{ "cells": [ { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "O5RXyRXm4tIf" }, "source": [ "# A Cooling Coffee Cup with Polynomial Chaos Expansion\n", "\n", "In this tutorial we will perform a Polynomial Chaos Expansion for a\n", "model of a cooling coffee cup. The model uses Newton's law of cooling to\n", "evolve the temperature, $T$, over time ($t$) in an environment at\n", "$T_{env}$ :\n", "\n", "$$\\frac{dT(t)}{dt} = -\\kappa (T(t) -T_{env})$$\n", "\n", "The constant $\\kappa$ characterizes the rate at which the coffee cup\n", "transfers heat to the environment. In this example we will analyze this\n", "model using the polynomial chaos expansion (PCE) UQ algorithm. We will\n", "use a constant initial temperature $T_0 = 95 ^\\circ\\text{C}$, and vary\n", "$\\kappa$ and $T_{env}$ using a given probability distribution." ] }, { "attachments": {}, "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "ugDD5kSbAtw_" }, "source": [ "## Installing EasyVVUQ\n", "\n", "This example is based on https://github.com/vecma-project/VECMA-tutorials/blob/master/EasyVVUQ/Cooling_Cup/EasyVVUQ_Cooling_Cup.ipynb and was updated based on the latest EasyVVUQ interface available at https://github.com/UCL-CCS/EasyVVUQ/blob/dev/tutorials/easyvvuq_pce_tutorial.py" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "O5RXyRXm4tIf" }, "source": [ "## EasyVVUQ Script Overview\n", "\n", "We illustrate the intended workflow using the following basic example\n", "script, a python implementation of the cooling coffee cup model used in\n", "the textit{uncertainpy} documentation (code for which is in the\n", "tests/cooling/ subdirectory of the EasyVVUQ distribution directory). The\n", "code takes a small key/value pair input and outputs a comma separated\n", "value CSV) file.\n", "\n", "The input files for this tutorial are the *cooling\\_model* application\n", "(`cooling_model.py`), and an input template (`cooling.template`)." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "colab": {}, "colab_type": "code", "execution": { "iopub.execute_input": "2025-07-21T13:38:24.531692Z", "iopub.status.busy": "2025-07-21T13:38:24.531520Z", "iopub.status.idle": "2025-07-21T13:39:48.667105Z", "shell.execute_reply": "2025-07-21T13:39:48.666417Z", "shell.execute_reply.started": "2025-07-21T13:38:24.531674Z" }, "id": "Yd2XHwIE4tIg" }, "outputs": [], "source": [ "%matplotlib inline\n", "import easyvvuq as uq\n", "import chaospy as cp\n", "import numpy as np\n", "import os\n", "from shutil import rmtree" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "uhwgG1Wc4tIj" }, "source": [ "## Create a new Campaign\n", "\n", "We start by creating an\n", "EasyVVUQ Campaign. The Campaign functions as as state machine for the VVUQ workflows. It uses a\n", "database (CampaignDB) to store information on both the target application\n", "and the VVUQ algorithms being employed. It also collects data from the simulations\n", "and can be used to store and resume your state." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2025-07-21T13:39:48.671017Z", "iopub.status.busy": "2025-07-21T13:39:48.670889Z", "iopub.status.idle": "2025-07-21T13:39:48.705370Z", "shell.execute_reply": "2025-07-21T13:39:48.705065Z", "shell.execute_reply.started": "2025-07-21T13:39:48.671004Z" } }, "outputs": [], "source": [ "work_dir = os.getcwd()\n", "campaign_work_dir = os.path.join(work_dir, \"easyvvuq_pce\")\n", "# clear the target campaign dir\n", "if os.path.exists(campaign_work_dir):\n", " rmtree(campaign_work_dir)\n", "os.makedirs(campaign_work_dir)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "colab": {}, "colab_type": "code", "execution": { "iopub.execute_input": "2025-07-21T13:39:48.712665Z", "iopub.status.busy": "2025-07-21T13:39:48.712246Z", "iopub.status.idle": "2025-07-21T13:39:48.938367Z", "shell.execute_reply": "2025-07-21T13:39:48.937937Z", "shell.execute_reply.started": "2025-07-21T13:39:48.712654Z" }, "id": "Cf5cFQXr4tIj" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "db_location = sqlite:////Volumes/UserData/dpc/GIT/EasyVVUQ/tutorials/correlated/easyvvuq_pce/campaign.db\n", "active_sampler_id = None\n", "campaign_name = coffee_pce\n", "campaign_dir = /Volumes/UserData/dpc/GIT/EasyVVUQ/tutorials/correlated/easyvvuq_pce/coffee_pceuoc3l_nh\n", "campaign_id = 1\n", "\n" ] } ], "source": [ "db_location = \"sqlite:///\" + campaign_work_dir + \"/campaign.db\"\n", "my_campaign = uq.Campaign(name='coffee_pce', db_location=db_location, work_dir=campaign_work_dir)\n", "print(my_campaign)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "DgnFaMSP4tIn" }, "source": [ "## Parameter space definition\n", "\n", "The parameter space is defined using a dictionary. Each entry in the\n", "dictionary follows the format:\n", "\n", "`\"parameter_name\": {\"type\" : \"\", \"min\": , \"max\": , \"default\": }`\n", "\n", "With a defined type, minimum and maximum value and default. If the\n", "parameter is not selected to vary in the Sampler (see below) then the\n", "default value is used for every run. In this example, our full parameter\n", "space looks like the following: :" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "colab": {}, "colab_type": "code", "execution": { "iopub.execute_input": "2025-07-21T13:39:48.940231Z", "iopub.status.busy": "2025-07-21T13:39:48.940150Z", "iopub.status.idle": "2025-07-21T13:39:48.942300Z", "shell.execute_reply": "2025-07-21T13:39:48.941913Z", "shell.execute_reply.started": "2025-07-21T13:39:48.940224Z" }, "id": "bHHJZWbf4tIo" }, "outputs": [], "source": [ "params = {\n", " \"temp_init\": {\"type\": \"float\", \"min\": 0.0, \"max\": 100.0, \"default\": 95.0},\n", " \"kappa\": {\"type\": \"float\", \"min\": 0.0, \"max\": 0.1, \"default\": 0.025},\n", " \"t_env\": {\"type\": \"float\", \"min\": 0.0, \"max\": 100.0, \"default\": 15.0},\n", " \"out_file\": {\"type\": \"string\", \"default\": \"output.csv\"}\n", "}" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "sW-haeK24tIq" }, "source": [ "## App Creation\n", "\n", "GenericEncoder is used for substituting values into application template input, which are then used to run the application.\n", "\n", "On the other hand, the application output file (in CSV format) is parsed and converted to the EasyVVUQ internal dictionary. The file is parsed in such a way that each column will appear as a vector QoI in the output dictionary.\n", "\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "colab": {}, "colab_type": "code", "execution": { "iopub.execute_input": "2025-07-21T13:39:48.943858Z", "iopub.status.busy": "2025-07-21T13:39:48.943798Z", "iopub.status.idle": "2025-07-21T13:39:48.946122Z", "shell.execute_reply": "2025-07-21T13:39:48.945657Z", "shell.execute_reply.started": "2025-07-21T13:39:48.943851Z" }, "id": "nHx45Wks4tIq" }, "outputs": [], "source": [ "from pathlib import Path\n", "\n", "encoder = uq.encoders.GenericEncoder(\n", " template_fname=\"cooling.template\",\n", " delimiter=\"$\",\n", " target_filename=\"cooling_in.json\"\n", ")\n", "\n", "decoder = uq.decoders.SimpleCSV(\n", " target_filename=\"output.csv\",\n", " output_columns=[\"te\"]\n", ")" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Define actions\n", "\n", "Actions are applied to each relevant run in the database." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2025-07-21T13:39:48.947890Z", "iopub.status.busy": "2025-07-21T13:39:48.947801Z", "iopub.status.idle": "2025-07-21T13:39:48.950031Z", "shell.execute_reply": "2025-07-21T13:39:48.949777Z", "shell.execute_reply.started": "2025-07-21T13:39:48.947883Z" } }, "outputs": [], "source": [ "execute = uq.actions.ExecuteLocal(\n", " \"python3 {}/cooling_model.py cooling_in.json\".format(work_dir)\n", ")" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "execution": { "iopub.execute_input": "2025-07-21T13:39:48.951495Z", "iopub.status.busy": "2025-07-21T13:39:48.951414Z", "iopub.status.idle": "2025-07-21T13:39:48.953638Z", "shell.execute_reply": "2025-07-21T13:39:48.953259Z", "shell.execute_reply.started": "2025-07-21T13:39:48.951488Z" } }, "outputs": [], "source": [ "actions = uq.actions.Actions(\n", " uq.actions.CreateRunDirectory(root=campaign_work_dir, flatten=True),\n", " uq.actions.Encode(encoder),\n", " execute,\n", " uq.actions.Decode(decoder)\n", ")" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "-4HKkpZP4tIv" }, "source": [ "GenericEncoder performs simple text substitution into a supplied\n", "template, using a specified delimiter to identify where parameters\n", "should be placed. The template is shown below (\\$ is used as the\n", "delimiter). The template substitution approach is likely to suit most\n", "simple applications but in practice many large applications have more\n", "complex requirements, for example the multiple input files or the\n", "creation of a directory hierarchy. In such cases, users may write their\n", "own encoders by extending the BaseEncoder class.\n", "\n", "As can be inferred from its name SimpleCSV reads CVS files produced by the cooling model code. Again many applications output results in different formats, potentially requiring bespoke Decoders." ] }, { "attachments": {}, "cell_type": "markdown", "metadata": { "colab": {}, "colab_type": "code", "id": "FXcdBc0B4tIv" }, "source": [ "```\n", "{\n", " \"T0\":\"$temp_init\",\n", " \"kappa\":\"$kappa\",\n", " \"t_env\":\"$t_env\",\n", " \"out_file\":\"$out_file\"\n", "}\n", "```" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "uEig_muB4tIx" }, "source": [ "## Add the app to the campaign\n", "\n", "Having created an encoder, decoder and parameter space definition for our\n", "$cooling$ app, we can add it to our campaign. :" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "colab": {}, "colab_type": "code", "execution": { "iopub.execute_input": "2025-07-21T13:39:48.955584Z", "iopub.status.busy": "2025-07-21T13:39:48.955419Z", "iopub.status.idle": "2025-07-21T13:39:48.964721Z", "shell.execute_reply": "2025-07-21T13:39:48.964436Z", "shell.execute_reply.started": "2025-07-21T13:39:48.955574Z" }, "id": "Ftd-tq6a4tIx" }, "outputs": [], "source": [ "my_campaign.add_app(\n", " name=\"cooling\",\n", " params=params,\n", " actions=actions\n", ")" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "EBUKUTyL4tIz" }, "source": [ "## The Sampler\n", "\n", "The user specified which parameters will vary and their corresponding\n", "distributions. In this case the `kappa` and `t_env` parameters are varied,\n", "both according to a specific distribution:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "execution": { "iopub.execute_input": "2025-07-21T13:39:48.966288Z", "iopub.status.busy": "2025-07-21T13:39:48.966200Z", "iopub.status.idle": "2025-07-21T13:39:48.968033Z", "shell.execute_reply": "2025-07-21T13:39:48.967684Z", "shell.execute_reply.started": "2025-07-21T13:39:48.966281Z" } }, "outputs": [], "source": [ "# Select distribution of the parameters defined next\n", "params_dist = 'normal_dep' # 'uniform' or 'normal' or 'normal_dep'" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "colab": {}, "colab_type": "code", "execution": { "iopub.execute_input": "2025-07-21T13:39:48.969338Z", "iopub.status.busy": "2025-07-21T13:39:48.969257Z", "iopub.status.idle": "2025-07-21T13:39:48.980501Z", "shell.execute_reply": "2025-07-21T13:39:48.978458Z", "shell.execute_reply.started": "2025-07-21T13:39:48.969330Z" }, "id": "skA-fE-c4tI0" }, "outputs": [], "source": [ "# [kappa, t_env]\n", "mu = [0.05, 20]\n", "stddev = [0.008, 1.5]\n", " \n", "nvar = len(mu)\n", "cov_xy = 0.0048 #0.005 #[0, 0.0024, 0.0048, 0.0072, 0.0096, 0.012] #use the values in order to get corr = range(0,0.2,1)\n", "cov = np.array([[stddev[0]**2,cov_xy], [cov_xy,stddev[1]**2]])\n", "corr = np.array([ [cov[i][j]/(stddev[i]*stddev[j]) for j in range(nvar)] for i in range(nvar)])\n", "\n", "joint = None\n", "if params_dist == 'uniform':\n", " vary = {\n", " \"kappa\": cp.Uniform(0.5*mu[0], 1.5*mu[0]),\n", " \"t_env\": cp.Uniform(0.75*mu[1], 1.25*mu[1])\n", " }\n", "elif params_dist == 'normal':\n", " vary = {\n", " \"kappa\": cp.Normal(mu[0], stddev[0]),\n", " \"t_env\": cp.Normal(mu[1], stddev[1])\n", " }\n", "elif params_dist == 'normal_dep':\n", " vary = {\n", " \"kappa\": cp.Normal(mu[0], stddev[0]),\n", " \"t_env\": cp.Normal(mu[1], stddev[1])\n", " }\n", " #joint = cp.MvNormal(mu, cov) # will use Rosenblatt\n", " joint = corr # will use Cholesky transform" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "2yMnJxEV4tI2" }, "source": [ "To perform a polynomial chaos expansion we will create a PCESampler,\n", "informing it which parameters to vary, and what polynomial rder to use\n", "for the PCE. :" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "colab": {}, "colab_type": "code", "execution": { "iopub.execute_input": "2025-07-21T13:39:48.983784Z", "iopub.status.busy": "2025-07-21T13:39:48.983641Z", "iopub.status.idle": "2025-07-21T13:39:49.026331Z", "shell.execute_reply": "2025-07-21T13:39:49.025953Z", "shell.execute_reply.started": "2025-07-21T13:39:48.983768Z" }, "id": "1eDGvW3J4tI2" }, "outputs": [], "source": [ "polynomial_order = 3\n", "regression = True\n", "relative_analysis = False\n", "\n", "if params_dist == 'normal_dep':\n", " # Correlated analysis\n", " my_sampler = uq.sampling.PCESampler(vary=vary, distribution=joint, polynomial_order=polynomial_order, regression=regression, relative_analysis=relative_analysis)\n", "else:\n", " # Assuming independent parameters\n", " my_sampler = uq.sampling.PCESampler(vary=vary, polynomial_order=polynomial_order, regression=regression, relative_analysis=relative_analysis)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "snnsrp174tI4" }, "source": [ "Finally we set the campaign to use this sampler. :" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "colab": {}, "colab_type": "code", "execution": { "iopub.execute_input": "2025-07-21T13:39:49.027816Z", "iopub.status.busy": "2025-07-21T13:39:49.027745Z", "iopub.status.idle": "2025-07-21T13:39:49.035498Z", "shell.execute_reply": "2025-07-21T13:39:49.035135Z", "shell.execute_reply.started": "2025-07-21T13:39:49.027807Z" }, "id": "E-Ruh53E4tI5" }, "outputs": [], "source": [ "my_campaign.set_sampler(my_sampler)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "IIDKFbhQ4tI7" }, "source": [ "Calling the campaign's draw\\_samples() method will cause the specified\n", "number of samples to be added as runs to the campaign database, awaiting\n", "encoding and execution. If no arguments are passed to draw\\_samples()\n", "then all samples will be drawn, unless the sampler is not finite. In\n", "this case PCESampler is finite (produces a finite number of samples) and\n", "we elect to draw all of them at once: :" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "colab": {}, "colab_type": "code", "execution": { "iopub.execute_input": "2025-07-21T13:39:49.041970Z", "iopub.status.busy": "2025-07-21T13:39:49.041888Z", "iopub.status.idle": "2025-07-21T13:39:49.052554Z", "shell.execute_reply": "2025-07-21T13:39:49.052204Z", "shell.execute_reply.started": "2025-07-21T13:39:49.041962Z" }, "id": "RD5cupoa4tI7" }, "outputs": [], "source": [ "samples = my_campaign.draw_samples()" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "execution": { "iopub.execute_input": "2025-07-21T13:39:49.054739Z", "iopub.status.busy": "2025-07-21T13:39:49.054595Z", "iopub.status.idle": "2025-07-21T13:39:49.057040Z", "shell.execute_reply": "2025-07-21T13:39:49.056802Z", "shell.execute_reply.started": "2025-07-21T13:39:49.054730Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "temperature,kappa\n", "18.111035,0.055396\n", "17.509977,0.040797\n", "18.723517,0.052549\n", "18.604319,0.047451\n", "19.710762,0.059203\n", "18.301477,0.037727\n", "19.502234,0.051258\n", "19.290205,0.046090\n", "20.284812,0.057097\n", "19.385615,0.042903\n", "20.375363,0.053910\n", "20.153090,0.048742\n", "21.337002,0.062273\n", "19.474513,0.035098\n", "20.825098,0.050627\n", "20.631968,0.045367\n", "21.670350,0.056211\n", "20.861673,0.041920\n", "22.041164,0.053218\n", "22.151337,0.048102\n" ] } ], "source": [ "kappas = [s['kappa'] for s in samples]\n", "temperatures = [s['t_env'] for s in samples]\n", "print(\"temperature,kappa\")\n", "for s in zip(temperatures, kappas):\n", " print(\"%f,%f\" % (s[0], s[1]))" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "oUMfmupj4tI-", "tags": [] }, "source": [ "## Execute Runs and Collation\n", "\n", "Create a directory hierarchy containing the encoded input files for every run that has not yet been\n", "completed.\n", "Calling `collate()` at any stage causes the campaign to\n", "aggregate decoded simulation output for all runs which have not yet been\n", "collated." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "execution": { "iopub.execute_input": "2025-07-21T13:39:49.058134Z", "iopub.status.busy": "2025-07-21T13:39:49.058027Z", "iopub.status.idle": "2025-07-21T13:40:14.579761Z", "shell.execute_reply": "2025-07-21T13:40:14.579023Z", "shell.execute_reply.started": "2025-07-21T13:39:49.058119Z" } }, "outputs": [], "source": [ "my_campaign.execute().collate()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "nhtEXW0m4tJB" }, "source": [ "## Analysis\n", "\n", "This collated data is stored in the campaign database. An analysis\n", "element, here PCEAnalysis, can then be applied to the campaign's\n", "collation result. :" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "execution": { "iopub.execute_input": "2025-07-21T13:40:14.582226Z", "iopub.status.busy": "2025-07-21T13:40:14.582132Z", "iopub.status.idle": "2025-07-21T13:40:15.880806Z", "shell.execute_reply": "2025-07-21T13:40:15.880493Z", "shell.execute_reply.started": "2025-07-21T13:40:14.582217Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Volumes/UserData/dpc/GIT/EasyVVUQ/env_3.12/lib/python3.12/site-packages/easyvvuq/analysis/pce_analysis.py:538: RuntimeWarning: Skipping computation of cp.Corr\n", " warnings.warn(f\"Skipping computation of cp.Corr\", RuntimeWarning)\n", "/Volumes/UserData/dpc/GIT/EasyVVUQ/env_3.12/lib/python3.12/site-packages/easyvvuq/analysis/pce_analysis.py:554: RuntimeWarning: Skipping computation of cp.QoI_Dist\n", " warnings.warn(f\"Skipping computation of cp.QoI_Dist\", RuntimeWarning)\n" ] } ], "source": [ "# Post-processing analysis\n", "output_columns = [\"te\"]\n", "\n", "my_analysis = uq.analysis.PCEAnalysis(sampler=my_sampler, qoi_cols=output_columns, sampling=True)\n", "my_campaign.apply_analysis(my_analysis)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "rGgiN7cA4tJF" }, "source": [ "The output of the analysis can be next queried in order to get detailed statistics:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "colab": {}, "colab_type": "code", "execution": { "iopub.execute_input": "2025-07-21T13:40:15.882383Z", "iopub.status.busy": "2025-07-21T13:40:15.882193Z", "iopub.status.idle": "2025-07-21T13:40:15.893664Z", "shell.execute_reply": "2025-07-21T13:40:15.893405Z", "shell.execute_reply.started": "2025-07-21T13:40:15.882369Z" }, "id": "-TvW8CIj4tJG" }, "outputs": [], "source": [ "# Get Descriptive Statistics\n", "results = my_campaign.get_last_analysis()\n", "mean = {}\n", "std = {}\n", "p10 = {}\n", "p90 = {}\n", "\n", "sobols_first = {}\n", "derivatives_first = {}\n", "sobols_first_conf = {}\n", "sobols_total = {}\n", "\n", "t = np.linspace(0, 200, 150)\n", "\n", "for output_column in output_columns:\n", " mean[output_column] = results.describe(\"te\", \"mean\")\n", " std[output_column] = results.describe(\"te\", \"std\")\n", " p10[output_column] = results.describe(\"te\", \"10%\")\n", " p90[output_column] = results.describe(\"te\", \"90%\")\n", " sobols_first[output_column] = {}\n", " derivatives_first[output_column] = {}\n", " sobols_total[output_column] = {} \n", " for param in vary.keys():\n", " sobols_first[output_column][param] = results._get_sobols_first(output_column, param)\n", " #s1_kappa = results._get_sobols_first('te', 'kappa')\n", " #s1_t_env = results._get_sobols_first('te', 't_env')\n", " \n", " #a = np.array(sobols_first[output_column][param])\n", " #np.savetxt(f'000_{param}.csv', a, delimiter=',')\n", " \n", " sobols_total[output_column][param] = results._get_sobols_total(output_column, param)\n", " #st_kappa = results._get_sobols_total('te', 'kappa')\n", " #st_t_env = results._get_sobols_total('te', 't_env')\n", " \n", " derivatives_first[output_column][param] = results._get_derivatives_first(output_column, param)\n", "\n", "\n", "#print(f'Mean:\\n{mean}')\n", "#print(f'Std:\\n{std}')\n", "#print(f'p10:\\n{p10}')\n", "#print(f'p90:\\n{p90}')" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Data serialization" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "execution": { "iopub.execute_input": "2025-07-21T13:40:15.894893Z", "iopub.status.busy": "2025-07-21T13:40:15.894813Z", "iopub.status.idle": "2025-07-21T13:40:16.757074Z", "shell.execute_reply": "2025-07-21T13:40:16.756702Z", "shell.execute_reply.started": "2025-07-21T13:40:15.894885Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/Volumes/UserData/dpc/GIT/EasyVVUQ/tutorials/correlated/easyvvuq_pce/sobols.yml\n" ] }, { "data": { "text/plain": [ "['/Volumes/UserData/dpc/GIT/EasyVVUQ/tutorials/correlated/easyvvuq_pce/surrogates.joblib']" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from serializer import serialize_yaml\n", "from serializer import deserialize_yaml\n", "from joblib import dump, load\n", "\n", "data = serialize_yaml(my_campaign=my_campaign,\n", " output_name= \"sobols.yml\", output_columns=output_columns,\n", " params_dist=params_dist, vary=vary,\n", " mu=mu, stddev=stddev, cov=cov,\n", " my_sampler=my_sampler, polynomial_order=polynomial_order, regression=regression,\n", " time=t, mean=mean, variance=std, p10=p10, p90=p90,\n", " derivatives_first=derivatives_first,\n", " sobols_first=sobols_first, sobols_total=sobols_total)\n", "\n", "# Serialize the surrogate models into a file\n", "filename = campaign_work_dir + \"/surrogates.joblib\"\n", "dump(results.surrogate(), filename)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "XxFsGUPdQma0" }, "source": [ "## Visualization" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "execution": { "iopub.execute_input": "2025-07-21T13:40:16.758681Z", "iopub.status.busy": "2025-07-21T13:40:16.758584Z", "iopub.status.idle": "2025-07-21T13:40:16.760862Z", "shell.execute_reply": "2025-07-21T13:40:16.760455Z", "shell.execute_reply.started": "2025-07-21T13:40:16.758673Z" } }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import matplotlib\n", "from matplotlib import cm\n", "from matplotlib.ticker import LinearLocator\n", "import numpy as np" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### PCE Model" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "execution": { "iopub.execute_input": "2025-07-21T13:40:16.762713Z", "iopub.status.busy": "2025-07-21T13:40:16.762614Z", "iopub.status.idle": "2025-07-21T13:40:20.072998Z", "shell.execute_reply": "2025-07-21T13:40:20.072576Z", "shell.execute_reply.started": "2025-07-21T13:40:16.762704Z" } }, "outputs": [], "source": [ "# Make data.\n", "Npoints = 80.0\n", "X = np.arange(mu[0]-0.5*mu[0], mu[0]+0.5*mu[0], mu[0]/Npoints)\n", "Y = np.arange(mu[1]-0.25*mu[1], mu[1]+0.25*mu[1], 0.5*mu[1]/Npoints)\n", "X, Y = np.meshgrid(X, Y)\n", "#R = np.sqrt(X**2 + Y**2)\n", "#Z = np.sin(R)\n", "nx, ny = X.shape\n", "f_surrogate = results.surrogate()\n", "t_idx = list(range(5,t.shape[0],20))\n", "nt = len(t_idx)\n", "Z = np.zeros((nx,ny,nt))\n", "for i in range(nx):\n", " for j in range(ny):\n", " #print(f'{X[i,j]}-{Y[i,j]}')\n", " \n", " inputs = {\"kappa\": X[i,j], \"t_env\": Y[i,j]}\n", " T = f_surrogate(inputs)[output_column]\n", " T_ = [T[tt] for tt in t_idx]\n", " Z[i,j] = T_" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "execution": { "iopub.execute_input": "2025-07-21T13:40:20.074739Z", "iopub.status.busy": "2025-07-21T13:40:20.074661Z", "iopub.status.idle": "2025-07-21T13:40:26.515353Z", "shell.execute_reply": "2025-07-21T13:40:26.515037Z", "shell.execute_reply.started": "2025-07-21T13:40:20.074730Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "<>:13: SyntaxWarning: invalid escape sequence '\\k'\n", "<>:13: SyntaxWarning: invalid escape sequence '\\k'\n", "/var/folders/6f/rn14629n60j16dc99dtk7bs4000ctx/T/ipykernel_42356/2887612890.py:13: SyntaxWarning: invalid escape sequence '\\k'\n", " param_labels = {\"kappa\": \"$\\kappa$\", \"t_env\":\"$T_{env}$\"}\n" ] }, { "data": { "image/png": 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hUCgUCoVCoVAoFAqFQqFQKBR9h5LVCoVCoVAoFAqFQqFQKBQKhUKh6DuUrFYoFAqFQqFQKBQKhUKhUCgUCkXfoWS1QqFQKBQKhUKhUCgUCoVCoVAo+g4lqxUKhUKhUCgUCoVCoVAoFAqFQtF3KFmtUCgUCoVCoVAoFAqFQqFQKBSKvkPJaoVCoVAoFAqFQqFQKBQKhUKhUPQdSlYrFAqFQqFQKBQKhUKhUCgUCoWi71CyWqFQKBQKhUKhUCgUCoVCoVAoFH2HktUKhUKhUCgUCoVCoVAoFAqFQqHoO5SsVigUCoVCoVAoFAqFQqFQKBQKRd+hZLVCoVAoFAqFQqFQKBQKhUKhUCj6DiWrFaXBzp07zR133GG2bdtmlpeX+306CoVCoVCUGouLizYuP/TQQxqXFQqFQqHoM5aWlsydd95pHnjgAY3LCoWirxjp7/IKRW/wm9/8xpx//vlmx44d9t9r1qwx69evNxs2bLCPsbExU6lU+n2aCoVCoVCUAvfff7+Nyw8++KD99/T0dENcnpiY0LisUCgUCkWPgI3jCy+80ObNwOTkpFm3bp2NyZs2bbL/1risUCh6hcqybpkphnx3+LrrrjNXXXWVWbt2rfn1r39tTjzxRPPb3/7W/O53vzP33nuv2b59uyWvEYw3btxoA/Lo6KgGY4VCoVAoOgzcdt58883m8ssvt3H57rvvNieddJKNxxSbkTDPzMw0xOXx8XGNywqFQqFQdCEuQ0190UUXmfn5eXPXXXeZo48+2lYlIybjgY3lqampbFMZsVk3lRUKRTehZLViaIFkF0EX6q0jjjjC3Hfffebqq682p5xyShZY8fXHOOwgE3kN9fXs7GyDwmtkZESDsUKhUCgUbQCJ7yWXXGIT4cMOO8zGVqi4HvvYxzbEZdh1ISaDvEZcRpzWiiiFQqFQKDpvx3XFFVfYTeSDDz7YbN682fzgBz8wxx13nM2HKS4jP6a4jP9u3brVVkS5m8pKXisUik5CbUAUQwcEVCTCIKrn5uasYguKLJDW/t4MAip2ifHYfffdrRLbJa9vvfVWm1xjHiTJCMYIykpeKxQKhUKRDsTVn/3sZzYeP+IRj7DlxFRq7AKxFa/hscsuu2SbypQgQ5GtFVEKhUKhULQH5MaIyyCsUXmMuIr/B9ycGbEVsRtENh54DXGYyOtf/OIXWhGlUCg6DiWrFUMFBFgEzBtuuMEcdNBBZo899jDV6kofUfpvCBiDXWI8cCzIa+wcI6GGugu7zliDI68VCoVCoVA0AnH02muvNb/85S/NPvvsY/bbb7+muIwxtVqNPd7dVN5tt92aKqIuvfRSrYhSKBQKhaIFOy5sCiNnplyW4nKo+B6xFSrqLVu22IdfEXXllVdmFVEuea0VUQqFIg+UYVMMDdC1GLvDUEJjd5hKlwitBEcEbOwS40EJNTy7SOF144032ufg70XkNTw4lbxWKBQKRdnh2nEde+yxNml1Y7Fr/ZEKrYhSKBQKhaJ9O67DDz/cKqW52IjYmgquIgrkNcVlkOL4N3JzrYhSKBSpUEZNMfBAQERyCnUVAu4hhxzCksWdCIYgr7FLjMeee+5pAzlIcpDXCMhQdON8fPJaUowpFAqFQjHsdlyw/YCiykcrZLUPrYhSKBQKhSIOxMWf//znNh6THVc3QOQ1qqG0IkqhULQKvVNXDDQWFhZswLv99tvNoYceandzpSCXYgOSF5gTgRaPvfbayybJUJCBvL7nnnvMddddZ8/HJa/x/0peKxQKhaJsdlw+KF7nUXDFoBVRCoVCoVCsAjEPOelVV13VZMcVOqZT0IoohULRCvTOXDGwQOKJ3WEQv9gdRgAMoRfBDoEfgRYPAMH4vvvus+cKlRl8O3EeSIxd8robRLpCoVAoFEWy4/KR4o3ZLrQiSqFQKBRlRcyOS0K34zJXEUWbyloRpVAoAP3FKwYOCGjXX3+9VW5Bzbz//vsnJZX9IISxJhJgPAAEXiKv77jjDnP11VfbcyfyetOmTTa5V/JaoVAoFMNmx9UPsppbUyuiFAqFQlEmO66TTjrJjI+PJx/fSWV1noooIq+1IkqhUOgvXDFQQHOGiy++2AauY445xvpbpSqmi1BGRMQ0HkRew1MTwfi2224zv/zlL23gxet4bwjGUIMpea1QKBSKQbfj6oUNSF5oRZRCoVAoymrHJaGXm8g+tCJKoVAASlYrBgIISFA8wfYDu66w/cizO1wUstoHgirKmvDAe0QwBhFP/l1XXnml7ZSM113yuojvRaFQKBTlQl47rm40WOw0tCJKoVAoFGWx45JQtLgcq4gC/E1lJa8VisGGktWKwgMBCYpjqJsOOOAAG6RaSQqLnkgiaUdQRZDFAzcJSJKJvIZ/1xVXXGE7OLvkNch7Ja8VCoVCUXQ7Liku91NZHYNWRCkUCoViWO24JBQ5Locqou6++26tiFIohgRKVisKDfhVQbUF+4/jjz8+Uzq1gkEjdHG+uMlA8osHkdcIxHjAv+uyyy4zExMTDeQ1mlUM2ntVKBQKxfDbcRXBs7pdaEWUQqFQKIbFjkvCIMXlvBVRiMsgupW8ViiKDSWrFYUEAiQUS5dccolN9pAQI/lrB66Cy1WA/fe64+x/T/7NhWYQyGsEWDzwGaHEi5JkqNxwozI5OZklyShPxr81SVYoFApFv+24UsnqQYrLWhGlUCgUikG148pDViM2Fz0uA1oRpVAMB5SsVhRyd/jyyy+3CiXsDu+6664dSercRk5EVlNCPEgB2H0/SIBBSOOBm4odO3bYBBnNJ6C6xnvFTYtLXkOJrUmyQqFQKHptxxWanzDocTlUEQXVNf6tFVEKhUKhaDduotEg4ko7dlwcEI+kTeRBi8uxiijc23AVUdhUVvJaoegvlKxWFAoo2bnwwgttkMTuMBK4TsFXcLkJMWEQAzABnxlUbvApw04xSsHQWIMaUKAECqXb+EzdYKzktUKhUCh6YcclYZjjslsRBUXXsccea7Zv364VUQqFQqHoux2XBJesPnvzw01ltGKWdw6ONUhqRdRdd91lxXGAVkQpFMWCktWKQgA7nDfddJMNDrvvvrs58MADO97BlwIMgi+XEA9DYuwD5DWU1SCw8b4pQQZ5fdVVV5mLLrrIBl83GOMYDcYKhUJRbrh2XIgNnbDjCq0VisvDBHyG8Mr0K6LwgHIdn7dWRCkUCoWiF3ZcoUpkIqqHOVd2bUP8iijEZe0RpVD0D0pWK/oOJGrYHf71r39tjjrqKBsAunHxh7J65A/eaM5PGDtsQRjAZ4pAu2XLFvtAMMbOPJHXv/jFL+zNDzy7EIzxd0BAxs6yBmOFQqEoD7plxyXhygOfUoqY7JdVuxVRtKlM5LVWRCkUCoWiV3ZcKXDV1cMcl7VHlEJRDChZregraHcYF3jsDiMB6xbO3XRirvHDEIRDQROv4XPHA12jibyG3zWaUICowL9nZ2ezYKzktUKhUAw3umnHxWH8j95szORKwr340Kp3dRnBkddaEaVQKBTlRi/suDhynFNVlw1cjygirxGXtSJKoegeKstcq1eFogcBEIqha665xuy3335mn3326eru8Pdmjsw1fnK31ZKqh192jhk0QJn14x//2Jxyyiktf664NDz00ENZGRQemBfkNTy+iLzG7rMGY4VCoRhs9MKOy8dZG49u+HeMrB70DeSzzjrLnHDCCTapbQV+RRQ2lhGntSJKoVAohtuOC9d2VDp1y47LxX/913+ZiZe9xf7/zvsXms/L8a4e9Lh87rnnmkMOOcTagLQCvyIK/926datWRCkUHYAqqxU9BxKrn/3sZ/ZCftxxx9kLeTfx/bVH2bIlIKUxxNTeEw1jf3rEIweSsG4XCKhIqPHYbbfdbDDG34wCMcrDsbMM700ir/FfJa8VCoVisNArO64QUQ3UJqtBwnrYK55SjtWKKIVCoRh+9NqOywUR1Yr2K6Jg3aIVUQpFa1CyWtEz4OJ955132gs2LtYnnXSSTaC6TVS7iHUyJqI6ZWyR0Y2CCQRU7BLjAdUdVHgueX3LLbfYGyuOvFYoFApFMdFLOy7CD3d9mKmMrlT9LO9cykVYK5rJa2wo06ayWxGFplBaEaVQKBSDhV7bcbn47z2Pbfj36JqRJnX1MHpXd7NHFMhrxGXtEaVQ5IOySIqeAF11UVp88803m4MPPtgmVd20/fBJahcSCe0S1f7YsqqrQ8DfD7vEeOyxxx6WvIanGiXJKCfH3x2+akiSEYxRYqXktUKhUJTPjsslqtvBJY96jDnqxz/q2PmUtSKKkmStiFIoFIry2nG1ikEWdfnoZvwj8hrVUFoRpVDkg3pWK7qO+++/39p+gLhEeTF2EruJEFFNcIMrR1JLYweFsMYO7jnnnNOWZ3UnbrgeeOCBLElGQMblhshrBGIE5aLehCkUCsWwAgQmlD347xFHHNF1O64YUe2rqwFOXT136Kq6bBAJa3hWn3jiiVYN3Q/4FVGIy1oRpVAoFMWy4zr88MN7Ysfl49zDjzcL9y2yr4W8q+cPnzFH/vcPzaB6VsNmpRdNKzlojyiFQobejSq6evGFkho7hthJPOigg7qeAKUQ1e5ucIyodscCqrBOB0hyBFo89tprr4y8xk4yys6vu+46Ow5qa1Je40ZByWuFQqHoXly+4447bELcKzsut7S4OlIxSwtpGgnfDgTJMLC8pBqLXlVE0aayktcKhUIxXHZcHFENjMzWRMKay5HnDuqdRckwQiuiFAoZqqxWdAW4qCLo3nXXXebII4+0DQd61awpNRGe3msieSwwuW48+//Dvvd9U2QUQVkdA5JkeLIhGEPdhQe+I0ReI0nG/xf1/BUKhWKQABISHsbYREbne5QY9+r66ntgcrE3pK4motonqwdNXf2DH/zAbhD0S1kdg1ZEKRQKRW+vubDiQhM+WHHtv//+fcl7iKh2wRHWvrp63RGzZnHH6rhBVFcjXz7ssMP6pqyOQSuiFGWGfqsVHQeUsyCqEWzxQHOBboOIaiBFuQWiOnWsT1QDVzzh8YUnrIEi77jiu4EbA7o5AJEC8hqBGI044aWKhNhVXiMwK3mtUCgUrdlxIcEB+djtvhEholqKvWi46BPWa4+aNcuLjc9VqpWMsFb/6v5WRNGmspLXCoVCkQ+wfkC+jOoWoJdxuZOojdUywvrSk08ZSMK6yNCKKEWZod9iRceAiycSmauuusruDm/atMlccMEFPSWqCSESmojqlLEcUT1ohPWggIhpPAAEXuweIxDffvvtVnWAwOuS10ioB/HGTqFQKPphx7XvvvuaH/3oR/b5XuDs/Y7rShMml7BW9Ia89iui7r77bnPttddqRZRCoVDkAOIvRDkXXXSRvV6i2gZxGdfXfuD8Y09kn+fsQEbXjGTqaqiqFb0H4iv6f+Gx5557NlREYWP5hhtu0IooxdBAyWpFx3aHEXSh3jr22GPtRRElK91MiDmSOkZC+0R1aGyIqC46YT0M7j4Iqvge4YH3g2BMjSd+9atfmV/84hdmdHQ065wM8hq7zpokKxQKxYod1yWXXGLtuNCsCXZclAz3IikGUU3gCOuYunr2wBXrj0qt2qSudjFo6uoiVzzFoBVRCoVC0TpwzbziiivsJvLBBx+cqanx6EfuRkR1bbxqFren3ReAsF6z99RQqasHPS5rRZRiWKFktaItILAiEQZRjYQEu8Pj4+PZhb9bCXGMqPaTYYmk5sYSpjasHBNTbxWVsB4m4LuEoIogiwe+d7jhI/IaN324+YPymrom44Fd50G+AVEoFIpWgCQFth+Ix2jWRB7JdD3sNlntEtV5MX/IGrO06JHYDGHtqquve/apZr+v/UfLayq6UxGFSjvaeKZNZa2IUigUZbbjwnXyxBNPtDkKoZs5c15FdUxdvfbgNWZhW7OftUtYK4pdEYU8mnJqrYhSFBlKVitaBoIt1K0oNznooIOsj5J7oaP/xwWxk4ThD3d9WK7xIKHzjJ2YH89VbjwxN66Jco+B75NLTOM7dsstt1hlF56/8cYbbdk7iBo3SZ6enlbyWqFQDC2QlCARoWZN++23X0NcputfNxVcaNRUm6xmzRHzqqvzQO1AilsRBSAmQ9WFzRKtiFIoFGWEb8eFnNn3E+6XstpFHnX1yESNJawJg6iuHlb4FVEgriEyROzViihF0aFktaIloLwEu8MoM8buMO3euXCT4k4RhERUc42YOEztWVdHeyotCT5RPegJcVmIWbxPBFWQ0wcccID9zuG7CYUXdpKxoXLppZfahJmSZDyUvFYoFMNsx+Vf3/BvPLqVFIOozguXsJ7bf3rluVolSV0NzGxeOUY3jYsHxGWQ09g0kSqixsbG7HeVkmStiFIoFMNsx8Vd33qtrP7ZIx+VPNZVV0NVHYKrrr7x+c8we//rt9o8U0W3YjMEDVKPKCKvtSJK0W8oWa3IBSQbt956qyX+EHAPOeQQsdusW27ciQucr6iOEdZEVNuxtUqUsJaIaomwnly7Oj+e10S5v3A3RfBfJMAIsHgQeY1ADPIaykPcPE5NTTUovEBma5KsUCiGxY6LA+JxN5Jin6hOVVcTiKgOwSesiageBDuQfqvmihCX/YooIq8Rl2+66SZLXmtFlEKhGBY7rp///Oc2H3HtuDh0cxNZIqpHJkbMwraVZokp6mqfqI6pqwcFZYvNvojQr4hyN5W1IkrRbyhZrUjGwsKCJamx63booYfaUqZQAuHagHTL9iNVYR0jrGNEtU9Yu0S1iyInysOOkIKfyOtNmzbZB8bu2LEjS5KvueYac/HFF9uk2A3GExMTmiQrFIqBtePqVVL8k6NPYJ9PJaznD5xpql7i1NUuiKgetOqnMsWUWFz2yWutiFIoFIMObAbD/gie/ZwdF4de2YCkKKo5wnr94fNmaSGNmIa6enrjSnxWdXXxEKt4T+kRpRVRil5ByWpFEpA4YHcYFzDsDkORGkMnGjml+FP7hLWrqE4hrKfWr4wPJcUuOKK6aI2eyrZLTN+z1ECJcVBvoToAD3xe27dvz8hrlECRn5dLXuMYDcYKhWJQ7Lg4dLrcmIjqVv2nZ/edFglnyQ5keoOsUCtCDFaY3DZwsYookD9aEaVQKAbdjotDL2xAOKKaU1dLqI7UmghrSV1dG62axUQxmaLYcVkrohT9hJLViiAQOKFuufLKK81ee+1l9t9/f0tYp6BdZXWeRoogrCd3GUsb6xDWRFSnqLjQSDE4b8EI67KhHW90HAcV9ZYtW+yDyGsEYjygXMRmDXaO3WCMxFqDsUKhKKodV7cVXL6imiOsQ+pqIqrzYM2WGftfP2nWGDx8cVkrohQKxTDacfVDWZ2HQHbV1XN7hn2qfcJ6dtfG8YOgri5TzMD3rFULj7wVUaS8VvJa0SqUrFaI2LZtm00EkBgcc8wx9qKU50LTjrL6v/c81ia99vgEpdb07uO51NEgrCcTrT9SiGo/WZ6YmzS/Ov3ZZrdPfS15DUV76GQjTyKvYXWDB+bG7wGBGL8H7CLj31AyuuXJSl4rFIoi2XF10wZEsv5IBfwvF3d4JHZEXU1EtYRBsgMpAzodl7UiSqFQFNWO68YbbzQHHnhgkh1Xr5XVF59ysvhaSF3tE9WcutqFS1S75PggENZlQafjcqgi6vrrr7f3rFoRpWgVSlYrmoALzT333GOVpLjph+1Hnt3hdpNiENV5QER1ijoaCJHU3PGTa1fKjZcTbyJAVBOUsB7M4OsD8yKw4rHrrrvatVDqR+T1ZZddZhVfUF5jF5mCMXafNRgrFIp+2XF1q8Hi+ceeaDd9Ad9aK0VdPb+fTDpLhDV5YKYmzXe88g/Nlr//kikKymjP1e24rBVRCoWiKHZcJ5xwQrIdVy8bLLpEdR519foD1pqF7WkWIVBXT61r7Z5EMVxxWSuiFJ2EktWKBiCBhTrl2muvNQcccIC1/min22vesiaOqA75YLpEdQpS1NQuYU1ENVDBe4kk+ONrmv2s+0VYl+2i383g6wPrgCjCY7fddrNrb926NSOv0T0ZN64oBUQwRiAGia3ktUKhaCUuQ50C8i2vHVc3kmIQ1TGECGuXqK6NVZvU1RygqOY2ojnC2iW7i0ZYlw15ekm0C62IUigUg2LH1SsbEE5RzRHW7XpXS1B1dfHQ63xZK6IU7UDJakWGBx980KpQcDN//PHHm/n5+bbnTFVwxdTUXOIrEdWSuhr+1L4CTFyvVjHjs1wjRZmw5ohqgiqshyv4+sC62CXGY/fdd7ffeZe8xg0tyveRJFOCTOS1QqFQdMuOq9PKao6o5hoXS+AU1Rxh7RLOZP2RUjlFWLNlNnmsYnjjslZEKRSKItpxdaPiiUMeEtodO7/n3Mpz4yNJ6mrEXGBxx8LANVssW9VTv+Ny3oooPJS8Li+UKVHYC8Vtt91mu6zjgoCEeHR0tCNzpyi4Um0/XMI6pqj2k1pqpJiaVHNEdYiwhvVHzCdTCeviNozoNHAe2CXGA951RF7/5je/sUkyuifD4w7KawrECMpKXisUik7bcXVKWf3T408SCWMutvqbzLO7z+Sy1OI8qrn1fZXXzKZGj82iqavLlHD1Myn2oRVRCoWiXeBaAduPdu24euFZfflTHie+FiKQiagmcIS1G3eJqLbzjo2whDVB1dXlqnjqVEWUu6msFVHlgjIjJQd2hy+//HJ7k44SJqhPOvnjjwXfs/c7zlRGK2Z5Z6LieaRiJreMpY2tJ7VEVGfnFCGsQ0S1T1i7/tQpjZ16RViXbZe4aElxiLzec8897W8ClQwgr/FA92ScP6oZKBivXbtWyWuFooTotB1XJ5JiENWEPApnn6iWNnw5dTUaNaU2S6TE2SWq3fMsGmFdFhQ5LnMVUVBe06ayVkQpFAoCrg+4V4fyE/fx7dpxdduz2iWq86irNxywzixsX0yOu9MbGntJxMhxENu/fv2LzPoPfC7pOEX54rJWRClc6B1XiXHfffeZCy+80P64TzrpJHvD3mmEPLhAVBNSCOupXVdVZakJrE9UxwjrFKKa4BLVKYQ12YTc89oXmg0f+nzyOorBD77c7wKBFg8QUbgJRpMWBONf//rX1p8W7weEtUted/LGWKFQlMOOq11vTJeoDhHWkrp6ZktiMusQ1qSolpotcmS5r6gOjVX0BoMWl4m81ooohULB2XEdffTRHbHj6qZndUhR3ao9R6odSEhdPbf72mSv615jUOJU2eJyakUUNpWRL2tF1PBB77BKCNyA46YbpRVQkxx44IFdI8EkBZdLVKfAJapTVMwTCY0U3cR6Yn4yFxE+vkaenzu3kJ+1onzBl7tJRaDFg8hrbCYhEN99991WYYn3BuKKkmSQ10WxPVEoFMW142pHWX3hiY9IqhqSsGZXsv5YTu7/4Ft/cPBJaFJ3hc5T1dW9x6DHZa4iCkmyVkQpFMOPbtpx9cIGxEWKunp+jxU7j5HxWpK6muw/OALaJ6xnNjdai6i6un8Y5LisFVHlg/7lSgaUTmB3GOrNo446yu5AdfOC5e8Uh0hqSV3tE9XZeCGBTiGqG8c3KqRjiXmIqObm4IhqVVd3HoMcfLnfDRJgUlVCzUXk9Z133mmuvvpqu8FE5DV+x1B7KXmtUAyuHRdustGsqdN2XK0quEBUE1IVzu4mMBHVEjjCenbX2abnYjHZLUOOnacS1uXtJdHJiigir7UiSqEYTnTbjqtbyupfPP0JuRTTNJaI6lR1tetTnQeu17US1v3BsOXLWhE13NC/VImAm2k0hYAPEHaHYWjfbbgeXClqap+wlohqCZPrJnM1cPKJ6uw82lCSuXOMTcvnr4R1ZzFMwdcHkl0kvXgACLz33ntvVgIFDz2oMPE6kdfYVR4WkkChKIMdF+JyN+y4WvHGdInqECTCembzdO6YOr1hRiSxJRJ6cu1UrvOcXDdj7v3z/2nm3vNJ02toL4nhQqgi6q677mraVNaKKIViMNALO65uKKtBVBM4wlpSV3NEdUhd7RPVfpNjX13tq6oV/cWwx+VQRRRVKvubykpeFxf6lykB8EO95ppr7I3zfvvtZ/bZZ5+e3SxT8M1j+0GEdQpR7SawRFTHSoxTrTn85HhibiKHTcjq3KHx3SSshzUQlTH4+kACjJ1hPEBMX3TRRVaR6ZPXeJ08vKAG0yRZoSifHZcPXAdCSfFFJz/a1MZqZnHHYkubuLO7zrA+0dzxFKuJqM6DqfVkMZKmxJ7akN6wUdEZlCkuuxVRqI748Y9/bA477DBLYGtFlEJRfPTSjqvTDRZdojoEn7Ce232FSObIZo6whrqag0RYc0S1qqv7i7LFZbci6qyzzrL5MqxDtCJqMKBk9ZADP0bsDmNX6bjjjrPkVa8vEtc95um2yRKwtBAPxFNb6qTwYtoOMxLTiflm4jlEWKd6SFPSS0S1+5wEf+7Y+H6pvIYNZQq+LkA6IagiyOKBz4GU19hJvuWWW8yVV15pxsbGmsjrMn5eCkXZ7LjyJMUgqoPHRmw2QFT7z8UAldbSgk84h9XVRFTnOU8XGnd7g2GyAckD2gyimOtXRN1+++3WYoCqprQiSqEohh0XBB+HHHJI1+24OmkDIhHVeexAJLJZUlWnNluU5i0SYV22qqey5st433ggzm7atEl7RA0IlKweUuDHCCUHFJf4kZ100kmWrOo1Fl/86oZ/g7QOEdZEVAOVWjWJsOaI6lDCOzk/mZxE2/kdorpVmxBp/Oj0RFcS57IF3jIHXwRaN4jiM0A5k09eIxCDvL755putmhNNYtwkGSVTZfz8FIpegpo19dKOK7Xc2CeqOXV1CERUBy1CvFg4s0kmnSXCenLtdNLGtLvWxNqZpuf6RViX6Tpb5riM9+2+d7ciCnA3lbUiSqEohh0X8uVe2HH5wNq4JrQC2G0AbkPDFHU1qaqDYx11dcyn2iempzfO5iLCFb1BWeMycSNuTNUeUcWHktVDCPzQQEaBlDr44IPNbrvt1pcf1TkHPTzXeJeoTiGsQyS1lMiCqE5VfcUaKTbbhKzakHDEtD9+bA35a/c3cR4WlDX4+mS1DyKvaYcYn9POnTuzJPnGG280l112mSXP3CQZN+tl/DwVim79TnHTC0uuXttxpSi4JEV1qh3I3O7pFht0vEtUV0eqTerqsPUHbyfCgYjq0PkrugONyzJc8lorohSKctlxdUpZffWznxJ8XVJXc0R1iFT2iWq32SI3BxHVIdDYibVrzIPvepWZ/suPm36hTNfVMsdlIBSbQz2itCKqP1Cyeshw//332yaK+HGdeOKJ9sa2aCQ1p67miOq8CusQiKRuOI8AYR0jqpttQiaTk2EiqbmxSli3r2QqG1KSYhf4jJAAI8DiQeQ1Ka/h33XppZeaqampLElGuRTI7DJ+vgpFJ+y4EJfRobwfdlwpymrEIaAVEnfNLs2qZUIeOxCOsHZJ6Lj1B1NJtX422L9CY253UeakOG9c1ooohaI8dlydaLDoE9XU0DCG2V3ncimx5/dcx46VCGuOqJaI8KmNc1nc7zdhXRaUOS4DeWKzVkT1H0pWD9GFBzez8NvaZZddzEEHHdSXzqapamqXsA4R1RzcRoopifXErEw8c4k0Ec+xBo3+eB9c4u4T1dxYTZ5bQ5mDbztBkchrENJ44HPETTwlyfDvQrMZkNfUfALBGPYFZfy8FYpBs+OKKbguPuXkYNwKqauJqA6ux8TZNVvyKLGrZnLtFLt+CFBrpfhfa8ztHjQutwatiFIougcQ1NhA7qcdV7vK6piiutPe1alEuJ1jdMQs7ZRV14r+oqy9JMhmp50YqRVRvYeS1UMA3MDCAxPB9/DDDzebN2/uy4/i3MOPN5XRilnemaqiqpiJDYkK5rq62iWqUxLWEFHNJdIu8RwqK05t1OieH/lTp4zV5Dk/NCnuDPAZQr2F6wgeRF4jEOOBEiiQb1B0IRgTeY1jyvj5KxQccAOLTZ7bbrutr3ZcMQWXS1TnxdweUETFLUJ8kP0Hq8Rm1NXTG9ewCS53PMVtIqpDcI/f9r7XmIk3fdh0E2XsJaEVT51BakUUyDdSZ2tFlELR/LuEEhK/l37bcbWrrAYBDfgkdIxUJlV1ylhgZnPY19pXV09vivtg+xZdbtyHuvrWP3xdZsUA1aqisyh7vtyp964VUb2BktUDjt/85jeWqN6+fbvZd999zZYtW/pyHiCqW0GeEmGfqO6k/yTOY2yGa6QoE9Yxoto9v5HJdFuR0amVsQ+950/M5J//XdJx7FwluxCWdae400mxRF7j2oIHPmdcbygY48Yf1yAEX1Je46HktaLsdlwPPvig2XXXXc0ee+xhigRcL3BDfenjH5PUBJFTV8/uJvtRhuxAQg0Vs7FO4gqiOq8ia8X6I83TGqQ2PY+/GRIKbMKpB2FnUPakuFvQiiiFIr8dF+5V8RvBbwJkdZGA32XqhuZ1zzs1+DpHQoPcpngaG0vx1ieqY+S2S1TH1NV+Lwk37u/+pQ+ay570YmudBlUqxWU0tuuXp/gwQeNyd6AVUd2BktUD/IO77rrrzFVXXWV3hvFD6IftB0dUp6qrpzZPJBPWE3P5mh1O1psvppLYHFEtn8tULpuQ0el0W5HRmTohXx/bLmFdJmjw7Q3wGSPhdcnrbdu2ZUkydpHxb9xguuQ1Eusy/n0U5bXjwm+gX3E5BPwOF179qtzHEWHtEtV5SGQ0aArZccTArdXU6NhLgBvHhqulDvveZ821T3u59SHEdRXd30ndpUqY1qBxuTcIVUQhNlNFFJJiNy4rea0omx3Xnnvuae9Ri4ZUGxCfqE61+Mh8qhPtQGZ3W5cc26GuHp+bbnpeIqynNq01Szt3BudE3y0IY3ANgzAPwhgQfyCsKS53yhu4bFVPKu7qDbQiqjMoXhalSNodRtCFeuvYY4+1uzNoEkFePEVQU8cIayKqCSHCOkZU+0krEdXuc+0Q1W6CS0S1/3yMqE5BRlQDuJgqYZ0LmhT3B/jMEVjxAEGHvwOuUZQkg7jDDadPXqO0r4x/L8VwAjegUDLeddddmR0XNpPzNkzqBba96n81/DtVXS0pqlNIZE7RFVprZnOzOjp2vEtUS+fvxu3xuZmm5/b///7BjL/xQ1YVjwQZ17EbbrjBXmMpQcY9F653raJM1z2Ny/1BSkUU4rRWRCmGGciLIaDAJjLZcd100032+l40pNiAxBTVrXpMd2JsJ/yofTsQNFt0r2G4ZlFcxt8UoE1lxGVUkuj1Kw6Ny/2BVkS1BiWrBwj4UiMRBlGNnUU0a8KNJYAfXy+T4hTbD4mw9olqCVPrVsal2oQALlGdQlinKqqRzHK2HyHC2ieqg2NdologrB/4X++wQTnFv6tsu8SABt9iAH8DBFo8kBi4N5gIyPDwRXBGmT2VQOG/UKCW8e+nGB47LtyEolkTEZn4XS4spCWAvcJlTzoleawfO9dsmckVk+l4l6hO2eSV1g8lxJyiOhT7iajmzmv7X7/WzLzpw5bIgwoP19j77rvPJhN33HGHufrqqzMPQiTI+G8RGmcWERqXi4FYRRSaQiFOa0WUYtjsuEBYQ6WL73Y/8uVOKatvPO0ZIlEcU1c3+FQnKLHJ/iO12SKstyT46uqJdStjq6OjrLraJawXPvxGM/Kav27KLXbffXf7WeFvjOvXPffcY6vNkUe4cbkIjTOLCO0lUQxoRVQalKweECDYQgkBv5sDDzzQemC6P7heBt88/tQ+YR0iql11FxHV/vMSJudXyV4uEW4qFXYaKaYk3iF/ai75lhTV7FiOqGYI65l/fIc5+8Rn2xsuCsTq37UKTYqLCf8GE+frkte33nprVtrnk9cKxSDZccEDs19xOQ9RXalVzLIX92JxlohqaayU1HKKai4OujF6an3Y19pfi5oppsR+Gh9TXTesV63ajWI88HfGBgSs13ANg0oPyj0Q26S8xji9fq2gzHG5yPdmWhGlKIsd10EHHdRwPS5aXM7bYDGvCnp6Q7M9R2he36c6pph2iWppLBHWRFSvPs8T1hMb5s1yfR6XsPY/L4he8Nhrr70sT4JNZcRlWHnhvgzXN4rLsWaNZbqulTkuFz1f1oqoZujd9ADggQcesLvDIHROOOEEe2H2gZviXgTfnxx9gqmOVMzSwnJuwjpFUY0kmLP9CCXSLlEdSjizUmGHqI7NndpI0V0zZv3RMDZEVHuE9ejMtDn58v80dz/n9dlFy/XvAoGNxGKYL1ghaPAdDOBcsUuMBzbdcP5ookLkNZIM3HTie02BGN9tJX8URbfj8q8/RUqKUxTVkh3IzKa0ZNdPVGc2rcmlxJ7emN/TmojqVNU2+WrG5t32vteYiTd9mH3N7f4OkBIGD6iukVzgPk2bNWpcHhRoRZRiWO24/O9nr/LlTiqroaqOgVNMQ1HdihI7ldweW7NqjdlJO5CWzqdWy0hpwPUGhpUXNi+0WeMKNC4PBrQiagWa/RcY+FJCdQjzdQTcQw45RCRsUndk2yWqCXkI66kN6c0OQ/7UXCLtE9UphHXq3KlEtbvmyGSqv3bVjEyljV05wdWLK5QCpIQByUfNJ1z/LhCBeL1MAalM79UFfveDTOTixgG7xG7JPfwE6XuNm0w8RzeYSJLx/916zyDK3/GOd5jPfe5ztuR/1113NS95yUvMX/zFX7Dfr1e+8pXmE5/4hPnABz5gXve613XlnBSDYcfloyhk9eVPeVzTc5y6OqSobrLjiGzyElEtoRN2IFyiHFJtcw2gQscv/f2fm+or3xM9BokBlXECpFAlhRc1ayShQZlsusoclwf5fRetIgox+Z3vfGfDc1DMQj3pf99OPfVU85//+Z/mG9/4hvm93/u9rpyPYnDsuIoal7nfHBcbOKK6W37Us7uvZxsidoKAnty0NlNLp6irKyO1qLo6BKioqbEdwDVrRExGXkH5cllQ5rg8SGR10SuiPv7xj9sHXB+Aww47zPzlX/6leepTn2r/jcrTN7zhDebHP/6xPa+nPOUp5iMf+Uh2r5yKwWU4hhwoMwVJffvtt5tDDz3UfilDX7Rue2O6RHUewpqI6hSkNFJ0E2SJqJaSVldRnUacTyaPHZ1efZ95xqcEx9GpxvdJQRvfB1Kouv5dCMTw78JF+ZxzzsksQ/BfiVQZBpQ1+IJcHSa/VFzLEGjxIPIa1SUueY2/9d13321vOJ/0pCeZk08+uWOfwfve9z4bfD/72c/awHvhhReal770pTYpf81rXtMwFsnwT37yE0toK8pjx4XvIIgS346riEkxR1QTYnYgrvVHKmZ3nW9KaiVi243RU+vX5CKxyaOavC2j49fPNiXKoSaMo3UiPJWwdkHJBK4LuFZRs0Y8AFwzOtWssejA+x/k5LCsSXGrFVF47txzzzVPfOITzeMe9zhLdncKiMff+973sn9zxPgHP/jBUt4HlhkxO64ixuXU87r59GflIopdxbTrUx0bC0xvmmM9pkMxFVhKaLY4Xq+AcgloibAem5/tGGHtwrdXcJs14nNHBbsbl4e5WWNZ8+Vhi8uVxIooVBCceeaZ5glPeILNmTtVhQ/u6YwzzjAHHHCAXRt58zOf+Uwr5tl7773tWkcddZT5wQ9+YMe/7W1vM09/+tPtPXCev4OS1QUEvmC4aOLLhd3hlJs9jMUXshckdQphzZHUobLbFKI6W7NWSVY8U+LrW3+wSi0noXbHx8qFXaI673hpJ10iqglc0Hb9u7CThu8QNjoQiKHuAsmC7xIF4tRmjYMCDb7DCbw315eOmp2dddZZdjPmwx/+sFVI/I//8T/MYx/7WPs44ogjWv5MkGgj2D7taU+z/0bA/dd//VdzwQUXNIzDb+rVr361+c53vpONVZTDjgvNmjg7Lh/9Ljd2ieo8SmaOqI7FzBhCY4moDp2ruz7XTDF0PCXK/Njm9zU6W59/uf2/HWISVY5AdHD22WfbuIxr2J133jn0zRrLHJeHucRcqoj66U9/aoU2n/zkJ+2/n/zkJ5tTTjnFxmXYJbWjvMaxIJokXHzxxeb973+/3WDGb00x/Eix4xoUsjpvhXRIMe0T1bHGjERUh+AS0ERU2+fHRoKEdSj++nCJag7tEtZS5QjyCVSv4/tUhmaNZY7Lw5wvV4SKKNiFQGTz8pe/3HJCj3rUoyxxjbgMe+FWhYwgnl28+93vtmIvkNHIkaG4xvWZ8iWQ2fgtgbzG+qkY3r/YAO8OQy6PspXjjz8+WZXQjeAbI6qztUfSL3i+Dcfk2gn7kOw5OPjEc6vjuTVXPLObx+c5vxB8YtvO3WLAQNAOAfMiyEJlcNxxx5lHP/rR9v/xPL5nSJqRWOD/sQsHVcwgo6zBt2zKNWp29qxnPcuW+qI8GGoaBN//+q//sv+lZiutABuE3//+9y2JBMD/ENdkKmsCcK39oz/6I/Nnf/ZnVu2lGO7f1y233GJ+9KMfWVUhbD9SiOp+J8Ws9QdznYC62sfsrmnvj2Kmb/2BJDUVKUmyG4d9oro6wl/72PcqnJcb3zOi2gHU1Z0ENWp82MMeZqtCqAEYmjXiWoONsWuuucYmzd2smOsFyhqXhz0pliqioKb+1re+Zf7xH//R3n8ibp5//vn2v/g3EuVWgd8EqhX23Xdf88IXvjCzvgOg6H7BC15g/u7v/i5IaCuGA7iuYLMPcRnXF8RllL2nXGuKTFa74iWoqglSTAUJ7WN+z3XJY6UYDHU1B5yHS1S3AikOT2xcl2t8J0GVysgdjjnmGJsv494eBDVIt/POO88ScL/85S+tDRxEC4MMjcvlQLVeEfXwhz/cfPWrXzX/8R//Yf/uz3/+862A8TnPeY4lj/H/7QI59xe/+EW7SY3rMWw/qGEkAb8nnBPuc/NAldUFAQzToQqAqvroo4+2ytg8F5JOB9/zjz0x13hXYR2z/iAlE0hq7vkQiEhOGQuMr0nfLRqfXd0YCDVoJLh+mSlNoWg8O7d3kzI642xSBN6ntMvMqbU5/y4qgRqGZo0afMt77cT1EsQxHvgeI6ltVdX25je/2aoeDz74YDsHAjB2i5Ecu1YhIJd8WxBFue24ipIU/+LpT2i5gdLMZtmOIxR3fY9qrnTZV1dPbaivVaua5UV/reb1rUKL+TxBWEt2IL6qSypDZonqSjVTV7diB5ICXGOkZo24juH6NsjNGssclwe5l0S7AHmM7+prX/ta+yALJWp+lhdQf33mM5+xGzu4HsO/GoQSNU17/etfbzeaURWlGG7QdwmqvQMPPDBqxzUoZLXbYNElqrPXE+xA1uwynzw2Nm+qHUhIXQ2fam4O2Q5kJDq+8s//1yyf9jbTy2aNuBekuDwMzRrLHJcH6f6pGxWiU1NT5lWvepX54z/+Y/s9wLUUNh6t4rLLLrPkNO5VUWkFe0zkS+CaQJS/6U1vMu95z3vsWsivcf1GDM+D8t5JFQT440E9g6YQ+CPjZqsVOX4ngy8R1akNmFrxqJaUylIyLKmdQ4R1ClGdNV5yiOpYg0aM9xs7hRL7lLEuYd1AVAP4rIT3WZueNMuffLup/M/GxjMpwPeMa9aIh9uskUqgiu7fNegNjVoFLvxlDr7YxXUrULApg0DZKr785S+bz3/+8+YLX/iCVVZgExGNE6HoevGLX2ytID70oQ/Za3YZv29lAa6D+BvnseMqQlIMojoENlbVYz0R1eHjm+Pumi2zSZvHLmFNRHXec7XNhhMJ64l1c2aZsfLgEuUxjOWS+x4Q1inNGvFAUoDvExJjisu4byzydUiT4nInxQRcRw8//PCW53Mrm4488khLXkMFiXiNpBhlxSg3VpTHjgvfgdQqp0GyAbntVc8xI+MjZmF75xso+mOnNq6Q26mY3LCiwl7kmjB6hPX4utlkAnpsfvV+IDR+pJ4fd4OwDsUpbDyGmjVik9mNyyCyi3z9L3NcHqRNhU7jvvvua7CzwXegnXwZwAYy8uR7773XqreRJ6PiBfN+5StfscQ47Drxe4CiGxWFeX8bSlb3+UeDkpJrr73W7mrgxqvVi1ungq+vqE4lrKfWr3z5U/wrJ9dO5lIwh2w/uMR5tTFi2ufhE9UphHUqZFKen7uJqA4Q1iCqCa0S1tn5BJo1opEdvqMI1hSIi+jfVebgW+Sbol4nxe0C6mzs/j7vec+z/4b/Ncrz3/ve99ogDPsclAHCp9PdMPg//+f/2OZO1BVZMbi/p+uvv94mIIjJ+++/f8s3t71Oin2iOo+6ena3uSayN8XnenrjGtnTWlBsoey4mTBvVleLCmmBsG4YX09+KxWo1cJjR+s+maLq2iGsew2uWaPbbBbfMYrJeGBskeJgWTeRyx6Xcf/YzcahEFJAVYt7U2ziwM4Oz7l49rOfbdXXP/zhD7t2HoreANe+W2+91VY6YSMP/sKtVi4UlazGeR38lY+HxwQU06SqThnrE9Up6moiqoHa6AhLWPtEdQpcojoPeqGwbqVZI8ReeK7IzRo1Xy5vvjzZ4bgMgQXyJAB9A2AvC0HXJz7xCdtgEbEZolxcrxGj8ZuBlVceKFndJyDhgGoLsnl4U/s3Wb0OviHbjxhhTUR1SsMll6hOSYZT/KkbGi81NEaMJ9pjM+H5/TlGHYK4nbHc+JHIeImo7hRhLTVrRIM5kHHYNStys0YNvuUEKgKwydLJ+fzP022UB69qvzEEmkjh+Ze+9KUdOw9Ff+244FuY146rn0nxVc98Ivs8R1j7sQfKaAmhqiEiqkPwk+DJgN8lR1hPrJvlmxAzhDWpq4mozuZlCGuJmA7ZhNjXP/8es/zCznpYt9KsEaXv+G7RprLfrJFic7+bNWpcLif8iqduJN1IghF3n/vc55qXvexlDa9jk/kDH/hAUwMoRfnsuAaFrPbfUx519dyeG5ItO6CuHp9r7s0QIrddojoEsdmioJYeXz9vlpn+Mtz4kbl6XC9YfyW/qR2JvZAvF7VZY9l6HRHKbs/14IMPdl3QgM8YlQcukEsBqICC2OsZz3hGrjnL+xfr4wXitttus0278MdDQtwJkq+d4JviTy0R1i5RnUpYpybD42vSL+bS+BBhHSOq/Tli5HPese74JKK6rq7miOpuENY+WYcgiweAEjwQOgjGCMQg+FD2RIG41/5dRGaUNfiW8X27wbeVUlAJSG7hUQ3lNGxAUFr8t3/7t+b000+3r7v+sgRcw7FbjHIoRXntuPqVFBNRndrLwY09LlEd8n72MbO52fojtr5LVKdsJks9HUKwiq7Ez2BsLWxCltMI60rV1KgEuUXCOvU95Pl+IdbigYaN2FSmuAx1FzrAYyOP4jI2lXudqJWVrFZ7rs6S1W94wxtsbEa1C3Kot7/97fYeE2XFKM3nmioihuN3oRhc4HoG24927Lgkb+iiXZvuf+PKPWYMPqk8s0UWu4mKaYFU5jC1ZR27gSupqyc3rzdLTANC0d6jVosS1hlRbReuZYR1P9XVKWIvavYO+wVsKkPsddVVV1my2q1U7rXYq2jf/V6hrJVeBGyidDIuv+Utb7EWXYi1mBv2mahk+s53vmNf//SnP22rYBCj0aQU/SvQXyJvrqxkdY93h2HKj4sV/ngo6+zUj6bVpDhvI8UYUR0irH1VdQirVh6JCWoOYhuwPtI5EkeMTz2XPGOJpE5N2uHXFUt4QVib576hqxfkojVrpM+kjEGo7GQ1NkpwLe0UPvKRj5i3ve1ttvkEdoAx9yte8Qrzl3/5lx1bQzGcdlz9IKt9RTVHGEt2IJyimiOsfWI5pKiW7EDG56YT/bNX1dXj883qr5C6OmuQyNhmSXYgqUT4yJqVuWmOfiqs8zRrBNmD2Ow3a6RN5W7HjjInxWUnqztZ8QQLCBDTv/71r+1956Me9Sjzk5/8JLsHVQzf7wc2R8gnQIS0Y8flg36XRfKvvePVf8g+n0ddLZHBTdVNG/OT27GKI8L42jQFNjDmEtABNBDVXSKsO72RXPRmjRqXy4kHOmwDghz5tNNOs1Uv+N6inwSI6ic+cSUvQW4FQhv3oKjSf+tb32rJ6rxQsrpHwK7ahRdeaC8O6JrZyZs4AD8+7N7lwU+PPymXCtpVV4eI6uycnLljRLWbtDZaecSVYjGi2k+Is4aHuFAnBKjR6Ynkc8kz1lVTp6jMRqYmk5Lr2uSkmTvz74zZ45GmV+h3s0Ylq8sbfDttA4KbRnhP45EK9akeTHTajqsTcTkPfvmsJyeP9QnrNVtWEsC8SmyXqE5Vck+sncm1FkqO/YRZjHt1wjojqkPvwSGsR+vkszjWSc6JqPbnKCJh7QIWIJs2bbIPv1kjRBP4brpxuRvNGjUpLic6HZe/+MUvFoZ8UvTOjuvoo49u247LB/0ucf0rAllNRHWeyiYilX1VtURYc0S1aNnhENYTAdsuX13tEtXV0dGgutonqkPqannxVcK69rW/NYvP/t9mECA1aySxVy+aNZY5LhfhNz8sm8if/OQng6+fccYZ9tEulKzuwQ8DzbmuuOIK62WEhiDd+KHkVXCBqM6OzUFYT2+aTGq4SJhaP5UrGR5f01x6HUqIUxXVlGhnRHX2gkxYE/Gcei7++NBYzvYjRFgTUZ1HDfaYW84xS+bRptfoR7NGJavLnRSDZFEo+m3H1UtldYiojpHIRFRLkJJmTlHNrdXQR6JOVMvn2r4dCEtUM+pqO3YONiFLSfOCsMbmb/N5xJs2htCvONWPZo1lTYrL6glKwHerkxVPiuFHt+y4QsrqQYCkrg7Zf/iw1U1uk+IE+ES1pK6W7EAkwnp8wzqzzDzPEdY1qmgqmE91v5o14oHcWuNyayh7vvxgl3tJdAtKVncR2B3D7jDK1o466ii7i9atiwMI8FQlgUtU5wGpqWMNF32kqaPHc8+R1yqkiagOENZja/LNPYq5mRsf7rztWGHupqaLHkkdSrC5pLr6hTPM0gvebPqJPM0aW/XvUrK6vMEXN3ZKVivy2nGhrBzNmjppxxVKijv5G3WJ6jxkL9TVU+sbVRWp6mgiqpOJZfSRmEtbq6Gyqp5Qi+XIXtyjZopsYyiBsGbPlyGsa9P1e4bAHEVXV/e7WaMmxeWEbiIrimLH5QPz4ppUBLLat/+QNop9wpqIataPOqKubhgrqKuntvC+0xJhncf+IwSXsCai2n++AbWaqdbFTu2qq4sQp0LNGsEluc0aKS63IvbSuFxOPKhktcIFLipoCgFlCnaHu935NaXcOERSx9TVvu1HCmE9MZ/mixMjqlm1lmMVEgOnkA4R1kRU+2tKzxH57PtncuOzsQmJe4io9hNsjqguEmGd2qzx+uuvz5o15vHvKitZjfdd9uBL3xeFIq8dV7fJlG6Q1ZyiWmpSnF7VxPlMrybNjdYfaWuBdOaI7dB5EVG9eg48Ye0T1SljgZHM01qI1Q5hnRHVAlx19cg3P2IWnvlqM8joVrPGsibFZW+wqHFZURQ7rn42Pw7h7v/zIvb5VuxAYpjcUCe3F9trtshhdH5Fgc2R2L662lY2IX6OjrLq6hAkwrqB4B4gO5BWmjXiO0tiL1QHYoOnlWaNZW00WPZ8+cEHH8y4l0GCktVd+CGgkQ1UKfvtt5+96e/FDyO2S5yippYIa8mfOkRY+0R1nsQ5qtbyrD/yWHOEJ6+YsZk06w96ziWfY4Q1b/0hE9bppx0POEUjrGPNGqk0mZo1IlCH/LvKTFYDZfXgwvunpmEKRb/tuLpdbnz1s5/SFgmdVx2NpHlybZq/XaP1x5qg6pslt9fPsbGTS8ZxnR+bm0lL3Ovq6oyozp6PE9b+HMNOWHejWWNZ7TDKnhSj4qnTvXkUw4Ve2XEVkawmoro2NmoWd6SRtqSuTrH/cNXVRFTb52s1lrB2MVEfL9l4uOpqIqr95xvPZWUeIqqz8QJhDfK5miDWAmr1a8wwE9YuXKuufffd11YKUlz2mzXSpjJ3r1vWTWSNyw8NZFxWsrrDXwLsDmPn4rjjjuvp7gUuRvgRchegPLYfPmEda6TIEdaSotpPUCfmVudOSb5D/tRc8pvXyoMjqkNoIqoDSTBHVEvnXqMgnXAj1RDQI++zyIR1q/5d+I2hpKWsZDXdbJc9+KqCS1EEO65uktUgqsMbqGE7kFbU0dMbZ3krjsBavjo6xaYk89IUCGQfY5QgJ/pGj66d40uIhfVYVbVAWNewUVZ/PkZYD3LTt1aaNRLKFpeBsifFqqxWFMWOq2hktaSoTlFXc0R1SF3tEtXB9erqaiKqs+cTCOt2wBHWtTqpHfO1JqKawzAT1i5Q3YSNHjz8Zo1XXXVV1qyR8mUSeylZXU5sHVB7LiWrOwD86OHxd9FFF9kLAsqLW/H2awf04/MvQBee+IjcqmYirGNEdSu2H3QuLlHtPi8hpZGiO0fMyiMvUe3PESKf/SQ4OtaZPyOqvTnYJfyd54A/Z2VixWql9vUPmMXff70ZFIT8u9CIhfy7SFkLtVe3LXeKBLrZLuNNB0GV1QoJ1KypV3Zc3fLGdInqEDhieM2W2eQGym6cA1Ed9I5m1praOJdcvkxrpTR9cs8hI6pXJmkirP3zzcqOJc9LD8GGTl6MrZKnpvP8sCms22nWSOX8uEbjnrhMcarsSbFuIiuKYsdVRGW1i1R19fTmlevpYqJlB9TV7POCunpy8/pcjQxdVXWMxB6zTRXj501EdVR5zdzL+TG+LIR1TOxFcfmWW27JxF7YLKLcSeNyebBVyepyAmoSlBZD8XnwwQeb3XbbrS8/BM4bE0Q1IS9hPb1xKr2RUq3ZmiMEn6iOnWOeuTEHZ/0Rev+pimrMUZvMQXZUq2ZkMr2TNebn5mBLo6USKYawprH09xw0wjrk34XfH258sVkEnHfeeTaBbqdZ4yCh7MpqvH/ccEE5oFD0246rG0nxtc99Kvt8npjOWXyFFM9EVOfxxZxcPysqwqS1JtbPNr8HKeaN1MzITFr5Ip1vU9kxR1g76yU1dKrH2Iyo9p4vI6RmjahmuPvuu+2GUSeaNQ4KQAiU1f4EIJJEN5EVRbDjKhJZnaKqZvtG1IlqeWxzjJ7cWPepbsOPWlJXj9UbKnKNHH3CemSubgs2OsIS1i35V4+MmuWFsPK6Oj1jUqn3Qa56ShF7gZvCe3zggQcscY3YDJtN3Ce326xxkKBk9daB3ERWsroN4GYcTRRBmJ144ol9/QK4ZLVLUudNbifXTeYq37XH1BXVKeqtWDPFZquQfFYeIY9q1ipktl7um/A+SSGdei5Zg8SEUmVXUR1L3qNeXk7S7I51/56DTFi7wI0uEdIgrB/5yEdmJVC+f1dqs8ZBDLxl2hl3gRsv3IBpUqwogh1Xp5NiIqpjDZBduNf5mU3hexIuxk9vmsuaDaeuRUR1nrWCimqGsB6dneFjL6OutuORTKeSx9Uqa/0hEdaw/iCvag4xdfWwX6+pWSO8EW+88UZb1YBrtd+skeJyarPGQUHZN5EBbCIPYlKsGD47rqKQ1fe88TRTqVXN8iJjPZXDu7o2NsKqq13CmohqCb66erxOPksxzyWsiaj2vbE5wpqI6ux5gbAeWb+eJ585m5CZyH2N8x5G//MfzM6nvDw4vizA7w3XZDwQl+ERD/6q3WaNg4Syk9Xbtm1TZXVZAHIEN9wgwnbZZRdz0EEH9f1Gm358l558SnCcRFi7JHUeEFEdS6hjJDUHIqpTifaUZooNViFEVCfAtfJIOZeMqF45IEhYN1h/RJL31KYTIKzZMqkhJKxd+xv8DkPNGsm/K9SscZBQ9sALVT2gympFEey4OpkU+4pqXh0txyKfqE4hvKc21ElnkAgeYS2pq21S7L0/yW+TI6rF98AQ1uJYL8a6CummoUwyno3nGi76pcWhRLmEdiApajXEZbdZI5omU1ymZo2IxRSXpWaNgwIlq1eSYo3LCgAENYRd/bLjKgJZDaKaIBHWYpPjhM1gFz5RTX7UEmFNRHW/IaqlHcLajb/SeKA6O2/M4sp7VsKaj80QblGT5HaaNQ4SypwzLw9wxZOS1TmBm2x0Lr7rrrvM4YcfbjZv3lwIlQzOYcM73pU2Nkf5sKSudknqWEK8qo5O97LkrD9C551CVLvzjM74fs+yPzTnOR06lwaievWA5GZQ0ty1menkz7A6WSfimTWHkbCWmkW00qyxCL/nVJQ58FJ1C26ekAQpyoui2HF1Kim+/gX/I3ksFy9md52P2nb48SAjqgNIsQNZHcvbgYzNTee+J4GqOnVsijVHQ5Mml9iO9IloSJQraFK0JK5ZmZo2o9/9lNn5xNNNWSE1PoZaS2rWCIUXkmYkxhSXoQQatLgMFOUa1A+iGn/DQUyKFcNpx9UvshrXQKhYU2oMOHX11Ka1fHWPoK6e2pLPd5ojqkPq6pGZZpGXpK4eXTfPzuOrq22T4ghE/2qGsK5M1z/t2kguwnqQYkw3cuZWmzUOEsqeMz80oL0klKzOAZBcKC+GWgu7w0UiSCTrjxTEVNWpdiAcYd2ojk6bZ2JuJRhyY1krjzXyeB9NJHWs9Ljukcklpdy5jNYDeZL6K6CS9uemsSmfYUZUM2uuPr0yD8ZWv/0Js/OprzCDjJTOxqnNGikQ479FUICEUPbAi78f/kaDvtuvGA47Lg74feLcOkFUp6ij0VBRIpal41mimlFXc57TKSQvYXzdyvjUZBrlxmyyyxHW9VjXpKoWCOuReX5uDrahkxtXI4R1BWWW9TXLTFhLZHVqs0Y8QPRQs0aKyxhbZGKh7I2PteJJUTQ7rn6Q1SD3LrvsMrPXlz7U9FqKuhpEddCOSiCsOYjqasnGg1kzs/RgiezGeUZm1wTPXfSvDqilpaqm0DF5CesyILWnQmqzRnrA2qvIMQ+/9zL3khjkiiclqxO/4CCyYCOw9957mwMOOKBQX/afPfJRNvABqaVFlOyl2n9k3pSCotoHkuLUxoU+Se2vKZ07kdSx8UlENcFJuomoDial9XMhktp/njlgJaFOsPOgOfyxoffJJdQSYV2dms7IiNEBJ6xTyOrUZo0IxL/61a/sTnLRmzWWnazG36voGwqK7tpxXXrppbbC6bDDDuu7HRcH/D5Tm/e4RHUeFTPFCiKqg+fjEdZTG1YSQD5eyXYgGVGdvdBMWLvqaiKqpQRWiplio0MGI5KXdJ7mh9z7mK7fC3Dn590bQFHtr0mE9TA2ceo0aSs1a0Rchs0PVJoQjLi+mkiqi4Sy95IgslqV1eW148IGMkiRothx9Zqshp0CPLqP+t6/GJPLj5ofmxIHJzbMh5XRHmE9vn4+SFi78L2ng2PrRHV03FpeNc6Rz2iWaLHAnycdk6mqBYz+6HNm52PSm1wOM/LG5VCzRlfsVdRmjXT/VdaceXFxcWB7SRQvsysYsJMED0zcLOPHCuVH0YjqVjG1YSq9nBbj16WPh6KaU3DlVWmHCOs845OIakK1akYZMjlEWPPnEiCsE2GbPjEJLvc+WaLaXdNNqCcmm8iIQSasWyGrpWaNeAAoYy16s8ayk9W4WSpShYui93Zc2EBCXC4iUZ0nKeYU1XnU0bO7zjXFmxjhTUR1XnuNyQ1zycQrCGvXxiO5p0QkOfbPd6SuqBbtORyQ+lokABzCOiOqQ7Yi9TUzopoZD8J626NfUB9fDhKzE3GZmjXiARsBJFwgghCXoe4qYrPGssdlrXgqJ1w7Lvz9sYlcRKK6m2Q1baJjU+24H30xOFZSV8/svsks5Wy2SER1KrlNRHX4/IQ58LtOUFenngu7tkNYZ0Q1gGu7RFhbn+pFWV1dz5HLTlinVjylNmuE2Au/pXvvvbepWaNbqdxvsVfZ7bnuG+CKp2JmdwX5MSMRBlFNu8PnnHNOz7sH5yWpU0qLXDV1aoI6OT+RPJ6sP6Sk2idafUV1bLyrqGaVWML41OSaI6qzub1EmPWnTrDzSPGvrhIJJ5Rju+8zSFSvHmAqnAJpCAjrbpT2DEKzxrInxSCrB81nXNFZOy7E6KLE5VZtQG540dNzkcV+bA0pqiXCe2JtYkdwL/6Mz8/kUiWPzc/yG85CAgvrj6bGilIpcf0zI6J69ZQZwrpOHPs2ISmENTdP07n4RLWiI2S1DxCgXLNGPIrSrLHscZnIao3L5bXjwm+xyJUkee25UoBrEUQt2EzziWpJMZ0HUqzyieoQoK4eZRoQS0Tz2IZ1ZonxipYI69H163hvaaFRcStENktYx+IvCGv3PB3Cusjf06KS1dzvicReUrNGVEtRXO5Hs8ayk9X333+//S8++0GDktUMEMBARsEr78ADD7SliPhy97p7cKtq6hBhzdl+xJJkIqpTxrse1SmEdYyo9sc3W3+Ez90djwtzLCiFiGo/EY4R1UE7j0jDxYyoXl1UJKwr42mlNhWak/sODzhh3Y2kuJ1mjb3y7yp7UqzK6vLZccGeBwpLNGzCdx83vJ1OOjuJ2H0DiOpQPIupo12iOnnzuW7h4ZPIcjXQSnxwiWoxnjIkr1ghlSNRlcaOwtc60S7FNnLiqqOksuk1s8YsJX63pJhO5PbEpFnz028YYzabsqAXcdlv1giymuJyv5o1alzWuFwWkJIYZNQuu+xiDjroICv0KEq+LKHT5wfVImw/8L1/5CMfaR78/ueSjvPz9cm6T3V1bDRZXY3GhxyhLG7yjtSSY2YexBoliucjnucoL7AKKawFEh3x18KJ577Cuiyba90gq30UsVkj8gS857L8nTmyGn+XotmzpEDJauYmC7vD2CE94YQTGjzXipAUp9p+cIR1yJ9aSlJ9oroVSIT15NrpXDYkSHjzjB2dbj73EGGdQlSvzpPvosp6VEte0ig7jhDKzQR0+HPMxoUUYzT/xKQZPeufzc7HnmYGBb1Iiltt1thN/y5NijUpLpsd17HHHmt/T/R7H+Sk2CWqg3MI6ujpjWtyH09Edd57AU5RHdsAhqo6jwXY6Fy4YaOf1I7QeO59SHYgUtNhb+6G0uOYuppUXSHCuo4nj95p2tPXDQ56HZcBxFnYAknNGnE+bmlyN5o1lj0u4zpd9CaYis7acR1++OHW9oP+5kXIl0PA+XXivgHXmFtvvdUScFCU4nHfO1+e0486XhEtxanx9WuDhDVbuSTAV1djIzg4t0MMu0R1ZXSUVVeHGiWyfSwortYbJIqEta+q9glrIqrtm6k1EdY7Tn6hKRP60QA4pVmj20S5G2KvssflBx54YGArnpSs9gIONWs65JBDmnzv+h18Lzr50bnGuwEwpZGin6SGiGouofVV1SHCmsamKsE44jl0Lpn1B5fwMgl21iAx4Vxq0877jNzsVF2SOtBwMRtP/pgxQrmJgJYbSDWMy8YH5q9jkAjrfiTFoWaN5N+FQOz6d7lNoTrh31X24AsiAjc1ivLYcfnN1Podl1slq2887Rns+NSYOLOZ1NHeBmYOO5HUHhJEcKc2fBxf1+yfLa1HSWpGVMdiFENUS0oxl7BuSJBjlU0uUe0lt00x10+UubknKelemWf07H81Ox/9fDPs6IY9Vx70q1lj2eOybiKXz47L/3sXPS7j2tAuWY2qDXjmQ6DysIc9zFoT3fuO/9XUXDjVDoRU1QRJXU0xk4jqEFwS2CWqpZgp2YGkENYN6wqEdW1+reg53XC8G1fJc5qDZP9B5+US1bGYXhL0QlndyWaNtKncLsoel++7776BjctKVtcDDkjq22+/3Rx66KG2lIn7Efcz+BJRLamUJUxvnMo1Po+i2k2KQ0Q1gc7dHxtLrkNENTdHg/WHVH5cJ6wzkjqB9G0iqiMJdQNRHZq7ntw2NHIKzY0yFk6ly8zPEtXS/K7vdf35QSGs+01Wh/y7Ys0a2/HvKnvwBVmNGx7F8Npx4feC0mKy4/IxiGQ1EdW5fKoddTQR1RIkO5Hxuek0Atk53lVicwpvSV2d570hiU4m2Gs1U5th3oeQfFvFV465s+bDKcktbEK4755LWBNR7SX2ZSCsixiXe9GssexxWcnq8tlxDWJcxn15O99xbKITWQ8xChHV2RoCYc1hepcNZinH58UR1SE7EK7JccgOhFTV7dh/+IS1tdUKWHgEbcEkwjrQcNHGWwlOTB87/+vGmDjxPyzoN1mdp1kjeDm/WSPiciuNWzUuPzCwFU+lJ6txowrbDwRWBJwQ8dGPcmNOTZ2XsM4zfmrdVJLSyk1Ix9ek2xtIpLaU2KYQ1e4coz6ZHCGsWUQI6+bxzaRyE1EdmbuJqA7NXSeV2RJnZ/4gUe3P7zdodNYdBMK6aElxarPGdv27yh58lawefjsuNGty7bgGLSn2y419RTUX+0JEr09U5/WpTlVHT26cj1YOcYT1+HzYmsSPx5REs++DiX9Zg0SOIM/jxckooDM1F9tY0SOsp9eEPTIxP0d8l4iwLnpc7lazRo3LGpfLZsflA99//J6K/NvHfXcr+NWvfmU3tkCs7b///rl/6766emrTOnGspK6WFNCdwOjG9SwBzJHhI3MrzdqWF3L+rQOEtUnsw5SpqiXCmjaKpXNDTB9dIT2fPPVb84ApB4pGVqeIvWhTGeIVxJdWmjWWPS7fX7fnGkSUlqzGlxZfeii39txzTxtwYl/2XifFIduPGAE9tS6/P+7k/GSu0mCXfI4ly2Mz+c8nZOXBgSOqCf57GgmM5UjlEUeBHWvSKBLVzNzRsU7CTiR11JOzWkluupjNH1h3EAhr/J6LGnjzNmsk/66UZo1lD764acENi2I4kGLH5WOQPKtveskzk4/jyNs1u8wnx0NJHc2PTY/5UsPHifXzzZ6TApFO63Fqr1AcyojqQNPhhkNpfKSqyf6vW04sVTURYU1ENYEjrClR5mJ0SQjropPV7TRrxANEthSXW6mUGqbNRrXnKpcd16BtIrdy30DVXrAQOvroozPxCXD/u/+YXyeirnaJ6io2trlGvx5hPbExQG4zhPLYurUioexv8Nbm54IEsDs/EdUr84zy89fV1ZmqOgay4GKbJzrqat/+wz9ft6JpZJQlrJfrm8mV+mc+c9G/m50nPtsMOwYtLneqWWPZ8+UHBrjiqZRkNW5A0bUXOzUIOPgBpPxwexl88/pTx4jqGLlNRHWe5NVVSYfUXalENc3h2niknEuIpObmiRLVhHqC6xLVUUI5tUljtWKqeRruCRdYjrCuTNTPN+DJmSFGaruE9XlfNTtP+gNTRAxa8E1t1sj5d7nNGssefLdu3Wo3GxXlseMatKSYvDFDRHWKOpqaKcZsO1xMbWy215DIZnfeifVzQdJWmiNX1RRXlix9DtWqqU2nKTUp+c6I6mwOmbDO1ddhZpYnyV3C2k2UJX9slDyPrVzHRy78llk4jvcwH2QMclxup1lj2eOy9pIonx3XsJPV+E6DN6AqbJf0IaI6tclhzLs6BJeoTvGXJqI6RCh3CtL81fl1+S08pNdAWEsbJXSMG38jhDWwDPsv2jz+ydeGnrAe9LgsNWvEA2IX/K65Zo0alx8c2IqnUpHV+FKjEQKaQqCEAAEnTzOVXgXfVKKaI6BDimqJsPaJ6hhJnMfKY3w2v61InnPJC8yTC8z5SB6dtelpXunMTUs3OhFlWMNYgFOpOYR1RlQnNJFKLrXCZ1ZPqotKWA968E1p1kjqLrdZI4L0oO6UdgJ4/5oUl8uOq5PlvL0Azm/8PX/WYgPElbFEVKeMTUGIbM6I6sRGh9RQMeQ56Z/byFz9/SSMzRTVkYbDDePn53jvS66vw0yd1E65t5OaObngEmUJToweRsJ62OJyarNG5AlFrvboxSbyoCbFitbsuIaZrMYG+hVXXGHFJAceeGAD4SUpqlPU1Zz9R0hdPUZxM9EOxCWqUzZ4M1U1IaCurqbEwrye025j4xACxLOdL+E4UlWXkbAetrjMNWvkxF5lJqoHfRO5NGQ1ghJInmuvvdYccMABlgTK+8XF+G4H34tPOTnXeJeATrH+8AlriaiWSOKURoouUc3N0apC2p/HVWCnJOmuojrlfEYCKmmfsK7VCUPRmkMinyOlzA1jA+owrMuSzzHCOgV1oppQRMJ6mIJvyL9r3333zfy7kCSjuy/9t91mjYOaFIM8UJTHjmvQkmKXqG7Fp5ojqlNiKll/5CGx4VOdl/AmojqpSZJLVAf8nt1zzqw/Ag2H3RharV8PxPNw+zrErh3umm5yLsVt6bvLxOHl8WYyb9gI62GPy1KzRiTJ2EA7//zzG+y8WmnWOKhJMZVsK8phx9WPfLnbZDVeh80ARCJHHHGE/Syi8yaqqyc3rRDJSzsWkgnrPBjfvNEsMyS2pH4eWb/eLCeqnzNLDy52e/NXfMssDliDy185spwIbcnao75ZXBEV26NmWfguu4R17aJvm8VjnmqGEcMcl91mjcgpXLEXNpUhcDrvvPPabtY4iHhAbUCKf+MENTXsP44//nj75WwF3U6KiajOk1wC0xsmc40nwjpGVPuJcQpRTedORLU/R6esPJqtQsKfmW/9ETufEFHtE9ZEVK8+LxPWTeTzygFJCusgYU3zRnw5Ldwd5di6HlFdVMJ6mINvyL8LihdUh4CwbbdZ46CS1Xh/ivLYcQ2SZ/XNpz8rV1WQH8eIqA75PnPH+x7VXHz01dUTIXJbIIrHN6xNb8JYrTR6ThOkBoUcIoQ1EdWpxHnSeVSFRol+3B6PxFUnDjcQ1Z3YUC4oyhSX3WaNeM+Iw/h/xGWIZKhZI8Xl1GaNgxqXB1XBVXa0ascVayxcNMTuG/Adxv0JIFV7paiqOXU1EdX2+bERlrD2Mb6eGhkuJqurK6MjLGHto+Z4T8fQ4D0tbTbXCesmolpSV2NcSCktKa89wpqI6hCWxidNZVHeTABhvTwyPtSENeLysMaekNgLpPTdd99tK6PabdY4iHhQldXF/UFiR/SSSy6xifAxxxxjG6i0im6VG3Nq6ryEdd7xU+umco1vRVHtQ0raQTzne6/VjnwG7RDVBOujGbHmWB27cpFYTlGHxXa/XMLaHRtrJOUn3SGiXCCqi0hYlykp9t83AjDn3wXFdZ5mjYMIvFclq8tlxzUoymoQ1SHE4pWrqM4T2zifaglEWBNRnYcoHp2XjxHtQBIqjwgjopWH4KONJDpx7oo0ViKsJUJZip/i89XMp1qaf5jU1WWNyyDBsKnsN2ukuAxLAZCCIKwpSZaaNQ4idBO5fHZcgxKXU8hqKDAvu+wy61V/8MEHs8Teg//vNSLRnMe7Wjw/R11NRDXXEJHD6Low+Sw2Q6yNJKurY6jMrY03Scxj7SHZVtaP84lqqKcldfVybTRIWLv3AcNIWJc9LrvNGsHpURNluC+geSOJvfCA9dGwEPtbt25taAo7SBhasho3gpdffrktZcLuMIJOuz/ObgTfkO1HLEGdXNt48U5JaPOQzv4xKeqwsZnWrDxSk/HR6TCB6s8zWp8/RZk2MuMEu4T3mjVTDFhzUGJORDW3bpM6LLVMA+tyATxEWHPgEmtSiUWU10UhrMscfN1AKvl3IRjHmjUOGvDeSK2mKI8d1yAkxT5RnUddPbNlPlkN7M/rK6obx/IxliOqQ40OERsbiGqBPPYJ65GQ36mk0BKtPBrXrM7I1wBxjkDjw4ZzoSQ4RFizBHRzXF2aqJcoL4XPp3rZd83SEU80w/B7L2tc9m0TEGehUsUDsQuJIyXJbrNGisvUrHFQN5HVnqtcdlyDEJdjZDX+De95iDwOP/xw+1vlAKI6rzLajh2pNtlmxeZwierg3HV1tU9US+pqIqx9VXWIsK5OTrVXGcUR1q76OkRYV2vGcHEzAJ+whqo6RlhnVU9DTFhrvrwKSezlN2ukuDzIYq+tA1zxNJRkNfxbL7zwQvuFOumkkzp209RpD64Uf2opafSJ6hT4RHVecjuWcMeI6natPGJEddN4Z35pbjqXBqI6oalURlRnT8iEddPYGGGdCmqmyCXQ/vk0WH8EFGJuKbP7PANSiI387N/NwrH/w/QTZQ2+uB6FyD7XvyvUrJECMf7bTvVJr6HK6vLZcRU9Kf7VK/jGPCHbjhREN68d0jl13vH5us0IExOkOVhFdSReukS1qK52k0N3fMTKo4GoFghld46G0uQYYe2XFXPe0+SRyRLiq/GTiGp7TLUmEtZLY+NDQ1iXNS5zSbELfCZIGvFwmzUiLt91113mmmuusUm0G5fbqT7pNTQul8+OaxA9q93zo88BQjeoyiVSxyWqg/Mz6uqJjSsNFVM3oyfgO80poAV19ejG9fymr0BY57P/qJPsHJnsE9aZr3REkc35WXOENcVhgbBenp4zZmkhSFi7RLVEWDf1kfAIa2AYSGuNy/mbNWJj+frrr7f5hhuXB8kDequS1cX5It50000NXXs76T3TSQ+uvI0UU4lqUT0lKKrzj29OuDPSOYfv8vjctEAet2/lgTl8j+rQ3JKtiFhuLNmEMIS1OJb5LBt2rWPlzERUr0wUJqybrD8CCjH2RBmFWD3wV+rP95uw1uDbfrNGKGtQjTJI/l1IilGypSiPHVeRPauJqK6NVs3izvw+1dOb5sI2GmxjxqqZWDuTu4kjEdV57DnG6s0R3ebCoXiJ9+FWFcXWs8lzqn+z6F8tENYzsP5I6OlAwPiIItstPXabMzWOr5glppkiR1hnCfWQKKw1Ludv1rj33ntbEg2bymTldeWVV9okcxCaNZI6TZXV5bLjGmTPavjYus0k897zpqiriajOO4dk2dEuavMr9xqs6tpTV2dEdQqafKUFwnp2XlZku4R1xIc6I5irI0HCWjy+TlhzDY99wnppbMJUrjjLLB/2WDPIKHNczvPbDjVrhKc/xF64ZlK+TL7YRcXWAbbnKubdTguA7wx2RVHqftRRR1lflk7/GDul4MpLVLsJZoqi2k9SY9Yf+f2xV0nWBnV0YqPAsTWTEfKYt/JIbeTEEdXS3LWYP7Vfbhwdv0pYR8c6n2VTeVWo6ZJLVMfG43z4hb2mi86cEU/thlKqSqUQhHWZg287Ngq+fxf8uqgEqujNGnEtxvnCU0xRHjuuoiqrJUW1i1B1EhHVeZsDZjYeORodjs2mEUluvCSi2m0uHEPWUDGxr4N4HsJnUQW53QmPaR8JjZpSmjk1KKqZdUMK62EgrDUut35NQ7zFA0AjZYrLsPIi5XJRmzWqsrp8dlxSXC7qNYDIath+QOSG+xOoKUPY+revz9W0V/KuTpljbEOY3PbV1UQ+i5Zakh2I9LxoByJYdWBdrhFxiLAOWYhI64TsQATCOiOiBdIfhHUQ2Hhxxgw6YV1me652rnOu2AsgsRdZeUEoi40/istFE3s9NMBxeSjIahDUaAoBOT52h7vlwdpuUtyOmhpJ48Rc+q43JZmpHtVuUppyDJJu1pYjkAwSSd2qlUe01DhAUnPvNUpUe+tWk8dXTDXHd1BUdnMJN0dUt0xAU9PFqUTFWsXuLPsoAmFdpu7GnQy+PrBLHGvWiABMO8n99O+C3ROgyupy2XEVkazmiOo86mrrU92CHUisMSK3IQzPTK6EWCKPMccokc4xOLEjI6pDfRQc1MjOI8HKw06JJompnpkxYtld0x0rzL08tYY9R1FdHQAR1k1lykNAWBeVqBq0uIxKlEFq1ojz003kctlx+SCSJq+asVfAPQM2gdBM8cQTT4ySOCCqW1FGT+662SwnNlukOXyiWmyIWCesM6KaEImJTeOl85lfx88jEckhz2lJfR06Vylu1wlrVg3tEdYNY4Tzo8qnaqDpor+xPMiEdZnjcievRSnNGhEHKS73u1njQwNc8TQy6F88eLthZ3S//fYz++yzT1e/CO14cLVDVAOTa9ObHK4eM5VLMZ1nPBHP7HiGsJaI6pC6miWfI4R1KkZm8n02tRnYlqStm6mkE1RjlQYv6UiJcoiobpmATrdAyUqZuSS9z4R1mYNvt655eZs19tq/Cx6fgJLV5bLjKpo35m2vek6uBor+WF9RnarAaiKqpUaHrvVHvbmT5HnJEdajc7P8vIK6emR+Lr1BZH29jKhePekgYZ0R1cHJ63M0+U4LG+oYzynDvGQ6U1QL5+gS1q5PdbD/A5Lv0HsYUMK6rJvIsV4S7aLIzRpx/Vd7rvLZcfmg7z9+C0Ujq3H/ikpsfCbYSI9Z6vhEdR51tQRpjvEt8Knuzv0MVNRVzpZLUFfnAmyzgkR2XV3t24QIhHXWCyLUcFFCnbBmyWzv/FyLLqinOcJ6cXRiqAhrzZe7gyI3a1yun8+gbiIPLFmNDx27w9glPu6447JyuW6iVQ+uSx//GFOtVczS4nLLJDUhJSlubIqYZvFBx6SMz6uQjo0XbT8kMtxLyhuaIyYQxKSoTv1sVsfHP/sGO4+QlYdPVMeS6PEc1QKJBPSysz4RzdL4Bs9NKUkHeVFXXlcv/75ZOvzxplfQ4Nt95G3WiKDcTf8uKHeRZHSrkkbRuh0XvDC7ZcclxeV+XANAVBO4+CCpq2msS1SLG7dMUju1aa1Z4pLlwGYuEdXZvAJh3URUB+ZNtQMJqatH5ub5xF+IMyxRLamzRN9pJtYSCR1ouNhk/REgrJfrCW5sXVdRHbIEWRqbMuaX5xhz0CPNoEDjcvdRtGaNyM1wDkpWl8uOK6SsLtL1CE3S8EDPFvw2Okmk++rq8bpPdWV0NFldLUFSV49s3MDPzcTELHYyccYnrCuxyiWX9CWiOoa5tUnK64ZeECOjTYS1uwlc4axKiLCWEFCA+4Q1EdXZ+QwBYV3muNyrjbMiNmt8SG1Aegf8wVG2c9FFF9k/LnZFe2Vo3kq5MYhqQl7C2ieqCRJpmreJYuy4FOJZnLuelKUS2zRPg+1HaP568txAVCcQxL71R+iz4WxCQoR1k+90wvkkJdFEKqeQAjFSu/65uUS1r4z2xy+xSXfz+yJCu0JKsB4S1mVVcPUyKc7brBEbid1s1ojA30vFmCLdjuuRj3xkzzYR+lVu7BLVIUiENaeoTtlAndywUrZdBUmfeD8ysSGHzUhd7ZwR1TmqmkZm14SVZx5hXaurPFKVapXpNVFCOQMpuKRk2421LgktxWzpu8WMzxRdOfo/hDysF8enV+PzABHWZU2K+3k/0u9mjVrxVE47Lh9Yr99VT/5GOpooogrhhBNOsBs2IKtj16htH3ljvj4KdcKaiOoQ/DlG160NVz55hHWt7p3bCTI8qLAOEdZcNVLIDiTkeS18VzjCOnutNsIS1ot1Qlu09hgZbfChdkHPS8e6cXppdNyYq881lQMfYQYFZY3L/cyXuWaNuDYjLveqWeO2bdsGNi4PFFmNoIfS4ptvvtkcfPDBdreil1+8vIHXJarzEtYSUd1pcER1/oaL/Pixuelclh2YJ8/8NnnmD2CTzRrKnwRPTn/+2jRZXiwnEdZZaRVL3DeeT5OiOpREu2NjzaFS1dfC58YR1ktjAaLceV+u8nq5Uu05Ya3Bt//odbNGJMWqqi6fHZcPIqh7WW58+588l30+1Q6EiOpk65B6UktEdRAeqZxZfzBxTkqKx9atzWHlsaKuJqLaP2eJsCaiOjz5aozJiGrveTbh9UuNUwhrYd28DREbSo9z9n/gsFiPwQ3xeUAIa43L/UfeZo0oE27nOooEHH/zQfXGHBb02o6rqP0kAHzXUfEFwQQIe9if4HcQ+60SUS01SswDiVCmOElEdSqIqA4PWo17DRVJoSaFrqo66UQSlNeAG78Dc1F1rkRYN1hrCYQ1EdUp1h5sPHeOlYB7Aayb/XuACGuNy/0HzgPXI+oZEGvWODc319amMuZHDq42IF0GiAmothD4Upoh9LvcmCOqU5FCVPtJcUwdzSWqoWO48SGVtD9+bHYql8d0rDlik1XITMQqxEs2LVHNPM/NnxHVgWTW/fwbPMCkRlL1daNEtbsuRz7HCOsIlsfC5Z9uQpwR1aF1K1Wh6WJvCWvtblw8dLtZI2KCKqvLZ8cV8sbsJVGdZ1PXVVeHPKpD88L6w39eVFfn6O2QYgcSmxc+1axNiEBYc0S1SG4jlkwxjZYkwholyXmqmWLNF+ugJDlEWLOJNvOZLXpVSC7c+Ymozl4bMMK6rElxtz2ri9yskTaRi/r+y2THhWqnXtlxcei3shrXHxA/1157rSXroWikz4G+n5JNiaSoTolZE7tuyuUBzRHVIXV1lWl4LKqrazVT5eKnQFhX1q5b8ZZOIaU5/2mOsPaJaqnR4WS9MktSNOM4AZLCOkRYh+K5VUzXIc27XFnZ/KksL2aEtf13wUnrssblIufLXLNGisu/7ECzRmwiA6qs7uKPCkpq+G2hmchBBx3U0ZK1Tpcbp5DUIXV1HkU1EaapNh5uEpxyjDs+xc6DxmdEdWLiHCOq/fldoto/T+8Fm7RmRLX3PDd/lfMMChDWFW58iLBOxWRaGbFFrEljIlGdjYNSLtVvM6AO6yVhXcbgi/eMR9Ga1/SqWSPZgCjKZccllRv3whvTV1SzamVBXT2zZT55rD/vpN9M0UHIDqTJp1ryxXYS49G1cxFldGM8r0V8rUWiOtGfu0IKzRzVXvzCXLJdT6IjntmcmssHjWGJbOezIaLaj5F+Ar00wv+eBomwLmNcLnpS3O1mjUiKMWcZ/+5Fs+N6xCMe0dfqs1b7PHUCUE5fdtll9vv48Ic/PFMwEkJkNUdUS+pqP2aNbZA37EVCmZoPphLWORo8Vufm8WEIL3qEddYkkT+fhhjqEtUhC4/ZdTz5HLAKWa6NssdkMTZgCeKSzBJhHfOh5ub1CeulkfEG0poI60FQWWtcLj6QT23evNk+SBhEcbmVZo1KVnc52KBzMZqEHH744faP1s8fWKzcOI+amiOsp9avJDF5LDgm1051dTyS29Hp9JudJqK6BaVX7Hyk57n31URUBwjrVSuPBIIYT+UgyrKxKZ8B530tIbVJYw6wRDUzf0oZMyXjViHWxQBexuBLN9mDEnxTmzWSf1esWaOS1eW04+pXubFk/dGOHUjKWJeozqPmHl+/Ntn2ikBEdTY2QlhnRHUA7hwNimphU9cdnxHV4uReHCeVdMwmBHDVXqJNSJodSAqZLd0DcYT14mi9qbOTAHOE9QLGXf9zM7Lvw0wRUca4PGhJcavNGik2+80aNS6X046rSDYguJeEshxl9CDsuY10fNfx4MjqXNVGDlyiWvJ/9gnrkfX5qtFqqGLKS4aPjsqEdV4gVnIVwgHCWoRDWJOqWiKsU2JsVrEkEM8grBG7k3yoA4S1S1RLhPXidT8ztf2ONUWE9ngaPExOTtpcy2/WiEdKs0bEcVRV9UtU1C4K+1fDDsKPfvQju8uPYINS8n7f9IbKjS970immUst3fiCsiaQmojpEyPqYmJvIOX4y13hgbM2UTaZTMDoTuUH15hmdmbYPNHRKwcjUpH1I8N8X1yBRPDWJ1JbWit2MO+fSMDb2WfpEtejLXeFvGBgsj0/aR4qyO0hUt+C36ZcyU5lUp1HGpJhusofhfVOzRjRqPPbYY82jH/1oc8ABB9gAjGaNP/7xj80FF1xgyzmRkGGXGNYTUGp3CmhGRQmM+/iTP/kT+zrU38961rNsSS1KsJ773OdadXGZgBues88+29x9993WjguERhFu/rqdFN/x6j8MbpTGQIRzntiLsSFFta+udjFOpHOOap7R9bwfNshjDixRLXwXpDncONl0jE9US2PpPfp2HtJ7x7lw/pnCOfpJNIGSXj+JlpLhcL8I6Xl5LhDWhIXrf26KiDLG5UFPirlmjYiND3vYw8zJJ59sDjnkEJvwQt11zjnnmJ/85CeWIEV8RN7WzcbHZ5xxhp33da97XcPz5513nnnc4x5nSXbEZpwnlGhlAd4rPgN4VMOOC2R1Eb5/vbYBwfUGnwHuFWH5ge9siJzhKrK2f/wt8niQvnniWwQNRLVQMQ7inCOqpTVBWDeoqgnCuVt1tauqjpxPEN45LU+tyYhnEWh0KMXY+nFNMZaxA3ErliSAhHZ9ptmKJkGZvXI+4c+E4vVSbTwjrIsIjcuDjUpd7IVrHGyeEO+OOOIImw9D7IWYfO6559peUaiOwnPImTsZlz/+8Y+bI4880sZbPFBd++1vfzt7/RWveIWNQ1gTOfMzn/lMez5Do6zGlwk3PXhT2BkuStANdTcGUZ2NqVXMckIDRYJLUqeqn4ikTh2/ckwjsZmi0AJRnaL+ipLUjLoIJHXD+cDvMeAzGSKpfSST1HXVVBNRHWiKBFVxsqK6WjEVzndaml9SVHPjJ6gBZFgFbknqRCQR1a6iOkHBze5Qd0FhXcbgO8jK6lb8u6gE6kMf+pD58pe/bF9DcEZQRpkndo3bwU9/+tOGazusp574xCea5zznOZYYf9KTnmRvDH7wgx/Y19/2treZpz/96fbGYBj/BkW14+p1UgyiuhVlM8XMFMKZi68T6+uJqfe8dA5kB5IR1cH1GucYmVsTtrDyUKNmilwMEOJbUkNFOr9ZeGDLzRmbgEQ7URm9XCe1/WbCnDosS5IDCmsOXFnx4rhzn8G8t6wKqa6qlhRbwMKoc29WP6+FAiqsyxiXhykpztOs8bOf/az58Ic/bCtg4Xt91lln2QS2UzYUiM+f+MQnbILsAiTtU57yFPOWt7zFfOQjH7FxCRW5w/j5F9mOq9/KanzncH+C7yIIe3weMfhktUtUS+pqyQ6Es/8IqauzGJpoB1LN2bC0gaiOYX49b8nBnQ+R2oIVh09Up1p7SKpsSVFNDRfZ11qw9bCnUI+91SX5vS2Mz4j+1/b10SlTddYmwrpIKmuNy8OFaqBZ45lnnmlzVQh+Ea9BKIPcbrcBMpr2YvMYojJ8nxD/QUgjFh122GFWdPbCF77QEurI3d/xjnfYHBris1asS6tF2x1G4g9JO97o/vvvX7gvlu/B5RLVhFSF9cR8vKlgClEdGr9yzGSu8SCpXaI6hNRxLnyiOoY8RHUe5VpQUc1876qTU3yjCulcQChL6i5//pj1hzueiGq7iKy8ZolqScGFXemE31qDojoS7II71B1WWJcx+FJTyaJdI7sBJGAItlB1fexjH7NKa2xmojnUM57xDLN+/XpLHCNgtgrs/lJDSDz+/d//3W6WPuYxj7EKMuxQf+Yzn7E72HhgrQsvvDAjr4cVuMGBByasP2DHdeihhxaKqO6mN6ZLVLcSdziiWlZoV5uJ6pzrsUS1cM2nOTKiOrSec3PZkGQnXnOrM2sCsVCYQ1Io++PJO1O6AXbWJaLa/r907tSbxE+SmfNfGp+SVdHO+TcQ1fY98Oe6MDbdgsK6WliFdVnjMlCGuEzNGrF5+a53vcs224WaFZ/Bi170IksYYsP3gx/8YFvrQK2NxPcf//Efm0jI17/+9eY1r3mNefOb32yTZJwLqp58e5JhA0hgeDLjHgSEATbSi0RU99KzGqpBiBZwr4JK7BSi2ierQ4rqGEBUy0rn7t0rSWtW167nD+AEHbMRUtu913PV11KzwwARFVRYS8cEKpVIYc2pqv3j/Hw0pJJeqvLnuTgykdmJ8K+vrLEEhba3fpFU1mWMy8NMVktiL8SFV7/61TZ3QxzG9fhP//RP7WYzCOt3vvOdLW8mIt8+9dRT7RpoXvvud7/bEuDgcIGXv/zldg2qyvqrv/orc8stt9g8uhUU5q+G3WHYfuAHhN1hkA9F/DHRTjFIao6oTkWMqGaPCRDV8jGd847z7UCIqE79O6Exom2OKCXrTNI3AmI78eJSnZq0j1BpsT8+PKDaQFSHzpMlqrN/RAjrVI9qjHfnDcxvyWeRyK42j/XPiQFr/SH87Zcc649eENZlDL5lCbw+8J5BmIKsBpEML83//u//Nqeccordwe0EoOT+3Oc+Z04//XT7vUInZvzXTYChGMO5gDgfVhTRjqtXCq67Xv8C9vlUO5CpjXOm6pTwpszBEtWJv/GxdXMNJcPeguzTLFEtvb88agg3doKojpxHw5pu46YYYe2OjcAlqmNYmhZU4M75g6jO5g4Q1k1EtQBSdcUsQVxVddEJ67LGZaCMsRk2XojN2MyFTQjIa6itoPBqB7DietrTnmae8IQnNDyP2H/++edbwhzxCapu3BMMc0wush1Xr5XVuL6AAMF3YNddd7WK6jybFLGKLCmeunYgoYaKEkbWrjUViSxlhADV+bUiOSxbbAnPSxWIEvkcgnDM0sx8EmHdsCHMvI+luuAqhbAOWnUJwimXsPYrmkBYS6S1fb02KpLWq3M0nveOmy4zRUAZ43KZc+bddtvNCoChhoYYGD2hTjvtNJvftaJy9oFr6Be/+EVbgQz+1gee//SnP21zdsSqVlAIeRTeKDzPwMCj2VaRv0z4w976h8+KjgvZgeQhqqlcN5Wodst7U4hqvxw4ppSmcmV/HC58uABKsCS1C6m5Ut0OxJLUORo0NhHPkXLmKFHtrFtlrDxCtiUNRHX2pNDwCUrt1IaIpJTmxjvzN5DP0rr15xvGBj7rrHFFxHakgaiW1nZ3qTtUulzG4FvWwEsAgQo1ND6Do48+2j46hX/7t3+zZVQveclL7L+REMIP801vepN5z3veY79vUHIhdsEPbFiBuIwdeqjVivxd63RSTEQ1yOYlphQ4ZgcCopogzcEet2mdtfJIgXsOIKrzNocaqdtysHFMiJ9s6bLQ1NeWIedoWmjWzOZrwswR1UKTp+Vp2IosiI0KXUQbOVWq7MYt2yixHgtZyxEksvVy4Wbrj+a5MuW1cL9AxyyMTJiFm68043sc0veYSNU/ZUKZyWpSQSNW4u+OSig82gGSYJDesAHxgcQbQInx3/zN39h7gH/+5382j3/8460lBFRfwwj07oAXKCqdilbl1CuyGqXuV155pbnnnnuscg8Ct7wgZfXOf3qbqY6OmCXOsiNHs0WpIbFrBwKienX8iFlm7CiaiOocqPje0xyo4aKvqnYaHjY+P8ILpRiQ/3TMioONs078JqKaIM2XxVjhcwz2kKgT1kFSujpqbUFIVd30em3U2oKQqrr5+Jq1BVkcGWsgrMf2OsL0C2WMy2XPmbHBST2eQBq/7GUva3tOVPaAnEaFM1TV3/jGN+xmNQFV0G984xstWY0c8rvf/W7L1T+F+KvhRwOGH16YRf8izf/ftyWP5exA4FFNjRVTMbk2n9XG5NrpXIpqJL15rD/G53g1U+6LXw6F9cr4akfmr06nf55V+FPnOM8KyOdYIygCNUhM+dzcwC2NB4HOkc/C5xlMyp3P2i2xklRfdE5NimphvKsO64QSTMnq8gEBEElxN/DJT37SPPWpT7VqHQCk+Fe+8hXr/4WgjKZTILORJA3z3wDvEWrqor/HTnpW+4pqSR0txVKXqI6NdTG5YZ5tlrjyJP/5j6+fbyCqIws2EdX26cQmjPCcFtVgEUuNtsAlm/DDDDVQ5Lwzq/y5u3YgMaUXsBiIm258bGgsLH0+UF57RDU3l52PekoE4px7zPZbfmF+8Ytf2KpFVIr0A2WNy0DRr5ndQicbH0M1+9rXvtZ8/vOfZ72v6bNGM6eXvvSl5phjjjEf+MAHbGL8qU99ygwr7r33XqsiLzJR3c1eEtgQQbk5rEOhqG+FqCYyff6bH27p2PFdNvM+1YGY5xLVQdT/rk1EdURd3URUh4jamP2HF0NF0tc5J79RonTMwnRg7ZCNiG+t4cZY4d4E8TVERofOkxA7Pqaw3olz8Ky8QFqjYrMfKGNcxnsuc878wAMPdCwuExBnL774YlvZ8qpXvcq8+MUvthuIBFh3wcMa1bmwCoE9F4jtVlCISIcvT6+7BreCy5/yuGCjwZDC2m+kCMJ6KaERI5HOudfNMZ5I6pTGUZn1hzC/r7BuUlRHFFwjznhWqe2pfmsOWZWiEMuIakEN1nCo20gxogS3/+/6WUvKblKVEVG9OpF8Pqz3dPN42olmVVyemi0rr2KUZTE1u6T6CpHo7tpEVLvztNscCt+VsgWhMgdeAIlKN8hqdJP/3ve+Z77+9a83PI/mEGj+CyUPkkQ0swCRi9LnYQXeZy88J4vijSlZf3Dg1NUgqtnmhxGFNhHVQUSqi1LUYKPr1iarxNwY5jZHFNVgTkyqQiUdPEFPXT29JvweHRWyJaqleSIKa0tYCwprdqPXm4eI6pBqDHGNbSzMxNqFOlEdmmul6eJE0v1Cpu6qv7bP9LK59KabrGchusdTczxstvUidpQxKSbVWtnet1vx1G7zJgJ6JcDqA5vCBOSJsP366Ec/asuZAVfNBUDNjYbAw4qyxWUXt912m72eoQq73b5WD7/y2w3/7oS6WsLopo18s0UhnlbXb+BjmKB+rkhNEt3YmfK8N7/bKFGMe5IiOwBSJHNYnJplmzG65+AS1VLjRHcjmBTSTWvVFdPSe1uqK6JDcXqxtjKmytxbNMxVqZmq0yy5csfV5vw7tmZxGTlFJ2wZYihjXCY+qaw589atW201TicBlTSuwQBsRlD99KEPfcg2QgZwn4kHKpxQnYxeAlBfP//5zx9MspqCL8p6ikxUE/ISxz5RnUJYc8ro2LoTc541R8J5umrqWGlzk/VHhLCOEtVeUuwS1e48zeNXElqXqA5ac9Tnb1JUBwjiBqLam8eHVablGG/gnZlgpyES1cx4t2RKJKDriX1TeVWAsLbJOfOaT1i7NwUVI6/t+212irAuY/AtO1mN4AsCptOAtxY8MOGRyQG2GAAaKyKRRoPHYQVunIsclztZbnz3/3mRGNNSrDxIUS3FUWkOjqiGujpmBzJWb6Yoxclc5ctC7KzNwz6DmTtQvtxEVEvEMRHNRFRnEwQI6xwWW/Cd5u03mglrUlSz4+vn7yuqQ4R1def2ZMI6NlewmsmZq6EM2XntyC0gDmfM78bW2QpGED34TSNxoCQZiptuxE/dRC5nXMYmbicAOw+UGruAgvrggw+2llzYKEb1E5HWrn0VKqOGFUXPl9243Cn1KOI7VYrA7gXVbv3CaF1RXRkdNcuw02jBDqSvoJ4MiYR1ChbXrDUV5jvpxzY3jnKENfV4gLd1iLCWQIQ1V7HkE9a+tUfMuoR7nYjqlflHmghr93WOsD5qV/wtFszPf/lL+1sBuYeYjGoBbPp1Ky6XMV8GyhqbH+xiJbL7GUvXe3zn8Gg1HhSKrC6qstolqvNiMuJPzRHWU+tWEjKOyJaSaVh/cAmyNF6y/JASbXm8TFjngmi1ESCs8yTda2Z44p4hiFmi2j1P9/OJ7VT54zPrD8lL2jmfEFHtjOf9M/mk2CblzLrc+GznWiD1V1VfHvltKjJhzaAThHVZg29ZAy8pqztNVuMzBVmNcia/xBbPQ7GFJOm8886z5cmvf/3rbSnUsKLIcbmTZDWI6lY2oyle+tYfsY1fwgQR1QljXSKXiOrUnhHAKJHbAokd2+xNOj2UFudROqNsOaGCyjnJaM+GpI3YgMJaJKxTk9cx6u8gkc8ra5CqOjSXO8ZNcP3Pg/XL9D6r+R2/MVsOPdR+T5C4gLj+9a9/batF8Dsn4hqPVn0Fm96rxuVSktWdSooR3+HL7AJzg8ih5//sz/7MvP3tbzdHHXWUJTE/+9nPmquuusp89atfNcOKssRlAq5XKDfH7wq2H51QCO789DvY52PqaiKqs+cFwjqP/Ye/+Wv7PYTipk8mr5kPk8wuKS01D/awtGYdSxazMW9ypZJieWQkSFhzFlouYe03I5YIa9u7wSqZBTJbsitzLD3EY53356qqudd9Inpl/rqFy9IC+7odQ5YgTmx82B5rzdL6vWxcxgMVnvi+Ix7TxjJnhdQKyhqXgbL3kugU3vKWt9gN4T333NP6YX/hC18wP/zhD813vvMd20viS1/6kq1GRr6MZstnnHGGvW6feuqpg01WF1HBFSKpUxLaGFHNgYjqPABRHUJ+C5HWmi4SRtc41hwJ645Emh36iXgtcqPiJ92kwBY/B7d8OeUmiJL31BsmGt9k/REgrBkCmsMSlS4nJOqZojohsW8qsQoQ1hx8whpNn0Lwm0NN7NlY1hlDWYNvWQNvt5TVsP9A+fDpp5/e9BrUWwjQuJFEM+C3vvWtlqweZgyKgqsdGzGXqCZwsUJSRk9tXptsz+HOkRHV0lhBXT22Pn29LMH2ye0Ewtq1/khKsNfM5bPmoAaJCZZcWUVSIqJNEgNjgxu3EVU0EdUr89REwnrn2DRrpRVSdvmKrGyuerVSiMxeqK2Q2Q/86jozs9t+VrGFBxIN/G7ggYvrGq598BzEdZUSZJQmtxpnNC6XD520AUnB6173OuuDiViM7zBIazRy2m+//cywYpDicrs2IHfccYdtlrn77rtb39NO/LYyologgyXCOg9IXe0T1ZK6muJpRlQTYoQ1EdX+8xxhzcVQSV0dQEPMqxPVMSxMz4lNEEOWID5hTUR1yNqDKnilOenY0PsLqrcjHtcr84fptYzUduJ29dc3GdRt7n7kkfZ3c99999lrGqxvkH+gAorIazxatQwpY8UT5Qdlux9x4zL6AnYKqCo+7bTTzO23326rAY488khLVD/xiU+039ezzz7bfPCDHzS//e1vbX+Fk08+2Zx77rm2anmgyeqi7RSnqKlDJHAeoprU1T5RLdmEuOu6RHWqmiu1kWLqOBcuUZ2CGFHtE9YxotpPupusQgKEdTXPrqXURFEC/KzZdZnEnkqdIzd5GVEtzeMk3r71R2j8ku+PKZUdu9Yf3Fx1wjpGVK+uvRo8t+UkrDUpLhfw90aC2mmyGjvBkkIVO8N4lAlFi8ud3uy++w1/lE6WMoT15EaZcA7F4yaiWlAv+4S1r6hOUVeProPaOVG5XUcTUS1ZYFGCTUR19oJAWPtEdQiuutpNsiPq6hTyeWX+EbM0xiiSQxu30qZttWaWGHUzR1hzPRs4IsBXXnOE9c6RySiZ7feSIMLa/e2QohpAM0ZSd4G4xu8KhDWNgTonNdZqXC5nxVM3yWqot3y8+c1vto+yYFDI6naU1fgdQSEP4uOII46whEcnICmqUzC2eaNg78Grq0fgO52TCM4Fn6iOYHlk1FQSfK2pUWLMioPbWJXU1ZyndGqTQjoPl6iWCGvXalIiwd0eEKJvdp3MrgkK7IXaRFCh3aqPNbDtll+YiT0OsXEXD9gd7dy50xJ/iMuwOXItQ/BALqRxOR6Xy/a+u9Xj6ZOf/KT4Gqy5/uM//sN0EoUiq4sSfPPYfnDkJ5HOKcSxf4yPEGHN+1rzCTKdZyoBjXnyAPOPTOfz2U4lqgmpRDVQDczNquYmZYVyE1zfzDzjxdJmJ7F35w401Gogqrl5HKD0im+I2Dx+iZRh0vuismO/hFlKvE3a96ihjLlOBoCwvnHrahnU6GjgZqbEwbes6IYNiKK4cbnTSbElqtuoSGogqoVrNRePJzet4+eN2G00ENXSeh5hPTIr/z4kdfXI3HwuO5AmojoEKIH8CqOVE5ftQBIbDGdJdqrNFflUB5JJrokTtzbFQzYGOoR1qGdDivLaTW5dotp/rWGuelLtzucT1i5gAQLPYTxcyxA8UN6ZxzJE43L50K1eEopV4DeIzfphJavxHbrkkkvs9QO2H1CUdo2oTlRXj65vtP9oB5K6urp+I6+KTrUDCTy/HCO2BYV1iLCWVNU+Ye2O4whrqkiKEbsSJIU1R1j7zYo5QtsVWIG09glrIqqltX0fa/+9+aprsgWh2I01H/zVtfb/p3dbaWCH/BeqVFKm4jfiW4a4fShCliEal8uHBx98sKcVT51GocjqIii4rjj18ckKZT+p9QnnZN9KhnSOEdahY6R1x+cE3+ac83DgiOpQ0j8yU9/hSS2fJvI54XxCRDU7nojqFEWY3+Ap7/gQYT3OBBdmPEtUC+dDY6Wk2B2fEdXMPI3H8EGuuemi834Cyr4mv02HDNh7aslccsMNtikUEiAKxLOzsw2BR4Nv+YBkDcoCRfE9J4t2nk1EdU519fhahowJbC4SxtfN5bbmgrp6ZHYm93oNRLXw/nzCmhTVon+1fzzd/HJxmYsh1EyRU1cx57g8tTJ/hW3Q2Dg+U1Sn2Fw56uvl6ghLWC9MzMjNlpy13Y1bcdO2UuN9pZljKFEWY7breSm8RkkvEdU0nz31+pwhwnr1bVailiF4jeIyrsduabLG5XIBf29sIuP+TNE9DGtcpvJyNNVEyTr6gbRqdcChOjpqliL+0hxcolpuntiorq7Nrw2SwD5hXaHxEgHtE9Yxn2rneZeoFtXVnqo6Rlgv1sdJm71EWMdsQlzrLK5BIWHnxGyw+SFIY0mdHbIZ8V/nKoE5wjqVLPffW8geBLHbt9YEaU2EtQts4OABexzEHPgGowcFWYbAH5jism8ZonG5fHioyxVPpSGrixB8QVS3CkkZHSN8Y0Q1R1inHOOu66qpU5NkOiZ2/iGSuvF8VtfNiOrEBL+BfI6oz1KJajqfBqK6VYSsPDh473nZUZrx5cqr44NEtXc+/tgQYc1afzDvy++eLDddnGiZDPLHH7XLGmM2HWUTZJRB4UYWgcfdRca1Q4NveQC1L8rVlazu/iYybnKGybM6pqh2wcXLiXUrREysoeHqHDk2v5n4NjpfL8lNnAPXQTQUZl4IEtYxj2r//DKiWjjvphhCRDWABkgRwpqIavv/tVqQsG7yqA7ZXDEx1CesqdFTyEPajmOsOrg4u0BNF4W53J4NsbnsfPVxITKbyphD55dCWLsIWYb84he/sKXKrmUIYpTG5XKhG/ZcimKKuzrpWY1x11xzjd0EQ/PMTvqrAoufe7f8Yk7vaomwzqYj4jkRGVHdBfsPTlEtEdaLa9aKFh7i/MJmb+ZTzaq1A3YgDGFNlliheEw5p9jzoTYa9JqOEdpEWLuq6sbzHs3uMVr1sXZjtlsh5ausud8ZciE8yDLkd7/7nWgZonG5fHhowCuRC0NW97PcmCOp8ySYk/P5O7ROrs1vFQJ/6rzK6NGc1hyAbxWSV2kun0/V1DgyOUBYs+RzhLBORRU+0gHvywaQZ6ZEUEhWHuLiK+/ZJarD/poCoSxAIrW55JdKndl1nfcVI6rdNVh4ZMmCU8ZcMXLjS1vu/Jvbza677mO9kEASobMtdpHvvvtue4OL52655RYbpGOWIcOCMgdfNB4BVMHVXQxKUgwSLSUpvueNp8nxTCJznXhJRLWIQCwjVTU3rxTfiKjOs15trn6OkWbCDccwvyNRXS3F3xBhjVibAy5R3XIzRc7misayvtMrSTcR1avPCwlyINmL+VFLx6TM5RLaoo1IvaFiVSCzcdxCPTH+7R23mrVbdjetwLcMcUuTYRniKrhiliHDgjLHZUCV1d3HsNlzYYPj4osvtu/ppJNO6rgC0CWqRXW1QFjnsf+AurrK9WNIVFdnCKmrp5h7gpC6OhGL07NBz2lXXU2q6hTCWgII6yXHLkMirP3eDbENZOl1qmwKWY3sGJsJvz46baqhzWumaWLj66t/j5BSm7cGGTH33X6j/f/ZXfYOHov8d+PGjfYBIC6T3zUsQxCj8BziccwyZFigcfkhVVZ3KvhCpVEkNXUKSZtCVPvzEFGdB+Oz+Y8h0jnkYS0dE3sPo864FCKbJakDSXfNUV+n+HtWXeP4lPJlIokjzZqSmzsRUojq7KSl5LSZsF4i78wENd/SWJr62ffkFInySrXBgysEV1HNq7hXPj+XqLZrm6pMWNdx/203mDW77mOTX+wQ4rH33nvbm+FzzjnHBqIbEixDhgVlDr5EVpdZWd2Lv/8gkdWx8wRRTchLWHNEtdTQkD12w3yuOMwR1eI5O7EzI6pzoLqmfgxX2iwQ1pXZufYbRwnq6mUkzRzRy6irlyhxT/iONpDaYqPEkeQEmJo9RdXSrr1WIJmmmOg3ZGyYi9kw9glrIqqBpUo1SFjTce0Q1u7vAQ188Nhjjz3s9emCCy6w1xBsJMcsQ4YFeN/D+L5S3zuIRyWru4thissQnFx66aXWi/fQQw/t+G8nqKiOYGTdevvfZYYIFtXVEMpwZLhEWOdVVefwr16qE9B8I0TZDiREWEv5Zd7qpMV6/waJ5A5Zgvhz+pW8IUJbmnehHjel1ykHXqqrs0OkNdc7wq908q1FpEqoFWuQxo1xkNYxwpqzDNltt93sNRobQ8gdbr/99ibLEFRG4foybChzvrw8BPZchflG4seBnZ6i2X5ICSJsP1rxf/aJ6hRC3CWq89p4hM+pca7YMXSuLlHtPt8yUe0l3S5RzZ2nT1g3ENUrBwQJ64yozp4IENZ5mkGB1E4kL5bdplERf82MqA6tnUhUr84PpfZ4WiMqSpAjmwBNNwyi7Yjgec0Q1q7nJhHWAEhrAm5ukSjDUxMXY5Q8kbqLswxBYB6GEqiyk9VQBZRBqSehF3/7YUiK8fxv3/LSpufzVAxNbVprlphmhCkbr6s+1enrja6f58njXJYiUn+E1RiSEdWBJNgnrCszgRteTl1NSjMubnmE9TKRz5KNh2QHIiXwZIklqa8dNMTZiCqaiGr/+WS1tHeMu3nrNmRsUnUJiq2wv3UzYU2Etk9YA+2S1u71Cb9LlPND4QUxCqm7OMsQkNzDEpeH4X20AlS8ITEu8yZyLzAMymp8T6699lpz4403mkMOOcR67/YKKepqIqqBysgoS1g3zduqnQcXPzi1dA77DyKqQzGKCGtSVcdA/tOShUc2LrU6KaLK3jExK1pz0JxNlpPMmn6/CJ+QJqJaep0DSGuXsCZVtaSM5iAR1E1rMXOlqqy5uExNkvGbcy1DUKVMvYAoLkP4NQzxrMz5MqBk9YAmxXn8qaUEMU+TpJCiOpSAcorqbth4pJDbgE9U51kjCcLFJEhY8wewCWcF5cip5dEcUS2Njym1JaI6cK4gjpdZL+mc/s8MOKKabUTlKrlizSQTk2hr6yHYjriEtU9UuyCVdXacU248Pj5uE2Q8yDIEgZgsQ/C623hiUC1DEHyHcQc8BWgmgtK1YbiJagUgfT7xiU+YN7/5zV1dZ9CTYnTA3v7uP7VNEZPJZu/6OrlBJl5EdXWdKPatP1Ji2+jauTABywHEIOdTHSCsqzP5/esaiGpBKdZAWLsl0VLcqhPWGVGdjQ8T1pmqOpuH/7xQshyq8mEhrV1Fo8SJNOW1U75cMcviMX6VEUdYU8zkFFuctUeIsHaV13Sc+/l0QmXNxWVsLG7evNk+OMsQSqDpMagbkWVOihGXgTKT1YjNuK8c9h5PeTyr/YZuEJRccskl9r8nnnhi17xUF//1jHxxNCdcdXUDUZ2irnaJZymWuoS1Oz6irnaJ6hgW1qxjyWJJXR3ynA4Rzw3kcV1VHTqOKpJCXtIhD2p6XfKJpuclUtp9XaosJsLaJ6pjTRN94PiacB7u3H78x79/d8ct9v/nt+xhUuH+Hn3LEJCaFJfhHw+4cXlQLUPKHJeBQa94KgzT0cukuJVGikTG+o0UUwnrWFNEjuwNWX+0a+ORjZ+biTY4JGSNERMJy5GZfL7cMQW2/54bFNWx5k5EVCcqzoJEtT8+VanNEdUBLJPvdAK5vtSg1F5umahuaETlJbVSEh9Nyp1kmJJuWkMirBcSbEdcwlrqbuxahuy11172Bp92kWEZcvnll9sL+CBahpQ5+BJZXVZ87GMfM9/5znd6QlYPUlLs4o477jBjH35L8LjYJqtLVEuEt0RYc0R1bOM7I6pznvPI/MpxbFkyE++sopoljmV1dQPxHEuyQWrnIIiXZuYFX2ieNIYSrJLj/INVPmjQ6KqqA1ig0uWY8tr32TQVNjbuHJ3i30dAYS0ptoiEDimsU5ouLlTHzN133WU2btpkuqUy5ixD7r33XhuXB90ypOxxGe8dJedljs1vfetbu7rGIG0iIza69+foNQPbD/yuH/awh3VNcGGJ6hbV1SNzzQpmSV0NwrriVih1A5yiWoh1S3PrWf9qbkPV954OEdakqo5h5+S8qQp+zJY85vLKCNEtEdYUZyXCmfLNkD90rOlh/PVwXKJcNkZG03/dcRwJLsV/kNaphHWo+geVx7ALIcsQXNMRlwfdMqTMcXn79u1WQT/Im8iF+Zb1Mik+7D++3xJh7RPVqYgR1VwSmuJR3aqNR5NKOtAUqomoDqmWnfmJqObWbccqhN5zk/VHqLnT8tIqUZ2NDxDW4zlIMEnZySTlQaLa+0wzojp2rki0x9PJ8hSiGiD1WKzpYmpSblVfzE0KR1jvrJdsSUl8Nq42bn5z521m3eaVpospgQg3z+vXr7cPYJAtQ8ocfKGWL/Lfptv40pe+ZD74wQ92fR38XgYlKab7B/wucFO9+V/+umFMXnX15PrmBDR1jgnYeAjksRQPWaJaIo/dWFsnqlORWX+ISmdmTTqGrW4SCOsWKnFSQJYeYo8F5/wXHfsPibBeGJ/h1cre+RNRHZrLKq+FjVY/NlI8FN9HnbCWNm5dlZWrlpabLq7E9JAy20UnCGtpE9kH4hjiLh777bffQFuGlNmzGvZciMtlff8Um3tBViPepf6++gX6HuBccZ6ooMDjoIMOsptU3Tr3JqJaiKMcYW3tPzrBRYTU1dMMSRxSV3cIoh1ISBE9MmKWmApfTl2NWAosVUdZwprss6qCjQidh9/ngSOs3dwzZtvh+0MT3OpdidCOkc1uNVMteA5pZHRIZd247lhTPE9VWeeJyyA48dhnn31sLkBxedAsQ8qcL983BD2eCkVWFzkpnpyfzK1ynlw7ncsmBBifS/c9dtdOtfGQfKdDhHUDUZ1AWHPEc4iwTva0zuYSLjgCYd1EVIfe82RAzRxqphhRkSUpquufaQNRHTpXWoOdq5mIWG3SGPGedsqcQ00XJXCE9ar1R9ifm4jq4NoeQFi3etM+yJYhZQ6++DuVVb2FOAmfxwMPPNCUPS77ZDWsBVBefNCZ/5B8bErjwugcjrqaiOpgEyYPo6SM5q7NgTJmn6gW10upJpLWzKsa8+05Imsu1RVboq+lc6+R4j1NcIlqicil5Fm016iv7RLV0lxuAi36c9Zjo79xK8W62MYtzptLeIl4ziqanKRcVGZXVknxat2Kq13CutW4nMcyBHEZcbooKHNcLnvFE8XmboPUjIh5RVY20u8A1gJXX321/R2fcMIJhS1Hz3yqpU1iRl1dmavbf3DXfI6wnlu38l/OA5shrJdnVu4nKpwVhneemf0H53ftwVdVS4T14sQafm2PsCaiOjsXgbC2r9VGgoS1BCKsfZEUR1i7Vbwhwjr0urtRzJHIvu2WP4bbaE4ho0O2Im4Ml+I5cmIAQq5OxmVcawbVMqTMcfm+Olld1OtuCgoT5XrtwZVHXR0iqiXCGkQ193wIqYRz4zEr55bHL3psbjo5OWeJ6gBhXSPFc0R5vTq+/p4TCfrKZORv4RHW8fHOeyai2n8+RlSHVGQgMRKbHlIyLhK03jktOqR2zJOzsUmjrHhj/TilRHo0QEA7hHWj9YegSKtU2MDOrb3DSbxpjaMOPajtHd1Bswwpc/AlZXUZgYQP8RI3it3GoCm4zj33XHPsD//VXiu5uCtaeXixaXKj3MhImmNi47p0cluyA/GaGYYwAl9ULs4KhHUVpc05N8+biGopLlKSneg7nVUFeaXFIcK6qYIoEJsWp2Z58sCJQW6TxChhLSCksA4R1vxcje8lZeOWFNWtNV6U/a+XTLWBsAZaIa1TK55CGDTLkDL3kihzXHZjc7cxaGT1hRdeaDeVTjrppK4LPpa+8n7+hRzq6tB4lqhOBRHViSCiOoj6eTb5VAuEtbXi4ARRAcJ6uTaaRFj7cAnrpnjLENY7HUW16CVdk78/RFj7RDVHSHM9kdzXJaIZANks9YcgMjpkZRkjoxcrja/XluOCEYrnLpEtkdadup8fJMuQMufL999/vxUAFDlWxFCYM++HN2aMsIbtRx4SmIhpIqr955OJ6sQGekRU5wEpqlPUZEGimklGM6Lae75x+Oq6GVGd+J6jxHOLY+175qw/cijrpPecqaQTCAhKxlMUxS5RHfPk5Eq4eO/pgB+nn0g7O9tiwm4qZoElv5mmi+S3yVqIrK7tEtW0Bh2z9d7fmIkJfie5FRTdMgTXy7IG3zIrq3GjefDBB5vPfe5z5p3vfGfX47LvOVk04Hd43XXX2f+3RHUk7sasPBqIaiEG5LEUkcjjrMopxcbDS5xr5KkpxdlERXcw9s7O8c9LcRG+mtyawjkugVBOJHpJBcYm0l5sWhyfDpdVM4lziMDdWR8rkc/ZnL4llkBYUyLNEcX0Xlyi2n8t9bwJO2qTbFx1j3NV1RxhDdx21+/MrpsSyBP3nLtw3UixDAFhjbjdD8uQMifFZbfnotjcbeD7hc8YSu4iVRX4nwWpzEFmoRKs298LIqolf+kkVXUENHcTUS3FG8kORFI/1+fxieoQYSyCWcNu5FqldpwAhao6Zf2dk3PB+CjF2xAka4+YD3XMYxqEtEvocq+HFNgrY2JrjFjCWSKZXTI6hYh25wqd+87qODunT1p3Ky6nWIYgbiM299oypMz2XPfff//Ax+VCkdX9KDeOEdYpfssufKI6hbBmFdUR8tYnqlPOs8n6Q0K1akbyWHNUqryVR4CwrnJkcuA95yOfc/4gqUFiSmI+6fx9I37ODXYeEf9OXzUmJqbVqlnkyGeBBF4k9bOJeU8n+HFSIs2UYLEENFl/xJouun6boue1/Dd1jyEP624gZBly7bXXWsUIkmME4l5YhpQ5KX7wwQdLS1bjhu8lL3mJec1rXtMTshpAbMbOfNGAG2DYfoCgOuHHX2lrrqnNa3PFehfjG9YGiVyJPOaIalFdXSesM6K6FZ/qVDsQaqYoxWR/HvLglNRoXvxbohJkIS66RK9briwqv+qxKSOqAwTCIiXOCYpjIqr9c2pcu2oWGXKZO8ZVfEkEczDWuZZZnpUIS7TXk1cprgI7KhOm4pDSHGG904y1RFj3YpMrZBmCiigkqO6mcrfJvTLHZUqKywqKzb1AkZsfIx5D0IHyc9wH47fZK6I6CCE+jWzawhPHkh3I+k3JNh4W6zbycVEgrJdm1/OxRiCMF9esjW6mpiqiKca6RHVo/RgRDXW1+JqjrnZV1SnWHik+1GLlUKVqqoF8fPvIVJBIJr9o0ee6/nqIsPaJaxrnq6r9cVIcD81J9wf33HVnz+JyyDIEFVEA2XiR2Kub0Lg8aQYZhSKr8WXqxxfKJ6y71UiRI6yD1h9CoigpqkOENUdUc+NH640R8yTtQc9pJhnNmiMmemhW657TKeXRlZiPtERUh0CJuUtUC+e68nyVt/7I2XCKI6wXM99pqSHTKglMRHUwWUXjw0T1c3ZDkbB2g/VHqOkicyPDjYc6LDvlgO0IFGJ33nWP2bxpg+kmUixD8Jpbmtzp61rZyWoo5sqK5z//+eb888/v+jr0/SoiWX3PPfdYonrTpk1mj698iL2Fb1Vd3Tg4rK7OiOqcyPymc9iBsER1RF2dEdXZiUcIayKq/eclcM2iAsiI6gT4vpohwnphYkbY4F0lEDKiOhKPrRc011SKIawXsk1Zfi46hitN9gnmHc4Y2dqjkiXDofmIqA7F1QWzEn+XTVU8/x2mseopD2Hd64qMkGXIrbfeapXXsAyhBBmlyZ1WW5U9Lpd1E9mNzb1AUftJ4Pd28cUX29/ZIx7xCPOTn/ykL6S6qK72COjq2jRFdVFBSmnResohxGlsDDsn5+X4IxDmYiVRPeaKSujaiNiUuGEeJn76hLVv7cFt4FLOCcIa8ElrNyflyGY39mJ9/735sTkvGR2Cq6r2z4s7XiK49917r640v061DMF9ATayEJfvuOMO62ffbcuQMiurH3zwQVVWd6NrcD9v9DiiOkW1HCOqueQ5yaPaSxRj1h8sAR1Yxx1PRLU0T8vNEZ2kMCOqE1VeRFSn+Hk2ENXeuklEdSgpl76TXCPDukpabEzoKswijRddwjojqiPnChJ4iSsj5pJVIrSZuZqaUdHYyNp+8yhp7cz6I+J57RLV3HlxCrFeENapliEgrskyhJJkJHTtBg5NisubFMMv/cMf/nDX18F3tGgKLtzoopIBJcaHHHKImfmHd4R9oBNsuMj6I2+zRZaoTlBXNzRGFBoD+6hRcxRurBDrqvNreUWXFHt9ojoEzOFv4EbU1WyDROHcbWKd2MuCFNVyRVKN7ccgrY1YJymY3KSciOoo4Ts6nds7WnqeSOiQtYeU+LpxlYjq0Pm7Y9xjUwnrftsH+ZYhUHxSXL7qqqsyyxBKkkGwtXu+/c5h+omyx+VeNrHqdZ+nlN86mqyBeMJvDVYA+C3ht9Dt80xSVTNoIKolWw4/npH9R8TGo8Eei5tHWHepbv8hVvI4ZHEq+Yw1GvLHFL/pgLWUpKpuqiRyXg/ZawT7Jwh2ICnz+nNz4ihXZc29nqSOTrEOSSCjXU/s5vOsiSR4aG7cE1GfDJ+Yv+vuu+1/N9XVz70CrgsxyxC/P1Qn8uVuVzsXFfersro75cb9+EJBXX3Di54uvi4lsZNr8/lat9RMsU4OpnpUNxDQCetgPGf7ESOsk4jq1clMlRsfIKyrbsPDFhpQBQlrJNmRpoQZIoRyQyNDZ6yYONfPKUZUu/PwvtM8aZxZf0RI4AaPTWGurBmVb/0hjOeIam7tBuuPgOc11wSDO2ZnZbwp4e41YZ1iGQI1KPx1yTKEHq1c88pMVqPUG59tmQFipWwKLmwCXXrppfZm9sQTTzSL/+/1Ldt2kTLab6aYOsfY2hXCGb/vPP0OGojqANxYlxHVIXLbi3UVX1Edw5r6eXHJK3O9X55a+f6xMY5JzLNmigmbuKF1Q+rqEJaqNVMVmje6a1OsC1lnIClfZNTNHOFLMSzW7JBryOQn8a5aWjo/8p92/aYbz7FiFoVbf5w/gPfgk9kcYQ2ESOt+k9U+yJKAswzB5lcnLEM60VRyUKFkde9QpLiM84AoA4TTsccea387BPymcK/aLSz/24dMZXTELO9caFldnUEioAl5Gyqmor4uEdWEFMI6ZTyqjgB+rkbCemF8Jm5VVRsV1dBZJRFjD8KRuqSYDhHW20dngsR5zIcar5GSuhVbECKspYomOgepeXIKGe36YPvjgh7bCSQ4QVKTE2ndD+I61TLE7w+VF2XOlx8YgsbHhSGrcUPb753ifT53Zi7CGkQ193wM43PTuQnuvM0Ux2ZnkkndkD81995qpMDO8R5YolpI7BvU1wkl0hVHfZ2kOiM1WEqCnEgo20aGjPVHkLBOxBJ5eSUk8w3WHwESmPW9FoiBnVCFcYmvNz5EVLtrc0k533SRJ6r9Y4ioXl2jGIR1imUIEuQrrriiJcuQMgdfkAy9ImuLCNzM/eAHPzBPe9rTur5Wv+MyAb8X2H7gpvWYY44xD7zrlcnHSurqqS3r0xsROnGKiGo7N5QriQrg0fXr+PUEAnpk7dr083PQQFRLibkbd4motuNHkgnrYIxz1s2I6sA8bjxuUGBHCGvfp5o7H0qcY4R1U5NEiRCmJolc8u/EHz+GifZagQbDWRNEz9YjdH72OK9Bov9amNCW4wqtubC8kj7cfOcDZs/NMwNBVue1DMFrbmlyShlxmeNy2e25KDb3ghgoSsUTyvlh+4H3DNsPf4Onm/cPIKoJEmEtIZf9R15ym9TVpKqOzdMCdq5Zb6o5COsQiLB2ierg2vV4yq1P5yDBJax9aw+270I9hobIbIqfHAnMrSv5VAdfr8V8rFc3d1PIaHeM1LDRHxeK5Vw8l/pfgLReWq6Zqmn+PPults5jGTIxMZHFZeQDKZYhZbcBmR7wuFwYsroIwRdf5m1v/Wsz8e43RslbIqr951NJ5zwE99gskcNp5PPozHSyCjmlkaJ7rhlRnVi+HCSpufH+D0pYg95bA1EdOidKhJt8pwOENec7LWCJmikGGhOujnU+k8jfJyOqY+eK5lKJjQ8X6nOyKi+fgK7fTIglzvXxKUR1LClvbLqY9tnjGPb5ghHWqZYhIK5xDURiTMFYsgwpO1k96MG3VaDU9p/+6Z/sTVsvyOp+x2XcrF5//fX2cdBBB1li6b53vjxg+5EWWyc2yIpQaY6x9WuT47C/CUuKaqnZYqodSHAsrqHcJk4KYd0wPkxYk6o6BQ1EtTcP51GdEpcICxOzpiI0KcwaEUYaQK2uIcWSRkK4oUmiQH4j/nCbsmxVUEKD4RVlmKBycyuW6qrqEClNzRLpdY6wXqinBhIRvnN5tOE1jrDG77bIZHWKZQiUor/+9a9zWYaUPS7jMyorKDa/613vGnplNX7bv/rVr+ymDkr58Zvhfg/dIqtdojoETl2dEdV5CGipqaIwfnl+I6t+lmLx4vwGU2H+nmyfhIj9R4NVVV1VLc1F2DG1liWfgxYdtVH2GAicAC42Z0pogaANrseS2eNRcpfGxJoyptp5NPtYN1YhpZDRIZV1w7nVxVg1w1iDeJvKbrwPNWoGUe3+t1pZ/UyXlytZ3gz0O3eWLEPwQJUyNgdTLEPKHJcfrHtWDzIKR1b3K/jiC4/dYXyhj/7EF81dr3ieONYnqlOSZE4ZHUuqM5I6obTYJ6pTkEJUu+fK23jICXYuorpaNdWcPyYQ1vxcwjlx/poSCUz+1wnEREZUB0DJc5P1R6jJE9MdWfT3REIuzOMmx0RU+8+zBLS36y0R1kjepfLmhnEJSflK08W0Rm5u0s3OVT9fjLv1rvvM7pt64yXYrmUIAotkGYJEmhrdlTn44npdNmU1ET9nnnmmOfvss83nP//5oY/LO3bssLYf+E0cf/zx9ob13nf8r+z1PJu+rrraJaol8jjX3JK6uh6zU60/XNRaILczRTV3PZYIa1dVnQCOqJbU1Yszc6bSKaLCryKqx7LlSk0krBdGm2MoRzDbxsG0DEs+BxTMAmEdKi3OqoJS+zvUVdUhwjoEIqXdmOm/5hPV0rmQoprWpNdBWAM+aT0oZLUPxF00b8WDLEPIVxMVUYi9rpUXKUrLHJdxnd51111N2eDH5l6gn5vIuB+48sor7T3qwx72sEx4waEXntWEFDuQlhoqzuc7Znl21QYlBYiT9riRkShh7RLVEllMcIlqbq5UNDTu9TZ//XMgojoUm1M9rDnRElliSIS2TxT7MTZGSKc2TYz7WKeR0ei1xBHRLpls56vHZWlsw3GI6Ms1U6uk3be76/g5flFI65hlCGJzyDKk7HF5esDFXYUiq/tVbnz33XfbhBg+dmjYFCoVSG2kmGrhISq4fKI6gbDmiOrcHs8CavUvOjsXkzRXp0lpnOgfGiKqOfI5Rmz7x/jNFEMksNuoMbJB0ERUB8hncaeTOYYlqoXxi5SQB9eustYfEmHtE9USYZ3ix7kyLl9SLhED2Tgv6ZbIhB3L46ZSWXm+yIQ1AQkPSFg89txzT3s9pNLkm266qcEypJs+gEUHiAN8DmUEvhOd7pRdxKQYN5+w/YBSAuXFII9cojoEscfEpnXRZosSMusPqYGiQFhzRHWMgCaiOnV8Sx7VwAyR28tJ6url6fp5MQmYRFgv12o8Ye2Tz3Xrj1gssWO9+MglxVnzJ+acRDuQkE8oLKy4Jo3MfDvq42KEtYQGtbRn/8GqyxwrLKnJo6/C4ghrl6jmziV2rq7Kmn4Lg0pWS5Yhu+++u429VJpM6lKyDIECu6woc8VTr2Mz8tR+bCLD/xTCLsRjxGWU5IfQDc/q5W99tDMTpdh7uES1pLqW1NWCt7S7LhHVrUIirK1SWiBlmxohjq+Jkt+2cS9nH+kc5xLVodhM1UkxwjoEez4t2mc0WJEIVbw0RhJPkVd0SMEcI6MX6xu/9N8UcplIaynOA0umJs7rEtNcLF+uH+tbhNxx12+y/9+yKd9mTC8tQ9BMENVQd955Z4NlCCqYU+36hg0PKlk92AouBFB0HkXp1mGHHdagCOD8q1OIaj9JTvGabjpGIqoJTLIcUlSLhHWCUtslqsNzrSbNGVG9ckCUsE5SVLvkc6oCm46JEdUEJI/jE8mfk6io5shnZyyvZnb8OkNEtTc+I6oDawPSTQZHDizEvKJJscz4cdpT8NbfMZLW8DGleVT4vLxy7eXRrKzJJayBopPW7o0+7RADCLhUmgz89Kc/bdhFlixDhg3YTS8bWU1/1+c+97nW8/wNb3iD+cIXvjB0cRk3lNiYQWw+4IADrM873vt9/5f3qG7XDiRFXe16VOeJnRlRzZHbwpq1tWuj9lBNc/lEtbRx6SbnRFSH4rRDWGdENYAkMUJYLzr2HzHCmojqlKofzu7KT4ozojrw3ohgdlXVIcKaEuyYwpqI6ux5gbDeUY+fkkLMkuNCotygdAv0bCC4zRKl89+xPGaqFbkpI7AoJLoUe3fWk+Pr7thm9tpQT6qHMB5BoQWrLjz23XffzDIE5DX+H5tsrpWXZBkybChjXOZicy8AshiVR73EbbfdZgUTiMn7779/klKx0yK0jKgmX+hEdXV142ZIwjvXbDFRVZ1CWDeMD6ir/TgZw1J1VCSsfaI6au1R97Ou5mxs3DSPJ4TiCGvKGQGJdKb4KSmcQVgHGxN61h2tjLHE8XKjjUY7ZLQ7LkQqr2w8r/z2fCKciGpu3timMzcPSGu/hwUR10Uirek6DHELHmQZQv2h0JQddl633357FpcRq8qgtt66davlCQYZpSWr8cXFDSVuLE866SS2pNwlrPMoqrMEN2dTxCSimkmWU6w/fJJ5hI6JJN0uUR0/pwpPPAcI61zWHyCfOTI5hFSiGhfr+li2WZT3OUWtP1zyOcEmhI5ZCpDKPpqIambtlXHxOYkciBHV7s0E+zl5RIN70xFq+Mgl5RxhvcOMR6w/KGluvMlwCetBUVlzQKnxli1bzIYNG+zO8dFHH20VXiCvQ5YhwwSQmbh+lzEpBvD3/+M//mNzwQUXDJ2yGvH4sssus9/phz/84ZbwAYiobseyg6w/pGaL0txNRHUArrq6QVGdujE8F/DRlt777Fy0YWED0PQphy/00sy8EBN5wnoRZcrcdV4grO14TsnM9lsgL0z5s2wgqiPvbcfYjKhQcglrN8GOWYKwz3uENSXaIWuPHdU6mS0ppaEsE27hXcLaJapj1h5Ly3XPS4a03rm0Mk+I0Hbnvumele9GGUha1zIETaAgfqFeFCHLkGFDmSue3Njcq7iMz7sXQPxH9QDdc1IJfgo6aQPSpKgWCOuOgbP/CKirl6fyffclVTVHWC/UN4vRCNFHkxXHxGyUsA7ZgcTsRThsG58TiWXaSPaJakJIYR1VSQuWHK74KdYUUap+otgZs96wzQo9wpoIYv85Iqy5191xqWIt3AOkWIOsjF25P8GdQyrcewz/XuT2u36b/f8um4pHhuIaiVwZD2wmo1oZ9+eIyyHLkGHD1iGoeCocWd2LpBjEDohqfIGPPfbYYNkWCOvb/+S5udcYn5vOVW6MZHt0Jt8PZXR2Jr0hU52wrk1zvtN8Ii0R1ZK6GuPF98wki1VqjpiqIiN7jrzjE/4ORFSHypnpc8pFPjNNGiXSdnEsQJb7Y4VyZHftvOq8UFmyi50j4+HPqT4Xa/0hEdZSCbmT/LpEtf+a/zx7TvXGEYNkCyKByiqRGILQi1mG4AG/32HZRaamGmUEbrYQu0499dShKjfGdxflxdg4RnkxbbRIiuoUEIntN1OUCGsfY+tWbsB5Cw4+bo6sBRmcX9HdQFQL12+fsK6QOlraEG4hDvQSaKgYIh0a+y1MJ8SRQOlw3ubBdXAJNruR6hDQHPlMhLU7TiKsiagONUGMvRZ6X7HKJZDWLilNRDX3WjbG8bKmufc69BGWtN5vS6FSja5fn5EYgtCLWYbggfgdsh4cJJRVWe3H5mGyzUQJOeIy7h0Rl/MSOjjPXivAfXV1ZW1dAYpcP1VdPVcn3xJV10tr1opkMqeuXpiub54nKJWJqF6ZayRIWLtEdQw7JueTCGtSVdvnqyNN6uodI1NRYjkYmx3C2hU4rb7WOK8fQ2Me0rGmiFz1k7vJy/lF+xvFXLNC9lwCJHU2l6Nk9ollzs5r1RokENOd44i0pvljPS/YBo7eMUUnrhGHYQkCchouCmQZgrjsW4aQ2KuXdovdxNYh2EQu1F+i28EXX06oD2+44QbrTQ2PmxTVxy5/9+VchPXYmqlcCbF7TDc9dUZmAmt4iXdMUe0T1jQ++J6dZDEjqlMTatdHOjbeHZuganOJ6iTCOhFZM0WOhPWSbSKqg2unEtUE+FSPpClrFxxiObQ2EdWEIGEdaKLovncitUOEdV7rj1DgBmlNSrIb7njI7LNlcmDJapd8lixDEIxBXINwHBbLECTFIN/LCPqbUVOnbgM3bN1MNvE+oHL45S9/afbbbz9bvkfviyOq86qrfaI6BHduIqpDa+aC5HVdq5nqDHMjGYlzGVGdB6T8kub2CN2lupWHHA8b1dVLk+H5XXV1RlRHsNJvgYvRzYQ1NX+SrDXyNg/ePjYje1u7G6le8iyppbePTImqcDrGJapDpDT1bQgR1ujZ0Kq1B5HSLlHtvgbQ3ERUu3O78Re2IPttyVkVN4DAtQwPNy6HLENwzUOcHgbLELzvspPVvfy79ULchSqByy+/3ObKBx10UEtih055Vos+1d1QVxNR3UG4hDUR1fb56ghLWEt2ICFsn17PKqI5dTXZf8QaLrpEdYiwJkiE9fZ6JXDMS1p+bWVebrPXJ6T9Pg/+6y5RzRHWfjWSr2KWKprsPMu1pIbHABe3fTLaVUPH+k7kIbgJ1KeCU1tL7wPz0Wv+e8Dzt921YoW066b0e+9uw2+w6FqG7L333g2WIeAJSRA1DJYhW7duZd0jBgmlsQHBDSGaKOILeMIJJ+RW5aUS1kQ6E1IIa/cYqUmTj9E68cw2HwwQ1cE16sl0qvUHEdb++Nh7biCqUxJzn3yOjc9BFCxPTgcbIroJ+pJDKMeUcxlRHVC9UbLtEtXS2q1goU4sx8qJXKK6lbW58XRDESOsdyauTarqXNYfYtPFeulX/bVBJKwp8IaSI7IMwQO/dyhkEIgH3TIE13LEibKS1b1OjLuZFOPviGQY5A2qnGijBbj/3X+c27JDIqp5T2t+7rEN69IrlvxNXrL+kJTOiXYgIeC9G8Stphci6mq/RDlCWBNRTYgR1hlRHZkfhDXbl6EF0sElrImoDpHFeZoHk8Ir2IzRVNgKIu4cUpoRhzw2XVLabzDMktn1OCcpod0xonK7TkqL57QMR0t+DCWziMEgxK++fYUsOXCXuFfooILbRA5ZhhDBi7g8DJYhZSerhyVfxvcYGymoBDjiiCPM5s2b+ypCW/72J/DDgU9YbnV1pqom5FFXh5531NWkqg4pn1vBzpl1Tc0JW13DJax9n2oJ2yfmxDhKhDWpqkOENRHV3Gt5fahDACEd9KmOKLBBWFsEbv9CRDXgNinmCGCXOPZJ6xCpDNIa8bYWUW7TWGn91GNiIjHpPbgg0roIxLVPVocsQwBYTVJcHnTLkIeGIC4XjqzGF6TTwJcNth/4oh1zzDFdkfav2H7kIxfH52b4RDxAWGcktYsIYe0S1THU1uSzFhGtQgQioDo9k1wibUFJeUqJs5vAJxAFlqjm5mES9AaiOuLD3UBUR8YvjqeT5QuOuixGJhNR3XKzQm9tt2kUTz6vjvd3vkXSuDoRncu3/8ht/eGNJ6IaWDKVgSWsY4GXu6ZgZxWPQbcMQUk1UFYbkGFJilGCd9FFF9mbPpQXu6QMiOpW4KqrXUV1nmaL4twSQU6bvK5HdWJzYXs4NUfMY+MhJdDSmvCpZsfz8y9JvtMCYb04LZQTS4S1SHw3E9YLdWWXpP4C+evGxhBhvWO0rrwWyWdeYR0krCPkM86Ba0bMHUPNEiX7DiSGUrLcQGZ7G7ecF7U7RlJnk2Ka4qT4ukCG2zFLow2vg7QeVsI6haz24zIqnPAYBssQ5G8al81AbyJDhYd8GTko4jK+m+2gXc9qS1QTJMJaarZomypy/tI8Yb28blOuZoiL8xvYPgwSmbxzFuO55om8ujoEfw2y/wj5TbfkXx3Y+AVhLSFESnOvuXljzIda3IiuhDdfge2VyaDH80JkA9e30AgBY90xEhkdIqn9GE6VUC5pLR0fI7i5vNl9f9xn0IraugjEdd6cGZYgsAsZdMuQ5fqGuCqrCxx88UeC5QdUhAceeKAladpRo0nqahDVoYSYI25BVIfAEdZj8Ki2KrGlZMJaIqq5+WvT+dTa1akwuee/70xRneqv6ZLPsWN8pVlE2ZYR1dLaDpqI6sAa1K25klJiTfMmkOV+Mh5SP7tEdYjkdb04Qz7SLlEtzUXjufIr7pidlTG28WHT2ibxvdRvMELKa5eoHnTCOm/g9eFbhsDmgXaRi24ZomR1Z74D/UyKb731VkvEoPxu//33b/hu+UR1XnX1xMZ1yVU3/tyj1ExRiIHSmk1EdQjOpmlGVOeJi2T/kUpY57QLaVJIR7DoKbCjDX+xQZtIWBNRHUqooaiOkcUuUR1XS1eb7K6kY0h93YpauskOq05U0zlwhDUpqkMe1iFk1h5sLGwkrF1rD8TJlXWFDXpBvb2wtNq4sQyEdV6y2keKZQg2khGT169fXyjLEMQIkNVlr3gaZNvMu+66yzY4RjXewQcf3JGNkV55ayc1RywwfMJ6oU4+U3PCEHyf6hBhLamq/fi601FDc4Q1LK0IIVJ6oTYWJaw5aw+fsHZzyxCBHtp8JXsP8o2mZofZ65ENXJfI5choV1XtHxMlthkSOlThhPEYG7QG8Qhud/6gcrre3yk79wQ1N6e2LhJx3U6+NOiWIQ8NgW3myLAquEC+IOg+8MAD5vjjj+/YH8onrImoJqQQ1i5RndzoaTbhGC/BjimqibDOSOociBHV/rk2WX/kJZ/DiwjPC/Yb0twMabxMzRQTfLiJqA4mr1Ri3aTUDhPW0vN+sr+zTmqz5LND8vpNo0KND9m12QZT8truMURUZ88LhPV2wyuvm96Lc4MhEenbl1fW5F5zCetf3rZgDtq1UJfFnhCVsACJWYa45HU/LUOwww0VblF3snv1t+/VzVAn4zLmufLKK80999xjq5z8ZlSSojpP/wcJsdicEdU5MbKWmjAuJMeg6vw6Y3KMz5DXp9odL5Lbq7GngahOUEW7RHXM+9Ilqrm5/OSbjUd+Ql23/khRNzc9LxDWtDnLxgrnGL8RlKiWrtuE+A2c6BjJI9MnrF3rj1DpbTvWHpSg+x7UXKz0x/jqbSKqpdev+NXKfw/brThJXafI6k4RyCHLEFREkWUIxWaovfoZl8u+idyrDeROx2Wc9zXXXGNuvvlmc9hhh1k1YafQjmd1g6q6RXU11wyRU1cvz60XmyGG4qfbhyGkfKYmia1YeEiEdWgujrAm/2nJb5riq0tUpxDEkoqaYmToOJDSEoiw5kRQ/vmQqloim7kYC9LaJ6z9OWJKbSJ0Yz7VFJc54tclk0OkNXcczjFlrD+/2MuiTlTnOSZlPcA/T3xmv7rr3uzfu23qDqGK64/fS6Id5LEMwX/brU5pF2oDUlAFF3Y80L0YN00oY8INXyfxwOvebWY++NYmojolKfY9ren5kB2IS1SnEtap1h/iTXVAXZ1KVK+Ol8hhITGfzDGeaY4YOmZ5PDZ+NUHPiOqY12ilYhbdsSmEdWRtwoJz0xBSP7tEdWhtBIcFoUEjdwzdbMTIbyKqQ2vTMezzHmGNxlD+Gux7YZLqkPWHNB+ScEquB4Gw7mZSFLIMQTIDshGBj4IxVGC93EVGUoykvCiKsl4Dn/W1115rzjnnHPPiF7+46+t1ShmFjWPEZcRjxOVOECu+0nl8/dog0SrFZpaoTlBXE1G98vxILsI6F/B+YKHlI6SunmZuThMI65TnEXeWnM3ZKGGNJolShZIAMYZRQu14VIfGA9tHZ6LkM+BWEYmxolozC1V+s05qHuw3cHJB1UN8yW01agvSqIaOW3tQzOQ2iIHtS2PBxBSxUmrKaF9froYJcU9lDdJ6WAjrlF4SrSJkGXLbbbeZq666KrMMQWzGo5eWIURW436grKDYjGqhQSGrQbQgLmOuk046qePl4q3ePyx/91My0VwAVfXiTJxYk8hk8fm6uppU1SnYMbU2uknsN0oMNUjcNj5naoxViEsQu6pqibB2N3ODViIRlXSIzKZjfaI6F9lcJ6xdVTU3T7RpYqA3hBsPSREdA8XYkIUnvT/WGiQQg/Fe8pDi/jn5x8U+G+547rPqFnFNLgLdylNjliEQV6ESiuJypznJGFCRNeibyIViZNoNvviSQG2AL8cBBxxg5frduGnEF/6ul7/V7PGlD4pjuKSYI6qjzZ4YojqGERyTsJNdm3GUwInWIlXyqE4ts85JJucin2NjvWOiRHU2vmqWxxgiRSCsOaJaSl4XXd9pLgg55IBLVIcA4oAjoLnknRTVIgHsHOPebITIb9+Pk8bbdYQyZy75JsKaiGp3De6cU6w/2PfI2YgsNc5VdMK6lwqekGUIiGuyDCHyGglzN4lk3AgMUnOLTgIE9cc+9jFzxx132O9AL8jqTiTFIFNgL4PND8Rm6bu75q0fy62uJvI4I6pzYrRu4YFmwcn2WutzNGH0p5ytkzm1kXR1NSmkE/2rl+vjWZsNgbBemkn3tV6sK7BT1M8NvtOcOsxTV/skNAeswT4fiHkh8hmEtW93JR1DG7NSgi01D+YIa9fmSiKXV84jRQ0dt/ZwN3eliqZUaw9AOj42947FkYbXh4Ww7mVcDlmGIAdyLUOoNLnbcRmxQmPzHeb73/9+19fDZ02KwVb/rqhwgj81lPuHHnpoVzY3WvGstkR1CCF1NcXXHOpqUlVn60fU1T5RLamrfVV1CnZMr2ctPDh1NVl6SJvEYf9qmbBerI6KhDVHVKeAI6VJMR0irClvlHymcSz6OIR8qGP2WNuXJoKkLcVNaQyRsFxviNB4zBfc+HXO27cR4d5TCsHtE8vuuXCq6thxeVXaHJnebeK6XXuuTlmGXH/99ZnKmay8um0Zsm3bNnsOagNSEGU1btQuv/xyqwB8+MMfbomTboHKmta959PmN3/+0qRjQkS16J+5Jpy0ccn7iENApxLV0lx+sp4R1SsHRAnrKFGdDawYM55DZZd3PB2TCGqQyPtpNhLWIaLaT15dojpIqKJhVCL5DGR+1pzliXOMa/0RJHMrVTbRZokAhqjmjnGJ6pAnp09Ut2P9YYl0oZy5Ya46Ue0/X2TCupdJcaplCAVjXMcpQe6GZQgUukiIy6isfv/732/22msv84QnPMEccsghhY/LOA6KPyTwRx11lE2KuwGWqE5QVxNRbZ/HJmXiJqyEmLo6I6oJKYS1a+WREHeJqM6DpenWVBcx9XOT77RUzlwnrFPU0g39G3LEvBBAWEuQKohCCTZt1rJrCQpribB2Y51EAAd9K+tzslVI9WSS5t3JWHe4iaRv7cGR0otLNXbu1Tmq7OvDYAvSz7icYhniWnl12jKE7LnKGJf92NwLkA0aiIi8Sj18P6AAv/HGG+19BJT63UI7NiBBopkjrElRncMOZGntJpbolQjrhTk0SWTIZIGwXmmquDNJXb1zMkwoufFT8p7mCOtFpgcDR1ijAikEIqpjdiC+RRYXM31rD5bMdvJGiZAme6zY6zHf6BSlMTeGI5vduBlSOO9YGktWNqd6X/vnlDz/ci0jpP01gv7Wgko7RFS3QlzTOey+abbQZHUeyxA0Uca5+f2hOol7710h/ZWs7nBQa0XBhVI4lDHhj4zy4m77qaaWNVFSnEJUN/lnRohqf3wTUR2yrUiYqwHViqlOMu8hkDgnE9UAzZ16vhP18YnEQoOdR+QYIqrDDaBWPtsUonp1Lv4iyRGtqeRzw9iQRzfIb458FkheanbBN1F0iIAIUe0ewz4f8OQU50q0/gB2kFpaUn851h/SXCCsgaKR1v1MivNahuA1CsQImO2qd4isLiPe8IY32BjXS5CyOq+Ca+vWrTYu4xicc+rfLK+6enxD3TN6IYe9hUdUB+Gpq7NmiqJNCE9YV+fX5ldjpxLPkp+mFMOc8Q1EdYJNCKmqU+AS1THC2pYpR2Ke32i4EzHPbe4kks9CBRGXYO+o1Mct4ysilT5XxbJjl7D21dIcOezGQ2kDGj0b4G4pAfMuCAqvUHmzf05EVEuvE1EdOv7SW4w5co82bXP6hCLFZd8yBGQyelCgygXNGnE9prjcCcuQMlc89SM2098L91x5yGoo7qGmxn9PPPHErnuZ5rUBiaqqO4ilNSvVgt3CwvR8kPiW7EBCimhxw1dQV+8YW4nBklJaIqpD6urQRu1Do2saGiNyx0rWHg1ktidw4ghpP2eMKaz9hoiAn0/6Nh1cvpli5REiqf25AH8+aQMa7yFoDeKt26CcjpDO7hopxHhQbR243wjNF2sGeetd92X/n0pc4/qDmFiEjVTJMgTNbdE3ABu+blxu1zLk/vvvt+9bPav7qODCHxpm5rjxQhkcHr34MrrBN6auhq8155EZwtjcTK5jRmeF8Qxh7SuqY2RAg5qaW8MjAyquP3UK+eyS4CkEOxHVzNpRojoCl6iOJfu2mWKiD2mD9UfE+zmVfMY8TYm7cExm/RFZ20/cRcUyEm3Bs9OHezPBq59XCOsUotrOFyCgGxRwrlpaUHjtXEyda8RcdqsxR3RPfDKwSXErliEoW6YxrViGlJmsRjJMavavf/3r5rTTTuuZggvfuVRCA0pqVDrttttu5qCDDurod7WhWXGdqM6LsQ3rWHJbVFfXiemMqPaej6E6F/BxldTVUGEv5fCRXjMfbYjoAqXMeWxCFqdmkzZQY00SOSyQojoS81KRGvPceBdVS0s2Is4xGVFNry3XWMJ6Z6Dhrz3OVMXy4Aby10ukWYur+pjFevLLkdYUL0Oem9jYbaXct5XXL71l5d+DRloXNS7jnLBRjIdrGYJHpyxDyk5Wu7G5077PHKjJch6BFzYrLr30UkuCPOxhD+tJk+o8ZLVIVKeoq12f6pzNFiWi1yeZF2bWRsjnsB0IByKsfVV1iLCWVNX++yCiOoRUOxDf/iPYcLHeGFECXkshrNm564S0lDO6hDU3xiWsOSLaJaOl12lMDCG1tn+8OzZUKbXokNEjPsEdIMjpPsA/BpBIbHxWFJvzeFtb0rlOeKeqwblziFmNuMR1iLwualwOWYbccMMN1jqRLEPWrVtnx+V9H1Tx1Mv+FaUgq1MVXBiHPySCL4IuvF96Bd+DSyKsSVEtNXXiMJpDhQ1QI0VxDYcAjhHVTYe6RHUoMa8nzw1Etbc2C06tHTrGJaq9tZOJamE8R1RLyX7WKCqhcVaT9UfA+3lxlFEqC2vsHJ0Wmy65xzRYfwTWRoLrJ+7uaw1r18u3Qru73I2CbNeRdvFtsOsQPDGtAo5RSwePCczlokiEdVGDb4plCPlqtmoZgjlAcpcViI3YBHj1q1/dU7IaMTd2w4PvJTaPUd52+OGH2797Kwipqwk+UV0ZqeVSV4vjOwBXXd1AVEsx1Ces18yF42ELDRE5YjpFed04fxqZTOSzGHMEdVhoDSTebBLrjc8T8ziwamnH/kM6ZsEISmmPsCaiOnQepKgWPawDntCh90aktUtYuxu7MZ9q6fWdjqK6JpwXjZEIb85vE6T1IBHWgxKXXcsQqoJBTEZsbtUyBEkxlNxFUK/1OzYXTeCFey/cb+GBzeM99tijZ38nfJewfuy3sfz9z8okcxcaKuZVVRNRTYgR1qSqjo0P2X9whPWOevNFiWCWiPeQUvqhsVnRmgrHLVRHk2KlGyclwtrd0JVU0NsqU2HLjgh1hdeDhK9DpErYvjSe5FMtjXFf90nrENGN1xCjOVLZB1VDpYxt5Rh3E9l/D6lNFe2xOYnrVqxCQqrrQYnLeS1DJhPsMOE8gfg96HG5cGQ1glqMrMZNEcqLsVvwyEc+0v63l+A8uFzCmrP9iBHWPkmdQnATUR09plo1tanJXMq1iqSQCBHW7Pj8diQsJqmxY1zdDSxB+Sz5TnvjQ0S1n9RnRHU2l0xY+0R10IdzrL7pwBIQjWssZA2jeN9nOkZqfMitgV1zSbnW4O/s+IyFkmJp19s/JsWP045zEupQwp5Zf0h+3PVjSFUdnGuxuZFUUQjrQQm+kmUIkiW8B9pFRoVMqmUIlNWd9vUaFIBM+Ld/+7euN8tyge8Z1oolxfBIRVzG3/Wkk05qe0MhRFhPbFyXdfjOS1iPrgursSV19cjatbmaMFbn1/GEckyNTUR1DixP5SvxW5ycaX18rOInwXfaJaz98Rx21psNi6qr+jlxHtWtxLwGtbSTgOdt3OsT1i5RnXRcoOnidut3KcdsQLL28AnrxnNtbBLlW2XFbEEWlytNhLVLZnPHu8m731B5kFTWgxiXAcky5Pbbb2+yDEFlFKfIRVzutA/2oMbmP/iDP+jJminNj0GeQ02NTf7jjz++596ldA+X/NvIq4resMVUONV1YJ4lxsoqpK7OGy99ojpEWKMCCeDW9kFEdUwRLamqOcKaFNOhXgopliDchq5PWPuVR5xtBzUd5iw7/LxRIpJjrzc0TYyQpymWH6lkdJIau06yc6Syq6p2gbGIqxIBvcQQyzS/dA8hnh/Wqs+XR6UdIq7zEN+tENczY4MZl33LkAceeMDG5TyWIcNS8VSovx4FtVDwxe7CT37yE6vYQiPFXhPVobImENYhf2qQyXnU1NJ4jqgOHVObnsrVYFAkqqXxU9MrquoQYe0CY+34Stp4IqrtYsIxztpEVBPJHBqfQlTH56okE9Wrc1WbiGr/eW4NIqqz8cJPGA0upPP116BmGKGmUFax7DXEoOeb1jbjSd5YnB+nlJRzwdY/psH6I7D+do+oZudyiGr/NRDW/cagJsUucP4Isvvvv7+9lj/qUY+yvtdIrn7xi1+Ys88+25Kf8L5GkCZyEiqwTpHVKL0iLzP38Sd/8icN47D2U5/6VPsaEtJ+AX7gn/jEJ8z73ve+nq4bS4px83TuuefaMjX4YHZT+T6+fiURbIWs94lqkNsSYe1ipK6O9p/vKKCu5ohq6XdeP5cmolrqEVD/vPzEW4xr5ImaI1GnxLt5bSFOjQueg845EVHtJsexYzoR87AOl4BzsYU2Z0NxB4S1eH7OcX5c5BRiO+pjpOTVjlkaDZYFIyl2Y6Zk/SG9RnO7RHQ29zK8Jyvi6+7xot1JRrjD37tqfn5z8ctYhyUuk13Isccea+PyfvvtZ2MgEmTE5Z///Oe2OR9UWxSXQYZ2Ki5//OMfN0ceeWRWIo3Nz29/+9vZ69ddd5151rOeZTZu3Ghff+5zn2vuvPNO00/0IzbHLDZAoCMuYxxsSvrRZMv11g6qql0EGt62i8U18mY1COtcz9ear587J+flGBWAtAbU1RJAWHPYNi7/nUE8E5qtPZqvXTTGPa7pPALvV7L7yF4PaCY5BbQbH2Pkr1UpM2Ncew9uDc7HOvTv1PNZmbsW3ESWxodivT/WnV/KnVd7QDUfk9og0T82L+mMzx6fdcrnJoHuJUL3Og/sqJo99z/S3HLn/WZQUan7TiNnhZvEySefbKtkcH2FZQji8oUXXmirZyACI0Et2WZ2Qtz03ve+1+bqOA9UZf3e7/2e3cz2LSD/6I/+yHK0yANxrl/72teGS1kdCmp4Dso7JMVHH320vUnpF0I3CDNv+TvzwHsbiY52bD84tbREVHOwRHU2Wdy2IomodpRhTdYfUnkyKaybxgvnRONdojqGSjWX77QltRN9MJccQpkvv159HzGievW8qqz1h+gBOgolmOz7THA7Mcvl3ytr+F2bxbXrzar49R0P0PquuP88dwz7vKdwBlHtBt0qZyOyXMn8uKTzIsB/emUufqfOzsUk1/659VthPQxJccwyhEqTyTLky1/+sv3/u+++2+y1114dWfOnP/1pw7UcPstPfOITzXOe85yGcR/84AcLUUaFG4SPfexj5l/+5V/Mz372s76XG+N7CAIDGwqHHXaYVQB0Er66mojqECR19eh6KJ1zqLE9ojoITy1dWTMbiYeMupqaKXIKK6FCaWlmnldkCeuu+E6n24QsTM8J88fvJZrXaIwtO+uK6pBamlNKS8dQUi2pw/LGvB3VldjMKZsbqo0S7a4ya4+AGlryyHQV1kRUEyiJdRVSeaw9AClOcyppf+M3prJupwkVPhOsT/MQYf2wPbtj39Mu8vj6Dwqg1kK+RTkX4jJZeeG6DxL5qquusvGhU/ckUHifccYZ5oADDrD3Ap/97GfNM5/5THPRRRfZZP1JT3qSOeqoo8wPfvADO/5tb3ubefrTn26FTP26L3Jjc7/jMj4zbCYgNh944IH2fqlf9y+xyqwmojoET129PLdi/7E8MppLXb08MmIqiV7fiIGtQIprrrpa2txtmqs2yvcoamH9uFJ6VWHtk9nScaFYaY+rjERI6RWFtZs/rr4mK6w5VbO/2Utj6HW2YaLTUDDkY50Cylk51bFLCOe18AgpvLk4SvOH4rN0TKgZs0R+41jE6zyWJHlsVfLO4c7jEu8+Yb3H5sFsPFir1az9MVkgwzKE4vJll11mzjnnHEtgY4OSrJjajQE/+tGPrJALhDXES3/+539uYzG4WRIowZoSZPm3vvUta2fyhS98wW4mg0g/5phjhoOsxgfJKbiwMwCFHV6D7Ue/S818z+o8cMnnVH9q95gUoprGNxDVCUlmLkV1tWIqnId08JiAapg7p+k1gl8nPz6P73Q2NqFJYwNRHToGN2Qj6d9N1qNaSuwzJVglSFj7iXjoGG4su3adqA6vX2GtP2KJO+thXSeFXaI6RFhn1h8B32nrye2XM0uEdYhkr58blNc/u8mYY/dKb27TSQwjWe3HAgQ/PMgyBMH2m9/8pvnxj3+cBT4QywiWUH+1Ehf8TU8kyFCRPeYxj8meQ+x5//vfb9fcZZddTD8B5Rp2qkEK77PPPj29MfLjMm6OLrnkEtusC8q3bjeV4ohqfE9S7EBG1yUQzk1zV01tdjZ3E8aMqM4OSCCsiagOlS97hPXS9GywfLnJ7opKnxN9rRcmZiLze/ZU45HxDoioDvpEj5KVVzzZcpPqUDlzasyj5DtkxWHJZcGnOmR3Jfo+B2IinUcIIK1BWHNqaX9NXzHN9qaob9pKhDW9HrIF4XyoXUAxTeDWWFhafd2N7yCti0hYI04VYVOzF5YhaJ6L94vqVjT7/epXv2ruuecec8ghh9iYjNh8yimntBQXQDy7ePe7323V1iCjUV0LIhbENVTVAMhslEGDvH7CE55g+h2bewUuX0Y8BlkB1TtsP2Db0m9IOfPyj74gN0+M2IEQUZ3NlUBYu6pqibB245dLVKc0YYSqOgXLAvksrUGWHhz57NuBbB+dSSKst47NiYQ1R1RLSImVREK36kNNZHKwUsjaU1Tbs/OIeFnHCGafjM7jOx2ywfSrkNz3EfpMbC8socljSAXtvg/3PcRU2qFj2WOEzexWiOtog0aBgHfJ60ElrgHkv8hP8UBOhHgIa0bE5VtvvdVWSiEu4/G4xz3Ovp4X//mf/9nw78985jN2kxbCKSi9AVTyIFYj9gB/8Rd/YT7wgQ/YMe2Q1YVjO3zVMjzTzjvvPEsq4M33m6h2Pau5JJnU1TEyOXcjxTUzuRTVIQsRDlVYeeQocQ4S1dw8UEjjEbG5aBhvTyw+HsRzqu80jY+er0RUB45ZRLly4mcYIqoJVKLsq8tEe4/Az9k/xiWgg2sz4+T10553E/eQwlqCGzAbrD8Cx0jr+OGLCG2MTzm3n93Un/2+YSerfeC9Pvaxj7UK5+OOO8686lWvMm9605tscvySl7zEvOUtb2l7DdiPfO5znzOnn356RjhARfaCF7zA/N3f/V3LzQK7AZzLa17zmr4puPC546YE5WWw/egmUQ11dYqiWkIDUS1cuzg7kNr83AqhzI0XrvOV+fw3gA1EdSKIqE4ez3h0hkBEdaxEObOnGk8bj7jiE9VcKTER1XRMaDyXVEvlzKFyZVrHTb6DVhxm3D4vJciS3RWXYKbERFQP4RFKMkOlwrSmZO3RYEXiVRe5th7c61wZru9D7Z+3S1TTGhJRbedYxsbU6pgLbhy1jyKhjHH5hBNOsNYXIKdhzYFSYRCmr3vd68xLX9rceD4vEHe++MUvWpsRbIpu377dxmfXAhJ5Ic4FG9n9Ri/vE/y4DCsSxGXkprD9KAJRLfV5agc+Ud2u/UeqojpkB8IR1VK82S7ZXzFrcN7Tkh2IS1SHziFGRHPxk+DagaTESlctLZHBiH94hIhXvB4jk2OVOtvqTRMlWLuNBFqMs83grD3ccZL1B5334lLNPrjXUu1NXPjx1j0maNPpx+GAbYm0ln8sd3yKzYh73u1YhQB0rxba0ABxTY9BRqVSsQ3u3/nOd5rnPe95VuQLAhnir7e//e3m1FNP7cg6iDcA7DwJiDtf+tKXrMIb13zEbgibsHHdDgp3V0U7xXiTkJZfccUVttwL3ixFuQlE4KVGkBJChPXITIC0DSHHMdWQStpL2EFU5zqNFEW1e66pVh50Xv74AGGdx3M6xcPaxeL4tDzeO8YS1YG58hLVsUSdO68dIxPhIFQ/JkZUh25EpPXphiREWFv1NZO4c8dsXx4L+3+aCqsg4wIgVNB4SMGRbqF95TV3bjsWa/bh/vT7QViXLSl2gd1i7OYiCH/qU5+yzRnf8573tD0vvKhRvgTym/D617/eBl+UIPcb3/jGN6ziDIqyfsVl8i3FOaC8GL6iXLOtTmPslfLfV1Iyjm5YxyuqEwhrS1TnRGU2QAxIMUFqpiiRw9UqS1TLZHKVJ6oDccUnqlv2qWbOCUR1yCfaJ6pXz4s/ZhuTnHMJd6PyOk5Ys/M5t8t+ubKUAO1gGipmx5DnsxATU/o++AARHUoCYdsRsuawMVqwwcpj65HiQy3Nj4dPVDfM4b1eJMK67HEZSSt8LGGHce2115p//ud/bnk+qIOxCQpS+pWvfKWNf4ceemjWEwGb1dhMBon9hje8wZK2EDeVKTa7cRmWLBdccIGtRIPCG7ZqRQFnnWlV1a5amkMOr2j7vDDPwvwmYTx/77JzdoPJgx0BRbUUb0Ie0KJ/dSB2bR3PvzEhncPKxm6YsA7lh0GFcwuEc4NPtXA82XdIhDVZRUrkqfscCGuftI4dE0Ksf4QLibTmsHNpNDeRa8cLa4TuHfD5tUMah4jrVEjEde4GjSUirrdu3Wo9pp/ylKeYv/3bv7VWl2Sf1e69DjakQYSDGCfArhOb1bAnQex+xSteYeMjelO1g8LdVSH44sNFuReIAxAFICaKhJSGERJhbYnqnORzLWezqiBRna1dYYnqmLo6l/UH5uKI6tAaqU0XrUI6XclM4/GQmxg65PN4QpNGGus1gPLnahULtXH7kOCeF4jq7PkEwjqGnZV6w6jl+Fx+4i4rw0aT1NcgqmNzhV5LbZToYps3jlsHJHXjXI2EdS9J6zInxYgPrpIXZGUnuh1/8pOftE0UqYwXnlsI6lBzFwG4IYBFCZJ0EPUgBHoZl6FogxUKCAEQBvAVLQo6WXrfRFQnqKsbiGrJsza1qihbl1HZwHNaIppzNodiN2gn1uSaf+d4WLHtHuMqqmNq6c41Scy3zo4KNnzTCOvYa5Rgh4hnq6iKlPGuzBXfSHUV0zHVkkQ6g6iOEeXcpm6u1xehsgyUIC/hMwm/XlSV9TB6VqcCpLFfYdNOXIZACRZc559/vq2kevGLX2wFTKiy/cpXvmLOPPNMux48OZErgqDt1z2RH5t7BXzXQAzAjgtNJ9EQE+XeRbOi8cnqBqI6J5Zm86uqQ5AIa5EQb6ERoqSqDhHWkqq6leaN7jGcD3XIUqsV2w57LBr4Mh7UK8c69wUJlUeh4wHfZzqFGE4hTYmwDo3NQ8By5yWdK8jk0PvgKpnyKqdTiXFJpY1HXqIY2Lk00jXiOi9Sieub73zAPgYxLk97HGIn8mV4V4P4hnLaBfpHIB5/73vfs/ni//7f/9t6VmPzuR0Uju3ADjGadaB8CQlxp7pLdxJ0Q5TiW+0S1g1EdSKp2URUR8YnEdU0VijdFkuccyqwzURI3c2sASI8RIY7N6KWqA7N5aFhfCjBRdNDh6heHS8omYSSZu684FGGR8rFPURS++flEtXZ88waO6vj9hFbn4jqbK6QUstMdM76w1QaiOrQeOwoB+darjQR1e5rLmic3+8sdg4rczX+u1eEddkVXNgp7iRuuukmG1xf9rKXZc+BqEYCiFgEspYUxM9+9rPbLmlqBWg29eY3v9kGftx8fP7zn+9pXEaTSzTbwgZypz//dtXVPkaIcE6wkXJRc8rZUglrVlGdQljltfIAUZ0TtqFiTsI69HwD+ewQ1TG1NGf9wR0DVXWSVQfTJLFdwhpEdTZf4NZYinl2zvpxqRVE1CwxhbAOvcZZe/iELmft4cJ/PeQBKRHapJj2bUM4hAjr1Dn8WA7C+rzr0+6duoGybyJ3Ml+DMhhqLBCwsBZBhe2HPvQh+xp8NxGb77rrLmtJhaaG8LIGUdsP+LG5VwApjfcNwhpx2S3HLipZLRLVCepql6hOVVcv1I+RxvtYmInbhbhx0FVVS4R1ZlnF2H9IhPVDE/J5+LGLKowW63Yg0jGS/QedQ6qlFpHQIcJ6x/J42GPa1Ng4mVJ5RMeH4FpTcZu9QIpFBwjrkJ+0S5pyxKn/GbjnFSOj86isCbgXkI4RPaKXaqI9WAiYr5Vz7KTiGlXW7hxtEeDWVX31wYFI60Ehrh9kyOp28ad/+qfm3//9381ZZ53VIFpCTP7oRz9qK54f//jH25gN2xFYd8JKsx0U7q4KsnE07kC5V1Fv+qi7caoHFwhrlqgmMMEAJLWoqBaSr2qOL2Q2NtGTMyOqU72wQ0R1NqmzRqpiG2XQHvHcNJcHdryQ4C6OhZs0uqAGGSlWIX4zjWBzg0SiOmbp0eBBWU1TP4tzcfYay3HrD7t2qvXH0pgYTN3kmIjq0FxQd6XsLvuEtkRYb4caLEBY40EWIb1IlsuaFIM0BVlNjZU6hU9/+tO2gudpT3ta9hySz0svvdSqu+gBoFkExvcSFGvQSAo3HlCBf+QjH+lpXEZZF24+emH70Y4dSEZUExIJ6+psfuuP3KCY4xPVEXV1E1GdQCYTUZ0Kq6pOXINTVIuWVRJR7h3j2n+ECOtQk8SmsbVJ+xCVzfV1XKI6m4+5PaYmwmGLqjTimYhqAkdYo3w4VkK8YzFc7o9YJ1l7RMlg53y5RDx2H9FEiC96ifsS7qNXx3D2H+4c3OsuKb9Yf71fhHVZ43K3NpH9zxbVPS42bNhgN5OxsQzi+hnPeEbX1g+dlx+bewUQ+vjMQQa4Ht5FA34T9DlBySypmTulqCbCmojqOME9whLVMYI7ZP/h46HJ9I2EbWOzScprzgpLIqy3jUybxUqgiWFgLZew9tXSUYV1hLBu9Vg63ldV551j++JYkGwFiWsJ4EQS1B0XI6MlO6ymOT1COEU5nodEpjjOke6pXAGtF1szJH7LSzhLOXkniGtgGIjrrVu3doysRv4Nohq2Hoi5++yzT9NagH8P1ImeBf3LOgPBtxMS9X54cHVs7pQvFoKH071+lXyu4u4peGgTqQ0CmmHpQFgvLy81K6qF8bmI6myRqjHj6R7OS0Qmc37h3mdix0/Uzz3gL55CVBNATFeWl5vJ5/rzLKQk3lQsBeuCmilWvPfBIcV7GmssVMeS16ekvcJ0zkWQoR1mIqpDc62MG2Of948BUc2twx2T+l7c8exrkof1cuO+DIjq7DVTMVVmLhpDxyBZPmnfxsSqk8C1R5PizgBBFOQzyoxdIhaNkrhmSXvuuWdTkO4Vvv/979u1n//859uy516B/C+LVl7so4moTkQDUQ1ydYmJ7Vzco+O4az/U1dw9wpp5Pkbjs2XmWUJjKG4eJt7ZU6nWVuOe93yFe19CNZGErJqIOVcQxn7s2lknoSvLi3LTRYaABpFcZY6RnvfXB0mdEiO2VabETvEgrCkWElEdm482Z+U50buBv/UGYV2r1M/f25RFglqtv5attTjakLz6r9sx9eRRiql5CGvpdXwOIR/qmJLaktbBxpHx6w6IcFdLQYR1N+OwjzKT1eSN2QmgYTIsuRBr77//fvOFL3zB/PCHPzTf+c537OuI14cccoi1BDnvvPPMa1/7WttfAtYh/YIbm3sFVDohNhc9LlO+vHTOl8MDQTIv7MzlXV1ZZMYzRHWrkNbYPr2ejadQV1eFc0IjxOrSAksU15b4YyQgDkobtyCsa8w69rXKiKktN7+2vTKJi7mpVRZEwroq5KUgrGtm9Tg/P2RjF1UVmZqlAznQhi7FRM5OAhip8Me7cZaLjQ3vYalmatXGeXy1MZG4tfp6EoFNz0u5r52bGh7X/zvinF/QGsSuL+THTJwk8jj2/qX3gDn9z0Vay18TcI9NbaoIuESz9Pft5Dyx+xxXhMDd27mE9Z6bu9dwvl3bzHatPxCLv/nNb9pYf8cdd9jnYcUF3vbggw+21VDwqf6bv/kbK3BCL6jvfve7VondDqplIoH7eZ4Tr/7r8IA6oZnLn7p+TDP5LP9ZRfW1pLCeFm4+JYV1TquQ5YnJZB/ljKi2J1aJEsMNCbswntRYKUT16jHSXIxdxeikfYiqM1f97Nx4RMuqE9XXO2sTwbkalF4JZdDWXsO7EeHm8j07Q+u7RLW7jg8k5niE1NfJjRKXRqLqa/BSLlGdPe8d00BmO/cQ3VR3lTkp7jRZDfsPNCc6/fTTTVFBzXzxX3hjAmisVMa4LKmrR9atNRXJfiOgrmYV1WKDQ+e37x4nxSP/fGZmW7InyeODvTi5JpfKGQ0SRSWzb2UVsr2iNZxjiKheeb49r023TDlmFeIT1RJIJRZWQ1ebiOoUuyu56aLcu4EIa655sJ/EElEtvW7HOEmjFDdJORZSa2GeEGGc4kMdIqPt64HjoZjGY0l8D3VCfLl5P6mXKuuyx+VOJcVQSZ922mmWfEY58U9/+lNLVD/xiU+0r//yl7+0jRxBWL/rXe8yb33rW21yXJTY3OsGi0UH7h92u/m8hudEdTVjB7I0t16MgXm9paXxO2Y71xvLtwPZPhHfRCdlM6mq/efZdQJx0FVYQ1Xd8JqnsLZENb0WUCqneFhL+WFD7PKrihjlqlt5xFUdEVENpKhoufjmq4BT1cgpXsm2UbAQU7nn8RweSarpukVWyiYusOTM76+dUoHcjtVHquJaPIf65j49CKH7CQmdUlzHfK5vuvPB7DFMZPXHP/5xc++991obzF122SV7fOlLX8o2T//jP/7DbiKj4fCRRx5pmyyj6ujUU08dLmX1IAXfvMk7COttH3mjPOeambBiWfKd5lRdnsI6j0VIE/EsKLialGZT6epuIqqTlMk+UR1DBVYhk8nKNasqS1AyAwtOM0VO/ey+D5DUMdVZpn7mfKeF8TsS1dcgqmNz0fo7K+NBVVm2tnMjwim1SGXl34xIKjQiqiXlM63hJ+aS+nr74mhQlY11fDJbVIXXLUK4+UhhzZLZy91XWJc1KUZCuG3bNruT2ynA/5ISzpT1+wm891tvvdXcd999HbdCicXlopDVElFNAGG9zJ0rE5eqc/Uy3rwlaq1YhhBRnQNLOX2tQVTH4CqsQVRHFctS/BfiKTWG4uI5CGtOYR2K/3Revp+mdL7bq5Oi+sW91vvlzEg8uGNQHRRSJkkxj5vTTcCluCMp0VJei71OySfFNF85xirgnCQTybGv6nKtPUA4V6uNr7vWHZRgctVJdLx93Zuj8RzrYwI+om511MJixZx9zcq90KMP2Ga6iTLH5U5uIsesNM444wz7KBL6EZuLHpcJR229puVjLVGdEym+0y52Tq1YdCxVR02VUTj76mqy/xCrlRyFtU9US+pqjqgOKa/J/iNUacQR1a1i+9JqPknK4qbzTLAEkSwVXIW1b5FlX6+TrJLKGgAJSepZrnrJrUAKkad4LdXiilM5N1hXMcrpEDBeGss9S2vliTop5xRSaS/leD/ZfAbkuqO4TlBLs/2qnL9ryhwSXMI69J2KIaa4dgnrvTb3rp9BN8jqlPwX/Ru+9rWvmU6jcHdVgxJ8XQ+uPKi98t388zNT+TyhLQE9FfG7FJTX4oQVWSEt7ajSMU1WIdVkojp7Lm8pmzCeJaqFYzISPKFJo0tUA6J6rVJpIqpDx0BRLdpbeOPdsq+QYtolqmPjoaiW7TUcrzLf+iOicI4932D9EWiUyCnIuPWJXA6VGqWem+tlLdqFRFTZhB9e3Xlbo7ImxfCsRHzoJVFbJOBv/k//9E/myU9+snnJS15S2k1kV13tEtV5kBHV4gAhmZlbm18VzRHVEXV1E1EdUVf7RHW0OschqmNKrR3js7yquoXyc19hvaMeV0PxXzqvJuV1nai2r0nVQTn8pomotq+12AQx1cOaQD0ZQuthUzZ094ljJZ9quy5UX0JDpYbGVMwcrqLL96DmfKjZNUzYh9o9nnyom8+z0qCq5sc0/hukNRHX3UBZ4zLQ6U3kQY7NZY3LIgQf5Zi6uomoTlBXu0R1irqaiOoY6BjfpzrUk0ECCGsOoQaJrsLa96mWsHVE3jwidbWrqs5e84hel6heeV24T1gei/pQS5Yfdt6AP/Dq2ohtI0ESUrLZIsTUyyBzQ6pl97VUdbOkbObOixsXi/fS3KHjEN8Rf7kYLK6V4/3EmjWHFOopXtmx5pYpsGLBDiquQ+fRD8X1tm3butpLolco3F3VoJDVrSir4b0Gf7XLT3ouT1QTEgjrjKiODsz5J8bakpWHlPxOz+Rae3lSJs/9hBVWHtbOI7FsOkhUe8c0qbUTCGsfHCFg/awDiXdDmbRLPkcIa86fTGoqlUx+N1h/yIS1aP3hN1BaGrWPGJHNWn8IjRJDwVZqlCitj3FRGxFvLmm+HQu1huZOrI3IQrUrhDV2OMuYFKMECShbUkyelPAIe8ELXmDLsG644YZSx2UQ1hJRHbMDaSKqpd+Sn4jCb9oukG7jsTw9Kye0wrqLM8L3W3hfi9M88S4R1jtzNIYiyFYhXgxIIJ+JsCaievV55jpbm7CP2Hm5RHX2mnCLu90E5gvcFnNJbizm0ZycWqzJCozxqW5ez+2hwANjYgl5rIgv2twqkqSDcA4lwSCsg68vVWyMDWHHQjXJfsTfWO4WYV1msrobjY8HNTaX0Z5LwtJ5X+/ZWpyiOq8dCNTVeRsqSmvka6q4Jomw5ojqkB1IKJ5trcikd8gOhIO7sSsRztuXx+wjRArCAitE+CFGRi04IpYTlqTNYbfhPxcaF4qLtBHMxVbuuVQyWDomJXfOjnNI6zze0q2ep4t2CedOztMOcU2fW+jvTOgFab1cr3jqlLK6n1AbkB7dJNx+++3m8ssvN3vvvbc1IK8cd5y1BGkiqiNNDEWSminJrbqkc4rNxUQiAe6CiGepJNgpvW4gqaXSYqckuKlJlGQvUl87iah2j2Gfbz4vX1HdfL6rFhsNjRcDZdI4ZoHxnRbtMkam5EaFQlMpselgfbxLVIeOoZsQcf26JYefaItWHQxRza3v2nXg3UmXfZF89tb31dLsuS2Q9Ud4Pj+J5uajMfQ8EdanHPiQaRdlbbCIElskh8OwU9zq+3/Vq15ljj322Kzzcq/i3SDEZReSHUh1fp1gaxWxryKiOgdAVOfFYuwYr3Hj4tRssDGkbwG1ML4mGIP9smJYekRRj3VEVKfYe/hENXeMS1IHbTMiyXqDFUfd/iM4n0HyJSuPySojNeaRB3XISiSkdKZjOaWzHxsbyGyh8SKNcS2rGl53FNOSJQcltpKlh0tEc3O4a3Cl1HT8Yp2Mrvn2IouVZPsRrjlyJ+Nx2clqxIYdO3aUNi77sblXKHq+3EBUg4Rl7C+grq4w72Fh3Ra+UaHQuHjn3Cax2aIESVUt2YGELDx8bK+Tz2KjYGcuIqpTGiRK8Nfxq4x8iwLasA01OARhLcVBEIJkw+AS1dnr3rwgqSXLDoLbq8GdP7Z+w7z1OEqEtd8c0I2PnB0GR7py9lccKMfkGhL6CDVF9kHnzM0rEaJ4H1JzxJS1DGP1ETtT97OjY1MU0v7flXL6vOfuz0OQvkexc+tEk0dLWtfX4eYAYd1Ne5CHhmQTuXB3VUVUcLVDVuPm9aqrrjJXXHGFOeqoo6yfC+3ER5suellEVE3tMGwNRHUKUolqV6nlK6QDdiSsmjrU+C9ibeJj0Se2A1gcnbQP8ULlnFeMqG4gnznrD+F9uIrqqCVFPWEPNkIQmkpJx3ClX9wx7k1ISiOG2PNS4yh/fa5J4hITLGONEkn5nKKWdgloyZrJziWovdz5GudqXKcTKuuyJsWoTpmYmLDX3zLizjvvtJ8BMDXVwubikMXl6nP/LN/42fyEsyWBOaI6oq72ieoUdbVLVKfYYmVEdQSksM6I6uxcBYsFUj57RHWIFKbkvHnt5vexfXQq0iSxwqqppev8ipVVSMVbZX2qpfngPx1uvhu4dwnEPOm4UOPglDUpLkrWHw3NrbwxXFPCmK2H70PtK5ebiGLveN8+xFejcYprIq19opo7T0mxTefqrod43KnKp7LGZRC1wPx8C9fXIYzNZY/L7SqqF2YjPtUdaLYIlfRSDgsP8p6WLDzcNaRY6ANz+UR1CPCf9psjtltlFFJCI/8LHhdTOEcsPVwykMsN/fn9zWH/dW7D11VZS/GRSNaQOnhRyCO5dThltxS/Ywpc977Ab1aYchzX4DBVOZ2q0paOJZuRPAi931ZAlmf0yJ7PSaKT2lqyoEn5TDtlN5KXrB6GSuTC3VUNioILN6SxmwT4q6KL9T333GNOOukks2lT692Gk20/KhWeqG7B4kJeo9pMVDvr+1gOekg3n9fy+JR9iPCSgcX62JhHpx3rNz0MENapRDWwYH2n00rDiagOnW9mSeEl7GHCOtGP2VGWhdbndstZq47lUfuQPJzzlhSFrDrcoMk1SuTnw04tP1fQ33qZLzsO9RiQyGzfLqTd5LisSTGSwfHx8WzDryygv/XrX/96W5nTaxRZwRUirF07kAaiWuzBwDyP4yJ+0T6WZ/KVC2NdTlEtEtbYLOeI6kDy3URUR97D9nGeCOdI5u0RD033fYCoDs1lx9RkMrspnjVYWcUJ69h8bqPEUIzctsRbYzXYUzEJuJ9guj0ZQrZSMWuPbYFEOsXHmghrzofavp5ABAfXj/hYcyXXTWOWKg2kNQfE39BaeI37nDtBWpc5LgPDkBQPUmxGXMZ3rpX+SUX1rnaJajQp7EZDRdfOQyKsXTsQv0miBCm+Byt/hNd8OxC3UWKIsN5aXRONgZwNVohYDlqJLIWvmZjXV1W7iBF3REj7RLX7eru2ICvnUY02XaT/psyXSiqnWEZI80uxWLqHiJ27dL9Dn02rpDFZjOQlrl24xHXqeXCfA5HWrbwXmg+ENT1ikO6LiLTupqp6aWlJPavLuFPsk+qhG4Tf/e535txzz7UqwBNPPNFMC00OR1/6jvBC1Uo6UU2K6pDFhQ+QzgEP6SagMSLTHFFCkKhmzitIUruo3yASUZ0dHyCAfaI6O4a5mMR8pxvGNvhOhwlrX1GdQlinPJ+pryOEdR5lWd7zAkKEdYqq2j9GXift3EBUr87XilramavuPx2ay55bhMwG4GX9nStbD1JlToonJzvfsHJQ8Fd/9Vdmt9126/m6gxKXJcKaVVSnENYtKLGXp+dyJ7SWeA407PWxMDETqD4SrmU5Nnh21pspSvEpteFhyvqtJPJZPGOtrJg+Dsvj9iElhDQfF/ekDVpgMdQ8MeJdGUJzL4hma4+8hG+Kj/V2J15ySGmc2K4Pdewc0FAxpakVd67+cz5pDSL8+1e1XrFSZnuu0dFRu5FcVvQjNiMuA0WLzYsXfCv3MVKzRZGwrm8g+0R1HnV1DCCsOaJaUleHVNVcLIs1SiTC2iWqUwjrxYDDa6rC2hcrccf9/+y9B7h0VXU+fm75Ch0EBekgVSkKAoqIHbvYMCYae6LGrn+N8WcSo7FEjYkxan4aC4kxieVnb9hFOqJ0kN5BRWnfd+fO3Dvzf949s2bW7FllnzPtzNxZzzPPB/fsdqactde73/UuAqE9DWrP7yyt2DUEUjSIvTaVlfXJYHSKeUxqTr5KBWlj0NraQ5APzAsCYz8jaTunZk6nAsba2i3gOg+xbRCs6zxj6CSCJmg9SrZ0qkEqEljBNBwil25XVWYGV4oMCATNr7/++sCo3meffbLDDjusvaHQzAKsF7baKptL3Px2MapTAOsuDemEh0QqSE1p0Lk0pOfTgWqvgKNU9HD9VsnAcI/udCJQ3RkrjWFtrRfFFPHS1twl1RGzrxMZ1trfLaA67iMVjZIAa2xYUhxRSqFEtMFLA4U7hRIlhrM054LjqLuBav73eDwqqJgCWMOKANZ4xuC1FqUwCKxea8xqsnHdO4HV+N5NHLu6iPQHLO6XwK7uAqoTs5lSpTwkSwWsVzZsbbfnRX9bQLVn7ZTjdTmkQpRsJd4HrOoUszODOvejFQfuWZvFlO6SxopSkbUijvX1SYwqn8XjpxTHfjOlyFNsbR1rQdajq2ChIAvSHmN13gTMvQJObZ1qZQwA1WRSG0l+xAPYaT2csQ3AughovZYPkUHMWat+eVy+mfaAZYqZCahuLChxrwH0uvIffVplq53EIol55EA6fXrvY2n9tmaBxK61ML9p+cxNi+lAU2XOfmYtNzaGl2UArKWs2hiwljSoY0uVwArzGoAhfJPl03DdKprIfag0T/y3GMDU1pYHLJUAWksaxMqCkn1jc3wzW1jw6x4z3QTM+wSMB8G41taRN6N7EOB3LPPhZZvdb5fhFHqeRnmu0u2qJoXBJcmA4P8vvPDC7MorrwxFNlBMMXXzIgHWAKrJPD2fFJIAAQAASURBVMBalv4wAlNRQ3qAG62cY6E4Yh7m1+r6LcIrBQAGUC39vacPWEE5dKctiwHrDvjsrxfttGvxeiVdz2afXukPvDzAOgWoJrNSu/hDmm9YLAeyzNKhu9ZmBt75U6K72NKcea3pe68umE6HxiOg2lpbdRW6Z91j5QWsKaNjLQaGOCkepVbzzMrN4Eq2nDIe2Xb3yj2OyKjWnt2t4LgHqE5gV4NVnccIqJbGiueWgGrLZ1bW55AKWdzSzsqZWxCBanGsuS3Cy2KJaYfGUoBYbRX9NcHjII2lpCJHc/EiwtqYdOi6WsAn0rh4aTqafFwP8JYLN/pAcD861DGrWdSpZoA0B6qleTxGt8sKb8yFF7e8oPVaBavvueeeNZ3xNC7DHjC1ftI4GNV5AOuVbXZU22vs6uq2srSmxq62TAKsKxu3y1aZHIhlAKrJNMCafJnEqLYAa804uzoGqk12teHnuO8S+xo+12OXegxrCSjsApqFA8rYd1m603yeFCZ1CnjJdZ3zgMopsh/W2CqGofSxa3D0Dxzz9yovUAyjw4Y896utwzq4SB2j7/tpLCZJ1Az7EHl+fl5VdpgkKy2zuqwMLrJ4gwAQ5ayzzgr/Hnvssdm97qUEu4mANQeqyVIZ1q4B2NbGkgLZnFIhbc3pRGYZgOpcRaUAUqesA7rTOYLvlfVGUBKtC4xqiVXdNQ8VdeoBn3XAOm5rrbk6v9E+RZ3LJ/2Rp+AABe2eJIgk/SGtmYJyq1BimFcIzGNQmNKIPYBZZF5nc+oaUgBra20xSF0UsCawei0GxWtdBmRcVkYGVwq7uotVnQpYUzFFzX8J49S33l5PM9b8jaazqbXfYlsRqLbY1TFQbRmKKTY02Q3J/6yzn1ldbOnFLf3aAgsbk6RC4uLAVvCsscg8xnMRpjQB1lKwH7OZU5jQVJPBmhNBmeWDMa6tU237EPJ5qk51CwDWdK5TdKhTAkFvjOoq3l+jf73zkowD4TFojWvwzyk+eq2C1Ws942mcNinZyJYBqM5r1a3sPjFgvbzFDq6ERwxUk2mAdepY3Dat11mOMWBdmd/KBZ5T5UBiX2g9+13QOQGw1mQfuw5JhcPYlIKInj/goKfJUE7UstaAT/73uJ27RgMU7jnobY0dtKNzFkf0QFvJb6awtNV56/lB2ngPk7p2dy0DGCeA1n2CzlL/YbOq6RAZ0lzTsCeZLyuDq+wFI7hm9W9/+9vsjDPOCFT7o48+OqTDFTUA1hJQXRiwjjePnIGdAlh3SYX4c/dIeTh9OFDdHsPY8IpAtdJe06huzjEvAtVmkcbWPB5I3TWPVtRJWHMI1s0CiizYnWdFpRIA69519f4drOoUwDpml6m615D+SCi6GLPHdIazxTKjNt0OQUtpDmxpS6qj1Ucar2eslfnwsgBray4yBMPfvMAHl9YyWA3nO2NWj97wXUspKjxuu+Vhf9Kf/AcB1UO2wtIfOXStaxu2VgF0y8emANYcqLZ85tK6bbqAarW2AMsQKqRtLepUN0Fj9fCxFcAQq1q6ZvWTrLJqS46kMqHj4sGWbIftg5vp0yZ7ewVF2ix2t52CncJa9nSoAXabdSCUoogpvjYGqGPQWmNsxyxrmAdYg2SzVv1yP3HPzCY/G1nTqc4rB5LCruZANS+EmGoayEzsag5Ue7Zpww5drGoySw7EApjVPgZgvSnbxuyXemjLD1o1wBptvINbT4M6yFwY8VwKo9k7iIV5IKUHZMZgdMrYaQBx87rEZPZ87WodxQ7zMacD0zgnY5qztIuCvZI2dl7ja0hZh4YcFr0X/r6m3o/2WVDfUQDVJAMyLYfIpdtVTQKDi9aJNV511VXZr371q+yggw7K7n//+w9ko2rpb8aANeQ/RAmQrg6tL6rUzgKsRamQAvenFWnaqK9bClhXN6B4ZBoj3AKqO3PMi4zqFMA6xaqLG8NLBWzZWF3BugNYc6C6/XeJmdUqKpXCpObyH9b8WopYj+41l/4wAGtV+iMGM1rBu5fKpF5j/XjgbPWpKIWgusaKpD+0gLu2ikBbnyu0WWmO6wHWAKvhfNZiULxp06apSGmaRJsEBhf8MkBqFai22NUSUJ3ArgarmiyFXc2B6lQ29upGv5o39ycAqr05uvzP+jQGdmX9NiKj2vSZmVNbQJCy0gBrS5OTA9ax5qbmNyqGTjUPxmO/J4LHlB3kgKoeE9pajydT0rWeWIdTGJszoiXAmV9XCze22miAdR4daslHSkURuXGt6XafhMNhi2lt+W2NZQ2/vFbBajCrZ4fI441Fx2kr530nayyuGzqrWpMD0QBrYlcTq7ofS5UD6e6z2HN461lbKqTFqvYA60qjGetaAJp1jXyKFNv1I+thAc4kf+XpUFuANRi8Jju8BQSr9RMMVnR83WqXF1SW1lxEfoOPn1ocMZb6SPGTecBee28jA715MrpT1zGoMay14ftHr7La3VOUiVy6XRU2egBiynBSbBk2pXfccUd24403Zsccc8zIq0DDXJCaW562MADVKUUaGfBsgc9xn3ZbS0OazR+AamP+5t/nkoHqzhwaU00IRhe3CK8UqRKA1F3jGYC1GKxrqdJzAL+VNXNmVlRUygKsJZ1qSQ6DNjNaIN7WvZakP0R2s110sQ1mRM5Ak+rABsjUt84Ajkvanb1tCYRW2dJGEaq4DwJe7Vp77bXuoNgCrNdqqjFsplk9PiuTNqZm2Dv8cHEfu5EEWG+zXS5/B6tvs0MXUE2WVw7Ea98DVDvAMAeqvTmWN2wjAtUau9qy2GcSo9piROeSnmrJWdnSU/NqcaieA9CW37PknRBYage0Xjqz5IsIQLbuwaq3QPNqjDLv/ezSsRakOzyGdI9eaDRGzLLWdKg71+fMwsXaeuhAQAKq22sJUl9eKjbGkK/xv0vFlL9z0Vbh1Z5vDWc8zfzy2mVWA6gm0wBrjS1d207TnF4sLP8R29JW98nFrt68xb2SAWsCny0fR4B1DFRb7OrN8zZTOgaq29cEcJkKB6cA1pJxwFqTuOIW+8IUhnTegojx/K4WdoIcFYzASw/EhI/2pLHacyugtWSIT1PH5eMX0ZkOxZCVft4+QgJ78+zlBsG4ltZRRI+BinN6LH1rb8dBa+99OOC+xQ71ipK7pqXwcel2VXhTy87gwmnFNddcEzanD33oQ7Ntty2Y0tsHu3p+a/+Etm1bOJvIeHPdJf3hB/AcpDaB3FafHlDbCb67gGqnz6qgUa0ZiinipQPJLBhN1J2WgGrLqgsAv9McBoDqzjUdsI6Bam28FOmPthxGtEnRQOHq6noXzA7jsQ2NxUSzpD/4eDy1Wl3byoJ6jQPWKWzp6sp8eOms8V6gWhsPQLV0TQOs1zJYPWNWj8/K7peXlpayyy+/PPw+lh/5p+kdAVSPyDT5Dw1Mrm2hMMQVn1HdmH8votdQ6F7TcotRXTcPmFssrUj6QyySOL9leNUbCczvxLoLAKrtooutA9DogFYDrKG72eiH7WwUORT9cauNxXhCkGmByqEQpAF4e4E7Ac6eDrV2ncbwNDk98IAyjSygWZLq4NetuThQHrOsNQCbQGuuUkig9VoGq2fyXOOzsvtlzWrb2HWdJMC6uuUOYiFEjV1d2ZiPUV3ZsF3hYof9FkiMs4csP5ZqBFS351N8LTKMLOAQgLVVeJF8oCbtwQFnyTd5viAGrCU2K/fDmu9pF+N1pD8s38Wv5QGJAQybTHSBAU1m+XteV0IqYpyyrlSWtmR5tbQHXdgxZuKn6JBr7w8HrvO+D2297pxrGKbdPUUZT6XcVZWZwXXLLbdkZ555ZrbDDjuEL8H69Xbl3GEA1nPEkk7ZFHtAdXuy1lii9IcOWEts6hTAOvXvUkEprc/quta9JqQkA6TmZgHWMVDduTaXC6ju1enkhSVtwJoD1Z1rAvs7s7+PRaQ/UnSnw3gRAK2NpUp/RH1oU+Oxr6XNj9nHAKw1kMCS8FBTzGsWiNELVKcC1msZrAaDawZWr00Gl2W/+93vstNPPz3beuutwzpd/VRVDiSNXV0n0FkDeoWAemXLbXPJZdQ84Dkaq7ZhG9uXRGtKkf4gwJqAajILsK6s2zq/5rQBWMdAtc6U7vi+FMDay5bhBaKsA1VKaVbnM7Q1u/xx1EbyR55sR7ONX8E+sKqc61aAjMDSYqTT+swxVm1mdKpUR1wQsbm+udyM7tT5sGZpzh/+eods+T5PXZO+GYfI0xIUT5qN0y9zVnVRdrWaWSQA1Z5pciD63xd7gGrPiF2dIulBtmnddgPXr45Z1e1rLV8aA9WacSksDbAGCSmF4WwZ+nuHqGZRxdbfLdkFrMEDPS1WdHP8Frs6ETztktUw/NlqIz8o67WXfHAK+KvFs0VZ2rQ/ynN/VmHHfoFrAoz7AY21taQWnZTWMEpW9bQdIpdyV1XGk2IARJdeeml28cUXZ4cffni2++67j6QIZAxYt4HqdoP5/oHqdvt8IFAAqnMUfFrduFV4qQF7DD63GNUp4HcbqFbGsoBqk+kUZD/SpEpSGNUdnU6psKQ8z/KcUSiywE/Ykv7Qiml4gHVqGnSQ/kjQ14o3NTZb2h6L2nnjoY3Fvm4DzBHzOlyLJVNabRDYagF5pWq9D61xanPZl3/RvSle62D1NtvkyCqZ2VRpY0pyXFdffXX2y1/+MjvwwAOz/fffv+2X557wZ3bf7e8ls6odwLoNVDvteRAOoLr99wQwmQPVKYwtAqpT54iBasvHQqdaMguw1ozuBYzqnmtiCvPGJJ1mSfpDA6y94lAIADlQnXKgCtPAX8hYefdgpaBSUKfJdvAAmYBqbb3xOEV0rFPksDxWGIDq9hoEH8mvpxZFlADkIoxuWo8HpNOccd9vXbj2/NPsEHntxcvV838wMFa1WldBK7aYAHCnsqrVYouG371nw72S+1QWWhlJCbFaXJNB9WGNDeZ4qfrVUs0Gs6/hpxDbefIZnuxDCsPaAzJTZTekceK/xWClNTdixyIAd1izc9gNoJteqaaBx2Yh44ilnXI/0h5jEKAzH8MbxwKQNeA6FXSO11LEMPeogeppk+cqJeJRNgbX8vJyds4552S33357kP24z33uE8CiUa2RAOseoLrdQPgY0TaPTs0GR+c5GquLUZ0AWAOkTjICnyPpj0GxtWvrDbA8ZjoxRrUHWOeV/tDH6p6HGNU283k+iVVNBk3pJKmOWPojkWGtXeuS/kgsCGH9nQPQFmAdA9VFwWyXLU2SKQKYHQe+AKG9dG9+TwCsCbRe62D1LCgej61bt65UfhkBOoobX3/99dnRRx8dDpDjrCwPsM5rPUB1yjqFPhaYLDGq1cAZmT8RUO3Z8gZFiqSArl0MWJP8h+UvpcJRkgGobs9TsKhPHNBzn6aNCRZZirRHSjozr7dgAuSOnIhXCKkp26H7uc6h8rwJ4KYA4lLAxgFr8TobIwai2+twrjfb6KxosqojH4KzLEmDmq8h9f85SM6vISPKK5Q8bcxqZLXMbPQ2jkxkAqq1gocWu9qT/0hlVVtyIBJQrbGrLVa15Hc9RjXvQ0C1Z2BXa8WDe3wYk3m0AGurOKIPGnPZjvUuYM1jOw2wJl9ozY02FuBNh7oaaNh1ECu0iQ+FUwHIPECl1FYDmdGuqvhtLQ4l0NrKbOrVVC4OtvYL1Er98xR2HNQ6BsG4xl6z3+KOo7R7ZszqtcOs/sMf/hDSi5FW/JCHPKQNlGCDMApmdaqGdRdgzUHtlADUA6qjscRCigZgLQHVVjAralQrwXRbdzohfRtAdcr8KRrWea5xqwnFFLWxYukPKyjXdKp75o9Sm1WpDkWfrCf1ur7YZI4Zc6YA4+3xVpEq5rOlJQBa05bWAtM8YDYHoU25EKsashJka+MB0I7XDcB6rYPVs6B4PFYmeS5sws4444ywTzj22GOz7bZrBpv4XYBt7fnmRotR3cghB1Lfals9k0nxPytb5dPDXgHwrBV0VABr7e+ST6q25Dz0wsLRM6+VsWT5t7qiUy3O7xy+EruaA9Wda1oQrNdJCP1a29yU4lCp10wmj6NxHRsHvXUAHVIj9jPfYxV7TCKP1ebpUCN49gJJj6kNH2utgwoialIdK63HE37+0iMg/hvfG2j+OZVpLe0z1gpoPU0MrkmzMsXLHmBd3XpHFTTW2NWVre+da97KRt3nSnMvbdiuXQQxj3+Niy2m9NHAZUh6mAUQDaimKGC9edWO+7GeGKhuX2NgnyTrGIN5/NCWxo6Nt5EAQQlo7rouHcSyNlb2UgoIaslaidlDrfFS2NB5ijB6fWzymH6vnqyXBBjnYSdTf6uwY55x6JV3DbT/zFvkMd6zSkUmNTt4t/HE65umqMZTKRGPMjCrEfBed9112bnnnpvts88+2WGHHRbWNc7Afe4pf2E3QCAtsa8twDoVqG6ZCFS35xEegBv0DWwczK6u3yK8LOPBtCbnIa2LA9Xa/NyqUeBt9akqmtZFgGpvbVqRxHDNK1hUT5XqsIN/XfNTt6UVZYNqng7Lf19eWUzqE8t1aOPZ7GadLR33A7gsAczcEPASq9oaj7eJg+CfXb/vmgWrUURvGAVtZzY5QfGtt94agOqdd945e/CDH9xVNwJ+GcbB6phdTUB1+/8TAOsAVJMlAtarW7RAKrWAYf+/YWJJpwDWBFR7Rj6WgGpprNiWFJ3qrvkTD181/ermtTgI7nz2KYC1N2YcnIvgcuuA1jyYxCGooq3ZPZ9dKCpuo6UCdwozymtCgIiX9R55OtThuhGwgxFtHeQ2x5D1nmNLKdYUA9YEVHPjoLV1fmX5bD6ONgb/e+yvsc6v/Wrr8JpWmx0ir514OZb/0NjVg7DlLXawpTpUdnWBYocGYK2xqi3AWmNVF5Xv2FTfsotVbY3J5T0kwJoObj2daQuI89ipeSRBNF9JY2hAcwrInAIEk19LAaPjdl5tBysTqFdGihU6NA+9uYxWGvgb+zgO+KYA1bEhk6s/aYzuwo79Mp1T2c7Svi0vcC3VJKFXmWzTDKyebm1MOP4LL7wwaGEiGN57772zuSjgLBPLrEtzWpXEmJPb5wC9LOC5aHsKZj2QurvPnAhUa+zqmgFqSwE4yX+kMKw5UD0I8CHMn603JT20IomWg7MqOXdLdaQF/6GwoVSRWSloEa45bGQpHSp2sNQGfXRZEllXWhqPs6U1szcNWh/577WVOXc8DczmY16bPTIcqK0lw/1WKpVZULxGD5EBQF922WXZRRddFOpGHHDAAaJfhsXrJMA6BqqT5uVAtWet9bSB6ujvsXGfEVjV7fY+uzqW88jDsLb+DqsowLbUJ2ZUS32kAsFqdk1Dr5HAA2wOVJu1COrrwssbU2ORdYHLkc/TxkTQYvkUX/ajdY9KQSoOWPcWZrTBYE1j0tKhjgNSV8taLJ7U3ccrihjrS4tFExMKIpLftSwA7QYY3bXuqJ3WR2JaTytoPaslsTb8sqZTnSIHAlZ1u31OdnURVrUlE8JZ1SkG35qnoOLS/NahCKI6HoNe4kKJRQAzbpIONQes41hQ80PEmLZAwKUVO6MXfTUgus3eNq5787fXUXPGaB20pljczgKwvTHJf8F3ef6PGw6WNZBb6wfQ1+o3TOA4XVt6OPO315ETuBbXIgDX1t4xthi0Hhermshd0xIvlxKsHmdQjE3XmWeeGT5k6FPvsINcpCE13Xgk7GqAzinFEXnAzNsnANbJQDUVocoBbOcFeVfWbZmcxmwB1dL8XKfaA6wlRrXIvF7YIrxSHniputNakURRvoJO0QegE02GIFq7VheA6vY1xVnF7brXoF6Si0KuLjj32moXAdoSK2x5ZS68zKIUCsAcB6s8YFbfV4eZjWu1lebrf8/eNrv88suz3/72t6VgvI7C8FyeBcVrj1mNuhHIcvrd737XrhshGcBrvKT9gwVUa+zq1W2UIk2Gz+wBqh2rbrF9N1CdAFhrutOaVdZvO1DwWWqrFVxczjaabDL+DOeFElMAa7cWQZRNpI3pSVnl0czmgYrm7zpMZ31OK4OIAGu7MOOcmh7Nday1ANNjW3XpWAs609yfWoE3XlaAnVIUEf7Xk+nQpDzitaeC0SngNubj7/W0gtYzvzw+K0vGk2UcqPaMAGtiVZN57GpL/qO3zzoRqNbY1ZsXt8lWs/xyIB5gHQPVnlmyHl4BR7Nv5N9iaQ8J/COQ2fKNiBP7kdfgDF79evOa1iYu9psCRqcA0R5IK/ksAq29zKK4fQoAzfcacZ88MXQKaOxlaEnvRyq3igPX1jo8PEUCrvOAzmEtDtvaeh+wNxsnUE3M6mmR55qB1cwA+kCf+l73uld21FFHBZ1qzaR047EA1hJIbYG/AHOlPkbwnZtRnVpMEW3XbxFe5pojoJrMA6xTgGo+VgxUm+yvhY3FtK2Nh2UqUB3aNmymWFu+Ij5FN/pUVjekFTZkwLIFWGsAdA8g3GJLewCzVoiiqygka2Peq1EokdYHkDpeQ3GAec5/XyPpD3V97JHzyzsenF111VXZqaeemp133nlBuujuu++eWtY1gmLSJ57Z2vDLd9xxR/DLkPvgdSMkA1CNg2TJL88/7DnmPDFgvbr19jbbS/CZKKaoti9QwFAsErxha3UsiV29rEh0eOCz6V/m5kVQu6fgYsaKJDrbTQ5UW2tYbqwPr1ULAA8yHGnSU11FEI31VRTmNR9TAo9jfxeDx9KjmtpY9Raa2o/2d6qi1GPozO0A0o4OdUpQH/vR2CDfYW2jASbjpd0rB5ulNlKRxJRijqlgtAaCx3/joDW9b185b5vwmnSbJgbXpNm4M548dnVlu13k9gbIGwPVnm3aUgbDNXb1ZuXwNlUOpLcPY2vPb50MWKvjRQDZEqvh0I8OtZVhS6CzpEHdnDdNSkuKE1MKIkp+hBcNTmHuxm3Ug9jWXJ7v0uoZSWPnkcMgnyauTfH3AJ+1jGEf7E6XFR0129ozaR15Qec2cF1gLfg8BnUvo7alKTpELuU7P+qTYgA7V155ZfarX/0qu//9758dfPDBriaslm5cGv1qDcjdYiu9GKFwzwF4zhFk10kDO6FPAKm5OYA1B6rJUhnWngGoTmV4A6huz+MA1mBUJ4Hf2YbkBzBnVKcA1rFJIC5tYnRpjTk1LVnWvfbSrqldlMIspCBTO1OqA0UhBTBbHKvl8D22tDhPLEuSADA3pT+08XRZELFgZK21PhZEXzv3uOy2LZ8W2KZ33nlnAK1PO+207JJLLsluu+22rFZrdZpwAwAJGZCZZvXa8cvXX399ds4554S6EZD+4HUjNLMkujzAOgaqXWM+E0A1WSpgXdvY0pxOTH8OQLUyligVwoBqTSbEAp+1Z/jy/Ba6f7GKMaoFpnRiQNdhZARoW4B1Chs6VcoqhUXm+Ttbakq/Jl3nQb4GllZbbSxWMsaxAGf4LrOgocMUq7UC8hS5DgkcjgP6+F6lgJ+3scB8r2iiV1hRAsG1a9zwu4l/upMMWuM5PaslsTb88vrDHzvQ8STAurKFXoRRY1fbcyiM6Lm0scCqbvdR2NXhGtjaEVBt2VJjS3u8FijNgWoLsCaykSXr4bKcEzWsRb/p9Y3APinjJ5XNbI0RtylaMJiu5QEpqa1ZZDnyX9yHmdJh7IC1JxsoQcZyUPrSRQoaNuVJBgdcp0q6WO9D0ndElDNL63/YHuMnjG2eoloS+Z/8U3ZSDCDnggsuCHR5sLZSTyEAZmvpxqMErBs/PNloMJ9ljXoXUJ0UfLcihi6GNHbXTkTVBqoT+vQA1cqayVZQIFEZC4H2HOvTpWedwDDljOp4rPbfs7mgksyB6vhabAj+57Q1sz4Aqr2x2msVpD+kPjyol8YDiDvf+nt82q7ez+o6dW3NAKzRczJv3U9lZbHdx1wfZ0s3smxe8VN4qyX8pmssoeii1KfaYoNJ1+gjldnS3X26pT/0M5xKdU68L5oL/Qiobt9Xvft86ec3HZw995i7A6gL0Pr2228PTGuA1niu7bjjjuGF/461fifB4Hhxb7OgePr9MubB9xbZTkceeWTIdkq1fupJgF1d36J3DwDwea6uj8mBatdafpGAah5Uz0tztHxiF1DtWGX9NqLvAWA93+ido7K4lfj3FJ+kAdY1gSkdrmXzGUr6kFHRqPjvqWsAYA3hJ62A1PycPqa6fsbkiANzbUw6yNXmI5+3oK2n5R+0ANzyHwSQLsy39hTRGBQ8LzB/G8+DAHB+nl2P/BvA5gUjPiPAel7x6dIYWlFET5mO36tm5MO1NVPAnzIWgc/ULhXAltt0/z/3+186t/nsefaD784myXCIPC0MrkmzUdZP8jKJwa6eX+1sVJe32lH8e19rmF/M5usdcH5p4/ZtRvQC+7tmnFUNwHqh0duHxuJAdftatpAtZKsi+LwwJ38OYFcvZGzNjS3d8WCbVrdU/QkA68XWfHFWrOX3ALItzsvXKHazfFgKw9oDgbX5uR/irGppDC+0h6+15uFgtNUubo+21v0FX9vyhfG4VnFiGPe/7noS+nj1KTy/Jx+6d8ZcTOgvFXbs9M+vTEAENP5eeuNoADv/TPMY7R1X6HM2fi/jtKUpynha02A10uV/+ctfhrRi6GCuW5evqjEA63GnX8095oVJgHUMVIN5rAGpiBREMDkBsE7ps7q+6ajVADgCrANQ7cxPIHNP4UVnzZL0hwZYN8HntGCaQG3rfQ6604L0hxaYU5q0dI33idln2nh46NeMVOmu+2kF7BZo0Ey9FpjXQh8K7DnILa5POn0XAGvOltYAa83iPhTkWuORRrUGMGuggnRtuZYGxEtGsQOC++VqIzv51K2zFz78nqC1T3r70PsFcP373/8+u+GGGwJQDfAPL4DXkFeYBLvrrrvCv9tvn8h6ndlEFj7GoQSynOBfjz32WFOOq0jwDnZ1/bQvqNfVA0sFsF7ZanvxgNUCuGOg2gOsqxu2DTkng/DJGmCt/b3Hv8yzw13l+V1tAdAeyE1AdXsNBmCNwlGar+CAtVRASgq+vcAcf11Rij/FY/KMIw/Mhta0BlhDtoMDyrHhozYDZQd4RSCN8TVAvA0UKNIdBLQCALZ0qAFYE6taG8OTusK9WOA8rdE7d+VrthjbwwCjY6BcYpcTe2uSQeuZPNf0M6ur1Wrwy8vLG7Jjtl122xNQ7RlY1PP1WptVLf1dMwKqyTTAmvyqJf8R2z2L22fzCohssaE9wJoD1SmAtQk8M8Da6tejQS0AtLyN58NgOuDdBJktP4aCiBZAiHoN1qEn+R5tDg5ES2vVJDyoneVjU+5PG9eykFVczwdyx2vNC7pyf5YXuG7OnQ+47u3fH3A9qHGk/hZb3TrAAXBdBlZ1Y8oyntasDMjNN98cCinuuuuu2RFHHJEbqKageBya1RJgrVlj4xYqo1qTygiMao3aIvRZ3bhVeOkLnOsBqsP8luxFK5W4DVQb87fH09KPlT5VQVZEG4uKKaboUcfsa+19tqQ/enQ1EwpPmZIgkvTI6nozpUdLlVZTwyH9oUlaBNhClhJRiw2uLOip5swXSGzp3rHmw0uXOaF2MluaGy+maMmF6NIffKzua9J4YFTjlapjDcCa24YNG8Jz7pBDDsmOO+647LDDDsu22GKL7MYbb8x+/vOfZ2effXbQvYY2cBmeZ9bhIgBMS7N4ZpN9iIwCimeccUY4kDj66KNzA9UwTbM6RQ5kdcuCgIsmRyWkIAegOkdmQ3V98/fc0LZr0Vjk1ywpLC4JAla19PfYKvNbdQHVqvY+A6C1562lXy1da8tUGf4KgLWmyWkVkNLSl+GnzLRcSokWpLFwjY8btwFgrQXBVkFBrygjrFKzJWWseg0UGHuSZJ4ONfyotU4EyVRcUbtu+VH+85baSKAw/c3SqfakQWgcTdYk/luK/InFMgdojde4STEeiIkM1WkJiifVLw+zTgky9VA3AnEyiF2WgUUtAdWapjUZB6rbfQw5kBio9uyeDTvklgOpa0UVo793MaUNTel76jmyo+pyDaGeMVd0nWr4IFWDul9JEKe/5cPS5vcLEaYU302Zi7dLbSvNq63FGzcmU3GpCQuo1vrB8sp1eL7PA2+lQpB5Hkm0drNodIJUavxe530fwhpCPZD8Ot+wMgDVZNMEVi+utbQmBLGXX355AKsf+MAHZve+970nIv2qCMMaQLVnMfM3qTgiY3NxkFpjpFGfVaHgoZlibIHP0VNwpQUmi+wzoQ8P6FXmc+t+CKiO/y4ZgnmR+RzNkyL90ZYeUQpPSX0s9lmX9AgrFmWxmy1gnM/fJf1RZLyoDy9soY0H51kkZVp972pgEzRyjycxojnorbGvqyv+eLH0h7SOaq2zZrpGDGsJyAMDCq999903BJpgXON14YUXhucjZ10XAQuHCVZjPV49gZlNHliNQPvqq68OL9SN2G233UbulzlQncquXtnC3wjyPl2MaoUVzdnVBFS71horPoA1M6gioDqFYa0ZPaM5UO37qo1GVk2HYd0jU6X4g1rLB6ljtthiUvBusdesjJellXUmwwrjakEqZ1hL9RaIBU3GfR2Xh+JGbSjAjVOEiY0ssY3JKODUPje6ro3BQVfJX8UBMTGxtevxONo5FLWxwGFcs3x53NdjRvP3wJvXkjehe9I+1y/9ognMHXvfS4JfxmFzWaS84JdhM2b1+Pwy/Cf2blRLaZCGbLzLLrss22+//bK99967+b07/LFZ9fwf5B5LkwPZtNXOSRIeKZYqB9LVJ5IDSdGeJja0yJQ2GNbeeBJQrfknq+gvv66thRjWGqDN55UOZWOGduzHLB8m9Q9tIrAy9g9SRg+fR/O3KSC0xxSOwWgur2WB5vRcX23FvymsbGmOVOCWv895GM8hc4sd5i4uNPKzjDlbO8d9at+BdfOryUB19zo6oH1R1jYHrBf6YH6PyypTVONpcS0xq/HBnX/++WFsnA5vuaXOrJ00sDq2FKA6Dmh7gGqmXy2CzxvkgodSkE8MaUsPuqu9AGzH85MHIKC6Oda8C1jnCeiD9IcIPvfeZ3V+oxlMe5Igok50Y4MuuxEDxox9ZoHFFNR3/V3owzcn4v205l9OHY8B0LIWdAvwECow++MJ62sFpVIF5Z73rtXG0t1sAsxzPsActRFlS9h+XZQtwaZBeQSmyowQw1oCrckgAbLLLruEFwIeBJ4Arm+99dbs17/+dXhGEnCNYHQYwVBesLosQfpas2H5ZbDycFCCz/eYY47pe3OV6pe5HIjEqPYA6x6gWqm3YEp/JADWXXMb/k3LFNL8ztI66ForAG0EWC/Pb+nO72XpdMtK+b4KgHVNkeGI+3GfZo7p6G1qgbn4DGdMaC0oq7baaIegliQIHzvlUFYrWGVpWvZoSMfMqOhzE4ECR8taA2Dz6l2nsLQIjNfumUD8lDUNA4zmsl3xNW58fXze02+5f5bdkmV7rHyvXYMCWSgphWeHZTN5rvEaffbweYPcn2G8Sy+9NPvNb34Tso/xXUux5S2b9SW4rnTSfKqER68cyOYNze+apDct2eZ12yYfxMZANdjVmhzIpsbWqmxVz7itQonWMx+AtebzbDmQeVM31wLPN9U22BrSxoFrN+CtsNAN/0j9YRhDY9USYK1JT9E8nlH/FAA3bmuNj2uer5XWivfFk6iU+uSx1HuW/CsB11hjbl3nxlxb07k5v99fIrPx70RewJgXVUxdh7bPCIUdnfdh8/U/zS7d1PTLkOEsotgwKKvX61NVS6K0YPWgQeA//OEPQW8LX6IHPOABA3HqZdCsltjVeYBql1GtANZtRrXwy+4peMikPLwChklANdncXLYiFjwcTEDf1p3WmM/sXgiobl8zAGut8FRPQN9qZ+pEE2Cck30mjsX6SFId0njaibzVp3lNB6yT1hcB2tpcTbZ0Zr93Apgdn+bDllvp0zoQoqcYc7Ajlv7Q3guL/dYG4hmrWhvvkz/aOvuzR+uANRlAYACFeIFBAxARz03oXSNowf/DAeMZCgC738O+vAYwE4yymY3PL2MDhNeg2O1UNwLfJRwgD0I/Pc8hMgDr2i+/l3uO6pY7yEGvAlhXt9hezzpSrLJxu2TAurKuGWCrmtORf8MhrJclRIE9AdXW/MuNjv+zijNxoNr3Lc12aoHEVr9BHb56gXnXM1xgkFmBpORPeCEoa01eEO7pWKfqUHvyYpb+OAHWkpQFX6eX1o2DXgv4Jv8q6Wty3ysxy6V0ag0Ujq22Yhd9zAtGS+0ko/cz3h/csPj47IY7s2zP358SAlIAxeSXIZM1ygNdgNV4bo8TMF/LRr4YB8mDqj+C9HH4ZXyP4Jelfdd6gV1NQLVUCFFjVy9tkV48mQPVKQUSOVDdnl8BrLWxPMA6BSAmoLpzzQCsDWCZA9YxqzoGrOPr0rgUv3lFBlOuW0ZgrmUpsiDeOujAVgJmOdAtAbgaEE5/Nw9bW20kv2MdslIhZGIwJ4GmDUhs6cC41s9ijZsSk1kRwLf3zfL6e/IaeZnOXlFFbR39vA/ICgXZ65prrskuvvjiEEsT2Qug8Sj98j333BMIaNNyiLw47QwufFjXX399YAkecMAB2Z577jmwL0xZNKv5vV6557HZ/X7zy/Q+AjvaAqx7tKkVZli74GGsOW2tJYNUSLrsABVHlFhjUkAdy3lYAX2P7rQBWNfmFPBZCpidwlOa9IcHWKfMbwHVvI92um2Bz9Z4OltakLRoAcc6c1guuiitr8OWNgoXGg6SAwwEVNM8zTXKKdZ55EI6Y3b3W676zLXKckMNeDtgdj7AmhtOhe9zn/uEF54tmzZtCo74t7/9bXbFFVcEljM5YoDYw2Zdw/mWKf15rRl9vgCCBwFW33LLLdlFF10UDkaQYjyoz3WQh8gSmKsVR9QA69qGbWxgWPChnvyHdiBrFkls+TcCqtNkrbZ05+dAtcUAa1gFfeNnNwu0LUZZ8uFm4uErtSsiCRKzyIhVbQHW3dIe2gEzC9CMg9LmuuV1tf1qAuCsGfypVYSJajlobTiYLD0+CJjV5UXm1IKImnkASSoY3Ryr+W/cTgOjUx6RmBcmve8cPJeY4PjbdfMnZNmWWbb/vS8Nh8qQUYLf5n552OwugNWzjKfxGd73QRK8UDcCGcjItjv44INNXy8B1nksBqrzsKs9w1jLC/kIFffMb6cWOoyt0tjCLQpsFlwUAOvK6oYkwFoqZM8Ba00exBpXA4LpMNUCisnXaQAixX9JQLMA3Dbn6GhdS+NwP5nKJraY2tzI30hrk3wM/S01Xibfpt27tOfh8xJwnaoRnVoYUWN9D6Og4TgkOuJ15JX951kBR+yJ31VTQhPxDA6RES/DL0NKCc9p8sv4d1AHi17G07TIcy2WvWBEPxsgjIFgGF+YBz/4wWHjNkgrkwwIwH1sMAAo7fKgJ2ZbXfCdwQDVZAAA1udjNWrFCHWpkOZ6UhhoBFRbac48oPaAaj5WbV4ubCEBxtW5ZqBupUa3A+ao8FRu8FnowxnVIphusM80M9dmAABWZWd9vE4AxuU6NLYxAdA66NtcX8yW1kAGCrB1gHlOZaSp7HlDpmNpWQ9iqR8HqjUgYbnKGWPymDQOraUIYE2G5/DWW28dXjjww3OPWNc4CFxeXh46u4vA6pmNx4g5B1/TDwBCdSNuuumm7PDDDw+HIYO0vIfI6x70eJNdzf0VB6oLaTsnANYcqNbkQCRWdcq6YqDaWtfyXPO3pgXiVgaTBDCTDudCgq9MGS+sseXXNBDXzu6J6iQwf2YB5AjerSA0FH1S2dkdwFo6dO09YJ53U6opiNf8HA9MU3SoJeCUpK00kDgGkq3rks+SGNl8LVrGEi/EaJkFxNPcqWA0b2c9ZnDNmpeD0VYWFTftPn9+08Hh3+ccf2colAy/PCp218wvTwfBC/E2vjMotg2Qevfdd8/Vn7Oq87KrU+zuLe6dLQiAtcWI1kzykUtzW/VoR2vsagKqO9d0wPqe1a2SAGsCqj1gmYBoSxIkxaSs2BgIJqBaux4fysLvWcAhB/dUoHl1rge05T5OWodGYIJfAxjrgdLSnJ17misEKnvtpdoMVuaQZXnBcZmN3h/gS/2LFDQkv5b6vnrAdd419Op8d78Xnl52E6juNhzg7rrrruGFeATgMQHXl1xySfDF5Jfhowddi+mee+4JY06Lby4tWA0DIFI0tQygLWQ/0P/YY4/NNmxIq6w7iWA17vW8884LPw6kbAFI+OWW+2eHb75iYHOYQLXADJOKKdpSIVumFWqMgOoUwLq2mP7ZVxeIrV33ixS2gGqaxwKsa1lakUSeIm3pRMN6pD803evVdVnqY5BO7D3A2qrYK21k7PG0wN3WdLYA6xT2GQHVNJc0T9UBs9uHARGgLa2dwGOLdQW2tBZMUuDLger2vUVj8sKM/N76AazjZ99OO+0UXrDNmze3T5GHxe6C8x219MjMOobvZb8+D4ca8MuQlIGvwqHGoK3IGj3AurbF9qK8hwoMt9jVxKpOseX124jPSEu/elmRtZLWRcUU5zXfpvhdKxBH0G6xddvtWMGo1WzeBKyrCvs6BpB5sG3pYlpFENuZP8LBqwRYUzstuwZGvkzzT54URueAeT6BvS1JWHXmloJ0T4c6Bk6lOg0ckJaA5BTmc4oUhiXN0V5/62vugcKpgPCgwejUeXlbsw37WcfJTF84Z7tsdXW77HnHNoFDzu5ChimC10Gzu2YZT+O3fv0ygG7Ujbjzzjuzo48+OhcbD+zqu684L/ecm7a6t+jXBlEgEbZ5oXmwvJCtuD6SgGrPLDkQyU/G8h+DtKIHuADBUzSoY6A6vi5lD0mAtZRVy8eQ/FwKKKwB35IUpDUWzZUHiKa2ZpYVW1Y8tgRUe0UOm9esTOCwiWv/fwrgzceLWcZFChq2QeecYHt7DOW+81jR4pJFvlupBr8LMhde97vf/bJqtdr2y3ju4qCQS2wCy+vX7rrrruCXx1lnaurBanpz4UCLgNUoCHHBBRdku+22W3bggQcO/MSiTJrVSMkHoxqn4JA5oXvFv9fscmS2z62/MPWptYJ/3JIY1Qyw9oDqXqmQ9EKN9niC7vQiMZ8byUC1N39IZ57rBcA1wLot/eGAz6lanuijBfS9hayavx+syvsVxKllGsBMGxQvNok3MjqY3ipC5bCvU9jSyyywtuQ4JLZ0DFgTUC1d41ap6jqbGltaCtQJhLYySqxglgBrDlQPE7DmBhAZLzyH8ExE0BOzu8gRF2V34VBuBlaP1/pJN6a6EfgOHHnkkUPTOIXvK8Iy8wBrzTTAennj9uLfi/g2CbCurGsVLVaem3xdBFQ3/z6vAtYxq9oKxFH813quW+xkDbCmA1j1nlpjSqwwCbCutMBlC8y2A0C96KLHhNYOVDnArK2pUqO06obB3nYCV8Moe8srGmjNYV3jbbwtJvysVZiKB7C90iDd643bSPfH21ka25ZEBx+nyLzm+26A0Vpbakf//1+nNw/Jnnds5rK7yC8XZXfNaklMNrMahw3QpwZAAmLXoNPTJXb10kZbRzUGrDe1dKpX59eJ7OrYCKgOfbJFFbBW51fY1bB76ltniwpTWgOqPTkQTR4r7qfJe+Q9wO1Xg9rrT4C1BFSnjhHarCKitv0MfGUKMCuxp6WDVg4s2z52ru1nY1BUe77T2HnCnw7bOsvl71OlsiTje5QioHGqzIipsT0A4Dp1HbrON1AJeh/lD/XovfNliMDwjIXMEl6I9+FD4ZchjYisU8S55JcBcM8X8MskzzUtVkqwGh9MESA4aDZfeWV27bXXhiKK2KAN08apWY17xX3ifqV7xfsXCmE97DlZ/bQvqIUUNUYyWS7pj7m5bLUFDqdabf1WOuM2CuqrreA8TKWyw5juNFuLxeyNgWpt/l7pD1t6pEf6wwCfU7U8uZ6nmt5MutcR+GwB1gjqpcA6Lq7EAWgLwNUs/hx4oSpsSjTAGqfjHsOaA9VF2dIWm1saj4olWgwrs3hFC2CO2dL4fTfX0T1hrVVQUQXijccRX/+/fqcJ+r76iZuzYTwX4WTxInYXHDFOkq+77rrC7K4Zs3r8hs82b1CM7zLAEWzC9t9//2yvvfYaKgsPawSDe1C2QtIfSvFEyZY3bGsC2bFvWW5JeXh+Kgaq8/ThpgHWWFc1kzOROGBNQLW3hqCv2ViXBFjzTCHrnjCmZjxAJ6Baupbn8NUquujLl6RrXIvXBUmNGBTXCjfWnCCXGNNWMGv5wxRWczfQ3FCvS4Wp4v4putrUJsWqrceY9fkUBaPNeWs6EB2HPBoYLfWT3psOaH23yO4ivxyzu/BKzUad+eXJPUS+9dZbw2cPnwzfXNQvb7P/ESa7mgPWHKhOkbmKTQOsiV3NgWrP4J+Xs43JgPXmuh0PF9GvXlpp/s404Jb6SUA1P0xNPsDNoUGt+RbY5uqiCSICsPb821Jt0QSsrQKE3D+kyFPx/08BP0GOSmXmpmpkh7XicFwBua1YMc8c/bK0i4DGgy7sWGQN1iE93zOtW0jbJHBJVpIaKaqPrRmeuTgoxmufffYJWacksYkDZcRbOzC/nHowPG3yXKUEq4s4X2y8wKZGOvpDHvKQwBgYto1LBoRrcWspWxxIJ8A6BqpTAevkdVFKcmJAv9JiYJsSEa2gngPV/O9yn7mstiAxnxWmsABUa/N0S3/MmYA1B6q9wNYCankfXnjK1ONUTqMlwJqCeq8QoSbVEe9vK+w0XQPA8b5xoNp6H4hRrYHPeQoX5mFLi2tnfQioJpOCRc6oLgYwd1jWBFTTOqQx22C28oagX7XamRCg9TAAa2443UWWC14Wu4s0NbVTZDzbhyEbMbPh+WW0BbMen/cw6kYM+hA5Zle3gWoyBbDmoDQB1Z6RbyGg2gV+W4E9B6rdPnMLPcWCLcCaAncVKIaslgI+S9ZmSmspyS3AOpa00mWyOltWbY2rhkxVHDynHL7yNlrwDl+s6WJy+SlJtiNeU5xBFAPWsR+WCzfyIMsGUFMCfem98VjNvUBz9zwSq42D1rpOdWdNllngMQebpf2DBkZ7rOg8YHQMRFvmPXI9yRGA1gCsueGQ+L73vW949cPummU8TZ5fhn9ErZEbb7wxO+yww7Kdd945K5sRu5pY1Sl298IOIiNaY1dvbjR9qcZ61oDqlcaCyq6Gj5T8mQRYE1Dtgcf31Daq16wMpp4D3Jwa1JJvCW1aPsrSeiZfpwHW5Me0++a+UgKZNfkpy79YfbvGaQG5GkCsSXlRe2tvIrXH+JY/4/F8DP56WVSpWUpk1nga2D/owo7mGAUY1zEwT989gNZ5oS+uj/3QfQdHiiGDZCbq+OAFvwz/evvttwcVhSuuuCLE0+SXEU9pMh/oN03yXMPRxxgxgwvgxxlnnBE+FOhgjgKoHhdYDZbiWWedlS0tLYWULU1bDO9FnoAdAC+31Q1bhVcIzvMA1WHy+WSguj2/keoTA9XtPso8VjHFeB4LqI7n4UC1Z8uNjckPTtrYWOlO6MOBam0sMqQsq9rN7L9j9pnmqAAsa+vjD3sOVFvjxe261zenBu6aY6nU9HRj+jsHqq3xSMtaWzv6aHNZgazWp1pzNiqNRhdQrY3ZBWbXG+EV2/Jy0znzfsSyHoURuwvMrqOOOip72MMeFqRD8DzDYePPf/7zcBB3880397Bj4XwHCVajwN/zn//89mn1oYcemp177rnt67fddlv2ohe9KGStIBh/whOeEDYLa9nypBvjcOHMM88M/8IvjwKoHoRfBmAtAtWOLW/cTgSqARirfSKg2vOHm9fnXNP8FskMGs4w0+Zfrm9Qmc1xny6mtLEGANaa8TElmSrJ0M7aT1DAKOlteoGLFqQieCegVe+buWuK/V37ujv2nAhUd/p3+yZNh9oK5vl7o8ln0BwWGIB5PLBA8tXcsLVN9cMpTGt8NvT5uNIoxqMlBqNTHkPUzhy39fnFn6PXPi+7C8wuSDQdd9xxbZYXDpRPPfXU4J8BbsJXS0HxIOzjH/94AE+JaQa/8Z3vdIrFf+ITn8ge+chHhmtYM4pJziyfX8a+Cvuc3/3ud+H9HRRQDXa1ZfdssZMo/4FDWM00oBrs6rwGwFoCqu0+hoxFQ762eWWLbNWo6QPAWh3T0ZLWbFPNzoKAf7E0qPP4PAKq2/2FZ3l8KBuDtNIavHVoc0n+xfOXQUar9UoFWQlotWpO0HOXt887fh6rrur9PPC76Jz0OdCrqAEwTv3cU9aRB7RPWYO1hxwWUB0bfNzWW28dMl8e9KAHZQ9/+MOz/fbbL2ACOGyEX4aEE+pRwA9TRjYMh8+DOkR+73vfG+J1YKsA0Z/+9KeHA20yEGdf85rXBNll7AX23HPP7LWvfW2QAx2UTTyzGoADNlP77rtveI3yFGHUmtVIDcAXE1+W+9///qaODQJ2bDTJArv6F99KmieA1Nyc9OcuoDqhTwxUW0wqqZiiyXxutfc0p4NMRgJQzedJXXO1sT6pSCHYZvEJvMawtrQ8Y4Y119bUmdyyBqfENEqR6sAzUmJKi+MxpnS4J4ktDSa3EFCLbGnWTmPH2WAwZ0vP+brYjFEtzdUphJiw9ogtLcuWNP+12OMrK8r3rN5os6wBVGtrGQXDWjKkGkvsLoDVxO7CvzhFxrVBSTvhWQqg/FGPelQIhu9973sHIJoAVawFDhmn3F/72tdCcPyhD30oe+xjHxv8zVpleKceIoMFAHADn+tBBx00tLoRw/LLJlCdQw7ELHi4vnmonpoGTbrTqrRILLE0v4XvB1rsaikVumc8ViRRY3O1s2YkprQoadUBHVRNacuPFrxmBan8uSgB2jHbjAfvAKwl/WWu3anpM1MhKG0Lmwew7keH2vOVaXN4bO7M1+FUCjDGHIzYb/ajF22xosM4qzor2pLoQDsPjCbLU4jR1b9uXXvBcd2s6qLsLtQDInYXMqPgDwAYD8of4uD6fe97X5CkwLwnn3xyduKJJ4a4B3KHOPjEoTFef/VXfzWQOafBUuNlfFaoGwHCwBFHHDHwuhGeHIhmkhwIHcx69RXa7ee3cfWmNYa1pSl99+rW6jWLYe0ZZ1V3jRkxjVEgWLvGr3sa0BpLmveV/J3XN2bcStlDMcNaKx7cWYcB2icApATCWhIkfF28rbU3wLjwP4uJNes4c9rbc/D21CdcSyh0GPdLZWnHfa3PWDMepxdlOsfFHfMa8AJOFuBjJMud9LmGUdji4mKIVfGCf8TBMUl5XX311cFv4/9B4MVh5KAOkX/6059mr3rVqwJgjfjvbW97W3bCCSe0Y2HE63h98IMfDNgk5D5f8YpXhL996UtfGsga5hocii+R/exnPwvoPIJdycAavuyyy0LKGk7i8eGN2lA8DCcHD3zgA4c+FzaGuF+cXOyxxx4uKA8ta3yRwRbktuIA1nWh2GHbhE3DCjSnzSdjvUejGmYVmKIA0wOqu/pAKkRob81TU9KjY+Manlrw29Z0bgHV0jVxbCWlmgPCceCvrmEOGwV586mBBNbagHFqAHQMWNOpvZbu3R5PYY7FX2cCAKz1oY/EEJPGIxDa0qfUxor7xfIf0k+Rzom0n2lYu8KW7gaz9XW019PSu7aCXG0uPh8xs9/wtG7m1LgMh21wwnCAX/ziF0OghQPJN77xjSFYBfOrqL31rW/NTjvttHAyLRlOrfGsBcsbQTL5HBTEeM973pO97GUvy9ainXPOOeF0XXvvsZ246qqrgm8cRd0IybAnQD0HsMb6saVLz7AbMN9S28AY0oY/bBc8bAHV7b8rgDU9/3iBxHgsqQ8HqruuCc/n5fpGM42Y1sDB6jC/0qeyusEej0teRDqbWnCJdilrjNnX/BoZ95ELxpialAgP7GKWmQRIS0WmYsA6PpiV/EZ3UFlMhzqlwFOqDrXm671U45iVbRVN5EagtZUw6LGrPOmN+BwuBYymdilgtFessWvM+ZRsrZbsl/GB5gWqPUOwisPef//3f88+/elPh4NJsHPf/OY3B7+Mw8lBkoZwUP2BD3wge+lLX9r+209+8pNw0Ix1AHhd6wbdaYDVBx98sFs3Asy8vffee2jELgms3swY0tCVlkwDq8M1JY7j2tUEVrevKYA1wGqNVS2B0ptXm75UA6w5WA1Wddd483Kfysp6058RWMaB6tTrEtC2zFjVGiAJX+aBjSlAsVcQ0ctAAlvYkojwpCQktjDfV6SyqSWLfQ8HrVOyaiXOhofAFZHrwJjae6hKhEbNU2U6tPXb+tZpn0EqaGx951IOLLR70u5hFKzqvLa6uhpiZIDDH/nIR8LzHsoLb3nLW4JfPvzwwwdGGoLPx0E2QOzjjz9ebIOYHZnLOOgexKFoqWVAtJNiSGGcffbZYaOCgHQcQPWoZEAAkOD0AuAJTsIB4KdsMqjAYmyLRz7ZZFTHciBdFrGLAVTDUvsQUN3sY6f+5gGqrfGkv4NRjVfKiWVcbErrg79LQLXWZ7mxPry8h6+m5SmZVGBDcg68nfUeWM6QOweeXmY5Ic+5knEAwFofMdG88Thbmqf7ckMbsxBiQwaq47lgLKFBly1ZbqhBd0e2RF9He92sMKO2WUIbjy3HJUT+6evlKMqAU2IEwQhUcWqMQAzyIXCCAJLx+upXv1po7K9//etBQ/mkk04KThcpVp/85Cfb10mChFdTxjMVTHBIlaxVs3weDhfOO++8kO10zDHHjAWoHmTh4y0OdsDulm/pAqrD3/MHQ1oqdIqPim1pXpYWkQxAtVe0EGuIgWqtD4BqdzySvFAKQvWssdXOW6MEVNM1zVaVMYPsleIrUpjMCMitoJxfkzKI4ud1HIBL6+KHrRJ7OtaglnyCpEOtjzHXy5ASCiLycSQgmrfRgGoYftLez9qS0/AkOqSEkRSJDvLVmv+NJUnidla/VCkPgJES72jQQDVnd4HZDPATwSoOL0855ZQQowAI5b60qMHP/M///E8Idvs9eFzLzGqqcQQCEz4ffFbDzED25EBQCNHzgalyVyQHEgPVlt1V3zZZooOAastIDiQGqsN4xoGn5c88aYQ8ciEcqG7OO2dqUGsGopEnnQFGtDUG5kmRn0iVqEiVsaA1u3IkhrSF5HvIX6U+p1N8WG+BxF6/mBJL03vI36M8+0mpvzZXHqmQVKC6uQZfKsSWT80vsdItd9a/3Mko454dd9wxe/nLXx6e98997nMDsRUEo0c84hEhHgPRahBG8h44SLbaICN5UNk785OmwQWm3emnnx7Sw1FIcZyFPYYNVqNoJL5oBMrji5hqGlitAdZc+iMFfCagOrUPB6o7feSvH4DqPA9VFJDCSwWS2Tyx9IeplR0B1VYfANXWWPwaB6lNsDhxvDB/K1BvuLrX69LuZ3XR1L221qfqaK8smOOF4n8CU00E+1vtLMAgSJMo2pfc2fM2lvNdMg5TqR8HqrUxOcBsAdbaWiwQpYhmdvNa98WyANb8eYYA64lPfGL2ox/9KKQ6vf/97w/pwkUM4Df0MdH/e9/7XvbKV74yaGwh7RgGdhgOBhGQ4/mLZ/E//MM/BM1OMHfXqml+GRItqBsBQy0FbFKmwS97gHUPUE2m+MOl9dv2sKo9W1ont5e0sCvzLakQRWuz69CyBVR7wXMFOtUqG2e+B6j2xgttV/SDWh5Qxv5KGxMBuQUOkw+RMo9iwDrOJtKetQjMPRZZpbZQGNCWUoPjddHaNA1qTzrE06HuBpJtf2/rVNtANKy64uh6O5rNtZVietEwT9nImtcDo63xrLb1eqPrFZsETmug9TD9Mp63pC2N+Ay60sh27YclDJ1OHAwjlfgrX/lKSC2eWX6wGrIpqHF0zz33BL+cJ4YclHFWtWcArCWgGnJV6vgKUF1Eb9oyS2v67pqOQ8SANfd9lo+8p2rrUGus6yI61F19E8A5CfSVCiJaJvk1sKqtNlIfDkZaoCTWnFp0MX4PLIC5CSbnA3QJtM4juUWgtedHxTXW58RaFu31OC5DAnzzuJlBgL4ScO0B1d39B6PTXUZWtWTwy/Cb/+///b8gCfK///u/gUTUrwFXfP3rXx9kNA855BCxDeZ717velf35n/95tuY0q7EBgw4K9NJSpTAmGayG5gxYakhxQ8GTvKcTFlhNgDVJgvRoVLfAZ1XeQ2Uxy31qika1pC3NGdWW5iQZQOqu8ZQ+mKc2r4PPPanCClAt9eGMak9DU5L9ELW6634Bkbb2tlB4SlpDW/pDSItJ0deWbKm2qGhERzraLBXaGk/SiKb1tVPcI0Bb01NbbmuA5pyr1ZzfF+lP4yelZdKk6mL3rEMYk1jVZj8HsG7qZjfce6vV6mJKMQDrskiCUOBFxXPxL7QsixqejWBW00kzmNU4jf63f/u37IUvfGFgdcPJI/UYp8d41kOvGmB5SZWzRmLwQ8hs4gZdsosvvjgwtsB8n2a/zG15wzamHIdm2rNW0u2stAowajUYuH41AdXta9lCNi+kQtvP324tagDVnmn61do18kPWOkJgqTCl4zE5c0zTjA73sgIpEW2++SAJklp3gQfmWh0HaqP5mWabOVuvu2H7HBrfskHpUFvWZFnbSQVWjQpu0vulsZEpRZoD1Xn1oj3JrhiMzqMpbRkHoOctfbKoPdp6PgjXX/jwe7JR+WWAyzBoZD7+8c0CtUUN8R10lcHMQkoz/DHSjWeAdb5DZAAG559/fpAuQ1baKOtGkHa1BlSDXS3JgWxa2E7UlOb1FbiRnIcm0RHrV2+q++Q20q+WWNWWtjXXZO65Vl8IkiDSIa3kI+Grmv3mswVBCoGuS9fIAOqhv2YUN2lSVgDmSAZBkm+07jfuD5PmAXBIchMxUB238UBGZNpa0hMElHJ97fia1sfScqYDYWlc6zHND5LjddtZvnMZbRPz9GuusVfCJE9hQv4ZFJLXCIUd80uN9K6j813S9nt2f/bes/7e+/fw/btjnzLbpk2b2szn9evXB3b1IAza1YiVtQxjYJdPfvKTg79+xzvekQ3KJoJZjX9RrAk6mAAYUqUwhm0eIFzUwNzDaTgAeejMFKHRp6wNgLUEVFtsaTCkJZa01scCqjt9WunUgvSHyXxWNKdFpjCY18Z3hvfxgGpP+kOV6aivV5nFRdK9rX7x37ukP4w1hHsS2GdSn+UWa0x7wFMfSbNTHK/NlpbHozWmMAUIqNbmIqtU/ZPZuFCilMoFcBkvLz0rBo/5mHwsaR3cUCwRL4lxlYdlTUB197XySYJgTQBJCazu11ALIQ5+EdChqjIZDgkRNEMHDM/k7373u4HRDd3stWr8EBn+5dJLLw0yVajbAC3MafTLHrtaYjgHi96L5XVb+c8xlgpNQLVnmD8Gqj2r1PXfNbG9YqDaYrEsrer1Hzh7LGZKa89mtLNSdmnMOMU5XBOCWmpnMcoAWFvBU5vFLBR/CgV++B4iaiPKdrAAWbtXYkNZX2fIiNjpuLYvQH+8LJY3AnGLCUxBsJoNVLezhuJxPQkW3k8DqjkYnfI4SFkX/Y3+nsqM9ixuZ/VBMWXvLG5UQDUMtXEIrB6EIbCGL4H/fe973xtioA9/+MMDG38ajcfLVDcCRSmRIYbaEaMEqlPlQDRbbSwOlPWsAdUWu/ru2tbJc2mFEvNkE3VlKEWMaQtwtq4hPvOYrF5RXvTX6gyF+SnG0womttioGiAe2iTKfSSxtRX2burfJIPv0Npqclt5GcSpfeLPizOW8x5IE0u7yFaZy2ukMpWlPW8/bGfaI8hSI+nj0PzTxkFaWloauPLEq1/96uyb3/xm9uMf/zgUQ5YybKGPjTgdGVEgfa0JsBpBMU4HzjzzzABUII1phx12yMpig2ZwYZMBbWqw1LBB64ellhqwbzjkkfaa2PzJmtOtPilAdcp4ki0vbunqXkugtgdYpwLVsJpSHDGeP9ae9gDrFFZ1ilSHJwmiS3X4fQio7lzT06DrKeP1sKXlPpa2NDlyDlRLc5FVW/IfRVln2s9LXbujHY3xJJ3qeB0Aqbv7Cay+Wj286saEKbIgGOMfvrwhvMrgfAclL4EUJuhtcsOzd6+99uppiyIV0OhEVs+5557bF6N7WoJiaHpDogpp3/DL46obMSq/fNsW9xVZ1amANQeqPUMatARUp/q7rnUJqdDLjY0J9QrkuSTAmnybN55WU8E6TEwBrMVrLPhJ0eyEIaDGywJtLVmPMHY47FXeO/a8lVhk8b3GabuSv+F61yka1B7jV7p3SYdam4PWwdfi1WYwAd8E0NqUzKrbh8zS2qzxuNVW0oDoPGB0KridR+pklMzqYRjiGKohMTM7XkbdCIDUkCtDyvduu+2WldVi7Wqwqj3jciBakcSeebIFlVEtAdaS9rRmMVBt+asVw195xkHpFDCbx2cWCAp/5upjF5AE6Wnj+J1KDYel/ho8BrT2/9a4Vlu+prwgNHxzHpCb5rD6WaatL8WXkW9MPdTtmbtPiY1BjNGv1Iinjz1JrOo4E3kQMRCAagDQkOFEFq3EqD7hhBPCYTNqQvF6T1MvA4JAGDqYQPAPOOCAsZwOjyooxiYD7HGA89Di7nfzl4ddBsB6+aKfqNcB8K6s63X2Wmoy9Uk1zqiWxovTpgFUp6xBY19rciUEVHvSIx5QHa9bLJKopEBXV9erqdHd7RaTxtOY0r5Uh5wWiz7aKXnchwPQuuQG1qexpbv7xNrS0voqVZL+sO+XgGprPM6otiQ8JA0xijdp/ZxRra2dihzOKSnBQdO7qqTb1xvtVGIAzN1raWTz0YR8HO2xury82rUWANZ/+azxBY04sBwUWP2GN7whgKyQAXnOc54TCvZCaxMvMhRyBAiLTB7oaL7uda/Lnv70pweHvNZlQFA3AvqXYG3BD5bJqMAiNlj9Mr3h38EcR0r1zrtsFIFqz6BTLUmFWNJLUsqz5u+W57aw5UWYHAgB1dYaiFGtSnsw2YvYt3kSVNqY/Nkcg9paujFJdkgSHGGd0GlUClzF0lGxT5PkRMg/WlIjNI6WNuxKdrQCf/UgtN55ZluFGfG117QtuZSFNAYB1rhHPdjunk+ylCCZDme1RwhXNpDa8O13ssxIIpNsZbVbFqt7jF7gmUt5WGC0Z3x9sW+W1k7vAb0/o2RV0yHyoIJi1IiA1BZ8Llhan//857Of/OQnoa4E7NZbbw0vFAuEwS9jbrS3ij1Nu8HnIYZEvAw2HTTEARqM23bec9/stuuvVq+THEgMVINdvTCny4FImUGWRIclVaWurSXdIV7LKQey1PJpAKwXDcmsqiJD1VzPvOrPNLkQTZIjPngFQLco9KcYTurPr8O0rCQ6dNUklLifkiSvNCCa1pMKYEsWP09TICYaN0XyKl4H1mzVkZD60X169Zm0+fJaAK0b8uddVGIjb+a4JtPRXqOz78j7HvQUim4B1tJvYlJs8wAPkSH9AV/8ta99Lfhb+GAickH6i4BqzPm5z30u/D9eMMTQg4gRSwtWY4MIzTIIeCNlu4w2KLAaADX0qfGhY5MxCOr8IFOhJaDaCp5XOKPaiVhi6Q8NfG4Dvwyo9vosz2+h6zBHgDVnVHta2SlAdXsNAlCtgcW1BC3PsNZE8JmzyjTHSn1kqY7efpUVGyCgPlLqmARYL7eCZUuXGX2kQonx+jgAbYHtWtqwpbmpAswrekBL6ycQOh6v2a81DmvTqOugtRWQc8C6dx29gLWpmd0Cs+O1jAuwxrNskGD1UUcdFU6JERy/853vDCfF//zP/5w973nPa7eB9Mcb3/jG7Lbbbgs+6AUveEH213/919laNvg8FGuCrmhZ5Lhio40RfHM/lajxfQNLDQa/DKbAHVdfpLbn+tFecUTN11QWfbYY93cEVHsGwFrzW3wNXPrD1KLOAAT74/X0M8YMB5eKTnUMAHBtaU0z2tOL9jQ7OSgd+0cLsOZjW8G79tMhAHnBGt/VkO5fUxn+1AreCWRYKNgmLogYxzNx0cMYlNW23nTvtl5o8+KC8uWg681xbB8/KCA6vs7/H229zxzvx0seOVqgGu/NIDOefvOb3wQ/C9+LQBiFGgFUP+5xjwvXUVPi7/7u79rtjz/++PDvZz7zmexFL3pRttYPkSFRVhY5rn5NA6w317fKUNo2FUSWtKdjdvViq0/MqrYA63tqWyYB1gRUd+aTAWsqmIjaCZJVWrGc5hcIsI6zXtvzMsBZyhCKAes4htMAa0l/WssOStH85888y9JkQbr1mT3jsZD1vLX0pu31NIse5+0D16Ldg+XnaC+RZz4CxSXAN69URpfGdUGuaQxce0B1T/8+wHsCrR914OZs0mzzAJnVH//4x8O/j3xktxID+V3gl5AuhsH/cIN889577z29YDUqQaO4YFmBagKE+wWrf/vb34YiGNCnBnt8UJuMvGvT2NUWUC0Fz11ANQz3ozzhJI3qeDxuElCt9anOb3SBXwKs80h/5LFqSpHE1voIqI7/rhZJTCiGyNOfLSAW7fTxOv0IqPYAArs4BGMbRynM2vqgK50XRNauLTOZDa24YgDbq/54BFQ3r8ksTmJUzxdZf73RBVhz+Q+tH7WRFANIEmRFAM+9DSJfyzgAawCkeI8RwA7KnvKUp4SXZq997WvDa2bdQTEOVSW5lLIYZWD1c1gLnXIA1TF7fPt9D0kGrDlQLQHZMbgbA9UauzqMPScH7CqzudFiSytBvno/CrhcWV1vFwZk64iZ0tqYVgFgDgBIRRAlf0TtLMB6qRW0a/dhgdKcgSyyswXAmgfvXkFCBLUSMFFd8QNAzpiW1s8DOKu2XwpwEBc77Mzht7HAaK9dCitaA6M76+ptx4FqbuTjLVDaA6OltingCK55QM+ogWqyQR4if+pTnzKvo2DTIIs2TZNfht/bf//9s7KZx66+a+FeXUUQU6yezScB1hyotg5KAVgjq1UcTwCsSf7DY1hrh68Ww5qK/RYxS8M6zAuZBKMNAdbLBYsuErBo1X7gvkDL/uEM36JgNB9baudlL6VazIBOKaqYtxhjs0/nv1PA90GyrXl/6xA99YC8H+A6APfCGlKAdPl9t79jkwhUk18eFLPaK+gMENtr06+VS1djiLqTw1ojPqAiHxL6XH311aGAFwp9gak2yNPwIszqWL86BajmYHEPUE0m3Fd1HTSnjbSWCG2rKsC21IeA6vbfrfQZZQ1ikcbG+vBKSWlJAaq99cV/7yqS6OhRS4WnpK8ppZ3Z43UD1aZ+6cp8eHmANQeq+Txxv1Rd6VjWg19rry3Sg9ZizspyQmFCBlR3rllMO33MyrJ+kZjNsU41XwtZNztbHq9WrdvrrOtSI7QW2Lv+azG8RmWUUjRIsHpm/RVYLDtYXXSd0PuEHjfY9oceemhPChsAa8sATEuMalXX2mBUc43OVOupl9ACqsN4ypYPfeKCiu0+kdYmAdWeXiXG1HSq4zFTCgB783F/FAPa0vOXB9vWuEtVR6e6rktj8WA7ZpmJz/DIL1opw83rvSzpeIxYhzpmpEm60DGIEG8lJZCBr8OSIGmuUb6eqsVsF3tsdAHPMfgsgdFSO3HsoFOdJVmsAWqBIy5rmhV0TGHFTypYPbP+/PKwAYN+AGvJNs1v29aVTim2CFa158ssRrVV5yBFezlPQUXPuIY1sao7a4l8LovnLJ+QokHtPT9SNKytoovNMeZEf5dnHTiUtcBsCYz2LLWoIN5jeknX5LFtvWSrGKMXL/f2a76K/NwtbWfvcMB7b1INnz3dQx6j92Lc+tZlt8aAM57KYKUFqychKObpxnkM7aFPff3112dHH310tuuuuw5lbUU2LgRY5wGqQ/vFLbJG4tcJQDVZCmCdAlTHfZIK7DU2hJcG1HYVaWz0anMOwnDyjpfmO2ndUtCvraGyivF88DbWR1PHM4oudgEE0QZG64NNSIrWpaQrLRkkQrzUoBioJov7EaPaKrJkgsusE9eplubibayNW6VS98FzSWokBjEYCK09G6BTvcqC/d4xG1m10nnejQqwhn4lnmlg9c5sfDYJfhmHvkUOu3G4e+mll4bCmw960INC6lqRA2SpOKIFWFcWtjIB2hiwrmRbuME6Pcs5UN0eT+gHoLpIwUUryIfPShlT9G2Sv15ZCC+rACL8kcS8bs6XmSbdB/k06/mMmgvW2AgAPb1JvCT96ObcncCwqrZp/quNYb1nnXU2/9UCSAJVrQAzBUyFj7WLaTVf2jj876ngLYHRHiBdrTVUoJz/PbVYo9a2d336vWh/438fJ6saBXdnh8jjNZK7KrtvloBqzwiw5kC1Z3evbJ3Ll3kANNjV+vrka5tX1rvAb3Nu+UCXAGsOVHfW0/s8jzWoJUvxZyASeSCg9zzzigTiutWG+zkJ1JR8EG/ngaB5QGXufz2AlvSS84KgOnhszdUBXOO+qdAP75sCVMeG96PI/XazvosB1/HBSBHgGvtTC/SeVFb1oGtJlMFKDVZjEzRtYDW+QNB2wSYPOpjD2uT1I1ESM6xTgGoyFbBuBf0cqG73MQCBPEB1dW5jeGlr4AEwQOquawZgHQPVVh9oVOOVxr7u3oR4gHXKGgBUd8bTAWutkEfPeFHRRcm0eaQ+fBNSpDhT/HeuZZ1Xyyrup0l/5GV/AQiOgWppjXEbaQNJbYoWsiLAmgPVfJ1dcy13bkgDrNGG5ERGCVgDrIZmcNmK+a01I79cVgYXWV6wulqtZr/4xS+y22+/PfjlnXbayWzvsau1Q1OLYZ0CWBNQ3f67sYWr1NOqcXNGtQcuc1a1BfSmZgFZIHiXvxY0oyWDXqcJZtOzXmGG8fuI20jPZ14cWPM/8Hl4WYEuAnfvJ0XFgzXzQFu8Lx5orR3qkoERbf2ssGVfMdrwLb0E4sYBawzKWgB2k61lpJ+3fHYKGJ3C7ub3MEgwmrfzPlNcHxdQDZtlPJXDJgGs1tjVZBq72jLL/2kgsgVUW+xqANYaqB3PBaCazAKs767aRTBjhnX3ejpr1TSouaX4M57xqgF4xJjWnnv8wDRNVzoN7EwFMyEbaRn5QGley0c3QWt93Nh/8/HzFFUsyvjtv29+wHhQa++MYRyWp8h85GBbx/vSftnaZbPKlGU8lRqsLrPjhRHrKnWdf/jDH0K1ZnyBUOALutzDXFs/mp1bHXh0bqA6FbCWTAKsqwsAntMeHACpU9YQijgJbLNmH2ENAJ4TweK4mKK1dk3LrK4xpS1AsjUPB6o74wmA+upC0njiNY1tDPZ1Aps75RoAaIstTUw0qeiiyF5uBeB5U62kNfYAzMJPH6C3xcyW0q7b49X1uaTxarV6eFngYWVJfz5RPw5Ut9eyCpYZY4qzNgCsOWg9bMAaQTHA6plNrvTVKC2PDBYOQuCXcW8PechDsi23TMsqkgBrzqq2AOt2+4Vutpjla2KgmsxkWCvjUR9J+kN7jgemdIJER94sIFNKxALwo6CCF5ayQFkpsOeG9ahgtsPkddnbwrp4cK/9rKiNdV9UiElbg5cCTdIcKWzlJKmOHICvZylrgkRHasgQt7MAbO8+LCCarkvtpWtxu7oBvpfBCKyepqB4Eg3+DjFf2WPmvKxqsrtW9fax//MKKoY+LRBYAp81f+QxpS1w3NaJ1p/pqKlgXYc/sfxZ/5Ig3XNL0h7e8zsGMLXsH2qjZQ8126QBqipT2ZDi8MySYrK2w82Davma109bl4lJFGB31wfIdPaA6zRt6e415C6q2AKdPSkadf763ESzqldXV2dg9ahsEpjVlG6cEhRD8uPcc88NlTIPOeSQtq7msIzW1Q+o4AHWNUMqJAaLURwRLxMIZYA1gOrOWHO5gGptDUWYyql9YqDaGs8L+usaU7ogwKxpeXrjSTrVMlu68z5bgLW2CSkCIgOotsDgTjt/LoDLITXZkxJR2NI8PojZ2eJ8y/Xw0go1WYGvBYJbIGIMPKf2o74SmA0bFWCNAoszCZDyMLjK7ptTmdW33nprduaZZ2a77bZbkP6g+0s1DlhL8h8aYA12dQxUt/tIchT1jY7PiPytoj9t9TF1rwegKW1lAQ0KsPauEUMbYxbZB5Dh+cxZ1V3zMsBY8nkpqcSeBnWKDnX39eI6yZ11CG24bqjySKA21iMDa5HqQHS3gV50QwWq+XwpYHQqmO6B0VJb/v9FwWi6hn+1dn/26PGxqumgD6SbWcbT+G0SYubrb7vdBKoldvWm+pbtIoh5zQKQ76np8Wvsj9KZ0hu72nKL+y3VOv5PAqSp+K92PY8GtaUxTf2lOkLe3GTkSzQgOoyz2pT+MNfqgIseezf+ex7QFjGlV2sh/lue+gF5/Eg3eNx9zx5Qza1ftrMFXBeRGimmsa1/jilEOADW9Erd3z3u4E3ZJNtdU5jxNLoKWQXBVryGDewOMygmHczbbrstO/LII7N73eteI1kXvWdUwbwfwHrT5WerQDUA5jnliQGweE7gCuNBMZcpfebmstr8huQ+y3NNAEsbLzZiVeOBPzenrbs5F1jVXX9X+iy3UqO18aygX+uDd60qMaUbWRYXuOeaZvp4c9m88B5J44UxWxsl9T1qNInyUmEp6bOizdK8M57GluZr5G2on9RHM62PNFd7zhZQrfXDI0Db6Jjz1RvZvDBhtdb83cxrBUBxer6iFEJkv/kYZAbwvLAQAVGtNtazwroGwFpb5yDBajBeB1mEdmb5jUAJBMXr19sprGX2y/g+X3nlldm1116bHXbYYdnOO+9ceC5Lo1qz5fmm/5T8o2W2z5jP5rN6D1At9amsdtrMzynPkdZzXNOUln1hs+2C41ulLCAABHE/fmCqjQngtraqHArU57L5VuX4WEpEuw8ay9qnUOBjbU0tH0SAtQYY05bKetzRvWmBqObLusdo3oNW8JACawvYTgF8yX8uKAsiLWk6NI2f8xykpv+W/GbedcGqrQPthfk0VjRvl8qm9sBo2DzzyxI4HbcbN1BNYDUOkWd+efw2CdnI8MsLq5uyVeWglgDrhWy1C6j2jHyfxKoGYL0wJ78v1rVhGIDjxfl6F1DduTaXLbZ8FQeqpetklVpHg1p6fnEQOu7LbXN1PlswrucBrC2Dr1pcMOZhvoz8tteWxrMAWVyz3IVUHHgx8WyEfKfU3sqgxfuVOkdnbU2SltTPA4L5+8M/gxR5jWb/zn9r3zVvflqj9R2IjWtpa/eQarRvy/u+T5rdfffdUwdWlxYFngQNLk8benl5OTvnnHOyO+64I+hgjgqopnXB+pEC0RjWMaPa0pyGgVEdm3ayVV3YQi+SGLO9WkC1NR5nV/foVFsp1wozzT7V1NZgpEcXKE7FnUtcfMO8J6FQRzxeaMc2SuZ4rY2SK4/CAG2riIOlyZk3DajNlnbAAEmnurfoYiNRH1q/2J5vuXdBMVuMgOrmWuQxq1Uc5BlraehsaE3ag/rFVqt1wGzNsM6/ft7wWD0zZnU5DKDEpATF2hoBtP/yl7/Mbr755iD70Q9QDdtlj73N67E/I6A6NfsHrGrtWmwao5r34UC1qxttSkLp7GvLJKBaYrTFmT16IccFs24CQF0JqJbuIwa9pfvnDB3tGYziwHhZz2iwzDyWtXR4G89jGVyLp0PtFjxc6a8gIteRloocSkUPua/R2NTEtOasaslSJTrysqddjfAWI9oCnqX2nqFNGYBq2Mwvl8vnlZ1Z3U8tJY9dfVctvQDj5hVfUo78jcSUltjVm2tN/7fqSG/cvawf8ufRy43jr6Ia1J2ii8ULIoZxavNuUcWwDoUl25Md5GQPeX/vHiu/tIXn12jcuH37WsPvJ60pJdbtuyhh6zNIBaq1/nkY20X0rS28wPo++sC9/v5NOqua/DLitGnyzTOwekhB8Z133hl0MJEih4B41F+aQYLVHLDWpD80wFoCqrVAEEB1ZzwbsOZAtTZe5+/zuk61mHK93ilQyICEqOCUBiRohamkPinFqeBkNPBZWgNPf9bGC2MKJ/rie9Ta4HhSIlL6meSAsNGx1kdzacF7t6501E/5CVSWdfmLTtFFKZDubV+rtZhhxhtSqei/RQrIOVDdWUsEZrNiidq9ARS3HLYl7cHfEwKqpWvc/vb5w31Oz4LiyS1eWCbN6s2bNwfZD6wfB8iDqpadClhzoDoFsI6Ban5NOmBdLaBfrQHWlZX14WWB2RpQrQHL8FnWOqivJkHVW8iRyVoZgLUHLGJNGjsbfoz8cIpmZwwge0WoNJCAJES8gNKS9OA61NZ1bZ1eQcTY0gHfhgpUk6Vo4+MxZEljWWC0V6zRBCkMIJquS+2la9peYhKMCh/PmNXjt0k6RN53d7uAMdjVGqtaAqzvqW1RWA7EunZ3TZfTMvWrHcDaMguw9sDsvBrUvf2Fw9lIukMCCCl+o+txG0n+g7dRs4NaklceqOkdDHfP2w1SelJNasE/9XA2P4icAj5rPm4QoHU+0Ln3++D1t9x4/1IlsUxK3v796XOX0e6eQr88X3Y96LKfFEua1bfcckt29tlnZ3vuuWd2+OGHj0XPbdBgdYrFgHV10T+9piCQA9WpfVKvVRvrkxlisfa0BVjHQLU0Hg/kU9aQWpxqOQT96nBda4hZZSqgXtMLL3a9RxEAXUxXGqe6rXuOGALa+rAh8TSqJKZ0mK9usaXlQZeWUURQn0sLLiXAmhjV1vol1nUMWHOgWr03No5asKtazxoOM1t7X8ZRYG/Tpk3ZVlulM2dmtra1MSVA/Xe/+104QN5xxx2DJNegZUw8wHppPp9cSKWxRXLxRJ4JZAHWSwajzAKltWtNP7guCVjmh6sWYA1/lVbIcSGtoHCbOaYHpmCguYC2yd62gVx+TQrcARJwoCDWupYKJ0o61NxiaY/4/iXpj5TtYswmk4zm4qzq3jZ+QUQ8ZjRt6fhvsUvqV6IjD9OZt/N0qD1whP7V2r38ceVhfs0Okctjk+KXKSa1AOtNK1tmq/X8cXNKAUSJVW2D2XPufMSq7uonrIXkP7R1LlUXwsuUtAhFFQejQS2RiWJfJI7B1hfHb1KblHEsS/Wtkh8eBKicF9CEr9b6mPdi9BukJjbNlRc0tvZl/YLO8RgWq1oH7ouvAe/5NLCqSbN62vxyaTWrJ4XBxdcIAOfXv/51dsMNN2QPfOADs3vf+95jBfvxGhRYjXu8+M4sO8A+EG9rWKcA1e0+GiA8N5/NRYiaVkwxHo+0JgFUS3/v6dOYy6qNdcl6zwRqW+NBCzMO5K01gMXm6Wj3zqPrWppssUirkzOqNa3L8B4l6mOm6Eo3+80lrY+z1ex7tvShm/qcMlva0mTW3g95nnCttROYm5/rAaGlNXaY2eijrN+S4WhNIWmoWvqn9POK56xWO89dTRuU3rNhs6oJrIZm9czGb5PE4KLv6XXXXZddccUV2cEHH5ztvvvuI19PZW7LLm1Nr74DgGoyrU+7rSD9AcAa4hhd7VryH6budWM+aFjDF6UY+TdtPEmHmsxah3fdAhC4v5aD8W7NRR7Um9qfLR9kaXtWqro2ZspWrAkU6NfJF3lsLw8QtTQnaYxUgEBvQ/rTyjpWu/+NOR0x7oZ2Hu+DfJ3HRid/y3WiLVY0b5vKpvbAaJinfx23KxNQzWtJzGz8Nml+2QKqPQO7erGlNR2zqkkXWrK7qluq12LTCiVKsh6aTwBgvdCaL9apttZp6TsTUG1pUKcwrD1AGtdt+Sdbf5raeLwW+ExLR5h8nRXjaLFeahFhaW7pPaS1WPrX2qEy5vCAaq1fXm4QrV3Tt/b8Y7/a0Ly/tV+yx+j8N7+HlKKKfA2p63/iIeXyrYM4RJ6bMatHY5NwUkwaXLVaLfvFL34RCilC9mOcQDVf2yDAatzbqaeemv3+97/P7l7nC7YvK1IhkoFRHXSqDcA6D1Dd7pcBfO7dbGjzLDvs6662jH2dR9PT6tNmX1uniSSB0qNTLbdH8cMU9rUk/SE5MwT11nht6QxBqkPqR7qe2phYXwDIE8cjVrW5RodN3BkrCljF9TfCy5RCUS5aqcsAkCXWM0BvSfMz/f46rGppTn1Mfb5RANWwGVhdHpsEv0xBMV4XXnhhds0112RHHXXU0IFqiV1NQLVnJAfCgWoyjWG9tKr7RM6wjnWq7doG65PY1XGxYFvWI02yKjULCO1iTcuutSoSVO01JbBbuXGf1o9sB9q4WsfOdU+DOmkMT6d61SsQ2fRDWpYN9xmSr/OY0trjhVjWHiaXKtGRyp5ObWux27S/pepkl9Fmfrk8NgmZyBQv45lx+eWXZ1df9iuzvcWuBmCtyX9IzOVNhqRHzK6OgWrrcNQzSxKErxOM6p7rETmIM6otSQ+089ilHnsXcZc3xublefPZRJrPej0Dez0eM9k7UNUKB0tFFZOlQVab41pjF3kvNMM8RdjWsb51UeuHrYw1FOkvAffePVhsa+y74my1aba7W4WPp8lKD1ZPwkkxdDCRXoxTDOhgbr11vnTfMoPVSCf4yU9+klWr1eyYY47Jdt1112ybvQ5W21cX038gsfRHCmCdPLYBPvcUaozY15JRenEsE2L1CUUSEwDrHva1CSSsS3pQA6jWrqXOxR0GZ5+lANbeGmMAWhsTgXmKFEcs/9EwwGX7/WiIzGsYXwfG0a5xw1jeSbCmUckB5JidLQHW0KDGywKXNZ1qPh9nVZNJY77jT+sjDYrL8lxd6zYJfhm+Dz4Lclz47sAvb7/99iOZ25MDsaQ9lhr5gR8TKM7me4Bqq59V2NctxqgVQFxZdFI6W1Jgik61BWhrgHU4qHUOnxE0aqnSPKiUDl9jwFqS7ehdUzeDWzIKgFM0qIuOEetQ91yPikTF9+IVRNSMmliPjhQg2kt35gUXUyU6UmU/Uos1em1jw36CFz6WrGysatiMWV0em5R4mYhdv/nNb4Jf5nIgEqu6iBxIP1IhGqNaAqyJLe2xlO+urDPXIwHV7euOJEhsXYC20pd8WgqIqY3h+bN47JRnIQclrbWl1E8gPygByxZ4ngfYpbHbPjcx/o19Q2qhw9TCipI7pn7VAudZdOA8CuDbei+oqGJRqRENtJ4mVvW0ynOVGqyehJNiOF6kGO+yyy7ZEUccka1bpzulSQOrob19+umnh03Qcccdl2277bbtaxJgzYFqD2DWNKpV4FcoqKiOLTCqtXk4UO2tQQv6pT4prLNQgFDR+5SLGjY3RioI33IoHKjm16RNDV5FwGeVzZ2gK516jTPIrHXozOz86wDo7b0fMVCtrbFbF1ser1ZDIUQjFb6ua1lz0CAGoSVwmUBoS07EArP5mKMEqmE4EJxpVpfDJsUv33TTTeGA4+ijjw7FRkZpAKzBqNZY1RJgXWlsdA5M51X5D7UOwcr6ZFZYSmHfsI7GfLLf4llAFmAdp0jnAbQthrV1HyiW6GGsNgO7mUqtMXa6DjdFnWpbQzq1oCE3bwzpZ5syjwRax0Ysa+uwFO+3m6JuMNA8QJgD1YNkRRct1kjXtD1DuM7Whf+WQOu/eHw5g+lZLYnyGGLPsvtlrO/2228PxC5kIPPvTor8B7dNtS1MrWkOSses6qLFEbkvjX2WBlhvNoBoGGKwFB+t6VRzwFpqEwN78eGrBEDGZKJ4DM2feRazmTVLAUQtdrP091QmNM578DOSfkrWWVC1pmcEWQWArXXZhQnzA8fkmlNB72EUhOyMkQ941go7elIzGnGAXtMGVE9rxlOpweoynxRjU3711Vdnd9xxR7bTTjtlBxxwQOn0YSjlKq+R9vb5558f2GgPe9jDsg0beoFaDlhLjGoNsF5e3LKnGKMVYFazltZmgkxHDFRbfSStT3UNrWKKSTIdUpFEBXxOZT33SH+obG4olepgtj6Xfq0iMMuoj8aWNsdraZRZ65BSnUVpkqoNMNPfpWCxBxxn7Gxr/RYDqi2FIupi9wLVnWsNFTzWpETCWuoNFWDmoEHMlpYA62qNNH71+7eAiGHa0tLSjFldEiuzX4bdeOON2a233ppts8022SGHHDKWAsewvXe/T2GGtddH8l2xj0nRnc5b2DeMu7poBtftMQXpDwmwrrQAaC9gN7OAuooTRgV7Q7WHuR6gujOuzuLBy/IFuG7KkSSAvF7ASkCy1oaA05QxLEMbPzW8kVQQUTOPGV6EjUftNKCat8kzXgoYnTIm7RckIFrbS/C2ZQWqYbND5PJY2Ws8gUl97bXXhsLGMbHLKrYosasBVLevOYC1Jv8hAdZUKNEDrLXDVYth7YFylv+7p2LvYSxJkJS5m22a/0qyi6lj0LPQ8iMpz8yYsSxdj9tK16R+cRZu19qidXPQOvWnpQHdlknyVqk61TFwnFff2gOefdB5cIzrouGlBnqPKVwdu22agdWjtbJqY2JDACD3+uuvz3beeefSfimKMKtxb+edd14A4vfYY4/swQ9+sBnsA7C2pD9iwBpAdedaAvjcAqrbfRJ1pb0+JOeRAj4TUJ0k0xG11frxQN4DrKWgn6+vPeYqS492AGvpBF6UzmidoHtAd7KudKtdarqUKU2SIP0BqyyD7WXPJW1gxPW3WM4WYL2kMKH5mByo7lzrHpOD0BZgbTGzAS5Lsh7hGlhwrb4EVEtrjW3UrGoKimdgdTmsrH4Zvu6SSy4JWpi77bbbRBQYaYPPLVZ1ip/bvGr4W8U3pYDL4rVoHQCq+x2TA9YEVHtjQn8aL8tvADSWsorie+FAdWe9+rgp1y3A2gO8PX1omBVghzFWUnSq7XoHK2Af13VmNIHBmlQHfyRIbSQQIYVp5zGeUw4GLFZ0fF2a2zIClqU9gfY3T/JjUmzGrC6PlfUQGfvTq666KsTMqBkB4pPklw/de8skwJoD1SmAdaoRUN2vccA6ZlVbGtShr+E3PbB407IN56C/JGnV3ca8nMSErVTtccBAxiuVFe39P/+7x54mH5kXUPb8qyi70Zojbw2lFCkszaz3NQW47R90Lj4G1qexrc09aqM4W/vEB96TTaPdM4XyXKUHq8vmfMHwO/PMM7Pl5eWgt4WAeBBFDIdhAJnzrA2p06eddlr229/+Njv44IOzgw46KCnY33E3W6OTAGsOVHeu6RIZMVDNr0mMakv+o0sjOtKdzhOsW33aRRKdoosS+KzKajAA2lofB6o9wHpJKKgorSNO9dJ1pefSdKWjjZKq81zzAWsteO9lSzO9SgOwTimE2KMbLQScy63ihZbUhqeZrV5DQatonbUWEK0VuvKu5V3rO184niAbYDWYsjMbv5XRL0Of+txzzw1FgOGX8V0pg1/22NUSUE0m+RGSorK0ozVWtai5ubouvEzgubUODlRbYwKAxssElp2CjHzcuFCi6jcSihfavrkbYLauS20kwJq3cQFvleGdQ65D1bFmUhPCRACqu8fp/n+JtZynIKJX6KofQJiua6C1B0Snzu3N67WNrVprFky2rMysatiMWV0eK+MhMtYDkPqGG24INY923HHHkfplsKotyY8iciCbq4sukxmAtSb/QUCaJusR+9Q8GtTWswxtPCCvWVRRHwN6x3ilaV37bVILFXpMa7IUH1mEOU2+WxrfI3JpwLgHfqcWE+5XS1syApzzFpGU9K2LS43431frvQd+UVTbetJt0xQeIpcerC6T80UgDA1nSGMcddRR4YS4zKlXAJpTNwY4ifnpT3+aVSqVcG84Ac9jqYC1fE0An7MNdmDJrqVoVFMfqUCiBT7jVU9hSsdFEi3Nz0SZDg+oLjIXMdm8oF3T4ezVle60swBr7US/R+eZyX/0W8hRkuKQfg7Ly40E9rL8dx6cElAtMZe751s1g1oPXKZ1ElAd9+VWY4xpbUyMk3Lv4wKq6ZBwBlaXw8oGVqPyNQocI60YOphgFJTJL1uA9VJ9Y7ZqFS1kz+m4ZoIGWC+t6PJWFiidAljn7Wc9p61D07zj8kKJXsBupWpbEkh0XQOzw7rY2Brg3c0EivpHQKsULMY+LN4ixwE1B6rJAJISUBoD1Z1xbP3pME5iMO3pReO6dBibAghrfjRJgiUHCJ46L10DGK1eZwvjnwW31zxpc1Z2mx0il8fK5pfx3TjrrLMCsevYY48NNY88v+yxq++q6tdjdjWX//AAa41VHQPWAKo7/eYK+7ZUSZAiGtSS/+vVqRZibtamKBgd+6teLWy/GGLeOcm4z5NAZQsKQayo+UFpP5AXFIcRaO1BWtJ8KX7WKspcRJqE1jEYmQ/ns/MA/yGA3tPKqp7WTOTSg9VlcL4AeSD5gQrG0KZ+wAMeECQ2YGUKiovKgNx2222BUY32KKQIML6IaYB1dWFjeFnGAWvOqPYA61SgGgag2mM9a+CzBVirxaZEZtxiEmCdClSHta44RRKJGRelXKu61yHd2j/NlABoUVe6VXRR1UFuj6fP1TVei1VdWEqk3gtUt/sJg4JRjVdxHevOtVhfWmRnJ8yXIgvCger4GhkHvK0xxwlUY804RJsFxeWwMh0iQ5samU6Q/XjgAx8Y1lZGvywB1gCqyTzA2iruK8lQpYDLYFRr17rGXFkMLysDqR1cSwUQpWd4iy3tFjhMAKw5UJ0asGuA9XJtPrwsQBs1FyxAHIC1JQvCAzB1DI+F3QqWrZ8hrktANTeP2asd+koFEdXrrTVoRQ7jv1l+KC+LGddT6yykgtFJ87bm1IBorU9q27LY7BC5PFYmv4wiijhA3mGHHQL5CTrVqX5ZA6w3tQ5h7QNXkgrp9ZcrFlPaAI8t/WoLsLZiKIDQ/WhYu30TgFQ+hiTj2AM0C18t3kYDmglo1IBqsqXltKKLeYBL8pOpwDIAaw20lgz+NQ/I3VWMscD2VAO8UyVKUgHzsuhbx+Px/kXIbARaTzNQPa0ZT3YJ9jFbGcBq0sFEcQjoN8P5DqKIYRlkQKhI5BVXXBFOvT196lTA+vabrm3/vwdSd61nbi6rCeAzAm+USIqNgGrpWmycUa2NF6415rJqXf5Z4J2cV8DneWXvwOeK06gBIs8L60DAr40XG0+RxsNbU21RwfHoveDjYbM1P5ffEcNR0PpjQFtbIzYqrfMfcS7qE8t/8Lmk4Fp9PxDIK8WiECzPtQaNpT+09dNYWgIBAOtaxLwmQ+C7sJA+Hx9Hm89kZjcaIetCZGazey+TzYLi8lgZgGB8h6+88spQsOmwww4LtSPKtkYJsL72xt/0ANUcsF6Yk58Rms8Cu3q+1Seul2D5uc0r67M55dmOIHlBfe7Pqf0Q9M/PN3yfEBdAVJ6pXH9a80MWtkcB+8K8fLAKQHqBrRcgtXW92aabwY2xe9fd+W/pemjTCtyt7RZ8neYTYQRELxjPa3IDmh/kQau0Fl4QsTlX1J/9xKQ2knwIwOn5lr/TGNcEWKcwo5trn7OlQVoDzbP3KlXaQ2zDFha//xLgTH9DWw+QxvXXP2UpmwSbFT4uj5XB5xGx69e//nWQkUTdo2HEy5aPymOcKW3ZXUvrssWFhgpYLzI/wVnVUgwVy3po4+JQVPMf1NcCpTvFDm3QW5u/eb35r/XIygMcW/6Mj7e44M9Bf0NbD4wmQHlR8hOGLJblW3k/DlhjjlQgld8DLCWrq9235Ztb/IzcZvVPKdLIPxOsv0hhR3o/4s87T3+an2zCznuHYptnYPXaOilG+tIvf/nLAPiSPnW/utBlYVZjU/GrX/0qsKp33XXX7P73v//Ai1HlAapD+8YGHUSOAm/OqLaCcpgk/aH1IZa0FpBzwJqDzxJoyueSNKUlwJraWeO12wrFpKTAn2+OpDHpvZDGkzZbPKhX36eGniodr7HNlG59VaUNTbOIozic/d4rQAgB2mo/A7SNx+Sgd6MuA8gEQmvzIUCWAvt4vhjwlubj7G0piIdVlppv5oKwGyaggO7/XS9qlCIoxoHazMZv4/bLmPuCCy4I0lWQ/ZAOMYoUFx6FSSC1B1h7rGoA1toBq+Tn2rUVDOCZwAAwqnvGFPottwJ0MIotwLq2Op/0TI0LJWoHpyRXZW1d7IC+CUjHQHV83RrbAhSk69yPAbcRQeKa7xM7czTEoJoH0JIfjH/C8Vq0goh0P1ZBxDCnETV6siDN+Rkg7IDRMWitSoO01uQy+nOA0RyI9owKKxNYL9mkANWIIWaHyOWxcftlj9iVJ14Gu/rCazf3sKpT7O7qRvVwE+zqxfl6IeDWMgKsJfkPi/SjzQug2vMvdHBqrZkY05b/WFq2QfGwxhUbFCV/pbWhr6Xmz2JfEoO45tpW7ViZ+8EYtLYODpvZTzrIbc2Hvvn6dAhGUj+PpU0Wv19JoDN7ZODzyws6t4tE17NsXU5Ekd5+CXjOBdzn+L7scOfXstNP3xj08yF3C1yPlBKmxTZPoTxXqcHqcZ4U33nnnQGohsM95JBDVMZxGU6zNdMCdhRSROo0RNgPPPDAbM899xzovDG7OhWodlnPrWuS9IfWD4G+FpD3sIpZWrQVyOMdrQrFpjTQlAJ+fbwmYB0D2hYIW6kt6PfFAtNY80xdY21eZyGbDGv5faJNkjYmrVEqlCidwHezpWX5EdyXlLLcC4430t7jSt1dv8TOjgFkzpa25kMgzZlf1j1Y86Uyz5rX6yJg3Ry3kf39S7KxG56vODjcbrvtxr2UmY054wk+67zzzss2btwYgGpKL54Uv3zwnttml15/V3J7DlTrPq75HhDDOjber6e2ggNYa8b7EVBNpgHW8FkwDfylZ1wMVGt+iNdVUA8lGRNaC8gBSCPg1xhoHUBbu94ZW0qVdgHt1teUtpgU+Fs+MZb3iAFTKTWZs6ytgoh8LWKbxDMgy9fFY8TvT8/9JYLRKaxoviWWvjMSGE3vqwVu4BpnjffMy5nerf+O204KUE02A6vLY+P0yynELu6XKbsvBbDWgGqJXU3a01bMQoC1xKqWgONNywtJYPbdlQUVLKP1aEUV+dgEVKf6jxSQXWM188wZLwtIA6y5v5LaaMUFaT0p0h+WhdoKrf+OgV5NogN/zwtA5wG5pT5hrUmM5XSAPB6Pv1/eAYQ490pn/XkY2+RT+QF3XuC6vQbagxiZ1prR/ssCrffbb79A0rz55puzm266KTyTQIS6733vm+20005tKcFJtqUp9Mul/lTGdVKML/HFF18cvtR777236VTLGhRrYDWCfQDVeF+PPPLI7F73utdQ5gZgfcutt+YCqsk8wFqzuB8F+lZA3mYVC/qdWj+01dYXB2icmWYD4HPJAR8F/eZ9oaihGvQrDGsWzGqbLYmB5q3DAnw145uZGIDWNrpLLf1p7d6a4HjvpJaUiLX+ahVg9lxuAFmaD2N5gDUxpueFOTFfGEfQqe6RGqmsJAHWZQCqYXfd1QT3Zszqte2Xf/vb32bnn39+YEOgdoTFhiizX16o3JqtbtzFZVdLjOpeH7delASR+kkHrCpTmvkt66BSBZYjwJp8lsdWXqrOm0EW+SGpALD1rG7OKwdAKYA2AQja+B6AS9etrySuWaRDuuYBph4zKoU5hVoOFvuXsoD0Q9DmdVqqRzrWZEa0cS3j76FHmIr3PNp7m6IlTQC0BkRbfVLaltFmtSTKB1anAMGDJnbhABlMRdRzsqQk6Rri0hTJSY9RzQHruEiiBVjfVVlfiGHdD/va0rD2xo59l1QwMe4b61B7MhxeFlAKw5rawLx2KbIgvN6AFBfF9Qg40OtpT1dbRCPpa6j5SBozT0xLfbS4rtmvtyNff0rWTlGf2r0OnXGd1zzgOqWoYnv+nDIhWt/nHI1sjX2yffbZJzyD7rjjjuyGG27I/vCHP4SsEBgO2u5973uHOANkmElkXS9NoTxX6cHqUQaceGBAawtfXhRrwhfWszJrVsdgNYJ9bCrwvj7sYQ9TT78HZffdZZdkwDo2CbCuMjkPD3yOA30PsFbXEfVrp1AbgDqBkakp1OHeWoWppGsc3ORBvzUeneDrbOn8utKVqs6+5uuopo633PxX8wVWgah4Q57ClsY61q+ba29S1PejBxwXdKNb6bxWYAAAudpqJ80Hw5wEVFv6mlWmLw39awmwXl5u7g40+ZIgNaKC2d2AdVmAatjdd98d/i1a+HVmk++XoU0NjWrIVaGY4qT75eU7r8sWt9tLbbNpZaOuG236HhmwXlpp+q0ULWoOVFtBPxVTlOoueJIgFmDtMcm84r/t+gaiTrUd9Etz86BL1ddmQb2GwRADrYikR2qwnMKO5vcjTcULIoY2MVuN+WQpc0cClLl/9XRWvYKIljRKDPbHgIh2GJAC4HNmdF4g2pM9wfXH7XtO9oc/7B4yiCYhQEZsgaB4lvFUDiNGIPzeqNiBeYhdMPpeY40pYPVD9lvIzrxy9H6cwF9iVUvX4kPW5jUZWNu8PJcEvNmFHvX6C7wv1iYVTIyfh5rMEwzzaLKLHIyWsoDidpZVWgSjxcWE52lE5LH8hAdUcz8Q+0tXIooDoTl+ZtxvptwvX0usiZ1Hm5n7W2tfZd23dQCRorYXA9ceUJ2XbR3WoR4wNP/9k4d2ZIXoWQSyJhE2cfB64403BhkjYIDQ3sdzFP4NMQfaTYJfbrTkuaaN3FV6sHpUDC5IY4C1hQ8ZaUyp4uSToll9zTXXZJdffnk4bTn66KP7LqQ4CMB6mel3SoArD8o5UF0UfBYZZIxRbRVdRL+eFGoDNFiqLSYBuxyo1tZID2LezruvzjUbsE7VlabNj82UnlMrQsf9CKj2Ttg1TU8OFOdlS+vscXkeWr/Wj07F4406147WAGRrTtqccaBaA6wJqLb0tmsumK1LgoybWQ1fAOmHmZXHL4+CwYWgFsHw7bffHvxWKjBCfnnULLM8flmTBCG2tFnoMNRB6M0G8hjWXvHEqlZbwWCpaYWCw7U6xkzTg+Yp0horqJsFrfs8y7ygnwPWkj/r9Y2+z+JBvZ6S3TA1kD0N6tBmxVnHiu0nvYKIWl2FJMZzQnDNxxF9NPtap+h5x32S547GjMHmGMi3wOiV1uG4tc5H7XlG9vvf3xUIJXheYZ9+n/vcJ9STWbdO/p2XQRcTz7EZWF0Oo5gOvnnYYDX8KuJJgDupxC6+xjwxswdYw6fFB6yW3yL5D0u/GiYB1RJgTUB155oHSMvXKXvHYm5vqsyZY9PaLMNbn5oJZM6z0p+cBScNwa/EAK4ERktEHg9QToU6qI95mLyqg7hepnB3vw5IL7GqLUthant9w9wFsnlitnUR6At7kKDpnVffOhxky2ztQRRVRHyJQze88HyCL4ZMCDJHEH/AL2+55ZbBLwO81iQIy2BLMxmQ6WRwoVATGMcAqKGDmWdzWOZ0Y2KXAYS/5ZZbsl122SXob486eJcAaw5UW4agvFZflwN8th8gXQyyHOAz+iUXsGptnDxgF+uQAGjpvohRrRcS7PSJddF0Npid2tzWEE1kSi8Tc8wZjwPVVgBPp+4eYK1ZXrb0MmM4S8xl6reyohctpd8WB6o1ALnGQGjtN2mxBwiw5kC1Nh8B1dpaOGD99j9Zyur18hSdgHQRskDKBjquVcubylvUwHSAX8b3EAfIeQ4rRrXGfvwygv1si/t2XeOyHh64bOrfM8CaWNWegSltxT888CdWtQdYkxSVLp/RBKw1LU+LZa2xs1MKAAMYKCIZkiw5suprUMM6LLdGbpZ1fIAqgQecNaYdJJOLsQDXlIKIsdxUbDHQHbeLAe/4/rTAOCVg5mN7xRo9Ga+uuVcbSensfJ1SWxSkw7MKvg6Mrt///vfZVVddFV4IisHqQloyQOyy+GXETbBZxlM5DN+LUWQUgdj1q1/9KvjnPMQuGPZwg17jpuV1JsjL/VasU20WXGwVTdTMlgvpANKcVS1dj3WqPakRDwynOkCWZrAn50HxkgZocn/lgZ6pGswcwPWya2h90j3GX62YOW35C/h9Aurjsa2vLB1Yi3IXxny85lH8eXjgN3+PUpjacazcr8wIvkO0hDwyHW22uCAzkge3p/1MijZ2zKr2DM+onXfeObzgl/GsA9saADaIn3gBJ4Tvg18uWzZUpVKZukPkNQ9Wg/J/wQUXhCKD+++/f25ApMzpxjCA1Nhc4N6QpjUu44C1BFSr+tAtRrXG3OoGn9NOulI0rFX2tcMAj0/4raAWhalS2Ndc+sMCKNBnOSdT2luj5jziQJKAam+NmytWgcFOIEdANZkEWPPijCZ7XJD9oHvQ+8lSGyTZofklbAhiWQ8JJOZANfWTnj0ERGuMZ6xTMwuUxjVYfP2E/X6anXVWo110AswuaBGOs+gEmNUzVnV5jL4LYHANCwiGhhwKNoHFAOmPvBtBWldquvGoDfeHvccee6xk89vsIQLV/QLWGlDdz3hhnUqGTwxY85oJ1rMWzLQU4FiW9egGrOOaCl7WEUybu1ItnjYb1pZUHMrXoPbmwjVvrqS1OJ89BfHqwUMr+PWK+sbtvXa4P/+9tsFoa16NFU51IMwD8boNREtARdz2zc9sbp7wjAMbCrq/9HyFzMKtt94anhX4l9qAeIJAetx+mVjgM1sb2chE7MJnDqC6yPevCMErRQ7EAnkBWMcSihZgvam6kARYx6zq7vV0FwGWrmsgn3Qv3YB2899FIyYCmCcBedRGA6w5sSelEKEERksyHHwsSYqx3W4FGaX6fPzQVbtHyegrl1p3Ig8YKq0tb4HBoiztGOgvYnmKOrbXwdbYj750SmFHC/DnmW3DcIfwuWBUH3jggeGF5yv8MXwzDpUBYKMNDu3gk1GocZzZUCsrK1m1Wp3JgIzSKJUXr0GfWmADevXVV4cX2Mb4gvWzxrKlGyMNAAwNrA1gE35I4w7cAVhfe/Md6frQTPrDSjW2AlLNtBTqFIa1BljrMh29DpIKU3nsa6lIohZUVgoypbV1cHDAYktTBV5vjUvLCYzAoPOspRpbDGuF7b1M4LIN4nNWtQZYcxBaY1PRfOpnYAHIsQ43Y0NrEh3URmWCOwwFvp73v2JdVq8/OgBpOEVG8QlIMIy76AQ0q2fM6vIYPnt8FsM6pMV377LLLgtFFHGIXORz59qYZTIcHGPPgX/BfNhhhx2yHXfckF1ys/07jQHmFLb05tp61S/G43EA2jxsrC6qOtTcT0t+S/aDvrxUWK/JhmoC1lLxX8lnx9JXYk2CFb9IEQ+StLVTEKe9nyka1BTEar6vSy9beSxzVrOkt9zWqW7I6+XvvwTyS4AvB4U1+RCtrzWW1z9md2vj55kXlpc97TG+cf0vn62LvgIIxPMPL+zjAQ7j2YgAGVkZeOEQF/t7+GX4yFH7ZcxfJkbZWrdhEryI2LXXXnuFVPmi+7GiBC8JsCZWdb/GAWsCqjvXZMCagGqbBe2zpDXZDt6XA9VxfwIHOVCtgblxm5RiiDGQqdURIjDa0ov2tKQ9drNkHFQ2CxhHz+NUUJVkKzTfqoVYbbkLI2b1GMv5AW+ZbW0duHYVVUyUCbHCSu0gJZ6r3wKdqX3zsqpTnrEgceEVZ0Ohrg5e48yGuuuuprTgjFk9JgbXIPVhMN5FF10UwJhjjjmmrxOIMqYb40dz7rnnhh/IwQcfHDaVCP5x2rLTTjsF0An/jkNzZ+9dt08CrDlQnQJYo6CiBjDHVq37X3sCrCVQWwKsNaC606cT3BFQLV2z+nGLAQUCqlPGS1ljzGLTAAwCoKWvPg98qZ03Hp3q6+yt5lzSxiy+bwKOpeIc3CqVupryS4C1xJa20n+tz6BaWVXna+twC9IeMWDN2xDDOgatud61euDAAGs8MxD84gXj6U+86ATSn+CsR1F0AmyeYReDnVm64fs5DAYXfCj8FLKBjjjiiPZ3sOga4wLD4zb44TPPPDP8xuGXcaCMNP8LL7ww/I4Wdzo0aZwYqJaepVTc1zrIJcBaYkqLY7aYaVbhxHDdLFjM/aAPGvfqVOuAtWX0PqTUaNAKT/G5Y51qae2cbeSxljWWt6dB7a2zOUZD1aCWrsfr1Q4KaM1+ynbdTDPmzHKpnVfQURwzh2xJqixJzIg207tba7bu2wKqY8OzDD6XJDewl4de8G233RYYXtDWHHU2FGU8zQ6Ry2P4DgzaL8NfwU8h9f3QQw8NrP5+rJ86TxywloBqDRy+Z7n5W7BY0hJQ3R7XYFhrc25enncB645OdTGwu9nGBl4JsJZipvYYLZa1VP+nM0/DBRs9MJr7VsmXe+xmTcoKtpyjWGNzrc1/8d5Zh+F0z1KhwpQ6RxJ4azKnG/r95/nZcL9pkbyGpm8dsa097KGnPy8EbcTZ4tytvi94+GCB6ti0bCjEMOPKhrprBlaP3ngq7yCLgiC9GF+YY489tm/Atmzpxtddd1126aWXBib1UUcd1U5HAEsNoA9AJwBOl1xySfgyA7hGqjXSHMoEWGsmAdYEbFuM6DxAdRL7moEAHlDd6ZNlNaXYlBTsko6nB1hzoHowTGn5YhxwcwDaCqQ1hx6PxzdKFti7eUnXxTSlPQTAmgBtS6PSktrggDUHx7W11Kr+fJVKqxCicB8ArGGabjZng8eFGS3ABKxqyRCMQkIILzhiFJpAkIyDvt/97ncjKToxA6vLZ4Ou1QDwBX4Z3zGkFw/CH5WpngRAJeh8wh+jLsaGDRvC3/G7AjMDfvm3t/0q27DzA9UxAC5XV7VCUp3fNgHVZBZgbTGlu8aMUqgtwJr8ll7IMf1wNj401bSkUwBtAAOerAcPsGKjuWOgWlq7NE7MWpYC+64xHA1qmLQWzgbXGM2kQW0W+E1MVrMObeketaKRsQRK3K6fgo55daotvW1ueQAD7b77NfjZfffdN7wA/IGgQn5ZyoYahowW/PJMnmu6mdXwxzhMBQDSL7FrVH45BngJqHZB57pNuuB9e4sqds9JQLV2PY/dsxnkALuN5bc8kLc9RkIb78A0jwyGlbVkjeuZJIlhgdFtfe4cEhqeJJa4Ll70sSBLO6wzJ8zUrLPU+f9CjOWuDKNiwDWxu2PgOwW4r+cE/MdlZciGuvvuu0OcUeYCkFMHVg+awQWgBQEjJD8OOuiggXxJypJujAcBNqnYsAI4Ouyww7oYD/hvnO7ghQ0uGJMhQP7tb0PaAsABbGzxAog9bLaEBlgvNzo/MA145oB1zMC2AOs8QLUGCvQjP7K82iqSqEqMdJxfapFECajuhyltzeX10zYypD8tfafIGUm60nIRxIYbWAbAXdGN5oB1D7isAMjUTgs4EbzWalrRxea/uA8Cqvl84Rqbkxdm1D4H0rvW5EQAWK8o65E+vw/8RZpTw7OYF50AMxSOGKA1FZ2Ag6SiEwhsBvGMBZg3ysO0mfk2SL+MDR10MOF3jjzyyIExD8oAVsMvw7+CmUb3Fx9q42AZL9SUAGh/2a1KBshKq35Dq3Ci9NvW/JZYjDiBKW1LNvX2437L0sZGsC8VR+ySZlJ8WwxYpwDaVFPBK5zoFcuzgl5au2d4Ty02sieJEtax6q/Fu54C0FLg7xVNtIoHFgFv0Y784yh1qpNA8Oiz8wB4/jdqm4dV7Rl8LDIl8RplNhTAavjlGbN6Ov0yiF3wy9jT4QB5UOBHv34Z7OofXuwAy1bxQwWw3twCoDW/5OlU05wxUK2tKdaglkBIKkZvSSNwxrQGZJK0osWQpTYaGE1r0OK8GFCOJUg0wJl8suevLF1mqQAw2qNtih/Uxrf8OfcV8ZpMFnG9kRHXqIjGtCWzkYexXIRbWaSwY3Mdjb70sTt9O//tHXIMm1U9qGwoxAXAJAeVDXXXXXdNpWxmqcHqQQWc+KFgw/brX/86gNR77NEsaDQIG0Z147yGuc8+++zszjvvbLMtvC8qTnfwPuBFjEmkLYDdhvsh4Bob22ExxmPAmgPVHvAMwLpWX5e7SGIKuJwCVLfHXVlMkh8hoNrX3+4uTGUWSTSKd2h9PCCCAn+vn5ZSFm9keKFEtYhgC4CW4lcO9sYpalpKsKcbDWerFl2MAGsOaGuBNgeYLW1szSyWtclCdAoo6mB2571OBapjo4ISeJ7C8AxByhPSn+hZgjbQ68LhGYLkoo6YguKZTR+DC98XSHKl+q08Vga/fP7554ffArIOIP3h3V8TEKipQDWs3pg3AOu5bH4uoRhxDqb05upCEmAdH7BqgDW1i4sjdq9Vni+l6CK/rl2DxdeJpWwBryn60CQBofkC8j3Wtor8a4oGtfacbwPNzjo1P+rJb4jyIQzst1LCraKScYAr/WaGqlPtyJJo7dHWuy9cf9tzhlcAT8qGwmEyAmPUohhkNhTVkpjZ9PnlYRC7BumXH/OAugtYx6xqC7AmoNrzS3cvLbga1ZYRYC1pUHtyHlZRRGsMXgNIAwp5GwmMjs8/4gwfDYhOZUR77Gbua2JQWQKqeVv4e21cyR94B7RSP74mD6iW+mm1JEzQuc+ihvwnWBTiSSnsqOllc1kZCbi2JVYaDLSfKx1QnTcbCv8Ng1/GoXM/2VB3t2pJTJstTrvzxZcCkhcIGB/84AeHgkaDtn40uPo1sCjOOOOMcGpz+OGHhw1oXosZk/jxgJUxCp1rAqxjoNoDrKur603wmffjch4eGzoPUF1tAdCe/AgHqj3AmvRD9QKPrSKJCUB1e8wqCqL5zLk48FfZ3K3Tfk9XmgPVnTH1QqQe21szHqhycFnTAaV1NK8JEiqtIaoKOxkBJwWxHKi2tLFJX3pB2fRjzmpt1ddTjaQ9JFC61lqTB1j/46sG91vGMwQOFi9edAJBDxWdgPQBFZ0A0J0aAGEstJ/Z9DC48Pu74oorwnekqN8qs19GAUXoU+O7m/eA/LA912UXXF8TgWoLsK60tKw9wDqumWAzpReSGNZVI0jngHUMaGvAAC+WqGpu11MBbfu6JqcRs6zjNhIgzotPSb6AH5LGAb80j8cE157zXUCzAM5LRbK4H/XkN8zUXRTIWsWajDY8rVgKVNl1y1dLa+sHjPZkSSwwGtdiPfAyPKehlYnXoLOhZhlP00fu4sQuHK7iO1FWv+wB1ncuLSZJTEhmAdYpGtRFsX0ONlOcZQHWEmkoCfRuFUOESQXtNd8ktUsBOonlXKSd5otSxiTfJ0qDOP4iBYiV+rQB2Bz9QraVMl9SUUIBuM4jk5ECXFs/Wa2wY6rF+tgeUG31nQTLkw2FA+Uddtghl1+eMasnLCheXl4OTGE4RuhTD+u0YVzpxgCVwajGlxI6mGAx9mv4QQBQwovrXOMHNC6d6xgMJqA6BXxOLZAY2ra0PlN+4wRUa2tMsRiw5oWurPHyOCEK+q33CY4hpfBUvIGyWL9LlYZ6jQPWMVu6eOHFhrqp6WGkMzkOle3dAnw1sBeBqSq1EYEUvBDiKgqxCk6H2qhMaeiOaWA2AysIqObXrHFHVXQCzC4wr5ECBTYttQFzB88Si3U9C4qn6xAZQO4FF1wQPtdB+a0y+WXcFw6QMTdkP+BL81oMWEvGAWsCqjvXdMDakufoZkovJD2bSYrKlM9ozKk+JgYGOFBt+S4az/LXlap9HcGs9RUhwFrTqeZgsgQAW4V9pYDf06CGSX6O+wAVaG6tVVpnZy3+5sJjnrUBbUHmSmLC0f8TyKsx5ShI9XAuS2pEAqPzsKcta+uAR/fDbdis6qLZUACv82ZDUVA8s+mIlxEnQ0oS34VhEbtG5ZepUKJ12Efsas6qtvzSEpP3kABrzpa25KQ8DWoAj95HiOvWYS0B1hIQLQHWmuFj8uJNxHoprGgNXI79VR6QmMhJ64S20vuTOja/57iP5SOtfjGrenjAb3OuIn2boHm67njRwo5mccTVRvj9FAW9X/LIpWzSLCUbaquttgrYm5cNNa01nkoPVhd1bJDEgN4WdGAAmgyz+OE4gmKAx9hY4EuJwhdUSHGQNiqda7CrL7/JTtsg8JYD1V4wW1ldbwC+3X0IqG5eswPcGKiO1yiBz6okRQuw5m218Tprbe6CNDAib9BfbYENXtEr6aRfeq9og2QX0mqoAECRwovEWPPuQdKyjgHrLt1oS2rDYom3QAoOVGuANW+jzVfzwGxnIxSPO0hWdUoAtddee4UXAiI8m/H8giNG9gZecNY4ZYYjjotOQDsRz5iZlcfg84oExQA44JfxGUMHcxh+a5x+Gb4R94fv/MMe9rC+No0ArM++es4FrDV/JAHWSy0A2gOsq0oh4PjZzGsmWAG652MIGIh9lua7OPCt+oTW19PyQ7WWD7KAdh8ctTWo6Zr1VUzVoLae8ynBcHOt9v0SU8nVlVbkQ/LIXHGz0rnJCGjX1sZB5VRWdAoQHa8vBqKltceg9TiB6pRsKAS5YHQhJTklGwrtZxlPWek+U2TD5jXEdiB2weCXh5lGPki/nCIHYgHWdy3NJ0kocKA6tWii9JzlGtQaYO1JQDXb+KDrpqWGCzZurgCw1q9TXKXN0yUxksCKjgFc7WDVuxaDxuQXJNDaArml+1JB1BU/xtT6YQ+grc1yPymSJF5fWArwK62D9lBFMxQ0rXUvM0tbvyYpMk3WbzbU3XffPZXkrsGWoRyCIZjNGxTjRAKMYxQsOvTQQ4cKVI9aGxM/VjCcAVQDiB92wC/pXB9xxBHZIx/5yOx+97tfe5Pzs5/9LKwLwXqR9+LA3fwfF8BnzRDMSoxqAL5eHw5Ud64pa1hZMJ2LPpd+DYC12i+6xvWsAUbkX8ecCCJ4a1yqWGPy8boH0cbEhiylCnDMvJbG5KnVpl5YQmpRLOsRrgkfOMlxWM5zaUlnRgKwbs634s5HQDVd09aDl7Ue6jdKoFp6VoKxgwKwj3jEI8ILB2Fw0Hhun3XWWdmpp54a9BJRhR6B1yBlQDDH85///PDsBJAI/3DuueeKbV/xileEw4h//ud/Hsjca51ZDd8AxjFYe2AcD9tvjVqz+uqrr85+8YtfBGbiwx/+8IGwG47e13Y2nj/iPoKAajIA1vqYum8x5+ujAKFWmKrTt5U9IjC0MS4fO9bKlOYloNpaN/wZXhYYDf8TwGbjq4aDWReMXsU4dvDujYG1emN0CiUJ11lfgLgxkCsBCHw+bW4A1nh5gLT1HnBGuLQ2C4z2AGmsi17adam9dE3qWzagWnpWIug95JBDsuOPPz571KMeFVheAKuRDXXOOeeEPT4O4qDDP2i//N73vjc76qijAjEG/uHpT396dvnll3e1efnLXx5iDjxXcXh94oknhoPumfXHrEaGLvwyPsujjz566Hqng/bLAKwlVjU36bm5ebkFmFqHiHU7xiKNakmDGsafsTHZx/uYQtZPYtFBzSzNaCILWffP5/HmSllPnvHIF6TKO5GPwMt63/h4qfdFhn1A3jXFa7MymwbxXkjxId1nnnvtyupd7bzy9OvM33kVsdS1TyKrOjUb6rjjjgt+GfJMAKMBXsMfwy8jhkW2Kohdg6zxhLGf+tSnhiwrxMJf/epXu67jb9LrAx/4QDZomypmNU4hoLUF0fIHPehBbT2YYduoGFyYA19KMBL32WefsHEbly7NMHSuAVhrDGsCn+GDtJCW2Fex9IclqbG0ss4sdtglgcHYz1pKNM0lMqUFhhfX8FT1mltjSoUXJfYcNKrJZL1mCvqztDW2Nlk2U1pPL477cZ01W0qkbhYs9FjU3LiWtcYq84DettRGrBstMKwJhLbSwJcqtWxeuQlPvqMo43ucQLVkeDbgOYYXFZ3AKTKeJwCVcUqM5ysVoSgiqUCG5ybYrnD43/nOd8LzCbrJUrrrV77ylaA5DCc9s/6CYnwfwQa46qqrQpbTqN7TUWlW4/4A4CClHrI2uMdB+mUA1hLDWvIxksFHaEV7Y4Z1t4/TpUTweNLqJvRqPc/5z+dWG0+jOT5s7b2uB1RWDQNat+UfCLC2ZD0kDc8UDeruAlfdxQJTNKilMQZVEJGkMlb6lg/p/BYlppgEenuMskGworW2niwJXVtdrWcLRalnJX6+g+yDV5wN9cpXvjIwsAFk41l+88039/1M/+lPf5q96lWvCoA1/Mrb3va27IQTTggEGALEccD5vOc9L9tzzz3DXuAd73hHaAPfMmxC0rQeIuPwHu8xDiaQ+TaKeHIY8TIxrCWgOsUsned7luZNn+QVVTTnjRjWkgZ17DNiAo/EaOZtKM7jLOs4q7VTrK7zN6kIPZ9LkxjJA1iHORfTCuhyf2D5m+ZBrM88l9Zi+Zv4wJqvwdoTSAfdtT4Y05hX08VOya6SGMt5CHgphR0tUgJ99yTWv7VdD3s7hak9jUB13myoN73pTYE4isNc+EzEtniu92M4kEZNoZe85CXZM5/5zJ7rkBDjhrj6pS99afasZz0rG7TNNUrOq8ebDwaW96ZDBxNsPDB9wfwdZXoaWAcIUodRjILrb+P0G/cH9gPmK6Ph60Q613gBbCKda7xSPpcYsJZ0p63QoFqXz2BiwLrCiilqgHXoN6cDA7KG54Kpo037wbjYlDYeBfPWPpJABQ5Ux/N1j2fP116jIP0hjtfaHFnpxegnbcakMbvBZf3GrY0RjcnH6ozZ257aWe8zD7h755tT2dLSPVQZ6K2B1mhjZWMDsI7B83g9ZB96zYZskgyB1J//+Z9nP/nJT8K94NmCZ8ijH/3o7K1vfWv2wAc+MNd46HPaaacF5rY3L6SVvve972VPfvKTs9e//vXhNbOO4VASz3kw0y1DUHrRRRcFkAMHyPAFozIw87Fx22+//YY2B+4PfhnvBfYoAHeGZRywlvyR9pzw/BGsXQBRHLe3L/kuS4qqqfWsP7y6DjCjdhI4wAsl2inSftEn75yluXbr3loHl0obPr8md9Up7qiNYQPNKWPQOCkAQt0IBQiw1cCsGDzoBdtlv5kCPjTXZl42daIlsJm3S5Ef0QxANTcJtH77H49eN3+YhsD4ta99bTjQBfMLQTMOfHEQ/OY3vzkws/s1xA5gWAPE1sYDkwyBNORKcNg9syy77rrrwqECQH/L8JmBuY6DBryHoyJ2wQCiIJ5FHDtI+/ov/Uwt+nkSqzq2GHxbYu0kn7PE4iNLckPzAe15F/XYiM8vZZp2xmjFH0YbWqO1HrwHml9LfR572tCSP8pT/NBcm+Bq8upNx+u2Zb6K9YvdbSqwLrnpvLrY3NBFmzsVHYx/NylZ0/H30gOq1bkX1w5YbRlY1YhxP/3pT4d9Gp7xyFRCLPu6170ue8pTnpL1YxgTPh9ZT5rhGjC/H/7wh9mgbX4aTorx5iBgxIktZDFGraM2bGY1WA2g4wOQxxevrEA117lGaj/WitQFaO9gg4vP6PTTTw+bFTAltXMSLgkiAdUw6bkG8JkD0JakRtzOlOLI8eClolQWAwzjSUC1NB4P5O11zIlAtdSPB/2abysqp1HU4fBrMbisOXy08zYfElAtrZO309ZZq9bbRaPk+XDirTAR692p5ByoDteFftTG2n9UDKmRkp9DuvaDH/wgPDP+8z//M7CtvvGNb4Q0VYDIcTpSin39618PhYNOOumkEAgDPP3kJz/Z1QYO/k//9E9D0E0FImdWzC9Daw2yLvgXfnmUQPUo/DLuCwcpYB/ggHyYQHWKJIj0nEjxR8Sw1g5kY0kQ7rssuRBJ55MbPZ5ioFpKgeY+i65LRgG/9bEjmPcYuZVl572uN8yAnmRBLFAA92CBzJT2azKaE1LFq7W6CUTTXJZvS/Fx8XgplpLa3FybD6TTf8f/X0T2ozN3vf2SrmntpxWohiHj6Lvf/W72D//wD8Ev//jHP84e85jHhGf9pz71qYHFPDAtkwrP3M985jMhwxTShDNL98vIfIVc1e233x4KHI8SqB6mX37agxxEuPW81IDq2DhQTX2LSG4A0PblPPz1pEiCWEA1rdEDzlOkHlIlKST5Bs2f0d+9cZEBRK/U+DOvBEZR2YyiUhupfS1dbNRjqvU5N58/T/jIZULyAtX0vcwjMdI198oMqIZBGvhLX/pS9prXvCb4ZZBowYbG30chZQm5sG9961uBWT0MW5wE54sTA+sNwgk7AkUwqMYhizFMbUycfOP+oCMGoAapd5NkpHONF35A2CCBNQHGPN43YlxjU8pT+SxJEDIuCcLBZ02igwDrZa0gVavYIbcK07PW2Gk0HwEDXkHD5jUjHZmtPw7ktX6kmabed+J83Da3dKpFuRM2XrxB0go4LbcAAF2+Qi6AKMlpcHBZSptOK4LYXKcEaJsyI63mUtEo0rzWU82xIVDusdFoM6x7wezez4EY3FYaMt3/pLGqP//5z2dveMMbso997GNBDgSGk+F+ToehKfzxj388e+Mb3xjSjOHMwRCDFMkLX/jC0AYBOHwO/j6z4kExmNR4xuNQ4P73v39XAZBp8MvwY5Dkgs/qt5BiXrPkP/hzIo8/AgBtsZVJEkQ6ZJXkQqhQIhVOVO+lamcMWbIgvenRviQH91UkbxEbAchWIUIOTGg+t12QyUiN8aRJvPRkHlx6W1/uX7hxcEDybRKgy/2qBi7Q3z1w25L86F5b7/uZqjEtz8tlSeZdMJr+H20loDpuO23SIHSA/IIXvCD4Txzo4juA+jV4DcpwYIxMJjxXY/Yt9gNvectbAlh94IEHZt///veTZQbXgnnyXCB2QecUhCIA1Wg/TX75Ufv9PvvxlbZUnFUY0ZIDiX0OZ1WnmOXLUgomUhvTT682TJkjr2AijGIwrSBgV+0AR7KK/y2FObzcmntR83fRcx3/T209xbdwYNvqHvt9W7ZCX5MFjtMBsdTPmi9vYcTmOhri5+MVnJTAY5ofa0ydn/toHt7y/hY/gN4PSWJkwjlXI7Hzzz8/e8YznpE997nPDcA0/DKIWZ/97GdHtoaTTz45+BVJLmTNgNWSY8MGGBqY0CtDKjLYu+OyYZwU4/6gv437A5CLlPdJ12XTdK6Rjoa0MBQ9A7hBOtcArC+43j4GxnOxKrCpNQCWwGcVeGaANQeqvWBfZyj39qGA3wOQpUJSUj9e3MME6oPOqD4f78c3Yqo+t8Ow5oE+AdW+3rIN9AKwlsBladNEwLEFWC8traoyHRxIAKu653q9O6jnxRm1+yDJDu3+scFZaW2OzEOMSGqEB9KxTRpQ/cUvfjF79atfHZwutLIGZXjmwIG/5z3vCf8PZjUkKv7t3/4tgNVgG334wx8Owdy4agFMisEXaUEx0pAhEwIwAYeU43ovrTX2Y9dee224PxRSxPdpVAWOiV39s1/bbWwfoPsjTy/aLrrYAawJqI6LVMWgNc8Y8gBr61ozPVq5zgBriXUWA9Yx01nSsY4ZdNL73cVQUvxdzGKK34MuneoEDWcJ+I4Z5BRAE2htFUSEb7NA3xSG9TB0qgm09qa3fKLX1gKjm+xp/YB8WlnVkOT4kz/5k+z/+//+v+z//J//M7TnOrSr4Zd//vOf91yDZvXjHve4oJX5wQ9+MHvOc54TpL2GXRRwUsyKRctA7Bomsxr3BynQbdavz+7e/gSxzabKfBJgrcVenYwY+Rp8A5cDiQFtycdyv6SBut2HrLKfJiDaA6yteThZiEBPDnhKzF3+3LaYwbmYzau9QK9WU4H+rkkpwuLMIvKL8P02E7ihrskCx61+uRjLTE6lCGgrfYadNSaAx46ci2f99Cfg2nPff/7Ytc2qvuiii0IRREhwfPSjHx3bcx3yI/DPw/LFEwlWIwCFHuVdd90VToeB5o/TBl3ICfcLwATsLRQTOeCAA6YOPMHpOkB4vHB/pHMNoAMFP0jn+n73vnd21e06c4JkQqQCinEQycFnE3jO5rKqwl6Tg/1OWxnU7fSJmWlaoE5an3mKCHpgBaVSe/0kxoDI7GUbKGlM+klI6dISS4pAaOveKhViLs+ZmyYOHDfHbPT0422sQoimfEkrqI/nk+6Da0tbgH19tZ7NKx7akySLGV3/9NrJCuIg7/GKV7wie//735+9/OUvH+jYkE8Cy5cbKit/+ctfDv8NLevf/OY34ZnLn8UoXAHgHCDlzHS/DB946aWXhkKDKIbVTzHMMgbFeIZgYwhNcxyqHnbYYWPxy8cfsJL97Nf21m3T8oK6ybf8kQVYt7N3tAKERkHGmGWdmjHEQWjtrJ4ygFQGtvMV4IGrZhbLOvaPUlAe+zuxDXsPtMCeg6RaGxrHkjrxZEFgdECrgbIxcBG/f3EGUQzweoxszywwmoPNUjsNjPYY03x9Frj+t8+fLjoYAGEAwzhE/ru/+7uhPfcw/je/+c0geyjVAEJcgBfqAyD2g1Y2dDT/+I//eCjrmQa/XCZi1zDiZdwfpCWROYfvBvYe371YB6pT5T8shvX6dT5grTGvvUPhFIAvHiOOsSQN/7hNPI+W1YrnvMfQTZLvcBjDkr/izGnLEIetZvLz2PJ1mBPv1eJiehZMCjhu9QtrtAoRCcY/uzy62EXY1tLblcL2tqS6OAmgpyhkoxhTG7bWgerLLrssANVPeMITgqTluAitiJ1BOv3f//3foc1RerA6ZkdBEgRALpi30MEsQwrYIINi6FJD1xl6mABWdtttt2zajXSuSesaRSSpQCOKp2y55ZbZ1rv3FgzhetaQ97AA65glbQHWyy3wWQeKebDf/XDQWchz2XIiU5oXpTLlKKDJrBSwitfBNT89oFuzLmZvxFLTwQZy7Mo9tEDbmC3tpUdbbGlbx9qSBekFrDmDeUFBK2wda0tOpBewrlZW2oA1TAKtq5Xmh6mB3QRYTxpQ/e1vfzt72ctelr3rXe8KuluDDoiRVgyHyg3ZK3vttVf4b2hVP/axj+26/vjHPz78/cUvfvFA1zJt6cbIjAGrCX879thjRyqLMQq/jHHOPvvsoKWKYl7QSh3nAbIFWC9VF9yg2PJHUr+u7B0DuEXdBJslrcuCxM/KFFkPb91xsGatbWkZLGv9Ou7bwjItRjt/5ltjpLCnUsDcWis7x2LYrbQCSI8hnMp41mRVpLE88+bkQHgqgzoFiI7XGM8vrT9e67QB1XjuPfvZzw6++b3vfe9QnnvYl8HnA3hGHQA8X1P64AXfMzPZL5eN2DUMv4wUeJAMcLhx0EEHhe/nkw+rZN+6wN7/Wuzq5nUZsKbDUQvM1vSrezOCbCYywDmtjQd6c5a1VV8hRaIjRQs5RWKEz8nbWgerAHkttngcf6X6Kw7qkz/hoLUFcnNwPJ4r5SA45YBcMw4cF1HXw2dJSyzEeM4pUxJ/tKlscQn87pfpPU125ZVXZk9+8pOzRzziEUGCY5zKC6hVgUNCFOtds2A1PykG0xgB8a677hpSjMehgykZ1oGiFf0a9MRQvAQbMOhTj7ogVbl1ri/P6tse6BZelMxOd+kGrAmobl6zAevlFZ39GvugSiJTmgPV3joIQPCY0nFxKm1MXlRKBXQhT1JLBRsaaanpTsVkGjM++ZeAZ9IXg+mp8M1iFB5g3SO1Ua+LgDW1s6RNVmqrLmBNQLXFsiagOu47LVqYb3/72wOTeRgBMTSwAaRCBgQsMQThn/jEJ8ILBhkivLhB4gFMJPibmclBMQJhHCBvv/32YcMyDh3MYQbFODhGoU8cJEOOCxk/ZTAJsCagmswGrHXfwftxoNoCrKuJsh4ocOWtKUXWQwS0hfvlgbaeyaT3b4/T8nsWAOzpihLDyAqkyYdpgSwPFr2AXAvyCajWgnuprgJnRmvgBQXhlk/X5oyv5VkbP6S1JTzs9y4Go/MAHynSIJNmeK5DCxN1Iz70oQ8NVfoDdSq+9rWvBUAV2TkwxEA4+ARrFqytE044ITx/b7zxxux973tfuPakJz1pKGuaRIPvBWsZL5B+8PmhzlFZiF2D1KyGP4ZfBoENIHVcaJMD1hqrOgas46KKMWBNQLV0TYqlLFBt0xJYw9Yd+tIZeNR5+vwp+v2bl1ZNBjNnBUvteEwoAYpeUUWp/k+8foktbhk9u7WxpfeFfIs1h0RO8uZS18j8pObvTX1rQS7FMz5e/FnllRpp19QoAMWt9AGao+9fPIH9GNeYXXvttcHv4QASfnNYQDUUDwCKkyE7BxgssmYpAxnxH6Q7//Ef/zEbppUjqnScL5zSddddF1hwSNuW0sMmPSgmvS1sKI455piJK6Q4Kp3ri25cVYFqjV293NaplucoUgiR0qdTpDgIqLbGo2uaWTrVRZnSvB8Hqi0GssuUboMNOstdGg9mvS/EFOu91lknB6q1+bqLIOoM65oCLseANQe0NfB4uQVCq0UgncCeAGsOVHtzThKrGkwqaGGicNJf/dVfDS0gPuqoowJzC3O8853vDOwtyHtAZ2tmxQ6RoR0KaQxkxOBVJrkqBMX9phv//ve/D4UUMRYC/q222iork3HAOgaqTaZ0ArCMfpZ2Jwes40NWNdMmART2tYibgLUKaLOxJVC1N5NJ7y8F41rQzNt4rDcNBOU+LIV9lQLmxuvlQHU8VlN3NA3s1YyDANJ3oIhOdWqxRipMnAou87bWvaUywqeJVQ194xNPPDGwqv/lX/5lqM92FD6GxYUaP/OZz2QvetGLAoEFqcbw1yjei3jg+OOPD1mokGSaWdMItEBWKvxy2Yhdg4qXAaKA2AX/jn0dDsolA2D9hbO3NMciwDoGqlNAaekaj6U01jK18Qo6eoUXKSPVknbwxiCfowGfVlFDy+jeXcAd4+N9WJf2fOH+zMpqbT+zW1+11PG5j8zTJ15bHsN9rNR7P6e8etqhf4ED0zwH4D3rgJQK+xz4dzFFF1sEzROkTdaq3XDDDUH2A8QZgMTDJAch9nnUox7V/v83vvGN4V/UeKLijf/zP/8T9mXDluKaa6RUSRmjIVjEhgQfCD4caJSVzQCkg/17xBFH5O6Ltx8nF9AUI72tSS+kOGw75xr7OgesCahuXzOew1WFKR33i3U+7THli3Ig3/yjRZZFP4npJo3Jg3lrr2qlonVpPEftrHXGhaqkftK84vvS2pBZ94B1xmC1tM5YW1oLwABCaxrWMADWMfO6PSbX4RbY0j2FIFkba06NnR3P+S9vsDfnZTIUUUL14Ne+9rXZu9/97lKBnTOz2cannHJK8MvQbi4jYIADYPhVsOmLbgovvvjiIEOFTKdRFlLMawCsNbCarM2UFrJ3ivojCvY168q0ETJ8JECX+y3tcQAQ2ntWeFqOzUwms0lYn5VCTUGp1obfn+YTyR9o/qs5TgtoNgJ/D2iGeWc31F+X32ApyEIbia3WVfDRAH0xpwcK1w0Gm9Q3RSM7xWK2tiQ58s4XZlNjqBvzxCc+MbC3UDhpFpNMhiGe/PrXvx7AachIlo3YBYOUFopZP/rRjy7UH0A8GOPwx/DLKZJjHmC9VAFQpl8HoMxZ1dJ1ifTTvh4BxXE7CbCO4yOx8CKTT5QAaynGiseR/E5KYUNqZ/lHL+NEeiZzgNhihVNfTW9ae95jfGtcyUfSmmzJR3lMD7i2xrSA4xS5kRi4zov2JUmpGPsslaDV8MezDmDWKqv65ptvDgWGUecNtR3KHJOsSWY1HgJgNZW14nPRk2JNb2tmth21jw1YE8M6BqpNpnSroOK8wMzm/WKg2hyz1VYqOtUjmcEABEsyA6f/KUUXY9aZpTNqs70NjWeNudzaIFls72QpEbYZM7VSK6vqpqAthyIWQey9PwKhraKLS5WaWmCDToWJ5ZVn86bNWfOkRlpzfuRN5WJ+WnbWWWdlJ510UiioOAOqJ8sIvACrqaxyVUX9Mp4JKBR5/fXXZzvttFMA48sO1oBh/b2L7DUGprQCLBf1R9TOlfVQQOGYgRz7Lck3EVtaKpqbR+Ma3T3JEk/mGEGv1Yau9cvaBcvaCmph5N9SCiKmaEunSIzAyO9qAAAFpt7hARV0VP04G5/eCy/tOm+xRgmIlmRF4kLG02TIYH3KU54S6jfMgOrJMjwLAVSjkCIKSk+bX4YcDIopbrvtttmDH/zggX43oWqmAdZ33WPrOnsMac6wlgDtuL8EMscs7bjODz3fvQJ6fBztgJTY0xZQHe6lguegn/mTR06JWM2pyQA4YI0Ba+u5b7HRtcNcrIn2GxI4bnE+LZa2B35360On6Wn3KxMSv4+YSvvuWz49yF/2oTGtfZ/XKlB92223BUY1MoJxILmWgGpY6XdbcEb40ZZZFqOIBhcVUgRQDZAa8iYzsCbdjtjTfr8rK/oPOX7OE1ANq2f6Z+DJdHSNyUDtesM+XZSKJEo+gBjVedbRNabgGGnjZI/ZUNnX8Tp5u9QUpt755M2Ydg/Uzjwtd+6vM9aK64wJhMY92EU4fIBCYl7HcxJQ7Y05SUA1mDXQwoRO9Qc+8IHZs2/CjFLPyuyXiwTFaI9DFADV2BQim2tSwJrHH2IXGoNPQoFDzfL6I24WYGsx0nhfTdaDP2JlWY/ev9FhKD5+7StArGrLT2EcD7DGs9wKjgEIWAWk2vqNxjwIeK15ugsOpoHf1hg0Dh9LY3XD76boolrt+N+ldioQnnAYwIvxSRaD0fj/lGKMvN20sKoBBoJNjWLEn/vc5ybm2TezjgHEQDZQ2ePlPEndaAtiF4BqSJuAUZ3nu/mcozebrGoyVpuybZuXmuv05Czu2ew/4zXmdbje8lNe0UUtNop9pDeOlclDQLQmGRXGaPtY2S95f/Oe2VZRx7gvfBf5r9QDSoyfUjgyNj5Xrn61RvvlmfTboHlTgequvquQtuwGv3P1X2n25f09oFrrn8KqHsTnNE32u9/9LmQ64QDy29/+dqnjrjULVhOzul/tyWEanGae9W3atCn76U9/GlKpcTocF4aYmW0oZgmwK/vdOeJ1YlSDYa0ZPTA5UO0B1mibNKbAvtYA60pV/wny53Ys/WE98CsGZsG/pr061XIfgAg28EztZAZ573j1ZMDau4d406YFtdXKqnuKrcl6NDW5dLa0dB8EQlvgcmVJz0Gn+ThQ3V5rYNk1JloL8+lPf3oocjhsLcyZDS/gHFShpLJoVi8vL2c/+9nPQpoy2NT77bffxH03NcCa+6QUwDrpYDICtU2GsfM18bBBLz7jwZ2UtRPPH8t/SOPHGtSScWkPKUiONahlkLiXMdx1PbqfJDA6AhCkYI+vx9Op9ub0AN4V9j7kBbe9tli7BXzxazFobRdjTAOtpwWohpwhAmLEJChmOAOqJ7/4cRmNvlepYDWIXaeddloougn97Qc84AGF/LIEWHOgOsU0sI9rUBfp374esoF8ZrRnKeBeyjM4zJcArubLYknwJxT/CECl1dcDkiX/S3NYW0ULPLa+xxZTmzKJ8lqqX+TG9xUS8Kz2E5q0+xeU1UqdOzZ8RmuRVQ0p5Cc+8YlBAvm73/1uaRUmhm0TAVbDyhwU52FwQW8LOq0IpKGlWUYN7jIbgP6zzz47/GChEQ5JEG6x9IcFLi/V9M14DFhzUDsFsBbHjADr5RaAgAKPeh9do1oGghPWUde11eJ+nO1mjblU0R0v70dAdXstyqBIafY2ARq7IHbiAKrba1GW2ZwvTUtLvMbZ2RFbWgKWa9UWmG1MuFypJTO3J4VVDQ3gpz71qeGFokqTBgbOrNvvlT0oTvXLAKhxgIz7QYFjFPCaVPMY1hZgjcPTugFm1w32dXPc7v9fYkvRWM7wMXh5uKDFSqNnqaWfSXNrOtVdDG4J8K53r1HSoM7LapaCNvgoT/KDB/we0OwBF/B9nkwJXpr/44CuBPByoFry017QjaLGeGnXLPa05l8tpnWnTeel2btfUvoQKsluuummwKg+5JBDsi9/+ctDLdo0s/IXMBwFWJ2yxs2bN4cDZMR9qOe055579jW3xbAm41saYlXnBZxNQNvoj5gGL7NNtW4ChfBdISPIAXVhGugZA9Te/8e+wvODFqhsAcqecZ/YkylkMYHrDXVNZhza6KwtXl8K+E1z8nnzZBzkBa3zAMcpmdH4HsbfxdTM7zxMbdjrnuLva6fNEJc8+clPDpky3//+90tX4H2UVvqdFkBdABrTEBSj2BMYwVtvvXV23HHHJRWGmFnH7rjjjuycc84JxbygydbWTW0B1pJGtQYuE/hsPpBb/ST2tQZYg8GWAlgTUN0ezwGs04Bg/VrXGpe9U2R5PG3MtgyHkxYUA9VkMSDLtaU1x402JnjccqAcqNbAgFjLWnvfalWws23AWpL1aM7Z6AGqO/PpYDaNqxnGnRSg+rLLLgtamCgQ8alPfWrG3JpwA6BR9qA4Jd0YQM0ZZ5yRrV+/Pnv4wx+ebbPNNtmkGwespUwfCbDmWT4WYL152dE7rvcC1V3Xja+MBlhT1o7VNwXw9r6uHjhJa7QKCFOwbqVZI3D2QA/4KI/VJtVh4IY5rICWA8kpQDvPMmr2UQCHFmitAdVktdqqCkSHcdg1q50ERHu/e9LjTMEGUttNqhYmmFv77rtv9tWvfnXNaWFOm5WdWY2YHubtHZD6fuqpp4b/hizNve51r4HMT4C1xarG2ycB1Z3rnWuaBjW3uI307I/JN2IbFkOlMFsl4FgCZLl/0HxOqoyFx27m1/JKalhAvuS/ikh2SAByqvUjWVF0Tu+z8Q6+87KtpXiUQGvrO6n5T5KkKcrUnla7++67Q7yM5+X3v//9gBuuZSv98TmA6rIHxV46NOltIY0JmjNF05jWskHb+6KLLsr233//QrIpVHRRAp+tIkubawtqcSk+ZgwKWGPqGtYontj9wCZWtVXkCnNZbDG+Dr5psgsWNvRifryQYyzDoRQIpHZaQSQ4QBQsTC2C6M0X7mGpuWHXCyHq64nfNwDVnX7ye1NtAdXaWrV+zfman4tezLL5/sT2r2/eemK0MOF4jz/++Ow///M/Z0D1FFjZ/TJPN5Z+V/j75Zdfnl177bUhEJ4kfepU04BqDlgvzDdEOSoA1vPzsj+KCyP2jmuvi4ofSgeivUUXG7kKJ1pr4yCzlm5dpUJ/yrOaAjprC9duY71HTtEpHrhK399YozOlIKJWvFBbkwZgeyyodruWX5N8lwREL7ANiQRO83YeeG29L/F9xf5eC6zp72g7DaxqZHqiaNNuu+2Wfetb31qTWpjTZpMAVuN5Zu0d4JNBbgBAA1maQR+gALA++We2rndK0URL9iNP0cWUNhLZJy6gp2UWUcFcCwxN8Q9aQUOtXVgba6vNT3/X4iNaX6d9vsJ9tdahqXR/FgGJ+knzWC6Q9hDNvvO5mNp1Bhh7xTJDn+gt5YB1SkHL2Jq60vT+5vNx4YC9XryoolYQcq2xqpFJ8rSnPS1I3iLjc/vtt8/Wuk3EbmsS0o01bUyut3XAAQeENLsZUJ3PUOwKQDXeOw2ojuVANHBZYkmHaw090DeZzcS+FkABacxqbS689GCo892I5T/qBTWl21raAgNALljYcJ14YEprMhxRP97OOuVdEljQnfk6Y8aAdsz2irWlLWYyAdrynL1AdftaPB9jVFubkWql5ryv0DJTtLMnlNqFwAPMLRTF+e///u+pAwTXqk1CUAyTgmL87dxzzw3fTaQWQ1Jq2r6XKXIgnoY1Z1jH/khnQfs+KYVhjZdWJCqWFIlB71iyAxazoUWNaRZkeoCsxrb1NKhDG0frOg7qU1KDexl0gr9nLGuL9Zyayu3Jh+T1XST54QHRVTCyE+eO70XrlyL7QTYNQPXtt98e/PJOO+20prUwp83Kfohsxcx4zqGmCYBqSHE95CEPGRrT/4XH65Igmyskc2CPkSIJYhZVTCiYmMJ2pQJ6lqVkzlSWVpNY0RoLOPVv2vrgk7xsnO6xm2xg69748zzOMvJi3Hie9jhWvB1d5O+VB1THpkmMDJOtzdcY97ezfAsWVTSY2mvRUMsONZ3uuuuu7Ec/+tHAMkom3SZixzWp6cZcbwvB8F577TW2NU6i4f389a9/HViZ0CuD/Idlx+1vAyeV2oIpt8E/vhh8tpzTklEkkY8JkFq71v33OVWnul5QUzq1YGFPvxwVf7vH1DdhUgDflhIx78FO7c1dBLFVvLDoPXqgc7xWDkJrfQFm1w1aIr+PSWBV33jjjUELE7I9X/ziF2damFNkk6qNiQNk1I0AWIMsJxRtmtYD5BMftGReh/Y0XtZz15IEiUHhVCkqAMd4eYBwCkNbYmfH/TXZDh7kcqCaLF6fqDHtxFSx7JSUqpsCDnOfoup9tsbxAA7pADZPESc+v7R26V7gu8h/pbKivWupc3tjxvIlKYUVJ9n+8Ic/BC1MMFe/973vzSQJp8jK7pe1NeL/Icd18803h+LGKHI8Dr9MQPUgNKgrFVt/GrZpk/9ZpbTxQElILVigJ/d/RYBoD+SuKBKJYvsIsLZ0mYPcVE5QlnxbXv4Pga9FdKKbayxWXBBWVBe7M3cfMiPUP7HYZrwObW7vEBuA9VpiVVcqleyZz3xmyHj68Y9/nN373vce95JKYxMDVpeZwUVBMT8pjvW2dtxxx7GtbxING5cLL7wwyH+Akbnddtsl9dMAawDVZB5graVOS3E1gcoeUBwD1fxa75g2w6eeU1M6jLnsnG7Wu1nVXWMKN07gctGChDyA75ESQSqU0BWMar/wonVyzdnZfhHE0K6yYp/a1xtdrOqe6605JbZ0Lzu7o+XiAdaTAFTfcsstIcUY0j0zLczps7L7ZQS6sUQXdOB+8pOfZMvLy6GQ4q677ppNu3mAddKBbKJOtWTx4zoGjrVndlun2hgbbDLr0NDrH65DX1qpp0Drw8sKMukezTYJGtRNoNnTefaBXinbqHO9w/KSfGkciMegtQeUe6BwKis6Zazcc1cxdyrTTwat3/PSiQibVANjC5JceH7PtDCnz8rulyWwGmxCpLvDP0OOa599ElJlh8yu7leDGkC1dT3ur7Wh+MjyHbWW/9Kezbx+QipTNxXYTAFBPUa2mF3UYlnnAYZ7ixXqbdt1FYQ1eXFt2A8ILPBhMLWLsK2tGNkCru3YWtfHTtHF9uaW7An7/TJgQGU/fBuEISZ5znOeEwheAKp32WWXcS+pVDYRu66ynxTH6cZILUaKMSp3AqiesRbyGZhv5513XjhlAlCNSqh5LAasOVDtAdZ+gUTWNmI/p/brXQsfU7/GTSteJfXhGytrjUsRo6BrTHYDMbissueqdZcNbTk5/p71FkHUNnYAl22gNwaqO2vpHpMXS9SCYLSxgAFrrXxODlS316rcx8feUv4CcNhgAKhGNsk3vvGNULxu2Pbe9743O+qoo0KBPGRhIJUKmsSxgb3z6Ec/Ojyft91226CjjWBpZtOV8RSnG+Pw5PTTTw/rRoFjfPZrxSTAGozq2MRDwtajKaXwoGbUV2M490hHxTrVwtg87VnNVKnWw8sCMTEOviIWSwltPCAUftFrg8KKeBWV1qAAN1WuIkVbOqUYYRgrGThOK66Vyorm7dz312BF879L7bxikdMAVN9zzz3ZU5/61PBM/OEPf5hMAunHZn55tDYJfpkfIv/+978PxC58Jx/60IeOnE3IAeuYVS0B1pqsRwogXaSoYtd1wX8SUN0ZIw0M5GCndlibCi7mZe3GfsBsa0iDaM9sbz1SP+qTl4BF6yuSoRuKC1bzSZ+0xwwH6MXZ0rkkSgw5M+sQxZTEDPfdcJ9lV1xxRSCYABO64YYbptInAPN63vOel1155ZVB+gM1JIZt750wvzwRO6+ynxTzdGOwgUehtzWthh/B2WefHcAtSH8UBbkIsJaAag2wjgskagafpMl0SP0IFPAA6xio9taiMZB5H2ljJa6xBQ54WlyaQ46D53jzo4PLq6aTxyWp6KI0JgehtU0M2ti6W40eoFoLruM20kamtrwSXuZGxrr/VTAL6hMFVJMWJp6B3/72t0emhQlmzqte9arszDPPDIwxbABOOOGEIMPEHS9AdPwdz5lzzjkne/WrX90+cJzZ9PhlGD5XrBFyUihyjM0WDpDXYiExDlhLQLV4SBidoWmPTtKpzsOw7pmXnr2aTjUbW9LndBnWCWCrFJTxubQxuL9T27CAVAKsPSA35T0V5TfYYaoFJMOfeoC0dxhM1/JIaaSypz1WdAxGp82dLvvx7pdMtlQQZAlPPPHE8C8C4h122GEk88788mhtkg6RUY8InzcIXThABiAyDivKsO653gKAOataum7pVHttPICwM069x+9IgLWVVUTjpOhYa22toooe0NqV0ROB1t4zu5nJlB8ILtJnIFIbOebVdLGbYHsOmjbrX1Qbm8t8FLl37fv8phOrQaIP+3VgaVAnuO2220INOPgLALt33HFHofstkyE++dM//dOAHcIvj0ou+KcT5pfnGhPwSRNLed99983KatB9wxrBXIDe1qjSmKbJ7rzzzuxXv/pVALkGpSP6g0t8UGJurqFKf0hLIKDaKFzc7ieBAlI/Ykpbz4D2mAKoLY/ZSFqnBg7E/Xg766Ox0pT5ZxqD0Fol6GplNZsz35c5lS29sNDdkbebV24CILRVlRq2UtN3rfOsL4DqrrUK4y63WNW8nzjuwnzpwWpoYT7+8Y8PqcVgbo0r+IBB9wsnxnDKOA2GYdPzuMc9LnvXu941tnVNi1188cWhWvX973//rKyGzx4HnvAtu+++e3bQQQdNrT51qn3tl1uYYDVZzTiH4G+h5I+ix26P/9D8XLVm+xYa2yomRc9YKwhfaFWb18bh69Pa0BjaPHQ9tFF84kJrrVaQR+N4rDuPRY05+Jqk65119X5ANQGp4f7VAg/Qzgtk0T/21/H1onOb2VZsXfOL+vxPPuj0wPpEQUIUPZqkgqzIUgRzChlPeCZijz0um/nl4Rpq/ADUQZ2kstpZZ50V/DBY1fhNoaZJGX5PHz/FzoImEHpx0YkPnGd1mn5+WlaMZ15yDdUvWFSeffFzO26nPdfRzn/mN9RxvYNTKybUMnYX19m+wOpXJHsW91RUKpPmldepk8a650/b62rLWLc4l6yLHZu113BKVmSL6+YCWC0ZQFUQouBHILeL5wj5ZQDak1QXCYeKL37xi0PGJ9jjBxxwwNjW8tuS++WJOLYuO4MLbGD8aAFUo2DTDKgu9kP5xS9+ke29994DLXj12Pv74vypRRdhnFHtMaU1QCDuxyU9bMegF5PqHbORW4LEGjMGtFWG3XI9yblJbGnJAQOobl7zx5SMb0xiQFssuthiS1sscm9O2oDEQDWN2z0f06l25ET++fUbSq+FiaJNYFKfcsopYwWqYQAoYVRNGYE6giQ45GOPPTYE7I94xCNCsb2ZTZ9fxqYWIA2+B/e73/2ygw8+eM0D1aka1pXlZvFCzejxp/mjOB6M/Yfn5yy/hGwhk8HtPLvD+lYbJuBN67Pa+JIUTXa0xWzzZEH4OJZ52p4EGmhjxaACCiDyIogSUB0zqT1AxPpMPEa29Td3bmRTJTK+0E5q+96XzYe9PZ4fyJxEYAliBfQloTVZZsP6TjrppFC4DsytcQLVsJlfXtvMaqwN2tQAqnGAfPjhh5cCqIa98gTdN6ZqUKfIQaUwUFNqF3iguCcxwQvtDqOoYmqhXGqfysyFb1J1l40hEANqc1j9AutZ62dsViDRojGmUyS68upi9/Tvo6Bj+/tT4L6xRI2p7QHVMA2ohkGtAHrOOOCCn8DzA3+76qqrgl8GjoSMjbLLheA5+PKXvzxIIIHYNU6gehL88kQwqy+66KIQFCPYLJvB4YL5DSNmNVKN8QHjlVdveS0aNvxI00YwMKyNtMWwrrRAZQvHwDVN+kMixC4njIl+mva0xDyjgN8CXJpjDpop3Uhj2EUpaxZL3GK9tZlxLaC6+1r3/3PQ27oHbxMElrUk/cHXQ8aLJWqfBTSoLZYYxuRAdc96ojlf9KhLw7MFGpM4QcZJMp43ZQHfsLYnPelJASDEhmFUKcaaIcX0aU97WkgTI+eKdCdoIsIZf/CDHwyFfP7jP/4j+9jHPhZ8DApBzizdsDnEIeODHvSgrGyG7yM+b2wIocmG4Bhsf/LLZfrtjMu+cPaWJlhNZuEIYEJbhkeglrkT+whprPgjin2R9IjlutjaR0zjWOwf8lFmm1q9zY62/I6VqUPBqDZPF+NZuGEpEJ6PxpL8H5/PZHbPz6tgNRmA8nhOfo1b/F70w4oO46/UVUa0BDzzth6Ijbb/8OfdTC2ETEiVJWYXgjw8W+CT8cLzpizPFvhjFG3C/vpnP/tZtscee4x1PTO/PHzDoQQ+b7ynZTw4AYsQ/yJOhp+GBAh+N/DL+FsZfjsSw1qS9oiZq3EMJD3TecyisZlT2vAMVolBK8VYnKnLgequNq35+tFClsBo/l54YL6W9Rr6KmgnrdsCneO+/L216yc19H45azLRZ5ACVkum7RNSkbz4u+JJf6rvswNWF2Fqw/7y2c6m0jBIXMEnwzcjyxf4G/llxM5leLbAEJdATgMymQCqDzvssLGupz4BfnlxUk6Ky8hewOnNJZdcEn4QKASI0x2sEz8UnEpAUwdBMQXI2NCW5cdSBsPDDoAHRPMBeAwT4ALDWgKsCahurkcPbj0GMo+/lhPHtJwEHug8kOcBP9437XtUT1ynxJTW19lQNw/UT9JWi+8hzMvaqe91vdFTNKRzTU//0u6BNmUWYODpWFNfDlRrnwUVS7TSmiubq+aasJEhwPrf/gpFkB4SWKLkiJHqCd1dAq7x2xmXviM2CHB0WB9SiMYNVMOgxQWHyk+BqdAeTrORegXDcwebhU9/+tOh4MTMJp/BBd/7y1/+MvhjbLbA9Adog98NXtdcc0347ZBfLtMmdpT2nKM3i4A1B6ph+IglwDrl8NSTAiYfoYHe/JkuHZpifP6IjQs4Sj5B0qCOA8BYg1oKEIkxTcxoC7SmoC9+3ndrcPaupYfx3HpDrYPQGDzWQAeaz+OrVFuSV+r+oDUO/auB1t57IRllJ3lgNP1ryXjEfVIsBqrp+469PF7IooQUEvwyXtddd114LpJfHqdcCAg+KNp06aWXlgKohs388tr1ywBCoHuK3w/8Mn4/+I4ipR8+GwXU8Fshv7z99tuPbU8LhjUHrC0NagL/pBgo9h1xRimezTEYndImllrk6zALJtbqqrQEn88z3kYC07VCudbBb6ddPaN3YN1i+rOT1iRJWIVxBZTU66PFht0HyEpsrLyN3Od7vlLWh9alU1KM97fm1xjcVIRSkxixMAj6XhZZd4oBi9tzzz3DC3t+kEmx50cWFAx+meRCxlVPDp/hG9/4xuyb3/xm0IoeN1A9KX55YsDqMqUb48sGkBogK774+LLRhhRBMFKb8MKPhcAlCJNDO5NOkOGI12KAzH8IeA9x+gWgfxSSATFgzYFqK7itVOe79K0tIFiS/tBAVAIF1CCwFchLzDQJJOXFFC2AXIsRpXUut5yLB1hrxgHreDOnvS+0WVPnawHWopRINCZnD1hBcrXFqtZ+k83Ky3qhR+pHQHUquMCBcAmw/sT/2b79/wDd6NmCYIQcMbSD8XyEAybtrqKFSfMaUq2e8YxnhEAEATHWMG7DiTU2AlgP3iuy+973vuHfWGMZGTs4eJxZPoPPK5tfxiEOqoeDofXgBz+47ZexMd11113DC78dCpABaiMgpgB5nIc+ZQCsY6BaA6xTD0+pnYWtekwbPNOtVNYYsJb6e1stHkhLgX4caEvSHgCtOWAtpyh3nvdaenZKUE8HoVaKt6f5Ga9RmpODDuTn+XspzcFBa2sNwafWVpMB5ridBDpz0NoDpbWDirwGX0vPFuxrsafFvv/yyy8P5BUA1uSXR1VsGM+4F73oReH5hgNkyOuN22Z+eW36ZdhNN90UCoiBRX3MMce0gSLE9simxQu/Hexp4ZfRFn4Fvxn4ZewrR33oQ4C1BlRrQHHe5zk9gy0AjwPWWk0g8pGunnbNL8KXsqYibfFeSOC7ZpTRQ6C1xqrmTOV6vbuP14/PE/fLAx6nsrS71sz8o3vIa4Dm3uG1ZrR/8A4wxL5doHlz7alkce070w+rOjY8Y+jZgvcOGVBE9AIwi70+HSqPSgEB63jLW96SfelLX8q++93vlqKuwKsnxC9PBFgNJ1WWk2KsA8AzwBmwKqCFqQVq+LHgA8eLwCU44vPPP78tCg9HjM3sWgqQAeJfcMEF4V8A1QD4R2UEWEtAdRrDes4ErFPH5KCAyWp2tJpVcNUYc6lSV4v58X4EVLfXogDWBBqrbG+BYa2tkwPQFkBeWdKLIEpBtQUQE1BtvafEqNbn1D+LmGUdy39YgLX1TKT0JswNmQMEyDhAwyEQwDoKkIeV0YFA/NnPfnZ26623BkeHZ9k4De/Da17zmuwrX/lKkCKJawcgYAegABCBG1Jmn/jEJ454tZNvZWJw4bMHewKFpfAZY4Olfec5e4vAJfhlHPrgfuh3hd9OWbQ0RwFYa0B1DFinHp7ydhqgzNtYAb0X8GN8K7WYfIIJentztMa3NKbpmlnvIOF5n1Jci2owaKywWLojDmh7Wdvd96+tgXy2B4bjoNgKoqlIscaKjsHmPOzpWmsfoX2e/N400PoDf5H/wBf7eABreEGDEllHCJBvueWWoHUNX0wB8rAkD/AMe9nLXpadccYZ2Y9//ONQ8H2cNvPLa9sv43uPjAP8Jix9avx2iPlI4BL8Mr4H2GsScI1/R8WKBGD9T1/349OUgooeY9nTeE6V5di8ecUFvsmk56OkSc3H09bRlrwynmnURgMrNckn8mVeEXqpjwc+x3IcvJ+ZcRtd8woUewZ/ivmkz847XODvWypwze+bH3oDuLbrNenf/7xMbf6e/Z/nDu+Zhe8kCKJ4Qb4CJCuS8QK5BWA1+WVkWg4Dj8Nn+Pa3vz373Oc+F+Q/cGg3TmtMmF+eCLC6LMxq0ttC2h/Y1Hn0lTm4hAAZYDccMVL0ANpyRzxJ1UzzGqQCwPYAwwTMt3HcKwDrb55vM1woIOOsaguwrjLw25ISCWMup4HLKdqbBBJwVrU1JrGbucyE1E8rChUDyBxctgDbpaXVJIDcm68550pS0G/5d+rLgeqU+7DmXF5qSXsofbGhoAA9ZVzOqrYM8yHwxWvfffcNzykuF0IZHXi2DOpgDM+sP/qjPwpBCJhbdAo77lSmz3/+89nXvva1oBsKEB2GzQcYPXif3vzmN2d/+7d/G4ImaHCdfPLJIZjCSffMJtMv47sIfTXoyKI4L1IAi4BLBx10UCgSShJeYF/g7/DL+P2MK21wFPaMB92Z/feZkBuyzS662HluSoB2DFjHbTSwmHyWBSZzf6XJcRAjzQqm4c88ANHzO54GdZc0lTJXHkCBWGNegGzJUuVlG8O3po0nM78kP8jZ0xYrGtes74IHRGuAEG9bBKiODZ8tMgbxQuDHMy0heUDgHJ4tg2KOAqR85StfGUBqFFPEM23cNvPLa9Mv47uIYmcgae21114BJEo9nInBJWhbwy9fe+214VCZshXgm4dNdnrD05ZNwDpFX7rSqr9jsZ5TaiSQPKLGhK22/IrGXvYOKDWj8TzAvPkMlQFXbVwY2nu1CZo+R/ZPlv4zyVhJ95nSLy94jDEldrdnBIx7EiuepQDX1n3T3kS+78y5b8a2Zt/RPEUhR2HwOyQXQlJE8M0gklJGB/nlQez7MeY73/nO7N///d+zr3/969nDHvawbNz2qgnzyxNRYJFYCahIWQa9raOOOip8uIMwYkXCEeOFEx84YgqQR5XOPwrDfQKoxoMAm+hxs8k9wBpAtV10sdEDVHeu6f2W9UK37X6x9qY1ZqViB89tprSgqSYByNRO04ZuFyQUZDia88XgcqeddTJOGy1tvuZYiUUQWTvrvdGKjIR+c7JOtTRmLP9hsrONLweNmwpUpwQMYI7SKTICZjhgYrAU2ejDuf/xH/9xAPPAqEYgUgbT3tfPfOYzISWa7H3ve1/20Y9+NARRcMLvf//7s+OOO26EK50Og08Ee+/Rj3702NYAgBpANb6TSKmjStb9GhVRI7+MYBlpg+SXR5XOPwrDngN+GeySC+7W91jdLGh7TKvwIsVPWuHFbo1POYD1JDliwDpOnZaeFXEg7rWR/Eosy+EBzdI8GiCQUhCRAGuvIKK36/fkq2KwOW6nAQ/UTju07bdwl3Q9rw0KrLaMCCsEXoPEgecLHSojWCzi61/3uteFYBhamGUpfDvzy6M1kBWQYn7CCSeMLcbCGrA3wPf6kEMOGSiZAdkK8Mn43YB9DZIGZUoNM51fA6zjOEgC+Qisbl5XDlxZJqvkN+I6PhJgLcVQKaxoms9lfzua1/GzN2VubnlrRmHdFvAq9ePvbd6+ScUFlTEt4NpjcBcBrbkUSfyZ2fdtFVXU59PG9Jjaw2ZV5zHK6CC/jBgAB2YEXheRq8WY8G3/9E//FFjMj3vc47Iy2NyE+eWJAKtJIP34448fq94WAtSHPOQhQ2VY8QAZ4C5+KBQgF9nAlsVwcgXpDzBM8CqLXrcGWHfrVNuAtQRWS/04o9oeUwarxTErjH1tAsH6RoEDyDE4YAHWWhHE5joJXF5NBMh9INcFl6kIogBoS+/NcotVbQHoXlDdZGfLyAy/lxjwtu7zk389nAKFeNQDdCNHDBYpDt0o4yNFLgSg4Ate8ILs3HPPDYxqyCDNbG0a/BPSxxAUj8PwPQZzC0wypNQN0z9S2iD8MkAm/G4oQB5FvYVhGZ4BAKqRJQZWOn7//3GqHPDH4LJcdLHz356L91KnvesIOrUMoHCd/IHShj/rtEA6qQ3Xqa4VBwNoLqsNxkkJ+q1glOQ7tP1CDDSnsKJ5O48hB7OCVw545AGi0dYDqlMKVH7oNaOTpeP7fvLLeL7gmULAdUoBWPj2N73pTdkXvvCF7JRTTglZizNbm4Y92re+9a1wiDwOshN8yllnnRX+G99DgMnDBMXJLwNMwe+G/PIw5O9iwFoj7HBwkQPVnesR2UWIpfizT4u1OAhpkX1SWNEwCw6KpSJi6+eQkPuMGJhNOVjVwFyvb15wPFyrN1TA3vK7FmidR24kBbi2NLNNqQ5rHXWd0Z8CflvrLgtYLe37yS+D9AUMkIDrlAKwuPcPfehDoRgh2MhPetKTRrb2abOJAKvxJYHze9SjHlVava1hGE6lyRHjPYDz5QFyWQBfz26++eYgdwId0TLIBXiAtST9ob3VyzW9YCHvJ0l/qGNWIdGRMCYDqtvXLKa0sU4AthqLLQaseTvr3tMB8jQgl9ppOtYeuMzfGwKqpfV02jRBaC/VWWJeJ7GzhfsYFlAtGeSMyBHjMAmgH5cLiZ91YG695CUvyU477bSQZgxwa2Zr17CRAzAyDgbXNddcE7TU4BNR92CUfhm/Gx4gAySnA+Vh6dAOw3APOISHdBCyI/i6Y8BaZ0HzNr3XpbeiliBvRW3cwohOcAjAWgOrO2uwAWDvemgzP2cWO4SlbLW9gL9TUEmRD2FrkIJSSWea+0ULaG4WdOwvqOT3J+0dtPun+7XeHw+I9kD4cQHVsSH7Cf6YsqGovg38MuKQWDoP36u3ve1t2Wc/+9nAqH3oQx86trXPbPyG7wPY9Y94xCNGTnBCFjRS6QHqjLoeEZfZwb8glVG8DGBpUH6ZAGsNqCYDOCcB1Z3rc26cRM89ixjkgZ2p1pZ/EABJzbdR25RDwtTnch42b9y3q8jhEPrFh6z8vUoBqmPLq4sdmwrSG18Xmq/3UMAGqnvmbt17UZZ22YFq6RAQ+316viA7Cv6Y5ELig0Hc+7/+679mf/d3f5f993//d3biiSeObe3TYBMBVuOkFunmo6TP96O3NSxHTAEyNrLYDJAjLmuAjK8WNHNRORRA/6BStIcJWEtANVmP/jMj1M73KfvRacuCOQP/WRY0qttjWkxpY50cROgdUx4vrFMY0yu62AHIfaC3OV4ELkuFHlsAtKXBhvcmBqr5ejpj9bKlpc0WteuLnc3uZZRgNTcqNIdnDF4A5OCA8bxBoag99tgje/nLX5798Ic/DFqYD3jAA8ayzpmVx+CTUCjkMY95zMj0nOFTALDiAHSXXXYJKcbj9H2kd4ffCTawdOBDAfK4pa40u/HGGwPYj98x3kfJCLDWgOoYsNb8HP94JB9THNBuFdxL0Pi0fALAAk+302tD81hr8YBmzoyTfE0MmIsSIwKowNdkFUWEbxwHK5pcZ7/yHZZWpwfClwWolvwy0pIpQIYEAuRC8DcUP8KB8Tve8Y7s//7f/5t985vfHFv26czKZWBWI9toUHKVKX4ZhcoQ7+H7CQmacRYnRvyO2J3kQujAB355EHVbAFh7YHVKdlAqyOkVs4W+cmpRRamdlLHKgVjvINbK6vUOCa1nc5PFLH+PUp7pqWvi700esJqb5fvV8VrDFSmqqILtCUC11D8vWN0vUxv2t88vPfyo3hdwSTocQ8YyMqCQ6YEDQug7Q58ah8j/8R//kZ100knjXvLE2+IkVTe2Cp8NOggHexDMZgRz2BSO2wAGYB144b2gABmFWqh4IxwxNgplCJCxyQabGuuExjcYcGW2pxxeyb50jq13xgsBcqAaBh8m+eulFqNa8+VdY0agAOomSR/lUotRrY7ZKgAlActaMUM63dcLC+qSINq9+0UXaybIS30lQFsqvJhSNKSyVFPXQ5tGbU0xO4AD2lrBylrrizJn/CbpPscFVMeF5hAAIy0ZThh6VQh84IjxPIQDRobEzGZGDD/4o1GA1ZgHGVbYJO6333491avH9R5AQgMv+DwKkAGo43fNA+RxBu9kWNNVV12V3XDDDUHjG/sFzV7w8M2qJEhcdNGSSCafox2Gxj4pbif5LM6WRiAvBUycjab5BPJ7ZvFGpw2fR1tLV0FEYZw4hbtIMUQNUKA1eYAH5LOowKE4jqPXHYPNqcUaUwhpeQGPFLkP3jal3bj8Mn6jeOHQGGA1AmToSiIIBlEFgTJ0JMtQtGlm5TD4GvjLURjmgZQUvpcgNZCc1DiNYmK8SB8efhkxKeJ7ZCnAL+PfOFMhteji+75o9yMw23q20HNfA5p57KNpHlMhwNSiinE7TVqR9Kk9oDo8a1cBbi8kgcL82ewB1c11EOM7ff9k9bHm7LDLe/t5usvkX4uA1v0WVewqyKzEmhaDu8YIVT2Ma+f8mu8r+L1PAA+2sOH5hpgYL0hhIjbG8w/x8Yc//OGgnQ+ZxLe85S0zRvVaYlaD5fed73wne+xjH1vIsZRVb2uQjEjSucb/U4A8qArjRdhm0KfGKRNO2CepGJUHWMMM1Yce0JbAaula15gGq5n7HgKq+x2T7yXjNDRdhmPVPEGnSxLjoLfooi/DkavwosCWjoNkPqevja1/yNhkSczr+D4IqOamgdb//jflzDqAe3jlK1+ZffnLXw4FbvFsBFvnyU9+cmBaH3nkkeNe4szGaGDzIe182IeRkBxBwSYEmmAtIMgss+F3QwEyz1SgAHlUTHRu2BtccsklYb8Av5znM/vkD/V0cjpk9UBJj2VmAdp0HWbJesw7adNdhRkLtonvU5qLB20pBRMtHxfkNxwZEi+QzlswMQatOVDNjfYD/bKi6wxAiH2zV6zRY4Nj7HkHjP7w6yerHgyeL+985zuzf/7nf84e/vCHh5o+sCc+8YnZS1/60uyRj3zkuJc4szHaD37wg+zggw8eup+EP4ZfxiEKSAy77bZbVvbfDUAkipexr8BBMsl45dX41gDrOAaSnrvxM18CKeM4KQasCajWxrH8BtpZNYCKSCvFQK/1bCafoh2Qaj4N46eA3NKa8vajvp5/LcY61vvRfFYxS4+lH39X8sqNBLa1n2il3ve0sqo9+9SnPpW98Y1vDIfHyDbB8+bxj3989qd/+qfZ0572tHEvb2JtYpjVdII7TLCa9Lags4UUqlHqbQ2CEXnQQQe1UwbxIwG7iwJkOOJRBMgAqHHKjrnAqB724cKg7dlHbTYBa8IfNayTs4w5UB1fk4J9dUyFYd3PmMRWk4JxiQ1Nmy9ibWtr0TY/XlaExEzmALQ+ZyOrKel4nMEWb/rIkcZr4sUSUwtQSfchAdVh3nq9B7AuM1D91re+NegfQv4DxWUBup166qnZN77xjbDZn9natlEwuMBWRkFP+DoA45NQ0BDPFc6IBPsRv5drr702u/jii7sC5FHsMwAq4AAZ/xbREv2zxyyJgDXPBrLYyZTlYwHalYottZFCqwDLx9Y1bq7R0gn12nDGsAaKE9vIChBpHA9shU9NTbOWso34dQl8kGSqOJCgAdWwlCCeA9ESaMyvW745thTJEhqb/pXmn0SgGuytj3zkI6Fo01Of+tTwDD7zzDPD4SGyJma2to2ykYdp8GkAqvF9RKwH2auyG54pIKDhhewsZBDCL0MWC6xrMCVJXjNF7/utJ624DGspe0M6nIwZz1JGaW1ltQ1CSkA1jZPC0EW71KwSqZ32/CV/YvksbvAvMWBt+RWKCyUgV+tHa8J1K3vI6lsk+0b7LFKlRojVngJax3Iy+K6QWWvXQOW2bFmBTH1iahdhiU+yocDxm9/85uxjH/tY9md/9mfhvQUehngZEkkzm3JmNQwfNk4qhhGocr0tOFykx5YhZbffeyJHjBc2FgicKUAeBtsZc+CHiUAcp/plkCMpahJgHeOPcwV1qrkPj6U/7DEbAx0TAIJdyHFOZ0oLG5Fqq5iIJheSxJQ2iiDKc664gS1AhRRtbA5Ua3MiVdpaD7fVmjEne+PLCFbj+fE3f/M32Sc/+ckgAwL21sxmFtv3v//9IJWFQ9FhGIobI4iE30dAPA5G8qANLDTyy8jkQoBM2VBIHxy0IUURfhk+/9BDD+3rAJkD1nrRxfig09daTmkDIwDZ8luD0qD20nkRzFnFfsM4K6tmoEgBoXpQHQHvsc+RAIP5nMzkfosm0j2kANHtNbbaatfb/d3Uax0It8bmbScJrIZf/vjHP5799V//dfZf//Vf2TOf+cxxL2lmJbSf//znQTJyWEzn2267LbD54Y9BYpgEYleKn6S6UMg+QuYRAdfYf1gxBgesLS1reuZaMRAAPitegQGw1sBqMjzXLekM/tyXfFQ/GS10EKuBrNoBKIBkP0tIL3Jo9Y2vcdA6L3M6Bbi29aH1ft5apPfULnLYO3/nWs77TsB0VsGuiywGraeRVf3Vr341ZDX94z/+Y8hGHrcU0rTZxIDVKOSEYHXQshw4fYbThZMqi97WMAzpThQgg32N95EC5EEcAID9Blb6nnvume27775T8R5ywFohyopBZqVV/NAsLjinB/v2mNlAxuTggBf4a8YDZwKqO9fkPp3Ci5ldeFEpgtg9ZwRmK4OSpIcFLnMQ2pozbicD6NWkTQ0A67IC1X//938fmFtgVT/60Y8e95JmVlL78Y9/HBhK8COD/g6CgQzGE/wUQNZJP0DWMpEoQIYPhS+mABnBcr9+FCmIAKqRDo7Mq0EcIBNg7RdelOsm8OtkUrteXefuNtKt8DYe4G214YxpT4M6tBE+J85sas7VvWApRTseRtKZ5j7HAgywJo99DOaWBdpbBRO1e+BAsAdGW8bXLv0O+gXC0W6SgGoYNDGhg/nZz342e+5znzvu5cyspAaWPQ6QEY8No+bBlVdeGWJISGVOo19GBhL5ZdRdwkEvEb1wuCw9jwBYpxRdTJFMcp/bK/lknWLQWjugTJVW8swClK1MHeqrgdzWe2dmZRlgbioDXJ4zvz50R+Ijvy62+p7mAKtTiyoWBa0lsJrbu140+dhQbCB0vfCFL8ze/e53Z69//eunAv8qm00MWH3KKaeEgBWs3WHobYEJvPvuu2drwZDKzx0x2FwUIEOPNu8PDfIp0MJEMFx2zbIigLUGVJPxt4tA5c41AyBN1JTuHTPra0wJGJB8D7Wz5oOjj4Hq7ut8vAjQVsYFCG1tIJpzKmB2NGisPS2Dy60iiMaNol8KoM2Bam9D86l3lE93F+4AxZo++MEPZl/5yleyE044YdxLmlmJ7Wc/+1k45B1kEWIcIJ999tnhUBUHn9Ny+JmyH0GRFvLL0M+kA2VkfOV9DzAGpD/23nvv8Brke/iv30nLzPJ0qlMBbe3QlPutcWtQc8A6Bqp72MxGwE7DeAURrYCYpxBrQXxcOCtupwED7YKODujgmaWHqoEl9B32gGhLrozsI28qv5wQt5NPPjl7wxvekH3iE5/IXvCCF4x7OTMrsUE2Cwef8J2DMkpph3+Cv4dG9Vrwy9iPwJdS/Qkq3gi/jGxlfgD8d5+z3w+KgSx5BC6lmHJQKj0/JTCag6NWNo1X+JD7DQlUtgBltLfAagvktsblIG8eeRAYv+RlZOlzpulDD0MXG6ZlgaUyuPNoY8fAONfG9oDqaQSrv/e972XPe97zQibyX/7lX66JZ+I4bGLA6h/96EdB+xFOYlCSFTh9RtEhFAmbBL2tYRVDpAAZ/yKti06Q4YitHx6+OtDgvOaaa7LDDjus9EWvitp/ne6nZuNtikHlzjUh7bnFSrPiKXvMeDxbtzKFKc0D/xhA0IasVFbc1CAA1hrjIB6Xg9AmE9opDIL3XCuSGI/bpVNtsLP9ooz6qUa8oSwrUI2CTTgd/uIXvxiKKM5sZpadfvrpwV8AsB4U0xhj4kAVh9M777xzthaNAmQEx3jh2UMBMg7sPYb0zTffHORTcAg/yIOEPIA1+aQFBzT0AG2PiYa3wvJrYQ2OTrWnQR3mSQBp4Xs1oJpbyq7bCl4JbND0Nz0gOr4et/Pecy9s4GBHKhjN23nMvjzp3tI+YtKA6s9//vPZq1/96uyjH/1oSDWe2cwso7pB+++//8AOUhEvQ1oSpKRB+ftJM+AFkAihLGX8P/llMNkBZFuAdRwHxaC1FNfEQKTkf7waBO351i24sk+eTrLkO6it5zfokFEC6z2QOxWsjvulAtXcPNDaGtPSxE7xW5Z0i2QxME7vbRGpEQ+0thjccc2ptQBUo5YTMpwAUkOaawZUD88mBqwGg2uvvfbKdtlll77Hmka9rUEYHC8FyFQ8jQfIPN0LbS+//PLQ7kEPetDA5VkmEbC20qL5QyxuZz3j7TGpja9b2R5vedWWJ2n5KontJsqTMHDZAq0tfTUaV2JLS4EmSYR4ztHalHWY0LX87GzhjSBGtQWw04ayrEA1AuF3vOMdQQvzGc94xriXNLMJMDCg8ezfZ599+h7rjjvuCOPh94UigJDBmFnT1+K9oQAZQDYOhilA5hrU+B3j8Bha3zhAHpaWuAdYxz5JAqy5j1ElO4gdbB1cttp4cUJK+nU9pY2xZSawwdK7zpPCncqaiwNkD4zWrqfaSguQHwYQ7Rln5sX+NjXde5LA6i9/+cvZn//5n2cf+tCHghbmzGbm2YUXXhj8BA4r+zUA1MhAxnio5zTI7OZJNvhaZH9RvAzNa/hb+OVP/qg3w1gj7HDgViPhpByUhjU57Ny8QHTczvMbVvwTZ8PEgLVdGLleSDqD4C0JHLfeqg5wXJylHffNc8CaClpbexGzqGICizuvNjbtnbTv1rQB1aeeemr2rGc9K8h+vOtd75oB1UO2iQGrTzvttABU9yPVgVtFEUUUU5xmva1BGN4rHiDjZB0BMsBrbFYg+wEdbADVKVWTpxmw5uxnUzJjbk4Fn2Mfv1ThmtKGPEXQqfbTkuPNki1P4qcox0C1BVhTsZBBaEbHWtbae7PcAqEth60xr8OcrRtV2dnR+8flPzzAumxgNX7r0MJ861vfGrQw/+iP/mjcS5rZhNh5550XDnuhW92PQZv6oosuCr7kmGOOmYpCisP6raIoIwXI8MHwxwRcY3+DDCn4ZUh6jcJiwFrzRxxwTtGo5mC1NIbkrzS3lkeDWjvo5Yxpza/kTeGOx/K0RK02Yc7F+SQg2gpWPVY0AdVFwGgvxZwD0RJDTUshJ5/rBeFoN0lA9de+9rXsJS95Sfa+970ve+1rXzsLiGeWZMiqgbzlIYcc0tc48DPw8TgQhV9eK7FeEb8MUJ/iZWRun3br49rXPS1rgKletqgn+wSrLaOo4nxhCQ/Nd6Ct51csQNmSbsK9pwDV3etZyAVW87na68nJPKb3qwhT22J4pwHHC4V0saX+eeVG6L5TgGqp3zSC1Ti8A6HrFa94RfYP//APM788ApsYsPqss84KUh3QXixiuE2wqcGqXkt6W4MwvHdwvnjv4IjhlLF5gR4aDhDWEjM9BqwlmQ7ra2UoRbQBaw5Uu6Dscl0tZtgcc07dLEnffwKgvWrHVrVqDljH7TQgFyC0KYliFF2M3x8CqtvrEe6F2tgHAbqUCF3XdKq1+/zsuwZbiG4QBoD6jW98YwCsn//85497OTObIIMmMvwDUoOLGPoisL7++usD2Hr44YfPDpBzGAXI8M0opoj3Dhlo2OOMElggwFoDqmOwWdOp7tKX1tjBvOCt0CZ2a54GtVooMIcGdb+suLaWtZOi7TLnVupdBQ4twEDy/x4rWgKq8xiBzVqqtARGU1uvMFeK/eubJydbA0XloU2NbKc3v/nNs3hlZskGQhbkKuBPixoOPn/961+HQ8+jjjpq5pdzGA6R4Zc/e2oTr0gpvOg926st/6KB0QCqiwLR1vUU8wBlq8ZAG+Rm2sfe2EnsYQPasnykB35reuOp4HcexrX5nuYAqwehjW1li3kZae/9s+l5dpxzzjnZ0572tOzFL35x9k//9E8zvzwi6+SPltwAjiINqV+9rQMPPHDgFZKn3fBjxIYFOpm33nprYFjj4AABMjZFqI5MBRqn/eT9ecdudiVB4EN6NaU7/6092+BDtCAep5oxsEptG/XuQobdYzZUHU44Xv6g5UxpbBC0jcDSkg30osgCAGsJ0JYKHxEIjfvXsOPKUs10CvT+xEC1dC+8jfS+tufcvBz+XVA2UXj/akr1Tek+ywhUQwsTQPXHPvaxGVA9s0J+GemvRQz+/Be/+EX2+9//PgCs0NecbfzyGYpoAZiGL4ZPRuYTpLwgBQIZFfLLaDfM9/bVT6wkFV1crTeyFaMIMDGs0M4aA4C1lgHE/a/m+xBceSAyfKdV/4H7FosVx+eyxvHMLZjYug8CBuKAPAYMKJin74W2Bvq7x2vJA0RLbTUwOgWk9tjgk2Y/+MEPAlD9tre9bQZUz6yQX0Y9oiKG3/n5558fYr373ve+2QMe8IDZ9y+nIQ6GX37KwedmX/7Vg9z2lFmqsZIJqCY/EAOeHKimNqlAdApIzQ8pNVC5d9zVZC1jPgcf3/KL+J5KfeiaZoj56vXVwixtvl8g4DoPS5t/NnmBY3pP0U07tEipdZHXT2IvVGe1RboY6gnSadNiqAUARvWf/MmfzIDqEdvEMKvhPPHFANicxwBQA6iG457pbRU3SIKAmb7bbruFlG/6kaIgFlVJBuiAoJgCZATL0/pjBmCtFT/s1ZTWr8VWqdRNZjY5flFTWvA91M4u5DgnSnpIDo2A6ng9eTdBBORKbGlpSA58mxImBhOa7kUCtHsOApa6PzQJsK622liyH3S9jEA1iii+/OUvD0UVkc40s5nlNTCv4BvyMrjgN5BKB6AbqcoIimeW35DxhA00iiEjW4wKL6JAJRVOBni9cePGtl+GBNqw/PI/fm29eZ2Dx2ox25bf8ADelCDJC8RTUqs9IDmwmZ33M09BRAmMlu6jp2iixEpm/ttit+Gz8O6T+kv+zmJEa9fzGK1NC7A9Rvgksap/+tOfZieddFL2pje9KbCqp3UPPbPh2Q033JBde+21ofZD3gNkxMvI0sHhcdFM5rVu2NfALyPrGLUj/uZkQ45QIPVwAJUD1d1tWFaPwdxOkfDQQF9+rWfcVttUvyEB8VZf77mnQVdYlwdWF2EdD4OpnVrQkZs0XIpEiT63U1TRuu8E3zQtrGrIFD7pSU/KTjzxxOwTn/jELNNkxDYxYPXFF18cAjAEZKk209sajIG1hfcfmxerCjQY7BQg4184agqQwb6etk33p37sf58s2Y/47QBQrV3jVjOYaRywjgFtnbW8akqJkEOLger2uApTmvpppm3C4rVKDO1ezejO2izw2EuzDuzsCKjWAGsCq705T373zlnZ7Ktf/Wr20pe+NOhtveY1r5m63+bMRmNXXXVVeN7jIDjVUJQIhRRhqBsx7cV5h2U4HMYhPjLFIMml/YYBQMAfYz+EFzbZ8MlgYQPkJoB72KC1xHLuKWYbBdUSYM1ZzJp/4b5lmBrUKXrXsc/JWwwxpY1XeMuzNpiuvA8x0B37OwuMxv1a1/sFoj2wBG0nBahGbZ5nPvOZ2atf/ersPe95z8wvz6yQ3Xzzzdnll1+eHXvssbmkK04//fRA7ELNg2EX551WA9APoBoZyJBH4/71bZ+qJ9fqIXDXipMAUlpAtQdE8+vtMaN2nvSTmfEaF1VkgLX33CbgVfJJFmzVKY4o6DwnFWMUijjmAL/70YdOAa2tIfOA3snvmXXvLb+uZQRMC1ANqUIA1Y973OOyk08+eQZUj8EmSgYEzjTVkAYLZw12L06XZ1+uYnbdddcFQOLQQw8Nwa1lKIoFhhxeCJDB6AKQAUY2HBr6I0gGu30YAfKo7aWPWjIB6+UW81oDMnm6Mgeq42vcqq2AX9sgkCSIxLy2ZDYsKRGYWRSJSWnETGlNToTaae8NOWSNKc0lTDhQrUlwhLESCj1am5nVldU2YM2BamvOsmphvuxlL8v+/u//fgZUz2yk8ly33HJLAFjB9IVfXkv1DgZpSNHGATKCYWQ7WYa9z8477xxe9Xo9aJnCL4Mpgv8nvwxwYlD7pDedWO0CrFOlqPJKaHhAZ145D26xtIe0lhgkjueSDkc9uYzOmhoh+LRYcVZhquSCiWyNkoSIxMim4BY+z2NNk9/1GFzSZ+lJk6TYpADVOMB79rOfnf3Zn/3ZDKie2Uj9Mg4+ocWK5z8A7i23tKUOZyYbYl7U8YCs2T777NPzG37PS+d7AGvN8Fz2sM6lTdVkIBr/nQJEc3DbA6rp2b8ggZzCM5p8jQZuSiBv7JNSgGpprhSgWpI8ycvSpnmLyFHBn3dAc6HAsCM3smJoY1v91PcsAaiW+k2TQer2KU95SvbIRz5yBlSP0SaGWQ3AFKwgnPhahtuBs0BQjOJ/SDGebfryG95HpHgjKH7gAx8YmNFFDQExUsWpUjI2UTh1pgAZG6tJNg2wJrAaZgGZmk516DfXC1R3ruljasWpYHwpYFWnyYk023kSJVoRxG7N6LSiiwRCW+8d3oMYrJbGlRgM0rhULNF6b1cddjYft2ys6lNOOSXobb397W/P/uqv/mr2bJxZX3bTTTeFzdxDH/rQJH+CQ2SweeHHZ5u+/Ib3EQfIKH6F9GL40X7GAsud/DKkWTAewGu8cPjcrwGw1oDqnmK2ls9qgcSWNjT5GDtjZy6pYKI1D63HYzOnSF94YIQX+HLQVpLkcgsmOr7MMxpfOwyI54/vwyueZV1P1an++FvLn7mBDNCnPvWpwTf/67/+68wvz6wvA/iMw49HPepRblvIhVx22WVBwhGFFAfx3F+rbHYwMA8++OCgV20ZAGuLVd1dUFHfJ3EyTxEJDwuMhm+w5pb820LeoorC+B4b2YoHrb6mVIcDgGvvQyoAnqrzLa2liC52V38DtPbe6zyFkGP7wF/YknCTYIhXHv/4xwdizRe+8IWJx6om2SYGrIZDRWCMtGHNZnpbgzG8j2BdQQ8ToMIgT9nxdbvrrrvaOtdgywOwBnCNQHn9+vVTAVhzoNpyssSotmITXIuB6s41aUxK6dUHxVIkoLqz1s5/x5WstbVWKyvmRqKjGe0DxzEAbQHaVmCHftamkI9LQHX7mjBuraXrMu/opmDcsgHVP/nJT4IWJgo2/e3f/u0sIJ7ZQCSi4CuOO+44058gLRZSFJCRQt2J2XevmO8EqADfCb88SPkUjI36HgRcw/fjUIHkQsCEL2rv+6K/wYd/SynE5DFq8zKN+9HD9vSuwYi2bqlLPsRhPGuArHQv/H30wGAPrLYKLUvjc9C6HyB6UDrVkwBUg1zz5Cc/Och//Nu//dvsEG9mfRtirFNPPTV77GMfaz7z4bsRV+M5j8PPmV/Ob3gfAWrhEBnvYap8yps/JssNksWHrjFgqmWdpgDRKcZ9Qzy3B1ZacaD03E6VzuB94zWZetPRNQ6qpzK143lTgequvg5o7bG4NdA8VW4kBq6tfvEl3nctgNXXX399dsIJJ4R6PF/5yldmQPWYbWLA6htvvDGwiaA97eltgQncD+NoLRt0wSHbAcP7OGzwGEExQGsEyDhk2H777ds61/0EyOMErCWgWnLisfSHrVOdVoiCgGoyDbCuLK24qdFNORF5wxN3BVDd6Ves6CL1TWFK9+hUG/fiBeTNOeWNIx+XgGpuGmj9H+/dJSuT/fznP8+e9axnBdmPd7/73bOgZGYDS3s999xzQ4qcVscAfhn+GfUmPMmKmemA/4UXXpht3rw5ANXDrr+Bz4uAa7CvAYwTcA0G3iABa34QqwHWPHDXdBm729ga1NZBLrXRxuD+JKVgYmgXTecVQ4zn4UbrcjU/XTA9nbUttdPmp31FCit6mDrVkwBUX3LJJdkTn/jEoIf56U9/egZUz2wgBj/x/e9/P7ACpb0e/AmY13i23+9+9xMlK2aWljWMA2QcxMMvb7PNNrn6a4C1XlRxwS0k3y8QHV+X5k+pQaCN7R1ipoybp58FyAK0zgtWe0ztVEgtBq7zyo3Qe1ukqCKA5zxANbcUtctJB6qRJQF96gMOOCD75je/Ocs2KYFNDFgNOQps7B72sIeJKU8ImKGDDDB7prdVfIMDBhx0viGfMuqNMyooU4AM2RA4fgqQsaZJsI991wfYAY7GQHX72pwuE2LJfGOjGQPVZHFgDqC6fc3ZoFYNoJe6cqC6fU3waMSo9rS8rI0YjSsB2jITmoHoxr1KQHTcT2sTA9ZlA6rPOuus7OlPf3rQwvzABz4wC0pmNjBDsIuiYI95zGN6ruHwEZlO2GIceeSR4SByZsUOkOGX4Y/B8hj1xhnzUyYUDiewv6IDZfjo1OeJBFhrGUMxaB0H7xJg3dvG1qAO80TjSG3icaRAnoPW2oEsvyVLQgRBcN/yHFQwUQXT7feqX1Y0xs8DPOQBolPsE/+n/M8ayCIBTMSz8z//8z9nQPXMBvrM/s53vhMAl/h7hTjrjDPOCG3gT7xaRDOTDcQ4ZEVAPgtAdVFyVQxYWzJWBFJ6YLUn4RE//3lbtwh9Qv0HbWzr2c7B07wgt1Ug0AZli/UrytS2QOu8YHV77gLa2JYudqrkiEYamHSgGtmieG6icDmeobO6OuWwxUkvGIHUG+hEzfS2+gcdwKiGzjdOk8YBaMHZ4wGBFzZSOK1GkAxGPZhkVAgKLK+yAm7PP/Y32edOv4/ZxnSCUWFFrmddr+uA9ebNKyorjReG4kB1uNZyWvEGZJlJZ1gFIjWJjbjgIJf+sFKLPZ1qjJtSdBEWt5OKeXFGtX6fjWylpm8O6w2ke5ezYOgvfvGL7BnPeEb2whe+cAZUz2zghkAYQZu04YM/gT9+yEMeMtvwFTRIcwCohs/DAfI4ChMju2r33XcPL3zW5JdBEMDnS8A1DiOs58tbT1pJlgXhRXul4J2KD5LJbWwJi9g3ajrVfBwtkAfTDMCwlTlEbt/S8myuY8UpOmnLh/CaClIxR+keONN5NWF9lv4nja+xp6XxUwplptz7pBj2tGBTP/zhD58B1TMbuNH3Cc9r/t0CCQiMavgR+OVJIQGVzQBQwy/D/0GatB/cgcA9TxaEbGnTcvhXA6Pp+asVvZOe/6kF8vD8rRuSFtKzncbOU4A+Xk8qyB33SwGqeT/qmweoTjkctgxyLRbY7smNxAUh881dL6yNTZJrGmg9iYa9LTKdoDn/7W9/exa3lMgmhlkNJ4vT4Ec/+tHh/7Hsiy++OMiDzPS2+jMwppBijHQwVDEum2HDBUYXAmQ8TLD54gHyOAJ4ycDwP//880NK3bcvO0htt0RMaUtreU4vvBjf7hLTnrZ0P70Te1oPB6pTmNLWHmQD5QWGAAEAAElEQVTOKLoYB6epOtXLlZp5n6FYl8XOnjN0qoVxa8tMbsSYF4B1mVjV+C5CCxM61dDCnD0fZzZoA0vre9/7XtB2w3MYfvnKK68MBZFRlBeM6hkQU3zPA8Af0in77bdf6X6/IA/A5xHrGkYHyve6173Mzx2Atcaq5uYVMUyVhEgpmOi1SUm3xXpTgFzNf8X3In3mEtjN57QKADcBdfs+Mb51DxZgbI2dAoTnmVuafxJY1SDY4Hl5xBFHZF/+8pdnWpgzG4p9/etfD4chlGl8ww03hJgZxB9kIM+IXcWlKwFUo6YDpM0GGX++7p+XzOtxXJMCRPN2g3z2xwBpag2CvCxm9Cuq1WwdftYLFlXU5ozH84D/Yelie6C1B/mp8ibuez030axq7GWR6YS4BRJKReTuZjY8KwfKl5PBRYUUAVTvu+++M6C6D8MGBkD1Ax7wgFIC1TBs5nfeeefs0EMPzR7xiEeEDQK0wrDun/3sZ6FICAJmiXk/KsP8ABbASkdhz794QsUEql1nafgFMKzb40VFEos6N3c9BfWtKku6vAbfwEiyHtKcAKrDnMaklc3L2apRXITeB0mnOp6TA9XamsjKBFQjKHnqU5+aPe1pT8s+9rGPjez5+N73vjdkuJCED+RHLr/88q42L3/5y8PBGGVLnHjiiUH3b2aTZwS0wDdTIUUA1QBY8T2YAdXFDMz08847L/xOUCy6jPsbfLb4/WLvAL+MlHJ8H/Bb/ulPfxpSpCHfJjHviWVtGQ5NfZbvqlsMET7IGwdSVtazHYxpMImsAo4ErGvMaQ4UwH9ZPkzz2drY9HcLqIZZxYb5ON48/P89pjjZqtOWzy210/7G/152oBrF7MDcQpbEl770pZEB1TO/vPYM3y08e/EMgYQm9oSo5fTQhz50BlQXtD/84Q/ZOeeck933vvcNfm/QRKkPvz5fLYpUuSi0SwGq8z5/w9grq24xR+5/47UkHQInrF9jHUvrS4l1ac68a+1nzXHf1aL9lfv2DHuSouueZKAaygIgduFg75RTThkZUD3zy1MIVsPxAqCEs0AghGrHCI7wIZYxkCu74UF+xRVXBGABDA+AwZNg2BxgwwXA+vjjj28XgYT+309+8pPAJr3llltCYa9RivEDMEcAwguIxYA1B6otp4mihnjZGlb6eqQgmNjSGNMad0kpbhj6snFjtrSZOuSA5KkpXgRUm/e51AGgLcB6efOyO2cMVEtrIvvc+3bNymJwZE95ylMCe+tTn/rUSAFDPJtf9apXhcNEnE7jd4h1QM6ADGzbz3zmM0G+CaxcfD/QZpyHTTMrZvTdgj41Dg5xaHfQQQeF5/PMLxevQg5gAf5kjz32yCbB8FmDaXbggQdmxx13XEiNxsYfcgfwywDeQS6AvBfZ3zxPf+7z7B74B8lHcCa0BljzNpqfyRuMSoB1zACPA35VPqQrrVZeH/lsDxTGgW9KUUPco3SfHhDtAc3e+jwg3BozdewyGw5unvCEJ4Qsia9+9asjBQxnfnlt+mbIVZx66qnBpyDjE/HS7AC5+O8XfgyHx8PMdAJgLYHWWraoBKpa7VItz/N3daWujm35XW89cV9+r7acpuSjm+BtEVKWt1ZrTOvzSZEbWRVA6zyCCBy0zqOLnfpeT7ohdkG8DGwJvnGU0kgzvzyFMiD4EE8++eTsfe97X2ALvvWtb53pbRU0gP4IhnGahMIQ05DugK8x0rOoQCN+7EhFprTkYWkPIaUTATkOTjCfVnRRAqplCY7eB5C2KapUbG1LSjWWZD2kcXk7S6LEkhPh2c2inEg0Lt+A2XPqjDCeUs3BarKFKCWqytpYsh5gXlspcdS3TEA1Dp+QyoRCtP/zP/8z9sAE8gD4/cEp43BJMjAw8fuBfAQOH2c2Wfb5z38+e//73x8yX8AU0J6DM/N9GA5dcdgKv4x0xGkw+GI8B+CXQTLAfZGMF9gi7/yv3mes5rN4Wq8m2+FpUPMxtACU+wVLhxqpr55USWrBRGsrTv21tOZ+CibiXvsFewFW8PFi08Yn/+qDIas9fjy2f/+b8j538P1H0SZoYX73u98tXIxtkOuZ+eXptm984xvZBz/4wXBo+NGPfjTUI5pZfsNzmeI8ZHGDLDUqI1mQlIKKKTrW3Hjbfp7//Nk/yKKK/RRjTAFlcxdVjGU+mD+ywGrJiuhicyuijV1UF7u7IKP8/Xrpo68MWMuOO+449pgzjwEzQgby5s2bgy8cd+wy88u6TYxY2llnnRXo8Ei/AXNrkn4QZQP9wT7GqczRRx8dWMnTYABBkUqBF37AS0tLITjGaTjSKlCgigJk0nDrx/DwBjAIthiY6RawAIb1P37Nfp/h7GqKhqdUGBBAtXatPSaKERpBMu8bgwNYjwQeE6NaA3nh83BJAxvM9apz2kUX6w4Tmge6HKiWCkGSkUSIpeGm9R2XXXvttaFoE37X//3f/12KZyQOxGDaJgBAFk6NwfqZFBbpzDoGcPVFL3pReL4+73nPm6UXFzT4Y2TnYPOM3+8gfFRZDIfheEEeCxrnBFwjswuEg+c9pHmg/E9fb/pQzXfwYoeWvjQvmqiNkcxqciRGvOtc4krzI5w1JQWhHGhILUSY2i6ZTc4AiYVojTFYQeORb0yR/rDnXu36VwKtywxUo94KpD8QzH/nO98ZO1ANm/nl6TYceP7xH/9xYAu+9rWvDX7Z2nvPTDa8Z8hUhL9CthD2OaM0MKw9HesihRKpLdp5z+C4+GCedVjxUex38qzd6pfKHs5VVFFhahct9MvZynnvVyucnGduspS5+b3TPcegNZQPEAsgkwOANXwdXmXGl4ARPeMZzwjM6jIA1bCZX55wZvUXv/jF7MUvfnH2R3/0R+HD+sEPfhCCHugk4ssGDZdpYAeP4scJTVGwmXBCXAYwaxSGBygFyBDRx3cFD1JInyBYzruBw08GKRkIQgBUp373PMAaBRXNYoWtdRJQLV3rHq9VANEBVG2mNGMtR/NqGxEE5x6IaxVB7J4zregigcvWZ4kgNwarpXElLWttQ/Jf7+/IvozTcGgC5hZ09FBYpwxFm5DBgSwYFIr7+c9/3nUNOtpvectbwvMc0gHf+ta31tQp8TTYj370o+zZz352+N4BgEEaG2S6jj322OCTn/WsZwVpiJnZBmkMHCDDr5Cs1Vo5OEfBZCqcjOyn7/z62LQiho7PRkDm+SAwpq1K9uQXLcCXa0JK7WJGW+xHNE1KHoR6RQuL6mJK48dAtMac4+2k69ysECOW6oqBaEvKi9o+99jzwnOGAmTsb8tieB5C+gNrwvOyDNmgM7883YbaOWALItNpzz33DBqsqE2EQ1B87oij8TuZAdf+ATLqIoF1iUyncT9X/uL9d4t/H0RRxTyMbD629eyvM5mChXWL+eogra6Kfbx+YS4FwDXrOVls6xwQWSpwbRVVLCq5YQHXLlNbI2Q59w7Q+kOv2dBuS1l0eCGLjkiCeN6UCaMDfgjsEId6kEkqgwzuzC9POFj9L//yL9nb3/72kGoMXRkYikYgMEaaOzRc8KNA1WOIk+MLOOrTz0kwnB5BbwsPDjDT1+pGBd8dHiCDcUCM6+233959X/BAIQYcgOq8LBkNsAZQTWbF2JJMCBlfe8xO0wBrjyndXM9cD1DdnjPqFxdKtMa1NlFtWRRBQ7t3zm5wWfsMa9VaNj9nbybQJtWhv+7ZN7UDZDjicf2m4HABGEJHD06sLOzWV77ylYFJBse7++6795wg4zeItSNVFYWnTjvttFKwzmbm2xe+8IVwgPyRj3wke8lLXtIO7vAZ/td//Vf43FEk8JhjjgnA9UknnRQYF2vV72iGQBgHyACxoFG9Vg6QY8N3B4e/eCb899n3V9vFkhsSaB37FckHxdIeMWgtHeDGYLRUvChFYiSsu9XOKqCE4DNFh9QC03kqdQqY3m7bCnw9INozDljMCcXINDAaQLQFVPN2H3nzFu0AGeAwfDEFyMi0G9czB3EJGNVgt/74xz8uTVwy88vTa6gPAKD6bW97W5DKxHcfIT5iv8997nNhf3jNNdeE2AXtAFxDmmbml3sPkOGX8dvFAXJZ9tQxYN3vQWXMqo7BWmt8N1YWNHUJgPaAaqkPWSoDOr6XFLBa6lsEIvNAa+0ePLkNzerGfXtANb++EPd17v1f3rClSxLECyRB+JD/n73zAJOkqtrwndmd2cSy5LxklpzDkpMk5VcwAGIAFMVExgQKAoKAiuQgShZJIhlBRHKQLDnnsEuSuGl2Z/7nvTO3qam5lbqru6q7v/d5mmWmq6ure7rr1Pnud86Zd6AtK5XoRZ1zOC7yEc6DCNWc/8qA4nKTi9UEWVyCOIGjkhwCNGI2veBIeOjXygoFri85u4wVZVkhpnRgscUW04VJ4LPDSZSTACdU3hcnPiKshCc9I3TjgONfVtqrdcCFBeugUO3wabzTprrSquh98xriyqgH9XdO6ZSGnjiRfOBxYaE6ar/B7eKCek/M63D79bmg/b2xA88Z8QZOn9Y/dDFuwrc73rN+PU9l0YPPEK7AYCDOe0p4FDw/QjXBrSwlxrDnnnuaK6+80g7d47yTlBhwnv7zn/9sS1dF+aF/I27+qL5qXFbQuosEmc8lA56Yeu2cXXxP2j0OcQGKC45eohMmTGj79yO4IHzwOUN/H9UbOihY19KDOihYR1UbOcHXJ1SHt0sSEpKSyKQy42r7VFdeQ81CR6B9iWeRxSdWBEXrNGJ0EmcfPq/Xrc/1HP+SO7i4TIxpVFzGzLDtttva2EZ+UpY8RHG5teEzz7AuZ+zyxWXMNueff7655pprbOk+/U/5rBKXadXU7nEI9yJCNYtLLCA36pxRjWCdOKCwpz+H8rmUo9p/pHVku/P3cO++4x/rixdJj+U1ZG3V8enzVe86jnJqxxEUxrOIx3F9sWOfL+K119IbO02LkTixOgiaidNaOEdBUGtplEmD64OvfvWrtjKeGEjlSRlQXG4BsTqr+HjXXXdZZxfCNasQOLtIkHfccce2dHaxAkPP5uWXX972+xbRCTLlF65dCCc1BmmQ5PAv93MBQ/LDxV2tbRacYO0Tqh1BjdcJ1Y44wTqurcegwYu+diLe/s0D7uuY706/cNxTlaDtu5Bw2yV9X+Oc0O6xvm18grUTq9MI1sH2H84V6FaRgc+MC8T1asnBczIVmOeg0qToMkUgnOy1117m8ssvt0k6k9PTrHQTfCl1ov+xaC2Czq7rrrvO9vrH2UVCzcVWOzq7OE+wgEwpHwvIws8vzvo0PsYNMnSCdawTrLMjdliiE6yT4ickXTYnOZ4Htd7wOZ5DQm5nFle0c20n9CJNStKdaBAlLPhEBbdtkliRNNApKKRECQ1hoXroc/TaBNnFZRJmF5f5t15uSaolcK26XpjE56JRXBa+zwS5IcI1wxgff/xxK84y9wRBh0q9dovL5IAsIC+88MKlf/17HPl+KqE6SFC0rm2oom9g4/DM5/6w0B332LjHxcXjvt7eml3a/c+ZUjiO2Gc1fbEHPT5CuI4b7hjb3iTO3R7j1M4qVA/Zd29vxSlMXCbO0KPZaS0Yv+oB8f8b3/iG1XGIy0suuaQpGsXlNhWrg/Cy7r33XitckyAzzZcBCVxEEojpUVPmQJTH68f9hqMNcbUMzeOb6b0j0eBkyo3kA/GSoVeUhOXlXv3NJckiJhpvWKiOE6xdm5Ckj3bcgKrB/ZtD7uuO6vtUx020DiakQ1qJdCT0qY5tNRLvznaidVCoThKsLzx2fOxnJxiI6Y3Fd8+tIucViCl33nrrrW37gJtuuqk0/cB++MMf2ioXVonpreXAbY6Yzjnp4osvtiI77wfu3KOPPtqWNLHazQWLaF2cswvhGmcXyTJVUwjX7eLson8owwXpL1+GXnnNIFjHCdW+wUNRIESn6UEd9xl0rTuinEdJjmefyJymxYh9ztxc0f3vU+Sw4xghOur+tARFdN/zR4koYdE6SayOuqYjLuOerEefa+I97Qh5HlxSZYlnissiTb7ohGsqSKn2ccI1ZqdWj8t8Z7k2QTBqluFlUYK1T6gOCrbJQxVnRgrDSRUxcTOSooXc4VUtcLpjSytW5+XUjhOu690bOyxapxGrs/bG9u0zeMzVCtVDji+iz7Wrhsorr8VQhrB79913W1GYc1sZUFxOT8uK1UF4iayWup5dzz33nG3j4JxdrKK2UiBm5YoPMq4SXmcZhro0K5xI77///opATcLDicT1ua41yUkjWM+YFicsR/ezjvpIV5zSnUlO6Yg+1R3V9amm/3TchQzJaKw7O/C8Q/pURw1enDojsZypZ3pMn+qQYB0nVPtwgZgL4WAgrqXPNfthaBOObYY2laUXJkS9HiYYc7HwxhtvmO985zvmgQcesII7Yh2tJA455JBBwVq0PsRlypBdgkyiiIBLgkxcLruzqZrXy7UH1U4sejIjQaTjZ2fELzoG21RFDU0MOqbTuJl9n71wj+lwbElyO8dt47ZLajGSlBAnuZJ9QkXwtdYiRAfF6KhFgVmJzx8vpPCasgjVUcPGw32uXYJcbZ9rHE8MlWUxCudWWXphguKyyBKnMDmRLzOsm88ELkT6ryNcs7jcSnEZeL3EZpzlzSgAhUXrOLHanX997TuiDD7BbePE6qCcFD7/J1XT8NiomBErAPf1Rb6WKKE6uE/fY1MLxzX0xQ4+vloZrqb2JlHvdZLDu2tYbmJ12j7X3NLMFIsSqvfYYw87N4IbC29lQXE5PW0hVgfh5VLu5JxdiLoEX3p2EYjpF9PMgdj1VaaNRZ4u4HYEUZDy9WBJGM4ZJz5y8mAhwAnX1YqPcYL1tKkzIwdJBQXr+MGLJtopHdenOs593ZGtT3VwUGKcYJ3kGON5I/tUh3tjT/10uyjB2m0TO2ByQLDOKlT7ArHrp0kLj2r6XLNYwrmK7zmBtyy9MIWoNS4z8MQJ1ywu43Byzq4VVlihqeMyC8hcd1B1wQJyWSohWkGw9s1TyGtgIrjPXdIwRLuPWvtU0z4kZnE1OPDQF7OSXMlJQnBccl+tEB3cttbWJHDukflWI0T1ueZGVVSauMw+aDXI4huO6mZxZgqRFJdpp4n7j1J1qpX5bGOWoBJqzTXXLF1P52oWzHmNxGWuw5sVJ1jHCdXhc3BYqE2qRI27BouSktz5P0lw9j0m6+OCryeNUO17bKOF48pQxZRtRurdFztJrD71p2NNo4duV9vnmn386Ec/snNzMHatvPLKDThyUQ/aTqwOwkunHNcNm3jkkUdsUuycXSTLzZQgI6TSjwcRDAG+Xr1y2wFW9RD9WbygND0qQXHCNSdVFgbcFPqs0259grUTqh1RgjUDFZNacPDQSKf0EGF5ZiphOc0AxP79eXpGe/Y7fUA4HpYwVCLOCV3pjR0Qqgc9b0AICG8T9x5efFy+fWWr6XNNOxqqQRjeVJZemELUy9lFCy/n7OIcjLOLuNxszi7iBLGE7zwLyPXqydcOsFh3xIWjUg3+TduDOo2bOam9iN0mRR9r93xx91eOyyNaB8VqX9yKE6NJptOWf6cVo7MI0UkE3+OoWJy3UD3kGHp7rQnBtQtJ0+eabb72ta/Z/AGhOup6UYhmj8uIRk64pqQepx/C9Q477GDWXXfdhg1KywPiMQvIxBSEato8tgK7H9ov7PmIOkc7oTZOrA6en4dV0cYi6pot7nHElyxidfixUSS5vJNyUO+xDIjjvmGWzdAbG9E66RqmkWK1r8+101vS9Lnmde67777m73//u53pxJwc0by0tVjtc3bhuMbZheiLm9Y5uyhPLnOCjIDFMfMFpsyhmVe7y9K7jDILXNVZVwE5oXLRlnUKfVCwDgvVUYI1QrUjsWd0jLj8qbA8M52wPCBAxzm+YUZcn+rAfp1QnXTBkMYJHSdm2+cdEAF8gnbUfvMWq9P2ueacw2eQsuXtttvOJgtl6oUpRD3huzFp0qRKgvyf//zHLLLIIla4xtnFBWiZE2S+t8Rl2kUhspf5WJth+BXvJWLg6TeOTyVWpxFRcUwntYpCSI6LdUGxO+0wxDS9rO12A8fmE6qDJF3Ku/LtqEQ8LFSEjy/ufWTbpPfZiR2+9zpqMSAcj+stVvv6XLsEOdjnmriMwxShetddd7WOUxaQyRmEaBdDD/1UL7vsMttDle8GvVWpMNhoo41KHetmzJhhF5D5jrOA3N3dP/C+VfAJ1nkuJoZF67jYE35cWOhO89is4nhQrM3UqiPGqR1HPfpi9z//sIb1xY5zahcpVGfpc43OwsBytvnpT39q84Z//vOfZu211y76sEWNSKz2wFtCI3PXs4uexXwBXILMKmyZhGvnAuYYm72NSdHQI4jWMJSLVCsIht05CNlOuE4qX0GwjhKqHS5pDgrVyf2iXTuR6P3yWJ9YbR8X09YjeEy+beJbbHR4hWpHMLFO44SuDF1M+A7EOQjC+62nUO3DBeInnnjCnm8YBoGAzefonnvuKVUvTCEa7ey68MILrXB911132XOqc3att956pUqQEbpoI8UxsvCpBeTq4Xz46KOP2nMhixWw/0lDh+JmHZiY1IPa7iO8TWhfPld2WLBO6mVd68DEiiM6Qoj29RkNbhsXD2sVooP3BwluG+dcd/G4kUJ1XJ9res5T4UQcxmnNOen2228vVS9MIRoJgtEll1xihWvMFLRH3HLLLc1XvvIVs/nmm5eqypfvMXGZY6RHdZmuGeopWsedw+MGKqapLIpb7I16LAJ0FpE77eOixGEnwFbr1C6qL3b/44fV3Bc76Tl7Ex5bBqE6rs81egvnG2IyZi960NP+gx7PovmRWJ0Abw9fAkqSnbMLp+PWW29thaS11lqr0GBHry3E1eWWW04iVo28/PLLdvrqqquuak92eX1+uJDjM8QN0RHB2rUL8ZWVHnJu8n5JmH1idVJbj/7Hmuh2IjEib2dMWw93TIOftyd5AOK0GYnCMkl1VFuP4H59vax9++6Z4QTt6Asst99GC9VhqPYgAPPZ5LPEuecLX/iCdVlvsMEGpUoChGgkLAhedNFFtszvjjvusM4uEmSE60022aTQuIyARVsA10ZKC8i1XeOwcEd12wILLDDk/ijR2icih/8Ovj7UwcQ7SkQOxrq4FiKI1mmE6Dj3VXDgYafnM+0TmoNCdNxALLZL6lNaTyGa7dK0WDnvqKF/9yKh2oPWH/TW5xqOtm/EZW6bbbaZWv2ItoUqX2Ly3/72NztXhe/CZz7zGXsdi/Pal/M0CioY+c4SR1j4bIe4jGCdtNgYN1Qx6fzc2xfdAzvuse5xUSJw0mOjxeNkMbeaNiaO8PM2S29siJqHkdQWBdG6rGJ1+Pv93e9+19xwww22rQ8VEywsky+TG2hWTPMisTojtHqgtIBg7JxdrvRp/fXXb1iCzJ/tpZdesjfKi9W/trb3klU4HDOUlVNSUq/nwTXrhGsu6hBYnHAdHIaZJFgjLMcPXYxu6wFh7XhQO5GY/fbEtPXo32+0oD1kAGJAXE66aIwbblXpUx01eDGwbydUf3pfdOC/5IRie09SYkyPXlrS4FbhM/Kvf/3LXHnllbbHPqXHVFMI0e6wIHjppZfaBNk5u0iQEa75t5GLOsSRp556ys6/WHDBBRv2vK0IvcuJzSwgx13jhAXrOAE57cDENCJzUg9oWnfEVRYFHx8VA4NitT220DVmrCt6+LBYsdodQ+wxhkSDsGgdJSqkEaKpFrLHmXDdXCaxmmPeZ599bNUl8ZjvOS1AiMv8jsoPFpKFaHcw52DyIjYz4IxzHIs5X/7yl22lcjDnaVR1zlJLLdWW1827HfyW9/dJi5WdMTlSUKj2iblpxOo8H5dGqM7axiSOavti83xpW4xECePh3tjV9sVOEqrhjF/MYcoOr/Hoo482xx13nLniiivseQaNjphMbD788MNtS1/RnEisrtHZRc8u5+zCXeGcXZtuumndhGvaTJAM496iJcnYseVf8SorfPxxprMIgVDdyJU3V1aKcE0/Tv6OCNfcOI4owTooLCf3jI5JyAce6m0n4tnvjBRtPdL2xk7rhO6Z0ZPqoim4nfd5OzqGCNWf3tdZSqF6l112sS2ISIS5wA6fA9RWQIhoZxclyTi7cHI5ZxcVUfVydhFLqMxBYM2zOqcdce/lq6++anuKzjFHcrLkBOukYYmQxs3LfuJcTE7MjhpCHO4x7YubPrE7GAPDQnVYtE50Rc/qjX0N4ecPH2OcEB13f1DYjboOdkJ1EN+2ZRKq+VwecMABtuUBvTCprAzfD+3g2BQia7n+tddea3NmFnkYPEye/MUvftFWJDDXoV7Q1vOZZ56x1TkMhWxXwoJ12qoar2vaI1TXInLX+jiOL6tYXXnOhJkVSfv09XhuVG9sJ1pXNVSxa1hLiNW8vmOPPdaK1Vz3sxAWvp+bcubmRWJ1jv0pWT3mi4K4ROB1Pbu22GKL3JxdiFisDrNijVDdyJXpVgPBj/cStzNCdZHvJQM/nHBND3I+P4jW5905eGCPT1j294tON3gxzikdTLicUJ3cM3pA0E5wfUe5oIOP9QnQvguZ6dM+ddXFBaOZPdGCdliwLlKsJon/9re/bYfWILbR71YIkR3iJC4LYvNNN91kf0cPTRLkbbfdNrdzPrGERU/O3cRlnN2iOrgkffrpp20sJC5nfS/3Pm5K6sXUKGdUNQMTw6J11EBEFzfjXNnEwDih2u5/4PHRjuyQIzr0OqKev3J8NQjR7v4g4W19YnV427IJ1QceeKA599xzzfXXX2975Ashqstj+Q7RxotFnylTptjespTrb7/99rkZsIJVsywgU8kqPhWt48TqqPN/pT1IjHBci8jtHuvtnR3z2MFDFdO7jqsVruN6Y+fdF7tevbHdPsMu7WYTqk8++WRz2GGH2fMJC1+i9ZBYXQcIvIjW3Ch9QqjG2UXpE86uavvZsTL90EMPWWcYrT+K7P3VChdLDKXkX8SFMk2D5phwek+ePNm65295dXP7+6ge1WHB2tf6I1ZYjhGzSYR9QrVvv+HtopJo26c6wZ3d74SO6o3d6RWq4wTrnukDfaoTn7ezcKH6e9/7nhXWOHfgBBFC1A5OLtrn4Oy68cYb7QJh0NlFj7tqz9f0p2Z/uIC1gFyb6P/444/bti4I1dW67aIEa1/VT1iwjnJmO7E3rj2IE6yjhGpH0mV3ZWBihJge7kHqi7VRYrR7HUktTOIS/FqF6Lj7HRf8dmFTFvh7HXrooeaPf/yjPYdoaJMQ+cC5gOtd2msiXFNlSktNRGtyZiqWa4kl9LElx1O/2qF84+dvRN6XNGsgDt9js4rcWR4XLRzHu63jiHuN9e6LPbS9SX36Ysc5tZtFqD7jjDPMQQcdZM477zzb1UC0JhKrG+DsomcOZYMEZAIovXS+9KUv2cbvaRNb3L9MMGZlmB55KmeoHkQFRH8WEVhtL/OQOj4vuPVOvHaeWLG6MnQxoke1v2d08gDEpLYe7rFRgnY4iR7UpzrmORmoGHexgGDtE6or9we+H06oTvO8l564pCnyon2vvfayyTBlkghfQoj8QWBmCAv9ZUmQia/O2YV4ndbZRXwnlrAAzQJymWNJ2eH8xwIy8RlxodYhdT7BOi6WIQwntRDJY2Bi0M0WHIQYtY07tiBRA7NcvE0SopMYdIwe93SU2JxGiHbHFteepExiNSnSb37zG3PCCSfY3pcYT4QQ+cO5g5kTCNc4r6muoYKBuEyVctrZTCxME0vYH9fRGniaTbBOqqpxspFPkI17LI/zPSbtc0Y9Nkk8rqY/dNzgyEb2xu4X3LOJ1UnXF/3HGf9+I1qXXaw+66yzzI9//GP7LwOPResisbqBEEBdzy6cXTilN9lkE7uCzC3K2UVvbALvIossYnvXqh9e9SAuIPqzyr7yyis3lej/szPiRWPomR6fKH46jDC/th5p24lEDkAMi+hTP90uTrDumR7fp5q/bViojnrOooVqTsP77befHRDHuWHNNdcs7FiEaCdIaKliIEFGwCbeMiDNJchRzi56YyNU05t6+eWXb6pYUsZro4cfftj+P+JCnlVjTrROWnRN53ge6FMd5XgOiLzhQYiRQnQooYwqzXaCdZRQXY0r2idERz9//7ZpXNFxBIX0qPexTEL173//e/Pb3/7WVkpus802RR+SEG0B55l77rnHxuXrrrvO9p2eOHGirYLacccd7cBxX17CLCDiMlU5LCDXa3ZUq4rWaYVqnxib9bFB8TlJ5I56XFbhOI1wHeXirqUvdrW9sQe3NxmWS1/sJKEazjx0HlNmzj//fDvo+PTTTze77bZb0Ycj6ozE6gKdXTi6nLOLxHfDDTe0ojWua+fs+stf/mJF7HXWWceK1aJ6nDud1XnEhWYU/eME6xkDruqahOUq23r0P7YzoZ3IjGQRPSBUxwX44HZxTumgeBD3vEUL1T/72c/sdx03ybrrrlvYsQjR7gny7bffbhPkf/zjH9bZxfcR4ZoSQ4RpzmVUP1BezH1LLrlkU8aSssCiPXEZcYEF5HqICwjWSWJ10DE9zBNzwo5qn9DqizdB0TquRyiiddLAq3o6opOOLw8hOqk1SdmEatzURxxxhDWYfP7zny/6kIRoS/guPvDAA/YaGcPXSy+9ZA0dVCd/9atfNQsuuKCNwXfffbd57LHHbC7NrBctIGfnaz9+LfK+JLko7joo7rHVPi6uOidJOI4SrRvRFzutcF1tX+z4oYrxTu1mEKrpTf3DH/7QnHTSSea73/1u0YcjGoDE6hJAAsEgNefsou0DpU+0COH355xzji6Ua4QemCTECy+8sFl66aWbWlzwCdZOqA7ie42p+lTHtPUI7zcsQEcJ1ojLSf2i45zSwcDuE7T9rvD+NiFJ4gePLUqs5vR7yCGHmD/96U/WPcJFthCiHHH53nvvNRdccIH9br766qt20Xj++ee3P+O2/M53vlP0YTb9fA/i8hxzzFH39mY/OPrDyPt8rT2CgnVsn2rneI4RehGsk4TgWT2zYhPYsPPMt63vOYLxL8kVHZdw1ypEp2lNcuGx400ZIC6fdtpp5uCDD7bffwwkQohyfDeZEYFwzaLxs88+a6txyOtoubnvvvuaX/ziF02d4xUNrbh2O6h/CGOQOLloVqCF1hAht8rHJT2WNpmRj8sgHgcfn7U3dqU/dAG9sSPbosQOVXTDGIc1pVj997//3QrUxx57rPnBD36g73mbILG6pD279t57b/PEE0/Y5M317MLZhStYX85sIP7TRmWJJZYwiy9e3PC8egnWPqHaLyyHnNIR4vH0aT2VQVFx+41u69FZlQvaDl6M+WwT1H1CtW/fTqh2xAnWfzt5KVMEnHpxbbE6zEX25pv3D9IUQpTT2UXZIaXJsNZaa1WcXQsttJDickY++ugjK1QvsMACZsKECQ17/8KidZwQ7QTrpD7VSU6lpPYhTqyOS2B9ZdLB7Wp2RQ/sPypG+8Tm4OuptU92mcTqP//5z7ba6eyzz7bfbyFEOePyU089ZX7yk5/YBWSg9cfnPvc5+71V28zs0EaFuDz77LObo86dM7PgnHXQn++xaR7nhOoyDVXM2hu7iL7Y4ceGResyC9UsTu266652hgSLUvputw+qkSlhSSziFT0cWTGmJJkhgKeeeqoNvFtuuaU58cQTzeTJk6tq1t9uUMZNL0yS4VYRquGYPYYnCtXgPiM+p7Qv4CFUQ7UlRv37/TQAh8VlntP3vE74jtvv9CnT4o9pYL9hoTrOUVakUI0zk+8yK8USqoUoL5w/ELBefPFFc//999uYwrwJ2njRUorhjEcffbS9X3E5GfqC8z4uuuiiDRWq4bSfz175/yQRetbMXjM9ZoG0fx8zbR/pNL2kEXR9om5QqLbbzewdJE5H9fN02yUJ1eH9+e6Pi9FRQrR7PUlCNYKEu5VdqD733HPNT3/6U/PHP/5RQrUQJeeSSy4xd9xxhx1K/swzz1hjF+30GNJLJdSvfvUr8+STTyoup4B2pPfdd581xa200krmr79fxN6qhbjUMyM6fkbFAx4XF9OihGpXoVvNwi2fD+Kwu1UjHCcdd5Cwg9s9ttpFZ99xxx3rp887K9XQ6KKh6wC9qQ877DAJ1W2InNUlg5YAtP5g6jj9MR38mRga4Xp2Pf/882aNNdaoOLtob6Ev72Bef/118/TTT9ugO99885lWZL8T4wVcR1y/zqCTyonVDp/DOpi8xzmwk3qEfjrs0dPWw/NZDl70dHTEDF6MuTgKuqyLFKqPP/54c+SRR5pLL73UbLvttoUchxAiHWeccYZdWMK9hcAa/C4TYxj2cvXVV5vHH3/cxhvn7Gr2llP14O233zaPPvqoFamLnsPx3V//L30P6NAgRN82druQezoqEfy0fUhtiWLw+atxZFczUCtKcPC9R1GCRHDbsgjVtOLbc889zSmnnGJ23333og9HCBEDcyW+973v2bhM3A2es15++WXbwodcGqcwZq/PfvazNi4zG0FxeTDM4EBjGD9+fOQcjp0PeHXI7+IWIPtCguzwwODkuMeFHxt8XJJYPdQ5nM7tHBXncCzXMlSxlt7YWdubVOvUdpx75PymjNx00032e/vzn//c/PKXv9R3tw2RWF3CEhy+iPSrjoI/GUMkXM8uyqBwXyN67bTTTrbdRbt/mRnAgcuN9yUo+rcqcaL1tCkzvEl0WDgOC9VRgnTYaeYVtAcE6M4YURl6ZqTrje0ToMOCddBRndQf+/LTJpgi4LtLInzooYfaxJiBqkKI8jurGdBLaWzcd/uFF16oCNe0nkKQdcJ1sw71zZM333zTtjdDWKD3dxmIEqyjHE5BkTV2YOKwzlSOpbgkMlgRFNXKKnwMYcE6Toxm2ySx2h2Dr5+4T3AIvj9JgoTbtgxiNQvHCF/HHXec7YUphCg3xFxEVmYexG1D3EG4vuKKK+wcChact9lmG7Pjjjvadl7tHpffffdde73C4npwMT4KJ1pnEZyDID5nEbmjBhbnJRyXvS+2e3zS80XtN81jyypU0xb3K1/5itlvv/3M4Ycf3vbf1XalLm1AEGNouYDgOnHiRBscki4Sl1tuObs9K56u9xTQDoPecfx+zJgxtjfkLrvsYt544w3TiowaNSpWqAa+rLwfxxxzjBWtSf5IiEmQEWfXXXdd+6WmJKrd1iJ4vbRPcdOi20GohuP2HhkrVENcmfLUT4a2znDQEsS1BfGVRMe1DIkLytOnTY9fIR/47EY5peMuaKrtWVZPeD20EqAskaGpEqpFI1Fcrh6Ewjih2sVl3FssRNHiguqnr3/967aVFzGZsuQDDzzQJoXtFpfhlVdeseXYDMMqi1ANfzp4TntLi0uyk8p13YJt7L5mzYqNkeFtw+2sfMcQbPmRJERTMh03dDF4X1ysHvSYhHYf4W3LIFTjvvz+979vr6n5V4hGobhcPcTcOKHabcP7QF9r2oVQcbvXXnvZ3Hmrrbayg31pK3DXXXclDqBtRWgpSlszFtPTCNXAOTvpvB2Xn82YOj1yIHFSXsfj4oYZx1FLm41a23Tk9fgo4q4jqm2NUjR8J1lQ+tGPfiShus3J3Vl98cUX2+B4+umn28BLuTvBlVJZXysGPoz0ezzqqKNsSwvchlwwUraD+4ZVU1ZVmP6JEEuvQ4YcEVRICMWn8KfETeycXQSgZZZZpuLsIii38ped108yzCoxLVK4WGs3gg7roFAdJOywnhZs6xHjvnZBLwrnsPYl6T6HNWL1p4/tjLyoiRt64RzWvj7VUQ7rolzVCNT777+/OfPMM62IJUSjUFwuDufs4j28/PLLrRhBqS3OLiqhWFSNOv+1As5x/uqrr1rBfty4caasOJd1UmLnWnfExaZBLUQ8bjCfMBKMk3HCCftLPMaBx0c5ssP7D28X9/x8XpME6V7nyI5xwl1yQvFzRBD7ODfSC/PHP/5xS18ji3KhuFws7733nrnooovMZZddZu68807bqxkBG4Fsww03jB3M3gq89tpr1tTG4sa8885b9X523Oel1IJz1CLqsMpQxWwmpMrjqjQoRbX3StNuJOtARfu4gOTmhiIG9xn3fHk5tcPHXUZXNb3Tv/CFL5hvf/vb5g9/+IPicpuTu1hNwF177bXNySefXPmyk5ixkkm/mTAka5TX0s7CgQsJ9w0BPOpDzOAEelKlXQlsN/izEohoFYJr5IEHHrCr965nFxcyrfTl53NGH0w+SwjVSe70Vheso4TqsGAdFKrjBOtgX+m4z01cW49gMh4Uqiv3hQQbhOpB90cIA2zXkSD2ONG6KKHa9cI87bTTzLe+9a1CjkG0L4rL5YnL77zzTkW4vvvuu63LeOutt7YJMu9xKyXIrqc3g46Jy7PNNpspOwjWcUJwuMe0Ly75Hh/8uyY5+BLLfQeqpKJicS1CNNsmHZ9ztkUJ0U6oDhLetgxCNUPZuB7+xS9+YQ466KCWuiYW5UdxuTy8//77dqGAgee33nqrGTt2rNlyyy1tXN50003N8OHZhckyx2Wqj7nx2ZlzzvSVRWlE6zjBOanaJyrPSyPkOuE6LXn1xe5/fPJzx8ltSUaxuNcft2ge9zh3zGUTq+md/vnPf97GZipPFJdFrnaeGTNmWFF0iy22+PQJOjvtzyRlPvh9cHsgcYvaHlg9TlP+087w/nDRQ9kx7yUluJQ3sgK/ySab2FV4XCS4vJq99GnmzJn25DZt2jTbf6ydheq4liBBaAniE6qDibAjPAAxKuCyXZqeWj6hOk2Zse8ixwnafQmP5biKEqq5AEaoPuGEEyRUi4ajuFweeH9wMOF2u+WWW6zjmhhNRRQukmWXXdb88Ic/tPc1e1zmfE6pNZVOCDLNIFQDLUHOPjy9yyzYdgOihG7XxiNZCJ41JAZHQSxO4zdJ87zBbX1i86fH9+nr6/VsG/VY37ZFgiD1ta99zbYHkFAtGo3icrng/cGRztBGFldxrPPecY5g4CAOT6owaLXSzBAvcFOjCZAv5yVUuwXIuEXIOKGa3JBbLa0yamsR0lO5Vff46o876fGxQn0frVFmeQc1J+XjPF/ZhGpMh9ttt5354he/aE466STFZZG/WI1jiAvdcD9Cfp40aZL3Mfw+y/YIkvTk2nnnnRN7SIp++LIvuOCC5oADDrD9M+lfRrN6WmZwoUN7kL333tv282q2BNld8AHl1N3d3UUfUik47efJ3404gTcpWQ4nyEFBOy5AzpgaL2g7wTrsqvZd7IS3SRKsi4CBLiwS/e53vzN77LFH0Ycj2hDF5fLCTAWGueHwpHckffn4d4cddrDDjkie//nPf9oF2WaCzxttyHABIlQzi6PZ8AnWvoQwSrSuebtZvd447PtdMB4n9aBOusZzgnIWcTnrtkW7qin5xzGJg5Ue80qIRaNRXC4vLKzutttutp0mwvWJJ55oc83dd9/dVih/85vftNf206dHz/opI+RXjz/+uHn77bdtXMY9Xg8uPXFJe6uFoHibpT1GWtE6zv3dM31GdE/tFAKwT3hOM8Qx+Pg0zxfeZ5RoHcUFv13YlAk0KRzVdAA444wzWqrKUNRGUzVKZEWTC0y+oJTTi+qdXYjTN998s73IwVVCiRgD33B2kTz/+9//Lr1wzYUYfdhwUtMLs5XKtOotWDtxOUmwjhOt44KvL8AiVMfd75g2ZWrkffa4YhL9qNdzxR+XNY3m2muvNd/5znfMEUccYZ3VSohFK6K4nA+ICZwvcHYhWLPA9dFHH9nEGGcXVRmcU8ru7OL4WEAmAcO51cwLyAjWTrROkwRyzRS7GBuIXb445nuOYAxOisdJLmsnKkeJy0m/SxIA0rja/nbyUqZIqCakry+Lx7/5zW8Ul0VLoricD6NHj7buatqDIFwzJB0RjWt6hGsWAi655BIzdWp83lI0xCaGO3NNgVDN66o3QdE6yVWdNBzQ5zpOEo6daB2OS2n7Yocfn7UvtjvuarrtusdWo8NwHRE3X6qMPPvss7YP/+abb27nO0moFnUTq+eZZx77ASPRCsLPCyywgPcx/D7N9i7wIqreeOONWiXOCUqAEKd5TxGuf/3rX9tVV3oFLbXUUjZ5vuGGG0rn7MKxRS82SrdWWWWVlh5QlbdgPaStR4TAi7jMLVYc7usbsr9P9xsfoL2C9kCLkLiLF5j+ybSY/fYOek1FCNW4IXfddVdz8MEH26GKjUqIGbzjHBMM6GEBip6x4UUepiszTAYHyZe//OUh52DROiguNx98Lxm8ddVVV9l4TDkk7zVOaxLkb3zjG7bnNd/lMoHTjAVkBOpWWkBO0xYkmFQS28LxzRdHgy7rWNd2wsIxuBLmaoXoOGd0Gue0e72+114WaINHeTHfn9///veKy6IwFJebjxEjRtjvJeI07zszocaMGWNbCS222GJ2EeyCCy4wH3/8sSkTfB4495HHs4DM62gkCNaXnbq0976kXC9IUS1C6tliJKk3Nrdqndpx71eZXNW0wfvc5z5n1ltvPfudapRQrbjcPOSq8JGg0IrhpptuGvSl4Wc+hD74fXB7ILgGt3eBl5UXymX50Ij84YKGMif6ciFcczGPKIzotsQSS9iyKAZ7FO3s+vDDD61QzQXa8ssvL2dMBsE6WlgO9akO9bOOEqyT2nq4YBveX/D+T49tureHma9EK/xY/757CxGqqUogGab8kiE5jfx80oeTwHrPPffY8yjfVaab8z120AKI8kZ6abM9bYG+9KUvNewYRWNRXG5uqBzCvYWzi4vkM88803R1ddnqKIRrFpYvvvjiwp1dU6ZMsXGZ6wgWkFvNGXPeUQvYm48o95OLUUltP9K0BZk1c1blloa8W3hwjFFCdNTvwr8v0lX9yCOP2F6YtNihrF9xWRSJ4nJzQwymZQHDkpk98be//c0KXocccoiNywhfZ599ts1Xi15AptKJeMyQY467KBCso0RrH1E5HgKsywOz0jNjRlVObXdfVtE67OIOitZZhzhWK9aHW5OUSaimdzptP/hssgjUSIOD4nLz0NFXTX1CDCRNiJt//OMf7QTi448/3n4An3rqKdtbC7fQwgsvbFc04K677rID/44++miz7bbbmosuusiW5rEKyBBAPjysVvIzQmmwXxf9Hpu5xLRZYGUJhxd/W3ehRKkGDhX+Zo0caPjee+/ZUibEcy4IRHp+cPSHkWK1o6OzM1JYDk8dDm/X0elP/pwI3dERvTbGY8Ni9aDnHXis7wIl6nmv/NPyptHQE56VVwao0f6j6IUUXJlcQBNkN954YzswhjZAXGBzXgXOzSz6MKSHyfKi9VBcbj1wSV1//fX2b0MlB2LxRhttZJNkbvXqR+mD0mI+C8zGWGaZZQo/79WbXQ78tEdsmjJdksQ48T6YgA4bPnQ7n0Ad3K7aoVA+sTwY4333+2JvGid1FpEib5544gmbEOPeOuusswpfSFFcFqC43HoQD/heX3jhhbalF73JWUxgoYy/DX+HRsECNkL1uHHjzIorrljKCuQv/uAZ7+/jheOh8Wh4ChE+ysU9vGt4VZXAjmFd0QJrUsuRqMfG96rujXzNcQK44+LjFjNlAOF3yy23NBMmTLDnqyIXUkBxubzkfubaaaedrCOX1cXVVlvNDtkhoXJBk1UUViEd66+/vv0g0Ex91VVXtauTDC4g8MLrr79uhdLXXnvN7o9kyN0I3KL+IEazUn/ZZZfZLzOrxVz07Lvvvrb0ib85F00ky/WEfmF8nuirLaG6PkMXp02JLyt3SatP0I5r65EUtKcnPW9fb+RKellKjlmd5XtCW50yCNVAsAV3gcyFKwlNcKL8csstZxZddNHYifKiuVFcbj1woNDjj7JJ/nY4r/l7HnbYYXYx9wtf+IIV5tw5oF7873//s60/OIe0g1Cd5LKOEqKjRO2wUyrsno5yUrvtkoRq12okSnAO/z68bfyMiL7SC9XPPPOMFfZIissgVIPisgDF5daD8wtmrj/96U+2DQsGL8StE044wc6e2Hrrrc3JJ59sc+mcvYKDoBUJlU60m+HzUUahGi4/bYK91UpUm410j/UPRczaG3vI41L0xvb11U4jVCe1Fym7UE2V4DbbbGO/E5yzihaqQXG5jZzVor2cXfSzZgWZEgqCo3N24brO09nFRRi9hAi6rHyJ6tn90Hci75s+4Lx2TuYo4kqRnNsqyikddlgHt4tySdvnnD4j1p0dfHyjXdVcFOKcwAnDRWkZBBtW2BGs3n//fXPHHXfY35HoMKgtPMUcV89mm21mjjnmmIKOVgiRB4iit912m/2uI3ywyBt0duVZFk7C/eijj1pnzCKLLGLala//9PVMcdIJptX233QE23f4YmeU0Ozc02naj8QRFODjROCixOoXXnjBlvUi8uFiLYNQrbgsRPuB1MKiLovLDEpGyKYNDK1EWLRgQSGvvIFzCwsf48ePt2JgGfKRLE7rrK5qH2HXcVxvbN/z4baOui8NvgqluOcb9NiYOBUngCc9tixiNdUGxGW0HKoCG1mdH4Xicrkp51KbaBpnF44Vgi/lHKzwE3APP/xw63zmi09/Tb78tfDSSy9ZdwxOAQnVtXPMnvFCdVy/6P7tpseWPtse1TEtPYLBNrxdlFMLoTr82CgaLVTTlobFGS44yyJUA724HnvsMVv1IIRoDxDkuJDG2UXspIc+JcD06SVxJUnA2YWIXYtXAccffYDZdzsL1VE9IOOEaOJnmvYhaftJZx1smFakTnuccdsWJVQjBtH6gwFKxMAyCNWguCxE+0FewLmIHIF+4hhcNtxwQ3P++edbtybtXX7729/a81YtcRkhkDYwxPqlllqqNPlIWnBZR80aSitUV+s6zmuYYy2PJ4ZX69SOe2xZhGpauRKXcS/TJqcMQjUoLpcbidUiF0gEKLOkRcirr75qT0IEyt/97ne2JJmT0+mnn27efffd1IGY7QjqJNysQDey11ergkCBwHDk92dGCtVBwoI1QrUjSbBOKmWKFbQDj3VCdfCxZRGqCW44I3AtnnrqqaW5MNxzzz1tD7Cbb755kJDEUNIZM2YMWUCKm0AvhGjeuLzBBhuYU045xbpMKV1ca621rJBNy47PfOYz5g9/+INdbM6SIFOe/uSTT9oF5GBf1HYXrLMMLkKEjotlQZHaJ1r31jjUsWd6T2wMD97nE6KjHhvctiihmko8rjmpxKNVQiOHNsWhuCyEIE8gdtIChjiK4YX8mVabnLOI2UceeaR5/vnnM8XlSZMm2X3RdoRWBc0MgrW71QotJGfNyN7iA3G8GtE7mDeHW4ykGeLoCLYISWPU8j22TEI1bTYwOI4ePdo6qseMGWPKgOJy+VEbEFFX+Hj95z//se7r6667zgrZlFDgusaJSvN6n8DH4wjiiNtMiS3LSa2Z4QSLuLryyitXHOq0BIkSqoPQFiQoVAcJO5bCInTk4MWp0+1AxzhmxVwghFuCXHXmCqaRMGiBhJh+Vuedd14pnFt8b/baay9z+eWXm1tuucUKUkHcwAha9zAIEmivg7NDAyOEaA84T7BoSVzmIp1FYZJnEgniMrMoouIyojdxfPXVV7eDm8RQdtrv5dj7fUJzMJ7Fuakp801yW7vEOCom+YTm4LZp3dRxsL8ixGoc/1QPYJKg3H7EiBGmaBSXhRBpzhMI1Lit6eNLjOYcQFz+6le/auc1RRliiMnE8VVWWcX2qW5Ftvvuk5kfEyUOD+uOH6oY5+KOG+YY127EHY9rMZL2WIP79T02qaKKIY4H7DzZ5v3EmSL0FIZwM+CYzzjVfnPMMYcpGsXl5kFitWgYfNQoT3I9u1588UUrRDMkikC80EIL2UDMoMYLLrjAlhdzf1nKRJoZEjjEf4RqTr5BvvHzN1LtAydWFC7RjexTHRKsEao/vc8vWM+Y2j90cdjwaBE4mOCfdMgYG4xHjRpl6g0XlAxKwQFRphLjH/7wh7bP1pVXXmkvbB2ISu59YQAkC0fnnHOOmX322W2wBg3gEaI94zILbyTICNePP/64dXe5BNmVEiNgMqCO8wpxebbZZiv60JtStE4SmtO08uBvERdzwuXH4W1rEaN7AwMfO2Ni8547vGrnlrgEuRGfF3qo41DkWpJ+7WW5dlRcFkJkjcu0BCFf5rzx0EMPmaWXXtoaZIjLxGjiMr12zz33XLvATFwugwhYJtE6qcJ3WITw3Ije2EHhOY1Q7XtsmuuFv/5hvK2qJj5iAMTZTFzmRoyud0Uw88zQeaZOnWpuvfXW0lTJKy43DxKrRSHwscPl6xJkelIz3ZqyZJIMAjAntUYIj60OJd6IEby/UcO14gTrGVNnpBqAGNUnK/zYoFAdJ1g7sTqNYH3KoWNtMP7f//5nk2IXiFlBzjsQ05YG5xbl9GUqMYao10p7nt12283+/7Rp08wBBxxgV4sZHIHoTgsTlTUJ0d4EnV1XX321LSnGRcI54t5777XJM8NnwgueIr1gncYVHSdEh4Xm8LZJQx2ThGrE6DgROihWg29bSrcpn6V/KnGZBJlrOT43xGWSvrzjMs9BXCYR/te//lWqa0fFZSFELXGZPA4TF7Oh6HeNOM05AtPXPffcY92qDDpuN+KE6yShOkhQtM7SGzsoWmcd4jjo+WNiftx+0xil/nbyUpX/nzlzZiUu829XV1clX2ahI++4jEBNq0xaaaDplOnaUXG5eZBYLQqHjyClFX/84x/tjZPbCiusYFuFsILManJZegE3G6+99lplOGWa1UyfaB0Uq6MEa+eoTgqc9A6Lw4nWQaE6SbC++qyVPt1/T8+gQEwJsAvErJbW+jni/cS5hauB1dgyCdVCCJG3sws3NUOhPvzwQ9tawcVlqnQUl7OJ1mnbd2R1RLvtkgY61SpEh+/3bevrMUqCjJjs4jLHG0yQOxPagSXBIvU222xjHWM33XSTXP9CiJaNy5xHWVBmJhT/TyUJztUdd9zRttksS6VnkaJ1FqHa12qrGtxz0mIk6j7/43prdmpHtRYJCtVhuJ5g4KFzXYNbUEYvqPVzhND7xS9+0fZSv+222zTfRFSNxGpRChjYhCuGfluHHnqoueSSSyrOLlaL6XVEgszgCCXI6d9TXHL0Fs1SGhYUrMNCdWRbj1D7D1+Qc47qOHd2kqAdFqyDQrUvELsEmUBMQuwS5DnnnDNzgkwrFYRqFk9oY8OKtBBCtCokMiTBLPoxIJk+mji7cFkzwAmBkASZKhPF5XTssPcL3t/X6ohOLCWuUYiOuz+4XdJALKrmggkyKQg9VonLVH5lTZBZRKE0nnjOgCRc20II0apg6CLukuPh+MRVTd/dO++8055LyaW5nzaF7SZcO9G6WrG6N4UA7N2n5/mcaF1Nb+wkp3bcft1xxwnVQ/bV12fdz8Rlbhi/XFzm36zGLFzIO+ywg61ERqhmQUWIapFYLQqHclH6U9MC5JRTTqkEVz6aBGNKn3Cx0u8aZxcJ8s4772yFbSXIfggQrid4NUOwEKyjhOohbT3SDl4c1Kc6euhi3P12vwNJdpxQ7UuQcV+RHBOISfxZQeZGIE66oOMxCNVMCv7HP/5Rml6YQghRD4i/G2+8sT0/khC7cx6/5zxKrz8SZEqQKYmkPJIEeeLEiW2XIGedHXHaFYsP+n2SIzoNQTHZ11YrSmx2onWcGO2E8qS/a9Yhx3yWGGLkEmQS3GCCnLQgTC9MeqtzDcmAJBahhRCilSH/pcoTQ1fQiITYiNHrsssuM7fffrtduCNvQTTcdNNN264S9Au7P1G1UB0mTrhOavERV80U13KE/fpc2mmek+PNIlYP2ndfnx2I6OIyc8RwWjuzV3d3d+zjEboxF9J+lNYfGBuEqAWJ1aIU0L8awTpKfOZjSikJwjUJMs6u8ePHW+F6p512MmuuuWbNpaStwgsvvGBFfoTqWlxGO+7zUuI2PTPiBe3K4EVvn+rooYu++wftd/iwTGJ1+LOEG8sFYkqVcHS5QVDhBJmyZZwKJM833nhjqXphCiFEvUBYZUJ6XJKLS5YhsyTIOLs4lzpn14YbbijheoDXX3/dtjsLzo5wLus07TviEt8oodmJ1mlc0XEEXd1Rf8+sQrUvLiM+u7j8ySef2ATZlSXj7g9CAk0vTJJqEuKoeRxCCNFKUDG74IIL2rZHUXBeJCYzV4eFPBabEa6//OUv23/bqTI0KFpXK1bHidb16I1drVPbkVThlAVisTN6kTtjgHPCdTgfpuXXN77xDTsQlLi85JJL5nYcon2RupcDuIEXX3xxGwxwFSGkxnHppZfaoUVsT99HJo1G8f3vf98KuMcff7xpZdxk4yi4j+D84x//2A54YtjEPvvsY5544gmbGNPjmp9JlmuZdN/MkOw999xzVqhGvK+1HPaSEwa7v8LgqE4KmvwtfEK1Pd6Ex8bdX61Q7T5LBFtEmPXXX99+Z3mveN8Irg888IA57bTT7AUhQgwtaHAv3HDDDRKqhWgSFJdrh7ZbSW4sBEWmqtMrmAVl2njxL0kxLZP22GMPu8hHEtOuvPrqq1aoZnZEUFS99MQl7S2OsNDMz8HfxQnRJMNJQjUx2t2i7vdtnzd8n8aOHWuWWmops95669nYzHvFZwmXIN/fM8880xobWGD+0pe+ZKulKIGXUC1Ec6C4XDucI+OEauBcypC4a665xoqMJ554om0fsvvuu9sK5V122cW29KKapdVhIdXdahGq3cKyu1XTbmRWT4+9VTPEcdaMmfbWaMaMGWO/s/RDx4BAJR0mLvQWKuvOO+88+z3GUf2tb33L3H///fZ6UEK1yAuJ1TVy8cUXm/3339/86le/sm0qcM1QDktw8HHXXXfZEh4CBitP22+/vb1xAR7Gldiq189guBjBbYM4zYoxpbUHHnigbXvB8Kdll13WJs/c1y7CtROqcW/RP5QLlTyIEqyDrT/igvXM6TNiV7LdY7MI2tedt6rJ87PEMCaC6rrrrmt7vCFk4+BHWKBfOgkxF9gEbCFE+VFcLgYW9b773e/aVkm818ccc4xt8/D1r3/dnmO//e1v237/JDXtAougxGYqnaKGHF9+2gTv7+OE5rBo7YOEuhYhOu76Kbhtra5qH4gxiy22mFl77bXNRhttZM0Kf//7322MpqqO7yYCDNeCQojyo7hcDJxLv/a1r1lxmvf6jDPOsLnPnnvuaUVI7mNRADG71cHoFDY7pRWqffOVZlZ5LRMUvMMkCeBO8G6EqzoMi0bEXwxxm2yyiY3RCNNUufPdu/76683vf/97a1QQIi/UBqRGWBnmYvrkk0+u9Mbli7zXXnuZn//850O2p2UFJRWsdjoQyRDGGGDkQHRk37g56cm377772puIhxIV17OLpv4IkVtssYXt2bX55pu3ZM8uvsLPPPOMmTx5sg0g9RBVwy1BfH2qw207EKoH3d/hXxubMW1a7P3BfecpVMdBCR2lcgjVtKdh4QM3ApONuXDG2SCEKCeKy+WClg0kypQkk9jQsot4jPua4XjhFg/tPDviiz94pvL/SWJ074BY3BnRmsOXDAfbeOSxmH/tOSubRsEihxOr+B4SlxGrics4unBeCiHKieJyueB8ysIybbz++c9/2ooVBEjOpxi/yJ9bESqz6afM3Ktv/XRS1WJ12B3NUMRq24249iKJFcee/QZbi9RTqI6C6wgq6Kh64PND9TvXdNttt53ZddddbaWUELUgZ3UNMNSFlgGIoQ6SMH6+++67vY/h98HtgZXl4PYE8G9+85vmJz/5iRXKRHpo5/Cd73zHBmDE29/97ndWeOT9xNlFQsOFT6s4uxCqCbqslnMRWC/3b9BhHTVQkSCbtSTKCdVR9wf33SihGmGFIMv38OGHH7YrxfTrOvzww634QEm3EKKcKC6X19mFM5ZY9ec//9mKps7ZhXuOReZWcnYxO4J4wQJyliHHuKy5pRWq3f8Hf4Yo11ZS24+wczvuOBopVNNGhs8Q7bnuu+8+ex1HKfJJJ51k3fv0VxdClBPF5fJB32pEaYYl024JdzWzeX75y1/auMzC4DnnnGNNYK0CCxvkzLj6ea24rIljWWOZr40HLmt3iyJKGP+0vUj0Y6Ny5CSndT3hOmK//fazix0sHl911VVWe/nLX/5izYF854WoFYnVNcCFMl/U+eeff9Dv+ZkTvw9+n7Q9pbN8yffee+86HXl7wKowfbk4eSI2spqPSM0KIIGYIQAkz6wmN6tQTc/ud99917b+qHc/ZQTrKKF60HH19g1xVfuCbVCo9t1fBIglXKAxVTvYC5O2KrjzuahjqrbIBxX2iLxRXC43OG5wVCNOu6SGRVbEBkpKv/KVr9jfMWyvmVtysahJXK52dsSVf1o+8r6wMB3+fZqBjUktRuJ+bjQI1Ti0WDy++eab7fWbK0n+v//7P9vLmoGeIh8Ul0XeKC6XG95DqpzOPfdcK+heffXVZtFFFzW/+c1v7PmW8+yf/vQnO8en1WZHOKoRrSNz4Bkz7S3b4/rzX5/gnSY3brSrmjjxs5/9zOoomLpWX331yiLIZz7zGau5YEgQ+dDXxnFZYnXJYBXqhBNOsKuZcQMHRTZIar761a/akyrCNckNJ1T6XhOIuY9+as3i7MJNQCksjqJGCNVZguGMqdPMrLihTwlB13f/P/6ymqk3LFogoiCgkBAz6VjUP4ERouwoLtcHYvDnP/95uwjI7AnahHDepacpcZkKl7PPPtvGuWZJJp599tnK7Ihay6gRrMOidZRQHbw/bnhTeDhjWmE6vG2jXNUIXFTL0Y+WFjJqwVV/FJdFM6C4XB+oekJspALq5ZdfNv/617/sLKjjjjvOVijTn/jUU0+154lmEdB4HUmzI8KidVSMi4uv4erioGgd124kzqmdhnAf7nrD3/0Xv/iFne/EwgaV3aK+vNPGcVlidQ1QQsJJHXErCD8zLdUHv4/bnqnnlMmyoslKJzdOsgcccEDFTSJqT5CZJI84zXtPooz7iRVCnF0Ilueff75tH1JmoRrnGSXGCPGNJE6wRqh2xAnW06dMTS1YN0KoxnFPfzyGYVHKxDAnUV9YGPrpT39qy7qb5YJXlB/F5eaE95QkGOHhtddes20eeG+POuoo+y+9SP/4xz+W1tnFOQzXFp+bvFty+UTrKFzcJfmNS6qzDmsMbttIofr73/++ufXWW82NN95olltuuYY8bzujuCzqgeJyc8LfbMMNNzSnnXaanb/Ae+56hrNwSJuW448/3i42l/V8wXHTlguhmiHQWQiL1lmE6iAI1tW267CDHDO6tOsJf2faYmL6u/LKK+3QY1FfprZ5XJZYXQPd3d1WLMTtERQS+TmqoTy/D24PXIS77em99cgjj9hyR3djwiolsgyPEPnCxQ3lTZQdE2xxXlNmdthhh9mBevTzOuuss0rj7OLzxeeDvsp89ooaTOUTrINCdZxgPWPq9NQ9rhslVNMzlSGVOKoXXnjhuj9nuxIMsvQw5EYbG7liRF4oLrdGgswARsqOER/42yy//PLmxBNPtM4u+pZSYkqVVBku3DkGeiZzPDiq6dFdD5IEa1+8DYrWSYI07buSnNuNiMlOqKa0n+8Xt5VWaqxzrJ1QXBb1RnG5+eF8wCBL4jAVRPfee69Zf/31zXnnnWed17RIZE4U7TbKEpcR97iGIC5nmR2Rd4uQoAErLFqnFcCjWos00lXNe3r00UebU045xVx++eVqi1lHFJc/paOvDGeUJgZ3Lr30cPyss846doWRXow08Ef0pGcy4hfuILjrrrvstFS+7DiFmMJLT6gHH3ww8mKcFWJNN24sJEq33XabufDCC+2wRlbvuUBCvKZ3MWVEjT5hcEz//e9/rbjKCjEO8TKw/fee9grVQYYNHzZIqA7T0el/L6+/YA1T716YXPBSToh7SyXGjSllmnPOOa0gxcr8Qw89ZEs5+T4xcEeIWlFcbk24XL3//vvt4vK1115rk1AEEFqJUBlDRUyj47KbHfG///3PJsSNqnT6/LcfG/RzXCUTIEJ3dESfX8Mideew/phdhFjNe7r//vvbgV8MbuJ9FfVFcVnUG8Xl1oTz9eOPP27jMhVRLNyuvPLK1ghGi02MX0XEZYRqWnJxjVBrSy4fn9vlv58+X4LxKo6oWJu03+HdwxsqVvOeHnvssbZPPC3b6HEu6ovicj/t80rrBAnS73//e3PIIYfY0hhWdmk074ZC0FYAx66DVUjaTpxxxhl2Gi1f+CuuuEKukZLBiWGzzTazf6eXXnrJOm6ZNM3keefs4v8RsRux3oNQzWcLcbVMQnXaPtYk0lFCdVRArrdQzXv67W9/29x3333qhVln3HeEz+8f/vAHs9VWW5lPPvnEikxULfB9a6fAK+qL4nJrwgU6LTa4WMfZxbmbEmXadtEiAmHjt7/9rRWxGxGXg7MjOK5GtuQiQc2apJI0px1ijHgdFrAbJVQfeOCBVti67rrrJFTXEcVl0UgUl1s3LvM3YVHh0UcftWI1xi4WlPm74camWpk2WY2IyzwHlbJ5zY6I4rrzVrW3WiD3ndVDi5CZmYRqwGXdSKGaajb+xiwaSaiuH4rLQ5GzWogM8HXBhcsKMokUvbBYtXUryPVwdnHCYjWN/XKBR+uSMhJcZY4qMe5IOME6h3UjhOrvfe97VqT+97//bRciRP3ea4IrzkPEHT7PlJBRzknygYPui1/8ov3+CCFEte5m5+zi/3F24cbjvMICc95xmXMZiblryUWZe1Hgso5zVke19nBO66TWH3DDhWuaRvwdGa6JOIXQsdFGG9X9OdsVxWUhRL3P55i9iMtXXXWVzWOXXnpp87nPfc6eV8i78o7LbnYELbmIy/VqyeXjs9942HM82XtcD+sankqsblRLLt5TqiEYqMjfkrleoj4oLvuRWC1ElfDVoV+aK0lmJRcxmQQZBwHDGmsNxLT8IMBz8mLf/FtmogRrhGpHkmBd76SYYLDXXntZUQOxmpV/UR8ItqwA45bBAYn4QGUAvUhx2FA6SHXCCiusYHvdCSFErXH5ueeeqyTIxGhc1064prdmrXGZ8xotuaZPn27PZ0UK1UnxN40QnZQUNyIu83c78sgjbT9U/m70LBf1QXFZCNFIOL+/8cYbtgqKoXy08yJHxqFLvrz66qvXHJfd7AiGMCNUjxo1yhSFE66rEav77+t/3LCYKupGidXM7aIPPP8y30nUB8XlaCRWC5Hjai6B+Oqrr7YnFcqiXIJMi4msgRihmt5sJMKrrLJK6YXqqIQ5KFQnCdaNSIj3228/u0LJSiUXNKK+fPzxx7ZlDlO4eb8vu+wyW4lAIGaxgL7wOCz4uwghRJ7ne1qCIFyTIDtn1zbbbGOTLmJ01rhc1tkRvhicJFQHBy7GLSI3Ii6TfHFjyDVt1kR9UVwWQhQB53tEtwsuuMAO6fvPf/5je5XT7oB8mdYdWfNd1zebNgmczxrZkiuObb7+YNVCdZCwaN0ooRpNY5999rHVTvSUF/VFcdmPxGohcoav1AsvvGBP8jiESGxxdrnSJ/4/KUFm6itCNQEXobrZ+hO5ZNknVAcJJ8j1TIr5u/zsZz+zwgV98tZdd926PVe7cMcdd1h3xPjx472rxHzOf/zjH1sXBUF3nnnmsUN1KNPn4scF53r1lBNCiKCziwSZvqf0u+bchTBKXEZ4TorLbnYE5zacYGVtyZWUKPvE6iJisvu70IP8iCOOsMPWSMxEbSguCyGahXfffdf2Jke4vvPOO828885rhWsc1/QtTxKu3ewIzlkIfCNGjDBljsVJlUw+sTosWjdCrKY39Q9/+EPbq/o73/lO3Z+v1VFcrh6J1UI0wNlFgoyzCwEal7VzdtFXM5wgU1pMX2xOSDi/mk2oDgrWSWJ1MDmut1B98MEH22m69BrfYIMN6vZc7cKf/vQn2/ebvq3Bnt+u5xbvOZ/t1157zS7UfOMb3zA//elP7TZchOKAYNFACCGKcHa5BPmee+4xCy20kBWud9xxR7POOusMSZCbZXZEWsHaJ1SH43IjhOrTTjvNxmaukb70pS/V9fnaAcVlIUSzQq9ehusSl2+//XYz++yzW+H6K1/5itl0002HxN0yzY5Iy9Y7P1CVUO3458Vrm3pDhdN3v/tdO+DvBz/4Qd2fr9VRXK6N5lTBhGgSOPksvvjidjABpU5Mu2aFkpUzyjpwTbOShsvLObJpHcL/N7NQDVmmJNdbqP71r39tVyZx1Emorh2EhT333LNSkhS8cCTwcuG4++672wDNoBParvzzn/+0fcKBi9Fvf/vbBb4CIUQ7x+X555/fllLedttttkcgcZhe18Tf5Zdf3p7fuI9kgnMYjl8E7mZwVAdhWHF4YHGSUJ02aa41Lv/5z3+2QvU555wjoToHFJeFEM3MnHPOab7//e+bG264wUyePNkcddRR1nn9ta99zRq9yJ//8Y9/2DZcnM8Y9sdcimYRql2+W23O2wihmniAUM17z99C1Ibicu3IWS1EAfC146SEswsB9e6777YlHx9++KFNhnFhl7GUqRq22um+woIv7/MxxxxjV4dZqd9yyy3r9lztAheKCDpMh+aCxq0IO7iI5H4WY1hsYfAopUxcfFKqt+uuu5plllmmsn348UIIURTvv/++bUdBGSbOLiqcOKfRU5M5B+PGjTPNDE7rNGJ1vZPic8891y4WkKB985vfrOtztQOKy0KIVgVBjxzu0ksvNTfffLM9hzEvglaZ//73v21lVLPinNZlcFXj3sXVe+ihh9qhiooBtaG4nA/Na9sUoonhZDPffPOZfffd19xyyy1WrJ42bZpNhHFg46r+0Y9+ZG699Vbr7Gpm4oJrvYXq4447zk7RZWVSQnXtcLFIYGU1mM+vD4ItLkQcc244BG4JeoS//vrr5qOPPhq0fTsGXiFEOWGwzR577GGTBQY2kQyzcPziiy/atl04YGglRZLRjOCyToq79U6IWaRHqD711FMlVOeA4rIQopUZPXq0+frXv27NXcRiFo9xpmLwwlWN8xpHKnl0s5HWaV3vuMwAP+LxQQcdJKE6BxSX80POaiEK5tlnnzWbb765LWdCXKU3EavH9IxCrB47dqwVWnfYYQez2WabNVUJcpLLul7Bl9PaKaecYleHSYy33377ujxPO4Hbn8/gWWedZVeLWWChnc1cc81V6bsFlOSx0ELvdYQd+nQxZJTBEp988om9yBRCiDIzadIk85nPfMYK1AxLRpwOOrs43xGPiduf/exnm7ISKqrqqZ5JMe8fMQH3kEqMa0dxWQjRLiDeIQCSB1911VU27l577bXWkETlE+e3jTfe2Hzxi1+0eR8id7NRRFym5Rl9wffff39z2GGHta0omheKy/kisVqIgsHFxUra0UcfPSRAMPkV0ZoEDwc2gXmLLbawCTJDJyiDatZAXE+hmtLiAw880JYaMzBL1C7crLHGGvZCht6u9JBjSjf92HEgAi4H12P9q1/9qlliiSVszzPgopHfcWvnUiYhRHNw+OGH2x7WJBvhBWISi6uvvtomyLiRSD4Y/kTfZZwxo0aNMs2aHNczISaBo/cirbn22msvxYAaUVwWQrQTZ599trnooovswnFYiGYIMr1+icu0s0DYpr0C5znEa4Y1NhONist33XWXvXb54Q9/aGODYkBtKC7nj8RqURW4Vn/3u9/ZL+Wqq65qTjrpJLPOOutEbo/YSpnDSy+9ZPvvkKww8dSx2267WWExyNZbb90W008JsKyyJZ2Mpk6dakugeC9JkDnR4exiNbRZnV31upg54IADzJlnnmnLxkTtsMLLcFAGj7mQQckdg0MpG+O7HQzAfJefeOIJ+/8PPPCADcT07BJC1A/F5fzgXMa5zjlgosBxjXOGBJpEmTLkTTbZxCbHX/jCF2zPa2Fs65RddtnFurZI4No9+coDxWUhmgPF5nxz5qQKYxaQqYBiqB3vCYLhBhtsYGMyOTMGMWHMfffdZ98TFpGZ7aS4XDuKy/mjntUiM6xasmL0q1/9yjz44IM28BIk33rrrchVu5133tmWODz00EN21YgbzeODbLPNNubNN9+s3Agy7QBBN02AwK3F+4jTmvf6z3/+s30sU2ZZsWMVjsFQiNrtPHUXofq0005ruFBNGdXnP/95O+iDvycLC0H4ne/GBWzZGTNmjA284I4bZz9uQhyGDCJz9wH949Zbbz0z77zz2m1c4CU4CyHyR3E5X0gckoRqoLqJZI92UwgRiAwMS/7lL39p4zLv6TnnnGN7a7Yr//rXv6xQTbLWaKFacVlxWYgiUWzOlzStMIndVCFjWkI4pEUIoj+C7JJLLmnfO2YmvPPOOxVBsd3gs8WiOgMVGy1UKy4rLmdBzmqRmYkTJ5q1117bnHzyyZUv1Pjx421Z589//vMh2++00052pemaa66p/I7m8auttpo5/fTTK6vE77///pATlki3yhx0diFW07PLXeC0i7PL9cI88cQTbWuVRsPf4M4777TDPiipokwt2CsbISO8PRejlJpz8dRMuLIkBkDwWWMgKCXeca6HYJ8uIUS+KC6XC853tO5yzi6SYkpBnbOL3oXtAO8BrbhYRGaGRKOdW4rListCFIlic7nOkf/5z3+ssYlz/csvv2z/NrTvYoGAQXjt4C5+9NFHbe9vYiHiaKNjgOKy4nIW5KwWmZgxY4YtU2DFMuhA4mcayPvg98HtgVXl8PYkNQSKZZdd1vzgBz+wZTsiGU50rFASfFldp9yE95FVfJxd2223nW2NweDGVoULNoY1ser63e9+t5BjoBXLEUccYVeqfSywwAKDbgQr2rg0W+AFAi/BlOEPiDE45+gRHud6UOAVoj4oLpcPzncMaKQCioSYcyTvIYMFnbML8eLtt99uWWfXHXfcYYUXRJkihGpQXFZcFqIoFJvLd45E+KcNy7PPPmuFa34+77zzrPMaZ+vvf/9789prr7VsXH7yySetZkBbmSKEalBcVlzOgsRqkQncQXzp5p9//kG/5+fwSpiD3ydtT+JGsKAXM725br31Vnsy47lEejjx8V5SdkywZWUewZrhjfzLSirB6b333jOtApOgv/Od75gjjzzStkRphlXxyZMn2+NmpbhZIZhyMUffPd53vrNcmLfqBZ4QZUVxufznyg033NC2p3rxxRdtGSguuTPOOMMsvfTSVtRGxGaxuVXOn4gAO+ywg61y+s1vfqO43CAUl4UoD4rN5YWYxCA8WmAg4D788MNm8803t+00aeNAzGbo3QsvvNAy508EenQArjkwsTWDKKq4LCRWi1JAv2XKY1deeWVbCoLISuN/Vo5F9SdHAu+f/vQnO6Tj3//+tw3AtMlgdZKV+mZ3djFZd9ddd7UDC/bbb7+mSIiBgQpjx4615U/NjHu/Cb70hOvu7i76kIQQOaG4XJ9zJmXhxGESx3vvvdcOfkJ4wCHHcEYqhHBjN2tcxklIbKNPNS41xeXGorgsRGuj2Jz/OZP2DAj/tMhg4B2tQegxTI9x3NeHH364eeaZZ5o2LrNQjpua642//OUvTSFUg+KykFgtMsHgIE5wrHQF4WdKNXzw+yzbA2Iqz0V/IlE7/M0IUAyUYJWYXlGsKCNkO2fXcccdZ954442mCcSI7wyG+NnPfmb7vjVLQgxnnXWWHQA5cuRI0wrQf4+hEq43lxCicSguNyecK1dffXVz7LHHVpxdlH8zf4HEmZiNK7mZnF2PPPKIFU9wVSPIN1M8UFwWQuSJYnPzwbmSheNf//rXdgghi8rEM9o3rLXWWvbGAGUGXjZLXGbIJM57ekQz8LNZhGpQXBYSq0UmWAniZEfpkYNhEfzMNFMf/D64PbCqFLU90MKC/lsLLrhgjkcvgJMjAyVOOOEEu0rMajzlTqy0LrfcctbZ9dvf/rbUzi7KqHEW7LvvvuaQQw5pqhM+x/7000/b1iWtRjP9HYRoFRSXW8fZRcsunF2I1zjnKH/F2YUb+7DDDjNPPfVUaeMybjR6YXKj5UkzxQPFZSFE3ig2N/+5k4UA8kxyZdzJVAzddddddjGZdl4YphC1yxqXMaEhVK+44ormsssui+yTXEYUlwVIrBaZ2X///a0jl9IMEioGOzC5+Fvf+pa9nxO5ax4P++yzj7n++uute4hEi0E7999/vy2FgI8//tj85Cc/Mffcc49tV0GQZiggjl9aVYj6niwJtpTqkmiSJG+11VY2oDlnF72gn3/++dIEYoaM7LjjjvZzx4CGZjvhn3nmmfbiFQFCCCHyQHG5dSCmTZgwwZYdP/jgg9Ytx6BCqonoeUj8+MUvfmHjdVniMgvf9MLccsstbYxrJucWKC4LIeqBYnPrxGVcsfytyENxK3//+9+3FVEM/yNn5m9Na6+y9A7HkU9/cwT3K664wnR1dZlmQnFZgMRqkRmSJsRNVhoROjlRE1jdQAhO4AwKcqy//vrmr3/9qx0mxAnnb3/7mz1pcmIHkhpKR3ERkaDRRJ+TEytqI0aMKOx1tmMgpqc1Zcf8PVjN5ALouuuus39nkmQumop0drGy/eUvf9n2qcb9XSahmgtIvgvcgBV4/p/vg+PDDz+0Jd6tuEoshCgOxeXWhBi3xBJL2LkMJMGIE7vttpsVKqiI4m/305/+1IraRcVl2pTQC3OjjTYy559/fqmEasVlIUSRKDa3ZlzGxX7AAQfY9/3111+3c5PIm1kwWGGFFczee+9t7rjjjsKEa+ZR4aheeOGFbYVWmT4bissiCx19ZbFlCCFKCacIWoLQJuTKK6+05U6s4LNau/POO9sLqEaIxv/973+tcwtXdRlLjBlswup6GIT1c845x/4/F5+0LuHCdNy4cQUcpRBCiFaIy2+99Za54IILzOWXX27+85//mIUWWsgmyrTIoq9mI0Rjrg2oxmIGRhlLjBWXhRBCNIr//e9/5qKLLrJxGbGamEKM/MpXvmI23XTThsTl9957z14LzDHHHOaf//yn7ZFcJhSXRRYkVgshUsPpgv5XJMis9ON0XmyxxSoJMglrPURkBlng3KIX5p///OdSObeEEEKIIqFfKW48EmQGKM8777w2QWZxl3Ze9YiZuMlo+4GLjIXsZisxFkIIIerFRx99ZN3BuONvu+02M3r0aDtEGeGaf+uxuPvBBx/YnJyBhLQOm2222XJ/DiEaicRqIURNzi4SZIRrenhRFoXjmgSZtiF5JMi0HaGUiaSYnm8SqoUQQohoZ9fFF19shWtKlGefffZBzq48EmTcTuyTXpjXXHNNqUqMhRBCiDIxZcoUW32EcH3zzTfbxd3NN9/ctrZEXM4jhtI6A2MXIFTjrBai2ZFYLYTIzdl14YUXVpxdc889tw3AtTi7GCzFPuiFyb4lVAshhBDpnV0kx9xuvfVWM2rUKOvoIkFmAbgaNzS9MHksbUfovYqDSwghhBDJTJs2zVx11VV2URlRGSmOhWTiMu0uq4mp9IH+v//7P7tvYv2cc85Zl2MXotFIrBZC5M77779fKX1yzi6S2x122CG1s4tBUji36L3JfsrWC1MIIYRoJmfX3//+94qzi8Vf5+yiIiqNs4tFaeIyi9E33nijFb+FEEIIkZ2enh5bnXTJJZfYmDp9+nSzySabmC996Ut2iCatQ5KYOnWqbZNJCxCE6nnmmachxy5EI5BYLYSou7PLlT4xVIEVY4TrOGfXa6+9Zu9jeCO9MCVUCyGEEPlAQhx0ds2aNcsOPCJBxp3lc3bRXoRKJ4Y18ZiyDW0SQgghmpWZM2eaG264wQ5oZDAibmkqi7fffnvzxS9+0YwdO3bIY3BSc//kyZNtX+z555+/kGMXol5IrBZCNNTZRX9rVpCds4sEmeSYG8nv448/bp1ba6+9trn22ms1tEkIIYSoo7OLWItwjbOL5BdnFzEZZxflxJMmTTLrrbeebf2Bc4tqKSGEEELkDwvILArTApN2WywW01KTuExf6kUWWcR88sknZuLEibaNCO03ic9CtBoSq4UQhTm7rr76apsgkyiTIC+wwAJ2dXiuueaybUDk3BJCCCEa5+zC0UVcZmGZgU3zzTefbe1FhdPTTz9tk2QhhBBCNEa4Roy+4IILbFx+6623bCsuDGAsNt93331mtdVWK/owhagLEquFEIWDUH3UUUfZG4F33LhxZrvttjNf+cpXbDsQDXASQgghGitcn3LKKeaggw6ySTH9qXF1EZdxds0222xFH6IQQgjRNiDb/fWvfzV77bWXdVtTfUx7LuKyq4QSopXoLPoAhBACgfpf//qXFaYpa6LkCTfXPvvsY11ciNlCCCGEaFxSTLuuFVdc0bz33nvmnnvuMcstt5w57LDDzLzzzmveeOONog9RCCGEaCtuv/1266xmvhOtM2kPctJJJ9l+1Q8++GDRhydErshZLYQonG984xu2rImBT0EXNaen559/3iy99NKFHp8QQgjRThx44IF22NNNN900xK317LPPmmWWWaawYxNCCCHaDaqdjj32WDs7Yvz48YPue/HFF63BS7OeRCshZ7UQVQaLxRdf3AqrDDe49957Y7e/9NJLrSOJ7VdeeWVz3XXXDdnmySeftCU8tMCgVzMDBl955RXTDhx99NG2D1e43UdHR4eEaiGEEIkoLufLj3/8Y9u/2ldWLKFaCCFEEorL+fKtb33LK1TDEkssIaFatBwSq4XICIOH9t9/f/OrX/3Kltusuuqqtl8UzmAfd911l9l5553N7rvvbh566CGz/fbb29tjjz1W2Qb38IYbbmgD9C233GIeeeQRc/DBB7dNr2ZWgkePHl30YQghhGhCFJfzhzLjeeaZp+jDEEII0YQoLucPubJPqBaiVVEbECEywsowq7gnn3yy/bm3t9cGDoYd/PznPx+y/U477WT7MF9zzTWV36277rp2cu/pp59uf/7qV79qV0PPP//8Br4SIYQQovlRXBZCCCHKg+KyEKJW5KwWIgMzZswwDzzwgNliiy0qv+vs7LQ/33333d7H8Pvg9sDKstue4H3ttdeaCRMm2N8zWJAAT1sMIYQQQkSjuCyEEEKUB8VlIUQeSKwWIgPvvPOOmTVrlp24G4SfJ02a5H0Mv4/bnnKojz/+2PZt3mabbWyPyC9+8YvmS1/6ku1LJYQQQgg/istCCCFEeVBcFkLkwfBc9iKEqBpWimG77bYz++23n/1/Sp7o3UXZ0yabbFLwEQohhBDtg+KyEEIIUR4Ul4VoP+SsFiIDDBsaNmyYmTx58qDf8/MCCyzgfQy/j9uefQ4fPtyssMIKg7ZZfvnl22a6sRBCCFENistCCCFEeVBcFkLkgcRqITLQ3d1t1lxzTXPTTTcNWunl5/XWW8/7GH4f3B5uvPHGyvbskwEUTz/99KBtnnnmGbPYYovV5XUIIYQQrYDishBCCFEeFJeFEHmgNiBCZGT//fc3u+66q1lrrbXMOuusY44//ng7vfhb3/qWvX+XXXYxCy+8sDnqqKPsz/vss48tTTr22GPNtttuay666CJz//33mzPOOKOyz5/85Cd2CvLGG29sNttsM3P99debq6++2txyyy2FvU4hhBCiGVBcFkIIIcqD4rIQomb6hBCZOemkk/oWXXTRvu7u7r511lmn75577qnct8kmm/Ttuuuug7a/5JJL+iZMmGC3X3HFFfuuvfbaIfs888wz+5Zeeum+kSNH9q266qp9V1xxRUNeixBCCNHsKC4LIYQQ5UFxWQhRCx38p3bJWwghhBBCCCGEEEIIIYSoHvWsFkIIIYQQQgghhBBCCFE4EquFEEIIIYQQQgghhBBCFI7EaiGEEEIIIYQQQgghhBCFI7FaCCGEEEIIIYQQQgghROFIrBZCCCGEEEIIIYQQQghROBKrhRBCCCGEEEIIIYQQQhSOxGohRNNy2223mc9//vNmoYUWMh0dHeaKK66I3Pb73/++3eb4449v6DEKIYQQ7YLishBCCFEeFJdFsyKxWgjRtHzyySdm1VVXNaecckrsdpdffrm55557bJAWQgghRH1QXBZCCCHKg+KyaFaGF30AQghRLZ/97GftLY7XX3/d7LXXXuaGG24w2267bcOOTQghhGg3FJeFEEKI8qC4LJoVOauFEC1Lb2+v+eY3v2l+8pOfmBVXXLHowxFCCCHaGsVlIYQQojwoLouyIrFaWPr6+uy/5513nnn//fcH/U6IZuWYY44xw4cPN3vvvXfRhyKEEJlQXBatiOKyEKJZUVwWrYjisigrEquFhUb6//rXv8xuu+1mnnjiicrv3njjjaIPTZQQel4tvvjiZuTIkWbixInm3nvvjd3+0ksvNcstt5zdfuWVVzbXXXfdoPs//vhjs+eee5pFFlnEjBo1yqywwgrm9NNPr+kYH3jgAXPCCSeYc845x36WhRCimVBcFq0WmxWXhRDNjOKyyIrishDVI7G6zXGrwS+88IL505/+ZHbccUez/vrrm3/84x9m9913NxtuuKE57bTTij5MUSIuvvhis//++5tf/epX5sEHH7QDG7beemvz1ltvebe/6667zM4772w/Tw899JDZfvvt7e2xxx6rbMP+rr/+evOXv/zFPPnkk2bfffe1gfiqq66q+jhvv/12e0yLLrqoXS3m9vLLL5sDDjjAXjQIIUQZUVwWrRqbFZeFEM2I4rKoBsVlIWqjo0+1K20Nf35W0Y4//ni78rfmmmvaFTt+z+rf9773PTN27FgzevToyraiveFzsfbaa5uTTz650udq/PjxdijDz3/+8yHb77TTTnYK8TXXXFP53brrrmtWW221ykrwSiutZLc7+OCDK9vwWWQYxBFHHJHquPhsMsWYoA7vvvuuefPNNwdtwwUCPbm+9a1vmWWXXbbKd0AIIeqH4rJoldisuCyEaAUUl0U1KC4LURvDa3y8aHI4Yb333nu299bMmTPNPffcY0tK7rjjDjP33HMP2Va0NzNmzLDlQgceeGDld52dnWaLLbYwd999t/cx/J5V4HAQvOKKKyo/405gRfjb3/62WWihhcwtt9xinnnmGXPcccfFHg8Xis8991zl5xdffNE8/PDDZq655rIrxOHPcFdXl1lggQUUeIUQpUVxWTRzbFZcFkK0GorLIiuKy0LUjsRqYVfq/ve//9lyElbXKD1hZXjWrFlm2LBhRR+eKBHvvPOO/VzMP//8g37Pz0899ZT3MZMmTfJuz+8dJ510ktljjz1s/y3KjwjmlNltvPHGscdz//33m80226zyswvwu+66q+29JYQQzYjismjW2Ky4LIRoRRSXRRYUl4WoHYnVbc7zzz9vS5ooRdlggw1sE/8RI0bYk9pGG21U9OGJNoHAi0uBleLFFlvM3HbbbeZHP/qRXTFmBTqKTTfdNNMU7pdeeimnIxZCiPqguCyaOTYrLgshWg3FZVEWFJdFOyGxus2hMT/TZvfZZx/78zrrrGNXi3t6euzP6rslgswzzzzWPTB58uRBv+dnyoV88Pu47adOnWoOOugg2z9r2223tb9bZZVVbHnS73//+1ixWgghWg3FZZEVxWYhhKgfissiK4rLQtROZw77EE3M//3f/5lXXnmlUr5EuQp9i66++mr7swKvCNLd3W2HONx0002V3zEsgp/XW28972P4fXB7uPHGGyvbc6HHjTKmIHwm2bcQQrQTissiK4rNQghRPxSXRVYUl4WoHTmr25xwny36Il144YXmjTfe8N4vBH2u6HG11lprWWcBZXFMLmZiMOyyyy5m4YUXNkcddZT9GRfCJptsYo499li7CnzRRRfZsrkzzjjD3j/77LPb+3/yk5/YYSWUNN166612iMkf/vCHQl+rEEI0GsVlUQ2KzUIIUR8Ul0U1KC4LUSN9QgiRkZNOOqlv0UUX7evu7u5bZ511+u65557KfZtssknfrrvuOmj7Sy65pG/ChAl2+xVXXLHv2muvHXT/m2++2bfbbrv1LbTQQn0jR47sW3bZZfuOPfbYvt7e3oa9JiGEEKKZUWwWQgghyoPishDV08F/ahW8RWtBGUm4vEQIIYQQxaC4LIQQQpQHxWUhhKgvEquFEEIIIYQQQgghhBBCFI6WA4UQQgghhBBCCCGEEEIUjsRqIYQQQgghhBBCCCGEEIUjsVoIIYQQQgghhBBCCCFE4UisFkIIIYQQQgghhBBCCFE4EquFEEIIIYQQQgghhBBCFI7EaiGEEEIIIYQQQgghhBCFI7FaCCGEEEIIIYQQQgghROFIrBZCCCGEEEIIIYQQQghROBKrhRBCCCGEEEIIIYQQQhSOxGohhBBCCCGEEEIIIYQQhSOxWgghhBBCCCGEEEIIIUThSKwWQgghhBBCCCGEEEIIUTgSq4UQQgghhBBCCCGEEEIUjsRqIYQQQgghhBBCCCGEEIUjsVoIIYQQQgghhBBCCCFE4UisFkIIIYQQQgghhBBCCFE4EquFEEIIIYQQQgghhBBCFI7EaiGEEEIIIYQQQgghhBCFI7FaCCGEEEIIIYQQQgghROFIrBZCCCGEEEIIIYQQQghROBKrhRBCCCGEEEIIIYQQQhSOxGohhBBCCCGEEEIIIYQQhSOxWgghhBBCCCGEEEIIIUThSKwWQgghhBBCCCGEEEIIUTgSq4UQQgghhBBCCCGEEEIUjsRqIYQQQgghhBBCCCGEEIUjsVoIIYQQQgghhBBCCCFE4UisFkIIIYQQQgghhBBCCFE4EquFEEIIIYQQQgghhBBCFI7EaiGEEEIIIYQQQgghhBCFI7FaCCGEEEIIIYQQQgghROFIrBZCCCGEEEIIIYQQQghROBKrhRBCCCGEEEIIIYQQQhSOxGohhBBCCCGEEEIIIYQQhSOxWgghhBBCCCGEEEIIIUThSKwWQgghhBBCCCGEEEIIUTgSq4UQQgghhBBCCCGEEEIUjsRqIYQQQgghhBBCCCGEEIUjsVoIIYQQQgghhBBCCCFE4UisFkIIIYQQQgghhBBCCFE4EquFEEIIIYQQQgghhBBCFI7EaiGEEEIIIYQQQgghhBCFI7FaCCGEEEIIIYQQQgghROFIrBZCCCGEEEIIIYQQQghROBKrhRBCCCGEEEIIIYQQQhSOxGohhBBCCCGEEEIIIYQQhSOxWghRM+ecc47p6OgwL730UtGHIoQQQggPitVCCCFEeVBcFiIaidWipejr6zOHH364uf322+v6PM8++6z56le/ahZZZBEzevRos9xyy9nnnTJlyqDtdtttNxuAom6vv/565HPcd999Zs899zQrrriiGTNmjFl00UXNjjvuaJ555pkh295yyy2Rz3HPPffU5T0QQgghGhl/P/74Y/OrX/3KbLPNNmauueayMY5Er9Ztwxx55JF2+5VWWinV9tOnTzc/+9nPzEILLWRGjRplJk6caG688Ubvtg888IA9ptlnn92MHTvWbLXVVubhhx9O9TxCCCFEs8blrLE2S2zNK9Zmjf9CiPrR0cdZTIgW4emnn7bC8cUXX2yF3Xrw6quvmlVWWcWMGzfOfP/737eB+e6777aB+Qtf+IK58sorK9vy++eff37Q4/nK8bjFF1/cPP7445HP85WvfMXceeedZocddrDPN2nSJHPyySfbiwIE6GAQRazebLPNzN57723WXnvtQfshUM8zzzymnsyaNcv09PSYESNG2AAvhBCivWhE/MV5tMQSS9jF2yWXXNLGvrPPPtsuDNeybZDXXnvNLLvssjaWEacfe+yxxOPaeeedzd/+9jez7777mmWWWcZeD7DgfPPNN5sNN9ywst2DDz5oNthgAzN+/Hjzve99z/T29ppTTz3VvPfee+bee++1z1tPFKuFEKJ9KFtczhpr08bWMNXG2mrif60oLgsRzfCY+4RoOlhFhTXWWKNuz3H++eeb999/39xxxx3W9Qx77LGHDYTnnXee+d///mfmnHNO+/v11lvP3oLwOBzYX//612OfZ//99zd//etfTXd3d+V3O+20k1l55ZXN0Ucfbf7yl78MecxGG21kRe5GM2zYMHsTQgjRnjQi/i644ILmzTffNAsssIC5//77hyzOVrttkB//+Mdm3XXXtQnkO++8k7g9ie9FF11kfve739nHwi677GIXlH/605+au+66q7LtwQcfbN1hLGTPPffc9nff+MY3zIQJE8xBBx1kLrvsMlNPFKuFEKJ9KFtczhJrs8TWMNXG2qzxPw8Ul4WIRm1ARMuwzjrrVARgVl9ZnZxjjjlyf54PP/zQ/jv//PMPCdadnZ2DxGUfCNAc29e+9rXY7dZff/0h++J1IZA/+eSTkY/76KOPzMyZM01aDj30UHs8tBchkOMYn3feeW2gxwWOk3y77bazZVRciBx77LGJ/bbcPp977jm7ss7fgf1+61vfGtIqRQghRHPTqPiL84g4lPe2jttuu826uI4//vjUj2F7Ek0WrR0jR440u+++u02UiaEOSrG32GKLSvLsrh022WQTc80119jKqXrGa19vTMVrIYRoPcoYl7PE2iyxNUw1sbaa+A+Ky0LUD4nVomWgpxWrrQRk3M/cwu5jymxYKU1zwyntY9NNN7X/EizpfUUQorzqtNNOs2046C8dBc9/ySWXWCGa8qKsEPQmT54c2daDIEYwJJjTFoQV7rTg2uY149qmJ9gRRxxhA/aWW25pFl54YXPMMceYpZde2q46E9DTQMkZ4vlRRx1l/5+AfNhhh6U+JiGEEOWnUfG3nuCk2muvvcx3vvMdW8GUloceesi6tYi9YaEAgj0y6b+J2ysMsy9mzJiRuuRY8VoIIUQzxuW0sTZLbA2TNdZWG/+DKC4LkT9qAyJahi9/+cu2dcbmm29uVzZ90AMaETcNL774oldQpgf0r3/9a/Ob3/zGXHXVVZXf/+IXv7CBKY4bbrjBvPvuu4ktQKK44IIL7FBGhmUEwYHN6//c5z5nhewnnnjC/P73v7dtQSiTWn311RP3TfD/4x//aP+fVWxe+wEHHGADJBc8rncYQy7OOusss/HGGyfuk+c988wzKz/z2vmZgC2EEKI1aFT8rSenn366efnll82//vWvTI+j/BnHVhj3uzfeeKPyO3phMnOCxNiV/ZI4/+c//7H/Hzd0OYjitRBCiGaMy2ljbZbYGiZrrK02/gdRXBYifyRWi5bhgw8+MK+88oodRhjFqquumnqKcFxJEwGIIMOFACVG1157rRWvecyee+4Z2wKkq6urqiEXTz31lPnRj35ke2Dvuuuug+7Dqc3NwaBHelfzXhx44IHm+uuvT9w/q8kOAvtaa61lB03gIHdQhsQFwAsvvJDqmBkkGQTx/PLLL7etVMIr5UIIIZqTRsbfekACeMghh9iyXcp3szB16lRbBh2GCid3v+OHP/yh+cEPfmDjKj03cWGxyE1SHt42DsVrIYQQzRaXs8TaLLE1TJZYW0v8D6K4LET+SKwWLcMjjzxi/40Lygw+pIdVLTDsgRVTelMtssgi9ndf+tKXbCBk5ZRV02CPLAf9sa688kqz9dZbe++PY9KkSWbbbbe1/apcD68kKDWiR9bf//73QSvLUTDFOQjPxQVBuOUIvyewpyG8Tzd4kiGUCrJCCNEaNCr+1otf/vKXZq655rJlwFmh1JiS4zDTpk2r3B9MPGkdxsCoc8891/6OhJZk+sgjjzSzzTZbqudUvBZCCNFscTlLrM0SW8NkibW1xP8gistC5I/EatFyQZlV4igoAXrvvfdS7Y/VVZ/Ae+qpp9qyHCdUB93M9JKix5Yv8F9xxRV2KELWFiCsjH/2s58177//vh0YQflQWsaPH29f8yeffJIY1HyvNUrgpnd2Gmp9vBBCiPLTqPhbD5599llzxhln2N6SwbJiEmL6eTL0iPhJMuuDkmRf+w7n4ArHbBJlelY+/vjjNmmlP+ZBBx1k76M/ZxoUr4UQQjRTXM4aa7PG1jBpYm2t8T+I4rIQ+SOxWrRUUCawRQ0fBPo319qbiwGHbmUzCEENZs6cGdlvmpVcRO20ECw///nPWxc3fbRWWGEFkwXKjFjVTevWEkIIIcoaf+sByTCVUQxI5hZmiSWWMPvss49NZn2sttpq5uabbx5Slut6Y3J/GK4hNtxww8rPxHcWwJdbbrmcXpUQQoh2pmxxOWusrSa2Zo21tcZ/IUR9kVgtWgb6coXdzvXozcVq7D//+U8rIAddUBdeeKHp7Oz0llu9/fbbNkDSIoRJxD5wXfMauKjgRusOJgvffffdtn0IvaqjYP/hPlv//e9/7QBIXNkclxBCCNHM8bcerLTSSrYHZBhKgz/66CNzwgknmKWWWsobp4H5EAw0xp2FiwsoXT777LPNxIkTbYVTHBdffLG577777D4Uq4UQQrRiXM4Sa7PEVl9cThtrsx6TEKKxSKwWLQOrn//+97/Nb3/7W1satPzyy5s111wz995cP/nJT8w//vEPO+SAYYr0n77mmmvs7xiu4CtLIkDiuI5rAXLvvffa1e1f/epX5tBDD7UThBGbcVZTovWXv/xl0PbByc6I2vTuYsjifPPNZ5544gkb3BHGjz766JperxBCCFGG+Asnn3yybYvlSnavvvpqO8QI6DlJuW+WbUlut99++yHP45xUwfvCcRpImnfYYQc7zPitt96y8yLokUn58Jlnnjlon7fddps5/PDDzVZbbWWvHe655x6beG+zzTbWvSWEEEK0YlzOEmuzxFZfXE4ba7MekxCisUisFi0Dq6C0vfj1r39thxmeeOKJQ4JyHmy88ca2bIqASP9qhiRwQUBvLAY3RLUAQUTOckHw8MMPVwI+tzBBsZpgynP84Q9/sOVSuKwZ+kjgJrgLIYQQzR5/AVfUyy+/XPmZIcLcXFwMitVZtq2F8847zxx88MHm/PPPt4OPqLBiEZvrhSALL7yw7UHJ0CdcW1w7HHHEEWb//fc3w4frklwIIURrx+V6xNYwirVCtAYdferQLoQQQgghhBBCCCGEEKJg1BxPCCGEEEIIIYQQQgghROFIrBZCCCGEEEIIIYQQQghROBKrhRBCCCGEEEIIIYQQQhSOxGohhBBCCCGEEEIIIYQQhSOxWgghhBBCCCGEEEIIIUThSKwWQgghhBBCCCGEEEIIUTgSq4UQQgghhBBCCCGEEEIUjsRqIYQQQgghhBBCCCGEEIUjsVoIIYQQQgghhBBCCCFE4UisFkIIIYQQQgghhBBCCFE4EquFEEIIIYQQQgghhBBCFI7EaiGEEEIIIYQQQgghhBCFI7FaCCGEEEIIIYQQQgghROFIrBZCCCGEEEIIIYQQQghROBKrhRBCCCGEEEIIIYQQQhSOxGohhBBCCCGEEEIIIYQQhSOxWgghhBBCCCGEEEIIIUThSKwWQgghhBBCCCGEEEIIUTgSq4UQQgghhBBCCCGEEEIUjsRqIYQQQgghhBBCCCGEEIUjsVoIIYQQQgghhBBCCCFE4UisFkIIIYQQQgghhBBCCFE4EquFEEIIIYQQQgghhBBCFI7EaiGEEEIIIYQQQgghhBCFI7FaCCGEEEIIIYQQQgghROFIrBZCCCGEEEIIIYQQQghROBKrhRBCCCGEEEIIIYQQQhSOxGohhBBCCCGEEEIIIYQQhSOxWgghhBBCCCGEEEIIIUThSKwWQgghhBBCCCGEEEIIUTgSq4UQQgghhBBCCCGEEEIUjsRqIYQQQgghhBBCCCGEEIUjsVoIIYQQQgghhBBCCCFE4UisFkIIIYQQQgghhBBCCFE4EquFEEIIIYQQQgghhBBCFI7EaiGEEEIIIYQQQgghhBCFM7zoAxCiEfT19ZlXX33VvPzyy2a++eazt3HjxpnOTq3XCCGEEEUwadIk88wzz5h5553X3uacc04zbNiwog9LCCGEaEvef/9988gjj5i55prL5sv8O3y4JCMhROPp6EPFE6KFmTVrlnn88cfNSy+9ZEXrOeaYw3z44Yc2ISYxnmeeeWySPPvss0u8FkIIIepMb2+vFamfffZZ+/8kwx988IHp6OiwMXruueeuiNeKy0IIIUR9IRZj6iJnJncmFn/88cf29+G4LPFaCNEIJFaLluajjz4yDzzwgA26iNIE4U033dQGXhLj//3vf3YFGfG6q6trkHg9duxYJclCCCFEjkyZMsU8+OCD9t/FFlvMPPXUU2azzTazcZlYTEx2cRnxmrhMkqyKKCGEECJ/ZsyYYR5++GHz7rvvmuWXX97897//NWuvvbYZM2aMFaxdvkzu7IxfQfFaFVFCiHqgZTHRkhBIX3nlFfPYY4+ZBRdc0Cy77LLmtddes78HgipOLm78DjHbide0C3niiSdMd3f3EPGaxFkIIYQQ2SDW0vaDhJjYu/7661tB2uGqnbgBcZn7icuuXYgqooQQQoj8eOedd+wC8qhRo2xcdsIzMZv4SpzlxuJycFGZxz3//POqiBJC1A2J1aLl6OnpsSvCb731lllppZXM/PPPbwNplNDM7ylnIshyc+I1gZgkGdGbkijEaxJslyTPNttsEq+FEEKIlO24iKfLLbecWXjhhW0yGxdDfeK1W1R+/fXXzZNPPqmKKCGEEKLGdlxLLbWUWWKJJWz8JNa6+8NwP8I0N2BbqpiJy+Tdzz33nCqihBC5IbFatBTvvfeebfsxYsQIuzrMKrEjrbDsxGuSX26I1zNnzqyI1/S+fvTRR83IkSMHideUSkm8FkIIIfztuNZdd10rKDtcAktSnFRGrIooIYQQIt92XGuttZaNq44swjJxOSxeqyJKCJEXEqtFS0Ciy2ru008/bVeGWSEOB8JqE1Yeh3uLAMuNJBn3thOvX3jhBTs1GWHcidesJPOzkmQhhBDtiK8dV3gok4uRacTq8ONUESWEEEKkh1g5efJk89BDD9nYuN5669k46cPnrE5CFVFCiDyRWC2anqlTp9qgi3trzTXXtMHXl4zmFQjZN4EdQZobgZ/BFC5JRjSnDcno0aNtEu2CMU5sJclCCCHatR1XVFyudda3KqKEEEKI7O24oqg1LoMqooQQtSCxWjQtBD0SYYRq+mHR9iNqdRjqtWpLQKXtCMk4t7B4jdubYyQpJlgTiAnIEq+FEEK0UzuuMC4G5pEUh/eriighhBAivh1XFNU4q+NQRZQQIisSq0VTQnCjlOjFF1+0pcXjx48vTQmRT7yePn16JRhz3LjBCb5B8ZrHKBgLIYRo1XZcYYJtQOqJKqKEEEK0G2nacRWFKqKEEEmU42wlRAY+/vhjuzqMS4rVYQY1pKEoMZuASqBdYIEF7I1gPG3atEowpgQK8ZpVbpckcyOxVjAWQgjRKu246tUGJCuqiBJCCNHKpG3HFWcMaySqiBJChJFYLZoGgtZrr71mAxUBd/nll8+0Olwm5zWBlRur3LwuEn0CMQGZ1W+c2GHxmgCuYCyEEKJZ23GVRawOo4ooIYQQ7diOK4oyxOWoiihuqogSovWRWC2aAsqCEKnffPNNs8IKK1iRN2sgKmvg4rgItNwYduHEay40CMZvvPGGDc44yAnGBGL+Ragv62sSQgjRHu24KNWdMGFCVe243Pb1bgNSz4qooHitiighhBBFQSx9/vnnzVNPPZW6HVdZxeowqogSov2QWC1KDwHowQcftBOFWR1G1K2Gsjirs4jXiyyyiL3wCIrXuMspi8LF5sRrgjLOayGEEKKR7bgmTpyYuh1XsyTF1VREIWa7RWVVRAkhhGiGdlzNHJdVESVEayOxWpQWRFr6UxFsFltsMbP00ktbwTqP/eaxn0aByM4qMTecaxz/lClTrHj9wQcf2MEZONzC4nVZBmgIIYRoDWptx9Uszuq8K6KceK2KKCGEEPVsx7XeeutZQTaP/TYTqogSovWQmiVKCcHl4YcftgFm9dVXt8Gk1kAS5ay+ba617L8bv3e/aQZ4HawSc3NJ/ieffFJxeFGSze8IxvT4IhjPOeecEq+FEEJUDS7qRx99tKZ2XM1a8ZRXRRRxm5hMbFZFlBBCiDzacb344otm2WWXraodVxTNtoicpiIKfcHFZVcRRVxmUZm4rIooIcqF1CtRKggk77zzjm37QfCg7Uceq8NhB5fPWY1o3SyCdfh1IUxzW3TRRe3rQ7hm6ASvkwsY3tc55pij4rxGvG4md7kQQojmb8eVJSn+z/Lrm4lP3mWakaiKqPvuu88mwq+++qoqooQQQuTSjmvdddetuR1XkFYUa514TTVUsCKK95BK5UmTJqkiSoiSoatiURpI5hiOwHTfZZZZxrb+yNN15QJNMCm+a/F1W0Kw9onXsPLKK9vXTf8yxAYWAhi8we/C4nWrONyEEELk246LYU0shubVjiup3BihutkFa19FFLGXYZSUKvsqosJxWeK1EEKIerbjSpMvtyKuIor3jmGULB5rRpQQ5UJXwaIUkLTh2qIcZ5111rEJW944MTacFA+ffbiZ+eFM06rwugm03NzFx4cffmiTZHqcsThAwCYxdsGY91/itRBCtC/hdlzEh3q5i+KS4lYRrJMqonDJEZdJlFURJYQQIszMmTOtSJ1nO65W6Vldr4oot6isGVFCNB59u0ShEAgZRETLCkptSIjrtWIZFquDruqgYN0K7uqk94EE2C0IEHideE0J1DPPPGMTYhJj/iYEY0qiJF4LIUTrU892XHHP6XhovY1N9xzDzYz3Z7acYB2V/BNfibPcqCojSVZFlBBCiEa142pXsTouLrsZUU68DlZEvfzyyzaHVkWUEPVD3yZR6Oowww0os2F1eKGFFqprT6hgWVO4/Uerkub9dMI0NyDw0ruLYPz666/b8m8Cb1C8xg2mJFkIIVoL4iPnfMTRerTjinveJFpFsE6DKqKEEEIE23ExSJGYXK92XEGIL+0iVqdFFVFCNB6J1aIQSLruv/9+GwxZHabkplHCbVTwbSd3dRwEVcqauPFeEYxZQSYYMxTqiSeesO537g+K1xo+IYQQzUsj2nFF4eIyrmpH2F3dboJ1EFVECSFE+xFux8X5vVH5lsTqeNJUREFwUVkVUUJkQ2K1aCicyCmbefzxx80iiyxiBw01asXRBYdHVtoi1fbtLFg7uCDi70OQ5caFC0kyF02ufxd/y+7u7kHitRskJYQQonnacXH+rmc7rqzO6rBgPXLuLvPfDTcxq95xq2lW8oiNqogSQojWpYh2XL5jEOlRRZQQ+SOxWjSMGTNm2NXhd99916y66qr2JN1IQdMFg+65+j/2M94bOlSxVYYt1usCg78XCTDJLzcnXhOIub300kvm0UcfNSNHjhwkXuOcl3gthBDt3Y4rjqCr2idYI1Q7ml2wblRFFDf+tqqIEkKI5oDz99NPP23FzUa24wojsbqxFVHcELolXgvxKRKrRUNwq8OjRo2yq8OImYWU6/z4kMTtgoK1EuJ04jWJLzcubHp6eipJMj3WmFrN390lyfPNN5/9WUmyEEK0VzuuantWI1iHUXz2o4ooIYRoTopsx9XOPasbEftUESVEdiRWi7onoKwcPvvss2appZYySyyxRGEn3btXnjjoZxzWPne1Y9wK/Ym7EuJswZ4EGEGaGxc6OOpdkoxLgFJzJlgHxWsWL5QkCyFEa7fjiuKdHb8ee/+oOfrLn6d/NGPQ7xWfk1FFlBBCNE87Ls7BRbTj8h2TKFdFFIvKEq9FOyGxWtSNqVOnmgceeMBMmTLFrLXWWvZkWzaiBOu51xhnZk5r/nYgRUOiS4+1+eef396C4jVJMgsZtIYhKQ4GY4nXQgjReu24fPD8Toye+v702G1HjO1uasG6DMm/KqKEEKI8lKkdV9niVbu8TlVECeFHYrXIHU6wkydPtmVMrBJusskm9uRaJHettE7mxwwfObwiWDdTMhykbAHMJ15Pnz69Il5TAvXQQw/Z4BsMxjymbK9FCCGarR0XC8icczfaaCNb4VI0nNcX/O1vKj8jWocFaydkRwnWI+cYYZ7+v63Mstf8swFH3HqoIkoIIYptx/Xxxx+bNddc055fy4DO7cWiiigh+pFYLXKFEykrf6wALr744vZkWrRQDSPGdZvpHwx2Y0W5q8ct7e/b2ayCdZkhoBJoF1hgAXsjGNOnzYnXTz75pF30oGcXwZhATEDmM6VgLIQQ2dpxEZdxzpYhLkfhE6zTOKwlWOeDKqKEEKKx7bgQq4uY51R2x7GoviKK7VhkVlwWzYzEapEbH330kXVtIVivu+669uSIWF00D2ywYaJgncZdLRpUDj5qlL0tuOCCFfH6vffes0MoKJPj59lnn70SjCVeCyGEH9pwseDn2nFx7iSpKUsS+shnNokVrMOu6rBg3TGso+kE62aLVaqIEkKI+rbjYsBeWeIycO5OGnzcSjRbrKqmIorPmdp5iWZDYrWoGU6QOKkREhEYl112Wbv6x0TjsgW6KMHauat9rupmbAdSpguePMTrhRde2N54XfRCd+I1JVAEZwQYenw58ZrPn4KxEKJd4Vw5adIkmxCTqKy33no2sWEx2d1fduKEakfXqC7TM7Wn6QTrZkYVUUIIUX07Ls6P5Dbrr79+xU1dRnG4Ga4TRD+qiBKtisRqUROUoLBy99Zbb5mVVlrJniDdSY9ptZwsuRV1InSu6jTMs8ocpmfK4KTXx/Nf/pxZ6rLrajwyUQ18jlgl5kbZHBd2iNcEYvqk4+Tn8zZu3LhKkoyILfFaCNGO7biWW245u9Dnpse7f8uQFEe5qh3ds/W3Kpnx8YzY+yVYl7ci6u233zavvvqq/bypIkoI0a5wDqQVF6LhUkstZZZYYolKPA7mzGVB5+bmJq4iiriMdsNnUhVRouxIrBZVQyLC6jAJB6vDJCpB3MmuKLE6SqhWO5DWgYs7Vom5AZOUl156aSteE5BJkhFuEK+d89qJ10II0ertuHC3BnGxuAxidZIYHdwuaRsEa3CiNT+/sMO29v+XvPTanI5YZK2IIvHF3YWZQRVRQoh2BFMN+TIVx7TjQhwMI2e1aFRFFDkzOfLEiRMrbUPCFVFOvNaisigaKTYiMwTT559/3vYpZGWYFeLg6rDD/a6oYNc9ZriZ8Uk6gXn2RWaz/3aN7op0VyNYjxw3oqnc1e0UYPic8ZljlZjb+PHj7WeVi0MnXjPMBBFnjjnmqCTJBGWJ10KIVmzH5aMMDq6nttsyVox2QnbUNuH7HT6XNaK1BOticGaFqIoo4vJrr71mq/RUESWEaLXzH1Wf9PQPtuMqa1wOwrm3TMcj8o/LcTOiqM7TjChRBqTQiEyQYBB0cW+tueaa9gQWddIKOqsbzaNbbRorWMe5q+ME6yDNIli3Cz4HPxd/rBJzW3TRRW2SzMRtkmQC8osvvmgfFxavcWgLIUSzt+NqliQ0jXs6zTZBl3XZBOuyvedFxmVXEeXEawaAqiJKCNEO7bh8yFldHO3yOuPictSMKBeXwxVR3FhY1qKyqDe68hOp4KRFIoxQTQLB6jDlnXGUqdzYhxOsnas6iTHz9reamDWj/O1A2i3wpm03w4UigZbbYostZj+bLLwQjBl6QsUAzDnnnJUkmf+XeC2EKCMsutH2g3jsa8cVdR4sMi4HXdU+MTrKNe22SaJ7TP+1yYxPppdOsIZ2Suz4nKWJy6qIEkK0SzuuZlhEbqc41W6kyZeDFVFOvA4uKqsiSjQKXemJRAi29DLChUppMclE3Opw0W1AnKu6mnYgUe5qJ1TDsO7hFcFa7uryUE1vdD6jBFpuQJL84Ycf2mDMAIrnnnvO7jMsXqf5/AshRL3gXMX56emnn45tx9UMSXFWMXrE2JFm+kfTYoVq9/9BwRrH9au7bG/Gn3dFTkcr6hWXVRElhGjldlxlbwNSZrNZPWgngbWauMz2qogSRaBPkIiFBIHVYVbPWB3GkZqWIpzVYaE6SbCeZ9m5zIxP1A6kFchjkCcXiyTA3IDA68TrSZMm2SneJMROvGYlmcAs8VoIUcZ2XGUrN45yVQeFaIgSo939cYJ1kLBgDQjWING6eeKyKqKEEK3UjqvsbUDaSbxtN9JUPCWhiijRKPSJEZEJBiUejzzyiA24yy+/fOYTDCfCRju4fMOVohi7QH/7j+4x3ZGCddhV7XNXw5t77GAWPOPSqo5Z5DtgMU+cMM0NCLwMniAQv/nmm9bVyPciKF6TUEu8FkLUux0XbT+ihjWV1cGVVmROs114m6CrOoj7fV9ICJDLujnjsiqihBBlgoqPBx980MbjtO24yu6sLnMFlih+ETmMKqJEvZBYLYYwc+ZMK1Ijxq2wwgq2lKnak1ojV4qTHFvVtgOJIixYi9YLvmEIqgRXbk68Rrjm9vrrr9t2OV1dXZXJyYjXrDorSRZCFNGOq0xJ6Ivf+HysEO1c08Gfg9uF74/bV5jhI/tjec+U6YUJ1u2Y+DciLsdVRE2ePFkVUUKIukB+S2XHU089lbkdV9md1e0as9qBRsVlVUSJPJBYLQbBSYTVYU4WrA7TWL8WikiK07irnavaEeWunm2+/u2inNdBwbps7up2K+FqRPANw/fETUXm+YPiNX3rmASO08KJ19xYdW63v40Qoph2XGUcsFgPh3Vfb1+iUA1do0cMEayJ3VCm+N0qFBWXkyqi3DZuUVkVUUKIRrbjKruTuWzHI5o7LqsiSlSLxGpROWm88MIL1rnFCtjSSy+dy+pWo8qawq7qKME6zl2d1A4kitFzf9ompGyCdTtRRPANwnPTEsSJ0k68dv27XnrpJfPoo4+akSNHDnJeM6xC4rUQoh7tuMqShDpXdZQQ7XNNB7dLgvgNaWJ4ULAOCtmK360Xl0EVUUKIerXjWm+99cyIEf4WVM3cBqSdaLf3vQxxWRVRIi0Sq4WZNm2aefjhh+2F++qrr24v1vM6iTXCwZXU/iPMXEvMmaqvtXNVxwnZY+bpF6pnTlf/6lbsjZmHeE2A5cbx4Yx0STLl/IhQ9LYLJslUMxR9ESGEaJ12XGV0VjvSD0qMXkxmcTpqu6AYPegxo/19rBvhsm6n83sZkuJaKqJckqyKKCFEnu24yhyXQc7q1qWscVkVUcKHxOo2P1nRN4i2H7hIaPuRx+pwWYJdlmGL4UQ3KFSH7/MxfMTwQYJ10bTjBUYZg28Qjo0EeL755rO3oHjNSjIlUEwSR6wOiteI2WV+XUKIcrfjKjou+1zVWZzTzjWdtvop7XbEbeiZOnTbt/fa2cx70oWJ+xDNH5fjKqJefvll89hjj6kiSog2J+92XGUXh8vYQ1u0R1wGVUQJh8TqNoUAxCoVAtkyyyxjW3/U4wte72D3wtf+z3SPGWFmfDK4B2UUs803NlHInnOxdM5r56r2IXd14+FzVvbgmyRez5gxoyJeUwJFxQNJcTAYkzQ30+sUQhTbjqvoJDTJPe3E6moc1kFXdXi73lnpEv+uUd2RgjVItG7tpDhNRRQOL+JyuCIK5zXxWxVRQrQm9WrHVXZxuN3OZ+30epstLoMqotoXidVtyCeffGJdW7T/WGeddSr9gupBo3pwRQnWQVHaCdW++9I/T3p3tQTrxtKMwTcIx05lAxfD3Hg906dPr4jXLC7RI4+V46B4zWOa+XULIerbjqvI3phv/GCHWME66Kr2beNc1eHf1eqwdq7qoGANiNbh++Sybu+4TALsa+dFXH7++eetiKWKKCFaj3q242qGntVlOx7Rmm0zs6KKqPZCYnUbwZf5jTfesK0G+OKSEFNCUU/quVKMqzoN1YjScY8hAY5ycwUF61FzjjHv/2w3M8cx52R6btGeSXEYXguBdoEFFrA3J14TjLnhvnQtfNzkZIIxiXUrvQ9CtDKNaMdVFgdXmv7UWXpY9/VGJ9KuV3WWwYtOtA73sc7LZd2OiX8rxuW4iqhnn31WFVFCtAD1bsdVZmc1C3JTp061Yj1GGddLGM1g+u/2tduM+MnxRR+mqJJWjMuqiGpdJFa3CQQcVpkoZWJ1eKGFFmrIF7SRK8Vx7UDCruooUTrY2iNOsGY4U8+U6aXuX91uJ+BWC75R4jXODm68XtyYkyZNMi+99JKdnszP9NFzSTI3iddCtHc7rqLisnNVR4nRUb2q3TY+V3WQ7tlGmhkfJwvbYZd12DkdZFj3p/fNnDZjyH3vHfBN+/9zHXt+qudtd9ohLvsqot5991373WYhShVRQjRXXEbceuKJJ+rajquszmoEPhbcOBbEac5TvB9oCLRVWGVgO4nWzUs7xOWoiijahbz33nuqiGoiJFa3AR9++KG5//777ReQ1WEcH42iXgMjolzVUYJ1XDlwVuf16LmHDl8MM2a+caa3p1+wlru6MbR68A3DayWwskLMItR6661nnRCuDOrRRx+1ji8uLoPOa1af2+l9EqLd23GVbZBTWoe1z+EcXDCuRbBOw/CR3RXBOihiA6K1BOtk2jEus6hMrEWs5rtNkhyuiCIuBxeVJV4L0V7tuMrmrOZc/eqrr9rz1lJLLWUNMOQQEyZMsPezCGdO/NmQxznRuuuAPzRta4kyLBI0knaMy64iCrF61VVXtQtQqohqDiRWtzAEPfr28MVcZJFFbMBpxOpwvYPvK9/+oi3xnTktncA8doHZUyWqvoGJYSE7KFTHuavDSLCuP+0WfB18v7hA5LWzSsxt4YUXtu/HlClTKuI105NJmseNG2eDMYEYEVvitRCt3Y6riKTY56oOEuWqDovRMz6emvhcCNb9204b1ALEx6i5+mN4zydDBe6wIN2/r353t084r9Zl3U7n22bvjVkt9M8EXruvIsrFZa7P+Tm4qKyKKCFavx1XmcRqV33NeWnNNde0OcLbb789SMTl/Zg5otvMmj40j+7o7DAzjzvA/v/kHfe3LUPUH7i8tGu+zOvmhhamGVHNg8TqFoXVUFaJKEVkBYkvWRFfsCLKmoLuaidUJzHHonNFCs9Z24GMGNcvend2Da+4qxstWLfbKnE7B18ubn2LULwXXCxyY7GK7YLiNW5sLlBpG+ISZCdeCyFapx1XGcuNnRidtODbPduoIYK1e+zQbdO7rLvGjPQK1j6I5Y5wot45fJiN7aAF6fTxqZ0WkX0VUdz4/vM9VEWUEO3XjisMz+kWuRrJRx99ZIU5zklBkT58vpl54k/tv8NG9C/g+kRrmP+SP9h/75z45UqvawQ/Fu1EeT7z7RhP3GJQ+PuddkaUKqKKQapEC+JWh13gKTJA5L1SjKvakcVdnaodSIxTGsE6KkEOPs4J1Y4iBet2o10dXC4pToJtWCXmNn78ePs4WhEEpydzoYzz2gVigrLEayGaux1Xox1cbx/wjVgxOhhLfXE3HGsRrNO6rEfNPbvp+cS/nUuyfYK1z1UdtY+oJF2i9VDaeRE5TVxOWxHFojLitSqihGiNdlxlcFazcI4Qt8QSS9jWH8FzSlK7MBdPe3v8efg6/7nMdAwfZv67wVftYgBaBDlFcFhjmWin82k7x2VIis1RM6JUEVUMUiFa7EtI351nnnnGBh2CT9HiXb0dXFGCNe7qEWNHpBKsx8zrH76YF2HBesoRPzSjf3lqXZ+zHWnn4FvN95zHEGi5LbroonY/H3/8sQ3GDJ9goArvKRfvLhhzgSnxWojmasdVpLM6TbustC21EK3j+lhX9jdmVKRgPXTb/sX8YIxOwiXpfREuOETrjmHDzLjfnGnaHcXlbKgiSoj2aMdVZFzmHMIAScxta6yxhj2HhAmet52r2kenE61Di7gI1bDqnRfZfz/4+s8ruYUb1uiEa/KMoq+L2ol2jsuQNTarIqpYdHXTIvClYXWYVeK11lrLrl6WgTxXioOu6qzDkdISlTSPnLNf0I5yVPG4YKlwlGDdPXZ0puMR6Wnn4JvH6yZ4kwBzowzSiddcXHJB+/zzz9vtuLAMite6wBSi3O24GungwlUdF1eTKpSi7k8jRAed02wHbtuwq3rQ47qH25uvLUhcXI8qh0aohg8O2t3+286idTvH5TzMIqqIEqI+7bioWlh++eULa8dVlLOa63quSxDn46qvUw1i7uxIFK0d4y442owzxizZ0Wlmfe/XlRYLTz31lL1W4hzmWoYg+hVttmtl2jku87prfe2qiGosupppcviCMLGX8mJO9Outt54tQygLea0Uv/mjHTO5q5Pc0s5d7dsuzuUVVwKcRRyXuzp/2jn41uOiLiheu+ehlQHBmMEr9Pfj/cYR4ZJkLjR1gSlEfzuu++67z/a0K7odVxl6Vqd1WMcxfNSIKpzT2V3WaXpZ06vakdTD04nWYw7/o2k31J4rX3wVUYjXLCqrIkqIeLiGveeee+z/ky8X2Y6riLiMm5wqLwwpSy+9dOw5yuVTca5qH4jWLj4OWcjt6H++YX882MxjjFlg798OcqlyDnv11Vft75zrWsMa80f5cr6oIqq+6F1qYnBTEHReeeUVmwgz0bRMQnXeK8Vxgw6jiBOQZ19k7lintEusnas6TrB2jum45xs51+xD2oG8usM+devf1W6BqJ2DbyPczQR4EmDX04/zDxf+BGIWzGg/xHE48ZqVZBbQ2lGoEO0L30e+C7Tkwg3JBWmZhOp6Orh8ruogya7p9GJxWISOc07Txzpq8KKvV7U7jlkz0rcGccfQOzN6QNaUQ79v1qIS7t9/NV1H/Nm0A+0clxsR+4LitSqihEhux0VcxhFZJqG63s5qrtdxME+aNMmsttpq9vo8zfFw/h42aoSZNXV6rKu62oVcJ4Sz1cJ7/7biUnXnMKrSOIch6tVzWGPRA6cbjeJyfVFFVL7oXWlSmN77wAMP2A/7uuuuaxPjMpKqjCiDqzpKsA66q8Nu6WragTjCQnUafM/nxOxw/+rxl55gHt1y10H9uzhhcQJTMpENBd/GwufTXTwC56IPPvjABuI333zTDlRx2zjxmlVlideiVcFJQTsu/qUdF4lhGeE7SIlio0krRgcHH4Zd1dW6prtn63/uKNE66jG+7YPJuC/+O4LXAR2hxP7DX37H/jt7i4vWisuNJaoiirisiijRjoTbcZE/I4a2Yr7sA5GM1893nCov+u6mPZ4Nn/qn/X8Ea/CK1imwonVHZ2SLkLCDe+zevx20AEdugdCHM9wNa3T5chmHNZYdVTw1FlVE1YbehSaDDzNOasRNJpQuu+yy9sPMF6HRU4TLVm6MYD1i7MhMInRcW484F1jwcVn7UIcF69XvusT0/fA3lf5dTGZ2/btcIM7av6vdVolBSXGxIEzzeXX98hGvSZBd/y4+11xQcr/r4aW+dKKV2nE99NBD9vPt2nG99dZbpYzLeSfF7OuDX33XKzKHhWr3/+HtgvdHbePfb3/iHeVo5rogSoD2uaod7r4sIndYxHbCddxi+UeH7FH5/7GHn2FaDcXlYklTEcU2wUVlVUSJVgGBGmMXAq1rx8VicrvkyyyYoxfgWEYvyPK99p23K6J1RN4ct5Br7w9UQCUK1wMLvMP3PKZijFlyySVtOwXOX+TLblgjDlaXL2tYYzKKy8WiiqhsSKxuInBCMbmYBHillVaybT/cyaasYnWtZU2+XtV5twOJEqxHjOsvEQv3ww4+LirZDT6fT8x2gvXwgUS749SDzAL7HWsWWGCBSv8uTloEYxYngv27CMiUsLVjoIlDwbdcEFQJstz42wTFa3rSMYkcQS8sXrfj31C0Rjuu5ZZbziaF7vvIvyw8lo08y41JHG0PzMwic/J2bhufqzrIsBFd9pbmeYMCdJY2H+4xUdcDcQQXvge7rTtbXrhWXC4XqogS7fL9o+KYxZilllrKLLHEEoPicivmy0HYD99ljCIrr7yy1Quystwdf428b/jo/tx15pR0lU24qjMJ14FKpJkn/+zT593zGGvQc1UhMH369FyGNbZTnFJcLheqiIpHYnWTgHBJeTHijq+Mp6zBt5aV4rihij5Gz9Pvlp41vSdWQK6mtUcUJNEzI8qiktqPIFgHmXHcAaZ7v2MHTZmlUT/vH2VrBOJw/y63kly2nqhFoOBbXvi7BC8wg+I1n2vXS5BhdMEkGbdEO/5NRXO24yIpavW4HH79lBevfOO5sUJ02DUd3i7qfrdNX2/0sSJSRz1v2FUdpLOry958bUTiHNdRrUySHGVZ3NatJFwrLpcbVUSJVgOzD/kyZfa043Kf7XaJy7x+4jL7Qi8gl8yTjoC7Myhap42BPpxwHee29gnXQN6A0Sto9nLiNYPt+Fsj8rl8WcMaFZfLjiqiBiOxugm+WIiTrBayMswKse/D2Iorxc5N5ROD49zVJK9RgnUUYXe1c1WH+2EHCW4Txej55jIzp0aURY/tf3zweZ1gHX4P3YpbuH8XyQSfDcRqF4idY6bd4H1R8G0OfOI1lSPuc/3SSy+ZRx991C7KBZNkXWSKMrfjaqa4XGtSTBKIkLX44ot778/isI4jODgxamG4muf9dPv+ZDtN7+tgkp72ecK9qv1u655UwjX7mu3QP5pmQklxc5G2IiqYJKsiSpStHRefT9eOq5nicq3HReU1184It1R6Vds2YPopn4rCabCi9cD5rnfatERXdZxo7WJmVKsRn3Btj2HPYwaZvYLDGn1mL3dL28O7lWjXuEw8a9a4PGcbV0RJrC4xrA4SdHEvrbnmmla0iTq58IHkw9sqSfHbP/5m4jZBwdq5qpOYbcG5Ytt6EBx9InSUYJ3kru6/f2SkYB183jjBOohbTQv373JN+hFQCNRc9BCc26V/V7sGX/7OzT6Egb8bSQUBlpsTr53z+oUXXjCPPPKIvah0iTTb1aMdzmmnnWZvCOaw4oormkMOOcR89rOftT9PmzbNHHDAAeaiiy6y5Ydbb721OfXUU6sqsxSt1Y6rWZLiWo6L6wwEK17/6quvboaf+POqheikRWnftsHtgq5q3/P2RVwT4aiOGtYY56qOep6si+Nhgg7wqOsMl8B/fOj3Bv2+7OJ1O8flZk8Uq6mI4lYP8fqoo44yf//73605w/UfPuaYY+xCIRCvMfT4uOSSS8wOO+yQ6/GI5mnH1Sz5ci3Oatf2hNfPNetCCy1U27GMHDlUdA4t2A5+QOegx9pj8jw+C8GF6lrE6/BgO2eKcSIfZi+XL1NF4lvgaDU0YLG5GZaxIsrF5by1oEbF5eZWOFr4JEIiiFCNrZ/VYS4G4+DLh2jZimVNSWKwT6j2uatHzjlbovA8eoG5zawIYTn4uLCg7TvG7tlnixSsnau6WsF60HN7+ncRhBGua+nf1WwoKW4dnHg933zz2Rt/Wz7HLkmmf9eJJ55ogyT9+JZZZhnzi1/8wgblWqH1ztFHH233yfOee+65ZrvttrPnY5KA/fbbz1x77bXm0ksvtd+rPffc03zpS18yd955Zy6vXZQXFgRp+0E89rXjahaxutpFZBxKlBdzEbzBBhvYJO/9hMcwl2FmCteyL4aGk9Wo7Xx0diMAd0XGcx8I1h3Dh3kfE5mkh0T5oNs6ylUd9XsYHnRcT0l+nWUXrxWXW4c0FVEXXnihXbxdbbXVrGB22GGH1Sycwa233mp+9KMfmbXXXtvmOgcddJDZaqut7MIZFVfjx4+3171BzjjjDPO73/2ustAs2rMdV6vHZQwULKDzXUQvoH1eLfSc+atcRGceT6yblSJep4mNweuBJOE6SrwOmr3sNgNmL9zoiHzkFu0wrFFxubUYllAR9e9//9v88pe/NGussYbd5tBDD7U5brPEZYnVJYMPGCsiXPRNmDDB/qHTfLH4oJYx+Ga9KOBL9s5PdkmdoOKujqKadiBJpHVYB4XqahzWlFT1/vGXpvN7R2Q+RoQUEglW2BFUXP8uhBZOWsFhja3Uv0vBt3Xh78rnGhcrN/7WtMShsuAvf/mLufHGG80JJ5xghevNNtvM3v7v//6vqvfl85///KCfjzzySOu0vueee6yQfeaZZ5q//vWvZvPNN7f3n3322Wb55Ze395MoifZtx9UsSXE1x/XGG29Y5xruJC5y2cfHx+wVK0a7AcJR24QHJ6YVotmuL+b4+4XqfoaNGnA/D8Ren6vagVDtHpNW5A736YzqaZ1uZ51e4XpWQn/rsHgd7vFdZM9rtedqXXwVUZwbidEs5hIbzzrrLJvLbLrppjYuf+ELX6hqxsr1118/6OdzzjnHLmQjUm688cY2B6L1QZDLL7/c7LjjjjWLd6K523G1ar4M77zzjq065Pu3wgor1EVYdaJ1X09EPp1wnhsWiPNZhOvYfWYUrn3itROwyZc5l62yyip2IZ5cmZwZ1zXmr1Y0eylfbl06PIvK5KhUIl9zzTU2f8XVTD7r8mUMWW64YxnjssTqEoFriT8wq6MTJ07M9MFphR5ctuz/wG9n2v/oecf1PzbBgeRc1WlE56RENa5XdZpkO+yqHvTc9OsKXGxUK1g7ovp3EYx9/bsIxs06rFHBt33g70wA3HXXXa2rBtc1QZNV3ptvvtn84Q9/GCI6V7t4SNLNoB4cK+78vMUWW1S2oeQUAe/uu++WWN3m7bha0cHFdwCRftKkSWbVVVe1F6LVuKezOqx9ruosi79hsgjQbnvgMXGu6ii6xvYPtUrzmhOPZWAoY5AsAjY9r33i/uxH/NnUm3aOy63oyIuDvzPnx5122sleR7K4hWPx9ttvt3EZN1UecRlwc0N4eJ6DWE0VyCmnnJLL84nmbcfVTHE57XFxXsUFjLENIQrhKQ+cq9pHVqe1zyVtheuBHtazpkxN7arOs13IEAG7t89syA+PXGd/t8Dev235YY3tHJfbMV8eM2aMFaSZMYNY/Pbbb9uclbh88sknm0022aQqsbpRcVlidUlOGpwEWR0l4BJ4svagzWMwQ5FJMVNO+QCvPLLbzIxIwtK6rtK6q8OC9Yg5xyYmtl0Djum4icUj550r8n4S7CTos1mrYB31ngf7d4WHNeKcc/27gsMaWWluBtSDqz1BSGYxBhGN/ld59KYkwUacpryS1V+CO64VzlE4ydyEZgfnbcQ80d7tuJolKU57XFOmTLGfeeJGuO0Jruo4Mdq5qqO2Cbuqhzqn+xKTUxdPg6J10FUdFb997i7nqh7yXKNGms6u4V7ROeyq9uHeB/f4yIQ84zk8LGA78TrufQvz4S+/49++r8+MO+oskwftnBQ3y7VTPcAUwfmCa0jc1NzyfG/33Xdf24oIodIHFVDkUpy3RGuB2ebBBx+012Jp2nE1S1xOmy/j9kUv4Po0TduTXI4tkJMOEq1ryD2GMZTRI1rXim+hO1LA9sS/mSf+1PT19X8+OIOzPO+W6Kd9+1ctMaxRFU/tyYcffmg1Hs4ZzFvi1gxxWWJ1wdDjhaBDTxfEEEqZqjmBlLmsKS74OqEe59Zat15kfzc8RrD2uaqha/SISHf1mIXmSdWHOosTi4nFcYJ1FMMGEteox7rgHd6mVod1LcMaOam5bcrcv6udk+J2Dr5OrM4TykkR6VjI+dvf/mYd3Li2RXu14+IcyGchbTuuZonLaZLiyZMn20UbKnJ4D9K8/rwc1s7VnNaVnN1lPSJ1OTJCtU90jn/Q0PfKPR6xOg+3daR4PfB5C17XRLVMiRO2PwhVuUXto3fm4EFlcx17fuFx+aWdvzDkuGBWT7rXADOn+QewzZqRfr+fTO8174V+19fjf89nTf10H+s+d7dpFbG6HtAjk2vTO+64w3s/bkhKnQ8++OC6PL9ornZczSJWp5nxRG6Go5x8zA44znG4epSrOqqyyIrWA4uvvdMGx9PIRdkBV3Vk3lvjUMY83NdOqPYx8qzDzILG2Ftl+4H4ceca/S2OXJUy+XJZhzUqX25PPv7447pVz9czLkusLhCEkPvvv98mtKwy1CK4lDX4xjm+EUZpwk7PLZq+mwGxOk6wdu7qoFAdJ1iPnHvodj6CruokV1acYD18tjGR9zmhOur+MOFt6iVYJw1rdCVQZR/WqODbntRDrOYCc+mll7b/T+uH++67z/bEprzZDXoMuqsR9sJ9uUTzt+PCtVRLaVwzxmV+T4UNw4ZwR/g+12FXdRCfozrMyHnmSNcSxCNsR7UHQbDuneUXGIOic2U/A85uROsoV3XUMUE1i9UugQ++R/b15XX+DvxNWYj3kdQyDVd16qfziLzvHfDNQSL4BHZpjHnbs22U0Nsbte2MmTU93keWbX1CdeS206v/3t+z9Hr2396ZUcL24OPYaPJ9pozn0bzjMjDQmL6bt912W2TrAxaYqQrZZZeh829E+7XjaoW4TH7D4jlivVtAzzvf6WRWUhaXc0CQ7hw5witaZz6GkJBWT/Hat1ibNa47oRo2ePCqT3/f22fj3vSIBd+RPzvRFIny5fbk44G4nPffvt5xWWJ1QV8Wgg7OLXqdIorU6lZttpViLjhwLlJWTcnAlF//MPU+xy4yb6aeVEku6dELzB25v6Q+l3Gic5IgHb4/uLrs28Ym1+f92vTt0ji3CH8fxIpw/66yDWvkOBR821es5nNX7/eYhRuSJEq7b7rpJvPlL3/Z3oewx5Af2kSI9m7H1exxmfM7cZlj5vNcz+9VlMPauaqD20EqcXsghs7MkHATV3t7hoqgPoHbd5xDrg8ynosHCdc5DZ+Kg0V98CXqUUJ23DDLodumF7ujHMm1CNV5PFeUq7rW/aZxVVfD7fOvHbv/jd+73zT7IjLnq7322su25LrlllusszYKSo1pO8LQOdHc5NGOKyouly1niIrLGCSockJoWmeddez7kDezLjy6/xgGYqgTrbPOa0C07uD99YnMHld1/M46KscTPKZ60tntj/lZNIc0MXDaMXv3bxuxwO4V0iMWVn2/T5pHkfTZf3uvnVPHOl9s7s1jcTrDtr6YHbW4zH4fSrm4nCVmhxeRYYPX7zWtXPHU16C4LLG6wdBjimQQZ95qq61WmUJbK820UoxjC0c1jd4R6tlmiuexaduBRLmrw67qOOGZVdY4wTouaQ27qn1ic9BV7bs/jvA2HSkF67wvwpphWGOZLjwbRbuL1azU+oa+VcuBBx5oPvvZz9qFRBbVKFsiCN9www02Sdh9993N/vvvbz/fuG4J1CRQGq7YvOTVjquZ4nI4KWbgSlCoj1pAn3bij2PnRwR7Ufu2Cd6fduii2zboYvLFycq2o0cNEqzj4ndnV5e92eNNmQyTjCeK1kMek/x5SnrvYsnhc8Y1l3fXnve9J0Mrk3o5nfN4rq5RXal6kbPt8JFDfz9rhidp7ek1wz2XPtPeSf83TeuqTkqq4ba51mq4gJ23WE2JMbH4yiuvtBV9bkYEMTmYfDN0DnfXddf1D0sTzd+OiyGCEyZMqLodVxi3j7KJ1b58Ga0AzYDPORXY9eiD74TqIE4k7ovKTxPiWdAhnZc7Ok/hOsuiqn1uz/vOIq4T85Py+Hot+PriXd+s3iFtvMLbLjXw77s1xlufUB25bRsuLt+58DreWF7UwvLHOVc8NSouS6xuEARF2l0wFIKBXQSdWleHmy0pdhcelMwj1LvVlQ9//f3M+40Tl+P6V4cF6+45Zk8tWMf1r/YFsuD9cXB/0up1eB9pBet6UqZhje4zVqYLz0bB96qdxeq8k2JcPJQpIVwScFdZZRUrVG+55Zb2/uOOO86+3zircVszoOLUU0/N7flFY+F8RVzOox1Xs8Tl4HHx77PPPmurA1ZccUWz0EILpdpHmoHHqbYJOKfDruowLPrOSituV+GyDj4mzQL1oGMbNdLG8SzPF0dXIDHvydlRVmsyHDUgkyQ57T74nV8U7vQmmL5th/n6Ukc4sLM8V1p8QnUc3eOGfqZ6Z/WZ4bN5RHCP02vGe+mFgSQQsOuZGOdd8XTaaafZfzfddNNBvz/77LPNbrvtVvn5rLPOsmXIW221VW7PLYptxzVx4sSa2nGFcdfLZTN6BPNl/n355ZdtbF5mmWVsjtXw/Kajw3QMtPfoS9neI7iQO0i4Hjj21G1CksTwUCVyLq7riF7VaeJlJUeP2Nb1wXaDkO3vYtqWFb2IW8bnKmPLrqRF5KhF56Li8sc5O6sbFZclVjcA1wOSlQUXdPIOkGVOigm6XLiyOowgQNsP57h1QvWwEV1m1vSeRHf1qLnTictpe1WnwfWqrnbg4rDZRscG6WEDJ47eGRHtRAYuFqAvsE0ZBOuyDGtsZ7G6bBfcjYbWBSwA5gWlSnFw7jrllFPsTTT39+aFF16wC6jE5DzacTVLXHZJMZVeDGtCEKA6IOl7hKs6Toz2CZjBbXz3D3JOxySFLhn0CdZxC8II0L09/iHKUYvMcY/xJePhxzqccJ3GVT3oOULl0k64dgnvkAWAHD5jWQTsLC6xMiSuRT+X3UdP7fvoGjvM3uIS4umTs/dSrwdc8+cpMCYNnnP85je/sTfRnNSjHVecWF0m3HHR9uPxxx+35p+111570HyURriqfQwSrTPGsyB59bYeut+hC91Rju6srmr/PjI4dAMieGUQcqjfddKxdQz3bBtY8HU6SdSCcc3ib0/vkCokFoY7PZVJs3qGXiP1zsy2YJxl227vYu9M/8Kwxw8xa2Rv6njNAvWwUUOPY+rrtcf3Zm3P1Yi4LLG6AR8MXFskhfSaqlfQKXNSjPvwrrvusmX1iPVZhbWs7UCcWzrJJR10VUcJ4OGhit7jixuqOCBU2/tHjogN0J3d3ZGCtaOjuzuVYJ32BNIqwxrbWazmtbezWM05ls+OENW041p99dVza8fVLL0xORYWE4nLvHZ6sectCGR1WBP/YFaKJNa11UrjssYh7VzSqdt8DB9mhg0kS0ntPSqP8Sx0OOF6Vs5DosKif9pWKnm5qr37rWOSXMa+1lGu6iz7IHnO2+k1Yv5ub6nxjPd6GlpuTHuutFUaQtSzHVeziNXutd59992VCmyGfRd0MP5fD/Sk9onBkQu5nn1Z0drtJxyXs4rhETEt07DGGlzVScfh3W+WxdIUDmzXwiuqimnYsM7U7a58v+/0iOU+ZvWUwFXtEaojt80Qr6NgsTgYd5PahRQZlz9pwIyneiCxuk6QnNIKAdcSySAJcb1aIJRVrOZ4WCFHGFhjjTWG9JUNt/+Iclf7XNWpWnfEOa/nnyfaCV1lO5BUQxVDgrVzVUcJ1kFXtU+wtsH4kt/Z/5+1409MmannsMZ2Fqvb3VnN+SVPZ7VoXerdjqsZemM65xrtg3CtMX8gzbGFXdVhITrONe22S8OwkSOGCNZRzulhSX2sQ608gr2s41p3DXqOQE/qJFd15D4CSXOScB12VfvcWXFDGustYMtVXYyrOnLfEWXG4Z6Y3XPVL/+IEqvzdHCJ1gYX8f3331+XdlxhiHe+/tBl0AyAmLzUUkvV/Zqh7+/Hm84RI03v9PSLqcEY6MRgROBqY6O3pUfOi7uDjtcTR2dlnA9Rras6eb+1id2NXFzO0qsaV3Va6rW4HLUwnIWsbb/S0Oi4/EnOzupGIbG6TqvDtDxgkCDJIO6CegcdkmKSz7LAhSrONd4LyuZrHYA2ZqF04rLPLV0N7DMyQQ4I1rFDFQOu6kH318FhbY/rkt+VXrCu17DGdhWred3tLlZzrpGzWpShHVfZe2NS3YJzjQtWzpX0kMuDNEJ0MLEdcl/IPeYTrKMYNnqUmVVFX+renpmRruq4ntS+50qaOVGtcF0L3v7fA0l2muGNeYi0Rbuqs5CHwyqXfUS4quMGKGZl3efuNvUGM4LiskiC2EibQNpxUX1bj3ZcZc+ZyZNp+0HuA7wPjcxlEKyhIlpnfG4b24cNM31TPXE4al8x10OZhjPm0NJjWMT1y8yPpzSFq7osC7Ot4qrOY3E5jau6iLg8ZcoUW7HSbEiszpkPP/zQrg4TaOgB2Si7fZmc1QxQfPTRR61Ij0hNEA4TNVQxzl2d5FpO65J2rT2q2V8Wh3UcCNZRDqpK8p40YAI36cyZTStYpx3WSEmgG9bohOvwsEb32W83sdq97jIIYUXgHPp59sYUrUej2nGFcd9LkuJ6ttlIAwuBVHpx7qTSiVLjtES5qoOCMUSJxsHkk/9P45xygnVcLHUit+/54wYkdnR1mWFdXZlEbidIJ73WVPsaiO3h/tbVuKq92yckzsHFhahtZ3w0pS4urYYmrjmIx7U6rKIS3zycXmWGpFgVTyJtO67VVlutbu24ypwzf/TRR+ahhx6yQ8/QDG699daGtHHEVR0pWs/wL2ZGuqcHYmNHoFLYK1xXQSbhOomMcdTFeu+Cb4r4L1d167uqsw5QLJopTRqXJVbnBEGPyb0Is7iVJkyY0JDV4fAgwyLLjXkPnnnmGVtivNJKK9l2D4iN4QuCKb/f1wwfNdLMjBB7w4L1iLlmTyVKe51ECW09ogTr4WP7v8xxDufueeaKHpo4ZnSyO3pEt+mLEct97ungff0HOtwrWJttvmeameCwRnDDGvk8uWGNnHCdcO1K+SVWt2fCIweXKEM7rjL2xuQ94JxJtcqyyy5rxo8fb78zWa4X0gq0aV3OQcE67KoetL+RI+y2s1Imvlld1uHXFeWqjnssVLvoHSQoXGctS05Fxs9g15ih11N9ES4vX6Jt+2SOGPxdm/7BJ5mS0RFjR6ZOnoePGJ7K6dWfPHel229Ptm19ZxbfttPen56LqzptC5AiUMWTKEs7rrKK1eTKOMoXX3xx6yh3FHpcnR2xVVBpGSRch/dTZb4ypAd1DQvGNS/4BuJ1UlwMVlDJVS1XdVGuapBY3cYwKI7VYUp4Vl11VTPvvPM2XDRzwjhBrpEiuQN3I4IADrKgo9yJ6D7iBOso4tzQcfc5wdo3MDH8OCdUx7XkQIxOaukR187DBd0owdpNXo4TrD894IGv8YBozWPm+vfZZjN+ZTYyrUCaYY2AKFPrsMZmQmJ1v1jNoE4hfO24SAgZ1tSIdlxl643JeZEqJ1os4Sh335MsvbR7/nxwrBgcdh+FtwknmMHfJyXD7rHMdggL1lEitzuevp6eSFd11GOi4nVcmw9c0q6MOI3I7FzVacuS0w6FrK7/dF/tPTkzPJ9fAI9yLNXmHitD8hy17Yix3ZkS6CmT82sX04ikmPOKFpFFWdpx+SBPLioukyc/8cQT5u23364MeHYQj+vtrPa5qn2k6kmdQm/oGNjPENG6RsK9rmMF7Iyuai9VxsVg6y+fsB0VbztD29K+q8yu6vDist12RLo4Zxe3u9M5s9l2uG+/ngXrqPcmSaye/tGMlnNVO61OAxbbEATqBx54wJbwsDoc11e3UQ6uRovVBFz6YM4///y2R3fw+cOBF1d1Gpy72ueq9onSXTn1qq62h7RPyI56bDh5DwvWTqiu/BwSrCuu6jAel/XwK04wM7ffx7Qa4WGNlLi7XqyIU3wPKPV3zusswxqbiXZtfxIU47ipDYiIasdFXC7y4qwoBxeVKCyi893gPQg6yt35opqkOI17Oa3Defgc41K7o3yCdRQdXcPtLYvzCkHaDTxO/Twh4TmLaJ2WoIOrWgE7q6vaR5R7rOgBiM1WkpwVSphHzjMiUXSY+vaM0riqQe25RFnacZUpLrNwTFwmHvs0g0IHP0YspNqctbM/r++bVkP7q5EjK62usgx1zAIGsiBx86FyWfDNEBdr3Zb2XWnFah4/rHt4avHX1zbNt1//PmeZ4SO78m/fUad4Hfl8gQXu4IJyVBsR33PauDzb4Jhcprg8pUkrniRWVwnB5Nlnn7VtL5jau8QSSxTqbiyi3JjnYnWc9ic41xiUFyYp8Ma5q0cvPF9sX2ifUB3nrh4x39zRLuiBxwVd1YPuD4jOQTE67K4O3xd+bC0tQSC1y7oNBOvgZwzxmkUS2s+4YY24rn3DGrmxuNQKuMFt7SpW0+8P5KwWZWjHVQYHF+c/3gOuTygtpsQ4fH5Iu7gddFX7xGhvT8fANmkSP+eOCgvLPke2E5Pjkj5E6qh9+1zV3mMPiNZZhidWHh9s6RF4XWlc1bUI2GV2VTdUwC6BqzqKvgyJbxZGzdvt/ZtMnTSj4aXGgCApsVqUoR1XWcRq3gOuTRigiKvcpxnU21ndd+3pxtCbOotYPCBUQ8fIUZ+K1jVcW7n+2I5cxGvP3zMsXlc2zdpTu05xMVO8rdFVnUX8rbktSKZF5MbG6zz6XafZh4vJSduvfvdtplFMbdLBxxKrq/xjszrMKvFaa61l3ZtF45LRRgVfLkRxstKOgbYfUT1wgm1AolzVjWgHMnzc2OS2HQlDEWOPJ2a/QcE6qiTaCdZJU5gjXdWV4xjpFbURrKFVRetgOXtwWCMXhUnDGnF3dCe8r2UXq9sVJ1YX6dAR5aAM7biKTop7enps6xPOd1ybuJ7/YWpxVjvihOpwPPK5rMNJJMJyWid0Urwdsn3CvqMEaSda+xab0wrPg3pb51wGHRawfUnyzI/T94lutKvaV5LcKq7qPITtqEQ5qpTb9/cftUDjr20436kNiAi243r99ddt5W0R7biKjsu0/aBd4aRJk+y1yXzzzRd7XI0YsGgFa3AiccaFVCtac6wZROaoAcJh8bperutBzxeRi2eZedFIV3U54nWtrbmaw1WdN/WsvKqmPVczLiJLrM74h548ebKd3EsSiEhbFpGL4N+o4IsY4FbI11hjDetajTsue+F60k9jBeYwI+bpT7IZmhjlru6MGapYTaJbGaoYJYJ3dw9ybfn2G/u8KT4rSX084wZfBIOvz4nN77quO830fO4HptWI672aNKyRRafgsEaEz6LdmGlpd7Gadg+cg+POQaL1ccOaim7H5aNRcZnvAmL96NGj7XsQd22SZnE7ylXtSBrCFIxHqQcvDojKsYu6AzHYF8fj4vMwF9+zlgXbgVMj0j82KiFnP0HhOufhUFFuruFjRkVuP/OTwccgV3U+2zbaVZ2GVe+41TQKKtu4JtMicnsTbMcVnGXUTnGZsnvismtJllTVWc82INZVHcaJxD3TE13Vg3/fH+c6AiJzFuE6jqqE6zxaXZFP+fL4gViXZrG5ka7qLMhVXX9XdZZ+4EW4qkHO6haHlVHKd1555RWz3HLL2ZYXZROJ6h18ufh84YUX7I33gDLrpBXytO9RnLs6TrCOfN6AMO5c1dU8NkzcwMPOUf0tQPpmTI+9Pyr4dg5cxEQJ1sEEPs1wquDxBh3ZrShYpxkUFjWsEUcmPa8Rr3FdUy1AWwnnvC7zsEaJ1R9aYbIMTh1RzOefVly0vChDO66i4vKrr75qz11LLrmkvSV9H9I4q5PE6KyxKChYxy3sWkE3ZcKXSUSOeExsm4+Q28w9NrEdV5rjqKNwnTRUyiXUYSHblzwH3VRhcbtRg57K6qqOfr76ubSaJS6D2nO1J2Vsx1WEWI2TGlc5esGyyy6b6tqkYc7qIPxthg20sJw2perdWOF6YLG2L7SfOFd1w9uFVPn+BnPwvr5e473KmjVryMyKermqo3pV1/L4LMclV3XzuKqDYnUzxmWJ1SlLzRmiyAXYmmuuOWhyb7sEXwQ92n6wSjxx4sTUZQQkxZs+++9UQrATrJ2rOomuOfu/cEl9qL33hVxZUb2qBz1moB+1T7B2QnT//SMiBev+4xqZGHDDAoDPaRbcJtaJ5nHYIVhDq4jWWcTqMDgQg8MaOZkjXHMr+7DGIgaqlu3c3Cr9x0U2+J4Sl/mekggutthipt3iMlUiCAIstlHlNPfcc6d6HOevuN6Ys/5yZKwYHY43aeJVWod1MF71pXROE89j+1h7zpFZW4kMeqxrDxLuexnjqo7dX6ilSlbxOoubK3ofyZ9RJ25Hubx8x9HLoCfftp59IEDXY9BT1FApY7pSObP7H+/b7yzTNSrl4KXQezP9w2nxbURyaAFSZFzmukSxuX3bcVGFTExGqC7L9XKj4jL7ZfGY1ifM0SG3SEu9nNVeV7WPkQHROsFVHUfHwH7ConWthMVr6J06pX7xL8t5deAaxA1a/nTfQ/cRdb3i4uKswPVUK7uqR4wdmWofxOVh3UM/j8NCr23GJzPqKhw3s6t6+vTpNmeQWN1ikMjhpGZldMEFF7SlbQxyKyv1Cr6IAVx8INRRxpSl5N4mxOHjjBuCGCFUh93VTqhOSjq75507crihe5xPqA4foxOq0zisfYJ1UMz2CdYu+c3qWIsTqSsMDyRZM3sG3dX1zz+bnq2+Y9pZrA7CPiij54YbouzDGtvdWU0LF97/MiZDojHtuPj7831tt7iMIERc5pqEuJz12iTLcaWNRWkd1mnLXzsQoVMKymmd4IMeMxDXvc8RITAHhe9g3M48sKmO4nUaV3WqXWRxhGXZ78xGuseyuLRqd1ilTYhHzD7weY14L5xYPe2D6hZUimoB4s5NVDy180J6O8I1MgvIxGQMHsTlsl6b1Ssus4hOXOY6hbic9dqk3gMWhxD1HUVsdn+7tG5mz2KtE60z7Scj4fw6VrzO4b3FVV3vuDgsmNt7no+40TkimwAeZFbPTNPpWfCNHuI4fOjzexaWh3X7F3WHe6QKX+yrtWKqe0x3/35HDEv1t7DxepT/mOsdl4uqeJpdPatbBwYV0Zf5rbfesiuj888/v/1/2oGUlbyDLwHzpZdeMs8995xdHWdYXdYLj94//jLT9m4QYR7tQIbPntz+o2ueeSL7bCX12HaCdThQhgXrqPudYO0TqjOJ0V0jonuOBYVq97NHsLYPb2LROi+xOkzZhzVyPGVNBhoBCwlyb7V3O67//Oc/bRWXAcfWE088YRZffHGz9NJLV3UOiEqKg65qnxgdF5PSxCtKhTsiEkpfFZATrOP6UXd0dUWK5rFtPgLPAWmFcR+dA/1YhwjLGQdXpWmNEnx9jXJVVyU0Z/heZklSy9B/up77CLqqR44bEfm3nvb+tNK5qoPtuUR7QHyjFRctuVw7LvLndovLaASPPvqodVJzfVLNYk09jqvvX2cbw2L29AzxLXhNERzGWIs5JuyKrqN4HRaU+2IWsfN0Vec+QDGDMO59eJZWHzXGtCzu4nrNoYgijxgZFZejXktwRsXU96cX6qoGidUtBiW1DGtCdAoORCCItEvwpZSLoItDYp111qmqbIChilH4hOCgWzoO33Zx7uo4ATwJjtPEDZBMECYRrOP3n1KMjhp+4YTqpO3iBOwWEK3rJVaXfVhjuzurOT+V2VUr8m/HRQxed911K0NCmiEu53V87AeRmqR4tdVWM/POO29DrxdSidGjRpm+CJdxcBgTCWXa8l0nJqdNCFO5rD3n5YpoHXG9kEb4bkQv6qi/Q6XFSgu7qrOQxVWdxz4iS4TrJCaPnMP/OZj63tTCXNWgReT2AScx+TLXvmuttZa99m23fNmJ9Syir7jiimahhRaq6bjq5qx21VdOtM6amxC/yTd8InM1PamD+W+dhGtHBzEz4jzcl6GNSCNc1fWuNsJVXctz1WthOI85FHn00a7HzIlRc4woRQ41YsSITN0RykLzHXEdIeBQ5v/UU0/ZlWFWiINCEKJTI6YHFx18cY5SYo0YsMEGG5iugGsps9BrByJkE4rjxOUR88+b2NbD56qO2ycJdNwU47jy5s7R/W6qvogVaxJ3S5RYnjSJ2YnRce7p8PZumwhRetB9IZd1s7YGaZRYXbZhje3es5oESWJ1e7Xjoj918GKLz387JMUIQJQX89qJy7U6F33O6ihXdTieRYrRA/fHCdbeocNTp8Qu/HYGFn3DAnfQVR1m2Gxjq+pnGTyudA/oTBauM7QnGULKpJcWK5ZQQh3XJ7zZXNWZXGkZyOLequcAxche1RmEj1FzFSsUqz1X+7XjWm+99QZVFbZLvjxt2jTrIqcam/cAs0ot5N0GxLqqo0TrmRHn3ajvrYtzYZG5yuGJ9RKuswjKxErf4q+Li6mqreSqbitX9aDfp3BVh1nuHzeaImc8dTRhXJZYHVgdJujyx2SIIsJS+A/aDElxLcfnRAFKuSgtpsS42g/1jDN+mdhOI/j7sFs6TlyOvS+Dw5pENkmw7hy48PAOmRoQqvsfPyJSsLZwERfn7k7rig5uF3RVh7dJG+h8ovWwYabrpv4LnJ7PfMs0A2Vph9HoYY3t7qx2SbFon3Zcvrhc9qS41uSTlkOI9bQiWmaZZXL5zvsGOaUVmdNsF94m6Kr2lu3OSidYZnFku+1h0GNiFvg6hg33i+k1LgoGE+KahOskPHG/v0941MC+T68ZXZu1ZnNV12/b2s8rUe9PPQVvx4SrrjdFoIqn9mvHFY5JrZ4vwzvvvGMeeeQRa1bBVZ6HcaReAxaHQJxzsS6Y+2bNR4jrld7WOfXxrUe7kCoFy0pVF2CK8u36k0/axlWdhXq5qnN5vga6qsvCRwOzJJqRtherSSJJhBGqcUCyMho1qKgZgm+1QY52BiTDiGoEXdfmoN4gWFfcQDn0oE67XVCojhKsnVBdLRVXdZRgHQ7IYfd0nBidJGw7h4MvyPsc1+53oUS3WUTropzVRQ9rlFj9iRX8Rfu042rGuFzt8fH9ptILsXrVVVc18803X91E9N7L/hArRIfj2RAx2vP3SXJiV7br7jYdptsrQgdd1WERuc9TGVTZZyjOZXZLhx870Ht6SO/LKs6/YSdXrHhdx37E4SSXuSD9z9nr33ZE+uS505Ne+JLy6R98YrrGeJxtnu9MltJffjfMc7z+/TIAqivV803931BhIstgxXq7qsuA2oC0XzsuX1xmsbmsEP/Ie6uBuMn1O63/ll9+ebPIIovkelx5Oau9rmofwZ7U0QeWord1qM1IXmQQr7O6qv2/zrAPYl2MM3vQ72bN8s7emPXxlKZxVfvjfWNd1VkWkeWqHhqXy6aVpKGtxWqC7ZNPPmmHCDJAcPz48bHCT9l7cFXrMKPpOuXFfIgpL651QFzQVZ12WKGPat3VbrBh1scltQQJuquDrurU7uo0Duu0YvSYscn7SXsRMui5u43pGbpfK1p3DjM9m+1iykgZxeo0wxr57iHKhYc1ulvSd1FitcTqdmvH1WxxudpF5ClTpti4zHmDRfS8nYpxDq48HdZuuzSia1bXdMfIUaZv2tTswjPXSr4BjwFXdfRzjkwc2FQ213WmhK23PolnVEKcVqjO5Rgy7df/PowYOzJ1Yh31vk/9X/YFk2ZxVYPicvu142qXfJnWfripqZqME+tL7ayOinMjR+XjZA4a/vIWru3+PefguGPOY7EvwwJCJrG7t89r2PPFKn43LNT2zMZVTys07+NnzjKdnm19Lbt6Z/SYTo+wnnYRmbjse3zU4vaw7nTbxj2fMV2pBe9hnn30x+suM/2j+vZPL4qPm3gRuW3Fav5orA6z8jtx4sRU0zGbodw4y/Fx8UFrAkSBJZdc0t5qFfx8QnUcrv1HlJDtxGWfW9onPDvHdJxgPXyuuSMHKCW5quP6VwcFa5/LrAICZFKPryhXdXg/EH4tPoGT4E4wj+1jPfxTwRqConVnf3lb183n9d9VMtG6GcRq3/eVliDcwsMaWUCjzDJpWGO7i9UIeiROon3acTWjszrrdQO9QBlwzKAmyqzr8R0POricqzpKiI6LZ7Gxzm0zEFN8i7nhXtVBB7TPVR2OVwjWdt8B0Trsqh7EwDk0k9N6wFU96LhHjjQdHZ2mN+fBUD6XVupBjVmGP9Wpz2a9hOYsbqpGtxDJ2lczSvAOihzTPqyDyNPAuNysSbGorh1Xq+fLgLGE94Hr8dVXX70ug8ryclb33XGxMSNHGzNtSu39o9O4qosSrivPM9LGv+ARxc2iystVXXQMrfXxWWZLZKl2qleLjWwDj6tzZofjs7dyy7qnP73OdAJ3nKu6DLrn6CZtz9V2YrUTaFkZJeBSwpM24JQ9Kc6yIosw9sQTT9ieW2ussYaZe+65czmG2J7RMe7qapzXaVp7REGCHCVYx/XWhM455jImQgi3j59jzuSV6TiHdVJwD4vRwX3FOXHd60r7GfaJ1u6ukonWzShWpxnWiHDNBXJ4WCM3FtjaXazGwVXrQBvRXO24mrHcOG1cZjtmRnCNgihA7/t6kWaQU2rndExFkhOqU1cfDWDF5AzXW9W4rCvPw2cwTaWS7/GB64W8hevKc4ScV6nF65K7qr3blthVnU+v6nQiycjZR0Tup+xCNkmxnNXt1Y6rlfNl4iQtP6j4wlFOFXa98o3cndUI1uBE6yhXddTrsT2pO42ZkUNsc85tRxXxOgs2l/e148gqmtfRVZ16vxFO6dSPz7IoO6O26+k84nK9FpzrNVvCCdxx2y956bWm6Hx5tMTq8oNAi0hNyf0KK6xgHXlZAk7Zg2/alWwuJBEFEANo+5FWFEhi5nm/ziRYh4cqRtE1zzxVtfXwuas7g0MVIwTrDtfiw9eKwwV+HF8xgnXFyRx1X9qWIPxtgoE1SoxOsy/nNuPf8LHFLdi41+x5vV23XWD/7dn466ZIuJhsNdGW5IAFNW7OdUriEBzWiMBN8HHJYbML9lnhPZFY3RrtuEgGXSKY5btM3JtWz4F1NcLxpemNyWeZth98rxHr6y32uKTY56oetF2COOEWd+ME68HbfypYh13VgyBO+WJVTLxyLmsT9X7HDVaM6q/tcVXb7T3VURXhurPD9KYQ+auCBcrg0CeHc8mn+C7IVZ192yiyuqrzwAnZUQJ2kS1AnLO6UXNvRDnacbVqvoxphConrrHXWWcdu5heT9IsIqdyVUflcR7zUfwBDfzNuwMmLoTrPHKNoHhdq3Cdoaoo8rpjwJmdqhVXCWJo0a7qLDSLq7oePazLwsdyVpefDz74wNx///02QLE6XM0frOw9uNI4uF5//XXrqF588cUzX3xkOpYYwTryMTHu6qQ+1Nyf9XGJJPWO9gnWAy6tSME67NoeMnRxRLJgHcWY2dJfjKTtZR1chXfvsXvNgcS/aNG6FZzVSeBoYVBjcFgjiQRCnTu3kSC6tiHtUIZLUiyxujXacdH/MU07rmZLitPE5bfffntQtVe43U+9jsueN0eONn0xpcLcD3HbVLYNCdZBV/Xg7dI7rDPPXSBmubiV+jHDMg+FjGRA3O4MnH/rJlwntBHB5RWOipHXZXUq2W8VV3U9k+0oN14WV7xPwC7SwZXn0DlR/nZcrRiXacvHAjLXJegGXZ5+v/U4rrwGLIbp4284kMd1BHPXrLkTwjWPyeK2Tmp9WYvrOkqorjKmDWrFFeW4nTJ00G67uarzEH5bwVWdhqJd1c0+S6LlxWqCEY4tnFsMNVt66aWrTgSbudzYudfohbnaaquZeeedN9fndq7qtKK0b6CAT7AeFhAv4oTnuOTXPS7oqo5yV1dc1T7B2q1MB6nFYV3ZR0qHNaS5iPENSYzq4cnxzco4EduJ1p7HWdG6o9P0bLSzaSTtIFb7hjWy6IZYixs1PKyRigknXKcZ1tiMyFndfu248hpg2Cjijo/fP/fcc+bll182K664ou1R3cjjWvChq+z/RwnWTqiO2sbXMiu1w3rsQGz3Oqe7YuYuxHxOwiXOwfib8bqvIlp7js/nqo4jN+E66nOeQdxgcd+7iyhhqa/XzAq1Hak1iWt1V3Wm1is5s+hfrjRFo7jcfu24Wiku8z4Qk5999lmzzDLLmMUWW6xh+UWtbUC8rmonVAd/9onWQw4moVd12G2dF4jP4c9dXv2uo2JllnkPOLA9ZqAOn6gcWjCOi/+t4KouQ2uuerqqoyi7q9qZu+SsLiE4DlkVZXUUgZZesLUEnLKXG0c5v1lN4X1wrvK8HZdRQnWUu3r4HONS9YgMCtVxdLqkN26bueaOFISdYD1EqM7qsA66qn0Jc1wvbDt0sSPd0EXfRUHYwRYUrOOGTTE4cWB44pDXGNXbDDhWt9+ZQxdwum6/sH+XDRKt202sdrie1XHDGrnodsManfPaN6yxGSEpznsauyh3O65WcXBxLcGwJhbAEQUaLe6E3/Mkh3XabeJ6RVa9oBvcFrIssLrHeOKUJe482NGZyVke1TJk0Cah6696ua4zubyid2L/CZsLOj2JWVTi6R/KlOHxvuFGM2eZYSOGXtf09syMeK7hqZNLn9Dcf2ye55s5qzJYqUhXddlQxVPz4QxNDPeeMGFC5nZcrRKXicePPfaYrcZea621Gt7Opp7Oah99I/rP7R21is1xwnXGxV0vvkUTBOycXdWD95Hh75Dys27jf4ZYye86ukLxi+3Cv4uIlX0R23ZGxOVO3359286YaTq70ongHNew7nQxOPoYev3XAZ79DvPsd8Yn03NxVUe1ACm7q9ppgc3anqslxWpO9AwOZCgEF0wItHn0ZW6G4Bt2fk+aNMkGXkryuACpR9uPuGGF9W4HEhSqM5UWD9lvdzqhOIqINiQVEoY2DnoOnzAefH4uCtJcWDgBO+2FT9zzBwkLS0HROnRR4kTregvX7S5WVzOskdJG57zm/5ut5zd/c8TqalpHiGJgAYW2H7W042qFpPjdd9+1QjXfT8qsq3WV18Kak++PFaODrmrfNkmDiO3i7dQp6eJlULCOW1x17xP/hgXuuMVVBGknSqcVxkOxbND7keMgxdTidQ6u6qjkO1NPzTo5p2p9Lp9QHbltBqE6aR9usFLSPtz20z+a3tKuaidWaxG5OdtxTZw4MZdrqmaMywjUGLsolef6pIhqxFqc1bP+c6UxXSNNZ8+0WFe1j76A2GyF6yRXdVrhOmuP7AwOZytgh+NfXGzOyVWdetsMf8dGxsq6zaGomwO79uqqrlHdNYnSMz6e1tSu6mZfRG45sZqTPGIMpbWufCcvEaaZypr4l362b7zxhll55ZUrQ9ryZtZFxyQK1j5XddJjhs87b2JbD+99HsG6w30549ptOFe17/5gL62owOu2ibo/qVwqeH+Skzu4PfuK6As6KPH3HZdzVEeJ1r0ZT8DumLzP1Wm67vy0PK1ng51Mnkisrn1YI25r57xulmGNuFMlVjdPOy7mJRCTa2nH1cxJMecphlbxXtD6hP7zZfuepXVYxyZ4Tsh21UZRorXvMWn/lll7WfseV81nEPe0E5iDwnIKV3Wq3Xsq37K6r/N0VafatE5Jain6WeZ8bhkxdkSssI1Tu5ld1S4uN2tS3E7k2Y6r2gGGZYnLr776qtUOllxySXsrKi5X66y2QvUAvV39MS4sWg8hQpC2wjVVRXm09ggvaue40OsVn6MW0aOuQSKd2fm7qrNu6409JWjfgas69THUKV7nM0MivXu6e7aRqRa5w5VWZXFVN3slckuJ1VjccVNzocTUXlcSnxfNkhSzesLqMOTlXqvpuGLc1WlF7iztP2Id1kn9oZPu9/WDDorZvvuHPEfIGR0Uqn2CdZyrm8emSSqdoJ12lTvoRAs+Js0FXFA857EeMbUiXHd0mJ71dzS1IrG69mGNCNfcENLYZzMMa5Szurnaca2++uo1t+Nq1kVkqhkQBfjM5uVeq5a+a0+PvT/KVV3BVaqlHYIUdFnHVSERO7oi9hslopCczoxJnqIEaR7Hfb7kOcpVFhakg+fFPJPw8NNGJOC+IU9ZKYOrulZBOIurOvIYchCI8xjUhFM7qtQ4zt1VFlTx1J7tuNK2pSxbXOZ9oE0e5g03TLJIau1ZHcSJ1h0zM1ZzDMS/oW7rjJ8PX24SjGXhmJnFVZ2VKBEbwTtNiy+5qkvvqo7cRwMXf8OVVmViipzVxV8c4SB2ZbUkxPWY2tsMYjUXiXfddZcd1LTccsvVtbTfuarTCs9BV3UcnbOPSzU0MQ0VV3WcIB3uVR28PzyhOI0gHb7fJ0anaeWRwmHdN5DAd/iOx1dO7YTkuM9xOLlPI3RHurS7+y9YfI8duPDpuuuSyq+qFa65uJNYXduwRm4MoWWfzTCsERGURINBQKJ92nE1Y1ymDQ9xme8O1ydFtP3IhPs7JbXVcvExKC5HJYVxbUF8+00rhEcdRxIuzlXr0M6ShNcJ35AnHGFEwt7we50lYSuBqzpLAp6FPAZAFVX2i7srSsCe/8xPr6OKppkdXO0A7S7uv//+XNtxRTmry2okIS5z/Xj33XebkSNH1u36JCu8V1md1UFXtWeHps+J1kGndcY+0gjXtBPpzHOQYvhaIaVo3H9AOQiQbh/hxXnfeT8qpstVXRpXdS5u64iF4qpah/36RBsLy2L2mtrEg49LnjElQ7ChJ/Prr79uS5gQaesVGMucFHNRwBRnRKZVVlnFrpKXia755zd9ESf7oMjthOrKfRGCdYdzVce0AzFxCxZOkI4aqpgWn5gdFKx9QnXlGJJX4PpGj/UL0QGh2v7/gKActe2Qx3aPzFziVdUgDiekht3WEVQrXJf1grgZxOowWYc1IhYXIb5xrgOJ1e3VjquZ4jLnJeIyjgauT1gMKvo81fevs/vF6CghOpiw+7bzJfRpxeXZ54jeLtzOKihAx51fgouyYdE6S5sPlzhHLbhnafPh9oUgkCUBz9JnOkFQ7gwPfPZsP+ujj5vLvVWn5LcIV3Xk9hkHODkB+84777SiY3CIcj1MO2mQs7rc7bgYpEgsyrMdVxi3X2JzGRdn3377bXtt69qSFR2X6zJgMfSavKJ12tYgA/vqDeStscJ1Ndd7YdG41tjpyMOp3t1tF4GH4Itffb2VbXunxefLclUX46puxIIzM+OeeeYZuwgWrFQuwuzV19dn85BmjcvliyAZxQpWhwky6623nu2zWk/KWm7syqz5FzdDI4TqsKs6jbuagUxpBOtsbT1GRArWqQcReh+LIzjmIi5Nu4+4XtIBkTlSjB54fBYhurK/mCFVfcO6BpV4DRKfU1y4Dnlc3PuU9L4wlDGFcJ0kXrerWE0iUO/BiGUd1vjRRx/Zf5s1+LYq9W7H1SxiNd+TRx991LrYuFglKS4VcYJ1NdshFKdJsrO6oNk+Jk7EPkdUzIyLc0ExvsqBzYOS/nol4D6iRNcIYbtztGexPeK75CtrJqFNm8CTVHd2p0uKbVsPj9Da6UkwSZQ7u7u8z9fzydSWcVXHscDpF5u5e3oqi8r0xXdDDl1cZlG3XsJkEM7F7ppAlLMd12qrrZZ7O64w7rNWtpyZzyezMyZPnmx/ZjG9TGRtAxLrqo6gd2S/VtI5PdsshCH7Geht3b+vOsQ1Ymf4vSDvzNNVXWendOfIkZ/GE09M6/DFSuJqeNuIx/vEau/jI2IavxuWYb+dKbe1ArbH19A7o8d/DN1D5UjvTIcPPmkKV/XCZ11mFh4433DOJV8Om724kR81ajFv2oBG2Iw0pVjNidz90RdZZBEzYcKEhlyElTEpZnXYDccYP368eeWVV+r+nH1/P950do8wvVGu5pDwPGxcOrEi7KqOouKqjmPM2GTBetyc8YIz7qiYct6+seNiBeSKqJtCjM4kRIdc1b7tEKQ7Z6Z3WdvjnBUtCPR5BOnK46KEhDSCZVBUTxAk4sTrdhWred2NEIbLOKwRsRoRsBHnflGedlxRTqR6VBlUCxenCAMINgw4pvqrDFhXdZwQHVUG7bZLKpOOi7c+57QTrJOGBLs4ERZ6YxZl++cuZGwnEj5PudebdtZD3gOnqnRV5+6yyiI41cm9lclBNrBt15hRiQ6wqP1mcWSFRfG4bfN0VQfhXDvvvPPaGyAYu7iMk7anp8cK1i4uk7TWIy6r4qk923GFcZ+tMuXMzGYhLvNdWWuttcw999xTutwhq7MawdjrcE7xmnoHqmUrwnWCq3roc3y6fe+ITxdlEwc7psUXd3wVyXGie4OHDWfatqyu6jq16/IJ1ZH7jYiRXWMi5nd4xfXemOuZrobMgiA/nXvuue0taPbi9uyzz1oBmTzBxeV6mr2mNnF7rqYTq/lDE2zeffdds+qqq9oLs0YFmjKJ1QQzSqxfeuklOxyDQWmUGzdyFTtOsI4izl0d55J27mqvUB3nrk6TQPsS0VFjYgXrvgHnVhqhuZptnJBd1b4GnNO9w7uHCNbuPh+pJ0gH6eg0fQMDIDsS+mvnKVyHxesVjTFPzreGaTfKINAVNayRpJh9lSnRaFdcOy4WK4hH9WzHFefgKvq7wOefhXQuQiktXnzxxe3ntGzusqod1nG4QcBZKpoy96Yend2ZXEtrEF+CnOa1RfUD9SWyWcTrHF3VZRWaswxLzFR+nMO1e5T4PHyU/7sRTpZnfFybkzHKVe0DQZIqS26uBNjFZWdqYVHZxWVaiORxznYVTxKr26sdVxg+S2XKmZm/wjUK7U94L7hmce9RmQwPWZzVPQ/dMKg1R5p+0n0Rr9UK1x2dNbutg7lk7uJ1FBy7T+CPej8a5KquPF1Je1WXoS1IHm3AanVV00orfmF5sG4y/aNpVbcO85m9XFymEjNo9uLGAmNHDnGZ/SKMN2tcbiqxGoH6gQcesAIFq8MMRWgkZQm8OCZwr/HvuuuuW1kpyXOKcJyrOg3OXe1zVfsE6w56WSYJ1nPNE+1wCj7OuarjcGK0T7AO3pfGYe0RkINTlNOK0WnbffSOmi2y71hYjEawBkTrOKE66JwOi9Y+V7V3H06sSHBppyLsmEshXi//1oPGcAtciPRssJNpZcog0KUZ1kggzntYI6J4WQZXtDPhdlyNHuBRlt6YOBdJhmn7gWuLz3aZ2ocNcVUHSeO0czEtjVgbFqzjnNOzzR4dX33OaddWIy4m+BLypNYgKdxjmd+HagiK18GEaOA9kqu6/tvm0sPa4+rqnm1U5Ps57YP8hWwH52YqnLhRjYp4jaiM85rqTMRMzp0uLvNvte5b9su+FJvbqx1XWXNmnv+pp56y/WMxuM0333z29+66uYxidbU9qwf1k85qHhqIc2G3dRpXdRbxOrVwncc1U9R1B+9v2kVhuapL46rOQryrujZGjI0Wt2Heky5MvS/iJDcMPnzvOW+7NptBs9ecA3G52riKXsi5UGJ1HSGY4FSiUflSSy1lllhiiUIEmjKUGyPYI1RTUrDGGmsMSs6LSIrj3NXD5p0veliRT6iulVr6Vyf1oA4I1s5VHdmiI2JwotsmyjUd3C4NDMuIHZThEa07spSXuWEcUcJzzMVKUCTPhbTidej1dd054DoKfC96NtrZtAplE6vjhjVy3sbNgpjn69+VdVgjYjULlnJWt1c7rjD8/bkVmRQj2FPxhTuRhfTgAkxZxOrcXMu+WBpYqBy0XVpR1wm0WVzF1TyGhVeXjNfqIAv2og6+b1lc1XGEE7aB1xs+2/Xx3HJV57Zt5D4ihe18vtsjx43KLGJHuaqT4HxJuTE3qj84dxKXSZIZVk/bkGqHNSout2c7Lh/EviLjMtUExGU+i8TloNATFKvLRNrrBeeq9oHBaNZAW45hgV7SUa7qqJjlhOtBc43K6LrOIu67bcMVTbNmDh3kHFVxJld1y7iq4/bR6OGMnKfIh7nR1pfzgFtUnjx5ck3DGpu9PVfpxWos8qwOs9qAW4k/UFEUWW7MBcgLL7xgb8stt5wVB8IXgxxfPQNvlKu6ke1AEkXlOeaOcV8PJNlh53Rw33E9MKtwWPu2ScI7+NDdNyAC+6Y7xzmn3evi1DvEBR7nnGaV3wndaXtgBz6XTrTOVbjO6rwOfSe6br8wMpHv2fjrplngu15Ez+paQIiO6t+VdVijnNXt2Y4rDM9blCDM94/WJzi3llxySXvzxWW2K7I3Zt8dF8eL0U54jdomvACbpdUH20aJpuHzeDDGJvWj9j0mfF8cAQdZ5GtJ6x4LCtfVtvGokg6em0Q7JjEPXmvJVV1/V1f0vnurcnGFoQw5TzhHEXNdftVTw7BG155LtFc7Lh/1zknjQNyhrJ72dMsuu+yQ60j3vpRRrK7WWe3L53yideZ9BuK/zUszuKqrEq8b3Wc6iigh0Hd8vbPSx365qpvWVZ1EFld1mnMBsXbcuHHW7OWGNRKXsw5rJC47MbwZKa1YzcmaYPPQQw/ZPwLlxdWWizd7uTHCAEMUuWCcOHFi5JTteibsfdeenijWDjoW1/6Dv1mEuxrBesjqZpRgHWztESVYj07+EvaNmzt2ldjX53kQUcfrHj969lhhd0jQj7mf/w9uExaqBz2OgE+wTEHadiPhsuhBonXWQRzVloKlxSdsVDEUq+u2CyJX6Xs2+YYpE+673kxiddr+Xawkh4c1hvt3seKM+ysvjjrqKPP3v//dCo+u1dQxxxxjEx1gPgAXDD4uueQSs8MOO5h2oOh2XGUpN0YY4GKR94MqJ7cAE6ZU5cZp3NNZHdY+V7Uv3qQVt12MzfL3TOOyjluUdWJz2n7YcedcXw/qWl3V1RCIY/Zay/2/51iiEtq+Tz5JvW2zuaozHVtGV3VUspyVqMQdATtvwTqvYY3E5TxnSSTF5XDe+LnPfc5cf/315vLLLzfbb7+9aReKbsdVlrjs+nRTIbDSSiuZBRZYoHSL3HGkaecZ56qOYtbIMf7cK6PwTF7aN/CYND2ys2LzxFCMin2ealzVYaIWe33E/W2GuLVnmQ5fbur7TvT1Dq2aivjudPgGBff0mI6uobqUbx/8zret77hsnMyw304z3MycmmxezHIdEUW9HM5FuKqrHdb4/vvv29gcHtboFpVd/kFcJlfLKwdpdFwupVhNcCMJZAgILmJWRssgyBRRbszFIQ42BBsuQOLKuYoMvLHu6hjBOtYp7QRrXw/quMcluK/DIrCjdyCYxwnWvd0DZVEJYivCbpITeYgY7WkfEueyHvx8fC66/NtGONQqLu+Mn2dXGtaZxU0fuiCqq3Dt4PXxfQifm/lsRIkHURczvb2m6+bzYrfv2XxX00haQaxO07/LJcmufxdOL35GzM5TrL711lvNj370I7P22mtbIfKggw4yW221lXniiSdsr0/Ksui7HeSMM84wv/vd78xnP/tZ0+qUpR1XGZJiLvyIy5TkbbDBBrH9XYsWq62rOk6MDrqCfdtEtLWq3BeTLAYriYbE3RjntK0SGtblj3sx72HfQNVUprLl4Gc4KFrn5R4LJ7BZB0QmkSXRztgWpNOzEBVZquy5NvUJwv2J8tBtO7r82xrPV6tzZvpto0Rpn4jd81HOf5s6Um0LkGpIM6yRnsDEaM7D1fa7riYuBzn++OPbrv1IWdpxlSEuY3YgLvOekC+HPx9hyipWJzmre7tGeHtSp5kvFJ5JlBUnVA/pkZ2XcO2JUcHnSfV8meJcfFVSKlIaxfqfr8bvQ50qmPLcb3DgMOJuZ1qxO6bVR+p9hETmnk8G2rdGfM/zFJ/zdFWnNXvNN998lT78wWGNLNZx7iWHZhETQxhxOa/42Oi4XDqxmiQQ1xZvcnB4YBlwK7GNCL4EK5x8DD7h4oNhZUl/7HoFXuuqdsS4q51gXXFVJ8FgpVoIitJhV7VHsHaJbJxg7fAJ1k6ojuoX7VpyRAnWUWJ0msTaPjbl3zbtPisXNwMXOIOc1ilOLL0sJgyAcB3nqi7V5Gg+G74LkaiBJFHve7g/9r/PHfh9xPa9faZny2+bvGhFsTqqf1dwWCMruZdddpkt8WSleI899jCf+cxnzOabb15xglUDq75BzjnnHHsRQDzaeOONbeIVdumwSrzjjjuWwsXULu24ik6KuQjkgoxer0svvXSquAylSopzclgPSlZT9IBOu/ha7faRj0s5JLjCyNGVeNYxLfS6aj3fhhcHwu9xzq7qxE3L0L6jTvvN6rbuGjMydUIbFJR6Pp6aewlyPduR1ELUsMZ//OMfNoa6HsG77LKL2WKLLWxsxnBUr7js4HmPPfZYm5gjqrcDZWrHVXTPagaFUoGMKLP88sunEuzLKFYntQGZ/tgtFcE69SBFz2fC5l3OIZ1DzlUX4Trh+XwzmCKvFWporfLpk9ZpgGKGaifvw3v+n733AJdlq6qFq+Pe+9zAzTnnnBNcogQJDxB5TwR9khQlB0ERflQURBQEA1GSiAQTQUCRd5FwgXvJN+ccufHcc84Onf9vrO7Ze/XqOVetVbWqujqM76tvn9Ndtao61VxzrDHHbE1XDA9wT3Adg2K6jy91U1i0nqSqOqnY63vf+170/e9/X8VFkMq/+qu/qmIyYjNsC6clLheGrMYbixV6+G3hBUFKnqfVRpE8uFBiByIGxAxWLVy7OFOQy9wb00ZYS0R1UnW1zYM6DnH+1oyqWiKsdaLap8Ghq8I69vqU0oyfmPRV1fyYJcuKr7kK72IPIjXoUMR1qcxPFDwVasHIa0eSOVbph/1dVeQWohqoff1jsav6rSe/xOlUuA9Rtcc8gJo1/tZv/ZbaXvrSl6oFPZQ9oSTpec97ntr+8R//Mcj50HAKkIhZBGUE4ve9733RrKKIdlyTSjqRdKMEHu/Haaed5rwwMklvzDFVtQ5OUW2gu0v/u1928LtExY1OWNv6M6gFVSE2cb0XhguwNlU1Q0gP46DU00AgnvWFV2qoPEZah4L5OeB74nquDFXVWeybdwMoL2I7hfKqtrMmZBD2lxLgJNj9LwcL4wUANWt8znOeo7a3ve1t0Ve+8hVVifT+978/euELX6iS1//5n//JLC5D6Y3Yj1gs2T7MGopoxzWJfBnjQ9QFdfmJJ56oiBpXTKsNiA4irUs+sSCh2lpXVVvHM3JaZ/I6gM+0NO8ocYvpC1V1puP6kLs2VXXeDRR1ZfjoAaP7N7VF6rxV1a5iL6idsSEvfvvb366skf7pn/4pesUrXqHIalTkhKjEyTouF4YNJtsPvJFYGS0qAZO1ggsfOAgQfMkwAfEhBrIoNx5RVbvAauuhEdamqjqprQeeszUtHByrq6rNBJgjql1BhLWpqh7zeo5RY1EjQs5+RBHV9G9jNZ0jqs1xuTFt5WKbNh8eJPFgEhPnyV1Y5XWcLYimIu9fFLO/9B2VFFLCRKn2nx+yXmPrqS+dWKPXIgGLerCjeNe73jVU1qAUOQTw3r7mNa9RFg+ISRw++tGPKgUP7tOzCliuQMleJDuuScRlKBQQl3EefCd8iIGiemPSvdXlftpd2jJGWHOluSZhbYuJuCuWm+t+XpmVqtcx6rhyJerVK6kVX0RaAyXPhtLOoO+Idq7+yQePNxzOu1BVB/O7Fq9DeI97lqS4thPfdLC1uj41qmpXtS8SUyTG2OCpiTiSZVx+7Wtfq+LwM5/5zGgeAAs0LCAXzY4r77gMj9ZLLrlEzQWT+HRPm7KaVNUcutVBbtg2YoTEpTDEM+VaWKyteMbZ1OS1J1HNqapF9LpRz8zh1BgGd2CrJFuoqguvqs40bjLft7q2SF10bGxsKCL5LW95i9qQ00AcHIIrzCMuF4KsRjDDqihUxDAELzKyCr6kLIcfKEqLUWLsS9iHJqutRDWnrt71YW6KZlf7D93aQxizt6VvE1OylEJxRLWrqlmRyDElxDaiWo0xOIfog601Toxt8BjjWTZyXYPrthHhTtc9mFhIqmrx/DpxnVQdn5S89lVVe12AMLZUCUL3i3Zy5YM+oal99QPq7+5RFD0BwfnLV4zs2vpfL4vmAVi11Zva6Q2h0gJeXAjkF154oWiL8elPf1oF/VkGSIaTTz658Gq1LJNi+JTjuwClICy5khADk0iKOxd/MYosZDTdRyXC2rzPcoQ1O+7Sir2iR493g4olIqA5VfXwuEqVPUY952jzMRLTHFTV4rVoiW9mxPXwZNr3RvcCVrFMS7bX1+ZSVS2OkZOqOi04EhuWIeS1WWRVNQckwbpnJaqhzjzzzMzi8pe+9KXoG9/4hiJv5wWIy0cffbTY8Hke4jKU5SCq99prL/X9SlKJPU3Kaps1SK9UGSOtWeLaART/Olo1MYhrV1V1psrrOHjEOZbsRpWT9H3lxl4fb0AsYqGqngpVdZJzPuwdRsV0AbFjxw5VhUNAjD733HOnJi4XgqxGwICXShHLi/Pw4MJrxwcNU3T4gaLcOum1AcGCL30ekn1HmjF9Pahj0KstiYS1zYqDVMQ2MjWOGDZJXXE/VyJatx+xJO/D7s6OymkirX2sQdRxVErdEVZwHSYxemlWSOIaEwid7E80+fFttugD/V6hT6YxNkf+C/Y6Pqh9+f1Rj3lN7ae/Ipo1sjqugU4SoDzqy1/+cvTtb39beXJy+Nd//Vd1fvhyzjpCNsuapqQYcRSq8jvvvDM65ZRTVMVXUhQxKU6jsOZU1aP7DQhlB5W12r++4q2YdjlGIrHV9ZfKQap0eoPXai03dkHa78fKFnkMM+Y3NqZOVR1ijBCqavE6PJNicZzBZ8j5Z0sEdpHJ6qzjMhJikLemXeKzn/3s6FGPelT0zW/KatRpBQjNItp+5JEvg7TF541mnqhsQ8VX0krsaWmwCOV495rveo/VqfVjU6Vt3Dc8iWeduHbyyE5LXscsivuqqlNDGoObByHWchXP3PeMy8XRgFg7vmfJCReq6tmoRsqLrN6yJd76r6hxuVqUmzNWRUHaFh2hPbjgS43yYqx4QEKfhrCngB1ictAzvXXj1NWkqiZI6uqdBqrqpJYf2nOkqraBLD7ivKNBpnIkKpJzG2GtB1n82yRJzSBsEtYc0Tp83DEgu5LgabpBY1W9J5WZeSIYcS1MIDCRweLF2OMhVu9FxXagCRH3+9eDsP4dFIIzR1QD1S/+Lft4+5mvjKYRIItDNuBFgvDKV75SNU1EILWplmAB8oxnPCOYkruomJa4HDrpxHcLcRlAGVvaSV7eSbFSVVuIaFM1be7HPT8SEy33O/3+PuZjLcQ7dc1bdhUJblJVj11LfUVV/LiS4mayniQWOpPXvW561XWIhVQuIV6CZ7i7PZXoL87MNUtSMsk9rj3WWYtZeAig1AqiyAqxiJ0QRVdV070zZFyMi8tvfOMbo9/8zd8ceQzVQO95z3uipz/96dEsAnnoNMTl0IvIjUZDNVFEZdt5552Xev6XZwPIpDYgaF4KdeKZ+26Jqq01q6paQqe6zJPWY2PFk/5kRZkVca3n3SUj/iGHE4nqtKpqICNFcpqF6BJ4lg5PgOukth5nuU+xx/XtwLg1ZgyuoTDG5fZl3gc8VnEcVxyj3YnK3Bja59xmLLQyUVVbYv40qKqzWETOOy4XgqzOw9uqaNeJDxq+Y1Bu4UOG91han+7MvDFtzREtzRZ9Ghzq6O62l6yMtYxpU1dzhDWpv+IIax/rDY6wHtvHkrCb5wPYpopG8q5bfdhKovUyazNRdy6l1svMJLW1IzJTXHPn4lbBB4FvjMgOraoONbZOwnOTM+l3all15kjsaSCwQ5PVKGWCtccXv/hFNS75X8OaSi+fQjMfrCJ/9atfjWYdIKvnKS4DaKCIBsdo1ASv7hB+oJNOip2V0w77DRvxOi7+ufpYJ92fjgFGiHHHeGaS8yWfxVhJoTa4N5s+mSJ5HWLO5jOGZx+FPBRVlS0r/gltxzP5ddy3s74xEVX1LABJMWwM84rLsKjibKoOOeSQwttkzENchod5CDzwwAPK9gOVx6effnoi249pUVbTNaGqC/28HnFIXwzWrvVJXI60NsHZdijSevC4SVy7ENV5EtcmUT3sW2E8XrYtCGepqk7bbFFQVTvDSyndKmy/Ca8xjM+iOrDQ8rURmYYKpaKT1S/POS4XhqyepuCb9jqxIn7llVdG9913X3TGGWeM+K5m2ZwhlaraRlibqmoJpKpOQWTTsZxy1iSsucaJRFibRDVHWNPqrkRYS6XQRFjHlkpbFNEjPtYOJLmP1YeUqEs2HzavsqR+2Ox5jEaZVvLaoqpOdG7zsxpb0W9kr6rmICW70v7VKr+q7tKYSx/mC3898v/2L706KmLDCN+GOjZ84AN9L/DHPvaxI49//OMfj17wghcM//+xj31MlTuhw/KsY1qU1SHiMhJE9IzAIjKahIT06c4zKdZV1RwRbVNN034uoAbFI48JzY6HdlsSuWgohHTyWVJVq+MMKyUn+xFbCTRKsHXiOnAzX7bJq8KfswABAABJREFUk5RsZ6Wq9oXPGAXwygxRalxeqkflJfexW9vjySMfC5BpBlSvIZNi17g8T5infBn5LCw/UFJ+7LHHqt4RaYVdRSar6ZquuuoqRVafdtppUfTATSP7EGldERZWXfylXdXWSYjrzFTXTEzs1pfEvK/E2IlMk6p6Gr2qc+83kaAyqrplSficRuehzR0bM6GqJnFXSBuQvONyocjqaUiK0yqk4BuD8uJarabKi0P7jqWdHDjZf+jYZUBUxymhdaLafE5Dd7CfTaHc3bKLlch0UVjbgIS7V646B2V2n/qyExnt01CRJgD25L02/Gsq5KzNq5CkM8SzddKjTRh1cj0Ece1NXic6gTv5DJJBIlpUMDO/b1moqpOi14tKjL1Iz0PxUjTyGhOOLGxAXPBnf/ZnapsHTEtSTH0v0hAsUG3htT784Q8P7rlalKTYhYi29WAw78m0yOeiskb8UXHJw45JNWv0UAUROiv9+4JLQ8ghGAJEEdflMpv0xqmqnSEQ/NGGx7WH+G5NUFU9DaouG0jhNQZLo0Rf7PzHH4qmAZOKy2mPmSbMS74MVTaqnJA3n3POOUq1V2RbzxCAPzU+WyjJMRfp3Xa5uG9nEM8rrouqgtqaVNWhiOu05DWnqva/gO7IwjN3bxjmyD5NFcXzLVTVeaqq48YOgfrOy1G3Xaz7Q5HsufI4pnBk9TTZgCQNblTSc+ihh0ZHHXVUkPJi107CzrApnm3qaiStErm8+z6JbD1shHWcZUd7lz3E4DhsTGgJ8HEe10PyOAAZbaqTbTYhOK+ratrVj9Ms/3JSS1uUDTohEtQLlEnqdZIkqaraBVaiGjAXMKpd98aJoVTVnr/7Um389t9rtZ0maEUgr0EwhkyKF5juuJy03Pjee+9VPphooIiGTRgrNPIiqyVVtavyOK4HgwRFWtt8rHX7KWNcU1U9cly5EvXq/c/DvBZTVc2BqqOGpLVnY6nhubQqK5a4zgLLjAoGv0VXsl+aJ/hYU8yhqlpSN3s3drI0SgRMEnsWVNUUl0NWPC3Ak9Wh7DWKmi9v3bpVCbt23XVXJeyCwKtw+XJgPPjgg8NeGfDkxvu36pCD6aS1i6o6Tm0dmrgOorwOUU1r7DusKq64kdUq30yrqs4opi5U1Sn6TQj3gFkhqskGZJrz5cKQ1dOyUpwkecf+KOmBFyZKerJsypVmctD75qf8CGtSVQcCqapHHjMSW6iq4whrIqPj7DMkf85ufYuVsNaDLkdGm2SzT1PFWGK7XIsibJznmKCcHgZkz5Jg6iTt1VDRmChlRVxz9h208mr1MBvunLOlB7zd4wJliAaQY9fSS09gOyRFkyCvYQOCRGaB7DDLcRlxEv7jt9xyS3TCCSdEBx54YKbXl0dS7GSD4eELrcdfyeLD1xebxlXX6aOydjyGq4oaktbSsdLiKyMo0Ilrdag+pmf8SLTAGmNZFbs4Omeq6izHSAOTxCbSu8U0jZoWVTWwWETOJy5DKTeLcRmEEmLyddddp0Rd8D8PZfvBXV8RyGq85ltvvVXZkMHPFfMSRVRf8wOvcUBaE1k9prYWSGzJqzpL4tpGXodSVbtCzIsFz2x2f+l8LgpqXwJ8oaqOHTsP7PSHfRuMacH6lC8iF4qsnsVyY6xmYKUUgQerw3qjrqyub2LB16autqm0avVYf2cJvk0Rich2TbDjFNY+6mkXe4z20i5RudOQiWpjMkGTCJvFR5e6RQ+UaJVO06/7s95QEcR1woljpsS1FszgYcaRAUltRGJV1Wmg/1b134AZnMlzOpCq2qtztmEh4kNeZ0Va4x63IKuzx6yS1fjuQE3daDRUqW3Wk7g84nLrZ/9tJaPNPg3mPrYeDHFJ5LCSiImn1tgkJX8DVbX1enyb+0JFp70Hvk0cXRZMM1Vd+8yPGW/s/hjCb7lTHSe7Z0RVHSKhTaqqdh5fG6dmWIpw5HVRAdINSfEiLmeLacmXfeMyLDAuv/zy6KGHHorOOuss1UwxSxTBngvvD14zbD/wmsERgKzGb6lTXeJ9qYUcTFdVe1uE2K4xY+JaJ6/1nG04l8hAVZ0EpSysPjB/kPblqs64MTrtqMQ0HGXFR8Lvkctze62W8xh4jNs38ojL7R3ZzZ/mWVUNYHEztL3h3JLV05IUI8F1AbpjIgihGdcxxxyTie1HqOA7VFUT4tTVQoNCk7Du7rxbaluPYcNCTVUtHWuS0S7QE2xSVUuEteRXTWS01cIjxit7uF9lYDEikNbcJKLccw+inUp9jLQ20SOC27y26pKaELETFo/yM9M7NRV57TiRGSoDmd+H+nyzbJSYdqK0tCSPI6noMrJF0clrH9/rkADZiEl+aA/DBcbjMt7rWfLGvP/++5U/9V577aUaHOM15nF9eSfFLuppZ4X1IO5VmuvB7Kd0H2vX/UfsQQZktn6crdeEqEKXFtETzNfGVNcW8jqIbVWImMX9blAJxCrIelGp5kiCdzt8s19YTZmPScm2T1JsEMed9fUE5HPxEtRpUlUDC2V19piWfNknLm/btk0Ju9AEDMKuOtNnZdbIahBIP/3pT9Xnide8tLQ05Be233ip+gvCGhiS1p5iIaW2HtyJqwbx7SJWMkHNHdV4rbDkohkTh3miEeesc4WMVNUhzscfn1Vjx8kvIPsQ1UBF6P3A7a+ug7EGQgzvtrNd4J02VTUw7YvIhSKrp2WlOC644fmrr75aeVSffPLJygszLwQNvgJh3dt5N2sDQ46otqEzsP+wEdath+2deIWY1NVxRDZHVPsqrNOsThNJrf+fCGtTVT1ybeVK1InGVdPqOIF0BtoDmw+flXJauQ+90h6UvE4ASf0nNugKrapOQ3iLDbrWsyM4HFTXWVqBILEBdtvN7R6zwOzH5bjrhLLihhtuiG666abouOOOU4vIWZUX550U66pqjow2VdXmPq73tE59ZYywFm2tarJqmrvn6ovGkqqae87JfsTyOXc0grkSWBltktfqUpKcI8Rv0MPqwy/R9bAQYYjqMIn5+He3srLST2jrHgm39httr63nrqqeBSwqnrLHNMXluLiHuHzbbbdF11xzTXTEEUeoLc+4PKn38Z577lHVXbAfO/bYY4diNrz2Rxy9/9j+Q9JaEBm5eFW3B2OYpLUrzHMQcU1VV5morpl8ReWLwnyFjeFeCmxB/FTQBoqZWXi1WvnacgmfUZLKKLPhsS2Gd9Y3Zl5V3RtUPE3zInKhyOpZ8ODCa4BqC18OrJRilThPJEmKx1TVLseg0Z9EWCe1A3FYIZYIaxDdXVu5saCI3nw+3oYEhLX1+gYErkvA1i08OKJaf9xFYT0ct1K3KqalawGGliIWgtt6vOd5g5DXvuVhnr8NqTR+xF6Evs9ZqaqTAOeEOo7DRnb3WSKvs1Zcb9++XU3qp9mDKy1wn8+6WmdWkmI0o0JcxoTt3HPPzZ1MmaSCy0ZUj6mhGeW0GTs5wtrW96DScle5DPsreFp84DiQ2L5Nm8zkm4jrEKXT4jlxjm430qMC977HDxQg3qQkhOV9fZRa2STb3mMYv8/qlhUnsppI7QUipfbFvXZR8ZR9vJsGZXVcvozXcMUVVygLDFQ57bnnnrnHZViP5AlwA7D5uPnmm6MTTzwxOuCAA8auSTw2KkftSj9GVjuOzY+Z+haQ1hT7qgEJ5jQiphCVRiDN2ZxNtxYZ5Gu+PZxYLFTV3sjWlsv/86isjH9fKsY4ejPkaVRV0yLygqyeo6TYthKLldLLLrss2n///dVKKQL1JK7PJynufveflTJT9PM11NVQVbsQ1p3d94m19VD7GU0VOXV1ZyX+B9Ze7pNWUrLaGaimywKh6kK4Di03Yshjk4jWj43bj0O73leEc57XnAKNbD6sqjbuuOHrayVauafzhiauJfWeiwe4E6RJkqu9CE2OpP25MvtQquokXtUmie3bjMsBWTdYBFm9vLyci7VSUZHHa5+FpPjBBx9U5cXwvzz99NNzsf3Ik6yWVNWuthz6wmC3vuJEnBJhbbW9GsQDatSrk9ZWH2tYeQzsPEyi26a47r8Wrb8CzQUSqPTI77N/DdlX+eB95+7z6jNbqKoL10BRV0MTqT14YmS/dkq/6aU3vDeaJlDF04KszhazkC9jDoe4DOsLssCYxPXluYiMhRyoqSFqO++881jyaO2WK5zG0klrF1W1OI6Wm9qIa+kcUi8LM+dNpLoOsSBrWotYenCYOTMJkRaq6gTjejVQDKeqHhsjQGWU2Qx5GrG+sAGZXNfgolwngh06F6Ob70knnaTI6kkhsWe1B2EdAggYQw9hj2uxqau5horqGM3eAwm0RFjblMl64OXUzmZgdlVZ034uq8pEDLiStNL+1hLrUnncIy0BdOI6NXktTFhYAru1EUxVzUEcW5xUdaMe0+xqZJzQZLGvQoFTYGdAYIdOikFW51UuWjSAgP3Qhz4UvfGNb8z0PNOcFGMCDPUSVEzoGXHIIYdM7PuSZVLsZIPhs59GWNsqkkBY+yRyviprn2O4mEbXLsVL1wR/SFwPvjuuqnIR4kJlj19IqDJJ9WDfMUuReVRVe1ybq6o6dn/PcmQ9MdbLjmfNAmRBVvdjc9aNAaet4gmxWI+9d9xxR3TllVdGhx12WHTUUUfNZFzmfhvwp0Y1IJo61xi/XRugqpZI6265EtUYn15OVW2LfURch1Rb2wRblB+HUlWH3peESGwc8LALKa2vju+4UFUnG2OC/Sbqv/ueaBrR7Xan3p6rMGT1tDSMMMuN8QXA6jCuHQFo0mXpPsFXqapdCWtDVW1TV7t4UMeBjuVU1SZhTapqG2E98rxBWI8RzQZhzQVZnbDmnrcdOz5Wf9JSYZLqbqUqNnN09fV0JbnHSqIHpLU61rMsO0/VtYuXmbjA4Us+B8DYxIzIYi4I43scUlXtihTq69ZTXxpljR07dqiu6fOK97///dHXvva1XMjqaYzLUDChygnqrXPOOWfi5ElW3piNK75tJaJNOyVzP8n+ykVhPbSuquD+usaqqk2QyrrcbcuqaumYJHGjVPZq+OgCIumDENcp79ljntjM+6riDYQBLvZPC1V1/NgSwewYX7myY06BPW2qagD3W5BweTTHK3JsfvOb35zpOaYpLgOIzST0AkmNKuTTTjst2nvvvSd6fXmR1UTOx3ly33/zNVFUWY5qjhYfAIhqoFXdjEsccZ1UbW3L2XwIYlex1lDglYGq2gZx0d0jlrBENR7jBEHcuNi3WnOLtTieqxIUlN0ldlz3fbmYqhojj48wHLdraXKch6paPGegfhPTgrW1NXWfm+YeT4Uiq6dlpZiu87777lM+mGigePzxx0/E9iOv4Nu12HrohLWLrYfab0BClxOqd10V1rqqeuT5hArrJH7StrF0n+1OtT5CWHNE9fC5aj3qlGvsCrhEYhNp7e3VVSp5q7qDqa59J0NC4BPL1Xs9Zw/1JKrq1IA6UBqHI5Cz8sfWJ1sFUF2TDci8Kqs/97nPRe99b/ZkxjTG5a1bt6oFZJTYnn/++d4Kpmn1xsxCYe16D+vUtowR1uK4lZraqt4qa/KTXvOyBhmeVyOtvcumhfuMbhfSv7aNYKpq8VLExcsY8mpZmwvht8L9LNhEVxi3IyXK4wOXqp2oZySuPqpqESGUyRmpqofjOFyj2RAqrX3IpAD1KBaR5zUuU2zOmqymxdk8+lakAeXEiM0oQ0dcxpwCcRnzt0kja7IaY1999dXRXXfd5UXOtwYWH0RaS6pq8fjqilJVs2rrBLFPFy5RxW1aolqKZ0OBlzG+rUo5C1V1/2KEGOBgIZJo3FwtvLJXVZc1QRHGKPk0O+bI8UEs7Rh9IiRVdchF62lVVesVTwtl9ZytFOM6YfuBEuMTTjhBdfMtClwVXKaqmmBTQ9ufk/2rbcd1q0siYd3eZc+oZCFHkSj2bIRuXFPFSt0auBWpGhPYm0u7WglXImZdGx+CsFbjxZDCIKppBdynZKuL5omDCaR+Pa4TGJ30DeUZHdQyxGdyMpgkmQ059P2HzRODXUsv9aRoCG61fmM9e6W4RXWdh6oaWF1dzb15bVGA+IPYA2uLrDFNntVIDPG+IDajtBglxkUhTbJIiklVLRHRtqbBLg2F6b7MJYlcQ2AirCVVdf+4TSKzPVBME2nNqaoJPe05ibQegxDTVDPGgR4o6WK5BG/y2oYA92yv8urMku3+viWjEqYkqLo4qESXfZy5N8FygLuM7TuiacE0qqr1ReR5BcXmrEF9F5DrFZmspmsDWXvttdcqK66jjz66MNecVcWTXnWN8VF1HTdfVapqgbSuSmKnmIXakGprgk5c+y44p4l9ILG5XE6M4SFU1Y7XFmTcjONv6H3FxeYQJHjMGBW9T4SDvZfeBHneVNUUl3Gv22mnfv+zaUShyOppUHBhMgKF1N133y02SCh6Utz5wZeiqLYclRwTqS5j/8GOa6iqxf0Maw+OsO4s9/fpVetWwtqmbm5TUiuR4QPVtS2hRNdkoBqT1HJktEnCDpP/wX564m6iVd8iE+ADoprzGbOpzBRRbbkeFhayJ6smVGPktSsZn4GqWG+eyI1e5ponDvbPHXj9HIENuJSAJ4V0zoyD77yS1SjpAjkLpVLWgCoZcdn0nCwaKObddNNN0VlnnZW5Z2iRkuKkymnbQqd+D3btv6D2HcTcUpzKV7+O2kqipJfO5VLdpEOnMjH3iE16pe+9Q7zRYyQl2mOVPCHilsf7PW2qLgm+ymwzwbWVGvcQ7w31VhILkFnzpHa15ypyrMgjNudFViMfLULlUFyJPxaQTz311GifffaJioSslNUPPPCAIqr32muv6MQTT0z1neiWylFzEIPrjrkQt1xHxHXVJ17G/I5pwZngG8dDeFWDI2BHoXirieiCqKoZLFTVOYwhxFKXPhR6E2Rpf1s10zSrqvUeT0Vwf5gJsrroCq77779f2X4gAGOllCYMs5YUJ1VX21TSNg/q2OsRCOtOfSeRsCaiWu1XXbI2C5QsRfRADNLaJKyJyB6O46qertSjEh9ex/bzURqDfOiVKqo7tA+I7PZRNI/5W2dEXKuxDf80TDhc/UvjVNXO+8eR2Tq0319J+84EVVX7AEGbu87AqvHW418Y5YV5VlYj/hx33HHRpz71qeitb31rbmW8RYx3euMi4Oyzz55434g8kmJOVa2juWV3a+JI93yfyhzch0FYc6rqMeuqSnUsDlgXZ5d2FmOHrqoeO1+5EnXL/ftAVVda+5Y6a97Yvk0gfWFW8rALn1LzphB2IexFTV6pFSTR9Y2xFpQZclu3HTFLkUOh8rJ3RNMKxOV57iVBsTlrYDFAt74qKnEPwhbXesoppxSOqAbwHkqeuUmAsW655RZFzh977LHRwQcf7LRww6mqOeikdZyqWkJbi99exLXL2EaulqhRoxj7POZP2r56hTUbExH7KjW3vHWhqg42RlJVdVbgeknMCnbMQI+nwmSfFHiLqODCNd14441qO/LII1U5U1FXKJAUo7mUVVU9QM+iriZymVNVc4R1e8uuToS1BP04UlXbCGsiqpOCVNVi00ZjxdgkrE2i2iSsTXXw2H7lelTpSqVdVZEEN1XVOkBUq2sblo5tiKpq6doJ6nwJf4dZEtc0YTFLzUH+2xT4qZCCOOhp3xOotUyEslJJpM4zSZPA5HWWmGeyGs0CX/CCF0SvetWrMier9XLjopHViMu333678oQ8/PDDo+uvv77QcTkUWY347qJGdlUsm4S1LXb1S3F7XnHAJwb4HGMm67RAPUJaG+ANIkYXX4m0VteRJNlOmGh3l7Q5h/Eelxtrs6OqzrIE2QM2VTULQ9k1VGpzJetr63Onqp73iic9NueBIpPVP//5z1WD4wMOOCBqNBqFVX+Dawj1HkJsd8UVVyhVdajqLqiqJdIaMavGkM1SjJOIa4p9YzYhvvkfMy8wyWuA5hp+C69CDhb5jNHzq4KqujdQ7A36NMTaRhYh/gYglH3i76RV1S7722L1NC8ez5I9V2GyTyTCSD6pa3BRgMTw0ksvVavE5557rlqdAFldxOQ9SVJsI6xd7T9c0V7e1eoRaSO646Crq3VVtau62qVpo6SwHhsnhqjuDghnENaARFqzY3oEeCKty125sZfkVd336y6xamufBh1BPTxjgAWNsccGDbWyUFWHUEn3oDZkFIclGznhAx+CLAV5naeqmsjqafbfSovnPve50cUXX5xLPMGGRGxpyd4DIE/geq688krV5PiMM86I9txzT2UBUtTkPRRZ/dBDD0XVn19rJaNHKoKYfbgE0lVhTXGIi4FSQ2DEAJvKiLOuolhsU1VLaA8WskP4aZpVPUPyOqtGtsLY3aUtylqFO2upVx+LGYVWVedcgjwJpRaIbDMBzkqJXTQF1zyT1RSb57UaGTEO+TEWkU866aRov/32UxXJsx6XMR9FdRdI+Uc84hFec6W7b7uZ7XVrA+VgLU0lDeLah6jOw9+aA+YaZq41nE+EyMF8xvCIfS5K6WGlLYSXXF5X6QiLzePznJLUwLjKfFu435fPvh1h37XVaB5U1bOOHTNgz1UYtlVXcBWFrH7wwQeV7QdWy2H7Qf6dQJYdhEM0mopTVbvARt7q6mpSVbuQznGEdHOnPUU7ClJXS6pqm3+1TlibquqRfbTmSxIkVbWoUI6BrrK2NZnSVdXmuKSqtl2PV+PCwU3N97VkqbpOuro+1kxMG4f8zGS7kPTl2EnA2osMrmXMhiera9GvoWCqayQHRbR7yAvo6vw3f/M3c6ngwsQLiSESwvPPP3+YGObpCx0yLrsCBMBVV10VPeLQzUXk0Apr10U7114O5tg+ZcGIFagIYolxhxJonbTH63dRVXuT1w7va5BFUHHszXt/b2mLNRlUyTZnxaI3FCYrkmlUVYfwP3VUVSfxquY8s00Ce9pVXPNuA0KxeR77PKGHBvJlaihIYoKsfKGLEpfvueceJWg76KCDVNPrJM0jiXTWldKSqto2BmIcp7aWIMU+nbjuX1dM3E557+Vyapqz5KGqHt03G6sPr32LYPXRaUclbtGl24lKtaobAY3GyExVhU0R3XXsxZOHqnpWsH0GKp4KQ1bjBg/WHyvF9bpdmZo1oPBGR2eUFaNz8aGHHjpckaBAVKRJgg5pYmAjqjl1dXvnPZwIa1M5K5HSUFVLz6VVz+poLO9mJVX1TsbiPjHe0z7krzkWqarH9huorEuRW6B09cfuaStp5nX7JOl0fC8qOynBncZjvjveBLbHhEXBmIiQnxk3kfC26PBUVYsTqJjJEmenU2oyv6eQCYJFdZ23qpoSo3333TeaZ+RF1hdJwXXHHXcoRfVhhx2mLLn0xDBE4pkV0iTsOA6vGaXVOlHNkdGcfZW+D6eq5uIjR25zFUNUaSSpqtVxWswzFdwuDYG9iHFBOYLXj3hXbYZtNDtiGRLC61qq+snK6sOINb2BFQmbWGNcbvoiJeEcqewzBhJd83J9m8pKCapgAZI3dAJ7FpTXqECd54qnPIF4V5S4fO+99yrCFnOy448/fkRwVrTF7lBxGTwBOAJwBVCR77///t5jQFUdR1qPnVfI22gx1lRbh0BrUKXbHzOdcMWVDKa5DJfjiXF8gqrqIXy+6z5xvQge2FlWQA1+h2VjsRNjl2LO2d0I670+K4vHs7SIXBiyGmRwEVaKW62W8tpC0yY0a9ptt92mqrGFFHyJlNM747ragWQBjrBuD5os2YjY1kBVXWGIxNYguNmObw9WjCXClZpPSGPoCTu3D5fQuxLL7cGx3GSA86qmc5U9lU2bx7W9En4Q1f1r0dTWgYhrQtdYjCDCOFN1mvD+SQ3BcC3KXiQrj+wkBHZ9fBGmtJFh8is0CcsL866sBln/jW98I3ra056W+bmKEJdxfqiKQdiedtpp0d577z22T5HjMuYNSZJifM5oUgWgvLh72+Xsfq4Kaxshqi/kuqqx1b6I5T339z2JyprOY41bFlCCr1dVIeH1XbB1Ja43z+FRRusJL7VYVom5hIyU2aU6mlPX3UlpJm5KhHeWqup5SYxR9TLvZDXu2XkQA0VYREZMA2GLpoInnnii8qiepriclKzW7UHPO++8aJddxvsspUGjuiUIMWwjv5PGPp24ztoyRBIjSSI5xC6zz8RCVZ1k33ZmJHgQD2tjjPLyklOsNheE50FVPSs9ngpDVhdhpRh+kEgMQYIgMZQU3tMWfFs//ZrXGKSqJkjq6tbKw/rnjLH80FXV3PM6UW0jeImoVs9X6yxhbTueiOq4Boe2Mbh9gLimivScFDiJqNYnAzRRsTVVhPqsO1AxVMesQUqOx2mfn6enUUjimpsomOS1Os/gu5hWVZ0WI9eGz9Ugt8tQHwdWVbtCjb/ETOgaYRekWo/Kx5/RBJKEeSWrb7311ugjH/mI8obMi6yeZFzGRAtxGXEXcVkiAoocl5OovuH1ibLqffbZR6nVNm74iXV/SVU9fF5LMqsOCaZOWMfFto6QuNpiV7O+s5jo2hoCE6k+1oPCM3YRcZ1lHwWOwBYV2BNWVSdC3n7XHpDIZ0V4M1/nnvH7dC1HXmA0LsOneF5BsflP/uRPZn4ReWNjQ8UnCLxg+yHNx2aNrIaQDTZkIKjJHjQJTFW1i6I5TlUtjxNebS1ahljmFnmIjkyrLi7XqngsIi9U1fmpqjMZ22LFZesrMQuLx7PUS6JQZPWkgi/KeTDJQPKP0uLDDz/cakReZA+uuGuDwjqJutpmB2Kz9WjsvHdsY8PEdhwaYU2qaq/jDcKaVNXSGC5ktASdjK45vh+YqPisrNM5TNI6jgjQX3dVIJxJVe1KXGehuh5bVTcmIb5KPetEJEATxm59vJHImDfoyDn9fLMTwSSwA5PXeaqX5o2sRpxCXPqP//iP6Dvf+U70T//0T7mcd5LJ5l133RVdccUVTn6QRfas9pkz6DZkIKnx2n2SRhelExZudcJassfyUVjTNfgorXyu2bQNEUlrTwVZmj4KNkj3/rEeCgOUm+sTV1VnqsrKKrHO6DevypGF97m7Glgx/4I/jGYBiMvzqKw2Y3MemCRZTQupe+21V3TmmWcOe05NY76Mz44+P1cbsiOOOEJtWTQskxZqkQ8qT+puOrJZeVsPYmJo4lqNX10ZiX0jYigPSGIkL/WzdP9m5js4H9vAmIlRlUY2ZPdCVZ3GqzpcX4lZsOSaNXFX4cjqvBVcON/ll1+umiki6O6xx6iqeNpXijlVtY2wNlXVEkhV7QJqbCgFDcluQSeLdVX16NhuCmtdVc0R1hxRrY8RiigGWtWlEcJaJ7KlcrBqt+U8qaHxKswxNmACY6q608BHde294s5MQrgu0+rc+EwCEL5yE0bPSVWvG3U52w5MmAM0MvRq/jil5DWS4tCll9MCxB5bcjgLcRkx7Oqrr47uvPPO6OSTT3byJ58Fz2q8z7AhQ5XXOeeco5o7A1tvvDyKLESwrm7iCGNdVS0R1hI2lvrXwJ2bi410LTa7DrORsE5a21TV0vwCi6nVEDHLIJKzVF2PxYSBVZt5L+9pthdlm+d2gDmpF7E9hapqMYn2vG+YvprD4VfDeqJPG1AFM69xOe/YPIm4DFL3hhtuiG666abouOOOUwupcYRt0fNlALFZ99k2gedhQ3b33XdHp59+uiLp08BFVS16UpcH1h4D0jpOVT0pxTWBy61DW4f4WXK0U4/L2ZBIDYy58ylSmunz0asIjZGZRg/sta17LKLOmaraB7Okqqa4nFfj37kgq/MOauiQiXIelBWjvHiJ63w6hcGXkmJv+4+d+v7cJYH8JXU1R1Rz6uqWYP/hq4DeWN7dSnaCsI4b30cRzMGl8QURxSZhzZHRIKx9VNbtco0lrCWgk3SX7TDtRgTo5WcuBHxRVNccpKaWlZbUpCN/HysimHumF/Tgt5ybn7xOXscQ15OyAEHCNI9kNSWFv/IrvxJt3bo1ev3rXx99+tOfnjkFF1QAuk+za/natMRlW6ke5iPLy8uiDZmrctl1PxDWrk19k6imfZNSIq25+YCtGeOYzcmAuE7rSZ1UdS1W1PhaVxnowrpESKBLVWahdn0HP5DP4m0RVNXi+Yr1ezfLjJ1UWjOiqp7XiicuNucBxGVYceQF+DRDTY3P+Nxzz3UmP4oel+PIarzHiMuYd8L2I0Q5fbO0GVfqvc3P0GehlkhrW0UsBykmhiKuXYRH+uK6HhOpOjZLVXXquJwRMR6k4SPXSwj7VmvusbrD0IISYc79rjv8+bprq4VWVc8y1tbW2H4C04RCkdV5rRQj6KCcByulsPyA9YdPOc+0JMU2BbXVDqRatxLWEmx2IJK6mhTTrk0ITTRJeWwJrhQYJdKViGPxeS2I499mIDfJaB+V9UZtJ5GEBuE8Mu6AdMX+tkmNeVyaDtPm6wtBXHPktZcqLoBFB+dtZo6jf5dDqqqTABY97HkMAsVLVT3FqmskTNO+UpwU8AR92cteFv3gBz+YOQXXPffcoxoXYWIF5ZbN9mNa4zIHKLagqD7kkEOU3Yk+H1GqagsJbHpGmvtxqmpXu6m2cZ/Wz221xRrEKs7mw1RV66C41vUgujmLKnrNIRdFM1Nd+/Y18LEcWVpxT3Y7najHKcMYtVffb3P8cywh0TWrg0KoqkP8rn1V1dL777m/SWDPWonxrJUbh4jNeSDPRWRUHmMBeffdd1fKYh/1eNHjMiDF5gceeEC9bjR0PuGEE6zqa1fcevvdLHGtk9YmJPU09SVyFVMVSXHNkcTUfNmMZ7b8Pm9Vdep9PX4Lmflli0R1dhVQXDWSSD53OlHJ8ILv5rQw1/2N/8/B9HT64vJOU27PVTiyOuughqQbnlP33XdfdMYZZ0R77rmn9xhF9+DCtTUu/6YXYU2q6jhALW3ziCTCmlNVm4S1ae1hI6zjGiKi1IgLaHoiz6mek5DMHGFtG09Cp1QdI6FdgP2R1PPWIPJtthlD2judOwPiuj/uOKESoqzbt5GhPknSfc3MSVU5CVHhS0o43GNMEhsLcYmuzZO8bp3zrGiSgNpl3pTV+meMMtSnPvWpucVlqKqyBGIWekbcfvvt0Yknnhjtv//+3mMUPSnmvDHxuq+77rrotttui0455RQnuxNfhbWN9KT7uU9/hKHNR6+Ti8oax8WpqqVEfqQfQ+CkWyKvs1JVh1IjZ56Ej1UHCeorRqklvj4uFtK+RiNE0QKkINDJ60tOeEq0x513KvtBVFRMO+Y5LuuxeVYWkfX+CVhExWKqr08zYh+aMBYR9FrMfF5/3ccee2x08MEHZ+JPraNRGsS7aHSu5WPzEUcyJ6k00seUxg3ZQJEbA3FcmsfUuuOK3blUVaccN8gY0vw7xPcCjZEdztndaKRSVaPnABblEJOxwXkh699+1libgUXkwpHVWQZflNlilRTde1Fmm3RyWPSkuB94060AW9XVFg/qOPuPuGPHxqrtJBLWpKqOI6xH9xklrElVLe1jBmqTsI4jpKFMcy3R0q0+bKQzqc98SW6JlE8ygQERoL93rnYmrkBpOqfck747mXaZZiYzqkmWcM6KR6OsoBhM0MwGXpmR1xMC7m9IiudVWU0TJ9emQCHiMiY7WQGfJeIyYirKbJMqAIq+iGyWG2MBAK+70WhE5513HjuZNFXVOiRF9cg+g/hVd2g+a/YrMFXVOjrlatSJqmziSqpq6XqlXgpiY6nqiopRHJnu0viXQMR1aNLaJK/1WBSrvs5QVZ2ZKiujJFweI+Y3bSi2WOUaxhh8LXsb67mpquOAex2ayF5zzTUqKaYEebfddsu1L0FIe655jctAnqRG1nko4hOqfZA36/0TZilfxudlNmbW+1idffbZ6rcYCqaqmkNr0KPAJK0lVTX7XK8UNcua1Ug3XA7gQ17bEGLxttTrDNXYo4+P36drzYyaIi5U1YlgU1WnQXl5yRqTbZVNvee/JTpjxw5VUXHvvfcqIQnsgSkug8QGfzhtWJ8Be665IavRqOmKK66IDj300Oioo47yKi+epuCL1/XIfUeTvjh1dbe+4kRY6yS0jXSOs/TAsVIpsH6sTlQnUVhLyXycwtp1n/XaLtbOzJTs01+dtCZV9fgxNatqjUvo446RCGkirbFy70N4c5OkLIlr87tjotpaD66qTgOTLNbPaRLHaVTVSa8nLXk9aVU1mkWA9AuZREwj8kqMs6x4woQQth9QFB9//PGpymyLHpcBXB+uEw0U4YOJ7zAqvJISU65VPs3q8hhhLS20eqmsHc9v9lLwOYZil0/zXymRV02EtXlB8EZPRgyRbNOkmDX1qmoXiL6TARRjDtdRWl6Jjb8h/DVdABtCbMh7QI4hSUaCjAU8kIOUJEOtPA3qrllIiqcFWebL8N3GQioWHiDsSkPQFDku61VPNLdEXEa/CJ8+VmnBqadBWtPjccT1yFi98bF04rrWC1slR+S1HvsSE9gZLt6ysVgYt6zFlwrNmxaq6ompqv3PyX+uWJwektkGoMhGjEWsxQauEPct3AsRl9FUFhwinqO4jPtjGi4xL6ytrU19xVPhyOrQDSPwZYM39c9//vPotNNOU95TaVHk4Cv9cCTCGs0SXbyiXWw9gObSLqk8qF2OBWENZZcEV4W1bWWa9omD2Zl5eCyjSnNVWYOQJlLap3EGR4rHKadpMpRUpc3BVKv7kteuDb8I3Mq6GqfXjaqO5/Yu3U44qRojsgf7p/Y/9ZjMTbvyetu2bepvUqXPApMnq7HYgBLbW265RXlBHnjggUHictZ2JSGU1bD8uPrqq9Wi+WGHHSaSUPfecl0UWYhdShIlwthUQHGEtQQQw2LSZ8Re3S9TUlWb1UKmx6ZXY6mAzX/NBe3Q5LWEdm1FTD59iOy5V1WnGcOymM35a6KJU3d9LZiquvMrbxi5xyI3ofwEpC8SZGy33nqreowS5CJbhuC6530ReZrjMkhbxGQsmMTFp1nIl/XrA0cAJTksP44++ujgJJSLqtpVbS0uxjJE9dhYpXpmxPXwHExFsj5H8VFVSzkVVNWu8LEs04lqvbcRR0DjGnoVpndDry40OoyP1eXG2kJVbe6fR8Uk0+gY9wZYBZNdMKogKS7jXoH5fNEtQ3qDiqdpz5cLR1aHDGpYJcXqMIIOVknxRQoBs2yoSKjc+IOg5LDNDiTpuM36ziOdfzmsrexhJTnjlM/r9V2txCsFU4kMjuu0PNZ4qrxkVVmbx4kNkYykXSe47U0VK7GktctqPpHW/bJrzvOslDt5bUVMg8O2cW59khSsQVYcHJoz6qv++nejbDarygA6eR1HXE9aVQ2gLBX34BBd2acZmCjlsaqPCVtIBRcmfJdccsnQ/iLUin+Rk2L6nEBSY6Lr0y/DRb3sq7COt6+qeSukcA1lTxUNxeGKQILaFlpBfuP1ADoJb1NVx15PCtW1b2WOlJCyjX8xNhP+q1NW2jxpVXValFfGYw48snuGb3ZaIFfBAh423Oe3b9+u7htFtgzB/RxxYp5tQKZZWQ1fadhfQEl41llnKRJm1vNlAgh6NHc++eSTVZPMLNDqbS7k1kqt+OaJgtoaqEZhPMBDEdcusU8nsCkPGyGwM/K7FuGj1vZpzOg17vjvoru0hSfG2+0wDZA5pOkr0diYGlV1WqDSAv10sIEE3jElliEbGxtTX/E0+RlORsnm3XffrQIvJntokBAyqS9qUrx+1feVEqssJJimuhqqahfCemOnveTGh5q6mlTVNhBRTYpYG2ENkpMjNhu1LW4NEzUPaHmfeLWzqyKaCGub1+fQAqTkrpqm8XxWh/XjKj2/Ce1m2XU2HaHxueoBXf8MfVXVoT1GdSI7tKo6Cbp6s6rB+GMVEgHPG0dcY/GPgjH8NiexigxlNZRlITqzTzNJnVf5WchF5Pvvv18R1SBq09hfTJtnNZQNACa3Lv0ylKraQkZzyiV9H6nXAkAEr0QsE1Gtj0Pj2iqaoKruCPEirgdDd/Bbdo0z5ngcaZ0Wk1Bd+8QQzAc4yykkwFxSy8UtlSxXoeZan01VtQRPizCoqvlh+vuXGCGMjcDWVdUu9zWoorAV2TKEKp7mWVmd1wJy6LiMzw5zOwgAzj//fGWDEQqYpxU1LqMSCyQ9fk/ol5EVoXPDbfezxLVOWrsCJHZLU+7WSk1nVXUWxLX3Iq2WV40Q2IyNyKRV1Tb4XENWFiJBFpXTLhQvLcuxWiDBS9XR+UnPQnjnoaru/urvex8TZxkC/hELt0WwDNmYgR5P1VlbKUZQhPLgjjvuUKuk8MIMjSKXGwNdD8LaFTYyG4Q11wwv7jiJsG5ohLZJWBNRPTyeIaz1AMgR1mYib5LRuqqa28dGRtOxEtGpe1WbCmibcpoaWvFEQMVKPLcHkxD9Nfp0mDbfMx9rEg7mBIRT+Tl5psaoqsce9yg9A5EtTQSGHmYj5/RMfj2vXd8fv2ETWSiwTSJk2zGPjvYclEAhGOM+qK8i5+XvB5VZqCqZaQQmPLDQ+O53vxs9//nPn4q4DBXCjTfeqLbjjjsuOuigg4ITKkVdRL7vvvsUQY/P7aSTTkpcwh9KYa3Hr3pG3tS+++vHATg2SeNffX5Q18jlJGNJ5DXdo3WrsVCq6szUSTFjdJdWRslu12vudKKeQ2nz5okYxdjajig1xER8ciSZSWCHUl/7WIYgLucVKxGXgWlPikPEZlho5BWX0zRaxrG33367qvg54ogj1DYvcZn6RuAzg6AtL6JaR3NAOpuktU9+phPXWSius7QLkeLn0AdbyNnqrbWZVFWL+/rMv30WlYNYg3kQ1QJKFsKbVZ9LdsEZqqrjUFTLkG63O1zQnmYUjqxOE9QwacPqMAIw1EtZlYkXLfjiy9i45mKvY3RVtY1Ybiztmp7MHjynq6olwlonql2hE9acoiykwjoOuvLMPKfcVNFNuS2p3SSYCbp+/RXh/XBJ6vVx0hLXLr6kQ3Igg3P5en5iMoLFoDEMxknq0x5UgZ0ReQ0lNTZ4+uGeg8k+AjE8eK+88ko12adAjMCYlfIZ6tR5JatBUL///e9XlUP4DPIiq9PEOyzsookimnyce+65mZEZRYvLmIdgUeeGG25QzSOhgnSBqarWYVNME9bqD3NukNisLI8Q1rqqmmsoXO/whBvnVb1p8SHHXmmhddOma/xYm0pbR1O39AhUGaTHC/TGMJFGfR2iMiczq48Q+0pJtEaUb+7rV+KrvDg3UpLBnqrqpOR1++mviLKyDME9ByrZSViGgKyGIrcIliSTjs0XXHBB5udDvMPnnZSsBtGNeRsWU31sqaY9LgMg6NHL6sgjj1Sf1yQqEXRC2lVpHWcZYnpbh4JEXqdRVSfdF3HSrHriFNTgFBaq6sG+WdpvZbmoLJyzXF+yVjr5LA4nUVWntQzBgiZiZR6WITt27FDnX5DVBVFwwW8Kqxfwm4JyK8sS8SJ5cGH1BgT9Kbu6q6vXd9lXtN9wIZ1NSCS0jrXl3RM37yN1tamq1uFqCWJL9kHCxq1ot0uDRoS9+NfiQpITGuX+a6v1xj8zqfQ6zu9TAl6jq691HEwCP24834R8hBzQzjXiPa3biARQVXtDO6deYTDiPa1/N1OoqidFXndOf8roeOWyCrDYMOFHKSWtIiMJwP8RHJEAhbYMQfCFOrVojSzywLvf/W5VcvaEJzxBEaB5II1nNcprEZ9AkqDMNksPtyKVG+P9wnwECzrnnHOO+i2AtM7r+mixzyStuQVXk7C2oVnpJ4kSaR3qGCKxm4N5nMv12RZaXRd400JPoinWVY1rD6Gq9rIE8yAUMmvsJJ0vxDyamkYtr7jFzTV3n28b9MS4KEBMdLEMQdxGbA5pGQKSvIgNpiYRm/MALQrgM/a17cDCAuIyCBXYfmRZFVekfBnxFwQ9mimefvrp0V577aXIo6zisk1VzYFI62opnTqWSOssiGudvC6Vx72nfRHCq5qLhxDBcWNLsbPcZNTaC1V1MoQgtgNWNpWMBWe2UXKW1+JhGYLYjBgdyjJk28Cea9orngpHVvsGNQQZTMJQ/oYSW6xiZI2iJMVEBJy3H19WbCOsbX7RREpzquokZLYLeYvrsflhmk362DEcm0ZZ9ynVRCKaiGppP+766ZyugaxVWmIJaw7kUcYR6K5lzyNqa09v67jxslRe65AIYvouyiv0/qrqpOgK381yyGaTE1Reg4SE5RI2rOJCRfuAYRmil0ClSY6QaM1rc8XXv/71qmoo77iMeOfjx4nvwM0336wUBMccc0x0yCGHZE5iFCUpxmIKyouxoILPiogEF09tm6paJ34l8levSKH/u6isQVjbCFDzvo7roPNzqmqumkg/Js6+iru+EPEkTR+GpEl12/hMSpXNcaqt9ZlSVWfqdx2qNwNKjtnxB58L/DMzQmhVdRrLEFREAWZpclLMuz1X3rGZBFm+ZDUsMkHYHnbYYcquJOu4XJR82ay8pu/qJHpd2ERRfU/q8WaMPo0Y8yCuSyXee1qKr6FU1c5jeC7SthmOocx5XAnXwCmzFdldrjrleVmpqkWEUFWH+N342ojE9I9w2Z8aJedNWrtYhuD+rFuG4O+WLVsS36cRl3G+aY/NhSKrfRVcUAnACxIqviybIxStrAnBFhNNlPg9/LA9oqjtHoAay27NT1ztP0xVdRxhbYPNDoOSdFuySgmtlIQ2y8tW/y1aLXZVT+v72Yh2tW9UE/3EyIt68zoGKrBeI3Zc6Xok2CY2OpmfVAU/PqZRPuZBEPiqpM39icTmJjiVUCS62GzRLYh3BxMkvCb9KofNDTNo2miS13HEtamqjgOCqmQZQuWXuFdTMIbq1qcSBmTgvJLVSLJw/19dXY3+/d//PfqN3/iN3BRciHkuZDXiMVTFWNE/++yzc2u4Nem4DKCkGK8d6omjjz56ZILpkhT7qJBN8lcCEdZxNlYUH+tdP5W1zyKny+uzkdiSYjyJJ7WZYIdUXYuNoYwGwu3aIIFg9q81V6dOVR2kNDmJqtrZLqQT/z5JZLZWVlxEVXUSyxAksmh6i/vWtddeq57Xk2QfS495rngyY3MeuSjeZx+BF/bD3Auq4tNOO224gJFXXE7jrR2qsfM+++yjKtL0+WZWZPVVt0LR2M+p6o6NFLn8LJTaOg/F9ci5RponDhTY3UYuqurc942Je5TnkYVIrzJ+Xy11q87Nkrk423+MmeO1W/wYTIwsrfX7DqSC9F4UQEiSlwVICMsQiFHJMqRWq6mYDHLb1zIEeRjicpZuE3NHVlPgdQlq1LQIweeEE07I9YOYZFKM815xxRXq9Z955plRdP9NUadajyoCYZ1UXQ0/Rr2BkA8hbT7fqO0Uq65uVLeIhLWuJpMIbSKqpeZOlIir50v1McLa9OQy1dO6qprbz7Zq3BmszoKwBnTS2iSqdTRKK5i9RFVmomPr/NwsLXtPRnrG742I61CkdR4EgQ9p0BUWAUjp5jpOVhg2N9StRBI0Rg1NXCcBZxmCQIwEAo19yDKE1F1I9Gz3f6i2p32VOA3w3sAH+pWvfGXuZHXcJAmLElAv4TPUVcWzHpeR7ILswWLMKaecwjZ2jkuK77j9disRrcdBbj9TVa0Dz9kSQz2+IVbqhLWN5Eb8gnq63hu/b0g9GoCNyk5exLhJSEukdVaq6xBJtQghtqDJL4cucy0qUa3Ex7HhvvOqqk4Dpqy4tzEZZVaoOILSYGxkGUKlybAsghKVSpOx4d+2uDzPi8hmbC5azAOBjriM/XVVcR6g3ByxL2/CRK/wgj0oxBMm8lBWN3ubpLVvc3tTba37WicZiyOuffNFXVXtdc7yaP6n580Uyyehqp54Y8acY7L0XvZMK60kftfc/lJeOQFVddGhW4agIpUsQx588EF1L4NlCJ7T+0PZRERYkE7a1L1IKBxZDeDDkVb0EXwQePChYYX0oIMOyvkqJ1duDJIG5cU04WjfdsXwORfCmlNVc4T1xtLDnAhr3X5Bgk5Uu3o5xzUcNJ/XiWobYc2R03Fdjm22IMN9QEL3MIlwC/Y2lTW7/3BlPf6Yrpaxms02xDIySwKSdVdozpoF3420qurE11Ndto5d1cu5Uqqqh/tLCx3GON3a6EQvC/LaJK59VdUuAOGJRUZsZBlCvpq4r8dZhsxzUoz36Qtf+EJQr9E44DxxVU/4HGHFBcIWpcUoMc5bRTWJcl4q4cPCOUgKVHihoiDE9bkqp132U7GgFLGkMjumQVjH7j9YIHUdXz+POm5wLh9rECKtKa6Zqq2Qi6p1j8aJrqrqJKou19gCxbaU1HJjSwouKWksVTpjC5szoap2gZYAl5ZH45CNvM7bAsQXyLng4YsNAFlNcdnFMmSeGx+bsfl//+//XZg+T2i0CYIDRC0suUJ5obqCzoecOU+yGu8LXjeIHluFVxbzhr6qmietu71ytFQez6NciWfdIiSE2joEeZ0sHo4+TgvQXIyTYvs0qKqTNmYMQmC3W8Xwu67W+tvYOYXf3XqYvhI2tJ/5ymgaYLMMueKKK9R9Ffc2isumZcisxOWpIqvxIV166aXK/uO8885Tk4JJYBIeXCgHwGtHmQBWiBFgd0STw0a9/95LhLCPfzWpqjlCmlOT6c/bQIS1rqoe24dRVJvYKG1xIpdbvQE5rJHWpKo2QSpriajsRmWRtK5Ebe9JyDCh91FbM+pt/f0KTVzr3w3zfbE1zxSJbV/SwGHVXPc1G2nySLYdOcIkr0MT2KbPdRbQLUOw8Ij7KsqWyLsLZat4DkEYZCBWmkOW2b7jHe9QdhpQeCOgYxHwne98Z3TssccO9/nt3/7t6P/9v/8X3XnnnUPFMPbBfThvQLn8oQ99KPfFUpuCi5JCJOtnnXWWIjQmgUmUGyMRpgaSZ5xxhrVs3pYU66pqjoiW4qC+n4snJEhlk1CWqoYobpaF+yVXFUTj21TVXGyjc0kLwy42H7pqKyRxDTS1xolJCGwROXtVe1mISET14HEzPnBKsn4MHp9j9RxsREqNteKoqh3hQ14XHYiH2A444IChZQjiMmwksCgJtRbiMu5pqCRBXA61iOwSlz/84Q9Hn/70p6Of/OQn6toQf/KynIqLzXmS1VJcxueC9w/zFqnaJ29ldd59IyB0iKvwynORG0Q10OhuXg9HXOsQRUY9w9u6HLgKViCvk6qqXSDlclJ1F8UznYdYqKpjxvB5Hb6qah/YVNWcFRenkm5szJSqOollyOrqqorLcFtARRRZhuC+i2ooEneFyIkmGZfzXWKNAYIGNm6lGB/G9773PRV0oF6aFFGdd7kxKcmREENJDssTRVRf9+OxfaGulrC20z5OalJSVQ+fYxonuGJ1afdYUpIjqjefj2uYWGdV1Tq4xg8ScWx7Dn+5/bjHiLSWiGpCR9HOVbX5TiLMiYSpqnY91qaqjh2rVB9uSeCjnkbzTGz4PPUta7heI0q2sXWr9eG/aQuhqvYhsGlLi96Jj4vyBu5tCGxHHHGEIj4f9ahHqRJl3G//5E/+RCl2v/rVr6qgjHti2iTjW9/6VvTyl788uuiii6Kvf/3rypLkSU96kpoAEGC39PGPf1wR51/72tfUPRn7TKK6Bmr097///dEjH/nIYZfnSSq4cA2Iy3jfzj///IkR1XknxaQk/+EPf6i+k6eeemqsv2vSpDiOqAZwT29G/G/ejBUglEkJHQcQ0lyssQFj+x4D9KKy6tdAPRvcjuHjF+YFcXODtDBjEbYiqKonkgD7qLIc/a57S1v6W32J3SIQw+aWo6ralbzGVnRVtatlCO51WJRDXCZP/ve9733K3utjH/uYIkYvvvji1LHRJS6jIuvJT35y9KY3vSkqAvTYnBekiie8N3jvsJgKQmFSRDWA70ie1chYTMFrx+eBOWScFVnoa5NU1RJAXOvkdVK0urXhlgUod2z2ltQWUlVtHUPYV4+TXCzWNzSBhnKbNhsWquqEyJLYlrC0HJWEbRZU1S731p133lmJuE4//XQVl8ETgrD+7Gc/qwRVyJsRBxBT01pUTTIul3rIugoEEBEo2cHECMDl3XjjjWoDe49Spkk38MBKBRJ0fEhZAl8EqKlxPnwR6T1R18CQ1QTTDmRjeZOAtqqdLeSfbgdCqmqCpK7eqPbLoW0KaJDVkiUIJdQ2VTMSdJs9BhHH0hg62cztw5HRtJ+N5LYp0oioHh+3LSrPCNxztOItkdVx5WW+ntgucFFd+1p9+IxRF7zYfVXVwexIjPErAzuR0GS1Db6q60mQ1TaA6EPZ04tf/GJVZYNqE6wYP/GJT4ye//znq79pgTGR5CAoP/rRj2b3wT0Z5CQWEZGkTwJoiPXP//zP0ate9apczvc///M/yt4D7w3FZfgzY4Udiwl4HyYdl5FwYgL1C7/wC5l6ZeM8V155pfquoFEVVAwugNILZD4IHxdVtWTnJD1PqEejv3MbcVyO5ESCU07TNdh6LZgxSr9uW2wDWT12vl7Dqqr2sbaqB/S39o0LrApbiDk+ZLWUqHKPi+OK/pBSEyduDElVnbI5o5BE+449jKcb67mS1YTWE18UzTKgtEYSi5iAZBXx4fGPf3z03Oc+N3r2s5+daVz+5je/GT3ucY+buLJaj8377bdfLucCaYDycJAVOlmLJr9QxFMV7qRxwQUXjOT1Wc0Pr7vuOmVZc9JJJzl/BhAhACB5siSrSVUdF8d0pbVNVe2K0IprW9wzrTB9yGrfmMraWQljlJnHfeJsXOzU7SGlhVuOrPaJ3z77SmS1GDe5+B3Cq1raP5BXtRi/LaKQXqMxM2R1HCCo+b3f+73oBz/4gVrYBJf42Mc+NnrWs56l8uhpisuFsgExFVxYBQAxANb+nHPOUUbiRQDZgGRZbgz5PJJblMBjZVxvbLX1xstz/+Bs/tWcPzQR1TbLDpuq2gWkJIM9Bke4ElEt+USbZLO5j0RGu3hOd3qVISGtN8SwgRTWEsktJfpERuCMSUD2Iq6+2C4gtTWVjJkLEiGIauv5NbuO0fP2xpty5UxUAx3h+pR/fEbNvHS1dRxxXTSiGkDSdfLJJyuVEKprsGKMZO2///u/VdAMVcoLSAQkYhFU1iBouWY9eQGJWF5Etangwl+QtSg7g8qOvNQmDUrKs1RWg4iBoh9xH3HZp3GJpOBCHDMJZuk+72LjpI8Xp3B2HTPp/q7HcES1Ora0pOIe9/749mAwldYhyeu4xlCcmmukF0JMo+HcVdVeY4RXVSeCi3pabyBlxuU4y44FUS0CXshYhMNfxEeUACMuwy85j7hcJORFVJtxWW/y60PW5oGsldXgCtA3gixCfWziQl7bpTdjMazmRRKbcUxXWdcDEM1QWncH54izHEl9Li3nHhLYRuwPraqOA0dUh46zuj1kmamo7u9bc15U5vpH8Iu5aKws7FupRWWy0ppFVXVCzAtRDWAREwuWEHdByAO7RsRlVEBNW1wuJFmNwAE2HsEHBLVJ1k4aWXc3xhcJCkJOsQaiOrb5odZsUVdV27ykSS1t8wbW97MR1jpR7QKu4aJepuxCDkuE9cg+LuM4Nj/c6K04N7cwuzhzqmp99Z1IaZ/mGVhpJ7JbP863WzTeRzrGpwkkB93bjGukaC5w+BLV/mRy/3GTOPAhDbIGLHn066kICvE8ieuiAYQhbKAQE1D2hC0EcD9/zWteo+wskOzpQHkvVqhBVqPCB4E/S/Uuh89//vOq1BokPSptJhGXsTIPshbvvS9ZO+3lxiDnMSfR+0b4gLMBuen2e62EtUk2m8SvREa7EOAUhzgy2aacRuyTFmFtC6p4zpfopvFoYdqF1HcFkde+pHWIZr7mGFTVhtjVsZQbV7VrzcyrOgQJHqJg01dVnRbkN20udhmNJBeQ4zIUVMiJoKLFlnVcLgomFZspLqMZJmIT/m1r8jspZNnnCYQJhF3gCvDa4+y4uLictjyeA9lxgLS2qaptOV2j04/vS5Vm4qpXIqp9vbJdEZe3mXMUjsTOIqbaUITGjHlYdXWXtowsKnOfVKnD/F6Ehssc6V7yjY8TVFXPI3ZontUQe2GbxrhcOLIaQQ2r8ShlgifaoYceOvHyYhNEUIfubowP/5prrlGNxVBevPfee1v3dyWsfZofwhdYIqx3LO8Z29RQvFZDXW2qqnXCmvPTNElkzp9TJ6z1FV5uHBef6tjXNFhBNUllqKol0rpckm+k5oRGH99aPm1MXug4oFLyC3I6uR1nkZIWnOd0aLVbGtJgTPEcSFXtcz0dzU8+KwLbJK6LqKrWgcQsi54FKGPGyvOFF1449tyv/dqvKZsRxKZ3vetd0a/8yq9E3/3ud3MlazEhwOLl7//+76uVbJRdvexlL8vl3EgA77//fmX7gZgMS5AilBfn0U9CtyJDz4gDDzww0ThxntWhFdZrvZ2cq3rirEbYY3o15/Ft55FU1Rz0uM9da5IeDJy3tTeBHbNAmga6L2Zbu9ZSWSiDrsQn0dWWpTnkNKqqJfjGZe73yTUaNu1E5lhVrZPVoRofu8blosCMzfALzSsuowoXtpSoOIOVRRYCqqL2eYLlB+YkmI9A2Z+EKwjVYLGvquZJ606vFNXL4/dKV5sPIq1Dqa3purKyCxHjofa4TmKbTRth/zUtquqiNkB2gWj14YNqrb/5ktKN/BeBW09+STRvWFtby2TxMu+4XDiyGkEDJd1YlS+C/xgHStJDBl+UL2FlHCVdUKxxXbVJVe08pqGq9lVLc5AsPQDVyKBUjT1Wsv/gFNYc0Sw1kvJRWCclovXn9P+7qqBt48YdwxHdtlV2TISSnI+9Bk/i2rdj9FD1XB79bGvdRlBVdVJQE1LuvHmrsU0COyR5DeK6WEuD+QTfV7ziFdGXv/zl6Nvf/nZ00EEHjT0P1Q42LKCizBTew1BTwZMzL+Dcb3zjG9V1fv/734/+6Z/+KTeyGoQteTTHLaLOUlKMvhHw/wQhcO6556by3DSTYlJVJ7HwcG1gaFb1EKTqHoxr7bVgLMTq4/v0WnAhx23j6WPEjZMEUhzKUgHm16shXQLcrq0MSoUj99Jk7jqk0uQBKq2EsSmUV3VW0O1EPMjrWQZVPOUZl4sCMzbnBZCzqPg58cQTEy+i5oHQFU8YC17TELWltSLLUvUNgKgGmt1+LsaR1j5oDkhmF9JaV1XrKDN38yTkdQjbRm4M2H9J/YWQB5t54UJVHTdGO1cS3GlsvQmiFNfXNhv3jWChqnYGqoFD23RMIi4XjqwGSQuvraIS1VmUG8PyBKXVCLiYdPisjEvq6vV6P6mWyF9fdfVGbWc3wrq0pFZFxest25NsZRfRS0s01xIl8JvHV72JaDrGFrz15Nsc11YmRsfRPi7XY67Y669JOt7VMsT8DLJQXcd9XzA5cVX5lzL2pO4I11jlmmpZkIQIwWvrGgr1cgryvHTMI6IiA6QplNWh+hdgvFe+8pWKeEZDCFgvuRyDDT5geQHJFGLOP/zDPygfso9+9KPKFzQvrKysqElJkYlqIGRcpr4RmJOgvDit7QuujfxFbXBWWFuUzeaCqo8KutmrR3WjUZLLtfhW8QCN3sCKw/N8EnGdVSwyyWug3lnPVVUdhyBEeuAkulPTlOAVXgkeR4KXXHw3fZCFjciCvA66iJwkLk8KXGzOC0tLSyomF5moDr2IjPkf4jL1jcDcJA1CKKslVTUHIq1rTGWMj80HkdYh1dYhlNcuqur4MQSievC4GY+5sUEeK9MKh3xooapOBrnnRSDSeGkpPoY7KrQvOeSR0QlRNJdx+RCtAe+0xuXCkdUoa8IbUnSEWI3F60S3TjTFQGMSfKGkMiabqtpmB2JTK4Ow5qwY4uxAJGyUd4olrBulFUVGS+rnRref3EiJNRLpOMKWyOg4UpdL4M0knx6jsbjnN/ejhorZqaz145I0VAQhHUfW+8Ikr82O0HHw6Rjd37/LEtm0f1KrmtDgmihWtK7RaSG9b7ryOivP61mxAUEp06c//enoi1/8ohrz7rvvVo+DDEcSBOuHz33uc9GTnvQklRSiedGf//mfq+ee+tSnRnnjggsuUBMEKLqhKMozLqP6p+gIpZKC3QtK3FBajBLjEFZkelLMqap1rPZ2thK4dA/3IaFpX1vPBIotFGf1a5DsrdRziEaD583rjlNIc+dzOYaPbZraOiEB7koyNysrbJwiEruoquqiJ9EmeuS72eHV3UplNZiWlRvae+9L3odUZS2vRK1H5Vd1M29xGcBj2K6//nr1f1TAYF/kUZNoxKjH5jzjcpaq4KLFZViRQdgFyxNYcoWwIgtlA2JTVXNoal7B9UpytTXiHudF7aOqTkJe1wN4XmelzNahcxz9+FtzinGwEOlQs8wYW7CFqjoFxGqpttv+pNA2f8MGiV1E28JpW0R++QTjciHJahf10bSvFONYNFFE8D3rrLNUWbmE+265Noo8yGNSVcfuV9vFSuwRYa2rql3U1U4Ka8aug4hqlyRcUjxTEi/toz+v/z8u4beR1OPXMFg515XTluR7oztoHuXRsEq/JvM1uiqk9fcirU3I6LijJHJS0iApdBJbTU60t4MWbkKpqmWiXVBhV8bVmahwCKGKS0tcF11VTYCiOVRS/IEPfED9fexjHzvy+Mc//vHoBS94gfKk/s53vhO9973vVRUwSJLgFQ2PyH322SfKC7SAi7/wxgQQJ32bCaVt5DTrcRlJKxaPsShx6qmnBv2MfRN2V4WzGSttsSqub0LSazCPAeKO46qJXBajOXAxLwRxHQcuXoDElu7nS+21uVFVx44hxdQUY3eXVsTYHFyhvUBmZHVcXAY++MEPRm9961uHzyEum/tMKjZPuxd00a4T7+1NN90U3XDDDcqXO2TpeVqy+oc3IFbVoqWKu/jHVE8TcS2prX2gE9f9MTOqNmIqmKWYH1JVPQn7jtagV4TaF9Xf5hhMzCpJ+zLnQ8zrciS6bqlF+du0qqqzJLw5aDYjVx708Kg8BSLYrOLyzoF6SUwyLheSrM6iM2+Ryo2x0oEyJrxWlBe7NumyqZ2TqqvjSGfr9WjHkqraRlgrVbUAnaiWknBKZCUymgue+j7c8/qxsSu0DAm9eZ4Ku7+ryhpoDq6PSGvXpoquCm0bie1iE5IUIA3GGhYOXmNSVbXr/qzNDNdA0bOKICQ4ApsaOkqQ3jdbg7FZUFzjnguFb0gbEBsOOOCA6Ktf/WpUFOC1g0jdtm1bKv9kX8xDUoxFEKi24FONuBzaF52S4mtv2zpU93CLpHqc4shiLo65LrqqGNYbVWDFkdwUd6VKHkmpjeOSxBK9+idUBZDrAmoI6w4JiDnN6kps8morW/ZRVYtjTJGqegjpN+2xiKwU2tL+64I3ZkLMm6o6C3uuOPzxH/+x2uY5Nk+LuCtNvozXB3XeQw89FJ1zzjnBvmOhldWNTj9mEWltU1XHWYS4elu7CJN0RbQZ85NC6kkk5diIfWYcz0NVndzX2mPfjOKpOS7lb5JSmpsbIPb2KuPzOtaSS51v8/MrNTeKr6omxPx+8fsuYuPZaesl0ZtgXC4kWY1Jz6yWNaFJFRopwmPs2GOPjS1NUKpqD3sOSVVtEtZQVbsQ1jtqu1t9IHGsi4900maIRFibRLWPp7Sr7zQ8wCTvLyKqfUloOq4iqNk4kptI66qnByheJ5V++ZDk3DhZEdeb5xgnjZP6jYYgtvG7kvaXyANfVbWPVyYaOurXI/nLJ4VJXE+LqnrHjh0qYIZOWKYFiBcf+chHoh/+8IcqfnziE5/I5byznhRv3bpVLSCjTO3MM8/MRLHOJcUuNh4+6maXRVddgeWavCJOtaNKtOSpUCaVl3keW48GXyLetZJodMwAdiGecccVKFtWY7CqrPGx663V6StNzkBVnQY903Ma1zKHvtNFUXBNe2zOq8nirFc8Yb6HuAxBF/yp0/aNCE1W91XVPGldFchmyZPajGOhGjKOXBtjFxIKcV7VJpGt70+xvYiq6iT7ljKLve3czterk70G10SZ7zWh71sekN3iGDmh9bjfiLpXXRXVasl4qmnHesCKp0mikGT1NCTFvsEXBAtKmFDKhCaKUOyFBtTVIUFqaZDRSYlEUldLqmqQljYvTDVGTMNEkKtxCetap3/+mhD4W4OJgY2wllTWHOFMoNeGv+a4tuMwoRmew7hmlwYcpgo8SULfv8bRW0QS8tq14Qa36FGLNidUWVllxAFENodaQP9pX/V1lTm3TVVtHbu6XLxAYGl6BxS5AW8WIM9keIE973nPU/7ZsCLJC9MUl30ST8Tl2267Lbrmmmuio48+Ojr00EOD+FNLSfEu+4yXieuEtRTriLCOi4XUdIlLRPUFV5OwdunFoPYfkLxEWtv8rzsaIS2R1iZsccrVXiSt6tqluWWoGOiXLAsL3trCY8jS5Fozvdq4KKpq2/7S40kJ7FuPemy0fzR/QGXKPC4ic7E5L8xqXKb3E4pqxGTE5izjcmjP6m4vnCe1pLZOmtOZMZlik2uTRklVnSYe0ryGG3sp4qtA50lVnQRh/K5TWHIR2S2No73PpWYjM1W13gR33tDr9VTFz4KszgCzWG6MsuJLL700Wl1djc477zznL46pqo5TV6/VH2ZtBkDqal1V7WoHIhHWG1F/Ql+N5GC8I9o1qtnU2THKZ1Ia29TCrmpnkNISYW0m/BS8uSRfP69r0DTHdQUR6XHXzTXUoGvHxCaN2jokee2DVqRNqLSXR/YyoexC/PfvsSS22IjDs7w8bnLVNpo3cuS1K6pH5NeoLwRZjXtv2g7w0wqUGL/0pS9V6l+Ud+WFWVRwUd+I++67T72fWTflUpNl4dJcFda2exLFF1/VNCWtUvUPe0yv7q2y1s/lG4v0xFyvsgrVJFhHM1oaL2HWFk3pscy8o70S605mSTRHgqtrY9YnVDJacRu70lgtlKraByCwR8hwo4kTMI/lxkiIQZrOI1nNxea8ME1xGYsZLgCxdN1116lF5FNOOUX1CckSSclqTlUtIc6T2pV41onrEP7Wo2ObDRRbzkS1qyApkbXIIAd0GXuptz6zquosz+d1HZ6e1C5j9+p6E0zm895YS6yqnmeyGlgoq+c8+LqWG2MCgzImlMfBB9OnFKFVXopqXbcAT0R17PXU9hxLvFw9qG1oR1UrYS0l441Bc0EXqw6JkCYyW3zeCMImYU1kMHdcHLHc6W4mJmbZl6QYp+uRGl1Jymm6Tl97EJoI6aR7COLahbwOMYmRFPv9cUbfw1ove+9pm68pNeIwUWtnW1Ksk9ehLUOKBNxPURKalcqm6Pj5z38+VJdv2bIlt/NOk4LLJS6D6Ic/NeI4yotd+0akwY6O/fNyVU0DLkS0TljbFlyTVv+sD/pMcDFSV1Vz8cjsz0CP+yK0t7VYwmwkzByBHTdGFqpqH+SdREuvr1sTfmsWa5ByYz1XVXWSJk4grr+7dGR0xBwmxfATBvLso1Dk2Jx3XIaCrshzItd8GYQ2bDLRtwrCrjxsZUIrq6GqFuNeIGsP5IghlNu2PMzMm4GlintuESL3k+w/pDFapbozCW7GVAiNiqyqlixA+H2Locz2PqcUvzWV9hgc+k3MO1n9sBlYRC4kWT0tSXFcgLvzzjuVcuvwww9XXaJ9JhN33XaL9XmbdzUIM1HhGQObwtpUV5Oq2kZYN3pLzuoxjrCmpHZzjFFCmnvehYwlwloiqgnrnWXRe0wnqtX1d6vivibg2Um+nT7HAM3BX50k4FTVNgIA7xMmPL4qb1/yOgSBIE96uuxkRZqc1IXfRNqmjXHA+JxFj9QQNa06T7cMiSOup0lVDSAZnEdVNU20Xvva10ZHHXVU7uefpUVk9I1ApdP+++8fHXfccYWZxDY6deeE0FROc4kl7WdbGA1R/eNzzJgvJ0Naxx0zKeLahcCmS9UbS3uNHYCUziqJDuEzLe4bM3Z3ybjnM0ltuZF9pYm1AefS8twmxVhEnleyepKxmVT8RW8g5pIvo28EFpBh8XbGGWdk0jciFFl94bW4D1SiJaZR3SQU0qEsR2xAXsUS2AG8r0NYi5SlsjVuXybegDfh4iEe6zBUWZn53Pqxl9nXGBe531SqqiX4jh3K0hPxeFkQgWhq7HmNy51ORy0AzkJcLiRZPQ1JsU3BhR/G1VdfHd11113Raaed5u1hphPVNnU1EdacqpojrNcquw6TLJsqyKaqJsLaJKqTKKxJVT1yfAqFNbePlMSrfWKIalKcgYR2JZVpX1vwNZtL6eO7+FET6LW5kt066DwupV9JgeSd80LNkkiwAb8lDvXOupf9R1Y+1FkoovVS7mo72QJWkYCGO/NIVhPe9ra35aICnmZ7LmmxG+qzG2+8UW1Z9Y2QcNnNmDjXRSKaiGr6t7kfF8dcrT4Qx7DVWAW0XP1jI7i5Bol0jRXPyh9gQ5sLpE1+lepMKyWtJxwvzWKlVPlDWOr6lCt3p6402efavCHEYDSE4p4pbwjKq8A9MFrnPCvqfu97c5kUIy4jLhWZMJ3F2EyELmJekd972/wBcfn2229XOTPI/sMOOyxXlXgaZXWj03/PibS2qarjiGZXkjkuR3QlrkOJcXwI7CxV1WlJ8DwbM0K8xJHdiL3dskB2V6pOsVo9ZulLUW5tJJ8DBPZ2zxJkATLPZPW2wSLyQlmdc7I5DcEX3m1YHcZzsP3Is1TbR2EtEdbrvf71WhXQTCM8jrDWVdUj5+7V2GTXJKxN1fToGPFNFW2lz+o8GlntSkTTfqaqeuzcg+d9Vs0xfkepncevxfZ+tbTJgk5IJCmr1iceaYhr24SCK3eXvm8+qmqrp5qQ4GJ8zroDKjJXCx4bfFTbJnmdlmDulcpW4nraVNU6WV3kktcsMSmiHkkxJnxFn/RJcZn6RuD7c+65505MacAR0an269adkzfECY6wFvfvDHpFVHx7LPDncY1HejPGtE2kgOZgvLTkdUhbqyYTczhS2rdCLitVtYQgqqwAim0bxlTZcSS2AJeF6qLfH7PCvNtzTSo247uG97zoC8lSXMZjV155pap2gpp6zz33zP3afMnqvqqaJ619VdI68ZyFOlofM824vl7VUu4+bOao5XtFUFXn3RQx79irn0+34cIYvUotUUwuNzeCqqrF+Cr9Nj2EY/Mal7cPbKlQrTLtKBxZPU02IGbwfeCBB5TfFgIulFtJVro5+w+bunpbfS+28aEJUlW7wmbZsdHr3+xsCmiJqHYFp8jlAp8tmaVk25eItinOXKw+2hqxDNJan8DYSGcQ1YCPr5n5+om4tpESrurtUMR10s876+aNcU2yTCU27V8T7DukcYqojMa4hbv5O2BebUAmDV3BVa/zDW+KGpfxnUHfiJ122kn5U/v0jQinqpaJaF1Vze1nqw6ieCHFCjOO6fFBinHmYiziqE5Y22IYPecSh+LGI9LaJ/a4xDadvJaI61CqM3Zsj+S8U66xaXg/tjDqKYYsWWqtpi8VDpDghyG2PRtbWq67t8QLSUop7ETmOSlexOX8AaJ6GnJmLi7DSxVxGa8hr74RHPB7hbo77W9X95HWSeEkC66Ndn+cpero5+pTecuBro9iUFrv7KTEtk5ml417OuYMs6yqliDFxxBjZLF43B34SEvn7GnjjPWcyBith//vkf/P8yJytVqNlpbS8XFFQOH4ClJwTUPDCKi1AFzrLbfcojoYH3vssdHBBx8c/No5wpoIaNNLOqm6mlTVrh7TSa06KAm1WXkM9xES1aaW4HPKLyKqJYJZV1Xb9uOw0aZrY8p7mMSbVNYVS/AkoloHkdZVR7/R0XNuvv4kNiHj1+JuF+Kb6Ev7dyKeTJEsbHxV1UnRMvynKVGudt1+K0mJEJ24jiOvTVW1ieVDToimEVDGTrJaZV5BC69FV3CZntWw4rr88stVaTFKjIsyp/BRWNuSLootNsKaP85u8xFSZZ02BmW5aOpT5SPBt/onqwaKUlLbqq4IPpzMGCJZPf54remnTJ6EqlqCTcXVMxpAllobsXMIWIDMc1I87xVPk8Q0WHSZ6uX77rtPCbv222+/6Pjjj5/ob4bO7fLb5VTVHInsYu0hEc/6rYZIa464DgHdOxvg5hC+qmoflJkxMGcQmyJqMZXi9EJVnex8mTZhNN5nqm4qSfcp8H2cPUkAVfU8x+Xtg0XkWYjLhSSrAQTfvBospJkgYEUbTRShqj7rrLOi3XffPfGYt91+ZyYfyLbyHqKPdJx/taSqtvlLk/9knLe09DwR1a6ly6byi4MrEY39XFdkTdW0y/5JSsWk41xX7HViPomfqEQg6O9TnId4SEg2NNz32Gb/EaLZor5/m/EJc1VhJ8Gs+VG7YG1tbUFWTwCY7EyDRRc1csJ2zTXXRHfccUd06qmnRvvss89ErsdUVeuQFNXcvd+lfNesyLEpp/vjokEU42NtsbhCrK0I8cumuG4MyG7zfLZjpLhDSb5J9vuqzqQ4zxHY9VIzSHIeQu3lp3L22NeDqAY6Bqk79Nxk4rO6ZuZrVQ1AeIeoYLIB5LX+qZWbvEoshDpzWrG6urpQVk8I06Ss1vtGgKQ+6KCDJn1pI00qkxDVNuhkc72aLvcaGSthY8e4GORCXicZO4Qi2lRbU5wulyr8+Xr8GGaeuFBVT37x2LQn4a5naDviqaqehga0WfeSmAVUi1xuXHSyGl02L7roIlVWjDKmNFJ7ENVAu1SLqr1WrLratPWQ1NWmWpodN6qLthtx6uq4hogmIa0T0dzz7BgGYa2rqjnCWldVj1xrTENFl1XxdrcsEsmcqppLyk3ymVNVcwl4UrI7jU+364SC8wfXfcnEcSQS2HPS02/myCTJUc/JJicrmCpsoO7pQ+pLXMc1apxWVTWwUFZPDtPQ/BhxGRVPP/zhD9UcAnG5yN8XV0U0YpIZjygeJB3TRiJLQIxrd8pex+jxzfd8tniok/0uKvU0QMNGLvYslRqFVlWn3TfLMZAAd4xqIYnYrrTWvdVUwbwxzd3qo6Rs57Qn9083GHdeFVxFvs/OMqYlLiMew/YDpennnHNOYZp+6cpqG5rtCks4O9sqtgcLz9WOk6raOtbAIzstcR0Hbo6BeUhWqmp5X6HJsEd1GI0BvmN0jA67b6ckNDpkHutUqk7CpHlUVQ/3t6iqXcYZ2o4Y+5ccSOx5XUTevlBWZwe8qfhSFX2lGEqCBx98MDrkkEOU9UfIH4IrYT12nMUOJI5UtoEIa11VLY1NqurR490V1iaZbRLWHFHto7COI3z14GwSBCZRzR3no5yKU2ZLExocB1V1mmYeIYlrCbovGSY3Wamv45pemUpsfX/995JGVe1zrSaBHVp9jU7ThGqGyu5J3XfhPbxA/piGpBg+mPiOoLz4pJNOmqiawqaq1lVMErlsJoocYS1hrb0sEsJcAgoSGfvbVNXmYqxOPPsqpHEsxaMQzaR04trFKsS3qZPcSKouJtGmgitEI6msVNXy+dIru0Ionzu1FfFakLyWuRLinEFk1zzbgCyQP6ah4gnCLiwiY/6ABeQi9b0A54DNRlZ/48ryGOEcB4mDwxjI30KRzDpxra7NMm6IGIR5CDeONN/IymdaHMOLBA+3yKvndX2bLY7s7vLjMlW5ZalKqTxbllxp0RuQ2ED7zP/F7jOvZPWOGYrLhSOri54UQz1x/fXXR7fffrtSEqCUKS1IVe0K12aJpqpatu2Ib5i4rbOLNQl0UVjbElpXhXUc1lrLTiQuRxRzSbyL99hIyXVvnPh1KY9OQhbr1xv3muNW/32I66SJvqm+ppV183uTpUeaCZ3ILmmr9NJiURpI1x+SvDatYUzieppV1WQDMomO8QsUOylGXL711luja6+9Vl3nKaecMnE1gY+K2FdhLamqk55f39+3RwIdx8UgW9WQb4x1RV6NgaX7Oam9TAUXp+hdiniSNe/S5KJ4booLxhaimi0hHoxjkthpVdUmSFU972Q14vJiEXkyQGVvUfNl4O67744uu+wy9e8zzzyzkL8P01M7DkRa1yrdxHN0Ux0dqrVOKNW1b9WrVNFcZ6qeJqWqDr6vV+zNbvHYx5JLxXqGHNfJ6kqMrWTequrhOAl/JPNMVm+ZkYqnwpLVRUyKm81mdOmll6qJ2THHHBPdeacfyRxMXW2x5rCpqzkQUe1COCMJtCV/O9o7iUSnLaHdPH7F+jwltXGqaEmxbCb4Pp7TOLdrcCTi14eANo+xkcucV7VSW/ewWp/+d2PapeivI8TK99j5TAuR3nhjzTj1dPrHu2O/PxO1XjOxWsyHaM9Kea0T19MK3HtRzbJA/ijqIjKuCX0j7r//frV4jEbHkyaqf3RDa0y1bPOGNAlrGxlNcVC6F5v3b/38tnGpcqgdlaNlI464WFw1OmVnYpyLb3Gkta8ntdQYOJSqOsQYJqE93J+5RipXdis3zldVPSk/6UQ+mEjGBd/pNKB746TvPZPAouJpcijqIjIIIiweQ9iFuIxGx0WFjawmVTWHZrv/XL06eqwvpwaCuTs4ZimgrYdOXGfRoJEgvUOIY5zITI+HxClMs6p62hePTXKY7Lkwdq/CfH7M9U26uklSVUPIgm0eyerVGeolUViyumhJMXy24Le1yy67RA9/+MOjhx56KMg12lTVHGG9Fu3sRFhzTYJcCGnu+XWN0Jaw0XEjwiSCmMhsFwLZdR/Adb84qGR9kJSbCjipkRWRBhLJzSmu45ohxjVVpIRfT/qTJPnSNQFxVitO6rOYSYU5waGJjM0/PWu0SpvEQqmsNZfM2GpDJ69t54r7bux84JHRtGOh4JociriIjO8D4jKuDXEZ11e0uYNEWCdVWOtEt49q2scnemMQR0zS2uU8dF0uqmruHkZj0DghYZLXSb2u41TVaRRccQn3aLlxN+pw6inJW5OZ8i+17HY1ceMG88BMqKoegwNB3tF9pwfjVBru74OpqtbVW/NKVs+KgmvaUMR8GbYfP/vZz5T1B+Iy+jmBrMZ1zoKyGtBvP0Rac8S1yxydiGqgoRPMAYlrvUFjHIHtq6r2gTk2xWR+gRbvZWWs/9FCVZ2wYWOGXtXdal3+oQy+eiMxNkdVNVDE+04eyuqdZiRfrha5c3BRcMcdd0RXXnlldMQRR6gNk9FQ1whljeltKIGI6jisd/sTcYmUJkJaV1W7Ik5dDWLTVBTryacL2cw9r5Ow3D4S6Uz7xZHStmsyVWU6oSAR1f3nSsN9zLFt1iA0cekOxnZRf9uUaq5juMIs9/Ihr31LwMxJjL4Io096dBI7rara53p08kAPptVuMxP7ElfielYBchILhgvkj6Ilxffee6+qdDrggAOGfSPgWY1rhJJiUqSRrqrmCGNOVa1jR0v2m5bGdGkivNpacm4crJPW1bJ8f5TiGK4LcYw7l8/iqT53cG0amcTrWr+n6/ObLFXVPuCaQIVSWjWZJodSch2nBKu21+PJ54J6YHaWRslWX/J6XkuNKS7vvffek76MuUTRFpG3bt2qFpB33313ZfuB6yPCCLEZtiXTQlbbVNUS1lv9vG3Zwdc6DlkR11JeDfhW59pU1a6I21fvfyQRlxWDwLYJmxaqag2esT5UjGXV2Q7NEn1U1fNOVq/O0CJyIcnqogRffMmvvvrq6K677opOO+20kckYvvhpE/cbb78vlrBOagcSh21t2YNaV1dzqmqTsDZV1RxhbYNJZodUWNN+Ls972YIMSIGKY0B2VXrbjrWRBq5jJL2GJLYhWXhMS3AhsfNEuzy6yiw1RU0D0y6k2mnOtKoaABm5885ui3YLzGZcBhF9ww03RDfddFN04oknKrKaQBPSSZLVcbHOJYmTlNAc0e2rmvZp1Ej7Az7H0IKrz7GxVUOD154FaT16nvFY4kJg56GqDq/W6gZNrtvVFQdF9Og5q631XFXVochrk5ye11JjIqsXcXlycXljY/INRvH9v+2226JrrrkmOvroo6NDDz10GIOp4qBIi91plNUuIs+N9ihp7aKqzpO4lqZHZr5M8TZ3mw4hnrqOgZwQcbYTjef/5RLzmNqXv45abzR/W6iqDUivUfihSOP0akLD6obdtuuiiy6K9thjD9XPaLfddhtprE6/6yLmA1ljdUFWz76CC8EfZUz4oqOMyfzA8WPwLRviiGpXSKpqk7AmVbWL5YcNONZsiJdEYc0R0b5kNLf6q+/j6tvl0mzCJJWtXp1daHJLbJMNqQQa4+M4qTGHbeIiEd6+Nh8hiWtuAsOp+8iDOo2qeuRxR/U0kdjm4/SbSauqHj4eM3ttlZcyJ6/blXosaT0LZPVCWT2/cRllxVBTYxJ23nnnjX0XaJI6qXJjSVVtxiKp/FaPdT4kNPa1LZyaymmdsJZU1aZy2iSebdVBWVb5EGlNcS+tVYhLjBkhsI39zRJlaYxJqqqLklxzpHS7tiJf3yCuVj2sSrzgUVqsk9cX3l+OOt/5jlKPIkFGolxUi4M8sCCr5zsuU9+I++67T6mp8XswkTZnzpus/s9LR/OYJYu9hy3vI9LadYwiKK51SJVgiLt5qKpdYKqqbUiyqNwqjeZvZWYOE8KSSz1eHvTmajdmSlWdBt26bDPbPP5x0ZEPPhg98MADaqEMveVAWFNcBkmNbR5j89oMVTwVlqyepIILX3oQ1fiQTzjhhJFVGgLZgIRScMWpq5PmPBxhvdZZcSKc4whlHG9LWG0lyTR+XMIbR0bHdT7Wn8e/zX1s9iGuQbTVKXt3huaOsRHV+qp8SLLZfP2hVdeb5xknjW3fvawxJLGNz9jVkie08lq3DQlFWqtxO82ZUVXjXrsgqycblzH5mRS2b9+uyovhwYYFZK6cWCerJ1FuzMUYyT/SpeGR7gEdZx+yMfCkXHZspEQEsk/yph8nVfrExTFOIR2nqrYhS49rE9ycACXKKq4xr3u53JgbVXVSxBHVQLu2xarM7u+fHxF2/vnnKz9I5Ao///nPVSO5er2u7jto9Gqqu2YdC7J6fslqfPbIl0EGPeIRj4iWl5enwt7TV1ndoGaKHnmeNAaR1q6q6tDEtURZ+BDHqkqMiVkr1dbEVdWZelVnaMmlo1Vd0mIsT2yzoqkyv3hMX5MaxctQCKSqFucjMXEd9z9wddiQI+J+hLiMOIwKTDxPtoFYXKb/zwNWV1ejww47LJoFFPJTm1TwxRf9lltuia677jrlgXnwwQeLRDRNRBHgfCelkqpaIqzXun2DdEklTepqXVXtComwXhtYe9gI64123Vriu96uWZ+nJNNKiA8SYxcS1YUo0FXWsfYgg31rzJhQR4/v348SZa35XtxxSYjuLH2pfYhw3xVx18YatcH3PK2qOvZxZnz8Bs39q5G9W3XSxg95kNc6cT0LAFn9sIc9bNKXMZeYZFJ85513KuXW4YcfHh155JFiXCYFxSSu83vXdq1xSF845QhrWwVRnH0IxSoirXXC2qac7j9XZmO0bSEZCrIOqcQdE2STkE5j6yFVE5mEftzYvjHGV+3FNbqWxl4qNeZOVR0CUGb3xx99Xytxauykcfv4R6tvMhZNscHuAOIa5A7ob8Opu1CZOctlyItF5MkB+eekxF3UN2L//fePjjvuOKt6cZrIalNVbbP3IPg0FCbSGnGsHsDbejiuMcfIUnUtxTFpHoNYa8ZjLwW2cL6sVdVO+4ZY+M3IG9tEaxAvbc2Su4xCvNZcjYqG7slPHPk/YizELNjA3+F+Axvf66+/XhHXlD9SXMYC66zH5Z1nZBG5sGR13h5cCPboVvzggw9GZ599tppo2kBBGT+GvBQUNluPh9q7OnlQk6paR5zCOgmIqHbxyJQIcT3o8U0Xx993nSjgntf3s92j9AQfRABHWItjtyveExBSxbENqRxVZ2l8sW3jZa26HjvvwH7GTD5rGXuVSmgPArd5PdWEftguRIhOXqchrnfb7+BoloC4sEiKJ4NJJJtIIEH+gKw2+0ZIKEK5cWiFNS1qusYVk7DOwpdaT5ApKU6iFBtpopjg/Db4kteTIraRGHPEdpnx25TOtxy5Vz2EII5DqKpFSKos0dt6fP8OqbG1YyrtjcxyFiSFIKVhg2Cqu6C6pgR51tRdEPkgLs9KUjxtmMQiMj7zG2+8UW2oPj7wwANjj5nUIrILXK+tqxHSEmntu+CKfJEQkriWyOsQqmoJkhUZjW3GYy6WLVfTC3WmXVWdJMZKoikfv2uXReGRsZnrUzE2J1W1Sy6AfBFVlrANBHlLcfnmm29Wz5PXNf4WsflrGqzNUMVTIWdMeSfFkMqjvBgTSpQxLS3J/jicstoH1962Vb3tokraUFeTqjot4vyrdcKaVNU2ophU1a4Nm8x9TC/rkA0VXYgCIqNdFc26yppTVZvj0gREn3zYjtu89s2fJN4vG1EtqcuyaqbIKdFdyQUfdbO0f6tbZfeHEjuEqtq6P/N42yAXsrIQSeN3jfLMWVF3YUGx0WhEu+6666QvZS6Rtz0XCJBLLrlEnZPrG1GkpJhU1UkWTkFYu/4suYVQXVXNLYBKdh2c4jrO4kNSkFFSLMUb1wVXF9JcinsuybaeLEuWIaFU1WnH9lWBNUvLQnLN+Wh2BR/NTdQ6De+k21dVnbk3pnHeTnX0Par4lkQf/2jxKWq4yKm7tm7dOiSudXUXNuw3zXEZWCir5ycuo2/EZZddpmy5zj33XOf5WBEWkV2U1TZVNQeQ1likDeFHnSVxTXG6bNxqXBbVs4iR0hgtps+VFNuXK+650EJVHT+GN5nMADFWXFSOelG5uZ6Jqlq8Hq2XxMrKilpYw4bf+0MPPaTiMqqirrzyShXDKC7j34u4XBxU532l+J577lFlTAcddFB0zDHHOJuwpy03tpHHRFhzRHUaD+qHWjsnJi9j/as1MlpXVUv7xJ1DKiUiwjSugnO1VXd6rZwNh61sGsSAT9kRTT7syT9/PrwHeJ3cpMW1qWJWxDXB/JxCK+NcldjcxEdqfJWVQg6/W3MsshAJdQ6TvLYR17Vd9oj2bEUzo+7atm2b+htX9bLA9MdlVDjRQsuJJ57oVb1UpHJjV4W1TaVFMSpJ5U67W4ra3Yq3+gvX43sMFmMbAzLYRS1utfMYxD6fsXwhzTE4EjtrVbUrgpzPMfFsVZYs3pjdKCrLJHitHdgXMyMbkY6hFvMmrxmymrsfUQIMcOouisvTqu7Ca1osIs8+WU19I7BwjAVkzCmnMS4nIdJ1VbXN2gOII65d8rcsiGuTqFbnMdXXCeNtnKo6zRgS9MbHo6Q002eMW6AtoSliRdmoxmGeVdUhiG2au3TrhkJbr3zSiexA8R5VIFxcxmPIg7EBEEJRXL7tttsUx0cxGZuLiLWIyupdFmT1dAdffIHhTY0VlZNOOkl5bvnCN/j2VdXpYSO601h64Ni2xaeSyGRdVT1yvKPC2qaywjlcArmNPCeCVrLF4MhoEAIuKmuV/A8CoekHZiW5E1h0UPzhVNpJYE5Kkqyo24BJCau+FkqvvdXNnvvjd2LCVl0QiiDQ9ycLkaTq6zhFoo24njV1FxpaAQvP6tmOy9Q3AovHhxxyiPf3Mu+kmFNV67Cpqs1SXVeSmGKC3cpKLlm2+1iXRALd1ZcTanFCkril514jYwkxK23/BB1m1ZdvaXLeqmp5jHz9rnW0qivxKq4eiAKG2Pb0khZ7RiRIdq3ktUVVbSOrTcyauguvAVUwi7g8GeQV7+D9CqtMNOw66qijCh+XkyirP//jzdx2ueZ2/+Csr8xGikVXXOugeGvGKzpvlqpqn9juEyMrMQvCugUXFo9BYI+dj32sH8PGr2380aXu+syrqtOioxHZZlwvN5M1d3eNyyCjwQNiwzFYmENcRh+Kq666Stlp0KIyYp2rsHXS9ly7zsgicmHJ6iyDGpqfoLwYhA18bJKuPPgoqzmi2kY6b23v5kQ6u3pQr7aX4xsmdvqBumrxddzeXLESrtuay7GEbJwyTG+CaHve1RbEeb+Bgk2ag+nJv04ygLS2Jf864WiS1pKqOm7C4tuQkcvndBIlNHGtgyOwfVXevkR1WXhcTUKYp1xW1kNAV1+Htg4h4hqktelVzam7EIixkjwt6i4oqxEbpnGFexaQdVwGEY4mivhOnnXWWUPFQ9pmSZMG2XG4ekjrhLWpqjbRbJejukdCnEQx7eLNabO4ouTXVGy5VgdNImaZsYcjsHUVWC2hQCCEqjqrkmXxOkRLj25qYpvtDZGBSjsJeV0JlBTHqbsoLpvqLsRnHyVrnuotvPYFWT0ZYK6GuAxyIouFDeobAdLm1FNPjfbZZ59E4xTds9qcM2y0ykPSOk5VzQG3MRqDxuk/nu4z0vNAH/KaU1UnOa/5FYNAbRKq6tRWH5k1Zuw42TnayGNlyVWpus8Bep2o1m4UXlU9Bo85Q7eu2QAee77zcboNiCuwP+IZtiOOOEJxhojJ2LBgh3uFHpeXl8ct2IqA9UWDxelVcEHFgDImrDagjCkNKRPCgyupSjrOg5ojql3J23a3aiWspeM3BmW1tvEpcZUIa11FxZVQmyo181wcMarvZ1eUlRORwSCtfQMtXWdZOC5OXKSTGHHX6iJUSqu69lc9l1nSOE0DrDTgmluBwE6jqvYlr03i2tXn1XVSZKq7YH2ETVd3gbiGugv3RwrERVF3YaUb112Ea5lHZBmXqW8E4rFr34giKLi+cSXuw2WRjCaimv5t7mM2QPIhlSkGcIS1ubCqY0ezf6/jxrcdt9YckM41j+og7R4mkdZjxzjeQpOWL4dQhploDcqRMXZbSHZdK96mXVXtMoZPo8R2dSUqMYR8tbUeVFVtQ+Wos2P3SUJWm8B974ADDlAbp+5CLKa4jBhdBHUX2XMtyOrJgCyyEPNCW7th8QR2XPCpRr6MCrykKLpn9eXbTmSfA+GM28xSbfxeIzUU5m5LRFwvVcPGnyxU13J1K3P+Dt9LCFiptgqvqh4ZN+d9vfpBWIhqoFVdirURwb5dhvartdYmrqoePW+430iIuIxF4v32209tWBRElS/i8t133x1de+21yhaJ4jLioI9tYZbYmKGKp8KS1Vkkm7fffrua8B155JHR4Ycfnpr0cE2Kfe0/VttujaRsHtRxdiAmyUuqahthrdt/xBHe3PM6Ee3qveni+emqnF5vVZ2JaNPL2pbEQ1XWHSTl5tg2wrHTLUUd4TgfcL7baYCfhUn6297fUHYe5cH3zkTNsxGWpKr2LRXnbESyVGCbqmvT79oVe3sqX3R1F8o7i6ruIrJ6gcmA4l1oBRf1jUBZ/LHHHpt6YjmpcmOOjE6yz+a+7ougIKyBrFXWQKNVGSGsXRoHjxzfrg6T/CTnt42rI4TXtRQzkqjATH9NcWwtQayXmzOtqk6DNlTPTFJbS+E7Pemk2FXdhQZ3RVF3IS4jHsyKgmvaQAQ1FpJDktXUNwLfrzPPPDP12EW2AYECUQLdYhqtfpzjSGsfNNqb8TJL4hqg/DqtqjppjOT6Quj7kzjJJ55KRHWRVdU+yNvvGugYRPcQXHxtruauqh6Bh6o6i7iMWIdFY2ywRMJ9l+Iy+EUs7CGXprjs2hg+NNrttpozLMjqDIGgFlLBhS8rvkRYBTn99NOjvfbaK8i4rmVNlKQkUUmn9aCWlMahQapqXxJZJ6zNZNMkrG3enz6vk/OnlhTXrl7W+v5A3DEgqrnj4poxSgApzpVIh1qg9CGvQ4PrDg3UK+EsNJyvpVcbC7702w2t2NP9rpMS1yHVXbTYNyl1F1azkZAvlNWTAZJVENX4ToRQDmCs66+/Xqn5k/aNmGRS3FdVy9BV1dzjcYtniAktx6aLOmldLsvjmnFOt/iIW5A1Ces4lbVLZYhpMRIqXuEWwTX/zUJVPTxnFF4F1uzW7Ql6JDSN6mmWYaXm1Kqq1eMSIS/s32YSb6iws0bopDiNugtNiPOOy0VQec8j8L6HtNjAd+vWW29V36mjjz46OvTQQ4PMuYpoA0K9q26NHu58DJHWQI0hm31iWJbE9ah1x+bYcT7aPqpqX5hznuZAnMSR1WOe2TH9sOZZVe10Hb6xXvgid2rLTnG90tpwvrbRcXpTFZeRF8EaCRvuJ7DFQly+7777VH6D2EhxGSR2XqrrbYOKp4Vn9ZQoqyGDR3kxvkQoLw6pzHNJii+/hV+F8lFVJ/Wgjnt+2DDRUFVz6mquqaILGU37SES0j8I6Ds1BAl9niOJ2p5SYhF4fJObc/pKqjMiEasXvxov7tK9SmiMFzPfLlVx2nZAQea0mH73xcyRRVfs3cxwnsZcGSjTX84rje5AapgI7C/W1K3Htq6pOqu5CMIa6C/dVBGDyu85S3YWkeKGsnhxIWYWYl3bChe8R1NSY2KXpG1E0z2of5bQt7ulktItntOu4EnCOJIukVK1kNhu2gSudptfoO5YPOJXXklC1E1pV7Tq2D1wT5lav7k2kl5n5wlJ7rTCq6kQq7ITktYsFCBBqES+kuovicpbqLiTFi0XkySLUAi3GQN8IzO/S9I2QrhFxvyjAbwRzEFiQRTudxO5j483wXHNAXNdTqq2zJK7NWEPNHzfPlfz+HSJGOlePdaqDeFVmx+CaInYG8U3nTxaq6vDgFqAVqS38gKrtjVxU1XmQ1ToQA2GVhA3N4XE/RYUK4jIWxcBHYiGZ4jL2yypubpsxe67CktX4gqX9kiHgopEiVjyOP/744BNJXw+uOA/qhkAaJ/WgXmMIZhMPNVesyaGLf3UnpmGEi+rZLF/yIaL15+nf0n4+DRUBXW3mQyLTe9IZTED0CYGpqs7D3kP/DLJSRXOfc94e1GapNWEpkArbhcQ2/a9DktdYmLD5XGcNU90F1TUCMTrFowlPluounGtSJVUL9ElgTKxAjKSxgsEkCgvIIFrS9o2YlLLapqqWFNW837Q7sUy2Hbami6Scpniqj23r14BF1+bg/m1ej4vNh95sOI3fvj6WPp4PfOb+aJxoJtxJYlYWquokY2Tpd92qLDsn2BKxnbWq2tVjMw15LQG5wKQaE5vqLhBwiMv33nuvSpKzVHct7Llmo58EFo4Rl/HdQFwOLTwokmc1fh8/+clP1Pf2rvoT4cHnRTibtx8irTmldVLims6xHIAIt5+rzMZOPfZmoaq27hugAkqPhXpeyF2HFDd1Sy5u37qlaqlIqmoJvqrqEOcEOhU+f8iiAipPspq758HJgdwccI8lsdeNN96o5gt6XA45f9i2bZvK04rYlHmmyOqkXTwBTNZQWgwJ/nHHHRcdfPDBGVxlfFLMqapthLVNqezrQe36HCWHtqRwe2PZSpjGqZSpZFjaR09O40hmjojWiWpuP1NV7Xv90v4+Xp00IbCtYkur+DgfeWKbn1MSUkCy9PCdkLhMPqjMSw+6ZjlXElU1+7hFzc2R2NLvSRwn4QQqFHnNfdZEXIO0Dq2qjgOIS5QYYYO6C0oVrCIjEGeh7kKCsSCrJwd83mmJYDQKQwNPqPSxZaEqKII3psv9nmAS1jYy2sfHmhvb9Rgg7jiKST6xXGpIlRVxnQSIWdK9nmsYVWRVddZ+11Ly2hSI7bHS7vZk/KVdyWtXVfWkk2Id5B+NLQ91F1U8LZTV01uNjEUNqIxhxYWcOYvvcRHiMr1WiNjACxxzzDHRDRf3HzdV0kncCHSLkDTe1vq5N7QxfYnrNLFGj73UB0jviZGnqtpKKPuQ4D7X5hAfm72BTZfat5rKX1sps0tMtXB3PbWqOhTJ7LVAnOAH1Kny84YKlNgJVNVFissA8ldsBx10kLqurVu3qrh80003qYoW5NIUlyHmSRNTt81YxVMhyWpa9cdKse9KA465/PLL1Zfg7LPPVpOyrGDz4PK1/9jRWgnqQW2qqjnCWt8njrCWCF0q33UhfF32cSGjXZXTdJzUcE9Xm3EqZpuH58aAgOeuw6Y0p+N8yHGdFMgiede/U3HNLLMox0bzj7wV2ECLaeYIJPWIT0Jeh1Jdm80ZJwHcq+PUXRSIk6i7FmT19Cq4MDG7+uqrlQL/tNNOi/bee+8oK+B7hSahWeGrl/TvG8u1bqxSCf82CWuOjHYllW0+1pJymshnyctaWnSl43ztQYYNqTwIexe4xL4sFlxHr6FmV1ppcWyWVNUhwJHmzeqKmEiLRHZKVbUree2r8ipSUpynugtk9SIuT2dcxjzthhtuUGTJiSeeqPqUZIVJe1bjteJ14vXSa/3cReP+9nEqaYmDMxdiQxHXklVIeLsQ/nE9f6ZGztz+mL9IxPEkVdVF29fX77pVHv+OImZ2Shw5zv++uEqnSamqfauriMROWgtU1LiMa6IGyUcddZRaRKa4fMsttwyfp5y57qmQpl4Ss4LqLCm48OGgjAkNwuBPnbX83XaNSVXScSpoqH4kYo+Olew/kiisyZOSI5t1n0nueTVmy76PnoByZDSnmrY9bqKlgnuJTZi55N5XZR1nTyJel0GOJ1rF91Cku8L0upbI61Ae0NSlWldg6/ub39ckqmrf/VuGBzVQz8CH2kd1HaegP2Cf7BblQqi7kEhhARGBGI17QCb6qrsWZPV0KrgwCfvZz36mJo0oL876M8zLs3qjVRYJax0cYS2Rw673VV8fa7Xw2i2NKKNc0OliG79+TlUtgUjrEHZWwzGNOBVSdR0Xq3wriXRQMl+zeGUXTVUdqoGiLyTbkVpOamwfVXWRk2Kbugv38oceekjFZVPdhQ3xOy4uL3pJTB5J8mXybMbnd+6552beiGuSymqcFyI2VBicc845sT6uIJ45sjlp7zcay4W0ls7B/Qxt5HWICh4J3LVg/lIRFsQRh8zF+GlXVQeNpRn6XePxVmXJfW7Q7UTVTnZijySoHHnmVNpz+QDEMhbQsOGaoYxGXL7ttttUNSqU1hSX8e+4ucasVTwVkqxOslL885//XDX8QmkPOhjnMWmUPLh+elO8ebxOWJuqaolUXm2P33BMbG1sceqa6+JnrRPVrmSu/rxJVLuO4eU73S6JK+B9otqPMKDrswU3znOaSGspWAM9RnE9bMQoqNdcSQGdvA9FXEsqwJCkQ+z5jUoC+kyy8t2W0DRI5awI7CxU10W5n5vqLgRirCSTuouIa2xkBWWS1SC1F5gcEPN84jI+XxDVUFKfcMIJuTQgyzMpNglrs3mRGX9sFh/ceDq4Y8nH2uZHrYOUUURa26ysQFTr1w/ExVBbMq/3pfC1JvElr11I/CB2HEISHacOa2kKbYzBNYfSmxfHNRDOUlUdooGir++m6GHd60ZtJvHOk8SedrLavFdSzAU4dZcelzkB0GIRefryZfiMQ9iF+RSEXXmQOZPyrF5fXx/x4oaYDeBU1XFkc13INV3trbJQW8vkdf/fLgvqLqrqONiIaq4vFVfptezAXcyTqjorhbONqAbMGIv9O0y89bUASaKqnse4jOuFmAvbkUceqRrTUlzGAiOqRCgmIz7TPW2WK57K067gwocGpR4+wJNOOik69thjc/tixiXFrpYdvseaKlSXrveu18QpnTmYquqRczionrFP3Lni1NNERuuktA1IuCnpjkvuoURzeR1smTZzHEdU6xMdvFba0iLUWFJAw+vDxIO20Eo1F5U0vse04bPkvtehVNg2AlvfsiCuaZsmVbULEESxsHjqqadGj3rUo4YNcKHu+s53vhP9+Mc/Vn0HkFThHk8Edyiy+h3veIeyicIKNWxLfumXfkk1iNSBxP3lL3/5UGH27Gc/Wy2KzjN84jI+P3yOKHFDbM6DqM6arCYLEJNgdoFEZG8+XxqO5zqm2j/mHszZWenlvD7QY6gPzPjnEz+SAO8JbWa1UBK4qKrj4KMCk4Cqn0avPrY1u+MbmnbrMYS2aVBVJ0GrujK2JcXSoSfNRVIsqbtOPvlkFZfxF4kw1F0XXnhh9MMf/lAtLkONTcRjyEXkb3/729HTn/50dQ1QhH3hC18YS8Bf8YpXKFU4VGNYAP3gBz8YzTt8Kp7uvPPO6KKLLlLv8RlnnJGb6nASymooqb///e8r1Tjmexyp40o8YxoKslknnJMC8XCjWR5u+jk4pBFH0nwCW5LYHfJaCJIlGWK1ubV7ZcV5mFunVxn5v/2a51dVnRUQX9uVZXbrVN0XgrJUVc9KXMYi8X777afsix75yEcqK0XEXNgqfu9734suvvhi1aMPhDbF5ZBkdVxcxmPc9pd/+ZfRzCurXRRcWG1AowSQClgxBaGQJzgPLlNVHWcHYiOWbapqmx1IHB6KaZgIEtmmuHIlo9OoojkVmM9YNgIbAbtSdkvuTbsOTlVN6GoJOeeB7QoimauV9MltUsW1j28YEQ76JKaWUzOsIqmwibAeWpiUwvhwwwJkVhXXkrqLVNdQd33sYx9Tj916663RvvvuG+Sc3/rWtxQRjQQGceZNb3pT9KQnPUmVW1Hi/drXvjb6yle+Ev3Lv/yLKhtFkvzLv/zL0Xe/+91oXuGi4KK+EUgUs+4bUZSkGIlgXBLXHMQk1yZJusraFk/bnc0mwj4NmNYaZfEYXVU99lyvFHVa46qtJOIYEAPUx2G5Fv4zG9pMGYT1sNmvocAO4ZfpM4aozM4ouQa4xU+l7u5VnF5LPQpTIpxEVe2LttGwqYpGTRkBSWJeC3KTUndRXIY4CHERMRlJMRZ8QwDENxawX/SiF6lYa+J1r3td9I1vfCP61Kc+pZo6//d//3f0spe9TCXRz3jGM6J5hUtcxvcTC/Jocpx134gieFbju4nXCwEbrOh0fPI7/Xx6KSFPrxPWthzWFTphveSghE4Cmp+YhLXqGcTk2CFV1S7wOh8THzcbI1ec4izG4CqaOqXumE3rPKmq0+8/4EpMwlqL63oczlJVPStktQ6QwFh8w3b44YcrOyfkWojNyF8RE7Go7LIwFyougzTX8Z//+Z/Ri1/8YiXwmnmyOm6lGCv7KO0BiQCimisbL3pZ045WfyId50HtYv8BrLY29wMJbrMDibPisDVcJHsQWymvrQGhHjAlwlpXfuHfZjDlyGh6LG7yADK63eUbVEhNFYksKAtJpE5Uc8dVpeZWlkvVX2OICZGptA5pF2ISNa0BOWAm3UQcp1FV++7Pqa7N31wW/m6693VS4przqiayAaT1NKqqXdRdBx54oNpwf8X2xS9+URHMCMa47z/5yU9WG/wHkxAE//Vf/zXy/0984hMq4YYS+NGPfrSKLx/96EejT3/609Ev/MIvqH0+/vGPKwU4VEnnnXdeNI+Ii8uY1ODzgVoL5cUhJ0yT9qzmVNU6MOd2UR1ttEpjBLHpPenriy2NbWsSrB/jSnSbzYN1BbhkEWKrKhoda/N3nAVxzcFUduPzM+dNUqzyaqCYoeWI1xgBlGDtqBZFpRqfpGrvVb27EWwBIAm48+rktURcJ1FVz2JSzKm79t9/f7Whcgb///d///foM5/5jEqOkcxSXD7//PMT9Qx6ylOeojYJUJE9//nPjx772Meq/7/kJS+JPvShD0U/+MEP5p6sxmKCBCz2Q9gFQhtxeRLl4XnZgOAcV111laqCO/PMM4ciCA6NASdJpLVNVS2BGjLWHReK4+Jhw6iqWq5n/55xlVa4f5oxPUtVddp9xTESEM0QEsaN0X+s4t4sWXucBEfTqqpOCz0O64vQ1XYjqKp6HuJyrVZTuSs2xGUsLoPQRlzGPRCLdRSXH/OYxyS698fFZai+dSBff9zjHhcdccQR0VyQ1dJK8e23366CEVb7sbIwKQNxU8EleVXHNTaM86CWVKpx6mqOsF5r1WIJayKj4xouItHjCGs96eS8p82V3TiFtamyjrP9cLUF6V8Lmi/23JtNDbKxmofquW/zMZjQaMfZiGpzchSauLaR177JpfTz4whg/Bawgq5/a+g7GIqodoFZNlZO2fQq7prMpo0hVNdx9iCzAEwyEPSwgQR92tOepnoSYOX27/7u76I//MM/jF796lenPg/IaYASG5DWWLF+whOeMNznuOOOUwodlJXOM1ktxeV77rlHKe5Qon3MMcdMbII4CWW1HtM4cplU1TbCWsKOjYrobwlVdRLy2XacT2zT4xUR167kui3+6XOI/pj+n6f/gmj/r1ntpsefuEaOQZTZAVTVIZRgaV9Ls7xsJchV063OqM901iqrLFXXs54U60DOhaZ82GD3hIVlxEosAj/vec+Lfv3Xfz1oCTABROuXvvQlpfCCmvqb3/ymsoF8z3veE80zEJdhk8YBqjv0jYCdGcrIJ6X+zyMuo3E3XivmKBCxcY0/SVU9ctxg6l/zZET02xWR1j7Eta/qOilxLXpSx8RIM1fXxyEiuwiqat/zhWjuyI/rpqqm3K1cYlTgEXpY8GN0SuNf0KUe/7ufpKp6DI7VUm1DjR3iTjVvcfmkk05SGxo0gqz+rd/6LZUvowIJ8fqzn/1spteAc6Ii+R/+4R+CjltostoMbPjSQVmHNwNeWwi+k4QefC++Hgm8rGY2CWtSVae19KBjdVW1RFjrRLVEWJtNFW0Kaxth7dssUSesbX6aeC6+eZGcdHNKM1K12axBzLJonIPGl1TV/eeM62dIaxNx+VoWxHX/2kbfgLjEPBQ2G1qOPp50gcdXJV1mml4NryEAgZ1Udc2pqnUcuu98NRuEOgiqrt/4jd9QG+69NjWRKxBXXvOa1yg1GII8cPfddytlmGlhARsSPDev4MhqrObDLw2kBd4/fEaTRBZJ8b//qO5MxLqqoYmwllTVXNmxT1OmHRvlaLnuHx+k6zdV1bbjAYzhqqououqaiyXUZ6OfXJdZJZg5l5MS46yaO2XrrykRz36lz8OmW5UVNnmtdzZSWYAkIdpBXqchrOcpKdYBkhS52HOe8xy1IR6gqV0W+Nu//VulpsaCKGIR3u+///u/V9VQ8wwuX8bnACsMkPlYPMZC+6SEXXmQ1SBnfvKTn6g521lnneVNyuPS6PKWtXQ6yfrZRnPzfdZjcNp4SMQ1xaUsmjRKML86RGRzhLcUo6dBVR1632zH6EQtpuGwtOhLautaN4yVV5ZIWuFkYl7j8urqqnKeQMURNsQDaUEzJEBSoxcUZxcys2S1nhRj8oMVU1pd51ZM80ZIDy4bYQ1LBZsH8NaNlUTeyK4gwtoksjnC2lREmYS1rcEDSNg4gq6vUIMaumslqvV/E6kcVxKNsaVuz7Zz2UhuCURQJFGxjVzDYBy8by7e3j4wG2By5LWPqtq2gs6Nw9p3DBZeQjVJtAFjtQ0FdtWyqJQkQcbnpjdnrM+YH3VIINAiCBKQjISIA/CuhscyGkgtEB+XsWhAwGIB1NT4bKA21z+fWUyK3Ynozf1MVfXofiXrfZS8qHXSmhJUTh0tJc16wmw7jnoy+KikpWQeY9BzpsrbpqoOQVwnVVWnASXXZtWOdE4isZe0BdFZUVWnRbOyzHuMt7MhQUMkyPOaFCM30/sFgRDNymYCZDVsuKCuPvTQQ1XjJ8RvqKz1Kqh5J6vxb8xp4C8O4nb33XePJg38NkCYZPE7gWcqXm9ctTWnqgbM6cJGY5y0do17ZmzjYnAomM0eOfI6qaraBdIYpvBpuH9ndOylWmfuVNXW83ku+vpAtwVplZdGHu9Uqux7Wus0clNVZ4V5jctra2sjwiHcE0M1QrYBPaZ+7dd+Tdl5zg1ZTcEXxuEgqqFqg2doUZqYkAdXX1Ud7xVN6mpdVW2DrpaOI6xtwDXZiFpSV0tktNM52pXYBFQKYEkIY5DeJmGtE9Xm43GkMCXpRCzo12BtNtUtDZ83r9slIdevGdeYZBWfCH5dkR6auMaEgmvyFfo8caASbTOpT1qZIH0jJdLAh7xOAp24tlmFHLhn/l7AkwSptdBUIiTQNPHLX/6ySnqh1tI9uEDEbt26dURdjaoe059rnqDHZSiZYM0Cgholt/BOKwJCN3IiVbVEWEsLsC7Etk5ku6qkdMJagklyI2FOqrJOWsGjxzIfX+w0ntNAXKWXK3wXXNkxYohqoKFV9Pg2ggLMZlDToqp2TV71/ZvVlbH9uYR6EpjnpDiP5vaI/2iE/PnPf17ZgQGnnHKKyg3f9a53zTVZjVyUxF34PBCXEasn1TeCA+XtIX8nmBdCOX7bbbfFNo2UiGob1jfiSeskauukjR3jFjRN8hrwifuZLuYyYzdaFVZBreIjEw5Wau751jyoqjmEtNJiVdvlzWuvZ9SwOJSqGljE5fzwne98RzW1/dznPhd87EKT1ZCx33jjjdENN9ygSGqdTCgCSMHlE3ce3NgpsQc1R1ivNWtODRPj7Do4IlLHQxs1q3WFC9FMiblEHFPSzxHG+uPm/pLKWsd60y/plq7B9RgfP2qduMZzadXWoYlrmxqaJ7AFtVugiVDJ2glauw5Lg9FQMMnrmgNxQIirIrBZhcxj8IWiN5RyF0nOK1/5SpX4wvcSahwdaMwD8vWCCy4YdjRGEEZZLYjZeQXFvDvuuENZcqGBBrZJlhdPopGTj8JaasobR0KbhLOOHetlbw9LSparQnyhBVufJlK+eRGR1mqslBZWoqqLIbChwM5DVZ1qjIQJs94MSsXGnvvYlV43qpebhVJVp02oTQsRV+x04FGprmNek2KQyHlU1KCHBDbzPc6rcd80LCJT3wh4iKOxVpG+j0RW4zpxvWmB7wJeK3gCVHUlJWZc1rVJaU3EtauqWgJ5ZIcgr+NipO6lTQih8hYbD2dk9YF9zWpf9bjkq8x891c8bB1nVVXt8rjrgnJz0PehzCw01xCHJ6yqnneyeqcclNQ6PvrRj6rcGc2W54asRvILRTW2c845R3mvFA0IvssHnj/2uE1dndaD2gaJsF5rVmMJ6/VmJZbMhd+yRFhTEuqijHZROruORaS1KyHANXO0JelrDVnFJh2H68bc2bfJBt3XTbV1GsKzfz3lXNXQWardkqiw9UmVroT2VVW7oKURBz7Edey4A+IapPUNV1wcHfK4x0XzSFaHUlajdPjTn/606lqMRJt8qBFnYC2Cvy9+8Yuj173udarpIs4LchtE9bw2V6SYB0U1FOenn356tNdee0VFvMZQ5camqtokouOIzn6iCFVzfNNFV9X0yDU04UttNKmxkNz9SiDyv+4mbiIVF9tcSGz99aclrl2sQ8z7+rIlJuWlqo6Dz74SRKJ6kAQ3u3Vva5B6qZm7qtplf85CJCl57QPca3DPmbekOHTF044dO1T/A8JNN92klNOIwfBcfsxjHhO94Q1vUDEaNiDf+ta3ok9+8pPRX/3VX0XzDJC/+BwuueQS1UQRtihFA34byOtDVD3hewJ/apAxLlVdH/5/uMdt3kuWl0rJ7a0GxPWSPDXwhk5e24jrUDaHrAJbmA9kparONOYJJLhp0TWMdz2m/4RU5dTjq5xcKpykcYuoqk6LVmWZjdPVmEqokKpqis1FcWOYpD1XlnEZQF74L//yL9G73/3uKAsUlqxG8EFwAzGARldFhG1iyhHWO5rLTpYeNqJaP5ZU1TbCmohqZ4U1Q+ZSKXAcYW0jmc3E3CSspVJqGsvm+ymdU0reyecZr9NGVCdtbkUiD647tG8swftEDRxNBbkLUc0lf3qDxrgFilBqaE6BDQ/sEKpq9bi0ul6SldB0TNJGjj7Edf88rVSfnRqz128qVCQlax6AJQe2UIuWH/jAB9Tfxz72sSOPf/zjH49e8IIXqH+/5z3vUe81lNXoMv+Lv/iL0fvf//5onkGKqKL0jYhTcKUhj26//fYoio6w7mOz19Dv/xypbIs3tj4I5v2bmi7FjW/GukarPCSsXeKg+dpIRRaiyZMvcS2punzixkYbBDa/v1e5cc6q6iyJDFcP62avHrt/PSqGPYcLeZ1WVQ3SFpg3sjq0svpHP/pR9DhtIR6LxcDzn//86BOf+ET02c9+NvqDP/gD5YkJP2YQ1m9/+9uj3/md34nmPS7jO1iUvhFZWnSRehwkydFHH51oLrzRGMz9q8nn0Q2tIAXEdZo+DEmI6ziIntTC41IODiGYGZMnoapmHy+AVzXtq1c4bT5eYauZuDFMq69aqVVoVfXmOMIcQHi8zViLALWM+lHMs7J6l5ziMoDYjBj03Oc+N5o7shoG3UUlqoGf3blLYgW1jbCGEtamfk3jX21TVXOEtU5US4S1XtrLkccS0eyjsLaBGkb5WnfgddruYWYjKp20TpLc24hhFxJbn0y4WJ+4BiEf8jokUNLFTXrqAb/bLu+F2cgxK/sQnbxO6nW9707N6M45DLzbt29Xf0OR1UQu2ID48773vU9tC2zG5VCNLbMCTUyVRVcCH21MbmH5ctWqvZSN4oGrH7ROWMfFtCRNmTC+ZPEhAYQ1IB3nFJeMxdy04p48FddSAgwvTVvCzDUbzktVHcJfU2rOGJLYbkZLsjJbI7JDqqp9yetQqmuyoZjHpDhkxRMWj22xGf0isKC8AF9NVGSiOq1lC14fFH2wBT3ppJNGmofFq6p5NJr979pSfTQe+8YwENfDxduMFNfIleoZ2YXITRj5HF7ff2kQo3MnlEX7j2xI6RCKb5+42+rVWLJaEduMuluPl7Vo1NprGtCqrmRCWM8rWb0ecBE5Li4DL3nJS9SWFarT0t24aPjONfGWH/pzpKqOw2qj5kRYc6pqU11tqqo5dbVJVNsU1hxhzRHVm+dxswQh5bC4j6aEdoF+XltJtHpu8BUzy5pNoppTsnHXY5uHYTLDqbRt9wDpvdGJ69AJPb3f/QnJYAFAU+uHUkNLq/OcChvf57Sq6rj9TfuQLAlsXeHtQ1zPa+AlslpvdrjA5DyriwyqPEiSFEO9j1JqKOkbFfeKGpOw5nwi+/uVYxMqffHQHNdcWHStArItrqJB8KY1iGP1UE8+d8h4ZCbJGDuEqrr/ePLrIu9MdS1dOcl3iRvTpqoOAZ3IHmuW3MvetmN4HZXlaPf90vfCmVeyGq87JFm9QPJ8GZ9F0eeHSecPOOayyy5T9mPnnntukO+bPj2QSGvnsXrjiuuQpLU0r5DsuHxV1T4wx2gMYnRFOCnihymuykqBPSlVdSZjpFhQbkWDyqeoG3VK4/mssu8q9TmkencjN1V1HEJbgISyA5w29Hq9mYvLC7I6AFwJa1+FtERY72hUY9W1cQ0T4+xAJFX1yBgWInjzPHHJ9eY5OPJXT8450loilem8roktJgG+HtM+JLqZ3OueYVJyH0fi+yjRfBNOc0LSNL5PSZTdaYDvMzfRCllhYINJYIckr12J66P2W4oefHBt7gIv+WGhyiZEY54FkgPvf7udfePSSSTFWBCBDyYmeNe3H2n1keY8H10V1k319rnt6zMuSGfbNbtAJ7uTKKR7vdLIe+Pqi+0Kcz6xHMCCJLxaq8fGDTRh4r6RpdKoYGCp0pp6VXWax5ul5fFmyTkS2EmAew0WyObNngtelkiMi9hTaJ5A86K01ldFjMtQCCIu4zXCn3ppyb2fk01VzQGkNcW9pMT15lib/05LXIvNhJl5iG8eG6eqdoFkW0b3cdNihNsfMbbtULU0D6rqPBeUm+VlK0Fe6xbDzisJFvZcu0SzgsJm/kVOiklV7QqbqlonrElV7QoEAIk0XB0opm3+0lvXalbSMY7ApVJlm5KKyGiXpDVOzW3uZ1M/66pq7vo4xTUFflvAQzLOXQ9QSbgC7Gtf4jJW1mXU5uQDkymuuaevqlpMaoX9211GhV3uJFZVu0InIUIR1/hutTpag0amc/U8rhITWQ1bjnkjA4q6iIxJYJE/C9+kGA02odw6/PDDoyOPPDK6+qLR513JX8RE1wVSjoSWlNMUa21e1iaINK5W3Ahu81gozziS3Meb0yf+JwFVdnFlyVmpqgm+Cm/X62h0ajLRzLwec98k8ShPVXUSgMDeVIRFY4qwpAihqp73uAwsyOrikNVJrK+K6lkNX/Kf/vSnyv7l+OOPD/Ybcym6clVbu8RDnbjujxllBm4OgblLFqrqJIibw1DV0pCUZr4uUo6+woh95k1VHQffpsjtct2qnjattJKqqnc+8MgoNOa14onI6lmKy9UiJ5tFJau91dUxlh7WcY1jSVXtQli7NESUjl8flCu7KI4luw9dNa03c+Ke5whrW8kznrOVvupkdBIv6yTezdJ5XJN7nWi2EQxJrgkhylUNnXRCwqn549T7WcD0oI4cV+snqbpmF0EGxDVIa6iq5zkphuq1yD7J85gUF1nl7poUg3RHl+ubb745OuWUU6J99903+sz3eeUWEdacqlrHeiOKVpZsqmp/1TSAxVlsXNMliXTun6P/d7nun8z7eGdz97DNa9i8Z7k2mkwKKksGaEHFJfaFUGtJgKraFT5EtRSPsK/ZsInG5h7HXGqpnM7nMoSq2va4TREWgrhOA9xH5jUu43Vv2bJl0pcy18B9bhpyZlfPavyebrvtNtU74thjj1XNFH3xt19BoBwQzktuSQ1XTZTWIiSt6jrEoijmLGZeZyOwQ6qqXRDCFgQxDxXjLvv3Y2nZaeF3WlXVWRLetgbGdD31jBom+mBeyepGo6FiwYKsnmMFl7equlGPJayhrsbzEuLIbpNwJlW1jbBe05LHWMKbIawpifXxp+YI66QK69aglNqn7Imu0eZjrSf9JmltS8b140IopXWiPlTDQ1MNHcrKQ/ZH67EEtnReX1W1j0+nauaoN3jKibwOobrW1dbzSlavrq4ulNUFwLSQ1S5JMSZzl156qSJczjvvPKeSuTiimpJQG2GdVjVNTZc40tp+nlHC2kZwjx/rF2ttBAAR16FIazk+8LGP4lVSAYE+xvjj7u9PGHV3OL/rRrfuNPZyeTJlwZIizCSuJ0Fgz/siMu63C0wW09BPwuUa8Vu68soro3vuuSc666yzot133z31eRuNTdI6SX9HCI7WB2MAKwPy26fKKA+7EJdYODxvi68Ck2J8HqrqpI0ZxTFS2oLQwi+/7/iLkRaJO9rY9XJralTVvh7W+v7N6gp7TK3TyEVVDVAOMG9547ZBxdPCszoHIBEmc/QiTYRsxLGpriaiOg7bN+I9qHFe0zeYg0lUu0InrElVPXJ+T4U1p5q2PW5ibQOEtdOuY9dmI6PXGkQkR97EsaR2lpJ+vB+UqPsQziYpngVxjaQazS1N+BLsNqKaf3zc/zpr5TOHplZqliWB7UJc2xZBgOMP3Hy/5jUphjfmQr01eeC7hw1Er493ZNGS4rW1NeWDidcAH0z4oQOSqpqwMZhnLzu8dJOwNlXV3NjSuJzlFUhrENY20tk8zkVlbUvmJaV13D2MH2v8Ppa16lqHLhDoJ1ma1/ZgLpS3qloew0PpFsDv2gaT1O6fc3TsWqkVRD2dBnHK61AWINPgFZy1PdcCk0eRrTNd4zIUgbD9wDwXcTlpNV1fVc2N31MEM6eS9unRoBPXWSmuAdcF7yQQG9yrfLPEV98YHECRVNWuyGpfCWbcbXZr3jYiirgfXEpdq4CatKraFTq53aqMfqk58joUKF9ekNXTj0KT1QACW1HI6guuKHsT1mkU0j7wsQPRVdXmGLZElUhhU1U9TtDG3xigjJbI6L5qevOvuR89zl2bK0AcmIS1LenHc/S8r6ItjbWINE6IsSbpee3aEFT6vfioql1X6U0COzR5HUJxXbTFuzwVXAuyuhiYBgWXzQbkvvvuiy655JLogAMOUCXGOslkI4x1cPuZiSYR1i5JZ6vld/7hOVtQiPsdA6wOKjR9jtNVZPocwGYR4tuk0dcuxEdJ5lNSTUpsbhzqTWHOt0KoqkP4XfpA7imRzsO61auJ+xOR7TO+TVVdBMuQeV5EXthzFasaeVrj8kMPPaSIaiipTzrppEzmuRTDfKw94tTTWdiEmPMHgm0e4RsLE1XfGJVlJllt6+sxbapq331DeGO7XEdTWyx2UWdvLhznp6r2QVaq6nmOy9u3b1dCnCJXv/qisK+EvmBYKSbV0zRBUlWbhDWpql0V0zWL//SDq1UrYQvC2qY6dgHXfdiHiKbnXfZzHc+8NuneZKrMSOkG0jqOqJbKsG3HcYl6HGnto1BLSlz7JNUgr83JDn0Hk6iq2euxBDnJHmeplu2kHNdqel+jcWMWxLVtXF1VPe82IAuyuhiYVgUXKrVuueWW6LrrrotOOOGE6MADDxx5/uPfXLISxqSq1v/vSvYi6XTNvc1xbY2E6WPgriWuATEdB9CxSUqk1wfVSj6e2C7Iy+fa135KstXiklUVR6JytFxN/nvJQt2VB6T3FUS2L4kdEiCu991nr6BjznNcBlk9b8q1ImKaPavvvPPO6IorroiOOuqo6LDDDkv1fZJU1TaiGajXSumaCWtjZUFc0zxCz7uS2obIuZv7GBz5vOmNXRIXefVGyPOmqk40hqSedrQRGS4cSwvTUTeqRen6VdiQtOFiCMy7PVdphuJyYclqvMlFWikmVTUhTl1tg+1YTiGtW3vAusFGWMcpjG1+0ENfSgvxSSur0hhEGEsEs6mKNvfjVNP6ftLz5rE+QZxIa5+VX5205uxBbIoyPKeT/vR5JSmlJpjNKLNQXQ/PNVjw0O+DtiaeoaGsRJhGGlIzxxCr9IBOXocirntRKWp2NcU1081ax7wnxQtMHkWKy65JMa4XyfD9998fnX322dFuu+1mPd5XYc2pqnW02j0Vn5aZRk+kqjbH9VU+ux7DfXR0bF3I812SdrIYUddQ91dV28DZh0kEdlpVtQ1mwu2a2G60q7Fj9BeRR1+nVIETQt0lwVdV7WtzIo3T7lVZAjutqjoPzGtcXjQ+Lg6mJS7r14gF5GuvvVY1UzzttNOivffeO7Nz22IYYlVIhXRWxLUZw2jeocc8PfcNqapOAy7moREyR6b1Y9j44yt19+/2rKqqk8JGVAOtqG6N0URmhyaeQ1pxcZhXe67t27fPnD1XYcnqIim4TKI6hAe1vp+vpQdHWK81yrGE9fpgn7gGhlKzRL0EyLUJYkjlNJUuSwk1F8QpcNtUZjR3wl9zbBfltGRXYjtGh05cu/p0JyWvfVTVPqVlUO33x1fP9s9Z6aZSVftcj2Qlol9DiHMMzxVAdQ2i2gQR1yCtTVU1JcWztFrqQ1bvtNNOk76MBaZIwUVJ8cbGhiovBuCDyU3iSFUtEdamqtrcz3pfam/e4zYaPZawlrBjTd5f+gjoWn0rAPsJu99ir0RI68R1EtssHdJ7G8LzOqmq2mnsAGN0uuWIiyylUiU24V0eEN0i+RyAhMgapAoj1Evp/S1Dq6rnmaxe9JIoDoqSL8fF5dZgdRZ/Yce1vr6u4nKI+d27Po+g1/MiiM0YRkRzjVFapyWus1Rdb55vPAbp8TwrVbXvGL7n4wRKIKW5b3yFWZkAYd5xtHicFVV1KBCZbc4Zar1GIsuQvOLmPMfllYWyOj8U3RszzoPahgdWa1aFNBHWSRsmxsEkm00faomwto3BWYToRK6rKjoOzdY4qSwdj8DtpbJuuRPiJugapEaMPmOEJK7749Jn0/+7VMtercSRx0l/L3GQEm8z2Q9p5ZFGdc0R1S6YV8/qBVldHEyTguvBBx+Mfvazn0V77bVXdOKJJ3pPXF0U1kRGc2XE/JibBDSnqub2B3xI7k63F3VU7Bs9xvVj00lrn1JodqxWOOI6/lzj7xE8tSepqnYZIwu/641BhZ9Pw8XlajOIqtq3saKr32Wzt5SavM4igZ3XpHhhz1UcTEtcxuIxyBQ0OMac7rzzzotqtbCBwVRJJ4lhjcbmvW1pKdxvO6mC25dk1h/XCWz9NhUXj7NSVYv7hjhfyb0/EVfN1B+DaXKI19Hj9u1FnV58VWxRVdVpYnSr1I/HZvVTrRdvK/LTK6+NqtfeGD3sYQ9T/WP23HPP4DEUlRvzGJd3zGAviUKT1UVYKf7PS9Ew0dK40OJBnUQh7Qr9WF1VLamrSVU9MoaHwppLAl3G2NwvdherqotIZP3/roTy+qCfDjcfkuZ2GB9V5NIcylbiLBHevmXRWRHXXFk1R15n0bxK96DuB7+Sc1NR+Xrc39g4RXSIhcgQdiGcqnqek+K1tbVo//33n/RlLFCQuBwH/EbQsAke1cccc0x0yCGHiCoDTlWtw6aq1tFs9cYIa11VPTpm//GK5abZRgZkHEOEte3tB1HtmxhLsQkxGcNxMTmJzYcvcR3ifoyFeOltXmGaQxZFVe1rr8GP4afManRqsePUyvl4S2dBXl9x+aXqPrDzzjtH++yzj0qSQxBl8xyXF2R1MTAtcRnfmYsuukjF5KOPPjqY+q+vqvZTSUsxrGuw21kQ16biOg/VtXmLonjMfQRSfJ6Eqjqt1YcfYZ4s7up2jiq+MsS2rIjuo15pFk5VHQfOpqtVqrN5ea2zGZ9PPfXU6Pbbb1fzdNjz4T6AWAJhycEHHxykV928xuUdC7J6PleKm52ylbC22XpwhPWOhpsy8oHVqrW7blr/aklVnURhHZe4xpUX6yu/rmpoIoVtgU/v5UEqNp/chDvG9lr18+kEexKldh7ENQUUfM464j7zkDAbVdHn6fKbs8GFPDfJ67jyMB8ob/LBCr4+dlJVNQXfWerw6wokOCAYFpg8ihKXbb8RKKoxYTvzzDOVYiMNbISvSUaDsHZVWYNXaHuWLBPJXa2UEr0G3+M2j0/X0CkPxbWoIJIWV8vjsae/f28sBk6bqjrk+2e+xlZ30LAp4kuwlyuNTFTVvuQ1R1xDxQl/XCTHN9xwg9qQFO+xxx7RQQcdpGJMkuR2npPiRcVTceIyVMtFBVSODzzwgCKnTjnllNzEB51OT23A8nL63ygR1yHV1nGWIWlU1XGQ9u3nnCVxf1QsTUpVHaLZYjn389mJaqDZqXupsOsJF45DqKqToFXpx+f999tP/cWCMWIn7luIy/fee68SmGDDIjJ6y6AROv4mia/z6lm9OoOVyIVmPSadFENV7UJYx9mB2BTWcYQzFM02wnrrasVKLIKw7nRLzt7GHLatlqxJKinPXBJZjojmmlPp+5mqao4wqFVLXgQ0yGfbV8tsWJ2E6OZeY1rSOmvFNaE98KDWAQV9qOZVLl6h+M2Z45se1KF9N3VyOQ15zXqTa2PbvLRPPVh+bl6T4gVZXRwU2bO62Wwq2w9MfqHQiCOqP/A1BBnZF1pPHvFvV2IZpLVrwsiNa6qqzfs/Yt4Kc826qnrsuU4/cQf081kXX8f8PDf/HSKWDcc1YjzI60nY7ekJrL6AK6n/oPpaNhr7TquqOhQaXX4iuFxO7zedRnV92AH9pqonnHCC+ot72J133hndfffd0T333KP+Irbusssu0b777hvtt99+zgvD8xqXkRTvvvvuk76MBQqQL9uA39rll18ebd26Vf2+QhPVnKqaw8ZGvELaVFXnbRPCzT8o/3GZf4g5WoBL1MfWRW6S+nllKV3lkjSuD/JQVQf3qna0C2kOFo77jzOe3size9lVQ0nNj33ycsRNKKqPPfZYteFegXiM2IzFLRDYSauh5jUu75jBXhKFJ6uLmhT7elDbVNUcYb2q2XZIhPXqRjlW/bzWII9ieyMkifQkItpF7SztY5LRrspprtOxCUrqSeGmk9Ym4cwp1DiS23acjXS2HZeF2pqzV/Ehr32VaNzChotyP3sf7PEJegiP0pDkte11mMS1LcDOa/BdkNXFASaKIIWLhm3btqlGirvuumt02GGHKQWXK1wbH+rEsmTx4RLnzGlNEh/L9UEM40hrEyaHkdQ3U1fJbaqtw7PKJnm9XA+vqnaFNP+gRHrDaPwkKbYoadaFC74Njyetqo5fbJb350jsvAlsM7+AFQE2xNXt27dHt956q0qQr732WrWhGSsWvKC6RlntIi6Px2W8NwtMHkVdRMZ3BHEZ8waQUVBQ5gVanM1SIY3FXp0ED6HelmIYZx3i08vCRAjxkc2mg7MP5cbGrbPtaAk5japqcewoH1A1lC1GLwVoXuwCUlXb4jIIaWyIq1gQTVoNNa9xeXWhrJ6flWJdVe1rB8LBx79aJ6pDJn8mYU1EtTp/O57o5JJv08/T3IdTTev7Sc+bZDRHKnPqM2+VNUNyu8D0pbYR1ZJyDWPQc6HKq9OQ10kA5b454bFVAriqqnXIJXA9lsC2qZbTgrP1MOHtTT64flz3/df9v+jCm6qq6QTKnxCQ9WA7r8EXHeMXZHVx4jI+jyIBqsjLLrssOvzww6MjjzxSTW7xW4lXVcuENZcY0uOuBK1vg1+MbeufyvV+AGkNwtqmqradr9PlCW9pOBDV5hhZe27SXIViRBaNGsMQx3aiGtCtR7iYhyS4xaSxK7V24VXVvmj0xn8cS6X8F8IQUxFzTz75ZPV/LMbdcccd6r4ChRf+DTIQC2HUDEpXXS/i8gKTRhGV1SCYUOkEJfVxxx0X3XfffcGv0VVV7UJau6qqbdCJ6yzI67HzDRatRyw6jHgeWlWdFHEkuB4bETPbTLiS+nwg9pocS1FU1XmqrYePe1p3tHr8pKouxOMQquo4UKWTSzUUKqFQEbWIy9FM9pIoNFldxJVijrAmtXScpcf9O2psIzsXmOpqUlUPr4tRV5OqenMMe5JnEtZcYylXhTXgup8EnYz2IaGJgJaCGpfUxx0DcPMYXSlddbMiH0LP+fX3IqQvqERe+yrRfCYwtJquP5enBzanvnZt4hiauPYFvPyQGJtNJ1D+BPJ6npNiTEgWmDyKFJdBnF5//fXRzTffrH47mKzSNSZJin0U1rafoR4XzJgZ99atbwwU08t+KutupxctM8fY3gYQ1XS8OmcKlZZSmGmJcxrFl4/yuh+zxvtzhFBVZ1me7Jv8m1U+m+R42Zp4J41NIVXVPvtnQWCTBYgroNzCwhc28sDHAhhsDK644gq1D5TWe++9t1J34V4ToiHUtGFR8VQcFKkSGXEZVQqoTgBJjYZpFJfjFpF9sb6xeX9bWa44qaol0poWYut1txu8izAljeo6aYWoHofVOOXxeJy1qtoVPvFYPN8glpg9KDiyuh/XGMU388KlBeIsVdVFW1CWSGzE71rUDKqq9q2GQjUl4jKqoa655hq16dVQ8+xZvfuM2XMVmqyeVLnxF39SS0yuxRHWcceaje58/KtdmiFyquqRa/BQWHNktrmfDdSMyrUhla6Ctnl6Jm1epV+Ty/UQaDW+OYgx+rHSZMY2ycmKuNbJa/LghA91FjAnQvS97k8qBufWfidJVdWuMCcxocnrET/qcjJy4IzD8GL3VYQbAjEIWgRiqFFuuukmteFzwz0RBDaUYPMQiJFA4L2Aqm2ByaMoCi4k5pdccomamKFxmr6YEUdWm6pqM9GLIxJJTexKKLsu4OoxEaS1Pj6nqiaAqAY2BkQ3R1q7gEhrKW6aqmobQhPXcZ8Jqny4/eMqfWyKaB9C2UVVHQcpCU6jEKPY1H8tHOGtE9vFILs4AlsnveulbDw4OSDGIvkl/3u9GRT+gpRDXEaSjJhsVkPNOlm9WEQuBooSlzF3vfLKK5Xy8ayzzhohTZIuIkv408+UWOJaJ61doce2JiVzHsS1r891aK/rOK/qcQJ784C4eUkequqk8S7EGBK53jQsvmz792P3+Oe5XG0WRlUtitR8Gy5SVXNUH9vfl8BOCsRYNF7EBiAvvv3226Of//znw2ooxGXwiHjMrIaaZazN4CJyoT+50IHNlaiOI351dTXnQc1hx0Z/v0arbFVXI+Gy+QCDsOaa3w2PH1y3qarePD6+hBZJcdzbHkdE+xK/2Fffz95gyk4m6OIC05szrgGVdO0+1WF0rK+1CIcsiGv9vTN9qF0Se24cl8fNZB6LM+YxSRd6fEHkNZ03qb0Ph1bXn7g+90hzIllWnlNQpagxWy1lc4AVZJBz8ACkfUBuo8zStenENAIEwYKsLgaKkBTjN/CTn/xEEUQgqk1VY9q5g01hrdtecCpoW0Ng3M99VLkmYe0KkNYgrF1U1ezxg8TWlWSO47CzUlzLi5mb/9Z9M83YtFzvTYWqOivbEhPNTnX4vnK09XKlGURVnRZNTe0VR1z7qqrjgHvO0UcfrTYsmEHNheQYyfKll146Vg01y4prxOUFWV0MFEFZ3Wg01NwUhPUjHvEI9VuZRE6/ttZ/H5aW/ElrSRltqqJ97f7YKlRLk8ZQfXc4mCpiyjO5c0p5Z9FU1U5jBNjX5/UBjU7Nz6art/lC6+ViLh7b0GIqo2qlZmpVdRwQZ4844gi14f5z4403KoEX7jdcNRT2n9VF5fUZrEQuNFldhOArweZfHaeulgjrHetlN8I6xorjoR1YTbI9H684jrPdoIRdIqJ1hZhJRJvP2/bjr82/SSFdr+/CGl1nVXgvbB5negMu/b30neTkobgenoNpiOFDYKcmz5mFmCVj0SikJ5b+eyZkQVzja7KUsBwbig8EXnT4ffjDH64CLsg6KLpgFQIbBGxLS0tKxYKSS5DYsxSIF8rq4mDScRmKRiiqMeE85phj2O85HpPKjW2qaj1WuFqC+JDKpNhaYcqBuZhIY1tjkLCwC8IahLQvOazHJ5209lFV22AqvFyuLwS5y15LszS0ETGxstSdOlW1BHkBuZs68aZxfFTZIWO4TlznrbqGkgsK0nPOOUclh1w1FBaREZdxv0IMm5W4TBVPs5YUTysmvYgM6zosIEPBeOKJJypi2gS++6Gu0VRVc2g0Ns9lI65dYluWTRQ51TU3R0iqqk4DafFd/3jjBHDTqKr2Op9YmZVu7Ga3OkZgE8xH6oOF5LxU1a77SwR2loCSGvnxaaedpshprhoK90uostGDYtaqodbW1hYNFmc5+JKq2tVWw6aq1glrUlXriFNYS1hdd/RtbsFGRU4UbU2iaB+JsNaVZa4Es76flJTrz7neNxBIdcLaxqEgce8I5dhxCrSOodD2hU5cVythFdc+5LVv0o/9OWsaicB2VVX7XE/DOD+USyFsPKRz68R1CPKa1jMag3Jsk7Q2VdXmJPrqq69WyS9KKqlpAhJEJAQAiENqBuXSdGLagIkGXiNKrBeY36QYvwV4U2NhBt99TDIl2BRc64Ok0yUZ9CWsK5Z7u15a7HMN5L9JHpyupcOknOZU0jZVNQeM0evyFiNpOeykqmsXVbXL4z4Lt1B3tZmv1YqHQjtLVXWIJlESpGSUCG9SZQ/3H1xjCHWYj0JbJ6+POTC7hA1E9C233BKdeeaZw4VUvRoKMQux+K677lKLyojNejUU7l/THJeBBVk935XIBMw/Yf1x1FFHRYcddtjQZpC7RsRxbNI+aUFxiiOuEauWPSxCJHttnbh2ice+LxXKZ67Bc4gGxpw3szehXOF7SCj1MyM40l8/5Y7zoKr2Gjtl7G526tZxloSqqFkD7kWodjr11FOH1l1mNRTyaeyHXhT496xVQ63PYFwu9Exp0gouG2G9fX1APFkIZxDWIKVdQKrq4XkZdbVOVLs0OpQI680x0ius+9c6qrKWyGhXYlslgx1eNc35dtLKr0+wdXn/uKRetxVJ0jkak59m198XOyvyOilM+5As/a+5SY/pQZ1VE8UsVNdEWgM2tTUm9FdddZWy/gBRDUW1dJ889NBD1QY1KRQuWD1GIOaaTmCcaVpFRhMNYEFWz2+DRSThl19+ufotQMUY912QEve/+mJ1hDA2yWIuQdQJa+75kX03ul6qK7oG2wKu2SgKCixKkCVVdVJrD7HHghbr0vpi2+7t3PubZaNGuQmjH/m8wczzoO7iKoUo8a5r8apIqurQ5edQh5lYquSnfg4NqnRCjAVRLSWFiMuIt9gQl1ENBXIb97BZqYZaVDwVB/i+4XuWZxNunAtNFFFhcPrpp0d77bWXdX9SWyM2p1mocVFVS7FtY+BrTaR12oohm5VHaPjExxBfgRDrCeYYtAjMEdCIu5zNKfZ1rfCdFVW13ZPab39cS7Nbsy4CL5WbmaiqgUP23yPKA7gP4X4ERTXU0hxw34GIC5vUGwpkNVTX01gN1ev1ZrKXRKHJ6jxXik1VtSuSKqT1Y02impDEDmR9w738liOsuX10wtqWrNsSbsLqWv+9qglEra5aMlXTtgZTdH6JAOaUZETwVhPYmuF9wBzH1YYkRINJLzW0kQviOpOoqn2SWW6SAQI7RPOqOOCaWoYiumYhlpOe25e4jlvPkFTV1KQGxDOIatP7TwKCKpJfamrDNZ3AfRVkH3yup6HpxPbt29XfRVI8n4vIUNajvBjfbfhgguAJNXfgCOukCuvW4H7OEda6qpq7Bpsi25YgSwvJNuX02no3SGJNpHV/rOwIZc42JGtVdVZe1foYTW3BVYqR3OvcUm8XTlXtC85ORCKwk/peZ6GqRiIIkhmxFHHZtYkRVTqddNJJM1MNhfsrPIoXi8jFAH1f8N3KQxmIPio/+9nPVHyGPZ1L2Xkosro5IJzrhkpaUlVzfDSR1lIslFTVvg0Uk6iqvc7pocDOQlU9fDyAUtq2r1np1CelS06vEYRye7BvnKhpGlXVIdDo1vmmyznaaqUBrD1uuOEGtWimN3W1wewNNSvVUBsz2OOp0O96EZTVnLqaVNVxIBK6ZnmX45TXRFhL9h86Yc0R1XHqap2w5ohqH4W1D5DYm4Q1V15LpGscKdwe2GxwTR1tiXu/vJoP8LbjaPKjk8Jx12ib/IQirkVri1a+yutRBfboRSVd3PElz33I6zTENb4LIVXdIKqhIoVHNRJiF3LOtekEVF1YRd66dav6N4DyJ/h6ofzJlRTPm6zGe8B5IC4wOQVXlqW8BFQHoGETyvNOOOEEZ4UD9sP16SozXVXNEdZxqumHtnWcVdNSUyYOaCZMDYWX6mWrqpo7biUh6UyJNSXqLqpqeax0xLXP1wjzFO57t7I0GVV1anWXB1ENbLT5+2ClNP49WKm1J6Kq9lWV4cpbBoFdK5j6GvcTqLaw8Iu4nMYTchaqoajiadaS4mmFTgTnMSdDXMZiDYhqVwKH7ttprvEtH+/GktZpY2Eo6OR1Fj7XUvyhhXMTKyuliaqqbQhBBrvcIqkqV5HgXffrqDDzICm+Fk1VnWYBeqQnhHaIrsSetKoa9oBQRJ9xxhmpFk9dq6Gg2sY+Ra2GWl/YgMyeNyaV9EVRf2VFgs2/Ok5dDUWwRFivrscTnVu3xxDeMZYWIKw7MQlnXKIO7FjtiopocwxuZdcMoBxhLQFkq0/gc7UckSw+bJCSelwjEvu0KjNToR5SdW2qyvX3VP8O+hLDPp8Nfi9mAM26iSNHXutl2Gmh25IQcR3H8Tz6mPGJDgLkZZddpsp4kBCHVMggqKJMk0o1sfqK1Wg0nUBAxkZNJ0BcY3W6CIEYSTGS9ayJ0QXcQIlpWnVUHEDewK8dTRQPOeQQr8+fEnfXkmgQ1i6KJsnmQ0oOsb/PT6jR7I4R1nFYHyTERFrbFlk56ypKqOue582KuE58XiF3Wlkunqo6KcREWkhIm5rllI4Sk/IuVScvDNFhktfUQGoSqmqpd0QIcNVQuPdB1VXkaiiqeMJ8YYHJA/ExD4EXFmsuvfRS5U0Nj2qfuIx98V2Wmh8nBUjrbg+51/j9zsflg2Ih4qStIWMSuDRo9FVV+6BU5gVpFJdc/LAnpaoefzwbr2rfMeSF4x5vcaL9nywgi6CqTqPE1hs61h0J7JAAf4c8Vu8dEQJcNRRVKWOD+pr2QVyGoKYIcbnb7arcftYqnib/zlpAgTcrBRfGhoIRKsNoVztZHaeqNglrydojK2zdZvefNi01pJLeuOTSlWB28cOm8SiQ2qCXUZur36SqHjtmMLZUYi2p1sjiw5VINxVoXLKeZm7mqrpOa/Ohq69BsNgWSEKDSrz0r4Huge1LnrtAL8NOSl5zE2Eirns9LHC5L7aB/EMSgNJaJMS1uJKIlIByC0QgNqnpBFaOEYRR/jSpphNQmEt+3QvkDyKC8Z3JYnKGyRaIIUwGoZSgJilJrpEIdUlVbcYXqfmSrpDyUU3T/tK+pKgeOdfgWmyNeLnjiLSu18qJ7mNZeG+6ENf+cct3EXr8MVpAWKplUOobQiEWxLbET1HV6vLffUpG60Z/BV8ll4SyZwOp/rXklxQj/4AlF+KirXdEKCDOHnnkkWorcjUUyGrcWxexeT6sM/E7QJk9FIwnn3yysqvJ+xp1VbXURJGQlGymBd0QY0ngbMF8F4tD50S62Ewae0tGyuy8VNWxDRu9qqr8Fo6l3kVcRVQ/tuqWk+2JqKp90dSsRICjDnSzyUpzPwKBbOsdEQqIdVigw2ZWQyFfwYZYDDEY4vKkqqEajYa6vy7I6hxBiTC+GKFLwKFcRBkTCCH4YNbrrVjf6vu2VcaSG1dw6mpSVbuQyWlsONYHCWPcOSi55JJKPenkCGtOma0T1pLyjGsaFRfYbfvyNh+9RJMBumb9tfr24qD3zZf4nqTqmu6vnEc49/33Jxvcyp71Jo50jiybOOrkdVrVNYjq/pj9+5ZJWpuqagSXSy65RBGACLxZE9WuTSegusbKNbZJNZ0AWY1JwEJZXQzgc8eWhYILqkLEZYyN8uKkCkZ8V7D5JsXwsZQIa4mEtsU2il2+jReTHtPryiXNPg2Bh2rrkE2ADVVXSNW1bOkRc02G00SFGWhlKX3PBTE59iB2fVXVoWGqtEulQZPxCdh16MR1luR10t4Rk6iGQlzG3zzjMkqiF3F59quREY9R8Ycqt/POOy8VMYTvZ+hrhKraBJHN9Xp67iAkcS39PM0813Ue4gJJDOalcq7web6PJdcsqap9kDZ2NztV+zxnQDLXy/lWR+mq6jwBovq6665Tghaf3hF5VENB8AUCfVLVUNtm1J5rKshqBMqQZDWM09EYAl8iGKvT5O6ZZ8QT1khuJMI6rmGizQ5EIpPXtCZGEmG9PtjHRc3MnUNvlMQR1maSKRG5HCi42VZ7iYD1IaEpmbY1pjKV0zQZAGlt8wI15z0urzXO11MnNEIR1/p7RxMg1wWNUqDkHljOWHCrX6tOYGdpH+JCXPssXBBp3R9vdKKO+xvuRwjAUJJOupRIbzqBTW86AcU1NZ3ABAFNJ3AfzfKaF8rq+UiKMclCI0UQLliwSfOdQgKF7yiVG9vU0GaSaBLWZtOk0X3dmyOa18CpowltrVmjed2245L4cNruY3HWXmlgziuWl+PHD0GMSTFOSo43mu6J/spS+pLeDCvBZUWVkExLyaj+MejNEvWF6DxJbJ28PumQWuF6R8xiNRTZcy1QHGRhAwJhF+IyvktYQE77nUqqrI5TVXPAnLrR6L8fS0vx8wmXBd0sFddcA0g95lEsz6LSlBBi7cnskUTgaBzE0bQOZNOmqrbBt5+Evn+zW7XGeii0s1JVm8hKVY3fNHo6IA9N2ztiFquhtm3bpu4ZC8/qHIFkM4k6yvYlhyoBTVJAwhx88MFRaNz/UNnuHz0grHVVtUQm60S1q8LaJKxJVS2dw1dhPXY9rV6sNy8RtS7Jrplgc+VSBPAQmFz4kr8YE8dyx1kTd420SOPvGZq41gM1vh86QjbFlCY2HIEtLei4qqr18W0wO0RnQV77Kq5JVS1BV1UjsYCSFPc6dDEuYhNBs+kEknfcRxGEsbqNDYk8Vo8RiEM3nUC5cUiP0AWKlxRjIQTEEDUDDUFKUlL8Z58re6uVXRXWzVY3ilrwRXb/3SZVWQO246CqtsUtb1urXrKeDkmhL5qTEsylEXBSVXW6Bopu8UhdR0l9RcYfV2OUouWEDYfVdUhJc4Cy6rQYIbGHViKj94zJd0TggTgHSy5UGIXuHZFlNRTiMkjrPKqhEJcXvSRm2waEhF1Y+Dj22GODfH+SelaDdOYIZ05VTfm+eTzBhbh2uyY/4tr37TN/WxTLdeeIuB4XoVTVLteXZAygacRNvE/tDn/N7U6JjXd1I/ebFVV1SEChzeXgSRTZk1BV4zd91VVXqfvS2WefXcjF0klXQ23fvl2R4UXkEmaWrA6ZFFM5H63GkHzfhKSu3rZWdlJXuzQ8TAudsCZVNUdYc0S1SVibquqRcSzH6+eyJcI6Mcspv01bi81zu6usOeWzTTlN8yRXdTgHXaUdp6qehOLaRl4nVVWbsM1TOAuRPDywsyavdeK6Vkm3Et1qtZRiBZYfp5566lQEFwRVJL3UdALlT2gChYYTUF/j37QPkugQTSeg7FmQ1bOprKZyPkzm8BvA9yXrxF0ni22LoSCsXZOx9Y3OGGFtG3vHjv4NcnmlIqqqOayudRL5Set2WDrh7WtrpXtj600dQ0JPrnW/aXwUaedVvqpqv7GTxZqNVjmWZFbX1y2lsqnKQlXt649J5cyEZYO8TosQqmrqHYHYlkfviJDVUMcff7z6P3ImLAAiJmdVDYVF60Vcns18GXEZpApiM75TIFUmSaj/3gf7gcBHJS0BAqf19f7y4cpKLZFNVh6Ka2nuYVocU4+LsrF/kkXlEOtOWTVblMcgm9NS7PuHfVsdYV4wIMHjFo+Lqqp2ifXStbc1RXYIe60sVNV5946Y1mqo7QOyetYWkavzkBRjZQOrwyCs4U8dJ8E3CWudqLYR1jvW3K7ngYfimyHGlfqChLTNSThvKe48IRsl+jZelIhqwupqRxyTW5gn4tdGutqOq1pUyNJEBoQEJfxp/T1N71OX99OXYMb3xryHhVZfS4G1v1I++iQ8qJOqqn3IaxqrHtDzutUZJ67jVNVPOKGh/iIRBlENRTJIukk0YggBBFaz6QSIR73pBCYVpLpO0nRikRTPpoILizUghVZXV5UPZmjfOVzjB7/eVzeYCKGwVqpqg7AGvFTW6x2WsPa195BU1dzCrZNKW7hNmiq2rInruHkNxQ5zjjIJVXWeqm8smiIhbRnxlK5PT8iXa9k0XAuBDYO8zoLA9gHuacgV8BeWXNNAVEt5EypHsWVVDUW9JBaYrXwZ35crrrhCESk2YdckPauJtK4JftSmqloCkdYh1dYmcd0fuxIkJnldQ5NyvfH3YstKuTCq6iwWlNPkjrR4DPJZiq+2Rd8lrRFxkVTVSdDq8vFvqZxfg2P9ngSLi0n0jphENRRiN6w8fOPy9gFZPWsoPFmNhDPNSjHIE5BCmJSdeOKJuakXJXX19lU3f+m06uz1QUJqU2FR0iqRrJQYStdqJo4mYS01nqLjbAGlPVAEJ1E/uxLnEvlQr7k3ptLnRES+h2pKlYXqmnvPTfW1y+JEKM80eFCbY4UklE00Dc/rUOci4hpflXrFPiaI6h//+MeKgEVX9Wklql2aTiAQc00nsIK8xx57OKm7QGYWwZdsgXAKLnymiMtYvIAPZhakUNzvCvHPtguRwj5NF4m05hr1EdptwyN7vZ/cgLS2qao7Rhxy9aQWr5POG6iRUwjiWipZjrWDMuYi+v7LAzuzIqqqR6/DoqpOgY1Wxa6e7kB40clcVZ2EwPYhrtOqqovWOyLLaijEY70aCnEZiTEU1/DVXMTl+YzLEHbBlg5AXM6C9PBd6CZVtYlOpxt11gcLr5pC2gZbLpeFTcjm2KOvdyVmgdpVVU0wVdWx18M2SnTPAaXrm5SqOs2+of2uG1oj4orwfTOvpV7pTExVLb18aX+gyZDY9XIrE1U1SF00d0WFbVF6R2RZDZW2N9T2GbXnqs7ySjEmZCgbOOqoo5Tyz+fDI3U1p6rm1NWcqjqOcJZI4NX1Xuzxa+tuxKhkp0FENZGsseMEVlhTwl4ziGGXcbsOKjKO5LYdpyvGJNLaFbpiPAviml5XVhynPpGh30ycx3kc5CQ3nlBOa+Vh+9nr50pLXNO8pDkoJzNJa6iqG42GIqqRGGLxbFaIag5YIca9FxsmHPAZQ9MJLCBC4YXvFoIqkmOUmUqTkEVSPFtxGd5tl1xyiVIOoDQuq0nVN297pFMCGZc46s2OiNg1VdXj+7ej5WW/6RVI62rV/36AGC/FKpsdlvna6PW5qqpdieusVNeuFTkbAzszTqcgzWmKrKq2JaRJCYBGqyKT/dXJKZ2TEtdJqjxA0oFIK2rviJBx+fDDD1cb4jKaQCEuoxoKfqDYXKqhFo2PZysu43uA30DWwq6kntU2bOgKac+4mzdxrS8Ul7UgkXTRWYIYwxwaQlMOiH057+hlD75wmlTVefhdc6R5s1OJSgJtrBPhump7UpDmHhyBHap3BBbR0HS9iL0jsqqGAumMuOxbDbW6ujqTlcjlWVwpxgdNJeiYeGJSliQhBmEdB6653MjzzXFV9ejzPefjOXBWGqSqHo5hJI4u43DXpT9mu24Qq5KqenzfrqiqTjNummMIICRspIRL7o73lbaQwGuCpzhtLvD9Cei/GVjG0IafY4v53mdl5wErD9qgxMaWBUBc0xZkvE5puAEIuD/60Y+Ushgqp1kmqk3gtYKUhmLtMY95TPSoRz1q2OAW3ojf/e53o+985ztqBR3BWU9mQnpWf/vb346e/vSnK2U3vt9f+MIXxvZBsv6MZzxDfU6YEKCRBxTiC6SLy1AsoswN6sUTTjhBNWya1Oq/rnSixHH0+W4ssSuh1ewMCWtsNlW1+Rx3DKeq1tHt9NR1uVxbXJk0xiA7k5AAeU1baFV1GiCerTfGN8y79G1aVdU2uKqnN9pVtUExttHe3Db37+VGXOtbKFU19Y7APe20006baaKai8uocIIV2WMf+1gVm5Ev4XGIfS6++OLowgsvVPdsLDLq9/yQSXFcXH7BC16gHte3Jz/5yUHOPUtIqqzGZ/3DH/5Qffao9svyN+CjrLapqiVsrLXUZiKpJzWIa9qyBOYc2GAtaSqxQ6mqJaLaJ8ZiX+T/5oa8nXuc4wpmVVWdFK79JBCDsaGSt4GYbGyhVNVJccLBS8EtuSDwmnWi2gTiL/EEj370o1VchugL7wGqoXCvRr6MeQuU2Po9P+Qisku+TPid3/kdtc973/veKAvMnLIaJW5QbeELDh/MPBR59291Ux27gFTVOkyFNamqvZTRmsJaV1Vz49iIaCcvbK2xFBoQmjATdiKsXVTWOJZ+l2YTC5uKbGh5wlyPTTEGL9BWd1ylnaQxlf7ehfq+DMceENaU8JtK6CwSfpOwxjl8FNi+16RzGSZhDe/rEOegz1Zv1Oii7I6bB59/+NboRz/6sUoMUfYzayU6voEY5aUgK7Eh0KLkCeXIIKqRFOP9+fznP6/Kn+BTFsrPGAk2EvMXvehF0S//8i+PPX/DDTdEj3zkI6MXv/jF0Vvf+lZVPg2vtFn0AMuzlBf7Xn755Uq9d84556iJWJb4w3/A/R6+1G5THBDWLgprInTLDuqkVCrrBMfQtZFC2kVVLd3HdMIaHtw+quo4cHMI33jouzDqw71wSSnmYK5KteW6/F5NQlUdIpnmQIS1+VksDZTYSSxA0vpd+4J6R+D+fsopp8zVAnLSaqivf/3rarEL/88rLgMgpz/+8Y8P/z8r5eCTzJfxGV9zzTVq7gVh11578T0eJuFZLRHVNujN7omwXt4STvEZUnGtq6r5c42+R8jtXNXXQdTFHnMceQw+5nM2adI177Qy26rqkGgKjRIRi+selUkhbb3muXdEntVQF198sSKy8V6FWkR2icsAcvWLLrpIkdpZoTpLK8WQzaOMCRMoENUhPOf+7yMb0T9emG5ShETHpqx1tdiwgYhmU1XtYglijhN7rqZM/HL7uuxHpLWNxDNJbgRz367LPtduNq3SFdq2ZoyTJq655pm+/ufS5xBHEnBNO9N4r7vClbyOA8fJ+BLXHKCohrJ4kmrSogL3aQQ5bAjEUFJDyQwSAUprJMZYSUaAfvWrXz303kyCpzzlKWqT8OY3vzl66lOfGv3FX/zF8LEjjzwy8flmFZgQoVLABWgigriMJBU+mHmSDD6kLxHWcZVIzYFyenmlKqqqueuwWXxwimtSWEtNpEhVzZ+vo9Rn3Gt3bT5FIOI6RJmypALrx8PN66Lmj1neKkPchzkSfKNZEolj7vGVpW5hVdWxyixmfyi81DHaOYjAzgJnHZ7sc4SgBTEGgpZ5q3TyqYbChrgMYh9VUIjJUHXhMcRu/I5e8YpXqHt7VnEZQNxAY6oFwiwi68IufHZ5lY67XqNu7aF7UttU1ew4msq6HsAiJEurEPH+O7jRmnOTYYNhhzw4lKqaHdtLoex3v95g1ixUE2Gm+SF3C98ixNeiqKolWPtMeOxPcbhpLO7qH0O93C6Mqhp8H/IFxJVZ6h0Ruhpqjz32GOkN9clPfjL64he/qO6t2OdZz3pW9LKXvSx64hOfmGlcRlXOK1/5yuhrX/ta9LSnPS3KCoWfnbkGNjQLAbMPE3KsEIf8goOwlrBDa5hog8vznKp683leVe1LNMcl4lSGJJ5De47bL+4xWxm0i/XG+PV21GZTkXHP4ZqwJVGMIdkHsc5ZmMjHyM/ZyqV8IJVR98/hXtYcGua5bSo1CUkaN2JrakRzCOiWJK6q6p0f/G+lEF4Q1fGghhKwifif//mf6Pzzz1cNG/H/z3zmM6pEFc//9V//dfBzI/n+yle+onyUf/EXfzHaZ599onPPPdda+jSvcI3LUN99//vfVwp1KKrzIKr7qupNmLYaXImtzRKEI6rVuOt+E3zJ4iP2uPW297koofc5Z9x9jMqUXWzF0gKVUOYWhxCqat+xfSAlvBvNsrCVxjZYVDXa5UIk0zaYCiyzXHnSwEIbekcgliyIar9qqP/4j/+InvnMZ6r3DqorxMxHPOIR6vnf+73fy+wavvnNb6qYjGt46UtfqlTfCyQTd0HYhbiMOA5hV54epy5zh1e9Z3WMuNbJ6zhVtYTmRnu4hYRuFeJiFxKnqvY/f2e49W1E0sXpkKpqF4SI3dItvNEqsxtyQ3Nrd/rx1dyyVFXnpVaOU2TT1upWxojtvK6TLLkQb0LzeLNeDfXJT35SLRojx4KdGRaUn/SkJ6nnf+M3fiOTcyNn/r//9/9Gb3jDG1SfgyxRnQYFF1YObMQhSrdvuukmRWTkufJORHWcQnr7ajdWQb22Hq/4ffChTrRkeZ4SbWkMPeGLVVg7KqJ99gNsOUFL86oGYa03jbKR3CCjafLjo7SGD2hnYJ9hvh+mqlq8Zo2wdm0WaYNJWGehuu6fZ3yCQBYeSVXVfp5n+amvTcK6LqijfdctiLDGcdKYABTDUOcuiGp34J7/nOc8R5WnQsmFhhIArCT+5m/+RpHXoQErEvh9/fmf/3n0tre9LXrnO98Z/dd//ZcqfwJxDt+wBdzLjbHajxJjkAuHHHJINEkQYRunsqZEc0VTclnHHZDIUFlLqmozfplq77jYpp9LV3NLqmr2OrXk3LcaiYOeCLsqrn28NVnv5MH8xXx8ZaDC9hu7lF4hVsmuGVRcubCZQEv7r1gsSVyvJQtPapOwzlJ5bYJ6R9Ai6CIuuwP3fHhToscExEGUoCL/QlyGlUoWgAUI4jDKoJHvvelNb1KKLyJcF3CPyxB2oWkZ3stJzEt9LcR0rK02gzVR1GN3aJiEtYvyOk5VbcKF76Y4jbzbtG2EVVjRVdXpzxfG77rB9DFSY3cZdbcWL5eq3UKoqsevMf4aTMKa5gGcCjuEqpqIanB+WARd3Nfd0ev1oj/5kz+JPvaxj0X//d//rXyuAdiC/O3f/q2qjsoCyJERc171qldFWaPwZDXeCJQRc8AKMogMeJpidXiXXXbJ7DpC2IG4II78bTS7LGGtK8JcCGTOEsRciTXHkRTXtJ9Nka0Tu1xyqxPVw3EH++ukdRxMaxBX30567XGJt62EWkrg09h9upLXNlU1uz+zO1l46MFW9+nOEiCvzYWM2uDuFFiEMEJe20hmF9BnS2Oa4x2305XREUccleoc8wZMWp73vOep7sdo8EBENQAV3Ic//OFMzktNHaEae+1rX6v+jRXq733ve9EHP/jBBVntqODC+wgPNUyU0BiFytXygKmq5khbl+R8fb01RljrquqxcdfbXmokV/KcO09cgm0rk8Yi7MZgrrCseXQn7D3FzhtC2IX4ANZn0nu/ZaVUaFV1CIiKrVIUbbTGT6zH0+Vq8maa4uJ1AgWWnhj7eGv6WoAglwBRveeee8597whfgGBEUopy3wsuuGBESQXi8z3veU9m5/7VX/3V4b8hSgIpDqIVauvHP/7xmZ13luKyLuzC+4dqv0kgzrPaVFVzaAziJ5HWLqpqCXrVUhbEtUleuy6E2yALh3zmIHzvDSwqk+Ul2XFNq6raB0HGMBZ2aVEZn1erYyeZlyrhG1v7wqVBo+mLHcJCZNE7Ijl6vZ4SWL3vfe9TNiBEVAMQ77797W/P5LyoTEOFMz63POZRhSerpVVY+JriTYLEHX5beXQK1QlrU1VNMNXTpKqWntdV1TasaWS0RFjbiGaujNbJw9pTOe2iQHY5r461tbZ4DRwZTWXeNo9QqKo54Now8fFVnw14rpFxQifuuB/oVi9xTTVDTIJ0n26C/v1Noqp2RcuIgUsZ9FjQieukPtfSeCCujzjiiNRjzhOQaKFkCYuQ3/rWt3JV5KK5EJI9U7UNUuPCCy/M7TqmWcEF/0s0RsHniNLwUF2pQ4FiA0cSm2ooENauySU1/uXihk05bfOyti20ru5oeie+ZrUQR1qHALdom1ZVHfe4hI2N8fewn6CP94zIW1Utji2pqsrZNUnkEu2kqjBfmJ+pqejyIa/jmgUhwSIriQVR7ZcQv/71r1fJMBosQvk2SWBehXh9/fXXL8hqh7iMeAw1New/shZ2ueT0JAzwQZfJ2Yi0BuqW3g5jY/WKQVwPzyUsWvuKkHzihkuTaOINpDGwSNx2rACeVlV12utwRaNT2bQR6cqEsUlqZ6Gq9kFaVTVyhoUlV/K4/O53vzv6q7/6q+hf//Vfc42FsBlBNbKeoyP2/O7v/m703ve+N7r55pvni6zmVorhVYaEGOX1mHQW7ctNhLRJVJvPS3BSRmuEteSz6aOwtvlbxRHR/XE2r8GF6NXJXE5VLV2Da7NG/Zp8iGdaoedej29jqv44m++dz7W7YNSjvJe6U7RrENPV3jRWWrsSl59wo5Utea03aXQhruO+Dk892a0B3QKbgQ5dh9FMEYqpvIl+LHieffbZyrpCx7XXXhsdeuihuV7LNMblhx56SDVG2W233aKzzjor9zK+3/tg05pg6vd0v8aLrajimJ34xpykFlb6temktW/zKZ20BurL2RHXwErg8QFJVe0bz7j99a9w0sVh6asTRrHt1yhRek9MoppUYdz+9WonqKo6qeraR1UNeyckxOhpc/TRRy+Iag9g3vvGN74x+tznPqdssVAtM2ncfvvtKg/E57mAPS6TsAtepnkJu5LagLioqk1QXkYkcKhmh1kQ15JXNddHQ5oPhFBVS/BdVOZyQkVgd+LtpFaWSjOtqt58XDpnLxWpPRynG8ZOy0VVnVXvCPS0QaVO0bi8IqPX6ymLD6iqEZvjGiGGBryqn/CEJ4w8hl5PePyFL3xh8PNNBVlNgQ0fDrpRozwcareDDjoo9+uBuvoDX4sP9g9s7VgtFIiwllTVOtGsq6pHx3BTWMctYrs0YvBJwk0rDlsjQpzbtsLbNo7V3xfXpormtUuqavka7V7griIBk/T3Ia9d5hDm54hjQhPk0jXpkxXEm1p1/IJD5odKZW7E5Xo1PHGNr8pSSquQBeKBe/xv//Zvq9VaENVocpgFQFpAjUVASSwWPmFVgRViNIqAVzZKqR73uMep5BwNpXBNC8gKrrvuukv5iaM0GyXhkyKDTF9n674aYR3XFAnNnZYFFTOnnKYY6OpHrR/DPTd6XFckrSV1mWsPhubGINZlQCoD64PxKYnj5hOhVNUcpLmGk4fjYHEYhAOXjKtSX+3/y0vFVlUnRbMNr9MwKmzfz5SIax+1NdSkSIiRLyx6R/gBOdcf/dEfRf/wD/8QffWrX1Wq3LzjMra3vvWt0bOf/WxV1gwrCzRyRFMpJMcLjBPB+NzwPb/vvvuiSy65pFDCLhtZ3djo30GXlmuxqmoJeizniOskjiFmg+Mk5LVEVEv3oxYjEvONy2lU1XFj+NiecS9xvdFjF3JBVHPxFcrstmOfo2lTVQ/HLvkRxuZXinpBcMR5qAqlUIAlF+LyoneEP3q9XvShD31IxcVPfepT0dOf/vSJ5MuwU9MBv3HEaMSauSSrsVKM4HbllVeq4Av1G9Rbk8JLf7HpRFjHYetDsr2Fj8LaJdjYCNU4Ilpf9TWJaPN5234iGd3yC8RE+vp2LB7agwge2DbfMyzec+XNCarZWPI6NKlM932TIJfU16FLgzi1vKRMCzV/1snrEMQ1fR2okSJAxHWcqvqXzuB99hcYB+7t6GKM8mJ4YWIhMivArxQkNOF1r3ud+vv85z8/+sQnPhE961nPUv7U73jHO5Q/J4Luv/3bv0WPfOQjM7umaQQSTsRlTJqgPL/ttttUaThK7CcBqKpthDUXo1wV1tQ40UZYc8A5E8coi4WVPUYlV2nnXQ4tfS5o/JSXqto+drrjNxq2RH/8Md9KoSxV1bb9ucTZbPiY1g87Dq6qavSzgaoUidXCkssPuLfD7xLx8Etf+lKmMdAWlz/wgQ8oCwsQ5lu3blXE65Oe9KToT//0T5VaeIHRfBmfG+ZUUJ9PUtjl61n92+/YGktam7BVuyKfQ8wGfOK2a3yk+2M9QLNHV0hNnH17X4RUVevwme+kJX25Pkeb1yGdc/T6kM9Nk6o6DbDQy8Vu2IokVVWfdmiySRKqPUBUw8rpuOOOWxDVnvjYxz4WvfnNb1Z/sYg7qXw5T5R6SbwNcsS99947LGECTj/9dGXCXgTYCOvVtT5JaFNXw74jjqTEPjXLPlTCK42jE6w1hqQ1k0UuybWVKEkkgMuKMqec1glr8zkdXU15Zr4/NlWa/nWvGSo0iay2/UK49zQtzM8yyX1cTFiZzwLfUd/kXh7fb/8k9iFJ3o8k5LVNgVGPsQlZkNVuwO/xNa95TfTv//7viqw+44wzJn1JCziuuH/jG99QK+uYeOJzg+fcpKCT1RzJGhenbPcUM0HUE1+bcrqlKbyWt9ScY1Rb68RjJtnW5onMkIjTrqpqHV0h6AUrh/YsZZYaPfmQ1b6qainh5WKonJS6j+1jF7Jc7xWKrLZhaBXGNJBKmqM+4qj4eSdsiZA7oNLjsMMOS3aiOY7Lf/EXfxG9613vij7/+c8rcniB4gMk8Je//GWlbnvwwQdVvjxJYRcHXBfU3o997GNFstpETZjAS/SFTXhUjyHAXSHdHzny2ldVLRHHJTFGlMRzmgIlOQ5yY0RecZd7XLT6EFTV/L7uQifffhLc4xKZrO+rV9yGIKvTqqrjrsU6lkFW1wexOguymnpHoMErKmgXRLUf/vEf/zF69atfHX34wx9W/Z3mBVOhrIYBO2Tn8LTJ2wczCYiopgZ1NsLaRT2NciCOsNa9Jl0AO444ctVUREtJvrNyepDMc+XJHBlNZcg+ZUpULmUj9bmJDZEQIK2TdpPWLU5CEdeuaugQRLVLE0XX8ZNAtw+JO2+ac/uqruO+Dk3N39okrhdEtRvwe0Q5LxpDfO1rX1sQ1VOo4ALgg4nyryIR1brCOo6opiZNHBHLKZmSqLU21lpjhLXTcY7nkhZU8dr7DYOL6+PpAq5vBpIcxC6TyM5SVW1beB/f129sX5uqVsQRA70RQnvSRLXNazOp8tqFqIYCF/75sP3Is0nvLAD39b/+67+O/vIv/zL6l3/5lwVRPUUgmw8QQojLRRF2xdmA2IhqxK/mQGmtE81JdXY0ljmeD2xhoKk1feyfI0yc9CGqbfaQZm6N/HLaVNVACEV0muugitv+onE8Sb80yBMnoar2IaqBphGrOT/sJEQ19Y5AdQxsnBZEtR8++9nPKqL6fe9731wR1VNDVuMLffLJJxfui+1qB8IR1npTRImw1vcxCWuTqObG4LyodcI6joiOS/J37GhGtZp8w9JVZ80mVOTuN7dWC57flVhV9cgxg4TWh+juH4eEPmIJb5/5UBbENfc52sjrUD8RkMj6WC7NpXxV1dJ5+8f0D6pnwIERcY3PNkSTRiKu49TWC0QjicZb3vIW5bcFL8xzzjln0pe0gGdcBk455ZSJEtUu5GrJklkSUU37+hCwIJKrQozSVdXD/df6SXLNQhzrqmrzXGYlkF/DYPfmU5KqOpSPp6+qOi4p3dgwejVo+68MYmUar+o4BCHHM2jCuNEsWcfPoxeD7fo32mHIaxMPPPCA8lWEaqtI9gfTEpeRCL/tbW+LPv3pT0dPe9rTJn1JC3gA91DE5pNOOqmQRHWcZ7UJU0TEkdZxx2RNXMfBXPBeGpDXvqpqH0iLqlwcVH2jSvHkM/ELab2qJfiqqv3GcL8OF1V1EjQGeaL0emDFsVwz+075LSZnCfLDJuL65ptvVjYeO+20kxM3R70jDj74YGXJVTQ+r+j4t3/7t+jlL3959J73vCd68YtfHM0bpoKs7qYxBs6ZsNZV1RJhrZPQEtnM7RMHfQxb00RXhbUrqQyYxDJXHg3CGgBpbbP46Aw+b25siajWj0OltHk9dm8zf5X2pIjr4eRCG9JlfB9FGGDGkWFzKe1xW8VAGuhBrKl3rIppqpEEDW18Iq4TiuwVaf0r56yFubAZBn6L8Jv8+7//e9W88Pzzz5/0JS3gCapwck06s4Kkqh5TTTuqmnXCWvKHJCCGYfNVTCdVWZNiy1Rq+SyoxjWfmhbVtZTomOqz9cE8SEoQt6yUp05VLUFKbKUku7/IOv6attS7wVXVLtDJa4m43rt3dfTgg3spawPuO3D//fcriwH0GjjwwAMzvd5ZjMsf+chHhg0Vf+mXfmnSl7TADObMUH/j+qgJpE1VLaGx3gxOMrsS12mJQn2BnBBXOZVUVe0C19dD1U0c4Q2C3azQFa27ZkBVvTmGnxWXuCg9UDdvtMqx+9cti7pSpZSPqtoFe1Xuiu6990HV7BYWvSCt9957b9UskWviuugdkQ5f+tKXope85CXRn//5n0e/8zu/E80jpoKspqSY/l00PPv026N/+2l6BUecJQipq232Hy62ImosC1ncf37zHJzCWX+e/m9TWY9eY8dr9VgixEMfM3J8sztUmPkowvMgrs1YQOPTxCUrEtmEPjlR6sXOuBI69OIpmmqEIK85gkcnrmvFvNVMPZCgvPOd74z+7u/+LvrCF74w5lu4wHQA9xofhVRWcG16SKpmnSTmksb+mO1YBZG+2GqOzamqXa5HUlWbajGJtLYdYwKxbX2QnK9oibmrqjoOZOdl9qIIrap2gURU4/M1baj618KPs9MWd69qv+uLgiS8obChNRTWsaLZirgglSpcIK5hCQgyGkCCjA2++ajuQH+byy67TDWU23///ZOffE4Bgvr3f//3o49+9KPRr/zKr0z6chZICOTJk47LrgvdtpzeVSGtq62T2jlKY9K4SWGr6uLsvvT99biclapagtgLwmMMzrpLGhuPtTvjOd2sqKqTQDpnqyNfzEotn989Kpaw4TeMSibE3iuuuEI1XUc8BnGN2Fyv1xe9I1LiP//zP6MXvehF0Vvf+tboVa961dwq0gtPyVBgw4+gqGQ1rlFSVJvknq0hE93gbc2XSPlrw7ZtzVjVFCmsXMhcVyKa9ot7jfrzdWNcUkdL41eE7FU6Dsd0uz2RcHZpPqUrwtPCXCTIokEj60G9lL50SyQayuGU0L43Yp28Dqm6brX9ieuFqjqeqP6rv/or1bQJPtVPeMITJn1JC6QA4jHi8qTwqvesWglrjox2VTW3mu2olYEvtRnbOdLaFURa22xFOJiENJHWWaitJfIaWF6pZKqqTjY2/ziS6Y0G0xTJoqA2rbOKpKqWY7ysFDNVX4BZtpwFiLgGaQ17A8QRJMBIkG+88cbo8ssvV6XI8OmF9ceCqPYHLD9e97rXRR/4wAeiX/u1X5v05SwwxXHZNaeHuvoFb/n58PGlLUtOx0tVsiCYkeupsQJaeujEtc98IC0oLpvCLqpaylNVbR8jPQku5XSccll9fRhOttwpOeeBRVRVp4WK0Ya1FrBSawdVVZ97ZG/ktwxiGht+l7D6QFy+7bbboiuvvDLasmVLtL6+rhTVhx56aKLzzTMuuOAC5U39pje9KXrDG94wt0Q1UEz2VwNKCrAVfaX4zN2+Hv146xOdLBx8G+bpWFsj78lKLBktJZ56KTBHRJuqaXM/7nnzWOlHZRLZzVZnjLC2ll1H3URJNRHOOulsI6o5hRk3Rlr4qq7LgZpspPkOplFCZ2HlIZ1LOo+veJCI64XaOr0X5jve8Y7oM5/5TPTUpz510pe0wAwpuFwV1mrftZaX4skc12ZhhbHbbfR88LtZ4LiqcP+3qcVAfncYwjupwiyETYhr8koVYjrJvKypxUOoqiX4+G6KY8RYfZB1FqEk8EekHltemryq2heN9ugFLVWpyiv8uaixIuY6sAHBdvTRR0e33nprdO211yrCGn+RKFMC/bCHPYwtS15gE2ii+MpXvjJ673vfG73whS+c9OUskBJFqHiygX6P5jU21hrDf9eX/ZMEIqrVWAOiNyRprSugCbY5h+scw3d/qvwab5RYLYyq2ueWK53PTxFdEsjuKOLCLrdwvLLUi5qtUlQ3ejkULeb6otHiuQqJxE4KxOVdd91VbWhsfPfddw8XkhGj8X9SXO+xxx6LuByDb3/729Fzn/vc6PWvf3305je/ea6JamAq6JeirxQTmf76Z7Wjd31efktXV9uxhLU7Gd1vgmhiQ1OT2QjrpMrpOOiErmuyC8Lap+zabBhlU2PrExjzGmvV5IRzSLV1nqprQpMhXOq1cipVtfu5zfMOxgp8Mw6pusZXzDbevuv/GV1xRd+3C4G4qFUgkyKqP/zhDysvzE9+8pPRM5/5zElf0gKBkuJJxWVSVUvEsmTxoZO5aQhrCSCqpdhrq5jqdFBRNViIjbH3SKPS9rH5oBiL9yovRZk+f6F4sOKgwJZU1T5lxDZVdVrI5PPmExuN+GQfj5s8Th6q6qTkddbK6zvvvDO6/vrro9NOO00lwbgfwbf6vvvuU3YhiD1kF4KtyM1gJwFYccED8y/+4i+i3/7t35705SwwB/ky7uvImV/6Z9vEfTYGxPWyoba29R7iQKR1FsQ1zQ30eUToyiRp4ZdvlNgWyWq852YfiSKqquPHiDIbA0S1/jc2Fg9e+7LW4yGUqlqO3X4xWlJP91XY/Hd1udp2UlXbgPgLZfUJJ5wQHXDAAUO7EHqc7EIoLsP3eoFNfO9731NWXK94xSuiP/7jP557ohqYCkalSAquuJXsOMLaVWHNkdFEZNv2GR9nNGnWlVMcYR1HSIOkdSVozXPb7EHg19luuSfq+jmQgPuSxmjU2OhsEt4jz3lMiIi0xiQq9ETFJK+l74vvjUxK7EFgm5OP0P7X3KVukteDEr56+BuzTjSbvtpx4NZCaDwirU8++WRV/nTdddepsicQ1rSKvLKyEs0zPvGJT6gyJnhh/p//838mfTkLzHBcdiWWqbR3aUudtQDhxgWqHgucrovFRFIPjxsQtoiFSRTS66ubN7u0JDOdX1eU2cb0SV5dG0fpzabNhDdu/jMpVXUa2IhqYKMZT8ib6rAs4PJRm9YhScnrXzhuvETrjjvuiK655pro1FNPVYkv3ZP23XdftZFdCBLkm2++WXlqQo1NzaCg+JpnfPWrX41+8zd/M3rb296mkuJFQjwbKGJclqxA4gRGEmltOyZP4tpc8Dbza9f4m0T0Y8JGVJsNkKVYOu2q6qRjSPvKRPXmvzeaZWfP66Uc4nIagAxvdEZ/m0sVv3sJ8uBLL71UEdVkyaXbhRx33HHRjh071H6I4SCvocam53feeee5jkU//OEPo2c/+9kqNqMSeZ7fi6kjqyep4HK9PkyMqbsxR1iTqtpGWCcjozf30VVJXNIsEdUEF6Ja/2sSxLqqWj834Erk6om6S9k1EcvcNblMYMxrTNJgilb7Q5RQS8D9ymxY4dJI0wcc0cD6Xw/I5BATLA5m06vQ5LWu7PYlrjnS+v8+El7VeyiC+thjj1XemUiQf/7zn6tkGkkxEdcoS56n4POpT30q+t3f/d3ogx/8YPS85z1v0pezwBwouJTayfIb0z0oG2tNlrCWx25Gyyt1q6paB8UEH5J7eCw1UmQWYm0qbR1EMiNpDtU8MWs1mQ8w/5Hi0BYPT+xJq6pDo9UuKc91rtTZR1UdGqHIa1h9YGH49NNPj3bffXd2H90u5KijjlKLyIjLSJKhxsYiMhHX2GeeypK//vWvKy/Mt7zlLcqrep7mJLOOosZlHf/4zZO89gdpjTwrjrQuiuI6iW1IGlW1L7i4hlhaYVhb7jLQb2KWVNUh4NKcsaGptvtv3/j7skVTamelqvYBkdePPib+noKcF9Yf6C2BBWP+/KVol112UdsRRxyhmiYjLtOiMqqfSHGNnNq2sDVr+OlPfxo961nPin791389eve7372Iy9NGVk9bd+P+tYZ5a4mMNolsbh/7OO1ERHEolfXqjqY4LlTVaa9FvyagWi1bVdVx71Etpb2H+X5nkdCb5LWLykxSsvlMPIhMpuDp6n+d5L6LfN4kzEOqvYm4Vsp4hhS3OMyIADmNDQ0lWq2WKktGgoxAhOBDCTLUYLNsF/LP//zP0atf/erob//2b6MXvOAFk76cBWYkLnMWIFwiKpHKY/trhDWnqjbjlI2wloBjfK4J6A4U1xvrXedEVyqTRtKMxVufRo6SqtumJlvxSPxdVNVpEt4NpqkjxmgZLO7ycmVqVNWu1yJhoykQ+wKJLcXsUDmUTl5LxLWpqr7llltUY8UzzjhDkcyuADl98MEHqw1kHsqSEZcvu+wy1ewN8Zjicr2eUWONAuCb3/ymaqL4+7//+9Eb3/jGRUI8Y5gGslpCnMCIlNYAEdeuoiQJSf2tvT2pSyXWnixJc2VfVbULOKLa1m+Ci8c2ZfaSIa6aBVV1Fmi05c+SekJkAYkMdwU8qVG9dMopp6g46gpYgBx44IFqQxwmu5Crr746ajabQ7sQjDnLdiGYh8AiE6rqv/mbv1nEZQNTISUoevDVyWqQU/CbOWnly1ZVtdn4Lo6MjsO2bZrhITfGRnu4Sc+b+8appvXHped1ZbTt/BLWVjl9UB82pVhzo622pGg1O2qLg6uHGhJ62nzhes/C94Q2zpM6JPRrwneYNhDoJomeFNKkAOQ1bSEwVMY3e2Oq7jj0VdUysEq83377KZuQxzzmMapkGYnwDTfcoJLGH//4x6r5BFRfs+aF+dKXvlStDqOcKQ+gZOrss89WK/b77LNP9Eu/9EtK2W7i+9//fvQLv/ALakEB5WePfvSjZ+79n+W4vLHGdG1lFFNEEEuq6pHj1ppqc76G9ebI+JyqmluMNa/JtACxn7PlparWQQk9fK1pywLrG62xLUtIhIFPQglSu9Hsjm2ILxsb3eE2LarqJPMIlDJzW54AcU2bhJtuuikRUc3duxAjTjzxRHX/x3hbtmxRRDgaG6EUFyovlCv7+uQWGRdeeGH0nOc8Ry0i/+Ef/mEuCfEiLueLoufLz33DbVHD9DKKAfcbBHGtk9dpgbmDueUBylX1LW9VdZYVR3TNYzG2IWyDPEzfZkFV7TYvsC8aoyeEvrU65ajZ7m9ZqKoJcapq9I6AnQfyWx+i2gSqm0BMwyrkkY98ZHTOOeeoamSM/53vfCe6+OKLVe68bdu2mYrLV111VfT0pz89etrTnqaqkPNQk79jyuLyVMj6iq6spgkfJrZQT2J16KyzzoqeuHsjettn7F+6tbVWtLZmV8WS15Sk9iUC1FXpDMLYRbHsut/q9v7Eo+boH6mPy6mqCZSUsxYflhtVV/PGJsK6PjifpKqWAMKazhVKHZ216poSeI6w5lTQvj6jyVTf2SS+WaiudcK6Vg333iAQo2QZ2zHHHBOtra0Ny5KvvfZalSyTXQgS8WldWf3KV76iCOo/+7M/U4R1Xq/jW9/6VvTyl79cBWAka/DJftKTnqQmUeRPisD75Cc/OfqDP/gDpfhGbEEjrnkqAc+iV0NeeMnbHxwS1ssO9h0+KugmVNVNKJ3G95fiVFYqa1JVjx/bUgQ3d6zv5F0nrE11l6uqOg6ILVy8y1pV7TOGKwEAwlpUOGMMg9tYWS5NRFXte7sVmyejCRNDWK8sZbsQDhBh/dSTN4bfbZDUsP/A3BoJVijgO4eEGBvsQjY2NoZxGYkx1Fyk7ELsntZYgUQfPSPQSBE+1Yu4PJsoer5MIMJ6adAxNqlCuqkR33Wz+2xGdiFJVNU+ymBJ1IXzjjVKzFlVLY/hcT5JES2M0Wj0hLg9/jheivnu+VpJTkpVnQY6Ya03bnRRY6dRVd9+++0qf9V7R4SAbhdy+OGHK5U1xWUsKuM+R3F5mu1CYGcGkvrxj3989LGPfSy31/GtKYvLpd4ULE9AfYgSviOPPDIqKr72ta8NlZRYDdKbqtkIa5DVBI6wNpsicIS1mQyahLUU+IgwjlM7xwXmlqb8Nglrm990XICTFGR4fa5ktYlqzf9GwJ0LCXfInw5NLMzPLkk+4as2821SFaI0OI68DjEpcCGubZ+h/lSdGStOVe0DVGRQWTICMkC+XZgA4L4yDcB9ECXGf/RHfxT93u/93kQJd7yXWDFGUMZqMHDeeedFT3ziE6M//dM/ndh1zQowqcEKO/zp8iarCTqxHKeEiluUU2Q1M27coio950NyEyG9JBDWElnNKbGJuJbuZb4kAIjrkGS1yzgUg3zIat8450NWi8o2G1nteD6OF0AynTVZLXpbeu5vJrbL9exSCJDV+F6DNEYzpjPPPFM1YMoLIP30uIykjuxCEJunxS4EORSUW/Cp/uu//utFXJ5hoPrgrrvuUr+VIqqqJdSEBjJJ86zQxLUJl8XyJGS1tK8U7/Q4o4vLuHHEmOToVW0fg4mjYgx0H0O06fCIrxL/J10HvfZlw3WC2z0vVfXYeaX4LKiq9bFMAttGVttU1S69I7IABKEPPvjgMC7D9xqENcXl5eXlaBqABXgQxI94xCOiz33ucxMl3O8teFyeGmV1kcua8IVDQMVqw0EHHaR+SDr+v+d2WMJaJ6pdvaeh9NUJa85WIrTCGupkUiaPXY9hUYL/uyqskZB3OzwBbyt1pnJo7ppsRDXyb6k5pHxMvL+161guMO1UvInkBGXRps2M7zmTAOVe+kQtpA81p7r2Hd/82JvaWBxxnRYgo9GQAhvuJQ899JAKHri3oGEFJgK0igwFdhHxjW98QzWGgA/mpIlqAO8hgEkMcM899yh1Gch0TA5AgKDc7O1vf7sqOVug2Aouk6j2UVjHqaB1otoc10Y4J70WQmOgstZJa4moFs9LYwRqFKUrrn17RiSNUapRInO7wKJwEVTVvkS1L/T4Mjo2rxArClHN+WCHIq+JqIZqC42boKgmxU9eQPKImIsN17J9+3YVl5GkY7EOZbH0PK5t0jGPA5RQ8MKE/cekiWpgEZfnO1/mgMXRUAppWmhtDCxClgI1ZYyzI5Niv6+q2gdm7CHhmdh0mPHHLrqqOi1R7Qv949pouBPe9VqxdZ8j1p2aCps+jnrVby6ftHdECIBrw6IxNsTl1dVVRVpjkQ5e11jQpnwZMXrSMY8D7D+f8pSnqHnNZz/72Ykrwx8qeFyeCmU1TNtRAnDCCSdERQLeOkwEYSyPFQn8cDCRRUM1EEp4DBvKGN7+2aqVqObIQlNVrYMIXpsHMkhUX49oE7pvM0cOm2S1jwrLTMp10tpGVpvH6dclkdU2cZmNbLYpuH3HkuBzI40jkkN4eHLXVB80xwjZcMk2WfMt25LAfe40tquqmsOLH5efZxPUq7SCDJUXqjZ0u5AilMrCTwyNIV7zmteoVdhJTw6wYPiMZzwj2rp1q/LpBC666KLo4Q9/uArG73rXu6LTTjst+uQnPxm9//3vVwsCRx999ESvedqAiSpIJExWJ0VW64miTVmte1VzhLVJVrtW43BEtgvJLRHSIK19VNUEXQmtJ81pm0+laQTlqqqOJVSZ/VeEa5lGVbVdxSbtL5ARy/mT1XFISl4/5aR15aGI2AeVaNEWackuBBvm/FBZU1xGjClCXEbuhIQYquqPfOQjE0+IF3E5exBhA4JhWlTVUiVPbcl/AVYaK0vimotT9cHicV6q6rj9JVKaOyVHas+bqtplHN94viI0Ms5TVe06FshrSVWN6g30dMDcH/ZZRQK4QsRj4uLIB5uaJ086BgKoEoOiGuTvl770pYlXTnenIC5PjbIa/q5FAhRl8HOBTzU+tMMOO0w9DmU1VrUxgcXKxI9+9CP1Rfzfp+8d/etPT3Qa21VhHUek2poeDs81ILM5BZXZYND0f7YR1f3j21Gtzn/FuISczle2LI9yx9F1VavJkgPpPfAlqtW16OS+A3HtS+rhu6En0zWtw3JWRLXuQa3nX7Va8mQsTlVgNjoMRV6bY3OVh0VbvgM5fcghh6gN9xYEYNxfLr30UkW4k10ItkkEPdwH4YX5spe9rBBENQAvLgRUCrwAVbzAs/OFL3yh+jfK1y644ALlFYaGEwsUU8FlI6pJ5eRqUWEqrG1ENSm0fJJcUlwlsZxa29736PVRaJvJOZ3fV+UdB7Mpoy95HYqoti3kj5RED+ZQIVTVEkKoquWx+cdFq5QyYhu3f//vUj0dUZ0USZXXaDqExVkoj3RbvaIApcaY72MjuxDEZSiuyS6E4jJ8r/MGCMv/9b/+l0qKi0BUA4u4PJ/KaqswxEIuNwdVQ3XHvhC2sXS1dWjymotTWCAfE/0MCOwsVNVJrLqke71ZbWs755Yt1ZlUVY+MHejW2WxJ85/+48v1bPpB+BLVQLONFz16H8myd0QoYNF4//33VxtiCwhY6gsFuxBUKdOi8iTmFRD4YAEZtsZf+MIXJk5UT0tcnhqyukgNI6B0/N73vqcmBFhZMk3lcb377bef2vCBYxIL4vqR+18QXXjX462q6rhg4WrPoSeXUimvrrp2tQRxOS/QbneGhDWgk9ZxZc42ktt6XYLFh23+ok9u9PcjRPmzL3HtAlP11TIaGapzLWeTlJhCoZbhR07q6yygE8yuxLWLqLA5+CkKdnkTV1WbwL3FtAtBgoxVbqiooLSmVeQ8SqZ/+MMfKkX1i170ouid73xnIYjqV7ziFdGXv/zl6Nvf/rYiEgiYvABmhc7xxx+vSrIWmN64TCXEXPKpq6p9GyN2Wm2RsLY2B261h8eax7nYfIQgnPUyZUqSQwLzCz3p1ucEWTTtJbj6WtMcyqYoW16ppFJV+yBUQ8SkMIlsvCYf4WKaJkwSeS0R14eUfhQ9+OBDKiGeBv9J3S4EaimIWJAgQ0EF0h2lyBSXUaKcdZwEoQCiGt6T//iP/1gIonoRl+cvLgO4ll9/453ex+m5GZHWPsS1C3TyOkvVtTkX0Qllsu/yVVX77Otj9SHtKzc/7PKEcptrfqgvJtuvKQT57Kuq9hrb25M6fn+9obGptiabkSSq6hBAvnn99ddHd955p4rLefaOSAqoqqEMxnbssccquxDEZRDGqNpCjkzENRTiWcdlnBsNCxH/EAsnsYg9rXF5asjqoqwUQ9UItTSu6fzzz49dmaESBGz4kE/del/0l/8eXzYRRzSTb7NEHOsqKI6I5uxBdIWxqao2sfrQhlcC7EpAU6mzL8mtlzu7+lLbVuHpvXD1346DqXLHtWV1Y2xubJ6rhITU4zXIJWsO5226kddpVQVZqK6JtAZqU3FX7H9WIKexHXXUUWoR7f9v7zzApKiyNnwJk9B/g7prFiOiqJgVE2YwYFoTuoKKOXtFuTUAAI+2SURBVGHCVdeAEUyLimLOOWPGjBlRzGvOAXXNiTAI8z/vhTvU1FRVV3VXd1d3f+/ztDg9NdU1PdV16nz3O+d8N2taMv2lSPJdglyMdiGvvvqq2XbbbU3//v3NiBEjyi5UczN18MEHm7vuusuMHTvWTpD2QvXLAgssYG9SvLDizkq3yGZczuWq9va6TOKCRrCOquLxk28PzLjHND2ghZUTnOsaCrsoeQX7YgjXM1+j7bnQ2BTvdZK6qpOQq/R5yuTpscuc/fEsSUl0KVzVwdsHP+9CwdRpIS7sEpl9woTrX375xSbEWUjmksLfCMcZj8UXX9y6uVy7EBaVcVK5nIAkOm0hmdcgnjHo/aabbiq7UK24XFr4e2clX+aelMq7qZMWbn2uwdOrKJcTOkkczmdfcfabi7A4FVd8du3L/AulUXE6jRiTxu16IhHc/3vPErn5Xf4IEraDWovwcrO29YrdleCqTsuVHTjbI6Jfdj6uath42dkLOeWeHZEWHDcPYs60adNa4/Irr7xiP69OuMaASn6TJphWN998c7v/Bx98sOyL8C0VFpcrQpbJykoxN4GueTsf2KT2fT4MlCCcPsiYY6+YEbvcNg2ncxLnNNtGJYrTZvXJdgmwP6g6V3W7n5slQCcJcEGitZ+wvpxOIM6nHLv19T0O97SE6+BBirn/NkndagjVYS79Yg9R5Fz3Djgs1hDFMNd1vvetVCtGua3L6arOBQtnCy+8sH2QrBAcEa7feOMNW+FBAHZ9uyiVKgRKhuhxhVh9wQUXlF2odqVMN954o7n77rutUMAsAWDFnPeGYxwyZIg58cQTTc+ePW0PrmuuucZe02+//fZyH35FJsWliMuX/vuvOQXrMHE4yFXt3zYsQXXO6KCf6RSxohX0c+518unBGRVr80r2A4Y65kMuMdktqDua5qgvmas6H3KJz/7F2KhjaWzsmClXdVL8InZaQxPjCNfzNz9uVll11YJjVFZAcF9wwQXtw1VakiATd+iv6dqFEJsLFee/+OILmxCvsMIKNqalnXDng+JyefJlxIhy3pdxnmPsuvjutiLI1ElT2onWfsLimredSLFc0d7F7zQGPsYhKLezbURCYmxQLC2Hq7qc7bW8ju5AYbsD1b/tf26OLh0z6aoupId18x98o+03Gzqn01KEzxzXYmIWulfWZkfkC/qdt10IVcrO6EXOzEKyi8uFtguhFQlxGaH8oYceykRbswMrLC5XxIBFVnMoccfJXA54ixBnKOmj/H755ZdP5SYgSLAOEqr9IrM/CXQ4wTqp2B0mELvypHbfDxjq6JLoMKHaXzodtO+oAVJucGKQwyxqiJT39PYK3oWuwqcpXAfdtHiHTfq/l1Ssbvd8yH7CBOx8DLlxPh+5ysAKJak4HnUlRLjOslAdBZ8BnGrOdU2JMgHJrSITQJNczwhWrKxusskmNniV27nlCPsdrrrqKrP77ru3fj18+HBz4YUX2mSKIHzmmWeWZbpxpcPNHT3ONt5445K8XpBgHZRYehPYKLF6mk+R8ye8YWK1i2NhCXLUz7kY1+h/rZDBwBB0i+bibdI4Fna7l49wndT5HPT5bJqjLhW3WvCQw/gDpcL2EfZ8UtE8ajijvzKoVK7quNuHUSwBe8vlf64aoTrXZ5FY7OIyMZqk0SXI/H+SuMxgPWIyVVb3339/JnphguJyaWEBBOcecblcixWUidO7HWHr3FtmlpP7cbErSLSOI1aHUYiwHLflhnuNQl3V+QwjDqsGc8fiN64FxcHwGBhfrA7bNkisTtqrOtRVnWAfYX/K4OML23dw5W7WxOpw97SvlUjn6FYiflc1nzc3O4Ihx1kQWUsBM/KIycTmH3/80V7HXJuvpO1CiOsI1YCDmZZgWaBDhcXlihCrOWFefvll07t375K/NivU48ePt4k5DdGxyqe5Wu0XrMOEZidYhwnVDgJVWmL1zNetyylUe+kYMeQwqMen238codqLE63jCtV+OndOT2BLU7gOu2mJ47yOI1QnmU7tBigmFavz+XxwvPUFDGxMQ7jOdSXcf9PKFKv9TJkypTVBJgDh5nIJMpUfUe1C6FnWp08f2wuTVdmsCNWi9ND/jWEbDPAqlYPLL1hHidVTpzSbxgj3ll+sBidA5xKqg34m18/5Y5xXsE4qVtvnZ8xInJjHud2LI1ynIVTnGgocNMAxaD/hCW98sTppS48kYnUaSXZjY4fMidXe43T9NAul3wq/ZEZkLYfI6OIy7QYRGl1cztUuhJk4CNX0nMxCibEoH7gE7733XrPBBhuUvI0O8QWRmgFsnLenXRkuzPgFaSdaFyJU+0kaH5P0h7bbz7po+mNmkniXRKi22wdc8MPicZiw3djUuWBXddD24cMPkywyJ1/wLUSonnl8YfsO2jZ4H40N2RKqg8TqIBoDYjdiNdcRPstoXwjVtRpTaBdCPHYtQ8Abl6PuV1iMZnYErcAQqsmvRX6Uv0Ysw21AXL8tTlYs8JycaXP6oI6tgnWUyBy3jYe/b2SUEB3UWsP7/Zmv63pn504grKv6j+mJemK6/Sdt1eFE8055tPjgZihOe5G4eN/zXO1YoohyTk/1LRIkFa+TCtVBAxRnvm76grIT1pv9AxtTFK9dS5Iw0bpWhGrgpoOklgfXVdcuhOoV2oe4diEEZK/DjTZIrBD36tXL3HDDDRKqaxziMgkkN7WlOhe8LUGihGrHlFklx37ROkioTtrzupCfmXlss1qDREx3zZWgu/cgTlIeN9l3bUIchbYLCSNKqA66H/IuhOcf//L6sZK1IgljZmuqluBSZ5sodyhIqC78+DqkIlzXqlANxFp6RPLgmoqji7hMz0iSXRJjF5e9wgGJNJVOVH0+8MADNSsqiJlgNuDBvVwpxWruJRm4Tck7pi7MXcZ8HLhtkCDt2oPwvagWIUnw3iPkipH5CtX+mDnb4ewTsFOYwZBkxkboPjoE6wRBRrOwOFtIr+q8WoskXPBNQhKhOskA46D9lGoWRFyhGqZ4Yjds2XOKjT90E0BsrdTZEWnBPcl8881nH9xDc31DtHbtQhCgnXjtbZGCfrjNNttYUw/DCyVU14hYXeqBEa7fFkEfcSYLDeV//nFSTtHYib9xRNi4Qw/dfuO2oQjqrxnkqvYOTmyejkusLpar2utUc261dr08YybmucT7XPhfx90EuBuZYrULQbz23vzUe0T7pO0/kr3uzPfb7co/dCpNh6VXvE5DuMaFP3VqS8nakFQCiIyuvIlz+ddff7UJMs4YVtVxaXGjwjXwyCOPNCuttJK59dZbM9ELU5QXdw6QpJZKrObmecc1JphbX1glcjtc1X7ROspl7eX3n38PbNURFcdc/8ywRdeoyqF8Bjvhqs43KU+KX7xumiNZ4lIM171bvOWeJGjZYY45478HxRyUmFbpci6meOIauLfcL2KHkeafyCtcJxGvt1ulehaEC4W8g0VjHsRlEl4SZFp90IaL9kuUF2+00UZm6NChtjQ5K70wRe3Mk3CwmPLcc8/Z6gD6pbNwssMhHyXejxOx/X2t0ygAL2aMzPV60KFjx3Z5alJXdRBJXdVJKqL/+GOGCZJeOnVqfz/TiWA3jfc2/3vBVGJuQld1EsKE97jDGZ1HImz7Lg3JXNXFAKEaEZZWGAjVtdCSK+ncOR5LLbWUfY9cNdT7779vXn31VfPRRx/Z6uNRo0ZZHfHJJ5+0cVwURudKSYr5APGIKlFPC4QaXIaskjBRu9huD6+7Oo5oHCZYO6E6TIj2u6b92wV930tz8x+mPkTQDepVjWidxGUdNkQq6c9G3dhE9fhM+vpxbqDiDmhM2o/aT7NHRJktJMe7aUhe0u15Xd/QqaSDG6PalaQpXAe1i3HCu19wr2ZXda5ATD8tHrhiaBdC4L355pvN+eefb0VrhjfS+mH99dev6dV2MVNQARaSS3FDS6k7U7uJx/8ZXGcOOiO3szpIsA5zVbfffmqgYB3GH9P+sA+I+3PexVi/aJ1Pgs51zjm2vceQZre3KZNmv++NXeqL4qpO0l4siMkB7dKC3GCJ41UZXNVhSXbYe+U9RK+I7b11jitihx5Th9K7rmsVzjmGuvNYdNFFrSCIm/q6664zl112mb0O9+/f3zzyyCO2FUgWjDWidgxeOA1plcl5usYaa9he69A8eaqpb2ofB5PMWXCiNQTtKy3huhBXtZfQHtazLr7+GRrsJ07Vcpqu6kLJFeuap0xvE7v+CHmf/MMPG0NE7kpwVac9ZNhPU0IRO66r2s9my/1uXnvtdbv4ROsPCdXRoBEussgi9sH1li4ML7zwghk4cKBdLNx6663NE088YcVrOasLoyKshc61VeyVYhI6RGoe2PrXXHPNkpUlIlhHMcXjbvKK0lHkEp+92+Xa1jnKEKx5xIXgHDXkCld12M/kclXn83pheG+g3D7y2U/UjQzCtfdRCGE3V22F5OltHqVg6tTpbR7FAOHaPdIA0do9xGwoJybYsnK87rrrmltuucU+v/fee9uVYpJlUbtwnStFiy7iMiV3zK0gEWa4Bw7CK4bOE8tVHdQWJAwnNs/efmqr+BtVHRT0c3Fc1UEgWjvhOo6rOgx37N5jKRR/bEO45sE9iXtEbZ8mYQu8SRxUxKgpk9s/WISdPHl66yPLrup8QMR2j6nNM/8tBQjX7uFFrur4ICDQjgtndY8ePcydd95pK6OOOuooG5fPOuusch+iqJHWmV9++aUZN26cPSe5R3RC9dZ7v90qWPOIQy4RO8m+kgrXLuZGxd18cUJ1u+dnxS9v7ORBfh03xy+mqzpZq4/CpSTyuclTprd7TJkyI+ejFK7qMOK6qnNtH3rsHXFkdwh8pA3OYARXCdX5XXMZast1l1ZexOVlllnGDBs2zPz97383hx9+eLkPsaKpiAGLHOI999xj3XzF6scW1G+rVEOjvBw+cmpOsdrhXZGNCm44p3OJ0a4HtBtc6CcoUXcu6yBXddDgqKB9B4nV/p8NWnkOEwD8p7PXJR11MxRntb/NviI+NvmeN3F6kre+RsJypDCampItxuTzq7VtV9Ixsas6LmGO6+ghnMHPuxYhteKqDgKRmuF5BNqHH3649drLuf/666+bv/zlL6Zr167lPkxRRig9Z0J0sVwDnGvcQH/zzTf2BnDZZZdtd30dNHTm0JM4YrVzVYe1BPGLzl4614Vfn6N+ri6iUWHYguyMltnP+481TKyOus6l1YM66aBER6N/AFXgoKlkyXQSsTos8U62j3iuaufWTkusDjqWOK7qdj+TcNBTmPu6GKL6zmtOSn+nVQqlxwxtoiWSv8T4vffesxWo3bt3L+sxivJCj1TuzeizWqy4TDuaTz/91J5/3AN4W4E5sTqIuobg+JPEcV0Mt3VYrKuPOTwxl6s6bP/ttw+43vueczE8iVidNL4GxczQGBjwO4ZWBHVMEHMT9rtOMpyxS1PY712cFiCFiNVJtm+sz890Nd+0Z+znmlaPavOYHJzVu+yyi82Nuf5SBeXgOskMCmbfifyoiDOSizqBsFhlTUH9tsrFfw5uaCdYBwnV3pYguVZh4wrV7v/9onKYoyyqLUjU67j9xxGqg4Y8JnGqed3RYT2p494ktdlXiKhfyAIHQzTjiNdpCdXcNKQ1uDEM/7H63dBp9Y1G2/E6owvdb627rOm1xdAmhjrRt9q7SMg5TnIiRDF7Y7qSOkSZpZde2pbaBYHD2gnWUUJ1rsGLUYKza/ERJHJH/RwxLqwndVTlUNixxnVVx+lBnVS0zleo9t/DuCQ4n3ZfabqqQ/dd4D5cRVHQ+0Uy7Yb9NjZ2LJkjLKlQzbEHDYwK0ZlEiXBDmzDVkBD7e2F269atbMcmskMx82Xi/YQJE+w9IoI4vVu917oooZpcy7mjvUJzPkI1C7pTJs02kzR2KU6/9mb/wOEErcHSEKrDYniYe5rY2BCzPVdWXNWp9JNOIFQDFUVx9xMW98olVEcxpbljXgI25yRCdanmz1QTXBN3331326aQBWSvUA1cJ2XsqgGxuphlTT///LNNiP39tspJkGAdRpxyIa/IGidB9ArWUaXPMPn3KaHuMa/gHLb/JLjfNWyIVZTb2Q7X84ne+d4k+QV+yOf3iYKbFn/rDnpQpzFROufgRl9Edb2vi1FokKbAHLbfurrgA89VU3Jov/RLAisBrolbbLGF7ceFo1o9MEWpe2PiHnz++eftvldeeeWcA0q8gnUYQb2qkwxedNtDkp9xIFrHSXS9rmr/axOvgvphx3VVtzkefxJegOM6H7z3Jd645l0wTdqrOoikrupk+w5bOI4h4HvKl8P209RU+uq+KLwCdlqmRrmq45tqtt9+e1tlglBNxZMQpYzLGLowdjHPhBY0VDvFxZ9rBYnWcQmKkWkK11HXb3+rEGJ60rk/Schn31M9cyWi4mhT58IHEQeR1FUd+HoJXdVJSOrMbra3Ku3vsfy3Fg31pYnXSU8JBGz/Kd1QN/sztMD050zPFVeUUJ0H6JJ77bWXzVfoT73kkkuW+5Cqks61HHzpt8XUU1yDpexPnUSwDnNVxxWi/X2X/UMP/aKr//kocXS6x1GGEBBV7hwW8JOI3E6Qdk7xMKd0rkTeK/AncYZH4X0fC3GMRYF47f1zeAXyfFzVSV43n6FUSYV1v5s5rngdou204pxsUcK1mMmvv/5qS4wZ2sTAJoY6CVHKRWTaz+DcYt9rr7227U8dBwTrfx49MfHrIQInbfHhRO5crurQuFefPEa4ZN/bgzrJAMhCxOtCnWBJHFveap8OAQOHusxRX3JXdTkSZN5yr6DtfR6aPM5s7/OFuqrj4m0fW8RqfDGrymTHHXe05cRPP/20mX/++ct9SKLG4jI90jF2AcYuBnH7iXJVhzF1lshcn2KLz1I4rr0x3R8HicvFclVDlKs6SSxu9lXzun3/ETAPqMscdVXjqk6DoD8Bbm1eM+i2sKkxYfuvFI896LSYOm32C/RcqW0bHxEPrrEHHHCAFakff/xxtd8qIp1rsdwYwfPdd981n3zyiS1zp49MFj+oCNYHnBmvrDlIiC50u2kzlxPttOQ4OOcaAnSU4DzD83f0/kwcobrt8c0WrfNtve4dFpmWcJ3UyR73psX/dNBCQ32CvteBrx3jZsc/ODGueJ0F17UTrjt3jv49a9FVTbuFrbbayrpnKGWiJ7UQpVxE/vjjj21sZpFk1VVXTbyAfP3wBfISrKfOckw35OGyjhK6kzq0w1zV4fuZakXsJKXJ+YjXaYri8dtadYjVLsu/n8amzpl3VafBZJ+Q7Ragw3pNxyWf4/fPPYsrXstVHb8XJv2ocVQvuOCC5T4kUWNx+auvvjKvvfaaNXatvvrqpqEhWTyIU8HaPGX28OMo4TppjPQOZYzj4k56/QuKX1MCBezkYnwaju00qpM4jCmTpsXat425szZt9OSjleqqTiucB7XVAverxm2xlbaJf9uVfzMdO2ZP/8o66JGDBw+2bTIxdi233HLlPqSqpnOtBV9OsJdfftl8//33gf22ssaoo/7PHHDmr4Hf87um3XNOIA36vne7uL8305L9grXXVe0HAbpjQvHfidZJf87+bPMftpdnkEs7SXm0E67TEq3dsXmJ6wbPF+9KOTdLdbNaeHhJs2SNpH9ac9ubx7r6jqm3KwkTrhPet7YybZZzoC5kKGMt9sLcdtttrbMaoZpFPCFK5eBisZEqp4kTJ9qZEcsvv3zecRnBGryidVALkKBYhmidRLDmZ3n4fyZ6HsP0xG1FciX73tLkYgjXXjf3bOdY+q7qfPfhPZYpk/+IkZh2bDefIWuu6iTPe2P6lKktgdt7nV3FvuWV6zodyHkGDBhghULisvpeirhxGdNBGnH5/fffNx999JE1L9CSK8zY1XfXl1v/vyGmm7kltOXV5KK4opMK1/kSLGBPMR0DpsoTr8vhqk6y73xF8CmefDQo1llndsCtWVOXzhXnqo56zdChkh3CxWz352ws8DTNdVpQRSuSXxePOuooM3r0aNsqk17forh0rqWkmFI6+m0hzCTtt5VVwbowh3V7EdrvqvZuG9dlbftcz+p17d/e66r2w+BENzzRXyYd5Zx2Q6f8Lu18KYbbOq54HddVHf/12r/foYMbE2awYTdHfvG6vrFT0YTr+jzEZu+55ERrr3Bda65q+g9ut9125ttvv7Ulxn/729/KfUiihuIyP095MWXG9HtbbLHFUjm2QlzWTnyOavPhF7khidDtxYnW9Qn7RgeJ2HF7YxcqXvsTsHxeM6mrOglRQjX4hwuHidVdutRlzlWdD5OnzD5X3Nve6CtNLsbxhwnXclXnvi4OGjTIjB8/3pYZL7HEEuU+JFFBcZk8t9Dz79VXX7X3hQsvvLAdchz3+uBaeyBa5zsXKKidR1JXdZA4HCRcO/E6DVd1UojXQcJvGtVMabmqCxXBk/a79lfvun0E+RX9+46q9C2Xqzop3tedMjWgBVhKt3f/WFUxOB/94NhjjzU33nijGTNmjK0AFcWnZpzVrt8WJ1pYv61KEqyjXNNxvu+E3SQitNs+iUMq6f79Ynmu3p5OqG7zsx4XXac8SrTTEq7j3Mj4xeu0+l2HigBhgxuLGJWbp8x+Pe4dg9zeee97WmHCtReE61pzWjO0iV6YX3zxhRWqcbUKERdcVoXEZRJqBpOwkEw7rrQXShCsdzrs09Dvh1UIOfE5afxwP1cXUtPpdVUHucyCRO98kv2gIVBpEuQUmtm7s2NgPEvDVV1MwSBqIJTXHZarV2cajrBCXNWxtvcmwh4BuxQDHZ0+JLd1bqFw3333tW0/6IWJUChEqfJl4jFxmUHHyyyzjFlooYUit/e6qv2i9cw2VU2xXdVh1bBe4boYrmi/eJ3vwnO44ahjIkHZP0PCbusdROyJ6Vl0Vec8jhQcvUExFKE71G0d8HxDfceyu6oLbbvFawd59DK8dl6RoB+edNJJ5qqrrjL33Xef6dWrV7kPqWaoiZ7V9Nt6/fXXTX19vRWqk/bbqkSHdVKXsddl7XdV+5k6S4BuCBCgras6ZP+d68JFSueo9uOOJZ++oNz0zEjJbe0XrovhuuYmJ8h5XcRB0xa/eA3+Euk0en66ezWv27vUwnWu3ua15KomIdl1113NBx98YJPiSqk0EdVRbvzDDz+Yl156yZYhctM3xxxzmGJwy4iukYJ1GLiqeQQlrVFtsLhPmZ6wjNmfuMdxaicRsYvdJiTXorl3MbSxS31erupithFJtI+QrDTMEUayOs1zS9WYcqVRWvD38LYQSaP/dRhyVZvI68fBBx9sy4sfe+wxWwUqRKnyZWaXjBs3zsyYMcOsttpqBc0ucTHK67QuVTuPKFd1HFwMdnGq3tePIe1Wh4lnB3lielD7zKY5U3Bmp/ArJnVVF7qPpPtmjpGbZdRme9/pk9bcpFwkX6ye+W9Qp7soj6Bc1clAOxg2bJgZNWqUufvuu816661X7kOqKTpX80pxkn5blSRY73XyD5HbeJ3F/L9fqA3r3xnVFsThLYtGtPYK1mFCtXf7MJE7ihl/zDDNfzS3K5MOclW3/owvkff+zmkI17lc12ndyPjF61wictRrJzkmVyLtROk0ReWoNiVpvA43yE40KNbwx0qHa+luu+1m+wTTC3ORRRYp9yGJGmoD8tlnn5m33nrLCtQkxEkHKeYjWINXtI4SnL0kafHhfy9wgznBOspVHcaU3yYX7PRK23Ud6uQNEXH9ifeUSc2h8cgJ2XEJi2lpJMhpznbwMmXK9JmvGXAbxksGidlpuaqTUirxWszOWY444ghzzz332KFNPXv2LPchiRqKy998841t/UE8XmuttWIZu8Jc1UE40TpMZE4yY6jUfaibvf0YZsWeuAJ2Uld14LZh+w7RNIKqq3FPB+XpTXPEf9/CjjnJQnCxXNVRz6fVfjJo/955EKW4h4gD9wBBUk9K8kfNxeVzzjnHjBgxwtxxxx1mo402Kvch1RwVJVbTW7UU/bayzuUnzJVTsA5zWUcNmoJJv05KJOjGFaC9N07+nwlzVTuh2kvzrNKoqN6euW54Si1cxyGukOxEZO+5TBuPpPuJg9c97ReV44jmXuKaHAp1Xfvdhl6nW32Ocq8h20V/NqoFPot77LGHdbWOHTvWLL744uU+JFGhJF1E5qYPkfrzzz+3LT8YpFjKBeS4LuugXtWul3VckdtfvlxXHxyzwsqhg14fOIZC+oBmxXUdxDRfH2lvXOuUsJ+3n2K2IklT8EbM9uMS5FwxLBdhhxP3vsErXucrXO/RW46usGvj0UcfbW699VbbC3OVVVYp9yGJGorLmLowd9Eikz6shcblqBiF0Wjq77Pc1nOkN0TRCddpDWbMZfxpJ2B36Bh77kSY6JvKvIaEbTqmzlpAjnN8TZ3jx+FiDidOJT6HvNdhWnrYsUz1LerOft3Z/99Q3yF3HE74fD4gf0iwNomujeedd54ZPny4ueWWW0zfvn3LfUg1SedqXCn29tvq3r27FaurjTDBOkqMziVU+7f1C7lRw6YQoJPe3DjROqzFh1+oDhpIldSl7SetoYxR7UIacvShLlRg9rbxIDkOEnnTLlnzD6dKKl7nAv3G2+s6jSGNbmW8VOVcWYRr6D777GOeffZZO7SpW7du5T4kUSNJMefeiy++aH766Se7QMKjHAvI+bYFcYLx9GnTEpczk7i7xNbvxor6mbBjmNkHNB2nddt9T/WVPten6qqevX0eIq6vh2eQ+EyP7FSS2zDHdgqOsPDEOXh77+/T7BlePPO9nX2OuLhWqo+UXNfpJsQnnHCCufbaa80DDzxg1lxzzXIfkqhgkuTLnHsYu3BV0wpu2WWXjR2Xk7iqwypinWgNdU3pxDRvf+s0xesoEKq9hqrW5zt2MA0xY35arurgbUPc3Qn7XTcHzHCY6dieERm7Gho752yjlVVXdRRhcdv/+0xtbj/g2C9iJ37tkNuRXH9StQAxsa+NF198sTnllFPMDTfcYPr161fuQ6pZOldbUpxmv61KEKzBida5xOhcwqxfjPYK1lFCtROWnbjs33/UTVNYi4+4+F3a+ZSRcUFygyDtcRQogPuZOqscy91w0Ie6EMJuJN3+/S5oqJ91oxCXpD2pEa+9AkS9pz95ga3jLHGE60gnR0u0aF0Lrmo+hwceeKB59NFH7dAmBucIUYqkmEGezz33nO1vvcIKK5R9kKdrC7L9QR+2+15UrEOoduXMfsE6rjjgFa3juqqD+4DOrjQrhnAN3rgIjUV0Xoc5n5MI25Q+B23PvqeZmX+fxqa6vBLkrLQRCcPFNW+89Q6PKtRVXQrXdS3C/eepp55qLrnkEnPvvfeatddeu9yHJCqcuPkyxi7y5d9//91WH6fVDi7fyp9pk6ekKloXIl6n0U7RMdXnwGZOh2luX81UDld10QYo+sXaWSJ3+IDH4LhdqMO/2K7qxMfj240Tsf2H40TsKmkIUJFceeWV5rjjjrMDFbfbbrtyH05NU1Fida5kMJ9+W7XaFiSua9oJ3FEB2u+A9u4/l1DthRVpJ1hHuapnBCT4TrSGuvrCXNLFEK69iau/DzVusGLjXw2PEq/zG57Y9meaPX3RkvaNzqXfJHVch81UrCWnNQnx4Ycfbu6//34rVtN+QYhCIZHIlRTjpB4/frxNxHAMzjnnnCYr3H7BEoGCdRziDo0KS9wRrWf8Md00zNFYcLKfpnAdFeun+PpdQ9OcTUV3VacpbE+ZPC3SbRbkBkvLVR1GHFe1l7iixlSPE9vF9UKcXIUK12oB0j4un3nmmWbkyJHmrrvuMhtssEG5D0nUSFxGoKYCmRyNljNzzTXT/JSEMTesnMhhHTVnKEi0LoZw7Revyc3qGwuMmR3yj0dtByV2bJd7ZslVnWTfyfYRfhz+ocXExKBTm33/8UdL1eR0TsT23nbU13Uo2FW91vxvmd9//1vRBppXC1Q5DRkyxFx66aVm5513Lvfh1DwVJVaHBd9i9NuqRMF64L+/Cf2+33WdpP2FE7KTtMpw+0+6QutKqMJag8R67eZpsUVrzp0kzrK0XdczX2NabPE6l6s6/mv+0WZfdUUcROi/2Uhz6KETrusK6OVZ7a5qzvGjjjrK3H777ebhhx82K620UrkPSVQJuRaRv/jiC/Pmm2+apqYms8YaaxR9kGKhgnUcV3WYaN25Ieng4Jnv29TfZ7W0ChCt8xGxS+G4DmrJ5aUx4eum4aouRpLt3GBhx2L3PY2hiG3vV8IFhuIKxWFVTF5RwluO3NjYsWTCNaI1sahaZscUCu/Fueeea8466yxz2223mU022aTchySqKC5TXRz2eWOW08svv2y3w8lPfC4EJ1rn2xqkXMK1u043++ZhhS1ApxGPrKs6RjxyuWfYazYF9PrOqqs6v33kfxzOiARB4abNgrQnH03qqo7bAiTX9uEDlNt+3Tytpd3PJF18/uGHH8wHH3xgunTpYufG8Pjzn/+suOzhpptuMoceeqi58MILzYABA8p9OKLSxOqgpLiQflvVxjWnzRspWIeJynEDcJDAHeWA5u/l/mZ+oTvq5/ibOsHZLzoHuapDjzdkH6V2XScVkv1DpupS7gcN/s/INJ+g7HeVRe4r4e/nFa/9wnUeVfGR+8yxFlH18FmijOn666+3vTBpjSREKeLy22+/bT777DMz99xzm549e2Z6ARnBGrbZ9928fn76H9PN9D8mtxsWlcQh7UTr+qb0KsKKLVyHXfv9fTtnvn5D2V3Vufednxt8iq9yKWg/Sec6lKL/5pQp7QNusQTsrtPvM888U9eaIP/1r38NFW6qHa6PJMKnnXaaufHGG80WW2xR7kMSVRaXgdjs/t/x8ccfm3fffdf83//9n70fTDsuO+G6T/8Jebmqy+m49g9qdETF5EJc1bkI2wd/M7+RKmz7Lv/XVLGu6vb7CHs/wmZmJMsdw/bf1JSte1fv7+VdfM7VhmuXXlQ2rWyNn99//71dtHrllVdsHJ5nnnnM3//+d1thkeV79WKDqeuggw4yI0aMMIMGDSr34YhKE6uDypqK1W+r2gTrXL2sKUcOG/oU5DQLaiNSzEGGSZzS4cOtmtsJzLlc1bkoZp/rKPF65uvVFb03ptdVFiZeF3pDFiVcx2WG7+/o9hlnf8f1j9dnthLh/D755JPN5Zdfrl6YoqgVT14HFwnyhAkTrIOja9euZqmllqqYBeTRlywdKFiHuart92Y5pL3DovyidZirOsqp7Xd45dsHNIlwnfYg3ravPzXQtdUU4igvt6s6332HJbzeQchB28eNf+HtVdJp6+UXsNMSr3v37m1+/PFH87///c9WW+D8ZCGLBJl/s1h1UQy4VhKTTzzxRHPNNdeYbbbZptyHJKoMJ1ATm93/c969/vrr5quvvjLzzz+/6dGjR1Hj8kM3rRIoWqdFocJ16LDggAsp4rU/HuWzqBzXVZ0PYfHS22ak7Wu2jTcNjXVV4apOezgjn5GgRd027myPu7lYruo0hx9zTWBuDA/iMK36EK5ZxGK+DPHYLSrX1xdP28ga99xzj9l3333N8OHDzX777VfuwxEeOlaqgwuB+qmnnjKTJk2y/bYkVLcVrOMyrbm5VbB2g59i/dzUaZEieFhpOD+Ty1UdNaQil/Debn++BB+B2T3SxL0f/vclqZAc9+aR1iHu4QY4pv0abX6mYwebbHsfaYPITK9rb7/rQsDtxuBHHrUGnyMCLu4temGuv/76JXndYcOGWbcOrh1ECBJxboC8cDOwxBJL2NJTboa23npr884775Tk+ETxHFzAje7TTz9therlllvOdOvWrWKEaq9gzaMQEK2dcJ0E/8BFhGuveJ0WCNfukXZy3DFENQ1LhOmDHfQgyfYn2ll0VacZ/7yPyZNnP8oJibp75Mv+m062hhPcW1Q/rrfeembllVe2pcg4PZ988km7wEUlxuTJ6Z/vWQKB+l//+pcVrHfccceSvKbicm1BzEUYdQYv4jMDjhGqWTwmNpcqLiNa83j4luJV9SFcu0epQMAm13O5szd/LraruvDF2vb7II9sDnj8MW26/Z7/wfOV7qpOC9zN7uGNl4XEzDDy+b0Qr2e6qtvDdQI3NYZPDE2066OdLi380NhefPFF88knn1jNrZqh8njPPfe0Bq9DDjmkJNdHxeX4dGgp1F5aIvigPPbYY6ZPnz7mu+++sze2JMp8sArtt1XN7HLkF7HEai/OZR3VvxOmz/p+kCs7crCiaw0SsGIXdjqy+ucnjks7rhstH8e3I85FrWHW4Mg09hXnhoZV8mK/RtvXK16RRn1dp9iu6lznkrcUe82/PWSDMgGAQFEtAyf4vc855xwrVlPStPnmm5fstfv27WuHURCASZSOPfZY66J76623Wt9fBlZ0797dLjAiag4dOtS2ckK0qOXys0qE6zKufQaDIVS/8MIL9nnmRvDZqnRwWcd1VUfFHr/TOsxZ7Rer/RQ6CCrOdT5uu5A0xOqkMxjChko1zdlQsKs6qVgdtP+kAxGTbu9/XxpnDRhOy1WdhCSOa8TqKDCd4OzigcuLIazO2UUiV2kLXmHQ8oMS44suusjsscceJXtdxeXa48EHH7RGLpyRCNX83VdccUW7YFRuNt3pxZK8TpjjOomr2j4ftn2I/bWdC7uxIbGrOolYnSRGzXzNTrH7XYfHy455b+vyxSCxOmnFUhKxOh9XdbLtTaLtw9p1RLmq8w2Fe66ffBF4ypQpVm+jGoqYUK19rh999FHTv39/Gxd5lOr3UlyuQrGaRHjMmDHml19+sWLMggsuaFZfffWa+mOlLVgHCdXe4Bo9bCqoNUVDbKHaixOto07FILHaKwrUB4jB+ZZNJxWu87mwBYnX+Tqe4yap9L5O8zVKJV63EX18fT/DxOpclzX2M2S72QkyQaCxsbE1EP/lL3+pyEDM733BBReYk046ydx8881mq622Kuvx8N6yEIBzDjddEJSm0tOYoR+sIIvKK52DiRMnmsUWW8zG5YaG9PouZ4F+e76ZSKwOiz2I1lEtQHKJ1cUUrkMXPhO0DEnqqk5DrO6UYN+NXeoDE+o0hOpyiNWzt5/9/42e/prFFKvjite5hGo/tPdzCTJ9NWkPUg19rhmiiEvq/PPPN/vss09Zj0Vxufp55JFHbH7M3xE3NcYuxKasUSrh2itepyFWxxWqo2IjrUSC4lFSV3Xo8N+g4wjZR1AcTSJUh22fNFaG3St06VJXsKs6a2J10Pa0FAkLcaUUqv14+1wTn3lvqqHPNTFwhx12MEcccYQVgsuZ9ysuV0nPasrnsOqfcsop5h//+EdFiknl4MazF8rpsPYz6dffw13TISK2K4PqVJfstHKieeeQnoW5hGrvQKcg0Top3jYeuYTrfM5BbpT87UzycXYnEaqDel97+14nfY0k/a4LEa79oo+3pUddff7BcWav6gaz0EIL2QcLLARiEuTXXnvNbuMSZPp3VUIgRqhmFZaAe+2115ZdqIaff/7Z/svNTFjFzFVXXWVFzoUXXrjERyfS4I477rBCzAEHHGB23XXXivisJOXeK5drJ1hHuarDoDUIC7beXtT5CNXQPGWKmTHr+tgYsL8khDvHOgS2ByvGsMZ8XdWFzn8ISpAbm5LH4ywI1TBlVtsQ79+0aZYDu5i4kudCe1wjTtNTlwf3fiwkk8T997//tXG6Evtcjx492vbAPOuss8zee+9d7sNRXK4B7r//fvs37Nevn3XxZ/Wz4tqDlEK0pk2IV2T29p0u5qDEsEXcaVObI2NdnHw2lRZYKfSqTqPvdphQTU47ZfIfsduIIGL7Z0BUglANtBLx/0kbQhzYpaQa+1w/++yzthXXwQcfXHahGhSXK9xZzQ0qqx44EvjAsOJAbxcEa0oRRDy8gnWUqxq8rmq/YB0mVtvvzXJOB4ncQa7q1u95+lj7B1eEidW5nNOFtPaIu8+kF7e4PazjDGxMKlbn2k9dffoDFNse12yHd1ziuOP9onWcS9opu4f/XpxvBA0CMeI1gZjg4QJxVl2jV155pTnyyCPtv7vssku5D8e+jwjm3NQ888wzbb43atQoc9RRR7UOxyWxqqVV4mqAz9nZZ59t+6/iduzVq5dNjHfaaSfruCj3jV+xcKJ1Uld1UAxsM0AxoVjthGo/+QjXUWJ1XJrm6JJpV3WkIyxgP+Gurdn7bvS4vbIiVrc+H7J9KYRrx2FbxZ+DEud6Q2Wlq4YiduC0dnE5q+0AiW0DBw40p556qjnssMPKfl1UXK5+rr/+envO8ZmhFciWW25p4zICR7nPvzgUU7gOc0RD0CJysVzVYduHLcoGbdvYpbEmXNVBOW2UUJ3kNbt06ZwpsTruLVdjY4eSuaqj4BpDvHD58q+//mp1OReXs9pec/z48bb/81577WXzmHJfFxWXK1ys5sTHrcXqzd13322+/vpr2/eNflx8MEiQOeG23357KyiV+4TLMjTM53284sGlI8XqsPYfCNBRQnVQCxCvaB0mVocNXES0juOqzkUxROu4grKXpMMWvTdFfiE5LaE6al9xnNdxCfvVo4TrfNq4IFznuqRFCdVRgZgHybLrc+0CcRauOdddd50ZPHiwueSSS2ySkgX2339/e50m8OJe98JiANdvBv5wo/Dll1/aVW5asYjs09zcbP++tObCNchngASZmyiGsZAgc+NFgjzffPNl4jOSNpsPmFmBUYhYHbZAW4hYnVS4TkOoju4nHXwMQedEUld1ErE6iVAdtX3wvkOE4TnqyyJUJ15oKJKAnaZYXYl9rh9++GG7cHz88cebo48+OhPHpLhcvZAvca4xWPuWW26xf1/iMnMlGMq1/PLLmy222ML2ScWdl4XzsZTCdZRQHUTjnMELsEnE6iRCtd0+UauPTrFiWsOsXLXcvapnP9+hIKE6qVhdaL9r59IutlANSWUC73nRUF96sTqsz7Vrr+kGA2apz/XLL79sjTXEZtpmZuGYFJcrXKxmNeGVV14xt956q3VReEVRVkZuuOEG2xoEIZZemSTI2Pr5YGThBMwC/Ik//PBD8/nnn9sBG7yPOxzyUeC2uYYqRpV4R/Wq7hzRGiRMrLbfm+U28zu1S9WPOk3xOqlYHXVjxbkdJPTm66qOQyHiddjLeP+M/nYh+fyNXQ/r+ogWIUnEaj+4rLPW55re1LRgGDlyZCZKjIEhUiwuMk2apCiX8Mk16fLLL7dDLkT2ocqJtlz0q2Z+hDfW0FONBPm+++4z77//vo053BgSlxkSUk1xOUiwDrtuRVUWtXgWZf3DGAP3lce1MUy4TkOsDkuww/oLu3OgoUtDxbqq03CKNTZ1LqmrOgr3I/7y6ayK1Vnvc/3EE0/YxbohQ4aYE044IRPXPcXl6uauu+6y5xvi9DLLLNMmLhOLnXD9xhtv2O8zfBvhulu3bpk4P4stXCcVqwPdzHPOkQlXdVg+Hr74GhKj/cMPm4LnOlSjqzqNntfEy1K7qtvsK+KHks6LSJuwPtflbK9JfsKCHZ0ZGHSchbaFistVIFbjnuDGM6rfFr8CKyXO2cWUTJxdriSZ3neVEIiLtdLOZNEff/zRrLTSStZ94ggSrKPEau9gqDrfEl7kUEXPz7Vr8RFDqPbiROt8hEx/mXVQq5JC8QaOuvq6VFzV7Z4POZcb8hCTkya1bX+/eO08ol4i7M8YJTZH4R+46N9PIUK1H9fn2onX5ehzfeedd1qB+pxzzrGCdbnhWkz/L5KmsWPH2sE+cRYACL6UOu2+++4lOU5R+E0oN01RA5s4F3Bz4fonQSYOeZ1diy++eNXEZSda5+Oq9grVXqJE66RidVD8YUBjsV3VucTqfN1gWXJVp+UU87/njbMWb4vtqp55TOHfy1e8LpVQ7cfb55qH63NNXCZRLkXv3qefftomw1Q70f6j3Nc5xeXagL8z1chU/0VtQ/UT+TKLzZjBllxyyVbhukePHmU/X4shXKchVNvnQ8Tnxv/rkklXddT2oaJ053jCNjTN0VDVrupc+wn7rHTp0qmkruositVevH2ueZSjzzU5yGabbWavdbTLLLdQrbhcRWJ1Uvh1WDV2zq733nvPTs50Pbu6du1aEYE4LbcJq0j8i1Ad1mvXida5XNVe0dkvWscVq/2idVKx2gkCSYXmXP1A0xKuo4KHS77j7SdZshz8ejmGQ+YloAf/TJRwHcdVHUYS0dovVAftK02x2n/dcYG4VH2uXS/M0047zRx66KGZuK4hmNOmiVViems5KP+iHOyjjz6y5ambbrqpfV+oiBk+fLgtaXr77bft4CxRvdU9CNckyMTo7t27tybInCtZOH8LZbN/vlqQqzqOaJ2PqzrOYqm3X2caYnUSoTo6Ye0Yum2jz5ldSa7qdvuPIUo3eQY/FsNVnYskwnW5xOpy97l+4YUX7EydffbZx5x55pmZuK4pLouwz8fEiRNtvsy58eKLL9ocGUGHfJm8MQvnbxridRpiddIhjIi+LApXiqvaHXPcbe3zgb9L7kVg7xDjSnVVR1dDBe+nqalTTbiqs9bnGi2wb9++ZsMNN7R5SLmFalBcrmGx2gu/Gj2avc4uVo2ds4sG5ZUSiPPpG8SKOW0KcLMxmDIKBOu4rmo/HUOCW66fg84hLpcwoTrIvRZHaE4yvCpf4TppkhglXqchVgcdU71HVC7EVZ0LJ17n46rOV7jOJVafsU/8wY6FUIo+1w899JDt5c8EY8o+s3IdCzsOJhizCkxixECLCRMm2GoPJkszMJcyaW+wFtULn49PP/201dlFVRTOLhJk4vJyyy2XmfM5LdE6qas6SrhOw1UdhUvIG+ZoLJuruvX5DoU7optCfo8su6pnv2bg0zP35fkZ58KO2lfofvL4qOUSrbMgVAcxefLk1gS5GH2uEfuYocMi8rnnnpuZ65jisogTl/lcIJ7g9Bs3bpxt8dWnTx8rXK+66qqZEHjyEa6L7aoOdD6H5MXefXgrjSvRVR3etqs4/a5pFVkJruqw0y0qHnRpSuccrQSxOlefa3QrhNi0+lwj+iL4rrXWWlb8zcp1THE5PlUtVnvh1+SEdcL1a6+9Zv/YztmFyysrN5aFwioVQjUlj/xeSfr1bbv/e4lFZydyBw2Jivo5r+jsbysS5apOKjInEaqT7NdP8iSx7d/F9aBOS6iOc0xJWofk49iyrxHQWzufluPev72/v3UuobqUYnWx+1w/9thj9prFwKbjjjuuaq5bonadXcyewF3AHAqcXTggSJBXXnnlij6/Ea0LcVVHUdfUWFSx2k+YeF0uV3X8fprxRYA5/q8xs67qNvsJ3T64F3YU+YR1f/z2D2jMqlgd1Ofa9dMstM81OQVGGHrz0wuzkq9bQtDi7qabbrKt5p577jn7udhkk01sXEb0yYrgE4c+/SeUxVUduH1gTAvetqFLY1W6qvPdPkm8Je+sFLE65NQyTQ0dq85VXeo+1xhjEKrJJe64446cxk2RTWpGrPbCr/zZZ5+1cXbRP9M5u3AiV+qNJh9yWn8suuii9pHP7+EXrOMI1cEtPuIJ1V4QrZO4quMIzIWK1WH7TVOoDnytpvpUXdVxCBOv8xWqw4TrQsVqv2idFVd1sftcu16Yhx12mDn55JMr9jolRFBc5jPhdXYxbwJnFwIQA5QrKUHOlSwXIlTHFa7TEqrDrv+Nc3bJtKs6eWl17n17Bw0nSZ6L5apu+zMhf6cQ8ToNodrPsTtGt5PLIoX2uX7zzTet8YU5OQw+qtTrlBBBUIVw6623WrGHe1DcjgjXO+ywg1l//fUr7nyPEq9L5aqOI1bnclV789Fqd1UnjbdxBOk4bbVK4aoOkwOC7hka6jtUlau6mH2uv/zySytUY9pE6yvFvApRHGpSrPbCr//VV1+1Jsg4uxZZZBHr7CJBpvSpUgQhHGr0sWHK8wILLFDw/pxonVSsdnSu65xYdHbCcmef0zrqZ3JR15DOBSroRoN959cjMnnJT32CntfuZxIdU8D2rp1HWmJ10L7jEPW3d5ewep/bOotidVifax6UQkX1ucbdst1225n999/f9q2qlOuSEPmAeHTzzTfbBJkebYhG3HgSl9dee+2KSZBxh7CAzIL4vsd8XxSxOky4LrZYHVQF5LZt9PTATstVHbZ9Gq7qsP2EJr0h++jyfw1ldVXHee36WU5oidWF97lmiCxGF8S7a665pmKuS0LkW7l7++2327jMUDCGLG+88cbWRMFnoFKciz///LOtQGZB/JChv2XOVZ2oV3WMONfocWlXu6s66jXDRekgd3ansrmqw+4XZu7Le4wdq1asLqTP9TfffGOvR5g2me9UjLlRonTUvFjthbeCxNIJ188//7yZb775rHDNCvIaa6yRyRtRjvvjjz+25Q4rrLCCXXlKi633fjsvodqbiPtbfEQLj+0TeCdc5ytWpyVch92whDmh0xKqo25cwgTsvAT0HD/jdZSVWriOI1Y7/KJ1FoXqOH2uCb4PPvigHdZEyTL/7rHHHmbEiBESqkVNwaLObbfdZpNknF30gEe43n777a2zK6sJMgNRmJvBrAzuJbzOrmKJ1VHDGYstVEdt7+6d/NVJwS7kwl3VdvuA+7VCXNVx9pMrufcOliqFWB2V9DoaQ4Y+1ZpQHbfP9cMPP2wHNdFDEqF6nXXWsS0TspgfCFEsJk2aZHNlYvMTTzxhz/+NNtrICtdURGVVIOKzTDUEszIwpwXRd9eXM+2qbrOPlPtd5xK2s+6qDttPEqHa7jsspnbqEDi3IapzVFpida5wfmi/7LfgKlZ7TUwtDIVl7g2VTixEjRkzxn5PVDYSqyPgA0AzdufswvXonF3cnGbhxpQyCZwdiOx8SBkSUwyCROu4YrVfsM7lqg6jU8olHEmE61xCdRLxOh9Xddzn6+rrUnNV5yJt8dqdF/79JhGqg0TrShCrgwIxn+sjjzzSDm2iLJn2ROeff35FuUqFSBscFcRkhGucXTgdvc6uLJT6cV368MMPzeeff25WXHFF68yMOwyqXOJ1mq5qP2HXq6Dt6dNZqa7qJC40//beOQzFdFUXIlzXoljthUVjSosPPvhgW+nE14hdo0aNsuJ1rrJkIaoV7lkptaddCHNVuGfdYIMNbDXglltumRnBiJj8/vvv2wVkFpvyHZxcSa7qUvS7bpqzsapc1bnE6sDnZ73nfrdzUqE66rUlVgf3uUYDO/zww+21hwVmTJsXXHCBnSNB9YeobCRWxwSno+vZ9dRTT1l3hevZRUAuh7OLDyjlxdwkIFQX+2bAK1gnEaq9dI4QEsLE6hm+DMnv1C6FcJ1UrA4UkhvqUnVVxxGk47YOyUesbvs6hQlEYYI0+81XrIYRh2TjBjlf3njjDbtCjOC18MIL23Im4Ob/9NNPtyvHQtSys2v06NFWuOYmleQK0Qjhmoqocji7WEB+66237PRu4jL3CnEopWjtF69L5aqOs31Y8u3tg93QpaEiXdWxt+8QXClUDFd1XOG61oVqf8UEC2SIXaussoq577777CIaLmtmSXTr1q3chyhE2WARh6pA2nhRhUCO2rt3b1sdyKMc4hG5AiI17TK5n2a4eVpsPuC1SLG6klzVpeh37eKqP2+sFFd10hza7crvxparOl245+a+n+sP8ZlrEG1+0eqOO+44s9pqq5X7EEWeSKzOg99++81OSCZBpvSJhJgPBiXJpXJ2Efzpt8Vr0fqjlG4yROt8xOoZ09v2vq73iOtRrmq/WF1q4TofV3UcIbkhZFhjnP3k0+aDhDZIlC9UqE5DuM7V4iWoTUicS1cli9X0nyf5pZzy6quvtjeOuFVwdOFgGTp0aLs+XULUKsTEe++91y4qP/roo63Orm233dYu7vh7zRYDbpJZQOZfhOp8xfJSC9dOfG7w95lOQaxOIlTHFatnbxueZHsF7ay7qts8HxKOva/b1oWdnqs6CtfnutbFapf8LrXUUlak5t6be5EJEyaYu+++2+yzzz52YVkIMdNU9cgjj1jh+qGHHrKLOlQmI1rjui5WNbB/AZm2H5jOiMulum/ut+ebNeGqTtrvOsnisPf4Gho6Z95VHfd13d8oqOe0xOrk8NkmX+Y+EV2OVoHEZYwjxGVn+hKVicTqAmEomuvZ9fjjj9vEwTm7+OAUw9mFWI5QTWnxsssuG5jElYItdn8jkavaL1Z7Reu4ruqo16r3DJZKE3+PzVwkb8HRsV0bj1z7SvoaYQmtdXsXYXhiEvE6aS9yJ1xXs6saBwgrxLhRbrjhBrX9ECIBiMX0qqOPLIkyZYF8lhCut9pqq9hu56T3AsRlYj4LyGlUW5VCtM4lPLcXsMvrqm67fQJHWEhy2zRHsvLlLIjVQfh7YacpVMcRrmtBrKbXLUL1QgstZK8vWe3JK0QWYQGZ1l3MheLzQ6vNtdZay2y99dY2Z45ql1XIvcCrr75qBWuE6qy06tlm33dr2lUd9/nkonQH09jFbzgrv6u63fMhP9MUsigsoTpaE6PdR3Nzs72+FOM6IsqLxOqUnV2U6dPnGmcXK8oMfyJB7tevXyrOLoL7a6+9ZvvkLb744pkYtOZE63yE6ja9ipsaYovVUa9VLNE6jnCd32DDjonaeOTrqo5DQ8whkWkK1/kOzuxc16kqxWqGpdIbn4GuuESzOjxOiEqAOEw8RrimJPnnn3826667rk2QcXbhwCgU3GII1fPMM4/p3r17URaQiyVcJxWfcYkF9b7Okqs6SdIbFhu9CXjjrLiYVaE6iC5dSiPKIFzXglBNT0zi8t/+9jd7HSlFpYYQ1YqrEkS4duX63PMSl2mvSc/ZQvNbFqmJy7QdYeZLJZk+tt3/vbzE6mp1VcfZR2gsDxCZaa9Vbld18Gu3f472IRKrw1sBoq9xD/7kk0/a64aoPiRWFzFBZuXY9eziA4Wzi0BM+VM+zq6vv/7a/Pe//7XJ8IILLmiyBIJ1oWK1w4nWSVzVpRauXbCp863SF+KqbvcaAdEJJ3Raruro4+qQeAhlPqJ1vkK19+fqPKVhlS5Uf/bZZzYh7tmzp63YkFAtRLoJMje0ztmFAMXAUtzWtPHKx5Hx/fff29YfXbt2NYsttlhJFpDTEq7zEaqjtveL2Fl3VccRquO8ZtMcDZkSq4O2b0p5ILKXoQOqO43AJEKlEy0LWPhS+y0h0gMZYvz48baK8IEHHjCffvqp7S+LCLXzzjubv//974njKm0BEKr5WXLmLBi70mbHwZ+0e67WXdXtt01Wnez27W05Yo8lZD9pitVxw3yjz31dq0I11YzoaVQ8MUuOz7qoTiRWlyhBZvgTCTLC9U8//WQTZD5klD7lcnbxJyJ4f/TRR7a8GPdWVvEOmshHqPbSOaQfdVyhuljCdVTimLRlSFgiHvfGqj6GEzrpTVpY4C2WcB3UjzqKsHPGidaVKlQz+IUSY4YzuV6YQojixeXnn3/eJsgI13z+cHaRIO+44442zua6dvIz9JZfZpllzAILLGDKQSHCddpidVQS69qJVJqrOtdrxhGkGzxCcSlc1bl+Jk3hutqFaioxaOlHPKbVXyl67ApRq5Dv0rbj+uuvt5XKH3zwgVl55ZXt3AmEa4xaueIyi9AsIFN9zCJyNQrVSdnlyC9ixcVacFXnM2zZu31jrKHH6biq4wjXtShW08kAgwkGL4Tq+eefv9yHJIqIxOoyJMh8sJyz69tvvzW9evWyzi5Kn+aaa6422/Pneeedd+zKEf220ihZLrVonY9Y7Rek6zxCc75idVrCdZLkMUq8TuqqjnNM7YdD5u+qzkUxxOs4wnUuN/YFQ9LvR1tsvvnmGytU096Hkkj1whSidBBnX3rppdYEmcXhVVdd1QrXO+20k5lvvvnaXEvZnnY9bMcCcpZKD5OI10FidRpCdVQiG7SfhjkaA8XqNFzVYYlvWq7q5O5pz6BET6uOYrqqc1GIeF3NYjWlxfTC5L6doU1/+ctfyn1IQtQMxFmqiYnLGDjIhYm3fCaJy0GVTF988YV599137TwnCVj5M/Df36QqVpfDVT1z+w6pCtVR+/e6sYvlqvZz9A7V34IrqA89hpL33nvP6mkaaFz9SKwuI9wAjxs3zgrXlD59+eWXrc4uAjGCFSvJTDEdNGhQRfbIQ7QOE6ujRMcwQTrMbV0q8TqvntSe5LyzR+At1FUd55iCel5Hke+wxTSFa9q/eJ1o1S5Uu16YlDBRedHYWJnOcCGqAW6JmAvhEmScXSwU4+wiLvM53XPPPc1SSy1ljjzyyEw7LaOE62K6qsMS2bB9dAxJer3is3emRXAyXDxXddhrFiJUh7q2fIMSSyFW5ytcV7NQTes+PvMMbyIh9htJhBCljcsMHr/uuutsXH7jjTdsRRPCNXnyEkssYYYMGWJbA5x66qn6vBYI7c24D1pyySWtiSYOe538QypidZZd1bH2712QbuhUNFd1LYrVtNjdZZddbOUEcXnRRRct9yGJEiCxOiPwZ5gwYUKrswvXFqIVPTTvuOMO06NHj4ouZeq768sFC9VZEK4T96QOSc5nv1ZbB20+f+NkTu/6oojVaQrX/l7lXuG62sRqemH26dPH/PnPfzaPPPKIemEKkbG4/NZbb9m4fO+999qWH3xGaQlA0swcikqKy17xOolYXUxXdZhYnc9wxsYujRXjqo61QBAhYhdLrE4iXFerWM1gNubLINjQ4169MIXIDq6yycXll19+2c6BwgA2atQo216zkuJyFis933zzzaK70/cf/kvJxeqkQnWhYnVQ/GcocdvnTV7UmlDN53vgwIHmhRdesHGZhRRRG0isziCUMG288cY2KebP8+GHH5oVV1yx1dnFKmelBmInWqchVhdLuPYn8XWz9l2oqzoODQHJdhSF9rOsq/c6vdM/p5IK11FDNetztAipNKGaXpgMbaqvr7clxvkMXRVClAb6U1MB8fvvv1s3NSI2g5ucs4te85UYl/v0n5B5V3Wu1wzrdx0mPjfO0ZhJV3WS7wWJ12kK1bmE62oVqnFmbrfddrbSUb0whcj+fTS5MTOd5p13Xuu4xm1Jn3nyZXLnSozL5YI2KrRXWH755c3f/vY3kxUOGTEpUFDOsqs6Tvx3NDYF33tEUUtiNUL1XnvtZWMy+TL33qJ2kFidMZ577jnbv5q2H8OGDbMXPvp0udInEuTllluuNUFmgESlBmJvkpxmP+pChOswt1mYEzpNoTooKOYa2Jh2iXBDwrYhaQvXUWK1W+AIaxFSSWI1vTBp7zNjxgz1whQi4+CoJvldb731zOWXX26d1Z988ol1dt1zzz3mlVdesS4PPtPE5UquhPJXQYUJzVlzVcc9ljAx2b9v59LOgqs6DojXxRSr/aJ1NYrV9MJkaBMGkaefftoOcxNCZBMWlIi5DDe+9dZbreGD+U4MTb7rrrusA5PPMKYQhOtVVlklNLbUOkhB3NPwQOCnqrsSOXzk1IoUq5OK17UmVO+///62+vixxx6zGpioLSRWZwyC7E8//WQOPPDAdt9zLmuEa0qf6Nmz9NJLtwrX/H8lJshe0ToNsboQ4TqXWB1XvE4qVM987dzBta6+PjVXdS6KJVyHidZxhGo/TriuJKGaHpg4QSg1ppRJvfWEyDbcIPNZPemkk9rFWOIyrmuE67vvvtu8+OKLpmvXrq3OLvpdV2Jc9rPZP1+tCld1XLE617E0zdlYsFAd9bqJF6J9r9HYJf0ByI4z9sk9CLkSher+/ftbQwifdT7DQojsQk/lK664wpxzzjl2AdkPbXyYCXXnnXdaIxjtfGi7x3C2Xr16Sbj29QP/6quvzMorr5zpORyFctTF00ouVOcjVgfdMnn7X9eKWI1QPXjwYGsKefTRR+1Ciqg9iiJWX3jhheass84yX3/9tenZs6cZOXKkWX311UO3v+2228zxxx9vV/QYWnTGGWfY1VJ3A3ncccfZAYSU+dDblRYZw4cPt6uptQp/tk8//bTV2UXPLpxdJMgI16w8VVqCHDUMqhTCdVKhOkq8TsNVHed7cdzXcfdTCvG6XT/qpvqCxGrHZcdXhgsAgZoBqixIkRBnqcxOVDeKy6WJyzi7SJBxdjFAmffDObtWXXXVqkqQGaBcSa7qmdsncIknPBaX9DZ0aSipq9r+TK4y4xTF62oTqxnatNtuu9n76LFjx9phbUKUAsXl0vDjjz+aW265xQrXzzzzjK1m3GSTTcwOO+xgZ09UU1xOAtWdVI4xPwfneZcuXUytcsxl0zPhqp752uHfO/GfLTVzP33EEUfYqomHH37Y3j+L2iR1sZpgMGDAAHPxxRebNdZYw5x77rk2uNKHOWhICaudlNbS8gK3IUkewZebRgRX+lFRlrf33nvbQE7AYZWF1ZaXXnopzUOvWPgTsiKKK3v06NFm/Pjx1hXiEmRWSiVc5xau0xCr/eXB9Y3xelCnmbSGiddplgjnI1xHidFRjutqEarphbntttvapIS+W/TXE6IUKC6XB5xdN910U6uzi8UpEmTi8lprrVXVCXK/Pd+MFKsr2VWdvJR45vONnsXZYrqqc1GocF1NYjXXrD322MN+PhGq6T0vRClQXC5fGz7e5zvuuMOaRhBoEfURrjfaaCPTuXP1XN+i4LygxzcmGirAGmPmq7XIsVfMKKurutbEanStY445xlx77bVmzJgxZs011yz3IYlqEqsJuKuttpq54IILWlftFl54YXPwwQebo48+ut32JG0MLKIfs4OTEqs/ATwIymxZecZZzLBBMRv+nN9++20bZxcDYlzpE+9bJSXIxRatnXCdllAd1cuShN0Na0zLVR30GkECcDF7WcYVriOd057LUL1vf9UgVk+dOtXeCDPBnF6Yte5yEaVFcbn8UE2BQ4QEmWsArjfn7Fp//fUrKi4nvfYhppAIr7DCCq2/5zb7vhu4fdD7UEmu6vbbhzzvSWAbuxTY3qsAM0JS4brahOp9993Xtvl5/PHHba95IUqF4nL5mTRpko3JPJgfg1CNYP2Pf/zD5s0MQK9GqCZ59dVX7TmHUB3URkXk5virZ+anclWnB3rA0KFDzSWXXGLuv/9+s+6665b7kESZSfWus7m52UyYMMGuhjg6duxoVyyff/75wJ/h+cMPP7zNcwQIHMJhsHrMhUFDydrD+8KK/KGHHmoflPbcfPPNNhDT23qeeeYxm266qRWu11577cwnyA/fslrRhes/pja3+bquqTF1odoxzf9aEa1J0hCYp01t25+r3ufsSoOpU5pzCtdxhWponrU/ROtqEKopzdxll13MBx98YB3VEqpFKVFczga8L/vss4994Oy6/fbbbVymT25TU5MVrkmQ+bdanF0IAQjV/O7LLrusPe8coy9ZOufP/+OADxK/ZlJXdRaYMqm5Xdz3CthRFFo1N2XStJL0uc6iUI0oSHkxYrWEalFKFJezAa5qWgDxYGGVtpo43hnohpC7wQYbmO22287mz9XiPObcIy4jxCNUZ10HyDKn7N7BGhEYsr344oubhRZayJx0ff7vZx7jrqoK9IDTTz/dXHTRRfazKKFaQKoZ0XfffWdvAP3l7Xz9zjvvBP4MJfFB2/N8WCn9v/71L5vg/elPf0rx6KsThrcdcMAB9sEFldInSpIJvrx/XmdX1hNkJ1wX2209bfKU1MTrXD07/eK163mdn7sqd5RrntxcVPE6jnAdF0RrJ1b73daV1gvzzTfftOWGcraIUqO4nD0YYETrAR4IulRBEZv33HNPmzh6nV0NDfFmEmQNBHkS4vnmm8+2VshHVL1j1JI5t9lx8Cd5HmE2XNVh+/cK2EnE62IK19Xiqna9MN3QJlomCFFKFJezB7GWfJgHJhNcnQjXhx12mM2hyZO32WYbs/XWW1dsb2dafhCXuQehdYx3AVkkh1Y7CNX0j6cqAk4eODvO/PTTj3aOyU0vdC/vgVYAvF9nn322bYeETrXhhhuW+5BERqioO0+CB45gTmhWXUQyWFmnlxmP3377rdXZheuTFWOvsyvLJUGlcFuHiddRwnVU+4+4NE+eOvNnvH2vZwnYUSR5jbav11wS4bquPqQfdUQXIq+r2uu2rhRXteuFSa9AemGy6i5EtaG4XBgkvbvuuqt9OGcX7UJIjrmGOGcXPUorxdnlnEaLLrqofRRzZsat5y2ac5v+R3xuKhnuLZqn+KqkGuuK+r5Wq+Oa6xQCHp+xhx56yM50EaLaUFwuDHJghGkemE6owGD+xLHHHmsOOeQQ6/jke8yhQfitBMj7EaqZndG9e/eKm2WVxZkkr732ml2Mx1Hth/f3r3/9q32c2G2GXcBHuOaBSeGZiZu03b6Ge1VznTrvvPNsD35iM0YNIYoiVtNiAkfKN9980+Z5vsZdEwTPx9neBV76btFbTqvEhTHnnHOa3Xff3T64aFJGhng9aNAg+zdkRYsEebPNNsuss2vixInm6H1/tavDtD4phXDtbxkSNKixUPzuLSdgz/wefa+Lkzg64dq9flqvg+gcJDbnQ1r7KTaITJT7P/vss7YPnoY2iXKhuFy5zq4HH3zQtvGi9PvAAw80vXv3bk2gs+rsYmYGQ5vCErhycNM5Mx1PUfzz6ImR3y+lqzoOfvG6oQgtvrzC9XmHNplqSIiPP/54c91115kHHnjA9gwWohwoLlcOVB1vvvnm9sG9Pff0zIU65ZRTrOualpq4rcmZESazCO1gWEDG/YtxRkJ14ZURr7/+uhX947R25P3mc8hjySWXtL3nl/z2Yytc//LLL3aGyQPvrm5qEbegduqpp5rrr7/eGjOE8JJq/Qf9j1ZZZRXb/81Bzye+7tWrV+DP8Lx3e3jkkUfabO8C7/vvv29L9uaee+40D7vmIenFXU3ZBRfOyy67zJYGHXTQQdYVxfcoUaZ8KCt88skndmI2g0Xc1Gwc1+5RKhCv3cMrKhfqeI5KfulD7X2k+RpevK+RL/6e04jN7hHXVR1Ell3V3MwiLHGt4lq2zDLLlOy1mRLPwB6cHnwuELX4nPhLQzk+rqMsWlFN4U+ARPWguFy5zq6tttrKJsWUeeM24T0+7rjjTNeuXa2j65prrrFunazw1Vdf2QSO/r9ZEarjcv3wBVof15w2b7tHucg1B8MxdXJzm4doC/cbiEvc32LOQGAqFYrLwo/icmXCAgN9xa+88krz2Wef2eoMxEfaFyACY/Bi2CWu26gcp5RwLPRH5/iWWGIJCdUpLMjjqGYOR74ziOaYYw6rrzD8dJ111rELTlsu85JZe75HTJ8lnze7rfVhzbiqr7jiCruIfNVVV9kFn1KhuFw5dGhJ+WpKf6eBAwfaKZ58COk9Q5JFDy56aw0YMMAsuOCC9iSB5557zrqFhg8fbgcY4CKiuTqlKjhmCbzbb7+9/ZoJyN5+XfRjrtZJvVmA937MmDG29IkbIsRq/lYkySTRfHBLDacrg+q+/PJLW74Z1zGQhus6zCkVRUOXZG6kKHdV3Nevb8zfCR/H3ZXEcZ1LdA7bX66fK6d4kEuoxmlBD1oSBYaXlJK+ffuanXfe2QZgShcpWaRf9ltvvWVvjoDBMfTiu/rqq+1qPotSLE7hAhfVieJy9cA1hrZCiNjEZ4Yor7XWWtbZxY10uZxdJO7EZvr/1ppAMmjodwW5qmf+TIeCxOooCnVdV7qrmvtGyov/85//2NhMq7tSorgsglBcrh64xrzwwgvmhhtusFUbxEP+puTKO+20k229UQ6RGGGNaw3C6vzzz1/y16823PvJ583fPz4N+AwjhvPAvU21HUIqD+JCtS00YLigcvDSSy+1851KieJyDYvVcMEFF5izzjrLuoFwvp5//vmt5XYMKGA1iT+8A9cubiHcsjSpP/PMM225DfDcYostFvg6lOKwP1F8+CAjviFc07uLkiJWA1mJcsMaiw2n6ttvv21XiRGq3cUkKfkK10nF6qDksz5Hz9GwhDUfoZx91SW8OU1aihwlXMcRqoP2V6lCNefnkCFDWj8jBMByww0PNzkMd1xvvfXs55abZoQukhogMcL9zaT5Nddcs9yHLIqE4nJ1CtcIGHyeaRmCs5m/KcI1rUQQjYud3HDd++ijj8znn39uzytmY4iZ7HXyDwW1AElDqE5DuK5ksZrzc8SIEVbU45qGyFduFJeFQ3G5+uCaQ8sNWhogdBEfyVm59jDsEjduKUTHL774wrz33ntm+eWXt9cXURjcXyFkrrDCCiV5P7m/Q++g4p2YgUjqhGtMCZU+HJN4h/g7atQoO1y83Cgu15hYLaobLqB8mJ2zi9U/r7OLFfy0oTyOPpj0eSLopzVoKq5wna9YHPi8p21HnafndRqu6lz7ihKvkwrV4BWW/QMa8xGr3c9EieBZFKu5jP773/+2ZUy4KkpZYhwFTkcSGj47OAHoX7jRRhvZCdZeUYm2Aoceeqh1hQshKg+uQePHj291dtGvlAWzfv36WfcIN+FpJ8i8JmWTJFPE5XJUW1Uae5/yY1nF6nyE6303/dieP9zbVVKCzPl54YUXmqFDh9r7VcwVWUBxWYjagGsQbk2Ea9zuxEuqjxCucVwXYwAxr8nCBQ8WQLLaR7uSYEYWQiVCNf3mSw0aCPHBCdfoMAipPFz/+0qCRbf99tvPLiTzbxZQXM4uEqtFQXDBZIXJObtoz8FqEwkyfdO4iBYaiHF10x+Kf2mrUMxStjDxOi2x2H4vR4/p+qaGognlUcJ1oWJ1m33nOZzRvz//frIqVJ988sl2dZibUco0swA3N5Qg/vTTT+aZZ56xz/E53WOPPczUqW37q1OuuMEGG9hSaSFEZcM16dVXX211dnETjpjM4BqEa0rLC43LXF/++9//2uFA7LupqXLdt+Vmn9N+KrlQHVe4PnHA5NYEmRJl7ukQrvmXwWNZ/gzQn/qYY46xpcbcj2YBxWUhahOuSTidGfBKruDacyBcE5fpfV1oXHavgVOfuEw/XpGOQx3hvxhmvHz+xtx3EZd50FeZKjriMuI1806yzN13322d1MS1gw8+OBOtTRSXs0127zRFRcBqHu1AeHABfemll2yCTA82+v+suuqqVrhmBZkBAkkvSs3NzbaciqSIYSTFTo78wxnT6HXtJc4wRP+gxoY50ut77WVac3NBva6jnNNuKGOh/a39+yFZzlIg5pynfyDuLYY2ZUWoBoZCcDPsAq8QojYgzrKwy4PBT4jKxGX6obKwhjvIObsoG08al1mkZgGZ+Ix7W71QC+OSY/9sFxRwb3Gfg0N9v2E/l/QYvEMZvcI1yTmPpZde2g7zJDmmrJ1ziuddgpy1c4DWCUcffbQdhJYVoRoUl4WoTYizXEdPPfVUO+z1448/tsL1vffea1vBdOvWzbZ0Qbim1UDSuIzgRpsKBDficpcuXYr2u9QKbhYH91JZcahzXtA/mQcLHFScE5c5Vv7+HCcxmdicVhV6WlD1N2jQIHsfmhWhGhSXs42c1aIocFqRzLrSJ3exx9lFgrzwwgvnvEixWsigEHpT03MrC+WnffpPSKX9R0F9r5vy63udhDjCddI2H7mE61z7O/gfn9ug7E2QGT5RznP8nHPOsWL1HXfcYaeAZwX6gLF6/dRTT7XpYaiyJiFqF65Z77//fquzi3JHkmLn7KIEMldcZsGQBWTiMeXMWVo8rEScE47BTQjVYbM4Si1ew8XH/Dn0ey5B5oGITTxxcbncLnta4ZAIX3TRRdYZlRUUl4UQQTEA9y75MteHCRMm2OsDOQVxmcXlXHGZBWTi+eTJk62jupy5UbVAGxUWFNAuKmUWB39/qqCIyyxa4Kx3fa7znfOVFsw943ym5z4VT1kRqhWXs4/EalF0OMVY7XPCNUMSEZ9dghzk7CIRQqimtCWfFeZyitdpidVxRGe/cJ2GUB1HuM6nH7X9uZYZee/vxrMXMpMmTWpNkCmDYmXZrSCX0kXAOc1gnJNOOslOZKd8KAtwXCTpd911lxk7dqwVn7y4gREMgaS/PNBDr3v37hoYIUQNwbWCRIy4jLMLAZrrBc4uFpR79OjRLu5SDklcRowkhldan8Qs/g3og8ncD4TqJDGsFOJ1lFjtNxa4BJnEDme4N0Eu5f0bvTD33XdfO6hun332MVlAcVkIEfdaQQsPWhBwvWAOxUILLWT69u1r4zJCtD/usoCMOQxnNcKqFpALh+ohnMq833/6059MJULlm4vLP/zwg71vcwvK/E6ljMvMOWPo9xFHHGFnSGRB01FcrhwkVouyOLtcgsxKMB98J1xTBvXss8+aYcOGWdcqJVNZuKglEa+DBOO0XNW5SNoyJClOaM5reGLLjLz3h1DtB+HEG4hJil2CTLJcrPOGc5g2NwxUxKHopgRngQMOOMDe5LJKzGfHgajv3G7777+/LcWiTJobFoI1PPfcc2U7biFE+Z1dOFK5dtDOi8FPOLtIkOnVyIIziQblywirWah0qvT3nIV7YhfvZyFu5GII13GFaj8IJy4uf//997YM2SXIxKFi3s/RiosSY0rqKevNyr2j4rIQIp8YwUImYhmCGteCeeed1/Tp08e2NkIsQ9jmmjdkyBCz/vrrawE5hfccofrzzz+3cblaen4z84t4TFzmnKKlqjN64Rou5v0cms52221nY9ppp52muCwSI7FalA03sRjh+p577rHOrgUWWMAG33/+859m5MiRmbmo5UvfXV8umqu6/c90zDmsMU38AxrzEavj7itIrPYnyARglyDTP9MJ12knyPTA5MaQf/v372+yRNjvedVVV5ndd9+91QWH6MQNMII/N74Mh6SnvBCitiEucx1FuCZBfuGFF2xSg6jKUBlu7rPWn7jScL1Fce6QEKfdVzIN8Tpfsdpfmu4SZARshBSXINNXM80EmUGiAwcOtP1gKc/N0r2j4rIQolCoWqGS884777QCIKYc2j4wpJHrn3pUF37v458dUa33H9zPubjM7+3iMm0201zwoDJg6623NnvttZedn6K4LPJBYrXIBJyGiH+sdFHyRPkNfYGcs4vSpixd5PJls3++WlKxOivCdZRQ7XVVB7UIySVUhyXIBGEenDfeQFxIgoyTevDgwebSSy81AwYMyHs/QghRCZAEU76Jo+vLL79s4+zq1auXnFx5JIoM8vntt99sQlzs3qL5CNdpCNVBvzdii2vjxdcuLtPurZDz6KGHHjK77rqrOeGEE8y//vWvqrhXFEKIMFhEJj/G+YtRB2F14403trF6ww03tM5Zkf7siGr8velt7YRrWocQj4nL88wzT0EtZWgZ169fP2s+pC2X4rLIF4nVIhOwkkV5BS5rVuG4cLqeXePGjTMLLrig2XTTTW2rkFVXXbVqEuQg8boYQnUpxGtE57DBjGFidVj7D+9+korVXkiIXSDmgZBNAHYJcpIbOhwNLKbQq5pVYiGEqGYof0SUpiUXfYARG2+55Rbr7GJqOuWjm2yyiU2Qe/fuXTVxuVgQj2h9xuwFEuJSO9TjCtfFEKu9kHbgKnftQnAvuQQZATtJgvzEE0/YcxSR+vjjj1dCLISoeqGa2RLkzCeeeKKd8URMZtA710PiCoPh6LPLwrJ6WBdvdkS1vQ8sort8mfMKg5eLy0kW1l9//XXb3pVzkLaZisuiECRWi7LDSh6B9eSTT7Zlxn5wybqeXZQ+cdEkQcZxvdZaa1VVgox4XSqxOk3hOkh0bu1HHdNVHcTtFyxR0HG1ea2WFjuU0SXIlM95A3GUcMCN4N57723+85//2B5WQghRzXC9ZHDsbrvtZsVAP7/++qsdZkeCzPAcEjzn7CKey9nVFhZKSeAoJSUhLqeAkEu0LrZY7T/PSIpdgkyyTIsQF5ejWqQ8/fTTNhmm2on2H0qIhRDVDmaZnj17tvbP9cLCH201WVR+/PHH7XPk1fQMRuBOu+VUpUP8oSUXC/GFzo6oNlhUd3GZ3JmWmq4aKkrQ5/3E9Y9YfcUVV1SVRiPKg8TqFLjwwgvtQBd6LRNA6LW8+uqrh25PgocDhH7NTB8944wzbBAJYr/99rOrUiNGjDCHHnqoqVY4DeMkGrhkb731Vpsgk6hw8XTOrmocLrH5gNeKLlSnIVxHic51DcFJeZwhjWmK1X68CTLCCy5BlyB7b1juu+8+2wuToZ8kxUqIhcg+isuli8skNcRk5+xCqEawJkHG2VXsVheVIFS/9tprdsgRLc2y5HTzC9elFKqDYBHZxWXc1ww1cgmytzSbirttttnGfhb5rCouC5F9FJdLF5eZ5UP+gnD96KOPWmMYefK2225rF6JrXZgt9uyIaoJFdmf0ot81sdjNhaIFjTsfaaXCPR/3f7TNrDZNRpQHidUFQhCgd+3FF19s1lhjDXPuuefa4Pruu+/aD7EfJoiut956VvjacsstbasLgi+9fZZbbrk22+IkPumkk+wFgoFu1Rx88wGBkeT49ttvN2PHjrWBF+Eapw3/VqOzyy9epy1U5yNcR4nOLTNmhO6vlK7qXOBGcD27cPKffvrpdtL2IossYm+U+RzyGVRCLET2UVwub1LjnF2PPfaYTaxJkInLOG1qLSFEoH711Vft+4BQXY33JcUCccUlyMRlPsdLLrmkWX755c1xxx1nhyDxnOKyENlHcbm8cYje/lQpP/LII9ass+6669oFPx70vq4lSj07oppgEYSWKS4uX3755fb8odKdCvl11lnHts2UUC3SQmJ1gRBwV1ttNdvH1l0AF154YVuec/TRR7fbntYVBAlWOx2IYiuuuKIN4A4GGbFvggsJHoFXwTfa2cXNCjc+OLu4SDpnV9++fasyECFcF1usjiNch4nOfqHaS11D7l6dpRSrvfD5pIf6DTfcYMu26aU5aNAgK7bQL72QAY1CiOKjuJydpIYBjYgUJMgI2fS2xtnFbIpq7w2JQPDKK6/YmMG5pOStsHMJpxaC1fPPP2/dXHvuuae9xyM51nsrRLZRXM5OpQ8tQriW8p5RsYzQiGhNnkPFcjXDeUduRxVPOWZHVNu5RJtM5o1xTrEYT+s4ziMGfVaj9iJKj1SXAl0fEyZMsH0aHSQlfM3NdBA8790eKJnwbs+FlA87q8M9evQo4m9QPZD0Mg1+9OjRdrXv0ksvtc8feOCBZtFFFzW77LKLdWDjoK0WHri2p7n/6uXNHRcvZY7d+5eiv17z5KmtjyStPKL2lTWhGihvWmGFFcyHH35ojjrqKFtWOHHiRDvgE6c1N3dCiGyiuJwdaHdBAoybi7JvRGv6ER977LGma9euVmi89tprbZVUNYqrnIeIqBKq0zmXaBdAmTHuTM4pTAq0gJtvvvns4rIQIpsoLmcHYhHVx5hyPv/8cztIeYklljBnnnmmzZdps8JiAK7ZavMzupZcLJxjPpJQXfi5xELH+++/b88pzAnk0AzkplqCOU9CFIrE6gKgDIIL37zzztvmeb4mMQuC53NtT5kTq1OHHHJIkY68umElb/vtt7cu62+++ca6cRCzDz/8cJsgk9ywokyiU+mwMvzSSy9ZAeC+q5az4jWPYpNLbI5yVXsF7lz7KQeUHnKOsNAxfPhwu0LMOcQiyJVXXmmWXXbZch+iECIExeVswntHEsy1lMW/u+++2yywwALmlFNOsQkyPTQZxsOgo2oRZkiEJVSnwzvvvGP69etnK+WIw7QFuOyyy8xXX31lnV045IQQ2URxOZsQm2jThSnn008/tcOSabGC+x0Bm8UB+oqT/1S6cM35R0suFpJXXnnlTM2OqFSIv8Rk+slzT8fi0nnnnWfPJdrAUUknRKGoeV7GIMHhg05PLvXhKxyCEUkwD0pyKUWmlxL9Drm5cT27cHhVWs8uxHbOF4YPLb300m3OF79gvcXub6T++gjSzZNnO9Xrm/LvReoVrO+5onxi8IsvvmjFaaZtI1R731OEB9zVovSDYoQoJ4rL6SfIJDU8SCCfffZZu4B89tlnmyOPPNKWetMmhEXDueaaq6LecydUs0BOb2W1jSqcDz74wJb3k/hec801bcR//p/7OJEeisuiElBcThfeQ2IvD64BvK+0d2BxkJyZBUEWCXfeeWcz//zzV9R77p0dgVCt2RGFQ3/4zTbbzFYc33vvvW1afnBu4FwX6dFSw3FZd9EFMM8889gbZdy7XviassQgeD5q+6efftquYPLh52LKgxWqI444wrqPRP7wXnJhJdmhxxkXV/qlnXbaafa9xbXDoIBKcHbRxw1HNWU2fqE6COe4LqbrGuGaR1xXddagtyi9VGknQ+lSrQaFUrtthEgTxeXKgr8VQ7QoO/7kk0+ss4s2TBdeeKFZfPHF7QLh+eefb/8eWXd2UVpMXKafsoTqdOCcwJFPT1oWNORSLz6KyyJtFJcrC/IfxOkRI0bYqhaEa+I07Ze6d+9u/x9XO9fnrMdlnNRuQUNCdTrQIgY9BQ2CNjK1Nji7HHxXw3FZd9IFgNOSizmlDt7+WXzdq1evwJ/hee/2gNvXbU/vLRr/swLoHpTK0o9LvXLTww1gRJzm5oa/Qbdu3axISYJMWctFF11kLw5ZC8RMLyYhZmWbY04qqqYhXEcJ0tOmNrc+klIuV/Ubb7xhnXw47Cl5k1BdmhY29ASnN3jWPmOiclFcrnxnF9dg3LQvvPCCFSnprUms22CDDaz7msXmrF0zmIdBZQ7DqSijllBdOF988YVNiGmlwswRiQzFR3FZFAPF5cqOyyy+0tP6zTfftA+uy8yIYmGZnsWnnnqqjdlZu2Y4oZrYoZZc6YChjwVkqtH5nDU1NZX7kKqeyTUel3XnVyD0QR44cKAtd2D4y7nnnmtdr3vssYf9PoNgFlxwQTNs2DD79eDBg20p4znnnGPLGmlJgfDoBgLOPffc9uFvZcFKMg5akT4EL6bJ8+AiMH78eDusB7GaCdVMr6b0qX///nYVsZxCJoOoKH3DEY6oXuixeAXrYrQKcYJ1XUN9Zl3Vb7/9tnXVE3zp26abmdKUMVEuz4MVenrjCZEWisuVj3NB8eDvQoJMSTJDGk8++WSbJBOXd9ppJ+uiK2dcJpEgLtOyZJllltFiZwrQ1xzTAC6+u+66S0J1EVFcFqVAcbny4TrBNRlxmnkTH330kZ1DQaUyYjbvO7kUrULYrpyxkOsYQjWuX+4XtIBcOL/88ou972LxiYUjhimK4qC4PBt9cguERAmnzwknnGBX7VjZHTNmTOtQiM8++8w2oHewAkkpI8G2Z8+e1i3C6iROHFF+uDDg5KLsmOm2CNes4l977bV2gACDKPh74/gp9erWzz//bG/UGBLJxSrtm4C4jusoV3WUaN08ZXZ/66y4qvkbcxO84YYbWveehOriwjnrBu3gQOR957PF17hshEgDxeXqdHZRdoxo/d///tcmxPfcc49NQonRJM5cz0sdl5kdQVymzF1CdTpQ2o9Qzb0Of2MNwiouisuiFCguV991g1x06NChNgbi+qSN4lNPPWUrpFhoPuaYY6z7vdRxmZZcLCDj+pVQnV5VN8YuYsKjjz5q/vSnP5X7kKoaxeXZdGipRT+5EAnhY0KCjLPrvvvusz28SJ6ds2uxxRYrapL6008/2Z7KuKlJ4EqJ33Gdj1g9Y/r0Nl/XB/S3KrVY/fHHH9t+qCxO3HbbbRKqS7BCzJATEhXK+xEhcNXQXxBnhhBCJL2ucB13zi7ED9qFOGdXscVjNzuCllwsZkuoLhySM+Iyg6NxbqkXZvFQXBZCFOO68vXXX9sKZapiMH3RV7xPnz42X8ZZX8xYSUsuHNW0qejRo4eE6pQW5RGqqe5mroi/okGkh+JyeyRWC5EQPjI4uBCuSZBZNV522WWtQ5cEOe2klf5QCNXsl/Yf5QLROh+hOkis9gvXpRaqcXCQEOPWUIlxcWEVmIUAzmNWgwnADE9DiMApQ2kogy357AghRL5xmYon4vLdd99tXVUsIuPQpYUX7qo04zIuI16DsvViVDrVIj/88IMVNHBs4dxSiXHxUFwWQpQiLrMAiUMeV/xzzz1n27Rwnd9xxx2tWShNo5BryfXXv/7V5uWKy+mI/9tss42teMI1TztUURwUl4ORWC1EAfDxYRoyCTIrX05Uds6uQoMl/Ylee+012weMpDgrbD7gtVSEaseYG1Y2pYLhXAjVvKcsNqjEuHgQbHE1UNpJT/h1113XlgYecsghthyUagVugPicnHXWWeU+XCFEFTm7SJCds2uhhRaywjXOLq5BhSTI9G3EuYVbjGonkU6bM4Z2EY8ff/xx64oTxUFxWQhRrgVJ5k7ceeed5plnnrFzHsjHEK65FhUSlxGqqXTC9auWXOm1U/nHP/5hPv/8cytUU0UmioPicjgSq4VICT5KCKHO2UXQZPATCRgJMj3akgRPVqNxbTOkggnXWSSOaJ1LrC6lUP3NN9+YTTbZxLZSeeCBB0xDQ0PJXrtWwYE4cuRI85e//MVOg7/jjjts+xwCMZPeb7rpJluqd9hhh5X7UIUQVers4jqDcI2zC2cQwjUJMr01kyTIiKoI1bi2ie+icCgtZoGfZO2JJ56wsUIUF8VlIUQ5YdGXFow4RhFC55xzTpufbb/99rY/b5KKV1ok4KgmtmNEklBdONOmTTM77LCD+eCDD2zrj3JWdtcKisvBSKwWogjwsWIFzPXsoucQzmhKn3BccxGKSpD5WQZJsYJGyVQlECRcZ8lV/e2339oVfIa5PPzww+qFmQI4IxD+g25iEB64YTzyyCPtwg1BlyFkTIB/6623Wie6E5y5SRVCiGJDeeXNN99snV3PPvusTQqICyTIvXv3jozLbnYEbT9wVYvCQWQgGaMnJgkxTjtRGIrLQohKgusNMRnhmgVLjEQbb7yxdfUSn6MqYF1LLs2OSA/aT9A+DR2ChYRSz8qqRhSX80ditRAlgHYeriSZBJnVX9ezq1evXm0S5DfeeMOK1QxwrMTeUF7ROiuuatcLk4m69H5SL8zCueyyy8y+++5rz1dWev09t9yQCPrI4pr75z//aY466ii7DZUGOBSZBC+EEOV0dpEYkJARF0iQEa432mijNs6ut99+25Znlnt2RDVB2fZWW21l4zPvP0MVRWEoLgshKr1HMv2tb731VtsSiuvVBhtsYOMylcreilhcv7SoICZrdkR6QvWAAQOsaMoCMu+rKAzF5cKQWC1EGZxd9OxCuH766aetgOqcXQxuZPorz1PKVMkgWmdBrOYij1CNk5obn1pclUwbKgb23HNPc+2119pA6u+5hUvuoIMOsgsxTP5GBDrggAPMoYceal10wI0oizVCCJEVZxfCNc6u+vp6K1jj7KJvI4kGMZtyTJGOILHddtuZiRMnWqG6UirIsozishCi2lpRMFuInJmhuwipVEARO3Ce7rrrrtZ96r3eifxBPB00aJB1AXMfVOk6RBZQXC4cidVClLlXI2VPPAjEzc3NZr311jODBw+2Dq8kPbuyTN9dXy6LUI1zjlVKQKhWL8zCefDBB80WW2xhLrnkErP33nu3rgh7by75PqIOgfi9996zN5MPPfSQLSkbOHCgdSc6/D8vhBDlFlIZmEyCzHWLVhUrrbSSncROPFELqcLgPodemB999JEVqrM0PLpSUVwWQlQzCNW4S2njdf/999u2XEsuuaQZMmSI2WabbWRESkGo3m+//awWQb7sdQCL/FBcToeOKe1HCJEHTLzfY489zNZbb22dXMccc4z561//ap9jgNPuu+9uk2acXZUMwnQpByk6pxwlxtzgEHwlVBcOzkICK2VLYS1qCLasBh9//PGtwyE4pxlkxgBSFmi81GLgFUJkF8RoXCyUwpIcIFJ369bNOl0Yqog7BiEbR4xIBsnZLrvsYqvISIglVBeO4rIQotrBvMV1C9cprlSE1XXWWccMHTrUxmXy6KuuuspW04rkQjUmOURSHhKqC0dxOT3krBaizFxwwQXm3//+t10pJvAC4rRzdpHQEZjXX399W5LMxU/Orty9MPv162dX3um5pV6YhXP33XdbN9yVV15pV4uff/5529OMgViu7xa8/vrr5sADD7TnMOVklM+/9tprdrAEDkWJE0KIrEO1E64WSjhxbQELnyRyTGRn9gELolRC8X0eLD6LcHj/dtttN/Pyyy/buLz44ouX+5AqHsVlIUStQCUOgt6ZZ55pxWrgOsfzxGWugcx8WmuttaxZiWsj4l+tinxxQAY84ogjbKuJhx9+2LaiEIWhuJwuEquFKDMI0qwKr7HGGqFOJIRstiNB5qJGz65tt93WriR36dKl5Mec9RJuhINvvvnG3sDMO++85T6kiufrr782K6+8snUYMq2YgaHcDHLeIt54+2/BzjvvbCsDhg0bZr/m78FzPGq5lEkIURk89thjNta6NlJ+SDhYSGZwMtdAZlGsvfbaNiYzf4JZFKLt+0XF2HPPPWfGjh1rneqiMBSXhRC1xKuvvmoFPqqewuLMCy+8YBeZH3jgAetOJbfGvERFFH2udY2bDdd8Krrpp0yLFRy9ojAUl9NHbUBEXlx44YX2g4fDl0Awfvz4yO1vu+020717d7v98ssvb4OIF9pd8GH0Pvr27WtqAQJomFANdXV19uLFqjEXQUTrueee2xx77LF29Y1BEwQaf7lILYK4QPk2Q5sYDiGhOh1wDCLeEHgJnKwOn3rqqebjjz82p5xyit2GwEsABiZ28//cBDE8lL+DC7xQ64FXiGKguJweDFcME6oBZ8wmm2xiy44///xz655ZYoklzFlnnWX/BvzsxRdfbBOVWveEICDgGGJwNHFEQnU6KC4LURkoNqfDiiuuGCpUu7iMMMj7zUwEFkdXWWUVc/nll9v+1sT1ESNG2Byx1uMyv/+JJ55orr76ajvEUkJ1Oigup4/EapEYxFJWjLjIUc7Zs2dP06dPH1t6EwTBon///rbE4ZVXXmktmaV5vBcC7VdffdX6QJwV7Xt2kQRfc801NthSakKZCBdAboQoe7riiiusy6vWwIHOefbhhx9ax9sCCyxQ0tfHxc3qPa9LcBk9enSb7/tvLN0DcSPrMJ14mWWWsf/vjpugSmsabnIQIdz3gJ6kTDam/QrbMFwCXHAWQqSL4nL5IEF217lPP/3UtrhYbrnlbIsvBGz+DiNHjrR/i1pLkBGqmXRPVRglxi6OlArFZcVlIcqJYnN54LpHSwsG1r377ru2DQOD7HBdsxBAhTLtRIjZtRaX+X1PO+00u6BOTOR9KSWKy4rLSVAbEJEYVoVXW201m4i5D9TCCy9sDj74YHP00UcHOofpvXPfffe1PscKHiukXCjdKjH9hf0XLBE/IeQGhyCMwwsHNu8xJcn0TWJlr5pX5+iFueuuu9oSMYIgJTWlhvf92Weftav4uN0ZruB6nQJ/E//23Ix+8MEHFde705UlUWJHz1aEGRZO3N+CRRU/3j5dQoh0UVzO5nUSceL666+3zjicXpSHkqThnJl//vmrOi7z+zOU8s4777RiNb97qVFcVlwWopwoNmfvOol4fd1111nx8K233rLXSuZBEZe57ld7XEb05UE8REgtNYrListJkLNaJKK5udlMmDDBbLzxxq3PUc7A1zSQD4LnvdsDq8r+7eljyMTUpZde2uy///62fFbEg4saK6PcyHzyySfW2bXCCivYUigu7ASj888/3/Zxrrb1KS7q3LhxXuKoLodQ7Up5KPWhl3gQ8803X5sHwWqDDTaouMALBF7ed1z9uDkeffRRW8IEQYEXFHiFKA6Ky9m9TpKMUXb8zjvvWOEaNxfXTJxdJC5nnHGGjdnVFpf5fY466ig7qBKhvhxCNSguKy4LUS4Um7N5nST+4ixmmB3CNUIpguhKK61kVl99dTN06FAbs6sxLp933nnWUc5AxXII1aC4rLicBInVIhHfffed/dD5ewHztX8lzMHzubannIm+y/T5IXlDbOVixmuJ5BdGVuEpO2YVkmETrOzTl4pekVzwzz77bLvKV+mBmPNj7733tq5yzp2lllrKVAIsGjA0k5XiSoVgyvnDjR1l3nxmuTGv9HNKiEpDcbky4jK9R0kSKefmwfuLM47n6bNJ8kbMrvRrKMd/3HHHWUc57sComRxZQnFZCJEmis3Zj8u06kKcZlGB+EtbBhYCuIay2Mx8qDfeeKPir6Ec/0UXXWTvM6jCxkleCSguC4nVIhNQekO/ZZI2VjhJcF588UUbMERhgRhH03/+8x/z9ttv2/5niNWsqNJTCTf28OHDbeP/SrtoclN2wAEHWDc1Jcal7oVZCPQcZwgD5U+VjCuVcz1J6+vry31IQoiUUFwuvrOL1lXvvfeedRgxKZ54TUJzwgkn2PLkSovLHO/JJ59sB1ohxK+99tqmUlBcFkJUAorNxbluMvvp3//+tzV5ffbZZ1Yg5X1dZ511bK/xIUOGWFG7EuMyMfn444+3Q6HDHM1ZRHFZSKwWiZhnnnnsChErXV74mlKNIHg+yfZAqQevxSqnSO9CSa8kVuFZJf7vf/9rV1bvuece2zKEBv8Manz//fczH4gRqg877DBbXkyCzw1bJXHllVfaHttM+q4G6L/HUAnXm0sIUToUl6vD2cUAKAYEExsYwkNMRrymZPT111/PfFzm+Li/oP0YfapZGK8kFJeFEGmi2FyZcL1k+B/i9DPPPGMrkREZyZtp0bLsssvaHJTWLJXgZseFT3/0yy67zPZEryQUl4XEapEIVoIoi6H0yMGwCL4msQqC573bA6tKYdvDF198YftvMYBIpA8XSPqcIU7jtkag3n777e3fhb8vw0Cy6uzieP71r3/ZZHjMmDG2x1glgQhBj7S99trLVBsKvEKUHsXl6rl+du3a1ZYdjxs3zjq7aHOFiE0VFIvKRx55pHV6ZTEu05ubFmNUbm2yySamklBcFkKkjWJzdVw/6Q3OsGCc61999ZXNQVlY3nLLLW2VFEL2U089lUnh+sYbb7TC+qhRo8w///lPU0koLguQWC0Sc/jhh9vVOUozaC3BYAcmF++xxx72+wMGDGhtHg+DBw+2ouI555xjBxY4BxEXd/jtt9/s6iXJGYOGCNJbb721WXLJJe1QCVH8Cyar8ojTJMG0BNltt93sajI3R4jBrMgyiKLcCTKvT4kW/baY4oyoXmlcccUV9uaVkjIhhEgDxeXqi8sID4jTxOKJEyeaQw45xP5tGYpE2yuSZ+Y1lDtBJi5fcMEF5vTTT7eJ8eabb24qDcVlIUQxUGyuLuaaay7bgpJBeTjeTzrpJCtg06aCuUn77ruv/d4ff/xR7kM1t912mz1vzj333NbzrZJQXBaWFiHyYOTIkS2LLLJIS319fcvqq6/eMm7cuNbv9e7du2XgwIFttr/11ltbunXrZrfv0aNHy/3339/6vUmTJrVsuummLX/7299a6urqWrp27dqy9957t3z99dcl/Z1EW2bMmNEyceLElrPPPrtl7bXXtn+bxRZbrGX//fdvGTt2bMsvv/zS8vvvv5fs8dtvv7UMGTKkZc4552x58sknW7LGr7/+2vLKK6/YB5fW//znP/b/P/3009Ztfv7555YuXbq0XHTRRWU9ViFE9aG4XBt8//33LaNGjWrZeOONWxobG1vmn3/+lt13393+/coRl4l1HAfnU9ZQXBZClBvF5uqHWHPNNde0bLnlljZPnXvuuVt23nnnlttuu63lp59+Kmlc5nHjjTfauHzeeefZfD5LKC6LJHTgP9LthRC5+Pbbb81NN91k7rrrLuvmoiyKidQ77rijWXPNNW1ftmLBZWrYsGF2dZihTfQMyxqUhwX16Bw4cKC5+uqr7f9feuml1g3HKvyf//znMhylEEKIauGXX36xbTfuuOMOW4Y855xz2hYctPXacMMNTefOnYv6+gxrOuKII2xfyV122cVkDcVlIYQQpWTKlCk2V8bZjPOd/Jg49I9//MNsttlmpqGhoaivzzwnHPsMOyY+Z63lhOKySILEaiFEYn788Udz880322BMifJf/vIXW5pMgty7d+9UhWsuUZTDMbjp9ttvt4FeCCGEELOhPJxZDsTJJ554wibEG220kY3LxOe6urpUX492XAcffLC5+OKLze67757qvoUQQohKZ+rUqea+++4zt9xyi20PQtuu9ddf37YNoed1U1NTqq/Ha+y8887muOOOs+1lsiZUC5EUidVCiIL49ddf7eoxCTLOLqbc4nwmQSZRLsTZxeVp5MiRdnWYQN+vX79Uj10IIYSoRmcXVUi4rh9//HGbsOJkIi5TEdXY2FjQ/tnvfvvtZ+MzQyCFEEIIEQ59rB988EGbzz700ENm8uTJ1uC17bbbmq222spWRhXqWKbamVkXJ554ooRqURVIrBZCpMakSZNsObJzduHkQrim9InBH0mcXVyacGyxOnz99dfbfQghhBAiPtOmTbMDiZ2zi6+ds4sF4KTOLkTwQYMGmbPPPtsOmlJCLIQQQiQTronHVCkjXP/8889mnXXWMdtss42NzX/6058S7Y8qZ/Jkqp1OO+00xWVRNUisFkIUzdl1zz332AQZZxfg7CIIb7755jmdXUwBZuI1PTH79+9foqMWQgghqjdBHjNmjE2QH374YbvAvN5669kEmUcuZ9f9999ve2Gefvrptp+kEmIhhBAif2gNQmXyjTfeaOMzM6LWWmst67amGmquueaK/PkXXnjBxm+qnM466yzFZVFVSKwWQhQdnFz07KJ0+JFHHjHNzc229Mk5u7p06dJme4Y1UcbEgAUSYyGEEEKkmyAz/InByTi7fvrpJ7P22mubrbfe2jq0/EONiOH0pj7hhBPMv/71LyXEQgghRMpxedy4cXYmBC1DvvzyS7Pmmmva/tY77bSTmWeeedrEXrYlXu+2227mvPPOU1wWVYfEaiFEyZ1dJMbO2cVQqJVWWsksv/zyNgEeMWKE7YM5atQo2xNTCCGEEMV3diFckyD/73//MyuvvLJZcskl7ZAm3F4sIB911FFm2LBhSoiFEEKIIoJE99JLL9lWmA888ID55JNPTM+ePc0iiyxijj32WPPxxx/bYYq4r8mpFZdFNSKxWghR1gSZFiHDhw83Tz75pP0aNtxwQ9tChGGNQgghhCgNxGHKiiknpu0HlVHQo0cPK2jnKkkWQgghRHog17322mvm3HPPte01abUJ888/v3nxxRfNggsuWO5DFKIoSKwWQmQC2oNQ5sSKcadOncxnn31m+vbta1eMd9hhh0TDGYUQQghRGCTHtAZBoKb8+M033zQbbbSRLTtmloQWlIUQQojS8emnn5rVVlvNOqmpfmJxmeGMxOVdd91VC8qiquhY7gMQQgimGNO/+pJLLjHvv/++efvtt+1K8Yorrmguv/xy07GjLlVCCCFEqXjrrbfMJptsYtuAsHj88ssvm3feecdWPjH4mJZeQgghhCgN9LAmBmPk+vrrr82zzz5rxWu+vvPOO833339f7kMUIlXkrBZClJ3BgwfbEuN99tmn3IcihBBC1Dxnnnmm+f33381JJ51U7kMRQgghap4bb7zRjB071lx88cUycomaQGe5EHlw4YUXmkUXXdQ0NjaaNdZYw4wfPz5y+9tuu810797dbs8gQQYl+MFNvNVWW5k///nPtrSWEh/cTLUAPbgkVAshhMgXxeV0YZji0KFDy30YQgghKhTF5XTZZZddbBWyhGpRK+hMFyIhDDY4/PDDzYknnmjLYpnM26dPH/O///0vcPvnnnvO9nYcNGiQeeWVV8w222xjH/R+dHz44Ye23xQBmhXT119/3Rx//PE2WNcCmmAshBAiXxSXi4NisxBCiHxQXC4OisuillAbECESwsowq7gXXHCB/XrGjBlm4YUXNgcffLA5+uij222/00472VLa++67r/W5Nddc0/ZjpowHdt55ZztA8LrrrivhbyKEEEJUPorLQgghRHZQXBZCFIqc1UIkoLm52UyYMMFsvPHGrc9RisPXzz//fODP8Lx3e2Bl2W1P8L7//vtNt27d7PN///vfbYAfPXp0kX8bIYQQorJRXBZCCCGyg+KyECINJFYLkYDvvvvOTJ8+3cw777xtnudrpvIGwfNR21MO9dtvv5nhw4ebvn37mocffthsu+22ZrvttjNPPvlkEX8bIYQQorJRXBZCCCGyg+KyECINOqeyFyFE3rBSDFtvvbU57LDD7P9T8kTvLsqeevfuXeYjFEIIIWoHxWUhhBAiOyguC1F7yFktRALmmWce06lTJ/PNN9+0eZ6v55tvvsCf4fmo7dln586dzbLLLttmm2WWWaZmphsLIYQQ+aC4LIQQQmQHxWUhRBpIrBYiAfX19WaVVVYxjz32WJuVXr7u1atX4M/wvHd7eOSRR1q3Z58MoHj33XfbbPPee++Zrl27FuX3EEIIIaoBxWUhhBAiOyguCyHSQG1AhEjI4YcfbgYOHGhWXXVVs/rqq5tzzz3XTi/eY4897PcHDBhgFlxwQTNs2DD79eDBg21p0jnnnGO22GILc/PNN5uXXnrJXHrppa37HDJkiJ2CvN5665kNNtjAjBkzxtx7771m7NixZfs9hRBCiEpAcVkIIYTIDorLQoiCaRFCJGbkyJEtiyyySEt9fX3L6quv3jJu3LjW7/Xu3btl4MCBbba/9dZbW7p162a379GjR8v999/fbp9XXHFFy5JLLtnS2NjY0rNnz5bRo0eX5HcRQgghKh3FZSGEECI7KC4LIQqhA/8pXPIWQgghhBBCCCGEEEIIIfJHPauFEEIIIYQQQgghhBBClB2J1UIIIYQQQgghhBBCCCHKjsRqIYQQQgghhBBCCCGEEGVHYrUQQgghhBBCCCGEEEKIsiOxWgghhBBCCCGEEEIIIUTZkVgthBBCCCGEEEIIIYQQouxIrBZCVCxPPfWU6devn1lggQVMhw4dzOjRo0O33W+//ew25557bkmPUQghhKgVFJeFEEKI7KC4LCoVidVCiIrl999/Nz179jQXXnhh5HZ33XWXGTdunA3SQgghhCgOistCCCFEdlBcFpVK53IfgBBC5Mtmm21mH1F8+eWX5uCDDzYPPfSQ2WKLLUp2bEIIIUStobgshBBCZAfFZVGpyFkthKhaZsyYYXbbbTczZMgQ06NHj3IfjhBCCFHTKC4LIYQQ2UFxWWQVidXC0tLSYv+99tprzU8//dTmOSH8UEa06KKLmsbGRrPGGmuY8ePHR25/2223me7du9vtl19+efPAAw+0+f5vv/1mDjroILPQQguZpqYms+yyy5qLL7644OM844wzTOfOnc0hhxxS8L6EEKKUKC6LaozNistCiEpFcVkkRXFZiPyRWC0sNNJ/9NFHze67727eeuut1ucmTpxY7kMTGeOWW24xhx9+uDnxxBPNyy+/bHtg9enTx/zvf/8L3P65554z/fv3N4MGDTKvvPKK2WabbezjzTffbN2G/Y0ZM8Zcf/315u233zaHHnqoDcT33HNP3sc5YcIEc95555mrr77anstCCFFJKC6LaovNistCiEpGcVkkQXFZiAJpETXNjBkz7L8ffvhhy4477tiy00472a8feOCBlj333LNlscUWaxk1alSZj1JkidVXX73lwAMPbP16+vTpLQsssEDLsGHDArfnvNpiiy3aPLfGGmu07Lvvvq1f9+jRo+Xkk09us83KK6/c8u9//zv2cXE5u+uuu1q/HjFiREuHDh1aOnXq1Ppgm44dO7Z07do19n6FEKKUKC6LaonNistCiGpAcVnkg+KyEIUhZ7WwsBrHih9sueWW5oILLjBdu3Y1zz//vBk4cKB9XmVOorm52a7Abrzxxq3PdezY0X7NuRIEz3u3B1aVvduvtdZa9hxkuAPn2RNPPGHee+89s+mmm+Z9rPTeev31182rr77a+mC6Mf24GB4hhBBZRnFZVFtsVlwWQlQyissiLorLQhRO5xT2ISoYyj1++OEH23vrjz/+MOPGjbP9j5555hkz99xzt9tW1DbfffedmT59upl33nnbPM/X77zzTuDPfP3114Hb87xj5MiRZp999rH9t+iZRTC/7LLLzHrrrRd5PPTt+uCDD1q//vjjj22QnWuuucwiiyzS7hyuq6sz8803n1l66aUT/d5CCFEqFJdFJcdmxWUhRLWhuCySorgsROFIrBa2Kf+PP/5oex99//33tk9Sly5d7AW2U6dO5T48UQMQeLnxY6UYh8JTTz1lDjzwQLuy619h9vLSSy+ZDTbYoE0fL8DdQO8tIYSoRBSXRaXGZsVlIUQ1orgssoDisqglJFbXOB9++KE599xzzdFHH23WXnttO3G2oaHBXtTWXXfdch+eyBjzzDOPvSH75ptv2jzP16zABsHzUdtPnjzZHHvsseauu+4yW2yxhX1uhRVWsCu+Z599dqRYvf766ycqt/vkk09ibyuEEOVAcVlUcmxWXBZCVBuKyyIpistCFI56Vtc4TJFtbGw0gwcPtl+vvvrqdrV42rRp9mv13RJe6uvrzSqrrGIee+yx1udmzJhhv+7Vq1fgz/C8d3t45JFHWrfnXONBGZMXAjz7FkKIWkJxWSRFsVkIIYqH4rJIiuKyEIUjsbrGYTjEZ5991lq+RCkTfYvuvfde+7X6bgk/lA7RG+uaa66xN2/777+/+f33380ee+xhvz9gwABzzDHHtG7Pjd2YMWPMOeecY3t0DR061DoRDjroIPv9P/3pT6Z37952kMPYsWNtHy1KkugLt+2225bt9xRCiHKguCzyQbFZCCGKg+KyyAfFZSEKQ21Aahx/ny2a+N90001m4sSJgd8XYqeddjLffvutOeGEE+zAhxVXXNEGVjcQgps574ovU4tvvPFGc9xxx9nSpaWWWsqMHj3aLLfccq3b3HzzzTZY77rrrnaACT24TjvtNLPffvuV5XcUQohyobgs8kGxWQghioPissgHxWUhCqNDi+pWhBBCCCGEEEIIIYQQQpQZtQER7VDPIyGEECI7KC4LIYQQ2UFxWQghiouc1UIIIYQQQgghhBBCCCHKjpzVQgghhBBCCCGEEEIIIcqOxGohhBBCCCGEEEIIIYQQZUditRBCCCGEEEIIIYQQQoiyI7FaCCGEEEIIIYQQQgghRNmRWC2EEEIIIYQQQgghhBCi7EisFkIIIYQQQgghhBBCCFF2JFYLIYQQQgghhBBCCCGEKDsSq4UQQgghhBBCCCGEEEKUHYnVQgghhBBCCCGEEEIIIcqOxGohhBBCCCGEEEIIIYQQptz8P6qJi/geCyEZAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#%matplotlib widget\n", "\n", "ncols = 3\n", "nrows = int(nt/ncols)\n", "idx = 1\n", "\n", "#figure, axes = plt.subplots(nrows=nrows, ncols=ncols, figsize=(15,5))\n", "#fig, ax = plt.subplots(nrows=1, ncols=2, subplot_kw={\"projection\": \"3d\"})\n", "\n", "# set up a figure twice as wide as it is tall\n", "fig = plt.figure(figsize=(15,11))\n", "output_label = \"$T(t)$ °C\"\n", "param_labels = {\"kappa\": \"$\\kappa$\", \"t_env\":\"$T_{env}$\"}\n", "\n", "\n", "for i in range(nrows):\n", " for j in range(ncols):\n", " ax = fig.add_subplot(nrows, ncols, idx, projection='3d')\n", "\n", " # Plot the surface.\n", " surf = ax.plot_surface(X, Y, Z[:,:,idx-1], cmap=cm.coolwarm,\n", " linewidth=0, antialiased=False)\n", "\n", " # Customize the z axis.\n", " #ax.set_zlim(-1.01, 1.01)\n", " ax.xaxis.set_major_locator(LinearLocator(5))\n", " ax.yaxis.set_major_locator(LinearLocator(5))\n", " ax.zaxis.set_major_locator(LinearLocator(5))\n", " # A StrMethodFormatter is used automatically\n", " ax.xaxis.set_major_formatter('{x:.02f}')\n", " ax.yaxis.set_major_formatter('{x:.0f}')\n", " ax.zaxis.set_major_formatter('{x:.0f}')\n", " plt.xlabel(param_labels[\"kappa\"], labelpad=15)\n", " plt.ylabel(param_labels[\"t_env\"], labelpad=10)\n", " ax.set_zlabel(output_label, labelpad=10)\n", " ax.set_title(f'$t = {t[t_idx[idx-1]]:.2f}$ min', pad=0)\n", "\n", " # Add a color bar which maps values to colors.\n", " #fig.colorbar(surf, shrink=0.5, aspect=5)\n", " \n", " idx = idx + 1\n", "\n", "fig.tight_layout(pad=3)\n", "plt.savefig(f'pce_models.pdf', bbox_inches='tight')\n", "plt.show()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Sensitivity indices" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "execution": { "iopub.execute_input": "2025-07-21T13:40:26.516733Z", "iopub.status.busy": "2025-07-21T13:40:26.516648Z", "iopub.status.idle": "2025-07-21T13:40:26.518772Z", "shell.execute_reply": "2025-07-21T13:40:26.518461Z", "shell.execute_reply.started": "2025-07-21T13:40:26.516724Z" } }, "outputs": [], "source": [ "font = {'weight' : 'normal',\n", " 'size' : 15}\n", "\n", "matplotlib.rc('font', **font)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "execution": { "iopub.execute_input": "2025-07-21T13:40:26.520301Z", "iopub.status.busy": "2025-07-21T13:40:26.520219Z", "iopub.status.idle": "2025-07-21T13:40:26.527747Z", "shell.execute_reply": "2025-07-21T13:40:26.527373Z", "shell.execute_reply.started": "2025-07-21T13:40:26.520293Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "<>:7: SyntaxWarning: invalid escape sequence '\\k'\n", "<>:7: SyntaxWarning: invalid escape sequence '\\k'\n", "/var/folders/6f/rn14629n60j16dc99dtk7bs4000ctx/T/ipykernel_42356/1594290607.py:7: SyntaxWarning: invalid escape sequence '\\k'\n", " param_labels = {\"kappa\": \"$\\kappa$\", \"t_env\":\"$T_{env}$\"}\n" ] } ], "source": [ "def plot_data(data, method, params, output_column):\n", " fig, (ax1) = plt.subplots(nrows=1, ncols=1, figsize=(16,6))\n", " \n", " if output_column == \"te\":\n", " output_label = \"Temperature $T(t)$ °C\"\n", " time_label = ('Time t (min)')\n", " param_labels = {\"kappa\": \"$\\kappa$\", \"t_env\":\"$T_{env}$\"}\n", " else:\n", " output_label = output_column\n", " time_label = ('Time t (hr)')\n", "\n", " # empty for e.g. SCsampler since this statistic is not supported\n", " if np.array(data[output_column][\"model\"][\"p10\"]).size == 0:\n", " data[output_column][\"model\"][\"p10\"] = np.zeros(len(data[output_column][\"model\"][\"time\"])) \n", " if np.array(data[output_column][\"model\"][\"p90\"]).size == 0:\n", " data[output_column][\"model\"][\"p90\"] = np.zeros(len(data[output_column][\"model\"][\"time\"]))\n", " \n", " ax1.plot(data[output_column][\"model\"][\"time\"], data[output_column][\"model\"][\"mean\"], 'g-', alpha=0.75, label='Mean')\n", " ax1.plot(data[output_column][\"model\"][\"time\"], data[output_column][\"model\"][\"p10\"], 'b-', alpha=0.25)\n", " ax1.plot(data[output_column][\"model\"][\"time\"], data[output_column][\"model\"][\"p90\"], 'b-', alpha=0.25)\n", " ax1.fill_between(\n", " data[output_column][\"model\"][\"time\"],\n", " data[output_column][\"model\"][\"p10\"],\n", " data[output_column][\"model\"][\"p90\"],\n", " alpha=0.25,\n", " label='90% prediction interval')\n", " ax1.set_xlabel(time_label)\n", " ax1.set_ylabel(output_label, color='b')\n", " ax1.tick_params('y', colors='b')\n", " ax1.legend()\n", "\n", " ax1t = ax1.twinx()\n", " ax1t.plot(data[output_column][\"model\"][\"time\"], data[output_column][\"model\"][\"variance\"], 'r-', alpha=0.5, label='Variance')\n", " ax1t.set_ylabel('Variance', color='r')\n", " ax1t.tick_params('y', colors='r')\n", " ax1t.legend(frameon=False)\n", "\n", " ax1.grid()\n", " ax1.set_title(f'Statistical Moments {method}')\n", " \n", " plt.subplots_adjust(wspace=0.35)\n", " plt.savefig(f'SAmodel_{method}.pdf', bbox_inches='tight')\n", " plt.show()\n", " \n", " \n", " #################################################################\n", " has_derivative_analysis = \"derivatives_first\" in data[output_column][params[0]]\n", " nrows = 1\n", " ncols = 2 if has_derivative_analysis else 1\n", " figure, axes = plt.subplots(nrows=nrows, ncols=ncols, figsize=(15,5))\n", "\n", " idx = 1\n", " plt.subplot(nrows, ncols, idx)\n", " \n", " sum_s1 = np.array(data[output_column][params[0]][\"sobols_first\"])\n", " sum_st = np.array(data[output_column][params[0]][\"sobols_total\"])\n", " for param in params[1:]:\n", " sum_s1 = sum_s1 + np.array(data[output_column][param][\"sobols_first\"])\n", " sum_st = sum_st + np.array(data[output_column][param][\"sobols_total\"])\n", " \n", " # empty for e.g. SCsampler since this statistic is not supported\n", " if sum_st.size == 0:\n", " sum_st = np.zeros(len(data[output_column][\"model\"][\"time\"]))\n", " \n", " for param in params:\n", " if output_column == \"te\":\n", " param_label = param_labels[param]\n", " else:\n", " param_label = param\n", " plt.plot(data[output_column][\"model\"][\"time\"], data[output_column][param][\"sobols_first\"], label=param_label)\n", " \n", " plt.plot(data[output_column][\"model\"][\"time\"], sum_s1, '--', label='Sum')\n", " #plt.plot(data[output_column][\"model\"][\"time\"], sum_st, '--', label='Sobol Total Sum')\n", "\n", " plt.xlabel(time_label)\n", " plt.ylabel('First-order Sobol indices')\n", " plt.title(f'Variance-based {method}')\n", " plt.grid(which='both')\n", " plt.ylim([-0.1, 1.2])\n", " plt.legend()\n", " \n", " ####################################################################\n", " if has_derivative_analysis:\n", " idx = idx + 1\n", " plt.subplot(nrows, ncols, idx)\n", " for param in params:\n", " if output_column == \"te\":\n", " param_label = param_labels[param]\n", " else:\n", " param_label = param\n", " plt.plot(data[output_column][\"model\"][\"time\"], data[output_column][param][\"derivatives_first\"], label=param_label)\n", " #plt.semilogy(data[output_column][\"model\"][\"time\"], np.abs(data[output_column][param][\"derivatives_first\"]), label=param_label)\n", "\n", " plt.legend()\n", " plt.title(f\"Derivative-based {method}\")\n", " plt.xlabel(time_label)\n", " plt.ylabel(\"Sensitivity index\")\n", " plt.grid(visible=True, which='both') \n", " ####################################################################\n", "\n", " figure.tight_layout(pad=3.0)\n", " plt.savefig(f'SAerror_SobolSum_{method}.pdf', bbox_inches='tight')\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "execution": { "iopub.execute_input": "2025-07-21T13:40:26.529524Z", "iopub.status.busy": "2025-07-21T13:40:26.529333Z", "iopub.status.idle": "2025-07-21T13:40:26.966975Z", "shell.execute_reply": "2025-07-21T13:40:26.966692Z", "shell.execute_reply.started": "2025-07-21T13:40:26.529513Z" } }, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "name = \"\"\n", "params = list(vary.keys())\n", "outputs = output_columns[0]\n", "\n", "plot_data(data, name, params , outputs)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "execution": { "iopub.execute_input": "2025-07-21T13:40:26.968603Z", "iopub.status.busy": "2025-07-21T13:40:26.968490Z", "iopub.status.idle": "2025-07-21T13:40:26.972453Z", "shell.execute_reply": "2025-07-21T13:40:26.972214Z", "shell.execute_reply.started": "2025-07-21T13:40:26.968596Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "<>:6: SyntaxWarning: invalid escape sequence '\\k'\n", "<>:6: SyntaxWarning: invalid escape sequence '\\k'\n", "/var/folders/6f/rn14629n60j16dc99dtk7bs4000ctx/T/ipykernel_42356/1298370756.py:6: SyntaxWarning: invalid escape sequence '\\k'\n", " param_labels = {\"kappa\": \"$\\kappa$\", \"t_env\":\"$T_{env}$\"}\n" ] } ], "source": [ "def plot_derivatives(data, method, params, output_column):\n", " \n", " if output_column == \"te\":\n", " output_label = \"Temperature $T(t)$ °C\"\n", " time_label = ('Time t (min)')\n", " param_labels = {\"kappa\": \"$\\kappa$\", \"t_env\":\"$T_{env}$\"}\n", " else:\n", " output_label = output_column\n", " time_label = ('Time t (hr)')\n", " \n", "\n", " has_derivative_analysis = \"derivatives_first\" in data[output_column][params[0]]\n", " nrows = 1\n", " ncols = 2 if has_derivative_analysis else 1\n", " figure, axes = plt.subplots(nrows=nrows, ncols=ncols, figsize=(15,5))\n", "\n", " \n", " if has_derivative_analysis:\n", " idx = 1\n", " plt.subplot(nrows, ncols, idx)\n", " \n", " for param in params:\n", " if output_column == \"te\":\n", " param_label = param_labels[param]\n", " else:\n", " param_label = param\n", " plt.plot(data[output_column][\"model\"][\"time\"], data[output_column][param][\"derivatives_first\"], label=param_label)\n", "\n", " plt.legend()\n", " plt.title(f\"Derivative-based {method} (linear scale)\")\n", " plt.xlabel(time_label)\n", " plt.ylabel(\"Sensitivity index\")\n", " plt.grid(visible=True, which='both') \n", " \n", " ####################################################################\n", " if has_derivative_analysis:\n", " idx = idx + 1\n", " plt.subplot(nrows, ncols, idx)\n", " for param in params:\n", " if output_column == \"te\":\n", " param_label = param_labels[param]\n", " else:\n", " param_label = param\n", " plt.semilogy(data[output_column][\"model\"][\"time\"], np.abs(data[output_column][param][\"derivatives_first\"]), label=param_label)\n", "\n", " plt.legend()\n", " plt.title(f\"Derivative-based {method} (logarithmic scale)\")\n", " plt.xlabel(time_label)\n", " plt.ylabel(\"Sensitivity index\")\n", " plt.grid(visible=True, which='both') \n", " ####################################################################\n", "\n", " figure.tight_layout(pad=3.0)\n", " plt.savefig(f'SAerror_derivativesLog_{method}.pdf', bbox_inches='tight')\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "execution": { "iopub.execute_input": "2025-07-21T13:40:26.973997Z", "iopub.status.busy": "2025-07-21T13:40:26.973914Z", "iopub.status.idle": "2025-07-21T13:40:27.392363Z", "shell.execute_reply": "2025-07-21T13:40:27.391902Z", "shell.execute_reply.started": "2025-07-21T13:40:26.973989Z" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_derivatives(data, name, params , outputs)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "colab": { "collapsed_sections": [], "name": "EasyVVUQ - Cooling Coffee Cup Example", "provenance": [] }, "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.11" } }, "nbformat": 4, "nbformat_minor": 4 }