/+7gz9XQqvV1qVF9KCaP39+o+2LMcYYY4wxxhhjjDHGGGsI8y/4LVt0xKgv+HNhRwkxmlmtxYsX/2YdEcMQv5ELYng30ZnjYjGCC6fGudjoaDdUAEgkUkS4hLvvvpt6u1xOq1atcNddd9GyGHrtwgCLiLwdPHiwrkeOGE7tckRg5KmnnqJlUdAicnatRMROJqvpMFVfjyLRi0cEu2rzI3r+XI7oHSWGcav1ySef/OJ9MRnUhT2V6iOG1KtVG3yqLwB0sd47DenCofQaa94hxhhjjDHGGGOMMcYYY9fO5/U1+uPPYPf/pmCpjUFcTq9eveqWT5069Zv3a+MEghjm7VLEiGJi6pjakdAa+nf1Bh8CrjbYIoYcuzASdiVj7IleQ3379qUhxX69PeGZZ5654u2JXkOi65SYt+fC7f1esbGxdPBF76ITJ07QkHVNmzatN50i3yL/V0LMaySCWqmpqejfv/8v3rtwrqEzZ87Q8Hi/JtJxYbexX3fhO3r0KC2LuZIa24W9nVQqVaPvjzHGGGOMMcYYY4wxxhi7Fh06dKDRt3Jzcy/aEeNCtR1FBKvVSqOY1Y7eJUYyE3ME1erXr99lf1Pv3r07TWcjiCHmakcNu+ECQNnZ2TQHTG0vmLi4uCv+rJjL5osvvvjFa3a7HZs3b6ZlMZHSr8fJuxQxFNysWbPQkEQgSQSAhE2bNv0iALR69Wr6KwI/VxIlrCWGvrtYOkeNGoVXXnmlbj4hETm8MLBUVVVFQ9zVBn/EeIEXEuMGmkwmWk5OTsYHH3xAvauOHz8Ot9uNJk2a0DxMYui22iHzrsXhw4frljt27HjN22OMMcYYY4wxxhhjjDHWOLx/kh46je3f//73Va1/YYAnODj4F1O3iPiICAgJOp0OMTExl91eixYt6gJAtR06bsgA0IUZv9i4dldDFJYIAgndunX7zRw4fzQxydOvh1YTKisr6+YZatasGR30hiCCKGJeITE0nAg8id5R4nl0dDR1LRPzAuXk5FAQaebMmXXzKNWXxvvuu+8XcysJooeUeIjPirEKr+WYmc1mvPXWW7Qs0id6NjHGGGOMMcYYY4wxxhhjN5Ovv/66brlLly6/eK82TiBcaQcZ8Xv6hZ1sGlKD9wCqdSWRrT96e9fqwiHZxFxFf0Q6P/roI+pN9eqrr2Lr1q30uFDnzp3x8ccf099fuzAAJII/EydOxLRp06i3kOjONnv2bCxdupTyIsYa3LdvH0Ub61NeXv6LHj61Q8yJHkaiR9H777+Pc+fO0bxGCxYs+E0w6kpc6bB5jDHGGGOMMcYYY4wxxq6Nr6ajCrsKy5cvx8aNG+ueT5gw4RfvFxcX/2KUsitxYYeS0tJS3LABINELpFZD9IJp6O1dK61WW28AqDHTKXr4iMCM6GVUHxF8mTt3Llq2bPmL9F0YABKBFRHsmT59et17Ys4hUTlFr52nn36axia89957sX379nr3I3og1Q5/dzGBgYHYsmULDefHGGOMMcYYY4wxxhhj7Mb1wUB9o++j0xX+87/obHCjy83Nxd133133XEwRc+Fv7sKFo3Cp1eor2q4YKq6+zzeEBh1T7cIh2pxO5w23vWvlcDjqTVtjpVMMgScmgPr222+pZ43o6VNQUEDD4h07dgx/+ctfYLPZ8N5772HkyJE04dSvu6Lt3buX5iv6dUWs9Y9//IOGlhN27NiBgwcP/u70iiCVmP/o98699Gc4yRljjDHGGGOMMcYYY4xdP+J38Pj4+Gt6vP/++1e1z4qKCowYMaKuh4+ICXz22WeQy+UXjSGoVKor2vaF23C5XLhhewAFBQXV20PmRtnetaqqqvpFb5fGTKcIhkydOhX5+fkUARQ9a9q0aVP3fuvWrfH5559Tz5+//e1v2Lx5M15++WW8/fbbdesYDIZ6h4b7tbvuuos+L4juax06dPjNOnfccQcFoi4kJrMSEUmRRhFkeuONN5CXl4cZM2ZQWT3yyCPXWAqMMcYYY4wxxhhjjDHGGsMj6/7/792NrSH/+V/8Ln2tc+VUXmTErYsFf8QUKkePHq177fnnn8egQYN+s65UKq13+Xpp0B5AiYmJdcsiKHCjbe9aFRYW1jsfkIgY1h7Mhkrnrl276oZwe+yxx34R/LnQo48+Whfk+eKLL+B2u696XxcO2SaGnLtSIsoZEBBA8wY9+OCD2LlzJ0JCQui9J598ssEnrGKMMcYYY4wxxhhjjDHWMLxeX6M//uyKiopoBC0x0lat2267jTpj1OfCaVqu9Lf6C3v9KJVK3LABoI4dO9YNh7Zt27ar/vzDDz+MmTNnIiMjo24MPaPRWBcQudrgxksvvYT//ve/OHHiBBrCgQMHfpHXCw9KbRDl7NmzVCmuxgcffEA9d8T2RfRSEPP+1BJdyy5lzJgx9Ff0uhHDxl0tMbxcQwxhFxsbS4Gg2kq7YMGC370txhhjjDHGGGOMMcYYY43H5/U1+qMxiBGzRI+ia3m8fJEAzoXEb+3dunX7Rc8fMWrXN998c9E5jS6cz8dsNl9Rfi5cz9/fHzdsAEgMi5aamkrLp06duqreMGlpafjoo49oXpvJkyfTa6IQBw8eTMtiqLELo2yXI9YXQRUxDFn//v3rAivXonaYNJGuHj16/OI90QWs1oYNG654myJd7777Ls3FIypT7TBzFoul3uHm6hMaGlq3bDKZ6irN6tWrMXv2bOzZs+eSny8pKal3W7/HhYGxc+fOXdO2GGOMMcYYY4wxxhhjjLE/2rZt29C9e3dkZmbWvXbnnXfiu+++u+TQbr9nupjS0tIG+32+UQNAwu233163/Mknn1zx5z799NNfRNGudXsiCme322l50qRJdT2Tfi8R0NqxYwctiwMfFxf3i/dFt6/aqN/VpHP58uU4f/48LYtgl5i3RwgODq5b58JKVp/c3Ny65doh2MS4hMOGDaO5ey43oZUYuq2+AM7v4fF46u3uxhhjjDHGGGOMMcYYY+zG8WftAdTYfvrpJ5rfR/zGXuuJJ57AV199ddl5fZo3b163XPu7/+Vc+Pu+mG7mhg4AzZgxA5GRkbT8zjvv4NChQ5f9zOHDh/Hxxx/X9XYRvYAu7FnToUMHWv7hhx+wYsWKKyqw2i5cMpkMjz/+OK6F6BL2t7/97Rfz7vyamAdn7NixtCwCRVcSBBK9dUTFqfX3v/+9brlnz551yyKqeKkeRKJCCmFhYXXzJsXExNRVFlFmF5vUyuFw0NxBtWVf38RVV2PTpk11y61bt76mbTHGGGOMMcYYY4wxxhhjf5RZs2ZRBxXxu7kgOn2IOId4XGzYtwslJSVBoVDQcnFx8S9691zMyZMnG+039QYPAKlUqrpgjiikIUOGYN26dRddXwxPJnqq1M49895770Gv1/9inc8//5wCOSIQI4aHE4GgixFz8FwYnXv22WdpLqHfS8w79Nhjj2Ht2rX0vE+fPtSjqD6ip01t2sXQc//5z38uOvRcQUEB5bt2mDTR06l3795177ds2RK9evWi5e+///6ieRZBo9oKcv/99/+iEt533311w+H99a9//U1aRHk+9NBDNPyeIIJRF84HdLVEsK82mCR6/4wbN+53b4sxxhhjjDHGGGOMMcZY4/H6fI3++DOZN28e7rrrrrpRruRyOXXOuLATx+WIOMaFo2zVjip2MWJfu3btqnteGxNoKDI0AtET5p///Ceee+45ml9GDG02cOBACt60atWKukmJYc0WL15MvVdqC1T01BHj6P1ap06d8PXXX1PvIqvViltvvRUffPAB/W3fvj0FnUSvn1WrVtEBuXDotxdffPGSaRUBmF/PsSPm3xHj8+3fv5+CLxkZGfS66FEjKsHFxMbG4ueff8bIkSMpDSI/M2fOpHR37tyZJnAqLCykOYJEfmrn6xEHtb4eQ5999hm6du1KARyR16VLl1L0UfSwys7OpmDL+vXrad127dr9ogeRIHotzZ07F0eOHKF8iC5nDz/8MKVT5EnMuVRbAcWcRr/+/IXKy8upp1Z9ATIRxRTpEOmtLftXX331snMXMcYYY4wxxhhjjDHGGGPX2759+2g6ldpOFGq1GgsXLqROHFdr4sSJdUEd8bv8mDFjLrruypUr6zqziNG9xEhjN3wAqLbnjQg0iN4ztQGC2mDFr4neIm+//TYefPDBi25PzLEjhji79957kZOTg71799KjPiIyJ/b/wgsvXHZMPrG9KyGCWKL7l0jDpQwYMADbt2+nynLixAmaO+gf//hHveuK3jqi147oPlZfzxvRC2jNmjUYP348BY5E8Km+AFS3bt0o8PTrbYjAmKhAIiAnKvDWrVvp8WsiOCcCcbVd0+qzbNkyelyOKO+nn376mofdY4wxxhhjjDHGGGOMMdZ4/qxz9DQ0i8VCHTBqh30Tv5OL38LFb/2/h+gI88wzz9CoZ+J3d9EhpL5tiY4fF3bKqB3R608RABKmT5+O0aNH48cff6RAxNGjR2ncO5Fxg8FAvYHEHD933303goODrygII4Z4W7BgAfWGET1S8vPzqddJQEAAmjVrRsGMe+65h4JPv5c4wGIoNzF0XGpqKqZMmUI9ZK6U6OIlet2ISiICMwcOHKDeN6L3kk6nQ0JCAvr27UvpvFxETwR3zpw5g08//RRLlizB6dOnYTabERQURPuZNm0abrnlFkgk9Y/mJ3oLiV4+c+bMoWHkRJmJnkeivMXcSmLoOVEhfy+lUkllJaKTooxEDy4RuGKMMcYYY4wxxhhjjDHGbnTvvPNO3TQpwn//+9/fHfwRoqOjqYPEm2++SdOwiB5BYuSyESNG1K0j4hoi7iB+7xdiYmJoupY/VQBIEMEBEblqqOiVCDiIwJJ4/F4vv/wyPRqT6Akjet6IR0OUoehFdLGeRJcjekSJsQvF42qIIe9EBb0eVDIpXB4vdpwthU4lQ6nVBa/HhNxyDartbuxMK8X9fZpiZ3oZHG4vRmpV2J1VjjfDzmFV6xnILLVALZeiyu5GQaUdi6J6Y3REHk7nm/CS/zG4YsPg8viwRdYCqdgBq8sDb3UlPHIfTudXwlqUDWtLL3wuJ+weL70nDYnC1oxynMuugCfKjAynGU8o+qF5lQ0epxs+uxV9q3bD63JiZ1hfmGynarbrA6Wx2OKkfNzj249Hz/jDG1MJt96HQwVViApU41BmBRRyKYw6JXbEd0Za4Tnk5ZmQEhOIoBZxyHB5sPV0CW6tKgeSgXNlFqwJi6d9lhqcOHyuDCF6FQorbTidZ8KjUSGotLvgddhwMK8CbWMDsbrP49iTXoaMYgtmRydgWsVarNorw1NtTmJBaVegiQs51VZ8qOuOh80bset4EXolBONcsRnZpVa4UYpFsRNQlVuFkio7PD4fcsutSCs0o6DShhH6dHjtFvi8HngtJuy3hqFNWDNUWGzYc6wIbZoFw+b0oLDagYwSM7wBJnyl7o12MgmlKbfchpy0Ukg6RMGVm458XTOcyK2iPPVPtFDdyCg2w6hVYP+pYgQZtZAlxOLosUrMbtcdBqsTR7Mr0a2JEUUWB8ZW78Cc8qZQyCR4UzMMz1XsR57CjpWSeBRW21BudmKjqylsziqk51SiXWwgplZuwELjIAwo3oj03DCoEkNw8lQZOsUHYcPJIkyT7YC2aROkFVVDp5LD7fXBT6FCXrUdxSY7yorMeDY3Bh39HFh7qgiZRWbYnG6E6lU4lFWBUL2S8inSVGxyINqghlEjx+lSCwI1chwuNCG71EJ57FB9BPvRhPK981wZsovMsDYPxa70MvRMDMap81VoGqrDqXwT+jULQYnFiSi9El9r+2HngVys7TsDJ/NE/VKhzOzE6fxqNI/0p2Mgj5VQOiIC1TiSU0n7EPk/UVCNfolG5FfZIZP4YWVQB7hsLno/p8qGQpMDcQY1NgX1wdqDedAppNiVWYbQ1k3h8tgw090K+zIKEaxTQCOXIk3TA2anBzanGWUifQEqOhfEvtUKKQqr7NidXoYqqwvRQTW9GMW5L8rAHBVAy4VmB+23a2wgpUvUB9EuCD/vz0VKhB4Z5VZIJH7IqbTB4yrEoapw3BqtQpHFSXkS9bNDvAGwAOeKq6k+/9B2KHQONwpNdlRZnXQ8iBJ0TJUyCeRSP/jZFWh2biU+LWqBW0IC8W9LK/y9bBdcEgl0zZrBazUho9JKH92VVgqn6SgKQ5PhqDRDFxaFuwoWwk9vRKnVCU9FMfzUWuzKKMOU5oHURlVaXSi3uSA1hqOswEnHUR0ZilyTneqJOF9EekWeFTIL9qaXQS6VYE2rLhiQ/hMydInwk8lRYXND06wVmmetw76IfvhZ1QVAFbxeH2YpUlFtccInt1M7+JQzGf/2bsaq8haYq22LqYkSZBw1w2x3wRfmxKH8Sjr3xfnWMSqA0gavBzlVdmT590BasRlBKjmOna9Cr8RgrD9VTGk6GTIUpeVWnC2sRlywFgfPlqJ5hB7l1Q64XR4slLaH1emGuygHsqBgwO2Cu7wE6g69seVoCaZqslAVmYLl8qbIK69G1yATzpWp6dwa7R+I7DwrHdNWai2Kcioh6xBD53pmhRWzlJ2R4NNAovPDsdPFMKjlOBI0AEqbC5tOFiO0Sw9Ms6/Fhibj6FhsO1WM6QlRVHabtR2x7UQhPKLBdrtgdXlpm0FqOYI1CmrL8012JBk1VDfSy60oTZiME5vT4ZeogLJJM3xhTsDdtq3orijD6yWRWHwkH0MDjIAVyCy3Up3umxxCbV6E20vHXNQFQeTP5fXCmXEc2bZUJBg08Nns2KjrhDV70xGmVeJEgYmuZ6uiu8LlcNP5lZtTibV9OiBMq0BWTgW2hPRAn/IddK6K/KmVMthdHgTplFSXEORFWpkVcXI5AprFw+aqeS6uLQnGZIyzb4JE60d5FGW05VwpzM3bQSo5j5XHCjFJU41tZ0uQ1K0z0s5Xwl1eikMFJiojiV9NPt5UdUZhVjmmR5QhvSoC9vw8lGqc8PnVnCPiuv6o8hjmKTrB4vQgoewwSgqtWNC9O4bk70Ff2Q9YED8JhXmliAlUw+e0I7VwM14sC4U3rAxyfz8czKqAJEqPjDIrSkx2BKrkyCu34jFTNKrtJkglfrgtpAwnTdVIiQpAlcOFw3lV2H2mBI8lAAVmB2L0KqSU7IKnJA/77VVUtgFKGb5TdsW6k0WYolJh9eliusaJ7aUXm5EQqqM6v7T3LRhbvArZVTX/bLTT2ASdLPthcrgpvVUON4rNTmjkEmqPg10efOFtj7urVsMc6MGwwhXYEjOc2iyvuRKqsGAq8+XKDpQGe6WJ6oPHVIiDBUZkaMx0non7nyMFJvStKEaFxoXNUUPgsbpQZnVhS1oJpXN3dCuUVjuQVmSGR1aIBXm5lEbxWdHeb9PHoav8ENY7IiGX+EGfFEvXgPckkSiuyKO6/m9bW4SWmOl9u7tm6AOJnx/chTmUzko/FzqdX4uK4H7UpnnKCtFHnYVeFhM81mrIY/2o3be7PXDnpaNKH4PhpVthPXOCtrW/32NIKN4H28kDkEfEYFjFDhwNHIcIhQwdK/bgtKEVdEoZvFllsOk8aHZ6CYqih1JbNjJjPqRlRhzx7wuVVIIKrw8tKw7itCqZri2dCzYhQ5WKjulLkVJdiaVJUzHachytz+7Ftta30b2faKtEukv0TlQ73Rh87CuYm91BaRuYvwonmo2l+i/KM62wGo/47YPp2FF4uvSh8umdvxY/6mrm7XR5fVApav4Jy3Z8H5DYivKdaj6MUnlLOM8ehc/tBPJq7imbSaRwpJ+ArnPN54fv/RjaNh0hCTCibfZRut88EDYVnTJXYJukG0YWrYGfRIr9+hGUphCtAsdzq2CNM8CVl07b6Fy0FXtCe9G9ZqHVgQqrC+7SHCCuOxJCtPAWWBAQJMPE09/ArdXDofXClX8ao8y78YJqJF2X7Ro5ys0ORAVpMOLIF/ihec2Q3OK66KkqQ9+SOVjb6jZMzZgLt2irkEzHQ5SRuPfsk70MX0na0vl0R9kBvKYfj6xKG6ZnfIdDgROo3NwlefAGAuMqN9F5UnzkDKyJHrQ7MQ+O4nwYm/WAQSWneiqOy7jyDZgf2A8TC5ZjSdRoyh/dj4f6YVTOIrovdzvt8HhbIEAjR5/MJdiZMA5DHIewzR1F5SXakKS87ahOOw3/4BRY09Mw3LYA34aOge3cKXSSSCkt1adPQte2A5oXbIe9tBAS/0C4C7JgKyyFRqHC4IrZkBpC4bKYMKh6P+SxyXBVV6LJyb2wVlbDP1mGrHIrpjt2o3TnLvSNz4RXKe53HIg8k4ap8tWw5eehv/tHOCUSyIwRGJo1E+4AI1ylRSiTpNA99ZRzs/FO8CRqo5Jy0yFJ7oV+JVvgMleihyoT8HopbevccfBYi6E1SKksKk+ewbjOCphPn4QjeDC65a1D9Ynj8HTpB29FCTpUrIfbXIng6OZ03MS+WpxeBEdVGSCRIji+HSaUrIavyI6q0+egKS+FVKOBIzMdfhIJFEGBqErLwSj753Tt9tkteEyyCsuDJ9K5VEscf9FGtKmYB6/WH06TFZvkrdCnYjPcpQUwNJGhR8F6+KzV9D3Bq9XDWXAe8nb96FqhDPfAqfPCXV4AiVRC9cpZVYZBikzYS4ohD9Cjn+VnSLT+8FSUwF5YCJVEAlNWAZ0HjvPpsBSWI9AQCnd+Jm1TsJeZYAgwol/1cTjLK1FVUokArxem9FwEGSPgNlVBYTHBUVkNP7kCg3d9CFd4OLxOFzqW7cIn9hZ0nRP3z16XG7bCciiaVmLQwY/g0qpq6kbWKWrPRboEcd8k8uzzeOCy1gyRLu4pdQoZQnVKjDz3I2aGj6d2VtxLi++b4hzpX/UjqrNyYA0filZZa+GqKMZUdQ4d26GB6ZgpH0j3Jq3TlqGTGDJe2ROT0n+EtbAUJZHifPDRdw3R1rkKMlEdl0p12U+lxVj7Cfq7KH4SjBoFeu35BCUnMtFSPxfbA4dg8plvUJ5VCO+gfgjVKmDZthMjYwvgy3HRedEMQOmxU7ithQtuRzg8mhi0Nx+DpTgf1uJKqIx6yGO9GOk6jM+lzek+pbYtFeexuP8S+82EFWO9xzHMdAgOsxm9005B264Lzis60b23aC/E+T787A/4PmYSUk0H4DCVQWrwgyPtGKQ6f3htFlT5t0bXzGWwn8+g+rqpzZ0Yk7kI0tAoSL1A0pllWO5LhTmvFP3it9DxcVZXwGM2w9ApFb4SOxQKCVoenQt3aSH8WndBn+LNdI4dljWl3xJEHjyinkXVtPOjq3dS2ysLi6VrX3enHQ67HZMiTFiAIdRGS/2AAfYjcKTvxQ8Jt0EukaBoyy4EtchH7w4eVJ46BV38aPRzHIO7KhPe/Gp8Gz4Ocpkf+u//DL3tTqzs8hDGZczH91Hjab+3FizG8viJqN65FeroGAw99wmWdbgf49N/gMwVhf1xw5CSsRxtqysg1yTDefgo2vobqP6J/KSputN3DlE/iqsdCFDLUXkyHVKVEp6W3elaJtaVSiSosLnQx30KSUU5SFP2xKiyjfgpoC+8Gjm10SkHv0GKTI75UeMwtXQ1Ko8cg6HNJGgVUvoNp6DajCSjFtVOD90bivp6ssSMCJ2SrtseH2ArKEJ5sgulZicqrU44ivZCGjkOltMnMVilBSQSnA/sQufMpPL1eEvSHeH+SgzOWIhPA4fRfW3Ls0vRJiQK3iITHGcOw1xSiT7WT7Gl8wM119fSDVhi6IfOeRuQpe2OFmX7KU9favoiQCWHNTMDRlNNG+En8YNEqYZPIoXb5oQmVE9tgSZYA5lGRe2fQeMPbbgBuqgQ5KXnQR8fQW2GMlBH7aS4Jlm37oTaGACpQk7fJ8TvQ7bsTKiNOgS0bEbnolQhg8JfS/vweb1w2x3wjxXXFzvcchnk/hpqc625hfAUnYdCq6A2xOfxIiAhiv4akmJgySul+zK5WgZXxgl4rVYYk4Kg0GshkcsobSqDiu4hxGseuxPIrYLb7oQ2PAjKiGj4PDVTPDgKCykftgo7bCWVkKkU9PCTSiDTqmCvcsBtc0NtUCO4Yxvkb9oDTbAWlsIyyFRySP+3ri5MC4/LTdsUyw6PF5rYaMi1pyidVedN8I8NQ8XZPPg8PmrnLRlZcFpcMCSEQml3QmnQwVZcSe2AoAk11Pw+aFBBIvWj/IvXzHkllCexf0NyDD2XKiSwlVVRWsS6gig/sZ46NBByrblmX00D4RPHx+OFOtSAyswSyoMoN7lGRXkQ+ZdrVajKroB/hA72CjvcdheUeiWq86vgH6mjYybWsxSU0X27eE+h18BhEq+roNT7UJVZQOkRj+C2CTAXHEJgfADty1xgqqljKhk8VitUBjUdH/FaRUYFtKE1x01s94/APYBAvX8+/PDDujIRQ78dPHiQRu66UmI6HKPR+IvXnn/+eaxevZo6ZFRWVtK0MSkpKWjTpg2NmCZ6BdX2OBIxD9F5Q+z7TxcAYowxxhhjjDHGGGOMMcYYu9Fs3LgR5eXldc9tNhs+//zzq9qGmBLl1wEgMe2NmBJH9P7ZvHkzvXbo0CF6XEiM1CXmCerZsycaQ/3jhrGrIg7kX/7yF7Rt25Z664geNyEhIejduzdee+015OXV/GdBfWbMmEFzAYnHSy+9dFW9c8RnxFByvyZeq91mfQ8xV1BcXBwGDRqEjz76iIamuxhROS+1LfEQcw2JCi4imA8//DDNN8QYY4wxxhhjjDHGGGPsxiV6CDf240Z3+n9DsDUG8Zv5pk2baEobMVKYGBpOTD/j7++Pzp070yhlp06doqlvGgsHgK7B/v37aR4eEUiZOXMmjh07RhM3ud1u6sa1bds2vPjii0hKSsLbb7992e2JMQHFAW9sIoqZk5NDgSsRsGnfvv017Vd0VRNRUtGdTQSUxLxJjz322HUbPo4xxhhjjDHGGGOMMcbYpYnfbxv7caN76qmnrjmPorPGpYheQIsWLcL58+fpt3STyYS9e/dShxDRA6gx8RBwv5OYtOnOO++kYI8gJoUSB7Jly5Y0Vl9BQQHWrl2Lr7/+mgIuYv6ejIwMfPbZZxfdptPppJ5EW7dupZ41DeHXXcq8Xi+lJzc3lyrdvHnzaIIrEYE8cOAAdDrdRbcl5nGqb+xDj8eDqqoq7NixgybMEhX4/fffR2RkJJ1AjDHGGGOMMcYYY4wxxhj7Y3EA6HdYt24dDd0mAh9iODURRBGTOP3a6NGj8eijj2Lo0KEU/BFjB3bo0IGCPBezfft2fPHFFxRsaQiid8/FTJkyBcnJyTRM3dmzZ2m/jz/++EXXDw8Pv+T2+vfvT72h+vTpQ8GsV155hfIaEBBwzflgjDHGGGOMMcYYY4wx1nB8Xi7Nmx0PAXeVLBYL9fwRwR8xXt+SJUvqDf7UEsO/LV26lNYVnn32WRomrj6164hJowoLC/FHED10RI8lQUw2da26du2KW265pa6sli1bds3bZIwxxhhjjDHGGGOMMcbY1eEA0FUSQ7jl5eXR8t13342BAwde9jOtWrXCXXfdRctlZWXUY6g+Ypg4obKykubm+SOICaeaNWtGy2IouIYgegHVEvMiMcYYY4wxxhhjjDHGGLuxeL2+Rn+w64sDQFfpyy+/pL9ijp7agM2VeOCBB3DvvfdSL5tRo0bVu85zzz1XF4z56aef/rDeM1KplP6qVKoG2V5oaGjdsghmMcYYY4wxxhhjjDHGGGPsj8VzAF2F7OxsnD59uq5XT1xc3BV/tm3btjTHzqUolUqaJ6hfv37w+Xx46KGHaFmn06Gx2Gw2mv9H6NixY4Nss7i4uG7ZaDQ2yDYZY4wxxhhjjDHGGGOMNRwf99C56XEPoKtw6NChuuWePXs2xvFAnz596oaLO3/+PM0Z1JjeeuutujmJGmrYuVWrVtUtp6amNsg2GWOMMcYYY4wxxhhjjDF25bgH0FX2AKoVExODxvLvf/8by5cvR1FRET7++GNMnz4dXbp0+V3bOnz48G9eczgcFFz68ccf8fPPP9Nrjz32GIYPH37NaV+9ejXmzp1Ly+Hh4Rg6dOgVf1YMq8cYY4wxxhhjjDHGGGOs8XEPoJsfB4CugtlsrlsODg5GYzEYDHj//fdxyy23wOv10txBBw4cgEx29YcrJSXlsuu88sorePHFFy+7XmFhYb0BJTGMXE5ODlauXElzHHk8Hnr93XffpWHtGGOMMcYYY4wxxhhjjDH2x+IA0FWQSP7/iHlOpxONaerUqZg9ezYNp3b06FG88847ePrppxtlX6+//jqysrLw0UcfQaPRXHQ9MT+ReFyOVCqlXkzTpk27qnSIeY+4FxBjjDHGGGOMMcYYY4w1Pq/Px8V8k+M5gK5CUFBQ3XJZWRka26effgqtVkvLr776KtLT0696GyKo8uuHxWJBXl4eli1bhiFDhsDlcuGbb77BoEGDYLfbr3ofarWahnsT8xc9//zzlE4xpBxjjDHGGGOMMcYYY4yxG3cIuMZ+sOuLA0BXITExsW45Pz8fjS0uLo4CP7XDrN13330Nsl3RyycyMhIjR46kHkZTpkyh13fu3In//Oc/F/3cSy+9VG9AyWq1oqCgAJs3b8Zrr71G6WaMMcYYY4wxxhhjjDHG2PXDAaCr0LFjx7ph4LZt23bVhf3www9j5syZyMjIuOLPPProo7RfYcOGDZg1axYakhhy7V//+lfdczGHD2OMMcYYY4wxxhhjjLGbG/cAuvlxAOgqBAYGIjU1lZZPnTp1Vb2A0tLSaI6dv/zlL5g8efIVf07MpyOCRuKv8MQTT6C0tBQNqUmTJnXD2507d65Bt80YY4wxxhhjjDHGGGOMsT8eB4Cu0u233163/Mknn1zVfD61pk6delX7TElJwd/+9re6uYcaY34dj8dDf2vnHGKMMcYYY4wxxhhjjDF28/J6fY3+YNcXB4Cu0owZM2j+HOGdd97BoUOHLvuZw4cP4+OPP67rRSR6AV0tMRdQfHw8LX/33XcNOgeRyENVVRUtt27dusG2yxhjjDHGGGOMMcYYY4yx64MDQFdJpVLVBXMcDgeGDBmCdevWXXT9PXv2YNiwYXA6nfT8vffeg16vv+oDpdFoftGLyOVyoSGIPFzYo+i2225rkO0yxhhjjDHGGGOMMcYYu3H5fL5Gf7DrS3ad9/+nNHbsWPzzn//Ec889h5KSEgwePBgDBw6kuX1atWpF8/VkZmZi8eLF+Omnn+qGV3v88cdx5513/u79Dh06FLfccgt+/PHHK/6M6H30a+LEs1gs9J4IKp08ebJuqDnRw4kxxhhjjDHGGGOMMcYYY39uHAD6nZ599lnExsZS75nS0lKsX7+eHvUR8+q8/fbbePDBB3Gt3n//faxZswbl5eVXtL4I6lyJLl26YMmSJZDJuEowxhhjjDHGGGOMMcbYzc7Hc/Tc9HgIuGswffp0pKen47PPPsPo0aNpjh4xVJsIooSEhKBv37548803kZWV1SDBHyE0NJTmHroWooeSGIauRYsW1KNo4cKF2LVrF8LDw3GjsDjdOFNqgdnuRqBGjrWnirBa3hZlZieMOgWtU2x2ok9SCHLKrHhKOQbRQRp85GqLoSUboJZLUVBlx+GcCpjtLhw4XwGPuRoRgSr8rOtBn9+XVY4qhxs/J03HofOVeKCoNQoqbWgaqsOGXn9DnsmOnWF9cbyoGt9JO2Ju4ABKS0qzEKzucD9KTA7oVDKcyK1CQMtm+FHfF4sUHfF4QRIWHc1HsL8SZqcHZ4vN2HS2BDaXB3a3B35yBfTBGjxR0hJZFVbap1zqhyZhOkpXmdmBwmoHAjRy6AJVqLK7oY4Iww/7c1FUbEZA61bIKrNCKvGj9b4OGY0dGWUIC9YirbAaQTol2sYFQhXbhJ4vjZuIoW3Cse1MCUYd/AxnCqphs7lwqtCE3Qlj0atdBBbGjKdyXRYykLarV8ngqa5AQmwglYNCJkW5xYkNnR9EVrmVyjXIX4ltWeU4kWuivIXqlfhIPxSykCisjxyGmcGjYHN60LViD8ptLjSJC6T8ebw+fLMjCxGBanws7YY9GWVYc7YEUUFqNA3VIjBES+UxJ3IcDmVVoMpaM9zhXF9rSEOi0DxSD6/PhyCjFlabC/MUnWiblTYXpH5+iA3RQib1o888V9GS3quyOunYPVDQEsEaBR3To+crUV5lp8+IYyDEBarxrKUTDudWYpmhDxw2N9Y0uxVRETX7dLq9WNPhPvgpVai0ulBisqNDnAE+rweHcyqpLEIj/JFdasWuzDIkh/tjbOdopBWaEW/QUNlGBdX8FWWTEKJFlc2FYosL29NKqd4eyamk960uD/Zo2kIlk8Du9lK99JP44UBOBTQKKR2jCKOG0qyUSRAToMamk8WQ+PlRPUu5oLyF7onBSArXISnMn9Ig1undPARqhZS2LdYTdU+UU9+ijYgzqPGU8jCVz+kiMzrEGyCXShATqKZ63TdvDR0bj89H29QppYjSK6GRSxAdpEaAUk7HXew+VKtAiwg9ogJq6vOk0jU15R2sRfMIf9r3hI5RlO8B9iMwOWrOe1EG4hwV2kboUWp1wahVIECjoPM9QC2HXi1HWpkF608U4URhNR2jNz2pCNWrsFGfig2ni+HxepGeW0XvSQ2htL1+LUKRXmrB6pNFiApUIbfcRnXrYFYFHi9qhh81PWi7y08V49X8KCzS96b07ogaQuf9a6UJkGj18Lmc+N7TCtmlFuw+V4ZuScFQJLeH1enBjoFP4gfjULykGAqpMRynis1YHDwYnyh7o9ruxne2BJTbXZTvA7lVeMvXHa2jAxCklkMWFotIfxWaR+iRW26lYyfOMXG8RNsinouyl8cmo4WoGzIF1YP5+j740q8Tii1OSPxA2156rADF1Q7sOFuKFZKWSIk3oHVUALaH9YNOJafju1LRnvLfKc6ABequVL8Lqmvqw/bMmn848LldVMaiPRPpOFliptd/3Hue9iP2L9qHs4XV9LkYgxqBgWrkVtiQmhSMpOgAavN2pZdhefxEKr+Zql74OvEO+OwW2sai+ElYfrgANpcXJrsLa3yJWLr3PDKKLZgVMBDn8004WmDC+uiRiGgahCWGftieUQatQgqH24tqpxsni810zHdklqPU6qTXg3QKKi+fw470CivVTVGHIJPDT61Fhc1FZSHaz8/9B6LK7qL2c7oyDecrbVSeW0+XYG9uFbUJol6OMO9GpyZB2JkwDm+6OtN1S+TnS2kXOO1uqtffhY3CwOahVB9OF1RT+Ylzz+x0I6fcSsfN4fGiaYgOu85XYmeTMWgW7k9luVHXCR4f0DzSHyeLqlFQaadr2IKDeZBLJDiSb0JopB5lVic2ZpTBXyGjfLxe1aLuWto2NhA9m4VQWkR7tVzZAXvPV2Jb/Gisb3k7Vp0oxK6MMmp7RZsi8jG6ajsW+/dAodlB2+hv2gOFTELXgFmxt1DblVVpo/biu+Z3U3u9Pb0UY6t3IFCjQGGlDalNgvCFpDO1rRu6P0zrbogcgvVBvSgtr1Q0h04ho/ZukTsRWr0Se7PKcWjYPzA/ZgLyTXY6PqLsV4YOwjxVKnq1CMXi0GFweWvaYol/IOVJ1BuX10vXTFFvBdFGLjQOgtvrw77zlTiZb6K0iDZzUewEZJRbkV9txyf2FnS8xfZesC5DgdmBI7mV8FfJcKe15povzknxV1yzRJvTJiYA40xbIdEbqVwMGjk2ppfhPdUAaq/3Rg+C2+PDueJqqjeifMSx0imk2JQwHpkVVmyJGY41p4vpGv6+uRmUzTvBXXQee7IrqM6KtlykaXPUELrXqG3HxfEXZba10/0oNtmxI6uCzjlRp0L0KrpH8lfKKB1BWgXk8c0Ra9QgSpyLGjmVizgH35X2xv7cKqSVW+C1WukaIOqoMUCFEwUm2rZot0X6bM6aNljsQxpgBNwu3F+6FOuC+2FQ4Vq4sk/TfY3PZhGzx+Kd4Em0/pC0uZhw4iv4nHa67nrKCuGoNEOuVaGf6wQ2KFpDHhFD69oKSylttxSvoOfT7LsRpJLDVVqELtGB8FSVUX0cXbSK3l8dNgi32nZQPZxQtg4/u5MxumAF7jGtw57wvpR2kU6PqRIjbfvgykuH21RF6eieuQQDK3fCazGht/UQXc9sxRUYe+xLOu9EPtqV70Oeqab+i2u8SLufRIJ7cuch1XQAP+p6Y7o6HY+ZViBAKaPrrvi7vdtfEaZT1ly3vB66lok2Wpzn1IZ6vNTuUvlY9lL7Jojy26poTXVzZZt7kBisheXMCbpvWBoymNqVLpV7MQKnMT79B7SI1FPdEvdb7sIcuPPSkVq4GQPSf8JdkqP4a94P8FOocGvBYuRX2eEnkdL1W+zHTybHhJLV8JPLaZ2u8UGYkP0TpUPUIXEcpPpAeLxAm+gAuk/YHNafzjfRls6NHAeJWot/edfSNXnEno/ofPnBMJjq0cbYUdSuivOy1OykfSSFaOHyeGHLF/cogKeihM7loOZxmFixkbbt9Xip/MU5aNAoqDyFiQXL4S4tpPsBg1oOr90CjVxK77mLcuiaLvYl7jt8Hg96FKzHElk7usaJe1NxPnmryqAMCkSxyQF1bDxde247+w2UYRGUPokuEOqoSMyUdaV15VHxVE4SjT+0TZsAEgmc5ZXwVldColTDbXdif8xgOp8VySm0zZSslWgd7o9NIX2gMuqprGXGCDpOgV26wk/jT3VfbEuUn1jPWW2l+0mpToe+zUPQ88x82Muq6P4rq8IGP6kU5ytsWGXoBa/DhtUhA+h8+trbltojsc1wnRL2/Lya+uX1QCKXYVTad1T/1OHBmFG4CF5zJb3nKspDscVBaYrSq2gdkX/xGHPiK8qfuI+XKmSQBQbR63KNCqroWDp2grW4Ep7Kcioz2/lcjDg9G+a8UkrrvDb30n2COEYiX1sjB1Oey6wubAntS/m2urzwWaupjojvZSJNIs2TilfRfudHjUOEXgVXlQny0EgsCB5Cx1h8l5GpFHQcbDlZVIdEWXjsTphOn4MuKoT2Sfe9dgfsudmQRTahtItylihkVIYesxluq52OkbgvC+rZk77viDTs0raj7SyStaftbGs5jc6FddpONdcVuZTuQUW6FP4azHS3pTZtc4f7YDl3juoxlVlMEra3v4vKU7zvcztpfXWogc4rcX3rcnQOvDYLXcvFNW1MxSaYHW6qdyJfmnAjnQMiT6K+imPldbnhstjpnGxbvJO2K7bRLSYQHqsVflIJ3vGuwnP21bjz7De41bIV5ux83Hp+QU25mCqpfonPCZPPfANpYBCMrZrQPZho32wllVQ2maVWOlbq5NY19V6tpXq/IzAVXpcLprMZ9NqktNnwWqup/PTJTeGqttasU1VG7fG4nIW0r/bRgbTfgTlL4a+oOX89FcWYF38L5YnOBbkCORU2KmdxLRPtuKi30zJ/oHxW5xTh7orVkIdFUT0T+xf3TpbTJyEPDoOfSoMBmYtoP+KaoZRKKO2PmtdQPRSvizZCotLC43RDJZVAFh6LpkYN1V+pzh/e6oqatJUV4mHXNtxdtgJT8xdRnZ7i3I/xad/VXMtKy+mY2AsL6ZwWZS+I83Fy9ny6v3HlptN5Mr1kJUZn/0TrKOOS4Di5F/5t2tXdp4ntSQ0huMuyCVOyfoTHVXPNFe20qAvTsucip8pOeRHXK22zVrBmZ9P5MP7MLLqG++xWdCnfTZ8T55Ar6zSsuYWU37XxY2kfohzFMXlUehB/K56PJKOm7nw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" ] }, "metadata": { "image/png": { "height": 433, "width": 832 } }, "output_type": "display_data" } ], "source": [ "protein_set = active_proteins.sum() # protein set to display on the heatmap\n", "ax = pyviper.pl.heatmap(ProtAct_NaRnEA, var_names=protein_set, groupby=\"leiden\", vcenter=0, cmap=\"RdBu_r\",dendrogram=False,swap_axes=True, show_gene_labels=True)" ] }, { "cell_type": "markdown", "id": "d04e6519-2cfb-455c-a8bb-9fd3965365e0", "metadata": { "tags": [] }, "source": [ "### Key takeaways\n", "\n", "This Tutorial describes how to inspect and process gene regulatory networks, by manipulating objects of class `Interactome`, and shows how to generate protein activity profiles from single-cell data using the `viper` function. Last, we presented key functions for the post-processing and visualization of protein activity data. In Tutorial 2 we will introduce the user to the generation of suitable gene expression signatures for `viper` and extend the VIPER analysis to simultaneously account for multiple cell pupulations through the exploitation of the [metaVIPER](https://www.nature.com/articles/s41467-018-03843-3) paradigm. " ] } ], "metadata": { "kernelspec": { "display_name": "pyviper_development", "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": "3.11.14" } }, "nbformat": 4, "nbformat_minor": 5 }