{ "cells": [ { "cell_type": "markdown", "id": "f147aed7", "metadata": { "@deathbeds/jupyterlab-fonts": { "styles": { "": { "body[data-jp-deck-mode='presenting'] &": { "zoom": "233%" } } } }, "slideshow": { "slide_type": "slide" }, "tags": [] }, "source": [ "# pyxem\n", "\n", "\n", "### A 4-D STEM Package in the Hyperspy Ecosystem\n", "\n", "#### Carter Francis, University of Wisconsin Madison\n", "#### *June 13, 2023*" ] }, { "cell_type": "markdown", "id": "539fda54-ef5a-4c6e-9e0e-97c53994d0aa", "metadata": { "@deathbeds/jupyterlab-fonts": { "styles": { "": { "body[data-jp-deck-mode='presenting'] &": { "z-index": "5", "zoom": "231%" } } } }, "slideshow": { "slide_type": "slide" }, "tags": [] }, "source": [ "# Outline" ] }, { "cell_type": "markdown", "id": "d8e1f5bd-a249-4bc6-bdb5-abb8e419c19f", "metadata": { "@deathbeds/jupyterlab-fonts": { "styles": { "": { "body[data-jp-deck-mode='presenting'] &": { "zoom": "311%" } } } }, "slideshow": { "slide_type": "fragment" }, "tags": [] }, "source": [ "1. Introduction to 4D STEM\n", "2. Introduction to pyxem\n", "3. Example Workflows\n", " 1. Loading and Visualizing Data\n", " 2. Creating Virtual Images (MgO Nanocrystals)\n", " 3. Finding Diffraction Vectors and Crystal Segmentation (MgO Nanocrystals)\n", " 4. Orientation Mapping (MgO Nanocrystals)\n", " 5. Strain Mapping (Inclusions in ZrNb)(**Not Covered:** Go to https://github.com/CSSFrancis/PyxemIUMAS/blob/master/Extras/Strain%20Mapping.ipynb)\n", " 6. Electrical and Magnetic DPC (**Not Covered:** Go to https://github.com/pyxem/pyxem-demos)\n", " 7. Orientation Mapping for Molecular Glasses ((**Not Covered:** Go to https://github.com/CSSFrancis/PyxemIUMAS/blob/master/Extras/12%20MolecularGlassOrientationMapping.ipynb)\n", " 7. Strcutural Characterization of Metallic Glasses (**Not Covered:** Come to my talk later this week!)\n", "4. Lazy Workflows and Scaling to Large Datasets" ] }, { "cell_type": "markdown", "id": "0dbeb6d6-afe6-4401-b9f0-94dcecf8f735", "metadata": {}, "source": [ "# 1. Introduction to 4D STEM" ] }, { "cell_type": "markdown", "id": "87b13772-104d-4fe9-896a-c321d7ed12ab", "metadata": { "@deathbeds/jupyterlab-fonts": { "styles": { "": { "body[data-jp-deck-mode='presenting'] &": { "height": "85.43096402796303%", "left": "24.191081523895264%", "position": "fixed", "top": "14.162538109756099%", "width": "43.87776851654053%" } } } }, "jupyterlab-deck": { "layer": "fragment" }, "tags": [] }, "source": [ "<img src=\"Images/4DSTEM.gif\" alt=\"4D STEM GIF\">" ] }, { "cell_type": "markdown", "id": "527db597-9e92-41f6-8cfc-9b805092aa4b", "metadata": {}, "source": [ "# 2. Introduction to pyxem (pix-em)" ] }, { "cell_type": "markdown", "id": "268662bb", "metadata": { "@deathbeds/jupyterlab-fonts": { "styles": { "": { "body[data-jp-deck-mode='presenting'] &": { "height": "28.875356634057997%", "left": "0.8906014179099182%", "position": "fixed", "top": "1.176046638453868%", "width": "97.01548490242617%", "zoom": "214%" } } } }, "slideshow": { "slide_type": "slide" }, "tags": [] }, "source": [ "\n", "Because pyxem extends hyperspy importing hyperspy will automatically load pyxem if it is installed.\n", "\n", "This also means that we inherit all of the upstream hyperspy functionality such as:\n", "\n", "1. Fast I-O (from [many different file formats](https://hyperspy.org/rosettasciio/supported_formats/index.html))\n", "2. Machine learning with [Matrix Factorization](https://hyperspy.org/hyperspy-doc/current/user_guide/mva.html)\n", "3. Fitting with [1-D and 2-D functions](https://hyperspy.org/hyperspy-doc/current/user_guide/model.html)\n", "4. [Interactive Plotting](https://hyperspy.org/hyperspy-doc/current/user_guide/visualisation.html)\n", "5. [Metadata Handling](https://hyperspy.org/hyperspy-doc/current/user_guide/metadata_structure.html)\n", "6. And __Much Much__ More!" ] }, { "cell_type": "markdown", "id": "33a567d4-e506-46e0-b2ee-56e89035d92c", "metadata": {}, "source": [ "For more information about pyxem check out our [github](https://github.com/pyxem/pyxem) our [documentation](https://pyxem.readthedocs.io/en/latest/) or the set of [tutorial notebooks](https://github.com/pyxem/pyxem-demos) " ] }, { "cell_type": "code", "execution_count": 1, "id": "0e145b72-eff1-4a05-bc16-2c716e26d6ae", "metadata": { "tags": [] }, "outputs": [], "source": [ "#import zarr" ] }, { "cell_type": "code", "execution_count": 2, "id": "bb2653be-1098-438f-be82-e42d187c8892", "metadata": { "tags": [] }, "outputs": [], "source": [ "#s = zarr.ZipStore(\"data/mgo_nano.zspy\")" ] }, { "cell_type": "code", "execution_count": 3, "id": "768edcd9", "metadata": { "@deathbeds/jupyterlab-fonts": { "styles": { "": { "body[data-jp-deck-mode='presenting'] &": { "height": "100.58961133616624%", "left": "2.6138526354940415%", "position": "fixed", "top": "30.89038984991494%", "width": "82.70335437543952%", "z-index": "10", "zoom": "130%" } } } }, "slideshow": { "slide_type": "fragment" }, "tags": [] }, "outputs": [], "source": [ "# Let's start by importing hyperspy\n", "import hyperspy.api as hs\n", "hs.set_log_level(\"ERROR\") # Setting the logging level to \"ERROR\" to silence \"WARNINGS\"\n", "# print the known signal types\n", "#hs.print_known_signal_types() " ] }, { "cell_type": "markdown", "id": "edfcec7f-8a09-4274-9bfd-8ca0c60b95b8", "metadata": {}, "source": [ "# 3. Examples " ] }, { "cell_type": "markdown", "id": "11e59c8a-f22d-402e-ae7a-0a4221252beb", "metadata": {}, "source": [ "## 3.1 Loading and Visualizing Data" ] }, { "cell_type": "markdown", "id": "30fd99fb-87f3-411a-88a5-d293e4e73af3", "metadata": {}, "source": [ "Data in `pyxem` can be loaded exactly the same as loading data in `hyperspy`. Many different formats are supported but only the `.hspy` (hdf5) and `.zspy` (zarr) formats retain all of the metadata\n", "\n", "```python\n", "import hyperspy.api as hs\n", "s = hs.load(\"path/to/file/to/load.hspy\")\n", "```\n", "\n", "Visualization can easily be done by then calling the function\n", "\n", "```python\n", "s.plot()\n", "```\n" ] }, { "cell_type": "code", "execution_count": 4, "id": "e360c0a3-59d6-450b-a3eb-098472c1e5d9", "metadata": { "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:distributed.http.proxy:To route to workers diagnostics web server please install jupyter-server-proxy: python -m pip install jupyter-server-proxy\n", "INFO:distributed.scheduler:State start\n", "INFO:distributed.diskutils:Found stale lock file and directory '/var/folders/zs/ggjk5_sn2yjgjq4_l93t8__r0000gn/T/dask-scratch-space/scheduler-ltyvvda3', purging\n", "INFO:distributed.scheduler: Scheduler at: tcp://127.0.0.1:49520\n", "INFO:distributed.scheduler: dashboard at: http://127.0.0.1:8787/status\n", "INFO:distributed.nanny: Start Nanny at: 'tcp://127.0.0.1:49523'\n", "INFO:distributed.nanny: Start Nanny at: 'tcp://127.0.0.1:49524'\n", "INFO:distributed.nanny: Start Nanny at: 'tcp://127.0.0.1:49525'\n", "INFO:distributed.nanny: Start Nanny at: 'tcp://127.0.0.1:49526'\n", "INFO:distributed.scheduler:Register worker <WorkerState 'tcp://127.0.0.1:49540', name: 2, status: init, memory: 0, processing: 0>\n", "INFO:distributed.scheduler:Starting worker compute stream, tcp://127.0.0.1:49540\n", "INFO:distributed.core:Starting established connection to tcp://127.0.0.1:49542\n", "INFO:distributed.scheduler:Register worker <WorkerState 'tcp://127.0.0.1:49532', name: 0, status: init, memory: 0, processing: 0>\n", "INFO:distributed.scheduler:Starting worker compute stream, tcp://127.0.0.1:49532\n", "INFO:distributed.core:Starting established connection to tcp://127.0.0.1:49535\n", "INFO:distributed.scheduler:Register worker <WorkerState 'tcp://127.0.0.1:49531', name: 1, status: init, memory: 0, processing: 0>\n", "INFO:distributed.scheduler:Starting worker compute stream, tcp://127.0.0.1:49531\n", "INFO:distributed.core:Starting established connection to tcp://127.0.0.1:49536\n", "INFO:distributed.scheduler:Register worker <WorkerState 'tcp://127.0.0.1:49537', name: 3, status: init, memory: 0, processing: 0>\n", "INFO:distributed.scheduler:Starting worker compute stream, tcp://127.0.0.1:49537\n", "INFO:distributed.core:Starting established connection to tcp://127.0.0.1:49539\n", "INFO:distributed.scheduler:Receive client connection: Client-4658e258-0892-11ee-bd83-72c312e5b675\n", "INFO:distributed.core:Starting established connection to tcp://127.0.0.1:49544\n" ] }, { "data": { "text/html": [ "<div>\n", " <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n", " <div style=\"margin-left: 48px;\">\n", " <h3 style=\"margin-bottom: 0px;\">Client</h3>\n", " <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-4658e258-0892-11ee-bd83-72c312e5b675</p>\n", " <table style=\"width: 100%; text-align: left;\">\n", "\n", " <tr>\n", " \n", " <td style=\"text-align: left;\"><strong>Connection method:</strong> Cluster object</td>\n", " <td style=\"text-align: left;\"><strong>Cluster type:</strong> distributed.LocalCluster</td>\n", " \n", " </tr>\n", "\n", " \n", " <tr>\n", " <td style=\"text-align: left;\">\n", " <strong>Dashboard: </strong> <a href=\"http://127.0.0.1:8787/status\" target=\"_blank\">http://127.0.0.1:8787/status</a>\n", " </td>\n", " <td style=\"text-align: left;\"></td>\n", " </tr>\n", " \n", "\n", " </table>\n", "\n", " \n", "\n", " \n", " <details>\n", " <summary style=\"margin-bottom: 20px;\"><h3 style=\"display: inline;\">Cluster Info</h3></summary>\n", " <div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n", " <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\">\n", " </div>\n", " <div style=\"margin-left: 48px;\">\n", " <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n", " <p style=\"color: #9D9D9D; margin-bottom: 0px;\">c02a1a71</p>\n", " <table style=\"width: 100%; text-align: left;\">\n", " <tr>\n", " <td style=\"text-align: left;\">\n", " <strong>Dashboard:</strong> <a href=\"http://127.0.0.1:8787/status\" target=\"_blank\">http://127.0.0.1:8787/status</a>\n", " </td>\n", " <td style=\"text-align: left;\">\n", " <strong>Workers:</strong> 4\n", " </td>\n", " </tr>\n", " <tr>\n", " <td style=\"text-align: left;\">\n", " <strong>Total threads:</strong> 8\n", " </td>\n", " <td style=\"text-align: left;\">\n", " <strong>Total memory:</strong> 16.00 GiB\n", " </td>\n", " </tr>\n", " \n", " <tr>\n", " <td style=\"text-align: left;\"><strong>Status:</strong> running</td>\n", " <td style=\"text-align: left;\"><strong>Using processes:</strong> True</td>\n", "</tr>\n", "\n", " \n", " </table>\n", "\n", " <details>\n", " <summary style=\"margin-bottom: 20px;\">\n", " <h3 style=\"display: inline;\">Scheduler Info</h3>\n", " </summary>\n", "\n", " <div style=\"\">\n", " <div>\n", " <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n", " <div style=\"margin-left: 48px;\">\n", " <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n", " <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-5c80fc95-4407-481c-aeef-af2be176a9d8</p>\n", " <table style=\"width: 100%; text-align: left;\">\n", " <tr>\n", " <td style=\"text-align: left;\">\n", " <strong>Comm:</strong> tcp://127.0.0.1:49520\n", " </td>\n", " <td style=\"text-align: left;\">\n", " <strong>Workers:</strong> 4\n", " </td>\n", " </tr>\n", " <tr>\n", " <td style=\"text-align: left;\">\n", " <strong>Dashboard:</strong> <a href=\"http://127.0.0.1:8787/status\" target=\"_blank\">http://127.0.0.1:8787/status</a>\n", " </td>\n", " <td style=\"text-align: left;\">\n", " <strong>Total threads:</strong> 8\n", " </td>\n", " </tr>\n", " <tr>\n", " <td style=\"text-align: left;\">\n", " <strong>Started:</strong> Just now\n", " </td>\n", " <td style=\"text-align: left;\">\n", " <strong>Total memory:</strong> 16.00 GiB\n", " </td>\n", " </tr>\n", " </table>\n", " </div>\n", " </div>\n", "\n", " <details style=\"margin-left: 48px;\">\n", " <summary style=\"margin-bottom: 20px;\">\n", " <h3 style=\"display: inline;\">Workers</h3>\n", " </summary>\n", "\n", " \n", " <div style=\"margin-bottom: 20px;\">\n", " <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n", " <div style=\"margin-left: 48px;\">\n", " <details>\n", " <summary>\n", " <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 0</h4>\n", " </summary>\n", " <table style=\"width: 100%; text-align: left;\">\n", " <tr>\n", " <td style=\"text-align: left;\">\n", " <strong>Comm: </strong> tcp://127.0.0.1:49532\n", " </td>\n", " <td style=\"text-align: left;\">\n", " <strong>Total threads: </strong> 2\n", " </td>\n", " </tr>\n", " <tr>\n", " <td style=\"text-align: left;\">\n", " <strong>Dashboard: </strong> <a href=\"http://127.0.0.1:49534/status\" target=\"_blank\">http://127.0.0.1:49534/status</a>\n", " </td>\n", " <td style=\"text-align: left;\">\n", " <strong>Memory: </strong> 4.00 GiB\n", " </td>\n", " </tr>\n", " <tr>\n", " <td style=\"text-align: left;\">\n", " <strong>Nanny: </strong> tcp://127.0.0.1:49523\n", " </td>\n", " <td style=\"text-align: left;\"></td>\n", " </tr>\n", " <tr>\n", " <td colspan=\"2\" style=\"text-align: left;\">\n", " <strong>Local directory: </strong> /var/folders/zs/ggjk5_sn2yjgjq4_l93t8__r0000gn/T/dask-scratch-space/worker-m39q5ysz\n", " </td>\n", " </tr>\n", "\n", " \n", "\n", " \n", "\n", " </table>\n", " </details>\n", " </div>\n", " </div>\n", " \n", " <div style=\"margin-bottom: 20px;\">\n", " <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n", " <div style=\"margin-left: 48px;\">\n", " <details>\n", " <summary>\n", " <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 1</h4>\n", " </summary>\n", " <table style=\"width: 100%; text-align: left;\">\n", " <tr>\n", " <td style=\"text-align: left;\">\n", " <strong>Comm: </strong> tcp://127.0.0.1:49531\n", " </td>\n", " <td style=\"text-align: left;\">\n", " <strong>Total threads: </strong> 2\n", " </td>\n", " </tr>\n", " <tr>\n", " <td style=\"text-align: left;\">\n", " <strong>Dashboard: </strong> <a href=\"http://127.0.0.1:49533/status\" target=\"_blank\">http://127.0.0.1:49533/status</a>\n", " </td>\n", " <td style=\"text-align: left;\">\n", " <strong>Memory: </strong> 4.00 GiB\n", " </td>\n", " </tr>\n", " <tr>\n", " <td style=\"text-align: left;\">\n", " <strong>Nanny: </strong> tcp://127.0.0.1:49524\n", " </td>\n", " <td style=\"text-align: left;\"></td>\n", " </tr>\n", " <tr>\n", " <td colspan=\"2\" style=\"text-align: left;\">\n", " <strong>Local directory: </strong> /var/folders/zs/ggjk5_sn2yjgjq4_l93t8__r0000gn/T/dask-scratch-space/worker-f6u0txp0\n", " </td>\n", " </tr>\n", "\n", " \n", "\n", " \n", "\n", " </table>\n", " </details>\n", " </div>\n", " </div>\n", " \n", " <div style=\"margin-bottom: 20px;\">\n", " <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n", " <div style=\"margin-left: 48px;\">\n", " <details>\n", " <summary>\n", " <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 2</h4>\n", " </summary>\n", " <table style=\"width: 100%; text-align: left;\">\n", " <tr>\n", " <td style=\"text-align: left;\">\n", " <strong>Comm: </strong> tcp://127.0.0.1:49540\n", " </td>\n", " <td style=\"text-align: left;\">\n", " <strong>Total threads: </strong> 2\n", " </td>\n", " </tr>\n", " <tr>\n", " <td style=\"text-align: left;\">\n", " <strong>Dashboard: </strong> <a href=\"http://127.0.0.1:49541/status\" target=\"_blank\">http://127.0.0.1:49541/status</a>\n", " </td>\n", " <td style=\"text-align: left;\">\n", " <strong>Memory: </strong> 4.00 GiB\n", " </td>\n", " </tr>\n", " <tr>\n", " <td style=\"text-align: left;\">\n", " <strong>Nanny: </strong> tcp://127.0.0.1:49525\n", " </td>\n", " <td style=\"text-align: left;\"></td>\n", " </tr>\n", " <tr>\n", " <td colspan=\"2\" style=\"text-align: left;\">\n", " <strong>Local directory: </strong> /var/folders/zs/ggjk5_sn2yjgjq4_l93t8__r0000gn/T/dask-scratch-space/worker-wg44ivuq\n", " </td>\n", " </tr>\n", "\n", " \n", "\n", " \n", "\n", " </table>\n", " </details>\n", " </div>\n", " </div>\n", " \n", " <div style=\"margin-bottom: 20px;\">\n", " <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n", " <div style=\"margin-left: 48px;\">\n", " <details>\n", " <summary>\n", " <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 3</h4>\n", " </summary>\n", " <table style=\"width: 100%; text-align: left;\">\n", " <tr>\n", " <td style=\"text-align: left;\">\n", " <strong>Comm: </strong> tcp://127.0.0.1:49537\n", " </td>\n", " <td style=\"text-align: left;\">\n", " <strong>Total threads: </strong> 2\n", " </td>\n", " </tr>\n", " <tr>\n", " <td style=\"text-align: left;\">\n", " <strong>Dashboard: </strong> <a href=\"http://127.0.0.1:49538/status\" target=\"_blank\">http://127.0.0.1:49538/status</a>\n", " </td>\n", " <td style=\"text-align: left;\">\n", " <strong>Memory: </strong> 4.00 GiB\n", " </td>\n", " </tr>\n", " <tr>\n", " <td style=\"text-align: left;\">\n", " <strong>Nanny: </strong> tcp://127.0.0.1:49526\n", " </td>\n", " <td style=\"text-align: left;\"></td>\n", " </tr>\n", " <tr>\n", " <td colspan=\"2\" style=\"text-align: left;\">\n", " <strong>Local directory: </strong> /var/folders/zs/ggjk5_sn2yjgjq4_l93t8__r0000gn/T/dask-scratch-space/worker-rs88i3j9\n", " </td>\n", " </tr>\n", "\n", " \n", "\n", " \n", "\n", " </table>\n", " </details>\n", " </div>\n", " </div>\n", " \n", "\n", " </details>\n", "</div>\n", "\n", " </details>\n", " </div>\n", "</div>\n", " </details>\n", " \n", "\n", " </div>\n", "</div>" ], "text/plain": [ "<Client: 'tcp://127.0.0.1:49520' processes=4 threads=8, memory=16.00 GiB>" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Starting up a distributed Cluster locally \n", "# You don't have to do this but it helps to visualize what is happening\n", "from dask.distributed import Client\n", "client = Client() # set up local cluster on your laptop\n", "client\n", "# Ignore INFO below just giving informataion about the scheduler set up" ] }, { "cell_type": "code", "execution_count": 5, "id": "eaf5f321-9d40-4ee7-9b98-78fe9d154b64", "metadata": { "@deathbeds/jupyterlab-fonts": { "styles": { "": { "body[data-jp-deck-mode='presenting'] &": { "zoom": "105%" } } } }, "slideshow": { "slide_type": "fragment" }, "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING:silx.opencl.common:Unable to import pyOpenCl. Please install it from: https://pypi.org/project/pyopencl\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "87e3925929e24b40a61d3557f13a1880", "version_major": 2, "version_minor": 0 }, "image/png": 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", "text/html": [ "\n", " <div style=\"display: inline-block;\">\n", " <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n", " Figure MgO Nano-Crystals Navigator\n", " </div>\n", " <img 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' 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", "text/html": [ "\n", " <div style=\"display: inline-block;\">\n", " <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n", " Figure MgO Nano-Crystals Signal\n", " </div>\n", " <img 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' width=640.0/>\n", " </div>\n", " " ], "text/plain": [ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# setting the plotting backend\n", "%matplotlib widget\n", "dp = hs.load(\"data/mgo_nanoparticles.zspy\", lazy=True) # Use Zarr backend for speed and load data lazily \n", "dp.plot() # plot the signal DP" ] }, { "cell_type": "markdown", "id": "1a170861-54f6-496b-8aa6-d7403c7ce922", "metadata": { "@deathbeds/jupyterlab-fonts": { "styles": { "": { "body[data-jp-deck-mode='presenting'] &": { "zoom": "214%" } } } }, "slideshow": { "slide_type": "slide" }, "tags": [] }, "source": [ "## 3.2 Creating Virtual Images\n", "We can construct Virtual images very easily using [ROIS](http://hyperspy.org/hyperspy-doc/current/user_guide/interactive_operations_ROIs.html) from `hyperspy`." ] }, { "cell_type": "code", "execution_count": 6, "id": "cc9c11e7-13ba-4dbf-bc73-19b19d46f473", "metadata": { "slideshow": { "slide_type": "slide" }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "<hyperspy.drawing._widgets.circle.CircleWidget at 0x29a97b2d0>" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "084d9bc6ba1a42ff8a4dd420a3be23f8", "version_major": 2, "version_minor": 0 }, "image/png": 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", "text/html": [ "\n", " <div style=\"display: inline-block;\">\n", " <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n", " Figure MgO Nano-Crystals Signal\n", " </div>\n", " <img 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' width=640.0/>\n", " </div>\n", " " ], "text/plain": [ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mean_cbed = dp.mean() # get the mean diffraction pattern\n", "mean_cbed.plot(vmax=500) # plot the mean diffraction pattern\n", "roi = hs.roi.CircleROI(cx=0.3246, cy=-1.49316, r= 0.2) # create a ROI to be used as a virtual appature\n", "roi.add_widget(mean_cbed) # add roi to plot" ] }, { "cell_type": "code", "execution_count": 7, "id": "392a0055-7bbb-405c-bc24-bd4b57760cb8", "metadata": { "tags": [] }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "65bba0915b7c4ae8af68f8cecf8c7027", "version_major": 2, "version_minor": 0 }, "image/png": 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", "text/html": [ "\n", " <div style=\"display: inline-block;\">\n", " <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n", " Figure Integrated intensity Signal\n", " </div>\n", " <img 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+TIkTj//PO3+EdD/Zypud3SfDc2F5s2bcKwYcPw4Ycf4rLLLssK1jdt2oRBgwZ96odlYwpBsg2jgDt37rzV2Q3OO+88/OMf/8CMGTPkz+vq6nDyySdj06ZNuPXWW3N+Nnbs2Oz/+/fvj9133x0HH3wwXn311ex+wimq6vu7+fVImebCD4DmM0fXrl3RqlUrVFVV4dxzz5Vl6h/6unXrhsWLF+f9fEt/falF+fTTT+PDDz/Es88+mz31A5AX7dUQ5eXlKCkpwV/+8hcZPVp/rf7BQPVv0aJFWzxRam7Ky8vRrVs3TJ06Vf68U6dOW11nx44dccUVV+CKK67A4sWLs6eBRx99NP75z382qZ9f+cpX0L9/f9xyyy3Ycccd8eqrr+L+++9vUl0A8OUvfxnDhg3DH/7wByxZskT+xV8/Z1vys6bM2RtvvIHXXnsN99xzD0477bTs9XfffXer6zKmGPne976HRx99FM8//zx69+6d9/O6ujqcdNJJmDt3Lp5++ulGHy4PPPBAtGnTBnPmzMGBBx6IyspKueaXLl2a/cOvsrISL774Ys7Pa2pqUFdXt8U/DguJHwBNi2VLJ1QdOnTAYYcdhr///e/Yd999t3gqBQCHHnoorr/+erz11ls5r4GnTJkS7kf9QyE/uHFEGPe5ffv22eujRo3CT37yE3zwwQd5rwo3Z9CgQWjXrh0mT56ME088MXv9hRdewPvvv9/sD4B8SlfPqFGjMGXKFGzcuBEDBw4seLs9evTAmDFj8Nprr+Hmm2/GmjVr0KFDh63qYz3jxo3D2WefjdraWvTo0QNf//rXG21/8eLF6N69e060L/BJFN+cOXPQoUMHdOnSRd47cOBAtG3bFg899FDOK6JZs2Y1ec62xueM2V5syxPArSn/ve99Dw8//DCeffZZ+Qao/uFvzpw5eOaZZ+QbC+bNN99EXV1d9i3R4MGDUVtbi5deeglf/OIXAQAvvvgiamtrMWTIkGyZq666CgsXLszeN23aNLRt2xYHHXTQVo2rKfgB0LRYOnXqhJ133hmPPPIIDj/8cJSVlaG8vBy77LIL/vu//xtf+tKX8B//8R/47ne/i1122QUfffQR3n33XTz22GN4+umnAQAXXHAB7rrrLowcORJXXnklevTogQceeCB7wsS/8BVDhgxB165dcfbZZ+Pyyy9HmzZtMHnyZLz22mt5ZQcMGAAA+OlPf4qRI0eiVatW2HfffXHIIYfgzDPPxOmnn46XX34ZX/7yl9GxY0csXLgQM2bMwIABA/Dd734XXbt2xYQJE/DjH/8Y3/nOd/D1r38d8+fPx8SJEz/1K+AIAwYMwO9//3vcdtttOOigg7DDDjvg4IMPxsknn4zJkyfjyCOPxPnnn48vfvGLaNOmDRYsWIBnnnkGxx57LI4//vitamvgwIEYNWoU9t13X3Tt2hVvv/027rvvPgwePHiLD3/1fZwyZQoeeugh7LbbbmjXrl3W7gDwzW9+E5dccgmef/55/Nd//VeDfyDUc9999+H222/H6NGj8YUvfAGZTAYLFizAL3/5S7z55pv40Y9+tMV6ysrKcNFFF+Gaa65B165dcfzxx2PBggW44oor0LNnz5CPMXvuuSc+97nP4eKLL0aSJCgrK8Njjz2G6dOnb3VdxhQT5557Lh544AE88sgj6NSpU/ZtSiaTQfv27bFhwwZ87Wtfw6uvvorHH38cGzduzJYpKytDaWkp/vWvf2X3u/Lycrz11lsYP348DjjgABxyyCEAgL322gsjRozA2LFjs3+YnXnmmRg1ahT69esHABg2bBj23ntvVFVV4brrrsPy5csxYcIEjB07tsnJ+reKZg8zMaYBthQF3LFjx7yyKuLzqaeeSg444ICkbdu2CYCc6Na5c+cm3/72t5OddtopadOmTdK9e/dkyJAhyY9//OOcOt54443kiCOOSNq1a5eUlZUlZ5xxRnLvvffmRfAeeuihyT777CPH8cILLySDBw9OOnTokHTv3j35zne+k7z66qsJgOTuu+/Ollu3bl3yne98J+nevXtSUlKSF5151113JQMHDkw6duyYtG/fPvnc5z6XfOtb30pefvnlbJlNmzYl11xzTdKnT5+ktLQ02XfffZPHHnssOfTQQz9VFPBvfvObnHJz587N6//y5cuTr33ta0mXLl2y/a+nrq4uuf7665P99tsvadeuXbLjjjsme+65Z3LWWWclc+bMyWn/qKOOyusX9//iiy9ODj744KRr165J27Ztk9122y258MILc1KwKJ947733kmHDhiWdOnVKAMio5TFjxiStW7dOFixY0Ji5kiT5JKXD+PHjk4MPPjjp3r170rp166Rr167JoYcemtx33305ZVXU7aZNm5If//jHSe/evbNz9vjjjyf77bdfTkT31szFW2+9lXz1q19NOnXqlHTt2jX5+te/nsybNy8vAtJRwGZbUx8FzKlZmuPf/PnzEwDhtCkQEcObr636tab+1WeFmDdvXvLlL385KSsrS0pLS5PPfe5zybhx45Lq6uqctqqrq5NTTz016dSpU9KpU6fk1FNPTWpqanLKvP/++8lRRx2VtG/fPikrK0vOO++8cAqbT0tJkvh7VIxhzjzzTDz44IOorq4OnRCZlsP69euxyy674Etf+hJ+/etfb7d+zJ07F3vuuScuv/xy/PCHP9xu/TCm0KxcuRKZTAbz5s1r9pOslStXom/fvqitrd02p2afIfwK2BQ9V155JXr16oXddtsNq1atwuOPP45f/vKX4deDpmWwdOlSvPPOO7j77ruxePFiXHzxxdus7ddeew0PPvgghgwZgs6dO+Odd97Btddei86dO+OMM87YZv0wxph6/ABoip42bdrguuuuw4IFC7BhwwbsvvvuuPHGG3H++edv766ZAvLEE0/g9NNPR8+ePXHrrbeGU78Ugo4dO+Lll1/GnXfeiRUrViCTyWDo0KG46qqrtkm0nzHbgySFQSDm//ArYGOMMcYUjPpXwO+///42eQW88847+xVwE/AJoDHGGGMKjk8A042/Cs4YY4wxpsjwCaAxxhhjCo5PANNNah4AN23ahA8//BCdOnXaJt+BZ4wxxnyWSZIEH330EXr16tWkhOPms01qHgA//PBD9OnTZ3t3wxhjjPlMMX/+fPl9t9sCn9Cll9Q8ANZ/WXybNm2yJ4Dq6574dPDjjz/OK7Nx48acz+3atWu0/XXr1uVd4+/ZVH9BcVubNm3KK8N9bN063+ytWrVq8LOqW52U8mJT/eH2eQzAJ8lyN6dNmzZ5Zfg+theQP3b1fancxzVr1uSVYdtH5kLl8OP7uC1l07q6upzPmUwmr8yGDRtyPiu7cxnVFt+n5ob9WZVh1CbM923+3cRbU7f6LmaGx658hceubMjX1Lh43tXa5vtUPezzyp/Yv9W42IaRe3iNrlixIq8M36fmrynrWPklX+N6gfy5UWuUfZfXFpA/F6oe9rlIvk72QeCT9DybE7Gz8m/2MWVnHldkr1G+8dFHH+V8Vr/f6utOkgSrVq3K/n41ZnNS8wBY77AlJSU5/99SuS19jpZp7J5CtrUtyzR2z7buD1+LvIZozv5w+4UaQ9r9QNGUtgpVT6HKNLU/EbbVuLa3r6StTGP3NGc9kfu2ZX+ac6/ZFlgDmG5S8wBYT2lpadZZ1UlZ5K9V/utLnWJETj9Wr17dYL1A/l+VkdMP5bCRk7sdd9wx53Pkr1X+CxfI/2tV/TVfVlaW85ltAeSPS/0VzuNYuXJlXhm2veozn4iqkwOeH/UXP5++8Aar5obnVJ0oRU5DI6coPAZ1Ehw51WGULSI+x6g1yTZU42LfUP7ENlMnG9XV1Tmf1Xrj9pVf8ilKZL4ibwnUGwm2mbIhw/6tbBE5Lea1VFtbm1eG646cXiv4lEn5AaNswad7am64z6oenq/ICSnvsapMZN0qP+C5UGuAx7Vq1aq8MjwONe9q3zCGSd0DoDHGGGNaPj4BTDcOCzLGGGOMKTL8AGiMMcYYU2T4FbAxxhhjCo5fAaeb1D0AbtiwISu+VkEOLKRV4t9IuH2kDKcsUaLdiFCcRfJKUB1Jk8HiaCUM53pY7A7ki7xVf9Q4mEhgBtet0hGwqFqJ0FkMHQlGUEJsFnmzgFoJqtlX1DjZD3iugHxbNEVYD+QH0qg+c3+UTSNl2M4qKpGvKQE620zNH9tD+SB/2bua40hQDKfyiaTJiQRHqLFzGW5b2YL3GrXWeezKD3jdqHoiwVNsd7UXRgLreF2olEoc2KP6w20pv+Q+RgJ9VMAQ20zVw2sy4gfqd07EhjzvDaWc8cORaYjUPQAaY4wxpuXjE8B0Yw2gMcYYY0yR4RNAY4wxxhQcnwCmm9Q9AG7+TSBKa8EaDaW1Ym2F0sawJkk5UeTr2Vi/o/rTrVu3nM9Kt8QofQiPXSUJ5f4o3VIkQSrfF/n6I6VX4z6rJKpse6X5iXwtX0S32NhXvykNEPdZ6ahYb6Tsxf4T+foq9bV4XI+yF8+psldEC8r+rHyFbajsE9FwcvsR/ZOqh30l8gtCrUmeQ1UP+5zaI7g/NTU1OZ8jY1B7GO8ras/g/kS+okwlYmftrLJXJEEx91n1h3XLrD8E8m24bNmyvDK9evXK+ay0uzwOtYfwOlF+GdFDN0UzrfaIyPqPJHU3JnUPgMYYY4xp+fgEMN1YA2iMMcYYU2T4BNAYY4wxBccngOnGJ4DGGGOMMUVG6k4A6+rqsmJmJUaOBG+wsFgJYllkrQS5LAJXQRcseFf94SACJchn4TMnoVZ1qyAZDkZQIutInyOBKiw+Vom7uY8R8b+C51AJ3rluJdbma5EErtx2JHhD+RxfU3PDfqjmmOuJJChWgRks0lc2ZT9QfsHCfhW4wgFCkQTlyi95HMqfeFxqbfP6UnPBgQ+qrUh/unfvnvM5kvSd9wi2MZAfHKHWUUVFRc7nSLCLCmCKrC2eYxVQweNQQWG876t9l31V+dP8+fNzPi9ZsiSvzIIFCxqth9tSfsl9VOPiOY38PlHzxfPcUAL3jRs3yna2FT4BTDc+ATTGGGOMKTL8AGiMMcYYU2Sk7hWwMcYYY1o+fgWcblL3ANixY8es5kJ9UThrIpQeS+lwGNZNqHtYF6S0MZEkoZGkrqwPUXoeHqtKvBzRNkb0dFyPsjP3WWlRuH2VKJu1TEojyfWoPkf0oY1tFqpetrPyFa43ok1TWrmI7pR1VKotni/Whqoyav54DShtE49LzR+vC+WXXHck+ThrOIF8++y+++55ZXr06JHzuby8PK8M+6UqwzZUfVZ63s1R9mIdnPJb1ihGdMxqjnkMSgfLZdQ6aeweQO99DM+x+j0QScDNZdSeyutL7alcj1pLPF9qn+PfXao/aqyN0ZBe2w9HpiFS9wBojDHGmJaPTwDTjTWAxhhjjDFFhk8AjTHGGFNwfAKYbnwCaIwxxhhTZKTuBLC0tDQrilaCYRa8KwE1C5SVIJfF0CpRLtejksVGkoTytUiiXFUPi4ZVotVI0mK+T42d61Hif54LldCWx6ES2kaCNyLicR6HEsXX1NTkfGa7K0E1BwOoMuyHagw872puuM8qqIjnTwWBsM8r8T/ba/ny5XllONBAie3ZN1R/eFyqDK8ltbYjydB5ftR6Y3uoQI2+ffvmfFYCffYftheQH4jB41LjjARYMWpu2M5qz+AABtUWr79IgIfaMyJBajx25SuRpOp8n+oPrwH1uyKSqD7y5QPcllrbXI/qD/ucCkqpt2Gk782JTwDTjU8AjTHGGGOKjNSdABpjjDGm5eMTwHTjE0BjjDHGmCIjdSeAGzZsyGqB1JM9aySUpoV1Jkobw/UoDQl/MbhKEsp9VJoL1jYpPRvrU1R/IvqQSHJf1iQpO/NYVUJi1u+opLysn1N6Q7ZZRMukbMj9Udoq7g/bUGm4Ivo1bkv1j7VWqh7Wq0W0l6oMj0Pp4Fgrx7YB8n1DjYvnVPnuihUrcj4rzR33R+nDIomXeb0pvZrSDjKsrVLrn+uOrNtI/yL+HknGzPWo/vEcq/WnrjVWRrXFZSIabjXOSDJ79g2l4eS9R+np2IZKu8e/K9S+G9GL8zwrzXRj9W5eT2TemhOfAKYbnwAaY4wxxhQZqTsBNMYYY0zLxyeA6cYngMYYY4wxRYYfAI0xxhhjiozUvQJu3759VhgcSTqrROAspGXxvapHBTlEhOIsXFcCYS6j+sNC8IhAWImaWTjP4mQgX6Cs+swJk5WdGSVmZzur/rCdlag5Injncai2GrtHidLZXqpMJIiH51QFzbDgXPlKJNE5+0pTgh6A/DlV88D3KV/hABMlko8E2zAqCIzbV/XwmlRlIknnI0EWXIYDDyIBTWqNsj9FAg9U/yJJpvk+ZQu2aSSRt/In9tXIK76I3VUAGhMJQFNBV5FgIP4do4KuInuWap+p96lIAv3mxK+A041PAI0xxhhjiozUnQAaY4wxpuXjE8B04xNAY4wxxpgiI3UngG3bts1qR1hTAuTrJpRuiVEaKdanKM0G61NUkmfW4bF2DsjXcSkNB2uZmqp/Yv2M0n6psTIR3QvrkiJ2VhobtrMaF7el9IaMSuocSdzNcFtqnDwGlXiZiSQxVrbg+VNaUB6n0mM1JdG58qeITVn/pMYe0WixPSL6XtUfvk9p0fi+iH5O+XdjCcrVWud61Ppje6mTkEiSZ9aJRdaosmlEJ8h1qz2+sbbVNdUWr0H1u4L9MuKDqj/V1dU5n9WcRpLr816j7MxlIprA7YlP6NKLTwCNMcYYY4qM1J0AGmOMMablYw1guvEJoDHGGGNMkeETQGOMMcYUHJ8AppvUPQBu3LgxO6Eq+WkkWIJFsosWLcorE0kWy+LtSDJd5YyRhKQshlZBBCwiXrFiRV4ZDlCIiPbV2Fl8rPrMZVRC2Ugi0qYEiqh62YYqUKQxMXvEFqpeblvZi+2jfCVSJgILw9mXVd2RpMpKlM7XIsL+SH9Uoly2vepzly5dcj4rf4rYlYOI1FrieY7YMJL0ne2j/CkSCMH+pNYoB29E1mwk0XlkXGq98X3KnyI+x/Olfp9wGbWnss2UfTgQq7a2Nq8M+0bEPsp3I4np639/RILcio1rrrkGv//97/HPf/4T7du3x5AhQ/DTn/4U/fr1y5ZJkgRXXHEF/ud//gc1NTUYOHAgfv7zn2OfffbJllm3bh0mTJiABx98EGvXrsXhhx+OW2+9Fb17986Wqampwbhx4/Doo48CAI455hhMmjQpZ4+aN28ezj33XDz99NNo3749Ro8ejeuvvz4U6Php8StgY4wxxhSc+hPA5v63NTz33HM499xzMWvWLEyfPh0bNmzAsGHDcqLEr732Wtx444245ZZb8Le//Q2VlZX46le/mpM54YILLsDDDz+MKVOmYMaMGVi1ahVGjRqV8wfC6NGjMXv2bEydOhVTp07F7NmzUVVVlf35xo0bcdRRR2H16tWYMWMGpkyZgt/97ncYP378p7B6nNSdABpjjDHGbA381Zpt27aVp/ZTp07N+Xz33XejoqICr7zyCr785S8jSRLcfPPNuPTSS3HCCScAAO6991706NEDDzzwAM466yzU1tbizjvvxH333YcjjjgCAHD//fejT58+eOqppzB8+HC8/fbbmDp1KmbNmoWBAwcCAO644w4MHjwY77zzDvr164dp06bhrbfewvz589GrVy8AwA033IAxY8bgqquukm9BColPAI0xxhjTounTpw8ymUz23zXXXBO6r/51fVlZGQBg7ty5WLRoEYYNG5Yt07ZtWxx66KF44YUXAACvvPIK6urqcsr06tUL/fv3z5aZOXMmMplM9uEPAAYNGoRMJpNTpn///tmHPwAYPnw41q1bh1deeaUpZtgqUncC2KpVq6ymQX0xNmstli9fnleGtR71E7s5rONQmhbWUUU0W0pnwii9Cmv31Pt/1oOoZLqsIVFaK9aMKF0Q61Ui2iGVeJk1KCqJMusdVXJftpnSDnF/1Ni5DGur1Nzw2COJaSOvJSKaLaUBiiQ65nGq/rCvKt0pr5Omavc4QXpEl6fGxX6p1gDrr1SCax6XmtNIGfYXNXb2eZ4bVa9abwzbRyU65v6oeiMJr3neI2XU6QvbQs0f90fVw2XUWmLUGojMBa83tYfxfh3ReasyvAbVeuO9T+1Z9etrewdIbMsgkPnz5+f4e1Szf9FFF+FLX/oS+vfvD+D/YgZ69OiRU7ZHjx54//33s2VKS0vRtWvXvDL19y9atAgVFRV5bVZUVOSU4Xa6du2K0tJSGbtQaFL3AGiMMcYYszV07tx5q1+ZnnfeefjHP/6BGTNm5P1M/VGv/kBoqIwq35QyzYVfARtjjDGm4KQxCKSe733ve3j00UfxzDPP5ETuVlZWAsjPHrJkyZLsaV1lZSXWr1+f92aDyyxevDiv3aVLl+aU4XZqampQV1eXdzLYHPgB0BhjjDFFQZIkOO+88/D73/8eTz/9NHbdddecn++6666orKzE9OnTs9fWr1+P5557DkOGDAEAHHTQQWjTpk1OmYULF+KNN97Ilhk8eDBqa2vx0ksvZcu8+OKLqK2tzSnzxhtvYOHChdky06ZNQ9u2bXHQQQcVfvCEXwEbY4wxpuCkMRH0ueeeiwceeACPPPIIOnXqlD2By2QyaN++PUpKSnDBBRfg6quvxu67747dd98dV199NTp06IDRo0dny55xxhkYP348unXrhrKyMkyYMAEDBgzIRgXvtddeGDFiBMaOHYvbb78dAHDmmWdi1KhR2ZyDw4YNw957742qqipcd911WL58OSZMmICxY8c2ewQwkMIHwB122CErYFWBECx0VgED/O5cBQywsFeJ0lk8rkTyLMDlIBUgX6DMbav2I2WUQJiJiKyVMJxtr0TffE2J9lkwrYJkmpJQWpXheVbzzvPFY1B+EAns4Xr41QCQP19qgXOQgxIyR8TkPHY1N7yWIoEZqgz7mBKl87qIBBGoOea1pBIvs++uWrUqrwzbQ603LqPWWyQxtdoTNkfZi/c1tfewbyh/4r1QBTCwr6hEx9y+2ld4nSibchnVFs+7sjuPK5IwWe0HfJ9aS9zHSHJlNS6uW5Xh/kSCk9S46stEgmOKjdtuuw0AMHTo0Jzrd999N8aMGQMA+MEPfoC1a9finHPOySaCnjZtWs4zwU033YTWrVvjpJNOyiaCvueee3LmcPLkyRg3blw2WviYY47BLbfckv15q1at8MQTT+Ccc87BIYcckpMIeluQugdAY4wxxrR80ngCGClfUlKCiRMnYuLEiVss065dO0yaNAmTJk3aYpmysjLcf//9DbbVt29fPP744432qTnwnwfGGGOMMUWGTwCNMcYYU3DSeAJo/o/UPQCuX78+q1uI6DqUHoMdQmmJuG6lo2CUJjGisWE9jxpXpD/cltKHsG5R6Z8iXzLNOpNI8upI3iKVrDaSjJW1LJEySo/F2iW2j5obHrvSP7HeSWlv+L6IhlPpqHiO1Tj5PqW5i9g0kqCcfUX5HCcJb6pfch/VuHj9K/s0JcF1ZL7UvDem3Y0kj1Z+yTQ1OTPbQungInZv7B51TengmlKP0umyzVSi+kgCd57TiK5O9XnFihWN9of3GjVfkX2u/ndOxG9M8ZK6B0BjjDHGtHx8AphurAE0xhhjjCkyfAJojDHGmILjE8B04xNAY4wxxpgio8WdAEaS8rLAXAWKRAIWWECt6mHhuvprhAXdKjEs91kJ4lkgrMTIH330Uc5nJSLmoJhIMlZVD/dZzQ2LxVVATqQ/HEij6uHAB2XDxv5aVH7B86X8IJKkm+dLCbRZGL506dK8MjwuJdpnP1Dj4qAUFXgUEcBzkmAlbuc5VQncOUBI2ZnvU8EkkeTefJ9K3L3TTjvlfK6urs4rwz6v2mrML5Uv8xgiQSrKXly3WqM8NyrpdFMSFKu1xv1RwSRsr0ifVT3s32pfqaioaLRMU35XqHvYHso+7N8qwIP3Yg4KA/5v/UeSVpvipcU9ABpjjDEm/fgVcLrxK2BjjDHGmCLDJ4DGGGOMKTg+AUw3qXsA3LhxY3ZCVYJU1kREvnRbaWwiOhzWT0SSqCrtB9fN+iwgX/uhEi9HdC+RLxznupVWrlu3bjmfI4l7lV4l8oXsrCtTyY+VPZhIQmmuh/Vq6h7WP6n+sQZIaeXYFqotrieSHFn1h3VTyr95Lmpra/PKsM8rjRv3Wc0V+6XqM7elyrCeVukfuR61Tnhtq18inLi3b9++eWX4PmWfxhJKRxLVR9Z6ZI5VmUiS50jScB6XWuu8H6l1wvcp/SP7htrnuB5VJpIQnH0lomNW8HytXLmy0XuaqvOuX4ORRNumeEndA6AxxhhjWj4+AUw31gAaY4wxxhQZPgE0xhhjTMHxCWC68QmgMcYYY0yRkboTwFatWmWFr0pMzqJYJTTmYAQlWGYBrhKTRwIEGNVnFnSrv1g4yawSYnP7EUG3EgFzgIAqs2zZsgbrBfLto0T7PF9KZM11cwJX1ceIfSLBGhxkoQKPOABGjYH7rJLpspg8klBaBRXwNTV/XLeqh8uotcT3RZIzc0JnIN8PIonOVUJp1UeG/UAFMHFbqgyjxs4+Fgn+4bGrMfEeEUmYrIgEgfAcR/xABXxxGWULvqZ8N1IPr7dIwmS1BiJBEhE7cz2qLfY5FbwRSdzM96lgkvo5jPzOak58AphufAJojDHGGFNkpO4E0BhjjDEtH58AphufABpjjDHGFBmpOwGsq6vLaj4iSZWV9oP1GOrLsiNwPZEvW1faJv4LRekEWeMT0caoMpwkVPUnMi5uS30hO9+ndG/l5eU5n5V+jjVHyj48jkhyWKWxYa0nj0El6WY/VPoeTlCsdFSRBMCcgFvZlNuPaEEj2stMJpNXhu0TSZTNmkAg3z5qTfI6UfPHyarVX/88x0pLyOOKJEyP6N6U7/I42DfUGCLzF9FDc3+UvjaSxJjto+7h/qh9hcsobSPXHdkzVFtcRu1hysca648aO/uG0g3yHqbmPbLP8ZxGdLHGKOw5xhhjjCk4fgWcbvwK2BhjjDGmyPAJoDHGGGOaBZ/QpRefABpjjDHGFBmpPgFUfzlEBK8s9lWifRZZK7E9C5YjyXSVQJiFvCrpNIuIVUJi7qOyT9euXXM+s2geyBcoK/E/90clyo0kcI4I6SPCcA7OUEEEETs3FkChggHYzmqOOdAgkmBWUVNTk/NZBV3wGogEZqj+sABeCc75mppj7o8SwHNgiEpey+PgwBEgXyQfSZyr9oxIABO3r+Y9EmTRWILypibgjthCrQGGfUMlXub+KJ/jdav8IJKsPbLvRgIzIknV2YZqX1mxYkXOZ+WXkYTbkS8o4L2G2wbyxxEJZNleWAOYbnwCaIwxxhhTZKT6BNAYY4wxLROfAKYbnwAaY4wxxhQZqTsBXL9+fVYDovQ0rHNRiY5ZE6H0PXyfaou/1F5pSFj70dQEzqy1Un/V8LhUwt3FixfnfFaaFq5H6XBYw6K0RGwfpWXisZaVleWV4flRmhZOkKzo0qVLzmel1WF9KLetdDmNJfIF8scZSbysfJf9O/JF9MoPPvzww5zPyu7clvJv1mNFtHtKw8nXlEaK7RzRiyq9Gtusuro6r0xFRUXOZ2XDSMJ0nmflc7yW2RZq74noYnmcas/gOVX18DjVGuD1r8qwfVR/IpppRs0xay8jSfpVf3i+Ivv38uXL88ooezDcx0ii7MjvHKXzrt/XmqpFLhQ+AUw3PgE0xhhjjCkyUncCaIwxxpiWj08A041PAI0xxhhjigw/ABpjjDHGFBmpewXcrl07Kfqth4XPSnzL4l8ltucySnDOCZLVUTMHQihhLyd1VsL+SDAJC5aVoJuDJVR/uK1IGWVDHocSLLNgWo2LA1VUmcicsjBcleF55jFwIInqjxKuN+Sz9XDAgAoU4T6revk+Th4N5Ad9qLZ47CoYgVE+x+tC+QHPDSfOVqjAFV5vat1yMIkKKuJ6VMJdbl+V4bp5nED+nDb2Gci3T2TPUPsTz6lqi/cV5XORAKZIwAH7hmqLfUzZlO9T9on4CvdHBQzyfSqwjoOj1Li4Hg5IA/LHodbtokWLGu1PvW9EglOaE78CTjc+ATTGGGOMKTJSdwJojDHGmJaPTwDTjU8AjTHGGGOKjNSdALZu3Tqrn1B6jIg2LZJclLUVEZ1Q5AvHlfaDNTZKr8J/xSi9CmtG1F8+rJdRCZx5HBH92qpVq/Kuse2VXoX1jyqJMt8X6U+kTORL0rt27ZrzWY0zUg8nY+VxA/l6HGUL1mMqm0b0kGwfVQ+PXcH+rRIds16N1w2Q76uR5OwKLqM0TnxNadMa04IC+WtJjX3ZsmU5n3v06JFXhsfKa1L5AfdPtc1zHNnDVD08TmVT1uVF9uZIUmXVFtej9l3uj9oveayqHvbLyJ4a0SQqrWxkTXKflW+w5i/Sn+2FTwDTTTq8xBhjjDHGbDNSdwJojDHGmJaPTwDTjU8AjTHGGGOKDJ8AGmOMMabg+AQw3aTuAXDjxo3ZCY0k01RiWxZ0K3E036dE4NyWSnAbERFzPUrsrgTBDIuq1T0dO3bM+aySPHN/lH24biVG5vsiZZToO9IW21XNOwcjKHG0qruxeiPJWdnuSgDPY4iI0lWSV55TFejDfVZtsX2UH0SS13LdnEBd3acCRbh9NRe8BtV8qroZDtpR65/nUJWJtF1eXt7gPSrBNM+72jPYFmp/igQDsP9Egp4ie1gkqEe1FfmFznPD6w/I32vU/HGibOXfHNClbMr+pNY/36fWZCSwLlKm3h5q/zemntQ9ABpjjDGm5eMTwHRjDaAxxhhjTJHhE0BjjDHGFByfAKab1D0AtmrVKquVUPqFSKJc1nUo3dlHH32U81npqFifospwf5TOhPU8ymFZv6PK8Dgi2i+VIJXHpbQorGFReqxIYuPIl8gzat75PjV21uF06dIlrwzrrbgtZQvWF6k5jugYGaXZitiU71NJp3kcffr0ySvDPqZ0VKxbUvq+SD2cdFr5AV9TPsdrW61/9gOlsXvvvfdyPqsEyZG1zfepROKN+ZhKyM19Vr4SSQjOfVbrhn0uojtVqD4yPF9qjiNaZ14XSu/LY1djYM2m0nDy7wrVH14Dyp943125cmVeGZ5T1eeampqcz7wmgP8bh9IiGlOPXwEbY4wxxhQZqTsBNMYYY0zLx6+A041PAI0xxhhjigw/ABpjjDGm4NSfADb3v63l+eefx9FHH41evXqhpKQEf/jDH3J+XlJSIv9dd9112TJDhw7N+/nJJ5+cU09NTQ2qqqqQyWSQyWRQVVWVp++dN28ejj76aHTs2BHl5eUYN25cKOdoIUjdK+CPP/44KzxXgmUWKCuxLQuElZC2oqIi57MSb7OAds2aNXllOPmwckYWDav+cD2RZLZK4BtJEsrBEQsXLswrw7ZXyU+5biX+57EqO3Pdat55ntUC4QAFJQzntiLBGjynqm0WeCt7cVscrAAAvXr1yvnMfgoAu+66a85nlby2W7duOZ+VQJ/nSwURsEhf1RNJHMxjV+skEkzCInk1x9XV1TmfI4ErkcTUkUTwvI5VGZ5TtYc1JRhIBVSUlZU1Wg+PMzI3ao02BbUfcFBDZE9VNmT7KF+J+C4HgfBnIH+9q/XPbSn/Vn1kOLG4+r1kGmb16tXYb7/9cPrpp+PEE0/M+zn/TvzjH/+IM844I6/s2LFjceWVV2Y/8148evRoLFiwAFOnTgUAnHnmmaiqqsJjjz0G4JPf4UcddRS6d++OGTNmoLq6GqeddhqSJMGkSZMKMtaGSN0DoDHGGGNaPttSA8hR1W3btt3iA/7IkSMxcuTILdZZWVmZ8/mRRx7BYYcdht122y3neocOHfLK1vP2229j6tSpmDVrFgYOHAgAuOOOOzB48GC888476NevH6ZNm4a33noL8+fPz/7xf8MNN2DMmDG46qqrZIaHQuJXwMYYY4xp0fTp0yf7qjWTyeCaa64pSL2LFy/GE088gTPOOCPvZ5MnT0Z5eTn22WcfTJgwIed0eObMmchkMtmHPwAYNGgQMpkMXnjhhWyZ/v3757z5GT58ONatW4dXXnmlIP1vCJ8AGmOMMabgbMsTwPnz5+ecmEVe70e499570alTJ5xwwgk510899VTsuuuuqKysxBtvvIFLLrkEr732GqZPnw4AWLRokZTwVFRUYNGiRdkyPXr0yPl5165dUVpami3TnKTuAbC0tDSrn1AaCdbqqGS/nPxYaeUiIkvWuUTuiWiAli1blleGtTBKz8N6ukhSZaVbYn2DSkTLNoxoWlSZiOaONT9K08LaCrWpcJ/VBsC+EElwy/oipSlj7Y7yS9YOqc2BfY43B9W+ek3AryVUslj2sUhicUUkOTPPu6qXy6j5Y99QbbE/q2TobDOlveK1zNorIN9mrL0EGtdaKrvz3KgE5bwG1FqPaJS5LVWG248kGI6UUfbi+9TY2YZKw8nzHlnry5cvz7vG/h35ggK13tjH1P7N41D24UTQ6vek0lZ+1uncuXOzvDK96667cOqpp+at07Fjx2b/379/f+y+++44+OCD8eqrr+LAAw8EoL+EIkmSnOuRMs2FXwEbY4wxpuCkNQo4yl/+8he88847+M53vtNo2QMPPBBt2rTBnDlzAHzyR/jixYvzyi1dujT7h31lZWXeSV9NTQ3q6urkH/+Fxg+AxhhjjDHEnXfeiYMOOgj77bdfo2XffPNN1NXVoWfPngCAwYMHo7a2Fi+99FK2zIsvvoja2loMGTIkW+aNN97IeSs3bdo0tG3bFgcddFCBR5NP6l4BG2OMMablk9ZvAlm1ahXefffd7Oe5c+di9uzZKCsrQ9++fQF8ElX8m9/8BjfccEPe/f/6178wefJkHHnkkSgvL8dbb72F8ePH44ADDsAhhxwCANhrr70wYsQIjB07FrfffjuAT9LAjBo1Cv369QMADBs2DHvvvTeqqqpw3XXXYfny5ZgwYQLGjh3b7BHAgE8AjTHGGFNEvPzyyzjggANwwAEHAAAuuugiHHDAAfjRj36ULTNlyhQkSYJTTjkl7/7S0lL8+c9/xvDhw9GvXz+MGzcOw4YNw1NPPZWjxZ08eTIGDBiAYcOGYdiwYdh3331x3333ZX/eqlUrPPHEE2jXrh0OOeQQnHTSSTjuuONw/fXXN+Po/4/UnQDusMMO2cABldyTUYJcFtJ27949rwyLZJVol+vmpKpAfjJf1Weum5NZA1oI2hhKZM1CejUuHkckmEQlLWbxsRL2c/uqPzwXkSTKShjOZdS4uO6IMJzrVYJztoUKKuA5VmVYkK8CGLg/yp84IEDZlMsoW/Bf18qmHIihAn24fSVc57GqAI/IOuF1odYJr1NVJhKMwH1USYL5Pp7jpiYW5/lTduegGRUowvOu2orYtCl7mLJppAz7igqa47FH5k8FHkUS1UcSlHMZNe8cwKQC4ngO1ZqsD5qL7G/FyNChQxs9OTzzzDNx5plnyp/16dMHzz33XKPtlJWV4f7772+wTN++ffH44483WldzkLoHQGOMMcZ8NmjuV8Cm6fgVsDHGGGNMkeETQGOMMcYUnLQGgZhPSN0D4OYOE9F+KH0f61M4cSaQn0xX6WdYH6L0WEwkea3SyrCuRGla2B6qHh57RNuo4HEonVkkSTDrU1SCUra9SqbdlETCSu/EZTjxq0qKzWNQvtJYO0DM7qyNU/MXSQDM/qP6w/6jfJe1csrn+JrSwfKcKn1fBG5L+QqvN7WW2GaqDF9T88f+ouaLo/m4bU5yDsS+xYDrUX7AvqL8gNtSv1B57KpMRAvK86f0hlxG/R6I7IWRethmSpvKY1X1sM9FkmAr7R7bOaJJbOpaMiZ1D4DGGGOMafn4BDDdWANojDHGGFNk+ATQGGOMMQXHJ4DpxieAxhhjjDFFRupOADf/i0EJYDl4IxKYoYS9LKRVQQX8l4VK7tnYPUC+2FcJzrl9JY5mwbvqMwuflRCbRczKziwsVoJlvqaEz5FgBG5fJZ3mIBRVD/dHifYrKipyPrMIXAm8uX9KtM92V18Czv4TSbzM/g7kBx4oW3BQUSRwRa0lnj8VaBAJqGDfUDZkn4v4tyIiiudgDdVWJOFuRLTfWFLnSNCFapttoeaG24okeVZlIn1mn4sEpShf4flT9XAZtffwfqn2b07crRJ58/wp/4okgue9JbImI3uq8t36+VJzuS3xCWC68QmgMcYYY0yRkboTQGOMMca0fHwCmG58AmiMMcYYU2Sk7gSwR48eWW3EihUr8n7OGg2ljWEtitJsRLQxrBNSmi1uK6ITVMliuR6lReOEshHtl9IkRfRhEc0W69PU2FmvpuaLtTpK58XjiCTKZXsB+WPleVd6Ix67+jJ47rPyOb72wQcfNFpG6fLYXmVlZXllIprJpiT3VfPH96n5iyQtjiSmZr2T0kg1ZQ1E9pEuXbrklWFNqUpM3ZjvRrR7EZsqPV1EM9mU5MwKngs1Lkb5JY+jqUmelZ6P4bWt9OL8eyiiy1Prn31D9Zn30MhcqD7X1x1JPt+c+AQw3fgE0BhjjDGmyPADoDHGGGNMkZG6V8DGGGOMafn4FXC68QmgMcYYY0yRkboTwHXr1mWFq0r8y0EFqkwkESwLvCNJg5X4n0XpPXv2zCvDom8W6AP5InQljuZrEXG7EoazsFiNqyn9iSQ2VcLwpiQbjgjD1bj4r8VInyMJd1kYrv4q5YAOVc+aNWtyPiu/5PmLJAlWYnIeuwriYeE69w+IBUtxH5V9IsmG2VfUGuAyqs9r167N+az6zNeWL1+eV4YDBNTa5nlm0X4k8ChiCxWcwHOjAg8iAQyRoJSmBANF6lFzw/epsbM/r1q1Kq8M163KsP8o+/DvAbWWuC3ll5EAoerq6pzPav1vqc1tjU8A041PAI0xxhhjiozUnQAaY4wxpuXjE8B04xNAY4wxxpgiI3UngKtXr87qTVTyYdZWKD1G9+7dcz4fcMABeWVYh1NZWZlXhhPsKk0Za2OUpox1VJHkpypZNP+lo/Q8rIVRGpvGkiErIglJ1V9i3FYkOayaU74v0ueIFq2xdoD8cUb0hwpum3VoQOwL41lvpJIPR+zD/qx8jnVKSuPGPhdJOh3RgipdV0RnFrEh7y2qLe6jWm8R/+b5UQmlm9I2X1Nt81pSfsH+pNZNU9ax2g+4LdUfNRcMt6/aYt9Qv09YTxeZ48iaVL8r2K6qHm5f6QTZn9Rc1GsZI7ZsTnwCmG58AmiMMcYYU2Sk7gTQGGOMMS0fnwCmG58AGmOMMcYUGT4BNMYYY0zB8QlgukndA+COO+6YFbWqZJqcKFOJXCNJjPv27ZvzWQWBcNLpTCaTV4aF8xFxuxI+87gigQZKrM2iYRYnA/kLJrKAImVUgEUkgSz3MSIwj8x7JGFzZG4iRIJUWOCtgi64jAoUicwFjysiOFe+wn6pynBbESG9gucmMhfKhjU1NTmflR9wEJhaS2xntf557OXl5Y2W4WCESCJv5e+R4KRIgE4kOTPPqZqbSBBPY20D+YErqs8R+3A9K1euzCuj/JnhulWQGo9drVEODIkkpo4EMKl66tfF9k4EbdKNXwEbY4wxxhQZqTsBNMYYY0zLx6+A041PAI0xxhhjiozUnQBu2LAh+0SvtDHr1q3L+ay0KKzRUJoN/mL3nj175pWJaGy4fdaCAPnjiCR1VeOKJCTl+5Q+hG3Y1C9252tNTRbN90WSwyo7RzRjjc2pqiMyx1xGaZIieqyIvfia6nNER8l+ENFjRXxF2SeiO+X71LqN+Ernzp1zPkfWW0QrVVtbm3eNkzovWbIkr0xj2riITdVeyPYplPYyohNU8DgiulNVb8S/uS2l5eM5ZX8HPvnigc1Rc8ztsy5W9WfRokVN6g9rU9XYIzrv+v5sbw2gTwDTjU8AjTHGGGOKjNSdABpjjDGm5eMTwHTjE0BjjDHGmCLDJ4DGGGOMKTg+AUw3qXsAbMxhIokyVQJphpNpqjYjgmVGlWGBsCrD1yJtRUTfPE4gX1isxMiRYISIEDuSIJWJBIpEgiMUSnDfGJG5iAQnRPoX8YNOnTrlfFbBEnxNCdc5ibJaN5H5iyRwZr9UfWaUf3Nbyj7cvhLCq6AKhvuoglvY51WyaE4AzDZUyay5TCTwQNk0svewvSL7k1pHPMfKxpE9tSnBUgoOluDPqh7lK5yMXfk3B5NwcBAAVFdX53zmgA8g38fUmmQbKp+rH1dknZniJXUPgMYYY4xp+fgEMN1YA2iMMcYYU2T4BNAYY4wxBccngOkm1Q+ASvvBWhilceAySvsRScrJegylcWOdi0oAzA7KmiAgX9ehnJrtEdHBKO1QREep9FdMJAEwozQ/kbFHEjZHkkXz2LmM6l+kDF9T9uN6VP8ivhvRXrKPReyu9KJ8n/LvyNxENG28BiN+qXyFbabq4WTRCxYsyCvDY4/4k1qTPFYeg9p7+B7Woam2lC3UXtMYagzcZzV/TGRPVb4SsQ/bXWnleF2odbJy5cqcz5HE1B999FFeGf49wPUC+VpPtZZYS8h+qupW44rMjzGpfgA0xhhjTMvFJ3TpxRpAY4wxxpgiww+AxhhjjDFFRupeAZeUlDT4RdasIdlxxx3zyrCOQh1Bc91K+8H6QpW3KZIjjjVIkRx2kS+IVzqzSE4v1qIoHQ7rSpTWMpKzLtLnSK6yxu4BYmNvTEeptDN8T0TrqPQ9kVyBjbUN5NtQleE+KrtH9HQRLSi3r8bOdlVlIjkHI/kNWcvI+wGQ79+cWxHI11otXbo0rwxrtJYsWZJXZsWKFTmf2V5du3bNu4f9Uukz2YYqnyDrIdWeyv1RmjLW4UV0gsq/uX3lB1xG+QH3UWlla2pqGrwHyPcNpTfketTvHNYFRrSyEf36Bx98kFeGUXMa+dm2wEEg6cYngMYYY4wxRUbqTgCNMcYY0/LxCWC68QmgMcYYY0yR4RNAY4wxxhQcnwCmm9Q9AG7uMCq5JyfcVGUiImIWLCsRMYuGlUCY61YC4UiSYC4TSXQcCRBQYm1uSyWL5fsiwRtNDRSJJLRt7B51LZIom22o+sdz0dT+8fxFEiYXKrAmElClglt4TlV/eA2qengtNTWZNgdDKJ9ju0YSyqu54LpVEEF1dXXOZxWIwePiYDI1N5GkwTyu+fPnN1pG7WFcdyT4Rtmd71Nt8V6jkipzn9XezD6mEi/zfZGE0srOnIRb1cO/l1QZRtmQA4YU7E9qvurHocZjTD2pewA0xhhjTMvHJ4DpxhpAY4wxxhQNzz//PI4++mj06tULJSUl+MMf/pDz8zFjxmRT0tX/GzRoUE6ZdevW4Xvf+x7Ky8vRsWNHHHPMMXlfKVlTU4OqqipkMhlkMhlUVVXlnfLOmzcPRx99NDp27Ijy8nKMGzdOvm1oDvwAaIwxxpiCU38C2Nz/tpbVq1djv/32wy233LLFMiNGjMDChQuz/5588smcn19wwQV4+OGHMWXKFMyYMQOrVq3CqFGjcl67jx49GrNnz8bUqVMxdepUzJ49G1VVVdmfb9y4EUcddRRWr16NGTNmYMqUKfjd736H8ePHb/WYmkLqXgG3b98+q3FQE6s0fwxrbCJ6FVUmknCXtR8qMS3rVZqaJJTbjyQSVXBbalxsH9Vnbj+SvFrB9Sg9FutemtoW18PzF9ENKm1aREsY0QByPREtqJqbVatW5XxW2tRIAmduP5KAW9XDdlY2ZD/ge4B8PVbEPqoenh+VLJo1ZGq9cVvLly/PK9OYJlGtv0iydnVfYyi9YWSOm6KrVqcYrOFU/eFrShfXrVu3nM9KJ8j3KRvyOlH6VR5XREuo7MNtKSJ7WEQLXu/P1gBqRo4ciZEjRzZYpm3btqisrJQ/q62txZ133on77rsPRxxxBADg/vvvR58+ffDUU09h+PDhePvttzF16lTMmjULAwcOBADccccdGDx4MN555x3069cP06ZNw1tvvYX58+ejV69eAIAbbrgBY8aMwVVXXZWXaL7Q+ATQGGOMMQVnW54Arly5MudfJBCnIZ599llUVFRgjz32wNixY3O+5eeVV15BXV0dhg0blr3Wq1cv9O/fHy+88AIAYObMmchkMtmHPwAYNGgQMplMTpn+/ftnH/4AYPjw4Vi3bh1eeeWVT9X/CH4ANMYYY0yLpk+fPlmtXSaTwTXXXNPkukaOHInJkyfj6aefxg033IC//e1v+MpXvpJ9qFy0aBFKS0vzvsaxR48eWLRoUbZMRUVFXt0VFRU5ZXr06JHz865du6K0tDRbpjlJ3StgY4wxxpitYf78+TmvTCNyqC3xjW98I/v//v374+CDD8bOO++MJ554AieccMIW70uSJEdCsSWp0taWaS58AmiMMcaYgrMtXwF37tw559+neQBkevbsiZ133hlz5swBAFRWVmL9+vWoqanJKbdkyZLsiV5lZSUWL16cV9fSpUtzyvBJX01NDerq6vJOBpuD1J0Arly5MivQVsJsTiSqRLsspGXhOPCJiHNz1FEti4aVYJkF5pHEtEqU3tg9QCwoJZIImlHCY25f2ZkFxpHADNVWRMzOdSv7cBllZx5HJGkwo8YQCZqJJLxW42qsHkUkeTX7qprjSHASl4kk+1b1RNaSqpvhsatghEiCa76m5pSD0lQwQmPrVs0595mDJ1R/Iom81S/FSPANtxWZh8jerAIjuG61Jvk+NcdNSeAe8TnVVuRLA9gPIgFMKkk/+5z6/eZE0IWluroa8+fPR8+ePQEABx10ENq0aYPp06fjpJNOAgAsXLgQb7zxBq699loAwODBg1FbW4uXXnoJX/ziFwEAL774ImprazFkyJBsmauuugoLFy7M1j1t2jS0bdsWBx10ULOPK3UPgMYYY4xp+aQ1EfSqVavw7rvvZj/PnTsXs2fPRllZGcrKyjBx4kSceOKJ6NmzJ9577z388Ic/RHl5OY4//ngAQCaTwRlnnIHx48ejW7duKCsrw4QJEzBgwIBsVPBee+2FESNGYOzYsbj99tsBAGeeeSZGjRqFfv36AQCGDRuGvffeG1VVVbjuuuuwfPlyTJgwAWPHjm32CGDAD4DGGGOMKSJefvllHHbYYdnPF110EQDgtNNOw2233YbXX38dv/rVr7BixQr07NkThx12GB566CF06tQpe89NN92E1q1b46STTsLatWtx+OGH45577sk5MZ48eTLGjRuXjRY+5phjcnIPtmrVCk888QTOOeccHHLIIWjfvj1Gjx6N66+/vrlNAMAPgMYYY4xpBtJ6Ajh06NAG7/vTn/7UaB3t2rXDpEmTMGnSpC2WKSsrw/33399gPX379sXjjz/eaHvNQeoeADt06NCgviSi2eIvBudQbYXSfvA1pbXga5yEGsjXYagkuBEdVUTfF9HzMBHdWURQG0mmrcYegRerqqcpSYsjX6wesU+EiEaRtUSRpNgRm6r54/5EkgSr9RbR3LFuSenDeFwq6bu6j+FxKP0ca6vU6xbWCSv7ME1JzqzGyf2LJBFWRPw7svfwnCptGdtH2eKjjz7acmf/f3j/VvtuRFMaSZjOa0fZh5NyR7Sgqj/sh8rOXE9k3hvqT1P3W1McpO4B0BhjjDEtn7SeAJpPcBoYY4wxxpgiwyeAxhhjjCk4PgFMNz4BNMYYY4wpMlJ3Arh69eqsqFyJiFmYrYT+KqkzwyJdJaRl4XN5eXmj9SphL49DtRVJOsuoMiySV/aJiP+5PyoYgduKiOQjyU8VEaE6C+eV/0QS2DZGJAm1KsM+p+zFPqf+uuX71Byz+DsSUKHsxXOj+sNlVD3cx0ii3Eg9keTjKqH88uXLcz5zRn9Vt0ryzME1at7Z9mwvFaDD96gyHEQUWaMKvm/FihV5ZTKZTM5nFczB9lFtc4BHU4MU2D6qP7wfqDIR+0TWLQeKKF+JzCkHI6kgkEiC6y5dugDY/omgfQKYbnwCaIwxxhhTZPgB0BhjjDGmyEjdK2BjjDHGtHz8CjjdpO4BsLS0NKvTUjoh1nCpZLqcODSi3Yt8cblyNNawRJLpqrYi2qZIouPG6gXyxxHRyiktCfcnomVS9ono57g/6kvSI/bhsTeWGBqIJZRt7B4g31dUW9yfiK5LJcrl+5TWiq+p5LWMGhfbWemWIv7NvqG0e1xGrSXeN5YsWZJXhjV/aq+JJOFlzabSWvJYI3Zn/1b94/uULViLptYoJ69Xc/PBBx/kfI4kMVfzxyh7sX3U2DmpstrDuD/KPmzDeu3c5rB2UPWHx6HsExkXX2PNJJCvN1SJ1+v3FieCNg2RugdAY4wxxrR8fAKYbqwBNMYYY4wpMnwCaIwxxpiC4xPAdOMTQGOMMcaYIiN1J4DLly/PCtiVaJdFzEqwzOLjZcuW5ZXp1atXzmclyGXBuRLb7rjjjjmfleiWBfkRIb0S/zNN/cuHhc8RQXckgbISYkcS5bKdVT18XyRJsKKxMkqQ35Tgm4goXfkKz0VE/K/E9hzAoAJFWEiv/DKyBlgAr5LgcnJhVQ+j6uFryp9YtK/mi+0RCVxRAQvcltqzeJ7ZzuoebkutdZ4/FRjFKP/m5PrKpmx35XNs00hieLWvcN2RLwSI+IEKBuQ+qt8VvAZVoAjPl/IVtqGqh32DE0MDscC1+ra2dxCITwDTjU8AjTHGGGOKjNSdABpjjDGm5eMTwHTjE0BjjDHGmCIjdSeAHTp0aFD/FknCy9oKVR9rYdQXoLNmJJIsViVaZW2O0rSwVkPpllgrpPQd/NeQshfXo/6CYptF9DzKzmyPSMJt1eeIBpHvU/3httgPInMTSRat5obrVuPka8rufI2T9AL5CWTVHDeWFBvIT5istE3cH6U35LWj7MxllH34PmUfnlPVZ4aT6wL5e0JkLpSetrGk3Kp/Ed1wZE0yyne5fbVGq6urG+0P180aRSDfpmrsrKtWWlC2oSrTqVOnnM88BoWyKY9L/a6I+CXbTCV55noiGr6GymxvDSDgE7o04xNAY4wxxpgiI3UngMYYY4xp+VgDmG4+9QNgbW0tHn74YfzlL3/Be++9hzVr1qB79+444IADMHz4cAwZMqQQ/TTGGGOMMQWiya+AFy5ciLFjx6Jnz5648sorsXr1auy///44/PDD0bt3bzzzzDP46le/ir333hsPPfRQIftsjDHGGGM+BU0+Adxvv/3wrW99Cy+99BL69+8vy6xduxZ/+MMfcOONN2L+/PmYMGFCo/WuXbs2K4BWARWMEpOzsFgJYVmorhLTsihdleFgDdVnFTzCRAI8WFisAkUiwSSRxMt8rB7pjxLAR/rDqP6wsF8FLLBYOxJkEQmE4DE0VZgduY/7E/E51WcepxKuc3+WL1/eaH/U/HH7kcTUKtAgAo+DAwaA/HGptjiRsBLksz8pv+Q1oOaC74sEpXD/1Bh4jlUgBLcdCfRRcD3KD3iNqldzbC9Vhn0lspbU3hPZdyMBetyfjh075pWJ7JdsM9UW1632sEji9fp1sb2DQPwKON00+QHwzTffRPfu3Rss0759e5xyyik45ZRTsHTp0qY2ZYwxxhhjCkiTHwAbe/j7tOWNMcYY03LxCWC6KVgU8AcffIC//vWvWLJkSd6x87hx4wrVjDHGGGOM+ZQU5AHw7rvvxtlnn43S0lJ069YtR+tQUlKyVQ+ApaWlWZ2K0quw1kPpaSKJe/mLwpWGhPUqSo8V0Ycw6i+WSBJjHlckaXGkffUF8dy+6jPrHVXbXE9TdYsRjQ3Ps5p3vi+iAYwkeY78FdpY2+qa0pSyPkzVw20p32X/VsmQ2TfY34GYfVhrpdYt+7MaF2vhlM6L61ZJebkt5SvclqqnW7duOZ+V1pKJ6OA4iTLbT92nEnDz3Ki1xW2p/YDto9YJtx/R03Xu3DmvDPtqZC9Uvsu6TlWmKYm81XyxDk/9HuB6lO+ynVUZto/aI+rtYw2gaYiCPAD+6Ec/wo9+9CNccsklDX6LhzHGGGOM2f4U5AFwzZo1OPnkk/3wZ4wxxhgAPgFMOwV5YjvjjDPwm9/8phBVGWOMMcaYZqYgJ4DXXHMNRo0ahalTp2LAgAF52pkbb7yxEM0YY4wxpoXgE8B0U5AHwKuvvhp/+tOf0K9fPwDICwLZGjZ3mEhy5khARSTprBKlsxha1cOvvVU9LOxtSLS7pXuAfMFyJBhB2V/VzfDYVT18TSUtjQiomxKIoQTmXEaJ2ZmmJOlVY2CbqoAB9udI0EykfSVu53qa6k8qsIDhIIJI0vCmJglmn1P94zlV642DwJTdI4mEuZ7IGuD54jqA/L1GJftle6lAEQ6EiCR9V77C7UeCUpQtODhC7fFMJKhIleH1r+zMY1V7RiQohetRfhkJYGQi89VQsJSaA2PqKcgD4I033oi77roLY8aMKUR1xhhjjGnh+AQw3RREA9i2bVsccsghhajKGGOMMcY0MwV5ADz//PMxadKkQlRljDHGGGOamYK8An7ppZfw9NNP4/HHH8c+++yTp1/5/e9/H65r/fr1WY2F0qKwBkjp8lgPwholIF/fozQkXEbpcFjPozQbrBlR+jAmksRYlWG9ikpsykSO0CN9VjaMJAlmIhpFpc+KJBJm/4noBCO6Sh6n0t5ENHeRJMZcRvUnor2MJIvmulV/eA2uXr06rwz3WfllJPEy192pU6e8MjU1NQ22DQBdunRptC32w4geS9mQ7czJkNX+FElQzPWqMbD+UfkKl1H2imidmUgC7ohGLTJ2tTdHdLARMplMzme1Z/B+pH4vcZLwHXfcMa8M6xRVPTyHak7r14kTQZuGKMgDYJcuXXDCCScUoipjjDHGGNPMFOyr4Iwxxhhj6vEJYLrxV3cYY4wxxhQZBXkAXLx4MaqqqtCrVy+0bt0arVq1yvlnjDHGmOKi/gSwuf+ZplGQV8BjxozBvHnzcNlll6Fnz55bnfx5c9q0aZMV70YSsUYSkrLoGsgXgavEnSxQjgSlqHoiQSCRJKGRRKuFSvwZCSLgtiJllJCeaapwOZJUlsfVFCG9EoFzPUq4HgkUiYyd616+fHleGfZDlbyW21Lj4j6qpNMcdMHJfoF831BtcZ+VLdh/Fi5cmFeG+6jWLSdIVvPetWvXnM+R+YoEPvCeFUmKrYIcGrtHoWzBe43qD9s0koBb7d+RROdsH9UW77uR5MwqITj3Uf3u4jJqb+Y1qezM15R9OKiJ1xaQb2cVKFLvC9s7CMSkm4I8AM6YMQN/+ctfsP/++xeiOmOMMca0cKwBTDcFeQXcp08fT4IxxhhjTAuhIA+AN998My6++GK89957hajOGGOMMS0cawDTTUFeAX/jG9/AmjVr8LnPfQ4dOnTI0yQojdKW2FyzoPRGrPNSOgrWWig9FidfVRoSvq+2tjavTOfOnXM+K20T63fUuPi+SHLfyBfPR76UXOlVWE+kFhlrUZQGj31BjYvHrvoTGXvki92VXmZzlEYxksw6kjCZiSTOjmhBle/yONS4uI9KI8WJl5U/cUJblQia+6zGrtpvDNbyAvlru7q6Oq8Mz5dakzxW5XPsYyqpM68LHruyhdI2Mzx/EU1wRIOr9lReN2qNNqVuVQ/bXe093J+IflXtPRHtLs+f8hWeC07ovKX7GNb8qf6wb3CCaeD/dLjWAJqGKMgD4M0331yIaowxxhjzGcEawHRTkAfA0047rRDVGGOMMcaYbUCTHwBXr14t0z0UqrwxxhhjWi4+AUw3TQ4C+fznP4+rr74aH3744RbLJEmC6dOnY+TIkfjZz37W1KaMMcYYY0wBafIJ4LPPPov/+q//whVXXIH9998fBx98MHr16oV27dqhpqYGb731FmbOnIk2bdrgkksuwZlnnhmqt127dllRuxI1syhWCZZZkKvEt0uXLs353KtXr7wyjSUNVu0rIbQS8jJcd2PBCqp/6ppqO5JENQL/5aWE600RIUcCTiJBDao/jSX3jiTSbijxakP9iyRIj4j2eVxqjnlcKiglElgTSYbOQU7KPnwfJ2JWZZTvRAIEOCBAjZ0T7qqxc0CHEvZzPSoAhuE+R4ITVIAVzzsH46i2VP+4fTXHPPbInqH8kvfLSHJmVYbnOLLe1LjYZsrOPBeRwJVu3brllWGfV/bhoELVHw6q5Hs259N8KYP57NPkE8B+/frhN7/5Df71r3/h5JNPxocffojf/va3uOOOO/Dss89ip512wh133IH33nsP3/3ud/2VcMYYY0wRkdY0MM8//zyOPvpo9OrVCyUlJfjDH/6Q/VldXR3+8z//EwMGDEDHjh3Rq1cvfOtb38p72zl06FCUlJTk/Dv55JNzytTU1KCqqgqZTAaZTAZVVVV5Udvz5s3D0UcfjY4dO6K8vBzjxo0LfatVIfjUQSC9e/fGhRdeiAsvvLAQ/THGGGOMaTZWr16N/fbbD6effjpOPPHEnJ+tWbMGr776Ki677DLst99+qKmpwQUXXIBjjjkGL7/8ck7ZsWPH4sorr8x+5rcGo0ePxoIFCzB16lQAwJlnnomqqio89thjAD5583DUUUehe/fumDFjBqqrq3HaaachSRJMmjSpOYaeQ0GigI0xxhhjNietQSAjR47EyJEj5c8ymQymT5+ec23SpEn44he/iHnz5qFv377Z6x06dEBlZaWs5+2338bUqVMxa9YsDBw4EABwxx13YPDgwXjnnXfQr18/TJs2DW+99Rbmz5+flaHdcMMNGDNmDK666qoGX+8XgtQ9AH788cdZfUlE+6G0KJlMJuez+iJ1/qJ3pRPi+5Rmg/UhSofDqNfhEV0Ql4k4fkQ7FPmSe6Xriuj7In1me6g5jSRWjuiSGkuiHEmu3dQk3ZFjfe6f8jl+haDqZW2aSsbOdUd8Reng+K9epTOLZADgpNfKzqx/VH3mfSOSwFlpyNjOat2yXi3i37xuIlpepWfluYgk0lb9Yzurtc73RTS4q1atyivDemw1fzxWtfYj2jbuo0oWzXZW9okkgud1osbO/VHjimiJI32uH2sxJYJmjWXbtm2blFxeUVtbi5KSkrzE85MnT8b999+PHj16YOTIkbj88suze+/MmTORyWSyD38AMGjQIGQyGbzwwgvo168fZs6cif79++fEIAwfPhzr1q3DK6+8gsMOO6wg/d8SqXsANMYYY0zLZ1ueAPbp0yfn+uWXX46JEyd+6vo//vhjXHzxxRg9enTOidypp56KXXfdFZWVlXjjjTdwySWX4LXXXsueHi5atAgVFRV59VVUVGDRokXZMj169Mj5edeuXVFaWpot05z4AdAYY4wxLZr58+fnPKAV4vSvrq4OJ598MjZt2oRbb70152djx47N/r9///7YfffdcfDBB+PVV1/FgQceCGDLb/I2vx4p01w0OQrYGGOMMaYhtlUEcOfOnXP+fdoHwLq6Opx00kmYO3cupk+f3qge78ADD0SbNm0wZ84cAEBlZSUWL16cV27p0qXZU7/Kysq8k76amhrU1dXlnQw2BwV5AJw6dSpmzJiR/fzzn/8c+++/P0aPHp335dbGGGOMMWml/uFvzpw5eOqpp2ReR+bNN99EXV0devbsCQAYPHgwamtr8dJLL2XLvPjii6itrcWQIUOyZd544w0sXLgwW2batGlo27YtDjrooAKPKp+CvAL+/ve/j5/+9KcAgNdffx3jx4/HRRddhKeffhoXXXQR7r777nBdbdq0aVDMz8eiEbG9EtJWV1fnfFbv6hkWuwP5AtxIwl11tBtJ/BxJWsxl1F9BkUTQkcCMxu5R96l6eL5UmUgyVrZHUwT5iqYEu6g55rbVGNh/lHCd61aJzjkQQ/31ynZXSdV57KotDt7gABQgFlDBAVQqcIXbUkT8idcbJ/JV/VHBLSz+5wA0AHl/4XNAjAqE4DlWexjbMJJwXgXEcZ+Vz7EfqHrYzhxoB+T7mGorEgTCY62trc0rw3ufsmEk0E/5M8NBH8q/2edUQBWPXa1JXoOqLWXX7UFao4BXrVqFd999N/t57ty5mD17NsrKytCrVy987Wtfw6uvvorHH38cGzduzK7hsrIylJaW4l//+hcmT56MI488EuXl5Xjrrbcwfvx4HHDAATjkkEMAAHvttRdGjBiBsWPH4vbbbwfwSRqYUaNGoV+/fgCAYcOGYe+990ZVVRWuu+46LF++HBMmTMDYsWObPQIYKNAD4Ny5c7H33nsDAH73u99h1KhRuPrqq/Hqq6/iyCOPLEQTxhhjjDGfmpdffjknwvaiiy4CAJx22mmYOHEiHn30UQDA/vvvn3PfM888g6FDh6K0tBR//vOf8d///d9YtWoV+vTpg6OOOgqXX355zgP55MmTMW7cOAwbNgwAcMwxx+CWW27J/rxVq1Z44okncM455+CQQw5B+/btMXr0aFx//fXNNfQcCvIAWFpamv1L6qmnnsK3vvUtAJ88LauvfDLGGGPMZ5u0ngAOHTq0wfsaq7NPnz547rnnGm2nrKwM999/f4Nl+vbti8cff7zRupqDgjwAfulLX8JFF12EQw45BC+99BIeeughAMD//u//onfv3oVowhhjjDHGFIiCPADecsstOOecc/Db3/4Wt912G3baaScAwB//+EeMGDFi6zrUunVWS6J0DPxkrhKkstZDaS1Yh6M0QKwPUVod1gVF9DMqKW5jCYoVkeTMkS9kj7SldHARbWNEG8fjUGV4TtVccH+a8v3TSlfJbUeS6Sq4f8qm3JYqw/ZS88fjUFoi1rSqMuzfauyskVKn/qzHUuuE21JzzHPKiVmBfD2WWgNNWW9KQ8bXVNQfawl5/pSejscZ0R8qfSTbXe2XXLfSDfMYVKJj1uqpPGbsc8qm3B+1jlnzF9lXIkneFTxWtSZ57SgtKM9PRPetfDeybut1gsWUCNpsPQV5ANzSEeZNN91UiOqNMcYY08JI6ytg8wlNfgBcuXJlNkqlMZ3ftohmMcYYY4wxMZr8ANi1a1csXLgQFRUV6NKlS4PZrNXRuzHGGGM+u/gEMN00+QHw6aefRllZWfb/2+JrS4wxxhhjzKenyQ+Ahx56aPb/Q4cOLURfAHxyslgvDFaCahYEq6d/Fo9HgiUULGpWCUkjgQacuDMi7FfjYkGwKsN1R4IllNCY74sklI6MS50GR/54iCS4ZlRb3EcWoSuRPN8TEZMrW/AYlD8xKmCI50YlZ2a7K7E9i9LV2Dk4So2d/TASdKHGzuJ/lYCX7RxJotzURMuRhNKM2g947MuWLcv5rOZPzUVj9ap7IsnHOQhFBejwNWVTHkdkDMoP6g8W6lESI14XKiglcjLE866CASNBF7wfKfvwnhDZ99RcRH6f1F/b3kEgPgFMNwX5KrjLLrtM/mKora3FKaecUogmjDHGGGNMgSjIA+CvfvUrHHLIIfjXv/6Vvfbss89iwIABeO+99wrRhDHGGGNaEPUngM39zzSNgjwA/uMf/8Auu+yC/fffH3fccQe+//3vY9iwYRgzZgxmzJhRiCaMMcYYY0yBKEgewEwmgylTpuDSSy/FWWedhdatW+OPf/wjDj/88K2ua+nSpVmtjUp+yvoHpcdg7Yl6Pc0JZCM6uKb+pcH3Kb1RBB6Hqod1ShEtodKJsKZF1cP9iSQkVpofHofSKfF9Sj/D11Q9XIY/R3SVql4uo+ppilYukgxZlWG7qzXA+iJVhrVWKtkwa8giulg1f9yWsiEndVc+x3ZVOkreN9RccFtKk8hEkvvy/qTu4b0vsj8pW/A4lcaNx6USU3PdrIsD8tex8hUuo8bFSZ6V3bluNXa2s+oPr1s1LraZmi/2ebWW+JoaF+sdVX9Y76jGVZ96bXtn4LAGMN0U5AQQACZNmoSbbroJp5xyCnbbbTeMGzcOr732WqGqN8YYY4wxBaIgD4AjR47EFVdcgV/96leYPHky/v73v+PLX/4yBg0ahGuvvbYQTRhjjDGmBWENYLopyAPghg0b8I9//ANf+9rXAHxybH3bbbfht7/9rb8OzhhjjDEmZRREAzh9+nR5/aijjsLrr79eiCaMMcYY04KwBjDdFOQBsCHKy8u3qnzHjh2zglqVSDQiON9xxx1zPiuRLF9TYmT+DuOI0DgSeBARyUeSzqqAikjwBl9TgvxI0lIWdKukpTxWFbjC/VEi9Egi6Egy5sbsqn4eCRRhYXhDyVm3VK+6FkksHBGlq3rY55cvX55XhteJmr9IEvNI0vCIaJ9F8crneF2oIBnuo+oPi/RVsmH2w0hC6UhS7EhQAdtHrYlIwNmKFStyPqs1EAkuiyTX5vlSQQ5cj/JL7o9Kph0JFIkEeERsyPOj5iKyN0cCvDioSflufTDJ9k4EbdJNQR4AN27ciJtuugm//vWvMW/evDynVQvYGGOMMcZsHwqiAbziiitw44034qSTTkJtbS0uuuginHDCCdhhhx0wceLEQjRhjDHGmBaEg0DSTUEeACdPnow77rgDEyZMQOvWrXHKKafgl7/8JX70ox9h1qxZhWjCGGOMMcYUiIK8Al60aBEGDBgA4BP9XX0iz1GjRuGyyy7bqrrWrl2b1WpEEpKqp3++T+koWN+3aNGivDI9evTI+ax0OKzfUYlWWdsU0YcpLQqXUfonto/Sr3ByWKWN4bbU2FlDpurhPkb0NEoXxHaOJKZWbTX2BewRHaOav8YSTKv+KL+MzB/7UyQZckTbVFZWlleGdVTKv9mfIrqjiMZVzXEkiTIncFZluO5IkuBMJpNXhv2S9XSq/YivNNYXIJZgnteE0lVz8mGl247sqRENLuvglDyItZdqP+Bryi8jOs9IGUYlFq+pqcn5rDTl7CuqLV6Dyj5cj0ooXf87eHtrAB0Ekm4KcgLYu3dvLFy4EADw+c9/HtOmTQMA/O1vf5NiWGOMMcYYs/0oyAPg8ccfjz//+c8AgPPPPx+XXXYZdt99d3zrW9/Ct7/97UI0YYwxxpgWhDWA6aYgr4B/8pOfZP//ta99DX369MFf//pXfP7zn8cxxxxTiCaMMcYYY0yBaJY8gAMHDsTAgQObo2pjjDHGtACsAUw3zZ4IemvZXLSqknsySkDNIllVD4uYlYCaxbWqLRZ4K/Evi6NVQIUSqjOR5L4RcX0kkSj3R2k5I0mLuR7VP17AKhCD+8iBB6oeZefGBPeRJLiqDLel2uH+RWyhNjf2byXs57mIBOioRMcsto8kDVfwfarP3L4S/3NbKokyB2soP1A+xkQCRbiebt265ZXhcfFeo+zH9aq1xWtS7SFsd7WO2T4qwENdY3gckb2Ik/YD+Wtb7akq2IbhfS4SyKb8IpLAme2sxs6+qsrUB2/UowJOGDWueh/b3kEgJt2k7gHQGGOMMS0fnwCmm4IEgRhjjDHGmJaDTwCNMcYYU3B8AphuCvIAOGbMGHz729/Gl7/85U9d17p167LaCKU36tKlS85nlSw6omlh/QUnhgaAxYsX53xWGpvVq1c32D8gX/uhNBus8VG6F9YyRr5wXGmHWIMU0b2puYgktI0k7mZUGU70GtHGRZJp82dl94i2iW2qtGkRe/E1pU3lOVZJcHkcSgfLCYCVvbjuSEJppaOK6EV5XBENmbIPt6/q4f6oeed61Nj5Gu8HQOM+p/rH9Sqbcp+Vz/E1tReyHjOidVS+y3o+VQ+3pfZC9gNVhvdZTv69pfuYiF9GtHus1VNzoXysMVR/lI8x9WO3BtA0REFeAX/00UcYNmwYdt99d1x99dX44IMPClGtMcYYY4xpBgryAPi73/0OH3zwAc477zz85je/wS677IKRI0fit7/9bSjazhhjjDGfLZwIOt0ULAikW7duOP/88/H3v/8dL730Ej7/+c+jqqoKvXr1woUXXog5c+YUqiljjDHGGPMpKHgU8MKFCzFt2jRMmzYNrVq1wpFHHok333wTe++9N2666aZCN2eMMcaYFOITwHRTkCCQuro6PProo7j77rsxbdo07Lvvvrjwwgtx6qmnZpMpT5kyBd/97ndx4YUXNlhXmzZtsiJbJbZtTFCt7ouIgZcsWZJ3rbKystH7IuJ/vhZJ4KycuimOrkTyEXE991GJvtmualx8X2S+VFuR/jARAXTEFlxG1RsRk0eSPEcSHau6GRbkV1dX55VhsX0k2a9KFs3CfmUfHocKYOIyyj6RPjKqPyzIj9Sr1lJk/XNC64jPcZ+VvThhciSAQSXX5mANlaSbr6kxcFCRgtuK7M2c2BvID4RQ9okEeLFESdXDgVDKV9j2qgwHiqggGQ7WUgnvI/5TT2SfNMVLQR4Ae/bsiU2bNuGUU07BSy+9hP333z+vzPDhw2WErDHGGGM+m/iELr0U5AHwpptuwte//nX5l2M9Xbt2xdy5cwvRnDHGGGOM+RQU5AGwqqqqENUYY4wx5jOCE0Gnm9R9E8gOO+yQ1TiohJes0VBllGaEYY2U0vdwctGKiopGy5SVleWViehDuIzS80Q0bU1ZDBGtpSrDmhrVv4heLaIT5PlR9UYSADfWtqIp9Sp/4nFFvlRenapH9GrcVmScSo/FfVRfTs+6QKWjaqxeIH9OVRmVjJnhsSvdImvh1Nh5DpUNORG9mi/WkEV8me+J6GJ5T1OocXKfle6M24oki1b94XGoBPy1tbU5n1Wic9Y2Krvz74ZIwm3lc6zLU/sTX1Nzyn2MfImB0pSynet19qpuJ4I2DZG6B0BjjDHGtHx8AphuCp4GxhhjjDHGpBufABpjjDGm4PgEMN34BNAYY4wxpshI3Qng5qJVFczB4mOVW5DFtSoBKAuEWegL5IttFSzsVeJoLqPaYiJC40iy6EjiZSVYjiRo5baUUD3S50giaEaVYXF9U4JmlFCcr0WCZiL2i/hXxA+UfzNKJM9i/8j8qf7wONTYWWzPwVMKFfDBdasyHESgkh/zOFQ9DaW1qocDFJRon+3KY1DtcLCNsjvft2LFirwyvCaUrzQlubZaA+Xl5TmflR/wvKsAHQ4eUXuGCrJiOBhJBV1w0J6yBc+pGjvPsWor8rtr+fLlOZ8jSbmVz9Xb3kEgpiFS9wBojDHGmJaPXwGnG78CNsYYY4wpMnwCaIwxxpiC4xPAdJPqB0Clp+PJVvo11mgofQ+XUVoUbkvpQyJfyM7XIhoSpceKlGHdS0TTprRorLEpVFLlSH9UPRGdUsQ3GkuQrNrm/jWkualH9Zf7p+phn1drgHVUKnEva5BWrlyZVybiB3xNJXlmjZ3SP/FY1ZrktpR+iW2o2uI+1tTU5JWJ6Ca5P0qPpeaQYU0b+4aql/1J6ekiejG2j9KdNUVbrMbNZZRfch8jWlmV7D+yP/G4lO+yXjSiLY7MuYLvU/4d2b/ZHmpc9desATQNkeoHQGOMMca0THwCmG6sATTGGGOMKTJ8AmiMMcaYguMTwHTjE0BjjDHGmCIjdSeAq1evzgpfVbJPFm+rMix4jwQDqOTMLKCOJOWNJFVWAvhIoEgkITG3FQkmUX1m1Nj5PiWOjiRsZbG9GhfXrQIWWHQeSerK9lJBF5Fkv9wf1T+uWyVDXrJkSaP1RMTky5Yta7BtIF9MrkT7/Nd1JFhKBSOw2D4SSBNJWqwCBLh9ZR+uR/kc16OCSdiunTp1yivD9/G6YdsA+XsEJ4YG8teWmmMeu/In9u9IUArfA+Qn7leJ/Hm+1P7APta5c+e8MpE1wPWoABj2A7UX8li7du2aV4YDctTvk0iwDe/Nyje2JlH+9g4CSesJ4PPPP4/rrrsOr7zyChYuXIiHH34Yxx13XE6dV1xxBf7nf/4HNTU1GDhwIH7+859jn332yZZZt24dJkyYgAcffBBr167F4YcfjltvvRW9e/fOlqmpqcG4cePw6KOPAgCOOeYYTJo0KccX582bh3PPPRdPP/002rdvj9GjR+P6668PBap9WnwCaIwxxpiiYfXq1dhvv/1wyy23yJ9fe+21uPHGG3HLLbfgb3/7GyorK/HVr34154/2Cy64AA8//DCmTJmCGTNmYNWqVRg1alTOH0ujR4/G7NmzMXXqVEydOhWzZ89GVVVV9ucbN27EUUcdhdWrV2PGjBmYMmUKfve732H8+PHNN/jNSN0JoDHGGGNaPmk9ARw5ciRGjhy5xfpuvvlmXHrppTjhhBMAAPfeey969OiBBx54AGeddRZqa2tx55134r777sMRRxwBALj//vvRp08fPPXUUxg+fDjefvttTJ06FbNmzcLAgQMBAHfccQcGDx6Md955B/369cO0adPw1ltvYf78+ejVqxcA4IYbbsCYMWNw1VVXydPvQuITQGOMMca0aFauXJnzT0laIsydOxeLFi3CsGHDstfatm2LQw89FC+88AIA4JVXXkFdXV1OmV69eqF///7ZMjNnzkQmk8k+/AHAoEGDkMlkcsr0798/+/AHAMOHD8e6devwyiuvNKn/W0PqTgAzmUxWjxPRL6gyrD1RSXBZe6J0L1xG6ToiyaK5PxEtodIJRpKxsm5AJVqNJK/m/kSS8ipYr6Lsw2VUW6yxWbp0aV4ZnueFCxfmlWGbsQ5PJRaOJB+O6PuYSLJoZWOeP+UHEe0X91npzFizFdF5Kn9iPRYnj1Z1R+ZC9ZnbUlqaSDJtHofqcyQJNq/ByBgWLVqU83nFihV5ZXhcas/gtRUZZ0RXqWyhxs6wzys9G49D7d/sz6o/3bp1y/ms9kK+T61J1g6qtcTaz0iSd7VOOKmz0i2yfZROsH6ei0kD2KdPn5zrl19+OSZOnLjV9dWvvR49euRc79GjB95///1smdLS0jw9aI8ePbL3L1q0CBUVFXn1V1RU5JThdrp27YrS0tK8PaA5SN0DoDHGGGPM1jB//vycV6bqG1K2Bv7jJEmSRgNwuIwq35QyzYVfARtjjDGmRdO5c+ecf019AKysrASQfwq/ZMmS7GldZWUl1q9fnxfhz2UWL16cV//SpUtzynA7NTU1qKuryzsZbA78AGiMMcaYglP/Cri5/xWSXXfdFZWVlZg+fXr22vr16/Hcc89hyJAhAICDDjoIbdq0ySmzcOFCvPHGG9kygwcPRm1tLV566aVsmRdffBG1tbU5Zd54440cudK0adPQtm1bHHTQQQUdl8KvgI0xxhhTNKxatQrvvvtu9vPcuXMxe/ZslJWVoW/fvrjgggtw9dVXY/fdd8fuu++Oq6++Gh06dMDo0aMBfKLrP+OMMzB+/Hh069YNZWVlmDBhAgYMGJCNCt5rr70wYsQIjB07FrfffjsA4Mwzz8SoUaPQr18/AMCwYcOw9957o6qqCtdddx2WL1+OCRMmYOzYsc0eAQyk8AFwc9GqSmwaSarMQl4lEOb36ypggCdAHeeymFyJf/maEnSziFj1ORK4wsJw9dcRi4+3pEHYHCUmbiypMpCfRFXNF8+zEmJzGSWQnTt3bs5nJWbn+eKAAWUL1Z/GUG2zTVUSXL6m6olEt7GdVeLeSKAIz3EkeEMFwLBvqHWiNDeNtaV8jsel1hsHdKm9hte/siHbTG3aHBzBa1S1veOOO+Z8VuuPfSOyRiPJ41VwAo8zMn+qDI9L+RyvN1WGA+vUGo2sbUaNne0cSVAeSeSvxsXtR8al+lzfx2IKAtkaXn75ZRx22GHZzxdddBEA4LTTTsM999yDH/zgB1i7di3OOeecbCLoadOm5fyevummm9C6dWucdNJJ2UTQ99xzT858TJ48GePGjctGCx9zzDE5uQdbtWqFJ554Aueccw4OOeSQnETQ24LUPQAaY4wxxjQXQ4cObfDBsaSkBBMnTmwwirhdu3aYNGkSJk2atMUyZWVluP/++xvsS9++ffH444832ufmwA+AxhhjjCk4aT0BNJ/gIBBjjDHGmCIjdSeAa9euzWollEaKdW9KPxPRekR0XfPmzcv5vGTJkrwyEV0e6/vUl6RzyLpKOl1WVpbzuby8PK8Ma7SU5o41I0rTwrogVYY1UUofFvmydW4rkih72bJleWU4WbRKkKp0nJujfI41d8oW3B81Tq5b6ddYF6Tmj1G+HNF+cR/VWmK7s/5IEVl/ys6s1VNpHDhpMs85EEumzXZW65bHrrSXEb0hj5U1gWqcEZ0nz58aJ7etdGc8BqV15D6qOeb+qDnmulV/eH2pvZB9Vfkl91ntK9yWSmbNa0etW9a9RtabmnfWG6oyPM/KhvVYA2gawieAxhhjjDFFRupOAI0xxhjT8vEJYLrxCaAxxhhjTJHhE0BjjDHGFByfAKab1D0AbtiwISugVYlEWRytBLksnFdlGCX+ZRGzEsmz86m2OPmpChCIJFHt27dvzueddtopr8xuu+2W81kFLHBQysqVK/PKsPhYJfdlobOyD49ViZLZzkpAzXVHAhZUgADbg+9RfsBjUPVyIIYSrrPAWwUesKBbCenZVyKBUCpQJOK7hYLHWl1dnVcmIrbnYJtIsmgVSMN2Vvbh/kR8V5XhtcO2UAEfPHa1JrjPqu1IIAS3FQlKUX7J/VHj4gC4SJCTSobO96lACB6HaovrVoFsjAqA4bbUvsv7iApS4/bV2Pn3iVon9W1t7yAQk278CtgYY4wxpshI3QmgMcYYY1o+fgWcbnwCaIwxxhhTZKTuBLC0tDSrd1GaDU4kqrRWrOOKfAG6gnUukS9AVwlJuT/du3fPK8PjUtoN1tSov3xYh8OJc1UZpUlklOaH71PaGB6HqieSuJd9Qc0p163Gzno51qKpOWYfU5q7iHaIUbqziH6VfUzZlK9F1pLSJPJYlbaJ51j5Lmu0mpo0nOdd9Zk1rRH9nPI59mfVH17bqh7Wh7EGV+0ZPO9Kp8uJ4FUCZx6n8oPGdLFA/hiU7/J6U2spoqtmX4loptVaZ99Qdo5olLk/PH+qbjV27qPaLyPjYpupPaJ+vtKgAfQJXXrxCaAxxhhjTJGRuhNAY4wxxrR8rAFMNz4BNMYYY4wpMlJ3Arhu3bqsDkLpTFg7pDQkrJtQ2hjWBXXp0iWvDOccU7ol1pk09UvlWYej8u5xTiiVs46vcd4tIF8HxHmlVB8jGimlReOxKw0Zj1X1mec5oltU2hhun7VNSrvDNu3cuXOj/VO+y22rtlhvpMbAcxHJ8RfJXabgMirfWiR/H/ucym/G9ag8aeyrqh5eg0oHFdG9MRHNpoLtsWLFipzPyg8Y1vsB+X6p5pP3PtUWX1NrNKIl5P6ofYXnS61jnj/lc7zelH83Reus/InvUzks+XeOqof9WdmQr0X2I6WDr79ve2sAfQKYbnwCaIwxxhhTZKTuBNAYY4wxLR+fAKYbnwAaY4wxxhQZPgE0xhhjTMHxCWC6Sd0DYLt27bJicBXk0JTghMgXxqtgEhYjK6Fx5AvjWaSrRM2RL2SPCHp5XKrPLPJW4nZuSwmWeRyRJLOqP926dWuwXlW3CjjhOVT2aix5dSSIR/UvIlzna0rgHQlyYpS4nf1JleHktcrnuB6VVJkDDVQ9vAaVr3AfVdAV9zkSaKDWP/ulKsO2V/3hOVU+x2Plz2pueJ9TgTW8r0QChpRf8riUX0YCa7iMCr7jsUaS2as1EPmlz22pPYPbUnPM9ahxse3VPsKo/vC8q9+BkQTg9aj91ph6UvcAaIwxxpiWj08A0401gMYYY4wxRYYfAI0xxhhjiozUvQLeYYcdsjojdbTL2hOle2HNiNItcd1K98J1R3RwKklw5EvJIwmTWa+i9DysK1HJdFkXojRbXCaS3FfNF49V2TCid2IdjrIha6JUWytXrmywXuUHXI/S1UR0cDyuiL4vklxbJRaPENEbsj1U0lmuR/WZkx+rL7ln/1H1RHRvbB+lV+P5UnsE+4aqh20f0QBG7okk++YxKN0Z36eSrHN/lN3ZD5S9WHupyrCPqf0yMn8RjSuPS+2p7IcqyTOjdIIRfTbbI5KUO5IUX32JAa+37YVfAacbnwAaY4wxxhQZqTsBNMYYY0zLxyeA6cYngMYYY4wxRYZPAI0xxhhTcHwCmG5S9wC4fv36rFhWiW1Z+KwSwbJDKNF+RLTLQmMlji4rK8v5HBH/K9Eu9yeSmFqJrHmskYS7kYTJkUAalbQ0kiA5EpATSfLMZdTGwMJwnq+PPvoo7x5uS/WPfSMi2lcBDGxDNX88F8ovGdVnrieSBFsFnHAf1Rwrn2+sjxywA8TszKhxsX9zAAOQv/+ocXEQgQpG4EAs9jk1f40Fjqgyqm3un/Jv3sNUgFUkiTmPK7L3qDXAAQzq9wBfiwQDqT5zGTUXXLeaC65b+TvbXrXF11SfI75bvy78cGQaInUPgMYYY4xp+fgEMN1YA2iMMcYYU2T4BNAYY4wxBccngOkmdQ+Abdq0yWqTlLYhoiFhzY9yENblKI0b60OUvo9RuhfW5amEpHxN6XBYz6P0IawzUbol1k116tQprwxrUZqqsYnoZ1j3pvSPfE19Afry5csbbYv7yHZWY+C5iWh3lB4y8oXxPDeRhODK59heSgfLY1caMl4Xqh72ObVOuI9qjnmdKvuwXVUZ1g6qPvO1piZ55jIqwXVjGs2Inyo/4LWtyrC9VJmlS5fmfFbzx3MTKaOIJEPn5NARX1FzzPZR9XBicWUfvk/5HPu32p8iScx5HCqhc3l5ec5npZWt72NE626Kl9Q9ABpjjDGm5eMTwHRjDaAxxhhjTJHhB0BjjDHGmCLDr4CNMcYYU3D8CjjdpO4BcO3atVkhbERsr4TrLHxVwSQs1o4kWlWiXe6PCt5g8a8qU1lZmfNZiZE56bVKgvvvf/8753Pv3r3zylRXV+d8VgEwbA++B8i3jwqgYNurcTUWmKFQvsGib5VAdt68eQ32R9VbU1OT81kFXTDKpnxNzR+PIWKLxYsX511jn1Ow3ZVgnO2jglsaqxcAli1blvNZ2ZDvU2V4Dar+cD0qQICF/ZE1oMbFfVSJlrkMrwkOelBEgrA4sA0AunbtmvNZ2Yv3FbVfcuCD2i8Z9YuZ61Z+ymtABVQoezBs90hydlWG14DqD9te+W4k6TSPvaKiIq8MB4Y0FCDkIBDTEKl7ADTGGGNMy8cngOnGGkBjjDHGmCLDJ4DGGGOMKTg+AUw3qXsAbN26dVaPE9GZqDIR3QNrq9Q9rI1pLKErEEskqrRprONSGhLWmShNEtf93nvvbbGvDcE6F2UfTkAa+eJyNV+cVFaVidieYd0ZoBNjb05kM1GJYFkjqfyAUTZlGyp9GNtdjYnrURo3nptIMl3VZ/a5iGZLtcV+oOrhMmrsvHZUW8oeTERnxvUo+3AZ1r2pdcN7hhpnJDE868UivqLsxbZQ9oskj+c9Va117qPqD7eltHuMWpO8BtQ+w36okmDzuFQCZ25LzRdrNNW4eL2pMvV+6Icj0xCpewA0xhhjTMvHJ4DpxhpAY4wxxpgiwyeAxhhjjCk4PgFMNz4BNMYYY4wpMlJ3Avjxxx9L0W89/LSvxMgsxFbJollIq0S7XI9qi4W8SkTM9ahksSxQVn3m9lVbLAiOCPsVDc3BltpnUTqQL/JWf62xaF8lP+a2VLJaFp035S9DlSg3ksib21ZBPCzsVyJ5vhZJBK2CitgvM5lMXhkeqxK38/ypIAe2s/Jd9idVhuc0Egyk/JTrUUE7fJ+qh68p+/B8qXGxnTk5M/sFkO8/3bp1yyvDCcpV2zw3kUAIFZzA9UQCmCJ7mFqjPMdq32W7q72Qy6j1FtlTef2rPYLr5qAQID+Ir1OnTnlluP2IndUe0aVLly3evy3xCWC68QmgMcYYY0yRkboTQGOMMca0fHwCmG58AmiMMcYYU2Sk7gSwTZs2WV2G0nkpXQnDmh+lsYl8eTdrLZQ2hrUenKQXyNfdqP6w9kN9sTu3pbRN/NeQ0r2osTZGpM9Ks8X6mYjmR80xX1N6rMiXtjOsmVT6SPZDpROK6KhYUxZJYqz0RpwcOpIwXc0fo/rDdUf0hmr+uH2lueP7lI6qKQmS1RpgbZSyD9ej7Mw6LjUu1vzyHhHRFke0oGq/5D0ikjxe2TSih+T2lR/w2lFzzH1U/YkkBI/ooSNJsBnVZ95r1FzU6/K21DaQP19qXOwvlZWVeWXqfcynY/nssssueP/99/Oun3POOfj5z3+OMWPG4N5778352cCBAzFr1qzs53Xr1mHChAl48MEHsXbtWhx++OG49dZb0bt372yZmpoajBs3Do8++igA4JhjjsGkSZPy/GB74hNAY4wxxjQL9a+Bm+vf1vK3v/0NCxcuzP6bPn06AODrX/96tsyIESNyyjz55JM5dVxwwQV4+OGHMWXKFMyYMQOrVq3CqFGjcv7YHD16NGbPno2pU6di6tSpmD17NqqqqppoxeYhdSeAxhhjjDHNQffu3XM+/+QnP8HnPvc5HHroodlrbdu2lSerwCdv5+68807cd999OOKIIwAA999/P/r06YOnnnoKw4cPx9tvv42pU6di1qxZGDhwIADgjjvuwODBg/HOO++gX79+zTS6rcMngMYYY4wpOM19+rf5KeDKlStz/kWkMevXr8f999+Pb3/72zmv/5999llUVFRgjz32wNixY7FkyZLsz1555RXU1dVh2LBh2Wu9evVC//798cILLwAAZs6ciUwmk334A4BBgwYhk8lky6QBPwAaY4wxpkXTp08fZDKZ7L9rrrmm0Xv+8Ic/YMWKFRgzZkz22siRIzF58mQ8/fTTuOGGG/C3v/0NX/nKV7IPlIsWLUJpaWlePs8ePXpg0aJF2TIVFRV57VVUVGTLpIHUvQIuLS3NilyVODoi7OfAA5X8lLUDEQG8Ev9/8MEHOZ+VOJqFvZFkuqrPLFRXIuJIgECkHkb1h8elhOp8XyRBslo4LChXQTJqfhgOquB7eFED+aJ95Ss8pyoYiJMxq0SwEbE9t6UScHM9KpiE52b58uV5Zbh95buRQBEWPqvE6yyuj6x1FQjFfsj7gSqj7MxBBEr8v3Tp0pzPPXr0yCvDPs9tqYABtrOyO49d2YLrVpqpSCLvyGkK3xdJOK/6w3Oj/DuSmJrtEUnAr4gE6DU2xwq17zbFZg0lAN/eQSDbMg3M/Pnzc37/RebgzjvvxMiRI9GrV6/stW984xvZ//fv3x8HH3wwdt55ZzzxxBM44YQTGuzH5vuuCijiMtub1D0AGmOMMcZsDZ07d847AGmI999/H0899RR+//vfN1iuZ8+e2HnnnTFnzhwAn0Rdr1+/HjU1NTkHBkuWLMGQIUOyZRYvXpxX19KlS+UfidsLvwI2xhhjTMHZlhrAreXuu+9GRUUFjjrqqAbLVVdXY/78+ejZsycA4KCDDkKbNm2y0cMAsHDhQrzxxhvZB8DBgwejtrYWL730UrbMiy++iNra2myZNOATQGOMMcYUDZs2bcLdd9+N0047LecV/6pVqzBx4kSceOKJ6NmzJ9577z388Ic/RHl5OY4//ngAn0h5zjjjDIwfPx7dunVDWVkZJkyYgAEDBmSjgvfaay+MGDECY8eOxe233w4AOPPMMzFq1KjURAADKXwA3LBhQ1b7p5Kz8peiK51QRPfCOiWlH2PtiWpL6Z0Y1oOVlZXllWGNViSJqtJIcj1K48J6FaU7iSRIZa2OsiHbPpJwV5VhDZLSO/F9KgEw6wtZ9xZJvKrmhvujfIX7o3RVkcS9jNI/8TiUH7CvKK0c36f8IJJYXGkQGbaZ8icel+pPRAcbWUtcj9LqsS5QjbOx9RbRxSr9Idej+sf2UXPM9ymbqvsa64+aP/YnpRuOrDdeF+rVH++7qj+8JlVb7JdKJ8zzrvYeLqPmPaI752vK5+rbLyYN4Nbw1FNPYd68efj2t7+dc71Vq1Z4/fXX8atf/QorVqxAz549cdhhh+Ghhx7K0WzfdNNNaN26NU466aRsIuh77rknx38mT56McePGZaOFjznmGNxyyy1NHGXzkLoHQGOMMcaY5mLYsGFbPBj605/+1Oj97dq1w6RJkzBp0qQtlikrK8P999//qfrZ3PgB0BhjjDEFJ60ngOYTHARijDHGGFNk+AHQGGOMMabISN0r4M2PjCOCZSWkZVG8EuSy2FcJxfmaEmKzYJmTxwL5omGVSJSTVqokwSqRaWP9UTZkcbRKtMoJblWwC9tQBSwo2zM8X0r4zMJ0Ne98n6qH7VNeXp7zWQmqWdyuxsTBG5z0Gcj3XRXIEgkG4vsigSsqsCZir0jSWeXzDIv/VVAKi+1VYAb7iupPRNjPY1X9YX9W/s1+qWzB7fP8RQLQVNvclnoVFvGVSOAR7z3KXmz3SAJ+layX512Ni/dmNceRQCgeayRITQVd8TUVlMJ9VuPifU21xetEBe3U79ebNm0KBWA1F34FnG58AmiMMcYYU2Sk7gTQGGOMMS0fnwCmG58AGmOMMcYUGak7ASwpKclqGpQGiHUmKpEoa1qURoJ1FEqPxdocpQ/hPnKiYeCT7whsqF5Vj9LqsBZFjYuvcdtAvi6Q9X6qjw0lG93SPUBMr8J2VboX1u+oMty+0jI19gXhql7WY6oxsAZJzR//parq4SThKqE0163WCdet/krmcanvrmTtp9JR8TU1dp4bpZXjNai0lqytUvbhuVDrlu2j9hFuS+lgWbOl6mE/5LGrdcP3KJ0u36fspfyZYW2ammPWytbU1OSViSSYjySCZs10JJG/0nBH9lT2FaXzZpQ/se+qpNzcVlO16ZG9UO0J2wOfAKabdHiJMcYYY4zZZqTuBNAYY4wxLR+fAKYbnwAaY4wxxhQZPgE0xhhjTMHxCWC6Sd0DYF1dXVagrQTeLJxV4mguExGcR0TgKtkoC3AjQSlKoKsCFhgWKKu2IsJwtke3bt3yynCy6khgRiTZcCTBtQqO4PYjCVvVxsDibLapqrexdoD8IJlIsmhVhpN0R3xO2Yt9QyWmZT9QScNV3UxTEveqgIpIonO2swrqiSSC5muqP01JJKzGznbleyKJqtkvgFjSYLaF8jnuswqW4HUT8Us1N7y+OLhEtRXZD1RbkQcDbisSeBgJZIskplZ7Ps+paovHqr5YoN5//HBkGiJ1D4DGGGOMafn4BDDdWANojDHGGFNk+AHQGGOMMabISN0r4M0TQbMeAsg/7o3o6ZS+R+l5GNZsqIStrMdQGjKuR2mtIl9KzprILl265JVhvYoaO/e5uro6rwzr1ZS9WJ8SmS+lZWIdntIyReaC9TzKPtzHyOsD1so1NeEut6XGEEmqzG2pNcA+phLKsi3UHEf0YREtIZdR+l5eA927d88rs2jRopzPSmvF9lD24bGrROeRZLp8n1oDja3J5cuX593Dc6HWMfdPzTG3rcpEtM48X2rdcJ+V9jqSnDmiY1Z2ZnhuVJJnTjqt9l3eLyNJnpWduS2l4eY9Vc0Fa2WVJrl+LW3v16N+BZxufAJojDHGGFNkpO4E0BhjjDEtH58AphufABpjjDHGFBk+ATTGGGNMwfEJYLpJ3QPgDjvskBXCRhK4KvE9BzAooTELhPkeIF94rfrDwvVIgEBEtK8E1BFxNNetyrDQWY29sXqBfBuquYiIrLkeFRwRScrL86Pa4nFEEnDzXKh7uM8qyIGTYEcSeatx8rVIolwF36fqYburYAQWvKv1xmWUP/G4ampq8spEkmkzalzcn0gy5kiS90jQDvuPCk7g/qmgAv7FF0mKrRKCc/9UgAWvpUwmk1eGgyNUW7wulJ9GEp3zuCL+pPYDLqPWWyTIiW2v9ogVK1bkfFY25D1iwYIFeWXUfUz9WP1wZBoidQ+AxhhjjGn5+AQw3VgDaIwxxhhTZPgE0BhjjDEFxyeA6SZ1D4Dr1q3Laj6U1iKSCJo1JCpxJ2uZIl8GrzQkrJdRupeIhozHoXRBrJVT9XAZpWnhxKHKPlxGJcrl9pVukeuOaGyUBpBRmi3W4bDmBshPDs3aKjWGSP+4P6p/7D9q44okcGZNlOpzRN/HPqf8m+9TSYvZHpGk00p3yj6mbMgaKU6KC+Svf6WNU/cxbB/VH57DiPYykow8Ui/vWWo/YK1cZF9RfsBaXqVxjeiYWUcZSYrPc676GBm70otyH1VbETjBvfK5iCaR146ad7ah8p/6NemHI9MQqXsANMYYY0zLxyeA6cYaQGOMMcaYIsMngMYYY4xpFnxCl158AmiMMcYYU2Sk7gSwtLS0wUTQHJgRSYKrEmdyGSXIrayszPmsRM0sZldBKXyfKsN/JUWSlqoyLKqOJHlWQmxGjb0pSVTVnEaSRfM4lOibBdRK8M4C6kiSV65X9Y8F5soWHCyh/jLmupUInMeu/InbiiQJZiE7kB9ooOzDwvnq6uq8Mhz4oPrMfVQ+t2zZspzPHKwExJJD8/xEErgr32XfUPPO86X8h2HfUEFqkeTDPDdqjnkPjSSdVr7L/VGJs7mM2r/Zhqoelayaiaw39mdVhn1M2TCyP7E/qb2Zy6j1H0kEX7++IkFJpnhJ3QOgMcYYY1o+DgJJN34FbIwxxhhTZPgE0BhjjDEFxyeA6SZ1D4CbJ4JWsHZI6UPKy8vz6mRYX6Q0JSr5MaO0HgzrTFS9rEFSTs1tKb0R20fVw/ZQWhTWKankxxFNC9/HGk7VHzX/PM9K+8VJp5XujRN1c7Jo5U8RHQ3PqdIfss9FvuRejYH9SfWZ7R5JOhtJwK20cjz2yLqJJNNWa5ITEKv1F1knbA9VJuLf3Ee117Cv8hpVidi5jKq3sb4olN3ZD5VNuYyyF8+7Wje8H6m22OeV/pH9UOkzI/aIJENnmyn9Kt+nEkpHNLeMGldEb1y/z/rhyDRE6h4AjTHGGNPy8QlgurEG0BhjjDGmyPAJoDHGGGMKjk8A041PAI0xxhhjiozUnQC2bt06KzhWwmcWxSphNouqldiehb2qDNetBMIsYlaiXRb/RwIqGgqEqUeJkRklMI8QqZvtoZIEs2hf/bXGNmtqEmxGBVBw+5Fksdw/JfCOBIqwLdQ93JZaAxGxPdtH2YsDVVTiZeXPDIvSe/funVeGk0OrPrPPqzXAc6r6x2tSBRpwYIFak2xnVQ/7ixoXi/2VaJ+J7HO8RlVQAdcTSUKv7M7+o4KcmMj8KbtHAkXYhpHE8GpueE2qILVIUAq3xQnLAaCioiLnc1OTmEe+xKB+LW/v0zGfAKYbnwAaY4wxxhQZqTsBNMYYY0zLxyeA6cYngMYYY4wxRUbqTgA3bdqU1Y5ENCQRfU9EQ6I0NirBLsMam9ra2rwyrJfhZMRAvq6DtSlAvl4mkgRX6fIiiXpZD6Z0S5xoVWnIuExT+8wJm9V8sZ3VOBv7wnqlueNrSkfFeh6ly+EySm/EPq/KsM9FfEVprXi+1Lh43lnLB+RrIj/66KO8MuzzqgyPVenMuI9q7LyWlM9F9L1sZ2VD1tiq5MONaeyUVpXHpdZWRDMZ2Qu5bqWrVOuN4fsiSYzVuHiOVT1sU7VOuK1MJpNXJrKvcN1KV83rROmEa2pq8q4xPIcRTbIqUz/WTZs2ST2iMUAKHwCNMcYY0/LxK+B041fAxhhjjDFFhk8AjTHGGFNwfAKYbnwCaIwxxhhTZKTuBLBz585ZEbBKbMoiWSUQZvG/Elmz+FgFZrCgO5Kcuby8PO8aC69VcAmLiJUAnu9TYmRuPyIiVsLwCGwfFXQRCbaJJC3mcakyTQna4cAMFQjBgT3KpizaV0EzHJyg+suBBmqc3bt3z/kcSR6rktfyfU0NhOB6IvZRon1egyogJ5J8nNe2Wv8RIgmluX01F40lfo4EMETGoAJQ2F6RACaVMDmSfJh9RfWZ99CIPym7R34PMOr3CfucmgseeyQRvNqbeayqz5GE2zx2tU7q+xNJUN+c+AQw3fgE0BhjjDGmyEjdCaAxxhhjWj4+AUw3PgE0xhhjTFEwceJElJSU5PyrrKzM/jxJEkycOBG9evVC+/btMXToULz55ps5daxbtw7f+973UF5ejo4dO+KYY47BggULcsrU1NSgqqoKmUwGmUwGVVVVeXkntzepOwFctWpVVuMQ0e4pbRPrL5TOhLVoEV1eJPnw8uXL88qwNkf1mdtSCaVZM6L0Iaz5UBoQbl8lKOWxqnpYT8Rfdg7k6wKVxobbimhj1F997C9Ks8l6IpWQmOExKN0Z65bUOJVWh+G5UZoy9rFI8lql2WK/VOtN3cdENFs8p2oNsI+psbPt1VywPdRcsP8o/Ryj9hH2H2VDXtush4zodJW+NpKAm22hxsDtq+TaXKYxXSMQSwyvxs77t9LcsY+p/rD/KJ9ju6o9g30sklhcrXXeL5V/s/+ofZfHqvbL+vu29+lYWk8A99lnHzz11FPZz5vb8Nprr8WNN96Ie+65B3vssQd+/OMf46tf/SreeeedrC9ecMEFeOyxxzBlyhR069YN48ePx6hRo/DKK69k6xo9ejQWLFiAqVOnAgDOPPNMVFVV4bHHHvs0wy0oqXsANMYYY4xpLlq3bp1z6ldPkiS4+eabcemll+KEE04AANx7773o0aMHHnjgAZx11lmora3FnXfeifvuuw9HHHEEAOD+++9Hnz598NRTT2H48OF4++23MXXqVMyaNQsDBw4EANxxxx0YPHgw3nnnHfTr12/bDbYB/ArYGGOMMQWn/gSwuf8Bn0R5b/6voTcuc+bMQa9evbDrrrvi5JNPxr///W8AwNy5c7Fo0SIMGzYsW7Zt27Y49NBD8cILLwAAXnnlFdTV1eWU6dWrF/r3758tM3PmTGQymezDHwAMGjQImUwmWyYN+AHQGGOMMS2aPn36ZPV2mUwG11xzjSw3cOBA/OpXv8Kf/vQn3HHHHVi0aBGGDBmC6upqLFq0CADQo0ePnHt69OiR/dmiRYtQWlqKrl27NlhGSaIqKiqyZdKAXwEbY4wxpuBsSw3g/Pnzc/I6bil35siRI7P/HzBgAAYPHozPfe5zuPfeezFo0CAA+VrQJEkazQPMZVT5SD3bktQ9ALZu3TprIOU4LCJWAlh+8o4k3FUBFVwmkjBZCY15wlV/uG4lbmeU8JmF15GACtVnFjWrsbNAWZWJJOXleY7YmZPXAjrRK8NCbH5NoAIq2D4qYIDrVYs8kuQ5IkrnsatXHRz4oBKds51VfyKCcx5Xly5d8spwYIEKNOCxKv9mX1FRdZEABZ5n5TsRQT77ggqy4GuRJM9sZ5XAmW2h9gy2qVpbkWAgtpfyFa5b2YL3A9WfSDAX163WAK9b1Z/G9gMg3zfU3sPrjU+HVN0qCITLRAKqlG/U1729g0C2JZ07d5b7XGN07NgRAwYMwJw5c3DccccB+OQEr2fPntkyS5YsyZ4KVlZWYv369aipqcmZ5yVLlmDIkCHZMosXL85ra+nSpXmni9sTvwI2xhhjTFGybt06vP322+jZsyd23XVXVFZWYvr06dmfr1+/Hs8991z24e6ggw5CmzZtcsosXLgQb7zxRrbM4MGDUVtbi5deeilb5sUXX0RtbW22TBpI3QmgMcYYY1o+aUwDM2HCBBx99NHo27cvlixZgh//+MdYuXIlTjvtNJSUlOCCCy7A1Vdfjd133x277747rr76anTo0AGjR48GAGQyGZxxxhkYP348unXrhrKyMkyYMAEDBgzIRgXvtddeGDFiBMaOHYvbb78dwCdpYEaNGpWaCGDAD4DGGGOMKRIWLFiAU045BcuWLUP37t0xaNAgzJo1CzvvvDMA4Ac/+AHWrl2Lc845BzU1NRg4cCCmTZuWk4/ypptuQuvWrXHSSSdh7dq1OPzww3HPPffkvJ6fPHkyxo0bl40WPuaYY3DLLbds28E2QkmSEpHAypUrkclk0KZNm6zmQ2k2WOeius9aHaXvUzoOJqLZimhjuIxqm+9TXyau9GlN6Q9rpJTGhnVBkS+sjyRIVbCd1bwzSkfJKC0T95k1ZEqbxraIzLHSi7F9lHZHXWPY55Wv8NgjiaBVn3m9Kc1dJJF3JPkx+6HySx6XSjbMc6w0m9xnlcCdx67WANcdEXizzlNpFnkNqLZ5viKJ85V/sVZOJZ2OrEn2Q+UHPFblB01ZAw3p4OqJaDiVLo/7rHSCEd0y91ntjTxfyp/4WkMJ0zdt2oRly5ahtra2Sfq4plL/+/zzn/+89INCsnHjRrz77rvbfIyfBawBNMYYY4wpMvwK2BhjjDEFJ40aQPN/+ATQGGOMMabI8AmgMcYYYwqOTwDTTeoeADt16pQV9CpBPguWVRkW+yqRPAtTVRJVFv8qIXYk6Sy3pfrDlJeX511jAX5EmK0CYHgcKhE0f12NSl7J4mM1FyzOVkJsvi+S/FjBIngl1ub+cL0RMbcKKuA5VWJkFbDAcLCGEngzyg9YyK/mmGnq3EQSG3MZNZ88N2qdNEX8r8T2vAbUOm6KL3z00Ud5ZXj985pUc8zXlN157Cp4I5KgPLIfcNCVsjvbWY2L/VvtqZxIXJXhuYkkDY8EXamx87qNBBWptRQJ8GBfUfVwn9W46ufLD0emIVL3AGiMMcaYzwZ+CE0v1gAaY4wxxhQZPgHcRjz55JPo1atX3vUpU6bgqquuAgB84xvfwJgxY9C9e3fMnTsXN998M1577bVt3VVjjDHmU2MNYLpJ3QPg+vXrs9qIbt265f2ctShq8lkTFUlGrLQWrFeJJOVUuqEuXbrgrLPOymo1Vq1ahc9//vO4/fbb8dRTT6FVq1YYOXIk/vM//xM/+clP8Nprr+HYY4/FjTfeiGOPPTarx2PdlNK4sT2U7oztoZIqs+YvoqNU2hhuX+nVWDOmtEM8LlVPJOEoz3NtbW3OZ6Wn4XuUJon7p8qw3SN6MWXTSILbSMJdvq8pelYgfy6WLVuWV4Y1kaqt6urqnM+ZTCavTETXxf1Ra4DrUXaO6DFXrlyZ81ntNdxHtqGqN5IUO5LAWWmbGV4DEb1oRJOo9iceu5pjvk+tdV5fqkxkL+T9WtkwMl+M0rhG9pFIEnOuR62B+vWVJInUZhsDpPAB8LPK5gEcH330Eb797W9j3rx5ePnllwEAp556Kh555BE88sgjAIBrr70WhxxyCL7xjW/gv//7v3Pquv322zFnzhysWbMGJ554Iurq6vDrX/8at912W06Zd999Fxs3bsSoUaNQV1eH2267DX/84x/xwx/+EIcddhhqampw44034umnn25+AxhjjDEmNVgDuB1o3bo1jjzyyOzDXuvWrbHnnnti1qxZOeVeeOEF7L///rKOUaNGYe3atRg9ejRuvPFGnH322Rg8eHBOmaOOOgorVqzAt771LTz00EO45JJL8NOf/hSvv/46Tj/9dLz44ou47LLLQiekxhhjzNZQ/wq4uf+ZpuEHwO3AV77yFXTq1AmPPvooAKBr165o3bp13veRVldXy9fgADBnzhz84he/wLx58/DYY4/hzTffxMCBA/PK3HnnnZg/fz7uvvturFu3DitWrMBjjz2GBQsW4O6770aXLl2w++67N89AjTHGGJNK/Ap4O3Dcccfhr3/9K5YuXZpznf+SaeiL5efMmZPzedmyZSgrK9timU2bNqG2thbvvvtu9lr9AyffZ4wxxnxaHASSblL3ANi+ffsGE0FHROAs9lXJkFmkGxH2qwCPSELZzYMsevbsiYEDB+LCCy/MCn6XLVuGDRs25J32lZWV5Qjj68snSYK6urqcV7clJSVo06ZNzkPjxo0bc8TR9YuRx7Fhw4Y8wTvbNRIgoIIRIoJ8vk8Juvk+NReRPvMpayQAhec4ksBV9Y/7o/rH41SCfA4eUfbicahx8dhVWzx2JeyPBF3xWlJiew4UiSRiVuNiG6pAiEjdvEco/+b21T7C97ENI/1T42Q/iKwJNQYONFD7LvdR+UEEbl/5AY9DBUJExhWxYWP1qvvUfHEwkArw4uT+ixcvzisTSWbP+4+yjzER/Ap4G3PMMcdg+fLleP7557PXNmzYgH/+8595r3AHDx6M2bNnb+MeGmOMMZ8eawDTTepOAD/LlJSU4Nhjj8Wjjz6a91fl5MmTceWVV+Ltt9/GP/7xDxx77LHo2bMnfv3rX2+n3hpjjDHms4ofALchAwcORM+ePfHwww/n/Wz69OnIZDL4zne+g/Lycrz77rs455xzsHDhwu3QU2OMMebTYQ1guilJUmK9lStXIpPJoFOnTlmNA2uCgJiuI/IF36xbUtoPvk9pbCJ6FW5L1RNJAMz3qaljDZLSq7DOhPV/QEz3wrqbiH0iCVub+sX33EfW5aj+sA6Pk+IqlMaNNT/KXpEEtzwXyqY8f8oP2IbKFuzfKskz+6FaJ+xzSucZ+ZJ7HodKpst2VgFMrPNUGmBObK7Gzn1U+wjr5SL6VR6nqpftXFNTk1cmoimNJA2OaEojmju2s0owz3Wrtc7jUJpE7k8kWbT6XcH+HdHTKf/m/kR+L0X2bzWuyJqsX+9JkmDdunWora2Vv0+bi/rf53369JH9KySbNm3C/Pnzt/kYPwv4BNAYY4wxBccngOnGQSDGGGOMMUVGUZwAPvLII+jevXvOtYZy7G2pTOQvjUi9zUnkdWpzjevT/iVWXV2Nb33rW5+qDmOMMenAJ4DppigeALt3746ePXtu724YY4wxxqSC1D0AlpaWZkWjSmwbSaLK8DduAFo4y2zNN3N8WrhuJbJuSvtNPbmLnBIW+lRw2bJlqKurk6J9DmLIZDJ5ZThgQgVrrFixosE+KNE1z4UaU0SYzeJ2FXwT6Q/fFwkY6tSpU14ZvqZE+yxmV0EpXI8K0GEbqoTJbDOVBJfLqHrYZhzwofrDgTVA/lhVMAIHj6g9i9cJ21T1j+9R4nYeg6qHfUONs7KystF62OfV3ESSmPPYCxUwpOAykT0sEqAXCRhUiaAj+wjvayp4K7JO6vu8vU/HfAKYblL3ANgcHH300XnXunbtmvM58otWbZ68gal6IlHA/LCiFn4kgo6vqQdkLqMeRHhDUw9O/KAW+aaEyC91Y4wxxjQv/s1rjDHGGFNkFMUJoDHGGGO2LX4FnG5S9wC4+WtEpW3iV6VKb8SaJH7dC+S/TlUJgLkt9aqStTmchBbQCW0Zfg2rXu9yn1WyUdaZqdeyjHq1zXZVejpeeErPw/dFdIPq9XeXLl1yPkcSvyp4rDxOZa+I7oxtofR0/Fpd2ZTHpfyby0Q0icrunFxYrRN+9R9Jqqz6w76qxs7XlOxAJWxmeOzKV1iKoGQQEV0u90clY+YyrA9T+wqPQclGuIzaZyLjjCRM5jJqz2D7KJ/jPULpDSMaQPaVyF6o5Cdct/KVSAJ+Xu9q7Ny+WktsZ7VOIgnlI3uhMal7ADTGGGNMy8cngOnGGkBjjDHGmCLDJ4DGGGOMKTg+AUw3PgE0xhhjjCkyUnkCWP9ErwTLLBBWee4i+fJYiK0EuUp4zbCoWfUnItrlv2JUomMOjlACYe6PEmuzYFmNncXRkWCSyNjVX2ssgueADyCWNDkyrsYSvyp7MZEgB2WLSAADi7eVmJvF/6o/LIBXInnujxLk832qLb4WEdKrgCG+T9mLx6WCZNhmai4i/sxEkkWrgA72Sy7T1HXD19R+xYFHyu6RADQOdlN+yTZV88c2VPZiP1D+xEm5VdLpSMAZ9zmyThSR5MwcpKPmIuKXkcC6+r1v06ZNcl1vK3wCmG58AmiMMcYYU2Sk8gTQGGOMMS0bnwCmG58AGmOMMcYUGak7AWzdunVWT6GS6Ua+V5c1NUo/xloLVQ/fF9EEqi9tj3xfMNetkiEzSpsS+cJx1ssovQrfp5JyR7SW3EelseF6lLaR50LZMPLdxI1pNlX/2BbK7lyv0vewfZT+KTJ/PF/K7hFtGuuxVBJzto9qi/Vgqi2+TyVMZj2f0nVxmYieVu0jnPRazRdfi6x/5XPcR7a78ifWuCmb8jqJJLyOJKpW41R7BBPRDUc0brwGlX147JHvIVdjZ5QNGfX7hH0uYi+VuJvXidqPWL+u9sv6+7b36ZhPANONTwCNMcYYY4oMPwAaY4wxxhQZqXsFbIwxxpiWj18BpxufABpjjDHGFBmpOwHcuHFj9oleiXZZcK6EtFxGBTBwwIASPjcm3gbyBbgq6WYkkSijksOyQFgJjXkcEZG8GhfXrUToNTU1OZ9ZWA/kC6ZVPRGhOtejEmVzGSX+Z/uwLVRi4UhwCdtZJcqNiO0jSbE5QCgS4BFJAFxWVtZoW5FE2aqtSNJptrNatxGRPN+n1l8kOTvXEwneivgP+1xTE943JWl4ZJ9T9uIyao1WV1fnfFYBQzwOFezGdUf2z0jAYCTYJhLkpMrwnKp1y22pk6tI8mre+xqa96YkPC8kPgFMNz4BNMYYY4wpMlJ3AmiMMcaYlo9PANNNah4A6ycxSZLssXXk+y8juabUayK+1tQy/EpFlWHUK7tIW43dE62nKXVH6lGvlyLfJduUeiJlIr7RFH9Sr2kiOdD4vsjrmabmUmtKTjZVplD24WvKD5rSnwhNnYum2DAyrohNm1Imsl821e5NmZum2EKVibwWberviqaUibS/Le3TUJmGfpcak5oHwPrklqwra4xIwmRjPg1b65NpYOnSpc1Sb3OuN6Xj+iyg9I5bi9IWph3WvAEx/2mJY2U4WfP25qOPPpK66W2BHz7TS2oeAHv16oX58+ejU6dOob/4jDHGGLNlkiTBRx99hF69em3vrpgUkpoHwB122AG9e/fe3t0wxhhjPjNsr5M/YNuc/vmEsek4CtgYY4wxpshIzQmgMcYYYz47+AQw3fgE0BhjjDGmyPADoDHGGGNMkeEHQGNMDs8++yxKSkqwYsWKJtfxzjvvoLKystnTYSxZsgTdu3fHBx980KztGGO2nvpE0M39b2u45ppr8IUvfAGdOnVCRUUFjjvuOLzzzjs5ZcaMGYOSkpKcf4MGDcops27dOnzve99DeXk5OnbsiGOOOQYLFizIKVNTU4OqqipkMhlkMhlUVVV9qn210PgB0BiTw5AhQ7Bw4cJPFT146aWX4txzz0WnTp0K2LN8KioqUFVVhcsvv7xZ2zHGfDZ47rnncO6552LWrFmYPn06NmzYgGHDhuXl6xwxYgQWLlyY/ffkk0/m/PyCCy7Aww8/jClTpmDGjBlYtWoVRo0alfOFBKNHj8bs2bMxdepUTJ06FbNnz0ZVVdU2GWeEksQKSmNMAVmwYAF22203/Pvf/94mqZ1ef/11fPGLX8SHH36Irl27Nnt7xpiGWblyJTKZzDbJ61uf63D+/Pno3Llz9nrbtm3Rtm3bRu9funQpKioq8Nxzz+HLX/4ygE9OAFesWIE//OEP8p7a2lp0794d9913H77xjW8AAD788EP06dMHTz75JIYPH463334be++9N2bNmoWBAwcCAGbNmoXBgwfjn//8J/r16/cpR/7p8QmgMSll6dKlqKysxNVXX5299uKLL6K0tBTTpk3b4n3/+Z//iT322AMdOnTAbrvthssuuwx1dXUAPtksjzjiCIwYMSL76mTFihXo27cvLr30UgD5r4Dff/99HH300ejatSs6duyIffbZJ++v4c359a9/jf322y/n4e+ee+5Bly5d8Kc//Ql77bUXdtxxx+xf2PWMGTMGxx13HK6++mr06NEDXbp0wRVXXIENGzbg+9//PsrKytC7d2/cddddOe0NGDAAlZWVePjhh4OWNcZ81ujTp0/2VWsmk8E111wTuq+2thYAUFZWlnP92WefRUVFBfbYYw+MHTsWS5Ysyf7slVdeQV1dHYYNG5a91qtXL/Tv3x8vvPACAGDmzJnIZDLZhz8AGDRoEDKZTLbM9sZpYIxJKd27d8ddd92F4447DsOGDcOee+6Jb37zmzjnnHNyNh6mU6dOuOeee9CrVy+8/vrrGDt2LDp16oQf/OAHKCkpwb333osBAwbgZz/7Gc4//3ycffbZ6NGjByZOnCjrO/fcc7F+/Xo8//zz6NixI9566y3suOOOW2z/+eefx8EHH5x3fc2aNbj++utx3333YYcddsA3v/lNTJgwAZMnT86Wefrpp9G7d288//zz+Otf/4ozzjgDM2fOxJe//GW8+OKLeOihh3D22Wfjq1/9Kvr06ZO974tf/CL+8pe/4Nvf/nbAssaYbcG2TAOjTgAj91500UX40pe+hP79+2evjxw5El//+tex8847Y+7cubjsssvwla98Ba+88gratm2LRYsWobS0NO+NQ48ePbBo0SIAwKJFi1BRUZHXZkVFRbbM9sYPgMakmCOPPBJjx47Fqaeeii984Qto164dfvKTnzR4z3/9139l/7/LLrtg/PjxeOihh/CDH/wAALDTTjvh9ttvR1VVFRYvXozHHnsMf//739GmTRtZ37x583DiiSdiwIABAIDddtutwfbfe+89HHTQQXnX6+rq8Itf/AKf+9znAADnnXcerrzyypwyZWVl+NnPfoYddtgB/fr1w7XXXos1a9bghz/8IQDgkksuwU9+8hP89a9/xcknn5y9b6eddsLf//73BvtljPns0rlz55wHwAjnnXce/vGPf2DGjBk51+tf6wJA//79cfDBB2PnnXfGE088gRNOOGGL9SVJkvPKW73+5jLbEz8AGpNyrr/+evTv3x+//vWv8fLLL6Ndu3YNlv/tb3+Lm2++Ge+++y5WrVqFDRs25G2MX//61/Hwww/jmmuuwW233YY99thji/WNGzcO3/3udzFt2jQcccQROPHEE7HvvvtusfzatWtlHzt06JB9+AOAnj175rxWAYB99tkHO+zwf8qUHj165Pxl3qpVK3Tr1i3vvvbt22PNmjVb7JMxZtuT5kTQ3/ve9/Doo4/i+eefb1Sr3LNnT+y8886YM2cOAKCyshLr169HTU1NzingkiVLMGTIkGyZxYsX59W1dOlS9OjRo0l9LjTWABqTcv7973/jww8/xKZNm/D+++83WHbWrFk4+eSTMXLkSDz++OP4+9//jksvvRTr16/PKbdmzRq88soraNWqVXZT2xLf+c538O9//xtVVVV4/fXXcfDBB2PSpElbLF9eXo6ampq863zCWFJSkrd5qzLq2qZNm3KuLV++HN27d29wHMYYkyQJzjvvPPz+97/H008/jV133bXRe6qrqzF//nz07NkTAHDQQQehTZs2mD59erbMwoUL8cYbb2QfAAcPHoza2lq89NJL2TIvvvgiamtrs2W2Nz4BNCbFrF+/Hqeeeiq+8Y1vYM8998QZZ5yB119/fYt/Qf71r3/FzjvvnA3oACAfGsePH48ddtgBf/zjH3HkkUfiqKOOwle+8pUt9qNPnz44++yzcfbZZ+OSSy7BHXfcge9973uy7AEHHIC33nprK0f66XjjjTcwdOjQbdqmMaZh0ngCeO655+KBBx7AI488gk6dOmX1eJlMBu3bt8eqVaswceJEnHjiiejZsyfee+89/PCHP0R5eTmOP/74bNkzzjgD48ePR7du3VBWVoYJEyZgwIABOOKIIwAAe+21F0aMGIGxY8fi9ttvBwCceeaZGDVqVCoigAGfABqTai699FLU1tbiZz/7GX7wgx9gr732whlnnLHF8p///Ocxb948TJkyBf/617/ws5/9LC869oknnsBdd92FyZMn46tf/SouvvhinHbaafLUDvgk39Wf/vQnzJ07F6+++iqefvpp7LXXXlvsw/DhwzFz5sycfFjNSf1pZkOBMcYYAwC33XYbamtrMXToUPTs2TP776GHHgLwiczk9ddfx7HHHos99tgDp512GvbYYw/MnDkzJ6/pTTfdhOOOOw4nnXQSDjnkEHTo0AGPPfYYWrVqlS0zefJkDBgwAMOGDcOwYcOw77774r777tvmY94SPgE0JqU8++yzuPnmm/HMM89kNXz33Xcf9t13X9x222347ne/m3fPscceiwsvvBDnnXce1q1bh6OOOgqXXXZZNsJ36dKlOOOMMzBx4kQceOCBAIDLL78c06ZNw9lnn53dBDdn48aNOPfcc7FgwQJ07twZI0aMwE033bTFfh955JFo06YNnnrqKQwfPrwAlmiYRx55BH379sV//Md/NHtbxpg4aTwBbKx8+/bt8ac//anRetq1a4dJkyY1KIcpKyvD/fffv1X925Y4EbQxpuDceuuteOSRR0Ib6afli1/8Ii644AKMHj262dsyxjROfSLo9u3bb5NE0GvXrkVtbe1WRwEXOz4BNMYUnDPPPBM1NTX46KOPmvXr4JYsWYKvfe1rOOWUU5qtDWNM00jjCaD5P3wCaIwxxpiCUX8C2K5du21yAvjxxx/7BLAJOAjEGGOMMabI8CtgY4wxxhQcvwJONz4BNMYYY4wpMnwCaIwxxpiC4xPAdOMTQGOMMcaYIsMngMYYY4wpOD4BTDc+ATTGGGOMKTJ8AmiMMcaYguMTwHTjE0BjjDHGmCLDJ4DGGGOMKTg+AUw3PgE0xhhjjCkyfAJojDHGmILjE8B04xNAY4wxxpgiww+AxhhjjDFFhl8BG2OMMabg+BVwuvEJoDHGGGNMkeETQGOMMcYUHJ8AphufABpjjDHGFBk+ATTGGGNMs+ATuvTiE0BjjDHGmCLDD4DGGGOMKRilpaWorKzcZu1VVlaitLR0m7X3WaEk8fmsMcYYYwrIxx9/jPXr12+TtkpLS9GuXbtt0tZnCT8AGmOMMcYUGX4FbIwxxhhTZPgB0BhjjDGmyPADoDHGGGNMkeEHQGOMMcaYIsMPgMYYY4wxRYYfAI0xxhhjigw/ABpjjDHGFBl+ADTGGGOMKTL8AGiMMcYYU2T4AdAYY4wxpsjwA6AxxhhjTJHhB0BjjDHGmCLj/wNvS0zunGDTogAAAABJRU5ErkJggg==' width=640.0/>\n", " </div>\n", " " ], "text/plain": [ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "virtual = dp.get_integrated_intensity(roi) # integrate the ROI\n", "virtual.plot()" ] }, { "cell_type": "code", "execution_count": 8, "id": "1d711f89-a92d-4c6e-9816-d5b0035b2338", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/plain": [ "<hyperspy.drawing._widgets.circle.CircleWidget at 0x29f1ae550>" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "b1c489e487ed4f4f8f7faad455c8d64d", "version_major": 2, "version_minor": 0 }, "image/png": 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", "text/html": [ "\n", " <div style=\"display: inline-block;\">\n", " <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n", " Figure MgO Nano-Crystals Signal\n", " </div>\n", " <img 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tlnWbJkSbTHcWtra8z2ZWVllJSUxKwrLi5m165d0fs7duygpqamT7A6atQoCgoKou3Xfv/731NYWBhzA++vRzy39nBXXHEFjY2N/PGPfwTg9ttvZ9y4cZxxxhnRbb7zne/wk5/8hJdffpmTTjqJ6upq5syZw2uvvbbb8w70NXTaZ599ePLJJxk1ahSXX345++yzD/vss0/CgN2ptLSUM888k1tuuYXFixfz4YcfMnnyZH75y1+yYsWKfvepq6vDGOPp2uxRXV3dZ11xcXHMc7vqqqv4/ve/z5lnnskjjzzCK6+8wpIlSzjkkEMSvgYimWLUBjB0FABKVvnCF77A9u3bueOOO/jiF7/oul11dXW/bao2b94cc3/MmDEcdNBBLFq0yLXh/0svvcSWLVs44YQTBlzeG2+8kcbGRhYsWNDnsaeffpqNGzfyu9/9jv/4j//g2GOPZcaMGSkNadPzvOM/CLdu3UpnZycjRowA4LTTTmPJkiUxN7Bfj6lTpyZ8PfrjVju67777ctJJJ/HLX/6SdevW8fDDD/PVr36V/Pz86DYFBQVcddVVvP7669TW1vLnP/+ZdevWMW/evN2WIdXX8JhjjuGRRx6hvr6el19+mSOOOIL58+dz3333eX7uPfbcc0++8pWvALgGgMOGDcOyLE/X5kDce++9fP7zn2fBggXMmzePww47jBkzZrB9+/akjykig5sCQMkqe+yxB9/85jc57bTTuPjii123mzVrFo2NjfzrX/+KWd/fF/t3v/td6urquOaaa/o81tzczNe//nXKysq48sorB1zeAw44gC996Uv84he/YO3atTGP9QRNxcXFMet//etfD/g8PebMmUNTUxMPPvhgzPo//OEP0cfBDhRnzJgRc+vx/e9/n7q6Or7+9a/3+4u6qamJRYsWeS7TN77xDd58800uvvhi8vPz+fKXv+y67dChQznnnHO4/PLLqa2tZfXq1UDvaxRfm+XXa5ifn8/hhx/OL3/5SwBef/11120bGxtpamrq97GedOvYsWP7fby8vJwZM2bw4IMP0t7eHl3f1NTUp2fvQFiW1ec1ePTRR9mwYUPSxxSRwU29gCXr/PjHP97tNhdffDG33XYbF154ITfccAP77rsv//rXv6KD9DqH6vjc5z7H66+/zk9+8hNWr17Nl770JUaPHs3KlSu57bbb+Oijj/jTn/7kaQzA/lx33XX88Y9/5JlnnqG8vDy6/sgjj2TYsGF89atf5dprr6WwsJA//vGPLF++PKnzAHz+85/nl7/8JRdffDGrV69m6tSpPP/88yxYsICTTz6Z448/frfH+MxnPsP3v/99fvjDH/Lee+9xySWXsM8++9DS0sIrr7zCr3/9a84777yYoWASOeGEE5g8eTLPPPMMF154IaNGjYp5/LTTTmPKlCnMmDGDkSNHsmbNGn7605+y1157RXsPT506FYCf/exnXHzxxRQWFrL//vun9BrecccdPP3005xyyinsueee7Nq1i9/97ncACV+nlStXMm/ePD772c8ya9YsxowZQ11dHY8++ii/+c1vmD17NkceeaTr/tdffz2nnHIK8+bN4xvf+AZdXV3ccsstVFRUUFtbu9ty9+fUU0/l7rvv5oADDuDggw9m6dKl3HLLLYwbNy6p44n4LRMpWqWAB0Y1gDIolZeXR8d4+9a3vsWnP/1p1q5dGx3oeejQoTHb33LLLTz22GNYlsVXv/rV6IwX06dP5/XXX+fss89Ouixjx45l/vz5fdZXV1fz6KOPUlZWxoUXXsiXvvQlKioq+Mtf/pL0uUpKSnjmmWe44IILuOWWWzjppJO4++67ueaaawY0m8n111/P4sWLGTNmDN/97nc5/vjjOe+883j88ce56qqruP766wdUrnPPPReg3w4Sxx13HM899xxf/epXOeGEE/je977HnDlzWLx4cbRt4uzZs/nOd77DI488wtFHH83MmTNZunRpSq/htGnT6Ozs5Nprr+Wkk07ioosuYtu2bTz88MMJg9t9992Xq666ivfee4+rrrqK448/nvPPP59XX32VG264gcceeyzmB0a8E088kX/84x/s2LGD8847j6uuuoqzzjqLM844o8916dXPfvYzLrzwQm688UZOO+00Hn74Ye6//3722WefpI4nIoOfZRQySw5ZsGAB3/ve91i7dq1qRzJoxowZWJYVbWsosTo6Opg2bRp77LHHgNLrImHX0NBAVVUVa9eujZnFKV3n2nPPPamvr0/7uQYDpYBl0Lr99tsBux1eR0cHTz/9ND//+c+58MILFfxlQENDA2+//Tb//Oc/Wbp0KQ888EDQRQqNSy65hBNOOIExY8awefNm7rjjDt59913PPZBFRFKlAFAGrbKyMm677TZWr15NW1sbe+65J9/+9rf53ve+F3TRcsLrr7/OcccdR3V1Nddeey1nnnlm0EUKjcbGRq655hq2bdtGYWEhn/jEJ3jsscc8tdEUyUZqAxg+SgGLiIhIWvSkgNesWZORFPBee+2lFLBHqgEUERGRtFINYPioF7CIiIhIjlENoIiIiKSVagDDJysCwO7ubjZu3EhlZaXrlFMiIiLSP2MMjY2NjB07NuE4lZI7siIA3LhxI+PHjw+6GCIiIllt3bp1gQ2DpRq6cMmKANA5sXt8DWD8fbcLLGw1h2ErjwxuzuvN+R4J83WYTNmS+YJxO4/XYzn397vMQXxhpvoa6ks+fHrSr8aYmO9TyW1ZEQAm+lD1+mEzGD6U3L64B8NzE8mkVAM1t/29ptacxwpbACju4v8eXn5Yhe1vGNSPPrUBDB81BBARERHJMVlRAygiIiLZSzWA4ZN1AWA2/4H9TAtk8+sgEjQv6VyvqdlE7+tMtWNMlT5PkuP2uun1lGygFLCIiIhIjsm6GkARERHJLkoBh49qAEVERERyjGoAM8jLrxOvbYb0S0cGIl3DngwG6WyP62cbMb3nJZupBjB8VAMoIiIikmNUAygiIiJppRrA8FEAGAJep5IK28WdzLA2A00l+jGshiRHr/XApfM9qr9HrERNFML2WSkSRgoARUREJK1UAxg+agMoIiIikmNUAxgy2TQxfDK9mgf6HJT2Ehn8NDPS4KcawPBRDaCIiIhIjlENoIiIiKSVagDDRwFgCAzmizaI1M5gSBunOnCzSFCSGUDc6+gHXkce8HJevV8k1ykAFBERkbRSDWD4qA2giIiISI5RACgiIiKSY5QClsC4tecZDG34kuH2vP1uH5UpQf8dNVNEMPz+uyfzvkjmuG7XRNjeV9lKKeDwUQ2giIiISI5RDaCIiIiklWoAw0cBoGTUQNM28W/ooNOKmZLoeTof85qeStcHY5j/Hl5fwzCn0SVz3P72Xoeb0fUi2UYBoIiIiKSVagDDR20ARURERHKMagAlrVKd0SLMKcZMiX8Nkkk7edknmd7GXnndx8vzSfR6uB0rmVkj1HM4dwXxuTPY08mqAQwf1QCKiIiI5BjVAIqIiEhaqQYwfBQASigo1es9zer2IZfMh1+itJNbb+Nkjp3qPs71eXl5ro85OZ9Pd3e362PJpNHdjuV1/1T/1pI5Xv9WXq+PZHobi6SDAkARSUl3V3fCx/ML8jNUEhEJK9UAho/aAIpIUoxlMAW7/8A1+QaDPphFRMJENYAiOcxgoByoAFNhoBL7Vgqm2EAR9q2Y3uWe+4XeztH935EawjagPe7WBla71Xu/GWgCq9GCJqAR2AUWaiIgks1UAxg+CgAlrXJ1Jo9UJdM2qL/tTL6BYUB15DYMqKA30Ksgc3mA4sgtvoz91A7GrOuE7qZurCY7KDTNBqvOwqq1sHZYWI0Wlul7XSVqu9XV1dVvEVP9AvF6fae6nb7oMifVzyx95klYKQAUyXIGu+bOVJveQK/nNhT/ArxOYmruaAf6j6NirQHyia1FLB5AuQqAoWCG2kFPV/xJO8HaaQeEebV5vcHhdgurVV++IiL9UQAokkUMBoYAY8GMMTAG+1Y+wAN1Y6dbG7FTrZF0q9Vk2eta6A3yIv9b3f0HU913Je4EUnBP7MeMZVn288gHUxSbZjZlJjYV7UxNl7mdAMwIgxlh6CauLPWQtyUPa5NF3mb7fwWFIpmnFHD4KAAU3ynlkbqeDzJTYWAcMJaBB3ttwI7IrRasHRbUAg1AM/2mTdMlfkgZCwu6wbQaaO3dzi1tm5+fj8kzUAHWUIvuod2Y4Ybu4d2YYYbuYd39f5pVQXdVN+znqDmsB2uzZQeDmy3MOoO1y+pzzlSHhxHZnWSGjkm0nchAKAAUCRFTYWBvem/VHnZqBjYC24gGfFat3V4uE50n8vLtXK7XKdqSZXVb0AD5zfnkb+gdWiYvLw+DwVTaAWH3sG66h3fTVd1F9+juvu0Oq8BUGcz+kS9PA2wBa7WFtcaCtUQDQhHxjwLWcFEAKBIgU2FgL3oDvhG72aEn2NsUuW0EGvoGerlWK2VhdwbJa8yz2xxiD/5sMJhhhs5RnXTXdNNd040ZbWKDQguoAVNjMJ80dkC4GViNHRCuAastt15PERn8FACGzGCbFUC9gGMZy8CewH7AJGBkgo27gPXAOrA2WHbA1wBuQ+rlymsbPxNIYWH/49F0dnbaCw3YNaPv2ncNhq6qLjsYHGvo3rMbRkM0hraIptvNEcZOVW8yWB9Y8D6wWcPSSHol00s87N8PagMYPgoARdLMFBnYFzvo2w8oddmwC9gArI7c1oHVafX5MtCgyqmxsHsJ59fmwzuRmsISg9nTYPayb9Q4dsgD9gCzh4HZQD2Y9w3W+5ZdS9ilYFBEso8CQJE0MFWmN+CbgD0MSrxu+gZ8HQomgmDtsuyA7n37vik1mPGRgHBvY9cQ9qgCZoKZaaANzEeRYPAD1MNYxIVqAMNHAWBA4ntF9rcM3i7osF30XidPH2xMuYEpwFRgD5eNdgEfAivt/710Ngjb39crt3InM7B1qq9B/P67O57VasFKsFbafx9TaTCTDGY/Ywf0PZ+cxcBkMJMjqeJVBustC96LzHCSolx9L8nADbbmQ5J+CgBFUmAKDRyAHfTtQ/+DG+/EDvhWYncocBlPT8LLarSwXrfg9UhKfyKY/eygMDo+YR6wD5h9DHSAWRkJBj/S31xENYDhowBQZICMZQcAHIwd/BX1s9Em7E4HK4Gt6jQwmFjtkRq+9yyMZTB7RGoGJ2NPtQf2PMlTwEwx0AxmRSQY3KBrQUTCQQGgiEdmuIEZ2LV9Ff1ssBN4C3gTrO36ks8FlrHstpvrLMxT9qDdZqqBg+itGSwHDgNzmLEH4l4GvAFWs64RyR2qAQwfBYAZ5NbWzzmsRaLBdLu7e6e5ck5mn0y7wXQaTG2VjBXpzDETO8UbrxVYAbyJHQj4VLuTLa+h13Imc026XfsdHR2eju18jzj391oer22qerazsDDrDdZ6C/O43fPbTDGwP3aNIMBwMJ8yMAvMuwbrtcjA0y7XTbZcByKSfRQAivTDlBv4BDAdu9enUyd2avct7I4cGgZE4ljddo9i633LbjN4YKRmcAL2OIP59KaItwCvAW/503FEJIxUAxg+CgBFIgyRQZpnYLfnih+6pRb7i3qZhvsQ76x2C5aDtdyyp6CbbuBQeud0Hg3mFAPHg3nTrhW0tun6EpH0UgAYELd0cH5+bNThTA8701jOXzrx6S0ZGGNFGvAfTewAwGDPuvE+sAS7N2eKKd7BNlRDOocp8ZLaBffr3+swMsk8h2RnYLDqLaynLcziSK3gTAPjIw8WEx1f0HxssF6wYFX/15zXZh/ZNFOEDG6qAQwfBYCSs0y+gWnAkcDwuAebgdeBpfaXtoifrC4L3gbrbQsz2mBmGLtzUU+P8olgJhp7oPDnscckVO9hEfGRAkDJOaYo0pv3k0Bl3IPrgVeAd9W2TzLD2mJhPWphnjRwMJjDTe8Pkj3AnGdgG/ACdtCoMQVFxAcKAEPAmeZNlAJ2SpSqcnssndXjXlNNQfZqNGUGDsfu0Rs/H+9H2DUtq/2paUkm9RbmHp9hKpvXWT28zrDj9f2S7nSq1WbZTQ1ew04PH+2Yk3gkmDMjcxG/BOZ1g9W5+57DiZ6n0mWSSUoBh48CQBn0TKmx2/fNpHc4DrDb970LPA/WpvAEOJLbLGPBO9i3fcEcZWCvyINDwZxk4FgwLxh4VTXVIpIcBYAyaJnCSI3fUUCJ44Eu7HH7XgBrh748JZwsLHuYoQ8tzHhjB4L7RR4sB+YCh4N51ti9jI2uZQkv1QCGjwLAgLj1UEyU3nLrBRyGi95LGi5TTF5kDL9jiW3j14HdseNFsBr8TfP6sV3YZGO509mLN8j3mbXOwrrPwowydmr4IOzxBKuAM7A7Mj2NPT6lcz+PTUXC8BkiIpmlAFAGDUPki/FTxPbq7caefutZsBqzL6gR6WFttbDutzDPG3tGkZ4awZGRziLrgafAWqPrXMJFNYDhowBQBgUz0R5IlzFxD7wDPK1Urwwu1tZIjeCeBjPHMZbgODAXG8yHBuspC2uLrnsR6Z8CQMlqZqiBE7HnW3VaBTwJ1kZ9AcrgZa214C5gv8gcw6MiD+wLZh+DWWqwnrawdul9IMFSDWD4KADMIC8zGyS6gJ1tAMM8+0cm2o6ZAmN37jia2Kt4E/Ak8HF6Bs5N5rkls08QH2SZavPn93ncjpepmUmC0GeImvct+ACYCma2gaHYbQRngJls4CngDQ0mLSK9FABK1jH7RWr9hjlWNoD1pD27AuH5nhbJGMtYdu/2FcBhYI419vRyZWBOi3SM+pdqxSUYqgEMHwWAkjXMsEjgt59jZRfwCljPWVjt9hebUQQoOczqsuAl4G0wx0emmAN7VpFLjD2I9NMWVqsCQZFcpgAwIM5fKs4UcKLUbq7+ujEFkYGcjyL2iv0Yu0Zje/gCv0SzULhtF8RwJOlM+6br2F5fT68zgXhZH38Mr8Mepes96+W1tRotrAcszOvGHjx6FHZaeDqYA409bMwbGj9QMkM1gOHT/zxjIiFhxhv4KjCL3uCvAfgbcE9v8Cci/bPWWFi/sbAWWdAWWVkG5lRj9xgeri9NyU2dnZ1873vfY8KECZSWljJx4kSuv/76PmPuXnfddYwdO5bS0lJmz57NihUrYo7T1tbGFVdcwYgRIygvL+f0009n/fr1mX46A6YAUELJFBjMPANfBKojK7uAF4DbwXrHUoN2EY+sbgvrZQvrl5F2gj32BHOpwXzSYCwFgpI+PTWA6b4NxE033cQdd9zB7bffzrvvvsvNN9/MLbfcwi9+8YvoNjfffDO33nort99+O0uWLKGmpoYTTjiBxsbG6Dbz58/ngQce4L777uP555+nqamJU089NSa7F0aWyYI604aGBqqqqoIuhiTgZ7rPjDf27AbVjpXrgIeDr/FLNf3o9XVym/UlDIJOG3v9G+Tluf++9TITT6JZebysT3a7TDB7GbtjiHPA9LVgPWzBjsCKJWnivPbq6+sZMmRIxs7d8/29ePFiKioq0nqupqYmZs2a5fk5nnrqqYwePZo777wzuu7Tn/40ZWVl3HPPPRhjGDt2LPPnz+fb3/42YNf2jR49mptuuolLL72U+vp6Ro4cyT333MN5550HwMaNGxk/fjyPPfYY8+bNS8+T9YFqACU0+q316wAWAXcFH/yJDBbWGgvr1xa84lip2kAZJBoaGmJubW1t/W539NFH89RTT/H+++8DsHz5cp5//nlOPvlkAFatWsXmzZuZO3dudJ/i4mJmzZrFiy++CMDSpUvp6OiI2Wbs2LFMmTIluk1YqROIhIJrrd9DmsVDJB2sDgvrcQvzrsGcHqkNLATmAQeCechg1eq9J/7IZCeQ8ePHx6y/9tprue666/ps/+1vf5v6+noOOOAA8vPz6erq4kc/+hGf+9znANi8eTMAo0ePjtlv9OjRrFmzJrpNUVERw4YN67NNz/5hpQBQfOF8YyfqLdmnl2SegTnAERBt0tcBPAO87E8PxVQnvU815ZkoLelWtkTlzFQqMZnUtZ/n9LpNqul2r6+nn9dRGNLB0TKsAevXlj2TyOGRB/cEvgrmCQNLNIB0trMsKxTXXKasW7cuJgVcXFzc73Z/+ctfuPfee/nTn/7EQQcdxLJly5g/fz5jx47l4osvjm7XX+/+3X2+eNkmaAoAJTBmqIFzgD0cK1XrJ5JxrrWBJwMTwDxsNJ2cpCSTNYBDhgzx1Abwm9/8Jv/1X//FZz/7WQCmTp3KmjVruPHGG7n44oupqakB7Fq+MWN6J5rfunVrtFawpqaG9vZ26urqYmoBt27dypFHHunbc0sHtQGUQJjJBi6lN/jrpLetn4I/kUBYay24g9i2gQcCl4LZI3dqkCQ3tLS09MnK5OfnRzvhTZgwgZqaGp544ono4+3t7SxevDga3E2fPp3CwsKYbTZt2sTbb78d+gBQNYCSUabA2G2MZjhW7gD+DtZmBX4iQbM6LFgI5uNIu9wy7LmFvwjmaQMvKiUsAxfGgaBPO+00fvSjH7Hnnnty0EEH8cYbb3DrrbfypS99CbBTv/Pnz2fBggVMmjSJSZMmsWDBAsrKyjj//PMBqKqq4pJLLuHqq6+murqa4cOHc8011zB16lSOP/5435+jnxQASlrFtHuqNvAZwNme9i3gn0SncfP7nP3d7086P5iSGZokUzI1rI1XXmfYcHK+ps7lRPu4zbiTzEw8ybTtC0N7wN397az3LcyvDXwau01gPnACMAF4EGhOdwlF0usXv/gF3//+97nsssvYunUrY8eO5dJLL+UHP/hBdJtvfetbtLa2ctlll1FXV8fhhx/OokWLqKysjG5z2223UVBQwLnnnktraytz5szh7rvvJj8/P4in5ZnGARTf9ffFYg4xdnuiosiKDuBf2FNR+VybkCgATHUKMK/ndS47PwQSfSA4gw/nAKJex6NLhgJA9+VEr3uqYwKmuk869XneloHZwDH0dtRqBP5hDycj2aHn7xrUOIBPPfVURsYBnDNnTsafY7ZSDaCklck3cApwqGPlVuyU7zZ9eYiEnWUsu1f+WjBnGqgAKoHPR1LCLyglLJKNFABK2phyA+cBziGZXgf+BVZnMF8YXlNvbtslU+OVKK3oPJ5b7ZPfNURuzyF+vVvNmrMWM5mhVrz+Dbw+b2d5Cgp6P9KcZY4/lrOGtbOz09P5nffDPFNLqlz/Ph9hdxA5G5iI3YXweGB0pJdwQO9p2b2wXKNhKYfY1AtY0sKMMfBleoO/DuB+sB6x9EUhkqWsZgvuxa4R7DEVu4NIpb7cRbKJagDFd+agSO/BwsiKeuAvYG1S4CeS7SxjwXNgthi7NrAIGAt8BcxfDNZ6vc+lrzD2As51CgDFF5ZlYTDwKezG4j3WAn+N1BwEJNWG+X7OKOFMPaZ6rIHwkvbtbzysHs7UqnPZKZlOE8mIfy5FRUX9LjufT3wavr29vd+yeU3t+nlN+D1jSao892ReaWHuNPBZYBh228CLwfzTYC1XEBgmuTYTiHijAFB8YYoMnAUc4Fj5BvAoWF36MhAZjKytFua3keGdJmB/o5wJZrSBJ/yZylEGB9UAho/aAErqqoBL6A3+uoGFwMMK/kQGO6s10i5wiWPlEcD5kR+GIhJKqgGUpFmWhRll4AKgZ8ilVuDv2D0GgSBGh0jmV2A6J+0O8wDPbr17ITbVW1hY2O8+TvHpbT+fd6JyOtO+znHGnOudKV+wxwvr4ewFnKnxFwcbq9uCxyLtAk/CHjR6X+ALYP5oAm0CIuGgGsDwUQ2gJM3saeCL9AZ/24Hf0hv8iUhOsZZacA/QElkxBvgSmGH6YhYJGwWAkpwDgIuAksj99cDvgNrASiQiIWCtseAu7N7/AMOxg8AaBYEiYaIAUAZuOnAuvQ0IPgB+T++vfhHJadZ2C+7EnvUH7B7CXwCzt4LAXNWTAk73TbxTG0AZmFnAcY77y4GHAUfzr3S2p/NTptr9heH1SGaeYre2fk6pfuB63T/Rds5yFxcXR5ed7Rbj/watra1ei5gSr7OeZPpYXs/jVX/lsRotuBvMZw3sCRQDF4K532C9E/x7QiTXqQZQvLGw5/R1Bn8vAg9GGoCLiMSxdllY91qwMrIiHzgHzGGqqck1qgEMHwWAsnt52CP+z3SsexysJyxNAi8iCVmdFtZfLXsecLB/TJ4E5lh9WYsESSlgSSwP+DRwUOR+F/AQ8CaBDPGSqkylY4NI+3od+sWZMnWmeeP3d/6adhseJdXZPhKd00tZIHaIl127dvW7f1tbW8z9jo6Ofo/ndw1CrtdIRJ+/AR4BmoBjIw8eBybPwLPoh2QO0DAw4aMaQHGXjz3Cf0/w1wn8BTv4ExEZAAsL6xkLHnesnAV8CnsaSRHJKNUASv/ysXv67h+53wncB3wYWIlEZBCwXrYw3ZEBo8GeOzwPzJNGNYGDmGoAw0cBoPSVh13z1xP8dQB/BmuVFZP2DVtPVy/SWeYwpX3j1ztTvW5pX68fns6Uqdfn7LZd/DndyuNc7u7ujtnHmd6tr6+PLjc3N/db5vh9vKS3k5WpnrtBG+jztF6NBIGnRFYcBRgwT/kTBHq93nJFrj5vSUwBoMTKA86hd17fDuBPwCqyss2fiIST9VokCDwtsuJo7DbGzwZXJkkf1QCGj9oASq+e3r6TI/edwZ+IiM+s1y34p2PFLPUOFskU1QCKzQJOB6ZE7ve0+XMEf4Ph15Wfadqw9Sh2G+x5d4/5JZnjJtMLOH4bZwrXmdp19g6O55b2daaX48/jZ+/nZITt/efWnMLrddCzv7XUsnsDnxx54DgwHQbrJf+v01xJycezLCvw56sawPBRDaDYjgemRZZ7evt+FFhpRCSHWEviegfPBXOwvsxF0kk1gAJHYDfCBugG/oE9v6+ISIZYL1uYQgOfiqw4HUyLwfpQjY8HA9UAho9qAHPdVGCe4/6jwLsBlUVEctu/gVcjy5FxSM0e+lIXSQfVAOayfYAzHfefAZYGU5RskWr7uUy1G3QO9RJ/Xrdfyam2NUzU7tBNMr/YE7XN8zpEjZf2fF7bAA6krKkIW/u1dPx9LSzMQgPl2APQFwHng/mdwdqhmkARP6kGMFftAZyH/SsbYAmwOLjiiIgAWMaCB4CPIyvKgAvBVAYf9EryelLA6b6JdwoAc1E1cD72r2uAd4DHgiuOiIiT1WXZHdE2RVYMBS4AU6IveBG/KAWcayqAC7FTLACrgfshmak4s2X2j3SlbcPw/P1Mx/pZlmTP6ecv+ETHyvaaAq/D52Qzq93C/NHAl4DhwGjgs2DuMXaAmMBgfD2ynTqBhI9qAHNJPnbad1jk/mbgz9jDvoiIhIzVbMG9QFNkxV7AKWCS+cUqIjEUAOaSU4HxkeV67A/WNvfNRUSCZtVZ9oxEHZEVhwKHB1ggSYraAIaPUsC54nDsD06wP0jvo/dX9SDjR7rTy8wGA53xIN28zsbgZ2/fTJ3TOUNHvFR756Y6g4m+dNz59R6xNlmYBw18JrJiLphtBuvj4JthiGQr1QDmgn2IHevvQXobV4uIZAHrHQuei9zJA84BM1zBd7ZQDWD4KAAc7IYD59D7l34OWBFccUREkvYM8F5kuRS7U0ixvvRFkqEU8GBWDHwO+4MS7A/OZ5I/XKKeh0H3iE0mxeh1u2RSnqkOcJxqWtJrj1yvz8dtH+eA0370AnYez5n29fpau6VmvfYI9pra9fr3dSu33zUVuZKStrAwDxi4BBgFjATOBnOfsccPlNBSL+DwUQ3gYGUBn8b+gATYStLDvYiIhIXVbtmjF7REVuwHzAmwQCJZSgHgYDUb+4MR7A/KPwPtgZVGRMQ31k4L/gb0VBIfBWayft2GmdoAho8CwMFoInBsZLkb+4OyLrjiiIj4zVptwULHitPADFUAIOKV2gAONuXA2dgpYICngFX+HDr+11VY2/350RbNrW2cs42aczl+O2f7ta6uruhyol+ofrf7S3X/VIeBiX99+hP/ejhfN7f2gImuwyCG3AlbrUOYy+bFgGY5WQKMAw4GSrB7Bv/OYHWrPWDYqA1g+KgGcDCxsIO/isj9D4EXgyuOiEg6WVjwKLAjsmIP4PgACySSRRQADiZHYY/5B9AIPIA6fYjIoGa1W/B3eqe0PALMJH3whZHa/4WLUsCDxXjgU5Flg93jtzm44qSLlzRnfOrRLW3r/MCIn2nCbWgQ5/4FBbFvH+d2zrRvovRluiQzDEyix7wsJ0qJe+VlGJhkZpfIpiGMUr1GsvGLMNW/gbXZwjxh4KTIijPB3GGwGpUKFnGjGsDBoJTYwZ4X41u7PxGRrPAq8G5kuQz4NBgr+4JhkUxRADgYnAFURZZX0ztdkohIjrCw4GFgZ2TFXtjDYUkoaBiY8FEKONvNAA6ILLcA/6B3bKxByC11lyhF6EzVeu1ZmupMHun8IEpXz99U08GJ9kmG13O6vdZh7g3r9XVLptyZmn0kjKxdFuYfBr6IXb1xDJiPDNZapYJF4qkGMJsNBU5w3H8Au/OHiEiOstZb8HTPHeB0MAWDP/gNO9UAho8CwGx2OvZ8vwBLgQ8CLIuISFi8CKyNLFejqeJE+qEUcLaagT3jB0A9sCj9pwy6t6TXMvhdTrfewp2dnf1t3mc7P9N4yXLrrZtMatVtG689bRM9N7fXze8BtJ1SrTUIc6p5MEjm9bWMhXnIwFeBQuBwMO8qFRwkDQQdPqoBzEZDiU39Pgy0BVMUEZEwsmqVChZJRAFgNopP/X4UYFlERMLqFZQKDgm1AQwfpYCzTQCp3x7xb64wpIT74xyEGdzn6HWbrzeeWyoyfvBoL/unU6I0a35+fr/LbgNjg7d0bKL0nJe0b6Jzui17lc40upeex4m2S+acqR7X77JlA6WCRdypBjCbDEWpXxGRAeiTCj5DqeAgqAYwfBQAZpNTUepXRGSgnKng4cBxAZZFJCQUAGaLA4F9I8sZTv2KiGQzy1jwENARWfFJMCNVW5RJqgEMH7UBzAaFwImO+/9Cqd84id74HR0d0eWghwyJ5+dMHl6HSnGbGSV+f+cwN4mGe3Fbn+qMJW7Px+9hdZKZcSSZ1z1sX05hLls6WLUW5gVjTw+XB5wE5g/GnkJOJAepBjAbHEvvXL8fAu8FWBYRkWz1AlAXWZ4AHBRgWXKMagDDRwFg2FUDR0aWO4HHAiyLiEgWszotO4PSYy6YIgUNkpuUAg67k4CeUTteBGqDK0qmhn1J53m8/kJMVxm8HtdrytJN/PN0G8YlmTJ4Te2mek639HSi5+ZVpmoK0nWeXBzSBfxJW1sfWJiVBvYHhmBnWJ70pXgiWUU1gGF2ALEdP/4dYFlERAaLhdgZFbA7hIzIjQA6SEoBh48CwLCK7/ixkN4ebCIikjRrp2W3BwQ7w3ISGBQ8SG5RCjisjsYe+Bns8f7eDa4omealx6nX/ZM9RqpSTfUms3+i9JhzJg1n716vM2wk06PXWQa3mVaSSVV7TTt7TRem8zx+zuQhPnseOBgYhj270mTgnUBLNKhlooZO76uBUQ1gGFXS2/GjC3X8EBHxmdVp2ZmVHnPA5CmAkNyhADCMZmGngAFeBXYEWBYRkcHqfeDjyPJwYHqAZRnk1AYwfJQCDptq4BOR5TYC7/gRRPo0zFIduNnvcyYziLFb2tfZ63Ygxx6oZHr0en0N3I6dKCWeDLdzeu2dG7ZBmHM1VW1hYZ4ydgoY4FgwywxWhz73ZPBTDWDYfIrev8oLQEuAZRERGeSsjRasiNypAD4ZZGkGL9UAho8CwDAZS+/I9E3AywGWRUQkVzwD9FQKHwWmVIGEDH4KAMNkjmP5OaA9qIKIiOQOa4cFb0TuFAPHBFmawUk1gOGjNoBhMRHYJ7JcCywNsCwBS2ebuXQez8/2gV7b3KXaTi/RPm6zcqRTqudxG3omvs1fMm0N3fb3OgxMqsPNSJpfj8XYw8IUAjPBvGywGtQWUAYv1QCGgQUc77j/DPbwLyIikhFWowWvRO4UALMDLMwgpBrA8FEAGAYHYLf/A9gMvB1gWUREctULQGtk+RAw1QooZPBSCjgMnO1NnoKgZyTK1NAv6RoKw+tsDAPdZiD7JJPC9bp/MmnfZIb5SHWWEi/H9ToMTCJuQ9z4OdSL1/MnGgYmnUOtpOu9FLb0dLqHz7F2WZgXjJ2RyQOOAh72/TQ5KRM1dKoBHBjVAAZtIr21f5uADwIsi4hIrltCby3gwWCGKKiQwUkBYNCctX/PB1YKEREBrHbLDgIB8oEjgizN4KE2gOGTkyngRCk1J68XU9IX3R7AhMjyDnJuInIv6bFk+NFrN5n0p5d0rB/pXGdP2VTP45QoZep2zmT+bsn83Z37xL/fEvX2dTuP23NwSycPpKyp8trD2E3YZhlJldvrkdbn+Qp24FcIfALMcwarVT2CZXBRDWCQ4mv/sv+zWkQk61ktFrweuVMEHB5kaUTSQwFgUEZi9/4FaADeDLAsIiIS60V6h+M6DEyRfqGnQing8MmZFLAzhZWfnx/zmPO+8wLq7OyMLidKjyWVijjasez8oAmBdKVm42UqpeaFH+ngdPXoTTQ4cqoDQTvFX7tu17xzOy/p6IGc0y3V6yyL157DXtPobvvHv+5e3ttee6B7fY+lmg5Op0yVJ6jnbTVYmDcNHAqUAtOBlzJ2epG0Uw1gEIYCUyPLLfSmGkREJDxeoLdpzhFg8oMPvLOVagDDRwFgEA6n95V/Bc35KyISQtYOC96N3Kmk94e7yCCgADDTCrFTCgAdwKsBlkVERBJ70bE8E4x66yVFNYDhM6jbALq1oyooiH3a8W0C+9PR0RFzP+kLbQpQEll+m94BR0MkTG3zvEpm6Jd0ztDhtj6+XZmXNnzJDOmSqAzJcLbBS6ZNpFvbPq9tABO937y8F73+rRMNA5OqZNrzpdr+bbC10wukPeAGYCP2gP09t42ZObVIOqkGMNMOcywvcd1KRERCwMKK/ayeGVhRsp5q/8JFAWAm7QGMiSz3/KoUEZFwc2ZrpoApVbAh2W9Qp4CT+UWQrhQUEPvLUbV/SUkmleklZZpoqJVkzu915gy39LDfs5Rkgh+zenh5z3l9vyVKF3opa6JhYLymisM0jEv8c05XGQZjOtjqtDDLjD07SAEwDQ0JM0CZqKVTLeDAqAYwU8qw2/+B/Uvy7QDLIiIiA/OaY3mGOoNI9lMAmCmH0lvf+gbQmWBbEREJFavWgo8id4YD+wRZmuyjXsDhM6hTwE7OCePjUyFusww4ZwJJ6cKygBmO+6+5bSiZlOrMGfH7uKVwE6V2vZQhmd7GfvNyzvje9M7n7XyPOd9XzvdlOnlNfybzGro9z3h+pK772yad55E4S+gN/GbSGxCKZKGcCQADNREYFln+EKgNsCwiIpKc94F6oArYD0ylwWrMvmGzgqA2gOGjFHAmHOxYXhpYKUREJAWWsewmPGBndjQziGSxnKkBdEvtet0naYXAgZHlVuxfkDks6J6qXnkpp9d0bqqDR/s9ELTXAY69PAdn+jM+Bey2j/P86RxsOZFU06xu4nsOJ/P8vJQnW2o6guh5HM/3c74JzI4sTyV2phCRLJIzAWBg9geKIsvvAJlp8iQiImlg1VmY9QbGATVgRhmsrdnxwzZISgGHj1LA6eZM/74ZWClERMQvzs9ypYElSykATKdyYN/Icj2wNsCyiIiIP1YAPdn9qRoT0AsNAxM+OZkCzthFchC9IfabkC2fEW6zF2SLZMqc6JpIpj2f132SOY9bu7tE7fycz8/rrCfJlC2VY6WT17+v1+288jpEjBeJ3pepzjiSrqFnBusXstViYT40sB92j+C9gDUBF0pkgFQDmE5K/4qIDE5vOZaVBt4t1QCGjwLAdBmO3UgYYBOwLcCyiIiIv94D2iLLB4HJV/Ah2SUnU8B+cEuHRH+BOH8RvtXvpqES1lSvH+VK9RippoBTFX8sZ9q3qKio3/XxM2y0t7dHl/0cBsYp0a9vt9l2vKbEvaY/vfJzqBWvf+tkZgxJtTmDn0PHJLN/poaB8VoGP89vdVqY9wwcApRgt/de6dvhBx31Ag4f1QCmy/6O5bcDK4WIiKSL87N9f9etREJJNYDpMAQYG1neCDQEWBYREUmPVdhp4GLsqeEsY88WIn2oBjB8FAB6NKBUzH6O5SxJCWSq52+6zpPMjBip9uiN702b6gwdXrdxpnoLCgpct3Pbx6tUezU7/9ZuH8zxr6HbPpmaBSPVXrN+/N29PFd90SXH7xlDrC4L85GBydjDfu0BrE+6eCIZpRRwOjhTAVkSAIqISBKc03sqDewqrL2AN2zYwIUXXkh1dTVlZWVMmzaNpUuXxpT7uuuuY+zYsZSWljJ79mxWrFgRc4y2tjauuOIKRowYQXl5Oaeffjrr14f/l4ACQL8VARMiy/XA5gDLIiIi6fUBvYNCKwDMKnV1dRx11FEUFhbyr3/9i3feeYf//d//ZejQodFtbr75Zm699VZuv/12lixZQk1NDSeccAKNjY3RbebPn88DDzzAfffdx/PPP09TUxOnnnpqn854YaMUsN/2ofdVVe1fH8mkPNNxjoEcw8/evfG/UN2Ol+g8zh6kzg8YZ5o3US/TVAemdqZtU029x78ebingZAZy9jtN6msPUo+vu1de0uVee+RmKt0eNsk+b6vFwqwz9mDQI8EMN1i1agcYL5NtABsaYhveFxcXU1xc3Gf7m266ifHjx3PXXXdF1+29994xx/vpT3/Kd7/7Xc4++2wAfv/73zN69Gj+9Kc/cemll1JfX8+dd97JPffcw/HHHw/Avffey/jx43nyySeZN2+e30/TN6oB9JvSvyIiucWZBt7PdSvJkPHjx1NVVRW93Xjjjf1u9/DDDzNjxgw+85nPMGrUKA499FB++9vfRh9ftWoVmzdvZu7cudF1xcXFzJo1ixdffBGApUuX0tHREbPN2LFjmTJlSnSbsFINoI+MZWBS5E4bsDrAwoiISGasBE6ILO8PvBxgWUIqkzWA69atY8iQIdH1/dX+AXz88cf86le/4qqrruK///u/efXVV/n6179OcXExn//859m82W7DNXr06Jj9Ro8ezZo19tx/mzdvpqioiGHDhvXZpmf/sFIA6Kdx2D3BAD4Cwp3+FxERP+yI3KqBPcGUGKxdSgMHZciQITEBoJvu7m5mzJjBggULADj00ENZsWIFv/rVr/j85z8f3a6/5hO7a6rhZZugKQD0yNMvl4mO5fddtwqldF2ofrZnSvbYyQxnkuoQKF7K4vWx+GvP2b6vo6MjutzZ2el6bOcx4odecTu/czu3oWfy8vJ47933XM8LsO+kfWPK7HUoDrfZQ+LbN6Y6Q4WfM4l4PWcy2+VSe7wgpPL6WliY9w0cgd2wagLwrl8lk3QZM2YMkydPjll34IEH8o9//AOAmpoawK7lGzNmTHSbrVu3RmsFa2pqaG9vp66uLqYWcOvWrRx55JHpfgopURtAP+3tWP44qEKIiEjGrXIs7x1UIcIrjMPAHHXUUaxcGdtY//3332evvfYCYMKECdTU1PDEE09EH29vb2fx4sXR4G769OkUFhbGbLNp0ybefvvt0AeAqgH0SwF2ChigFs3+IYNKd3437cPaaatuo3N4J52l9q2rdPftHFafuZr81nzyW/IpaCmgcEchxTuKKdxZqFkTZPBYgz0cTB52j2AJvSuvvJIjjzySBQsWcO655/Lqq6/ym9/8ht/85jeAXRs/f/58FixYwKRJk5g0aRILFiygrKyM888/H4CqqiouueQSrr76aqqrqxk+fDjXXHMNU6dOjfYKDisFgH4ZR++ruTrAcngU5rYJmSqb1xRw0BIN3+GWWk01pd1d2E3LHi207tFK24g2OoZ2JJ0v6KzopLOib3ra6rIoqiuiZHsJZRvKKNtShtXdWwZnSjvRsDZeho7xI22cjGRmDEl1lpFMDVcT5pR0pmY2crLaLcwmY88GMhpMmcFqCc/nSNDCOBXczJkzeeCBB/jOd77D9ddfz4QJE/jpT3/KBRdcEN3mW9/6Fq2trVx22WXU1dVx+OGHs2jRIiorK6Pb3HbbbRQUFHDuuefS2trKnDlzuPvuu5OagSmTLBPmd3FEQ0MDVVVVQRcjseOAWZHlfwBvBVgWD4IIsvzex+sYesmMZ+f2WDJj6CVTNq9Tznkpp9fzdFV00Tq+lZY9W9hVswt299lloGBXAZ0/dm97CJD/nXy6SnZfU2h1WJRtLKN8fTnlG8oxLf0HcImCuWQCQK9jDyYzRqHb/onWuz1Xv8uW6kd/ptpOJiOowNkcb+CoyJ2/gvVueALAnudXX1/vqYOEX3q+v//3f/+X0tLStJ6rtbWVq6++OuPPMVupBtAvezuW1wRVCJGBMRh2jdtF4wGN7Bq/C/r7vuqGovoiSmpLKKktoaKxgsLmQgraCijIL2D5j5cnPMe+D+xLp+mks6STjsoO2oa30VbdRtvwNjqG9HZiMYWG5r2aad6rGavLomxVGUPeG0LR9iKfn7VImqymNwBUR5AYYawBzHUKAP1QiF3tD/ZQAGr/F+V15guvkpk5I5n909Xz14/exqnuk5eXR1dRF037NdG0fxOdQ/rW4OU35VO+rpyy9WWUbC2hyOoNwoqKYgOyQ6YdAtBn2qNoCtey072FLYUUthRSsa0iuk13UTcto1to2qOJ5j2a6Sq2j2HyDc37NtO8bzPFO4qpeLeCio8rYlLEPRLV9Dmfs1OilLKbTM2c4VbD61Yb6PVYid6LfvZqDsOXcGBlW4vaAUrWUADohyxr/ye5qzu/m8YpjTRMbaC7ODYIym/Kp/KDSsrWllFYV0h+niMHnKZPivyOfCrXV1K5vhJjGVqrW2kc30jDxAa6i+zytVW30XZ0Gzun7WTYG8Mo/bBUnUcklKx2C7PR2N8Jo8CUG6xmXaugGsAwUgDoh70dy6sDKoNIAsYyNO/XTMOhDXSVx9bUlWwoYch7QyhdH2xgZRmL0m2llG4rZcTyEdSPr6dh/wbaqtsAu43i9mO2UzilkKrXqihdV4rVb85aJECr6R0RYi/gneCKIpKIAkA/OKv6VwdViHBKZ2cTP9O5fpTTz+fqtYOJl+W2kW3UHVtn9+Tt0Q0VH1VQ9WYVhY2FQCTd6DhtTK9gR/rR2Ts30eDTbmlW53rX1Gw3DPloCEM+GsKu6l3UHlxL67hWADqGdbD9hO2UbCqh+sVqChr6/xhLlBp2S6267Q/e0oqJemy78drT1uv1mq5akESdkZJ5DdNZWxNEL+Co1cDRkWUFgFGqAQyftAWAHR0dbN68mZaWFkaOHMnw4cPTdapgWUDPAOE7gcbgiiLi1J3fTcMnGmic0hgzhEvZmjKGvj6Uovrs6FxRsqOE0U+OZtfoXdRNr6NtlF0juGvMLjaevpGhS4dS+W6lagMlHNY7lscGVgqR3fI1AGxqauKPf/wjf/7zn3n11Vdpa2uLPjZu3Djmzp3LV77yFWbOnOnnaYNVDfTMM70xyIKI9Gob2UbtsbV0Du2toSvaVsTwV4ZTsr0kwJIlr2RLCTWP1dCyZwt1M+vorOzEFBrqPllHy14tVL9QTX59uMfdksHParMwO4z93TDabn6hNquqAQwj36aCu+2229h777357W9/y6c+9Snuv/9+li1bxsqVK3nppZe49tpr6ezs5IQTTuDEE0/kgw8+8OvUwRrjWN4UWClEAHtYl8aDGtl66tbe4K8Lhr42lJpHayjeVpz4ACFnYVG+tpyxD42l8t3egVjbxrSx6fRNtI5vDbB0IhE93wWFwMggCyLizrcawBdffJFnnnmGqVOn9vv4YYcdxpe+9CXuuOMO7rzzThYvXsykSZP8On1KUhoywFnFH8IawDDNaJFOqQ7K7PdMIOlsn+i6XYFF3ZF1NO/XHF1XtK2I6n9XU9wQCfziipVoMGy355DM7CPx7cf6O1Yi8W328jrzqH6lmrI1Zew4aoddG1hk2H7CdoYuHcqQt4YkrHVxe2+7PTev/K6B8HodubV5S3W4GOfrXlBQ4LqPWxvRROdP51AtXl63tNYWbQKmRJbHAlvTd6psohq6cPEtAPzb3/7mabvi4mIuu+wyv04bPGcAqBpACUhXaRc7jt9B++j26Lohy4cw9I2hdiA0SH8HlG4uZexDY9l+1HZaJrSABTtn7KR9WDvDnx9OXpdvSQ4R75yVAWOBZQGVQyQBfTqmwgJqIss7gZbgiiK5q2NIB1tP3xoN/qxOixHPjmDY68Nyou1RXmceIxePZOjrQ6PrWvZpYetJW6NjCYpklLMyYIzrViKBSuswMEuXLmX69OnpPIVnidJRzgmbY+ZGdcxsED/LgTFGHUBcpHP+31SPlerQL8kML5HqkC7x16vzfufQTradtI3ucjvQyW/OZ+RTIympLXGt9fM6f7DX7dzK6eSW6k2UyvSaau7ZZ/jbwyncWcj2Y7ZjCg3to9rZetJWRi8aTV6r+0wgXlLV8WXzOuewl2PFSyY16mdqM5n5rtP5/k11zuGMpX0d1BGkL3UCCZ+01gCeddZZ6Tx88JT+lQB1VHWw9eSt0eCvsLaQMY+MoXhHdnf0SEX52nLGPDYmGvC1V7ezZe4Wuoq6drOniM/UEURCLuUawHPPPbff9cYYamtrUz18uDmr9lUDKBnUWdnJtpO30V0WCf62FzJ60Wjy2zQMSlFdETULa+zAr7yL9up2ts3bxqiFo8jrUKsXyRB1BImhGsDwSTkAfPLJJ7nnnnuoqKiIWW+M4bnnnkv18L5xpgGcKV+AwsLCfrdzpoPiL6yuri4Y5Vix2aeCplGmRscPdBT+fviZqko1ve1HL2BTZNg+b3tvzd+OQkYtHEVBZ0FKad/494Xbe8Frqtptxg/n+viUqduxnU0wEv0Nes5T0lhCzeM1bDppE92l3bSPbGfH7B2MenpUwlRcMr2AU50JxCsvafD+HnPjpWyJXg+31Hc6e0L7md5Oe7DgzAqNct1KJDApB4CzZ8+moqKCWbNm9Xns0EMPTfXw4VYd+b8VaE60oYg/jGWoPa53gOeCnQWMenwU+e356tIVp7ChkJrHa9h84ma6S7ppHd9K3SfqGL50kM5KJOGy3bGsS041gCGUcgB4//33uz62cOHCVA8fXoXA0MjyjgDLITmlYUYDu8bvAiCvLY+RT4wkf5fSvm6KdhYx8tmRbJm7BfKgYWoDRXVFlH1YFnTRZLBrBNqBImBEwGUR6YfvvYA3b95MTU3N7jcMUKJJzT2n+Jy/6EIcAIYtHesmmUnvnRKlIpNJs6bK6wC+Ts5y95dybZnYQtO0JntlN4x4egRFTUX9pn0T9Rx2cusBH/+Y23Zee9C6pQj7bVrRz2Nugw73dz++POVbyxn+6nBqP2m3Sd5+1HZqdtZEO8skc00EXdOQqClBqoM/OznXx4+E4LZdGPg5yHSyaWMLC1Nr7KHChoHJM1jd4f0MTjfVAIaP70mjuXPn+n3IcKp2LG933UrEF53lndQdXRe9P+yVYZRsys45fYNQ+V4lFSsj7ZTzYfus7XTna4xASbOe74Y8ejNGIiHhewCYMxG4MwAMcQ2gZD+Doe6YOkyR/d4q/6CcincrdrOXOFlYVL9STdG2IgA6qzqp/0R9wKWSQc85EEa161Y5oacGMN038c73ADDMaUZfKQCUDGnZv4W2cW2APdDzsFeGYQ3Wud3SyOq2GPH8CIhkMhsOamDXqF3BFkoGN+d3Q44HgBI+aZ0JJEwSjdbvNsSEc32fdkbON3OWDHeYzOwDyUjnTCCptg/0U6J2WF7Pv7v2Z53lnew8fGd0/bDnh5HfkR9t9+dlqJZ4bm37Es2Q47ZdojaETm5tyeKvSbfhYhK1P3PaXXvAksYShi8bTu30WrBgx9E7GPPQGE9zBnuZmcTP9nfx2zml872c6iwaYa6FyfjzUQAYpTaA4aOBI5LV82auBzqCLIgMZvWH1femft8vp3R9acAlyn5V71TFpIIbD2oMuEQyaCkAlBDzPQAsKiry+5ChY0oN9IwiofSvpEl7dTut+7QCkNeax9BXhgZboEHCMhYjXhgBkQq9+qn1dBVrqjjxn7XL6h0jNscDQLUBDB/fU8Cvvfaa34f0hfPC6OiIrbJzSy+5jm5f6dhopx+ly7xcmgkkCF7TwW5Dp1iWRcPMhuj9quVV0dSvl2N7HdKloKD3IyC+LM7HnMtehodJJNHQIp2dndHl+PfpQLmlg8EeH7Diwwqa9mvCFBkaDm5g+GvDfZ+1xS3l6OeMFonOk+zx/DqWH1/IWf+lvhMoByrtgdwTzUQjkklKASfDGQAqeyRpsGvMLnaNszso5DfmU/Geev36beiyoVid9pdxw4ENdJZ17mYPkST0fEdYgN7GEiIZCwDr6up45plnuO222zJ1yvRRAChp5hyiZOjrQ3N6ANl0KWgpoPLdyJs5H3YesjPQ8sgg1eRYzuEAUCng8ElLL+BVq1axbNmymNv69esxxlBeXs6VV16ZjtN6lmj2AU+yNABMlJoJuhfwYJBMara/Xrzt1e2017QDUFhXSMXqCqy8/o/t1vPXmZqNv++W2nUux98vLCzsd32iXsRunKnZ+DSv22vo3Cc+tet2Xrdeu9Bb7uHvDKdx/0ZMkaF5YjPDXhtGXntev/ukel37mWb1ep5EzTHS9WWZzHEz9cUdSIDg/I6oBDZlvggi/fE1AJw1axbLly+noaGBqqoqJk+ezJQpU9iwYQN33nknc+bMYfz48X6eMhjOX3FNrluJJKX5wObocuU7lWozlEb57flUfFRB44GNmEJD0z5NDHl3SNDFksEkPgDMURoGJnx8TQG/9NJLXH755axbt466ujpeeOEFfv3rX2NZFocddtjgCP4ga2sAJfy6i7pp2bcFAKvdouyjst3sIamqXNn7hm48oBGDvkTER0oBS0j5WgP4yiuv8I1vfIMVK1Zw8803s99++/l5+PBwBoBZVAOo3rnpHaTay/6J0or5+fk079+MKbD/ThUfVlDQnfgt6nUgaGfa1jlUU6IUsDPt61x27u9cH592dnI2s3AuJ0obJ+ot7OTsOexM+zrLk2j/koYSSjaXsKtmF51DO2kb00bp5tK09gL2m5e0b6Lz50rNSab+HjFUAwioBjCMfK0BPPTQQ3nuuec499xzmTdvHpdffjlbt2718xTh0PMrrpnoWGIifmjex5H+XZnD3xYZNmRlb9q3ad8s+lUn4ecMAFUDKCGSll7A559/PitWrGDo0KEcdNBBdHd3D7yjRZj1fC8r/Ss+6izrpH2E3fmjaHsRRfWDf1D1sChbV4bVYdcOtY5rxViqSRCftNBbUZDDv+nUCzh80jYMTFlZGT/60Y945ZVXOPXUU5kzZw4/+clPaG1tTdcpM6MU6MksqaJAfNQ6vve9UbZObf8yKa87j9KN9jR73SXdtI1sC7hEMlhYxur9rlANoIRIWoaBcZo4cSIPPfQQTzzxBPPnz+d///d/2bQp2H7wXiet71eJYznLY9nBJFE7rFQl03bS60wgzvute/ZeUOUbyj0Nq+L2vOPb8znb7RUXF/e7PtEwMM59Skt75yOurOyt0igpcb45YtvdtbS09Lsc/3o42/A593eWJf496tzH+Zq5rY9/rOd45evKadnLLlvL+BaKtxTjJpk2gOmarSPZ4/l5LNW87MYuYAix3x85Rm0AwydjA0GfcMIJvPnmm3z729/O1CnTw5mVaw+sFDLIdBd00zrGDgDzm/MpqlX6N9PKNpRFU3XO2liRlPV8VxShXuYSGr4FgGvXrt3tNvn5+cyfPx+ADRs2+HXqzHJ+LytLJD5pH9kebVpQur4Ui9zspR2k/LZ8irfbtX4dQzvoKh5E7ZYlWM7vihz9bac2gOHjWwp45syZnH766Xz5y1/msMMO63eb+vp6/vrXv/Kzn/2MSy+9lCuuuMKv0+9WojTNgC4aZ1ZINYBZIV0zOPiZau4Y2TsjRvHW4oTpSy/lSZTOdUsHO4d0id+uvLw8uuwcz3PGjBnR5QMOOCBm/+3bt0eXlyxZEl1+//33o8u1tbUx+7S3976p3GYZ8TKbCvSdMcSNc//ibcW0jbK/rdtHttu1gv1sl65rClJPYwUy1EkAsup5Or8ritB3h4SCbwHgu+++y4IFCzjxxBMpLCxkxowZjB07lpKSEurq6njnnXdYsWIFM2bM4JZbbuGkk07y69SZpRSwpEFP71+Aoh05WkUQAs7Xvr06NgAUSZrzu6KYnOxAqDaA4eNbCnj48OH85Cc/YePGjfzqV79iv/32Y/v27XzwwQcAXHDBBSxdupQXXnghe4M/UApY0qK92v6GsDotCncW7mZrSZf4AFDEF/E1gCIh4Hsv4JKSEs4++2zOPvtsvw+dEt9Gwc/iFHC2zP6Rzh69qUpHeboLu+mqstubFdYW2h0RHD/N4lOZbqnRRL2G3bZzHis+bezs1Tt69Ojo8vnnnx9dnjx5sus5nY4++ujo8m233RZdXr58ecx2bW29v6o6OnrT4omep5e/ide/W3FjMVaHhSk0tFV7+4Xn9XrNqpRlhNdyBvHcEvXO91KGlJoCDZQCQNUAhlDGegEPGkoBi886h/ROZVZYp9q/IFlYFO203+RdFV0aEFr84fwt4T66kEhGKQAcKKWAxWddpb29TfNb3OfTlczIb3XMIVyqnsDiA9UASgilfSDoMEqpmtj55u1w3SpQ2ZJqSiadmqmemKkez+tAwQDd5b0p3v4CwEQpT6+vhzON7LYcfx5nL+Bx48ZFl72mfd1Mnz49utzTRrhHQ0ODa3l6pLtZQEFr78diV1kXBS2JPyad7zHfmpoMULre82H4LPFSBj8Gr07rc1UAqBRwCKkGcKCcr5i3USZEElINYLg4/waqARRfOL8rwtWsWXJYWmoAW1tbMcZQVmYPobBmzRoeeOABJk+ezNy5c9NxyvTr74fFtY5lvallgDZu2Nhn3fZr7bHz9p6wd4ZLIx99+FGfdVuv3RpdHr/n+D6PiyRiuvv54ri2dzYQKy93vjhUAxg+aQkAzzjjDM4++2y++tWvsnPnTg4//HAKCwvZvn07t956K//5n/+ZjtNKRDJz16YqXedJlKbJdFnCzmv60TnHrls6OH4f54DRqXIOKu1lvuPdbef1GKnKxIDgYROGL9QgehUHIVNzPYv0SMsn5+uvv84xxxwDwN///ndGjx7NmjVr+MMf/sDPf/7zdJxSREREQkzTwIVLWgLAlpYWKisrAVi0aBFnn302eXl5fPKTn2TNmjXpOKWIiIiIeJSWAHDfffflwQcfZN26dTz++OPRdn9bt25lyJAh6TiliIiIhFS6a/9UCzhwaWkD+IMf/IDzzz+fK6+8kjlz5nDEEUcAdm3goYcemo5TiotMtQd0e+N5bdfitWxezuO13WAQbSWTEd82z8twFfH7ONv9OZc7O3sHoXbOvAGxs3Js2rRpACVO7M0334wu79q1K+YxPz/AnW0Dnc85XhDtZP3+ovJyvPht0jVcTLrO4YewlSeZdqVhew6SvdISAJ5zzjkcffTRbNq0iUMOOSS6fs6cOZx11lnpOKWIiIiElHoBh0/aBoKuqamhpqYmZt1hhx2WrtOlX88PspOBnqfxa8C/ihHJMWP3GEteXh4N0xpomGEPgDziyRGUrS3TCJ0B2HfSvhhjqJ1aS920OgBGPTmKsvX2cFbdGvhTBqhnmBdziIEzIyv/CdbSyBdKeBMPkgN8CwCvuuoqfvjDH1JeXs5VV12VcNtbb73Vr9P6brepDOcPjJB+SYc5nZmNvKa3vcwI0d/6mIGHy7r6bJfqDB/x991SwO3tsZNbO9Oz69evjy7/4he/iC5fdNFF0eWhQ4e6lvOBBx6ILjtTwC0tLTHbeXmtvV7f8a+BkzM97NzOsqzo3wBip4XzIr5syaR907VPMmlFr00r8vP7f50SNUXwep5BwWUCAbf3+WB8DVQDGD6+BYBvvPFGtA3RG2+84ddhw0dT+ojP+gsAJTiamUV85/yuaHfdSiSjfAsAn3nmmX6XBx0FgOKzvBZHZwUFgIHrLIvUihrI36UAUHzgHEc9RwNA1QCGT1raAD755JMcf/zx/T7261//mksvvTQdp/UsPhXiTAc5l50XU08qw7Sb6DQ+FNvHCttFly29W91ke/nj7W6GjvyGfLtpgQXtw9oxxiTVezpRCtot7et27UNsCri2tja67KzhX7duXXS5Z+zPHs5exNu3b48uNzQ09HuO+HJ6lSjV2yPR38CZvuymm/Yq+xu6oKmAgrzej0i38yR63cP22TBQid6Lbml5r00WgnhtAkuzeqgBzPZrRbJPWlqxnXLKKVx99dUxbYq2bdvGaaedxne+8510nDJzVAMoPsvryKOg3g40OoZ3YPL0RRCU9iHtmAL79S/e4d/0d5LjnN8Vba5biWRUWgLA5557jkceeYSZM2eyYsUKHn30UaZMmUJTUxPLly9PxykzxxkA6vtBfFK4vdBeyIeOYR2JN5a02TW8t0ayuFZvcPGJ2gBqIOgQSksK+PDDD+eNN97gq1/9KtOnT6e7u5sbbriBb37zm4Gl9JznLSiIfdqFhYXRZbcUcE8Hl+7ObjqJpNCKE/cElcQydS14SSl7HTza6z5uaUG3FGHhtkJa920FoK26LWHwEd9rtb9jx6dS3VJ0zvRn/EDQ8SnhHjt37owuO3vxxm/vLKczG+A8T3w5nffdtotPxfbXVCPR+njOcrcN762eKdpR5Pnv6IXXfdJ17HR+Ng2k13tOUhtACaG0DWSycuVKlixZwrhx4ygoKOC9997rM+RDVlIKWNKgcFvvj5D2UfqGCErriNboslLA4hulgFUDGEJpCQB//OMfc8QRR3DCCSfw9ttvs2TJEt544w0OPvhgXnrppXScMnMUAEoaFG0rwuq0a+Z2jd/V29FIMqazpJO2avvbuaiuiPx29QAWn/R8VxhALTwkJNISAP7sZz/jwQcf5Be/+AUlJSUcdNBBvPrqq5x99tnMnj07HafMGKvdkRpUACg+sbosijfYNU7dZd20j1QtYKY17dEUXa7YUBFgSWTQ6alMbgcrR6f/UA1g+KSlDeBbb73FiBEjYtYVFhZyyy23cOqpp6bjlLuVaNR6ZxtAZ/vA/todmQ5DR89PuNK+w8CEbTT3MA+p4la2ZMqZqH2W298kmaFWvJbBa1tD5/3SNaXs2svuhNAyvoWirUUDKqdb28D4x5zLziFh4vdxvk+c7eScQ7c42/bF7+98/3hZji+b29A1zuX47ZIZZqRnf2cAWLKmpE/ZvLQHTPT3TbUNYaoSXRPJtCH08nwS7ROEwM5fEvk/R9O/Ek5pqQGMD/6cZs2alY5TZk4b9PQBQZUE4qOSdSXRqQZb92pNvLH4qrugm9Ya+zXPb8lX+z/xjbEMlEfuNAZalECpBjB80lID2OOdd95h7dq1feYYPf3009N52rSysLCaLMxQA5W7317Eq/zWfIq2FtE+up3OYZ20V7dTtEPtDDKhac+m6Ph/ZevLcjZNJ2lQTm9VSw4HgBI+aQkAP/74Y8466yzeeuutmBRpTwoimdH+U+U1xegpZdMEDAXKwOSbmMm9JXV+p639PF6iX5he0r67S6OVvV9G+2j7B1PTgU0Mf354wpS2W9o30TAwzsecqd1EKWDnY84UrHOb+HK6pXMTpYCdx/CaAnbed0t1J3rdu7u7qd+vPnq/7IMyurq6+gwd43a8TKV2k7n2vDZJSbXpStDp7VBzVhQ0uW416GWihk7X3sCkJQX8jW98gwkTJrBlyxbKyspYsWIFzz33HDNmzODZZ59NxykzympyfNgqDSw+Kv2wNNrRqGWfFrqL9Osi3dqq26Kdbgp3FFK8Velf8ZEzAFQNoIRIWgLAl156ieuvv56RI0eSl5dHXl4eRx99NDfeeCNf//rX03HKjLKaFQBKeuR15lH2fhkApsDQPKk54BINfo37934rV75XqfSv+Mv5HaEaQLUBDJG0pIC7urqoqLCv+hEjRrBx40b2339/9tprL1auXJmOU+6WWzoKYlNIbj0KnetNgyN9VN4d84UR5gswmRRS2CTTWzGIGUe89gzvrxdv6YpSmqfYgV/jgY1UvFOBZXbfkzlRqtttJoxEr43brDjO9fGzh7id0y3tG/96uL3/3Houxx/DS5rWuV1naSfNE+3X2mq3KPuoLLptohlHvKY8M/V54CUFnOgxt3J6TQ2n+jyDeJ0y9lmtGkAJqbQEgFOmTOHNN99k4sSJHH744dx8880UFRXxm9/8hokTJ6bjlBkVkwJWRxDxWeHOQoo3FNO2RxtdVV0079dMxUpVNadD/cH10c4fFe9XkNeZtsmRJFcpAATUBjCM0vJp973vfS/66/mGG25gzZo1HHPMMTz22GP8/Oc/T8cpM8tZja/vZUmDIa8NiS7XH1pPd77aAvqto7Ijmv61Oiyq3qoKuEQyKCkFLCGVlhrAefPmRZcnTpzIO++8Q21tLcOGDQtFqjFRCsnJtUfhTsf2lfrV4QevKdN09eL1e1Bor/u7ladoaxElq0rYNWEX3eXdNB7UyJDlQxLu45bmTST+veDGmZpN5jVwey8l6mnrtUev26gCbqnhHjsP3Rn9CVz5diV5rXmeew57HfjYi6B6DifTnCJdwjaAvq96agC7gRxu0qsawPDJWL5j+PDhoQj+fFHvWB4WWClkkBvy2pDoEEONBzfSVZL54ZMGq7bqtmjbv7zWPIa8PWQ3e4gMnMH0fkc0EtOWVyRoavCSBKvN6v0lVx1oUWQQK9xZSNkHkR7BxYadR+4MtkCDhMkzbD96e/T+kOVDyOvQR6GkQWnkBrAjyIKI9KVPvWT1fH9UApqsQdJkyKtDyNtlv01bJ7bSMqEl4BJlv52H7KRjmN17uWhHEZXvqieXpImzgiDHA0ANAxM+aZ0KLkwSXRhe2kH12X8HsFdkuRrYlHTRBp10tuFzSmaolSCGhPH6evQ3q0deax5VL1RRN6cOgJ1H7qRkcwn5u/JJxI/2gM6yOh9zmz0kUftGt3Z6ycy2kei57e4LoK26jfqpkTYc3VD972rojqTqEpwz0WOp7pNIMufxsn+i7YLmtT1uVlAAKCGWlhrAL3zhCzz33HPpOHR4ON/MSgNLGpV+XErJxyUAdJd2U3d0XTRgEe+6C7rt1G/kU69qWRVFdaq+lzRSABilGsDwSUsA2NjYyNy5c5k0aRILFixgw4YN6ThNsBQASoZYWAx9YSh5rZFU8F6tNExrCLhU2cVg2H7U9pjUb9WbGvZF0kwBoIRYWlLA//jHP9ixYwf33nsvd999N9deey3HH388l1xyCWeccQaFhYXpOK1nvvxKGGQBoJ9p0kwNm5LMLAXJDAOTqmRSb840Z15eHnmteQx9dii1J9aCBQ3TGyisLaRsbZmnMrilTROlVr38Hd3SwV7PkyiV6aXMXs+z8+Cd0faTVrvF8GeGY7oMBuN59pBUU8CpSmeq2e1YfmznJl1DOvm9T0p6vhu6gJ2ZPXXYaBiY8ElbJ5Dq6mq+8Y1v8MYbb/Dqq6+y7777ctFFFzF27FiuvPJKPvjgg3SdOjPqIJqFGwQBoIRfyboSKl/t7bBQO7uW9mHtAZYoOzTv2Uz9JyLt/gyMWDyCwvpgf4TK4Gcwvd8NtRoCRsIn7b2AN23axKJFi1i0aBH5+fmcfPLJrFixgsmTJ3Pbbbel+/Tp00nvLzoFgJIhFcsrKP3QHlfCFBq2z91OZ7m3wZxz0a6Ru9h+TO+QL0OXDqVsvbdaU5GUVNGbY1P6V20AQygtKeCOjg4efvhh7rrrLhYtWsTBBx/MlVdeyQUXXEBlpV2Dcd999/Gf//mfXHnllekoQmbswB7kswR7OJgcnucxzNxSYqn2Vk70YZNMetptffw2QxcPpXNIJx2jOuiq6GLbSdsY+ehIClq9vZ3j08tu3HruOvdJJt2f6Ll5Sft63WfX8F1sOX4LptDevuzDMiqWV9BNt6cexsn0tPWDlxRu2NLTqfLam9yN1+eS0RlHRjiWa9N7KpFkpCUAHDNmDN3d3Xzuc5/j1VdfZdq0aX22mTdvHkOHDk3H6TNnC7BvZLkGBYCSEVaXxfDHh7P9tO10De2is6qTbSdvY+S/RlLQkjMjOyXUVt3G1rlbMcX2l3zxhmKGPT8MC6XhJEPGOJa3BFaK0FAbwPBJy7fFbbfdxmc+8xlKSkpctxk2bBirVq1Kx+kzxzn231ggy5s1SvbIb81nxKMj7CBwSBedQzvZespWRi0cRUFjbgeBu0ZFav6KIsHf5mJGPDmCvC6Ney8Z5AwANwZWChFXaflEtCzLNfj75je/mY5TBsP5ph4bWCl852d7ilTbZyTaP5k2IZlqN5JqO5bu7m7XW882eU15VD9STX69PSh015Autpy+hdaa1qTO4/U1dNsnXl5eXr83t2P11wvZy2vj1LBvA5vnbe4N/jYVM3LRSKwOK6nnner15fZYMhLtP9BySgb0fCe0ozaAEam+13SN+ystAeDXvvY1/vnPf/ZZf+WVV3Lvvfem45TBqAV2RZbHJNpQJD0KmgsY8cgICmrtWr/ukm62n7SdxgMbc2qwaGMZdhy2g9qjayEySUrJ+hJGLhpJXqdq/iSzTKmBoZE7m9QDWMIpLZ+M9913HxdeeGHMbCBXXHEFf/3rX3nmmWfSccrg9KSBhwAVQRZEclV+Sz4jHhpBydpIrXuePWVc3dF1dOcPfEq4bNNV3MWWE7bQOLm3EW7lO5WMfGKk0r4SDGeFgKYJBdQLOIzS8ul44okncscdd3DmmWfy2muvcdlll3H//ffzzDPPcMABB6TjlMFxpoFVCygByevIo/qJaiqX944T2Lx/M1vO3ELbqLYAS5ZezXs1s+GsDewaG6mK74Lq56sZ/spw1bpIcJxNghQASkilrbX4Zz/7Werq6jj66KMZOXIkixcvZt999939jtkmvh2gOoIk5PyFls7ZN9zO6bY+0S/HZIY38XosL/v01wavv+PlkUflK5Xkb89n56ydUIDdOeTUrVS+XcmQpUP61Iglem5enrdzm4KC2I+ToqL+59lta+sNSOOHmnH7m8S39esq6WLHJ3fQsndLdF1eax4jnhxB8dbihEO9JDp2onN6Kacf3I6d6jnDVjvitTx+vtbpfA1ihpgZ4/ic22S5vpfC9jeR3OJbAHjVVVf1u37UqFEceuih/N///V903a233urXaYPn/HWnGkAJgbKPyiiuK6bu2DraR7WDBY1TG2kd38rQJUMpXVeatcOhGMvQNKmJuk/U0V3SG6CVrS5j+EvDsVqy83nJINPzXaAOIFGZSNEqoB4Y3wLAN954o9/1++yzDw0NDdHHM1XrkzE9HUFKGFQ9gSW7Fe4sZOQjI2ma0kT99PpobeD2E7ZTvKWYqteqKNniPkxT2BgMLXu1UPeJOjqremc+yduVx/CXh1O2qgwLi24Gf5tHCTdTauwJAgA2qwOIhJdvAeCg69wxEBuBidgdQaqA+mCLI7Hc0s6JUkteUjbJ/Jjxep5E+7jpL2VZvrycojVF1B9bT3uNPW9w2+g2tp6ylZK1JQx9cyhF24rs4Cluf7eyuc3a4DUF7Ez7OtPB0DcFayxD6x6t7DxkJ+0jY+c9LltVxrCXhpHXmofp+ecxZZpMajXV2gWv156XcyZ6PslIpimCn5JJ8yZTHr9nAun3vTCeaA98a5PVZ+gjr3/TwUY1gOGT2yPG+mUNdgAIsDewPLiiiMQr3FnIiEdGsGvvXTTMaKBzmF2DtmvPXWzeczNFO4qoeLeCitUVoRkypau4i4Z9Gmjcv5HOyti5jos3FzP0taEUby0GyKnhbiT8zF6OH4lrVfsn4aUA0A+rHct7owBQQsfConR1KSVrSmjdr5WG6Q10lds1ce3V7dQeXUvdYXVUfFRB2dqyQNLD3QXdNNc007xnM017NUXH8+tRWFvIsKXDKF5XnLVtGGXwM3tHAkAD1hpdpz1UAxg+CgD9sB7oAAqBCQGXRRKmWb2kg/u7398+XsuQaJ90fWAlSueWvldKyQcltO7TSvPkZjpGddhlKTI0HthI44GNWO0WpRtK7WBwcwkFrb0fFc6UVnd3N++vfD9hWWbMnBFzvycFbDC0l7fTMqaFlvEttNS09An6wB7QueLdCkrWlkQDP2etn5e/lde/r99pYy/n9FqGdKZGw8zP55PuXsCmxNjzwgPWVov89vw+g6259ToXyTQFgH7oAtZhp4GHRm47gyuOyO5YXRZl75dR8WEF7SPaaTqwidZ9WjEF9heSKTK0TGihZYI9zEp+Sz5FO4oo2lFESW0JBU0FFLQWkN/VT8QWx1iGjqIOOko6aCtro6GigdZhrbQObaW7qP9OG3m78ij/oJyK9yoobCzUF6VkBTPe0FM5rdq/WKoBDB8FgH5ZTWw7wGVBFURkYIq2FzH838PhVWgd10rrePtmins/TLvKumgts9fXO3s5eeh0u/TkpXjJ2OY351O2rozSdaWUbC6xa9VFsoiz/V/emnC0pxVxoyvUL6sdy3sHVIYsk8z0PW77pHqsZKYZSmYKolSmOOq5dXd3p3RzO5bZZSj5sIRhzwxjzD1jGPHoCCqXV1K8oRirzSWC8/IJ4rJrfks+petKqXq9ipqHa9jjr3sw9IWhFK8txrQb1zLH3/Ly8qK3goKCfm/5+fkxN8uyordkrp2Yp+c4llfJXG/J8PNYzue5uwHEe27Ov038ze1Yfr8GbmVLB2f7P9b2/3fOVX589qXzPXPjjTdiWRbz58+PKfN1113H2LFjKS0tZfbs2axYsSJmv7a2Nq644gpGjBhBeXk5p59+OuvXr0+6HJmkGkC/bKC3HeDewRZFJFWWsSjZVELJpkhnEAu6KrtoH9FO5/BOOss66Srrorusm3baEx6rpNZuQxi9bS+geEcxBa0FdHbG9vBVj17JVqbEwOjInS1g7VIKOFssWbKE3/zmNxx88MEx62+++WZuvfVW7r77bvbbbz9uuOEGTjjhBFauXEllpT3t5vz583nkkUe47777qK6u5uqrr+bUU09l6dKl5OfvvolMkBQA+qULWAvsg90GcBhQF2SBRPxjYVHQWEBBY0FMais/P5+Pf/Zxwn0nPjkxpuF7R4dyuzL4mD172/8p/dtXWNsANjU1ccEFF/Db3/6WG264IeZYP/3pT/nud7/L2WefDcDvf/97Ro8ezZ/+9CcuvfRS6uvrufPOO7nnnns4/vjjAbj33nsZP348Tz75JPPmzfPniaWJrlI/rXYsT3TbSEREBhszwdHzXx1AAtXQ0BBzix9w3unyyy/nlFNOiQZwPVatWsXmzZuZO3dudF1xcTGzZs3ixRdfBGDp0qV0dHTEbDN27FimTJkS3SbMVAPop4+AOZHl/YClAZZFopL5VehlmBC/2xFlqn2QszbObVaP3T3WwxjDnnvtCdBnxoMeLbTEPLdEw2B4GfYkUTnjZyNxE5967o8fw664PZ9EzzPVfbwa6D6Jtnf+DZzXgds1AbHXgXN2mHRK13vMYDCTIsfuAlbn7owfbjJZAzh+/PiY9ddeey3XXXddn+3vu+8+Xn/9dZYsWdLnsc2bNwMwevTomPWjR49mzZo10W2KiooYNmxYn2169g8zBYB+2gQ0ApXYNYCFqCejiMhgNwq76Q/AarDaVQMYpHXr1jFkyJDo/eLi4n63+cY3vsGiRYsoKXEf+L6/Tkq7+/HvZZswUArYTwboGRO3EKWBRURywf69i9b74f/iD0ImewEPGTIk5tZfALh06VK2bt3K9OnTo6MFLF68mJ///OcUFBREa/7ia/K2bt0afaympob29nbq6upctwkzBYBx4oc6cLu5WulY3i/txZV+JBoWwOvQAX4ORZDO83i9pTp0jNuQLE7x23V1dUVvnZ2d0ZtzffzNz/Kkeu34LZlrJ0ySGQYm/uZlGJhsEv27TXL83d7v+17wMqSRZNacOXN46623WLZsWfQ2Y8YMLrjgApYtW8bEiROpqanhiSeeiO7T3t7O4sWLOfLIIwGYPn06hYWFMdts2rSJt99+O7pNmCkF7LeP6R0OZn/gn6CRLUREBidTYWBc5M5msOqzN6DNJZWVlUyZMiVmXXl5OdXV1dH18+fPZ8GCBUyaNIlJkyaxYMECysrKOP/88wGoqqrikksu4eqrr6a6uprhw4dzzTXXMHXq1D6dSsJIAaDfOrE7gxwAVABjsccIFBGRwceZ6Uk8LXZOy2QnEL9861vforW1lcsuu4y6ujoOP/xwFi1aFB0DEOC2226joKCAc889l9bWVubMmcPdd98d+jEAASyTBXXPDQ0NVFVVpe34zp5qiXo7ut3v8xIeCpwRWX4OeNqHQoaA36maVI/ndX+37ZLpAZvoWnHbZ3fpsoGs92Mfr/s77zs/zJw9bRP18nT27HQuJ3zvOLg9Fl9OZ9kKCwv73S6+169zLMJUy5ZoHy/bJXMeZw9ar/sk2s6L+O3drqNUewH7lcrv4SxnWlL7nzW9bQB/A9amcNYA9jz3+vr6mA4S6dbz/X3RRRdRVFSU1nO1t7dzzz33ZPw5ZivVAKbD+9hpXwv7g2GQBIAiItLLFJrezn6N2CNBSL+ysQZwsFMnkHRoBnqmAhyNPSuIiIgMLj3DfQG8b8+YI5ItcrIGMFGqyy1lEZ9y2e0vjfeAnrEopwD/HmAhZbfc0jxet0vm16LXfdzO4zVtnWifIH7leknHek1/ek1fet3Gy7Hj1ycajNrLef1MAcd/5ri9pl4H0M4Ut2vU62ub6DpIVbrTvlHOPgTvpe80g4FqAMNHNYDp8rZj+WDXrUREJAuZYkfbv2bsESBEskhO1gBmRD323MB7AyOBMah9iIjIYHEgvenfFWB1K/2biGoAw0c1gOn0pmNZtYAiIoPHVMfym65biYSWagDT6R3gZOxXeQrwBJC+Zi9ZJ5m2cZk4ltfzJOJs35RoKAwv5fY6/EYiqf4ydmuL5rUNoFu7ML+H/Eh1CJRkypZMG0CnRMPaODmHshlwm2QfJNMW1Ws7v3SWPx3tAU2lgQmRO7VorFcPVAMYPqoBTKddwAeR5Up6PzBERCR7TYFoh9831ftXspMCwHRzpgamum4lIiLZwvlZ/lZgpcgqXufCTvUm3ikFjLdhJJK+sD4AWoFS7EbDj2LPFSwxgkjheh06JlVuKVOITQ+n+hokKrOXYWkS7e+cqcEpUYrPS9rX7w/sVIf28XtWD7fH0nmNZ4qX5+A1bZzOYVt8P95IY3fqA1gPVm32/y0lN6kGMN06sdsCAhRjzxEsIiLZydmhT7V/nqkGMHwUAGaCMw08PbBSiIhICkyegWmRO13EjvcqkmVyMgWcTO/AZLcDYA2wDXs8wL0j/2/zvntY+NEb1cs+fqdCvfauTXWfRLM7uEmUHt7dej8k84vZmQ5OVP50pnq98LsXsJ8pYCevM6M4t0vUCziI1zqInumBHPtAoCKy/B5YLUr/SvZSDWCmLHEszwysFCIikiznZ/cS162kH0oBh48CwExZDrRHlg8BigIsi4iIDIgZZWCvyJ1t2JkdkSyWkyngeBn51dCG3RZwBnZnkIOB19J/2qAl6vXq5CUVmkmp9lZ0S8l5TQ0nw2uv5kyl69L1vvKjmUa60rmJ9nFy6yEN7j2uU03z+v33cF5HzuVE17hbGjvR9ZlquX3rYTzDsbxEY/8lQzV04aIawExyBnxKA4uIZAVTZHp7/7ZjZ3REspxqADNpM7AW2BMYHfl/baAlEhGR3TkYO3MD9swf7ar9G6hMtNFTDePAqAYw09QZREQkaxiMOn/IoKQawEx7BzgRKAcmA48DTYGWKK3i2wO5tQ/y2g4r1fZrXod3SXXoGK9DfiTTjsoLP9oDDrTdYFAzOHhtj+f2WDrbAHp5LNEwMKke28+/SaJrwHm9er120zl0ja/tiPcCRkWW14C1VbV/yVANYPioBjDTuoDXI8v5wCcDLIuIiCR2lGM5BzruSe5QABiEV7GniAM7tVASYFlERKRfpsbApMidnfRO6ykDpnEAw0cp4CA0AsvoHRJmJvDvIAuUPl6HxciUZIZD8TIkjNftvD7/RMPiuKWNvfJankzM2uL1NUw1nZvOfZIpZyJetvPjPAPlR3OMrOOs/XsRrO4ceM6SM1QDGJQXgJ7v+E8ChQGWRUREYpjhxm6nDXY77TeCLE32Uw1g+CgADEodsCKyXA4cGmBZREQk1lH0fkO+Alanav9kcFEKOEjPA1Mjy0diNzD21iEwFJLpXevW4zGdPQKTkUw610tq1e9ZDtx4LVs603huvZqd6+Ovh2R65w50/0TH8Lunbaq9c/3ezsv+yTSN8NqTOdEMKH5K+dhDsKfsBNgF1mtWv69LGD6rsoV6AYePagCDtAV4P7I8lN5gUEREAmM+aexRGgBeA6tNtX8y+CgADNrzjuWjQdNLiogEx5QamB650wHWK/pQ9oPaAIaPUsBBWwuswR5sdCRwIINqqAG/ewF7Ta0O9Fh+pELdjue1p23QabxE6Wkvg/vG7+/cJz8/v9/tkukFnOia8ppyTbXJQZh7AafK67HdUvmp9qT220Dfi+aTBooi65ZZ5LXkefphruBDso1qAMPAOQTMp9BfRUQkAKbc9A7O3wXWS6r9k8FLoUYYfIhdCwgwApgWXFFERHKVOcZR+/e6hVWvANAvSgGHjwLAsHjCsTwbjQsoIpJBZqij7V87WP9W8CeDm9oAhsV64D3gAOwhCA7DHiw6S2RqaBEnP8+TaNgUt+0SnT/V9oCJypaMZIbscWvj5daGz+tzc7YN9HtIl2SGi/GyPpEwnMfPfVI9dhDlTOZv0Kf96XG9PX+tV7y1/VONk3caBiZ8VAMYJk/ROw7g0WiOYBGRDDCjDWZqJHhogbyX9NUog5+u8jDZBiyPLJdiB4EiIpJW5lOOGvLnLax2pX/9pjaA4aMUcNg8iz0gdAFwOPAK0BhkgcIriLSz2/kTlcHrUCtuvKaavZbN64ekl6FfEp3TmTZ2GyYkfgYJL/ukMwU80G2C3C5d++cas5eBSZE7O+1ZP0RygWoAw6YeeDWyXIjdIURERHxnMLG1f4strC4FgOmgGsDwUQAYRs8DuyLLhwI1AZZFRGSwmgKMjyxvBestBX+SO5QCDqMW7MGhT8AO0U8G7gL04yZjkkkvp9rTNpmew1556QmZTHraa2rWrRdxohRwEL2AEwlTr9fBJpnrPeVUeZHBnOB4zz1pQbddK5hq2aQv9QIOH9UAhtXLwPbI8p7AwQGWRURkkDGzDFRG7rwH1oeq/ZPcogAwrLqAxxz3T0DDwoiI+MCMNHYnO4AOsB5X8JduagMYPkoBh9nHwDvAZKACu0PIwiAL5E2iN2G6euums0dwqulgp0Rp1mxPNSVKzXZ1dUWXEz1PLync+LTxQPdPtI9XYUv7puvYfh83UZMDL2XwpTkEBk6it/rjeWAnMYM+e033Z+P7VKSHagDD7nGgPbJ8GDA6wLKIiGS7KcCEyHItWTXjUjZTDWD4KAAMu3rguchyT4cQEREZMFNk7OY0PRaiYV8kZykAzAYvATsiy3uhDiEiIsmYhT3XOsBKsD5Q8Ce5S20As0FPh5CLIvfnAR9iDxcTQtneli2RVNs3eh0GJlt4fT1SbeuY6vAumRpaJJ2CbkOYzDBBAzmeX8d1Y0Y7On500qc9tZ/D/IRBf69vkM9Fw8CEj2oAs8VH2B1CAMqxGzGLiMhumTwDZwL5kRXPg7VTtX+S2xQAZpPHgNbI8lTgwADLIiKSLY6hd0alLdgD7UtGqRNI+CgFnE2asIPAT0funwKsIXSp4KDfhInSrGETxDAwXs/jfCwvL6/f9Yl4San5PZxKplK9yQwNFOZ0f6ZmpHHKVMrVjDZ2AAjQDTwIVnd4PxNEMkU1gNnmLeC9yHIFSgWLiLjoN/W7WcFfEFQDGD4KALPRP1EqWERkd+JTv4sDLItIyCgFnECi1E6gvzSyJBUcFsmk61I9j1MyMx6keu35fe06Z9/w8zVMZ8rWzzRvspJJrQbx2eLl2vPjmko1/T8QuZ76zdTnnlfqBRw+qgHMVkoFi4j0q0/q999K/YrEUwCYzeJTwVMCLIuISFjMJjb1+5z7ppIZagMYPkoBxwlDVbln8ang04CN2PNbhlSY0hJBpIaTSQfHS2bAaS/HStR7Olc+WFNNNfs9WHKmBP1eTGSgr6GZaODoyJ0uci712x8FR9If1QBmu7eA5ZHlYuAcetMeIiI5xJQbOAvoifeeUuo3TFT7Fy4KAAeDR4HtkeWxxE52LiKSA4xl4GzsNtEAH2DPoy4i/VIKeDBoB/4O/Af2X/STwCpgZZCFCqegfyUmSrMme4xUjuX1PF56s/p9znTuH7brwM/jpfq3cm6Xzt7Kvv8NjgYmRpYbsFO/qPYvLNQLOHxUAzhYbAYed9w/E6gKpigiIplk9jR2xw+wh3y5H6wWBX8iiSgAHEyWAO9ElkuxO4foLywig5gpNbGfdYvBWqPgL2zUCzh8FB4MNg8DdZHlPYHjAiyLiEgaGQycAQyJrFgF/DvAAolkEbUBjJP1vyB2YbcH/BJ2b+BjgA30DhodsLAON5HqsCt+nDfV86Q63Ez8PsnMCDFQmZrhI1Pv63SWLZntkmn3l5eX1+/6+PM7Z4dJppy+DDN0DLB/ZLkZO/VrwvkZIxI2qgEcjDYATzrunw2MCqgsIiJpYA4w8KmeO8ADYDUp+AsrpYDDRwHgYPUS8GZkuQj4HFAWXHFERPxiRkXG++vxFFgfKfgTGQilgAezh4ER2GMDDgPOBf6A3UsuBJypJifnrzj9okuOH8PNuO3vdqxk/lZeZ84IQ9o3G69Fryl+txRwIqmmcJN9PU2pgc9i/7AFezD8F5I6VM4Iw7WrYWDCRzWAg1kncB/QGLm/N3BSYKUREUmJyTPwGewftGBPffmwxvsTSYYCwMGuAfgLdjAIMBOYEVxxRESSdiIwIbLcBNwHVqeCv2ygNoDhoxRwLlgPPEJvm5mTgG3AmvSf2mvaySlsb+J0znyRqfOkemwvKUKvvUS9nsfL7Ba7K0MqEqXR03mNBtFjOZnZQ1It50BfTzPd2D9gwf5B+xewGnd/LWfq7xZmlmXl7HMXd6oBzBXLgRcjy/nAefSmUUREQszsZWKbr/wTrPWq+csmqgEMHwWAueRJ4MPIchlwEVAeXHFERHbHjI50+siPrHgJrOUK/kRSpRRwLummd5DoUcBw4ALgbqA988XJxl9ryQxym+p5wjB4dqpp41Qlej2ycTDpIP6+XlPaztR9OtOnntK+Q439GVUSWfE+8ETf7RK9hm7NTuLPn42fR16F4bmpF3D4qAYw1+wC7gXqI/fHEvvrWkQkBEyZgQuBysiKdcDfNNOHiF8UAOaiBuwgsDVyfyJ2BxF9ropICJhCA+cD1ZEV24A/q8dvNlMbwPBRAJirtgF/BDoi96cA84IrjogIRMb6OxfYI7Ii8oPValXwJ+IntQHMZeuBv2GngPOAT2KPrfW8f6fI1JAd4p3X4VUGPExHgm3chpFJNOtEV1dXdNnZLi1+eJlsGU7ITVDldDuvn8PvDPS5GQycAewbWdGKHfw1DCz4c15XbtdHomGKsuXaySZqAxg+qgHMde9jTxnX43jg0IDKIiI5y2BgLnBwZEUHdtp3m2r+RNJBAaDAMuwhYnqcBkwNpigiknsMBj4FHBFZERmxwFqn4E8kXZQCFtvz2GMCHoH9s+As7A/hFf6eJmzDm6SLn88zUWo2VV6HV3EbGsTr8Bv5+b3dzAsLC/tdjtfR0RFdbm93H6co1fR0poShDG78SuEmuw+zgGMc9/8J1vuJr/NE16GXazS++YGXmWvC/DdMJAwzgSgFHD6qAZRejwNLIst5wKeBA4MrjogMfuZYA7MdKx4D643B++NQJCwUAEqsx4ClkeU84BwUBIpIWpijDRznWLEQrCUK/gYjDQMTPkoBSywD/BM7+DsUe4Doz2DPIPKOz6fy8Gb1Ohl9mNPJXnvHhs1AP0wTpeEKCno/akpKSqLLxcXFrud0pujcegQnU06/+T1LSVil2ku8z/FmxdX8PQ7WK+l9P6RzZhORbKMaQOnLYPcMXha531MTOCWoAonIYGEwmNlxwd8TYL0c3h9DkjrVAIaPagClfwZ4CLsjyCewg8CzI/+/GWC5RCRrGQzMAY52rHxcwZ9IEBQAijsDPIIdBM6gNwgsA17OUBESpJ3CnD71Kpk0drpS36mm+OLL4jbgc6KBoJPpbRwEP3vNhkEmevsay8ApwHTHyn+B9Wpyf9tkUu/O9V7Ln61/U6cwPAf1Ag4fBYCSmAEexQ4CD4usOxGoIHbsQBERF6bA2D8enR3KHgXrtXAF9iK5RAGg7J7B7h3cQm+7naOxg8CHsYNDEZF+mGIDnwP2iqzoAh4E620Ff7lENYDhowBQvHsWe67gUwALmIadDv4b9rRNIiIOpsLAhcDoyIo24K9gfazgTyRoCgBlYF4DmrEHiS4A9gM+D/wJe+L2NHP7hRe2NmK5yOuQPc4hXeJn+HBu19nZGV32MkuD3wZDbUKQQxCZ6kjwNzSyohn4I1ib/D+vH20Yk2kfmClufyuv5dRMINIfDQMjA/cucC+wK3J/PPAloCqwEolIiJixxv5MGBpZUQf8Lj3Bn4gkRwGgJGc1cBfQGLk/ErgEGBNUgUQkDMz+Bi7Gbh4CsBm4E6xaBX+5TOMAho9SwJK8LcCdwEVANTAE+1f/g8CKzBYlW2YFSSTVIWEScRvSJZmZVrysh9i0rVva15nmjT9GR0dvw1KvM4F4WU5kMHyBeP37+P1cDQaOAT7lWLkK+AtYbd7fk16vSS/rd/dYMttlQqJZddyEqfySHRQASmp2YgeBn8NOBRdiTx03GngGuwexiAxqptDA6cTOFvQW8BBYXdn5g0z8pTaA4aMUsKSuBbgbeMOx7ljgPKAoiAKJSKaYIQa+SG/wZ7DHCL1fwZ9ImKkGUPzRhT113BZgLvZPiwOA/wD+jN0IPEMSzWiRq7ykzlJNByfqqeu1R6/b8dyWE+2fjam/RDIxW8eAjz/ewLnYY4KCPczL/WC9n573nNfZabLlb5oqvR6SCgWA4q+XgW3AOUApMAr4MvZYgasCLJeI+MocGpnaLT+yohb4M1jb9YNL+qdANFyUAhb/fQT8FjsQBLs34EXAJwMrkYj4xOQbzEmRNn89wd/HwG8V/IlkE9UASnrUAv8Pe8Do/bB/apwI7I2dKk7joNGDIeUbRK9mr6lzr7/inalar6niVHv0JtNLNGzC3KPdDDN27f5Yx8pXgMfBMukvazb9HTNBA0H3PYd4pwBQ0qcNu/3fp7CHhwC7XeAY4O/AuoDKJSIDZg4ycBpQHFnRCTwG1hvhClJFxBulgCW9DPAU8Efs3sJgzxjyReBo7DmFRSS0TIHBnBqp+esJ/rYD/0/Bn3gXxoGgb7zxRmbOnEllZSWjRo3izDPPZOXKlX3Kfd111zF27FhKS0uZPXs2K1bEDnTb1tbGFVdcwYgRIygvL+f0009n/fr1Kb9m6aYAUDLjA+AO7BlEwL7yjgcuAMoDKpOIJGRGGLsT13THyuXAb8DaouBPstvixYu5/PLLefnll3niiSfo7Oxk7ty5NDc3R7e5+eabufXWW7n99ttZsmQJNTU1nHDCCTQ2Nka3mT9/Pg888AD33Xcfzz//PE1NTZx66qkxA9iHkWWyIGne0NBAVZUmmh0U8rDHCJxFb+1fI3A/vvUSjm83FeY2ValK5/MZ6LETbZ9MOf1szxfmj7kwls1gYBpwMvbg7gDtwGPAcrBUdZ9RqbbHdW5XX1/PkCFDfCmXFz3f39OmTSM/P3/3O6Sgq6uLZcuWJf0ct23bxqhRo1i8eDHHHnssxhjGjh3L/Pnz+fa3vw3YtX2jR4/mpptu4tJLL6W+vp6RI0dyzz33cN555wGwceNGxo8fz2OPPca8efN8fY5+Ug2gZFY38CzwB3rnEa4EPo9dI6hWqSKBMqXG7rx1Br3B3xbsXr7LLQV/EnoNDQ0xt7a2Nk/71dfXAzB8+HAAVq1axebNm5k7d250m+LiYmbNmsWLL74IwNKlS+no6IjZZuzYsUyZMiW6TVgpAJRgrMJOCX8YuW9htwm8FNgjqEKJ5DZzgIHLiJ3S7TXs9n4a4kVSkMk2gOPHj6eqqip6u/HGGz2V76qrruLoo49myhT7DbB582YARo8eHbPt6NGjo49t3ryZoqIihg0b5rpNWKm+RYLTjN055EjgOOyrcSRwCfAidk1hp9vO7hINZzLY0sEDGQbCr2Onmo5KhtK+6WVKDZwETHWsbAUeBWtF9r9Psl3YrpewW7duXUwKuLi4OMHWtq997Wu8+eabPP/8830e669Z0e4+U71sEzQFgBIsA7yA3UnkDOzavzzs2sD9gQeBDUEVTmTwMwdEZvSocKx8Dzv4awr3F5hkj0yOAzhkyJABtQG84oorePjhh3nuuecYN25cdH1NTQ1g1/KNGTMmun7r1q3RWsGamhra29upq6uLqQXcunUrRx55ZErPJ92UApZw2ArciT2JfE+tX09toNoGivjOlBrM2QbOozf4a8XukPUXBX8y+Blj+NrXvsb999/P008/zYQJE2IenzBhAjU1NTzxxBPRde3t7SxevDga3E2fPp3CwsKYbTZt2sTbb78d+gBQX6sSHt3A88D7wJnYsw04awMfJqnBo93SvoMtHZwpybxumUphhTlV5jWlnvZaEgwciN3DV7V+kiFhnAnk8ssv509/+hMPPfQQlZWV0TZ7VVVVlJaWYlkW8+fPZ8GCBUyaNIlJkyaxYMECysrKOP/886PbXnLJJVx99dVUV1czfPhwrrnmGqZOncrxxx/v+3P0kwJACZ+t2NPIHQXMxp5vtKc28A3sWsJmt51FxI2pjrT128exshX4F/CWhneR3PKrX/0KgNmzZ8esv+uuu/jCF74AwLe+9S1aW1u57LLLqKur4/DDD2fRokVUVlZGt7/tttsoKCjg3HPPpbW1lTlz5nD33XenfdibVGkcQAm3UfS2DeyxC3gau3ei+7Sy/crVGsB0Pb+wvW5h/jgLsgbQFBp7/M0jsH9Q9VgJ/FO1foNdGMYBnDp1akbGAXzrrbcy/hyzlWoAJdx62gbOwJ5TuCRyOxn4BPAou00L52rQlwl6PWOFLQA1GJgMzMWegrHHTuBx4D3V+klmhDEFnOsUAEr4dQOvAiuAE7BnKACowU4LLwOeQGlhEQczIpLunehY2Yk9xNK/wepU4CeSyxQASvZoxh4WZil2DWBPr/xpwAHY4wYuAcI9/aJIWpliA8cAnyQ23fsBsBCsWgV+knmqAQwfBYCSfdYBv6E3LVyKnRY+ETgceAZ4C3uMQZEcYQoMzMQO/kodD+wEFgIrle4VkV4KACV03NrsxTDYtX3vAHOw2wMCDAPOxp5d5CnsWg8XudR+baCzevh5jnSecyDnTRev15FbOVMtv7GMXQs+i9h2fp3Yg6w/33+619P7TEItmz7DVAMYPgoAJbs1Y48PuAR7wOie4S1qgAuANWCeNFjrw/3hKDJQBmM3ffgU9jBJvQ/AcuBZsOp13YtI/xQAyuCwCbgHmIAdCPYMG7MXcAmY94xdI7gtoPKJ+MjsZezrfFzcAyuBp8HaqsBPwkU1gOGjAFBCwbf0xSrgt9hDX3wKGBFZfwCwH3ZP4ueBLbG7xX9whD2d4pegU0heX/ewfbCnK52b8JwY2Bt7Zpx94h5cCzwJ1jrvf8OwvabSy4/PI/19ZXcUAMrg9A721FbTsGcTGYI9rdzUyO194N8kNbWcSCZFU71H0bfGbwvRtq7q4CFhphrA8FEAKINXN/A68CZ27+AjgfLIY/tFbmuwA8EPgyigiDuTZ+wfK0cR28YPoBZYjD19m1HgJyIDpwBQQiGtv9x6ekO+ChyKHQgOjTy2V+S2CTs1/A45NXxM0Klur+dPpndtqoKqTTAFxu7VfgS912mPzUSvUwV+ucmt2UbYa79UAxg+CgAld3RgB4GvYdesHE1vzcoY4DPYNSuvgllusHbpC1YyxwwxMB37Vh734BrswO9DpXpFxB8KACX3dGMPk/EmsD/2wLk9vYaHYw8oPQfMWwaWgLVZX7iSHgZj91yfiX0t5sVt8D72OH4D6NwhEkaqAQwfBYCSuwx2R5H3sL+Enb0rC7HTcJ8As87YtYYrwOrSF7Gf4lO7zvtu6a3u7m7XfZL5AgjiS8OUGDgEezabEXEPdhPtra7hXHJT/PvCyzWazD6S2xQAigDWagtWgxlh7C/lQ7CnlwMYH7nNA/OGHQxaO/XFLANnaiLTtU3F/pHh1IDdael1sBp1fYlIeikAFHGwtluwEMxTkR6YM7FnFQEow+6ReRSY1caeb/gd1FZQEjKVpnf4oZp+NvgYu4Z5JVjdupZkcFIKOHwUAIr0w+qw4HUwrxt77LWZ2INL97xj9o7cTgLzgbHbE36gFLHYTLGBA4GDsa+T+MtiF3Y71NciPzpERDJMAaBIP2KGWlhvwXowjxt7GJlp9LbbKsD+oj8QaAXzbiQYXJN9vTWDmA0lLy+210N+fn6/53eWraurK2af+PtBMXkGJmHX9O1P/5+u64h2QLI6suv6kPTyWnuVTUO/OKkGMHwUAIp4ZLVY8AKYF4w9bMzBwBSgIrJBKdGOI9RH5h9eiR0MKrU3KJlCY3cc2g97to7Sfjbagf2j4C2w6nQdiEg4KAAUGSALyx44ehOYRZFhPA7GrgUsimxUhT37yOHALjAfRoLBD9VmMNuZSmMHfPtj/+37+xRtBt7GDvw2Zl9tsIjfVAMYPgoARVJgGctuxP8xmEeNHRRMxa4V6slmlmDXFE4BusGsiQSD7wdfI+T1A9Nt9oFkONO+8Slgt8ec548vc/ywMG7beX2sz7YYu/NGT9A31mXDduwhhd4EPtZMHTIwiVK7XtK+GgZGBkoBYI67//77mT17Nk899RSf+cxngi5OVrM6LLvW5+1IJ4B9sAOGSfSmBvOwa40mACeCqTWwmuhNw38Ez2DsAcH3dtwqXTZuwA7mV2L//dQJSKRfqgEMHwWAOe7nP/85v/vd77j44ouDLsqgYrVZ9rzC74CxDOyJHQzujx1c9BgeuX3Cvmt2xAWETQoo0s1gYBh2UL4XdsA3JMEOG7Fn6FgJbFZ6V0SykwLAHPfss88ya9asoIsRuHT+crSMZc/luibSZnAEvTWD4+hNFQNUR27TI+Xabux9N2K3O9yauVomL5POp5oOTjQTSDL7ePk7mkKDGW3sVO5Ydh/wtWP/Dd63b1aDAj7JLE/XdRbUfmVDGXOJAsAQOeaYY/jmN7/J9OnTGTt2LGeeeSYPPfTQbvebNm0ar776Ki+//DLHHntsBkoqybKwYDv27QUwBcaeZWTvyG0PYgPCEZFbJCCkC8wWYweDAQSF2cYURtrvjQUzJtJ7ewR9x+VzagfW0lsTu0m9uEVk8FEAGCLl5eUsX76cu+66i/vvv9/zfj//+c/5yU9+wuWXX97nsddee43i4uI+6+fOncumTZtSKq+kzuq0YBX2jUjAMo7edGR8QJhPb81VfFC4FajFHnYkcrM6cyNwMcUGM9zQPbzbTqlXgxlldh/sgR3wraM34NuogE/Eb2oDGD4KAENk4cKFLFy4cED7fO5zn6Ouro5f/vKXfOc732HixIl8/PHH0cdnzJjhdzEljayOfgLCMfTextI3qHEGhXFMvYkJCKnF7rjQCLTEtl/zms6N3667q/9euD3y8mN7+nrt0es8TzfdmHKDqTB0V3RjhvUGfGaY6R2LcXe6gC1Eh/Fho32/J+CLntPSl4n4I9F15LX5gtt7U9eopEIBYBYrKytjwYIFnHTSSWzYsIGdO3cybdq0mABQspvVYdnpyLW960xRJK2ZKCjsURW5TeznsS4wzcYOBhvBNBm700kj9jh27ZFbm2O5PfXhTUyescdLLILusm4ojDynYuiq6MJU2IEe5USXTZnZfU1eP8+vJ9izNlkx6XJ9cYpklmoAw0cBYBb77ne/y8KFC3nvvfcAeOedd5g2bdqA0scLFy7kE5/4BOXl5axbt46zzjqL1157LV1FFh9Y7f0EhQUmmvpkBLHL/c1OAXbN4RBiOkAYPDQ27zC9QWHn7svb/VU7yKMIKCbmU6cLH6ZxawSr1rJrN7dHlnfYQ+wolSsi0j8FgFlqwoQJfOUrX2HKlCnRdW+//TbTpk0b0HFOPPFEn0smQbA6LbsN4Na+j5lS09u7eBj2mHYVkf8rgXIGVrtWGLl5NWoA28brAqvZsm9NVrSG0qqzsGotrDqL7tbetHHMoNCqDBAJDdUAho8CwCx12223MWLECNavXx9dl5eXx4YNGwIs1eDk57AnQbBaLViPfeuHsex0azQgrMSuNSwmmqqNWXbez+/viHHasGsK41LJtNspbqvNit7Pa82DJnv8w/yW/Gg7xUTtBv380NcXiKTbQIctEkkXBYBZ6Pjjj+eoo45i2rRpdHb25uBmzpzJXXfdxfDhw6mtrQ2whJJNLGNBE/bNpWN4osC3e8FuOoHcFNsJxHmsRFPBWXnZF2yLiGQLBYAhUl5ezr777hu9P2HCBA455BBqa2tZt24dAPn5+fzsZz/jlltuYfny5TH7NzQ0APa4gE8//XTmCi4iIpKAUsDhowAwRGbMmMGzzz4bvX/bbbcBcPfdd/PFL34RgCuuuILq6mpuv/32PvuvW7eO5uZmBYAZkmjC9sEm0QT08cO8DORYMW32dvPY7soikg28zLCTaB8Rv1gmC66shoYGqqqqgi6GSMIP7MEcALpJ51RwyYx9lqitoNdjiPjJj3EA/VRfX8+QIYnmPvRXz/f3+PHj+zT58Ft3dzfr1q3L+HPMVun9a4iIiIhI6CgFLNIPL7/Mc7HGL57XWguvtXmp9rh2K49q/CSTEl3HbrXUg713sNoAho9qAEVERERyTM7XAC5ZsoSampqgiyFxNm/ezMyZM4MuhoiI+EA1gOGT8wFgTU0N48aNC7oYEjJePkiSmbw9VyWTRteHuYSdn58Tut4l03I+ANy8eXPQRZB+6O8iIjJ4qAYwfHI+AFSaUURERHJNzgeAIiIikl6qAQwfBYAiA6APGH8l83qq3aCEhZe2vukckFxtCCUVCgBFREQkrVQDGD4aB1BEREQkx6gG0COvw3roF0juSDTCv9t6DQ+TOr3HJChe5//O1DWq94KkQgGgiIiIpJVSwOGjFLCIiIhIjlENoA/0qyM3ee3dp7SvyODg9b2s3rl9qQYwfFQDKCIiIpJjVAMoIiIiaaUawPBRAOiR195fIuA9BaTrSGTwUSAi2UABoIiIiKSVagDDR20ARURERHKMagBFREQkrVQDGD4KAJOkC00Scbs+1OZPZPDw8j3gdcYgkUxTACgiIiJppRrA8FEbQBEREZEcoxpAEZ94Se8mGk5Is4eIeBe294vbe1m1UjbVAIaPagBFREREckxW1AAqqpdskMx16raPrnkR78LwfglDGbwIspzZ8hrliqyoAWxsbAy6CCIiIllP36fSIytqAMeOHcu6deuorKwMRVsPERGRbGKMobGxkbFjxwZdFAmJrAgA8/LyGDduXNDFEBERyVpVVVWBnTsT6V+lmAcmK1LAIiIiIuKfrKgBFBERkeylGsDwUQ2giIiISI5RDaCIiIiklWoAw0c1gCIiIiI5RgGgiAwaZ511FsOGDeOcc84Juigi4tAzFVy6b+KdAkARGTS+/vWv84c//CHoYoiIhJ4CQJEQmz17NvPnzw+6GDFSLdOOHTsYNWoUq1ev9q1MPY477jgqKyv7feycc87h1ltv9f2cIrJ7qgEMHwWAIjIg999/Pz/84Q+T3v/GG2/ktNNOY++99+738TfeeIPCwkKOOeaYpM/Rnx/84Af86Ec/oqGhwdfjiohkI/UCFpEBGT58eNL7tra2cuedd/LYY4+5bvP1r3+da665hl/+8pcYY2Kmf5w+fTptbW199lm0aNFup7g6+OCD2XvvvfnjH//If/7nfyb9HERk4NQLOHxUAyiSRRYuXEhVVRV/+MMf2LZtGzU1NSxYsCD6+CuvvEJRURGLFi1y3f/oo49m6NChVFdXc+qpp/LRRx9FH/dyzPgU8N///nemTp1KaWkp1dXVHH/88TQ3N/d7/n/9618UFBRwxBFH9Pv4n/70J4YNG8bll19OY2MjH3/8cczjS5cu5e233+5z8zq/6emnn86f//xnT9uKiAxmCgBFssR9993Hueeeyx/+8Ac+//nPM3LkSH73u99x3XXX8dprr9HU1MSFF17IZZddxty5c/s9RnNzM1dddRVLlizhqaeeIi8vj7POOovu7m6AAR9z06ZNfO5zn+NLX/oS7777Ls8++yxnn3226y/x5557jhkzZriW7b//+7+56aabGDduHFVVVSxbtiy5F8vFYYcdxquvvtpvLaKIpI/aAIaPUsAiWeD//u//+O///m8eeughjjvuuOj6k08+mS9/+ctccMEFzJw5k5KSEn784x+7HufTn/50zP0777yTUaNG8c477zBlypQBH3PTpk10dnZy9tlns9deewEwdepU1/OvXr3atbbuRz/6ESeeeCIHHnggAJMnT2bZsmV9ypzIvHnzeP3112lubmbcuHE88MADzJw5M/r4HnvsQVtbG5s3b46WV0QkFykAFAm5f/zjH2zZsoXnn3+eww47rM/jP/nJT5gyZQp//etfee211ygpKXE91kcffcT3v/99Xn75ZbZv3x6t+Vu7dm00ABzIMQ855BDmzJnD1KlTmTdvHnPnzuWcc85h2LBh/W7f2tra77E+/vhjfvOb3/D2229H102ZMmXANYCPP/54wsdLS0sBaGlpGdBxRUQGG6WARUJu2rRpjBw5krvuuqvfFMfHH3/Mxo0b6e7uZs2aNQmPddppp7Fjxw5++9vf8sorr/DKK68A0N7entQx8/PzeeKJJ/jXv/7F5MmT+cUvfsH+++/PqlWr+t1+xIgR1NXV9Vl/5ZVXsmPHDsaNG0dBQQEFBQX8v//3/3xPAdfW1gJ2qltEMkcp4PBRACgScvvssw/PPPMMDz30EFdccUXMY+3t7VxwwQWcd9553HDDDVxyySVs2bKl3+Ps2LGDd999l+9973vMmTOHAw88sN9gbCDHBLAsi6OO+v/t3L9LclEcx/FPlzpFxA0pwiBXWwoK2p4lCIr8N6ItiKigqKU5AkkiCJocihYJwoboB/0YHEIHaWmLmkLCJpPApifwsXgKvJcr5/0CFzmeg3f6+Ple7x+tra0pm83KGKNUKvXl2uHhYd3d3VW9d3JyopubG2WzWeVyuc/X7u6uHh8fVSgU/neJfiyfz6uvr0/d3d112xMAGhEjYKABRKNRnZ+fa3R0VM3NzYrH45KklZUVFYtFbW5uqqOjQ8fHx5qamtLR0VHNHqFQSF1dXdrZ2VFvb68eHh60tLRUs+43e2YyGZ2enmp8fFw9PT3KZDJ6fn7+vI/vXxMTE1peXtbLy4tCoZDe3981OzurxcVFDQ0NVa11XVeSlMvlNDY29ssr9rWrq6tv/yADwDs8BiZ4aACBBtHf36+zszPt7e1pfn5eFxcXisfjSiaTcl1XjuMomUzq+vpa29vbNZ93HEf7+/u6vb3VwMCA5ubmtL6+XrXmt3u6rqvLy0vFYjFFo1Gtrq5qY2NDk5OTX36HwcFBjYyM6ODgQJKUSCRUKBQ0MzNTszYSiai9vb1uY+BSqaRUKqXp6em67AcAjaypQmQG4KN0Oq2FhQXl83k5jn+/Qbe2tnR4ePjtMxIB1N/r66s6OzvV2tpa9VB3L1QqFb29valYLH5OEPA9RsAAfBWLxXR/f6+npydFIhHfzm1paVEikfDtPAAIMhpAAADgib8NoDHGlwawXC7TAP4Q9wACAABYhhEwAADwFP8CDh4aQAAAAMvQAAIAAE/RAAYPDSAAAIBlaAABAICnaACDhwYQAADAMjSAAADAUzSAwUMDCAAAYBkCIAAAgGUYAQMAAE8xAg4eGkAAAADL0AACAABP0QAGDw0gAACAZWgAAQCA52jogoUGEAAAwDIEQAAA4AljjMLhsG/nhcNhGWN8O6+RNVXoZAEAgEdKpZLK5bIvZxlj1NbW5stZjY4ACAAAYBlGwAAAAJYhAAIAAFiGAAgAAGAZAiAAAIBlCIAAAACWIQACAABYhgAIAABgGQIgAACAZQiAAAAAliEAAgAAWIYACAAAYBkCIAAAgGU+ALzSlFdvJZuCAAAAAElFTkSuQmCC' width=640.0/>\n", " </div>\n", " " ], "text/plain": [ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mean_cbed = dp.mean() # get the mean diffraction pattern\n", "mean_cbed.plot(vmax=1000) # plot the mean diffraction pattern\n", "df_roi = hs.roi.CircleROI(cx=0, cy=0, r= 2.0, r_inner=0.5) # create a ROI to be used as a virtual appature\n", "df_roi.add_widget(mean_cbed) # add roi to plot" ] }, { "cell_type": "code", "execution_count": 9, "id": "d6594441-7998-4604-b2f4-d98e373671bd", "metadata": { "@deathbeds/jupyterlab-fonts": { "styles": { "": { "body[data-jp-deck-mode='presenting'] &": { "zoom": "174%" } } } }, "slideshow": { "slide_type": "fragment" }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "[<Axes: title={'center': 'Virtual Dark Field'}, xlabel='x axis (nm)', ylabel='y axis (nm)'>,\n", " <Axes: title={'center': 'Virtual Aperture'}, xlabel='x axis (nm)', ylabel='y axis (nm)'>]" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "1a4b68ab68de497ba26df1502b72245e", "version_major": 2, "version_minor": 0 }, "image/png": 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", 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n79+hWjRo0qDjrooOLzn//8Bq/9+c9/Xuy1115FU1NTseOOOxZf/OIXK21IJHoSevq694EPfKBoamqyaxvx4Q9/uGhsbCwWL15cWROuuOKK4rLLLivGjx9fNDU1Ffvuu29x++2311zbmXWGUbo//OEPbfnXXHNNMWnSpKJv375V61F7e3tx5ZVXFjvvvHPRv3//Yr/99ivuvvvuulHA9e4/b9684vjjjy+GDx9e9OvXr9hhhx2K448/vu75iTfQUBRdlMYgkUgkEolEt8bTTz+NSZMm4Utf+hKmT5++tauT2IrIKOBEIpFIJBKJXoZ8AUwkEolEIpHoZUgTcCKRSCQSiUQvQzKAiUQikUgkEr0M+QKYSCQSiUQi0cuQL4CJRCKRSCQSvQz5AphIJBKJRCLRy5CZQOqgvb0dL7zwAoYMGbLR+Q0TicTWQ1EUWLlyJcaNG4c+fXKP65DrWyKx7aKr1rh8AayDF154ARMmTNja1UgkEpuIZ599FuPHj9/a1eiWyPUtkdj2sblrXL4A1sGQIUMAAJMmTUJUymlrawMANDY2Vv0fE2W3t7dX3Wv9+vWVv/m23rdv36pz4i6c5/OceEzvzfv169ev5nqeG3cIrOfatWur7qP1AVBpN9vq7s37xXrxOv6O5bOcdevWVdXjtddeq5zDz1hW7D/+PWDAAAAdCcZjHVtbW2s+I1gX/mZZrv2sYxxbnscyODaxLM6JWO965RM6rhFu/JW1iXOUc4Fti8dYf5bP+8X28zq2ySlF8TPWI9af9y67jvdmH8X+Y7+zHezP+Hdn+o/PcKIW7JtBgwahf//+lc/Zjzq/IzgGvG716tWVYxwzjuvAgQMBdDynQMcc0LnI+gDA8uXLAQDNzc1Vv4GO+fn6668DeCOfN8F1hOewnWxPrD/XkLL1Sa+J93bznO3nZ7wu1p+f8T5x7Wb/s//iMYLHdBxiuXyeODbuO4D9F+vGv5kTnOMXny/WaeXKlTXXs1z9fmBZ8RzWP6492m+8j6vjihUratrP83k978d2AB1jy3Lj+HGesgzez32/sG1xnefzwrHlOfF69gXrFL/72BatR5x/ffv2RVEUWLVq1WavcfkCWAccyD59+lRNEH2p0cXMIT58nXkB1C/lMhMNz3EPUWxD2fn16u/apvd2dezMC6C+nLo+4j3jvfWzzpwT0Znry+7T1eXr5w6dvfemlL+x9e9MWZtyXWf62F3v/tc5mqhF7Nv47GnfbcwcKjvW2Weh3rMf67gpx8rq6Naesg3GpszLzs7vTem3rhojoH7/b279u7KNG/P9oNdsarlbov2dmZsbWl83d41LB5lEIpFIJBKJXoZkADeA9vb2KgaM9Hc0KQDVFDdpXFLNjqJWRJZRzarOlKYmtEgRK6IZQc0XStlHqLm37LpoUi5zSlUGkGXE/uS9XPtptlETSayj9l/cJelnZeZKd0zZWfZ7rD+PORM054RzHSDU9On6U00ssY4swzEcrJMrl6AZzs0NZYpZrprM4jFnwifY1ng9zR7qCqF1ie2I86+hocGa3xO1WL9+PV599dXK/zr2jk3Vz7bffvvKMZoceYzPRZyD6toRzXs0fXHN5Dk0NwLlawehptw4H2g203UGAFatWlXVftY7ru+DBw8G0PF8xrVXnwf2QzSBO9cWrRvNm7x32RoW66/1dhYn1k2/Q4COvqRZne12puihQ4dWtTnWV8cols/PeH1cJzl/OP4sP/Yxx4jnOPcn1p/3i9er+xDrAXSYZfV7Nc5f3pPzNo4N1yPWTc3VsS9YRrxe3RNc/xdFYb+vNgXJACYSiUQikUj0MiQDuAE0NDRYB3XCOZLyzd4xSHzb152FCyJQh+IIZUKcn57zMagXBBLB6135rKf2Q9yh6A4ntq2e/0PcYakjeYSygm6Hxr/d7lN3qGV+iurLGMF6u0AFPSeCDIvOA+fXwXtzNwh07ChZJ/7v+pifubHhdW7+KYMaHY25I+X53EVHhoSfkU2I/c/dszLRLtDDsUcsh3VkWZHRTAaw82hoaKhi4LRfdZ4CHc++8xFW9pv3GTFiROWcOFdiGbF8ZeLiesd5weciHiODw3M4d+P80OCoOFf0uXDsIp32WW93bw2QiUEI7CPHwvPeuobGNUADuGL92d88n3WMVijt23i9Mk88J84RXQ/jeLKdPMetAbzXsmXLqsqIxzjfOG/iHOG93PcT11eytKxb7D+9d1wfyTSTQWQdX3rppco548aNA9DxHMT2s70cG5brGFgXcMSx4NzQeRDv3RVIBjCRSCQSiUSilyEZwA1Adzu6o3IMoO7QnI+CIp6j1zsfLq2fY6AcuxJ3Qq6sWBcnRaDt1R1vrKPzgVPfIl4Xy6cEBPu6jIHTnVKsN+8d26++RXFnS5T5yNSLIIvlx91+rGM8xnpwpxr7Sv1H3NhoGfEcZUZ0zIFyllj9/FwEne5+4y6Wu2j2e/R/or+NY5YI3pP9HnfY6j/Fvo3lNzQ0VEkrJOpj3bp1Vc+AsnvOx5bn89w4F9U/S9cJoGM+cZ5EH0JltsmgxTVI762MItAxP+jf6KRKyiwMyqLHZ4h/06/L+agquxf7T78XnP8rz3Esn65r8dllX/A3Wa74PJAVZf87CS+WoZItsb4ctzg2up7pfQBg1KhRVW2KY8O5wXqTiYvtHz16dFUb4/zj3zpu0YpBlo5lxLlJBpHzmH0bfVCfffZZAMDSpUsBAM8991zlGM/T7y7eL5bHtsZj6vvo/PAbGxvR1tZWdd2mIhnARCKRSCQSiV6GZAA3AGWIuMMo8zNTgcjIoKh4pxPDJDSiK/5dxvxpneMOsUxgVM9RPwqglh1zUWaqNRh3f/WYp8gSsY81kg6oFebkbs5FUas/TYSyk3EXrr5/kd1UkWfnB8TyuEOO7MGwYcMAdPQ/d6ZxPHg+7xnbr/2uwqdAx/g7zUcVMldfn3hPXsddMdAxTsoExzla5h9aTyTdMRxst/NxIlQUmOe8+OKLSGwYgwYNqoqCVB9Lx+LrMxjHV4WDOZedELKuobFcPhfKNsZ7c344H0Z9PuL1nENkl9zcVabbacES8flkvdXS4Xy8uT45BpXslIvaJyvqRPhVBN75SHNMVIw/1oXrKlnO6MO56667AgDGjBkDABg5cmTlGPuUn7GOsY2R8dW6ca1hv/E7KI6fzjG39rq1k+Ax993JdvOZcD6M/IzzNjJxKjzOsXJrqLJ8sVyFstwZBZxIJBKJRCKR2CTkC2AikUgkEolEL0OagDeAxsZGmwtXnYQjSO2TanZSAmq+KDNzOqFPNS87sWmVEwHqmy9iOzQ83UkAqJBxrKP2UWwbqXA1E0YzqZoZI0WuphUXxECTBsuKDtDq1O4CdTT4xuVyVjNCNBHonIjHdLzUaVnrUu/eKrET+4/3pPmhTOQ6zhtCTa/RVKKi1M6hnvOF4+iEyJ15n9AcsbGOHFM1iagJeOHChTX3TdSiqampanzVxcC5aPD5UFM90DHW6gQf5yCfR5rLnISWymlEMx+PuQAyzWOtsklAhznTmXfVLKii/kCHNAjrH+eeCig7KTD9foj35nOs+czL+p95e4EOkymfIe2PWB4/c2nWNBgntpH1Zz2iSXfHHXcE0GHKZB+xXkCtG5VzcSqTOVP3n2heVZcYZ+5lnzj3gnqJDuIaxmMuAJLjVE/wPt6T18W1m+fxPuy/mG+7T58+XSZzlQxgIpFIJBKJRC9DMoAbQN++fa0Mi6YCc4EOGgoP1Drd89yyVGxx91svFZZLhebEnlkX7jDU2Ta2SUWTI5Slcrs4xy4qG1rG8jmZADrcamCHk6lgGx27pjsoF2jhAmZc+ieguq/JArj26/wpE6JWwdPYThVMdYESrq3q3O+kdjhHubN2Mji6U479pxJJcYetbevMTtaNjdbbsfSJDWP9+vWWweNzqgFF8Rz+jhIZyuqVpbviMxPntzIgbn1TseEo8cH1gXOOQQx8JoFaKSjHLrGOvE98Pnkv1jGunfWC5OJ6oen2ooVCGTv+H8vg+XxOY9vUQuPSpVEah8ydC/LT4A0n1u0ktMhUqQC3G2MXQKf97ywEGnwU1y4X+Kb/8zq1NMTyNM1erAf7hCxnXG/YfrXMuFSGbu1VkWqtF89xgY2bgmQAE4lEIpFIJHoZkgHcANra2qyPhO4MVYg2fuZS3ZT5sejur8wH0CVrV+bP+c8ogxev0Z2xSwSvLIvzc3O7f/X7UFkPd05kDdVvw/m3KSvrRFhZX97b1ZFlxR26yt44HyWez92fY6d0px4ZAsf8afllfp7ql1jGLjs4vynCpa/SMtinzsdJhU3ZR7H9Kn5bNrddO8okjhLVGDBggPXRJMvBcYl+VjyHbJtjgjQFV2SZeC/OD8eAkF3h3HEMCu9Nn7xYb8JZQ3gv53+tjJNjcPRYZJDUf9ixnGwv2cm4PmiqSK6PTuaJiP5hKn/iUtGRMXQSOeq/zGc5Xl8mIaXMp5MK0u8wJzLNvnUWMl3zyixUrEecf+rnGMe83trn6u/8p1X6jOMf103ei89PZHB1njkrXltbm5Ww2RQkA5hIJBKJRCLRy5AvgIlEIpFIJBK9DGkC3gBUBkadVDVcHuigbTUUH6iVeCEiDa3q49EE6kLnFepgH+lvOuc6Ffh6cE74SpE7pXutj7snTRSxjWredH2jjsTRjKHq92VK/y6IoSwLAKGBLvEcdTJ2dL06GUcpgDIHZDWZqpxNPMdlotH2OhOPmlRclhB1fSiTinEmQg2CcWZ2tiO6CahJj30d53hXqeT3BjQ3N9sApmhWBKrHgOOjzyDQMedowqV51pmQVeokQoNQ4hxSE3+8nvfWueOCrPQZiNepq0MMwqjnBhOvY7ksw+WmdgEWur6xH12ueZoLYxCMfh+5utL0qHnJI1RixbkIqbk6HlPzbPwOUPcpJ0GmEisuE4tbX3VsXSCfuvG4XNL63RPnD8eSz4jL5av3efnllyufsb0ct3i9ZhErC+jsCiQDmEgkEolEItHLkAzgBtDQ0FC1e6qX57aM5XM7Re6+uJuIOwfukBw7pNIojkFRx9u4w1GBVZ7rhEL5O+4wlc1Sp/4I51DL87h74i429p866TqJFyf/oWBb4+5N2TkVpNb6xjLj+dreMiFsJ5HDc5wUA3d9LkBIBaDLHKGdDI1zSlZoYIo61sd6OBkkZVBdgI0Ktrpc0m5nroynYziUvUrUR1tbW9X6oqwc58nixYsr56h4eXyGlO11zynnNcc3rl1cayhVQibNidG79VUlXlyubMLlMedc5fmaGzmeo89i/Izn83on1O/Wt3rsdVwf1TIRGUyOjebYds+Ss3CQAdYkBlHsWdn7CDKlHC+229XRBQGxTioy7gJtnEizjrOTiuHfLkiTxzRPb+w/ts3luea81XkXc/wuX74cgM9jzzppAJ8ykCkEnUgkEolEIpHYJCQDuAH06dPH+jioL5XzY3DsCN/ouet1Uh3ctagYaTymzJ/bhTofC7dr1TIInhMZFRUHdkKdWpbzYSxLlcPdlvMdVJ8OJ9SqnzkRWpVjiTt89e90qbLK/BTVBy/u3slwqJBzZAhUHLps/HSnH4+xTk7oVgVm4xirH1Rsv+7Iee+4C9ZUUU7mQX0YYx2VGYkMlfrXqqC5/p0oR9++faukJ8hUML0Y+3748OGVczh2fAbj/C4bO4LPt4o9sz5AB0uk1giglkV2/sOsG+e3E0rnPI3+iSptoutM/EyZzFi+rgtlfsRx7VcfOOfDxnuxbyODqt8ZPDdKjdAv0zF5umZzHMhaAR1rmBNr1s+cWLUK1bs0qFqfuD6pjE0cWx0vN36aKCBaONTC5vyoCfZbHBu2hePn5rjOm7j2cyyVnYxzrG/fvl22xiUDmEgkEolEItHLkAzgBrB+/fpSkWPne0XwLT5GkDnGot51nfHTcpGu9SKRgFq/wHrJtyNi+9WXRCNW4z1d/dXvwbFshPrKALVC2s4HrEyEVRlXJxatY+NYTmUX4/XOb4nQHTrbEZkSTX/lhFpV4NT54LmIc2UX1eckXufaXU+AOrZfI/fiMR1nTXoOdOyCHbupdVJfpXr1Tnj06dOn6jkl06IRns6PlHPGjR3nJRnFuD6VqSTU8811LI0TYdc0dTw3RjErQ+/mZ5mPNNum/sTx3lqfKFbNtpHJckL3yg45KwDHyrHnyqTGdZtj4tgx9TlTUXegI2rVWTj4mX6HxTZGfzitG+cd5xH7IzKIKpLtFCh4PdvvrAhlIvTqv+zWR03rCXSMl0vRqXXUc+O91BdV21imArIxSAYwkUgkEolEopchXwATiUQikUgkehnSBNwJuFy8SpW7UHR+VpYr0ZnJ1ARYZl51JhqtW7ye9Lc6sEaqul4ofbxOz4mUNM9xFD2h9Y4mAg3+iOWrSLaTgmDdaD6IdVPzrDMDqXO0c1JWCt45QjsnZZ7H8XNSOWoeLwsCYd9Ec7Pmci6TunEmLpVmieOh93YyLoSK4cb6qmkpiqFq3ZyJTk0sbvwSG8batWuteUuDpFz/uuda1yXOgRhoUU9KK17H32ViuURcizTAxLkD0HTqghDUtcPlI6dZkXVyLjI8h+ttXC80wCWC57PdLDeaWTXPbay/Bh2wb2L/0SWJnzlXHXXxiOsT6+SCFFVihXBC3GoKj/Uv+w7gdRpIB9TKx7i84DrHyoT6+TuakFk39mPsf3WxcaZank/JmOgixvmj311x/g0aNKjL1rhkABOJRCKRSCR6GZIB7ARiUIXu6NSZHqjd/bk0Srp7cwwYj5VJhChbGP9m+XGHrQESTs5Fw9Rj/ZXBckKprL+TfNHdpmMw1fE1Ognrrs0Fr7BclXOJ93TsKqHSJC7NmTIkcUfG89lvUUSV1zn2QMtwQSTsPw3ecEEwLpWgOq67OVImtKvzzgXhqMRMfDZ09+52/MosOAaR5zgn8zhfExsHDWJQh3+gllWL46tCyGoNADqCABwDpcFplKiJz4LKCzmheN6b7YlMkD778fkmU6lraKxjWZAY21bGwuvzGRmgF198sao8rsVRqoflqSB3vDd/MxgilsH2sq1RYkXTvLEfXSAdj8UAlx122AFAR+oz9n98vrVPnQSaytjE+acSQ3H8VF7NsXzKase21QsQieew33ls9OjRlWNOGie2Jx5TSw/Q0e+aCjEGWq1cuTKFoBOJRCKRSCQSm4ZtjgGcMWMGLrvssqrPxowZU0lVVBQFLrvsMvzHf/wHli1bhgMOOADXXXcd9thjj00qr729veoNXRkYlTTgNUC5eKT6Trl0Y85/RZOL87oysepYf2UV3Q5VWSHHDuku1AkR624qlqMsV2QIdPftfCx4Hc9xfpqOwdN+0PtEOJZQGVjd6cdjKvodz1P5FJfqyvkPEcqkunRWhGOw1YfQiV1rYvpYNxXoLZPSiHXl+eyTMjkD1iP2n7IvZC+c0O+2ijdzjWtra6tiF9S/y6UjVOYm9r36ZTmZJLJZZDsiw6+Mi5PKUKvDiBEjKseUVdTUl0CtH3Z89lXmyvkJ8hznA6bMuhOqVymluPbqc+3WUJUhiSLN7H9d12O72Ke8d1x71GrFc+M56jcen0n6te24445Vx5xUjVs7dH1086+eGH+8Ti1sTkpLpdTiMf1+d+uj+iPH69Q32Vma2LYVK1bUHCtjwF9//XX7nbYp2CYZwD322AOLFi2q/CxYsKBy7Morr8RVV12Fr33ta3jooYfQ0tKCo446qopCTyQSie6MXOMSicSWxjb5AtjY2IiWlpbKz6hRowC8sbO45pprcPHFF+PEE0/E5MmTcfPNN+O1117Dd7/73a1c60Qikegcco1LJBJbGtucCRgAnnrqKYwbNw7Nzc044IADMHPmTOy8885YuHAhFi9ejClTplTObW5uxqGHHooHHngAZ599dt17tra2VjmSk5bt27dvFcWszqmEUxN3Jkh12neBEqo+Hulrpa1VFiUeczIwasJ1SuO8juYUp8LvTDMEaXPNSBKvV1NLhJpRYtucLEGsc6yTSu2461wuX8LJkKgLgJPC0OATR/9rRpIo00CTXFmuTnVSdjIRLhOIG5N4TSzXuRDUk7+J5fNvzs1oktXsAWVmIHWWBzrmjc47Z8LfltHVa1zZ+hafRc0/zWvi88FrOZdigIE+Ry6vN+cTAwVcLlU178Xx1rn/0ksv1VzPOjk3CnWxieubmqDd/NYsF1HGhM8xz+G9oxuDZriJfaMSOS6jhH6HuDz0GswRAz00kCuOP/tN17U4rmwjr4trl7bR9b+6hjgXI5dnmtB12eU61wC4su9H9/3MYxw/l62lzMVI6+3KUMkXoDZzCI9FM3FjY2OXZTva5hjAAw44AN/+9rdx++2344YbbsDixYtx0EEH4eWXX674yIwZM6bqmug/Uw+XX345hg4dWvmZMGHCFmtDIpFI1MOWWONyfUskEoptjgE89thjK3/vueeeeOc734m3vOUtuPnmm3HggQcCqN2FFkWxwTfmiy66CNOmTav8v2LFCkyYMAFtbW1Vb+XKoDkxTnVydeyU7hAcA+J2FsoKuVB655yqx/Q6l6sz7owJZRU7k9PYSZ2oA6zrIw1UAGqdup0QsbKrTgJCd9aO5XJt64wQtM4RJ/iquz/HgrD98d71nNudWLQT+VaZBSdY6nIQa/kaoOHGT+Vw4vnRcR2odnLnnIjiwYQyROzH+Dx1lYP01sKWWOPqrW/r1q2zAWwaDBIDRRSxv+vl6Y3PkubSdewIP6NfYwyO0GfX5eLlMc63kSNHVs5R9j4yYPWC/CJLw7WLZTiJFtbJieEr6x2DWFTGxAU6KIMZc+uqrBfvE58lzb/tcq3z+eSxaDkgS8iyXICOMm+xj1lGWZCirk8uFzO/n5yFRQPR4vrUme8HnSMuyJFzzcl1afBHZBBVBqcsyNTleu9KbHMMoGLQoEHYc8898dRTT6GlpQUAanbCS5curdkxK5qbm7HddttV/SQSicTWRlescbm+JRIJxTbHACpaW1vxX//1Xzj44IMxadIktLS0YO7cudh3330BvPG2PW/ePFxxxRWbdP/GxkYrZOx2hoT6gLmduUqdxB2W8+3Q69yuhyjzo1AfEZcGiDsbJ5Pgdm316lrmA6e+hNFHRlm9WL7ubAknpK27qdgm7Qc3Rp1JBedSH7H/ynamvI71jgyY+qbEtrIcjq1jUdRHJY5VPQFpJ8Tt2G31yXJi0+q7GsvXec8d7iuvvAIFmUDn46TzLzIMjrnclrGl1zgnlE44IV+VonJpvpQJjGPCZ55zJr6M8p6s07BhwwBUM8acO2S+4tyjP5r698X5wfMdA0Q2j+wY6x3XZ2XnykSGyZaVsdJRSLke+++E0vmcO6F1FYmOayjZQD5fZanknOCwsmJx7eb1ytBHa5L6VZb5MLp6qB+zE+pXIWgn9uz8O/V6932rfprxO5TzhnI4jgFWVtBZj3i9k4nrSmxzL4DTp0/He9/7Xuy4445YunQpPv/5z2PFihWYOnUqGhoacMEFF2DmzJnYddddseuuu2LmzJkYOHAgTj/99K1d9UQikdggco1LJBJvBra5F8DnnnsOp512Gl566SWMGjUKBx54IH7/+99j4sSJAIBPf/rTWLNmDc4999yKSOodd9xR6sOyIcS3d921OLZBmZMYgcXdi6ZccuCuJ779q4+M8wEjVLTYna/C1LFuLNelMuPOhjs8Jwarvhax/upDF3d1uuty/n2EinLG6xx0J+4iwdR3TkU44/nKtgK1rIET+WabeI7z4SNcBCXhhKTJgpAhif2hPn+sd9zFOwFwLU+j7eL4KfPnGERtq4sKL0uozutUkBrY9n0A38w1bu3atVVRvMq8cF7F+cFjZHXi+qYR5I7F1lR/zgeNLNWSJUsAVPsglonAcx6yTm59GD58eFWb4rMT/fGAjrUv+rFyfeT1cU6rf5u2NZ7v2C31DWc/vPDCCzX1LxOhV3Yvrk9lIvTKjjorEKO3mQIt+heqfybbHftP18zIDuq6xHLjHFGx6Di2muiA/zs/fmWpI1gP9/2m/u+xbTrfadlwFiaNBo/l6nMUGfDXXnuty9a4be4FcPbs2aXHGxoaMGPGDMyYMePNqVAikUh0IXKNSyQSbwa2+SCQRCKRSCQSicTGYZtjAN9sFEVhTRSEEwsm1KEXqDU5am7b+Bmvd2HyagqMFL0GVjghZa1bpPH5N80f0bynJsMXX3wRQDUNrmHu0YSnwsvO9KfSB05iRM0fsY+1j8okJFhWWRCOMz/UKyve0/2v5mXNHRn/do6/LE+DR5wJv0wCQedtdElQR2yXC1jzBEcxWBXjje3nvFEzs+v/MgkE9psTMu9pQSBbEupQrw7yLp+zOrFHGRLOD83RHAM91I0mzl2uI5xXNMk6GQ4XwKRBemqKi+XRrOzcR1QkObaf7WYZ0UWmTH6EULeFeG+ez2MMEKHZNx4rk+tSwXwnph5N/wTL4fixrXEt4t88hwEL8Xp+xnOd1I7+jnXSORLXV7aX18XvHnW/4jllkmpxjNhvrK8zgWvfxL7l+sZjnGNRyFmTOMS1VwXyGe0fXSB6tRB0IpFIJBKJRGLzkAxgJ+CcTJWBiyyJwgUBqAOwE+slXCi+Bki4naaTCdCdA3dYcRfLHT137U6iRJmwqEumUiGx/5y4M1C9Q1Tn3tg2FbB2O+166aRivcl86E4vnuP6XdtdJuPjnLTZft2pOrZPpV7i+Soh4OrvgoA0eKlM5sOlEtTruBt2849w41+vPvFeToRVr1MmFSh/FhPVaGxstAFATmCeYF8rExTP13XJWQiUTQY65hWP8fl0QWJuzpGJVgmoyEDqnHP30c/c80mJmsh+63l03o/lq/Ulzm8ViXZWFJ7D8iNUgJqMWhwj9i3H3UmB8TOXKpPPszKhQMd4sXym6YsalSzXBcBp+ki2O/Yr26KBiLGeaqlyMlcqFRPPY//zPnGOqtSNSzXKOrnvF95T2d54b9aDzJ9L19gVSAYwkUgkEolEopchGcANoKGhoYpRUBFO54ei6cWcxIj6ljipGQdlDp2fofpFOaFX1p+7yOjHw88cC8D6kzF0ad7oF0g4GRyVR4i7UGW+Yn842RXA71D5Ox5j+bwnd8iOpXN9qwyJ28WxvSzDMVK6645zhGyBCirH8smUOCkE9YGLDC7HXXf4jiFRUd3YNoL+OLF89YNyEjG8TgXBgdpno8z/SyUhEhuHtra2KkZBfTud4L0ecyLgfE4dy+cE2mN94jH6I8c5oH5p7vlQOZZYf003Fp9vXV+4PkQGRllsJzKs9S8Ti47rMxkffS7iGqgiy07GRf2A4/qu7L0bW/Wt1uce6GA3XRpG/Q6L18e0fEC1DyHbzzmiostAuYSYMrBuruna6/zvtT3RR14FpKMPJvuW6ynrGmVc1LIVv1+1vq7+gwYNslaRTUEygIlEIpFIJBK9DPkCmEgkEolEItHLkCbgDaC5ubmKoiVFrFInLl+tC9XW/IEaMBHL0FD+CKXBXZg9EU2APEanXB6LQSD8zAUxEKTNWQ9nQqSEgcujqFlCYh3ZFmeCVdkKZ+IhXc/7xLqpLAL7I/axfuZkZLQ9LlBi6dKlNdeoczH73ZmoXMCNmnz5f+w/zUMazRfaXy5TgAamOAkFdX1wcj68PjrJu+wDsUxXpzjX6SStJip3TmLD6Nu3b9Xc1aAamrfi+DBfrst0w894H66LUcZCn0Enc6Wmz2hCZnkuF289matYf10fXa53lk/TXVwfabJ0mST4rKkp2EkZlQUh8BjXrljGhAkTAHT0W3y++RzQ5OvOURcf537DcWf9owmT7X/66acBVD9vOu48FtcA7bcYzKI5cJ0MkQbexf5TEzrhvsM0rzpQ64Lg1jeWzzKieZt/8xlx2W7YJ5zHUSKG7eW9+R0azcyrV6/uskwgyQAmEolEIpFI9DIkA7gBtLe3V+2++CbOHQV3pm4XxTd9J6LKnZoLalDmsCyXKuHEmrXOQIdQ59ixYwF4IV513o/sijr3luUf5b2ZOzJez3uzb8iWxfqqlEE8nztc7mzjDlvZLZcLVx2xY/t5jgvwUebNOT1zt8h2RJkNfsbyuUOMTtqsC3+7+acsRhwHDRCJu191rnZSFGy/SuXEY9y18rrI0LAt3AU7oVeer2wtUJvjNe6eVSbE5VpVljhRH6+//nrV+sB5pHIUcX4wByxZnchGcK5znHWex3s5iRKC93RO8GTjFi1aBMA/u2VBJKy3zvPYbs5BzmX3DJTlX9fgGSfFRFZt3LhxlWPs20mTJgHomO8xRzGfXbbNfffwHCdfo8GB8fniPTXQJK7hyi7G8WN5yu7GNZyfsa2RQVTm1gV58TvMWX+0TZ1ZCyI7WW99jnVknVwQDsG1j7/j+Ku0TWRn1ZLCgJn4HdKVSAYwkUgkEolEopchGcANoKGhoTQVldshu50VoaHfmhoMqA19d0LUGubvpF54ThTh5O6J9+Y5kcFSfwnXfvXDcX566kcCdDBHmgIt+thQVFqlHICO3SeZCt0Nx88cA6g+iM7PUa93qdBU6iT64JHd0nPivdk3KosT281zo48My2d/sW6RBVCWOkKZFf7vGGD2e2T3dC5wPjs/GpdmkGwBy3MskrKbcW6rf6g+R4AXjk54NDU12fHh/NK5DNRaAeLc0WPKBAId4sAcezd2OgfiXCbzx+cizk9lV/i/Y+AcQ68Ms0uFpukkI8gUKXMY1zeyQmTAYv9xrVYx/paWlso5rDf7raz/3RrM9mu6tdhO9okTnWafsG6RteJ4k7li3SKDqcyls17p91ocf51Tbn12/qGEfhbrpms26xhZTrbfjT9TDqrMVTyXx1yaQZbDOtEHMD6jkbHcXCQDmEgkEolEItHLkAzgBtC3b98qvzt96+cxl0qLO5O4w1JWzzFQ6ufnmBxlniLLxN0ad2gxkTh3eNyFuCg59a1wqaKUCYvXq9+KE/HkzoaIuyD1C3M+FmWRsuxTsoTO/4i/XZSjsktxzJUdc6nMNILRpQHSHW7cBWsUbvQP1F2/8/PTOjkfIcLtonVOOqFcjhF3o46FcFHAOraOodB6OHZUWcayZzRRH3369LFR0xrhOGrUqMoxjqeyHEDHWkP/Nt7b+RmWJbTX8XV+zC6FGcvVaNx4Pf9WX8BYnj7nsSz1EY5Q4WTn48p287P47JFd0lRgbg11KStVucBFIfN61i0yqDxfx8YJvXNsy0TgeT+ynvGYE/pX5tatQfw+cu3ndWXJABQu3SE/U2H0WL620dXf+XFz3PlZbD+/u7WNcf4NGDAghaATiUQikUgkEpuGfAFMJBKJRCKR6GVIE/AG0N7eXkU/07xJ2tfl8yNdXOYsys94rnPSdRS5ShCQ2o5Oxvybv2MIPqEmN2dO0YABoIPSVhmP2EaVeHHmFx6jGSaaIViu0uDx3toPsY7sE97TBcioed4FOjgHcj3Hmc/UzOvy1KrIcSyDZgA6iUcHYDVtaXuAWhNu7L96plsXsKSBQkCHiYPnc4xi/TWwJT4/NH/ocxPN/Pq8xGOsN+sUx43IvMCdR1EUVWsX+5MmX45hdNmgS4Jzf9DxcG4kKvYcx4t1UYH8uIaUzQ+aTDUYIq4PnEOsf1wf6wVIOBcLOvzHAAmX213/1/rH51tlSJwMiq79sf1cjzQZQVyn2F7ndkHwOp4bx0/dTmLdNKiRfRPHT3Odu/WFcGsY+6ZMBoblOxki7b+4dqn7j85Hd45bXzUYJfafBqHEucl6qym5bKw2B8kAJhKJRCKRSPQyJAO4ATQ2NlaxI7ozcAEa8VrABxHoDsE5IjshYhUu5s4qBnqQ+eM5cYfFcriLccyfCywguMPRQJeydHFuh8pdOFP/xEABOnJTMiaG4KuQs7KN8W+3a1LZG9f+eoEusb0qcBqZD/YFx8GlSVPn7h122KFyjLtm3tvJ8Cjz6QIl2DfRAZtzSgVSnVi5c6Dn+Gm/xzYq8xnrr4yKzsd4vUsVxns6CQWtY2LDKIqiqg/J7imT59KNcX44mZ54f8AHIrkgKc55HnPpIJU1js+5pjdT4fZ4L14f05zxudTnywlhuzSQvCfXGdZ/yZIllXPYR8pSAR39zzXACfXrehDHStdjx9KxT9SaBdT2O+HWUq4LTkJM+y1+Byi7FduvMkAuyFKtJnHt02MuyE7Xldg3bCfP4f+xDM5RjmNcX/m3zk0n9uwk1Aidt2oFdFapTUEygIlEIpFIJBK9DMkAdgJOJLdeypv4N3cvkUHh2776Abh0XY5BIdNHiRX+dunSXLJ23RE6lk7FfeMOV/122NbYRhXCjrsf9gkZP/rRvPDCC5Vz+BnTD0VGh7sn7oi4i407It1Zx7HRvnFCxupD52QCytrI6+nrEtkDZRc5frH/2CbnT6TMI8+JfaS74Dg3lPktSyquorjxOpXacekC+TumqYu75Xi/yGLwfDK/bvetflyRoeiq3XFvwJgxY6rYd03fx+fE9S9/O/88l0aQUBH0+HzxmVHmK65P/MytpZyzKsTs/PQ4lyLb5dbDWK9YrpOgYvmsI+8d+49/P//88zXH+Bywblzv4zOkFqL4fKr0k34Xxfqq4H1sN59dJxSvFgbnI07rB9nSuAZpHzt2T5m/zqZKdRaF2A4tD6heX1mO+lDGOaprWLSw8XuAli3HQHOM2CdOIkbbEb9f2tvbUwYmkUgkEolEIrFpyBfARCKRSCQSiV6GNAFvAI2NjVWUsQZxqNMvUOuI7DJZkP5Vh1igNsAj0u+TJk0C0GES4H3i9ar0Hk0EPJ/UtKPM6+UrZn/EY/o71pdti+ZJNW87GR3WTfMF63nx+mhioElLJQHiZ9ru2H/sN5dPUk0TvLeTGaA5RwMu4vk8J5pAaX5xmTxc0EWsj2tbBK9XB2TnwqB5VYEOh3k13cZx0QwDzklfszE4GRqXp5r3Yp1UTinWO7FhtLa2Vs0Tmkqd6ZLgfGbf08wXj3HMxo4dC8BLtTgXBw3QcFIxmmUhPh+aocc52KtZsSwPuErWALUyJBG6PnDtiPObzwXPiRIh7FO2UYMh4jGW73Lx8p4uW4uah+PzooERHAeXCYPrerw3/6YbD02h0YSt+dudCV3rEddgtsl9P6k8G/st9r+OUexb/c5QOSKgo7+5dsX28zPNpRzXMA0CiuOvZnG6QWmwW5qAE4lEIpFIJBKbhGQAN4C+fftadkcZlCjDwrd17nqiA7Hm4nUsIXc0PBZzwY4ZMwZAx07J5UJVlscFSHBHqzvVeL2KocbzNUdjdCTX8HwXYML2OwaQuzDuMCODqDtDFR6NbeNOO4pkq7g02xh3kdp/KiobofWI5bpckeqAznpzpxzPIRvjGGgVZI79p1IrcfxYN5XxieOvzvWOQeYuVnNaA8BLL70EoGOH73Jlcr5oO+K9VfII6AgMKWNYEp3H6tWrrUQFx4yC0Pvuu2/lHJ7f0tICoHrtqyfU7sSWOfdcAJmy7y5XuWN66zE/bg0j4vxUeSLCMWjufsoclrHwXNfcs8s1x1l4CLUUAR3rG797nBi7Brk5iRgNHnF15HeQC7DQ78fYR2xTXJfrXe/k1pTli+uzSqc5eTK2zckQ1QvOdAwi20+WLtZXGehYR2XQncQRx5F9FduxatWq0uC9jUG3YwDvu+8+vPe978W4cePQ0NCAn/70p1XHi6LAjBkzMG7cOAwYMACHHXYYHn/88apzWltbcf7552PkyJEYNGgQ3ve+9+G55557E1uRSCQSHrnGJRKJ7oBuxwCuXr0ae++9N/7X//pfOOmkk2qOX3nllbjqqqtw00034a1vfSs+//nP46ijjsKTTz5Z2fVccMEF+MUvfoHZs2djxIgRuPDCC3HCCSdg/vz5pcLNDg0NDVUMFt/QlcmJuygydipXAHTszHSnHHeVKk1SttMtE5MknEhwvZ1mRJmEAMH7RJaTOzQn4qm+h9xFjRw5snIOWQiV/Ih1Yr2dnx770u1QVdpGhUvjvR07pdIVvLfr4zIRU+7+WMfox8NjZAjiDl+lgdwOWf234txUv0yXaolwDK76HmrqqngOhbydD6MK7UaWV3fdTuJGBYYdC9Bd0Z3WuMGDB1uGVtNAxvVlxx13BNDBAEaJFa59nBeOZVLfUpdmS/2j4vg6eSc9RrD+Lt0X71k293m9W8PK1mfCMYp8ZtWXDeiY69qOMj/s2Dcq4+KkvPS7wgkpE6xjTAWoPnzOx5rzgOXH9Z2fqdwVUOtz55hUZTXd2qfWL8dyanuAjjVTLWvxGp7D9c1ZiNSPPZav4tTx+01ZQfZRPGfgwIFdtsZ1uxfAY489Fscee6w9VhQFrrnmGlx88cU48cQTAQA333wzxowZg+9+97s4++yzsXz5ctx444245ZZbcOSRRwIAbr31VkyYMAF33nknjj766DetLYlEIqHINS6RSHQHdLsXwDIsXLgQixcvxpQpUyqfNTc349BDD8UDDzyAs88+G/Pnz8e6deuqzhk3bhwmT56MBx54oO7i2NraWhWJybf71tZWu0PiW7z6JAG1uy+XnF7ZIbdDJJMSfaBYL42ScztctzPldWwrd3GRZdE0RrF8TaHmopyUVYr9Wo+5dAyOih0DHVGo6qfmGEznY1PPtyWeowyUixLT/+P4q5hnvHdnUrHpdTFKTP2P2LfRT1QTmDuGg0wS6x+ZPY0ej2OjCejZ/07I3KVRYt3Ul9Ale3ciqmyvlhHn+say/N0JW2qNq7e+rV+/vmpO8RxNQh9ZQkZ4MsLXMXjKvLhUg2VpMNXPLzIg6sfq/LO0Hu4ZVkFroHPsXr0yXLtdujJlsFzdtI5uTms0MVBrfXHpzrSMsiha/o4WHh0/x0Zxnaaf39KlSyvH1O/YtV+f784ymPV8/5wPqbOe1FOJcN9P7P+YqpTtLmO5Fy9ebO8DdKy9vN4x4A0NDb0zCpgdx0AIYsyYMZVjixcvRlNTU5VZQs9xuPzyyzF06NDKz4QJE7q49olEIlGOLbXG5fqWSCQU29QLIKGRVUVR2GirjTnnoosuwvLlyys/zz77bJfUNZFIJDYWXb3G5fqWSCQU25QJmE7HixcvrpgfgDfoZe6YW1pasHbtWixbtqxqh7x06VIcdNBBde/d3NxsBZsBn4u1nqAxUGtejPRtlFwAvAlYzRCRIlbxT5dPU00Usf5Ku6vTa2wjz4nl13PSdVIvasqNx9QR11HspL9j3VRGhCgLNCkbGzUHxHvRhBzbpsK4TibB5Q7W8zXQJF7D/lZJh1i+ymtEE666HMTxIzTAxZl4nIlNoefG8uhA7spn32rO0QgnQqzSD84Mty2bgLfUGldvfdOxVSd0l8tXxXrds6P/l+WideOlz2cU2udYqyk41kmfM2cCdf+ri4+b+2Uv4toWtwbpPZ0QNZ95Z4JXKTH37KsbhTOzu+dLg9vc9xPniLqjxHuyHuz/6KLC76yyPPJqOo11LXOfqpfnOH6HqMyX++5w5nmC6zJ/x3M0gI91i2ZimsUpHxPfCdhvKoUV+6+hocGO3aZgm2IAJ02ahJaWFsydO7fy2dq1azFv3rzKwvf2t78d/fr1qzpn0aJFeOyxx0pfABOJRGJrI9e4RCLxZqHbMYCrVq3CX//618r/CxcuxJ/+9CcMHz4cO+64Iy644ALMnDkTu+66K3bddVfMnDkTAwcOxOmnnw7gjTfls846CxdeeCFGjBiB4cOHY/r06dhzzz0rEXMbC7dD1TRlTqyXcE623OE4Bo67XRegwF0vnU1ZbtwhaJ3c7kkDDcp2eC4IoIwVYrlljAPrxJ1RZIl4jP1Ap3Og1kncOelq/7kdGuH6WB2B3e6b99GUQbH9mrIK6NjZcdfrnJx5T9Yj9o3uulVwN9bFMSzq1O7SUekcidcoY8ffzkmf4tYUho7tV2Yj9p8KkDsJEP2/swxsd0B3W+Mcw67rlEtXxnGO65sGiTmhbrVaxGP1mJe4lihL6cbbBTgQKjbsgkjUUhHvo+kH4/Oln2lZ8RxNtwbUskrsz7iG6D0jO6oC6Y4hV5bNWZi0b+L4q/RX1J9U2R+3PqrVI5avMlXu+8al1iTUIuO+g3TeugBMnsP6R5aVY8LfDKgCagMIV65cCaB63eb5/A6I1g9+H7JvndRMPUvlpqDbvQA+/PDDOPzwwyv/T5s2DQAwdepU3HTTTfj0pz+NNWvW4Nxzz8WyZctwwAEH4I477qgyk1199dVobGzEKaecgjVr1uCII47ATTfdtE2bhhKJRM9ArnGJRKI7oKHIHEoWK1aswNChQ/Ge97ynavfGN3kVGB0xYkTlHPplMUVSZOdUBFPlXOK9uQuJx7gj4Q6BXwqxDF6vLFMsVwVX4zRQ6QYndKk7/LhDVr+LyDBwh8MdFXd6ZDTjMTJH8Rh3VGSXVFQzlq9Jt2M91Y/IneMYAmUbnFSMilS/+OKLUHBMOEbRl0tTwcWUSWwnfzuxa5WiiDtsFb91PlLq9+X8TfgZ7x3PWbRoEYAOH5e4QyZTqGVEhkH9lhz7wPIcA9jW1oYFCxZg+fLlVb6NiQ5wfdt9991LRZo5vrvsskvlHP696667AqgW+eVc5brkZGCUwXI+XGUyKMrKxPVJZUxcKi99hsukXgjHsDuZLE1zRzgWm89FZM+5vuna475DyhhMbZsTqnd+tyoL5Rhgrsv8vWTJksoxtonjwOcvslYqLh7XPk2zxjo6P0GXSo39rP6hcczVRz32g34f8n6x/RTF5rHo38dyeQ7fBTiusTzn38h+it95sV7x/4cffniz17htygcwkUgkEolEIrH52GwT8PLlyzFnzhz89re/xdNPP43XXnsNo0aNwr777oujjz46nZITicQ2i1zfEolET8UmvwAuWrQIn/vc5/Cd73wHLS0teMc73oF99tkHAwYMwCuvvIJ77rkHX/7ylzFx4kRceumlOPXUU7uy3m8a2tvbrUyAUuR6DdBBEUdzlwZmuGwRPOYciPkZaWcX6EBzAenoSJHzfDXrOaV+F6CiZhvnpKxeBZFi1yAAZ6ZVqR0XoKL94LKVENF8RJMzTQyaWzeW74IwNDDCmRjURBXrH00B8ZxoYtD8m1EOhO3kGLNvY5vVATv2rX7G6+McVSdrF2ChWT5iu9jHNAHHIBCdrzy3zAwTQXOZjoOagDcXvWV9K4qiauz5zOlz6UyoLksBnxWeTxOYC5Irk8DSYAQXZMV5Go/p+bqWxr/LAtrUzOvkQFzWCZWR0fvFNrpz1WRdFsjmMk1pezmOLlDHBYlpYInLtMN287svHtPMUFwDogm3LJewBkawrKhbyc841+LzrkGG6ioSr+P8iWsX7825zX6Lbiw85tyHWBeua5q5KH5GxO9iujYRzoWhra2tS9Y4YDNeAPfee2/8wz/8Ax588EFMnjzZnrNmzRr89Kc/xVVXXYVnn30W06dP3+SKJhKJxJuFXN8SiURPxya/AD7++OMYNWpU6TkDBgzAaaedhtNOO806wm8LaGtrszIeGsoedwEqpunC3LkzdjIFKp0Qd0/KwPD6uItRB9ooNKm7bs07DHTsjMqEeLkj1ZyNsY3u3qynMoGOJdRdINDRb+xT/h/LrydGGj8jnBCxSqs4wVPC5bNUJ/N4TEVE3TUsl+MQd4V0rmcdOdaOwXT5Ih2rHO8HdDCPnHdO5LlMqoYOzGTrnMQM4WQi6kn1xGOay9o9f5uD3rK+DRgwoGrsNDiH/RufL2VZ3NzlM8O1ID53ZU7wGuTjLCwaZKbsSLy+jOUryyNddh3PYRsdO6hC1mVC9fHZ1aANJ7PENU/zocfr68nZxHo7axCPqZCxu16tMEDHs67repTy0nbH9nPNcX2j4DPvhP51fYpzlGs+105nIeGay+DOuIbxmMtTrQE6jiVknTSZQTxGuO/A1atXdxkDuMlBIBtaHDf3/EQikdhayPUtkUj0dHSZDuDzzz+P//zP/8TSpUtrduCf/OQnu6qYrQInxKuCvs6Phrsg5x+n/nnOx4K7mbj74PXqGxB3GAzLJ1sU9cO4+6mXcice03RbsVzdYTsfF7J93E0CHb4UmuYt9p/6p8Xdj+6o+H8UQ1W/j8jgKUPgWDL1b3RCyGU+QtqmuMNWBlZ9AuP5zv+EkhtkAZwMjZYV26gSDE4Im3D1V4kdXud8ZPhZ3NXq2Do/RaLMf4vPnZv/XbU7juip69uKFSss+68pxeIzTIZ39OjRAMpF5B3LVk/MHKifotHNb5WKifVWljHOQf7t2CVlztTSEcsoY6nUjzjOSa1TZ2RonJCzrhPxOl2f4zOk58S2uWdOy+caWPZ8qm9x/A7TMXb3VitWZ5IpxLZoKrsInduRieP5rBuPRStSPT/PWBeV2XJ+sk4GifXmc6hyaTxnq/sARsyaNQvnnHMOmpqaMGLEiKrJ29DQsE0vkIlEoncj17dEItET0SUvgJ/73Ofwuc99DhdddJHdzWzrcOyW7jQidPfifJjUf6Ysobrb4XFHwZ1B9JXRSKboQ0bmRH093C7Wpdxh/VlfMlHOz41MQdz96A6LOxwntFqWiF53UZEBUh/GOEa6Q2N/xB2W1ineW8fG+THRb8pF6OqusawMt8Ovl8Yo+onqfdwzqTt0J9TLPolt5tiyvvQXjDv8yAbGOgOeydE6qv9TnBusU1lC965OBdeT17eBAwfaKFb2OccyivUSGmkJdIwPf+uzANSyem7sylgqrWuE+gw6P8Wy+aE+Y8oExs9chGZn5oeyio5dquerC9RabeLaoeOn1gygNjI49r+LGtYyuAZznY1CxFzzldEv8+VzDLTzjyO0352FSn27Y31YF2d94XzXVHRxjuv65NKIajRzbKOmOnX9r+1XH/muWuO6ZDV77bXX8OEPf7jHLY6JRCKR61sikeiJ6JIV7ayzzsIPf/jDrrhVIpFIdCvk+pZIJHoiusQEfPnll+OEE07Abbfdhj333LOGPr7qqqu6opitgj59+lj6mxQxAywijcuweJpHXQg92YQyKQFH8fNvFUFVcUmgg06OVLeaDjUoINbXhdmT4laxYWdCJQ0f609qm2YMR+PrZ86EqCaOWH+2l2U4E4kGirgxdk66aoJ1TspqBot9w3JUrDrWX2VwosyCzinNaxk/c22rl/rbyfComCnQYSLhZzw3mjhUCN0FkWjdnEyICr7G61XmwUlhdBV68vq2evXqKvMqTXjsZwZ6RKhrRZzLMS8wUOvyEa/TgIEIfa7U7xKoFYUHavNglwV5uXLVLM11NtbfBRbUK0ODSoDaADTnIqLySNHkp2Za17f6XDgXG3WjiedpcFtcN7geUdqFbiDxfLqEOLFoXd+i2V5l1lwyAH3+4jG6O1Eon98F0UVFg+vKzKnuO1QFpJ2Um45xdNFhXVwyCZrTVfA+9v/222/fvYJAZs6cidtvvx277bYbAP+wJhKJxLaIXN8SiURPRJe8AF511VX41re+hTPOOKMrbtet8Prrr1e9vevO1AUaEE5IOLJBQK0cSvzbhbIrq8XdiNsFO6kTlqeptNwOUdm+eExZHicToY608e8ylo67H5eqSB1w3fXsb2XrXNsIt0N3bJn2l3OEZ59wpxzZMR1T9pVjFVyAi+4M2f44/zhfOdZRIscxdrGusS1sRxRxVXbX7Z5VCN09G8pQOKmYMsdxlVjq6lRwET15fWtqarIBSBokpsweUCunEf/WuesYHCeh5IIu9H+VcSkTWebz4WSmHDunzJ+rj8q3lK1P+jlQngpPGUwVZI7X10vrGctjvWNQgfZ7HH+uA8rMRxZ+6dKlADqYv3hMgxdcOlT9Don1Z7/zni4QTtnFmOiA937++ecB+ECbuNZp3VTA2Qnt8176DgC8wc4BHd9vaimJddKy4t9kJ7mWayBltwoCaW5uxrve9a6uuFUikUh0K+T6lkgkeiK6hAH853/+Z1x77bX46le/2hW361Zoa2urYrfcrhPwfhTOB0ulVZyfGeE+0x2180FTViXuynT3yFQ3cYeh9Y87fGW+uBuLPhIq1lyWyN2xbdzRKRMYz9d6uHRA/CzusDQFHndazs/S+QqxnurH4nzo2CfxGPtLx8jJDLj+4z21/+I5yjLH8rn71R22S3Xk2AeVDeJ9XDouIvq48Jju4uPzU49lBuqn8nOpALsKPXl9e+WVV6rGRyVGOF9eeumlyjnjxo0D4NNccTzoq1omdusYOKKerypQKw3jZKYIztPYRvWbdanY1BcuQj+L860eg+kYJPZNtBDpc8n+j2s4n0GVG4ttUubNPd/qhxzPU0tRXN/ZNtbDsYu6BsbnVi0E8Riv4/ir5EwE+4hWlFhf1p/95/ywCee/z/HiveMcZZvIisf78TnhOJIRjAygjgnPATr6hL6AjmV+7bXXuowB7JIXwAcffBB33303fvnLX2KPPfaoWaR/8pOfdEUxiUQi8aYj17dEItET0SUvgNtvvz1OPPHErrhVIpFIdCvk+pZIJHoiuiwVXE9F3759q+h7Ndk5qQpS4s6MoEr1zkShZr3oxE9KmDQyZWiiGUKdjJ3MAI+RzqbJJkLlUGI7Nd+rK5/lxrap9EBZoIWjudVsw3Mixc9yWVY8puU6E6jmP40mFjVhluUUZvmRvlfzrJO6UdN7NBFxbmnwQ1TjV/NwNJGwLhw3/o51ZF2ciYjlqRRFbL+acJ2TtY6Dm6POnKaZXJwLQVdnAunJ69vAgQOteZagecoFSdGUGANEOHdU7ima8Mry/HI+6fyI9dLgE5eLmNBgEHd9vLeakDWoJF6n3wGx3ipx41yEnPuI5sZmMEPMrqPrQ6wbAzP4zDmZLs1DH9celY3RzFXx3kQMkuSc0HbENUzX93g/dbtx6yrBPo7Xc2xffvnlqvvEceX3Gusar+f3INd31jF+P/A7l2VEqDQRy4hzRPOhx7HVZ4PY0P+bipS2TyQSiUQikehl6BIGcMmSJZg+fTruuusuLF26tIbV6WpZhjcTa9eutWH+KmXgHJnLGCzuQhwDpLtWFyBQlu9WgzicRAmv544xXk8RTdcOzS3p8vaqE35kd1RoVe8TP3MSNfybO1ruzGL/qVBpdGDW65yQshPVJnT363L56jlxbmjbXC5b3YXH+vMzOhuTaYm7UXU8jrtXdUDn9S7fsHPg12fbjZ8yFE6iSOeNE3J2Mj68F4+V5UPtKvTk9W3NmjVVFgZCc3XHNYDPkDLt8TOOC9cw90wp2wfUF0CO80utAI79VebJBRlpW4HaoDInVq0BXGUSLfq5Oxbrr/3nAtHIKvE+UaZJRfR5fZQ+cc+8gmVoME+8jpaFyGCp8LeTAdK5FcF7qtB+XMM0CUAUotZzXC5fDc6M/c++0XF0gTqEY7d5HwY0ujmqSQ3i+ZpDOLZ/8ODB3SsI5IwzzsAzzzyDSy65BGPHjk1x1EQi0WOQ61sikeiJ6JIXwPvvvx+//e1vsc8++3TF7boVdHfsUvMA1T4WKnXiQth1h+G+VJwIJu/FnSL9L5yYp0tjxHvV8yUDatkpJ5PgfO8I9XuJ9Wc9WUeyjVFKQMWd3e5J2SW3iy7zsVFfMueDx88cA6Y+Lk6IOu7aFCqF4RgSJwPDvuTOkP0YWTb2pdt9k03kvC4TMmc/xt2vwrGE2reOAXZpvAgVwy1jh9lvzkesq9CT17empqaqseNYK/MXx4lziOc6GRhlQCLU984xaPV8oeL1TgKKx1ReyMlEubVXhaydGL2uQc6HsszHWY/Fc1hvMmFaH6A2xWb0wWOfsP+dDyLXfI6x83FXAWgnpO0k0dQnmDJjZBQj3Pqusi/qjx3b5Hzkde3h2DgpN/ZR9J+uZ6GJfawizW7t1xRu8buAz4STKdPvI+dH397e3r18ACdMmFCq25RIJBLbKnJ9SyQSPRFdwgBec801+MxnPoN///d/x0477dQVt+w2aG1trWLw+IauzE98Q+cuoCxFj6aBibtQ9buIx5RVIgMUdyjqAxUZGN0Ru3RM9C/jZ5FR0chUtjHuYlSo1Iksl6Vr0z5x/ag7M8egObZWd88uykx35s7/R+sW+0+Zw1i+Rq2WCYCzrnGH7vxm4v2Ajjnh/POUQXRRvOrH4/pPo9ldJKUKvsa26Tku0reMHVf2wEXZdRV68vpWFEXV+qDC3k6sl+Acis8nz1O1ApfO0rGLHDtlyZyYPBHL1/WsLIq3jMHTSF23BpX5sqmFwrGkZUkAeD3XN5euTvsKqLXIOCUHfXZi3bS/Vfgd6Bg/MsGxbroOOzF8ns+2RR9nzh9+z2nKU6CDgXM+oOwbXq9MYqwLmbgytQNnIeNcYL1dogJlEp0ShLLtEWXJGPr169dlfsdd8gJ46qmn4rXXXsNb3vIWDBw4sGaxiE6qiUQisS0h17dEItET0WUMYCKRSPRE5PqWSCR6IrrkBXDq1KldcRsAwH333YcvfelLmD9/PhYtWoQ5c+bgAx/4QOX4GWecgZtvvrnqmgMOOAC///3vK/+3trZi+vTp+N73voc1a9bgiCOOwNe//nWMHz9+o+vT3t5uJQhIg6ucSIQzm6hwsMuFqg6eTmRXKeJIYyu1HOlzDa93uVzV9BcdudVJ1dHXPD/KAxCsiwYDRBOLmoddgIqaYOM5aqZ2QSw0jahJWO8FeBM4r1OTqoPrW/a/C7TQNjkTjZrPXP3Ljmk7nIlD6xzbq/WIbdTgpWguVvOTMzGq9IITImedeJ0LNOkqdOX6BnSvNW7t2rVVfa9uH+z76Givz2U0+3E9pHlPJTuA8lys9UTsXSCS88vUezs3BH2+XSCSzrNYVplrippQywLRnBAyj/EzJzOmz15ZkBXHMcrA8N7s07IgPYoeR6kVXk+5qTL3Eff9pBJUcW7Vk++JZWi+6ri+sG7qghChQSzOnKrlR9crZ9ZVMLjRuUixv1VqB6jNnexctFavXr31g0DihOrK81evXo29994bX/va1+qec8wxx2DRokWVn1//+tdVxy+44ALMmTMHs2fPxv33349Vq1bhhBNO2Kb1uhKJxJuHLbW+8dxc4xKJxNbGJjOAu+yyC84//3ycccYZGDdunD2nKArceeeduOqqq3DIIYfgoosu2uB9jz32WBx77LGl5zQ3N6OlpcUeW758OW688UbccsstOPLIIwEAt956KyZMmIA777wTRx999AbrENG3b1/rVK7OqS7QgXA7tM5IpTiRYWXw9H5AbXh/LF/ZGe5m4m5W5Ufil5tzKtYyNIgj7t7rpfhxDKpj95QhYFtj+SruHO/N8VIHXrdDd7t3DTpwc4P1duyuns/6uB2+BkrE81SM1gmBE3Gnqu11u2CVUnCMmjqwx+vJ/jiRcMdKxnbEc5SpKKuTE9LeHGyp9Q3oXmtcv379LJOlzvNRponMj0uVqOPDcxwD6JzgdT53Zizds7Mxz0cZm+ICBDS4y7FTuna5NdBJtBA8n/6lMbhDy3eJAvgMkrmLVhyV0XGpMtlHixYtqrofUJtOMrZ/2LBhtm3xHN7bBWjwPA12dOusSwWnwTMuiMXJexGsE69zDCzLdSLnKutVtoY5CTJlXNXSAbzRF1tdCPree+/F//f//X+47LLLsM8++2C//fbDuHHj0L9/fyxbtgxPPPEEfve736Ffv3646KKL8E//9E9dUmGWPXr0aGy//fY49NBD8YUvfAGjR48GAMyfPx/r1q3DlClTKuePGzcOkydPxgMPPFB3cWxtba0aCGe+TCQSvQNbc31j+V25xuX6lkgkFJv8Arjbbrvhhz/8IZ577jn88Ic/xH333YcHHngAa9aswciRI7HvvvvihhtuwHHHHdelqZmOPfZYfOhDH8LEiROxcOFCXHLJJXjPe96D+fPno7m5GYsXL0ZTU1NlJ0KMGTMGixcvrnvfyy+/HJdddlnN521tbVU+dCpN4fwBlLmJb/8qnumkSlTg1Ins6n2cGKWTyND7cIcb/TDUtyHu0DQNVJlIsJNJ0PPd3FCB0ygTwHKV5XR+RCwr+oho3zoh6zKZCRUYdTIFZT4+6lvCL+VYxzKxZJ1/LiG91smJXKsfkWPw2Ndx/LXfVbQ5XufYOp2TjqGp18ZYnvpaxefHzfeNxdZa34Ats8bVW9/a29ur2B1N78YxjM8t1wq2Ox6jgDHFdTl2kdFheU5CSRll95yyPLf26fxSX91YnjLdrnwec1I3RJxvyny5VIWEe/b4fKlEjUuH6STIaK1hf9G/LFpx9NlXSacIsr3x+4FpJ9m2OH+UFWa/xevV79iJVBNqjYl/u+dcZcXUJ9Gd6yRaVBDbsaxu7eHcLEvUwO+z2G8EmT/eh/0RhbQHDRq09RlAYvz48fjUpz6FT33qU11Rnw3i1FNPrfw9efJk7Lfffpg4cSJ+9atf4cQTT6x7XVEUpc7hF110EaZNm1b5f8WKFZgwYULXVDqRSGyTeLPXN2DLrHG5viUSCUXXbl23AsaOHYuJEyfiqaeeAgC0tLRg7dq1NQmily5dijFjxtS9T3NzM7bbbruqn0Qikdja6Io1Lte3RCKh6BIZmK2Jl19+Gc8++yzGjh0LAHj729+Ofv36Ye7cuTjllFMAvOHI+thjj+HKK6/c6Ps3NTVVOQIr/U7KOC6oKr/iAhRUhsWZUl2uRzXL8ZxIsZMF0Jy4sf78jNe5fJAu0EFzIzuZBKXto4nMmbX1eq1/PFZPxd+ZUJXOj/VXM3Gk2OtJKQC1JhrnpK5O2q5uhMvEofR+LIPXq4ki3ldzKTsTT1m2DRcUQHC8+bssUMfJuKjZRGV9gPJMB2raU8mfeF1PwZZc4/r371/1fKgEk1uDXnzxRQCoBMe4XL4qo+LWNxcAR+g6Ea93jvkKtsllcqh3bqyvrn3RNKnmYbcG6HMd11ddA9z6zPLU3B3v6QKwtG40vcc+1iAO52Kia6cLEmTAQiyf6yvNnDzHRcm7LC8qbcP2R6kUXsd7urXDZSkhdI7H9VE/cy42LI9lxbqpeZvnRBcG5kdm/8e5zfcI3odBQLph6yqpq273Arhq1Sr89a9/rfy/cOFC/OlPf8Lw4cMxfPhwzJgxAyeddBLGjh2Lp59+Gp/97GcxcuRIfPCDHwTwhv7OWWedhQsvvBAjRozA8OHDMX36dOy5556ViLlEIpHYWsg1LpFIdAd0uxfAhx9+GIcffnjlf/qtTJ06Fddffz0WLFiAb3/723j11VcxduxYHH744fj+979f2WkAwNVXX43GxkaccsopFZHUm266qVS4sR6KoqjaPalwrXOS1kABJ3Gh+RDjLkrD4yOD6PLrAtWBBrzeMXi8pzJhMVCAIpZu969Ozs6RW+Vf4r213ryfk0lwIphsG3d/KqoJ1AbmxPHjjlgZAscg8ZgLQlA5njI2oozdcwyW7oydzIGObbyvjpHb4bs8xXq922Wq8LVjIVRk2z13Zbk69RlxDtxluYSdQHB3Qnda415//fUqVl+DpLgWxCAOBp84yQ5lfSM7QrCOjgFyuU8BL3TvZFRUwFrvG//WeRbbRJTl6XVzXxltd45KyzgGlusZz41jT1ZIAw7iZ2TAOLaRgYuSMED1+sJ6q/UqsmQa4BGfT9ZbJU7c8+1yIfNvletyVgw3f1So3n0HUtJIg91iuSqFFqHWjzIZIhcIyvJd3ZQxdu8Q69at6z5BIF2Nww47rHQBv/322zd4j/79++Paa6/Ftdde25VVSyQSic1GrnGJRKI7oEteAG+77TYMHjwY7373uwEA1113HW644Qa87W1vw3XXXVcjV7AtoaGhwfoUKQPixH65+3ESK5oKzKUbc6nMVDqAO6N4fZkQMc+jTwJ3PHGnrrsL56Oh6eLiLkj9PeL16qPCvorlq99K/LJUCQAVto7HnFCnSsOw3nGHzV1nmQis+mBG5qXMP1D9C90uUEVs473Vh9OVryyIY2dVCsOdU8YSlkkN8Z7KlMR6c/ftdvE6R9wuXNvhxLK7Cj15fVP/OxWW5zMQx5cyINQljOBap89HHBNNNxeh66OK7sbrnQSXjr1j+fg32+Z8GLUeZQxWRD3m0fmpORkbfR75nMQ1Vf3E4vrG8nkdv6fi+qYsXVx7yS5qCjXnx67fJfFerC/XCTLJACpSRWQiXaIElfdyPqT8noj3Vp9kl6qVzyv7LVp4lAFkuZQ3AjrmIuvoGPDY30C1kLpapqLMmUp3cRzjHC/z0d5YdMlK+S//8i8Vh8YFCxbgwgsvxHHHHYe//e1vVdIDiUQisa0h17dEItET0SUM4MKFC/G2t70NAPDjH/8YJ5xwAmbOnIk//vGPOO6447qiiK2G9evXWx8k3aE4Pwru1OIx3aG6KDn+XcbOKPPhIpVdKjbWV30JnRini8Kt52MT/+fOTv0l49/cNbpk5dr+CN19liWr587MCX1qKrzo56jshROC1khvxxJzp+jSrCn74SJlXYSwsoou0lxZizL/J+7Y4y5Wr3Pjzx0xry8zabpk8WyvY0jUj8z5WCn7E693zO3moCevb42NjTbVofoRR5aCzzefpTh32Pd8nl2UOK93DDGhz3dcw8pSedWLLncqAy6CXqPMHcuocFG8bl4Tyqw7C4+uT7EMtSxFBpD9zvLJRMXMLxrhGtde9dulEHRksJT9d+Og0dRLliypHOOawTbG+cNylUGM36Gsv/qDx2Msg/WOaxAZSKeAwXuxHlznnJ9hmf83yy3zsWebHBPOdrsxHjhwYJf5AHYJA9jU1FQZxDvvvLOSomj48OGZciiRSGzTyPUtkUj0RHQJA/jud78b06ZNw7ve9S48+OCD+P73vw8A+Mtf/oLx48d3RRGJRCKxVZDrWyKR6InokhfAr33tazj33HPxox/9CNdffz122GEHAMBvfvMbHHPMMV1RxFaDhp8r9eqEnDVAwplAVeLCSSGoXEK8Xs3DsZ6klp0Qr5pPeF00m6mZLppAab5RQWQnVu3MH/XyEzsznwtiINg2Uu2x/kqpR/MNKXU1LzsTLKn6aGJQ0y+viyYGra/L06vluiAgzbsb661O6mUmCpdrlfVwZfC6MiFvDeJwJjYtq+yYM/E5FwadEy6faFl+6k1BT17fhg0bVgnqAGrXHBekpmugk7FQk2lcH3TOOxkUzVfrghCcDArXM50fTsrLrSsu6CReE++pos3xmD47sc9c8AehgRHsNxfkpmsRUJuLt0xmiuXH9Y0mYw2UcS4WGrARj9ULxonlv/TSS1Vt1LbEc+PnGkQTTchcHzXXfVkZcRyGDx8OoMNkzvGIJnB1d4ntZ/+r6TbOJxWLdvOQ9We9VWi/W8nA7LjjjvjlL39Z8/nVV1/dFbdPJBKJrYZc3xKJRE/EJr8ArlixohLksCE/mG0572R7e7uVAFAnVydF4NLA8I1eGUDn5OuCITQ1kBOLVnamTAbFCbayLhrKDtTKl/B+cRepfePSjLnAGkJ3TXGHx52wppqK91ORYbd7U0FjxxrxWAww4bixDOfITZSlJNM0bXGMtG9j3VgnTUcUUU9qKB7TejsGT6VigNognFhvQlleJ7NRr66xvS4IRJ3rnbN9VwSB9Jb17cUXX7TrE8eVz1AcAwYGOAauXjCQS7fmoDJPTghX50dkV1SCyQVR6Brm0qzpMxDP0WOxbiojo8FO8W9lO4HaIAyXzlOFmOMxtdC4QDhtRxSGZl00lVpcg3i+s35pCjjCBTpwbsVjGvzhGEWWy3kby1LZFxfooVaPWH8GffCeKvcW681jcU1jeRpsGPtfLSyx/lxreB9+d8UgmO22285KjG0KNvkFcNiwYVi0aBFGjx6N7bffvq65r6Ghocsqm0gkEm8Gcn1LJBI9HZv8Anj33XdX7OV33313lyUn7o6IOxQVeXa7GJUiiAyBCq1yFxf9EpTlc6m8ypKsqwQCd+yuTdzxxV2gSmvE8lUaxqWL07pGJow7G9ZRBUdjm5wQsjJvvJ+TMeG9ndCqttX5abKMODY6z90OW1kxt/tWAWjn5+bYMZVBcT5w6h8a61yP4XAMXFkqOt6nTOhWBclju1VguCyVnRM5d23TOm4Oesv6NmjQoKpnV+czLQNxDihrHtc3TeXlZHr0eXAyGsqQOwbNiYCrX5r6zMZjvI+TIVGh+DKhcSdyrZYG9eGK57q+0etj/VUcmeLNQC275fwstd/i+qZWD/ZfXEP1OyC2jWwWmSsVTXbXO5korgGsj1tDCJcGVJljJ/XDtkULD89jnzqZMGUFI4PO/i7zcWdb3NxW5pffy7GPV6xYsfV9AA899NDK34cddlhX1CWRSCS6BXJ9SyQSPR1dogN4ySWXWDPI8uXLcdppp3VFEYlEIrFVkOtbIpHoieiSKOBvf/vbmDt3Lr7zne/gLW95CwDg3nvvxT/8wz9UJBO2Vagjv9LHzhGY9K3+jtermTeWoybkaB5UszLLjTS2mmXjvdUkoJR5vJeTbFEHbNLh0ezJv1WOBKg1ObrytR2xb2nOpnSF5gwFOqh17eP4GZ2NVe4gnq+SEkCtSckFcTiFe20/28TrY6YFNWM5FXx1ZI/lq8SKkxFS874zwToTm5avWV+AWkd2Z8LmOLDeLoiqTOKlLHinq3MB9+T1bc2aNTZTkZpH4/PBtYcZFcaMGVM5pjmqNec4UDuuzn2Gz5kGywG1UlZu7nJe8Jzo+qHmObd2ajBJvEbdAVymoDIzb71sI/EY+8t9B6iZka4KQMdzwX5nXzmToXtOVHbF5avV75A4f1gOJbTYn9FMq2uQc6/Q4BknU8U6xiCtkSNHAqidty4QjWtZNKHThM05oUEdsU4uwEf7mevjsmXLKp9xLF0WLo4l68RzYqDI8uXLu1cmkEcffRQ77bQT9tlnH9xwww34l3/5F0yZMgVnnHEG7r///q4oIpFIJLYKcn1LJBI9EV3CAA4dOhSzZ8/GxRdfjLPPPhuNjY34zW9+gyOOOKIrbr9V0djYaIV8NZduZDBUJNg5ICtzFd/o1QE4lk8GjOXqThGolYGJu0d1PGU9nJQCr3MMnuaAdYEiymTq3xFuF+VkEurl5owMA3d/7LcoUUOoLIFjGMqEuFWmwrGMjl3kuGkwkRPSdhIr2qdOCkMd6J0DujpiOydxB2UHndSMOtA7dpBwfayBTk4Cg/OPfVS2C99c9OT1rb293QZwcXxdkJcG8ER2QvPs6rMA+BzhhAa+ufVCHePjfZS1d0FeynJGBk9zt+o6Ge+t94t/69x3Qv9O4kYDIzSYJl7HekeZK34vOfZe6+9ksni9BvCR0YttcrnalRXkOSNGjKicw/JcAFg9C0scP01+4NYXXWfKgniiBJpK20TmklCrR/x+1cA3F4SiFppYH8rQxKBMbWNjY2P3YgAB4Nprr8XVV1+N0047DTvvvDM++clP4s9//nNX3T6RSCS2GnJ9SyQSPQ1dwgAee+yxeOihh/Dtb38bJ598MtasWYNp06bhwAMPxGWXXYZPf/rTXVFMt4D6ALpQdvUbdCKk3NFwp1ImNRJ3MyyXuw6tT6yTE1xVcd0yqZkyEUxlp6IfSJlQqzKm6ssW/9aUYEC1L4ZrD1Dro+F23/X+j+U7CQllJtSXLX5GOBaD7VB/oFhft8Ott3t0UgplKflUKsixEMpEx7qwb8kM6bjEOjn/KZ0b7vlx80dTXTmpma5GT17fWltbq/qeFgay6I7hVT/kJUuWVI5xrpB1V4tFvKfKmQAd80mlMpwVxfkPq1+Zph4EytcAzi9d152foloq4mfqu+jSIZb5B7LdrI/rI/q+xbqpALH7flB2ND47ula563XtcAwYy9f5ANT2XyxTU52qv1z82313KvOoFqt4jhM51zWX8zf6QGpAmJPx0fU5MnpO+kvB+zjrVVtbW/diANevX49HH30UJ598MoA3aOTrr78eP/rRjzJdUiKR2KaR61sikeiJ6BIGcO7cufbz448/HgsWLOiKIrYa1q9fX/WmXo85c2/kLorR7ZoAz9a5CDS9j4uC1V2TY3DKxHqVuXERzrqzju2hj4fzgdP0YhoRFo+5ZOP12INYR+6QuWuLUX66Q1R/nAgn4KxJ1rUd8ZgTQdXzNaLRleV2zzon3PWub3RnXRZlR8Tdt+6QWf/Yx/XSWcX6s/1kLMr8Dh17UuZD29VRwD15fevXr1/V2NdjZ5wMztKlSwEALS0tNceU+XIMdZkPXL37xev0fkD9+RHnl7bNMTg6HzsbRau+uU5MXxn2eG/nUw5UM1hUQOCz6FIfcg1Wf/RYhmPfXWpRhTKf7lxN0VmWDMDdW9UVXLo+3idan9he9Y136Rx5nZvb9Hnk2hu/H7X9kR1V5lbXwviZpu0DalMx1lvLukqYvmtXSgOGZScSiURPQ65viURiW0WXMIBtbW24+uqr8YMf/ADPPPNMzY4g6uwkEonEtoRc3xKJRE9El7wAXnbZZfjmN7+JadOm4ZJLLsHFF1+Mp59+Gj/96U/xuc99riuK2GrQkGvNpepMBkr7Ovpa5RXi9aSkXZi5Bg2Q6i4LdHBCo7ze5YosE2lW0yOpaieGqubeeL06yzozjjMfqGyIE+NUeYIYoKEmUCcjon0Sr1fTtws+0DzRURBaA2QIF+ig9YnXqanLzVEd44gysWitkxPa5fXqtB3hZFz0fHXoj+VxrKOJROePK9d9tjnoyetbnz59qlwMOOb8LMp/EDRHciyig/zo0aOrPqOwrTOBlQWgEWV5ncvy9Opz5tw5nFRKvfnlTHHODFfvfGdmdxIhXDPKZEy0XBcAR/Oi5uSNcBJeLvBLy+c9aYJViZJYR659MVBDA+Bi+eoSojmpXbvjvdVkrC4/8V4sI+aypgwL66FyPEBtEgHn/sPvdecGxrq57wcVUme9o9TSa6+91r2CQL7zne/ghhtuwPTp09HY2IjTTjsN3/zmN/G5z30Ov//977uiiEQikdgqyPUtkUj0RHQJA7h48WLsueeeAN54u+Zb9AknnIBLLrmkK4rYamhvb7dh6mVO/JoCLe7m+NavLI1L9eN2iMouOVFVFWNVWRq2C/DpzlSg0zFIrJsKQse/XcCCSqu4QAXu2srKLROMVSFiJzGj4fVO7NuhHnNZxhDE3RvbxuucGKqyGJEBU4bBycBo+iPnJK3nOCFz7vTj2KhztgtCUnYyjqMGwbj612Op42eECyIqY402BT19fYssH+eKysHE9YnPDlkOx7hyDqnkRrwu1kH/LguU0DnrnPh17XRC+y4IhFArhGNcXACZPpdOpopw/VYmMUOoFJcLcNGUeo6Fj8ytHtNnl3MeqBWLjs9nHGeglkmL9XUMnop881gUZNZ0qmUBKxyH6KvLctn+KISt32cuAJNrIJ+NmIqPdVEZmDhGvE6fNaDDnUSDWVRGqVsxgOPHj8eiRYsAALvssgvuuOMOAMBDDz20RfW5EolEYksj17dEItET0SUM4Ac/+EHcddddOOCAA/DP//zPOO2003DjjTfimWeewac+9amuKGKroU+fPjYNj0q0uF2kS/XCv/lmz11MlNFQ34i4w1LfFrcLV3Yw+jhw16g7G8ea8D5lidS5m3FC1M4/TKVlnFSMytiU7dCd1IjujJ2PifqnOT8gt8tS5q8zfoqx/awnx9vJmOgYa1qg2A7HEqpUiyYSd3WM4JgyfVPcIat4rfqrArUitLFuyqw4Py7CscP8TJnY6Dfpdu2bg568vgHV46MMu/Nz4meOIdY0hs7PT1mR+HzrZ8rmx7/Vj1TP03vrOY6dUTbJ+cmpH25Zmi9nBVKR6dj//JvsFPsx+olR0kT7If7NfuM6E69XeTCXCo915HVxo7Ns2TIAnp3kvRxzRZBlc0LOup4oIxbrRObMsbvax3GO1rOiRZDlLvNRZp9EdrTMf12hgvfxnizPydA0Nzd3GQPYJSvlF7/4xcrfJ598MiZMmID//M//xC677IL3ve99XVFEIpFIbBXk+pZIJHoitogO4AEHHIBp06Zt0uJ4+eWXY//998eQIUMwevRofOADH8CTTz5ZdU5RFJgxYwbGjRuHAQMG4LDDDsPjjz9edU5rayvOP/98jBw5EoMGDcL73vc+PPfcc5vVrkQikcj1LZFI9AR0ra2kCzBv3jx84hOfwP7774/169fj4osvxpQpU/DEE09UTGFXXnklrrrqKtx0001461vfis9//vM46qij8OSTT1bMXRdccAF+8YtfYPbs2RgxYgQuvPBCnHDCCZg/f76VBChDlAFxJhGgmkanWVbVyIFaupn/RxMW21AmQaAq5DFMXs93DvZqoogUM2lstnvYsGGVY5ors0xNXtsY702Qzo8mEg3hjyruan5yZkbek3V15mk15ZeNUWybBkg4pXpnltbrO2OqchI5ar5QlwKg1oE89g3nFvtGna3jdSpVFM/XcXdSFM6UTpOUOqC7ICTnAsC/NSONc3Pojuhu69vq1aurTHmaY5zPnjOBcl5E86IGIbhADa6dLoBKzbO8zs0B104t1+WjJtz6qvIbnEvxWdY5H58vDXrgfeIapGZeZlSJ56l58KWXXqq5nubBON/57Kl5Pj7fNFm6Z1cDK1iGW180kCyeRzMx6xrdUHiMYxRNqJwbfBbc+q4BLvG7U826PBYDnTTLR5wb7DeuJ85My3NognbfXSyX351RK1QlYuL3Jec2+6Se+1O3MgF3JW677baq/2fNmoXRo0dj/vz5OOSQQ1AUBa655hpcfPHFOPHEEwEAN998M8aMGYPvfve7OPvss7F8+XLceOONuOWWW3DkkUcCAG699VZMmDABd955J44++ug3vV2JRCKR61sikegu6HYvgAq+CTPUeuHChVi8eDGmTJlSOae5uRmHHnooHnjgAZx99tmYP38+1q1bV3XOuHHjMHnyZDzwwAN2gWxtba3aSUXWKbJjuqMtcxLW3RzQsbPREPi4C1GpjbhD4L01H6Jj2Xhvxy4qE+aCGFj/KJmiMi68d9zF6Q7XQdmxWIYGT8TdszJXvE88R3ftsSwXdBI/j9c75pVtK8sVqixIPFd33a7/dXfnRGB1HCKUQXPspkavxjK4+3XstLKKTqpI2xrZA/Y7d8Fuh0+4ICS2RcWyHcO0LWBrr29O6BnomA88HtdDjplbuziumlM2lqPPhxPS5dzhfIvjq6x7mYwM4QI9nEQMmZoXX3yxqt2MAo914/oWGVANnihbC1kPJ6HFNjoGis8D7x2DxLiOKvMZ1wkVco5rD+tdT1Aa6BgTDVSJ5fDeLghFvztj/RcvXgygQ/aFZTmZM2d9UcbSlU/oPIjlcNzZ1zFIk8FxbIfLg0520Ak5a/BPrD/XZV7vZHhaW1u7lwzMlkJRFJg2bRre/e53Y/LkyQA6JsiYMWOqzh0zZkzl2OLFi9HU1FRlutRzFJdffjmGDh1a+ZkwYUJXNyeRSCQqyPUtkUhsTXQJA3jGGWfgzDPPxCGHHNIVt6vgvPPOw6OPPor777+/5pgyDkVRWBais+dcdNFFmDZtWuX/FStWYMKECejbt28Vg6K7BseoqNSKpnEBOnbKKksC1LJ7cYem/jNEZFBUSDjunrhr42esjwuFZxuj/wLvyR0Sr487XO4WuYtz/afsqPMhdAyg7uwdE+Z2doTKAjgZExWadRIOKv8T+19ZYsckKssY/bA0VZZL86ZCuy6VoKati/dSltmJdRPRB1DLL0u15SQwVNqFv2P7leVzEiKKyEK4ubw56MnrW3t7e9X4qACwyhbFupEVi/6XS5YsAdCxHrjnm+sC10UngaUyWfG511STZRYSx2KzbXx2Yvv5GV+kFy5cCKDaQqECwmUyMoSzcLCt8dlzfn2xzrEtammK7dbvjrg+a7oxJ6Ku/RfXII4f14W49nEuqP91nCMqLh6vpy87y2N/uDVQ/USBWuuVayM/Y1lOpoufkbmO4+rGXctnvZ1Ytfq5ujSqPJ9lxTWwqampezGAK1euxJQpU7Drrrti5syZeP755zf7nueffz5+/vOf45577sH48eMrn7e0tABAzU536dKllV1zS0sL1q5dW3E2decompubsd1221X9JBKJRK5viUSiJ6JLGMAf//jHePnll3HrrbfipptuwqWXXoojjzwSZ511Ft7//vdvlE9OURQ4//zzMWfOHNx7772YNGlS1fFJkyahpaUFc+fOxb777gvgjbflefPm4YorrgAAvP3tb0e/fv0wd+5cnHLKKQDe2K0+9thjuPLKKzeqbUVR2DREygBGaHRb9D/gzoxv+DwWd3zKwEQfKu6aX3755aqy3G6EZTl2qixSsky8UiPfuNOhz0z8rCyKVVOCdUYwE6hljnQ3C9SKPMcdNuutUYHxet2ZuVRqmmQ8znFlFZ2Pj/7vWE6NZIx1486QczMyY+o35e6tDGTZjtL1v0bbxXPqiWXHcpQdjfXXBPCufN1ZuzHuKvTk9W3NmjVV7GsZs0woy/XMM89U/mZEqzJ50QpCVoUsdGSY6QvJ1F1cw2IfaxpJF8VKBkrX23i9Y7c06pbWj+iDRZaTiHOPzxXrwfvENVDXp/h86lzS1GJArYXCRchGnz3AjyPrEdOscUzol8f2uzVMRZ9j+ewH/u9SuTmRaf1ecoL1vJ7lx/HjuGuKU9f/TiWC46bsZuxP3tul62OblJ2MDKyOX2y/Cj+77wdt8+agy3wAR4wYgX/+53/GI488ggcffBC77LILPvaxj2HcuHH41Kc+haeeeqpT9/nEJz6BW2+9Fd/97ncxZMgQLF68GIsXL64MVkNDAy644ALMnDkTc+bMwWOPPYYzzjgDAwcOxOmnnw7gjQXmrLPOwoUXXoi77roLjzzyCD760Y9izz33rETNJRKJRGeR61sikehp6PIo4EWLFuGOO+7AHXfcgb59++K4447D448/jre97W248sorN5g66frrrwcAHHbYYVWfz5o1C2eccQYA4NOf/jTWrFmDc889F8uWLcMBBxyAO+64o2qXefXVV6OxsRGnnHIK1qxZgyOOOAI33XTTRmsAJhKJBJHrWyKR6CloKFwy0I3EunXr8POf/xyzZs3CHXfcgb322gv/+I//iI985COVRWv27Nn4+Mc/XuO30l2xYsUKDB06FAcccECpiceZsFTaIoo0ky5XCQWGfQMdtLVKZcRylD52YqZ6Tby3mh8iDa30cpkJ1pmwaS6h+SKaaPi3mvAixa3BCy5AQ02fLp+l1hmoNf84MzHv5ZzMVYbFCWETmvc4Xqf1j+eoA74LfNB+iO2n+caZ+cskZvTeHCMnkaN1dDJEzrxcL0emC1QhOuMeEM9paGjAI488guXLl3eJr1tPXt+GDRtWuj5oXmegY3z47Mc+1jnP+8Q1UN1W4tjtuOOOAIAddtgBALDzzjsDqDazsc95XVy76gVeOZkul+eVazYDXPj773//e+UclY+JLj4shyZD3i+aufkZvwOcixDLYLCdC/LSPu4sWC7NjbH9+lxrUEg8h/3nAhy0j+MzrWL2rm0q1+Xy5ao7SSxPg9tc+XRFcOs7x0hlYYCOucyxduOn94trseYzj+4FvJ4WAZalgS7t7e14/vnnN3uN6xIGcOzYsWhvb8dpp52GBx98EPvss0/NOUcffXTVS04ikUhsC8j1LZFI9ER0yQvg1VdfjQ996ENVzqCKYcOGVULqtyXUCxZQJ03HUpCJiTsc7hbI2HA3EGUCuDNgf8bdK9/2WT53D2XpupyQMHcYTixaHe1dmL0GU0QnWWUXndCrijTHflZ2LrJbumtU51igPI2UijPzfm4XqyH98TPd2UUWgnOB18VdoaafcvVXViv2jTqQO5OfyuDE63lM2cFYfx2jWIbukN0OWz+Lx1QCg+2P/a/yGGUspWMUu8CoUYWevL41NTVVjT3XAU3zVpYq0UlYcZ5wXYgsyahRo6rKcuyMzsEoFuzmpdZFn1M3P9WaAXSsVTq/Yvmc+wzEi3NPgweUEYpgO1wAmaa6jH3M83UNj+Vy7XbPoIobuwAZTTHp0nE6IWsNulBhaaBjrSGT6747WB6DgeL3k/ZbZIf1u8/NH11XYxCNyoqxPfF6TQdalgTCtZHlu/cDLY91i89cc3Nz90oF97GPfawrbpNIJBLdDrm+JRKJnohunwquO8DJBPBNXX0m4jEnCsrzlYFxYpDc9bjdN81NTqy4DJoCziVE112jO6bMpfPRYP2dSLXeO57D650/D8/T+zgfxjKJHu1/x0DpbjreU8c9tl99a6KPh+7cXPt1jjgfUBWijm3V9juhV5ahsg3x3k7kWSVqlNEDOvqEY+LY0TIhbEJ9MWO5mvIrlq9p4hL10draWsVgqXQUmYjYpxwzrkGUOonXq6+zY/k0pRjQ8eyQOeLvmEqOc5f+UXHuampCxyJrufHeLj0X4KVmnP+v+kU6sWlez+vi2q/+fWUsm6ZzjJ/puu5SJTofQK5V7FtNrQbUfgc4Nsqxm9pGSsM46xmZPycVw7no/H/Vt1wTHri2xbHW9JNODqmMgdZ7kiV26frY17GPVBZNE0fwWLeTgUkkEolEIpFIbBvIF8BEIpFIJBKJXoY0AW8A69evr6K/lfZ2zvj8jOYQZ4qkc6gGmQAd9DNNGzHM2+UIjb9jXZyDvJoMXSaRMi0xNQ87M63Lz0uwTaS0namgLL8s762mndhGlXaJ5isNwXdq9prtJaJeBpgYKKImjbJMLC7QhrS/k5FREyjv7Uwk7nptR73MKBHRRMW+ceZpQgNVnHldZTqcVBCfn2ju0MwjzgzlTGMJj/79+1fNTw3CcFJI7HuVM4nnq4tGNGFxPrk86vUkgOKzqGa+eA3XEQ1Aiy4GvNeIESOqzo3nqxtILEPXTGce1XUllqF5amOgiGaxUdmq+BkDC8pkcDQzBlDrBhLXWdaF91Zzabze5WnW4BeXrYPluvI5/9gOzpvYfs2OEfuvXq7yOEaaYzzWn3OK7XBrp36/xvWNdVE3rlh/DSZzmWT4HeCCYAD/3bQpSAYwkUgkEolEopchGcANYPDgwVVOxioR4uB2LQSdQflmz+TtUSiVzrEqGQN07LpUriDWRx1vHTupTvdOTNNJrWgOWMcyqrixE5F1Dv6E7t4dy6QMntupsR6OfXASKYRK0zipFg3QiTIJ3G1rTuR4TNmLuIusl/8xQuUtYvud4zChzsVOjFbFzd0Y6dg4ltXlylTG0gWqKOvh+kaZ0DjHy/otUY0+ffpUzR1l9jXoCqiVvnIBBhwDWi8i66F5rOP8UGF4zq8YSKVBEE5ImPVgXaMMhwZZlbFrfIbimspn3eXq5nkqt+VYOpezWi0bZTnbXa531oX15jlxneP3C7+LXJ5d/Q5zgZAuSFGfS80JDNT2v5OJ4jxwUjc8xuAdF8DGfmDdIoOpgXfRwlbPwuVYSs7bGODBoA/CWTG0Hi6POtvGOkaN0ZhXeXORDGAikUgkEolEL0MygBtAW1tb1Ru++k5xZ+B82Ii4e+DOiimOxo4dCwBVeT65W+HuJzIgKh3gmC+VL3Fh9nqd28U6CQdlbHTH78qN91bhZV4X2aqyXa/6lzk/S/Uvi7tflegp86Vw/iNkBjSNlRPDdf3uhD0B72Olu+l4njKAcYerKari3FQBayfWrQxobIcy384PSf0Ko8yHjp8TItddcyxf2WknpdFV/jG9AWvXrq3yodIUVDrfgNr1zVkPhg8fDqCW6QU62Az1YwU65oOyz3F+lrG/an1QphuoXTvj/FKfP+cLpuLvcX7rnHV+YuoXFtn3ekLUEcpuOR9ETdkYnw/NWBPbT3bT1ZvQBAVx7VHfP353xjEim8v+cyLXWv94Pe/JfudcAzrWI/WzjOuT3jPOTbJrbIf7ftExdiLjPJ/tiH3M/mf9ndC/fgfEPl67dm2Xid0nA5hIJBKJRCLRy5AM4Aawbt26qt2v7kwdS6Mix/EYmS7uWugD6Fgy7sLjDpE7Ad1hxB0Bz+FncYetUcOaki5+xp2q2/2zvryPY6nUXyueV5buS1PYuVRFZSyE+kW66x2zoeWzH+LuWX3eXLo6wokb6466TMDb+UmqX6L66wG1kZORodAdrRO7VuYujp+K6KqobAT7OO6+OV/VfyrO32XLllXV1bGjGgUcUcYgJ6rRr1+/KvZVWRGuRXEMyOC49U0jsNUnDugYM/6O/nlkdzi+nGfx+eIz45QU1GfN+SlqpGVcH/k3++SVV16puibek/V2QsS6vsU1XPvWiUSrOkKso6bZcwyoPvuOAXPspvoEu1RwvLdLs6d+ffw/WtGU1XR9y35w30+sGz978cUXK8c0Rav+H+F8MVXA231PqEh0tF6xThohHxlsTbcY5ybLIRPJWIHY//37908h6EQikUgkEonEpiFfABOJRCKRSCR6GdIE3Ak4yRdS2i6fogrwRvp72LBhADroX5drUMPso5MvzcLqLBrNEDQN8Hekjwk1JTspARXdjdDw+khj83yX91hlaFwuYhUzjSYDFRblMefkrYLIQG0uZEfxq5RErD/7Sc2McY64PiFo2qnnShDbpsEssW36v8sl7ESe1TnaSe04eQytvzrQuz7WgCnXbufkrVJBzsyrMkBOZiOxYaxZs8Y6oaurRTTxcz1TR32gVh5K5VTiZy0tLQCqx5frG+fZ3/72NwDA+PHjK+dQakNFyeMxzaka669BatEErf3gxIafeeaZqvvE/qP7gkpxxWeZf2sgnKvLkiVLAJRLOrk8x9HkHM8FOnI3ax/FzzRAxSUTcBJBGvTA+0U3FHUbiTIshJryowwQv0NZtyihprmLnTsI1yee62TCnICz1l+lauJnHAcei/XXPOxufR49ejSADlOwumilCTiRSCQSiUQisUlIBnAD6Nevn5XBUHYpMkjqhO92aJoSK+6iVMTUCVHzNx2hI4PC3Q93NnGHo6wQdxjRSVZZogi3Wwaqd0EaKOHYUU13FvtId8guwETPcULCLk2YtsmlwlPm0wUBlTGwKjId+0aldRwDq07ScWzIdJWlktPyy2RcysaacGOjgs5xXugcd7tVdcp26ebYV04wV0XGI8OTMjCdR2Njow1gciK9hAo5RwZG5646xQMdbBrZrciWkSnRNGlPP/103TbE54t1otVD5TRi2/RZcvUnyJoBtSy8CzDg3CUj6VhsJ3NENoz1d8+nBrm5AAXem/0X+0ilvFwaSQ2Ec1JSzkKhjJkLFFKBfifDozIy8Rx+Z7m+0VSdzorEY5y3cfzrJQpwwXqaVjSer/3oEj04IXF+L7I8jl8sv729PWVgEolEIpFIJBKbhmQAN4D169dbEVJNU+VkNPiWHv1HmOKF9+Qx56vA+7hk6eonFcHdBndPTHoOdOywVfA1+oxwh8+dSkw9o+3nfWIfsS2aDgno2PUpc+VSeTnfSyfeqf/rvWPdlJUqY4ucj43u0NQnzl0fy1dW0aXyU9bCJSvXNH3xHL0u7tR1h+xYAJ2Lcfes5aukRay/kxHSZ8ONP++lgrHxfP526QYTncfrr79eNT46Z5zYMtcsrguO3VHf0HgO/cEcg6KMjWP4dc1zzzCvV3/F2EY+l5G9VkZZ55lDXDu5vvGebg1SMfi4dqmFhX0dWSJ+h7Bc9+xqisjYx+p3HNlzXq+WrXgOn0+Vg4l/qwB4LJ/1pi+f81/mdxZ9KuP1bJObP/XkyZwVRP3AY7t5TH1a42fKMsbzOA/Y1jjG/M7l+haTQOjz4vxUt99++/QBTCQSiUQikUhsGvIFMJFIJBKJRKKXIe0mG4Calkj3qnyJy1dKijpS5KS4SZFrTmGgg/7VcPH4tzrtxzJI45Oqj+bpUaNGVZUbzcMETTR0RI4mYCrj0yTA/6OTqtLnzgSpMgllMihOYkTvHctQFfho/tHyXX+qSSnS95qlhNe5MlyeaA1oKMuW4RyQWRd1oHaZElz5KsPjzDhq9oh9oyYlDcYBys1Paj5xUhTqJO2CqJxzOuHcIhIe9TKBEC4Qh6YrN3b8m2YuriFxDdJAtCiRwes0A0l8Bt2Y17s3n6UYCKduA7HN/JvPo8p5RDgZF66Lem+3vrg5TJMhg0Gca5CuIbF8nq+m49hGlR6Lx9j/9YIxgFqJllgfNbnTvBnXF/1+cVmM1BTuTNAaKBTrq6boeD3byzGKARq6nmowDFDrllD23cF7x/nDujAnsMsCpu8XlEwC3ui3DAJJJBKJRCKRSGwSkgHsBOLuU3dPbjeqOXj5pg90vNFr8ERkgJTVigwIdwgqVRJ3UcqcRCdllqNO2nEXyPzEzEMYr+fuh/IG3M3FHdvixYsBdOwC4w6R7eYOR51lYx1d+/U6J1+iu17n5K5OtJFlVLHiCBU65blxh6yOv263xp2hy3Va5gCvsgBkKGIZPN8FgTjZlPh5vJ595CQsyoIEdP7F50cDm9hud44LcFGZC15XFsSSqI+mpqaqsVemS4O2gNo84k5G5fnnnwfQMS4xSEgZYscO8vlyTJieo+2J5XFdimWoUDpFd4GOuUtW0gUXqYQVgxmAWvkWlaUBOoI4HDumFgauK/EczYVLK4y7XhlBoOP7iEx7ZMB0/LUfgdpAl/jscV3iPZmnl98pQO13XlyLNMiR5cf5o7nuXQBcmVB/mYwP28R+d98XrIsGM0Uoux3fEzRfdpzH9eqmQTDJACYSiUQikUgkNgnJAHYCZT5sLhSfuy1eN27cuMox7h64QyiTr3Aiqpoey/lJqUSK2+Gzvk7GResUw9RZDne9rA8ZQaBjt8cQfu4C42fcKXL3Exk0FcCOuyLWU33XHIPkUqqpEDPrUZZKzKXpU4kXJ1bsxlaFsF04P8tzQtYqkePYLvXjiu1R+RcnhaAyOk6kWhlAJ4TuZHB01+7GSFnFWH8tr4wBTmwY69evr/LfpE8w1wVlW4CO9U2lVuJ1kXECqhmw4cOHA+h4BpyQLueDsl1Ax3wqEwImk6OyQ0DHfGa94/xW/2mVbAE6GEMyb07EnG3ifZwQs5albQG83Jeme4v+jerb6yxUmibOifirL11M16Y+yvHZ5XmcN05mTMfP+UjzOp7jhN7Z7rJjhLOwsK8iu6njp0w00DGXeZ84NzRRhKati+fzMyehpu8Hen2PZQAvv/xy7L///hgyZAhGjx6ND3zgA3jyySerzjnjjDPQ0NBQ9XPggQdWndPa2orzzz8fI0eOxKBBg/C+970Pzz333JvZlEQikahCrm+JRKK7oNsxgPPmzcMnPvEJ7L///li/fj0uvvhiTJkyBU888UTVTvOYY47BrFmzKv+rHf6CCy7AL37xC8yePRsjRozAhRdeiBNOOAHz58+3AsP10NbWZkUgCY0Wi+dwFxx3D/T/0DQ6ceen7Fxkp3TX6/y8NHrWRVGqD2DcsasAcrxeRYa504p1ZMQSd3P0CQRQ+bIjK+h26BoJF31UuFvTaL+4i1KWLI4366n+G47BchGuGkHmhELLoJG1LMPV3/l/8G9lLiMTyHO0j2J5yjzG+assRJwbGpXp/CQ1Ai8yDLpD16i3WEcXAer8OuO5en53Q3db34qiqGJLyKZolLwbA865OPf4rOqzE/3kVOA7Whj4XBKaNgzoYGDYX9HCwLmqDI6bE2yb839l+52lhnVyPtLq08r5zXUf6OhjHovXK3Oo0aBA7XPtVBJ0nYjgXHIRzvV8e934K5MG1LL/7E+3hqo1DKhN/eaE9rVvHIOq67tLFOAUGHTt4dx2PoT6XQrUssvuO1T9WmPb9LlzYvoDBgxAe3t7DZO7Keh2L4C33XZb1f+zZs3C6NGjMX/+fBxyyCGVz5ubm6tCoyOWL1+OG2+8EbfccguOPPJIAMCtt96KCRMm4M4778TRRx+95RqQSCQSdZDrWyKR6C7odiZgBXeL9Bsh7r33XowePRpvfetb8b//9//G0qVLK8fmz5+PdevWYcqUKZXPxo0bh8mTJ+OBBx6w5bS2tmLFihVVP4lEIrElketbIpHYWuh2DGBEURSYNm0a3v3ud2Py5MmVz4899lh86EMfwsSJE7Fw4UJccskleM973oP58+ejubkZixcvRlNTU5XZAXgjOCGaIyMuv/xyXHbZZfaYy3WpEh/RkVjNpM4pXU1Y8X+VIYn0OelydVKONLrKLET6m3VRk1I042gexwgNenAyA0rN77TTTpVjvI5tIlVfZoZwZgyVR3BOxs58RRMyz3Hjp210TuoaoOH6Sh2pgVrTrxN7VhkWBxVEdueyHdF8pCLR/B1NsCrSHO/N+quQebxepSg2Npev1tEF4egxDVLoCvPIlkZ3WN8aGhqq5gfHhc+J5n0FOp5VZ8LjfOA9GTARX2A1eCDOHX2u+TteT3OwupEAtRJMPObcEFhX5yKj5mHnokPE61XaxT1fnKs8J778q0yWk6Ti9SxryZIllWNch9XMWyYzFU2o7DeaKVmfMiHpGETB61gPl29Zzbtx/DQo0AVa6FoXv7vYXprnGXToXGxcEAifKfYx2xHL0HnrhLQJ9pWTsSkzr7M8Fwio7mObg279Anjeeefh0Ucfxf3331/1+amnnlr5e/Lkydhvv/0wceJE/OpXv8KJJ55Y935FUVifJQC46KKLMG3atMr/K1aswIQJEzazBYlEIuGR61sikdia6LYvgOeffz5+/vOf47777sP48eNLzx07diwmTpyIp556CsAbQQhr167FsmXLqnbJS5cuxUEHHWTv0dzcXLOzA2rftnX34dIh8S2eO7SYbk0dUDWlVoQL5Vfmyu0QNdVQvLde72Q83HWEihNz9+IYJLbVpYlTdioyOPpZPKY7cpWFiWA94g5Nx6ssCMONjQp1OgZQQ/TjMZe6Lt4H6Nh18jrXf+pcHBldPceVr6myXBCLS+VHsE7OkZ7tZ586qRr2P3fGsY28XpnAeEyDUMoYgu6I7rK+rVu3rmp82I9kYNwcVHHgGOSmslTKJAI+fSZBBkVlXOL4si5cV2MqOX0enIWE6zKtD45hVmf++EyrxImTgOJ1ykgCtWL+0Ryv/VfGsrEfYoCMroNufVWrjQbexHo7a5BaD5z1RwMkYvkq4u8sLOwTZ4WoZ0WI5SvLFq9X6wXZwnidWmHis6Pre5ShUQuhss2xTk7GSL/PWG6c442NjT1XBqYoCpx33nn4yU9+grvvvhuTJk3a4DUvv/wynn32WYwdOxYA8Pa3vx39+vXD3LlzK+csWrQIjz32WN0FMpFIJLY0cn1LJBLdBd2OAfzEJz6B7373u/jZz36GIUOGVHxahg4digEDBmDVqlWYMWMGTjrpJIwdOxZPP/00PvvZz2LkyJH44Ac/WDn3rLPOwoUXXogRI0Zg+PDhmD59Ovbcc89K1Fxn0draanfOfIt3YqZ8i2fKnSjvUM+3RIVT47lxV8fdG+/p/Aic3wChKcRY11h/tok75bjbUObJ7URU2sWJYJalstOdXWw/d1L1UrpFlAkJa72dDIkmPY9QJi3u8LRusW+13Y55UykJ52PF8XMMiTKAboyUfXEMLBHbz7HQesfrVUKhLF2iY4H02YjnKLOgotn17tld0N3Wt4aGBivUrSxdXJ/Uf9j5l5X5iCoD5FJFcu1USa14b4rPR3axnhBynJ9kl8jgOaF1TZkY03m6exJcX8vWDvV7jf2pPr1OBkefq7I0fY4l5Gfs6/i8jBo1CkCHdJezgqjVJK7vunY4sWMd05jKjm3RZAqOpeZnjoFm21y6Qbbf+aDqelompM35E1l4zmVNcxe/A1hvXhfZXfUdJTsb3yHWr1/fZQxgt3sBvP766wEAhx12WNXns2bNwhlnnIG+fftiwYIF+Pa3v41XX30VY8eOxeGHH47vf//7VXpSV199NRobG3HKKadgzZo1OOKII3DTTTdtlEZWIpFIdCVyfUskEt0F3e4FcENvtgMGDMDtt9++wfv0798f1157La699tquqloikUhsFnJ9SyQS3QXd7gWwu6FPnz42wEKpZecEr9kO9Dyg1lQSz+duPtLQpK/52wWhqJk31l8deDW3bSzfBYNobkqXD1Jp+OgkqzIHmhM4wsm/qFnXScWU5anVcVNZk1g3IpoPtL82NpdtvfY4E6yai+MxHRtnQnf/u8wpek69QKPYNg0Gco70ToZIg5+cmV/V912mBs2AUpYLO1Efffr0qepfXRdcphaawHgsmmfrZeBwMhZcH53MlQYgxTF10hp6b8217cx0PCe2v16u9bg+lwWx6HrmZGjI5GqgSyxX1+6ynOEugE/lS+L48TO2I65vlE3RQBVXrsuSwbZo8E8sX9fQKJ2i2WVctg6Vqol9oxJezMASv4NU4iZer98ZLhBOA4xi/2ngo8uUxXa/+uqrVXUEOuYG0zrGY8Trr7/ec4NAEolEIpFIJBJbFskAbgDt7e1296oyJHGHx7d+/nYMEndGTkaD93QMkDJYjoEilCWM52mORXXsjnWKuzcnTVOvjkS8nv0UHV9jWbFuKooZoUEEcReqItnOyVt31HEXraH4sf5O2iZ+HstVh95Yb44Dd6ZODJW7+NhXKo3jZFB4L1d+WW5UBcfKOamrPIObfy5fcD2ZBMdA6jMG1A/+cQx0YsNobW211gtl0SODwnnJ3/H54NznmKlkCVAb+BUZILJyPIf/xzlIh3jWKTrI6/UsN9Zfn2EXiMU5ROaGbA3QERDCdSm2Te/p8pFrIJsL8NAkAM4Kxf6L7CSPMbBC5Z6AjrEpy0WsUjlORsXJx7BOyvCXCdW7ADKezzkWv1+4VnDexPqzL8j4cg1zQTBcV+MxlsP2836ufCeRFP10I6LUD/tPmUSg1qLBOqoUWjKAiUQikUgkEolNQjKAnUDcvSkDwh2WExrlzsLtMNW3w7FERBkDyd2ESyXm/MNUxsWFuavfQ9x9KrumO774t/pxxHqqjIoygvE+kSHgTlx32HGHpr45sf1xtxePxV2k9r9L5abtiGOkfkOOgdP2u1RqyhTE68rqqL53ZTts5+enEiuOHVUmzwnFOh/OesyjYzjK/JC0bV2ZHqk3oampya5vuj5FXyQVS25paakc0/RianGIn7k0jMqKOD9qQp/lWI760sXy2V6yRM7/ms8A17C4BnGtchIrPJ/3VFF8oFYmK5av/nG6TgC14syRXSJjxjrxu4iSOUDtMxz909iml156CUCtIHgE2+RktuqlNIttcwLamoKNdYtrOtvEdjv/YbWUxDZy/PhZvF7Tw7nvRx2/OP78jP3GOsb5q/7j8Vg9gX+1onSV2H2umolEIpFIJBK9DMkAbgD9+vUrjZAk4i6aOxRN1h6hb/BlLKMT0dT7OKFOx+C48lx74n1iXXXXxntHH0ju3ribjDtUZc5cui9NLxfL16gyxwByh+YihHm+8z0jVKg19h+ZABUjdWLJjsFSBtf5q9Xzk4vna7RaWbo0F0GnLF/sI+5oXYQ4oX6qzofRRTjrfNWo+gjHYKowLOuqkduJzqG1tdX6aJIBYZqs6EOmvsWRPSd0zkSWRNOjxfHldWQ+ylKZqTUCqH32eY6L9FV/u9hu9TOMzxD9GmmNiNYLXddVNBion04zlsP+cpHCbG9n0jiyfDdGakUBan3ay8TYXRSs9rtLB8m+VT/o+Jn6fZcxcc5CowLxsf1q/YhtY/9rOk7XR1pnoDb1oPPT5PuBY3AJVZBQP+z0AUwkEolEIpFIbBLyBTCRSCQSiUSilyFNwBtAW1tbFcWuQrxqigTKHWc1r7ATki7LI1lPZDdSxOqYX+bAS7h8iM6xXoM+eO9o4ikzHdK0oHVyJnAnoaDmRTUpA7XBE278tPwoZkuThBMBVVOjM5MT6pCudXHtifV29ddzCCe2zLnmAjz42znSuzlNdEaIW8Weo8mE46+mcOfCoOaUiDKxchd8kvBobGysMrdxzNi/fBaimU1Nb9GJXWUzXECQmmmdi4quPdFMuKFzYz04v6OLis7PsiAUIq7b+lzGZ1FlVNy6oALELk+sClnH+vBvmpWdiwvB53T8+PGVzxgQ4vpfhdbLguy4ZsbnU2V4nAwMTZ5OekznH8c2mkk1P3Hsf9Zf+yhC2+hkkNQVIbZf3X7i3OJ6pKbk+IwxwGb06NEAqmWM6rl4xfFfu3ZtmoATiUQikUgkEpuGZAA3gLa2NptmS3cvMeBjxIgRADqcheNbfT0GKSKyUYAPAlAH/7hDUbFmJzGiDsixTA3Tdw64Wh8nNUIwvVC8tzI/0UlXd19xh6u75rJduGPXNAjCOemqEHTc4ekxDdeP5yvTEcslHLuljswRGjSjbEb8zAmVEmRGeE5kcVj/slRTKiBeJvUT2+/aW6+tTmKJ91J21smMJDaM9vb2qr7X9cQJ8XLMOWfKJJyWL18OoJqJ0RRe8fniWJcx1RrQEMeedeNz6sTwy+7NwA62zYkNs4/Y7sjuaJo1sjtxfeFnKrkTP9N0mvEZ4N/O+sH2k+VTQWego//5Wfx+YHt5T5cujf3mgnB0XSZz68TclYmL5ZWlmtQ56RhQlQ1yMmVufawnZB37iNdRGimKhKtlgu2P3w8ck/i9SGhQnPt+HTp0KNrb2ytM4uYgV8pEIpFIJBKJXoZkADeAxsZG60OlzI9LRcZzo41fZTucv53KI8TdjLIbZf5abvdbj0GL0DLKZDycDxY/4w457t60fOfnpemLXN9oSjPn5+fSIDlhTYX6WToGSnehkcVQqRlXvqbic34obmyVjVVZGKCDrXAyQrynMoku2b2rv84z5+epbXTJ0rVtcTy0b1x7VUDbMQyJDWO77barYvB0feJccmLBZJJi3+tzRRmZOE9YHueCE1kmc8Lryxh+B5WoiXNQmas491kePytjN1XOBOhgPFlfl05R03w5iZdRo0YB8P7bKlFSxsA5qR3Wic8OxxGoFbImOxpZMvVjj6jHrsZ2lPmfO+kqoHqOaRKC+P2qQspOjF+tYM7/Xq0w7vuVfomx/1S6zPmCavpPlyaQz4RbgzU97eYgGcBEIpFIJBKJXoZ8AUwkEolEIpHoZUgT8AbQ2tpaRTGrjAip9UhRqwnS5fKtl9M1Qh2Z43XqbBopdg2hd2HyGgQSaXA9Fk0cGvzgTASsN+lsl6eY99aMEkAtRR6P8Xo1/TkZEM2JHO+lZoBohtD8lc4Mo865LtuGU5GvlyvT5bN0EhZaX80L6uodx5bHWIYzEbnsMgo19cUy2P9u/uu46XyKnznJHnWSLst2k9gwVq1aZc27NDPqswjUBn848ypNWK+88gqA6vWR9+Z1NJsCtfm/1aQXr6cTvculyrlDqY0YxME5yOucCU6fa5dtIgZWECxHTZ9ufdH2xPPZb7rOxzqyT+P4qXyNmjRje1lu7FuV9XK5mDUQrCxLB/so1pHjznXNmffZjy6IRbO7OPO2BqlFqGtUvJ7zneVqQCJQGzgZ5xbnCftNA2aAWtcmlwmmzMWsvb09ZWASiUQikUgkEpuGZAA3AJVkITTXodshOyFcvvXrrskxKM4BVR2gnRhrWZ5YXqd5JB0Dxd1IWa5O7gbjDlOddCN4b96Tu6d4ruYSjlDmUO8Tj7kAFZU3YFlxh627d5eLmGAfxZ23Mm+xb1QA2clEaBCFY2C13o5lduwaz1eJlVi+Okc7CQhlud1YsR3xepVxcflQ2TYVjY7X6w7ZlZHYMBobG6uebz47XDPIoMVgCI45WTqXB5rgWLp8u2Vi5PoMOJaO947PpAbpOakQXddcMAmfS5enVfPVxvJZJ7VMOCFttsMxSCyfZcT1iUEHKtcF1DJGLGv77bevnMPnSuWe4vXsG0qcOCaN7Y59pAyW+35Uy05kB+uJPMc5wvqy/fG7lPfSQB+XK55zwuUC1jUwsrYqgB3XJ57HPlHJH6BDMk6tMPEzlTBTK1YygIlEIpFIJBKJTUIygJ1AfNvW1DDcfTg/QeefphIjzgfM7bYI7giUyXEyHvo7lsMdEusTdyg85mQ8HGMDVO/i6K9Bf4qYxknrpPUAavtWhV8jeF2Zj4qTGFGWMLaRfam72Hi9+gjFXaSe43aY2u/Oz9CNnzJtTspA/eGchIFL0aTnO5FpFVEt83NUtje2RZlc13/u3iob49ibZAA7j1WrVlXNbzIt+gxEqRaVuYpQHzT+H59PCujyWFwfeB6feSc2XCblpPNahZ2BWoY+PjvsC2X+nI8vz43sqKaSc+ubWkjUqhDb4XzIWJ6ytbGe2u64hqqfnPPR1lRwzsfbiSTruur87HRdcNYLZfqdn6paIeIxPSfWUa0HzkKkiOXzXmyHs/DRh1AZPaBjvjuZN0L7PX4/DBw4MGVgEolEIpFIJBKbhmQANwCNAlbfJe4ioo+FRuFGqF8VdwoRugtzqYJ4TJnACPXTi3XjjsRF2ior5tKklUWKaqSqu7cySPEcZRZcmjNFbKNGh8V7667f+ZFoFGvs/3pjG8vn9U6E1Pns6f3Kom+VQXP9p/6psW4qHO3aTziGQBk4ZQSB2r5146fR345h4XXxeu0bZdTrtSXhMWTIEOvfpCnAIkvH8SBbGNlzx6jHa/ReQIf4MtDBXOl6FhlIlsG6Ll68uHJszJgxADrmUJkfqfOBi2s90DEvYx+pALFjQjkH2dYoFqwsvvMfJtgPkcFTv/S4lmibyp4vJ2St7JSLVNXI5DjW2hfshxjFq5He8d76/epShapfZVzf2DdkSR3LqgLa8Xp+j6tve2yj9k2Z/zrb73z01dcfqF2fXRmrVq1KH8BEIpFIJBKJxKYhXwATiUQikUgkehnSBLwBNDQ01OThAzqoXmem0tDvSL/r9U5KQE2Xju5Vqt0FqvDe0azBz1SIOJoV+JkLgtDQdxdEQjOCC2xgX6iIajzX5bfVurG/2O4yIWOXJ5amEmfC1CCICDVNlIl9uwAdFSh1uWxZN2fW13o4MVJ1oI4mJ72nC1RRAXA3f9WE7IJAnJuASvM4Mw7hhMxZnuZQjv3vJGkSHmvXrsWIESMq/9N0pv3rHNU13ypQK8zN8YouMnz2ee8YRKHyJ84NQYWoafYFOtYeleByz4ATUdd2uwAqtpsC1s68rIFozg2H/eByfasElTNBumOEysC89NJLlWM0R/O6l19+uXKMATpq5nSBFk4ImnOB9Wcwjctn79ZenT9ufVPZoCgkruZxlwxAvwPZ5nhMc427XO1ORob1dG0jOMfdd6cGGLk1tKmpCUVRVCUI2FQkA5hIJBKJRCLRy9DtGMDrr78e119/PZ5++mkAwB577IHPfe5zOPbYYwG88fZ92WWX4T/+4z+wbNkyHHDAAbjuuuuwxx57VO7R2tqK6dOn43vf+x7WrFmDI444Al//+tcxfvz4ja5P3759q96+Vdpl1KhRAICWlhZ7rUJZDX3TB2rlDeL/kY0BaoM5gNoghuh0reU5loo7LE1JFj+rt1OJ9XVpnJTp0fvEc5wEAXdPulN393QMkqZiUyYrHtO0RNqWWJZjyVwqPZXYcVIWyo7Fc5SVZb11XgDlMgWE60eVf3FO7iqmGutYJvGiMjiOZdW56eaWSjG4Z7Q7orutbwMGDKhiEpT54fjGIAy1cDiGVgMEIsvnUhTqMWUcnZi9E5xXNkznUmxT2TEVPI/3ZZo2xyCy3RokFZ8B3kvFroEOBktZUhcowfIj66XPhWNwVTw/Bqjos86yYh01zVmEslsuFZ7KRMXvF96T17EfnJi+s1BxLut3mAOvj+u7BsVpWa6OERo0w3pEWSG2icFPS5YsqRzToCPOoy21pnU7BnD8+PH44he/iIcffhgPP/ww3vOe9+D9738/Hn/8cQDAlVdeiauuugpf+9rX8NBDD6GlpQVHHXVUlUnxggsuwJw5czB79mzcf//9WLVqFU444QQ7YIlEIvFmIde3RCLRXdBQdFU88RbE8OHD8aUvfQlnnnkmxo0bhwsuuAD/+q//CuCNN+UxY8bgiiuuwNlnn43ly5dj1KhRuOWWW3DqqacCAF544QVMmDABv/71r3H00Ud3qswVK1Zg6NChOPDAA20aG+66JkyYAAA48MADK+fQ38WJYHInrSlunL8bdwNxh67in1z04w5VZVBcmLmmM3J+KC6VnLJDrHfc4Tz33HMAgGeffRYAsGjRosox7iS5I3S+Xypt4nZf+r9L9eMkTur56DgGi+fGHaoKjfK6OEaUsmD5kYFV/0xeH+eIJnCPDIemunL+P+qH4hhE9Z10DKxjbzSNlvOx0TGK5atPlGMglaV1abw0RVjc6fft2xevvvoqli9fXsVudFdszfVtyJAhVT5Qym5wXCPLpH7A8Zg+jy4VmPqNxrmnPp6cJ/EZ1PSLKpIL1DL7bn1wz77KjjgGR6VBog8aoX5+zorirC/K6Ls6si7qhw7UMlfsPyfl5Fh4Mnis9/DhwwF0sJ5Ax3eY+lvGe6qcUJkPYZw/rPeyZcsA1LKlsQyeGzdH9XzUI4PN9czJfLEclQ+K9Vcpszh/lalz6TzLLFTqc+iSSaxYsQJFUaC1tXWz17huxwBGtLW1Yfbs2Vi9ejXe+c53YuHChVi8eDGmTJlSOae5uRmHHnooHnjgAQDA/PnzsW7duqpzxo0bh8mTJ1fOcWhtbcWKFSuqfhKJRGJLIde3RCKxNdEtXwAXLFiAwYMHo7m5Geeccw7mzJmDt73tbRXBzxj1xf95bPHixWhqaqokXHbnOFx++eUYOnRo5YfMXiKRSHQlcn1LJBLdAd0uCAQAdtttN/zpT3/Cq6++ih//+MeYOnUq5s2bVzmujvNFUVhn+o0556KLLsK0adMq/69YsQITJkxAY2Njqeo2JRQi9auO7q5cdUB1SuHOPKcSJWrujOc4ilmVxV2gikqTRPOmZidRh+x4PtsWzbxq+nMO4WrmjP2nJlPNyQvUmmeds7JS+06KQM3V7np1aI510YwH8Xzek+PuZGiIWL6Onwu00cAc515QL6MIUGt+i2Oj5mlnwtbynQlY56gzU7s5qkEKbmw3tBZsbXSn9a2pqanKPOgc84HqOUQzoTNh6vrg8u0SnPuRjVSznDMBKqJ5j+4X/MzNIQ0eidezLjSLu1y8LEPrDNRfu12giuZNjvfiMRdIxexR/O0CbHg+z3GBbCrJBNQGVbk1gOuay9PLclVmy+UbZl3jOsljNGu6TDTsE5YbAzA1kwnb4wJtXIBLmXmc0O+e+Nype4Nzk6DJ2pXBecd5qK5avHePzgTS1NSEXXbZBfvttx8uv/xy7L333vjKV75SGWjd6S5durSya25pacHatWsrPgTuHIfm5mZst912VT+JRCLR1cj1LZFIdAd0SwZQQYfHSZMmoaWlBXPnzsW+++4L4I2393nz5uGKK64AALz97W9Hv379MHfuXJxyyikA3ghCeOyxx3DllVduUvlx98O3fe6sRo8eDcALXRJOiNgxT3q9YzdUSJjnRLFndTx1OxS9TwSv57HYHt5Ld4qxHdz9OZkGzW3JY3E3rMxlvLeTTojnxnPKJF50h+icdF3ovZMmAarFRLl7c+yHMmea9xaoZQZcHk/tG8eSuv9VpsNB50SZoLcTK3eBIXqvslyXhGMfVPpB85oCnlnpztia61t7e3vVPOc6xueT61w0OXM8GPzg1j6+YDJ4QHPsAh3jFOenrov6LEdwDkZ2SwXiuU7EOurzERlIBvCpEHBZuU4EXi0dkaUjG8Q6xfnNe2qgShwj1p+bgDg2yoAqIwbUSu04dlOtEC4ZANdOJwSugVxxTeFnZMKchJMGEblkBi6Xr8rOqDUu1pFzw+W55vnOQqOBfPHeapFz46/foS7PNcvVgCFt7+ai270Afvazn8Wxxx6LCRMmYOXKlZg9ezbuvfde3HbbbWhoaMAFF1yAmTNnYtddd8Wuu+6KmTNnYuDAgTj99NMBvPFFfNZZZ+HCCy/EiBEjMHz4cEyfPh177rknjjzyyK3cukQi0ZuR61sikegu6HYvgEuWLMHHPvYxLFq0CEOHDsVee+2F2267DUcddRQA4NOf/jTWrFmDc889tyKUescdd1R2qgBw9dVXo7GxEaecckpFKPWmm26y/m4bQnt7exUDw90KmT8yP3GHxLd9vsU7JskJjBLqNxJ98Hi+pspx6cY0JB6olfjQz+N1TsiYOxJl4iLLpqmK4jH1kXA7HMJJ3Khfm2uj7r4cu0c4tqqMgVVWsyzlD3d2mvYuHnM+KsoSxh2m+p+4VEGu3UQ9QdHIEKh4qhOJdingCGU1ncwG4a4v82HkPK3HBLoyuhO62/oGVK8dvAd9AJ1UBucz57B7TjifnSCvsluOPVfB9LgGc31l+XF+KFPoytfnI6apU/ZYywJqfYudCLsy9NGnsszHV/2vnaVGn6/IYCkj72SWWG9NGBDvyfKcH3eZdBnBPnFSVuxTfuYkcrT+cY7xO4/1dwwkGWhdL2IbWUdnoeJvfvdGHz5lkOO9nUVHy9AUrXHt1z7lcxDLHDx4MNrb262P+cai270A3njjjaXHGxoaMGPGDMyYMaPuOf3798e1116La6+9totrl0gkEpuOXN8SiUR3Qbd7Aexu6Nu3b9XukTvxeoLIQMfOQkVrgVq/Dx6LOwyN8InHuNvpjIC0+qPEz7TcuGPRCFl3TP0o4i6MvkEayRfrq0ya86NwUcjK2Gk/6r30f+4k2X8uoXYZg6Z1dD426ocUWTeXGknL4vWOQeW9OCd5bjxHo/viMY3OZL+VpYsr2+mrzxhQGx1XFoHHdsQ68p4ugrDeuMc5mhkxOo/GxsaqsVMfJj4n8fnWeemEjAkyMXEMtQynSVgWjck5pGwRUCs87cTsVXkg+sCxLTzmWEZlN10Evc5dFwXr1j71TXZKBryO63wUaWadNGWi8+NWlg/o6Nt6vohAB4NH38PYNmcR0jbynqx/HBsVYHZ+kmqFcmkC1YrhWGK3rimDp2txPMdZ79SSxflUZmGJ/o3qG062Pc7Rtra2nh0FnEgkEolEIpHYcsgXwEQikUgkEolehjQBbwD9+vWzIfTqfO+c6zVQAah1iqWJoUxMNdLpNKloDt9IEWsZzrynjsCRzlYaOpavFHk9yh3ooPPd9eroX4bY/2pacVR42T3ZfppunVAr4US6NUBGBT9jnZyTOOumYtURznGb0Hs6c0Y9KQZXNzVXx79dEJDKKzgpDDXfxTbWywHs3BycQ7X2nwvC2dRgiN6Itra2qmef40OzlAYlALXBH3Gecl5wXrl8sYoYBKASGa4MFX+Pa4/mkqWZ0slMqSkxnsfAFP4fZTw0yCyaUNVk7ORkdO2MzxcDUlQI2Ands27M1xuv08AUJ3bMsYkBLpoH3klilQXwqQmebXR9xP4rC0JyOeNVKsYFsfAzju3LL79cOYdtc3menVkZqB5/dY1yLkqsrxPK5xjzOiehRXAeavs7873ZGeQLYB3EL0o3QHygOIhl/gBOR5AD6l6geEwXCqA280SZH4R7gagX4epeAN3k1RdfzfoBdDzQzr9Lo7Kc1p/6xjj/Pn0BcAm1HXi9+omV6dC5vtVsGWUvgO4FuJ6eX/zMRQHrC597AdQXL5eJQ69zY+wWmc6UXxYl5+ZUvfq7+2l9O6PYn6hFjLJ0L/86rnF+6hx2xzjny3RO3fUbU4b7X8939dBnzj2fep2bn9pX8W99dss2aBH1nr3OrAGuTp3JplTWNod6bSyrm1tfXPn1nms3R8vqX1Z+2drh+mtTrtf+KzunM32j53RmnDqDhiJXSYvnnnsu82UmEtswnn32WYwfP35rV6NbIte3RGLbx+aucfkCWAft7e144YUXMGTIkG6fW7Q7gLlFn3322Uwz1Qlkf3UeG9tXRVFg5cqVGDduXLfWBNyayPVt45DP68Yh+2vjsLXWuDQB10GfPn2SPdgEZJ7RjUP2V+exMX0VxYUTtcj1bdOQz+vGIftr4/Bmr3G5PU4kEolEIpHoZcgXwEQikUgkEolehnwBTHQJmpubcemll9q8mIlaZH91HtlXia2NnIMbh+yvjcPW6q8MAkkkEolEIpHoZUgGMJFIJBKJRKKXIV8AE4lEIpFIJHoZ8gUwkUgkEolEopchXwATiUQikUgkehnyBTBRF/fddx/e+973Yty4cWhoaMBPf/rTquNFUWDGjBkYN24cBgwYgMMOOwyPP/541Tmtra04//zzMXLkSAwaNAjve9/78Nxzz72JrXhzcPnll2P//ffHkCFDMHr0aHzgAx/Ak08+WXVO9lcHrr/+euy1114V4dN3vvOd+M1vflM5nn2V2NLI9W3jkGvcxmGbWOOKRKIOfv3rXxcXX3xx8eMf/7gAUMyZM6fq+Be/+MViyJAhxY9//ONiwYIFxamnnlqMHTu2WLFiReWcc845p9hhhx2KuXPnFn/84x+Lww8/vNh7772L9evXv8mt2bI4+uiji1mzZhWPPfZY8ac//ak4/vjjix133LFYtWpV5Zzsrw78/Oc/L371q18VTz75ZPHkk08Wn/3sZ4t+/foVjz32WFEU2VeJLY9c3zYOucZtHLaFNS5fABOdgi6Q7e3tRUtLS/HFL36x8tnrr79eDB06tPjGN75RFEVRvPrqq0W/fv2K2bNnV855/vnniz59+hS33Xbbm1b3rYGlS5cWAIp58+YVRZH91RkMGzas+OY3v5l9lXjTkevbxiPXuI1Hd1vj0gSc2CQsXLgQixcvxpQpUyqfNTc349BDD8UDDzwAAJg/fz7WrVtXdc64ceMwefLkyjk9FcuXLwcADB8+HED2Vxna2towe/ZsrF69Gu985zuzrxJbHTkHN4xc4zqP7rrG5QtgYpOwePFiAMCYMWOqPh8zZkzl2OLFi9HU1IRhw4bVPacnoigKTJs2De9+97sxefJkANlfDgsWLMDgwYPR3NyMc845B3PmzMHb3va27KvEVkfOwXLkGtc5dPc1rrFL7pLotWhoaKj6vyiKms8UnTlnW8Z5552HRx99FPfff3/NseyvDuy2227405/+hFdffRU//vGPMXXqVMybN69yPPsqsbWRc9Aj17jOobuvcckAJjYJLS0tAFCzE1m6dGllV9PS0oK1a9di2bJldc/paTj//PPx85//HPfccw/Gjx9f+Tz7qxZNTU3YZZddsN9+++Hyyy/H3nvvja985SvZV4mtjpyD9ZFrXOfR3de4fAFMbBImTZqElpYWzJ07t/LZ2rVrMW/ePBx00EEAgLe//e3o169f1TmLFi3CY489Vjmnp6AoCpx33nn4yU9+grvvvhuTJk2qOp79tWEURYHW1tbsq8RWR87BWuQat/nodmtcl4SSJHokVq5cWTzyyCPFI488UgAorrrqquKRRx4p/v73vxdF8UYY+9ChQ4uf/OQnxYIFC4rTTjvNhrGPHz++uPPOO4s//vGPxXve854eGfL/8Y9/vBg6dGhx7733FosWLar8vPbaa5Vzsr86cNFFFxX33XdfsXDhwuLRRx8tPvvZzxZ9+vQp7rjjjqIosq8SWx65vm0cco3bOGwLa1y+ACbq4p577ikA1PxMnTq1KIo3wv4vvfTSoqWlpWhubi4OOeSQYsGCBVX3WLNmTXHeeecVw4cPLwYMGFCccMIJxTPPPLMVWrNl4foJQDFr1qzKOdlfHTjzzDOLiRMnFk1NTcWoUaOKI444orIwFkX2VWLLI9e3jUOucRuHbWGNayiKougaLjGRSCQSiUQisS0gfQATiUQikUgkehnyBTCRSCQSiUSilyFfABOJRCKRSCR6GfIFMJFIJBKJRKKXIV8AE4lEIpFIJHoZ8gUwkUgkEolEopchXwATiUQikUgkehnyBTCRSCQSiUSilyFfABM9Evfeey8aGhrw6quvbvI9nnzySbS0tGDlypVdVzGDpUuXYtSoUXj++ee3aDmJRKJnINe3RFcgM4EkeiTWrl2LV155BWPGjEFDQ8Mm3ePkk0/G3nvvjUsuuaSLa1eLadOmYcWKFfjmN7+5xctKJBLbNnJ9S3QF8gUwkTB47rnnsPPOO+Nvf/sbxo8fv8XLW7BgAd7xjnfghRdewLBhw7Z4eYlEovci17cEkCbgxBbGiy++iJaWFsycObPy2R/+8Ac0NTXhjjvuqHvdv/7rv+Ktb30rBg4ciJ133hmXXHIJ1q1bBwAoigJHHnkkjjnmGHD/8uqrr2LHHXfExRdfDKDWRPL3v/8d733vezFs2DAMGjQIe+yxB37961/XLf8HP/gB9t5776rF8aabbsL222+P22+/HbvvvjsGDx6MY445BosWLaqcc8YZZ+ADH/gAZs6ciTFjxmD77bfHZZddhvXr1+Nf/uVfMHz4cIwfPx7f+ta3qsrbc8890dLSgjlz5nSyZxOJxNZGrm+5vm3LyBfAxBbFqFGj8K1vfQszZszAww8/jFWrVuGjH/0ozj33XEyZMqXudUOGDMFNN92EJ554Al/5yldwww034OqrrwYANDQ04Oabb8aDDz6Ir371qwCAc845B2PGjMGMGTPs/T7xiU+gtbUV9913HxYsWIArrrgCgwcPrlv+fffdh/3226/m89deew1f/vKXccstt+C+++7DM888g+nTp1edc/fdd+OFF17Afffdh6uuugozZszACSecgGHDhuEPf/gDzjnnHJxzzjl49tlnq657xzvegd/+9rd165RIJLoXcn3L9W2bRpFIvAk499xzi7e+9a3FRz7ykWLy5MnFmjVrNur6K6+8snj7299e9dkPfvCDorm5ubjooouKgQMHFk8++WTl2D333FMAKJYtW1YURVHsueeexYwZMzpd3t577138n//zf6o+mzVrVgGg+Otf/1r57LrrrivGjBlT+X/q1KnFxIkTi7a2tspnu+22W3HwwQdX/l+/fn0xaNCg4nvf+17V/T/1qU8Vhx12WKfrmEgkugdyfcv1bVtE49Z9/Uz0Fnz5y1/G5MmT8YMf/AAPP/ww+vfvX3r+j370I1xzzTX461//ilWrVmH9+vXYbrvtqs750Ic+hDlz5uDyyy/H9ddfj7e+9a117/fJT34SH//4x3HHHXfgyCOPxEknnYS99tqr7vlr1qyxdRw4cCDe8pa3VP4fO3Ysli5dWnXOHnvsgT59Osj1MWPGYPLkyZX/+/btixEjRtRcN2DAALz22mt165RIJLoncn3L9W1bRJqAE28K/va3v+GFF15Ae3s7/v73v5ee+/vf/x4f/vCHceyxx+KXv/wlHnnkEVx88cVYu3Zt1XmvvfYa5s+fj759++Kpp54qvec//uM/4m9/+xs+9rGPYcGCBdhvv/1w7bXX1j1/5MiRWLZsWc3n/fr1q/q/oaGh4qdTdo77rL29veqzV155BaNGjSptRyKR6H7I9S3Xt20R+QKY2OJYu3YtPvKRj+DUU0/F5z//eZx11llYsmRJ3fP/8z//ExMnTsTFF1+M/fbbD7vuuqtdVC+88EL06dMHv/nNb/DVr34Vd999d2k9JkyYgHPOOQc/+clPcOGFF+KGG26oe+6+++6LJ554ovON7AI89thj2Hfffd/UMhOJxOYh17fOIde37od8AUxscVx88cVYvnw5vvrVr+LTn/40dt99d5x11ll1z99ll13wzDPPYPbs2fjv//5vfPWrX62JHvvVr36Fb33rW/jOd76Do446Cp/5zGcwdepUu6sFgAsuuAC33347Fi5ciD/+8Y+4++67sfvuu9etw9FHH43f/e53aGtr27RGbyS42y9zHE8kEt0Pub5tGLm+dU/kC2Bii+Lee+/FNddcg1tuuQXbbbcd+vTpg1tuuQX3338/rr/+envN+9//fnzqU5/Ceeedh3322QcPPPBAlVjpiy++iLPOOgszZszA//yf/xMAcOmll2LcuHE455xz7D3b2trwiU98ArvvvjuOOeYY7Lbbbvj6179et97HHXcc+vXrhzvvvHMzWt95/OxnP8OOO+6Igw8++E0pL5FIbD5yfesccn3rnkgh6ESiDr7+9a/jZz/7GW6//fYtXtY73vEOXHDBBTj99NO3eFmJRCKR61sio4ATiTr4p3/6JyxbtgwrV67EkCFDtlg5S5cuxcknn4zTTjtti5WRSCQSEbm+JZIBTCQSiUQikehlSB/ARCKRSCQSiV6GfAFMJBKJRCKR6GXIF8BEIpFIJBKJXoZ8AUwkEolEIpHoZcgXwEQikUgkEolehnwBTCQSiUQikehlyBfARCKRSCQSiV6GfAFMJBKJRCKR6GX4/wGxMPRy8q7UcgAAAABJRU5ErkJggg==' width=640.0/>\n", " </div>\n", " " ], "text/plain": [ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df = dp.get_integrated_intensity(df_roi) # integrate the DF ROI \n", "hs.plot.plot_images([df, virtual], label=[\"Virtual Dark Field\", \"Virtual Aperture\"], tight_layout=True, colorbar=None) # Plot both ROI's using hyperspy" ] }, { "cell_type": "markdown", "id": "aafad88d-0105-4528-8dcf-ea24c0d3eb27", "metadata": { "slideshow": { "slide_type": "slide" }, "tags": [] }, "source": [ "## 3.3 Finding Diffraction Vectors and Crystal Segmentation\n", "\n", "For many operations in `pyxem` such as Crystal Segmentation, Strain Mapping and Clustering we start with finding the set of diffraction vectors within the dataset. This starts with the function `s.find_peaks()` which we can use both interactively and non-interactively.\n", "\n", "Examples of Crystal Segmentation from Tina Bergh:\n", "\n", "<center><img src=\"Images/NanocrystalSegmentation.png\" alt=\"4D STEM GIF\" height=\"1000\" width=\"1000\"></center>\n", "\n", "\n", "```\n", "BERGH, T., JOHNSTONE, D.N., CROUT, P., HØGÅS, S., MIDGLEY, P.A., HOLMESTAD, R., VULLUM, P.E. and HELVOORT, A.T.J.V. (2020), Nanocrystal segmentation in scanning precession electron diffraction data. Journal of Microscopy, 279: 158-167. https://doi.org/10.1111/jmi.12850\n", "```\n", "\n", "In this case watershed segmentation from found peaks is shown but additional workflows using NNMF are also available." ] }, { "cell_type": "markdown", "id": "2fa3417d-7124-428e-a60c-b9700528620c", "metadata": {}, "source": [ "##### Removing Background" ] }, { "cell_type": "code", "execution_count": 10, "id": "209a8369-73c9-4798-ba6d-ad0b0c6d02cb", "metadata": { "tags": [] }, "outputs": [], "source": [ "dp_sub = dp.subtract_diffraction_background(method=\"difference of gaussians\", min_sigma=4, max_sigma=8)" ] }, { "cell_type": "markdown", "id": "a79e3a4f-c587-4e62-bb26-9c298555e2e4", "metadata": {}, "source": [ "##### Finding Diffraction Vectors" ] }, { "cell_type": "code", "execution_count": 11, "id": "ee33a000-d7bf-43fe-b31b-e4a60a8e928e", "metadata": { "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING:silx.opencl.common:Unable to import pyOpenCl. Please install it from: https://pypi.org/project/pyopencl\n", "WARNING:silx.opencl.common:Unable to import pyOpenCl. Please install it from: https://pypi.org/project/pyopencl\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "58190ca03e5749998995e216d1b9009d", "version_major": 2, "version_minor": 0 }, "text/plain": [ "VBox(children=(Accordion(children=(VBox(children=(HBox(children=(Label(value='x', layout=Layout(width='15%')),…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "WARNING:hyperspy_gui_traitsui:The module://ipympl.backend_nbagg matplotlib backend is not compatible with the traitsui GUI elements. For more information, read http://hyperspy.readthedocs.io/en/stable/user_guide/getting_started.html#possible-warnings-when-importing-hyperspy.\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "20d9c8a5609b4a0b8e31384a86a48b62", "version_major": 2, "version_minor": 0 }, "image/png": 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", "text/html": [ "\n", " <div style=\"display: inline-block;\">\n", " <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n", " Figure MgO Nano-Crystals Navigator\n", " </div>\n", " <img 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", "text/html": [ "\n", " <div style=\"display: inline-block;\">\n", " <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n", " Figure MgO Nano-Crystals Signal\n", " </div>\n", " <img 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width=640.0/>\n", " </div>\n", " " ], "text/plain": [ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "dp_sliced = dp_sub.inav[20:30,20:30] # slice that data to make the interactive processing work better\n", "slic_max = np.max(dp_sliced.data) # find max of the data for scaling\n", "dp_sliced = dp_sliced/slic_max * 20 # scale the data for interactive find_peaks\n", "pks = dp_sliced.find_peaks(method=\"local_max\",\n", " threshold_abs=10, \n", " min_distance=3,vmax=10) # find peaks interactively " ] }, { "cell_type": "code", "execution_count": 12, "id": "52986b0c-db06-4859-b4a5-baa36dac3c93", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "<table>\n", " <tr>\n", " <td>\n", " <table>\n", " <thead>\n", " <tr>\n", " <th> Title: </th>\n", " <td> MgO Nano-Crystals </td>\n", " </tr>\n", " <tr>\n", " <th> SignalType: </th>\n", " <td> electron_diffraction </td>\n", " </tr>\n", " </thead>\n", " <thead>\n", " <tr>\n", " <td> </td>\n", " <th> Array </th>\n", " <th> Chunk </th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " \n", " <tr>\n", " <th> Bytes </th>\n", " <td> 872.09 MiB </td>\n", " <td> 17.80 MiB </td>\n", " </tr>\n", " \n", " <tr>\n", " <th> Shape </th>\n", " <td> (105, 105|144, 144) </td>\n", " <td> (15,15|<b>144</b>,<b>144</b>) </td>\n", " </tr>\n", " <tr>\n", " <th> Count </th>\n", " <td> 50 Tasks </td>\n", " <td> 49 Chunks </td>\n", " </tr>\n", " <tr>\n", " <th> Type </th>\n", " <td> float32 </td>\n", " <td> numpy.ndarray </td>\n", " </tr>\n", " </tbody>\n", " </table>\n", " </td>\n", " <td>\n", " <table>\n", " <thead>\n", " <tr>\n", " <th><p style=\"text-align:left;\">Navigation Axes</p> </th>\n", " <th> <p style=\"text-align:left;\">Signal Axes</p> </th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <td> <svg width=\"170\" height=\"170\" 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}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING:silx.opencl.common:Unable to import pyOpenCl. Please install it from: https://pypi.org/project/pyopencl\n", "WARNING:silx.opencl.common:Unable to import pyOpenCl. Please install it from: https://pypi.org/project/pyopencl\n" ] } ], "source": [ "# Convert to diffraction vectors (This workflow will be simplified once pyxem 1.0.0 is released!)\n", "from pyxem.signals import DiffractionVectors\n", "import numpy as np\n", "pks = dp_sub.find_peaks(interactive=False, \n", " method=\"local_max\",\n", " threshold_abs=2.2*slic_max/20,\n", " min_distance=3) # Finding peaks on the entire dataset\n", "dv = DiffractionVectors.from_peaks(peaks=pks,\n", " center=np.array(dp.axes_manager.signal_shape)/2-.5,\n", " calibration=dp.axes_manager.signal_axes[0].scale) # convert to Diffraction Vectors Signal" ] }, { "cell_type": "code", "execution_count": null, "id": "047f2043-a598-4e80-81e6-da4ba66b0284", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 14, "id": "e8fde149-9914-40ec-88e0-ac0070c6a636", "metadata": { "tags": [] }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": 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", "text/html": [ "\n", " <div style=\"display: inline-block;\">\n", " <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n", " Figure MgO Nano-Crystals Navigator\n", " </div>\n", " <img 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", "text/html": [ "\n", " <div style=\"display: inline-block;\">\n", " <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n", " Figure MgO Nano-Crystals Signal\n", " </div>\n", " <img 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' width=640.0/>\n", " </div>\n", " " ], "text/plain": [ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib widget\n", "from pyxem.signals.diffraction_vectors import generate_marker_inputs_from_peaks\n", "xx,yy = generate_marker_inputs_from_peaks(dv) # generating hyperspy markers from peaks\n", "dp_sub.plot(vmax=500)\n", "for x,y in zip(xx,yy):\n", " m = hs.plot.markers.point(y,x,\n", " color=\"blue\",\n", " size=50,)\n", " dp_sub.add_marker(m, plot_marker=True, permanent=False,)" ] }, { "cell_type": "markdown", "id": "848865c9-0f6c-4f2d-975b-61204fa1ab63", "metadata": {}, "source": [ "##### Plotting Diffraction Vectors" ] }, { "cell_type": "code", "execution_count": 15, "id": "b27fcc95-b480-4378-830e-61ad3c98b39a", "metadata": { "tags": [] }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "plt.close(\"all\")" ] }, { "cell_type": "code", "execution_count": 16, "id": "154e5fd3-d9e2-4abc-8dc8-76543e581236", "metadata": { "slideshow": { "slide_type": "subslide" }, "tags": [] }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "d4aedd29ccb64c83933a9b66233926c8", "version_major": 2, "version_minor": 0 }, "image/png": 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", "text/html": [ "\n", " <div style=\"display: inline-block;\">\n", " <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n", " Figure Diffracting Pixels Map Signal\n", " </div>\n", " <img 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' width=640.0/>\n", " </div>\n", " " ], "text/plain": [ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot the map (number found) of diffraction vectors \n", "dv.get_diffracting_pixels_map().plot()" ] }, { "cell_type": "code", "execution_count": 17, "id": "3c1b8307-b9d0-4f13-90ec-f2a5b4b1ac04", "metadata": { "slideshow": { "slide_type": "fragment" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "59 unique vectors were found.\n", "58 unique vectors.\n" ] } ], "source": [ "distance_threshold = 0.1\n", "min_samples = 7\n", "# cluster the vectors to get only the unique vectors\n", "unique_peaks = dv.get_unique_vectors(method='DBSCAN',\n", " distance_threshold=distance_threshold,\n", " min_samples=min_samples)\n", "print(np.shape(unique_peaks.data)[0], ' unique vectors were found.')\n", "\n", "#remove the zero beam\n", "unique_peaks = unique_peaks.filter_magnitude(min_magnitude=.4,\n", " max_magnitude=np.inf) \n", "print(np.shape(unique_peaks)[0], ' unique vectors.')" ] }, { "cell_type": "code", "execution_count": 18, "id": "13ff6f5b-80d7-4ede-9c5e-6f2ca69476cf", "metadata": { "slideshow": { "slide_type": "fragment" }, "tags": [] }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "1b67113cdfb944b2b6ab3b3822332928", "version_major": 2, "version_minor": 0 }, "image/png": 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", "text/html": [ "\n", " <div style=\"display: inline-block;\">\n", " <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n", " Figure MgO Nano-Crystals Signal\n", " </div>\n", " <img 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' width=640.0/>\n", " </div>\n", " " ], "text/plain": [ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib widget\n", "dpt = dp.T\n", "dpt.plot()\n", "for x,y in zip(unique_peaks.data[:,1],unique_peaks.data[:,0]):\n", " markers = hs.plot.markers.point(x= x,y=y, color=\"r\")\n", " dpt.add_marker(markers, plot_on_signal=False)" ] }, { "cell_type": "markdown", "id": "cdf4a126-e0da-4992-9875-c48a9c45f892", "metadata": {}, "source": [ "##### Creating Virtual Images" ] }, { "cell_type": "code", "execution_count": 19, "id": "d8a9c1bc-1a1f-49de-9dc0-d5b027d5b847", "metadata": { "@deathbeds/jupyterlab-fonts": { "styles": { "": { "body[data-jp-deck-mode='presenting'] &": { "zoom": "218%" } } } }, "slideshow": { "slide_type": "fragment" }, "tags": [] }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "cc75de9c37764d0b874421d0086a113f", "version_major": 2, "version_minor": 0 }, "image/png": 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", "text/html": [ "\n", " <div style=\"display: inline-block;\">\n", " <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n", " Figure Stack of Integrated intensity Navigator\n", " </div>\n", " <img 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", "text/html": [ "\n", " <div style=\"display: inline-block;\">\n", " <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n", " Figure Stack of Integrated intensity Signal\n", " </div>\n", " <img 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' width=640.0/>\n", " </div>\n", " " ], "text/plain": [ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from pyxem.generators import VirtualDarkFieldGenerator\n", "radius=0.1\n", "vdfgen = VirtualDarkFieldGenerator(dp, unique_peaks) # generate the virtual darkfield images\n", "VDFs = vdfgen.get_virtual_dark_field_images(radius=radius) # create Dark Field images using the virtual appatures\n", "VDFs.compute() # compute it and load into RAM\n", "VDFs.plot() # plot the VDFS" ] }, { "cell_type": "code", "execution_count": 20, "id": "dc5bd554-0dd0-418f-8792-8cee0a36e975", "metadata": { "tags": [] }, "outputs": [], "source": [ "min_distance = 10.5 # min distance in pixels between seed points\n", "min_size = 30 # min size in pixels \n", "max_size = 10000 # max size in pixels\n", "max_number_of_grains = 2000 #\n", "marker_radius = 2 # plotting size of marker\n", "exclude_border = 2 # exclude pixels near border\n", "threshold= 0.5 # threshold for mask (as percent of max)" ] }, { "cell_type": "code", "execution_count": 21, "id": "38a778c3-9f15-4827-b643-58bf85b6d114", "metadata": { "slideshow": { "slide_type": "fragment" }, "tags": [] }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "050619f9ae254592abfca05ca8869cae", "version_major": 2, "version_minor": 0 }, "image/png": 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", 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width=640.0/>\n", " </div>\n", " " ], "text/plain": [ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# test for the right watershed parameters\n", "from pyxem.utils.segment_utils import separate_watershed\n", "i = 50\n", "sep_i = separate_watershed(\n", " VDFs.inav[i].data, min_distance=min_distance, min_size=min_size,\n", " max_size=max_size, max_number_of_grains=max_number_of_grains,\n", " exclude_border=exclude_border, marker_radius=marker_radius,\n", " threshold=threshold, plot_on=True)" ] }, { "cell_type": "code", "execution_count": 22, "id": "3d264ac9-fbe8-43f6-b472-c19fa6ea4d7f", "metadata": { "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/carterfrancis/PycharmProjects/pyxem/pyxem/signals/virtual_dark_field_image.py:110: UserWarning: Changed in version 0.15.0. May cause unexpectederrors related to managing the proper axes.\n", " warnings.warn(\n" ] } ], "source": [ "segs = VDFs.get_vdf_segments(min_distance=min_distance,\n", " min_size=min_size,\n", " max_size = max_size,\n", " max_number_of_grains = max_number_of_grains,\n", " exclude_border=exclude_border,\n", " marker_radius=marker_radius,\n", " threshold=threshold)" ] }, { "cell_type": "code", "execution_count": 23, "id": "ff5bd781-05e6-4183-9500-a853fdde9b45", "metadata": { "tags": [] }, "outputs": [], "source": [ "corr_threshold=0.4\n", "vector_threshold=4\n", "segment_threshold=3" ] }, { "cell_type": "code", "execution_count": 24, "id": "fa9f5d1c-4e82-464f-bcd4-153e6c1fcaac", "metadata": { "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ " 0%| | 0/127 [00:00<?, ?it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "7 correlated segments were found.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "corrsegs = segs.correlate_vdf_segments(\n", " corr_threshold=corr_threshold, vector_threshold=vector_threshold,\n", " segment_threshold=segment_threshold)\n", "print(np.shape(corrsegs.segments)[0],' correlated segments were found.')\n", "num_segments = np.shape(corrsegs.segments)[0]" ] }, { "cell_type": "code", "execution_count": 25, "id": "009f16d3-d3ab-47d3-b94a-980e82d79dae", "metadata": { "tags": [] }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "574d2863561d42219eb74b74647fbafa", "version_major": 2, "version_minor": 0 }, "image/png": 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width=1500.0/>\n", " </div>\n", " " ], "text/plain": [ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "f = plt.figure(figsize=(15,6))\n", "virt_diff = corrsegs.get_virtual_electron_diffraction(calibration=dp.axes_manager.signal_axes[0].scale, shape=(144,144), sigma=.05)\n", "virt_diff.set_diffraction_calibration(dp.axes_manager.signal_axes[0].scale)\n", "segments = corrsegs.segments\n", "labels = [\"Segment: \" + str(i) for i in range(num_segments)] + [\"Segment: \" + str(i) +\"DP\" for i in range(num_segments)] # For adding labels\n", "hs.plot.plot_images(segments.split()+virt_diff.split(),\n", " per_row=num_segments,\n", " fig=f,tight_layout=True,\n", " colorbar=None,\n", " scalebar=\"all\",\n", " axes_decor=None,\n", " label =labels) # adjust this function to get nice quality plotting in hyperspy\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "7f3854e5-4639-4110-ad5b-af29ab6128e7", "metadata": {}, "source": [ "### 3.D Orientation Mapping" ] }, { "cell_type": "markdown", "id": "0e3199c8-d90f-41ed-ad0d-0c84ec37f9a2", "metadata": {}, "source": [ "Orientation Mapping in `pyxem` is very fast and powerful! There are many tools for aligning your data like:\n", "\n", "- Aligning your zero beam with [center_direct_beam](https://pyxem.readthedocs.io/en/stable/reference.html#pyxem.signals.Diffraction2D.center_direct_beam)\n", "- Removing astigmatism with [apply_affine_transformation](https://pyxem.readthedocs.io/en/stable/reference.html#pyxem.signals.Diffraction2D.apply_affine_transformation)\n", "- Removing the background as we did above using [subtract_background](https://pyxem.readthedocs.io/en/stable/reference.html#pyxem.signals.Diffraction2D.subtract_diffraction_background)\n", "\n", "For more information see this paper:\n", "\n", "```\n", "Niels Cautaerts, Phillip Crout, Håkon W. Ånes, Eric Prestat, Jiwon Jeong, Gerhard Dehm, Christian H. Liebscher,\n", "Free, flexible and fast: Orientation mapping using the multi-core and GPU-accelerated template matching capabilities in the Python-based open source 4D-STEM analysis toolbox Pyxem,\n", "Ultramicroscopy,\n", "Volume 237,\n", "2022,\n", "113517,\n", "ISSN 0304-3991,\n", "https://doi.org/10.1016/j.ultramic.2022.11351\n", "```\n", "\n", "<center><img src=\"Images/OrientationMapping.jpg\" alt=\"Orient1\" height=\"500\" width=\"500\"> <img src=\"Images/OrientationMapping2.jpg\" alt=\"Orient1\" height=\"600\" width=\"500\"></center>\n" ] }, { "cell_type": "code", "execution_count": 26, "id": "50e63c5d-aed1-4188-8b7e-2a45424110fb", "metadata": { "tags": [] }, "outputs": [], "source": [ "# import diffpy and diffsims for loading and simulating data\n", "import diffpy\n", "from diffsims.libraries.structure_library import StructureLibrary\n", "from diffsims.generators.diffraction_generator import DiffractionGenerator\n", "from diffsims.generators.library_generator import DiffractionLibraryGenerator" ] }, { "cell_type": "code", "execution_count": 27, "id": "881b3dd5-b13d-43db-98c8-550484c22f3b", "metadata": { "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/carterfrancis/mambaforge/envs/pyxem-dev/lib/python3.11/site-packages/diffsims/generators/sphere_mesh_generators.py:514: RuntimeWarning: invalid value encountered in divide\n", " phi2 = sign * np.nan_to_num(np.arccos(x_comp / norm_proj))\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Number of patterns: 1860\n", "Max Recip. Radius: 3.305186800893408 Inverse Angstroms\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " \r" ] } ], "source": [ "# Create a grid of roatations\n", "from diffsims.generators.rotation_list_generators import get_beam_directions_grid\n", "resolution = 1.5 # maximum angle in degrees between nearest templates. Pretty rough grid for speed.\n", "grid_cub = get_beam_directions_grid(\"hexagonal\", resolution, mesh=\"spherified_cube_edge\")\n", "print(\"Number of patterns: \", grid_cub.shape[0])\n", "\n", "# Parameters necessary for simulating a template library\n", "# half size of the images\n", "diffraction_calibration=dp.axes_manager.signal_axes[0].scale\n", "half_shape = (dp.data.shape[-2]//2, dp.data.shape[-1]//2)\n", "# maximum radius in reciprocal space to calculate spot intensities for\n", "reciprocal_radius = np.sqrt(half_shape[0]**2 + half_shape[1]**2)*diffraction_calibration\n", "print(\"Max Recip. Radius: \", reciprocal_radius, \"Inverse Angstroms\")\n", "\n", "\n", "# simulate the diffraction patterns for MgO\n", "structure_matrix = diffpy.structure.loadStructure(\"data/MgO.cif\")\n", "\n", "# \"The microscope = the parameters that determine how the templates are calculated\"\n", "diff_gen = DiffractionGenerator(accelerating_voltage=300,\n", " precession_angle=0,\n", " scattering_params=None,\n", " shape_factor_model=\"linear\",\n", " minimum_intensity=0.1,\n", " )\n", "\n", "lib_gen = DiffractionLibraryGenerator(diff_gen)\n", "\n", "# Generating a library\n", "# \"Library of structures and orientations\"\n", "library_phases_mgo = StructureLibrary([\"MgO\"], [structure_matrix], [grid_cub])\n", "# Calculate the actual library\n", "\n", "diff_lib_mgo = lib_gen.get_diffraction_library(library_phases_mgo,\n", " calibration=diffraction_calibration,\n", " reciprocal_radius=2,\n", " half_shape=half_shape,\n", " with_direct_beam=False,\n", " max_excitation_error=0.07)" ] }, { "cell_type": "code", "execution_count": 28, "id": "46030cfc-6c7d-445d-a324-971734c133e6", "metadata": { "tags": [] }, "outputs": [], "source": [ "from pyxem.utils import indexation_utils as iutls" ] }, { "cell_type": "code", "execution_count": 29, "id": "377b13e8-6c65-4f99-be6a-011b4fa8486d", "metadata": { "tags": [] }, "outputs": [], "source": [ "delta_r = 2 # spacing in r (in pixels)\n", "delta_theta = 1 # spacings in theta (in degrees)\n", "max_r = None # max radius to consider\n", "intensity_transform_function = None # transform the intensity with a function\n", "find_direct_beam = False # convenience, if the pattern was not centered, this will perform a rough centering\n", "direct_beam_position = (72,72) # direct beam position (centered in pixels)\n", "normalize_image = True # divide the correlation by the norm of the image\n", "normalize_templates = True # divide the correlation by the norm of the template" ] }, { "cell_type": "code", "execution_count": 30, "id": "5c826581-9859-40bb-a8d4-84e5d46b36ba", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[ ] | 0% Completed | 85.29 us" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/carterfrancis/mambaforge/envs/pyxem-dev/lib/python3.11/site-packages/dask/base.py:1366: UserWarning: Running on a single-machine scheduler when a distributed client is active might lead to unexpected results.\n", " warnings.warn(\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[##### ] | 13% Completed | 2.02 sms" ] }, { "name": "stderr", "output_type": "stream", "text": [ "OMP: Info #276: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[########################################] | 100% Completed | 45.97 s\n" ] } ], "source": [ "frac_keep = 0.8 \n", "n_keep = None\n", "\n", "# if frac_keep < 1 or 1 < n_keep < number of templates then indexation\n", "# templates in \"indexes\" that have the highest \"fast\" correlation\n", "n_best = 2 # keep the 5 best rotations\n", "result, phasedict = iutls.index_dataset_with_template_rotation(dp_sub,\n", " diff_lib_mgo,\n", " phases = [\"MgO\"], # if we have multiple phases we can also specify which ones we want to consider. If it's not specified, all phases are used.\n", " n_best = n_best,\n", " frac_keep = frac_keep,\n", " n_keep = n_keep,\n", " delta_r = delta_r,\n", " delta_theta = delta_theta,\n", " max_r = 50,\n", " intensity_transform_function=intensity_transform_function,\n", " normalize_images = normalize_image,\n", " normalize_templates=normalize_templates,\n", " )" ] }, { "cell_type": "code", "execution_count": 31, "id": "d9a7dc94-9c18-4758-8d27-f169be70fc5a", "metadata": {}, "outputs": [], "source": [ "dp.compute_navigator()" ] }, { "cell_type": "code", "execution_count": 32, "id": "c073039a-01aa-4a98-a2b9-ce989c5d61e6", "metadata": { "tags": [] }, "outputs": [], "source": [ "mask = dp.navigator>5.5e5" ] }, { "cell_type": "code", "execution_count": 33, "id": "33bc417e-2657-4807-8e1c-05d133188334", "metadata": { "tags": [] }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "2675df1f7fba480d8fa4907b2c4394fc", "version_major": 2, "version_minor": 0 }, 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4NUJkFFToERGRASiPK1mvcM3PuJANrv2OHZTdDPazrcLwdCeYcmWM30oPS35Gg+05A9miz8gproiMN+pBFxEZLjnPf4B/9Q2nKUZg+SSHBTGbX+zJVZxeKCIiY0zGhfKiHRZ+Sc+UgUxwsU84wdxyD5IOhe70QNT2X2/J+D3rhkIXm+KKyLijHnQRkZGWgZ++nGPRkx2078cURhERGeUMsDvjr8oeas1Ce85P5pszkCkLBBnXT84NfhJeaQp6jEJyDoorImOYEnQRmZBWvpzhx3uL5gLGHL8XY7h4QM5vb12zLcN/v5JVI0pEZAzrc1xxKFQOCVmUJtjlKvWA5yjMM7dKd1VcERm7lKCLyIR0V4vLX9qLVtCx8ef+DRfPL7++psPj5005/tKmVpSIyFjW57gSJuLFSbeNv0J7JRaVq4uYoocHWBYdWIorImOc5qCLiIC/Mu4wL3m7PuVx1IbOYf1MEREZJj3FFRc/qQ4roUUdqIpAc7prb3l326LBcTL4SXzUYX3GcNTTbYP5LURkmClBFxEREREZCrYF1dGgBJvxE+maKGD5yXbYMR52tNfGgh5x47+nXA5/e7TofTGgNup/Vka11UTGOiXoIjIhrZga5fjaYZxzLiIi41rFuBIOT7coDEXPGb9sWqVh62G5NRt/Dnu2LOGOBmXYPM//3QCuN7xTtERkSClBF5FuRbFIYAOGFIZsxVVqxqZPzE5yRMyCVK73nYeIA9Ta0O75bTYRkfHOjysWYJHCm1hxJVgclM4cWBE/Ae+OZfnD2ttMoS46QNL2k/hWr1CezS1EEMeyFFdExjjdbhORbp3PVLZxFNs4jHOYMtKnM6hOfbKFK1/sGNFzWJqw2XZIFYckulkYSERknDmferZxGNs4inOYOtKnM6gqxhXX+HPH3SDBtoC6mJ9Yt1UYwg6QzUE62FYT9XvawzJrHTm/LFsGaMn6yX6RpUmbba+u5pCkmvgiY5V60EWkopXM4WRqqcUANh9gKvOJcx07RvrUBsWVM6OcXDOyQ9y3Zg3XvZxhW3b89CCJiHRnJbM4mTpqiePHlRlBXNk60qc2KLqNK+El3sZP0DtzfoJujJ9wl8t6/jY35y8C53p+z3t3rXaDn6wnHba6hus2p9lWXktdRMYMJegikjeXGA1B/ZdzaWARcbBz4NkczySmEeO3tLCOTlJjfPDcmVMiHB63/UbPCOk0hjWdHp1j+08pItItP674K5qdSz2LqPKHaHuG46lhGg6/pYl1pEiN8eHuvcYVK3ikvcLzSou6hQvB4UKWwmJyHoW57OHAKwv/75k14EGn55fvVFwRGbs0/kWkzA033MBrXvMaamtrmT59OmeeeSbPPvtsyT4XXXQRlmWVPJYvXz5CZzx4rmYWj3Mwj3Mwi0j4t/CSNv5ysVGWUMtqDvO3yX5bErdZvSjJorguxSLj3USNLVczh8c5jMc5jEUkIeJBMoc/RjvDEhxWhzFnIjD4X72nBDpCYZX2KP4q7RH8ZD2Dn8DHyJdWozYG9TGI2yxJ2qw+NMmihOKKyFilf70iZR588EEuvfRS/vrXv3LfffeRy+U47bTTaG9vL9nvTW96Ezt27Mg/fv/734/QGe+/KmweYSlnUd/9TjEP4jksstzBIp7gcP7CUqpG6DKyJGnzxFF1LArm2VVZ8MiCBGdO6sew9bA8TfiI9rx7tywKjSURkQomWmzx48pizmJy9zvFLIg7WMS4g4N4goP5C4upGqGLaZe4YsMjByc5c/J+xJXyRxyoARI97BMOhS+OKxZQjZ+oW0X7Gg9aM/6jI1OYuy4iY5aGuIuUueeee0qe33LLLUyfPp3Vq1dzwgkn5F+Px+PMnDlzuE9v0C0hzilM4giSJPI1YPB/ekDO9ns8nHDoocViEvgr8Brex3TuZR/Pkdqv81hR59BQqeSMA7/ck2N6xOL46kIjaU7c5rAonD85wtakR9yCIxIOZ9YZLODOlj7Ugt3fNmB4OuGwxfB3G3/eYB+dXedQ58BD7RqTKDJeTaTYsoQkp1DHEdSSKGlq2n55sBwQKS4z5rGYOGHFkPcxlXtp4TnS+3UeK6ZGaYgU3UT2vPxq6L/ck2N61CopizYnbnNYAs5viLA1HcSVKpszp0SwLLhz7yDFlfJ9PArz1B0K3WcW4CbA8iCS8bdF8eNLmIcb4z93guPYQATOrneoa4aH2hRXRMYaJegivWhubgagvr60d/mBBx5g+vTpTJ48mRNPPJEvfelLTJ8+fSROccCqsTmVSXyLORQyynCCmwueDRkHqoIJdR4UXzYSWHyb+VzMCwNO0G2g2oaVM2IsKx+SZ4GJwdoOj6MTNt86IF66vSPH1dNKu70vnBJhWcLmzpbO/p9Mb9MfTVGryiJI0MO/VzAp0MK/mdHHBN0CLp8WZbJj8VB7pt+nLCJj03iNLX5cqeNbzK+w1fHjSCYHVUFi7AXxJuDHlblczKYBJ+j5uDIvybLqoqZuJgeuiwHWdnocXeXwrXmx0jdnclw9qyyuTI2wrMrmzr0DiCu9Mba/YFw4v9wmqIUexJVcDThZP0EHP0G3gfay4zjk575bEbh8ZozJTpaH2hRXRMYaJegiPTDGcPnll/Mv//IvLF26NP/66aefzjvf+U7mzZvHxo0b+fznP88b3vAGVq9eTTwer3isdDpNOl1obLS0tAz5+ffmPhZyBFVFr0TAtiHpQqcDtoF4rrCojQtU54JtQMyFDo9+dReXWZq0efjgJFUu/jEd/Dl2AAasNNw3P4EzlEMeM/SenHsRSDeUvha21Zwc1DZBuh6sLHh9/29rgFNfTLFGK/qITBiDFVtGZ1w5hCOoKXolB7bnr2fS6fnX+bgTxBUbXAuq3cK2mA0dEQpDlPovH1fs4Lh5/oXeAu5bnNyPT+iDwYor4IfY4nsV4XGj5O+nUxeMhzceJp3l1PWdrOlQXBEZiyxjzNheMlNkCF166aXcfffdPPzww8yePbvb/Xbs2MG8efO4/fbbWbFiRcV9Vq5cybXXXjtUp9ovc4lxNXM4ixrqiVI6VhuIZCEXhYiBuAeZYFVay0CVgZy/Ai+eB47FQ9l2nvPSgMtKtrOVvs+BO6LK5vFDk4WkPFypNjyl8tw/Emzvod3R5BruandZuT3D1kzpJW5uzOLqxhhnTXGojwTft9tOGgsytf5PY/tDDSuxPYimIJvwT8xOQ6yV3ltnvjvbc9y1z+W2poEvKd/c3MykSZMG/H4RGT6DFVtGX1yZxVlMo54IhYt3cLGORCCX86/hcRsynh9LLAuqCHqRLX/klmN4KNvCc14KcFjJFrbS957gfFwB/6ZzxPZ7z/dDU85w195REFdcU4iBNhC1/b9n1vg3QaIWuB537kpz156c4orIGKRF4kS68dGPfpTf/OY3/OlPf+qxAQUwa9Ys5s2bx4YNG7rd56qrrqK5uTn/2LJly2Cfco9s4DCSHEGS46jh4nwjygqG0xVNpA6TX2P5DSY3aERZQW+HY/zedQ+wLY636riY6byPBo6zaphjxSqdQg8nF1yKiqfAhyddrg8d6Q0Ri/dNjVBfYU57Q8Ti4mmRQiOqEi8CXtR/uFWQq+q+EQV+gzJd5f/0IuAm+5qbA3DW5AivG+Ga7CIyPAYztoyOuFLFEVSXxRXjJ5jFF0IvuOYa/Bu8Lv5NX8vzk04niEWeBbbH8VY1FzOV9zF9/+KKhR+/Km3rh4aIxfumjWRcqQreb5csFYOFP58/5fo3OYJx8mdNifC6WsUVkbFIQ9xFyhhj+OhHP8qdd97JAw88wPz5lebRlWpqamLLli3MmjWr233i8Xi3w9+HQxU2D7OY2nzWG/RGRDyIG2j3gKjfQKqyoQM/Ge90/GHtVtHzZK6wwE97eBnxF2dblTiIm73dXJLe1LcTsy2IRyGT8RtpIZfKI+f70jkflrEZ6PigzGS/ITRcsgQNKxEZr4YitoyOuLKU2vLB4hHj9+q2R8gPca9yg7hioNNAdTDM3TX+MPSk7bdKnVwQjwCsorjySv/jSjoDruc/8tvswjZvGK+7+xtXjAWpBrD3gVU0Fz7l+Y+Qa/wV3ft5P0NERg8l6CJlLr30Un72s5/x61//mtraWnbu3AlAXV0dyWSStrY2Vq5cydlnn82sWbPYtGkTn/nMZ5g6dSpnnXXWCJ99ZSuoZyVzCiXRLAsSwZ1+F7+xBEDOvyPfAXjhkrC5wpw4g/9aylToyQ7qvqRysGIWVZfP5/5T93LjlXWsP9Jw+7X/9HdzKJlnnhyicTwWcMfBCX7alOULm/2sfmVjlHMbKlz2YvhD+MM2Tmyf37ORrR34p6cbINoGzv6tbi8i48N4iy0rmMxKGoviCpAIhlO7tn8zF/AXhnOCuFK0zHhJXAFSFMWVLIUhVVlIRTibaRzDpGCb46+Vcsj2/EdUjCuxwb3Rmo8ru0cirpSdSBT/TxG3IVwIz8GP77UxyKrcmshYpQRdpMz3vvc9AE466aSS12+55RYuuugiHMfhqaee4rbbbmPfvn3MmjWL17/+9axatYra2kEIvIPgBOpYTBVhF/TxTGKZP8mvsFM43NCjay9C/mZ8sKRs/nnQYAoXLYfgM8Kirf6cuiW7bN73uM0R07Kc2dnJ5l2Gw/Ml0oxfFiY69DNsFscsZhd9zuykw6KaoMHmFsrt5FfOhWDYfi5oSA6QscBES1d9F5EJbazHlhOoCUps+o6nhmUE86NDYSzxvEKMyW8re1IeZ0riik2h9pgHxqMBhwarCqbv8YfGJ1y/Fz7c3SGoC178MUUHdZygzBpF5d36b3F8hOJKufwgA8sf0VbMsUrCvYiMLUrQRcr0tm5iMpnkD3/4wzCdTWU1TnEHdliOpeD93izea2ZAl0V1gn/yhvwCNpmoRbrGoqbN62Z6d/FlIhw7Xiwch17oLTnhoSzHP9JB+xt2c95jO4k+WnR+ac/vZZ8U6zovcLC5EDNQGzTGXMehzXGosS3wMqV/trD2bP7rBXMj86wBJNzBe6zeh1HGbIsaB9oGviC+iIxioz229BhXDLzfNPBeM5XyeJPPBIviSuEY4YZipuy14kw2FAyNz2ehOcDB2DbthzUTd3NEi6cFdbdwaM4NkmLL71bP+ck+zn6M/87tR1yxBjGuuCb4LJOv8lkuZqG4IjIGaRV3kRHS0tJCXV1dv99X48CG106m2raCkjQWtAX/jINcOvH8NKKv1BbG+WVtfyX2Cm65qJbPXD+ZDQtfpKY9bE2EgiHueeWXi2BYe0lDKgp4tNV4vO6FmXzuW+t55+92dD2EFZxvJJgP2Fo2B30w1EA26pCK+H+Yy9e380xzjr8cnKzwXYpkCHolil7LRWFPfXfvqCwCRLMQb+p112wUdkcMCx/rKEy/7Aettisi+x1Xwl7vmrK4kobEpplE99T5Q8vBXzU8093FyqFwAc1RuqBI8bbuZCiMWw+f27TVRHndC/V87r9e4J1/eLmwu+tC1oVEDLI5v+c8HvRq51z/tZKbDl1vbPdZDLKRAcQV6JqMDzSuxLJQ0+TXQg8XiguqrPnD3/3vl7VhN4orImONetBFRrGLZsT4l7rSOXRRCxoith9/wzZGLAj6Yey38BsoaQ+IBMP8wkS7tH7ZcY908JVPGeLpsJiqV7RfpZ6OsGejUq8I+c+Jpwyfu6KZ54+extcuSfKJ77/YdffynobCaQ2aR/blWLUnzdcPjHNBvUNTsg8Ns0hwgsVtKScHk5r9r5eLQTrZ/fstA8lWf6V7uw+NQAeiDtTY1lBWexcR6TmuhC+Ux5UE/rBpz/Jrl+MGoSJ8hxu8KVJ0gFzwvPjGb6Vx12HscSi96Bb/7lcciafgc1d08PzyBr52UYJP3PpS0WGMX0rN8wqjs3Ju0QJxxdfifibn4akFpz+guAJdR1OFcQUgE4POHuJKKNYJiXThv0uWwuKpdvAIziVqQY2luCIy1ihBFxmFbGBptcPb66Oc2RALyqDBnroIO6bGsJ9vLySyOdgwP0lVp8fMXWnWL6ihcWeUKTutopIrYQMICrfY/eeLn0ux+LmwdwEKjYxKveVhGZzi14sz7XDeIERz8M6ftPO1+ZNZuzzJU0teYcHGdpLpstv4JpiTPhQtCANNaY8nm7N42QjHV1uQ6EPZmeJBBPmv5kGy028IpQ244XQBx+8VsXN+KZx8Lfmc/5rVh26LcAq/iMgQ6T6uRNk5NYb9fFvh2p6GDfOrSMVt/IugzexdEaa8bCAXJOglQ9NNfj9fOOa8uMc6/Fl8sQveZ3vBwqSU7R/u4x83mjO88yedfG1+NWtfF+OphU0seKmdZEfwOW7RHV5jgjnngzAyq/i0BxpXipXHFfCT92xxXOlmnZZIxl98NFz+xaFwb738HoeIjEka4i4yQnoailjjwPblU6hNB3f/a2MY4KdnTOPaD81hzSl/p7qj0BA55Y4jOHJtK9d8dSNH3H8i1/17O+f8qAOLDP64t/Kh6uXC8XHFspRm4mEJNhc6vArlaWwKy8qWvu+pI+K8cXU997/rrxzyXGthU9i5AvtXFq07Mf8zTNDJY2Xpfw99mtLzJDhG+OfM1PmlcxK7ITW1tIxObB9Eisrh9HKurVFo/Fs7bRqKKCIDMLC4MovrPjSfx0/5c0lcOfWO5TyzOIkxWSwrwdcu3hvElfA6H46o6kn5hT0chx0KS7DZ0OF0XVguv+5J1/c9dYTDG1fP5P73/JVDNrRSUSLmJ+mZQV4xzRmGuJKrqvze2D5wOkv/LOGfKRI8wnDuQKuluCIy1qgHXWQU6nDhuDUtXDcvwVkNfiPqkmsPYvUhNXQkbc647XDsogT5xVclOXKt30AxpPnayiQPnhbj++fso7TnIkrX+eLh9vKSLOXzBIPFdjqokJyHPcfFyXn4eSN7O/+Xu3NctyMohzM3xllTnL7VUg+VtwshmPsf/B5tC3rQ8ecDFi9cpCusiIwS+bhyUJKz6iOYlgyX/MdhrF5WR0fS4W23vbYsrlTz5vtf4YO3beLdPziar62s48HTEnz/nD0UumshX/asZBh7eJzyMmflibLt39TsoEJyHnYLl1+EwxJswefHIhCNBPPMy6SHptTY8MSVDv/3fXWFEVvgD2uPUQivOQqL0EXo+icXkTFHzUeRUcgD1na47HHJD0N8YXaC7dP96L1+Yemd9bfc38Qxj7cQyRne/Zsd/PnY6by4KAEREySM4aP8Fno4BN4q2idklz0Ptle8Cx/uV5yc++O2Hz0hxtqjLc7/1TYmNw9jXdag7daUg3UdHudPjzAtavX/fkGl/UtGXwZdJx4QSYGJgRe0ssL5gH3pudAquyIyhPJxxTP+fHLX8OLsJDumxwFYv7CmZP8337+LN/3pFZaua+Pcu7bz4LH1vLgoGsSV4oS8fNh6cTyplIWWx5nyaVPFxyme/xPGMI9HT4iz9rURzv/dDia3ud1f14dokOiQxxXLJR8UoimgKK4UzywIZxGEXzNsMyTsYO69BsmKjEVK0EVGqRoHYn0pFW7g4z/YzKHPtQPwpS+/yGeuirH2wGm0TjNU7XZxsqULuBWUL+wDXeesBx9SonxBnPLs0sYQob3G4mfvT/Ds0VnuPeeZPnyZQVI08jJmwdSoxbcPilPj0LdkuT88Cl8/3gaRJGSigO2v0OPYpSMODIWFgor/jC6QUWNKRIZOjROs/dbbpcbA5T94MT8l6YtfXs9nrloSxBWHqt02TjbMKMubkj2t+NmfudrlAdBgcGmvsfnZ+2t4drnh3vc/XbS9ty9Wlkjn65Vbpc/7YMjjSrFEWVyxizL0nClaXsb4Id7CH1HgZQuvi8iYogRdZBSqcWDD8VNowPJL2bRlKgwr7941X3uOtUt2cuRzR/PbN+xiyT+z3ZTD8UuiFeYJRigUbS0enl4+jzB8X3fz+lzaawyv2zCLvQ0uS55v7/O5DwqDP8cvBudPj/COWRGqq6xgdP8QNlai+L3odhrMdHDrwC2av+fi1+FNvALVjt+L1TqMowpEZMIKS6k1GM8va9lPpXHlFZb80+2mfGc4Pz0crx0OeQ/nrofX4ErrnvQ0r92mvSbO6zY0sLfBZsmmorjiOH5Z0c7i4xezIFk25SqdAdv2k1nw56m7fRvKNKxxJYbfi57MQGqaH1c6i+KKh39zYdq+0sEMYZk514A1zDFYRPaLEnSRUSjlwZXPtfOBGQmOr3EgGSnc5S8ye0eay7+/mcad6ZLX4xmPA19q57r/eIb/+bcDOOxvUd71k46g7Fol5Svtgt/qCIcxRigtwZajsChc8TH8sjqPnhDjV++Nc+UPnsP2ckzpbmh7OAJvCK9EUcsvYUYObtmRZXOHxzUzY/5nlg8UKDm3WPeL9BQrHl5YUn3OgvKhn7aBiAOmDtIWL+VyXLe1Lb85a/z/9iIigy3lwZUvdvCB6TGOr450u3DaATtSXP79F5i1M1Xyete4YnjXT1JB2bW+CrubwxXRipcdD0t7Fp+XRbhM+aMnxPj5xdXsbXDJRV263iC2IOb4N0G94EIajfjJay4oFu66QcwJevLdohvNXt8vvkMeV7rVTVyxLOisAQwvZXNct2tPfnPWM4orImOMEnSRUShn4CfbM5xYE+X42gjEHBZuSdE8KcK2GYVeh0TKY+n6DrY2JtjaaLA9WPJ8O44HU5qznHPXdj50YwNrvThLn4qx+LEMTj5QVxoO2LVcWtf5hRRtK7+E2GxYEuOhUxLcdW6ca07ZQU1HDz0SXvBRth2U2alwSvsjSJ5dA2ubXX79So71HR5nTIpAFKY6FnMjNriGnTOTpBIRXrUxaJS6cXD72ZDqrfPFsoIRnlW81JHlkfYcP9o7yKsLi4hUkDPwk5cznFgX5fg6GxyLBVs6aZ4cY9uMeH6/ZMpl6frmIK4kcDxY/HwbjmfK4kqMQ5+yWPKYKYoroe7mpJeXZSuepx7GneKD+e/ZsMTmoVOi/OKCBIbgGm1c/0tFipNVu1Da0g6Gg3vh+imen5B7xp96ZFlB8j6wBUB6jiv+DYCdMxKkYs7+xZXeWMHQ/XScl7JZHmnP8qOym/YiMraozJrICOmpHE7ovxZVc/FMv+EUlln75BWvKtrDxiKOIQ141LS7JSXYwmbL/5x9ANd9/GAeb3yFmrawkRQD2qg0f7xyubTe2BiinPpEA88cDtXtKdac8veeE3Twh3nXxvzhhlnTczW4geihfNkHZsb5waJqaE7zpWsO59klU/nJu9YN8gl0ZYD3b3uZH+1tGbRjqhyOiAwsrsziyisWFu3hYUhjEQdsatpzJSXYCnFlJtd+/CDWNDYFcSVUaYny7sql9cZgyHDqEzN55vBY8NxPdpc908YfVjyB1RArJOmdwXQs2/aHeKd7mB62PyXYeihflo8rwJc+dSjPzp+iuCIi/aIedJExoLjMWikvn5wDJSXYFm7q5PtXrg/2c+moyvC2R+r55NXNnH5XJ35jqVIC7lFaNselMJTd0F0tmQ1LHD50ewMvLHIxmKBsz2v45Hdf5PQ/7erhy5meG1H7q4f7A7/cneFvrTlwDbs+/gTz66qAKUNzHoF2z+OUjdt4NtP/OaAiIvstAjgGsy+bL7NWys4n50BJCbYFm9r5/pVPBfs5dFYleNsjM/nk1W2cflfYa9vdEuUxCtOjHAqxpPt55xuWRPnQ7cHq8cG+/k3pHBsOrOKUu47g5i+8yEFbS4fj43ndxxXL8pP3bG7gcae8o79IPq4Auz7yOPNrkyiuiEh/KEEXGe2MgazHCwcUyqyVKrQSPNti/cIqlq9uZnHRwmwLNnbwjt/t5FdvaeSeM+MYy/DmO4Maq/maLW7ZMcNyOOXl2cI5hKboOaSSDs8cDm++fzdTmsNGQpSGvT00GPJlyIZwIE/5lMYie3KGPeHwxpc6iEYz3DzNb5Quicc4oTo5qKeyLp3h/rYO1qTSpDV4SURGQjhrqazMWqnCvHI/rtSwfPXekgU/F25sD+LKLO45M4GxbN58Z5golw9pDz+4uGxacSLvUrrCux9jUkk76Dl3i95vY+FQlcpy5NOtJFNFsSsSlBczpnJcyQ979wpDw8NrsW0Hf5c+jhzrZiBASVzZ2E40mlZcEZF+UYIuMtp5QGeuhxIwxTVi/efv+s0uzr3r5fweyx9vYen6dh44bjJ3nlfFusNiRQl6uAhc+QRwt+h5mOGGvSCZoucRUgmLjmoHY7J8/Acv5Uu+AaTiNh1Jh6rOCl3ZYUfKUPLo8w2ALdkcl2z3e/s/MGXSoDSkXGNoD/7b3dfWwcd2vLLfxxQR2S8DyOPe+ZvtnHvX9vzzYx7fx6HrW3nwuAbuOi/OusMiZQl6jq4rtRdf8CNF+2YpTd5zpBLQUe0Ee+SIZiGRcWivimAshwN2uPzHdc9DbdSfUw7Biuy5buaVW34Cb9uQyhQNcQ8S8kgwL70vCXrxqfZCcUVE+qs/S2+KyEhwLKiLB7VPy/lDEf2HPwTQH5rYNeut7nD5yxmrOfOe7WBn/DJftkVQgJuuLbYoXe/hmaJ9HSAG1Q7X/uckzvvD5Iqnf+0nFnHu946s/N1y+OXQwsdQrJcWBWr7M+dxcK1NZzhg/YscsP5Frty5e8TOQ0QEgI7cgMqsVVLd4fLwGX/h7fe87Lcoq3P+quL5dU7KZam4+np+bnpQ9nOyw7Xfqee8P0zP77Xi9zt56G2PkOx0g+ME36E169/EriQeDZL2oMya08Md4UwO0mOj7KXiisj4ph50kVHs1p1ptqY9rp7X3R33wpxwk0+ws6x6+0wee3UdkOOK722m8eU0FlDd6XL+L3eydlGKy2+azRWfS9G4paihUyKcKxj0SOTL4eQI66WnEhbXfr2Gh95g01Hl91h87UMH8ab/2827fuv3tKRjhs5EDz0SYRWdqBPcKxjYirrdebDF5b+bc6SGaeTfg+0d3LavNf+8KefSNpRD+EVE+uHWV7JszRiunpPs5sZvZavefgCPvXoyAFd870UaX04VxZWtrF3UxuU3TeOKz2Vo3NLdNa+4lFrxyC2/lBp4pBJw7VfreOikOJ1VhfOLZjyqW3JYJsO773qFpetbuXzlQj/GhdUwsrnSHnDL8m9yW5Avs9bXIew9eLDZ5b+bFFdEZGgoQRcZxR5uydHuGq6enWDhxk6aqx22zSqeL2gwZaugGVz+fuQknjxkEgs27iOVKB0oc8yaFhr2uqw6q5G1R8YwwAFbcnRd8SaoG5uvgR5OXPTnAO5psHl+icMd74lS39zBsnX+0MatsxJsn5XIH+WAnZ10JuiZgz+8sF+rxvfNsx0eP9nV/6753a7LP1NplsZjOBVq0Bfr8DzWp/2bHPe3dQ7qKroiIoPp4TaPduNy9atsFmxqp7kmwrZZvV2k4e9HTubJQ2pZsLGjQlzZR8PeNKvOmsxTR9oYPA7YEsaQYuF6J+G1PlzjxH99T4PFi4uirD3SZW9DYSW2hS920Lgjje0aDnmuhTc+sJsFGztY9fbppJI27AsOlyubquUZ/yaEbfvTxFyvkKB7poepYz2w4NmUUVwRkSGjMmsy6m3ZsoU5c+Z0uz2bzfLoo49ywgknDONZ7b++lMMBOCJh8/iipF8O5+yZfPLqBV13Kkw/z/++bH0b957zRMmm8recesdyjngwwn9c0kLlYe4OfoIebvNLsBngpx+I8ckf+I26r6/cUDLnvV/C0Y3gt9v2c5h7+Tf4YVOWS7YNbDhnjW2xfcmB1NpdZwMVf86azhRHvbBlQJ8xWFQOR0QGFlcO4MqrD+m6U4W4snR9K/ee89ce48opdxzBkQ86/MclbVQe5u4Gj1jRuzJBXKnhum9M4vFT/szVVx7Iz8+cAcD9Z67h0OfbIVJaOR2Cw0Qdfyh7Z6U4tv9KjhiDH76c45LnB1ZrXHFFRHqjBF1GPcdxeNvb3sZPfvITamrKy4zByy+/TGNjI647uEOjh1pfGlIr5yU5d3qMhTHbL7N2aA3bZ5atuGvg5k+uZ/3CKr5/wWxW/dtTJFMeybTH/Jc6ueQ/lrDk+Q4u/8HmLsd/YV4VyU6Lxm0Gnp0NXpTC0hSVS+AYLC65I8mM9n2cc/dWABp3ppnSsh+ZtUVfKrn1yTUvZ7irufD/C3tcw9bswC5zNnBIPMZ1Mxo4a1Lh//d+2dLGdbua8s87PcOGzMjOXVRDSkT6FFcao5w7NcbC2hiXXHswqw+dxI6ZZT3oBn7wySdZv7CG718wjzv+bTXJlEci7TL/pQ4u+Y/DWPJ8G5f/4MUux39hQZJku0XjZgPPHhQs0hn2mAfzwUvKaxgMhkvumMrM1n2cd9dLLNzczsvTY+ydFIEsHLSpk0TOo6PG5l03L+PSW7Zy+v81+bEihl8HPYr/WeFHDOSSHMaiLIWF6Dvgmt0Z7mp18/vsyRm2ZhRXRGRoaIi7jHrGGB577DGWL1/Ob37zGw488MCK+4xHL6Zc1ra7LIzBC/OSXZPzwPqFVcQyhnPv3Mmy9e3EMx57Jkf56dkzmfFKhnTMYtXbZrDi97uI5gp/q4Ne6vBbCwkLpjRDWx2kExRKrhWXWbPZ0+Dw+xVxZrQ3c/iGvSWrtfdbWK0N/AZR2GYLTy+8TxDssy7t8VBb7zdh/tjq8mRqcIbKe/iL8dzV0sYrRasCP9TRyZMp1ZsVkbHnxbRhbafLwlqPF+dVdU3OA+sX1hDPeJx75zaWrm8tiisHMPOVNJmYzaq3NbLitzuIeibfrX3Qxs5gwTgbZjbD3jh0+uuWFIRTpjz2NFj8fkU1q5dHeMOjOZY81wYR/8Zv4850IRxZYHtw+DOtNOwNEtd8NVBTOmoeulYEpWh78PZ1GY+HOovnrFOYDh/Go7Tx40qn4oqIDA/1oMuo5zgOzzzzDB/72Md47LHHWLVqFaecckp++3juQQc4ospm9dIq3vbDw1i7uJpUvHLxhXf/+mW+8BW/NyOR9li/oIrTbj+C31z4JOsWVfH1S+byh3OeoH5ftiRJL7FlNuydgj+kvWzwouXXoz3zoSn85sLHWPJ8Wz++bQVhaVuAGiANmSykwl6JKP4CP8HzW/fm+Nh2NV66o54OEelvXHn7D4/mqcWTSHcTV9716+184SvPApBIu6xfUMMbb1/Oby58jGcW1fCNSw7knhV/pb4t6yfpIQe/VzsRheemwcuTKAyTKmJleObVDmc+NB1MmnfduZMvfinolY/QtSBJ8fj24nH24Wwsil6L48cVl9LF3DwDwb3lW5tzfGyX4kp3FFdERoYSdBn1bNtm586dTJs2jU996lN885vf5Ctf+Qof//jHgQmQoNc4PH5kHR1Zl9vfNp3PfrrrCAKAaM4QS/t3+G+4/gWWPN/OaauOINnp8c7f7eIT39vMKXccwee/sZF3/m5X4Y1O8MjgJ+jNUyDpQqcDXlGSfsA23Ia9dFZZJFMezmCsIBsJHnGgDW7ZnePft1We15c1kNbVqltqSIlIn+NKrcPjx9bR0eZy+xmz+Nynl1TcL5IzxIO4cv3161jyfBtvXLWcZKfLO363g0987wVOveNYPveN53jn73YU3li8fMmWmbBvMiRt6PRK1wKdtxN3egudVTa0G6Jpj3h4kzaMD7HgODkKU9fD3wmeh/uGwgR9L9zSlOXfXy5LwoOPyKK40hPFFZGRoSHuMmZYlsWNN97IEUccwfvf/36eeOIJfvjDH470aQ25l1IeFz/XzsrGeMXldkLZiEU24nc3/PTsmUxp9sfwdSZtPBumNGf5/Dc2cuRTraVvLJ4aOHUvWxe6fP3S2ZCzwFjEMx4rv7qReLQNB4+ajkH/ioXv4BnaBn8hdxERKfJSyuPip9tZWecQy3R/0c1FLHL5uDKbKc1+otuZdPBsiynNWT73jec46qnmygdwgIZmqO7ERCy+9oED2T497seVbz5HPN4RxBUP0vjxKKzsWSyCn1S7FFqufakQF4NsBMUVERlTlKDLmHPuueeyZMkSzjrrLE444QRuuummkT6lIbUnZ/jRzjT/fkAiKEVWWf2+LDNfzrB+YRXbZsVpmlIYTrhncpT1C6pY8nw7U/aVLToTTjGPADXtpBo91h4z05/TZyCZ8vCm7oFBmtctIiIja0/W8KNtad58aH23a5sATNmXZdbLKdYvrGHbrAR7yuLKhgNrWPH7nYURVWHSHP50gJpOqOoE4Pmjsrw4L0ay08P7eQuk3NJKa1Aoi25TWJvELnot/L0vIqbv+4qIjBLdt/ZFRrEjjjiCxx57jHg8XjIffTCsXLkSy7JKHjNnzsxvN8awcuVKGhsbSSaTnHTSSTz99NODeg4D8eY/NvHri54k2elx+fc3c9Onn81v+/3JDZy26ghOW3UEf3h9Q+kbHfwhglnAggXbOrn3vWu495wnuPecJ/xjKjkXEdkvozG2fPDGJXzzA3O73f7mP+7iroseC+LKC3z300/lt/2/k6dz5q1H0xnWRA9LZsYoTYqDYepWDL7/uae4971/5df/9hjJVDBG3cOfEx6WPc8BVUCC0iqfEaCavvWch0wOzNia/iYiogRdRr158+bhOF1vgU+bNo0//vGPnHvuuYO+ivuhhx7Kjh078o+nnio0Sm688Ua+/vWv853vfIfHHnuMmTNncuqpp9La2trDEQduSdLmiaPqWOR50Nl9Q+Puk6dyxm2H05l0+OqH5vLBGxdX3jFC6Vo9Ln4DKPx9OKu6FNc9j8DZDRH+clCCqv40wERExojREluWVNs8cVwdD1yzgY/f3LUEZ+j3J0/nbbe9ls6kzdc+dBAfuvGwyjsWzznvTzhOAyn8pL78ut/Ttr6yIpxdH+cvByepUotXRMYIDXGXUW/jxo3dbotEInz3u9/lu9/97qB+ZiQSKenZCBlj+OY3v8lnP/tZVqxYAcCPf/xjZsyYwc9+9jMuueSSQT0PgHYP/taaY3YSemr57J0coa3a4Z2/fZl/HD6JvZMjvOeXO7vsd9DGztJFeooPG/7srcOhrATagBWXVbNgl2tY3en1+vEiImPRaIkt7S78rTnH2R05Zu2qvDAnwN7J0SCu7CASVP849h9789vjaZdo2vgxo1JJs56EpczCimthybQwAIRxprfk3O5pH4tdOY/V7S6uFoMTkTFCCbqMSW95y1v4r//6L2bNmjUkx9+wYQONjY3E43GOOeYYrr/+eg488EA2btzIzp07Oe200/L7xuNxTjzxRB555JEhSdC3pD0uea6dYw5N9jqXLp7x+OKXX+RLH3sV6xZV8x/XPd//DzR0XaCnnENh3uBgCBpOf2v3+MyOjFbVFZFxabTEli0pj0ue7ntc+cKX11PT0c2t07DX3KZvrcriG8FhiTRT9DMULdrfqvB7KJyb3s3n/K3N5TNbFFdEZOxQgi5j0p///Gc6OzuH5NjHHHMMt912G4sWLeLll1/mi1/8IscddxxPP/00O3f6PdIzZswoec+MGTN46aWXejxuOp0mnS70VLS0tAz+yQdWfm0j3kCH84XzCHsaqlg8DD4seVMpWe9tW9jQSvvHPL/K4o3zIyzcmKNdjSkRGUeGIrYMZ1zpVlhexMOPGz0NSc9QmNpUQ6FcWgY/rthl73eBDvy55y7+kPeasmNm6VoH3eDHFZPj/FqjuCIiY4oSdJEyp59+ev73ZcuWceyxx3LQQQfx4x//mOXLlwN+ybdixpgur5W74YYbuPbaawd+YlEHnO6z7uWrmzn77ldYecV83vnbXRyzpp8NtQjdD1EMt1VKtMPhiZXkujle+L7wZwTIwiOdhv9uctXTISLjzlDElv2OK71YvnovZ9+9g2uvWMw7fr2dY1bvK7Qci2NC8TDz3q7fYTId9p5bwXHCHvXilqmNv1hcuG+cQjk2U3S8cHG54hJsESBr+3Fld05xRUTGDC2ZIWPSvHnziEajve84CKqrq1m2bBkbNmzIzx0MeztCu3bt6tLzUe6qq66iubk5/9iyZUv/TsSyoYeG2oJNnZz5/17hrjdN48V5yf4dG0qT7PKGTE/3Hnqad9iXbeHQRguezRh+0mJ6HWEvIjLWDUZs2e+4UiSK1aVReNCmDt7+/3Zy15tm8uKcqq43acPEuvwGbvFcclO0HxSS53AOOhQS/OKe83A4e5TCHPUofo+5W3TM8uOHHMCyeTZrKa6IyJiiBF3GpLVr1zJnzpxh+ax0Os26deuYNWsW8+fPZ+bMmdx333357ZlMhgcffJDjjjuux+PE43EmTZpU8uiXTBZybp8X4el3Z0GWQtJcPrw93NbT+wbyeRl6n+8uIjIODUZs2e+4ErAMTCdOsj9Fw8OEGUorcoB/fe+gkKhnKC2llg6etwf7ZfCTdlP0ek+xwSn67DBhFxEZJ5Sgy6h3wQUXlJSZ+ec//0k2O3S1wK644goefPBBNm7cyN/+9jfe8Y530NLSwoUXXohlWVx22WVcf/313Hnnnaxdu5aLLrqIqqoqzjvvvCE7p9Bb7t/Nby/8J8nOrhlxeZm1D924xN8QpXQRoLDueTjPr7iRNdzK5g2eXacyayIyPo3W2PKW+3fx6wv/TmtnJ51lmW5xmbWSpDjs1c4Fvyfx54lXUxiCXkUheQ7XNgnfVymEZ4Nt4XGKh7p3BscNtxfHrGjwiFHR2VMclVkTkTFFc9Bl1PvpT3/KV7/6VWprawE4/vjjeeKJJzjwwAOH5PO2bt3Kueeey+7du5k2bRrLly/nr3/9K/PmzQPgyiuvpLOzkw9/+MPs3buXY445hnvvvTd/fkNpd32Mfx5SW3EBuL2TI+yd7P+TnrstxeLn2/0NlYaZF+f3YZIOpeXTBquUWnfCuYdhD0sEGrBYZtnY4esiIuPEaI0tflyZRNo2eGXzmfZOjrJ3cpANFw9B92DD/CSPH1zLivteIeqZ0lJp0HVVdijEleIE21BIzsPjl3fk20XvrTRkPqw+Unxc139PQ8ximdV1+L6IyGhlGWPUDJZRzbZtdu7cyfTp0wGora3ln//855Al6MOlpaWFurq6Pu//xNIkT53byCc/s6DXfa+//gXe/ZtdVHVWHvfn2hYdSb+5EvUMCdcrDDEMezdiFBbeGSTtSQfHMyTSXmGFd0OhRz8LrR2Gxes72J2r3MkilTU3Nw94eKuIjA/9jiuHJln/rtl8/ooltCcdTA+jl66/fj1n/24HYdZ9x9tmcMO/z+Mv71hNVauLk4Mq16Xdc/Ci+Iu7AYm0RzTXQ1PTxR/SXrx6e3FvePk5pSms/h7uGybsNWX7B9ta07D4yXbFlX5SXBEZGepBFxkr4lGI9u2f7LWfmM9dp0/j1xc9WXH7+gVVvP3WwwB4929e5ktfftHfkMNv3MQH4XzLGODdP1jK4c+0+p+XCTaEjalgfmKNZfHc/CgffjnHT1p0/1BEZCituG8XJz3Ryut++ho6kt3PQb/2E4v40scOwuCXdctFLDIxm9f94igADn22nbsuepJzbjuK9QsSGMtPhW+48QXe+ftdhQMVz1cvDmlh73eO0vVJqov2CddICVd0DzkURmUVC+JMjY3iioiMGUrQZUx45pln8qvbGmNYv349bW1tJfscdthhI3Fqw2blpk7aXk73viOQjttsmF/F5SsXAn4Jtrf9YTfXXjGfdMymqtPlCze+yFc/NJcHj53CVZ85iJVf3Ug84xWGCsLgDDMP2nuWC5fespWG5qx/5Sn+jBx+T4cLVgZqLH9FYY1zFxEZOiu3ZZh58GSi738VmWjPg8DTcZt03AJj8Ynvv0jjzhTpuM3KTywiE7fpTPgX9c6ETXt1jHja4pqvPseRa1pLR2IVX9bDKVQRIAOPHl3Hb940lZXf3Eg8XWF+lUWh7BoUetGLh8AXC0p4WinFFREZO5Sgy5hw8sknUzwb461vfSvg14wN68S67vhexnV9ew4rZYjhkMXttYmxd3KEn5/ll+dxPMOb/9jE/751OlNachz9RAvn3PUyDx43hRfnJnhmUXXpvPbB/lPa/jFP/1OT/3vx/HPwG2nB8Ho3A2vThiZXjSgRkaG0PuXx7IwE7W+cSa5PiatfI23BxhRH/7OZupYsX/rYwUxryrJgYwoMLNjYjg0k0x7vvvsVkqlwlbiiQxR31BvAMZCBvbWRQjwKS6+Vn1a06H3F89Ardf4Hcc3NGsUVERkzlKDLqLdx48aRPoVR4faDEmxsrOZL1LKdZkxfGlMVdrn8+5s5966XAfj+lesH+SwrcClN+MMyO3H8XhWPkrmHHZ7hX7bkaBuqxelERAQI40qSLxFnO6k+9y1/6CuHcf6vtnHNV58F4PLvvsC5v9wOwPevfAriDlRFIOr4j564Blr9sehv/mMTb36gqbAmSqW3lk3BCs+5p+IfHR78y+YcbcrPRWQMUIIuo164wu2EF4/SEXV5mdY+JecLNnbmE/ApzTmSKZffXvBPZu7K9PLOYVJcaz1DvlekyrZ4ZEGSGz84l981Jth3zj9H6ARFRMa/Tlx2ke5Tcr5gY7ufgFdHmLw7Q7LV47eXrmHG5g5IWFAdDcqvefmku4twQbdo0fPieBCWZIPCCu+UbQvmqJsIXPIfS1jyfAeX37y5cqm1KFTVWDwyL8KNH1nE72ZXs++cx/rwbUVERoaqTsio19HRwaWXXsoBBxzA9OnTOe+889i9e/dIn9bw8zwO3NjOit/tINLTiriBZMrl0OfaOfS5dhpfTuN4cPDzHUxpGcRl2feHqfy7C/yjw2Pnhg5ya1uH+6xERCaUAze1c9bvtnUbV6JZj3f/ejsHbWonkfI45LlWDlnXQuOOThxjWLK+lSnNWT959jxww4cpPHIGMsEjGzxcA8aAZQr10UPFJdcMfndSlPycciDfu77k+Q7mbkt1P7XcAteGf6QMOze0k1vbsj9/LhGRIacedBn1rrnmGm699VbOP/98EokEP//5z/nQhz7E//7v/470qQ2vnMvyf+xl6TMt/O4NDWQjPQ8bdG2L1upehhb2IpoLSqINo7QxfHZnht3f26JyOCIiQ+yYJ/Zy6HOt3P2GGeQqxJVYxvDpbz3PFz++kHULa2itDpqOjgXxoJ8nXtbfE7X9R8jgJ+UBy0B1zsUK1ySJUpgKZeiarMco1FVvw18ozgErC5f/YHOv3zFt4LO7PXb/4CXFFREZ9ZSgy6j3q1/9iv/+7//mnHPOAeA973kPr3vd63BdF8fZvwR0TIlH/QZRxvRpEdr1C6s44r7X7tdHlpRgGyY1tsVzS5J8eGuGn+wbJb39IiLjlUuPcaWjyuF1v30dmZiNZ8OR952wnx+Yo6ojxSNnrKY6W7YiqUthXRLwx3nW4Peahz3pNcF+/ci0a2x47sAkH96Z4SejZRSZiEg3lKDLqLdlyxaOP/74/PPXvva1RCIRtm/fzpw5c0bwzIabBTEbklbPq+EEPNuifT970DOx4Z8FY+En6ZPedwA1NRHarnth2M9BRGRCSEag2oGE021cMZafpIf2N64Ey7Zjws/zgHTws7xcmgFSFIbA56jYcn30qDp+88aprPzGRuI5r8sETsuCmiqLSR84gJpqxRURGd00B11GPdd1icVKV36JRCLkchPwLrgdJOl9SNAHKpnyWLaujURqiIe29/QdPIMzN0FkSfXQnoOIyETmWBCxINa3G78DlUi5LF3XSiLVTQ1Pj8K8cxs/MTfB6zkK5dbCyh9hb3/wc+/koDxbTydhG5x5iisiMvqpB11GPWMMF110EfF4obZKKpXigx/8INXVhUD7q1/9aiROb1iZrAstuT4NcR+oBRs7+MM5T3DKHUf4n8kQtdti+I2t8vaaATJZ2q7ewL4W1VoTERkybVmM50IuMgxx5a+cesdynlmcLN1oA9XkV2anePH3cP55GCvCZB2CWOFvf/Mfm3jzH5v8EmyVup4M0J6l7XOKKyIy+ilBl1HvggsuwLJKU8T3vOc9I3Q2I+ddz7Ry/vQYlw/x3f8N86s45Y4jePFVSXbMiLN+QTWr/u0pqga7R724rE4xC4hFqfnCgUyeoTJrIiJD5V3Ppzh/aoTLFwxtc/D5+VWcesdyXnxVNf5FPt51p0o3bMtLroWvhc/Doe99uYtsRam5djGTZyVVZk1ERjUl6DLq3XrrrSN9CqPC0mqH+UkHf9nboRuLmErYPLPYvwmQits8lazm9rNmcsKje1mwqTO/34b5Sf52ZF2/j79gYwfLH2/pubcmEgxxn1vV7+OLiEjfLJ0cZf5+zynvXSrh8Mzi2vxzq1IMc2DD/GoeX1rHit/v4B+HT+aF+VUVc/lib7l/F1Nasr1P2jQGZ06CyHwNcReR0U0Juox6K1as6HUfy7L45S9/OQxnM3KunlfF4TUObcZQ05EjE42SjQ7hpMFAOm7z2U8fyNev2VCSoP/tyDo+efWCLvtXdbh4jkU6ZlPd4ZIOVv6t6vR74N/1m5f9BL1cMOfQYGizcmRSOUzKg1ob2j16nlwoIiL9dfVBSQ6PWbQZj5r2HJmoRTY69MsTGSzaqyLEjSHq+Rf39skOfz6xni9/aCEn/b2Jn73rAH751ln5dxR3ncfTHtGsAQuOXt3MlH09JOhBufU2L0emw48rVq2DaXcVV0RkVFKCLqNeXV3/e2nHpRhgeVTvzfCXM1Zz1WcO4n/PmD7SZ1XKwKpL1vLkobVc/9F5/OWM1Xzx46/i6UXV/PqiJwG/tnqe44IdjGnsiELO0JbJsXBjlj3/ug731XGqth1E53EvYdZmKnygiIjsr+oOl4ff9heu+szB/OKMWb2/YT+FpdtuuHEd7/z9Dgzw7u8sZe3iOrLRQlm3kCGDhQ1EMKS55qvP8467d0HMItmRAtsjvyx81AEsaMtCNApZQ1tLjoUvZtnzb0/CqycxfdvraTrur+TWtg35dxUR6S8l6DLq3XLLLSN9CqNDKgd2hHR1lC9+cA6rD6vt/T1DaPnqZr5+zYYurx+0qZPJrVlqO9JMac5y/i93snZJDVdfeWDXg9jhUr2QNs3kHmil85a9NOUgl/PguTSZy3Zhtk3AFftFRIZaZw6MTTpm88WPLuTxw4bnhnhYui3n+Em4BVx621b2TdpF1zprrv/wLHBtcOG1T+2jpjONaYWvfWQBW2ZCljbiTCLndODhEs9OgqhN5k97aPmvLTS5kHM9rOfaablsHe629LB8VxGR/lKCLjJGrG/JMcWymJqM8MziaqpTHgs2dfL8q5K9v7kfkimPBRs7urw+pbk0Sa7fl2Pp+q69D1sb42AblrzQxvoFVVR1utTvzfLzs2aQW9cOnZXL7HTQQbbWIttS1MO+xyP3o+b9+0IiIlLR+pYcUzyHqZMiPLOklqqUy4JN7Tz/qsGdp51IuSx4qUJcacnmfz/9wSb21EXZNjNRtIcB4xLFYFzIuRbkInRUOTx7cA0zOrP8em4NT83wyJClimoy5HCD3wFSVRHaiuKK2ZOl80fbBvX7iYgMJssYM4SFNUSkOy0tLf0evv+BaRFuflVhxZynFtdw2m2vHtTzWra+jXvPeaLX/f7n7Jl88vNd56D3ZPerHyH3ZOsAz0x60tzczKRJk0b6NERkBA1OXKnljbctH9TzWvpcK/e+96+97vc/Zx7AlVcd0uX16XhksNhXtLjcHLJ8hl1c9uq1bHqys8t7ZP8proiMDPWgi4wlrgfpQo/DgvXN3H/m36EuApbll6npSTwKKReywco41VFwrGAFnSwYSKbLVs2xgJrgfa4HVUAHvOX+3Sz+ZwunvJiio48L7eSea+/rNxURkeFQMa481L+40st6pYmUB4lY1w3ZHHieXy4t66/Ivnh1cxBXCv1HeykMdg/tw3AZObY9l+rlBEVExhYl6CJjyPqU4eamQhMlWh+l/rC5TK6eTszKEXP30cBupq5pp2ZzBpyyZW2jOci4EC7UlvSTcrKePxexEoO/f7iIbrD+zs5dGf76QifpHRlyGocjIjImdY0rMRoOm8+06slErSye28LztPLaNftYsDlVIa70sSlpVcjiw9eCQ+7cleavz3Z0iSuVolMO2NS3TxYRGVOUoIuMIQ91GB7qKDSkqhqSLP3ksSzkMCbTxiSeYyn/ZPnXtlGzJVu54RRz/BXhQ1m3NDm36FqjPNxeVC73oXaXf9+uldVFRMayrnGlisM+eRJHMI8aWnDZxB1s4itffZ4FW9J9T8j7y4KH2j3FFRGZ8JSgi4xhHWub+McB/83j2FiAhYeNy/fnVXFgQ4XhhM0ZSrLv2rJ9qiL+kPfWLF1EKFwxqoHWoa/BLiIiw6tj7Sv8/YD/ZDU2frww5PBIzYpCfXToPjiKWqUiIpTWshCRscYzeG1Zcm1psm1pMm1ZUm0e/7UlxbUvVVg0J+n4wxPD6madOfCMn5hXRSBi0+1kQo/CBMA0nJiw+e68GHHl6SIi40cQV7JtabJtGbJtWUybyy07Mly7bRB6tz3Pn3tezoUTqxVXRESUoIuMQw+35Ph1U4WGVMyBiOX3kjuWn5wb/KQ9Foxf97qZUB4m6MGjwbY4rMrGVkNKRGTce7jN49f7elsxrhfG+DHGM36iXlxIyECDo7giIqIEXaTMq171KizL6vK49NJLAbjooou6bFu+fHBL0gypRMQf2h4+HAvagmQ+5UJ7heHtIQ9oAxLwqw6X49el6OzjCu4iIhPZuI8tfZHJ+kl5PArpnL+CfCgKv2pRXBER0WwfkTKPPfYYrltYMGft2rWceuqpvPOd78y/9qY3vYlbbrkl/zwWqzDfe4hUYXF/ZCZVsQQ4MchFIGpBthU698KkA2HGbpKTu6k3nsqVllkDvxe9NdN977mIiOyX0RxbqrC4PzGHqkgMLKcQVxz8m7i5KMx6hWRDK8SBLP4N22Ke8W/wVkfJd4GnsxBx/OeZYOFSz0C6bD0UERHJU4IuUmbatGklz7/85S9z0EEHceKJJ+Zfi8fjzJw5c7hPDfCHvSy1DLXGBTyIxoNa5h7EPYjEwKuGrIFkhXnoHuAGDaOMW0jK3X40lrKwJGJx4ZQIP92b67VMrojIRDeaY4sNLCVHLY6foIdxxcFPru0IuNWQ9iDRWTm3tvCnSxUPT7etwnPP+GXVLNP1ZrDrn8SSpM2FUyP8tCmn8p0iMmFpiLtIDzKZDP/zP//D+973PqyiGq4PPPAA06dPZ9GiRXzgAx9g165dw3I+UaDWsrFMB2SbIbMPnCwQ9ExU1wNp2JuAXZPAs8CzyDoR2qqTRY8ErdUObsaDjEewBHzfpeHYqgg3LEwS11VERKRfRlNs8eOKhZXbC7m94LYU4oqXhVwW6ITdcdg2CVIWuBZZJ1oSVzqqkv5io8X1zqMRsIMgUakOOvjJftb/eewUhxsOrlJcEZEJzTLG6B6lSDfuuOMOzjvvPDZv3kxjYyMAq1atoqamhnnz5rFx40Y+//nPk8vlWL16NfF4vNtjpdNp0ul0/nlLSwtz5szp1/lcFJvCt6saqW7ehWWiYDuQSEO0Cuw4WImivQ3Y/j/vX5x7JCu//FYs6vwtZhcpbuW3F/yTgzen/UYVQEfO71UvFwNylAxpXPX2GXzm0nlsPOjPmPYK75Fh1dzczKRJk0b6NESkDwYrtgxqXGnfhoWN33djQVV1L3FlOdd++V35LQc/9yJ3XHS5v7ZJT6u8uS5kisZdWfgxJp1j1Vtm8JkPHqS4MkooroiMDCXoIj144xvfSCwW47e//W23++zYsYN58+Zx++23s2LFim73W7lyJddee+1+nc8H4vXcXDUbMp2A7Q9rd/dCoj7opTBgxSnvDn9x3mT+ccRMLAeIVrFtXh3fuPIg3vR/e5jSlgvKq8HZP7yX1zy41n9TDH8YYs7zhzl6gB2F2hnQ+jI/mmPzkaVJOn++A41FHHlqSImMHYMVWwY1ruTaAQuMC7lWP65YPcWVqaw+Yi7YbRCrpqOuhnWvmexXBCna9ewf/x+vefiZIIa4ftzycuAGlUMiUaibCvt28aMDLD5yqOLKaKG4IjIyNAddpBsvvfQS999/P7/61a963G/WrFnMmzePDRs29LjfVVddxeWXX55/PpCeDsAfJhiv8n/3stAZBSuKP06wco3aAze8woFPboFICiLVvHDwPP74pmPYPnUq26cW9jvZfhxagt6SSBY81x96CH6DK2KDlWTdXti4u5XONXv7f/4iIhPYYMaWQY0r0Rr/dy8HpPEHv/cUV14O4so+iNTywsGv4hfnvL/Lfiebf8LumD/P3Or056BjQzaYnx5xIJdk3V6bjS+30/m44oqITGxK0EW6ccsttzB9+nTe8pa39LhfU1MTW7ZsYdasWT3uF4/HexwCPyB2FKqnF70QrbxfLOo/qIW2DAet2cJvX//lyvvW+cMtad7m93REg2M6gOVh9m3iHLeVJ7ss4SsiIr0ZzNgyNHElArHiBe26iysOxJJAEto6OGjNxu7jSk0Qp9q3ARY4DmSz/qHtDGb3Rs6hTXFFRAQtEidSked53HLLLVx44YVEIoX7WG1tbVxxxRU8+uijbNq0iQceeIAzzjiDqVOnctZZZ43gGfdDVRRq+lC6p2Y61B4AVY3+I9HIukg9r8628pwaUSIi/TZuY0tVAmqqet8vOR2SMyE2HSY1QrKRddF6Xk2b4oqISEA96CIV3H///WzevJn3ve99Ja87jsNTTz3Fbbfdxr59+5g1axavf/3rWbVqFbW1tSN0tv1k97BkezYHxvi97U7XXpNqA8fEJ3NMtgNwyRj4qcmqzJqISB+M29hi97G/xy6KK8FbqgniipsC45LxPMUVEZnQtEicyAhpaWmhrq6uX+/5QLyem6sHML+wr9o7/RV2JwVzEcPLQ3l5nPYd4GVoBRbnWmkzBg9oD3pAokAcaBu6M5UyWsxHREZlXCnXXVzJvAK5DK1uTnFllFBcERkZ6kEXGbMi+D3hWQqL+eSoWBOtr6oSpc8zWehIweTa0sZU1QwAaoDnMBjgyVyKf2l9HoDzrSjXOwkW5lpp7/9ZiIjIiBiCuFIu40JHFiYnymqmT4WoUVwRkQlPCbrIGLEyOYOTI8VDHV0KQ9Vd/IYU+I2o/gyMsfBXgMt17dGIOIWkPZ0Bz4NkIr9qvIVH0NfOEifOfwW9MIuxmWrZ3NTpkrUNm/G4LptGRERGj2GJK+Uitr8WSpe3ROg9rjjcZCaTzbayOdfJdZ7iioiMPxriLjJC+jsU8YlJizg8kuz/B7lBg8vpbo6gjd+QynazPdCZ8o9VU03h3l5xA86ipAFnPOh8Gciy3mQ5L90BwG4MW/rV0JO+0FBEERm2uNKrPsaVEn2IK6HUbtZnWzjP7QRj2G08xZUhoLgiMjK0irvIeNfWAalUDzt49KkRlUwEyTkUelPC1eAjdCnFY9lQNQvsKpZ4Do9Ha1kdreVzTtkwehERGWf6GFdK9CGuhBxYEnV4PDFZcUVExh0NcRcZ72qqug5dd10/ca+p8uvRDohLYT5iDv9+Xwy/UVbUkxGbDE4Sk3qFd+U6+KvR2rwiIlJJH+NKZDLYVZjsXj+ueP29GSAiMnqpB11kvHOcCiVwLH9+eXni3m/FQwq94FE2zNCOgBOHaB3PAVs1DFFERLrVh7hiRcCOgzNJcUVExh0l6CKjnA3UYg/uP1bHhuqqvteuDRlTeFTUTe+4HYXETKrtKBqIKCIysoYkrgyZbuKKFYHoVKqtiOKKiIwrY+PaLDKBLXUSbJtyCIeMhjl2rgd7W/yfXVj4VWor9cobLNLcl5jEjbGaCttFRGS4jKq40qM+xJVIFTfao/17iIj0neagi4xyDha1Vk/zxCN028PQL+HlwODPAyxnBz3vyW563g1d5gkGXnIzXNf5MnidPKu5giIiI2pUxRWsbraF7+slruQ6eNYorojI+KEEXWRMsyg0cPZ3Dp4VPLzCc8/zH47tz1e3LIjHenh/5XPoNC5rMvtYh0dP68mLiMhIG+K4UnLMcHtP7+8mruCyJtfCOi+nuCIi44qGuIuMaQbIsP+NKPB7KTIUek2ikDXQ0hY8d+m+RyWCv9JujEqNrSWWzepoLYt0yRERGeWGOK6U9A3tT1yJsDoxmUU9jgQQERl71FoWkW5kIWrBpL7OGS9u1NmU16+1gDsiVXzejg/qWYqIyFiRpX9D53uKKwaLnOKKiIw7GuIuMoqdEKnmlGht0SvlwwW709f9emLAtsDuS+9E+Dk2fo+IId/7kkuB2wnAWuOx0ezPOYmIyP4Y8bjSZz3ElfwuFmuNq7giIuOKEnSRUeyCeD0Xx+uLXrHw/9lmenmnw/43pPojrFMbK/rd7yXpzLbiZtuotiy+5qVZY7pbDEhERIbauIgrxsP1PKpdh6+5GdaYwVjQTkRkdNAQd5ExxaNyI6p8Xl8OfyhhJRHKh5/vnxj+pcQAacp7OD7hpXij244F3OdUqxyOiMioMgbjSsd23tj2IlYU7osorojI+KIedJFxIRz+19d9bQavjE7lFXhTxuPyju3cn22jxhgMcKOX5o/q6RARGQNGc1xppcZ4GNflRjeluCIi44oSdJExo6eSN/0ZcmiC/aPgBu9z9mcwTeXPdoF/up3UGMNcy2aNcfm5l2XDsA2PFBGRng1BXBmU8my9xBWCuOJmFVdEZNxRgi4yZkTxGy2D0VMQrIzb1g4RB6qr9uNYlYc8Vls2f5m0EJPazZpMM0fl2iruJyIiI2UI4sqg6CWuZPexJtvMUal9g/R5IiKjh+agi4wZ/S1P0wc1VZDc37l7UbpeSmwwEWjfwcr0Hla6KZ6I1KgOuojIqDIEcWVQdBNXiEBmNytTTazMtCuuiMi4pB50kVEoCpwfm8Liktqu+ztksAKnLyXUehOWwCl+Hqz062U4EGi2bP5mXDqG4juIiEivhi2uDIpu4orxIJflQGPRjKO4IiLjkhJ0kVEojs23qg+g1hqMBHq4OYAHxh/qeKEd59XG5fhcG+1qSImIjIixH1cMkAXXcKGV4NV2hONz+xRXRGTc0bggkVHPAuJ0t6rt6JOFbDO0bwMMxKewtOYAtlXVc8iYbBiKiIw3YzCu5IfiZyFey9LqGWyL1HMIiisiMr6oB11k1At6DUZ1L4GD39ALhiQ6cYhPgfRebsns5eEM4KXYZrTSrojIyBuDcQX854kGbsm183B6D7idbNMK7iIyzihBFxkTRnMDxMNvRBX1xNhR3KjD2tRu1rhp/uLleHZUfwcRkYlmNF+TK8QV/FR9reX4cSXXyrPGrfRmEZExTUPcZcL585//zBlnnEFjYyOWZXHXXXeVbDfGsHLlShobG0kmk5x00kk8/fTTJfuk02k++tGPMnXqVKqrq3nb297G1q1bh/FbjCZZ/NI6pSsBd2D4l1w7h1sOP4vsTxk3EZHRTXFlsHUXVzz+peV5DifLz+K1I3JmIiJDTQm6TDjt7e0cfvjhfOc736m4/cYbb+TrX/863/nOd3jssceYOXMmp556Kq2trfl9LrvsMu68805uv/12Hn74Ydra2njrW9+K6+7/3fwVRHiEaqrGzNzAMp27IL2PKmwembSAJ5y4yqyJyLg26uOKFeGRSM34iStEVWZNRMYtyxgzmicgiQwpy7K48847OfPMMwG/l6OxsZHLLruMT33qU4DfqzFjxgy+8pWvcMkll9Dc3My0adP4yU9+wrvf/W4Atm/fzpw5c/j973/PG9/4xj59dktLC3V1dV1e/4Bdxc3ReqiqB2uwGlPhUMFKQxp72jaAY6ZbwI5AJAleJz9O7WZNtp1DLIcvuCm2juo5j2NXc3MzkyZNGunTEJnwRmVciVRzc2wKxMd4XIn6o7F+3LmdNZlmDkFxZSgproiMDN12FCmyceNGdu7cyWmnnZZ/LR6Pc+KJJ/LII48AsHr1arLZbMk+jY2NLF26NL9PJel0mpaWlpJHRdEEVDcMYiMK/AZPd0tO2IVtxviP3hgDpptjxhsgWgt4kN3Hu4zhbCvKJW6nGlEiMuGMirjixCExQnFlMI4ZxhXjgfF4lxPl7IjiioiMT0rQRYrs3LkTgBkzZpS8PmPGjPy2nTt3EovFmDJlSrf7VHLDDTdQV1eXf8yZM2eQz74nHv58vnJR/AZRsK2jE1rbez9caxo6Ut0cMyiz1rYVshk+kevgjW4fjikiMg5N+LgyKMcM48oWaNvCJzp288a04oqIjE9K0EUqsMp6GYwxXV4r19s+V111Fc3NzfnHli1bBuVc949LSQmbWAwS8eCJQ7eXiEQC4rHgSYSSlXbT+8DLkopP4cNuivu9HJ1Fbz3BcviunSCOiMjEMWHjSoke4krJtp7iSmfXuGJH+W6sRnFFRMYFJegiRWbOnAnQpcdi165d+d6PmTNnkslk2Lt3b7f7VBKPx5k0aVLJo9wSO84cO1bh3VBebma/GAM5F4xLSR3caARi0cLneQT7lQ0hjMUgEinsV3xuXobdxmWN7bDGghrLZnFwqVmCzRGWw2GWo4uPiEwIEyau5Hl0X1+9a+m0guIEvS9xxQGK4oodUVwRkXFB1zKRIvPnz2fmzJncd999+dcymQwPPvggxx13HABHHXUU0Wi0ZJ8dO3awdu3a/D4DdXvNPD6f7K4xFmVgc/oqcD1oafV/disHmU5oaevlYFlKFvRJTudXWJzW8gL31s7i8UR9vsza7ZEqDrEcjnfbS3o/RETGqwkTV/okR/e968V6iyvT+FnEL7N2e6SKQ7A4PrVPcUVExoXhvCqLjAptbW08//zz+ecbN27kiSeeoL6+nrlz53LZZZdx/fXXs3DhQhYuXMj1119PVVUV5513HgB1dXVcfPHFfOITn6ChoYH6+nquuOIKli1bximnnDKEZ56l+16JPjAGWtv84enRCEyqBaf4Hl0Uv+FU1CiKRYt6yvuocxdnuykOj1RzSut2Pm1FeRMOT0Rq+Jyb4gmz/yWDRERGkwkbV3pVIa4MROeesrgSU1wRkXFLCbpMOP/4xz94/etfn39++eWXA3DhhRdy6623cuWVV9LZ2cmHP/xh9u7dyzHHHMO9995LbW1t/j3f+MY3iEQivOtd76Kzs5OTTz6ZW2+9FcdxBvlsi0vODEIjyon4q/haFkTKz9V0/Qzb7v84Gy9Lg/Goxua1BqYBSdviMDvKZq24KyLj0ISOKz2qEFcGwsvQYNyiuGJI2iiuiMi4pDroIiOkubmZyZMnl7z2cO1BLIski16J4GfIA1kNdyjFCCaod93Uvh28stctCxNxeF3nPp7e354UqWjfvn0V6x+LyMShuCKDSXFFZGSoB11khDQ1NXV57V9aXxiBMxkm2ZE+gfGttbVVDSmRCa61tbXLa4orMlCKKyIjQz3oIiNk3759TJkyhc2bNysAFmlpaWHOnDls2bKl4orEE1V3fxdjDK2trTQ2NmLbWvdTZCLzPI9nn32WQw45RNfQIoorlSmuiIxO6kEXGSFh0Kurq1ODoYLuSgZNdJX+LrrBIyLgx5UDDjgA0DW0Ev1NKlNcERlddFtMREREREREZBRQgi4iIiIiIiIyCihBFxkh8Xica665hng8PtKnMqro71KZ/i4i0he6VnSlv0ll+ruIjE5aJE5ERERERERkFFAPuoiIiIiIiMgooARdREREREREZBRQgi4iIiIiIiIyCihBFxkhN910E/PnzyeRSHDUUUfx0EMPjfQpDZuVK1diWVbJY+bMmfntxhhWrlxJY2MjyWSSk046iaeffnoEz3ho/PnPf+aMM86gsbERy7K46667Srb35e+QTqf56Ec/ytSpU6muruZtb3sbW7duHcZvISKjxUSOK6DYAoorIuOBEnSREbBq1Souu+wyPvvZz7JmzRqOP/54Tj/9dDZv3jzSpzZsDj30UHbs2JF/PPXUU/ltN954I1//+tf5zne+w2OPPcbMmTM59dRTaW1tHcEzHnzt7e0cfvjhfOc736m4vS9/h8suu4w777yT22+/nYcffpi2tjbe+ta34rrucH0NERkFFFd8Ez22KK6IjANGRIbda1/7WvPBD36w5LUlS5aYT3/60yN0RsPrmmuuMYcffnjFbZ7nmZkzZ5ovf/nL+ddSqZSpq6sz3//+94fpDIcfYO6888788778Hfbt22ei0ai5/fbb8/ts27bN2LZt7rnnnmE7dxEZeRM9rhij2FJOcUVkbFIPusgwy2QyrF69mtNOO63k9dNOO41HHnlkhM5q+G3YsIHGxkbmz5/POeecw4svvgjAxo0b2blzZ8nfJx6Pc+KJJ06ov09f/g6rV68mm82W7NPY2MjSpUsn1N9KZKJTXClQbOme4orI2KAEXWSY7d69G9d1mTFjRsnrM2bMYOfOnSN0VsPrmGOO4bbbbuMPf/gDP/zhD9m5cyfHHXccTU1N+b/BRP77AH36O+zcuZNYLMaUKVO63UdExj/FFZ9iS88UV0TGhshIn4DIRGVZVslzY0yX18ar008/Pf/7smXLOPbYYznooIP48Y9/zPLly4GJ/fcpNpC/w0T9W4lMdBP9uqnY0jeKKyKjm3rQRYbZ1KlTcRyny53oXbt2dbmrPVFUV1ezbNkyNmzYkF9xd6L/ffryd5g5cyaZTIa9e/d2u4+IjH+KK5UptpRSXBEZG5SgiwyzWCzGUUcdxX333Vfy+n333cdxxx03Qmc1stLpNOvWrWPWrFnMnz+fmTNnlvx9MpkMDz744IT6+/Tl73DUUUcRjUZL9tmxYwdr166dUH8rkYlOcaUyxZZSiisiY4OGuIuMgMsvv5z3vve9HH300Rx77LHcfPPNbN68mQ9+8IMjfWrD4oorruCMM85g7ty57Nq1iy9+8Yu0tLRw4YUXYlkWl112Gddffz0LFy5k4cKFXH/99VRVVXHeeeeN9KkPqra2Np5//vn8840bN/LEE09QX1/P3Llze/071NXVcfHFF/OJT3yChoYG6uvrueKKK1i2bBmnnHLKSH0tERkBEz2ugGILKK6IjAsjt4C8yMT23e9+18ybN8/EYjFz5JFHmgcffHCkT2nYvPvd7zazZs0y0WjUNDY2mhUrVpinn346v93zPHPNNdeYmTNnmng8bk444QTz1FNPjeAZD40//elPBujyuPDCC40xffs7dHZ2mo985COmvr7eJJNJ89a3vtVs3rx5BL6NiIy0iRxXjFFsMUZxRWQ8sIwxZqRuDoiIiIiIiIiIT3PQRUREREREREYBJegiIiIiIiIio4ASdBEREREREZFRQAm6iIiIiIiIyCigBF1ERERERERkFFCCLiIiIiIiIjIKKEEXERERERERGQWUoIuIiIiIiIiMAkrQRUREREREREYBJegiIiIiIiIio4ASdBEREREREZFRQAm6iIiIiIiIyCigBF1ERERERERkFFCCLiIiIiIiIjIKKEEXERERERERGQWUoIuIiIiIiIiMAkrQRUREREREREYBJegiIiIiIiIio4ASdJH9cNNNNzF//nwSiQRHHXUUDz300EifkoiIjGGKKyIiE5sSdJEBWrVqFZdddhmf/exnWbNmDccffzynn346mzdvHulTExGRMUhxRURELGOMGemTEBmLjjnmGI488ki+973v5V87+OCDOfPMM7nhhhtG8MxERGQsUlwREZHISJ+AyFiUyWRYvXo1n/70p0teP+2003jkkUf6dAzP89i+fTu1tbVYljUUpykTgDGG1tZWGhsbsW0NihIZqxRXZLRQXBEZWUrQRQZg9+7duK7LjBkzSl6fMWMGO3furPiedDpNOp3OP9+2bRuHHHLIkJ6nTBxbtmxh9uzZI30aIjJAiisy2iiuiIwM3RYT2Q/lPRTGmG57LW644Qbq6uryDzWiZDDV1taO9CmIyCBQXJHRQnFFZGQoQRcZgKlTp+I4TpdejV27dnXp/QhdddVVNDc35x9btmwZjlOVCULDWUXGNsUVGW0UV0RGhhJ0kQGIxWIcddRR3HfffSWv33fffRx33HEV3xOPx5k0aVLJQ0REBBRXRETEpznoIgN0+eWX8973vpejjz6aY489lptvvpnNmzfzwQ9+cKRPTQbZCRGbxU7Qk2AbMIDppmfBMmABXuXtGeCnaZfcUJyoiIxpiisTxwkRm8WRIE6E9ZS667DuZXvGKK6IjCdK0EUG6N3vfjdNTU1cd9117Nixg6VLl/L73/+eefPmjfSpSR9FgUQfRvC9P+7w3rgTvMn1k3PXrtxosg04HmSdwmsm2MdAq4Ffpl3aBuUbiMh4orgy9vU5riSL4kpfEnRDt+NeFVdExhfVQRcZIS0tLdTV1Y30aUxoF8UdvlUV7bohTMJzfmsoYfmNLsBvQNkGbA9yjp+M2+WX0TAjD37NOvljtmZtGvemBr0h1dzcrOGtIhOc4srIuyju8K2aCnGlLAkviSvh9jAJN0X7V2KRv+kL0Ao0NimuiIwX6kEXkQllrm1xddK/9C12LGor9Vh4tj9UPer5SbptSpPwcBi74/m/V2xJBa9ZFkQ8/5gYEhGP79ZE+WHK5eGcN7hfTkREht1c2+Lqql7iSrGi5LqLvnSble2TAMUVkXFECbqITCgNFlwcd7rfIZw/7uD3khf3mJfr0nNeSZDc5xywLKK2xwVxh42uR3vw9nUupPr/VUREZBRosODiRA9xBQpJedEAq57u7faq6DhR4IKEw0bPoz3YvC6nuCIyVmkVdxGZcLpt/1hANNf9PMD9EXH93vasAwauqXZ4fEqE1XURFvXSrhMRkdGtx7x6qDq1y4bNX1MVxJUpiisiY5kSdBGZUNa5hlc3p3nWBAlzyPH8JBr8n2GPecTtY095H9jGn4se3gCw0FVYRGSMW+caXr03zbOuS0mqXjwDqrvf91f5sbSylMiYp6ahiEwoKeBJ15Dqsq6bVSidZpnC3PJu55gPhOnaO2/B2VGb452h6LYXEZGh1m1cKTaUSXSFdUrPjimuiIxVmoMuIhOKDVRbYBu7KCHH/91j2G9bWsDVMYeZxuMh1x3eDxcRkf2WjyvYlNyF7Wmu+RCygKsTDjPxeKhTcUVkrFGCLiITylLH4uFJcaosgp5yz18Qbtg6GgzYajCJiIwXSx2LhycHcQUDeOAN9yRwxRWR8UIJuohMKA74JXA8K5gDbvtJ+nB0cRgLXDtYfddfId4AK9Muf8xq4qCIyFiUjysGwAJrkIdi2fgxww3KflqAWzQCLL+Tv3aKAVZ2Kq6IjFWagy4iE0qHgcddQ6cxwRB3q9Cowiq8NhSM5d8YKPuM9Z5hs1FDSkRkLOoAHs95dOYv41ZpGOlrSKmwRonP5ENUYY2U8v0qxBVPcUVkLFKCLiITyrOe4ajmNM+5QcPF4Jc+86zC78PYprGAVckIn4upJo6IyFj0rGs4al+mEFegKKGmPHeuzDJgFQ1Tt/CfhyO+crb/PPy9p0MBq6ojfK632uwiMippiLuITEyOB07QKxH+hNIyaMMlij99MD3MnysiIoPHcsuGtxdVBzFU7v3OC163vWD6VfDcdcEOeuQ9gulR5d3zFYKWEzxEZMxRD7qITEzFpdTyldQGu6xahc90gkdxI80yLHHgwoitu6YiImOaKX10KdlpCvGm5HlRIl8Sl4oOG+5mlX1GySPcL4grUcUVkbFG/2ZFRDyGp6fBMuC4hc8M21IGlts2C+Lwi5xHbhhORUREhli3N3xtMF7RjVobTJDEGxs8r/Qmrof/uu0WOszzo+G7+QwLlkcsFiRsfpFVXBEZS9SDLiISoYdhh8PAhp/mPBa1Z2kfubMQEZHhEHELQ9jBHxpvByU/bbfCInBF5Tk9KldUy/esBwz8NG1Y1Kq4IjLWKEEXkQlpZYfLj1N+SRpc/PI17jBeEosWkL+m3eO/U54aUSIiY1hJXAG6nR/udX2px9e7Yxcf3uQ/UnFFZGxTgi4iE9JdGcNfckUruZuixXyGgwUdFqzJwc/TXuFcRERkTCqJK3kV4ko4Kt0qf62nGNTNtvw9AD+GdXiW4orIGKc56CIi4A8vtIe3MbM+B0ft1cxAEZHxqYdFR8Pe73C4urEK88y7HKabbV5wDDs4jrH9uNKskiAiY5kSdBERERGRoWKc0hrnxuk6j9wUbQtfsCqMeQ/HvnqF3fxF5Jyi1eFFZCxTgi4iE9KKiMPxznAXPBcRkfFqRczm+Ej57NFgUrhlFRZxM6bwejlT9D6srgvG5YfBF42RN0Z5ucg4ogRdRLoXBRJ+E8CkgOwIn88g+kQ8whFR6P+qPIPHAWotaDcjeRYiIsMoClYiyCfHW1xJRDgiYtHjFd3GL7FmSlZ4q8zYXXvRvTBxd4NjmJIkXnFFZOzTInEi0q34+RZTtjnUb3OInzO+eptPbU9zZWpkW4ZLo7BteoRDdKtURCaI+PkW9dscpmxziI23uNKS4cqO8rgSlkgrLoHmBK93k0LbXlFZtSCRD59bwbZ8SbbSYyyNWGxriHCIg4iMUWoWikhFyZUW0ZMt7Fr/Hn/iAxbOfOi4bnyMo7uyyubk2Mjeo9zqwnVtLtsq1bQVERlnqoK4Qllc6RxPcSXaS1zxgv8Je70rzTO3TDB0zSstpdZTl7jj98pvzRmuS7lsU/e5yJilBF1E8uy5YDX4v8fOtYgssvLtgujxFtY0SP/W4K7DH5o4hp0Ztzl8hOegdxpYkzV0jo+2qYhIF8VxJX6uhb3IxuAPA48cb2FPg8xEiSvhtd4umjNePsccCgl5mKhbZa9XeoMFGD+erMkproiMZRriLiJ5VVfbTHncYcrjDs6isFXg4OHfuLeXWNStdnAWjex5jhdLIrB6aoRFulUqIuNU8mqbuscd6vJxxcGQwMZvhEaWWEyZaHGlt+nnYdANf3eDh130CEfNG8sfBp+zwbNYErFYPSXCIg1xFxmzlKCLlLnhhht4zWteQ21tLdOnT+fMM8/k2WefLdnnoosuwrKsksfy5ctH6IwHQRVMesQmdlb3LQYLCxsb24LaO2zqnrCZ9BcbqobxPIsssS2eqIuzyPbPucqCRxoczoz3o1e8uHfC7MeKOoZCY0lEpIIJF1uqoK6XuOIRxSOOZ8GkO2wmP2FTN5JxxbF4YnKMRUEveBXwyGSHM2P7OdoqjDO2Aaco1ljdPLpTHKPy+wdz2cN565bmTImMdeq3ESnz4IMPcumll/Ka17yGXC7HZz/7WU477TSeeeYZqqur8/u96U1v4pZbbsk/j8ViI3G6+81ZAtFTLCJHWFiJwuuFQi4GK/g//znYi4OtKYi/zyJ7r8F7bv/OY0XcoqHSLUMDv0wbpttwfFEjaY5tcVgMzk9abPUgblkcEbE4M2Fj4XFnuq/Zsqn4a/e7W12HJha/L7+tjx8PnJ2wqUsbHsoqwxcZryZSbLGL4gqJwmXR/+lhkcMQwe9NDzqFg7hiUpAI4oq7v3ElZtNgFV2MLZM/i3xciZbFlYjF+fGyuBIP4kqmT0Gi9GnFWNBd6bTwHAsReMtbHRK7DdP+Gpx7uG/xsPewzFr+hjOcHbepyyquiIxFStBFytxzzz0lz2+55RamT5/O6tWrOeGEE/Kvx+NxZs6cOdynN7iqIXqqRc23umbGfoz3/88mHCtnSpsVCaj+tk37xR7p5wbWCLCBagtW1josK78iGX+NnLU5l6NjFt+aVH6eLlfXlr52YdJiWcThznRuQOfTHWNb5Krwe8rz/BaS5UGkw5CrsrBccDoN9HF4oQVcXm0z2fLUkBIZxyZMbAniSvW37C73PP0c0sMmi0sSgufFOayVgJpv27Re7OHub1xJRllWPCfc9sDyMCaIK1GLb9VUiCvVZXElEcSVTH/iSlijnNKbucX3hMO4UuF9lgdOOzxzhUP94x7T/hoEn7CGul32FpeS0umXV9lMTimuiIxFStBFetHc3AxAfX19yesPPPAA06dPZ/LkyZx44ol86UtfYvr06SNxigNWd5/t93AECp2/DiaI9na+FeCPrbNx8HCDPvVwItzALXXg4SkRqoKqM3gUklsLLAfua3D6mu8OjAkaO3Y3DRnPonmxxR9/F624efLThjeckeGBO6LUP+Fx5FV9H+9ugFP3uKxRI0pkQhmvsWVSWVzxf7PxSGCTAmxcYsG2DODhUpXf5hHFonO/zmGpAw9PjlBVvEJ6cSe1BfdNHsq4UtZtbip2o9OyxOLPv6vcFJ/0tOGEt2aJBGMNSo5TvKp7vtfcgRxgGYztcuo+lzU5xRWRscgyxuhfr0g3jDG8/e1vZ+/evTz00EP511etWkVNTQ3z5s1j48aNfP7znyeXy7F69Wri8XjFY6XTadLpdP55S0sLc+bMGfLvUIk911+4J36WhVXUNswvMIuFlx/abmPw8lstwky6kM5nHvJ7OiygY6WHt7Xv53JEBB6fEunaGxB+RHnnRnGDpBtNHtzVaVjZ7rK1bF75XBuurnY4K2ZRHx7bWBVXynVj8MR1Dm7MIjMFtp1eedmO2B444B6PbafbxJsMM/7s8errXJw+DrO/s9NwV8rjtj4Py++qubmZSZMmDfj9IjJ8Biu2jLa4UnW1TfQsC7sorviXcwuDg4WLv/BoDJsMYbevRyLY5scag437UA7vORcDdA4krkyOBB9ugbGDmuMDv8Y2eXBX2rCyo5u4UuVwVtyi3gq/dWVuHJ66zsGLQ6beYsfplfeN7YFZ93hsD+LKtD8bll3t4mQoGcruf7+g29zYQYw03JnNcVdacUVkLFKCLtKDSy+9lLvvvpuHH36Y2bNnd7vfjh07mDdvHrfffjsrVqyouM/KlSu59tprh+pUe2eDsxRwwFlsUfNzv2+8dG5gftcgD/b/r3hgu1XaMoBgu8FgG2g5x5B91GC29O3ScoRj+Qm6Q2m5mbAB1HX0Ye8r4AZD41+9J8eTZR38+RsCJfuXHqxlsYWbgFwCHrwjitvPBYsibfC2V2eItvfx8urBzZ0el7QOvHCtGlIiY8dgxZbRFlcm/dzOxw7/fwvXNA8bGw+DgyEa9J6DH0OimGBElkUWiGGRxcLFM9B2jiH3qMHra1yJWGUJulVI0Et6ofvXBDb0EFcmF8eVrgGqdaEfV9wq+MsdkX7HFacDjntnjtoXDfG9xScVrOLuuOD6K7n7f36Xm1Mel7QNfJSb4orIyNAq7iLd+OhHP8pvfvMb/vSnP/XYgAKYNWsW8+bNY8OGDd3uc9VVV9Hc3Jx/bNmyZbBPuUdWFUx+2C+hNunnhYHrfgru5HNeKyitBn4/hoeHhR08LLx8b7qFPxzRKyTwFlStSpL4XOVRBN3yKgw0DEvJlHPofQE2q4/7VWCAR38Q4d77ovzf7/qfnA9IbzccRGTcGMzYMtJxhSqY9LBfQq0mSM4BDA4eiXy0MNgYEhhsLFxsUsH2BIYoNqkgmQ9LsKWCHnXAgur+xhUD+blSVrC6eXEy7jnDWnXDAH//ocOf/hjhz7/rf3IOkKuCP94dZdubygKjZfzkPP8cfyX3AdyAEJHRQXPQRcoYY/joRz/KnXfeyQMPPMD8+fN7fU9TUxNbtmxh1qxZ3e4Tj8e7Hf4+1JIrLCatdHCryvvJQ35wL6zTXnhuFW0vvKtyT6/fvErjnG3jHJOggRxtRHnVBpufvT9YXCe/WI5/5OQQJaYWcEdthJ+mPL7Q6Z/vyiqbcxMVsv5wQEDw63H/lmPT2TbPXD6wGYq5JPzxt1GW3ugy+x6VvBGRoYktIx1X6lY6ZPJxxcYQrjjvYZECilduTwWTp8JbvKlgXxNElHS+Wkgxf0RXmvjZED3GJolNBsOBG+C/PlB0jS5a/DwZrtxe6ebvfrCAO+ocfpoyfKGjKK7Ey+NK8Urs/m+vvdhl6zts1l8xsL4xC/LjDAA/4Nr4sdQtOmb+5oRij8hYpQRdpMyll17Kz372M379619TW1vLzp07AairqyOZTNLW1sbKlSs5++yzmTVrFps2beIzn/kMU6dO5ayzzhrhs/dFTvCHG0awcDFEj7ewlnV3L73nO+zlW8ubT1aXfQxOg6FmkuG8/7VxcxYztsLh4Uq6djDUMDf0XcaLHZhd1G6ZbVsssu3ghE3RkPrSxlTtC4aq7fvR8+BA88H+vHURERj7sSVyAkQWW/nULxbEldJlRsObt17J8PbwtZBV9tzk/7fwW8nK7hisBohNsjjvFzZWzjBzq8XhEbv4ABVGIhUvmW4VXfMHHn8WOxazixYUnW1bLHLyC5oUfWbXuJLYn7hCN2ddtjJ8hY8WkTFGCbpIme9973sAnHTSSSWv33LLLVx00UU4jsNTTz3Fbbfdxr59+5g1axavf/3rWbVqFbW1tcNyjjVWz7HXvtDGeZ9FEpt0MCg90yWCFzeO/Jnm5XpLzotfK26SRPCoSXt86ktxGpoM0ZxXtACb8VdL75rZDz4LYrZFbbjom7Fp82xqIBjyWLxv0dxEwM5CpLWw2diQq6Zf3DjkqiwiHb1/0ZhlUQO09e8jRGSMGO2xpbe4ErnQJvo+izg2qWDdkSymJEEvzCvvXvlnVLo6lqfRYbiIpeGTX4rQsMcQLa98USkptYpij+eQr4Nu9q9nPWYVxRVs2oxNjeU/6+mkBiOueAl/uHukI3iheFmYCudZY0GbRrqLjClaJE5khLS0tFBXV9fv99VYsKE+TrUV9AZEDWTtYB4akIVPfdPjf8/38MulhfXMKw9LzxIhRZxJtAOlMb6XxdKBrouq558bm0jHq/j6p5s49xetZe8KGi1e8AbPgahbukjcYMhB1likgkGBl7fneCbn8ZcpEfLf1OAvqkPRF3EMXsTCLaqqtu9QuPd3/euSiKYdGv5pcfLbe2+0Zl3YnYOFe3PBf4n+0WI+IrJfcWVanOrwJqXj+bXIwt5Z1+LKb7rccT5AIriC54KV2LsqrfNRGkcqdfiWs8v2yz83NtGOA/nGJ/dw7qqiuGIZPxn3nKLV2sN55ia4IVt8O3n/7hBnjUXKK4orrsdfwkXieohjXsTCK5qRsO9Q+GM/40osbVP/T4sT35r1R6SFiu8NBPPPs8BuY1jY5NLXNUuLKa6IjAz1oIuMYhfFHf4lUjpfLQo0YBE1AJY/VDxfagUw/j7gz+yrNKCv+J5+BI8E6XxzpbxHvFxvI+fy2yxDuvoVfvyeOJvmTeGqr+2pcKSid4Tz6QZzWJ6BR7KGVZkcX6+2uSBu0RQrXruecK27oufGb89lDHZR23PSBovll/k9/7uOhRffZZU0IsOV7wGcFBy50hDJuMT39uELef5/sxo0KlFEhtZFcYd/iZbFFQsajJWPHXhd50n72wyQya9FUn5Dt7vnvQ0s7y1dzm8L48oFcTbNq+eqG4viikXXUmpW8fPiT+hnthreZQgu8o/kPFalPL5eY3NB0qLJK4orPQRJO2ewsxCW9qzdAK/5mB9XXjkWNr3bnxwQrgfjL9FaGKXgYXHArzxm/7+yr9HN0P4oUGNVmtkvIqOZEnSRUcgGltoWb4/anBkvrDbbVO+wfVYEe306LBcLLjy7IEZVp0fjzhzPHJpgz5QUhXqypT0Y5c9tPKJBQ6u3IO4no3bJ3MJKc9LDvR1a+dsxUXY3JHjzH+Isej5LMlWhJ7/85AaLBU3G8GTOwzMWx0fxe4W67FdhqGSZ+F7DQT8DbIg1W+w72F8Sqe0ACzdpUfe8x74FNm7SbxNOeQYmPW+I7y36vvnyPhU+QGOZRGQI2cBSx+LtcZszY4Uh3vm4si4NXiHJfHZhnFQiTDwt9tSngCyQyyfUxflh+fNQb5e2SiO0K02pDn+zaeavy6f6ceWeOIs2ZEimg4BYsgjpIF5Uy8JGk4EnXQ/PCuJKWanOnj+6sG98j+HAn/kvxfb5ccUDUrP9GulglcRrsGj4q0fjPcFxuhumICJjmoa4i4yQnoYi1gDbJyWojXhB16yNAW69oI7PfGEaG5ZuoLq9kPgd98CBHL2mk+uvfZkFa5aQrtmOw56ieuZ9G6perNKatGGpnEJJnK7HqPQ+jzhZM5dHTtnCsmfSpW8oHsM42A2MoLKOCU7VGshnOJSeJ5T0uv/961H2LrU47bQM994fY9+hhQ94zeU5Dvx50bhD1wpWV4IuLTgPWrPQuDc3oHnoGoooIr3GlSkJau1wXnYQV947mauum87zS58tiSvHPrCAtYfGsYzBsyLE2EKEpsLi4fRtqHqx8qhRiE0OXjerjhePTip+nyFBxryKR16/qTSuUHRiJpjOVL7myCAoud/ar5Z0d7cvCq8//k2HjefZ5LCIWqbkHUd8zOVVP/cKf5jwEMWxqugmcCvQuDs3oHnoiisiI0M96CKjUAdwXFua6xJRzor6A9wuvHUWf39Ngo6kzcn/71X+SL7A8wfFOHpNJ+D3iLtMx6OGKJtLjluerJfP8StW3uawgmObCsl5d8co7mc3xBmJW/y/zBiua/cbZyurHM6KWZXrq3fHpTB9AApdPUF7b+mXc7hJ/7lLDrdkDEFZszJf2133RUVkeHUAx7WkuS4R4ayYjXE8LvjvOfz96Co6klHe8P8WYoc96Hg8f1CMt/+uhX+/aTdv/cV8UlUzcKklzqaS45ZPiypfk6R83/L01N+nawLd2zFMGFdMBLwsJUExv/PQlBr7ZdpwXUcQV6qDuNLbZb24l73SH6Lo+ZL/cDnoh/7Itkf/G1oPKj5M8EHh1y2epqVedJFxQQm6yCjkAWs9wx5TiNobFkTZdoD/T/aZg0vr3r797laO+2sH0Yzh/FV7+eOJtTy/IIEJCq2FLYdKsbungYCV96+82Fy5QjOvmil7krz59/uo3zuMdVnDaQGeYZ0L58ctpg1K46W0JVW1A7AMxoI5dxuirfDK8rD0jwXGFHbvaRE8C78HZJBHZoqIQBBXXMMejyBZ9NhwUJxtjVEM8HRRXLEwvP13zbz1960c/mSKC362l/87aVI+rlAUVyrpabbS/lzeClPBa5jcVMXpdzdTvye89VzpDUNwMTXQ5MG6HJyfsJgWjszq10dV2rnwWtV2YLs/RW3uLyxePsGi6dji7xjEYdPNDWcTjHGwTNc7HCIy6ilBFxmlaghGQvfGwKe+/grL1vrz0r/6uZ1cfr3N9sYq0lUJInRgdZOg9zc57075voXedxuXemZtS/CdTz7fjyPup0K3DDHLYqoF3652/PJqA2GZsi9Z9DxonFnAsm8YarbZtCx1IA6Obfz/iMFKu54NrgORdoOV700J/guECbqIyBCpAWIlvbdW8L/+BdME3bHGWHz6q7tY9nQKgK9dtYOPf8Vm+6xqstUJLDoJe70rzRcfjOS8fN9Cz7lNjgZmbEvynY+/UPQ1esuSK0WqSq/1flIxC6ba8O1aJyiv1ge9rXVSYbS7BRz6VajZatG+1IEEOI4LCfI98p4DbgQi7YX/mri2P6zfWP66ArrpKzKmKEEXGYVqgA2TEjSEpdQibs8Zc9gxHfGj8PXX7uSddyY49TfzifAiEC4aVyrsdwhvwBcPUSzeu9LQ9Z7mtVvBu9IsBmwsUj2c/BAIk10Xzo9ZvGNKhGrHlA5V76v+LFznwrxfeMy+PwMrDc5y4NVAm3+AlxbaPLnM5i3HZYm02v6xI8M4qkBEJqwaYENtgoaoVzQnu3SBDat4/k6ZG67ezrt+meTUuw8iymYs2qlU97x8aHp3C5RWGroe7ldJuA5KmkPoEleMFZRY665nP9hevCksvRauWG97vfe4B/cAzk9YvCOxH3Glty9bwjDnlx4H3OfB9Qb7dcBR5OPKlgUWTx/qcNprPCKdRW/ziu/45vp5giIykpSgi4xCKeDKziwfiEU4PmL7d8MrBPI5W7N8+j92c8D2XNBrbIFtSKQ9Fj2f4aaP7eDLV05h5wGdOOyjL2PdKq36Xr4yb3dti7D/wqOaaGoKX1+5i3jGUL+3m8ZBvxopAxO1/FLxGItbUh6bXbimxu76pcotBJYHv2es7tqspccwwTTzCNBhFXrEg5GjDc2Gw5/xsN8KZAwvNcF1vyscOGsgpZ4OERkCKeDKVJYPWDbHR61uk9E5WzNc9R+vcMD2bMnribRh0YY0N31sGzdcOYkdB8Sw2dslSa/Uj138WqUYU75vsXB/jxpyNATrmldYmc3gJ9tWkGjnn1N4Hq7oZopuS+fnrvfx4mv55cuiFuAFcSUH11TZvce0RcBxwe8Zq895sw3YDhXjSn2zYel6F/ssIAcvNRmuu6ssrvTtY0RklFCCLjIK5YCfZF1OjNgcjw2ezeLnsuyb7LB1duGfbbLTcPhTabbMjrJldhTbMxzyXBrHg4Y9Lu/9+V7++IY5/IMkLx+QBtpLGkrdzUkPf5Y3qCjbVmn9WY84LjXEcnWc+4ud1LT3kNmGwxLz9w0GOTsNTtQF1mYNv04b1nuGM3I2eIaptsVcx2+obmUundEkC2c+6793MYUEPQVk+zmB3aVLUj+p2TCp2cDhFi81GR7xDD/qVEYuIkMvH1diNsdH/SXAF29Is6/OYevsfAX0IK50smV2jC2z8ePKupQfV/a6vPdne7j/9bX8wyTYMbsKiyzF1+6eZlcXx5LyRL48cS99XwKPWlymYJMN3m8q3A0oP0LROiCWoXTJ9eDN1sAmaefjSsqw3jWcEbPBMky1LOYG05q2MofOWFFcORg4NvjoTgYlrtS2QG2LgSMJ4orHj9IamSUylqnMmsgI6akcTui/klEujkXAMRjX4tYL6/j3/5xetIeFRzRosBhq2rxCCTYLrP/P3p3HyVHXif9/far6nJ57JslkyEHIQYCEgAHBKCDL4foTlEPlkmNFvrq4KgvICgpE1OCiy+567IEHl8ihCB64CnggGEGEcIQcBBLIfU3mnj6rPr8/PlXd1T09ZyZzJO/n49Gb6e7q6ppxqXe96/P+fN62+c/7zovq+cw3m4iyGj8bdimsSVaqXLu0wXCBDHPRxKjqyrHuqNep7B7g4kcryHqliZYe3hcPcFB9tS+7Imrzv5VhCDt8zvlfXp12FH/40jvNm2kFyRFZVa4XDXzizhw/fGbkVu+RdjhCiEHFlUSYy2N2Pne96+JaPvPvU9HY3lx0F4WLxiweV9WVLWrB5p8V77y4ls/dPoUoawlWZ/V1VivXLm0wLCDFfFxiKFxv4VNY9GqKp0/fgMoGStdtv8RdgfbmOfVVtu7uXQu2Tg3NLb3bl10R8+KKC59T/8OrM47kDzf7cQVIWmY6moupehshGvjED3L88GmJK0JMdDKCLsQEoJ1Cm7WSd/LJOVDUgu3QdWnu+n9b8m29FJBhDmG2Y9HRZ3IOhR63UDwfvb955y5RMswAIig0PXGLv/vlbG68bQdn/qaj/1/QGmCO/d7qI+l/OOPwXJsph9yqb2ZmZRw6LajYd8vedqfh1G9mWbtD7o0KIcaAt4hmsM2axsonvmZs2qTTChNX/u7/DsnHlbuv2JTfziVEinmE2IZFe79fG1xrPThaXqZYPXCoMVIcjCYcWMgujMLh9TlRljx5CPd8fBtz3+g9F77PeUnaS95V8fz7kfJw2uG5rDnWrdzIzJo4dCqoCHyXM4x56/3oTmtOvS3H2u0SV4TYH0iCLsREYLlFbdaKFQKya5sWbO9e3sNha9L5K6BD30hz0YPtPHhOLU64GlDYgYupgdZBKy05LFeCCBaaGGc91k5dq7+6r6KxpZ/RCQ1Fbcj2BX8VvDITI/do2OP4L24i3g53/N6GmGb+FIsTDx7ZA1u9TfPkKpcVGzVpWbNHCDEW8hmxZt2cCFsOClOcLkPwNq1rK1YdFufdy7s4fHVhNvO8dWkuur+NBz9cjxOuARQWbfn3B1pTHYpvBJebMqVR3sh5YGQc034sntQc82KSip7ADVW/O0Zfo+a69Pcs895gS977CA+94kob3PE7P64oTpxV/uuHa/U2zZMrXVa8LXFFiP2FJOhCjHdKg+32k8T2vti48MF2Lrm/DbwS9yXP9XDkyhS/e2+C3fW15MLxfILuX6uV7r50zrmvtOOs+QYLjUJp17R8W1W4iEvGLLorbBI9ZRL1/oZORkp/w/4lNu2BT95jjvOKE+HEg/e+3t5xzag5wBOvuXzufpkbKIQYQ32cE80ouhlVLh5RN+9d9GA7l/x4T/61dz/bw6JXU/zu5Ep2N9SRC8eJeAl6X2lw6Zxzn0Vpgq5MTPGOSaEJZzWRNHQlbFCKaZtzfPvqbV4pu8e1zKJvOpD65xeHU97icAqsXKHEXXm/p79w3GDihT+nfRA27YFP3uXFlZMsk6DvJRNXzPc/sdLlc/dJXBFifzLSsz2FECNNK8iG+khkTYmhxvZKEvH+LbnCcBWJDs2KJW/wkUfbzOI63lKw/gBzqb6K/4It2cw2FeSYTobyVx3X39zMh+4/pPzvZnmH4T/2xRnJxayONEaVfyu3aA66JsNB12S47idyESWEGGOW683VLlYYpTY/aywvtti9tvUlelxeOn4dH3mkFTDxwNywLT/fvK/7pcFpVBaKHFVkOJg0s/PbnPfTdl46fh2JHtdL2r1PKaf3qHf+DoFVSMpduzDCXo7lBlZ0H4BmROePD9XKzS4HXZXloKuyXPegxBUh9jcygi7EOHZXxmGzq7kpFu5zG4XjJdz+c82PLqjl2eMqQLnccNsupm3NoSyo7HG57N42Dn4rxr9+fhohtqHI9Luae6GosPB6sKzdYRIucdP6RmmWXTuZM37TyUUPmQu2TFSTjA+QHbuYiyjF4C+QBumprOYH3e6otZl5aq3LPcsLv0NLl6YrPUpfLoQQA7gr7Zq4Eg/nS91VSTptRtCLS5zuvaCOv7wzAcAXb9vOtK1ZlIbKbpd/uHcPs96O86+fn4TtxZX++HGkNM747zo04hKH/Ei6SyinSSRdlHb52AMdLFqZ5Mr/mMoNt+1m2havttsqubWsMEm5axVG0vsc+R78XdynspofpNxRa4v51FqXe56RuCLEgUISdCHGsWccl240N6kQh67L0FZrFbXDMRdWvYsIlx8fZ8WiGIe+kSIV9cv2CuXujbsdfvX3jbw1J046rr02OcWCi/eU60sLNtprqTZ9c46G1iQAG6dF2NxcOMbpWzIkY/2MNPhf4vVwH2lrHc29maHvd3cXvLxJs+AghT3AyH5PBtZ4i/M8uUqP6OrsQggxkp7JarpduCmuOPSNtNe+MxhXyq8ysvz4BCsWVTBvXZpkvPikuOTZHhpbcvz6fdWsnxslHddQJq6ULg4XZF6zwYly+JoQW6fCnnqTns9bl2Ha1iy2CwtfS/GB33Qy7400P/poLal44HiDbdR04DWtAq3WAn3PyyXrg5g8v9bR3DuM7Hx3l+blTS4LDrIGEVc0a7Z5ceU1d0RXZxdCjG/SZk2IMTKYdjgAR9uKF+tCaEw7nM/ePrX3RmWGtxetTPHM6evRjrkwUSXJrwbe9eRcVh/eQ4jNWGXnJJpH8DrCzf9bR043A/Dda7Zxyf2tA/4uZQVrIfuqtx/i7oK+1+PyyY7hXdhURmHr7RGqShfPL/meFRs1i7/c+2J0NEk7HCHE8OJKA/90+7R8WTuYyVNaWyZVVy5oM6q+6NUUy095vSjkBGlgyR8PYfXhPYTZWrYK3E/Qg2dl/7Sfo55o11TeOGot131lCveeXwvA8lM3sHBlyqw+X/q9wVFyu1Cm3+dB9kcBYShp7V4cV2z4XtLlk+3DjCsx2PofYarK3Lguiitvuyy+eWxXfZO4IsTYkARdjHuu62JZ+99yCYO5kFoaDXFBxGau7bdZi7OluaTwRcM9n9jCqsOifOvKBn750beJd7vEk5rZb6e59H+ncfjqNF/4t935RePMxQysmxshFXVJxbKc+1NNT0XxGr6+0suQHNM587Ec/3J7GwAHbc1S37YX8+BKJyz2PeVxQDd3uTyaKuxsjwubhznwYCk4vFlxy1k2Z7+j8Bd5+AWXW35R+H2TWc26HcM+5BEhF1JCiEHFlQqLC6IWc60QF/9gOn89toItzWEKFVnaiyubvLjSyC/PfYuKpEsspZnzZppLfjCdw1enuf6bO3vtf92cCOmoS7Iiy9k/1aQqCjlyuaTcl2EGZz6W4/pvtDF/TYptTWFaa22wYc6baeJJTXfM4oM/ncFV32nhzP/rLDRXD46W+zsuen2AP1xRYZqGXOADluLmLqcQV9QIxZVzbM5eHIgrf3O55eeBuJKRuCLEgUpK3MW49653vYt7772XefPmjfWhjLr1rmalo5kbgnWzI72Tc8+qw6JEM5pL7m/lyFdSxFKaljqbuy6qo2l7jnRE8aPzajjv0XbCOe+KRcHc9RnQmlQELrpf8YeTNOvmlF/R3S9rd6jhzMdyfOA3qaLV2ods4P46Rc9X5+DpzMBXRL9La14ZoUEHV5tF3h5d4bKrs3CQT6/TvLJZ7m0KISae9Y4XVyzNG7OjXnIeZE7Kqw6LEU1rLrmvlUWvJomlNS31Ie66uIGpflw5v5bzftZOOKvz52y/J3kqpvjYfYo/nqx5c44uu6K7+aYQDjW4VFDX2sURa1KgYdrWLNO2ZItWJrUdzdEvp2jc7RRKvILJeXDHhV+l9++XjyvaxJVgAZTGnPy1t62l+V1G88oIrcWWjysvlsSV1zWvbJK4IoSQEXQxAXz0ox/lscce4+tf/zqf+cxnxvpwRsygSxFD8EJtmNMeO5iXj4yR6mM+90UPtvONL20HB2Ipzar5Ud7zu1k8+YG3WHlEjK9f28jTp6+nodUxF1NlfPZ2uO8CXbbKPJoCKxsjy2ye/OB6cxG1NxwKF15Z83PGglRwqKWw2Dx39bh8rlPm4PVFRjqEEIMvcYcX6sKc+tgcXjoyTipmeSXupgBd4aKx+NgDrXzjhi0AxFOaVfNjLPndPH73gTdYeUSUr187iWdOf5OG3Q7h0rU+FODYfO5bDj++yC27qns8BaFsnBRzschx0YNtJo5B361E+qJ02UVTMprCIqH++96crruSLp/rlFXQ+yJxRYixsf/VDYv9zkMPPcTdd9/NV7/6VU477TQ2b9481oc0ulyFyob4xbkb+cqXe5cT+h46p5p5K+Yy75W5/PRsL6Aq+OBPZ/LqEVGe+bsNvPuJQ/jph0ou3jRQdH1ikSOOi4UL+cctSxWrjs6w7ui1zH99BJaPtUu+24b70pqDdubMY3eOg1py+efXSXIuhBAjRKFyNr/88Hq+9uVtgVeLV3R/8Nxa5r4yn7mvzOcnZ9cAGqUczvzpLF49ooI//92bLHliDj85q8xNAQ1YZk64adlWgcLCgvzjlpsUK49M88aRq3j9qNf5ylfK1HT7I+OKwvSnYIvOYEJeev/aUtyX0SaWtOQ4aI/3764sB+3Kcp0k50KIcUhK3MWE8OEPf5iTTjqJT3/60yxcuJCLL76YUKj4/31vv/32MTq6fettrbm8J8NSQkSTfW+XDSuyYXN1cufFtdS3mguPngqFYyvqWx2++pWdHPtiYCf+Cj6WBhcufACat4a59ZpJuF7mHEu5LFu6g5Oe1lR298rmR1RWa7qkpkcIIfapt13N5T1ZliqLaNrNj5gHk3OFJheGbNhGobnz4rp8XElWKBxbm7jy5e0c+0JP7y/xVk+/4AF45/OgrSy3XjuZzc0hYinNrTdt46Q/BeNKcN53mYMuLVv3Y0V/MUNpskhcEUJMLJKgiwmjvr6eww47jEceeYQVK1YUJehKDWWZ1ollj4YfZh0+64TM4m59aNjjMHVbjlXzo2yeFqalofD32VNns2p+lMPXpPMXWECvRrTHPwf1LYpfnR7GXzWnIqm54CFFRVKucIQQYn+wR8MPMw5/vyjK5oNCFPp1BCdta+r3uDRvy7FqfoTN0yK0NBRalO2ps1kzL8p5D7eZxdPLUZrjn1Uc/xxoK8cTJ0apnR2hosfl/AeDcUX1s6Cb8kbRA8Gqn1hYTA9tFXchhBgHJEEXE8Jrr73GxRdfTGtrK48//jgnn3zyWB/SuHPmY50su2kH816dyxe+sZtFr6Z4z+9nAfCLM6r4xRlVAHz36kBLNFsXVlC3zb/zXk/zzCnrC9dqQggh9kuXfW8a6sgK038cvDZrOj+i/sHH2rj1pq3MefUIrv/GLha9mmTJ7+ehcPjFGdX8/r0J3jhqLZWdrokjwb7i+abnJs4oB+7+fxvLHIUqrMYO3s9+WbuXuCtlVlcf0px0TIm9xDEhxAQjc9DFuPf1r3+dxYsXc9RRR/HKK6/s8+R86dKlKKWKHk1NTfn3tdYsXbqU5uZm4vE4733ve3nttdf22fHMtxQvVUaZF9Fg9T0P+xdnVHHqrw+mJ26x7LpJXPa9g8pv6E8q9wV7j1uM7lkh+H0unBu1+HO9TcUoHoIQQoyG8RRb5luKl6qiPPv/tpgWnB6Fmy9zV7j8/IwqTvn1ISTjmq9dN4VLvjcD1d80J+13OYd+54bnX1e9W6WVvqco8+Yg5UKcGwrx51qJK0KIiUNG0MW495//+Z/85Cc/4cwzz8y/9oEPfIDvf//7TJ06dZ985xFHHMGTTz6Zf27bhcbct912G7fffjt33XUX8+bNyy9et3btWqqqqkb8WLo1POe4TIPi0YkSe+psOistLnyoneeOjbOn3uayH7X12m7um2UWeCu9kFL0P+ow2N6yUChFLHfsrl/WaEZGdrrwQlbvw1nuQggxdsZLbOnW8FzO5dw3Mhy0NUvvCd2m1L21zqar0uLCh1oJOeb1E5YX7vDG0pqQ3xWkbEuzgNJ4ESxT7yum6OCbw6BhpwMv5CSuCCEmDknQxbi3cuVKGhoail7705/+RDLZz4ppeykUChWNbPi01vzHf/wHX/ziFznnnHMAuPvuu5kyZQo//vGP+eQnPznix7JJaz6ZzHJcbOD/XKNpzTeu385NN01m5RFRvv35reU3HGiUfKD3XQZO4n3+Yj52mff80XxvP89lNTd0uYzAGvFCCDHujJfYUhxXilduB7wF40xKG027fPP6bVQmXa91WsnO/JXUy73XJ+V/UT/J+SAT8wFG2J/LudzQLXFFCDFxSIm7GPdKk/PRsG7dOpqbm5k1axbnn38+69evB2DDhg1s376d008/Pb9tNBrlpJNOYvny5aN+nH1ZtnQHj17gzfVzFOS8x2D4C+qWXu+4yuwLzAWZf/Yoty2B95Q2c937e89rmXNRJbw+FRIyZ1AIsR8an7FFobG9eejKe8Xx5qMHTsYu5RNwx3v4a5n0RVMogQ/u2m+fVhRTAm9a3mdU4Oey+6WQ8PuPsMNF1a7EFSHEhCIJupiQZs6cSTgc3if7Pu6447jnnnv47W9/y/e+9z22b9/OkiVLaGlpYfv27QBMmTKl6DNTpkzJv9eXdDpNR0dH0WNIHAvcvv+Tffdfeli2dAfXf2UKLx4doyLpjYj487z7u3CC3nMAXVVowxZcvGcoBrO9v0gdsDwD/9IGaVkwXgixn9kXsWWv48oA3r28h1tv2s4XvtLM8nclis/p/volw1lQtLR0vdfyKoGS+8A0qPzCc8Fm6vmPBA7C/9GxWJ5UEleEEBOKJOhiQlq5ciXTp0/fJ/t+//vfz7nnnsvChQs59dRTeeyxxwBTbugrbeumtR6w1dutt95KTU1N/jHk4w+WApYx980MH360g5+eXc0bs6OFN5Q2fc77mb+e339/76nAPrQaXJubsmXwqveFlLfbtVnNvT2QG3jPQggxoeyL2LLXccXnKKzX5sKemqKX576Z5sOPtPOTs2tNXCk9lH7XLFHFG6mSUW5U8eeCpe4qsFMdTNZ18Xf2+u6SfbqKtRklcUUIMaFIgi7GvUsuuYTOzs7885dffplsNjtq359IJFi4cCHr1q3Lzx0sHdHYuXNnr5GPUtdffz3t7e35x6ZNm4Z2ICEXbLfvRNovTQ88HZLgPEIbr/RcF7/nC462l743EL9M0qa4rFEIIQ4gIxFb9jquAKBRyQiRD3wf+/9O8l7p76Sf/1gh5gS7gUBhBXZ/OygeaffbrgcfuuT1/uJKsBtJcCR9oBvRQggxAcilsRj37rvvvqIF4U444YRhXoQMTzqdZvXq1UydOpVZs2bR1NTEE088kX8/k8nw1FNPsWTJkn73E41Gqa6uLnoM1Yd+1cmTH3iLip7eFyFFbdauncQ//M8080ZpWzU/QfbnjgcvsoLzzPszlHZswX0G57CXObZzY9JmTQhxYBiJ2DIycaWD3527itDDl+D8f0/lF4hTOIE2a6r86LlN4TzuPwKtM4vmhrslnyvlJ+X+foKLxFmBEfjScnj/3kEfoevcqCVt1oQQE4qs4i7GPV2ykmvp85F27bXXcuaZZzJjxgx27tzJV7/6VTo6Orj00ktRSnHVVVexbNky5s6dy9y5c1m2bBkVFRVceOGF+/S4AHY12qxYFMcpc3Gzp85mT5154+C3Mxy2JrBmbWkJIHgl6/Q/It/rs/5rQ/zfoKTSEaWLv9e7KGuwYGFYmXWAZCBECLEfGa+xZVdjiBffESO34A101L8sLLRZa60zK72XTrNaOzfC88dUcN5P2gnnW60FMmVdkjUHn5ae//3X8vPMy4zWl+6n3A2DMnGjwYKFSuKKEGLikARdiBKbN2/mggsuYPfu3UyaNInjjz+eZ599lpkzZwJw3XXXkUwmufLKK2ltbeW4447j8ccf3yc90EstP76Cz9/afyk9wDm/6OCih9rMkzIj3Y4FPVUmmQ9nNDF/QbnSRXsG20qtP1Zhn92VCtsxvXPzIy3+/gPlilXKLOgzehMZhBBi3xqvseX5xRV8+YYm0hH/FYVGeW3WVH5EPRVRdCSs/Cn7DydV8uUbJnHq77tIdLtYDiSSDt0VFo4Fyjunx1Iu4Zy/fgm9E2mtikvcvWMo2qj0xnyfCXrgc365vPdU4ooQYqJQel8PRwqxlyzL4ve//z319fUALFmyhIceeohp06YVbXfkkUeOxeENW0dHBzU1NQNv6HmpMsqLH6/js/85ecBto2nN0S+neOJDG8q+/+rhMU7/+cEAXPRgG9/8UmDeY7AUEWWeh/b+NKGBU385i6NfTpb/Pqvwdd2uw5UdmntTe/21B4z29vZhlbcKIfYfQ44rdSEOj9i01EQ48sW59CSgdHjbT9CjaZdwttAzPRtWZCKKih4XpWHBqjSPf2gDp/xyLqvmR/J91G//l+1c8JO2kuS76CvM+b90mnu+5L0k/liq9zoofhwJjrwHB/OBbiVxZagkrggxNmQEXUwIp5xySlFp+xlnnAGYFW/9VW4dp1yD1v3H0lSWtszg1qFNRxWvz4lw5e3NgGnBdu6jHVx/yxTSUUWix+Vfb9rBsmsn8fuTKrn61qksW7qDWNrtvdjP3vJGRZQFV323hcaWXPE8xeDFmTLbVSoIS89aIYTYp5Z2OzQeUwEfbyQTKcRY7Z2gzVi6i8YiHYV0FNAhvvhv2zloS5Z0RPGFW5pJR6EnngVX0RNXdFVaxFKaW2/azrEvJAfu+uGd/59ZUsHPPljNspt2EMv0cWO49OVeLdo8galVCiVxRQgxYUiCLsa9DRvKjwIfaNZol2xLNeq1eej5b5gV3fuxp97m3gtqAbBz8MFfdvLAh2uoa3M47vkkF9+/nd+flOCNQyKsPDxW3GI9fxHT38i56mOuYGCOe3AXWnHmbzpK5hkGPucl7Q6wMgct/f96Qggh9tIaR5OpncTOBYvR1psUZ7vKO00H5ztpNBZz12U57vlualsdvnTjNCbtyjLvjQxoOHRdCtvRVPS4XPRAOxXJflZwg0L5umXi1sojYrj+Oit+O7Zy2weHx6H82iiB9UklrgghJgopcRdijAynFPFl+xP8c+U3ybx6KlT2DPwh77/uy37UxrKbdjDv1bn86007uOT+1mEedYDrlRmWlr873mq/VrDUUBVaq/kXUQ7Fq/16CXqnBc07c3TJmWlIpBRRCDHsuJL4JumV7yuKKzqwSIgK9PDU2mTP//CjFm69aStzXj2Cb9y4hUvu32M2cDHxQQ+yFEsByikuVfdXhy8XB1QgQQ+sN6r8xUeDi8559xU6UTTvykpcGSKJK0KMDRlBF+NeT08Pn//853n00UfJZrOceuqpfOtb36KxsXGsD2105WzcM35P9vpLID7wJLp56zLcdcUWsDX1rQ4VaZcnz3yLqdtHaImcvvrUDtS/ttx2fok7UKFgeUOIr14ziV/MCpM6f+MIHKwQQohynDN+R+a6f0DHM5AvbXfzc82D5q1Lc/cVm0Fb1LflqEhrfv/+9UzdnvZadwaGvq0+hqv9wfj827p327Vg67TSPN8l33JNa7j0B9M4fHWKL3xzd/EoemAhuQqtWT4FvvLPTfxiZoz0+W/1/0cRQogxJAm6GPduvvlm7rrrLi666CJisRj3338///iP/8hPfvKTsT600aU081p2cuHLL/DQnGqydv9ZcDzpsvC1VNGo9RFrRnJ1HD30Fmx+uaIq+WzgZ0fD37KaHW+mcbv373UFhBBirM1r2cmFLz3Pg3MavLhSvNR6OKs576dtPHdsgnhSs/C1pBkdVxoszRGrk4HzfvDfMiuv+/+Wnv9Lq+DLhZHCUHnRy4evTjHz7X5uPGtz7+BvGdj5Rga3U4bRhRDjm5S4i3Fv9uzZfO1rX+P8888H4K9//Svvfve7SaVS2HaZhuATxHBKERfZis5Ki3mvzqWrsv/ywQWvpXn8zLd6j0wMQTirzcJxe8svcQczGmKVOe1kyZe4H7orx25X2uEMhZQiCiGGF1egs9JmzquH01VZCBh+WXuiy+Wl41/nxpuaWXlEjMfPfGN4BxeIRUpDZYfrtU3356Crki4iFC8iSsl2Ze4B9LpB7CX/nRoO3SNxZagkrggxNmQEXYx7mzZt4oQTTsg/f+c730koFGLr1q1Mnz59DI9slGWHlmmvmh9l3itz9+ore7VgGy6lC2cbV0FO9dm6rVLB65NCXNnucG9K7h8KIcS+5Y9Iu4Hp2zbay6i7EzaLnjuMTEThWjD3lSPy25cf6i5tah6sabdQuFR2Z3npuDep7C65Aawwibx/Q1dj2qxpbx9KB54PgncIlQpebwxzZYfDvSlZKU4IMb5Jgi7GPcdxiEQiRa+FQiFyucG1HNuvaDXoCxPXZsBR9oGkoyPZb83jX4D183algvjHJxFuDJG9ZevIH4MQQghwLDMiXTLR27RWM0mxVtCdMEm3QtNdifeeXbRd8NN+gq6KknTL66muihad8/qgFZSOoPsl7RoT/8pMo3rmXRX87Kxge7biuehKQaWG+D/UEZkUInPLjsH+hYQQYtRJgi7GPa01l112GdFoNP9aKpXiU5/6FIlEIv/az372s7E4vP1OPKmZ90aa1+dEB954OILt1/q516BmRLBm7KNjEEIIUb5MPP+GIjgKrkpGxYuTbwI/+69b+EPh8aTDvHVp1s6Nk4qX+brgyut97VKVblx4L9+ezSrdNrCdq7FmhLFmRhBCiPFMEnQx7l1yySWokkVhPvaxj43R0Ywt7S3Ksy/NeyPN06evZ8mTs813MrhF2YfMa6tWdufaIfvlzaST++KLhRBCABByCwuvY3ll7brXKu66pOwp+F7pdn7fdB04uc9bl+aZU97kXX+cw8ojSm+8aq9a3m/RWfK2P9juv1f63IUPPtbJBx/r9F4vWclde5+xHDK3bCclcUUIMc5Jgi7GvbvuumusD2Fc+GhPhosiNv+c2Ld3/1+fE2XJk7N5Y3aErc0hVs2fxS8/+jYVyRGet9dfOzZlE1k6idhMabMmhBD7ykc7clwUtfjnhEnA/WRbe3PFSxPt4veCz/2Sdif/3P8ZYO3cOO/64xzemB3Jf6aXvmJCafl7uXL4/GslN7CDrdq0TXjpZKIzI9JmTQgxrkmCLsa9c845Z8BtlFI8/PDDo3A0Y2eBZTFLDX4O+nAl4yo/wpGK2byyIMY9F9RyylPdzH0znd9u7Zwoy4+rGPL+D30jzZLnevofllcaNT2ENVdK3IUQYl9ZYFnMsqz8+VjnS9eDNecDZc3+duZ1FUiSFRqNIhVXrDwiVvyRMgn52jlRnl+c4LyftfLcMRWsmx0tXsG91/drPvTrDur39LMmjb+ppVHTwxJXhBDjniToYtwbSsuY/dlNsRCLbIsuranscklHFdnwvk3WAVIxxee/1sR3r95WlKAvP66Cz35zaq/tE90ujq1IRxWJbnOcrqWo6DFDHRc91GYS9FKBdYC6lEM25aJTGqos6HaLFw4SQgix126KhVkUhi6NF1cssuFyC8ZZZZ6b+vHeo+nBBeB0UcIefLWz2iKacQlnzGvdccXvT6xk6Q1TOeWpDu66qIH7P1znfadT9PlYCkJZ8/o7V/RQ35YrHyP8uKKgy3LIph2JK0KIcU8SdDHu3XnnnWN9COODAiyXRNZlxfFvcvVtTdz/0XF280LDL87byIuLYnz5+sm89O43uPFLU1h5eIzHP7QBgFBwoMNyQflXSCFQmi7LYe422HPlVnJHVRDachS5JathpUwcFEKIEWVpUJDo1rx8/Br++bZp/PijJikuzDvXRUl56fz0oGCJO+iin4O6ExZH/Xke/37dVi78SSsa+OBPZ/LywjipCCz683wyEX/leDe/WrzGxiLHrUu3ccFP2wFNPJMtbtupvJsJtmtWqQe6cJm7Ffb84xacoypIbDma5JJVuBJXhBDjkCToQkwUlgtKkbZtbrxpEs8vLrcU7uh5z7M9fPfqbb1en/Nmmrr2HDVdWer3OFz2o1ZeWRjjuq9MAcKYCzUvS1egqSDDQiy9Gv2nHWTu2U2LC7mUhtdTOFdthC2Z0fzVhBDiwKBMgp6OKr5001SeXxwvGTEvjICrognghRLzQlm8/05pD/QyC5t6rdty4cJWV327hdZa21ssLlBiHy7EC5QFOcWSv3ZRmcyglWLZNVPZNDWEg0sYcLBxVQJXHUJEr8d9ahfJu3cF4kqa9FVv40pcEUKMU5KgCzFBrHFd6pRFo7JYeUSMRLfLvHUZXp87sovG+W3WStW35kqeOyx6NdVru03TIqBcDl+bZtX8KIkeTUOLw70X1OKs1pDMofIjMwqXSlI0Y7EJVu3BDVa/73HQP9w9gr+dEEII3xrHpc5SNFqKlUfESXQ7zFuXYu3c4PoiutfPxUl5aY+03tubuNI7XtTvKZSun/l/HbTUhdjcHAm0VtMQceCNmZBIwbQdkAnRnbBYNbeWKRsO5mczM6w82MHBIYJJ0B0SuDQRYSfuyjayRXElR07iihBiHFNa633bs0kIUVZHR8eQ59dfEVPcURnKtyh7+cgo73nykBE9rkUrUzxz+voBt7vzojo++43ec9ANG00IRYbgxVrPUa/jvtL7Ik3svfb2dqqrq8f6MIQQY2jYcaWq0Ebt5QUVLPndvD621n2Wt/dFY7FoZYrlp6wdcNs7P9bAP/3b9F6v26fdhz76NdzblgHm1u70VfO4/kM/5kubjmJT5pUhHZMYHIkrQowNGUEXYiLRGlwHwqYscd56l+WnrAMscFXxgjeKMgvt2qZU3u+lnrMLi/SGzEhGPFVmtdyc5c1VdE11egg+9OsODn8xyal7cvT0us1XOqJiuK/3HpkXQggxhrQGxzVxBZi3vptnT1kF2lsIbsBhHMuUpevC0/wT7/VYSoNbcsmpvFJ4VQhcH/pVO4e90MOp7cVxRa3/ILySQj++0zwHNqTW86VNR7E9+/qwfm0hhBivJEEXYgJZ48AdKQ2OuXKxKmJE3nEUFbqR6M4q4m9WMusNmOw+TRWve3P5KOTLrpdo+wm6t4AOljYL6vR1JabwLqYKm+zY5fDXzVmyna4shCuEEBPUGgfuSGvIFeJK+B1HUanriOyqJrQ5zs4jf8mS57qY+0aW3nd+reLQEbw/229yrwpxxStp37E7x/Nbs+S6nZJC+bXQBewq7DpNkk20DeM3FkKI8U0SdCEmkKdz8HSucNliz6yh+qazaGIhdS9OZ9Ij0/jQW3BC9nNU6dfBsfOr9ALeRZACJ9DTzNZgO4EN/Dco/Oy/H3j56YzLZzslNRdCiImsNK5YB9dQedNZTOdQalbMIPG7yfz1s3/l2zdlTILuWmCV7KRcW/SBRt7LtFh/Ouvy2W6JK0KIA5sk6EJMYM7KbbQe9CXascBRWDmL3+bgf2IucyIhk3w73ii6rU0Ze/CCKGuX7NAbCQkV95wFTPm8f92UA8psIoQQYmJzV26j46AvsdqLK8pROLcnyUYUhLzkPLg+XGk+XS55L7ddkKb8tCwhhDgAlZ5GhRATiauhK43blcRN9pDLdpHSXXw/k+LLqayZl25hygg1hQTcH97wy9pztnm4yoywl6MonDEsOClq8d1Ki+i+/y2FEEKMlpK44mS6odvlzi6XL3e7xcm5/28wbOiS10tDitJmLZRSGk4KS1wRQghJ0IXYDz3juPw86xTa1OTnoKtCEq4D8/+09zoUXiulih8NFhwZUnISEUKIA8AzWc3P027v0vS+EvXg89KkHl021jQoiStCCCHnQCEONI5lStv9BwrCXum77ZYvb/cpIAw48LOkywltDsnROWohhBDjVckNXKBQ0h6cj64ck5i7XkcR5SX8Xtj5WUbiihBCyBx0IUocfPDBvP32271ev/LKK/nud7/LZZddxt1331303nHHHcezzz47KsdXYSmePGIqFbkqcKIQ1ZALQ6wdanZAthE2tRPf413i+HPQ/ZXb7ZI2a77S+elCCCFGzHiOLRWW4snDDqEiGzPJc0yDE4aKJNR1mBjzVjvxlp5C4l12hNyleOzHMc+VMsm59juHOIUPKSBC/3PUhRDiACIJuhAlnn/+eRynMIq8cuVKTjvtND7ykY/kX/v7v/977rzzzvzzSCQyasdnKVhQq6hyXdMWJ5cAO+T1RnfAqoYKGzLdkGo3H+pVduhdGFmu954eWnJuwfyw4tK44r6kJjciv5kQQuy/xnNssRQsqHeoymjI2EDUxBXbNkm1tiFmQyIK6bby8aLs7KjAhkp7a5yUKW/3yubnhxWXViju65G4IoQ4cEmCLkSJSZMmFT3/+te/zuzZsznppJPyr0WjUZqamkb70AijqLIsVCwFdhqyUdiZABzoiUHPVK8MPQG1SdjdCYCjQ2S1f6Hnoi2HXEWSih7XrBNXdoWffthwfMxiTr3NTzdkyA3iI0IIcSAbr7ElH1cqWyGbhp4KaG8EnYNsCDqrvSqsBFQnodWLK5i4orwSdoVLhO7iEOJ6I+Yq/3/KcwFbc3yVYk5DiJ++kZW4IoQ4YMkcdCH6kclk+NGPfsTHP/5xlCpcXPzxj39k8uTJzJs3jyuuuIKdO3cOuK90Ok1HR0fRY6guqmrk9ZlHkwgrUCEz7FG7HewucDOQpnBxFIrDlAUwZQEvVF/Nl1nPMrWeZc5bXDvnSeatmMuaeVGzOJw/H93t4wIqUI3oe+icGt7x5zn0VMhpRAghhmKkYsuIxJXKRl6ffjQJN2JK1OM9MGUTRLtAl8QVOw6NC6BxASsSV3Oru57bkuu5LbWeuzO/KKxn4nf9sLyfNeDYxXEk+HNIQ8TloY9U8Y4/SVwRQhzYlNZa7lEK0YeHHnqICy+8kI0bN9Lc3AzAgw8+SGVlJTNnzmTDhg3ceOON5HI5XnjhBaLRvpvDLF26lC9/+ct7dTxX1E7mjuZDoLrTlAparpl7vmsSOCFTNpiLFA9UhGGnPYUN9mws7UKykh3RWu585yzO+E0nda1uvrXa0dN/xMzG5aa2ptu7WIumzehGGMhFYftMaHyb7zc4/GN9hNz9rUgt4thrb2+nurp6rA9DCDEIIxVbRiSu1EzmjqZgXHGgogt2NUAuZNYscSLFi72FYVeoibdCc7B0GrqqyfZUs6u9sTBq7lnU/CAz6p+DaA7SXrZueYvFhTBrqew8CCZvMnGlLkTu/jaJK+OAxBUhxoYk6EL0433vex+RSIRf/vKXfW6zbds2Zs6cyQMPPMA555zT53bpdJp0Op1/3tHRwfTp04d0PFfUTeaO5tmFEQo7C9W7TILuWhDKQjLqLcjjfSgCxJNQ1Q6uC8kqdnfN56ebv1bYsXcaeO+cf2V+02MQBVIK7BxEU2abkIJsHDYeyuqa1/jx9k6+ulquoMYLuZASYuIYqdgyInGldjJ3NM0u1FRaOahshZY6QEE0Cymv2sq/YowA8RRUdUIoCV017O44jEc2LTPva53f9sRDbufQKb+BRA6cLOCa5DycM1Vg2Thsns3q6rX8eEcHX12bGdLxi31H4ooQY0PmoAvRh7fffpsnn3ySn/3sZ/1uN3XqVGbOnMm6dev63S4ajfY7wj4oDqbcMOY9z4Zhqxl9QWMW97FLPpMBMnFoj5vn1e001r7Mp0KXmec5IOtt26qh5RCIKpjzBtgOJL3POSFwFXryGs7/cwevdPbTjk0IIURZIxlbRiyuZDA3ZhVm1HyHN19eASk73wYtLwNkYtDuBaOGPTROepEr7MvM82Bc6dDQ3gwRBQdvNHElE4HaNuiIQBZ00yuc/+duXumUpdyFEEISdCH6cOeddzJ58mQ+8IEP9LtdS0sLmzZtYurUqaN0ZJgkvZQ/528g3ZXQo3tfcIEZJfe9Od2UNvqvacXqTJLzd6zl9W5JzoUQYjjGZWzRmKTb/zn4+mBy5vZqk4j7oaFofrkqvPB2k4krlmVK6F3F6kyK83fv5PVuSc6FEAIkQReiLNd1ufPOO7n00ksJhQr/mXR1dbF06VLOPfdcpk6dyltvvcUNN9xAY2MjZ5999ugdYF8TUwbTKs0pHWIPiKbN3MBUBWQjplQ+kIsncprjVAPHNXWB5ZLRmvu2pmW1XSGEGIRxHVv6yo8Hc37P9XM5aQF45fHZsDc9S5mfMZXvx9HIcY0psHNktMN9OySuCCEOXJKgC1HGk08+ycaNG/n4xz9e9Lpt27z66qvcc889tLW1MXXqVE4++WQefPBBqqqqxuhoR1C8B8IZk6D7ox5Kmz64wIxQlDsmz4ZpmyCSodPRPL5jD10OuGi6tbnCCyuIWoouR66whBDCd0DGFv/GscbEFeUNy2uzmMqMUJQ7GmfD5N0QSdJJmsd3S1wRQhy4ZJE4IcZIR0cHNTU1Q/rMFdWTTYIMhZY1IceMXiht5vZlQ2C7ZoX3oVLe6cBb1Z2Kbqhqg51T80m62c4111dZTbdj1gN6JdvNe3a9BsBlTVGWHZJg7rN7kKrF0SGL+QghhhVXqiabBBlAexVWygEdwizo5oIbMq+pEbhkrOiBqi7Y2VgSVzS42osrGg28ku3hPS1eXJkaZdnsBHP/sgeZZTU6JK4IMTZkBF2ICWJp/TROiQcuvCy3UHpoOYVRCtu7oBosrcwK8LZTSMx9mQh01JrXK7rNqu6dNV45o0bZmkrvem5+OM73J8+GnObQcIjGLpv/mpclm1FsTGpu2dY5vF9cCCHEPrG0tiSuBGOHcop/HlJyrkzyrcpk0pkIdFaZbfyOJC7g2qA1ynYLcSUU5/uNXlyxQjS2h/ivxjqy0Q42ul3csjk5hGMSQoiJQRJ0ISaIsxL1LIomCi8oXUjKrcCFU+nIeShrEmynj//cg71tS+XC5gEmOQ/5bdW8L7a849DQYIW5vHoypLV5Pam5pKEGXIc1ySy/7OwBYHdWsyktw+pCCDHWzkrUsygSiCu9VojzlCbnisHNTS8nFyrMWS9a2NRL2K3CjeIGO8zl4cmQ8eJdl+KSBFANa7TDL/fkwNLszroSV4QQ+43BrPkshBgPXAa3mm6puhao7Oj7fUubMvmBdNZAa4P52fZG7HPeMIdr974B4FqweRrk4sxvgBePqeOFY+r40syKYfwSQgghRpzF8K4EB+waosuPnpcKxjV/e9eLJdr2yuxLpDQ4NvMr4rx4RDMvHFPPl2ZJXBFC7D9kBF2IiWK4F1KtDcXz/MCMqte1mPf8EfIhH49bGFWxvPL4XAjCuULZYkRBWz30VKCbtvPR1zp4tiPX316FEEKMluHe+C1XeeWf9/uryhqICkzRUo7Zofbiii8CdNRATxxd38ZHX+3g2a5Mub0JIcSEJCPoQuzvcuHerdW0MvMASxP3ofITdOX97Jfd50vvAR2GTBzaanm9EzZLGaIQQkxs5RJw3c97e/VFJXFFKTO6notCVyWvd2mJK0KI/Yok6EKMcxZQpWwsNZgm54PkhKC9vv+e6GVpb3SjzBWYolD6HtgcGyAM26eScCPERvL3EEIIMWT5uMIIn4/3RZ5crlTeVoANrfUkCBOTq1khxH5ETmlCjHMLIhVsmbWYwyPxsT4UCGdhytbAYnEBWpkWb8GV4DMaHMDSqESOJw6fzG3Ta0fraIUQQpSxIFLBlpnjJK54uXaf9wrcktmYaQ2OWYxUxXM8cXQ1t81OlP+sEEJMQDIHXYhxzlaKKquPkW6NWaDNcvq+uBms/Gi6Nq3aSrmW13atznxnKeV9Lrjab0iB1rydynBL+2ZoS7I2LXMFhRBiLNmYEfQ+aXtwi7wNRAfiSrn2n1p5N3XdvkvjSz9nunzydirNLZ2boLubtSmJK0KI/Yck6EJMdKW9y4e9H8i3ufGfW64ZLc+GvamANvSUGanIf1YXnvvl7TlIujlW6BZWtzqkZKqgEEKMcyNZ+l5mX/k2bd7k8j7nravim75am/L2nDZxxW1j9a4cKT2iE9+FEGJMSYm7EBOZwiTQI3EtFXLMvmxv1MQJQSQNDTsLo+N2HyMqrl3obauVmYeY8S6YQor5NSFeOKaOefGhznkXQggx6tQIddtQjtmXPxqvQ4BduPpUbt8j9do25e1+ibujwR8oDynmV0d44Yhm5sVkrEkIsX+RBF0IUZ6dg0wUdk8Z3Ci90t5ouwZHgR24aLJAReGhhdXcOHMczHkUQggx+lQOcAa/mJzSYGVNXHEtCAXjilnb5KFFVdx4sMQVIcT+Q247CjGOnRip4tR4beEFjWmNZg1wdaO9kkFrL8r+lPdduUHcx1NeTbtWhe/0c/poEmI94MLKrhwbpMZdCCHGzImRKk6N1Ra/qEtKycsKzn/aS4PahWu+U1veSDvF8UUBWktcEULsdyRBF2IcuyQxicurJhde0BY4g0jQXctL0EdgkZ/BsFxzgZezIeT1Q8d8dzLWjlPRQSKr+LeNSVZ0jVDppBBCiCG7pGISlyeCccXrKz5QWbv2btaOxOJxg+Hf+HVDEPLbe5oEPYmLox0SOc2/vZ1kRXd2dI5JCCFGgZS4CzGe2crr9+qxXAiXuYjKhYp7mtuOmVNejmObRHqkZEPmhoDS5thKRmGueaOb973ajorBE0fXSDscIYQYSxEFsUBcURqscq0zQ4WkHLz55P3MF9cjGFfcQMvOMsd2ze63eN+mNajOME8squW2ORJXhBD7DxlBF2I8UwzuNtpQ2qz5o93OCLVn60NKu1y9+y2e7OmgMqbRObjt7SS/2yPtcIQQYswUBqL7N5SRcuUGRuJHaoQ9v9R7Xkq7XN3yFk8m26mM5tCJDLdt6uZ3bRJXhBD7D0nQhRjP/Hl2ULhOKZdQD2WueVHZoDcy4ezFqUCVudrT4Lial9M9VIZdZkRtVrTnuH9HinVJmSsohBBjZrAJ+pDmmntTm/QIXVYqXXZOvONqXs70UBnSJq5kU9y/U+KKEGL/Igm6EBOFE/LanY3A6ITfnq1+N2Qi0F4//H2VK6V3IZG1+PO0Bei6HazQe1j8fNvwv0MIIcTI0yFMcj1Co94qV6j62pucudzxOJpEzuLPzQvQlW2scNtY/Ldte/ElQggxPskcdCEmCjs38ou+tTZAV83e7SMXArdkWN9Vpjf6pE0s3bGTpW/18NK7a5lXIX3QhRBi3Aj2KB8pmr1LzsG7cVASV7RlSuhrdrN093aWbtvDS++sZV5c4ooQYv8iI+hCjENhFBdVNXJoOFZ4cV/MFc+F934fGormCroKlDKr7oYzHFIJ7criufYcPe4ItOcRQggxZGEUF1WWxJV9YSRO835cUYG5XUqZLiGRNIdUQXvI5rkOiStCiP2PJOhCjENRpfjWpFlUWRNwZMC1zUJ0UbOi+6XNcY7qdjjhuVa65UJKCCHGRFQpvtU4iyo1AeOKtsxaK7YDoRyXTo1xVDLECS/sptuRuCKE2L9IibsQ451WppWZ3kfLrY+0UA6q2qD5LbA17G5kQevBbDl6GofHR2DEXgghxN5zJ9AYjXLMjV8LE2Na61jQPo0tx07m8IoJ9HsIIcQgyFlNiPFOabDdsivajhuuMiMctjfxMB2D1kao3c2d7bt5Zo+GcJItmRGe6yiEEGJ41Hhf+dyLK8HjdBW0TeLO3Z0807UDWnskrggh9juSoAsxEVjj+EJKaXpNkM9FcLpDrLR3sCLTw5+zWda2y0WUEEKMG+M5QS8XVzQ4Gla22qxIJvlzpp21HbkxOTwhhNiXpMRdCLF3QmZOYGn7tx5H854X21hUGeLHh1eN0cEJIYSYcJRTdoX5HtflPZtXsqjW5cezJ43RwQkhxL4lCbo44PzpT3/izDPPpLm5GaUUjz76aNH7WmuWLl1Kc3Mz8Xic9773vbz22mtF26TTaT7zmc/Q2NhIIpHggx/8IJs3bx6R4zunMcTyoxNU2BNkzrlPA2kNdduguoUKy2L59IW8tCvG0g090g5HCLHfGv9xJcLyd9RSYU20uKIho2HSNqj14krzQl5qtUybtWMkrggh9j+SoIsDTnd3N4sWLeI73/lO2fdvu+02br/9dr7zne/w/PPP09TUxGmnnUZnZ2d+m6uuuopHHnmEBx54gGeeeYauri7OOOMMHGfvy7gbiLFQNTCilxwacPv4z72/94a6TwvIxCAbwQYWJuCYKotD4pa0wxFC7LfGf1yJspC6kY0r0P/ipcNd2LToc8pUumdikItgo1gYinNMRZRDYtJmTQixf1JaazmziQOWUopHHnmEs846CzCjHM3NzVx11VX8y7/8C2BGNaZMmcK//uu/8slPfpL29nYmTZrEvffey3nnnQfA1q1bmT59Or/+9a953/veN6jv7ujooKamptfrV1RP5o5Js0e277lrgWNBuMx8veB7SgPaLMzTH6XN53J2733mQmbOfCgDlTtJRlP8LZXixBXtI/briN7a29uprq4e68MQ4oA3LuNK1WTuaJw9Mr+gTyvQNlhl4oq2vNZoQ50jrrxWnSWf07aJO1YOsppkzR7+pts4ceXuYR++GJjEFSHGhoygCxGwYcMGtm/fzumnn55/LRqNctJJJ7F8+XIAXnjhBbLZbNE2zc3NLFiwIL9NOel0mo6OjqJHWQ6mpG8kWW755DzntW/z36tug4ZdA++vbg9Ut5ffZygHtW0w622Y1M01m9t538uSnAshDkzjJq6kRziu+AlzKR0CVOE9i8FdbVqYXufl9qkcqGyD6RvgkLe4pmUL71vVMuxDF0KI8UwSdCECtm/fDsCUKVOKXp8yZUr+ve3btxOJRKirq+tzm3JuvfVWampq8o/p06eX39ACQqM0T9ByileIT1ZAl3e33LH6Ln3vrIaeCm87G3IKct7FX3ULWBlSOxu4clU3T7ZkSQa+4sSaEN+dmyA6waZCCiHEcIyfuDL832FIlFO8QrxXmGV+tvoufXct00YNzIi5E4grdS0QzpBqaeDK1zt5sjVNMlDafmJVlO/OrJe4IoTYL0iCLkQZShVHea11r9dKDbTN9ddfT3t7e/6xadOmXtvMD8WYHopSdqJg8CJnbykN4Uzv/uqZKKTi/kbmIiuc6f3FybjZ1j8uN7BJKMPurMOKXTYrdikqsTi0wvxC8xM2R1eHOLIyxERbq0gIIfbG2MeVUTjpKugVrIqeKvLzykv5ZfHlPhfOsNtxWNFis2KPopIQh3qLw82P2xxdEebIijDWAH9PIYSYCCRBFyKgqakJoNeIxc6dO/OjH01NTWQyGVpbW/vcppxoNEp1dXXRo9QDDfO4sfqg8jtwQmZu3kgIZWHSDvNvX2wHEl3QsLM4ie+1LwciGsLehdGeqfxsK5y+ZRWPTzuEFxdMzbdZe+CoKg6vCXHCivaiUXUhhNhfjXlcqZ3HjZV9xBUdMqPVI0Fhrir7y5GVV7U10NWnciAUiCs7p/KzLXD6Ni+uHH4QPz7UVBs8MK+KwyvhhNU7ikbVhRBiopIEXYiAWbNm0dTUxBNPPJF/LZPJ8NRTT7FkyRIAFi9eTDgcLtpm27ZtrFy5Mr/NsDW2QU1X+ffsnClJHy6loXEHxJKQC8OuKeZfXy5UKC/0pSpg95ShrcbbsI1z53Tx5DuqOXXLGzySauewOpuX3l3Ll17v4Stv9Az/dxBCiAlmzOPKpLa+40qZXuND5iflpdVUUJiPHuRvNxT1Ozn3kCRPHu3FlWQrh9XAS++s5UubevjKJokrQoj9x2jNSBJi3Ojq6uKNN97IP9+wYQMvvfQS9fX1zJgxg6uuuoply5Yxd+5c5s6dy7Jly6ioqODCCy8EoKamhssvv5xrrrmGhoYG6uvrufbaa1m4cCGnnnrq3h1cNuRd0Hi0Mhczlh6ZVd2zETPPTyvzc5Aq8x1uP/PQi7bDHKcNhDI0RFwSUZt3NsCkKMS1xZF2mI09XWxOydC5EGL/Mq7jSiYEoeDlnn+i3wejzb122cf5fjBf7Y+GWwoiGRoiORLa5p31MCmmiSvFkeEYG1NdbM5IXBFC7D8kQRcHnL/97W+cfPLJ+edXX301AJdeeil33XUX1113HclkkiuvvJLW1laOO+44Hn/8caqqqvKf+fd//3dCoRAf/ehHSSaTnHLKKdx1113Y9uBLBct1OOxqjdMRCxVWR3dsk0yHhtqqpg+t/u9QbpXc3ODnubt4Cb038pLV5rWogpxrShgVfO0Qs5BcR49Gt4VwRujXEL1Jx0whxs6EiivaxswDH6ET8kC58WBPTdr7P8G4ooGIAp0F1wENX5vlxZW0RneHcSQ332ckrggxNqQPuhBjZP369cyePcJ9acUBa9OmTUybNm2sD0MIMYY2b97c90ruQgyRxBUhxoYk6EKMkba2Nurq6ti4cSM1NTVjfTjjRkdHB9OnT2fTpk1lFzw6UPX1d9Fa09nZSXNzM5Yly4oIcSBzXZe1a9dy+OGHyzk0QOJKeRJXhBifpMRdiDHiB72amhq5YCijrxWJD3Tl/i5yg0cIASauHHSQWbFdzqG9yd+kPIkrQowvcltMCCGEEEIIIYQYByRBF0IIIYQQQgghxgFJ0IUYI9FolJtvvploNDrWhzKuyN+lPPm7CCEGQ84VvcnfpDz5uwgxPskicUIIIYQQQgghxDggI+hCCCGEEEIIIcQ4IAm6EEIIIYQQQggxDkiCLoQQQgghhBBCjAOSoAshhBBCCCGEEOOAJOhCjJH/+q//YtasWcRiMRYvXszTTz891oc0apYuXYpSqujR1NSUf19rzdKlS2lubiYej/Pe976X1157bQyPeN/405/+xJlnnklzczNKKR599NGi9wfzd0in03zmM5+hsbGRRCLBBz/4QTZv3jyKv4UQYrw4kOMKSGwBiStC7A8kQRdiDDz44INcddVVfPGLX2TFihWccMIJvP/972fjxo1jfWij5ogjjmDbtm35x6uvvpp/77bbbuP222/nO9/5Ds8//zxNTU2cdtppdHZ2juERj7zu7m4WLVrEd77znbLvD+bvcNVVV/HII4/wwAMP8Mwzz9DV1cUZZ5yB4zij9WsIIcYBiSvGgR5bJK4IsR/QQohR9853vlN/6lOfKnpt/vz5+gtf+MIYHdHouvnmm/WiRYvKvue6rm5qatJf//rX86+lUildU1Oj/+d//meUjnD0AfqRRx7JPx/M36GtrU2Hw2H9wAMP5LfZsmWLtixL/+Y3vxm1YxdCjL0DPa5oLbGllMQVISYmGUEXYpRlMhleeOEFTj/99KLXTz/9dJYvXz5GRzX61q1bR3NzM7NmzeL8889n/fr1AGzYsIHt27cX/X2i0SgnnXTSAfX3Gczf4YUXXiCbzRZt09zczIIFCw6ov5UQBzqJKwUSW/omcUWIiUESdCFG2e7du3EchylTphS9PmXKFLZv3z5GRzW6jjvuOO655x5++9vf8r3vfY/t27ezZMkSWlpa8n+DA/nvAwzq77B9+3YikQh1dXV9biOE2P9JXDEktvRP4ooQE0NorA9AiAOVUqrouda612v7q/e///35nxcuXMi73vUuZs+ezd13383xxx8PHNh/n6Dh/B0O1L+VEAe6A/28KbFlcCSuCDG+yQi6EKOssbER27Z73YneuXNnr7vaB4pEIsHChQtZt25dfsXdA/3vM5i/Q1NTE5lMhtbW1j63EULs/ySulCexpZjEFSEmBknQhRhlkUiExYsX88QTTxS9/sQTT7BkyZIxOqqxlU6nWb16NVOnTmXWrFk0NTUV/X0ymQxPPfXUAfX3GczfYfHixYTD4aJttm3bxsqVKw+ov5UQBzqJK+VJbCkmcUWIiUFK3IUYA1dffTUXX3wxxxxzDO9617u444472LhxI5/61KfG+tBGxbXXXsuZZ57JjBkz2LlzJ1/96lfp6Ojg0ksvRSnFVVddxbJly5g7dy5z585l2bJlVFRUcOGFF471oY+orq4u3njjjfzzDRs28NJLL1FfX8+MGTMG/DvU1NRw+eWXc80119DQ0EB9fT3XXnstCxcu5NRTTx2rX0sIMQYO9LgCEltA4ooQ+4WxW0BeiAPbd7/7XT1z5kwdiUT0O97xDv3UU0+N9SGNmvPOO09PnTpVh8Nh3dzcrM855xz92muv5d93XVfffPPNuqmpSUejUX3iiSfqV199dQyPeN/4wx/+oIFej0svvVRrPbi/QzKZ1P/0T/+k6+vrdTwe12eccYbeuHHjGPw2QoixdiDHFa0ltmgtcUWI/YHSWuuxujkghBBCCCGEEEIIQ+agCyGEEEIIIYQQ44Ak6EIIIYQQQgghxDggCboQQgghhBBCCDEOSIIuhBBCCCGEEEKMA5KgCyGEEEIIIYQQ44Ak6EIIIYQQQgghxDggCboQQgghhBBCCDEOSIIuhBBCCCGEEEKMA5KgCyGEEEIIIYQQ44Ak6EIIIYQQQgghxDggCboQQgghhBBCCDEOSIIuhBBCCCGEEEKMA5KgCyGEEEIIIYQQ44Ak6EIIIYQQQgghxDggCboQQgghhBBCCDEOSIIuhBBCCCGEEEKMA5KgCyGEEEIIIYQQ44Ak6EIIIYQQQgghxDggCboQe+G//uu/mDVrFrFYjMWLF/P000+P9SEJIYSYwCSuCCHEgU0SdCGG6cEHH+Sqq67ii1/8IitWrOCEE07g/e9/Pxs3bhzrQxNCCDEBSVwRQgihtNZ6rA9CiInouOOO4x3veAf//d//nX/tsMMO46yzzuLWW28dwyMTQggxEUlcEUIIERrrAxBiIspkMrzwwgt84QtfKHr99NNPZ/ny5YPah+u6bN26laqqKpRS++IwxQFAa01nZyfNzc1YlhRFCTFRSVwR44XEFSHGliToQgzD7t27cRyHKVOmFL0+ZcoUtm/fXvYz6XSadDqdf75lyxYOP/zwfXqc4sCxadMmpk2bNtaHIYQYJokrYryRuCLE2JDbYkLshdIRCq11n6MWt956KzU1NfmHXESJkVRVVTXWhyCEGAESV8R4IXFFiLEhCboQw9DY2Iht271GNXbu3Nlr9MN3/fXX097enn9s2rRpNA5VHCCknFWIiU3iihhvJK4IMTYkQRdiGCKRCIsXL+aJJ54oev2JJ55gyZIlZT8TjUaprq4uegghhBAgcUUIIYQhc9CFGKarr76aiy++mGOOOYZ3vetd3HHHHWzcuJFPfepTY31oYoSdWBnl0HjYPElibm1G+9g4B2SAOFBm8CGjNfe1dJOT/hlCiBISVw4cJ1ZGOTQWHvwHFNBH3MhouK+li9yIHJkQYqxJgi7EMJ133nm0tLRwyy23sG3bNhYsWMCvf/1rZs6cOdaHJgYprCBWroRPU5Rcf2JSJRc3JsyT3QrCQJU2ibqm+KIpCXQomKzNPvyHt02n6/Lwnh66pMOlEKKExJWJr8+4UuITjVVc3FBpnigXUKD7+JzS5uH6AaVYp+vycGs3Xa7EFSH2B9IHXYgx0tHRQU1NzVgfxgHtssYE35pR3/uN3Zgk3PufJ2ZB2L/g0kAP0KVgkoZOZZ4HBRP8MNCo84l9Z6VD80tbRvxCqr29XcpbhTjASVwZe5c1VJaPK8o753tJeEypQlzx31caXKvwc180oK18Yt/paJpf3iRxRYj9hIygCyEOKDMiNjc1mwvYQ2NhquwyIxY1mFL1LgXV2oyKZwLb5QAXM1KeoXzZoQ5s26YgrkFDrNPiuzPq+d7uLp7pSpf5oBBCiIlkRsTmpqm1gBdXyvUODybcWnnPg8FDB7YbINFW/vZesm/Bd2c08L3dnRJXhNgPSIIuhDigNIQsLp9UWf5NjUmoo5gEvAuowiTnpaPkUP61Uq63XZ35OZxTXNKYYEMqR3fWBQtWp7KkpJZJCCEmpAbb5vLG/lqS6UJSrnShlL3cKHl/I+el23n7CSu4pKGSDamsiSsKVqdzpKRIVogJSVZxF0IccPq8ZMkBuxT7ZKWdVgVZZcrdFdzcUM2LB0/hhXmTmBeVe6VCCDGR9Z0Ka7AGMSo+HPmyeXM5n48rc5okrggxgUmCLoQ4oKxO5jhq5TbW7shAd+CCqROTROP926nM6HeLgtQIfXkKMxfd/1oNpKy+FwYSQggx7q1OZTlq1RbW7kpBj1t4IziXPFi6rtzBj5QPRGlvLrpHA1m9T+4HCCFGhyToQogDSkprXklmSVka7MAbNoVJPznA8X7OYhL1keB6+w4m6C6cWxflhEoZ7RBCiImoEFcojitBwQXYR/qebOn+NJxbG+OExBDauAkhxg1J0IUQBxQLqLIUVsKCqDdK7gIxoHIUhhxKvkIBNzVX8LHG2L7/biGEECMuH1cqLIhaoL3Rcl2+Ldq+URg1V8BNTQk+1hAfpe8WQowkGbIRQhxQFsTDPHNYExWWgpSGTg2uPbrlgJ0jNSQvhBBirC2Ih3lm/lQvrrimzL3BGrky9oFooMuRsnYh9hOSoAshDii2wrRWU65ZrV0raGd0LmwiQIWGkNeeLafRwNIt3fyuW1rjCCHERGSjTGs1pc15Xo1wgWoK6AbqvX9zQK33nsbEsahl5p47XlzZ1iVxRYgJSkrchRAHlB5X82J3hiSuuUUZVxDGnA0V5ud9VZEYAiqAiCo6+65JOWzMyKi6EEJMRD3a5cWeNEntmrvA0ZLL68HcAC63Rom/2JuDuambDfyb55XRh60yccVBCDHxSIIuhDigrE3lWLxqO6+nvCschWl9FsMk0JP0qNYWKeDB2dV8qbli9L5UCCHEiFmbyrF49bZCXAHT+kx7XTu0NXCSntbQGrhRm/OeO0ACaALaXYhrmNT/rhTw4KwavjS1cji/jhBijEmJuxDiwNSqTJs17Zo56A7mAmpf9UHvT08YUnI6FkKICa1dQzIwal2pzGKkuCZrTuvi9p5BLmZxuT0u5JR5OLZJ0rX33MZ8PhnYR0RBRZml41M2ZGQcToiJSP7LFUIcmHKBh+OaCyONKR3cV/PRc0CP9yi6CaCYHwtxaV1U7poKIcRE5ejiR9pLplPev2ltRsZDmDiT857bFNqz+Z3RtAZLm5vHCm9uOyZGpQKfzWqzMF3KLbQHBVAW86NhLq2NSVwRYoKR/2aFEAc2f5VdPQqtcDJAxvueSKCUPqw5PmwzJ57gp+1pcjIdXQghJr6Ul5wHKQUJC7oCCXWFMol3FvMebvEK8FEgoWAP4ChwFYS8D2c1ZL2fQ6qQ6FtwfCLMnFiliStalngXYqKQEXQhxIFNK6/N2mj1qi0jrbhvZ4Z5a/fQLcm5EELsv1xgC9AdiDmt2nQTSVrQ4vZO6lNe6bvWENYQLRMoShYfJae5ryXJvNdb6JbkXIgJRRJ0IcQBaWlbB3d39XgL4LqQ0FA1ihcxjoKshQZu3t3BD9q7JTkXQogJLB9XfFGrzPxwDSHXlK8HX1Mawl4SXo7/utKF0fWsBbneK8YXxRVJzoWYcCRBF0IckB5NpvhzOgNosFywR3f1dhxFT06zIp3l/s4e/pzKjOKXCyGEGGmFuOKxAyXnPgWEvKTZDYyi25huIuWKuZQy5eulXP/hrRZvQY/SrEhJXBFiIpM56EIIAdClii+WRsGaTI7FO3eM6ncKIYQYJT399CHPeTEn5m0TBaos2F1mFL2v96KuGUFPWaYSrFqxxs2xeKPEFSEmMknQhRBCCCGE2BdsBTWW6WHuaEBBnTL/asDyhtj9+8N1XnFrTkNHmXlPWcuMmvvz0G1teqPXK/NdyX362wghRoEk6EKIA9I59TFOiEbG+jCEEELsJ86pi3NCLFr8osJcbSu8UnRvxfYIhZZqQf6VuVIQU5AueT/ivedieqy7mLadIVW+PF4IMeFIgi6E6FvYRsXCgEanspDdf1Yxu2ZqJUerCHSO3THYQJVSdGvN/vOXFUKIfoQtL64oL670UwY+wVzTVM3RKgzdJSXqLma03FWm1WaXC1WYEe9ySbU3n5xqC1pdL7n33ktg5rC3qkJ7tlzh+2wFVZai25W4IsREJYvECSH6VHnR8Uzf8m9M33IDifMXjfXhjKjTVrdw3dvtY3oMC8IRtkydxuGhcsMoQgix/6m86Cimb7mB6Vv+jcT5x4314Yyo09bu5LpNrcUv5rRpneb4q7ADDZbpX97WRwqd0oUkv9Yyo+N+m7UubdqyJS3Y4z0PWBAJs+WQZg6PyBicEBOV/NcrhCirdumHiJ0yF6sqA0SouuJYwrPqaLvl92N9aCPiuroqTolGB95wH9rs5Lilo50tzv4zgiSEEH2pXXoKsVMOx6pqRBOn6oqTCM1qpP2WX4z1oY2IPuOKv7CbpU1Ze5c2Zeku5eeZpxU4gOt6rdS8kfIwpsWa9obddeB5C1AJm3G4ZWc7W3Iyfi7ERCUJuhAiz55Rg91QAUDiguMIzatD04UiROyEudiTaun55RtkV28zpYkT2FmJOIvC4aLSwNGW1JoV2QxJ6VMrhNhP2TPqsRsqAUhccBThedOBOIoc0RNmYU+Kkfzl82RX70KncmN7sHvprMo4i0L9xBXL62Ge9ErblYZUme2y3tzylIa0n5ArcLWZf+6XwIN5bmHmqruQVJoVaYkrQkxkSmv5L1iIsdDR0UFNTc1YH0aRxu+fQ+XlxwCgaUQTKroO8N5g61E3k31l01gc4oh5acaU4gTdtUe9zRqY66yjdm7lleze3fBob2+nurp6ZA5KCDEhjce40vD9f6Dy8hMAULSgCKOowmUn5gxo/tly1LfIvrJ97A50BLw0c0r/CTqYZDtpQURDaAij3P7nwARlvz1bTJm56j4HdKfLUW/v4JWMxBUhJiKZgy5EiVtvvZVjjz2WqqoqJk+ezFlnncXatWuLtrnssstQShU9jj/++DE64r2nKiI0Lf8iFWe/o89tNKBxUKqFyQ/9P5pf+jJNf/4iqmJsVkKfHwvx0hFNzIuaQqAKpVg+qYmzYvHB78QCwso8om6hbc1QWUDMlTOqEKJPB1psURVhpi7/FBVnH9H3NlRi0YhWjUx+6BKaX/osU//8KVTF2KzLMT8W5qXDm4vjyvTJnJUYZlwpfYQssG2o0hDTfW9nKTMyHvb+BTPaXuWVyKvAdziY+el7XNPKrUdK24WY6KTEXYgSTz31FJ/+9Kc59thjyeVyfPGLX+T0009n1apVJBKJ/HZ///d/z5133pl/HolMzJZd4fmTiJ06l+jRk1CxHJABQJHC9HOJeMm5eRXChA6tAyx0Kkvlx08g+fhr5F7fu5GPc2IVNFglGa4CbM3DXUkmWxYnRGL5t6ZHQxxJhIviCTbbDlGlODoc4ax4BQrFI6mewX2x6uPnPrfXhe3yJYaY0kW0ubCytJkzOEjnxiuoUSmezpT20xFC7C8OpNgSnt9E7NQjiBw9BxWrojCeHDXTpkmiiKOIAhaKNOFDGwAHncpR+fFjSD6+jtzru/fqOM6pi9MQsgsv5HR+NfSHO5NMti1OiBfmjE+PhDgyFOKiqgo2Rx2iluLoaJizKuMoBY90DaLJuFeNnqdL3kN78SIgmFNb3sMvXzvxndDaAa+tMT3Pw5ikPKsKn3UB2zVxRykIa86tilPTo3g6mRn4mIUQ44ok6EKU+M1vflP0/M4772Ty5Mm88MILnHjiifnXo9EoTU1No314I0olwsROm0PDt84Aeii+suhG4QKRwLWDQlMod1OxMPXfvpCWy++ka5gJugUkLMXSmhoWhiLm6/1rF0ujYy4rM1mOsaN8q7a++MNtcFOi1rSd8VxaUcnCcGTwCfqgD1RBPAaWY5J0gIh/geRCKm3e1w7oNDh28YVZHxRwdWUNtcqSBF2I/diBEltUIkLstAXUf+tCALR3i1eh0CRQJHHpxqIRcwbMAR14K56hYmEavv1Bdl/+MF3DTNDzcaW5loXxwGh8UkPGHNHKdJZjYhG+Nam2+MNJl5vqisu6L62uYGE0PLgEHfo595ck55YFsShktP/re6PmmLiSTsPF58DaN2HNGvOZiAZHQWfJTeAKZZJ2rVBhzdV1VdRaliToQkxAkqALMYD2dtOKq76+ODn84x//yOTJk6mtreWkk07ia1/7GpMnTx6LQxy2picuJ3J0c+CVKjRxXPwb+KqQK9MB5HCpz9/c12hsdlF+lZvBWRAJ88yMyVSkbW+FWxdSdr5nrEraPFHfhD3gnvZCBnCtwsq4pSwX5kyHb3+5+HV/8/Ub4eqb4fYvwJr18O27BpWcg9nstN3bWZGRiyghDiT7a2yZ8sTniRw9M/9c0QnksKjHpRVFCEUjyrsFrAlhMRk3Pz+92rspHCv/BYOQjytZBdneJd8KeGLapH0fVwYKBLMOgttuLP/eWxvhS1+FVA6SjknifS6ANzXLVWbkvMEyv5gDuhtO27yLFWmJK0JMRLJInBD90FrzoQ99iNbWVp5++un86w8++CCVlZXMnDmTDRs2cOONN5LL5XjhhReI9tG6K51Ok04XRkg7OjqYPn36Pv8dyrFn1FN704dInD0Dq74KMPPrNH4pZRcmWbfyN/UVWcDFxfx+igyKFJow6affIvf6DhRdtC79Hc7mwfcXPzoa5sUZUyBlmW/yy8NDXil5NpA0K0wC7yjz6EOLdnjU6WZpSwebc8UtzGaEbG5qqObsyjj1fkl9xlslN9+6xrsFEQ3BlRebf6sr4d3HlP/Czi74y9/gXcdCWwe8uBK+/WMY5AI9jzjdPNrTwz0dwx/1l8V8hJg4Riq2jK+4UkPdTacQP/tE7PoY4I82ZwGFogEdWCRO0+mNrtvYVKJJo80EbgBST79C5vUtQCVtSx/F2dxa9nvLOToa5sWZU0x+HFJmlyk96Bun5bS4Lo92JQeOK7ZlvifTx5eFw/CJiyAcgqpKOH5x+e26uuCvL8I73wHtnfDya/D9H5tk3cHEQFtDVJkQngYqgSiQ1Tyyu4dHO5MSV4SYgCRBF6Ifn/70p3nsscd45plnmDZtWp/bbdu2jZkzZ/LAAw9wzjnnlN1m6dKlfPnLXy773qiwFOEFU1C2InzoVBrv/xSKNswc82pMmaGFuTXfDtSisYtWcS/MRQdFGkU3LnUoFIocSu9m1/k/IfWXt3E27RnUYR0dDfPirCboscxFhy/slQKmA/PSFWbEINt/go4FOuJy1KbtvVaxzd8QCCq9kDpoOsTCEI/AN26A6BDngCZTcPY/Qc8gKwuiLnd0dvHJXYO/AC0lF1JCTBwjFVvGR1yZ5sWVSUy6/3w0tShymBu9YE7sNtAAtKCwUSTyCbp5Xulto7wKrhyaLjQOWjew+/z/Jv2XN8kNNa642iToUQXdbqGM3PJalg3xClhD2dXR8zcEghuWxpVpzRCJQCwCt1wHfdzM71M6DTd/A97cDnu6Cq9XANXADqAek6TnNCQ1d7R288mdEleEmGikxF2IPnzmM5/hF7/4BX/605/6vYACmDp1KjNnzmTdunV9bnP99ddz9dVX55+P9kiHqggz9ZlPYVX5yaaZ26eJ4KKxaQGqvRL3BrzxbDMVLrAfP4XXRNFEixcuVzDpwU/RecdyWj559+AOzAaqlKmSDybo2dKVdjAXPalBLJXuetsN9/bjlz8Dh8wY5oeHIW0VVwoIIfZbIxlbxj6uRJn6zA2oKpNsFm7g2iiiXuxoB3LYmFO8JoUmjcVkLBSaHC67sWhEEcJC49Li7S0MCqY8+I903vEUuwYbVywFCRu6Hchq8wi+V6WgE3BGcYzquk/DrL2IK7GomWb1te/BL/9YeL3He/hyGlpdM5ddCDEhSYIuRAmtNZ/5zGd45JFH+OMf/8isWbMG/ExLSwubNm1i6tSpfW4TjUb7LH/f12rOOZampWeRrjABWxPCpRYwpepW/mKoC0WPl3TXemXt3UVJuCLYTUwBdd6/NppGFJ2cG3L5h4YZ/OMvP86l3/oTJz+xGpq8CyFLgV2YFxi39s1FhAIemlnPfZ09fGVHJwBLG6q5oKqi98Z+qxrXO8abvgWnvRsuPXt4Xx6Lwn8vhe//FJ7+2/D2IYTYr+yL2DK2cWUBTUvfR7oiXBiY9t7T+DdyAapQ6MD91xhQiZu/AWtih1t2RngORQsutcTOPYbm42ZRSQdp4sx4q4Nv3/CwvwszLSpt9pmPKxVlbvTuBQU8NKOB+zp6+MrODmAIceXr34GTl8D5Zw3vyzWQzEHOLVSTpS1T3l7rbWNjYmy9Le3WhJjAJEEXosSnP/1pfvzjH/Pzn/+cqqoqtm83q5PX1NQQj8fp6upi6dKlnHvuuUydOpW33nqLG264gcbGRs4+e5gJ3QiLnriQyKHNREiTQRM/4VCshQdhRjLMnD+V/89fo7x2aj7lveo1dA1c3rhAKvBcAUk0UbwrJCBM66GTefNjR/DhLbt5r5tlUW3YlOFBYf543B3J66ayDg2FmWYXLvqmxULMS3gr+mZ1cLjHu7L0yh43bYOdgyulLEspmDUNqhMDbyuEOCBM9NgSPfFgoodOIowiiyZ+wiyshZMxMaH8ybz3q673atZ7gDn5Rku6kcUxq6zlvO2S2A0RotUHcd5vNqFz3Uze3sOiuBe3bF1IToMcyJ/o/YRZa3OTeJgODZfElWhJXIFC+Zn2nrgatm6D3XsRV6CQ7INZHA7Mn690FlaIQv90IcSEIwm6ECX++7//G4D3vve9Ra/feeedXHbZZdi2zauvvso999xDW1sbU6dO5eSTT+bBBx+kqqpqVI6x0lIlSbIu+jlx2alU/MPfUUUbneRw0PTgAlVFnwIIZ2yi6RjdlWF0SUA3i8aFA5/JUbxiuwY6vfY5Me+VSp5/9yGsOqqa5/6/u0n05Mzdff9mfkqbjjqTKe4jvi/kFBFXUeVdjDlh6Iqav59ZZCdY9khxPX/OgWSgpY7fDmcoImGIRyE5cPu0iFJUWooudxRLLoUQo2a8x5becQWC84QqLz2Gio8fQyU2XTg4aJI4mBO64fb6vC94XnMpJOdgYkzw3KrQVHmrv/vj7l1ABdFMjH+57U8kkpni7wiOVAePIaML5/mQ/5y9u/p1NBFNIK4ouiKKSqXAcYuPw6YkruTKxJUhrnESCZv56+l04c8aHCwP/FkiCokrQkxAskicEGOko6ODmpqaIX+u0lKsWzCNhOVllHYYklmzArllQzjLzTefzM/OWohLPf5YeF858Ed+/BKf/8qTnPy3C+hJ1KO9Fd0BFEmCF19G8TiHZhKKLvwVezUNKLIkunfx3En/RWKPDdlI710oIOKa67JKBbtU8TXbSKjNkY0pUhEz2nH1+hZWdWT48/TJxfc0lFu4z+FaZv56xDZzGH1zpsF3Pj+07+8OwarNcOUtA26ajbrsjmWZu2YH3cO4mJLFfIQQexVX5h9MAg1KQzxk5miDWbAz53DTV8/k0XOPzheiuyTRveKDL+4tPgqKDgoruhe/VxCMUBrFLkwnkZj3bgsQIdEd5bmTl5LIWRAK9DfPaHPzt8oy/zpAhW3O7RmzYFrRPYfgfe2hiiiyUUh5XeCufrO1EFf8/ffFtk2C7TvkIPj3a4b2/R02rN0MX/wKdHqLq1pAzC2M3IfNcWQt2K00c1/fKnFFiAlERtCFGMcua0zwnsriUduwUjSElbf+iwaVg6hfVueABWHLRZHFos0bich5yTZABRrLS6rhxWMb+frSU8lELCCJMs1b0fnR9mBQtzFLxHZRGNnwr3S096wLcElHQtx442lc8MBrHPvcdsiUjD7roo+Z9mlamRZrI2h5R5oHO1Pc3lzDJYkKWuxo8a/klyAGXwtrIGdufPg2boPb7oGMgqPnwgeON3MBbWX+BDlvtWCUaa/27w+bC8X2QbS4CWvCYU2l3VehqBBCjIzLGirLx5Wod+pTyiTpfhtyy5zbwra5KWwGa7u8U6Z/MyCJiQmV3nMXRaeXiFdAUQvP0lvGDoouL+YEZ7ET2M68l45Y3Pilc7ngZ3/l2Jc3QjjQK11jEnFHFz6X1qZKPrjL0p8Hw2/J6ZrffnlHmge3Jrl9ai2XVHhxZTAcB1KO+ftqYNN2uP1ec7wL58Bpx0HIKqwwH1ImtvhjaSELlj8Lz7xsnse0WWA04/1OlvfIV/UrKq19PptMCDHCJEEXYhyygAUVIT5UHeesmorCf6naNQ83ELBxwfaSW9cCy/F6yVpeUp5A4VAYwfDnn5vn6+dWsn7uFMxwiZeY4vc9Dy6rbmMusuKYJWMdb7schSGJEKYZqyYXtnjkQ0cwY3Mn9a0pZq/uMsenSy8VtJmTPrJr+eR33ZJxeKUzjZt1OCEaBrtMOWHpMdkl8/wsDe3d8NifIWNBZxLmHARZB5onmdL3NzebUfZY1JQxrt1mkvr2QDsc/6ZK6fdZWq6ghBD7lAUsiIcLcSU/D9uLK45XJ62BjAO2U/xhlUWTQxNCkQbCaC8hNzHGyVdgmffT3mx1f0gXFGEoWnbUAXLofBzx+dtpb78RQJENw88+eAzTN++kfk8bs7cmQVuFFen81mY2Jk6WLX0fJn8KmIaWtMsrHRnces0JUf/Ohr/dIPalvZjZ2Q2//Ys3W6wHDj4IIhbU10NlAlQI3FzhT6MtWPU6PPeiiU0hL5HPKfM38EvqhRATmiToQoxDFZbimSMmUdVpQYcL9f7d+wxku6GjtvgDlR2QDUNPJTR0gBsBXQtqd5m9d5U8TwFpNJMJRnZTUhisOa8E4vlWOYYGWryfw155e/Hn/vPT7+OJk4/lsXP/zRyfU7JSrwN0uqas3B3hK4u0xTkVcc6eExt42372Qdg1F0JgyvKfeRF+/5J5/oUrYO7BcPltcOcymF0PKgHfvRn+9Xvw2FOFfSnXXPTmwsXXomnLvBeofBRCiJFUYSmeOayJqm4NnQ7UepeAOgNuN7SVlDJXd4HlmOQ9rFDsQel2tGrotW+dHzn3n0eBCIqdqMDJTtNI8NLTjJzn8q09/Vc19d7PORS7e33uW1e+m9+dfBC/+shdkE2YxDXI1abFWqVXAt6zl0m6G5jkndWck4hzdk1F4buGQmMqsUKK/HwBBTz9EvxhhXn+2U/A+94LOmRWbg9+R9I298FTyoygW67p8560TOIf1hJLhJjgJEEXYhzqcTVLVu7iluZqzq6Lm4ukdLe5k442CXmQFbh4cDVX/c+vOfHZ1fzT1y/GXAFkMVcA9UA3hYXear3REI2idHXZSnSg7Y3ymq2a5DzXa1uz2ntL4D3zfZqQGSGOOsXTEEfJw+0pbtnTDsDSKdWcXRXPt+IZlJhr/r7Ku0DSlknWQ97vef9DEIma7aI9EAvcALFL/k7aMiMdsvKHEGKU9biaJau3c8uMas6uj0NLDip7zLnM1lDnTTrXmJultguZMKSiUN3N5/73T5zw3AY+s+wjmPO8meisaAUSXlIOijYKt3HrvRF0vPc6KV7RLA5UUpJee9t2YUbXGylksv735bxWY45ZxySrzJSi3r/0PjnfPtzRwy17vDZrk2pMXMkN8EXKm9OlgLDVex68RaF3+U8egd88YValv+FymDa5sF00Z37nsDafyVomWYdCMxUhxIQm/xkLMQ65wMpkjj06MHKrvZEMMAl7UDZqRmWVhnSU5q2dtNbt9krZU+DNKzeJevDiKIfCQhMOlKrnd5qfbehv2/cqbv7x+O+HgAiaMMe98Cbv+cvrkI6WKW/fRxTmglNBS85ldSrHRXUVTPIvioa0r9K5kBSX4+/YUxj5/+OL0JmCRfOLj8MplEb2eQCOMlUEkrwLIfYBE1ey7MGLKw54NeDe/OXgjUgF6bCpzHJsSEdo3tZNa30rijCaMIVh2hDFZesh/JXaten3FXgvTHEMCkPZ/ucEXvcvVXPeGilZ3vni27znr2+DFQVlFc/GCurr9b1k4kqWi2oTTArbQ4grgdZo5c71/n5a9pgHwO+fhaMOgyMOLWzkxxaXYMN5r40pZtp/1r8hIEFFiIlGEnQhxqlKWxGxgoldP5IV4Hor1nZXgtWN5Wgqu1L0xLtwbcfbSemKu92Y6O6fCoLL3HYHtis9gNIWPKVD42HQVVT2pDnvkeWc8/MV0Dn0lYWHTWlTio5pM9MYsvj2tBrTXs0d4LPl6DKj3v7NhpxVWNjue7+GTV0wc76ZO6hDEAmZxBtMSWPYgmSgVZ2/36wy89uFEGIfqbSUWa5Ne8O3lncCCvbUVl5Sl4yB452TemJgaSzHoqo7Qlc8iuPFp9IV2TUJFBaF7Lhwk1OTCGzZVys2f7/xoncVWZTupKInzfmPvsTZ/7caVE3hswOtzF7u6/rrBtfPPkxcsfl2cx2VlhVYE6YfpTeo+0vqg7u7+9ewqQOa54EKm6oG5d0ccbTp3hK3Tdu1rDZz5Svw1uPTxRV2QogJQdqsCTFG+muHU2kr1h3XRAOKcFqZad6Jjt4j576uajOC7noXU0rjRFxSTUnOuvufeX1OLVbZdjgNmFFvf4G4asyIRgvQ4I1++C1vdJnP9dViR5HoyfCHD/0PtXu6CaeA9rrem0UCFQIjPQddATGXbMglHXZJRMIo1zVliKkR/J5MIEGPuWCFQFXApA+ZP1E2Bymv1P3U6XDJHLjgGoikzJ96d+FYOrVL87bNdA3jtCztcIQQ/cYVS7Hu6Ck0pG0TVzLazDMPOYXkMTja2l5VSNA9Jq6k+cgPr2HNnKll73ea6VIhb1V25bVZy6Gp994zU640kyhe98T/XN/nsURPij+ecwu1e3oI5ywIedt6g8V0usWJdzDnryqpoOrSZpA+7r2Y1IVF5gaQtSBtQyIaQjmuSZSzQzhvlynMKvu+L2RDuAKqzzExLBhXTjoIzp8FX/gXSHnVcrbO76PTdWl+acuweqFLXBFibMgIuhDjUMrVXPdmO1dMquCEighU9zGSri1Ixc2//p1yb6V0O6tI7LK55ju/4fFT5vPwmUdh5RNxf3cKVTTsoLzXALpRRL1RjGrMKLlfKt+NOX0ELwQdzC37St75wgbOe+RZajcrwtl44cZBKUeZC8PwPrjD712whRWELQWuy50t3WxM5bi5psbM39Oq93R6X2gKhOeYneR08SJBQVFVqPTMNwi2oCNnSi+1MqPpAGs64a43IXQ04PB2qoNbWpfnd5VFk5J7pkKIfSClNde93c4VdVVm5XE/GQ2O7GplbpQmY2VvmNpZRWKnzVX/9Wue+LuFPHzGO8sk6aXZpw68lsBMu0p5iXuFVy7vv5dD0R78RjSVKLp454sbOO/Rl6ht6SacdQurqge/Ku61HMt5I+oxr2oq6z3PemXhMe8Dji4UgDmDP/eGlTJxxXG5c08XG9M5bq6rNivja913pZY9BSJzvO9zh/Sd5CzozJHvpeaPoq/rhvvfhtRicBzeznRwy65n8h/LanNNIYSYOCRBF2Icymm4d0cPJyUinFAZMevoZGyzkmswUdQKtO3NHfRez0YK76Uj/P0Tq9BK8dqhM3ljThTX8idQh7w55sFReccrTQxjlokFvPmGKv8czAVWDE1hdXT/c7M3dPCe5zZyzq9WQlcd6H6Wk3W8mwO2KszJG8nrCA1ohYNmZXean7clWZPMcWasArRLo20zww6bJL2hAWJx2OGV9ttTITTb248/RaCMcvce8kvdl1ylbekyD2smb2c7WN6T5oc9pavqCyHEyMtpuHd3kpMq45xQGTNTbixv/rQOzD/HMslgvjRaFUbStYJUhNO9uLJ67kGsnjsJxwqeCG2KT4w2fgtPTcTLpXPeo3CO1ES99wJTgLzPzX5rM+95bhXn/PqvJuPUmOPNYMKVH9Zs5ZXoYxZYC05vd/CWYfHu3PpV+IMcNS/loFnZk+Xn7UnWpLKcGY9DGBptixmWqT6jvhHCcdjpxZVQs3fjFwoTyIf0pb0/s63bPPDiSneKH+7uLvNhIcREISXuQoyR/koRfd8/pJbLJyXM/HLLAScN6Z7CBhbmIivn37FXhRZsWhVamsXTdE3JcdzjX6G7IopJuidjsRrT0zyofLu0gYXRuoH/O/9fOWztFjMy0NYw8MJwYWCShk5t7gmM9DzsmEtnRY7m17b3KvG7YlIl/zujHnYo+NQnYO7RqNv+Yt50XNMLeB/QwCe2/h8/bHt1xPYppYhCiEHFlYPrubyx0qu8ckGnTZs1y6sqcjHnv7CX9boKWsucW8IZuhpzHP/k5+hORPIvl7ZEM8q3SxtYDqV38+uLvs9ha3d6Oa1Xxp4Lwe5aaAYieMuseO/ZChK2abXW1yh1lWXeG04LNlvRaWma1/QuHb+isZL/ndlobnBccAVMewfqGyVxxfJG2kfwClwDn9jya37YKnFFiIlORtCFGO+UNsl5xm+zFqAxybkOvOC3YHNs03fcNQvYxLtT/OzSf+f2K0/k8ZPnewl4it5y3nuVmAS9G79Vjlnpva3sYc7esINvf+H7zNqww1x4KKCuA7rjkI6U/QxgRjM6tdfndR+s8u4oM+e8zIXQw3t6eK4rbQZyvvNd5lcdxIPRUyHS16rCe6/bzXLq2w+yNl3a1k4IIUZBRJtpRTvcQps1i+KSdruko0S1V+nj2OacDqAgnsnx8OV3c/unPsBv33uk/+EyX2qjafTarIW9heRa8bJpNLVlD3X2W7v5zg3fZ9aGPYW55SFvpfKQA41tEKrq/Z1+H/Rypd02UGGZtmxDKTEv3b9TPsF+uLWH57q3mCff/C7zKw/iwdhpxXFlhEvOu90sp254gLUZiStC7A8kQRdivHPx8uhAmzVfuZJwywEnZEbdtTcC4tjYyQiHrtvK6X94DaWz/Pbv/JYtIcwwdiqww6z3KLRPK8xVr/C2dfEm+QGKWLrNjJynw+BGzXuW6nv+OZiFbCyGf5E0GC5mRZ8y9jgue5Le33T7dlp3d3PHpEYIW8wP13Ni9KARPZTV6Rae7H6LFakdpPU+6v8jhBD9UQDanN6112YNb/VvPwn2T/f+au9hB7Kh4kXjXBs7FebQdbs4/Q+rUNrmNycv8t7MocgGVmI306qK26oVuocokl4fdct7xUwMj6W6CiPn+WP3ytjxpngFq7QiXkWZQ/kkOOSVvTte7NGqsF1IFeapD+6PWFZRXElupzXczR2TJpm4EtlHcaVL4ooQ+xNJ0IUY7xxlFktPUH6+c/A6wb+4ykTNw0+Os2FTDhjew7m/eJX563bx27+b730gjKYK1Ws0vTuwU3+19rC3Em/Ge90Caomms8R7wqb0MFlhvit/fNo8ypW627qwivu+4qpCH/IBbMp18sltvwXgitojObF57y+kHDTdrpkq8ET3W3xu++/2ep9CCDFswcQ7KJ/0Ujhn+/PSlTbtvVKBaqicDbk4hHOc+6u/Mv+Nrfz25EVeGMpiFg01N3ALX+23WVOB1dr9qq0GvKF8oItoOkNFstWcw/21V6zgyL5t4k3Mm0+uMIvE9VCcnPu/qsKUwtvKrPbul7j7hWlh773BJOhKeY/ef8ZSm7KdfHLrbwC4om4RJx40AnFFa7pds2jrE11v8bltT+71PoUQ44ck6EKMd2ENUygMWgf5c9Bdb94grrmAUSUJqaXNXMO2ekh0oV0bh8lYtKBIecl56VVGPb1bqWVR7PS2jQO1RJjKTbd/j7N/8Yfyx1/VbUZfWsrMi8xaQ5vmPhxRF+I52MbILkA3SCtTu3jPW/cBkC2tgBBCiNHWQflzoetPBfLiiUUfG5Zoq4JE0oQf/PH4OKXJudlzK71bqYXQTMYfSYcuQszkxv/4Eef8srAaOZmI6VpS2+mtlO4dW6s24agquBq992+ll4SndKHNWl+n4dQQVilVutBDfgysTO/iPet/BEhcEWJ/JAm6EOPYXbt62JxxuHlaVfkNNF6Zoi5Up2sNkYyZV+gAaa/Nmdd+jUyUg95K8o2v3M+3/t/ZbJsSRrO7zM79VmrVmD7pMUxtoGmlBlEi6Sw33/49ljz7CvEeb5X3iqR3IRX1jlH3Pd/OH9UIu2YUJKd6r1m3l57qyvCDPR2j1mbmqZ5N3NO2Mv+8xUnS5e7ruxBCCDE4d7V1sznncHNTjdcWDPIj5375eH5kOJD0Rr24AtATL56zno7QvL6Hr998H//+jx9ga1Mtpcm54bdS60BT7SXkTr6VGmSIpjPc+B8/Ysmzq4knc4Ws31FmEVFXQzpqKrXiPYVWo1qVn1ceUiaB98vX+zodDyFEPNWd4ged3aMXV7o3cU9gUdGWXEriihD7MUnQhRjHnunM0J3T3Dyl2luRXRfaqYGXoJdcILgaQlnAgqyCbKE3OgC5EHW7cnz04edZ/s738MKiRrY0hel9yfmcDQAAQeRJREFU1ZLC9KhNeAv72JgawDCaOHVtKWZv2MHZv/gD8a6smfMOYLvm4cvZJknvi/LK3POVkyO7UNzadJZ725IDb1hit5Pk5dROFsQmYQ9wTD1uljXe4jxPdr01oquzCyHESHomlaFbaW4O1ZjYoPyWasGSdgojzX7sCDmmGipnFcrhfTmbul1ZPvzw8zz1rsNh0Qy2Tq2h9DLTtFIzJexQhbmL7LdcS1HX1snsDS2c88izxFNpr12aNnHEscxNgZxl2ok6NsRSXoWYdyyZwMJt/u9gYW5EuHjLq3gbOLr8aHqwtL8cpVibyXFv29DvJufjSnQSdmmlW4keN8uadCCujODq7EKI8U0SdCHGuxyYAe4EhDMQH0R/U1eb0Yb2OrBLFo1xLchYqN21/Ofn/4P7P/JOrv/SeSjll673pQu/BRsa/v53L3Prl39s3uqpgnSs/MeSFQMfL5hWNznY2wR9pMYzHulcxxPdb7F13qepsnqvQh/8njWZPSxef/cIfbMQQuxjOaDVBeIQy5jV3P11PxUmftiuSVaDJ7ucZUray3EtVFcV37n2Lu7/yJHccNMZaDWZ/s7pmkr8FmxoeN/v13LrLf8HLXVQ4UI0ZXL41irAMlOWugPf31Vl2sH11Xgj6fYdFMq1V9MKcmFzkzuQpBdtadtmKtkwPNLxOk90vcXW+Z+mSg0QV9J7WPzmXcP6HiHExCZ90MW4t2rVKg4//PB+t/nRj37Exz72sVE6opExmH61S6dVcUFDnHmhMKS7gVzxCLovWWlWb4+moKOmMLqRDUNVh0nKU/FCX3SlzYiJgtb6OBvmNvCxu/4/kvFaNCbRVrRhrthsoBrtX7lpm+9+/ge8429bmfqWWaQmX0I/HMo7nqi3mJyrIG0NO9O+uaONR1OFkY09rstmZ3gr21ooDo82cMvkEzi7am7+9Yc71nLLruX550mdY12mdXgHPEKkX60QYlBxpaGaC2oqmFcTAd0JKueNoFNIyLUy7dRsF2Jp6EwURtIdyyT0ObswlSko4tJaF2fDwQ1cdNcnSMXTgJkCZdqpKRQOhfVNNOgc3/2XRzj6uV1MfSNrytItb3X5tGVil60h4kKi09wQzkRMyXvU9Yq7lLc6u7cOy1DO+7mw+ddfSM7NFSq/Oi1u7m7j0XQyv80ex2Vzbi/jypQTOLt6Xv71h9vXcsuuP+efJ12JK0IcqGQEXYx7ixcv5itf+QrXXHMNqqQkbMeOHVxxxRX84Q9/mHAJ+mCsT+dY2ZNjXmXYJOB9LQZjOebiKR0zpeb+yunRVGG13kjam6vnJ9qmBVpdS5qK5A4++sAanj7xCN6cXYEibT7jt98hC0Spa0vx979/2STnm3og18eo+WCEdGEOYySw0rv/K9p+GaLZZnUuy9Ppcn3bi/0uneKV7MjMzXPRrEzv5tGO19mVKyT9T/ds5pX0rhH5DiGEGE3rszlWprPMc8MQcsmfdEs7bYT8uBIxyTiY83Qs45XGA5Es9ERMGbm/aJpjU7cnQ0XPLj76ixU8c3wj62dWUlg0zkKjUISBDHVtnbzvD2s4+uXNTN2WgWwC0KYXu/lSryWnv/9Q4VgtXQhVRdO9tFfWrnvf7NWY6V94cSWbDty8xizM6gZG3pOK3yXTvJIb6biyjl25wvSrp3s28UpK4ooQQkbQxQTw8MMP84//+I8ceuih3HXXXcyePRswo+af+9znWLBgAT/84Q/zr08UgxnpADg6GubFmVMg3GES8b6GljMx6K4slLRbDlR2QHc12DmTrLfXeYvplHzWy+Gv++YHeej8hV7Lm2LRVAULV+3mJx//T2irLlywDYcCYk6hP3ltDlIWmbQi5Q3K55P2tNnmru4uPtc+tqMJ45mMdAghhhRXDp4C8U4vZng3TEtL3NMR6PKmKWlM0l7bacrcbceMru+oMTdcgy0zLWVGtass/uXG9/LQhxYCDeiS4BNL7WHh6g385Ip7IAP0RKHDa8UW0d4NBArf78+TL7qZ4CXjwSEnCzOintFkXEgFL3UdoMuLK6kuPtclcaUvEleEGBsygi7GvXPPPZcTTjiBT37ykyxatIilS5fy9NNP8+STT7Js2TI++9nP9hpZ36/YQJ0LLVWg0hDrY2GaSNo8wMz79kcEEp2mFLCrGmpaoSdRPF88pM0q6imzvSIETML0qS344i2/5sM/eRlSteV7mg+Fxnxf2DUXYQApi/s6uvls256yH8nKvUQhhBgZYaAJ2FoJljcHHQrdQHyRLNR6pejd3jQpV0FNl0neOyphSjskY6ZPepAGWlxImx2axdhbCS5I+sWv/4kPP7IaUjXQaZlOHkHKS/SzmPeyCmKu+dffNtZPm7Eui/u6uvlsp8QVIcTEIQm6mBAmT57MI488wkUXXcR1111HIpHg2WefZeHChWN9aPvc25kcl69vY+mkaqaH6GduduCNSNqMlPuvK0xS3ZMozLUDM8dPY0aywy4f+ekKjnnxLdO6Jr9b87lj/7qJeDLLiK2yXub3yGpNl1wwCSHEPvV2yuHytXtYGq5mehxv5XIK88+hMKLul5FHM94cdW9Df9tkrO+KKhs+/NM1LH5+J0rH0RWtpqJLK8jEOPZv200rNZS5WWxRVIIe3A9+AVkI80OgAr5PEUXWRuKKEGJCkRJ3MSG0trby6U9/mp///Od87nOf48EHHyQajXL33Xdz7LHHjvXhDctgSxF9Lx05iUURDek+RtD9PrCWU/wzQC4CKW9+enBBN2+hOLQyI9mOAhyo7CxusdNZs/ej5uVEvBH0mAttIe5o7+KTfYygi/5JKaIQYshx5aBGFlVpiKe9RDywSFy+lFyZxUn9dp3+NKpMuDg5V4F2ZxaFldUd7+FaUN1VaMOZqizcqHW8Bd78+eQ5c9OYkLcfhUna0woqXbMKfbAHudVHiXvSMnFld+9pW2JgEleEGBvDXHZZiNHzq1/9isMPP5w333yTF154gWXLlvHKK69w0kkn8Z73vIcvfelL5HK5sT7MsZcLmzJ2lFkMridReC+UMfPRq1tNqzaf6612G3PNXG+lzUVNuho6a82c9Y7afZOcCyGEGFsVXYVe4uB1+PDes7TpBNJWZRLkVNSUufvbhnNQ1VVI3P1y9DCFpBrv5ygQdyFTYbqOJEuS805vgVBHmZXZq1yzppyN6VuuMYu3VfZTzt6LMp/NyTiUEGJikQRdjHsf/vCH+cxnPsNf/vIX5s+fD0AikeC///u/+dWvfsW9997LMcccM2Lft3TpUpRSRY+mpqb8+1prli5dSnNzM/F4nPe+97289tprI/b9pebHQrx05CTmJcPmIqYvoaxJwtEQS0JFH/3Sw9q0pfE5ClJWodQ9M4qnheD3RV3OrY7z50lNVOzPawoIIQ5I4ym2zK8I8dIxk5lHramuyh9EoJOGq0xcqeoy8SGegqqeQveNIH+kO0sh8S5ZVL2slIKkd5O4dLcpBT2WuWk83JAQ1ZxbH+PP0ydLXBFCTBiSoItx769//Ss33HADltX7/11PO+00Xn31VRYvXjyi33nEEUewbdu2/OPVV1/Nv3fbbbdx++23853vfIfnn3+epqYmTjvtNDo7O0f0GHzdrua5riw9OfrvDa5cU7KejRbKE9Ox3o+cXXyBpSk815iEPaf6HzUP6UIbtIH4Ld/6es+/GlSwUzu8kMngyMwbIcR+aLzElm5H81xHhh7HAqzC3HL/1JsfUaewmnsmYsraUxHzSIfNaw6FRdv6O3eXvuV38VReC7XgqDt4ZfJ64OTcUn1fzVqanY7LC6kMTr8BVAghxg9J0MW4d+SRR/Z67QMf+ADbtm0DoLq6mh/84Acj+p2hUIimpqb8Y9KkSYAZ4fiP//gPvvjFL3LOOeewYMEC7r77bnp6evjxj388osfg25Rx+OT6NjY7TmFOX3+SFabc3bGhu6r3IxXpvQBPkD+S3t+1TDBB7+/iSeFdfJUpS1SY1+3Ce8+lM9zQ3kq6n10KIcRENV5iy6a0wydf9+KK5c87D2zg31T1/+2OQ2eFaYHWEy88uuMmQU9jRrwHOx1KY+aR265ppaZV8bx18NYn0QOPxNv0cTVrPvtcMs0Nu9r9xeSFEGLckwRdTEh/+tOfSCaT+2z/69ato7m5mVmzZnH++eezfv16ADZs2MD27ds5/fTT89tGo1FOOukkli9f3u8+0+k0HR0dRY99pidhFnYDs6CP/xgMS0PcKYyg5F93C/tIWyaJ9/uZh8pc+fjvWarQ8q30vQigLEiax0W6ktcTB5EYqZXihRBiHBnp2DIiccUfwbYCHT9cL2FWpdu5vT8bc8388rBrzuXlSuDx9pUFehR0WGauuuUl9UnLvJahuG2a423rKMh4P5fKapPsB79HAxntxZUqiStCiAlFEnQhShx33HHcc889/Pa3v+V73/se27dvZ8mSJbS0tLB9+3YApkyZUvSZKVOm5N/ry6233kpNTU3+MX369KEdWIUu9AwvJxeGnkrTJ912Aq1yLLOqu9vPf+4Ks6J6sGzd8krT/fcUhX0ER1v6uubxR+L7u1jz/w2bnS130vxLupW0lCIKIfYz+yK27HVc6etU67dSy9nQE4PKpOkKEuxT7i/olvXmrQ82/w1piHuxxcbMX494zxUmcfdZ3raWNtvFtUnw0953Z7wY44/IF32P6U6yXKUkrgghJhRJ0MWENHPmTMLh8MAbDsP73/9+zj33XBYuXMipp57KY489BsDdd9+d30aVLDajte71Wqnrr7+e9vb2/GPTpk1DOzCb/kvcHdvMB4xkCu3VoDAaMlDpYf5s4G1PYO645b3u78NP3KFwcVROLrDgUBFtPucn7yGzv7Vulntz3b2us4QQYqLbF7Flr+OK+VZTyXTQIVBRXbxuiB9XohnA9Vpx+geHOYfnvHN58Fzvr2cSfO6vo2Jhbso6FGJA6Qi+3/NcUUjeLW0+589399dLcfH2pQvfpbzvCWnWInFFCDGxSIIuJqSVK1cOfaRgmBKJBAsXLmTdunX5FXdLRzR27tzZa+SjVDQapbq6uugxJJ3eard9sfqY6z0YGrOSu+Nd7KQsbzE5q/i9/He5ZlG6cu8NxD/OlGUeaTkNCSEOPCMRW/Y6rvjl4KE4XPVNWHi8eT04xclPxEtvxIYCHUGyqrgDSFZBlxcXcpg56p2WiS+uNqXsnZaJa11eLPAqqehU5r3+1koJdiPJWMUj+0IIMcHJlbEY9y655JKiVWxffvllstnsqH1/Op1m9erVTJ06lVmzZtHU1MQTTzyRfz+TyfDUU0+xZMmSfX8w2Qh0e73OSwXbrMV7vJ8xFzHhwJVV2JszGHPzIwz5FjeWO7gk3y+bH4zgPi1v2V6/VL6k5du58YS0WRNCHBDGTWzJhGF3CL55Lbz6FxMX/AqnUBaqu8x2IWXKzP2f8W6wRl1IuKZ3eZVrFotzMD3LsxTK32OuWXcELyEv5d+srdLmEYxb3ZbZrwIqS96LuBDVph1bGedWxaXNmhBiQpEEXYx79913X9GCcCeccMIwy/gG59prr+Wpp55iw4YNPPfcc3z4wx+mo6ODSy+9FKUUV111FcuWLeORRx5h5cqVXHbZZVRUVHDhhRfus2PKUy7YfRTqKbdQ2u5a4HhXUr1GPrRpheO3uIHCaInf1gb6b6Wmy4ym9KW0tN5v5+OVtefLFCOahqhiYTgsJyYhxH5n3MYWywU7C1vfgp5OzPQm/z0NYa/e3F9MDrxSdQdiaZMs+wvK2RRii982zV+dPeT97Je4R7xHOPBdFuZ7Stur2bpwxaq8+OVXblne9wVH3LV3HErRELJZGJG4IoSYOEIDbyLE2NIlfVVLn4+0zZs3c8EFF7B7924mTZrE8ccfz7PPPsvMmTMBuO6660gmk1x55ZW0trZy3HHH8fjjj1NVVbVPjwsFhHIQ6hl420zU9DyH3mWCDl6ZYWCeeT5Rx6yqm6MwR3Ao5evl+Am5/7P/u4Rds4hcTpnvjLrm34yiSinSWjN6dRJCCLFvjdvYEnYgnjTne5/S5nytvJ+VKq6GcrRZ7ySWhHSNiRkO5hzuJ/LKT75LbuiGdPHVp99HPex9LgdESuJOLLCDLIV56L6cMq/5C6lqIKfNSL/3ksQVIcREofS+znaE2EuWZbF9+3YmT54MQFVVFS+//DKHHHLIGB/Z3uno6KCmpmbQ27+0cBKLIhoyg0jQUZALQUdt+bdDOahuMz+nY2b1d39hHb9tDphEPkvvNmnDVd1mRva7KwtzHy3v+9JmNV6tobsnw5Xdbdyb2Xet9PY37e3tQ59/KoTYrww5rsyYwqKakClRz3UWV1ZpVUi0/YVGNeCWrgbnzzUPQWct1LeDlTNJPEA2AU6kMCLuYJJn8BJoZeadV2mzP/9zGW9YvrJk2lW7N1/dr/Dyp0xZLkQD2wUH1F3o3uNwZZfElaGQuCLE2JARdDEhrFq1Kr94jtaaNWvW0NXVVbTNkUceORaHNmqWbu7krGqLSwcVK7VptZbw5u47ITN/PZYkf0HVXWnmqoczUNFleqdrr8+Nv9iPXya4N/xS9qyCVNyMxES80XMw35mxTJLuKFTKolIpwtKzVggh9qmlLR2cpUNcGgn3bp/pr+Tuj6T7pe8W0FXh9Up3TQs2/7PKDWynTIs2xy4eQQ/+7HgvRDALyYUdiKUgV1H4zlJ+2zWFSeb9FeBL7yNrzA2ALKgkVCJxRQgxMUiCLiaEU045pai0/YwzzgBMSxq/DY3jOH19fL+wpivHxro6mDbFzBV0B8iclQvRlPk5GzV90qMpM9qQC5mR83DGJPLBee2awa+I65dBlr4WLGn02+MoTOm97S3w428H5iZAREMWHDQrnSwtem/vDAghhOjPmkyWjZEqmNpk4orWgTaa3jnapTDPG+9n1zadPhSgUuB4nT/83ulKeZ+Jmp97hZSS+eIhF1K2l2h7/db9eeilOXqwjN3BxDr/+0pZgFY4aViZk7gihJgYJEEX496GDRvG+hDGhQemNrDolPfB+RfCFy6C1DDL9JIVhfnpXXtRumZpc2FUWv5uuV4ppHe1lPUuzmzHbOt4qwPHHTNy7lJYRR7o0Zr3dOymS2bfCCHEPvVAcwOL/u59cMFFcMPHIJUq9CG3vWFxf1V3rQqj6rWdkIpCd9w874xDl19fXgEVQLUFdYM4iKyGVm+/ubCJS0nLJOKhMgl16fz0oGBCH9isB817OiWuCCEmBknQxbjnL6BzwKvSsOZp+MbfIJMeeHvXNmXrru1dXFnQXjv49mgD7l+BKrMv11/Otx8a02bHH31PWRA1FRAVymL5pCbceA9rdIrzNw7idxVCCDF0Gnjpz7DlRcilwPZusPpt1vLbeT87NrTHocYy5/qUBarGLAaXcM3ryjJJ954+Rqtz3gJvUe/GrIMZPfdH6tGFm7auKu6vDmaKVMpbzDSiId5t4lwmXlgR3v/dAMKaiirN8uRU3Loe1oRSnP9Wai//cEIIse9I1wkx7vX09PDpT3+agw46iMmTJ3PhhReye/fusT6s0ecA7T2wcRu4gxkFUOaixbHNv1qZuejuCP5nX1re7r/W1+EpXRiB8du/6cDPmBL3v2UzPJfKsTIl5YhCCLFPdXbDxq2mvB1K2ql5I+eZcCFhd2yTUGe9ReRSlnfDFjMnPFfmkcUk1Sll5ppnKKz8DoW1SiAwLcqPFXht2rR5ZLwN/eIt1zZxra/RcWUO+W9umufSOVYmJa4IIcY3GUEX497NN9/MXXfdxUX/f3v3HiRXXed9/P07p29zzySTZGYgCTEbiJAQNS6sKAQfuay1YCnWKg+6hJLHZ1lq3UoB5V68EF1llarV2l3wsXAVlFXALcEt6/FZJVu7XJbSxZgIwXBbArmT61y6Z/p2zu/543d6uqenJ5nJTKZ7Zj6vqobpPqdPn+mqzPd8z+/3+34/9jFSqRQPPfQQf/Inf8I///M/1/vUZtawgTAONgZ+fgJvqLjYmopaSfjpHqey6NA4ctbymf4+joaB2uGIiJxJhujGrQ/Jirgy0mYt+v9QyhWDiwXuPaUkNwFkKo6XtqOPXWLt6JafpVjgU+6LPli6aWtGxy2Da7NWqtre77lCcfEo8S8t2TqJnLV8JneCo8Oh4oqINDwl6NLwHn30Ub797W9z/fXXA/Dxj3+cd7/73QRBgO9PU/uv2aA9dBctA8Cpr0fAC8qt1E5XLuWqvU+VNeW16qUiQOO0bms1Hi93n8Wtfcd4cChTcx8REZkGpU4dAa4+SCmHLlVGL+20aKD888L+6MdxZkt5dvS2UtG5IBpxt7jR88EOxiyHCqJR9lQU73ygI3SJuMVdtXaE7v2FCd58NtBqDC8vOotbB47zYE5xRUQam6a4S8Pbu3cvl1566cjziy66iFgsxoEDB+p4VnVggKSBTu+US7zL7DQ8ppnlpNPsDe5i6pNdMT7fO49uwIiIzLR2oNPAgoq2l5X/H2HLo9tQXq5Umg5f+TDWFQutnKZeatrhVbyvJASGvPIa9HhFM/bStqgDKBUNR0bxi5AactPpq8OWNRjr0doMn1wS4/NL4jUPISLSKJSgS8MLgoBEIjHqtVgsRrE4XqSew3wgecq9pihaq36m+sWW1jSWWq/VElqWJ2BNSn+iRETOmJh1hdWSZnTv81LV9uo/0qXicZUJfGm36sS7ckmTNa4VW83lTVHV+FICH7VGc5+FS8pL1dmLlBNwW3EuJpqZNe59Zde2bXnCsCapuCIijU1T3KXhWWu56aabSCbLmWk2m+WWW26hpaVl5LVHH320Hqc3o2zOYjL2zCbpgQ/9ndBx4sx9hsFNYcx7tXuu54p88ViB7+S1WlBE5Iw5brBJizGh6xRSGuoOKBeFKyXOlSorvJcKvZX2C6uSfXDJ+UArtKfd8qvKLNqz7rMLuHXq2YoE2gNSgfuMoucKxJmwvDY+67lYUoy7R80WbNa9py/ki4N5vjORLigiInWkBF0a3o033ogxo4Puxz/+8TqdTf185OUTfGxRE5/vaXMVcM9UO1c/cMm5H7hpin6fWys4XcXiYGybtWqpGFs6klwVBGqzJiJyhnzk4DE+1t7M5xe1uRdKa8f9sJyEe1Wj4qUkvDRy7eFGusG97lHuzuHhNnrWJed+tKNXYxQ755WT/ZHPA+LRecSim9NeaQOuUFzl85qMW1bleWzpTXEVodqsiUhDU4IuDe+BBx6o9yk0hLXNMVamYlGbmTP5Sdat5wN38RWzkMxCITG6sJsfQOw0RrhDHwrx0SMw1YxhWdywOnaGptmLiAhrO+KsbK66FByz/LyqqrqtGiGvvFlsqp7bigOWkvPS8+oiczHr1p97RcgmIV6EROD6pde6mVv6rFzCPake5a88B2sgtC6u1Lo5ICLSQJSgS8O77rrrTrmPMYYf/ehHM3A29fP5s9tY3xwfXajnjA2jV7LQnIZM2+gEPVaAlsEa+1ecW+lCrvQzQD7lEvRxPspaSBNiQ0vWQpsHmbA8QCMiItPj8+e0s97Eob+irVp1XCkVeCsJTdTyrGq9emkNeliRgJf2qZVgV8exphDieUgOw9EEtGUhlav4DMpJuQFMtAY9EyXoiao7BbZUTd5grSWdt9iiJRtTXBGRxqYEXRpeR0dHvU+hMSSiIjv9QL7DVayNN+D074EOiBWhOQP9C93//SIMLDj5+/pjkIf0cMjq9H4yhKxNGfb/TpxL3iiwswF/VRGRWS2a+o0N4Xg7tA6V+6FXjkiX1pV7ROvTYdRIeOn/pUrsFvef6pZrJQZY2Af5Zrd2HCAx6JZVWaDrRPmmQGggiKaye7j2aplWKKTc9PcAl4wXo5HxZNRcvS90FerzlnRf4OJKOmRts2H/25JcsivPzuGZuMktIjI5StCl4d1///31PoXGMGigCWi24A2Vp6HXSzHuRtWrhT4UPMgYsJ7rpe5HCXssuvgKSlMMLcQMdCbgaJYnCgHfHg44ZkOKwMs5y+Y3A/arVpyIyPRLW7eO2wAtw1El9Mop7WZ0ZfSKl0eel3qbl6q1hxNMeqsLyRWbXDG3INporEv4c355NDwwQAhhtExqGOgcAr8AQRFIRBXdDaxOQL7AE8eKfHu4WI4rWcvmPQX255Wci0hjUoIuMku82F+gE8PyNg/i0UWU9cFUV9WZKjN6KnuJrVq3Z0vt2Kp40aTB0HeJuY0K9DRl2GWLDIeUE3RjAc9dINoMW4tFHiyWJx0eD+E7/ZqEKCJyJrw4mKczZVge98txJfDdLKiS6inu1casOy9Vf696Y1grrlRWg4+7+GECFzNMlPgHPiw6G7I5OHbMrWX3rBv5z/WwK3yRYS8DtgCkoBjdCE6lYDjH1kKRB4vlOHk8gO8cVVwRkcZlrLW6hShSBwMDA5Oevv/JjhbuW9rpLmLCqN1Mon96TyyIuTZrp5LMQstg7VXwvnWj5Xl/1IXb214Z5rms/uScCf39/bS3t9f7NESkjk4rrrRHcaXED6BlYJy9S6PYk+BZdzM5XWPGVbVEDlJDY+PK//472P8y/N973XNrILcC3vw8bzvxaZ4L3pjcOcmEKK6I1IdG0EVmkyCAXN4VWbPRgsCwDTp9lxSHFaMClrGj3q0G0gZKHWY6ce+zwHFTnqZYyQCLrHtfwUJbAIM+FBJk+hZwxdE3GbI1RiOqR1VwU9ZFRKSBhCHkClAsXRIa6GuFhZ77O36qSVrNflQgLnpeGUMqp7C31ZiFlQuhaN1a8oKFXILMkMcVbx5lqHL86K+3QCEHA8MV5/0qFD/Ny8GBSf26IiKNTgm6yCzyYqHIfYND7kLKGrqa4LpVHj8vXktLYSHnFwIWpP8bE9sN8aOQwCXplVVvY7iCcxD1swVyQLFGIZ+SAm4/g2uFY2BXLmBrNsv24QDVbxMRmZ1G4kq0tKmrCa4717B18MM0FxdynimwsPhDDNG08nhlrDAurtQaVK9eY149w30kLpUfu/IBWwdzbB+qiiv79tX4gBygkXMRmXuUoIvMIk/lijyVS488vzBluOJ3k/zdi5/grP4L+F9BgXMHHqW59V9IJI9Biy0X3AGXZKeAVHTRZHBFdvpN+TmM7WPbH12AlS6wDDyVz/Jn/cfPxK8pIiIz5Klcgady5UqcFzbBFZfEuOfJT9A9eAE3+mnOzz9EsxeSMAloitqbVWblY6q029HJeS2jtpvoXHL82Ym+qfw6IiKznhJ0kVls51HLWf8ny3B4BZ71+D7ghQXu7WzlxraUGxHxAsC4FjRHzOjGr11VF1DtFuLA0RrDIfGw3Ge2PXCFeE6cmd9LRETqY+dhOOvrRbLFKzB4PIjFs0Pcu2QBN3YmowJuUSCxplwYtCSsih+lNmveyRL2KPb4k1zfLiIyB3mn3kVEGlVoIV2AIBiiEKYZCtOkyfGtI4N8Yf9A1FPWlHvYtkUXQaW2OYMGisAC6x5Jxq/WGxgoRBuHPTZ6Ke5dsoCkrqdEROaM0EI6D8WwFFcypK3lW/0ZvnCsv1ydfaT1WtXyqNLIeKntWnVeXgSG7djXA9iYTCiuiMi8pwRdZA56ejDPvxzPulEOG01FNEAzkIyS9Dhu+rs17ucmtxvjtVcPjFunHj0WGZ8Lkwm8k/bfERGRueDpbJ5/yQyX25+V/vaXYkxlv3QYXXS0FCYCIIiWXgUV+xvAWhZ5Hhcm44orIjKvKUEXmW/agMW2/IhbOGbKI+onTnJhFBjoi0FzwKNBhkv3HmZYnRpFROY3a6KCpF65e0hpSntlsbihKDlvMZAJXeV2cEuxYoZHh7NcuveI4oqIzGtagy5S5ZxzzuGNN8ZWhr311lu59957uemmm/jud787atvFF1/ML37xixk5v2bjsfXsVTRnWyGfAptw68o7T8DSQ/D8xbB0N00LD7s3+FHP9NJF0yCQjZLwzugiKMQl6adqpyMiIqelkWNLs/HYunQtzflE1CUk4ZLuQhPk2lyyveJlmha/CakQsp6LGyMj5NaNjPeH0O67q0sLZAJIGTccNGRdkdIQSNvRU+QL8VOsURcRmT+UoItUefbZZwmCcqa6c+dOrrzySv7wD/9w5LXf//3f5/777x95nkgkZuz8PANrO6GtEEA2hP7mqChPCPkAEkmgA4pFsKWK7xWj4oFxbdPAVXAvRtvKRXxPLe+xhgSbmlv4/lBm3FnxIiLiNHJs8QysXVKgLRuDYQ8GW6IEOgnEXAIetkM+D/FM7ZacBrdcqrRGHffW8vT2qE2bjZL5SqE7wJp4gk2trXw/nVZcEZF5Swm6SJXFixePev6Vr3yFVatWsXHjxpHXkskk3d3dM31qxDG0eR5mwSB4GcimIN3irq6GEpDpgUQfZJqgsBiSWQBs3IdkDIuNEvIQbzjnprQbyotdqtcQlpiq14c8LjNNvL0zwY+Gh0hrOqKIyEk1amwZiSvdh2C4BQZaYSgZVWjPQXzQ7TiQhGwX9LoO5TbuY1NR701jMWGIMfnRU9qbouw8aiZSk7UQBkCMyxJNvH1Rkh9lMoorIjJvKUEXOYl8Ps8//dM/cdttt2FM+eriP/7jP1iyZAkLFixg48aNfPnLX2bJkiUnPVYulyOXy408HxgYmPT5fCy+lH9o/h1agv2QSbmpiCv2wIk293woBTHfXQjlE/DGWwCw//PtFL/yfo7Rj7UQf+kNFt/0OehfAMmYa68GMGBgqOpDDZAKoOCVR9sBEllIpeFgjWq8IiIyrumKLdMSV2JL+YfmVbTkXndLoZpysGoPHG+DdMo94lEink/AG+cAMHTDBfR/9XKSuBvBsd8eoOND97r2nTEzevq7b6Hdc/GkeimVMeD70O9DfBia+ysK0YmIzD/GWt2iFBnPD3/4Q2644Qb27NlDb28vAI888gitra2sWLGC3bt387nPfY5isci2bdtIJpPjHmvLli184QtfmNL5fDLRy32ta2BBxvU49wNYfAT2LYaC79bwDacYNVThG+wFCwjfu4Rcoh870AaxJLwzcBdbvjfS3zz5k/8i9txud+suZ1wV+ETBXVwZ40bsXz0HznmdJ7L9fPtAhof6Ak1FbAD9/f20t7fX+zREZAKmK7ZMW1xpPg8WDrgE3Q9gUR/s7XI3gb0QhptGJ8yeoXB+B/mNS/AXHIETHUAz3nrPrTP3GNnf/3+/wX9+T7QuvQg2KuFe9F3f83wS9pwNS/a7uHKkn4f6ioorDUBxRaQ+lKCLnMTVV19NIpHgJz/5ybj7HDx4kBUrVvDwww9z3XXXjbtfrZGOZcuWTep8Ppns5b6Wt7pkGSCeh+43XYJugaY89Jf6pZXWAHru9bYhSGWgr4Ogt5fMN99XPnD0ZyD14M9I/OJ5SBiwBYgVIZGPjmNguBl+81Z2rXyOHxzv40uvlH8fqS9dSInMHtMVW6YlriR6ua95TUVcKUD3Ydi3CDDQnIeB5mideMT3IBlASx4WvwlHOwmXnkX+m9F0/YpLy/h3nsR/+iWXuCcy4Bdc8dLAcwl6tgl2rWLX2S/yg74TfGl3ZlLnL2eO4opIfWiKu8g43njjDbZu3cqjjz560v16enpYsWIFr7zyykn3SyaTJx1hn5DQQjGsmMYeh//ujTZayMXKF1klxRAGYzDYDrRDSw5/7yHa/8ePRx8TIAjBnuOS+gtfcyMpw6no8AZsiL1gJ9f/1zGey2h8Q0RksqYztkxrXBmZxh6D1yrWwRfioxJuwMWKIePWqh9ZDp0ZvMP7SV3+0/IxgyiuFEOwSyHuwQWvuxvAubi7aTxsIMhi1zzP9b9WXBERASXoIuO6//77WbJkCX/wB39w0v2OHTvG3r176enpmZkTs0CxVj80M34RnkrDiagib41j+KY8jXFXr5va7nkjn7srzHD98Au8PKyLKBGR09GwsaUwTp/NiUy0HGhycaVWbPIrAtNL3W76u/FcfLGwKxji+pziiohIiRJ0kRrCMOT+++9n06ZNxGLlfybpdJotW7bw4Q9/mJ6eHl5//XX+6q/+iq6uLj70oQ/N3AlOZWFKWDH9vVqi6NaxZxOQS7j9vPK+LdZycX4xF3elIRaQDy3ff3OYohbKiIicUsPHltMVeONvq5zVlUu455VxJYziyoIhF1cI+P4RxRURmb+UoIvUsHXrVvbs2cMnPvGJUa/7vs/zzz/P9773Pfr6+ujp6eG9730vjzzyCG1tbXU622nUlIdY4BJ0z4ta5diRarzLTYr7UmtgxRvQlGMwsPz8SIF0YAmxZKJFinEDSWNIh7rCEhEpafjYUvqTXd1ak4rXJ8tE/7HWrV0f+aAorngp7kudB71vQtMwgybHz4+NE1c8Q7q6h7qIyByjInEidTIwMEBHR8ek3vPJeI9LkAEKMTcaniy49XyehXjRJdfxoivCM1ml3rWl9jjNOWgdgiMLyq+Bq+prLTYIyQQWCzwXZnhPfgcANy1u4q4Vbaz+9REyStJnhIr5iMhpxZVYj0uQwcUV67nioPmE6+QRK7pK67Giq0syVYkiNBegr6rjiLGuzkllXLEZ3lP4DQA3LWnirnPaWP0rxZWZorgiUh8aQReZJbYkzuF9sYXlF/ygPE0wFpST63g0TX2iQuNatsWLo5NwcMWCBpvdz805l5inm9wNAWMxXkBrVFdojd/CP3prIAg5Lx+j60icb6zMUwgse7IBXzyUPr1fXEREzogtiXN4n99ZfsEPwUY3d/1iOX+OFV2yPlGh56a9x4pjR92LHgzFGbOhEAdCF1eiq9M1toV/9M6DwHJeNkbXwQTfSC6k0NbHHn+QLx5UxXcRmXuUoIvMEh+MLWa931p+wYumn8Po0fLqkfNY4BLv8dYIWhOtS6+h6LsHuOQ8FpTfA67Qj3FT4BeR5OZ4D5gACgb64MYVAxDL82Iux08GswAcLYTszZ/G6L6IiEyrD8a6WO9VxpVxYslkR84tbiS+ltCDfMW20nT60LiYgo1uOFfEFULIAyc8bvSBdsuLySI/6SuAZzlaCBRXRGTOOElVDxFpKNZOrJputQVpaB0ef7sfumnyp5Jugr7oQi5RdBdQ2bh7XvDdaHul0IOXl0GmlTUdMX69vott67v47LJWRESkAZgJdv+Y7Pv80E2Tn8ixS2EtUXBxJZ9wz4uxaFS9at9CAAbWtCT59blnse3CxXx2ueKKiMwdGkEXmS2MGdvjfCL6WsdOXY8FLnHvay2PkE9WLAQ/SuzjRZeQZ+OQoDzFPubBoS4YaMauPMhHXurjF4P50/s8ERGZXtaeXleQ8W4WG3N6N5JL/KA8ih8rulH1XALihfIU+5gHby6CvhZs7wk+8uIJfpHJnf5niog0GI2gi8wWpzPKAS4Br57ebk1UDOh0D1o6p+hCzOCScs+WK/aCu1grxmGoGd7s5OVByz5NQxQRaQzTXmttigcsxRKDiy+edQm7oTxqX4orw01wrJ2X04orIjK3KEEXaXAe0IY/vf9YAw/6W07eu3bcExpv5MRGU9+r9zdQTMBrZ9FSTJA6nVkAIiIybcpxZZr/Hp+JhD9WLB+4VHrFGAgSsG8xLUGclMKKiMwhStBFGtxar4X9be/mfK+l3qfiprIvOQHxGgWDQgPDidGj8sUAQgsemNaAx1d3c3fvwrHvFRGRGbPWa2F/yyWc7zXX+1Sc8W7cWgO55Ni4Yt3oumkp8vi6Tu4+R63ARGTu0Bp0kQbnY2hjnHXi1rgCbfEaI9eTVYhFIxO2dgIeeG7EYqAFghof5tly8biR11xF3jeKWb5YfAMODfFSITvFExURkanwMbSZk8SVYixqkTaFIXGLOw7GHSdWHLtP4LvPq7UNonhUdR6+B9byRhjFlX1pXsprDbqIzB1K0EVmO2so96mZgupWa9aUW6sVYm67NTCUrH0OpeR+5DXrpreHlmEKbE8cYddgkayWCoqINK5SyzPX6WyKx/LccUrzNUNTXl8OUew4yei5pVwczkb/iQrRDVNke/w4u44XyE6lMJ2ISIPRFHeR2cxY1yJtKqMcJcmCeySikYxczFXUXTRQHlVPjDPKUfAhF3cP65JyitFFleexpi3BtvVdnJvSPUERkYbmWUjmx683MlEG12otmXdV2MG1TQti5SntsWJ5W7VizLVcy0dLp2xFXPE91jQn2XbuWZybjNd+v4jILKUEXURqSxbd9MNjHROr9m4spAoQBlA0EFSMtBswCcMP13TyubPVr1ZEZF6KF8AvTrwVm7EuyQ8DKHoQpsrbfItpK/DDCzr43DLFFRGZOzScJdLALvM6uMLvLL9gjZsi6J9innhpOvqp9jsZY8tr3E/FD6OqulGvdo/y1MiWIWjLQAg7hwrszo0zCi8iImfcZaaDK7yKuBIaNxXdC04+pT2MpqtPJa5MZlTeCwHjPpfQxZXqxD4w7MwU2Z2tUTdFRGSWUoIu0sBu9Jdyc6yn/EIY9S/38yd/Y+BPLJGfLn7o1ptn45Cy0ZR7l4gPd/QRLOijpWj42/0ZtqfHmc4oIiJnnIsr3eUXrOemkyeqktxSLlxK2gPP7Vsr/lTvOxWlY3mBu+GbT0AijJL7KK4QEoSWlmGfv92bYfvQKWKiiMgsoinuIo3MM+BXXPH4IaRqXIjk4i5xL4kX3XryWgoxt/90ySbchZux0JQfsx7+9tcHuHrXcUzS8PjahWqHIyJSTzEP4hWXf14AiRpV0AuJqAp76X1FiI+TCBdjbv/pkk9C6Ed1VnJj40ruVa7O7MDk4PELFnH3SsUVEZk7NIIu0shKBdpPJRZMvFCcH4DxIB+bnvZs43xslpDbsq+yNeijNWaxAdy9L8O/9akdjohI3Vg7+u/2eDHAr4oPJ4sVfuiKgxbiU2/PBuOOyGdtyG25V9kanKA1FmCbC9x9YJB/61dcEZG5Qwm6SEOryNBLhdpqXfhMZiq7Z13bmiAGseh9wRQm04yzpjCwlt+EaVrjIcuTPtsHCjx0ZJhXtFZQRKQxVLc9qzSpuBKtF59IzZIJHc8y5u6vrYwrluXJGNsLWR46qrgiInOLEnSR2SIXcxct47U6m4xSe7bOQTflvb/l9I9Vayp9aGkJ4D+b34E9+yDb40fYsOPo6X+GiIhMv0LcJdfxaYgrpfZspRZqpzuIXmrPVs1GcaXpHdglx9geP86G5/af7tmKiDQsrUEXmS2Sxem5iKrU1wrppqkdIxcfOwIfelD04S2vs6XvIFv2pdnxu12c2zRNoysiIjJ18YJbIjWdqqfQT/r9uMJw1XEliIrZnXWILen9bDl8jB1v6+LclOKKiMwtGkEXaUBxDB+LL+U8r7n84lTX9NVSnIYLm7BqkWAQteKJWUjleEsb9PsxfjlQYCg8A7+DiIicUhzDx2JVcWUybc9mUlhVIDWIenfGXKHUt7R49Ofi/DKdV1wRkTlHCbpIA0ri8fepc2ljFo4MFH23drHJFRjatLSFtw0VuXT7ETK6kBIRqYskHn+fXE2b8SdWJK6RBDFXOyUZgGfZ1NXG27IpLv3tfsUVEZlzNMVdpNGFBoYT5SJxjS5ZgMXH4bz/don63iWs3bOK/Rcs5/zUNLZ3ExGR02MN5JKzJ67E81HXEeParh3uYO2hs9m/bpniiojMORpBF2l0pcJwZ2KK+3Qp+u5GQjxayzjUBAeXQM+b3J87xNMDIQRD7C+o0q6ISN0ZGyW8DRxXAt/dQIhVtHsLgQPd3N/fx9O5A7BPcUVE5h4l6CKzwWTa3cy00hrGypGYXIKg4LOz7QDbbZr/9HK8dFwXUSIiDcEAfgP/TfaiQnNVI/xBCDuP+2wPh/hPTvDSsRpdREREZjlNcReRqUkW3KOq/dtQaHnP88dY3xLnB6sX1OfcRERkdim1WUvmXZX5CkOEvCfza9Z3FfnBiiX1OT8RkTNMCbrMO08++STXXnstvb29GGP48Y9/PGq7tZYtW7bQ29tLU1MTl19+OS+88MKofXK5HJ/61Kfo6uqipaWFD3zgA+zbt29azu+6ziTPvLWT5tn2r9NaKAawbB8sOUozPs+0vIMdB1OuzZra4YjIHNXwcWVhkmfWLaLZmyVrzkushUIIK/bD0qM04/FM0zvYcdR3bdbWK66IyNwz21IAkSnLZDKsX7+ee+65p+b2u+++m6997Wvcc889PPvss3R3d3PllVcyODg4ss/mzZt57LHHePjhh3n66adJp9Ncc801BMHUpwwuClKsK3ThT2fxHmvG9pSdyLbJHNPgCvgMNUM2iW9gXbvlne0+b0n6aocjInPWrIgruUX401myPTTROvFJbpvsMQ2QieIKhnWmmXemkrwlpbgiInOTsdbqL5vMW8YYHnvsMT74wQ8CbpSjt7eXzZs38+d//ueAG9VYunQpX/3qV/njP/5j+vv7Wbx4MQ8++CAf/ehHAThw4ADLli3jpz/9KVdfffWEPntgYICOjo4xr38y3sN9qTXT8wuWBB4UYpDKj91W9KAYbTM11pPXYqwrDFfrmLm4WzOfykHvPoZTOX6Vy3LZzuPT87tITf39/bS3t9f7NETmvYaMK7Ee7kueF53g1H9HwCXSxRgkcqOPaaNtQY1tp3vMfAK8ABIFCEKGew/zq/gxLvvtsen5XaQmxRWR+tAIukiF3bt3c+jQIa666qqR15LJJBs3buSZZ54BYNu2bRQKhVH79Pb2snbt2pF9asnlcgwMDIx61BRGU8Wnkx/WTs5zcbBeeVv7ECwcHLtftdYctGVrHzNZgO7jcOFrsDjH7Qf7uPq3Ss5FZH6as3HFC1wiXa0QtQUtbSvNrjoVY1zhulrHjOdd+84LXoULX+P2gf1c/aLiiojMTUrQRSocOnQIgKVLl456fenSpSPbDh06RCKRoLOzc9x9avmbv/kbOjo6Rh7Lli2rvaMx4M3QP81YMLqS73ACMin3c8Eff+p7OuX2BTeKXgTCqNL80iMQz5Pd08WtL/Wz9USO4Yoi9Je1x7l3ZTvJWbYUUkTkdDRMXPGnOa6Yikclv+huCpe2WdxacnCj48E4a8YLfnlbMQZF48q2A/QchVSe7P7F3PpaP1v7swxXTG2/rCXFvWctUlwRkTlBCbpIDabqbr+1dsxr1U61z1/+5V/S398/8ti7d++YfdaYJpZ5KahVyMeaU089n6hSD9xYUG6TBpCPQzZR/jxw+1UbjkMu6tIYmugCLNqWzHO0WGT7mz7bj0Kr9TmvyV10rWmO8fbWOBe2xGr+iiIic1V940rSxZXqQ4XTGFdK/BC8cVqDnuzzAs9tBzezqzquBAHbj3hsPw6tNsZ5SReD1qR83t4c58KmBN50rrEXEakT9UEXqdDd3Q240Yyenp6R1w8fPjwy+tHd3U0+n+fEiROjRjsOHz7MJZdcMu6xk8kkyWTypJ//cOJ81vuttTfmYi6ZTtRImCcrFkBXPxztcCPgtSSK0Jx1097f7Bz/oipZaoMT3e/bcxaPFg5we24HB7rX0rZ4kF8zwIbnjvHwBQv45UCBS7UeXUTmibrHldhbx48rhbhLpmvdiD0dxpRHy2tJFE69X6nNGjASV97odXEl/xsXVzqy/NoOsuGlgzy8agG/TBe49NWD0/M7iIjUmUbQRSqsXLmS7u5uHn/88ZHX8vk8TzzxxMhF0oYNG4jH46P2OXjwIDt37jzphdSE5Fug2FR7W7I4tYsoY2FRv1s3XvRdcl6smGqYi4+d0p5NwLGOyY2wLN/Ph9+aZuu6Tq44/gqPFQZ464I4O363i8++Nshfvz6BNe4iInNE3eNKsQXCceJKvOBu2E5F5Qh/ZdJtccXdai2Vmmx94p7DfHh1lq1ro7gSHOOtnbDjbV18dn+avz6QPq1TFxFpRBpBl3knnU7z6quvjjzfvXs3O3bsYOHChSxfvpzNmzdz1113sXr1alavXs1dd91Fc3MzN9xwAwAdHR3cfPPN3H777SxatIiFCxdyxx13sG7dOq644oqpnZwXgKmYGliaDuiH5QrrU1GIlY9ZPXLu2bGfEXowzkzFUUoXW8ZAMs+iVEALcS5aaFichCZruNBLsWe4n325iRxQRGT2aOi4YgKgIgkPo+njfjh6idNpO8kxTHj6VeNLa8w9A6kci5oDWkyMizoNi1OWJg8ujCfZk+tnX0FxRUTmDiXoMu/86le/4r3vfe/I89tuuw2ATZs28cADD/DpT3+a4eFhbr31Vk6cOMHFF1/Mz3/+c9ra2kbe8/Wvf51YLMZHPvIRhoeHed/73scDDzyA749T/KaGWh0O036GAQ+3/g5cEm0BbxqmH1qgvzQVssbxYsXyfqc8VjQ90UbvCUL3vpjnfi66i7IvL3fTKgeGLbbfIyiqq+OZoo6ZIvXT0HHFyzBgKMeVYtzdqJ2OuAInjxmTiise2HBsXIl74BeAAoQVcSVnsRmfINDfvjNFcUWkPtQHXaROXnvtNVatWlXv05A5Yu/evZx99tn1Pg0RqaN9+/aNX8ldZJIUV0TqQwm6SJ309fXR2dnJnj176OjoqPfpNIyBgQGWLVvG3r17aW9vr/fpNIzxvhdrLYODg/T29uLNVHs+EWlIYRjy0ksvcf755+tvaAXFldoUV0Qak6a4i9RJKeh1dHTogqGG9vZ2fS811PpedINHRMDFlbPOOgvQ39Ba9J3Uprgi0lh0W0xERERERESkAShBFxEREREREWkAStBF6iSZTHLnnXeSTCZPvfM8ou+lNn0vIjIR+lsxlr6T2vS9iDQmFYkTERERERERaQAaQRcRERERERFpAErQRURERERERBqAEnQRERERERGRBqAEXURERERERKQBKEEXqZNvfOMbrFy5klQqxYYNG3jqqafqfUozZsuWLRhjRj26u7tHtltr2bJlC729vTQ1NXH55Zfzwgsv1PGMz4wnn3ySa6+9lt7eXowx/PjHPx61fSLfQy6X41Of+hRdXV20tLTwgQ98gH379s3gbyEijWI+xxVQbAHFFZG5QAm6SB088sgjbN68mc985jNs376dSy+9lPe///3s2bOn3qc2Yy644AIOHjw48nj++edHtt1999187Wtf45577uHZZ5+lu7ubK6+8ksHBwTqe8fTLZDKsX7+ee+65p+b2iXwPmzdv5rHHHuPhhx/m6aefJp1Oc8011xAEwUz9GiLSABRXnPkeWxRXROYAKyIz7qKLLrK33HLLqNfWrFlj/+Iv/qJOZzSz7rzzTrt+/fqa28IwtN3d3fYrX/nKyGvZbNZ2dHTYb37zmzN0hjMPsI899tjI84l8D319fTYej9uHH354ZJ/9+/dbz/Psv/7rv87YuYtI/c33uGKtYks1xRWR2Ukj6CIzLJ/Ps23bNq666qpRr1911VU888wzdTqrmffKK6/Q29vLypUruf7663nttdcA2L17N4cOHRr1/SSTSTZu3Divvp+JfA/btm2jUCiM2qe3t5e1a9fOq+9KZL5TXClTbBmf4orI7KAEXWSGHT16lCAIWLp06ajXly5dyqFDh+p0VjPr4osv5nvf+x4/+9nP+Na3vsWhQ4e45JJLOHbs2Mh3MJ+/H2BC38OhQ4dIJBJ0dnaOu4+IzH2KK45iy8kprojMDrF6n4DIfGWMGfXcWjvmtbnq/e9//8jP69at413veherVq3iu9/9Lr/3e78HzO/vp9LpfA/z9bsSme/m+99NxZaJUVwRaWwaQReZYV1dXfi+P+ZO9OHDh8fc1Z4vWlpaWLduHa+88spIxd35/v1M5Hvo7u4mn89z4sSJcfcRkblPcaU2xZbRFFdEZgcl6CIzLJFIsGHDBh5//PFRrz/++ONccskldTqr+srlcuzatYuenh5WrlxJd3f3qO8nn8/zxBNPzKvvZyLfw4YNG4jH46P2OXjwIDt37pxX35XIfKe4Uptiy2iKKyKzg6a4i9TBbbfdxh/90R/xzne+k3e9613cd9997Nmzh1tuuaXepzYj7rjjDq699lqWL1/O4cOH+dKXvsTAwACbNm3CGMPmzZu56667WL16NatXr+auu+6iubmZG264od6nPq3S6TSvvvrqyPPdu3ezY8cOFi5cyPLly0/5PXR0dHDzzTdz++23s2jRIhYuXMgdd9zBunXruOKKK+r1a4lIHcz3uAKKLaC4IjIn1K+AvMj8du+999oVK1bYRCJh3/GOd9gnnnii3qc0Yz760Y/anp4eG4/HbW9vr73uuuvsCy+8MLI9DEN755132u7ubptMJu1ll11mn3/++Tqe8Znx7//+7xYY89i0aZO1dmLfw/DwsP3TP/1Tu3DhQtvU1GSvueYau2fPnjr8NiJSb/M5rlir2GKt4orIXGCstbZeNwdERERERERExNEadBEREREREZEGoARdREREREREpAEoQRcRERERERFpAErQRURERERERBqAEnQRERERERGRBqAEXURERERERKQBKEEXERERERERaQBK0EVEREREREQagBJ0ERERERERkQagBF1ERERERESkAShBFxEREREREWkAStBFREREREREGoASdBEREREREZEGoAR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width=1000.0/>\n", " </div>\n", " " ], "text/plain": [ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plotting the orientation maps and the Inverse Pole Figures\n", "solution = result[\"orientation\"]\n", "\n", "import matplotlib.colors as mcolors\n", "import matplotlib.pyplot as plt\n", "from orix.projections import StereographicProjection\n", "\n", "# map a vector onto the fundamental zone of the hexagon\n", "def to_fundamental(data_sol):\n", " data_sol = np.abs(data_sol)\n", " data_sol = np.sort(data_sol, axis=-1)\n", " column = data_sol[...,0].copy()\n", " data_sol[..., 0] = data_sol[...,1]\n", " data_sol[..., 1] = column\n", " return data_sol\n", "\n", "\n", "def get_ipf_color(vectors):\n", " # the following column vectors should map onto R [100], G [010], B[001], i.e. the identity. So the inverse of \n", " # this matrix maps the beam directions onto the right color vector\n", " color_corners = np.array([[0, 1, 1],\n", " [0, 0, 1],\n", " [1, 1, 1]])\n", " color_mapper = np.linalg.inv(color_corners)\n", " # a bit of wrangling\n", " data_sol = to_fundamental(vectors.data)\n", " flattened = data_sol.reshape(np.product(data_sol.shape[:-1]), 3).T\n", " rgb_mapped = np.dot(color_mapper, flattened)\n", " rgb_mapped = np.abs(rgb_mapped / rgb_mapped.max(axis=0)).T\n", " rgb_mapped = rgb_mapped.reshape(data_sol.shape)\n", " return rgb_mapped\n", " \n", " \n", "from orix.quaternion.rotation import Rotation\n", "from orix.vector.vector3d import Vector3d\n", "\n", "# draw IPF - Z (row 1), IPF - Y (row 2), IPF - Z (row 3)\n", "fig, ax = plt.subplots(ncols = solution.shape[2], nrows = 3, figsize = (10, 6))\n", "\n", "for i in range(solution.shape[2]):\n", " solution_vectors_z = Rotation.from_euler(np.deg2rad(solution[:,:,i,:]))*Vector3d.zvector() \n", " solution_vectors_y = Rotation.from_euler(np.deg2rad(solution[:,:,i,:]))*Vector3d.yvector() \n", " solution_vectors_x = Rotation.from_euler(np.deg2rad(solution[:,:,i,:]))*Vector3d.xvector() \n", " ax[0, i].set_title(f\"Solution {i}\")\n", " ax[0, i].imshow(get_ipf_color(solution_vectors_z)*mask.data[:,:, np.newaxis])\n", " ax[1, i].imshow(get_ipf_color(solution_vectors_y)*mask.data[:,:, np.newaxis])\n", " ax[2, i].imshow(get_ipf_color(solution_vectors_x)*mask.data[:,:, np.newaxis])\n", "\n", "ax[0,0].set_ylabel(\"IPF-Z\")\n", "ax[1,0].set_ylabel(\"IPF-Y\")\n", "ax[2,0].set_ylabel(\"IPF-X\")\n", "\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "id": "79afae5b-d298-40ff-9407-fb93487739ed", "metadata": {}, "source": [ "## Let's Check Our Orientation Mapping Results!" ] }, { "cell_type": "code", "execution_count": 34, "id": "e52a7302-c255-4f50-8453-908c4d238ed3", "metadata": { "tags": [] }, "outputs": [], "source": [ "def index2vectors(result, solution=0):\n", " vectors = np.empty(result[\"template_index\"].shape[:2], dtype=object)\n", " for i in np.ndindex(result[\"template_index\"].shape[:2]):\n", " sim_sol_index = result[\"template_index\"][i][solution]\n", " sim_sol = diff_lib_mgo[\"MgO\"][\"simulations\"][sim_sol_index]\n", " in_plane_angle=result[\"orientation\"][i][solution,0]\n", " result[\"mirrored_template\"][i][solution]\n", " mirrored=result[\"mirrored_template\"][i][solution]\n", " x, y = rotate_simulated_pattern(sim_sol, in_plane_angle, mirrored)\n", " vectors[i]= np.stack([y,x], axis=1)\n", " return DiffractionVectors(vectors)\n", "\n", "def rotate_simulated_pattern(simulation, in_plane_angle, mirrored, center=(0,0)):\n", " ox = simulation.coordinates[:, 0]\n", " oy = simulation.coordinates[:, 1]\n", " if mirrored:\n", " oy = -oy\n", " c = np.cos(np.deg2rad(in_plane_angle))\n", " s = np.sin(np.deg2rad(in_plane_angle))\n", " # rotate it\n", " x = c * ox - s * oy + center[0]\n", " y = s * ox + c * oy + center[1]\n", " return x,y " ] }, { "cell_type": "code", "execution_count": 35, "id": "1c2cf7fb-ee1f-43b3-b078-9535014fd956", "metadata": { "tags": [] }, "outputs": [], "source": [ "v = index2vectors(result)" ] }, { "cell_type": "code", "execution_count": 36, "id": "6e9a7d7c-ec2e-4f0e-841a-eb4a9a36c990", "metadata": { "tags": [] }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "491a605971c54391a81f8021b50b12ff", "version_major": 2, "version_minor": 0 }, "image/png": 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4xje+EakO4MBu4uWXX44ZM2bgwgsvDP19zpw5OOecc3D//fcHPlc7hpdffjkmTpyI2bNnY+rUqXjkkUdw8cUXN7qDlp+fj6ysLKn3Y59/4oknsGvXLjz++OPo1atX4vPy8vJk3UwQ1c/iHM4IafP5IeZE0GmNdwBNi9K9e3dcf/31uOiiizBmzJiDlhs8eDB27NiBf/zjH4HP582bFyr74x//GDU1NZg8eXLob7t27cL48eNx5JFH4gc/+EGT2/uFL3wBV155JWbNmoWKiorA3+Jfijk5OYHPf/3rXzf5OnHOPfdc7Ny5E0888UTg89///veJvwMHvsDPOOOMwL84N910E2pqajB+/Hi5MO7cuRNlZWWR2/T9738fr732GsaMGYNWrVph3LhxBy179NFH49JLL8V1112Hbdu2Yf369QD+z0a8O9VSNmzVqhUGDhyY2AV7+eWXm3Q+APzsZz/D3r17ceutt4b+lpWVFWrja6+9JtPp5Ofn4+KLL8bvf/97PPnkk6iurm708S9wIFr9jDPOwBNPPIG9e/cmPt+5cyeefPLJUFuAoM1isRgefPDBUL05OTlyRzCqnxljMhfvAJoW5+c//3nSMmPGjMHMmTNxxRVX4Gc/+xmOP/54/OMf/8DTTz8NADjiiP/7bXL55Zfj5ZdfxvTp07F+/XpceeWVKCgowFtvvYWZM2fi3XffxR/+8IdIOQAVU6ZMwdy5c/HPf/4T7dq1S3x+1llnIT8/H9/5zndwyy23oE2bNpg7dy5effXVZl0HAL75zW/ivvvuw5gxY7B+/Xr0798fixcvxrRp03DhhRfivPPOS1rH17/+ddx000346U9/ijfffBNXXXUVjjvuOHz88cdYvnw5fv3rX+Oyyy4LpIJpjPPPPx99+/bFP//5T1xxxRWhCNCLLroI/fr1wxlnnIEuXbpgw4YNuOeee9CrV69E9HD//v0BAL/4xS8wZswYtGnTBn369PlUNnzggQfw3HPPYfjw4ejZsyf27NmTiICNYiemd+/e+O///m/5CHnEiBH46U9/iltuuQWDBw/GW2+9hdtuuw29e/eW+ssrr7wSjz76KL773e+iR48ekdpz2223Yfjw4SgpKcH3v/997Nu3D3fddReOOuqoRBQycGA8srOzcfnll+OHP/wh9uzZg/vvv1/KFPr374/HH38c999/PwYMGIAjjjgCZ5xxRov4mTHJ8A5gmvOZhJ6Yzw0No4Abg6OAY7FYrKKiInbJJZfEjjrqqFj79u1jX/va12J///vfYwBif/nLX0J1/P3vf49deOGFsU6dOsXatGkT6969e6y0tDT2r3/9K1JbOQq4ITfeeGMMQCgKeMmSJbFBgwbFjjzyyFiXLl1i3/72t2Mvv/xyKMLzYBHEHNkai8ViH374Yew73/lOrFu3brHWrVvHevXqFbvhhhtie/bsidSPOC+88ELs0ksvjXXr1i3Wpk2bWIcOHWKDBg2K3XXXXbHt27cnygGIXXfddY3WNWXKlBiA2LJly0J/u/vuu2NnnXVWrHPnzrHs7OxYz549Y1dddVVs/fr1gXI33HBDrKioKHbEEUfEAMT++c9/xmKx6DZkWy1dujT21a9+NdarV69YTk5OrFOnTrHBgwfH/vrXvya1TcMo4IZs3bo11qFDh1AUcF1dXWzy5Mmx7t27x9q2bRv74he/GHviiSdiY8aMkVG2+/btixUXF8cAxH784x+H/q6igGOxWGz+/Pmx/v37J+z485//PDZ+/PhYfn5+oNzf/va32Kmnnhpr27ZtrHv37rHrr78+9o9//CNg11gsFtu2bVvs0ksvjR199NGxrKysgP2i+lkU/zCmIfEo4A0bNsRqamoO+b8NGzY4CvgQkBWL+dbapA7Tpk3DT37yE1RUVKBHjx6fdXMyhjPOOANZWVlSd2gOHfX19TjttNPQvXv3Jj22N+azZPv27cjLy8P69esD+TAP5fWOOeYY1NbWHpbrZQp+BGw+M+69914AB3R49fX1eO655/DLX/4SV1xxhW/+DgPbt2/HmjVr8OSTT2LVqlWhZMKm5bnqqqtw/vnno1u3bqiursYDDzyAN954o1mRzcYY82nwDaD5zDjyyCMxc+ZMrF+/HnV1dejZsyf+3//7f/jJT37yWTctI3j55ZcxZMgQdOrUCbfccgsuvvjiz7pJn3t27NiByZMnY+vWrWjTpg2++MUv4u9//7s1eSYtiVkDmNb4EbAxxhhjIhN/BLxu3brD9gi4d+/efgTcwngH0BhjjDHNwntI6YvzABpjjDHGZBgpswO4f/9+bN68Ge3bt3dWemOMMSYCsVgMO3bsQFFRUSB/6uG6tjWA6UvK3ABu3ry5ye9yNcYYYwxQWVnp7AmmSaTMDWD79u0BAOsB7AZQAKAVgKqsLHy5wXsr6+rqAufxsaLh2x0AoG3btqEy+/btCxyr7P/79+8PHLduHTZfbm5uo+ccddRRoXPWrVvXaHvVeR988EGTr11bWxs6h22hBLa8I8u2UXbgMup1VfwOWTWW3Ce2jfpluH379sDx0UcfHSqzc+fOwDH/cq6vrw+dE/fROLt27QqVYVsoP+LzuEx2dnbonIbv5gWANm3ahMpwPco2HTt2DBzzuDR8I0Uc9j31flx+jRr3gdsPhG2ubMXnqfcO87W2bt0aOM7Lywudw/3es2dPqAzbmMeffQgIryMNX/sWp6CgIHCs5jK3p6ioqNHrqM9UmSh+xPOH1wQ1Th9//HHgWPkez0N+L7JqC/tIz549Q2X4FY78JhsgPOf4rSrq2up7guH5zvNArWl8jlpr+DPl9/H3acdiMdTU1IT883DgHcD0JmVuAOM3GbsBnJmXh39t347usRh2ZmUFFgG+GYnyuJgXEbVNzg7W3DLJtuDVFyH3IUq9qt9chturzoly7WRlWqq9Ucqw/fgmN8o5qkxz+tTcMsl8uLnjxJ8p27AtWmqcWsJHmlsmWZ9a6trJrgNEm3NR6uHz+Bz1hcifqTItYZso56hrcx+a49NR5nKUMs25tqI5PtLS/hmf55ZOmabiIBBjjDHGmAwjZXYA4xQAeH3HDhQ0+AXZ8NcPP9ZQ2968xc7b5+rRCO+WqMcc/JhAPTbgRyHclrfffjt0Dj/mVI9U+bGMekzMj5v40Q1fB/i/xwhx1OMIbg/Xox5z8S/h7t27h8pwn/jxJBAeF36kovrEv5bVI7Zkj2rVGPBjI/VokW2hHt1wH/iXu/Jprlc9quXHhPwoFADee++9wHGnTp0Cx/n5+aFzeAyUTIDL8OMzHmsA6NxA2qHqUOepcWHbcBklfVA+y3Afks1tIDwvlUyAHz+revixNj8S/vDDD0PnsD9GkWaox/n8qJb7rcafr8XnAEB1dXWj11G7hjxXqqqqQmV4rVFyE4bbq+ZylKcN3E8+R0kLuJ/KR3gtrKysDJVRbT7cpOoj4EWLFuGuu+7CqlWrUFVVhfnz5wcS3Y8dOxYPP/xw4JyBAwdi2bJlieO6ujpMnjwZf/zjH7F7926ce+65+NWvfhXQWdbU1GD8+PH461//CgAYOXIkZs2aFfDtiooKXHfddXjuueeQm5uL0aNHY/r06YE5vnr1anz3u9/FihUr0LFjR1xzzTW46aabDvmubsrtALYCULR/P8Kb+MYYY4wxjbNr1y6ceuqpideNKi644AJUVVUl/v39738P/H3ChAmYP38+5s2bh8WLF2Pnzp0YMWJEYANp9OjRKC8vx4IFC7BgwQKUl5ejtLQ08fd9+/Zh+PDh2LVrFxYvXox58+bhsccew6RJkxJltm/fjvPPPx9FRUVYuXIlZs2ahenTp2PGjBktaBFNyu0AVmVlYWeDu96tQs9hjDHGmM+WVN0BHDZsGIYNG9ZomZycHBQWFsq/1dbW4qGHHsIjjzySeE3jnDlzUFxcjGeeeQYlJSV44403sGDBAixbtgwDBw4EADz44IMYNGgQ3nrrLfTp0wdlZWV4/fXXUVlZmXhCc/fdd2Ps2LGYOnUqOnTogLlz52LPnj2YPXs2cnJy0K9fP6xduxYzZszAxIkTD+kuYMrtAJ6Vn49TO3bEqR074oyCAgyjx0TGGGOMyTy2b98e+BclC8jBeP7559G1a1eceOKJGDduHLZs2ZL426pVq1BfX4+hQ4cmPisqKkK/fv2wZMkSAMDSpUuRl5eXuPkDgDPPPBN5eXmBMv369QvIc0pKSlBXV4dVq1YlygwePDgQQV5SUoLNmzdj/fr1ze5fFFLuBtAYY4wxqU98B/Bw/AOA4uJi5OXlJf7dfvvtzWr3sGHDMHfuXDz33HO4++67sXLlSvzHf/xH4oayuroa2dnZIU10QUFBQstaXV0tUw517do1UIbTPuXn5yM7O7vRMvFj1s22NCn3CLjhYCsxLwvHo4i5N2/eHDhWQncW6yqBbTLBLxAODOGABCWgjpIzj3OxqWANDojgX0fKVlHytSUro/rEwSUqCIDbw0EWQDiwgW2l6m34Sw4I+wwQFoFHCXTgoAplT26Psif3gQMHlHCcx1YlfGVBv3p0wL7PZVTgAPuwyn/Hj2i4D6otfI4KzuIgGiXEZ3vytaLkl1OPmNgf2Y/UHOQ5p4KAolyb1x/ud+/evUPn8JxTuyNsGxVExWsN90EFePAaoQK6+DMOslE5UnktVAET3G+1vvNcjbJzxP1Uvse+xedwkBUAbNq0KXCsvmv4Wt26dUvavkygsrIysDZz3sWoXHbZZYn/9+vXD2eccQZ69eqFp556CpdccslBz4vFYoE5dLB17dOWia8JGRcEYowxxpjU53DvAHbo0CHwr7k3gEy3bt3Qq1evRJaOwsJC7N27N/QjcMuWLYnducLCwlAyc+DARkHDMryLV1NTg/r6+kbLxDcxeGewpfENoDHGGGMylg8//BCVlZWJndYBAwagTZs2WLhwYaJMVVUV1qxZg7POOgsAMGjQINTW1mLFihWJMsuXL0dtbW2gzJo1awLpi8rKypCTk4MBAwYkyixatCiwS11WVoaioiIcc8wxh6zPgG8AjTHGGNMMDvcOYFR27tyJ8vJylJeXAzjwutXy8nJUVFRg586dmDx5MpYuXYr169fj+eefx0UXXYTOnTvjq1/9KoADj+WvuuoqTJo0Cc8++yxeeeUVXHHFFejfv38iKvikk07CBRdcgHHjxmHZsmVYtmwZxo0bhxEjRqBPnz4AgKFDh6Jv374oLS3FK6+8gmeffRaTJ0/GuHHjEo+yR48ejZycHIwdOxZr1qzB/PnzMW3atEMeAQykoAYwKysr0WmlI4mi+WMdFhtR6T+4XpU8ljUqSgvFWhjWsKgBZQ2YSkLNuiGlE2MNFevYlB6JdUxK+8a24esoO0R5LyXbSmmAkiWuVZo1/tWkXqOULBlvlITYzX13LSfxZfsq3SAnflZ6JE6sq3yN/ZrnmEoMzOOkNHVRbMPwoq7mJdtC2YavHeUdrpwcXK013E+ec+pLicso32P9pnpXNcP2VO3t0qVL4DhKImhVhtsTJam3ak9TiTJuav3n9SfKu4rZVippOuvuVEJ5htfGKO/NVppF1q0r4vNbrQWZzksvvYQhQ4YkjidOnAgAGDNmDO6//36sXr0av//97/HRRx+hW7duGDJkCB599NHA99bMmTPRunVrjBo1KpEIevbs2YE1aO7cuRg/fnwiWnjkyJGB3IOtWrXCU089hWuvvRZnn312IBF0nLy8PCxcuBDXXXcdzjjjDOTn52PixImJNh9KUu4G0BhjjDGpT6rmATznnHMaPefpp59OWkfbtm0xa9YszJo166BlOnbsiDlz5jRaT8+ePfHkk082WqZ///5YtGhR0ja1NH4EbIwxxhiTYfgG0BhjjDEmw/AjYGOMMcY0mVR9BGyikXI3gEcccURCOB0l6asShbPINkqQBSdEVeLoZMEQqgwHQygBNQuUub0H+4xh0TqL6pXImutVQuf+/fsHjisrKwPHKniDAx1U4AAHKaikqSyib07iYjVO3B4O+lD25nFSOah4/Dkptbo2j4tKdsuoYB0eb1WG51SUABQOAlH95qAaXrDVXOZ+qmAiFusrUT3PMW6fCoY59thjA8fcRyCc+JnHSfk0l1F+xP1UbxPgPvHYqj5xwJFa5zivmFqP2Ad4/qjx5/nD4waE+8BzV7UlSjARrzVq/rDf8BiodBucYLp79+6hMnwtvo4KbOK5opJxs++pPhUXFwM4YKOXXnop9HdjkpFyN4DGGGOMSX28A5jeWANojDHGGJNheAfQGGOMMU3GO4DpTcrdALZu3Tqh4YqScFRpwFiPwvoepfdhB1O6DEZprFjfwSjtDmuAoujaVCJoLsN2UAlnWVui9Ej8vkPug9IEcR9UAtfCwsLAsdKAsXYsStJf1upF0R9yPSoROOu51MvY2SdUImDWVLFtVHu53ijaLeVH/G5LTkKrxoD7oMaSfY21W+oc1rkp3RgnwFaJtbmf7I9Ku8V6U9ZcAeG5UVRUFDhW6whfW60RvNaoehj2GfWFyHaIYis1f9g2rGNTayOPk4LrZb9SduA5phK0cx+U3/O6xn1S6ynXq7TOPJ943VDzn9/7quC1UWkh45/55sg0l5S7ATTGGGNM6uMdwPTGGkBjjDHGmAzDO4DGGGOMaTLeAUxvvANojDHGGJNhpNwOYNu2bRPCWRUwwaJgJRzmYIcoInYWBStRc7IE00DyxM9KFJ4seAMIi8BVwl4WLfMxJ0wFwoJplWiX7cmBGSrJLwv61TjxOCiRNY8LB0hECYZRAmq2J/eBxxEIj7+ql22uEsHyeexHyu85OEMJ8dkWKql3t27dAsfsE2qcOBhCCdu539xHDjYBwrZRv/K5XuVrKpChISowi9unyvTu3TtwzOOifITnu6qX1wDVbw7giBIoxHbgRMZAOBBDrUfsA9xvNec4QEYlQOd+8rGyJ/uImnO8hkWZ78naoupVQV88vjxuHLQIJF9PgfCcU+t9PDgvSrLsQ4V3ANMb7wAaY4wxxmQYKbcDaIwxxpjUxzuA6Y13AI0xxhhjMoyU2wE84ogjEhojpXNiLYTSo7BehrUcUZKJKj0Ko/Q9/BnXo3R4UbQwrPNQyZeTvWScdTpA2BaslQHC+i1OZKr0kl/4whcCx+oXnNJiMjx2rJ9R4x9Fu8MaKu63SiartHkMJ4KNolljOyj/ZJTv8Tgpm7MuMEpSb+5DFE0da6GUHZIl4wbCmlSlUWStW8+ePQPHSrPI2jJVL/sW25d1WkA4ga+C52Wy5PFANA0g20Hpz6LoObnfSpvLsEZVXZuTJrPNlf6Y/Uj5NK8JSnfLawCXUX7P6/DWrVuTto/7pPyeUd9zfG2l543XHeUaxihS7gbQGGOMMamPHwGnN34EbIwxxhiTYXgH0BhjjDFNxjuA6U3K3QDu3bs3oUtRuhzWkSitCeslWCOSl5cXOoe1W0qXwShtDGtsWN+jNEKsuVHaONZHKb0Mv9Ce26K0cKx1U3nBWPPHeevUS+dZj8QaISA8Dkq7w59xfrEo+QWVj3D7ouT447FU9mS/Ufm7+DzW8EQ5h/O5AWEtpspTyfrCKDnJuD1KC8laMp5PykfYnsrm3IcoOegqKioCx6effnroHO630l3ylw63V+nnePyVlpTXJ6X55fPYPznfIBCe/2oso2gJec6xbln1m/ug5jvXy/WotnAf1DhF0eZyGV431A0Gt1dpVHlt4Tmo7MBjqbSkfC2lUYzPqSiaYWMUKXcDaIwxxpj0wLtz6Ys1gMYYY4wxGYZ3AI0xxhjTZKwBTG+8A2iMMcYYk2Gk3A5gVlZWQrCrBP7FxcWBY5Ugk0XrUV4ozwJ0FrEDYSGuEnhzYAjXq0TB/OsmiqhXCbEZFlUrkXVVVVXSelhczn1Qwny2ubIVi8tVgAzXwz6hAkf4WuraXC8HKag+cdCKEm+r8U1WD5/DASpA2KdVwAT7kQomYrE+By0oe7KwXQXVqICYhqj2sv1UvTzeqh4ODGJ/VePPtoqS7JjnnFpHeCzVXOaE0qpPPHZcpkuXLqFzuN8cDAOE7RklgIJto+zJ/qnsycnWeT1VuzycfFkFE/F5qn3s18leFqDapwJvOBivV69egeO33347dA77uZo7HHDUWBBdlIT6hwrvAKY33gE0xhhjjMkwUm4H0BhjjDGpj3cA0xvvABpjjDHGZBgptwN41FFHJfQknIAYCL/onRO6Asm1G0qXwwlnla6CNT9Ks8b6La6XE1kDYV2OSgTMmhrVPtaxsI5RJRPlc1S9/BkfK11OFI0i90nphlj7xL8ElWYtiu5SJbxuiLID6wLVtdkWSmOVTCeo/Io1QUqzxHNBactYb8TtVb7HSadZywUkT+qt7Nm1a9fAsUq0y3NVtY9J5jNR62FbscZO6UT52lGSziu/Z20mX0slgo+ia+PPVB947rLvsR2AcJ+Uro1twe1V48Q+oXS3UWzO/eY1t7l6Tl5TKysrQ2UYtpXSuvMcU3M53j4ngjbNJeVuAI0xxhiT+vgRcHrjR8DGGGOMMRmGdwCNMcYY02S8A5jeeAfQGGOMMSbDSLkdwLq6uoQImUXiQDh5sBLis0iZBbQqITKLoVVSWi6zfv36pNdmwa8S83J7lDCbhdhK6MwJcVlcznUAYYE/2xcA3n///cAxJxNW47R58+bAsRLdc3uUPZMFNkQJNlGwSJ2Dd1RAAgdMcIJkICxSV8EP7FvcJzVOUZLSchkOJADCYngWkKtrMyqwhcc3ik9zIIOyObdXifWTJR2PkmhZBS1woBAHBahkzGxPFfTFyYJVYAMHAbDNVYBHlOAXni8qgIv9iI/Vmst9UrCNuY8quIivreYT20bNDfYbnhuNBVnEUYFjqs0N4fUVCPu98j3+3lD9jp+n2n648A5geuMdQGOMMcaYDCPldgCNMcYYk/p4BzC98Q6gMcYYY0yGkXI7gFlZWQmditJXsLZIaWFYY8H6I5Vol8soPRJrQtSvEtZQsTZKaay6deuWtIzSPjHcZtb7RNEE9ejRI1SGx4E1Nqw9BMI6IXVtHjulLfvggw8aPUeNE9tK6c/YB6Lochh1ba4nilYrSiJw1iiyDhOIpufj+cNjq2zFeqn8/PxQGbYX91tpNZMljz7YeQz3O8p8Zx+Jknw9StJsrlfpjd95553AsUqszOdxvSqpO+vElGaN/Uj5SLJE71GSxbOGDdC+1RClWWX/VEmPeRyiJJRPltxeoXyRr8W6YGVfbkuUFxPwuAH/5wPN1UG3BN4BTG+8A2iMMcYYk2Gk3A6gMcYYY1If7wCmN94BNMYYY4zJMFJuB3Dnzp0JTYPSZXDuLZVni7VZrC1hLR8Q1mEpDRiXUfou1max7kXppzj3nuo363CUboT1MqwNUdeOohvj9rE+SWl3krUNCP+q6969e6jM1q1bA8esn1G6IqXNYt59993Acc+ePQPHrD1U11JjwD7BeQyB8PhGyfHH+cSUJoi1ZMrP2SdYw6TmE+ctrK6uDpVhH2B9H2uagLBeiucXENZUqnrYfjx31e4B595TeTV5znFbFGwH5ffsE8qP2O+5j0pbyO1TumGuR80flZcwWb28bqg1jMeB26JsxXNB6SX5PDVO3Gb2tSh6c2Ur9rUoejwuo8afr6XyCcbbrM4/XHgHML3xDqAxxhhjTIbhG0BjjDHGmAwj5R4BG2OMMSb18SPg9MY7gMYYY4wxGUbK7QC2a9cuIZKNkuxUvZCdy7AwWwVvsGBeiYJZMK9E9iyG5qAF9eJuFhurRKYsHFYicL42C51VgAeLrJXInhNVb9iwIXDMARWATijNsNi8srIyVIYTyhYVFQWOlTCbg4DUeLONkyWcBsK/QpX4OkrSXCZKgnG2FQdmqDJq/jBVVVWBYw6GAcI+ohJ283zhIAaVNJvnggouYH9UAQocEMNBFtwWIFqwBvv1scceGzhWwQaczFrZU9kvGWwbDqABwsFPKhmzWjeSwf6o6uBgCJXUm8eF566ql+dTlGT2KiiNr8VjoM7h+a3WZR6XzZs3B465/UA4GE/NU65H+Wd8zVLfKYcL7wCmN94BNMYYY4zJMFJuB9AYY4wxqY93ANMb7wAaY4wxxmQYKbcD2KpVq4SWRemnOGGr0kYke9G3SibK9SqtkUrQmwxun9LGsN5M6c8YpX1jXRhr/pRmMYpWj+vhpKQq2THrspS+i7U7SifGfWLbKN0Q6/kKCgpCZTi5NWtJla6G7aB0Q9xvpbtU/WyISoi9adOmwLHye9YSqfnDNmeNkkqAzloolTSZ28P1Kn+Nktya61Ua1WR9Usl5eS6o+c7jy7q7Dh06JG2vmnOsP1OaQE4ozzsgamzZr9ScY52gujaPL/uEslVxcXHgWPk9z0vuo0rgztdSZdjGal6yHpr1m7weAOG1RfWJx4Ht8Pbbb4fOYdTc4HrVWMY/U387XHgHML3xDqAxxhhjTIaRcjuAxhhjjEl9vAOY3ngH0BhjjDGfGxYtWoSLLroIRUVFyMrKwhNPPHHQstdccw2ysrJwzz33BD6vq6vD9773PXTu3Bnt2rXDyJEjsXHjxkCZmpoalJaWIi8vD3l5eSgtLQ1JWSoqKnDRRRehXbt26Ny5M8aPHx96xL969WoMHjwYubm56N69O2677bbDctPrG0BjjDHGNJn4DuDh+NcUdu3ahVNPPRX33ntvo+WeeOIJLF++PJRfFgAmTJiA+fPnY968eVi8eDF27tyJESNGBHS+o0ePRnl5ORYsWIAFCxagvLwcpaWlib/v27cPw4cPx65du7B48WLMmzcPjz32GCZNmpQos337dpx//vkoKirCypUrMWvWLEyfPh0zZsxoUp+bQ8o9At6+fXtCtK0E3yxIV6J1Fgqz4FcJ/JW4mOEAhChCbK5XCdJZTL5ly5ZQGRb6KuEvB5hwe1VSUha2s1gaCNuYheNqDDggQdmcE9Wq5MZsY+6jSsbL/VYJcTn4hceJf+mpa6sx4IVK+TCLybneKIEjUZIJK5tzElq2n7o2o+YKC9l53FTARE1NTeBYJdpl34qSyPj9998PHHft2jVUhn1N1cvBTVH8Ptk5ChW0kKzfagySzX91rSjBbrxuqDWCx1/5Hq8J3F5lqyjJzLmMWhN4rr7zzjtJr822iZIAm+1QWFgYOocDhVRwIc9DNU7x+aMCwjKdYcOGYdiwYY2W2bRpE7773e/i6aefxvDhwwN/q62txUMPPYRHHnkE5513HgBgzpw5KC4uxjPPPIOSkhK88cYbWLBgAZYtW4aBAwcCAB588EEMGjQIb731Fvr06YOysjK8/vrrqKysTNxk3n333Rg7diymTp2KDh06YO7cudizZw9mz56NnJwc9OvXD2vXrsWMGTMwceLEZiWOj4p3AI0xxhiT8mzfvj3wT2XViML+/ftRWlqK66+/HieffHLo76tWrUJ9fT2GDh2a+KyoqAj9+vXDkiVLAABLly5FXl5e4uYPAM4880zk5eUFyvTr1y+ww1hSUoK6ujqsWrUqUWbw4MGBHzIlJSXYvHkz1q9f36z+RcU3gMYYY4xpMof7EXBxcXFCb5eXl4fbb7+9We2+44470Lp1a4wfP17+vbq6GtnZ2aEnJgUFBaiurk6UUU8XunbtGijDacjy8/ORnZ3daJn4cbzMoSLlHgEbY4wxxjCVlZUBOUkUiQCzatUq/OIXv8DLL7/c5MersVgscI46vyXKxG94D+XjXyAFbwCzs7OlTi4OJ+xUehQmSrJb1ssoXQ7rMpQGjDWKrN1Qeg1OZKr6z58px+drccJrTsQKRNN8cZ84UbHS+7A91S8Z1seoBMkcUcU6HKVz4jLqMQHXy9q9KI8WoiSPVX3izzgh8tatW0PnsOZLtY/nAmvsgPBYduvWLXCs9FP8mdJCJdO6qrnCdlB+xHNX+Svr7tgOSofJc4V1g0BYz8W/0lVCeR4XdW3uZ5Tk8FxGrSPJEowDYZ9Q6xyPFc8NpVljW0TRsXKflF/xOKkvRNabqoABbjOfo3TXnBBbab65PeyLrLEGomkfOUm2Gu/43K2vr8fq1atDfz9cHM4ULR06dJB64qbw4osvYsuWLejZs2fis3379mHSpEm45557sH79ehQWFmLv3r2oqakJ7AJu2bIFZ511FoAD319q3di6dWtirSgsLMTy5csDf6+pqUF9fX2gDH8/xv1RvcSgJfEjYGOMMcZkBKWlpXjttddQXl6e+FdUVITrr78eTz/9NABgwIABaNOmDRYuXJg4r6qqCmvWrEncAA4aNAi1tbVYsWJFoszy5ctRW1sbKLNmzRpUVVUlypSVlSEnJwcDBgxIlFm0aFHgB0ZZWRmKiopwzDHHHDI7ACm4A2iMMcaY1CdVE0Hv3LkzEOm9bt06lJeXo2PHjujZs2foqUubNm1QWFiIPn36ADiw+3vVVVdh0qRJ6NSpEzp27IjJkyejf//+iajgk046CRdccAHGjRuHX//61wCAq6++GiNGjEjUM3ToUPTt2xelpaW46667sG3bNkyePBnjxo1L7GSOHj0at956K8aOHYsbb7wRb7/9NqZNm4abb7458x4BG2OMMcY0l5deeglDhgxJHE+cOBEAMGbMGMyePTtSHTNnzkTr1q0xatQo7N69G+eeey5mz54dkLvMnTsX48ePT0QLjxw5MpB7sFWrVnjqqadw7bXX4uyzz0Zubi5Gjx6N6dOnJ8rk5eVh4cKFuO6663DGGWcgPz8fEydOTLT5UOIbQGOMMcY0mVTdATznnHOadI5Kt9K2bVvMmjULs2bNOuh5HTt2xJw5cxqtu2fPnnjyyScbLdO/f38sWrQoUltbkpS7AWzTpk2jQSC8dauSxyZLSqvE5nxNFssDYXE0X0fVzYJVdQ4Hgag+cRklHOfktiwkV4LkY489NnCsbMMCZK5HJXDmoAAOHAHCtlC26dKlS+CY7aCE49xvFmYD4fFlkbgKsuFrR0nyqmzO9uKgD+X/7Hsq+IUXPA7wAML+yP1WCWdZvK/mRnOCaDhBtwpI4LmrbPPee+8FjuOPX+IcLAqvISqYjG3OtlIC7ShJiaMEv/C1eT6pudKrV6/AMQc6AeG1RZXh+cLXUsEm3F5OnwGEx5vLRAnwUX7F/qiCNTgYh79HVGLtzZs3B45V8CCPHdtT9YnHQI0/+6zyo3i/1fnGRCHlbgCNMcYYk/qk6g6giYajgI0xxhhjMgzvABpjjDGmyXgHML1JuRvAvXv3JnQ+KuEjayqULoNfz8JlVFJaTpCqdE6sfVFJXlkvw9dSeiSuh5PfqjIqWTC3mXUjqr3cb6Wp44So3Ec1OVlUe8IJJ4TKcLJTpQFTCVoborRG3CeVsJl1M8leVA+E+6mSs7I2L0pSWvYrpUdiLZS6NusNo+gY2ebK71kfp/SHak41RGmYeOyiaGqV3ol1rMnsC4T1cmpe8jrCdlD18tix1gwI6xiVr/EawDZX87SioiJwrOY7a9RYYwuE+8DrsJqT3CeVhDyZryl9J7dF+R5rcSsrK0NllNaxITwvgHB7lQ+zP7LOUY1BlPe7cr+Vf8avrdYCY6LgR8DGGGOMMRlGyu0AGmOMMSb18SPg9MY7gMYYY4wxGUbK7QAeffTRCf2D0iOx3oG1PABCL1ZmrY7SGrGmRmlsWM+jcjyxVoN1WB988EHoHH6RutLC8Hkqbxn3i+tRtlJaQobzarF2S2nWWFuk9H2s3VEaG66HdYNvv/126By2udKJci4u1rCx7hEIj7fSo/G4qH6zP/Kx0oRFyZnH/VZ6KW5zMn8FwvZT48058Vh3qeYT/6pXfs/6M9U+thePpdJIRdGxsi6sR48egWOlK2Obq7WG61HrHMN+r+zAvqdszp+pucFjyb6n8l+y/ZQ92c95XVF+z+1Vvsc+reYujxUfK1sl8ysg+ZxTeTW5jMpbyNdqLE9lMv3tocQ7gOmNdwCNMcYYYzKMlNsBNMYYY0zq4x3A9MY7gMYYY4wxGYZ3AI0xxhjTZLwDmN6k3A3gRx99lBCDK+ErC8VVEAOLdzkZp3ImFuaqJK8ciMHCbCB50AcnlwXCIuCqqqpQGZVQNFk9LKBXyU7ZVipwgPvE9Shh9nHHHRc45kAXIBzIUFxcHCrDIno+Pumkk0LnrF27NnDcsWPHUBkWjnPyYDW2HJCixPscVKHKcAAKB78ogT/bWInL2Z4qSCnZXFACeg4KUPWyiJ6vEyWxtrI5n6cCL9hefG0OYlCf9e/fP1SG5wIHk6hAHP5M+R63l+0LhPvJNlc+wv2OEtigglTef//9wHGyRPBAeO1RgQncHj5H2YHHSQWt8JxTwUT8XcJro1pzk9WhrsVl1PcTl+H1AAh/b3yWgR7m80vK3QAaY4wxJvXxDmB6Yw2gMcYYY0yG4R1AY4wxxjQZ7wCmNyl3A5iTk5PQOymNDWtC+KXpQPIkmkpHxLoWpYVjjZLS1DGsG1MvUmdtjHrxN2sSWbMGHEii3RDWCSkdFut7lJ6P7ce6tlNOOSV0Dmv+lD15fFXCXtY1cVuUbow1dZyUGAiPC/uMOod9TdmK/UhpPrmfURIic7081uo8ZXP2G9YfKa0p65HUnOM+cftUn/gzVYa1mpyEHAjPn40bNwaOVeJiTuqu5hzD80fp8Hg+KS0xj4GyOduY7aBsxe1R+rMo853r4fmkxp/n+6ZNm0Jl1LrbEKWX5c+irHsqsTL3k+ec0h9u2LAhcKzGm/2er6N0mFxG6fu4fapMfC1U66YxUUi5G0BjjDHGpD7eAUxvrAE0xhhjjMkwfANojDHGGJNh+BGwMcYYY5qMHwGnNyl3A5idnZ0QySrRLQvba2pqQmU4ofC2bdsCx1FE7FGS/CqRPQuSWbyvxNssbE8mlga0KJiF4hzIoPrNiWrVtflaJ554YuBYCcn5HBXQw0ldVRkWUXN7OWktAJx88slJy7DAmwMFWPiuzuFAAiAshl+/fn2oDPeBx00lzVZ+w7D4XSWuPfbYYwPHPHYqGIIDB1RQBSem5iAblbia/V6J95MFQwDhOcd9XLduXegcDh7iQBcA6Nu3b+CYkwcrgT8nbFaBV9wn9eXG7YuSCJxto/yTy6gkxNw+tq8KOuD2KR/ha3OAjErYzXZQ7eV1RI0Lr+e8Jqi1kb9/+HsECM9LDlKJsjaqtZz7rb4LlQ8Y0xRS7gbQGGOMMamPdwDTG2sAjTHGGGMyDO8AGmOMMabJeAcwvUm5G8Bdu3YldBVKc1FUVJS0Dj6PtVAqOStrRJR2I4rGijV/rN1QOidOKK20O6zNU3o51thwclPVXtbPqES7PXv2DBx/4QtfCBwrDQtrdZSmktunXsjOeh7W2Ci9HF9LjTePE5+j+sS6JpUIXCX6Zlg3xNoyPgaAXr16Ja2X+6TGMspcYLi9SofHmiX2T2UX1hayNhIIazGVRpF9mHV37L9AeOxYNwyE9cVsKzVP2W/UGLB2S+m72Ac4qbPqE+sPlT6ax1KNP885XrPUnGObK60eX5vPUWPL1+Y+AuHxVzcLbHMeO5W4mm2j/LO6ujpwzH6ktKW81qjxZz9S/Y7bWM1HY6KQcjeAxhhjjEl9vAOY3lgDaIwxxhiTYXgH0BhjjDFNxjuA6U3K3QD26NEjkV9v8+bNob9z7j3WPQFh/QRrJNQ5rD9hXQkQ1oCoHF+sa+IySrsXJR8W6+WURpHbzHkAlXaH26O0UKwbi5KTjvVHSi/F7VMaG9busD5J5fzi8Y+S266ioqLROhRK38Uo7U4yLanyEfZ7VaZbt25NridK/ksuozRLnCuOr6O0uzx2Kr8cawuVro31ZpyDUOluWUuqvmC6du0aOOY+qXq5n0oDFiWvHuepa9euXeBY5evkcVE6PK5H6Vh5PeL2qnWP23PSSSeFylRWVgaOeSxVe1kDqtZu1kvy2ALhPH9cRq1PnPdTjRNfm9unvkei+D2Pi9JqxsdbfRcYE4WUuwE0xhhjTOrjHcD0xhpAY4wxxpgMwzeAxhhjjDEZhh8BG2OMMaZZ+PFs+pJyN4C7du1KiFpVgksWDisBLQt+WUCrxNssdFZi+CiOzgJpFkcroTOfw0JtINxmJYbmoAQWhat6ORhCifU5KIUFyqpPLKBX48SJlTdu3Bgqw23msVWCdA5S4bEFwsEl3D71onUWb6sx4POiBIqwnyvhOPtjlGAi5ecsWudrR0nqrYKAOECCExcroToHa6hk0dxPDgoBwv3kMizmVyh7ss25XtUnHn9Vr0rIziRLFq7GgOc7B1kBYT/nwCEgHLgUJQk190kFsrGP8LHyPZ7/ag3m9ir7JhtLlQiag+ZUQE+yhM0qeIOvrdYaPk/ZJh4opNZWY6KQcjeAxhhjjEl9HASS3lgDaIwxxhiTYXgH0BhjjDFNxjuA6U3K3QBmZWXJxL1xWOeiNGD8GSf9PO2000LnrF69OtQOJpl+Sn3G7VXnsM5FXZv1ZkpbxloQ1poovQ9rTTjhNJA8AbZKDMxaGJWwmSe10nexTpAT5Cp7su6Kk8kCYZuzHo2T1gJh7SNrmFR7WT8FhDU/rCVT48S2UtfmcWB/BcIvr2ebK51olETQUcaSYR9R12Y9lxrvbdu2BY5ZH6c0UtxepbHia7OOTJ3D9aq5zOOtbMUaOq5XjQHbRs1ltrnqA9uLx0XNp2TXAcJrDSdfVppKnu/Knrw+qbnL9uP1SGkqVbLtZGVYL6v8lZPOKw01n6f0vPHz1DWMiULK3QAaY4wxJvXxDmB6Yw2gMcYYY0yG4R1AY4wxxjQZ7wCmN94BNMYYY4zJMFJuB7ChAFkl8I2SPJQFvSz4VUlKWbyvEoNycEGUgA4WjqtgCO6TSgwaJfiFky9zn5SAmhM/qz5x+9gOSqDMn3HCaSAcVKHq4cTfPN5KvM1ichaJA0BVVVXgmIXvbDsgHHijEsNGCRTgcYqSwPf4448PHKux5LGL4p8s1leJi7k9Krkt24/rjTJOKggkij25PRwwxcnDVRnle8mCHVQgBrdXCfzZNmqcOIBHBf0ka48KxOBx4jmo4ITIan2Ksi7zLg73W63L3F5lBx479b3B9bBPq0AhnmOqXg4C4XqUHaIEEzJqPYonzv8sE0F7BzC98Q6gMcYYY0yGkXI7gMYYY4xJfbwDmN54B9AYY4wxJsNIuR3Ahr8olM4pyi8B1vxwMl6VnJfp06dP6DPWDakErqzHYH2KelE5t1dpllg3osp07949cMyaKnVt1iSqelmHxwlmlY6Ikxkrm7P9lJaF9V2sw1EaK+63qlclSW6I0qyx/kjpxlgf1a9fv1CZzZs3B45ZH6k0VmxjTqILhPVGSs/HOjFOkq40Vqx9VFo91kNyPcqvWGOn7MlrQGNJ4uOwLiuKxkr1iTnuuOOSlomSCJj1XGpN437yPOXk10BynwbC/fz4449DZdhveGyVX3E9KlE965ZZo6jswHND6QR5fVLznecGazXVOHEZTqIOhOchl1F+z3NOwYnpld44fm0ngjbNJeVuAI0xxhiT+vgRcHrjR8DGGGOMMRmGdwCNMcYY02S8A5jeeAfQGGOMMSbDSLkdwKysrIQAWgnSORBDwUJsFi1zAlogLEBXYnMWNiuhMwcpsNBZtb9Xr16NtgUIB0yo9rFQnAMxVL1sY2WbHj16BI7519gxxxwTOoeDFoqLi0NlWGR9yimnhMqwuJyDGFRibf5MicK5nyykVkmA+RxlKxabq2S8nNSZg0JUsA7Xq8TlfF6UIBX2K+WfKpktw37E4n01BiygV2J2Hm9lc/YRDoZ68803Q+fwGqHmEwctsE+roAseAxWklCxRPRCeG1GCwNjXVGALB4+oNYzHivukfJr7FCVRObdP2YqDx1S9UYJf2J58rAJbOIG8CrzhIDU+h68DhL8jVBAdB7aoPsb9/rMMAvEOYHrjHUBjjDHGfG5YtGgRLrroIhQVFSErKwtPPPFE4O9TpkzBF77wBbRr1w75+fk477zzsHz58kCZuro6fO9730Pnzp3Rrl07jBw5MvH2lTg1NTUoLS1FXl4e8vLyUFpaGspCUFFRgYsuugjt2rVD586dMX78+NCP89WrV2Pw4MHIzc1F9+7dcdtttx2Wm17fABpjjDGmycR3AA/Hv6awa9cunHrqqbj33nvl30888UTce++9WL16NRYvXoxjjjkGQ4cODew4T5gwAfPnz8e8efOwePFi7Ny5EyNGjAjskI8ePRrl5eVYsGABFixYgPLycpSWlib+vm/fPgwfPhy7du3C4sWLMW/ePDz22GOYNGlSosz27dtx/vnno6ioCCtXrsSsWbMwffp0zJgxo0l9bg4p9wjYGGOMMaa5DBs2DMOGDTvo30ePHh04njFjBh566CG89tprOPfcc1FbW4uHHnoIjzzyCM477zwAwJw5c1BcXIxnnnkGJSUleOONN7BgwQIsW7YMAwcOBAA8+OCDGDRoEN566y306dMHZWVleP3111FZWYmioiIAwN13342xY8di6tSp6NChA+bOnYs9e/Zg9uzZyMnJQb9+/bB27VrMmDEDEydOjJT7tLmk3A1gdnZ2QucT5UXaSlvEmojevXs3+ncgnNw4SiJTpd1JlgBXaXdYl6W0MKyX6tq1a6gMa3NYu6OuzVqtdevWhcrwy+BVkmSG7ac0dayFUQlSuZ+sqVE6p4qKisAxj61qD9tB/eJkX1O6IdbUsUYICCd1VePC8PgrLRz7kWofn8djoDSAbHOVPJjnKpdhHwLCNlbaMkbNd54vPE85qS4QTtirNFZ8Ho+TStjNGjDlR2wbNU68tnB7ld+zD6svjihl2H78uEolwGf/VImL2cbsa0oLx+1T3wnJ9LyK+JdxHNbhAmE7KN9j26h5yfD4K3tGmXNxv88kDSB/R+Tk5IR0wk1l7969+M1vfoO8vDyceuqpAIBVq1ahvr4eQ4cOTZQrKipCv379sGTJEpSUlGDp0qXIy8tL3PwBwJlnnom8vDwsWbIEffr0wdKlS9GvX7+Av5WUlKCurg6rVq3CkCFDsHTpUgwePDjQj5KSEtxwww1Yv3596P6lJfEjYGOMMcakPMXFxQm9XV5eHm6//fZm1/Xkk0/iqKOOQtu2bTFz5kwsXLgw8UO1uroa2dnZoY2MgoKCxI+x6upquRHTtWvXQBm1uZSdnd1omfixevtMS5JyO4DGGGOMSX0O9w5gZWVlYCf50+z+DRkyBOXl5fjggw/w4IMPYtSoUVi+fLm8qWvYjoa70gd7Xe2nLdPY63BbEu8AGmOMMSbl6dChQ+Dfp7kBbNeuHY4//niceeaZeOihh9C6dWs89NBDAA68r3vv3r2hdDxbtmxJ7M4VFhbi/fffD9W7devWQBnexaupqUF9fX2jZbZs2QJAy5dakpTbAczJyUno6NTg8oAoLQxrd1ir07Nnz9A5rMNQOjy+Fut9gLBuhM9ROpcTTzwxcKy0cPwieuV4/EuM+8RtA8JaONaEqfNYz/Xhhx+GzmG9jNKpsH5G6eW4T1xGvRw+ig6LdVesa1TjxPnlVBnW7ih9H2uhorxAnttbWVkZKqP8kWGNKvdB/eLkeai0bzwuytcY9r0oWkilE2QtGbdXaVbZVqoMj2V8UY6j8jWqucucdNJJgeOqqqpQmWS+ptbGKPkaeT1S48S2YN2gmu/s02r95PQY/HhNrRHsr5yTFEAoNYfKvZcsn6TKmck+ojTfyTSA6hEer7FsFyA8n5T+MP6Z+ptpOrFYLDEfBgwYgDZt2mDhwoUYNWoUgAPzdM2aNbjzzjsBAIMGDUJtbS1WrFiBL33pSwCA5cuXo7a2FmeddVaizNSpU1FVVZXIy1tWVoacnBwMGDAgUebGG2/E3r17E2tKWVkZioqKZI7dlsQ7gMYYY4xpMqmaBmbnzp0oLy9HeXk5gAPBjeXl5aioqMCuXbtw4403YtmyZdiwYQNefvllfPvb38bGjRvx9a9/HcCBHz1XXXUVJk2ahGeffRavvPIKrrjiCvTv3z8RFXzSSSfhggsuwLhx47Bs2TIsW7YM48aNw4gRI9CnTx8AwNChQ9G3b1+UlpbilVdewbPPPovJkydj3LhxiR9No0ePRk5ODsaOHYs1a9Zg/vz5mDZt2iGPAAZScAfQGGOMMaa5vPTSSxgyZEjieOLEiQCAMWPG4IEHHsCbb76Jhx9+GB988AE6deqEf/u3f8OLL76Ik08+OXHOzJkz0bp1a4waNQq7d+/Gueeei9mzZwd2eefOnYvx48cnooVHjhwZyD3YqlUrPPXUU7j22mtx9tlnIzc3F6NHj8b06dMTZfLy8rBw4UJcd911OOOMM5Cfn4+JEycm2nwo8Q2gMcYYY5pMqr4K7pxzzmn0nMcffzxpHW3btsWsWbMwa9asg5bp2LEj5syZ02g9PXv2xJNPPtlomf79+2PRokVJ29TS+BGwMcYYY0yGkXI7gPv370+ImZU4mgW0SpDOwtwoL1/n4BIVfcNCYpU0l8X6LOZVQmcWASsB9bvvvhs4VslDuX2cPFQFeLCoXmkOOKiGAy9UIlsWjitxPNtChd+zD7AoXPWJ26eCNdhWLBxXASksmFcCeg4UUL7GATzcJ1VvspfOA9GSpHM/+VeyGn8OLlD+yefx+CthPvuNSnbLgQLKNpyEmJP6qrHk9igfYTiAQiW3ZlupXQhOVK6Szm/atClwnCyBNxAOzlBleJzY94Bwv9g2KliH6+V5oOrlMVBt4aAPlWCax1+tyzwP169fHzhWtuL2qYAO/q7hNU3Vy2uhSh7NfqPWkXj7PssgkFTdATTR8A6gMcYYY0yGkXI7gMYYY4xJfbwDmN54B9AYY4wxJsNIuR3AhhoKpTViPQprjYCwxuLYY48NHKsXvzMbNmwIfcYvEFcvmWe9IetalF4umXYPCPdT6T6SaQlV0mTWRyl7sr6H9WeqvazNVMljWceokluzhoY1i8oOPAZKq8W/KFnLo3yPx07pxlizpHRDbHPW96jEsPyZ8iNuj9KxsjaL7avsyRolpVniPrBPKO0raz6VvovHWyVA5vnOGjXW9wJh/1RJnbnNyo+YKAmxlX6X4TnHfdq6dWvoHB47lTSb61Xjwto31jXyOgiE/VMl2+dx4jmn1h7Wc0ZJvq76xOfxGCjf27ZtW+BY6WP5u4STm6v28jlqLFlvqr6z1Jp6uPEOYHrjHUBjjDHGmAwj5XYAjTHGGJP6eAcwvfEOoDHGGGNMhuEdQGOMMcY0C+/OpS8pdwN41FFHJQInVEJPFuerpKQshuZADBXg0b1798CxSh7LInAV/MBJSVnorBJ6smhZCdJZpKyE5Fw3i5bVOSzMVkJsTkrLAmUVtMBCcZUQNUrwC5dR12LYR1SycC7DgnkVBMJjyYJvIDx2SpDO/hklEIfHTvUp2fgD4XHhgJmNGzeGzomSYJr7zT6iAhI4yTfPHVWPEutzUBKPi2pvsiALIBz8wAmcVZANB31wUBAQDgxS8519jQPOVHABfxGr5NuMujbXw0E03DYgbCt1bR4HPl63bl3oHB4nDswAwsFjal5yPXwtngdAeI6pOcfXTrauAGHbqHWZv/tUIv34uhFlnI1R+BGwMcYYY0yGkXI7gMYYY4xJfRwEkt54B9AYY4wxJsNIuR3APXv2JDR7Su/FmjCl1eJfC6xPYV0RENbudOvWLVSG9VFKP8M6LG6v0gCy9k31iXUtSlvGfeCEvSrRMvdT6VxYk8b2jPLCc6WxYZ2L0qxxv/Pz8wPHShPG2iKlqWMfYR3ZO++8EzqHr636xMlZlW24T2xPNQas81E6J76Wsifrz9hWnJxZtU/5HifsZU2t0nfy/GGtLhDWn6k5xzorrkfNZban0j5yP1nzp7SFbCulN+YyaneD1yjWrCl7cp9UveyzSkvIWkxeN3hsVfvUnOP1nLWlSvPN81v5NM851mqq81h/ymMChMdA2Yr1u1xGJS7ndVrNdz5PXTs+lmo+Hi68A5jeeAfQGGOMMSbDSLkdQGOMMcakPt4BTG+8A2iMMcYYk2Gk3A5gbm5uQsOjXuLOugz1Iu3c3NzAcZRcd6yf2bJlS6gM64+UBohzOrE+RWlC+LPmvsSdYV2Lqve9994LHKsX3rMujPVnKg8Vt1dpWFibFSWvHuuI1FiyxoZ1b6peHielw+RzovRb9Yl1WNwn9WuXx1K9HJ61b0onxjo2zumm8qyx9lHpsLgM21zpJXn+1NbWhsqwxkrloGO/Zi0Z+wMQ7qfqN1/79ddfD5VhWHer9HJsC3Vt1nPyPFWaNV57VL95/WS/B8IaOl5POS8oEM6jqPTbyXR4Sh/NPqFyRa5fvz5wrNZlnlM8Tura/N2itOP8HZUsBy0Q9mGVgzKZrhX4vz6o+Xi48A5geuMdQGOMMcaYDCPldgCNMcYYk/p4BzC98Q6gMcYYY0yG4R1AY4wxxjQZ7wCmNyl3A7h58+aEuJVF2IAWgSeDBdMquITFxUq0zkEALCQGwolLuYwSZnOQShSBPycuBsKif+6neuk4C5BVcAmLwlU9DNtPtTdKQlzuA9tGiaPZxhygAIQDBVjgrcaWxeZRXiCvrs3nqWsx3D7VbxagqyAQtjmfowJbVMABwzbnuaISTPPYqvFX84Vhe3LQggoKYD9XwTocIMHrkbILr0+VlZWhMrzWqLnBQUhszx49eoTO4WupwAZO6qzmMvswH6vk5lGCNXid4+A3FXjH7eM5CEQL6HjrrbcavbaaT7w2Kl+MMncZ9kcVMMPzXQWKGPNp8SNgY4wxxpgMI+V2AI0xxhiT+vgRcHrjHUBjjDHGmAwj5XYAc3NzE7qKKDoSpcFg/UQU7R5/prRQyV5mDgBdunQJHLMmUGlujjnmmMCxSs7K2iKlWWLNV2FhYeCYE68CYS2M0gBym6NoC7l9SrPE9lQ6HP6M9UjNfeE9a5bYR1SyW064GiUROPsrENaOcZ+U9pX9kTWMQFj7pjRq3G+2lUqAzX6ubMP+yXNQ2YHhMQDC/YyS3Jp1bipRLn+mEoqzDydLOA2Ex4CPgbAtlJaUr9W7d+/AMetygWiJoFkfpzTV3B4ef9VeXj83b94cKsNrC/dR2Wrjxo2BY7WGcR+UHyVL4s9zEAj3W/kew2OgbMXzUvknr8tKtx5vj1qHDhfeAUxvvANojDHGGJNhpNwOoDHGGGNSH+8ApjfeATTGGGOMyTC8A2iMMcaYJuMdwPQm5W4Ad+3alRAUK3Eri7VVgkwWzHOC1BNOOCF0DguSlRCfr62CSVh4rUTADIuLlRCfhcIqsKFz586BYxaxqwSpLEhX9mSxuwp+YbgeFTjA/VRiaO4DBwapYBi2jRKFs+ibfY0DC4CwAF3ZM0pQBQvkOXBIBeKwD6sADxaOK7g93F4VOMD+qfrN84UX7CjJmHkOAuE5pvpYXV0d+qwhqr2cmJqDtdS1ogQOsA+rsWR/VP3m4CcODFMBctw+Xg/UtdU6wu3hPqkgNW6vsjmfx7739ttvh87hAA8VeLN169bQZwwnr46SqH7btm2BYzVObJsoayX3SX3XcCATB1U1rPuzDAIx6U3K3QAaY4wxJvXxDmB6Yw2gMcYYY0yG4R1AY4wxxjQZ7wCmNyl3A9i2bduE7kclBmZ9n0qQyXoP1qMo/RQ7mNLucRmlR+K6Wd+hEq9yPaoM16teyM5lWB+nEjbzOSrZKSeqZm2M0vuwXrKoqChUhnUuStfEuhvWLCn9C9tPjTf7EfdB6Yq4T0o/FUWzxPWwlky1Nz8/P3Cs5gajfJg1S6yxU5pF7qfSavI4RNGaceJf1kIC4YTHUZK4sz3VGsE6TPUFw2PJulbVFpVAnuF5qcaJNV/cPuUjbHOl5+RE4Kq9rFvkepSukf1c6TK5fZwIXrU3mcYOCK+Fqh7WFxYXFweOlX9yP9X6yWPHPqPWU65XaZR5PimbK722MU3Bj4CNMcYYYzKMlNsBNMYYY0zq40fA6Y13AI0xxhhjMgzvABpjjDGmyXgHML1JuRvA1q1bJ8TVShzNn7E4HgiLi1lIrBKksgiYE8UCYbGuEvgyStjOJEu8CoQF5yopKQuQOQmpChxgcbESl3OSXA4UUMJsbq8S4nPghaqHhc5cJkoS3SiCebZDlGAIVYbbo8Tb/BkLvlVgC4v1owQbKDE8133ssccGjjkxOBC2nwp+4HrZF9U5HATE8xYIjz8HMQBhP+JxUl8evI6oMuxHfG3l0xwowAFTQDhoQY0lry1Rxp8DR5R/su+pgDO2BdtTXTtKAAonUud61PrEAT0qQTv7jUrQzUFo7I/Kr7g9ai5zHziwScE237hxY6gMJ6ZWyaLj9fjmyDSXlLsBNMYYY0zq4x3A9MYaQGOMMcaYDMM7gMYYY4xpMt4BTG9S7gZw+/btCX2G0m6xzkW9xJ31KP379w8cK20MO5jShLAeSWlWuG7Wp0RJHqvax58p7RsnlI6i3eJ+q4nGSZGTJbsGgC1btgSOlRaSbaNeMs/6LtZYRUmarfyItYR8HaVhYt9TmkVG2Ya1RHxtpYVjHZZ6yTyPv/IRvhbrspRmjTWzapx4LvC4RNG5Kf/ctGlT4FjZkzVfPC5KE8Y6W2UrhueG0mpygmkFtyeK9o2TpKtz2GeVRjlKH1gfybpQ5Z+85kbR/HIfVXJ7XnNZN6pQ8zKZLlglgu7Zs2fgWOlj2R95rVRJ8nktV2sYrxFqLONtVmNoTBRS7gbQGGOMMamPdwDTG2sAjTHGGGMyDO8AGmOMMaZZeHcufUm5G8D27dsntEBKP8EaJc6XBIT1HKzLUfmcouTm4vOUbog/43oby+cUJ0q/1aTjHFSse+GX0Kt6VPtYm8X6GaUbY42a0tjk5eUFjpUWhseBdTjqnChaONYksmaJ6wDC2ielw4uiJWM/YvsqfRdrwCorK0NleFyUjyTTx6m5UVFREThW+ki+Fvuaym3J11a+xxpApXfi85LlJASA448/PnCsdI1szyi5Ilk/FyX3ptKW8brGc0zN5W7dugWO1ZxjH1Y2Zx+Jku+UNdNqDWP9Hs8fpS1U7WOi5Jxkm/MxaxiBsJ+rvLSsQedxU/pjXmsKCwtDZaLkho2Pk7qGMVFIuRtAY4wxxqQ+1gCmN5/6BrC2thbz58/Hiy++iPXr1+Pjjz9Gly5dcPrpp6OkpARnnXVWS7TTGGOMMca0EM0OAqmqqsK4cePQrVs33Hbbbdi1axdOO+00nHvuuejRowf++c9/4vzzz0ffvn3x6KOPtmSbjTHGGGPMp6DZO4CnnnoqvvnNb2LFihXo16+fLLN792488cQTmDFjBiorKzF58uRmN9QYY4wxqYMfAac3zb4B/Ne//iWT+zYkNzcXl19+OS6//PJQgsyDsW3btoTYlpOAAmFhrnIMJehtiEoUykJidW0WDiuBMreH26teFs52VEJ3/kwFILAYOFmyYyAsLo7yUnS2VZT2KpE9i8ujBIFEEXzztVVADwvSebzVOVESIjPKR5IlIVY+zbZSSXM3bNgQOFbjwvOQy6iAHvbhKIFCHOChAiY4kIGTUgNh38vPzw+ViZL4m4kS2MJzlcdJrSNsB9VvDgJQZXi8OaBDBSTwOSoAhQNOovSB61EBCVyvah+vy+wjam1km6s1jH1Y+T3bmJO6q+8nHifVJ7YVzx/1PcIBXdXV1aEy7OcqAXbXrl0BHOjvxo0bQ3/PZBYtWoS77roLq1atQlVVFebPn4+LL74YwIG1/Sc/+Qn+/ve/47333kNeXh7OO+88/PznP0dRUVGijrq6OkyePBl//OMfsXv3bpx77rn41a9+hR49eiTK1NTUYPz48fjrX/8KABg5ciRmzZoVWJ8rKipw3XXX4bnnnkNubi5Gjx6N6dOnB+bD6tWr8d3vfhcrVqxAx44dcc011+Cmm26Sc60lafYj4GQ3f5+2vDHGGGNSl/gO4OH41xR27dqFU089Fffee2/obx9//DFefvll3HTTTXj55Zfx+OOPY+3atRg5cmSg3IQJEzB//nzMmzcPixcvxs6dOzFixIjAD4zRo0ejvLwcCxYswIIFC1BeXo7S0tLE3/ft24fhw4dj165dWLx4MebNm4fHHnsMkyZNSpTZvn07zj//fBQVFWHlypWYNWsWpk+fjhkzZjSpz82hxaKAN23ahP/93//Fli1bQr/Ax48f31KXMcYYY4w5KMOGDcOwYcPk3/Ly8rBw4cLAZ7NmzcKXvvQlVFRUoGfPnqitrcVDDz2ERx55BOeddx4AYM6cOSguLsYzzzyDkpISvPHGG1iwYAGWLVuGgQMHAgAefPBBDBo0CG+99Rb69OmDsrIyvP7666isrEzsLt59990YO3Yspk6dig4dOmDu3LnYs2cPZs+ejZycHPTr1w9r167FjBkzMHHixEO6C9giN4C/+93v8J3vfAfZ2dno1KlToMFZWVm+ATTGGGM+ZxxuDSBLDXJycmTO1qZSW1uLrKysxKPbVatWob6+HkOHDk2UKSoqQr9+/bBkyRKUlJRg6dKlyMvLS9z8AcCZZ56JvLw8LFmyBH369MHSpUvRr1+/wKPlkpIS1NXVYdWqVRgyZAiWLl2KwYMHB/pRUlKCG264AevXr0fv3r0/df8ORovcAN588824+eabccMNN0idRFPIz89P6CqUloc/U9od1iixLkPpPVjfxRoRIKy7U8lYCwoKQp81RLU3SjJe7pN6wT23jzVBSi/HGhtOzgwkf4m70svxtdUiwZ+picz1sGZJ+RvLDZRuiLWE3AfVJ076qsaadUNKL8eaKr6W6hPbSiXn5X6qpNTcHk60rOD2Km0Z95vnD/8diPYSe9ZuqeTGTJT2cj1Kf8bjwrpLpZ/jcVJzmfutfITXCTXfmSj6vihJ0tnmXEZpFnmXQvWbx4HXGqU/5nrVbgiPk9JHJ0s6rnyE52EU3SUnglZJvvn7SOl52ebq2nENciYlgi4uLg4c33LLLZgyZcqnqnPPnj340Y9+hNGjRyd8p7q6GtnZ2SEtZkFBQUKzWV1dndBhNqRr166BMvw9kZ+fj+zs7ECZY445JnSd+N9S/gbw448/xje+8Y1PffNnjDHGmPTgcO8AVlZWBm7wP+3uX319Pb7xjW9g//79+NWvfhWpHfyE81CUifc3ZYNAGnLVVVfhT3/6U0tUZYwxxhgTokOHDoF/n+YGsL6+HqNGjcK6deuwcOHCwI1lYWEh9u7dG3pysWXLlsTuXGFhoYzO3rp1a6AMR3nX1NSgvr6+0TJbtmwBkPyJ4qelRXYAb7/9dowYMQILFixA//79Q4+iDkc0izHGGGMOH+maBzB+8/f222/jn//8Zyg1z4ABA9CmTRssXLgQo0aNAnAgTdWaNWtw5513AgAGDRqE2tparFixAl/60pcAAMuXL0dtbW3iDWiDBg3C1KlTUVVVlXhXd1lZGXJycjBgwIBEmRtvvBF79+5NpIYpKytDUVFR6NFwS9MiN4DTpk3D008/jT59+gBA0u1PY4wxxphDwc6dO/HOO+8kjtetW4fy8nJ07NgRRUVFuPTSS/Hyyy/jySefxL59+xI7cB07dkR2djby8vJw1VVXYdKkSejUqRM6duyIyZMno3///omo4JNOOgkXXHABxo0bh1//+tcAgKuvvhojRoxI3AsNHToUffv2RWlpKe666y5s27YNkydPxrhx4xI7jqNHj8att96KsWPH4sYbb8Tbb7+NadOm4eabbz7k908tcgM4Y8YM/Pa3v8XYsWM/dV3bt29PaAlVQEL8LjqOSh7LwRksWu7fv3/oHBYSK4E6C5uVcJzbw2J4JdjlXzcqkfXmzZsDx927dw+V4cTELIZWwRDcHpXcmIMqWKCuBNRKKM7w9rqyeTLxuxLhcpCP6jeLwDlARonjGTU52VYq4IiF4/wYI0pgkwocYNH/Rx99FCrDwS/cTxUoxOJ8FSDVvn37Rq+jxjFKsAbPORVMwvOQ61HBWizuVuPNgWFsTxWQwjsJlZWVoTIs+o8/7mkIBxPweKs1gueuGieeY9xHILwe8bWVPVmcrxKK81rDayX7EBAeWzX+PL/VuLAfqX4z3E8VGMZ+xI/y1DixfdUawfNHzY34+EYJpjpUpOoO4EsvvYQhQ4YkjidOnAgAGDNmDKZMmZJI3HzaaacFzvvnP/+Jc845BwAwc+ZMtG7dGqNGjUokgp49e3ZgjZw7dy7Gjx+fiBYeOXJkIPdgq1at8NRTT+Haa6/F2WefHUgEHSeelua6667DGWecgfz8fEycODHR5kNJi9wA5uTk4Oyzz26Jqowxxhhjms0555zT6E1jlBvKtm3bYtasWZg1a9ZBy3Ts2BFz5sxptJ6ePXviySefbLRM//79sWjRoqRtamlaJAjk+9//fqNGMsYYY4wxqUOL7ACuWLECzz33HJ588kmcfPLJoS35xx9/vCUuY4wxxpgUIVUfAZtotMgN4NFHH41LLrmkJapCVlZWQlulEnqytoS1MgDw3nvvBY5Zn6L0SCeddFLgWCUybSgqBRB4KXQc1qxwbkSly2G9hypz7LHHBo6jJALmPqhJxO1TOhzWlildC8O6FJXklbVuSofFfWLbKJ0ba5aUPdkHuI/qHNb8qT7xy9+V1og1P6wtUjq8KMleeb4obRHXzRompd1iPaeyOY9lFB9hvZwafx4n5Z+s+eKx4z4qlL6LNWCsPyssLAyds3HjxsCxSlPB81LpOVlLxmWUzo2vxeuKOk/pWHnsoiQl5n6r5Ma8ZvFaqXTDnEhZtZd9T7WP02lwUncF21z5J68BUbSFPC5qvie7TsP2ZFIiaNOytNir4IwxxhiTOXgHML3xqzuMMcYYYzKMFrkBfP/991FaWoqioiK0bt0arVq1CvwzxhhjzOeL+A7g4fhnWp4WeQQ8duxYVFRU4KabbkK3bt2c/NkYY4wxJoVpkRvAxYsX48UXXwwlVWwOHTt2TCS9VEJdFuaqYIiePXsGjlnMrQTq/E4/Jebl3UwVgMICeW6fErEnS6ILhG2hxOVsGw4CUP1mcbRKBJ1MrK+SlHIQiErGzGWUcJxF6xyswUEXQLTgF66H+6hE12xzlQicx04FF/APJBatqyAlHjv1Dkr2NRXIwuPL11ZjyWOggrO4HravGgNuiwqGYL9R7eP5zdeOghpL7jcHk6jrcMCZKsN9UvOS/YjnikoWzqg1gutR8ydZ8nUVIMfjEiVhNx+r4CL2K9VvXsPUnOPz2DaqTxwQpZLO81rIc1AFaHCflN8zqkx8vdy3b18oCOdwYQ1getMij4CLi4s9QMYYY4wxaUKL3ADec889+NGPfoT169e3RHXGGGOMSXGsAUxvWuQR8GWXXYaPP/4Yxx13HI488sjQIw6VW8wYY4wxxnw2tMgN4D333NMS1QA4oHWLaySUxo61MUrDwhol1vJ06dIldA7r+5QOjzUrnKwVCOvYWLuhfsnwZ0rnxBoV9UJ2bl+UF6CzJkjpu1QC1Kb8HYimWVT95j6xlkeNE2tslJaU+8m6J5Xkm3V3UZJQqxe1cz+5D0qPxj+iVHJj1tQpbRnPKe6DitrPy8sLHHNyXiDcJ7aD8lfWWSoNaJQk1JwknRPBK/0pzw3l92wLHgN1Dtcb5doqcTHrRLkeVS+vc0o3xtdSmt9k2lyVhJrnS1VVVaiM0ms3ROnlWM93wgknhMrwkye1znHdURJBR9EJsl/z91GUPkXRVKp6tmzZctC/HS6sAUxvWuQGcMyYMS1RjTHGGGOMOQw0+wZw165dMsqwpcobY4wxJnXxDmB60+wgkOOPPx7Tpk3D5s2bD1omFoth4cKFGDZsGH75y18291LGGGOMMaYFafYO4PPPP4+f/OQnuPXWW3HaaafhjDPOQFFREdq2bYuamhq8/vrrWLp0Kdq0aYMbbrgBV199daR6CwoKEvoHpbHjvFpKP8EaJdbqrFu3LnROUVFRo+colPaC28M6LKXvYl2bymPFOjulc2E9CuvEVA5CtrF6ITv/+uL2Kq1ZFE0la41UPawbYj2SyrPGOie188waG9Y1qbxa7CNKC8d9UP3mNrOeS+UgZL9S9bLPVlZWhsqwPaPkIOP2Kh9h+7F9ld/zZ1HyNaocdez3bE+1RvC1lK6Nx5f1k2r82e9Vn3j+dOvWLVSGbcw+oXSDnP9UBd+pNYDhNrPuUmk1eb4oPS+vl9xHpT/lsWV9JxCec0pryD7AWr0oWmIF5wbksVV24DFQaw3PS7U2xssonbExUWj2DWCfPn3wpz/9CRs3bsSf/vQnLFq0CEuWLMHu3bvRuXNnnH766XjwwQdx4YUXRppIxhhjjEkf/Ag4vfnUQSA9evTAD37wA/zgBz9oifYYY4wxxphDTItEARtjjDEms/AOYHrjZ7PGGGOMMRlGyu0A7ty5MyEG5pd8A2HBbJQkmCw2VyJ2DhRQiWs5qEIlY+V6OKGrqpfbo4TuLApWwvZkfVDBJdynKKJ1LqME1JxEVQnHeVyUqJ7r4cS1nKRYtVcFOrAInPukxoBfcK/Gn+tV9bBIPVnSXyBaYEs8MWwcFXjB1+bAEZWwmwXoUZIbs6BftZf9MUpQDQc6AGEbs6+pucKBDSroiz9jP1d+xaJ/dW32EZWUmNc+DlLh4ANVj1obeRxUYm32x2SJyxUq+EGtuw3ZunVr6DMV/MBwP1W/kwUGqT5xH1SQSjJbqfWegzbU3OCgP/VShPhcdiJo01y8A2iMMcYYk2Gk3A6gMcYYY9ID786lLy2yA7hgwQIsXrw4cXzffffhtNNOw+jRo0OPzYwxxhhjzGdLi+wAXn/99bjjjjsAAKtXr8akSZMwceJEPPfcc5g4cSJ+97vfRa6rTZs2Ca2F0gTxS8eVfoZ1F6wTU1oOvlZxcXHStiqNFd/wsh5JaaxYh6N0bayXUno+1thESZrMfVAvh2d7cR9U4lVOdqqSG7OuSSXjZZ0V66eUxoY1NepHCGtsuE/KVtwWpRuqqKgIHCttGSfxZj1SFC2U6jf7jRoXbg/3s7CwMHQOzzGlAWQdErePtVLqHEWUxLrcb/YjZasomlq2OdertFvKhxnWgCmtc7Lk1mptZL+KoudVfWAfYX9Ua1iUxO/sA3ysNJXsI1F010rXyBq6ZInL1bWVhpHXS+6D8ntew1R7eQyUljhuC3WNw4U1gOlNi9wArlu3Dn379gUAPPbYYxgxYgSmTZuGl19+GRdeeGFLXMIYY4wxxrQQLfIIODs7O7Hb8Mwzz2Do0KEADvzqUr9UjTHGGJPexHcAD8c/0/K0yA7gv//7v2PixIk4++yzsWLFCjz66KMAgLVr14Ye2RpjjDHGmM+WFtkBvPfee9G6dWv8+c9/xv3334/u3bsDAP7xj3/gggsuaIlLGGOMMcaYFqJFdgB79uyJJ598MvT5zJkzm1zXRx99lEh6y8lvgbA4moMNAKBLly6BYxa6K0HtcccdFzhWQnwODNmwYUOoTKdOnQLHLApmETYQLdFqFME0i/45wEMFNvBnyuYssk6WGBoIC91VMASPpSrDwRosAlcC6GRBQEBYyM6i8KKiotA5HMiiBPRcrxKXv//++6HPGsK2A8JjqcaJz1NzY9u2bYFj9jX+OxC2uRLic0Jxto2aK6oPjOoDw+PCPs3BEUC0ZMYcBHLMMccEjtetW5e0DhUoFiXgiAMQ2IfVnGO5jQqy4X6rMeC1hcdABdUwyofZnmybTZs2hc7hxN8qSI39kYMsgHCgBfdJBe9woJ0K1mBb8dg2x8+A8Hirfsev9Vk+HnUQSHrT7BvA7du3J76wk+n81Be7McYYY4z5bGj2DWB+fj6qqqrQtWtXHH300XInJhaLISsrS/4aNMYYY0z64h3A9KbZN4DPPfdcIrfSc88995nmIjLGGGOMMdFp9g3g4MGDE/8/55xzWqItAA4keo7rpqIkBlZlkiX5VJogfoytHluzxo51T0BYzxElgTNrddSL3vkXkOo3a19YP6eS3XKyaKUbYp1QMi0PEO6n+oHAZZRehseB9V5KC8n6M2Vz/ixZMmEgnAhW9Zt9ROn9uJ4oyY65XpXkmcf7YLvyDWEtlNJP8dxQv8b5M9bZsi5XoRJ2R9GscRkeW5UsnsdO+QiPQ1VVVeBYaUD5aYeql22j5hyvLVxGJVbnJN7Kj9gWSmPJ9uTxV5o1Rs1LZYuGqDWXbcUJnYFwe3keKNhfVXsZ9SSLbczrRhQdpkowzf1WNo/PBWsATXNpkSjgm266SU6O2tpaXH755S1xCWOMMcYY00K0yA3g73//e5x99tl49913E589//zz6N+/P9avX98SlzDGGGNMCuFE0OlNi9wAvvbaazjmmGNw2mmn4cEHH8T111+PoUOHYuzYsVi8eHFLXMIYY4wxxrQQLZIHMC8vD/PmzcOPf/xjXHPNNWjdujX+8Y9/4Nxzz21yXbt27Uq8WDxKfiyl3WCdEGuslI6IdSPq2vH3HTcGa4tYP6M0Vqz3UVo4zi+l+sC6Edb3sN4PCOfQUjm+2Ob84vcoOhdVJsqvuurq6sBxt27dAsdK58afqfxdbAvW1ClJA5dR+fD42krfw7ZgHZHyEfYrpe/iNisfZi0Rj6XKU8nnKH0k95u1Wkrfx9dS2tdkel4F25dzcwJhW6l+s9/wHFQ6TPYrpXtjLa6qh30giu+pzxiel2osuZ+8jqg+cXvVfOe5zMRfINAQzkup1ifWDiq9HNuGx1vpOXn+KN9LlmtV2Yq/s5Q2O4r2NX7eZ5llwxrA9KZFdgABYNasWZg5cyYuv/xyHHvssRg/fjxeffXVlqreGGOMMca0EC1yAzhs2DDceuut+P3vf4+5c+filVdewVe+8hWceeaZuPPOO1viEsYYY4xJIawBTG9a5Abwk08+wWuvvYZLL70UwIFt8fvvvx9//vOfm/U6OGOMMcYYc+hoEQ3gwoUL5efDhw/H6tWrW+ISxhhjjEkhrAFMb1rkBrAxVNLlxsjNzU2IbdWgs+BVvUCcBehKXM6wWJ+DDRQqAIET/xYUFASOVYAHB4pwQlcg/DJwJXTmYBIWeCtBMgvklRieA2RYxMyBBEDYNhygoupRQQtchsXwKsiCy6j2cVACC99V4mLugxLQM0o4nixpskpczKJ6lYScBfMqUfXWrVsbbYt6rzfbRgUbqHFoiErOy4ED6oX33AcV0JMskXaUwCYlxGdb8Fqm1jbVPoavpfyefYvLqOA3PkeNZZQ3NvEay+Ov6uA+Kb/nYJIowVo8T1VAD4+/8jWez2xPdQ4H9CgfSRakpOYFf0dECd5pLPm2X7VqmkuL3ADu27cPM2fOxP/8z/+goqIidJPDX0zGGGOMMeazo0U0gLfeeitmzJiBUaNGoba2FhMnTsQll1yCI444AlOmTGmJSxhjjDEmhXAQSHrTIjeAc+fOxYMPPojJkyejdevWuPzyy/H//X//H26++WYsW7asJS5hjDHGGGNaiBZ5BFxdXY3+/fsDOKB5iL+ofMSIEbjpppuaVNf+/ftlEtE4rMNQmhDWx7AuY/PmzaFzWCPCL34HwpofpcNivQxrRJQekZN8Kr0cl1Hako0bNwaOWcOitHBsT/VyeNbqsMZOac1YY6N0LjxOSn/IbU42tkBYW6Y0dWybKEmUeWyVtIH1p0o3xL9mOZGtSkrLPqv0nGwrpX1je/F4K60RX1v58JYtWwLH3Cc1V9jGyqfZ96JowHgslRaO+52Xlxcqw31gXfC6detC5/A8VQl8uZ/KnqyH47YozVqUZPFREkqzj/AYKO0r+41qn2pPQ9Q6wjZXSbPZNgq2J7dX6Rq5n6oM24rnu1rL2YdVkvQousBUwEEg6U2L7AD26NEjccN0/PHHo6ysDACwcuXK0KJkjDHGGGM+W1rkBvCrX/0qnn32WQDA97//fdx000044YQT8M1vfhNXXnllS1zCGGOMMSmENYDpTYs8Av75z3+e+P+ll16K4uJi/O///i+OP/54jBw5siUuYYwxxhhjWohDkgdw4MCBGDhw4KGo2hhjjDEpgDWA6c0hTwTdVBqKaFWCSxa2q4TNLPpnoW737t1D57CDKREui5SVwJ/F7ix0V+J9FoUrsTEHFyhhOweycDCBCq7hz1QZrodtoyYn25zbD4RF6wq+Fgv+VaADC/pVoAj3k8dA9YkTFavABrYVJ31VdbNQXAVi8NhWVFSEyrDIXonj2V4c7KQChbhPyuYcnBNFQM+BGGq+s61UGR5LvpYKbOIgBSXE53F49dVXA8dFRUWhczhIQQUt8LqhbM5+zmOrfJr9SCWL5npUGR5ftqdqL+d+jZIkm4O1oiSLV2uu6gPD/sjnqAAVvpZau3ke8veRWuP4O0F9h/G1NmzYECoTD2RrLGjSmMZIuRtAY4wxxqQ+3gFMb1okCMQYY4wxxqQPvgE0xhhjTJNJ1SjgRYsW4aKLLkJRURGysrLwxBNPBP7++OOPo6SkBJ07d0ZWVhbKy8tDddTV1eF73/seOnfujHbt2mHkyJGhXLs1NTUoLS1FXl4e8vLyUFpaGpI6VFRU4KKLLkK7du3QuXNnjB8/PiSZWL16NQYPHozc3Fx0794dt91222HZ9WyRR8Bjx47FlVdeia985Sufuq49e/YkNCbKAIWFhUnrYI0f67CUPoV1LUrfxbohpWtjPQbrj1SyU9ajKD0S18P6GSCs1WGdoDqHtSYqCTE7K2ujlGaN61H6mSjaIoZ1OUpbxhobTvoMhPVIXK+yFeuuVL/ZR5Q9WdfImlWlhYryknmVoJdhP2L7Kc3Su+++GzhWfs8+wvUqnVKUBY7nqpobyeaPSurN7T3mmGOSlmGdWDzhfWMozSLXo/TGrAGMolHmejk5NxDWx6r28Vzgc1QiffZHlUif1z62r9JLRkmszeOrdILJ1jA153jdUP564oknNtoWtfbwtZSes7KyMnDco0ePUJk4agwznV27duHUU0/Ft771LXzta1+Tfz/77LPx9a9/HePGjZN1TJgwAX/7298wb948dOrUCZMmTcKIESOwatWqxHfV6NGjsXHjRixYsAAAcPXVV6O0tBR/+9vfABwYm+HDh6NLly5YvHgxPvzwQ4wZMwaxWAyzZs0CcOB7+vzzz8eQIUOwcuVKrF27FmPHjkW7du0wadKkQ2GeBC1yA7hjxw4MHToUxcXF+Na3voUxY8bIQAtjjDHGmEPJsGHDMGzYsIP+vbS0FACwfv16+ffa2lo89NBDeOSRR3DeeecBAObMmYPi4mI888wzKCkpwRtvvIEFCxZg2bJliawnDz74IAYNGoS33noLffr0QVlZGV5//XVUVlYmgsbuvvtujB07FlOnTkWHDh0wd+5c7NmzB7Nnz0ZOTg769euHtWvXYsaMGZg4caLc5GgpWuQR8GOPPYZNmzbhu9/9Lv70pz/hmGOOwbBhw/DnP/9Z7vwYY4wxJr053I+At2/fHvinXh/aEqxatQr19fUYOnRo4rOioiL069cPS5YsAQAsXboUeXl5gZR3Z555JvLy8gJl+vXrF8gYUFJSgrq6OqxatSpRZvDgwYGnLyUlJdi8efNBb1BbihbTAHbq1Anf//738corr2DFihU4/vjjUVpaiqKiIvzgBz/A22+/3VKXMsYYY0yGUVxcnNDb5eXl4fbbbz8k16murkZ2dnZIClZQUIDq6upEGfUe765duwbKFBQUBP6en5+P7OzsRsvEj+NlDhUtngamqqoKZWVlKCsrQ6tWrXDhhRfiX//6F/r27Ys777wTP/jBD1r6ksYYY4w5zBzuNDCVlZWB/KZRcsm2dDsaPpJVj2dboky8v4fy8S/QQjeA9fX1+Otf/4rf/e53KCsrwymnnIIf/OAH+K//+q+E6HzevHn47//+76Q3gA0FrcXFxaG/c+JNleQ1WSJolTiUHYlFw0BYDK1Ey/yLgYMCVKADn6MCRbgeJWxnZ2FhthIbs6haPbJnW7DoWLWFbay26jlAQgm8WezOtlHncICH6jcLxbletahxMuYoSX5VEAiPJQdIqEAnDmxQ7UuW3BoAtm3bFjjmgA5Odq3aw+0Hwr7H9lRzLlmyYyA8lsqPuG7ut7ID18t2AcJzlQNSVJJvnsss5gfCQQAqsIX9hgO6lK044EAFNrAtVOAQ72rwtVVAAgfE8Fqp6uF5qQKvOJm5CvDgsVS24c94zYoSiKPGiX2E61F+z33g9gNh+6k1Nk4mJYLu0KGDTHDf0hQWFmLv3r2oqakJzOktW7bgrLPOSpRRa8DWrVsTO3iFhYVYvnx54O81NTWor68PlOGdvngAF+8MtjQt8gi4W7duGDduHHr16oUVK1bgpZdewne+853AzVlJSYmMiDLGGGNMepJqKWBaggEDBqBNmzZYuHBh4rOqqiqsWbMmcQM4aNAg1NbWYsWKFYkyy5cvR21tbaDMmjVrAlHxZWVlyMnJwYABAxJlFi1aFNhoKSsrQ1FRkcxO0JK0yA7gzJkz8fWvf73RV/Lk5+dj3bp1LXE5Y4wxxhjJzp078c477ySO161bh/LycnTs2BE9e/bEtm3bUFFRkUhp9NZbbwE4sBtXWFiIvLw8XHXVVZg0aRI6deqEjh07YvLkyejfv38iKvikk07CBRdcgHHjxuHXv/41gANpYEaMGIE+ffoAAIYOHYq+ffuitLQUd911F7Zt24bJkydj3LhxiZ3M0aNH49Zbb8XYsWNx44034u2338a0adNw8803H/JHwC2yA1haWhrpfYzGGGOM+XyQqomgX3rpJZx++uk4/fTTAQATJ07E6aefjptvvhkA8Ne//hWnn346hg8fDgD4xje+gdNPPx0PPPBAoo6ZM2fi4osvxqhRo3D22WfjyCOPxN/+9rfAY/+5c+eif//+GDp0KIYOHYpTTjkFjzzySOLvrVq1wlNPPYW2bdvi7LPPxqhRo3DxxRdj+vTpiTJ5eXlYuHAhNm7ciDPOOAPXXnstJk6ciIkTJzZ9QJpIVixFXrK3fft25OXl4YwzzkhoQ5TWKIqej7UvUYSi/GJ39aJ31m6ohLj8WZT2RknGy2WU/oy1O6zVU7qcrVu3Bo6VvoJdhO2g2sv9jKJzUdqdTZs2BY5ZhxUlDYDSNbKtOGmu0gSxRknpRHmcoiQu5n6rPrF+Stmcx1JpwFiTxn6kfnHyZ0qHxbbhayutLtsvyliqPrEfsY5RaQBZu6N0VPwZ6wRVvY1pteLwfDqYSLyxY7WO8Bi88cYboTLHHXdc4FjZk3VtO3bsaPTvQLTk8KwTZPuqecqaSuUjUXTWPXv2DByz5krVy3NMrU88F7jf6uuV642iY29MQ7t//3689957qK2tPSz6OOD/vq+vvvpqOdYtzd69e/Gb3/zmsPYxE2jxKGBjjDHGfP453FHApmXxu4CNMcYYYzIM7wAaY4wxpsl4BzC9SbkbwD179iQ0HCoHDuetYn0KENZqsDZGaQtZu6PygrFWQ+kyWMfC9Sq9T6dOnQLHKm8da7XUu5ZZJ8Y6N9XvKBOLNTWswVAvI2d9j9K5sK2UbViLydqYbt26hc5hfVcUrRYfK30fa5jUtTn/ndI+8viy/ZSmhsdAjSX7udKjcX65ZPo5IDxOyj+ZKDn+uA/KF5XfMNweHm91bfYrtY4wXE8Uv1J9Yt2dGieum31E9Ynnxsknnxwqw+Oi5i63h89R6x5r9ZTfcz2cFkzpMLl9UfRfau7yes59UHbgeajqTTbnVOqzV199NXCsxonXwsa046rtxkTBj4CNMcYYYzKMlNsBNMYYY0zq40fA6Y13AI0xxhhjMgzvABpjjDGmyXgHML1JuRvANm3aJATvSgzPQmGVEJmDKli8r0TsSuDLsDA3imiZxdoqeTS3J0riau4TEBZIs+ha2YqvrUTWyYTtHHwChPvJSYqBaEEqyRIVq3q532q8WbzNCaaVrdgOKskzn8dBF0A4CIDbx4FOCjU3ogQKsJicgx9UQEKUBNj8WRSRPZdRfsT1qmTmyQJ6VCAJ91slROYgtCgJbzlgRiU35vWJA4eAcEAHJyZXQSs8d9UawfaLknyb57LyKw764KAQIOzX3D5lB55PagzYj1TgBV+b1xqV+J3bo9YErifKOZyMW617XI9a5+LjoL6HjIlCyt0AGmOMMSb18Q5gemMNoDHGGGNMhuEdQGOMMcY0Ge8ApjcpdwO4ffv2hAZQ6Sf45dtK78F6Dtb3qAS+nHiV9WlAWFukNCusN2Ktjkowzbo2fnE5EO53lJeMs/2iJNXll6QDYY0Nt0UlxOWEwqq9rPlqToJhpVnk9iqNDPeTbac0a6znUv7J4620RayhYv2UqjdKcmPWJCr92XvvvRf6rCGq33wtVUZp6BqifIS1T8o/2Y9UQlweO7a5mnNcj0qszr7GybgVvLZs3LgxVIb7qbSkXE9lZWXgWNmT+63syUnSi4uLQ2VYf5gs0TYQ7ifXAQBdunQJHLMuL0pibTWXWR+nXiDAfWBtrkqAzvXyugeEvwPYr6L43pYtW0Jl2BZKFx6v2zdHprmk3A2gMcYYY1If7wCmN9YAGmOMMcZkGN4BNMYYY0yT8Q5geuMdQGOMMcaYDCPldgCPOOKIhOhciZhVolqGxdAsulXieBYkq6S0LMxVyTlZKM5tUUJnTnarEoOy+FklC+Z+ccJZBderAjE4+SoL/lV7WTCt2svBBOpXnqq7IWoMWJDOQTZAuE9KiN8cuJ9KvJ0sYEKNwdtvvx04VoEYbD/layxaj5IQlwXyKviJA0XYr1TyaL6WCmxhWyjb8JrAgUFqvvMYqITI7MO8jihbse+pgAS2DSchV/Vw0IKyFX+mbMV9UOspB8Dx2Klz+vTpEzhW83bTpk2BY54b6hxOXK2CgKIkced1ma+l1h72oyiJ6hk1TpxYXSWL589UUu/4+r5///5QINnhwjuA6Y13AI0xxhhjMgzfABpjjDHGZBgp9wjYGGOMMamPHwGnNyl3A5iXl5fQrkTRsChtGevCioqKAscq8WaPHj0Cx0pjxToxpd1h3RBri5QmhLWOKolqlKSprNXh9iodFutRlNaEr8VlVDJm1qSoBK6sLVOaKh4Htt/mzZtD57DfqDKsAeRjpalhvQ/rk4Bo48Rl2H6cTBoIL4AqKTH3m5P+AuF+ciJ1pX1lPZLSAPKcY79SOkwe2yjaLbUmsD+y5k/Ziu3A7QXC48DXyc/PD53D9mTdGxBOiKz0p1yGE0Er3Rj3QWn1uIzSPqp5mAz2aeUj3CdeE9QawfWq8Y9iT+4nj536TmA/Unpe/j5inaDSn7JfqQTT7GsqoXR8LJXdjIlCyt0AGmOMMSb18Q5gemMNoDHGGGNMhuEdQGOMMcY0Ge8ApjcpdwPYtm3bhM5DaeE4r5bKFcjaIs75pbR7rC1RWijOq6d0GUq/1ZDq6urQZ6xPUXok1r4p3QjbguuJkrdMabVYh8NtUePEZZQuh22uJjm3R2l1GNb8KR0O682iaEu5vapMlPxirAusqqoKHCudKJ+jcgmyzyptJvsa68SU37PfKK0et4/1nazTAoCKioomtzfKuLDPKC0ca+hUPkkeB86Pp/ye5yBrAtW1lG24jNK+MVH0cjyWSj/G8yVKflG2sfJPLsNzjrXaQFi3rLTZPA7KnuzXUepN1hYg7J987SjzSemEeZ1TcyP+/eObI9NcUu4G0BhjjDGpj3cA0xtrAI0xxhhjMgzvABpjjDGmyXgHML3xDqAxxhhjTIaRcjuAu3fvblTwzEEWqiwLvFngq4IhOHCAE8UC4aCPjh07NvnaSnTN12JxPBDupxIOs1CYRdcq6SsLulm8D4T7HSXJb2FhYeBYicI5WaxKQs2iahbVq4TNLC6PInRXQTUMBwWoBMN8bSUuV2LyxuoAwmOX7CX0gO43t5mTRasEw1yPshX3k/vIwTFAOBhLBWswar4nSxat5jtfSwXecB94HkRJmMwJnIHwnFNlOOkwJy5WAWi8Jqjx535GCZDi4BK1jvAYqKTJydqngmqiBGdxe9RuEQdVdO/evdHrqGup4BflNw1R3yOMCkDiJPONjeVnmQjaO4DpjXcAjTHGGGMyDN8AGmOMMcZkGCn3CNgYY4wxqY8fAac3KXcD2DARtNJ3sU5EJVplDVAUvRTr2pS+i/WHSrPCn7GmSiX0VLoWhjUqSkfGn7E+RWlYWL/H2hMgefJgpctibZmawKwBVHok1o6x7kppbLgeNZbcB64nSuJdleSV61EaQKWHa4jS9PD4K81SlJfMc92sY1XjxPVESdjNfq80YaxjU1pSvraay2xz7iP7IhDutxoT9htO4q50uKx1VbbiPijbsB6W56AaW/ZH5UeczFrB5/GxmnM8L9VYcpJsTg6vdI29evVKem3WG6t5yXpTbm+U+Z5MuwuE56Wql8dOrcvcT/VdE//u27dvn/y7MclIuRtAY4wxxqQH3p1LX6wBNMYYY4zJMLwDaIwxxpgmYw1geuMdQGOMMcaYDCPldgB37dqVEF8rITELr1VSUhb48q8HJaBmITYL6oGwWFeV4WASDsRQAmXup+oTf3bccceFynA/WbytRMzcvihlWMyt2stiaCV05yAfrhcI94ntp4ICePyjBNlwGRVkwYJuFVzCQR/sD0C431ES2XL7VBJy9iMlQOdr8bEaJyZKAArbRiW75fm0adOmUBnVT4YDOKqqqpKe8/bbbweOOSAJCNuP+62ukywhNhAOXFNrAid+5rmszuEADzU33nnnncCx8hH+jH1EBefx3FVrI69ZvA5369YtdA77TZT5pOCgJA4CU3OO54KyOfsnBwpx8Im6tgom4qAO1e+4/zkRtGku3gE0xhhjjMkwUm4H0BhjjDGpj3cA0xvvABpjjDHGZBgptwPYUEOj9EhRkgfzeayNUnof1uqwBgcIa3569+4dKsNarSjaQtbY9OjRI1SGE8Mq2BZRbMX6EZUQlzVBrEdROiLWuaiEyGyrKC+vT3as6lGaNU60GiUpMV9LaQD5PJWgNZlOVGkq+eX1H374YagM/0pWY8m24DIqETi3r7KyMlSGNWB8HZXAlxMBqyTprO9S+l31WUOU3/N8V2sC+wTrudR1eexUonr2CbXWcPt4bNU4sYZStY99VvWbx5J9WtXLfqTmMifkZr9SOtEoSf25PcqPeD3iPiqdMI+lqpfHsqCgIHCs1h7WEioNI68RrGsGgomgo+heDwXeAUxvvANojDHGGJNhpNwOoDHGGGNSH+8ApjfeATTGGGOMyTB8A2iMMcYYk2Gk3CPgvLy8hPBXCXNZBKxE1irgoCEqaIFFtJykFggLm5W4vKioKHDM4mMl+OY+RUmArUhWjxIxszhfiY0ZFXjBsNhcncO2iBLQE0VszucokTX7CPuRqnfdunWBY5W4llE25z6wIF0FP3F7lRiek90qeHzZr1SQEgckFBYWhsqwn2/cuDFwzOJ4IFqAVLLk5upayuYM21z5HtuTr62CdaIE9PCcU4+3OLCBfVjNJ14vlc2j+BH3kwNFeKxVPWqN3bVrV+CY+63WPV6HOXAICAfEbNmyJVSG/fy9994LHPO6DYSDNaIkzeZ1TwVnsH1Vkmfuw4knnhgqE7dnsu+7Q4kfAac33gE0xhhjjMkwUm4H0BhjjDGpj3cA0xvvABpjjDHGZBgptwO4Z8+ehK5C6TI4Aa5KiMsJmlnfE+UF7UqHxdoilQj6+OOPDxxH0YSwdieKLkdpoVjzwzoi1uAAYd2NSm6cTAOk9EisS1EJUVnzpWyeTDekrs32U0mIuQ+caFu1hbVv6uXwnCxYacu4Dzz+ylZcj0oEzDZnnRsQ1h+y/ZS+i+eL0kIlSzCs5hyj5jL3U7WPdWLcFlUv+30UH+E1Qmm32F+VPovHRSXsVn7TEJWMmW2lbM7nKd0ojy+3T80N1qypMuxrPA+6dOkSOoevHSVhd8eOHUNl3n777cAxz+Xq6urQOawbVJp0Hktee9Q6zeue0nezVvedd94JlYl/H32Wu2PeAUxvvANojDHGGJNhpNwOoDHGGGNSH+8ApjfeATTGGGPM54ZFixbhoosuQlFREbKysvDEE08E/h6LxTBlyhQUFRUhNzcX55xzDv71r38FytTV1eF73/seOnfujHbt2mHkyJGhlFM1NTUoLS1FXl4e8vLyUFpaGkrZVFFRgYsuugjt2rVD586dMX78+JA8Y/Xq1Rg8eDByc3PRvXt33HbbbYflpjfldgDr6uoSOhWVz4n1KSoPIGs12Ngq1x3ruZTxWWuk8sD16tUrcMw6xih6H6UtW716deBYad9YX8htUXm2WI+i9F2sseFrq/ayBkjl7+JxUloYrps1NkoLxdotpe/iSco+ofSS7BMq3xy3N4qmkq+l+sQ+rPrEOkaVr481Xzwuavx5LJWujc/jPipdK6P0Xdwn5cNsG9ZdqdybbOMoumBGzWVun9KAsS3UXGa/YX2csgO3R2kU+VrKh3ndZb9XvsdzV40l50Tk9VTlgeS1Ua3drJl96623QmXYB9jv1Riwj6jx5jZzW9Q5PXv2DByr77lkvgf8Xx+Ujx0uUnUHcNeuXTj11FPxrW99C1/72tdCf7/zzjsxY8YMzJ49GyeeeCJ+9rOf4fzzz8dbb72V0HVOmDABf/vb3zBv3jx06tQJkyZNwogRI7Bq1arE/Bw9ejQ2btyIBQsWAACuvvpqlJaW4m9/+xuAA2vl8OHD0aVLFyxevBgffvghxowZg1gshlmzZgE48J1x/vnnY8iQIVi5ciXWrl2LsWPHol27dpg0aVKzbRaFlLsBNMYYY4xh+Ad2Tk6ODDgaNmwYhg0bJuuIxWK455578OMf/xiXXHIJAODhhx9GQUEB/vCHP+Caa65BbW0tHnroITzyyCM477zzAABz5sxBcXExnnnmGZSUlOCNN97AggULsGzZMgwcOBAA8OCDD2LQoEF466230KdPH5SVleH1119HZWVlYjPo7rvvxtixYzF16lR06NABc+fOxZ49ezB79mzk5OSgX79+WLt2LWbMmIGJEyfKH3sthR8BG2OMMabJxHcAD8c/ACguLk48bs3Ly8Ptt9/e5DavW7cO1dXVGDp0aOKznJwcDB48GEuWLAEArFq1CvX19YEyRUVF6NevX6LM0qVLkZeXl7j5A4AzzzwTeXl5gTL9+vULPAksKSlBXV0dVq1alSgzePDgwI1sSUkJNm/ejPXr1ze5f03BO4DGGGOMSXkqKysDsgW1+5eMeMofTptWUFCADRs2JMpkZ2eHpAMFBQWJ86urq9G1a9dQ/V27dg2U4evk5+cjOzs7UOaYY44JXSf+N5VurqXwDaAxxhhjUp4OHTpEetd3FPjRaiwWS/q4lcuo8i1RJr7jeSgf/wIpfgOoBPQs3lXJQ9loLPBVInu+A1cJZ7t37x44VkJd/sXAomUlZmWxvhKk86+ATZs2hcrwC8PZfhUVFaFz2Fbr1q0LlWExeZQE01ES/3JAwptvvpm0fSwcVwLqZEEWQLhPHMSgEnZz0I/69RklYTfbj4MqlNCd62FBPRD2T5UAma/FY6CS3bLuRi1KyYJAVJ8YNU5sYxVMwraIcq0oyaLZNlyvCrLg9qp6OYgiShAI91GtI5wIWgUgcLCGmu88x7h9KlCIP1NjyWV4PVJBYGyHKImV1Q0C24sD23iXBggHoEQJFOHxZlsC4XVOfYfx948KkInXvW/fPrleHQ5SNQikMeLft9XV1YE1fcuWLQk/KCwsxN69e1FTUxP4Tt+yZQvOOuusRJn3338/VP/WrVsD9Sxfvjzw95qaGtTX1wfKcCLy+Pea8suWxBpAY4wxxmQEvXv3RmFhIRYuXJj4bO/evXjhhRcSN3cDBgxAmzZtAmWqqqqwZs2aRJlBgwahtrYWK1asSJRZvnw5amtrA2XWrFkTuEEvKytDTk4OBgwYkCizaNGiwKZJWVkZioqKQhtTLY1vAI0xxhjTZA53EEhUdu7cifLycpSXlwM4sNNdXl6OiooKZGVlYcKECZg2bRrmz5+PNWvWYOzYsTjyyCMxevRoAAd206+66ipMmjQJzz77LF555RVcccUV6N+/fyIq+KSTTsIFF1yAcePGYdmyZVi2bBnGjRuHESNGoE+fPgCAoUOHom/fvigtLcUrr7yCZ599FpMnT8a4ceMSO9WjR49GTk4Oxo4dizVr1mD+/PmYNm3aIY8ABlL8EbAxxhhjTFN46aWXMGTIkMTxxIkTAQBjxozB7Nmz8cMf/hC7d+/Gtddei5qaGgwcOBBlZWWBdzvPnDkTrVu3xqhRo7B7926ce+65mD17dkCWMHfuXIwfPz4RLTxy5Ejce++9ib+3atUKTz31FK699lqcffbZyM3NxejRozF9+vREmby8PCxcuBDXXXcdzjjjDOTn52PixImJNh9KsmIp8o6V7du3J0Kq41oRpQGMkhiWI3NYy6G6zNonpe9hHV5JSUmoDGs++Bl+spe8AzpxLbdZ6WVYj8L6hHiEU0M2b94cOFaaOtbLsM1VYmD+LIomSOl7tm7dGjjmRKtKI8GaNaXd4T5xe5WOiDVVyj9Z+6j0psmSTittIWvqlA+z/kj1gceO9WgqYXcUHV7nzp0DxzwGSrPI9So9GmuhevToESqjfLYhSo/K9lM25zaz7yl9X8eOHRutAwjbXOkueQ1gO6h1hMebk50D4XVN6SW5PdwHpQHk9YjXaSBsY9ZQ85xU1/rggw9CZdjmaix5DWD7KR9hDaiyJ9uv4Q2Eug4QXmuU3pztqXwk3s/9+/fj/fffR21tbYsFSCQj/n19wQUXRNLcflrq6+uxYMGCw9rHTMCPgI0xxhhjMgw/AjbGGGNMk0nHKGDzf3gH0BhjjDEmw/AOoDHGGGOajHcA05uUuwHcu3dvQiSrAjE42SkLs4GwWJdFwiqpJqOuXVxcHDhWYmMWNivBPMPCYSWyjtJmFuNyYmBOZKzqVeJtTtjKouV33nkndA73W12bAw6UyLpnz56hzxqigkuStQUIC/HVS8YZFezCcJCFSvLKQnYOJlHCcRaxR0lUruzJYnc+ZuE7EPYRlQCdx4HbqwJxePyV0D3KfOJrcwCFGjeuR12bfZYDelSwFgcycfCOqkcFsvG4cD2qT8nOAcK+pgJoOJCNr8XrFRAOWlDXZr/mAC+17rHgX12b54K6WeBx4bbwegCEfVb1ieccB9WptnC96juM55wKOIv3QQXPGROFlLsBNMYYY0zq4x3A9MYaQGOMMcaYDMM7gMYYY4xpMt4BTG9S7gYwJycnoQVRuhzWhCjNGut7lK6Jib8gOo7SXLATKt0ItyfZC+WBsB5FJY/letSL3llbxNdSyU6538pWnHyXtWUnn3xy6JzKyspGzwHCiapPPfXUUBl+cTrrXZRWj22j9Gesu2HNp9KasT2j6OVUclvWpLKGSWl6oiTN5hfC89gCyTVgqr2sw1N+zz7Mujx1DreF9b1AeFxYqwmE9Wc8/kq7xfo9pYXjecg2V/ZlXZtaR1RycKaoqKjR9iktnFovGdUehu3HtlJfxjzf1dxgH+BxUz7CtlLaR26vWhP4M57Lyq94vJV9q6urA8dqrWF4PqmE4qzDVJr0uK9ZA2iaix8BG2OMMcZkGCm3A2iMMcaY9MCPZ9MX7wAaY4wxxmQY3gE0xhhjTJNxEEh6k3I3gB988EFCqKzE25w8VomNOYEri7lVIMYbb7wROD7uuONCZfhaSrTMn3HQigrEYPG7EolzoIC6Nk8SFnwre0ZJHssCf+6TsucJJ5wQOOYEqUBYvK3E0F27dg0c8ziphSFKvZx8l8dWJZhmobgSpPPYsa2AsKCbRdxq/PkcdW0WlyvROgeTcPtUUlr+TAXI8DjwHNy4cWPoHPY1nttA2O9ZHA+EE2tHSZqdbK4AQEFBQeCYx0X1ieelCtZie6rAAZ4v7J/K73kequAADoY49thjQ2XY96MErXC/VdACw7ZRa2OUetl+qr18LbYVB90A4aAqNTfYnhysw+sXEA5+UwE9jJrv8fnjIBDTXFLuBtAYY4wxqY93ANMbawCNMcYYYzIM7wAaY4wxpsl4BzC9SbkbwGOOOSahz2ANBhDWXCgNIJ/H+g6l9znllFMCx0q7wVoNpX1LlnxZacJYU6V0eKx9Ubo21suwlkfppzjxLydnBcIaGx4DlXiVtTCq32xPdW3Wb3bp0iVwzImXgbDNX3vttVAZ1sexvkdpLFlrozRBUbR63Cc+Vj7N+kOVNJk1dJ07dw6VYT0c66XUQsv9VjosPi9K0nT2cx5bIKyXUvou1nOybZRmka+tfI/9iO2rtFs8F5T+kK+ttG/sn1GSm3M9qn3sa1F0d6wbVfpYngtqTWAfjpIAn9dTHmsgbAu1LnOf+FqqT7xmRdFmn3jiiYFjtU6rucvw/FG2ic8N3xyZ5pJyN4DGGGOMSX28A5jeWANojDHGGJNheAfQGGOMMU3GO4DpTcrdAH744YcJjZ7S5bC2TGlY+DzWniitEeuclI6kuLg4cKy0WqwTYR2Oeuk8a02UfoZ1TErfw7pF1vcpW3EfWJcDhDVArKf56KOPQuck04QBWkPH8LjwGETRTx1zzDGhMmvXrg0cqxx0DOv5lA6L26s0YKxj4j5t2LAhdA7rxqLkClRluB7Ww/JYA2F7Kj0f+yzPOeWvlZWVSa/N9XKuQyA8LlyP8jO2jaqX8wuq+c5UVFQEjtVaw3q+KJow9jVlqyj58HgcVJ5CnlM83t27dw+dw1o3pc1l/4yil+Vrq+8EPk+VeeeddxqtV81lniuqDPdBaQmTofL4RdHdxvu5f/9+qXM1Jhl+BGyMMcYYk2Gk3A6gMcYYY1IfPwJOb7wDaIwxxhiTYXgH0BhjjDFNxjuA6U3K3QB+8sknicFmkTgA5Ofnh8qrOhrCQndOLguERdVKFM4CX5WUlM9jkbUS83LAiRJQR3mB/KZNmwLH3G8V2BIlgSv3gZOSKjuwYF6V4cAL1b5u3boFjjkgQdXLCZBVIMagQYMabQsHiQDhhNKqXhZjq6Tj7J98jvI9Fu+r4Jfq6urAsRLD81hyGQ58AMLBRSroJ1kQFQeFAOHgJxWAxO1TgQLJgh+Uj6ggCobHgfugxr9jx46BY+XT3AcVVMO2Yb9XgQNcj/IRHn9lz2TrBvsZEF4TVCJ99nM+RyXA5/ap74SePXsGjlVAF6+7PE5Rgt9UGe4TnxPFR7Zu3Zq0vcpf49+F+/btk3UYk4yUuwE0xhhjTOrjHcD0xhpAY4wxxpgMwzuAxhhjjGky3gFMb1LuBrB9+/YJvYPSPbD2hfUUQDgpKTsP6wgBoLCwMHDcq1evUBnWFin9DGtCoiT0ZK0O63+AsD4mykvmWRulzmG9j0oMm0zXqCYn91tpljp16hQ4VtodvpbSfDKshVIaMG5PlLFlXaNKvso6MTXeyfRn6tqsu1MaULanGkvWfPL4q4TNbD+lUWTf4mPVXp6nSrOm/IZhe/I5yt7cPmUrPo/nl2ovryNKL8f1qPmj5mpDomgAWTeoyiidKF+btc8qITZrdZWWVM2Fhqg+cT3K93juKt0l6/f4mPWIQDQNNY8l67DZLkB4nYuSCFz5UXwso8wRYxQpdwNojDHGmNTHO4DpjTWAxhhjjDEZhncAjTHGGNNkvAOY3ngH0BhjjDEmw0i5HcDNmzcnBONKkM5ibRa+A2Fhc5RzWByvrl1cXBw4VgEJLCbmelTSVxZdq4Sj/AtIier5PBbvqz5xe7t06RIqw8JmDrxRInu2uQrE4IAJlTyWReA8TlGCapStuJ6qqqrA8bZt20LncD0qaTYH8KikySz6ZnG5CgBgIb5KMB0l+Tb7CI+dCpDiPqh+MzwGyvcY7iMQFv2rnYDa2trAMc9LFQzB9uOAFCA8ThycowIoNm/eHDjmpORAeHzXrVsXKsP9jhLgESUAif1ewWXYR1TADM8NZRtuM/urGtsePXo03liE564KUunevXvgmAO4VOAdl1G2Yxuzz6iXDvAcU/Odr6WCX+Lj7SAQ01xS7gbQGGOMMamPHwGnN34EbIwxxhiTYXgH0BhjjDFNxjuA6U3K3QDm5eVJfVMc1kupl2Czs7C+QyVwZS2H0pEwSgvFehnui7p2QUFB4HjLli2hMqwBUu3ja7MGTCUYZm2JKsP6GdZqKW0Ml1F6pGQvhwfC/Y6ihUpWBxDWzbBWRyV53rFjR6PnHOxaDGuoWLulFrsoyYNZx6bGhfVxbHOlP02WwFeVYd9T9fK1VaJdToCr2sL1cB+jJIJWtuJ6Wc+nkvNGScbNKJ1gsmTWyg5RklCzD6t1JFkCeTVPWYep/JPXy2SaZXVt1V4+T2l+2Sd4HVb2jKKtY/0mf9ckS/oO6JcZcPuUTjDeJ2sATXNJuRtAY4wxxqQ+3gFMb6wBNMYYY4zJMLwDaIwxxpgm4x3A9CblbgC3bduW0HCoXFJRHIG1RJyb64tf/GLoHNaAqJd4c71K38F6FNZyKN0g69iUJohfIK7swPZiHZ7KW7hx48bAscq7xX3iayutEfdBafW4vUp/yHqjKBq7KJoYpbNMdh3WObHmCgAqKysDx0r7xpofrldp4VgDpLSknMNR5TJkn1XaIobHIEoeOPYRpe9iXaPKA8jaPNVenlN8LXUOj6+yJ9fLPqO0ZjyWUfLusS5PtY9R84nbo3LbcT/VGsZ1cxmVr5PnnMptyPOd1yOVgzKK/VjHzJpaIDzn2L4qXyeXUbZiG/PcUHOZUdfmayk7xNfYffv2ybluTDJS7gbQGGOMMamPdwDTG2sAjTHGGGMyDO8AGmOMMabJeAcwvfEOoDHGGGNMhpFyO4ANE0GzSBwIC5SVOJYFyX369AkcK/F2UVFR4FgJqDmpswrW4MTU7du3DxyrBMOMEnhzglkV6JAsAa4S4vPLy5UgncXw3AcljubAAXVtvpZKAM4+wLZRL0lnobsKfmGxPgcKqHHiseTEy4DuJ8N94D6qwBEW3iuhO9tcBVGxWJzHX7Wf55hKmsvid/ZP1V7upwrE4D4pX+NrsV+pwCv2GxUUpNafxtqm2qd2Lvg8FfzEY8f2VYEYbGO1RrCfq3qSJUlW6xNfS62NPN58jlrLeT1tbiJons98rOZKlGT2HLjC9lXrE68b6ruGUetRvJ+fdSJo786lL94BNMYYY4zJMHwDaIwxxhiTYaTcI2BjjDHGpD4OAklvUu4GMCsrq1EdFWsqlB6FdTicjDOKdidK4lrWp6h6WI+iNCHs3Cp5KOt7lK6JNTSsuVFaOE6QWlVVFSrDGhXWWKmk2YyawHxt1b5kyW3ff//90DnJ7KDK8LVV8mD+TPkR+40ab9Z8RXkxPWvUlD4tSpJfHivWQiq/Z22m0mrxPGTbsIYVCCcQV+3luaB0l6xjZJurceLku0qzphL0NkTp0aLo+9jXVPJ19jVun7IDoxJr8/xR4816OD5+7733QufwXObE9epaKvEzw+tclETwyj/Z5smOgfAcU/7AtmF/Vfq87t27B445eTwQ9q3GtO7Kx4yJQsrdABpjjDEm9fEOYHpjDaAxxhhjPjfs2LEDEyZMQK9evZCbm4uzzjoLK1euTPw9FothypQpKCoqQm5uLs455xz861//CtRRV1eH733ve+jcuTPatWuHkSNHhl6dWlNTg9LSUuTl5SEvLw+lpaWhneKKigpcdNFFaNeuHTp37ozx48fLjAefBb4BNMYYY0yTie8AHo5/TeHb3/42Fi5ciEceeQSrV6/G0KFDcd5552HTpk0AgDvvvBMzZszAvffei5UrV6KwsBDnn39+QN40YcIEzJ8/H/PmzcPixYuxc+dOjBgxIvDIffTo0SgvL8eCBQuwYMEClJeXo7S0NPH3ffv2Yfjw4di1axcWL16MefPm4bHHHsOkSZM+peVbBj8CNsYYY0zKo7TwrBPdvXs3HnvsMfzlL3/BV77yFQDAlClT8MQTT+D+++/HT3/6U9xzzz348Y9/jEsuuQQA8PDDD6OgoAB/+MMfcM0116C2thYPPfQQHnnkEZx33nkAgDlz5qC4uBjPPPMMSkpK8MYbb2DBggVYtmwZBg4cCAB48MEHMWjQILz11lvo06cPysrK8Prrr6OysjKRa/juu+/G2LFjMXXq1Eg5IA8lKXcD2Lp164ToPEqAhwqGYLExBy0o0TWLi5UgnX+FKCE+X5sF9EqYzWVUEAgHQ6hkpyzoZ4Gycjbeij722GNDZdh+LN5WSX67dOkSOFZJnj/44IPAsUpKy+Js7qMShfO1VftYeJ0sUaxC+R73UyXWZnhcODhCXUsFtrDfqD6wT/BYRum3CkBIJs5XQTUsXldBFVxGBdWodaIhUYJhVJ+SJWNW8DipABSeu2pNYHuxHVSfuA8qyIKvHSWYhO2rgpTYHzkoBAi3mQNbVJAFX0u1l/uk+h0lyIvhAA7l4/xZsjUYSL6eAmF7NhaU9lkmgj7cGsDi4uLA57fccgumTJkS+OyTTz7Bvn37QoEzubm5WLx4MdatW4fq6moMHTo08becnBwMHjwYS5YswTXXXINVq1ahvr4+UKaoqAj9+vXDkiVLUFJSgqVLlyIvLy9x8wcAZ555JvLy8rBkyRL06dMHS5cuRb9+/QIvmigpKUFdXR1WrVqFIUOGfGrbfBpS7gbQGGOMMYaprKwM/GBWP8Lbt2+PQYMG4ac//SlOOukkFBQU4I9//COWL1+OE044IfEDu6CgIHBeQUEBNmzYAODAj/Ds7OzQzXlBQUHi/Orqarlp0bVr10AZvk5+fj6ys7PlD/3DjTWAxhhjjGkyh1sD2KFDh8A/dQMIAI888ghisRi6d++OnJwc/PKXv8To0aMDT2j4aV0sFkv6Kk8uo8o3p8xnhW8AjTHGGPO54bjjjsMLL7yAnTt3orKyEitWrEB9fT169+6NwsJCAGGpzZYtWxK7dYWFhdi7d28onyWXUXlot27dGijD16mpqUF9fX1oZ/CzIOUeAW/fvj1xl670Pqx3iPJietZYxR2gIaw/aq6+i3VYrHtRukHVT2bbtm2BY6W74GtzGaUjYf2M0stxPZx4l3UvQFj7pHQqrJ9RfWJNGtszSji90oix/pDbq/RoUZIxcxmlG+LzeGyVfop9T/16TJY0GwiPL+tklK3Yr9ScS9YWNZ947JSuleeYStjLPsG6K3UOj7e6NtsqSnJr/kJQaw1r31TyddYorl+/PnCs/Ip9Vs05Hjv1BcYaWh4n9cXFa4taa9jXOKWG0rXy2PLao87j+QQgoMECwj6htHrcb+VHXIZtrjS1PHd5zVDtVYm14+tIJmkAm0q7du3Qrl071NTU4Omnn8add96ZuAlcuHAhTj/9dAAHxvGFF17AHXfcAQAYMGAA2rRpg4ULF2LUqFEADszTNWvW4M477wQADBo0CLW1tVixYgW+9KUvAQCWL1+O2tpanHXWWYkyU6dORVVVVWJOl5WVIScnBwMGDGi+QVqIlLsBNMYYY4xpLk8//TRisRj69OmDd955B9dffz369OmDb33rW8jKysKECRMwbdo0nHDCCTjhhBMwbdo0HHnkkRg9ejSAAz80rrrqKkyaNAmdOnVCx44dMXnyZPTv3z8RFXzSSSfhggsuwLhx4/DrX/8aAHD11VdjxIgR6NOnDwBg6NCh6Nu3L0pLS3HXXXdh27ZtmDx5MsaNG/eZRwADvgE0xhhjzOeI2tpa3HDDDdi4cSM6duyIr33ta5g6dWriacYPf/hD7N69G9deey1qamowcOBAlJWVoX379ok6Zs6cidatW2PUqFHYvXs3zj33XMyePTvwNGbu3LkYP358Ilp45MiRuPfeexN/b9WqFZ566ilce+21OPvss5Gbm4vRo0dj+vTph8kSjeMbQGOMMcY0mVR9BDxq1KjEo1tFVlYWpkyZEkoh05C2bdti1qxZmDVr1kHLdOzYEXPmzGm0LT179sSTTz6ZtM2fBQ4CMcYYY4zJMFJuB/CII45ICLKVwJ/FxUrwy4meVUJIRn3GsNhWBW9wm1m8r4TOnABVCZJZRM+JYdVnLN5XQnxuj0pKy8JxDrJRARNcr0pcy6Jq1Sf+5cf1qnGLIt7mNnO/1Tjx+CtbcT9VcAEHE/C4KFE3t0clzWVNSXPqUUnIebyVwJ/F+dxvFTDFfr5169ZQGfYJnssK7pM6h8uotYZzgLHt1Nhy0IdKHs2BNqoMr2u8pqlgLQ5s4kACINxvFVTBNm/4WAw48G5ThgNDVOJ3DnaIsi4zKqgiyrxMtnar7xH2CbWGcb18rHyEA3hUMBGvEeo7IV6PWjcPF6m6A2ii4R1AY4wxxpgMI+V2AI0xxhiT+ngHML3xDqAxxhhjTIaRcjuArVq1kvqROKzdUFoo1oCwBkzpfViPEuUl3konxm1nDYjSy7HeQ+l7uB6VCJYTjLLWSGlFWNfCeh91XpQEzqwtUi9x52tF0dSxRo1tB4THW40T65G4XpVomTVKSmPH46R0bd27d2+0jNINse5O+RGfp7R67Nfs92rusW1UmU2bNgWO2TbKR9g/lc2T+TQQ7je3T9mKdXdK38VJkrlPao1g31PvCuU3A6jE2rwGcBmll+M+KL1clCTu7DdR5gbrD5U+mjWVPJZqXea1pri4OFSG1+Uo+kNeE1R72eaqffwZ20olcOYxiJLcXBG3nxNBm+biHUBjjDHGmAwj5XYAjTHGGJP6eAcwvfEOoDHGGGNMhpFyO4AN9WYqPxLrWlQeK9aosLZM6T1YR6G0RvyCdqWx4VxsXI/Sp/BnSt/H7VNl+FcSt09pTZKdA4TtyccqzxrrcpROhfWbqk88dqznUvou1uUobSFrdbiMekE7+82GDRtCZVibpXRirPlLljsSCPdT6ZE4n6DSACo9ZEOU3zOs5QLCY5dMlweEba7y4UXJvclt5nqj+FWUnH6sy9q4cWPoHG5fFH2XKsM5/Hheqh0RnodqzkXJd8lzg9c0NU7cJ1Uv+yPrHNV6z+Py3nvvhcqwlljp57hPPE5R5oqql9scRc/L9lSab1431LxUfnO48Q5geuMdQGOMMcaYDCPldgCNMcYYk/p4BzC98Q6gMcYYY0yG4RtAY4wxxpgMI+UeAWdnZycE41FeeK+EsCx+7t27d+gaDCdsVeLdzZs3B46VwJ+DBziZqBLDcx9UGQ68UAJvrodFyxyYAYSF4yoRdLLkxvwieCCc+FnZk4XtKiEui6yj1Mu2UoJ0TtDKCaVVoEOygBQg2kvm2f/4WAnSWQSufDhKGRac86MVNZ+4n2peclBKFAE9z2VlT/YRZU+eh9wWNVc4kIGDBA52XkNU8BO3j/sIhNca1adkQWkc8AOE+6B8mP2+S5cuoTLsI8kS6wPhOaeCddjmnBBd2ZvbooL+eLyjzDkeOzXnGLU+cbJwHicOJALC66fq0/r165NeO94HJ4I2zcU7gMYYY4wxGUbK7QAaY4wxJvXxDmB64x1AY4wxxpgMI+V2APfv35/Qk0TRjSkdjvqsIUr3wvoZVQdrlJQWhtucLOEwoPU8ycqohM0dO3YMHLN+Rr2YnrVa6kXv3ObOnTsHjpUmjDU3KnEx61oaJgGPw7ohHhfV3urq6sCxeiF7MlR7uX0qIS7D2kIgbHP2EaWXY7+KogFU8yeZ9kn5Io+Tah/7BI+BsgP746ZNm0JluH1KC8V6M9ZEqYTd3AelAeRrszZXJefltihb8dxVGlXe8WD7qXN47JSWmPsZxYd5jnFCfCA8x9T6xJ+xPlKtIz179gwcq+TbvO4puN9sX6XDi5KonMebx0Dp89h+FRUVSetV4x3//rEG0DQX7wAaY4wxxmQYKbcDaIwxxpjUxzuA6Y1vAA8DPXr0kI+YPvroI3zwwQcADqRf6dChA1q3bo29e/di27Zt8rGZMcYYY8ynxTeAh4HNmzcndDT79u1DdnY2unfvntCYHHnkkejYsSM+/PBD1NXVoX379igoKMCmTZukLs4YY4xJBbw7l76k3A3grl27EuJ1lUyUhblKAMw3TZwoVp3DTqyEtSzWLSoqCpXhXTsWgbdt2xbt27dHfX194mawQ4cO2LFjRyJoIxaLITc3F3l5eYnP4vUWFBRg7969aNeuHdq1a4dYLIZdu3Zh+/btiSTUPXr0QF1dHbp27ZoIFti9ezc++eQT5Obmok2bNti/fz/27NkTErIr4TgHv3CAhAqyKC4uDn3GcECCElnztZMl2gbCgm81ltxvDuhRCbF5bHNzc0NlWOiuAjFUgEkyuA/K5jx2amHmerifKiEuJxBXgUx8bbanaguPNyf9VuepeuK76HHYvmodUQEcyeB+q8ABTgzMyY6BsI1VMBmvYccdd1zguLKyMnQO+2NVVVWoDK9Ham6wjXn81Tzl9qqk8xwoxGOgkmZzUmcVVMPBbmp+cT95DFQwGaMCpLgP7CPqHG6f6hOvjWojQK0txjSFlLsBzATatWsXWCBzcnJCEXB79uw5aHTwUUcdhR07dmDLli3Izs5Gfn4+6urqAjcfHTp0wN69e7Fjxw5kZ2fjyCOPxCeffIL6+nrU1dUhOzsbubm5yMrK8i84Y4wxTcYawPTGPyEOM0ceeSSOOOKIxC/FVq1aISsrK/QLb//+/Qf9hRe/sfvkk0/w8ccfo76+PnSzWFdXhz179iR2+oADk6i+vh779+9HXV0djjjiCKlNNMYYY8znG98AHmbatWuHPXv2fCptH+eE2rdvX+gRnHofasNrxn9RqUe+xhhjjPl8k3KPgLOzsxM3JSoZM+sllA6LYa2euvlijYjSObFGSW1Ls96w4c5cq1at0LZtW1RXVwdu0GKxGNq0aZO4sevQoQNycnKQlZWV0MXEXyAei8Wwb9++gPatVatWOOKIIxKapNatWyMWiwV0Yu3bt8fu3bsDj57z8vKQl5cXaLPS7vBOJOtllA4vihaOba60MDxWrAlU7eVzVDQ168I+/PDDwLHSObHeh8danacSuBYUFASOWcMUhfz8/NBnbOMoSce5fSrBNGvsVBl+wT1fR+n7WPumdI1REhXzuCjdHcNa0ihrDWv+1O55lGTxfC31I4zPYx9RGlW2ldJz8lqo5pz68ZisvWxP1vsByTVraqzZxkrPybZRWsJkmj+1lvN3i9IW8trCc1uNP9tcrRG1tbWBY6U3jfNZBgr6EXB64x3Aw8hRRx2Fffv2hb6Y9+7dG/pSaN26tSOAjTHGGHNISLkdwM8zHPwRp7a2Fl26dMHevXtRV1eHnJwcHHHEEc2KFjXGGGMOB94BTG98A3iYaNu2LVq3bi0f93388cfYtm0bjj76aLRq1Qr79+/Hxx9/bKc3xhhjzCEh5W4A27Rpk9CYKP0E6yVU/ibWH3E96hzWsSldG+tI1CNa1oXFr71r1y6sW7dO6j3q6upQV1eX0FqxjqjhteL5vxrqcOLaqbhWJ36T2aNHj0SZ+vr6kJZr7dq1sp8M71p27do1cBzFnlG0XErnwlrCKJo11u6ol8xzn9hn1O4r549UfWJtHucxA8L+yOco7Rb3QdXL+iilueI8dTyWas6xfk/557p16wLHLGlQO998LaXnZVuwxgoIjwNrCZWP8DxVZVj7xu1V2tIoefaUPzJsP9bCKe0e68ZUnlLWSypfU3rIhijtK89d1W+ey1yPmnOsN1Tt5XVY1aPa3BDlnzxOau1O1r4o+k7WzwLhMVDzPT53o+QwPFR4BzC9sQbQGGOMMSbDSLkdQGOMMcakPt4BTG8y4gbwiiuuCDy2Uo9PeKtebauzE6oyybbjozhyc6/NZbifvXv3jnStZPCjRfVIkOtVj/fiZWKxWKRHxMYYY4xpGTLiBrBdu3Yyb1amkapv/VB6IWOMMamNdwDTm5S7ATzyyCMTu3EsGgaSC5RVmY8//jiwI6UE34wS0Ed5MT3vfPHOYpTcfqperkeV4TbzjVWUXcMo8HWau6vZ8PxYLBYKUADCu5h8I69eeL927drAsUqIzKJv9glObAtE2yVm2yhBOu+GcmS42g3lelXwDvu9Cjbg86L4J19bzUtOvss/NpR4n23OAQpAOLhg8+bNoTJ8LfZH1V6eG6oMi/U5CEidkyx5NAC89957gWM1lmxzHku1o85zI0pQhRpvHiseJ5Wwm+tRQRdsG7avam+y9VS1VwUyJQs4UfVye1VQjQrOaIjyVw5k6tmzZ9J61RobD0pxvljTXFLuBvBQ8D//8z+B47PPPjtUhieYetMCL/hq54oXbl401E0OoxZCfruBuqnhKFC+sVA3z3yzofrECyFfR325c8RclDctGGOMSR+8A5jeOArYGGOMMSbD8BaMMcYYY5qMdwDTm5S7AaytrU3oMVR0aZQEs2eeeWbgmKNfVQJX1uEo7QY/+lRBFawl2bhxY+BYaWO4PaoMP85VuiF+RN2lS5fAsdLu8CNrpVliHY7SPjGNvbw8DmtXVKJVTtDMyW7VOfxYm+sAwo+6WfOnHsOz76nH5evXrw8cFxYWhsokkxIo+QFrgpTv8SIZRVuWLNE2ENaWqTnHtuExiPK4P0ryddVvni/xZOlx1DrCekPWMCp4DKLokaurq0OfsZxDfbnx3OA5qNaI5iQLV9q3ZFpXNZ947JSGmtcwXvfU2PI4qXnZq1evwLHyT742+72yA4+BGstkenKVuJx9mscECK/VSicYT+zvIDrTXPwI2BhjjDEmw0i5HUBjjDHGpD5+BJzeeAfQGGOMMSbD8A6gMcYYY5qMdwDTm5S7AWzfvn1CkKsE6ewIxcXFScuwEFclCmWUIJlFwcopWQzNxypnHovJO3fuHCrDwQ9KiM3tYSG+Cn5hgb8SQ7OAmssogX9zggtUwAT3mwXPSkDNY6f6xGVYzB0lEEcJwDnwRuVr5D6wHVSQDQvx2S6qXtVvFsizWF+9MYevpeYGi/OjJI/m9ql6ud9du3YNlfnwww8Dxxz0ofye57Kal2xP9nMVkBBlDDiwQc1lDgLgIBUV4ME2V4EtvPap5MYcEMW2UuO0bt26wLEKZOI1gOuJkvi/W7duoTLvvvtu4JiDbFQ9bAc13xnlIwyPgQpISRYoCISD6NQ6Ep+rTgRtmkvK3QAaY4wxJvXxDmB6Yw2gMcYYY0yG4R1AY4wxxjQZ7wCmNyl3A7h///6E7kdpd1gfp/QorPmLJ8w82N9VPUrfxRoWpUfiZKzsuFH0fUovx5oVpQFjWAvVqVOnpNdWmhXWEnFblAaQy0Sxp9JUMewT6t3KVVVVgeNkL2wHoukauUwU7Y3qN2sJuX1KN8Yapdzc3FCZKO915vPY5kqHxXNDaaF69OgRON60aVPgWCUGZl2WSlTOGk/W+wFhP2LdoBpLTqzLawQQ1mFFSR7MqC8uHn9FssTKSqvJNu/YsWPS60TRZkZ5Bzpr/lSSbO4D16MSgTOsTwTCuls13ryu8dqt1h4eJ55fQHhN5WsrW3E/1bXZb5Q942u3E0Gb5pJyN4DGGGOMSX28A5jeWANojDHGGJNheAfQGGOMMU3GO4DpjXcAjTHGGGMyjJTbAezSpUtCSFtdXR36O4vAVcJRFpOfdtppgWOVVJMDHVQwBAuvVbAG18NloojNldCZE7aqMlwPC/5VMAQHKajksSwyZtGyEm+zcFwlWuVrs3gfCI8DBwWoIBAWTKtgDU7Gy+PEfweijT8H1SjxNo8LX0uNAfusCn6KEqzB84WF7VGCi1TybZ6r3BYldOexVYENHJCgdgJ4fLmPW7duTXptFVTDfh8lgTwHOqjgF+6TWmu4D+wTam3keaj6xJ+pJMQMB5OpIAv+jIPhgPAaEMWeydYeIGwrFSjEPsLrU5RE4OqlA7wOc1CIWvd4DFRQEPu5Wo/i4+1E0EE++eQTTJkyBXPnzkV1dTW6deuGsWPH4ic/+UliPsZiMdx66634zW9+g5qaGgwcOBD33XcfTj755EQ9dXV1mDx5Mv74xz9i9+7dOPfcc/GrX/0qEPBWU1OD8ePH469//SsAYOTIkZg1a1ZgjayoqMB1112H5557Drm5uRg9ejSmT58uAwQPN94BNMYYY0yTiT8CPhz/onLHHXfggQcewL333os33ngDd955J+666y7MmjUrUebOO+/EjBkzcO+992LlypUoLCzE+eefH/gxNmHCBMyfPx/z5s3D4sWLsXPnTowYMSJwwz169GiUl5djwYIFWLBgAcrLy1FaWpr4+759+zB8+HDs2rULixcvxrx58/DYY49h0qRJn9LyLUPK7QAaY4wxxjC8W5qTkxN6leLSpUvxn//5nxg+fDgA4JhjjsEf//hHvPTSSwAO3LTec889+PGPf4xLLrkEAPDwww+joKAAf/jDH3DNNdegtrYWDz30EB555BGcd955AIA5c+aguLgYzzzzDEpKSvDGG29gwYIFWLZsGQYOHAgAePDBBzFo0CC89dZb6NOnD8rKyvD666+jsrIy8RTv7rvvxtixYzF16lT5tOdwkjI3gPE7/IaPBaJsbavHcLydz9vnKp8TP4ZRW+5Rrs2Pd7iMujY/JlLXZsdXj424Hr62Ooe3odVjGX4Uwo8j1WMu7oPKVRXlETDXw4+alK2iPN7hfIJRchImG1t1nrINl4lybf5M/SLmsYvSvmRtUagy/FkyXwTC81uVYZ9Q/smf8bFaR6K815uvzecof+V6VL08F9Tc4Gtxn9Q5/Jnqd5R6krVF9Zs/i9KnKOt7c2zVHNs0157JykTxvSjXVsTriZf9LAIlDncQCD+Gv+WWWzBlypTAZ//+7/+OBx54AGvXrsWJJ56IV199FYsXL8Y999wD4MB7q6urqzF06NDEOTk5ORg8eDCWLFmCa665BqtWrUJ9fX2gTFFREfr164clS5agpKQES5cuRV5eXuLmDwDOPPNM5OXlYcmSJejTpw+WLl2Kfv36BSRcJSUlqKurw6pVqzBkyJCWMlGzSJkbwPjNyfPPP9+k81avXh367C9/+UtLNMkYYz4TOJm5OThKD50MpaFMRkVFRYuUOVTs2LEjpAP/vFFZWRnYNePdPwD4f//v/6G2thZf+MIX0KpVK+zbtw9Tp07F5ZdfDuD/xp5fCFFQUIANGzYkymRnZ4f0pQUFBYnzq6ur5csgunbtGijD18nPz0d2dnazfLClSZkbwKKiIlRWVqJ9+/byF6YxxhhjgsRiMezYsSMUKHi4rn04dwA7dOiQ9LHpo48+ijlz5uAPf/gDTj75ZJSXl2PChAkoKirCmDFjEuX4PiMWiyW99+AyB3sK0NQynxUpcwN4xBFHhF4nZYwxxpjG+bzv/DWF66+/Hj/60Y/wjW98AwDQv39/bNiwAbfffjvGjBmDwsJCAEhECMfZsmVLYreusLAQe/fuRU1NTWAXcMuWLTjrrLMSZVQWiq1btwbqWb58eeDvNTU1qK+vl6+kPdw4CtgYY4wxzSKVIoCBAxpw1iC3atUqoZXs3bs3CgsLsXDhwsTf9+7dixdeeCFxczdgwAC0adMmUKaqqgpr1qxJlBk0aBBqa2uxYsWKRJnly5ejtrY2UGbNmjUBSUdZWRlycnIwYMCAJvXrUJAyO4DGGGOMMZ+Giy66CFOnTkXPnj1x8skn45VXXsGMGTNw5ZVXAjjwSHbChAmYNm0aTjjhBJxwwgmYNm0ajjzySIwePRrAgR3Vq666CpMmTUKnTp3QsWNHTJ48Gf37909EBZ900km44IILMG7cOPz6178GAFx99dUYMWIE+vTpAwAYOnQo+vbti9LSUtx1113Ytm0bJk+ejHHjxn3mEcAAkBXzO1aMMcYYE5Ht27cjLy8PRx999GHRssViMXz00Ueora1NeuO0Y8cO3HTTTZg/fz62bNmCov+/vXsLiaptwzh+qShqttEyp33YRkStDPMg6KzIoiioKDMpsGJSCcO0zWRZhG2QNlNYEkghRUkk0g4lJGxrWB4YQlSWVkYGWhSjmdZ38KF8887op28qTuv/O5Lls9azlke317PW/Ywdq9jYWO3du7ez80RHI+jc3Fy7RtDh4eGd12lpaVFaWpouXbpk1wj6f79EbmxsdGgEffr0aYdG0ImJiQ6NoJ19wDLQKAABAECPDeYCED3HO4CAwd29e1dubm5Ot+/qqRcvXshkMjntNdmXGhoaFBgYqA8fPvTrPAD+v8G4Ewh6jgIQMLi5c+fq48ePf/QlocViUVJSktP9fPvS6NGjFR8fr3379vXrPADwt2MJGMAfef/+vYKDg1VTUzMgrZyqqqoUHR2t+vp6h0atAPpfxxLw8OHDB2wJ+OvXrywB9zESQGCQ+Pz5s0wmk7KysjqPlZeXy8vLSyUlJV2et2PHDk2fPl2+vr4KDg5WRkZG57Zqv3//1vz58xUTE9O5jPLlyxdNnDhRFotFkuMScG1trZYuXSp/f38NGTJEYWFhunXrVpfzFxQUaObMmXbF3/nz5zVixAgVFxcrNDRUfn5+iomJsWuHsGHDBi1fvlxZWVkKCgrSiBEjtH//frW1tSktLU0BAQEaP3688vLy7OaLiIiQyWRSYWFhD/+yAPoDS8CujQIQGCQCAwOVl5enzMxMVVRU6Pv371q3bp0SExPt9qT8p6FDh+r8+fOqrq7WyZMnde7cOR0/flzSf1seXLhwQU+ePJHVapUkmc1mBQUFOeyh2SEpKUk/fvxQWVmZqqqqdOTIEfn5+XU5f1lZmaKiohyO22w2ZWdnKz8/X2VlZaqrq9P27dvtxpSWlqq+vl5lZWU6duyYMjMztWTJEvn7+6u8vFxms1lms1nv3r2zOy86Olr37t3r8p4AAN2jDyAwiCxevFibNm1SXFyc5syZI29vbx0+fLjbc/bs2dP58+TJk5WamqorV64oPT1dkjRu3Djl5uYqPj5enz590vXr11VZWSlPT0+n16urq9OKFSsUEREhSQoODu52/rdv3zptavrz50+dPXtWU6ZMkSQlJyfrwIEDdmMCAgJktVrl7u6ukJAQHT16VDabTbt375Yk7dq1S4cPH9aDBw86O/t3PFNlZWW39wWgfw1UMkcC2D8oAIFBJjs7W+Hh4SooKFBFRYW8vb27HX/16lWdOHFCr1690vfv39XW1ubwnsyqVatUWFioQ4cO6cyZM5o+fXqX19u6dau2bNmikpISzZ8/XytWrNCMGTO6HN/c3Oz0Hn19fTuLP0kaM2aMGhoa7MaEhYXZde0PCgqy68Xl4eGhkSNHOpzn4+Mjm83W5T0BALrHEjAwyNTU1Ki+vl6/fv1SbW1tt2MfP36sNWvWaNGiRbpx44YqKytlsVjU2tpqN85ms+np06fy8PDQy5cvu73mxo0bVVNTo/j4eFVVVSkqKkqnTp3qcvyoUaPU1NTkcPyfCaObm5vDf/LOxjg71rGNU4fGxkYFBgZ2+xwA+hfvALo2CkBgEGltbVVcXJxWr16tgwcPKiEhwemG4x0ePHigSZMmyWKxKCoqStOmTXNaNKampsrd3V23b9+W1WpVaWlpt/cxYcIEmc1mXbt2TampqTp37lyXYyMjI1VdXd3zh+wDz58/V2Rk5IDOCQB/EwpAYBCxWCz6+vWrrFar0tPTFRoaqoSEhC7HT506VXV1dbp8+bJev34tq9Xq8HXszZs3lZeXp4sXL2rBggXauXOn1q9f7zS1k6SUlBQVFxfrzZs3evbsmUpLSxUaGtrlPSxcuFCPHj1Se3v7v3voXupIM7v7MAZA/yMBdG0UgMAgcffuXZ04cUL5+fkaNmyY3N3dlZ+fr/v37+vMmTNOz1m2bJm2bdum5ORkzZo1Sw8fPlRGRkbn7z9//qyEhARlZmZq9uzZkqR9+/Zp7NixMpvNTq/Z3t6upKSkzs3OQ0JClJOT0+V9L168WJ6enrpz584fPH3PFRUVaeLEiZo3b96AzAcAfyMaQQP4Yzk5OSoqKlJxcXG/zxUdHa2UlBStXbu23+cC4KijEbSvr++ANYK22Ww0gu5jfAUM4I9t3rxZTU1N+vbtW79uB9fQ0KCVK1cqNja23+YAACMgAQQAAD3WkQD6+PgMWALY3NxMAtjHeAcQAADAYFgCBgAAvcZOIK6NBBAAAMBgKAABAAAMhiVgAADQaywBuzYSQAAAAIMhAQQAAL1GAujaSAABAAAMhgQQAAD0GgmgayMBBAAAMBgSQAAA0GskgK6NBBAAAMBgSAABAECvkQC6NhJAAAAAgyEBBAAAvUYC6NpIAAEAAAyGAhAAAMBgWAIGAAC9xhKwayMBBAAAMBgSQAAA0GskgK6NBBAAAMBgSAABAMC/QjrnukgAAQAADIYCEAAA9JiXl5dMJtOAzmkymeTl5TWgc/7t3H6T3wIAgF5oaWlRa2vrgM3n5eUlb2/vAZvPCCgAAQAADIYlYAAAAIOhAAQAADAYCkAAAACDoQAEAAAwGApAAAAAg6EABAAAMBgKQAAAAIOhAAQAADAYCkAAAACDoQAEAAAwGApAAAAAg6EABAAAMJj/ABxUIL4sja/AAAAAAElFTkSuQmCC", "text/html": [ "\n", " <div style=\"display: inline-block;\">\n", " <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n", " Figure MgO Nano-Crystals Navigator\n", " </div>\n", " <img 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2Pfvn146aWXMGvWLEyYMAEFBQX4xje+EakO4MBu4uWXX44ZM2bgwgsvDP19zpw5OOecc3D//fcHPlc7hpdffjkmTpyI2bNnY+rUqXjkkUdw8cUXN7qDlp+fj6ysLKn3Y59/4oknsGvXLjz++OPo1atX4vPy8vJk3UwQ1c/iHM4IafP5IeZE0GmNdwBNi9K9e3dcf/31uOiiizBmzJiDlhs8eDB27NiBf/zjH4HP582bFyr74x//GDU1NZg8eXLob7t27cL48eNx5JFH4gc/+EGT2/uFL3wBV155JWbNmoWKiorA3+Jfijk5OYHPf/3rXzf5OnHOPfdc7Ny5E0888UTg89///veJvwMHvsDPOOOMwL84N910E2pqajB+/Hi5MO7cuRNlZWWR2/T9738fr732GsaMGYNWrVph3LhxBy179NFH49JLL8V1112Hbdu2Yf369QD+z0a8O9VSNmzVqhUGDhyY2AV7+eWXm3Q+APzsZz/D3r17ceutt4b+lpWVFWrja6+9JtPp5Ofn4+KLL8bvf/97PPnkk6iurm708S9wIFr9jDPOwBNPPIG9e/cmPt+5cyeefPLJUFuAoM1isRgefPDBUL05OTlyRzCqnxljMhfvAJoW5+c//3nSMmPGjMHMmTNxxRVX4Gc/+xmOP/54/OMf/8DTTz8NADjiiP/7bXL55Zfj5ZdfxvTp07F+/XpceeWVKCgowFtvvYWZM2fi3XffxR/+8IdIOQAVU6ZMwdy5c/HPf/4T7dq1S3x+1llnIT8/H9/5zndwyy23oE2bNpg7dy5effXVZl0HAL75zW/ivvvuw5gxY7B+/Xr0798fixcvxrRp03DhhRfivPPOS1rH17/+ddx000346U9/ijfffBNXXXUVjjvuOHz88cdYvnw5fv3rX+Oyyy4LpIJpjPPPPx99+/bFP//5T1xxxRWhCNCLLroI/fr1wxlnnIEuXbpgw4YNuOeee9CrV69E9HD//v0BAL/4xS8wZswYtGnTBn369PlUNnzggQfw3HPPYfjw4ejZsyf27NmTiICNYiemd+/e+O///m/5CHnEiBH46U9/iltuuQWDBw/GW2+9hdtuuw29e/eW+ssrr7wSjz76KL773e+iR48ekdpz2223Yfjw4SgpKcH3v/997Nu3D3fddReOOuqoRBQycGA8srOzcfnll+OHP/wh9uzZg/vvv1/KFPr374/HH38c999/PwYMGIAjjjgCZ5xxRov4mTHJ8A5gmvOZhJ6Yzw0No4Abg6OAY7FYrKKiInbJJZfEjjrqqFj79u1jX/va12J///vfYwBif/nLX0J1/P3vf49deOGFsU6dOsXatGkT6969e6y0tDT2r3/9K1JbOQq4ITfeeGMMQCgKeMmSJbFBgwbFjjzyyFiXLl1i3/72t2Mvv/xyKMLzYBHEHNkai8ViH374Yew73/lOrFu3brHWrVvHevXqFbvhhhtie/bsidSPOC+88ELs0ksvjXXr1i3Wpk2bWIcOHWKDBg2K3XXXXbHt27cnygGIXXfddY3WNWXKlBiA2LJly0J/u/vuu2NnnXVWrHPnzrHs7OxYz549Y1dddVVs/fr1gXI33HBDrKioKHbEEUfEAMT++c9/xmKx6DZkWy1dujT21a9+NdarV69YTk5OrFOnTrHBgwfH/vrXvya1TcMo4IZs3bo11qFDh1AUcF1dXWzy5Mmx7t27x9q2bRv74he/GHviiSdiY8aMkVG2+/btixUXF8cAxH784x+H/q6igGOxWGz+/Pmx/v37J+z485//PDZ+/PhYfn5+oNzf/va32Kmnnhpr27ZtrHv37rHrr78+9o9//CNg11gsFtu2bVvs0ksvjR199NGxrKysgP2i+lkU/zCmIfEo4A0bNsRqamoO+b8NGzY4CvgQkBWL+dbapA7Tpk3DT37yE1RUVKBHjx6fdXMyhjPOOANZWVlSd2gOHfX19TjttNPQvXv3Jj22N+azZPv27cjLy8P69esD+TAP5fWOOeYY1NbWHpbrZQp+BGw+M+69914AB3R49fX1eO655/DLX/4SV1xxhW/+DgPbt2/HmjVr8OSTT2LVqlWhZMKm5bnqqqtw/vnno1u3bqiursYDDzyAN954o1mRzcYY82nwDaD5zDjyyCMxc+ZMrF+/HnV1dejZsyf+3//7f/jJT37yWTctI3j55ZcxZMgQdOrUCbfccgsuvvjiz7pJn3t27NiByZMnY+vWrWjTpg2++MUv4u9//7s1eSYtiVkDmNb4EbAxxhhjIhN/BLxu3brD9gi4d+/efgTcwngH0BhjjDHNwntI6YvzABpjjDHGZBgpswO4f/9+bN68Ge3bt3dWemOMMSYCsVgMO3bsQFFRUSB/6uG6tjWA6UvK3ABu3ry5ye9yNcYYYwxQWVnp7AmmSaTMDWD79u0BAOsB7AZQAKAVgKqsLHy5wXsr6+rqAufxsaLh2x0AoG3btqEy+/btCxyr7P/79+8PHLduHTZfbm5uo+ccddRRoXPWrVvXaHvVeR988EGTr11bWxs6h22hBLa8I8u2UXbgMup1VfwOWTWW3Ce2jfpluH379sDx0UcfHSqzc+fOwDH/cq6vrw+dE/fROLt27QqVYVsoP+LzuEx2dnbonIbv5gWANm3ahMpwPco2HTt2DBzzuDR8I0Uc9j31flx+jRr3gdsPhG2ubMXnqfcO87W2bt0aOM7Lywudw/3es2dPqAzbmMeffQgIryMNX/sWp6CgIHCs5jK3p6ioqNHrqM9UmSh+xPOH1wQ1Th9//HHgWPkez0N+L7JqC/tIz549Q2X4FY78JhsgPOf4rSrq2up7guH5zvNArWl8jlpr+DPl9/H3acdiMdTU1IT883DgHcD0JmVuAOM3GbsBnJmXh39t347usRh2ZmUFFgG+GYnyuJgXEbVNzg7W3DLJtuDVFyH3IUq9qt9chturzoly7WRlWqq9Ucqw/fgmN8o5qkxz+tTcMsl8uLnjxJ8p27AtWmqcWsJHmlsmWZ9a6trJrgNEm3NR6uHz+Bz1hcifqTItYZso56hrcx+a49NR5nKUMs25tqI5PtLS/hmf55ZOmabiIBBjjDHGmAwjZXYA4xQAeH3HDhQ0+AXZ8NcPP9ZQ2968xc7b5+rRCO+WqMcc/JhAPTbgRyHclrfffjt0Dj/mVI9U+bGMekzMj5v40Q1fB/i/xwhx1OMIbg/Xox5z8S/h7t27h8pwn/jxJBAeF36kovrEv5bVI7Zkj2rVGPBjI/VokW2hHt1wH/iXu/Jprlc9quXHhPwoFADee++9wHGnTp0Cx/n5+aFzeAyUTIDL8OMzHmsA6NxA2qHqUOepcWHbcBklfVA+y3Afks1tIDwvlUyAHz+revixNj8S/vDDD0PnsD9GkWaox/n8qJb7rcafr8XnAEB1dXWj11G7hjxXqqqqQmV4rVFyE4bbq+ZylKcN3E8+R0kLuJ/KR3gtrKysDJVRbT7cpOoj4EWLFuGuu+7CqlWrUFVVhfnz5wcS3Y8dOxYPP/xw4JyBAwdi2bJlieO6ujpMnjwZf/zjH7F7926ce+65+NWvfhXQWdbU1GD8+PH461//CgAYOXIkZs2aFfDtiooKXHfddXjuueeQm5uL0aNHY/r06YE5vnr1anz3u9/FihUr0LFjR1xzzTW46aabDvmubsrtALYCULR/P8Kb+MYYY4wxjbNr1y6ceuqpideNKi644AJUVVUl/v39738P/H3ChAmYP38+5s2bh8WLF2Pnzp0YMWJEYANp9OjRKC8vx4IFC7BgwQKUl5ejtLQ08fd9+/Zh+PDh2LVrFxYvXox58+bhsccew6RJkxJltm/fjvPPPx9FRUVYuXIlZs2ahenTp2PGjBktaBFNyu0AVmVlYWeDu96tQs9hjDHGmM+WVN0BHDZsGIYNG9ZomZycHBQWFsq/1dbW4qGHHsIjjzySeE3jnDlzUFxcjGeeeQYlJSV44403sGDBAixbtgwDBw4EADz44IMYNGgQ3nrrLfTp0wdlZWV4/fXXUVlZmXhCc/fdd2Ps2LGYOnUqOnTogLlz52LPnj2YPXs2cnJy0K9fP6xduxYzZszAxIkTD+kuYMrtAJ6Vn49TO3bEqR074oyCAgyjx0TGGGOMyTy2b98e+BclC8jBeP7559G1a1eceOKJGDduHLZs2ZL426pVq1BfX4+hQ4cmPisqKkK/fv2wZMkSAMDSpUuRl5eXuPkDgDPPPBN5eXmBMv369QvIc0pKSlBXV4dVq1YlygwePDgQQV5SUoLNmzdj/fr1ze5fFFLuBtAYY4wxqU98B/Bw/AOA4uJi5OXlJf7dfvvtzWr3sGHDMHfuXDz33HO4++67sXLlSvzHf/xH4oayuroa2dnZIU10QUFBQstaXV0tUw517do1UIbTPuXn5yM7O7vRMvFj1s22NCn3CLjhYCsxLwvHo4i5N2/eHDhWQncW6yqBbTLBLxAODOGABCWgjpIzj3OxqWANDojgX0fKVlHytSUro/rEwSUqCIDbw0EWQDiwgW2l6m34Sw4I+wwQFoFHCXTgoAplT26Psif3gQMHlHCcx1YlfGVBv3p0wL7PZVTgAPuwyn/Hj2i4D6otfI4KzuIgGiXEZ3vytaLkl1OPmNgf2Y/UHOQ5p4KAolyb1x/ud+/evUPn8JxTuyNsGxVExWsN90EFePAaoQK6+DMOslE5UnktVAET3G+1vvNcjbJzxP1Uvse+xedwkBUAbNq0KXCsvmv4Wt26dUvavkygsrIysDZz3sWoXHbZZYn/9+vXD2eccQZ69eqFp556CpdccslBz4vFYoE5dLB17dOWia8JGRcEYowxxpjU53DvAHbo0CHwr7k3gEy3bt3Qq1evRJaOwsJC7N27N/QjcMuWLYnducLCwlAyc+DARkHDMryLV1NTg/r6+kbLxDcxeGewpfENoDHGGGMylg8//BCVlZWJndYBAwagTZs2WLhwYaJMVVUV1qxZg7POOgsAMGjQINTW1mLFihWJMsuXL0dtbW2gzJo1awLpi8rKypCTk4MBAwYkyixatCiwS11WVoaioiIcc8wxh6zPgG8AjTHGGNMMDvcOYFR27tyJ8vJylJeXAzjwutXy8nJUVFRg586dmDx5MpYuXYr169fj+eefx0UXXYTOnTvjq1/9KoADj+WvuuoqTJo0Cc8++yxeeeUVXHHFFejfv38iKvikk07CBRdcgHHjxmHZsmVYtmwZxo0bhxEjRqBPnz4AgKFDh6Jv374oLS3FK6+8gmeffRaTJ0/GuHHjEo+yR48ejZycHIwdOxZr1qzB/PnzMW3atEMeAQykoAYwKysr0WmlI4mi+WMdFhtR6T+4XpU8ljUqSgvFWhjWsKgBZQ2YSkLNuiGlE2MNFevYlB6JdUxK+8a24esoO0R5LyXbSmmAkiWuVZo1/tWkXqOULBlvlITYzX13LSfxZfsq3SAnflZ6JE6sq3yN/ZrnmEoMzOOkNHVRbMPwoq7mJdtC2YavHeUdrpwcXK013E+ec+pLicso32P9pnpXNcP2VO3t0qVL4DhKImhVhtsTJam3ak9TiTJuav3n9SfKu4rZVippOuvuVEJ5htfGKO/NVppF1q0r4vNbrQWZzksvvYQhQ4YkjidOnAgAGDNmDO6//36sXr0av//97/HRRx+hW7duGDJkCB599NHA99bMmTPRunVrjBo1KpEIevbs2YE1aO7cuRg/fnwiWnjkyJGB3IOtWrXCU089hWuvvRZnn312IBF0nLy8PCxcuBDXXXcdzjjjDOTn52PixImJNh9KUu4G0BhjjDGpT6rmATznnHMaPefpp59OWkfbtm0xa9YszJo166BlOnbsiDlz5jRaT8+ePfHkk082WqZ///5YtGhR0ja1NH4EbIwxxhiTYfgG0BhjjDEmw/AjYGOMMcY0mVR9BGyikXI3gEcccURCOB0l6asShbPINkqQBSdEVeLoZMEQqgwHQygBNQuUub0H+4xh0TqL6pXImutVQuf+/fsHjisrKwPHKniDAx1U4AAHKaikqSyib07iYjVO3B4O+lD25nFSOah4/Dkptbo2j4tKdsuoYB0eb1WG51SUABQOAlH95qAaXrDVXOZ+qmAiFusrUT3PMW6fCoY59thjA8fcRyCc+JnHSfk0l1F+xP1UbxPgPvHYqj5xwJFa5zivmFqP2Ad4/qjx5/nD4waE+8BzV7UlSjARrzVq/rDf8BiodBucYLp79+6hMnwtvo4KbOK5opJxs++pPhUXFwM4YKOXXnop9HdjkpFyN4DGGGOMSX28A5jeWANojDHGGJNheAfQGGOMMU3GO4DpTcrdALZu3Tqh4YqScFRpwFiPwvoepfdhB1O6DEZprFjfwSjtDmuAoujaVCJoLsN2UAlnWVui9Ej8vkPug9IEcR9UAtfCwsLAsdKAsXYsStJf1upF0R9yPSoROOu51MvY2SdUImDWVLFtVHu53ijaLeVH/G5LTkKrxoD7oMaSfY21W+oc1rkp3RgnwFaJtbmf7I9Ku8V6U9ZcAeG5UVRUFDhW6whfW60RvNaoehj2GfWFyHaIYis1f9g2rGNTayOPk4LrZb9SduA5phK0cx+U3/O6xn1S6ynXq7TOPJ943VDzn9/7quC1UWkh45/55sg0l5S7ATTGGGNM6uMdwPTGGkBjjDHGmAzDO4DGGGOMaTLeAUxvvANojDHGGJNhpNwOYNu2bRPCWRUwwaJgJRzmYIcoInYWBStRc7IE00DyxM9KFJ4seAMIi8BVwl4WLfMxJ0wFwoJplWiX7cmBGSrJLwv61TjxOCiRNY8LB0hECYZRAmq2J/eBxxEIj7+ql22uEsHyeexHyu85OEMJ8dkWKql3t27dAsfsE2qcOBhCCdu539xHDjYBwrZRv/K5XuVrKpChISowi9unyvTu3TtwzOOifITnu6qX1wDVbw7giBIoxHbgRMZAOBBDrUfsA9xvNec4QEYlQOd+8rGyJ/uImnO8hkWZ78naoupVQV88vjxuHLQIJF9PgfCcU+t9PDgvSrLsQ4V3ANMb7wAaY4wxxmQYKbcDaIwxxpjUxzuA6Y13AI0xxhhjMoyU2wE84ogjEhojpXNiLYTSo7BehrUcUZKJKj0Ko/Q9/BnXo3R4UbQwrPNQyZeTvWScdTpA2BaslQHC+i1OZKr0kl/4whcCx+oXnNJiMjx2rJ9R4x9Fu8MaKu63SiartHkMJ4KNolljOyj/ZJTv8Tgpm7MuMEpSb+5DFE0da6GUHZIl4wbCmlSlUWStW8+ePQPHSrPI2jJVL/sW25d1WkA4ga+C52Wy5PFANA0g20Hpz6LoObnfSpvLsEZVXZuTJrPNlf6Y/Uj5NK8JSnfLawCXUX7P6/DWrVuTto/7pPyeUd9zfG2l543XHeUaxihS7gbQGGOMMamPHwGnN34EbIwxxhiTYXgH0BhjjDFNxjuA6U3K3QDu3bs3oUtRuhzWkSitCeslWCOSl5cXOoe1W0qXwShtDGtsWN+jNEKsuVHaONZHKb0Mv9Ce26K0cKx1U3nBWPPHeevUS+dZj8QaISA8Dkq7w59xfrEo+QWVj3D7ouT447FU9mS/Ufm7+DzW8EQ5h/O5AWEtpspTyfrCKDnJuD1KC8laMp5PykfYnsrm3IcoOegqKioCx6effnroHO630l3ylw63V+nnePyVlpTXJ6X55fPYPznfIBCe/2oso2gJec6xbln1m/ug5jvXy/WotnAf1DhF0eZyGV431A0Gt1dpVHlt4Tmo7MBjqbSkfC2lUYzPqSiaYWMUKXcDaIwxxpj0wLtz6Ys1gMYYY4wxGYZ3AI0xxhjTZKwBTG+8A2iMMcYYk2Gk3A5gVlZWQrCrBP7FxcWBY5Ugk0XrUV4ozwJ0FrEDYSGuEnhzYAjXq0TB/OsmiqhXCbEZFlUrkXVVVVXSelhczn1Qwny2ubIVi8tVgAzXwz6hAkf4WuraXC8HKag+cdCKEm+r8U1WD5/DASpA2KdVwAT7kQomYrE+By0oe7KwXQXVqICYhqj2sv1UvTzeqh4ODGJ/VePPtoqS7JjnnFpHeCzVXOaE0qpPPHZcpkuXLqFzuN8cDAOE7RklgIJto+zJ/qnsycnWeT1VuzycfFkFE/F5qn3s18leFqDapwJvOBivV69egeO33347dA77uZo7HHDUWBBdlIT6hwrvAKY33gE0xhhjjMkwUm4H0BhjjDGpj3cA0xvvABpjjDHGZBgptwN41FFHJfQknIAYCL/onRO6Asm1G0qXwwlnla6CNT9Ks8b6La6XE1kDYV2OSgTMmhrVPtaxsI5RJRPlc1S9/BkfK11OFI0i90nphlj7xL8ElWYtiu5SJbxuiLID6wLVtdkWSmOVTCeo/Io1QUqzxHNBactYb8TtVb7HSadZywUkT+qt7Nm1a9fAsUq0y3NVtY9J5jNR62FbscZO6UT52lGSziu/Z20mX0slgo+ia+PPVB947rLvsR2AcJ+Uro1twe1V48Q+oXS3UWzO/eY1t7l6Tl5TKysrQ2UYtpXSuvMcU3M53j4ngjbNJeVuAI0xxhiT+vgRcHrjR8DGGGOMMRmGdwCNMcYY02S8A5jeeAfQGGOMMSbDSLkdwLq6uoQImUXiQDh5sBLis0iZBbQqITKLoVVSWi6zfv36pNdmwa8S83J7lDCbhdhK6MwJcVlcznUAYYE/2xcA3n///cAxJxNW47R58+bAsRLdc3uUPZMFNkQJNlGwSJ2Dd1RAAgdMcIJkICxSV8EP7FvcJzVOUZLSchkOJADCYngWkKtrMyqwhcc3ik9zIIOyObdXifWTJR2PkmhZBS1woBAHBahkzGxPFfTFyYJVYAMHAbDNVYBHlOAXni8qgIv9iI/Vmst9UrCNuY8quIivreYT20bNDfYbnhuNBVnEUYFjqs0N4fUVCPu98j3+3lD9jp+n2n648A5geuMdQGOMMcaYDCPldgCNMcYYk/p4BzC98Q6gMcYYY0yGkXI7gFlZWQmditJXsLZIaWFYY8H6I5Vol8soPRJrQtSvEtZQsTZKaay6deuWtIzSPjHcZtb7RNEE9ejRI1SGx4E1Nqw9BMI6IXVtHjulLfvggw8aPUeNE9tK6c/YB6Lochh1ba4nilYrSiJw1iiyDhOIpufj+cNjq2zFeqn8/PxQGbYX91tpNZMljz7YeQz3O8p8Zx+Jknw9StJsrlfpjd95553AsUqszOdxvSqpO+vElGaN/Uj5SLJE71GSxbOGDdC+1RClWWX/VEmPeRyiJJRPltxeoXyRr8W6YGVfbkuUFxPwuAH/5wPN1UG3BN4BTG+8A2iMMcYYk2Gk3A6gMcYYY1If7wCmN94BNMYYY4zJMFJuB3Dnzp0JTYPSZXDuLZVni7VZrC1hLR8Q1mEpDRiXUfou1max7kXppzj3nuo363CUboT1MqwNUdeOohvj9rE+SWl3krUNCP+q6969e6jM1q1bA8esn1G6IqXNYt59993Acc+ePQPHrD1U11JjwD7BeQyB8PhGyfHH+cSUJoi1ZMrP2SdYw6TmE+ctrK6uDpVhH2B9H2uagLBeiucXENZUqnrYfjx31e4B595TeTV5znFbFGwH5ffsE8qP2O+5j0pbyO1TumGuR80flZcwWb28bqg1jMeB26JsxXNB6SX5PDVO3Gb2tSh6c2Ur9rUoejwuo8afr6XyCcbbrM4/XHgHML3xDqAxxhhjTIbhG0BjjDHGmAwj5R4BG2OMMSb18SPg9MY7gMYYY4wxGUbK7QC2a9cuIZKNkuxUvZCdy7AwWwVvsGBeiYJZMK9E9iyG5qAF9eJuFhurRKYsHFYicL42C51VgAeLrJXInhNVb9iwIXDMARWATijNsNi8srIyVIYTyhYVFQWOlTCbg4DUeLONkyWcBsK/QpX4OkrSXCZKgnG2FQdmqDJq/jBVVVWBYw6GAcI+ohJ283zhIAaVNJvnggouYH9UAQocEMNBFtwWIFqwBvv1scceGzhWwQaczFrZU9kvGWwbDqABwsFPKhmzWjeSwf6o6uBgCJXUm8eF566ql+dTlGT2KiiNr8VjoM7h+a3WZR6XzZs3B465/UA4GE/NU65H+Wd8zVLfKYcL7wCmN94BNMYYY4zJMFJuB9AYY4wxqY93ANMb7wAaY4wxxmQYKbcD2KpVq4SWRemnOGGr0kYke9G3SibK9SqtkUrQmwxun9LGsN5M6c8YpX1jXRhr/pRmMYpWj+vhpKQq2THrspS+i7U7SifGfWLbKN0Q6/kKCgpCZTi5NWtJla6G7aB0Q9xvpbtU/WyISoi9adOmwLHye9YSqfnDNmeNkkqAzloolTSZ28P1Kn+Nktya61Ua1WR9Usl5eS6o+c7jy7q7Dh06JG2vmnOsP1OaQE4ozzsgamzZr9ScY52gujaPL/uEslVxcXHgWPk9z0vuo0rgztdSZdjGal6yHpr1m7weAOG1RfWJx4Ht8Pbbb4fOYdTc4HrVWMY/U387XHgHML3xDqAxxhhjTIaRcjuAxhhjjEl9vAOY3ngH0BhjjDGfGxYtWoSLLroIRUVFyMrKwhNPPHHQstdccw2ysrJwzz33BD6vq6vD9773PXTu3Bnt2rXDyJEjsXHjxkCZmpoalJaWIi8vD3l5eSgtLQ1JWSoqKnDRRRehXbt26Ny5M8aPHx96xL969WoMHjwYubm56N69O2677bbDctPrG0BjjDHGNJn4DuDh+NcUdu3ahVNPPRX33ntvo+WeeOIJLF++PJRfFgAmTJiA+fPnY968eVi8eDF27tyJESNGBHS+o0ePRnl5ORYsWIAFCxagvLwcpaWlib/v27cPw4cPx65du7B48WLMmzcPjz32GCZNmpQos337dpx//vkoKirCypUrMWvWLEyfPh0zZsxoUp+bQ8o9At6+fXtCtK0E3yxIV6J1Fgqz4FcJ/JW4mOEAhChCbK5XCdJZTL5ly5ZQGRb6KuEvB5hwe1VSUha2s1gaCNuYheNqDDggQdmcE9Wq5MZsY+6jSsbL/VYJcTn4hceJf+mpa6sx4IVK+TCLybneKIEjUZIJK5tzElq2n7o2o+YKC9l53FTARE1NTeBYJdpl34qSyPj9998PHHft2jVUhn1N1cvBTVH8Ptk5ChW0kKzfagySzX91rSjBbrxuqDWCx1/5Hq8J3F5lqyjJzLmMWhN4rr7zzjtJr822iZIAm+1QWFgYOocDhVRwIc9DNU7x+aMCwjKdYcOGYdiwYY2W2bRpE7773e/i6aefxvDhwwN/q62txUMPPYRHHnkE5513HgBgzpw5KC4uxjPPPIOSkhK88cYbWLBgAZYtW4aBAwcCAB588EEMGjQIb731Fvr06YOysjK8/vrrqKysTNxk3n333Rg7diymTp2KDh06YO7cudizZw9mz56NnJwc9OvXD2vXrsWMGTMwceLEZiWOj4p3AI0xxhiT8mzfvj3wT2XViML+/ftRWlqK66+/HieffHLo76tWrUJ9fT2GDh2a+KyoqAj9+vXDkiVLAABLly5FXl5e4uYPAM4880zk5eUFyvTr1y+ww1hSUoK6ujqsWrUqUWbw4MGBHzIlJSXYvHkz1q9f36z+RcU3gMYYY4xpMof7EXBxcXFCb5eXl4fbb7+9We2+44470Lp1a4wfP17+vbq6GtnZ2aEnJgUFBaiurk6UUU8XunbtGijDacjy8/ORnZ3daJn4cbzMoSLlHgEbY4wxxjCVlZUBOUkUiQCzatUq/OIXv8DLL7/c5MersVgscI46vyXKxG94D+XjXyAFbwCzs7OlTi4OJ+xUehQmSrJb1ssoXQ7rMpQGjDWKrN1Qeg1OZKr6z58px+drccJrTsQKRNN8cZ84UbHS+7A91S8Z1seoBMkcUcU6HKVz4jLqMQHXy9q9KI8WoiSPVX3izzgh8tatW0PnsOZLtY/nAmvsgPBYduvWLXCs9FP8mdJCJdO6qrnCdlB+xHNX+Svr7tgOSofJc4V1g0BYz8W/0lVCeR4XdW3uZ5Tk8FxGrSPJEowDYZ9Q6xyPFc8NpVljW0TRsXKflF/xOKkvRNabqoABbjOfo3TXnBBbab65PeyLrLEGomkfOUm2Gu/43K2vr8fq1atDfz9cHM4ULR06dJB64qbw4osvYsuWLejZs2fis3379mHSpEm45557sH79ehQWFmLv3r2oqakJ7AJu2bIFZ511FoAD319q3di6dWtirSgsLMTy5csDf6+pqUF9fX2gDH8/xv1RvcSgJfEjYGOMMcZkBKWlpXjttddQXl6e+FdUVITrr78eTz/9NABgwIABaNOmDRYuXJg4r6qqCmvWrEncAA4aNAi1tbVYsWJFoszy5ctRW1sbKLNmzRpUVVUlypSVlSEnJwcDBgxIlFm0aFHgB0ZZWRmKiopwzDHHHDI7ACm4A2iMMcaY1CdVE0Hv3LkzEOm9bt06lJeXo2PHjujZs2foqUubNm1QWFiIPn36ADiw+3vVVVdh0qRJ6NSpEzp27IjJkyejf//+iajgk046CRdccAHGjRuHX//61wCAq6++GiNGjEjUM3ToUPTt2xelpaW46667sG3bNkyePBnjxo1L7GSOHj0at956K8aOHYsbb7wRb7/9NqZNm4abb7458x4BG2OMMcY0l5deeglDhgxJHE+cOBEAMGbMGMyePTtSHTNnzkTr1q0xatQo7N69G+eeey5mz54dkLvMnTsX48ePT0QLjxw5MpB7sFWrVnjqqadw7bXX4uyzz0Zubi5Gjx6N6dOnJ8rk5eVh4cKFuO6663DGGWcgPz8fEydOTLT5UOIbQGOMMcY0mVTdATznnHOadI5Kt9K2bVvMmjULs2bNOuh5HTt2xJw5cxqtu2fPnnjyyScbLdO/f38sWrQoUltbkpS7AWzTpk2jQSC8dauSxyZLSqvE5nxNFssDYXE0X0fVzYJVdQ4Hgag+cRklHOfktiwkV4LkY489NnCsbMMCZK5HJXDmoAAOHAHCtlC26dKlS+CY7aCE49xvFmYD4fFlkbgKsuFrR0nyqmzO9uKgD+X/7Hsq+IUXPA7wAML+yP1WCWdZvK/mRnOCaDhBtwpI4LmrbPPee+8FjuOPX+IcLAqvISqYjG3OtlIC7ShJiaMEv/C1eT6pudKrV6/AMQc6AeG1RZXh+cLXUsEm3F5OnwGEx5vLRAnwUX7F/qiCNTgYh79HVGLtzZs3B45V8CCPHdtT9YnHQI0/+6zyo3i/1fnGRCHlbgCNMcYYk/qk6g6giYajgI0xxhhjMgzvABpjjDGmyXgHML1JuRvAvXv3JnQ+KuEjayqULoNfz8JlVFJaTpCqdE6sfVFJXlkvw9dSeiSuh5PfqjIqWTC3mXUjqr3cb6Wp44So3Ec1OVlUe8IJJ4TKcLJTpQFTCVoborRG3CeVsJl1M8leVA+E+6mSs7I2L0pSWvYrpUdiLZS6NusNo+gY2ebK71kfp/SHak41RGmYeOyiaGqV3ol1rMnsC4T1cmpe8jrCdlD18tix1gwI6xiVr/EawDZX87SioiJwrOY7a9RYYwuE+8DrsJqT3CeVhDyZryl9J7dF+R5rcSsrK0NllNaxITwvgHB7lQ+zP7LOUY1BlPe7cr+Vf8avrdYCY6LgR8DGGGOMMRlGyu0AGmOMMSb18SPg9MY7gMYYY4wxGUbK7QAeffTRCf2D0iOx3oG1PABCL1ZmrY7SGrGmRmlsWM+jcjyxVoN1WB988EHoHH6RutLC8Hkqbxn3i+tRtlJaQobzarF2S2nWWFuk9H2s3VEaG66HdYNvv/126By2udKJci4u1rCx7hEIj7fSo/G4qH6zP/Kx0oRFyZnH/VZ6KW5zMn8FwvZT48058Vh3qeYT/6pXfs/6M9U+thePpdJIRdGxsi6sR48egWOlK2Obq7WG61HrHMN+r+zAvqdszp+pucFjyb6n8l+y/ZQ92c95XVF+z+1Vvsc+reYujxUfK1sl8ysg+ZxTeTW5jMpbyNdqLE9lMv3tocQ7gOmNdwCNMcYYYzKMlNsBNMYYY0zq4x3A9MY7gMYYY4wxGYZ3AI0xxhjTZLwDmN6k3A3gRx99lBCDK+ErC8VVEAOLdzkZp3ImFuaqJK8ciMHCbCB50AcnlwXCIuCqqqpQGZVQNFk9LKBXyU7ZVipwgPvE9Shh9nHHHRc45kAXIBzIUFxcHCrDIno+Pumkk0LnrF27NnDcsWPHUBkWjnPyYDW2HJCixPscVKHKcAAKB78ogT/bWInL2Z4qSCnZXFACeg4KUPWyiJ6vEyWxtrI5n6cCL9hefG0OYlCf9e/fP1SG5wIHk6hAHP5M+R63l+0LhPvJNlc+wv2OEtigglTef//9wHGyRPBAeO1RgQncHj5H2YHHSQWt8JxTwUT8XcJro1pzk9WhrsVl1PcTl+H1AAh/b3yWgR7m80vK3QAaY4wxJvXxDmB6Yw2gMcYYY0yG4R1AY4wxxjQZ7wCmNyl3A5iTk5PQOymNDWtC+KXpQPIkmkpHxLoWpYVjjZLS1DGsG1MvUmdtjHrxN2sSWbMGHEii3RDWCSkdFut7lJ6P7ce6tlNOOSV0Dmv+lD15fFXCXtY1cVuUbow1dZyUGAiPC/uMOod9TdmK/UhpPrmfURIic7081uo8ZXP2G9YfKa0p65HUnOM+cftUn/gzVYa1mpyEHAjPn40bNwaOVeJiTuqu5hzD80fp8Hg+KS0xj4GyOduY7aBsxe1R+rMo853r4fmkxp/n+6ZNm0Jl1LrbEKWX5c+irHsqsTL3k+ec0h9u2LAhcKzGm/2er6N0mFxG6fu4fapMfC1U66YxUUi5G0BjjDHGpD7eAUxvrAE0xhhjjMkwfANojDHGGJNh+BGwMcYYY5qMHwGnNyl3A5idnZ0QySrRLQvba2pqQmU4ofC2bdsCx1FE7FGS/CqRPQuSWbyvxNssbE8mlga0KJiF4hzIoPrNiWrVtflaJ554YuBYCcn5HBXQw0ldVRkWUXN7OWktAJx88slJy7DAmwMFWPiuzuFAAiAshl+/fn2oDPeBx00lzVZ+w7D4XSWuPfbYYwPHPHYqGIIDB1RQBSem5iAblbia/V6J95MFQwDhOcd9XLduXegcDh7iQBcA6Nu3b+CYkwcrgT8nbFaBV9wn9eXG7YuSCJxto/yTy6gkxNw+tq8KOuD2KR/ha3OAjErYzXZQ7eV1RI0Lr+e8Jqi1kb9/+HsECM9LDlKJsjaqtZz7rb4LlQ8Y0xRS7gbQGGOMMamPdwDTG2sAjTHGGGMyDO8AGmOMMabJeAcwvUm5G8Bdu3YldBVKc1FUVJS0Dj6PtVAqOStrRJR2I4rGijV/rN1QOidOKK20O6zNU3o51thwclPVXtbPqES7PXv2DBx/4QtfCBwrDQtrdZSmktunXsjOeh7W2Ci9HF9LjTePE5+j+sS6JpUIXCX6Zlg3xNoyPgaAXr16Ja2X+6TGMspcYLi9SofHmiX2T2UX1hayNhIIazGVRpF9mHV37L9AeOxYNwyE9cVsKzVP2W/UGLB2S+m72Ac4qbPqE+sPlT6ax1KNP885XrPUnGObK60eX5vPUWPL1+Y+AuHxVzcLbHMeO5W4mm2j/LO6ujpwzH6ktKW81qjxZz9S/Y7bWM1HY6KQcjeAxhhjjEl9vAOY3lgDaIwxxhiTYXgH0BhjjDFNxjuA6U3K3QD26NEjkV9v8+bNob9z7j3WPQFh/QRrJNQ5rD9hXQkQ1oCoHF+sa+IySrsXJR8W6+WURpHbzHkAlXaH26O0UKwbi5KTjvVHSi/F7VMaG9busD5J5fzi8Y+S266ioqLROhRK38Uo7U4yLanyEfZ7VaZbt25NridK/ksuozRLnCuOr6O0uzx2Kr8cawuVro31ZpyDUOluWUuqvmC6du0aOOY+qXq5n0oDFiWvHuepa9euXeBY5evkcVE6PK5H6Vh5PeL2qnWP23PSSSeFylRWVgaOeSxVe1kDqtZu1kvy2ALhPH9cRq1PnPdTjRNfm9unvkei+D2Pi9JqxsdbfRcYE4WUuwE0xhhjTOrjHcD0xhpAY4wxxpgMwzeAxhhjjDEZhh8BG2OMMaZZ+PFs+pJyN4C7du1KiFpVgksWDisBLQt+WUCrxNssdFZi+CiOzgJpFkcroTOfw0JtINxmJYbmoAQWhat6ORhCifU5KIUFyqpPLKBX48SJlTdu3Bgqw23msVWCdA5S4bEFwsEl3D71onUWb6sx4POiBIqwnyvhOPtjlGAi5ecsWudrR0nqrYKAOECCExcroToHa6hk0dxPDgoBwv3kMizmVyh7ss25XtUnHn9Vr0rIziRLFq7GgOc7B1kBYT/nwCEgHLgUJQk190kFsrGP8LHyPZ7/ag3m9ir7JhtLlQiag+ZUQE+yhM0qeIOvrdYaPk/ZJh4opNZWY6KQcjeAxhhjjEl9HASS3lgDaIwxxhiTYXgH0BhjjDFNxjuA6U3K3QBmZWXJxL1xWOeiNGD8GSf9PO2000LnrF69OtQOJpl+Sn3G7VXnsM5FXZv1ZkpbxloQ1poovQ9rTTjhNJA8AbZKDMxaGJWwmSe10nexTpAT5Cp7su6Kk8kCYZuzHo2T1gJh7SNrmFR7WT8FhDU/rCVT48S2UtfmcWB/BcIvr2ebK51olETQUcaSYR9R12Y9lxrvbdu2BY5ZH6c0UtxepbHia7OOTJ3D9aq5zOOtbMUaOq5XjQHbRs1ltrnqA9uLx0XNp2TXAcJrDSdfVppKnu/Knrw+qbnL9uP1SGkqVbLtZGVYL6v8lZPOKw01n6f0vPHz1DWMiULK3QAaY4wxJvXxDmB6Yw2gMcYYY0yG4R1AY4wxxjQZ7wCmN94BNMYYY4zJMFJuB7ChAFkl8I2SPJQFvSz4VUlKWbyvEoNycEGUgA4WjqtgCO6TSgwaJfiFky9zn5SAmhM/qz5x+9gOSqDMn3HCaSAcVKHq4cTfPN5KvM1ichaJA0BVVVXgmIXvbDsgHHijEsNGCRTgcYqSwPf4448PHKux5LGL4p8s1leJi7k9Krkt24/rjTJOKggkij25PRwwxcnDVRnle8mCHVQgBrdXCfzZNmqcOIBHBf0ka48KxOBx4jmo4ITIan2Ksi7zLg73W63L3F5lBx479b3B9bBPq0AhnmOqXg4C4XqUHaIEEzJqPYonzv8sE0F7BzC98Q6gMcYYY0yGkXI7gMYYY4xJfbwDmN54B9AYY4wxJsNIuR3Ahr8olM4pyi8B1vxwMl6VnJfp06dP6DPWDakErqzHYH2KelE5t1dpllg3osp07949cMyaKnVt1iSqelmHxwlmlY6Ikxkrm7P9lJaF9V2sw1EaK+63qlclSW6I0qyx/kjpxlgf1a9fv1CZzZs3B45ZH6k0VmxjTqILhPVGSs/HOjFOkq40Vqx9VFo91kNyPcqvWGOn7MlrQGNJ4uOwLiuKxkr1iTnuuOOSlomSCJj1XGpN437yPOXk10BynwbC/fz4449DZdhveGyVX3E9KlE965ZZo6jswHND6QR5fVLznecGazXVOHEZTqIOhOchl1F+z3NOwYnpld44fm0ngjbNJeVuAI0xxhiT+vgRcHrjR8DGGGOMMRmGdwCNMcYY02S8A5jeeAfQGGOMMSbDSLkdwKysrIQAWgnSORBDwUJsFi1zAlogLEBXYnMWNiuhMwcpsNBZtb9Xr16NtgUIB0yo9rFQnAMxVL1sY2WbHj16BI7519gxxxwTOoeDFoqLi0NlWGR9yimnhMqwuJyDGFRibf5MicK5nyykVkmA+RxlKxabq2S8nNSZg0JUsA7Xq8TlfF6UIBX2K+WfKpktw37E4n01BiygV2J2Hm9lc/YRDoZ68803Q+fwGqHmEwctsE+roAseAxWklCxRPRCeG1GCwNjXVGALB4+oNYzHivukfJr7FCVRObdP2YqDx1S9UYJf2J58rAJbOIG8CrzhIDU+h68DhL8jVBAdB7aoPsb9/rMMAvEOYHrjHUBjjDHGfG5YtGgRLrroIhQVFSErKwtPPPFE4O9TpkzBF77wBbRr1w75+fk477zzsHz58kCZuro6fO9730Pnzp3Rrl07jBw5MvH2lTg1NTUoLS1FXl4e8vLyUFpaGspCUFFRgYsuugjt2rVD586dMX78+NCP89WrV2Pw4MHIzc1F9+7dcdtttx2Wm17fABpjjDGmycR3AA/Hv6awa9cunHrqqbj33nvl30888UTce++9WL16NRYvXoxjjjkGQ4cODew4T5gwAfPnz8e8efOwePFi7Ny5EyNGjAjskI8ePRrl5eVYsGABFixYgPLycpSWlib+vm/fPgwfPhy7du3C4sWLMW/ePDz22GOYNGlSosz27dtx/vnno6ioCCtXrsSsWbMwffp0zJgxo0l9bg4p9wjYGGOMMaa5DBs2DMOGDTvo30ePHh04njFjBh566CG89tprOPfcc1FbW4uHHnoIjzzyCM477zwAwJw5c1BcXIxnnnkGJSUleOONN7BgwQIsW7YMAwcOBAA8+OCDGDRoEN566y306dMHZWVleP3111FZWYmioiIAwN13342xY8di6tSp6NChA+bOnYs9e/Zg9uzZyMnJQb9+/bB27VrMmDEDEydOjJT7tLmk3A1gdnZ2QucT5UXaSlvEmojevXs3+ncgnNw4SiJTpd1JlgBXaXdYl6W0MKyX6tq1a6gMa3NYu6OuzVqtdevWhcrwy+BVkmSG7ac0dayFUQlSuZ+sqVE6p4qKisAxj61qD9tB/eJkX1O6IdbUsUYICCd1VePC8PgrLRz7kWofn8djoDSAbHOVPJjnKpdhHwLCNlbaMkbNd54vPE85qS4QTtirNFZ8Ho+TStjNGjDlR2wbNU68tnB7ld+zD6svjihl2H78uEolwGf/VImL2cbsa0oLx+1T3wnJ9LyK+JdxHNbhAmE7KN9j26h5yfD4K3tGmXNxv88kDSB/R+Tk5IR0wk1l7969+M1vfoO8vDyceuqpAIBVq1ahvr4eQ4cOTZQrKipCv379sGTJEpSUlGDp0qXIy8tL3PwBwJlnnom8vDwsWbIEffr0wdKlS9GvX7+Av5WUlKCurg6rVq3CkCFDsHTpUgwePDjQj5KSEtxwww1Yv3596P6lJfEjYGOMMcakPMXFxQm9XV5eHm6//fZm1/Xkk0/iqKOOQtu2bTFz5kwsXLgw8UO1uroa2dnZoY2MgoKCxI+x6upquRHTtWvXQBm1uZSdnd1omfixevtMS5JyO4DGGGOMSX0O9w5gZWVlYCf50+z+DRkyBOXl5fjggw/w4IMPYtSoUVi+fLm8qWvYjoa70gd7Xe2nLdPY63BbEu8AGmOMMSbl6dChQ+Dfp7kBbNeuHY4//niceeaZeOihh9C6dWs89NBDAA68r3vv3r2hdDxbtmxJ7M4VFhbi/fffD9W7devWQBnexaupqUF9fX2jZbZs2QJAy5dakpTbAczJyUno6NTg8oAoLQxrd1ir07Nnz9A5rMNQOjy+Fut9gLBuhM9ROpcTTzwxcKy0cPwieuV4/EuM+8RtA8JaONaEqfNYz/Xhhx+GzmG9jNKpsH5G6eW4T1xGvRw+ig6LdVesa1TjxPnlVBnW7ih9H2uhorxAnttbWVkZKqP8kWGNKvdB/eLkeai0bzwuytcY9r0oWkilE2QtGbdXaVbZVqoMj2V8UY6j8jWqucucdNJJgeOqqqpQmWS+ptbGKPkaeT1S48S2YN2gmu/s02r95PQY/HhNrRHsr5yTFEAoNYfKvZcsn6TKmck+ojTfyTSA6hEer7FsFyA8n5T+MP6Z+ptpOrFYLDEfBgwYgDZt2mDhwoUYNWoUgAPzdM2aNbjzzjsBAIMGDUJtbS1WrFiBL33pSwCA5cuXo7a2FmeddVaizNSpU1FVVZXIy1tWVoacnBwMGDAgUebGG2/E3r17E2tKWVkZioqKZI7dlsQ7gMYYY4xpMqmaBmbnzp0oLy9HeXk5gAPBjeXl5aioqMCuXbtw4403YtmyZdiwYQNefvllfPvb38bGjRvx9a9/HcCBHz1XXXUVJk2ahGeffRavvPIKrrjiCvTv3z8RFXzSSSfhggsuwLhx47Bs2TIsW7YM48aNw4gRI9CnTx8AwNChQ9G3b1+UlpbilVdewbPPPovJkydj3LhxiR9No0ePRk5ODsaOHYs1a9Zg/vz5mDZt2iGPAAZScAfQGGOMMaa5vPTSSxgyZEjieOLEiQCAMWPG4IEHHsCbb76Jhx9+GB988AE6deqEf/u3f8OLL76Ik08+OXHOzJkz0bp1a4waNQq7d+/Gueeei9mzZwd2eefOnYvx48cnooVHjhwZyD3YqlUrPPXUU7j22mtx9tlnIzc3F6NHj8b06dMTZfLy8rBw4UJcd911OOOMM5Cfn4+JEycm2nwo8Q2gMcYYY5pMqr4K7pxzzmn0nMcffzxpHW3btsWsWbMwa9asg5bp2LEj5syZ02g9PXv2xJNPPtlomf79+2PRokVJ29TS+BGwMcYYY0yGkXI7gPv370+ImZU4mgW0SpDOwtwoL1/n4BIVfcNCYpU0l8X6LOZVQmcWASsB9bvvvhs4VslDuX2cPFQFeLCoXmkOOKiGAy9UIlsWjitxPNtChd+zD7AoXPWJ26eCNdhWLBxXASksmFcCeg4UUL7GATzcJ1VvspfOA9GSpHM/+VeyGn8OLlD+yefx+CthPvuNSnbLgQLKNpyEmJP6qrHk9igfYTiAQiW3ZlupXQhOVK6Szm/atClwnCyBNxAOzlBleJzY94Bwv9g2KliH6+V5oOrlMVBt4aAPlWCax1+tyzwP169fHzhWtuL2qYAO/q7hNU3Vy2uhSh7NfqPWkXj7PssgkFTdATTR8A6gMcYYY0yGkXI7gMYYY4xJfbwDmN54B9AYY4wxJsNIuR3AhhoKpTViPQprjYCwxuLYY48NHKsXvzMbNmwIfcYvEFcvmWe9IetalF4umXYPCPdT6T6SaQlV0mTWRyl7sr6H9WeqvazNVMljWceokluzhoY1i8oOPAZKq8W/KFnLo3yPx07pxlizpHRDbHPW96jEsPyZ8iNuj9KxsjaL7avsyRolpVniPrBPKO0raz6VvovHWyVA5vnOGjXW9wJh/1RJnbnNyo+YKAmxlX6X4TnHfdq6dWvoHB47lTSb61Xjwto31jXyOgiE/VMl2+dx4jmn1h7Wc0ZJvq76xOfxGCjf27ZtW+BY6WP5u4STm6v28jlqLFlvqr6z1Jp6uPEOYHrjHUBjjDHGmAwj5XYAjTHGGJP6eAcwvfEOoDHGGGNMhuEdQGOMMcY0C+/OpS8pdwN41FFHJQInVEJPFuerpKQshuZADBXg0b1798CxSh7LInAV/MBJSVnorBJ6smhZCdJZpKyE5Fw3i5bVOSzMVkJsTkrLAmUVtMBCcZUQNUrwC5dR12LYR1SycC7DgnkVBMJjyYJvIDx2SpDO/hklEIfHTvUp2fgD4XHhgJmNGzeGzomSYJr7zT6iAhI4yTfPHVWPEutzUBKPi2pvsiALIBz8wAmcVZANB31wUBAQDgxS8519jQPOVHABfxGr5NuMujbXw0E03DYgbCt1bR4HPl63bl3oHB4nDswAwsFjal5yPXwtngdAeI6pOcfXTrauAGHbqHWZv/tUIv34uhFlnI1R+BGwMcYYY0yGkXI7gMYYY4xJfRwEkt54B9AYY4wxJsNIuR3APXv2JDR7Su/FmjCl1eJfC6xPYV0RENbudOvWLVSG9VFKP8M6LG6v0gCy9k31iXUtSlvGfeCEvSrRMvdT6VxYk8b2jPLCc6WxYZ2L0qxxv/Pz8wPHShPG2iKlqWMfYR3ZO++8EzqHr636xMlZlW24T2xPNQas81E6J76Wsifrz9hWnJxZtU/5HifsZU2t0nfy/GGtLhDWn6k5xzorrkfNZban0j5yP1nzp7SFbCulN+YyaneD1yjWrCl7cp9UveyzSkvIWkxeN3hsVfvUnOP1nLWlSvPN81v5NM851mqq81h/ymMChMdA2Yr1u1xGJS7ndVrNdz5PXTs+lmo+Hi68A5jeeAfQGGOMMSbDSLkdQGOMMcakPt4BTG+8A2iMMcYYk2Gk3A5gbm5uQsOjXuLOugz1Iu3c3NzAcZRcd6yf2bJlS6gM64+UBohzOrE+RWlC+LPmvsSdYV2Lqve9994LHKsX3rMujPVnKg8Vt1dpWFibFSWvHuuI1FiyxoZ1b6peHielw+RzovRb9Yl1WNwn9WuXx1K9HJ61b0onxjo2zumm8qyx9lHpsLgM21zpJXn+1NbWhsqwxkrloGO/Zi0Z+wMQ7qfqN1/79ddfD5VhWHer9HJsC3Vt1nPyPFWaNV57VL95/WS/B8IaOl5POS8oEM6jqPTbyXR4Sh/NPqFyRa5fvz5wrNZlnlM8Tura/N2itOP8HZUsBy0Q9mGVgzKZrhX4vz6o+Xi48A5geuMdQGOMMcaYDCPldgCNMcYYk/p4BzC98Q6gMcYYY0yG4R1AY4wxxjQZ7wCmNyl3A7h58+aEuJVF2IAWgSeDBdMquITFxUq0zkEALCQGwolLuYwSZnOQShSBPycuBsKif+6neuk4C5BVcAmLwlU9DNtPtTdKQlzuA9tGiaPZxhygAIQDBVjgrcaWxeZRXiCvrs3nqWsx3D7VbxagqyAQtjmfowJbVMABwzbnuaISTPPYqvFX84Vhe3LQggoKYD9XwTocIMHrkbILr0+VlZWhMrzWqLnBQUhszx49eoTO4WupwAZO6qzmMvswH6vk5lGCNXid4+A3FXjH7eM5CEQL6HjrrbcavbaaT7w2Kl+MMncZ9kcVMMPzXQWKGPNp8SNgY4wxxpgMI+V2AI0xxhiT+vgRcHrjHUBjjDHGmAwj5XYAc3NzE7qKKDoSpcFg/UQU7R5/prRQyV5mDgBdunQJHLMmUGlujjnmmMCxSs7K2iKlWWLNV2FhYeCYE68CYS2M0gBym6NoC7l9SrPE9lQ6HP6M9UjNfeE9a5bYR1SyW064GiUROPsrENaOcZ+U9pX9kTWMQFj7pjRq3G+2lUqAzX6ubMP+yXNQ2YHhMQDC/YyS3Jp1bipRLn+mEoqzDydLOA2Ex4CPgbAtlJaUr9W7d+/AMetygWiJoFkfpzTV3B4ef9VeXj83b94cKsNrC/dR2Wrjxo2BY7WGcR+UHyVL4s9zEAj3W/kew2OgbMXzUvknr8tKtx5vj1qHDhfeAUxvvANojDHGGJNhpNwOoDHGGGNSH+8ApjfeATTGGGOMyTC8A2iMMcaYJuMdwPQm5W4Ad+3alRAUK3Eri7VVgkwWzHOC1BNOOCF0DguSlRCfr62CSVh4rUTADIuLlRCfhcIqsKFz586BYxaxqwSpLEhX9mSxuwp+YbgeFTjA/VRiaO4DBwapYBi2jRKFs+ibfY0DC4CwAF3ZM0pQBQvkOXBIBeKwD6sADxaOK7g93F4VOMD+qfrN84UX7CjJmHkOAuE5pvpYXV0d+qwhqr2cmJqDtdS1ogQOsA+rsWR/VP3m4CcODFMBctw+Xg/UtdU6wu3hPqkgNW6vsjmfx7739ttvh87hAA8VeLN169bQZwwnr46SqH7btm2BYzVObJsoayX3SX3XcCATB1U1rPuzDAIx6U3K3QAaY4wxJvXxDmB6Yw2gMcYYY0yG4R1AY4wxxjQZ7wCmNyl3A9i2bduE7kclBmZ9n0qQyXoP1qMo/RQ7mNLucRmlR+K6Wd+hEq9yPaoM16teyM5lWB+nEjbzOSrZKSeqZm2M0vuwXrKoqChUhnUuStfEuhvWLCn9C9tPjTf7EfdB6Yq4T0o/FUWzxPWwlky1Nz8/P3Cs5gajfJg1S6yxU5pF7qfSavI4RNGaceJf1kIC4YTHUZK4sz3VGsE6TPUFw2PJulbVFpVAnuF5qcaJNV/cPuUjbHOl5+RE4Kq9rFvkepSukf1c6TK5fZwIXrU3mcYOCK+Fqh7WFxYXFweOlX9yP9X6yWPHPqPWU65XaZR5PimbK722MU3Bj4CNMcYYYzKMlNsBNMYYY0zq40fA6Y13AI0xxhhjMgzvABpjjDGmyXgHML1JuRvA1q1bJ8TVShzNn7E4HgiLi1lIrBKksgiYE8UCYbGuEvgyStjOJEu8CoQF5yopKQuQOQmpChxgcbESl3OSXA4UUMJsbq8S4nPghaqHhc5cJkoS3SiCebZDlGAIVYbbo8Tb/BkLvlVgC4v1owQbKDE8133ssccGjjkxOBC2nwp+4HrZF9U5HATE8xYIjz8HMQBhP+JxUl8evI6oMuxHfG3l0xwowAFTQDhoQY0lry1Rxp8DR5R/su+pgDO2BdtTXTtKAAonUud61PrEAT0qQTv7jUrQzUFo7I/Kr7g9ai5zHziwScE237hxY6gMJ6ZWyaLj9fjmyDSXlLsBNMYYY0zq4x3A9MYaQGOMMcaYDMM7gMYYY4xpMt4BTG9S7gZw+/btCX2G0m6xzkW9xJ31KP379w8cK20MO5jShLAeSWlWuG7Wp0RJHqvax58p7RsnlI6i3eJ+q4nGSZGTJbsGgC1btgSOlRaSbaNeMs/6LtZYRUmarfyItYR8HaVhYt9TmkVG2Ya1RHxtpYVjHZZ6yTyPv/IRvhbrspRmjTWzapx4LvC4RNG5Kf/ctGlT4FjZkzVfPC5KE8Y6W2UrhueG0mpygmkFtyeK9o2TpKtz2GeVRjlKH1gfybpQ5Z+85kbR/HIfVXJ7XnNZN6pQ8zKZLlglgu7Zs2fgWOlj2R95rVRJ8nktV2sYrxFqLONtVmNoTBRS7gbQGGOMMamPdwDTG2sAjTHGGGMyDO8AGmOMMaZZeHcufUm5G8D27dsntEBKP8EaJc6XBIT1HKzLUfmcouTm4vOUbog/43oby+cUJ0q/1aTjHFSse+GX0Kt6VPtYm8X6GaUbY42a0tjk5eUFjpUWhseBdTjqnChaONYksmaJ6wDC2ielw4uiJWM/YvsqfRdrwCorK0NleFyUjyTTx6m5UVFREThW+ki+Fvuaym3J11a+xxpApXfi85LlJASA448/PnCsdI1szyi5Ilk/FyX3ptKW8brGc0zN5W7dugWO1ZxjH1Y2Zx+Jku+UNdNqDWP9Hs8fpS1U7WOi5Jxkm/MxaxiBsJ+rvLSsQedxU/pjXmsKCwtDZaLkho2Pk7qGMVFIuRtAY4wxxqQ+1gCmN5/6BrC2thbz58/Hiy++iPXr1+Pjjz9Gly5dcPrpp6OkpARnnXVWS7TTGGOMMca0EM0OAqmqqsK4cePQrVs33Hbbbdi1axdOO+00nHvuuejRowf++c9/4vzzz0ffvn3x6KOPtmSbjTHGGGPMp6DZO4CnnnoqvvnNb2LFihXo16+fLLN792488cQTmDFjBiorKzF58uRmN9QYY4wxqYMfAac3zb4B/Ne//iWT+zYkNzcXl19+OS6//PJQgsyDsW3btoTYlpOAAmFhrnIMJehtiEoUykJidW0WDiuBMreH26teFs52VEJ3/kwFILAYOFmyYyAsLo7yUnS2VZT2KpE9i8ujBIFEEXzztVVADwvSebzVOVESIjPKR5IlIVY+zbZSSXM3bNgQOFbjwvOQy6iAHvbhKIFCHOChAiY4kIGTUgNh38vPzw+ViZL4m4kS2MJzlcdJrSNsB9VvDgJQZXi8OaBDBSTwOSoAhQNOovSB61EBCVyvah+vy+wjam1km6s1jH1Y+T3bmJO6q+8nHifVJ7YVzx/1PcIBXdXV1aEy7OcqAXbXrl0BHOjvxo0bQ3/PZBYtWoS77roLq1atQlVVFebPn4+LL74YwIG1/Sc/+Qn+/ve/47333kNeXh7OO+88/PznP0dRUVGijrq6OkyePBl//OMfsXv3bpx77rn41a9+hR49eiTK1NTUYPz48fjrX/8KABg5ciRmzZoVWJ8rKipw3XXX4bnnnkNubi5Gjx6N6dOnB+bD6tWr8d3vfhcrVqxAx44dcc011+Cmm26Sc60lafYj4GQ3f5+2vDHGGGNSl/gO4OH41xR27dqFU089Fffee2/obx9//DFefvll3HTTTXj55Zfx+OOPY+3atRg5cmSg3IQJEzB//nzMmzcPixcvxs6dOzFixIjAD4zRo0ejvLwcCxYswIIFC1BeXo7S0tLE3/ft24fhw4dj165dWLx4MebNm4fHHnsMkyZNSpTZvn07zj//fBQVFWHlypWYNWsWpk+fjhkzZjSpz82hxaKAN23ahP/93//Fli1bQr/Ax48f31KXMcYYY4w5KMOGDcOwYcPk3/Ly8rBw4cLAZ7NmzcKXvvQlVFRUoGfPnqitrcVDDz2ERx55BOeddx4AYM6cOSguLsYzzzyDkpISvPHGG1iwYAGWLVuGgQMHAgAefPBBDBo0CG+99Rb69OmDsrIyvP7666isrEzsLt59990YO3Yspk6dig4dOmDu3LnYs2cPZs+ejZycHPTr1w9r167FjBkzMHHixEO6C9giN4C/+93v8J3vfAfZ2dno1KlToMFZWVm+ATTGGGM+ZxxuDSBLDXJycmTO1qZSW1uLrKysxKPbVatWob6+HkOHDk2UKSoqQr9+/bBkyRKUlJRg6dKlyMvLS9z8AcCZZ56JvLw8LFmyBH369MHSpUvRr1+/wKPlkpIS1NXVYdWqVRgyZAiWLl2KwYMHB/pRUlKCG264AevXr0fv3r0/df8ORovcAN588824+eabccMNN0idRFPIz89P6CqUloc/U9od1iixLkPpPVjfxRoRIKy7U8lYCwoKQp81RLU3SjJe7pN6wT23jzVBSi/HGhtOzgwkf4m70svxtdUiwZ+picz1sGZJ+RvLDZRuiLWE3AfVJ076qsaadUNKL8eaKr6W6hPbSiXn5X6qpNTcHk60rOD2Km0Z95vnD/8diPYSe9ZuqeTGTJT2cj1Kf8bjwrpLpZ/jcVJzmfutfITXCTXfmSj6vihJ0tnmXEZpFnmXQvWbx4HXGqU/5nrVbgiPk9JHJ0s6rnyE52EU3SUnglZJvvn7SOl52ebq2nENciYlgi4uLg4c33LLLZgyZcqnqnPPnj340Y9+hNGjRyd8p7q6GtnZ2SEtZkFBQUKzWV1dndBhNqRr166BMvw9kZ+fj+zs7ECZY445JnSd+N9S/gbw448/xje+8Y1PffNnjDHGmPTgcO8AVlZWBm7wP+3uX319Pb7xjW9g//79+NWvfhWpHfyE81CUifc3ZYNAGnLVVVfhT3/6U0tUZYwxxhgTokOHDoF/n+YGsL6+HqNGjcK6deuwcOHCwI1lYWEh9u7dG3pysWXLlsTuXGFhoYzO3rp1a6AMR3nX1NSgvr6+0TJbtmwBkPyJ4qelRXYAb7/9dowYMQILFixA//79Q4+iDkc0izHGGGMOH+maBzB+8/f222/jn//8Zyg1z4ABA9CmTRssXLgQo0aNAnAgTdWaNWtw5513AgAGDRqE2tparFixAl/60pcAAMuXL0dtbW3iDWiDBg3C1KlTUVVVlXhXd1lZGXJycjBgwIBEmRtvvBF79+5NpIYpKytDUVFR6NFwS9MiN4DTpk3D008/jT59+gBA0u1PY4wxxphDwc6dO/HOO+8kjtetW4fy8nJ07NgRRUVFuPTSS/Hyyy/jySefxL59+xI7cB07dkR2djby8vJw1VVXYdKkSejUqRM6duyIyZMno3///omo4JNOOgkXXHABxo0bh1//+tcAgKuvvhojRoxI3AsNHToUffv2RWlpKe666y5s27YNkydPxrhx4xI7jqNHj8att96KsWPH4sYbb8Tbb7+NadOm4eabbz7k908tcgM4Y8YM/Pa3v8XYsWM/dV3bt29PaAlVQEL8LjqOSh7LwRksWu7fv3/oHBYSK4E6C5uVcJzbw2J4JdjlXzcqkfXmzZsDx927dw+V4cTELIZWwRDcHpXcmIMqWKCuBNRKKM7w9rqyeTLxuxLhcpCP6jeLwDlARonjGTU52VYq4IiF4/wYI0pgkwocYNH/Rx99FCrDwS/cTxUoxOJ8FSDVvn37Rq+jxjFKsAbPORVMwvOQ61HBWizuVuPNgWFsTxWQwjsJlZWVoTIs+o8/7mkIBxPweKs1gueuGieeY9xHILwe8bWVPVmcrxKK81rDayX7EBAeWzX+PL/VuLAfqX4z3E8VGMZ+xI/y1DixfdUawfNHzY34+EYJpjpUpOoO4EsvvYQhQ4YkjidOnAgAGDNmDKZMmZJI3HzaaacFzvvnP/+Jc845BwAwc+ZMtG7dGqNGjUokgp49e3ZgjZw7dy7Gjx+fiBYeOXJkIPdgq1at8NRTT+Haa6/F2WefHUgEHSeelua6667DGWecgfz8fEycODHR5kNJi9wA5uTk4Oyzz26Jqowxxhhjms0555zT6E1jlBvKtm3bYtasWZg1a9ZBy3Ts2BFz5sxptJ6ePXviySefbLRM//79sWjRoqRtamlaJAjk+9//fqNGMsYYY4wxqUOL7ACuWLECzz33HJ588kmcfPLJoS35xx9/vCUuY4wxxpgUIVUfAZtotMgN4NFHH41LLrmkJapCVlZWQlulEnqytoS1MgDw3nvvBY5Zn6L0SCeddFLgWCUybSgqBRB4KXQc1qxwbkSly2G9hypz7LHHBo6jJALmPqhJxO1TOhzWlildC8O6FJXklbVuSofFfWLbKJ0ba5aUPdkHuI/qHNb8qT7xy9+V1og1P6wtUjq8KMleeb4obRHXzRompd1iPaeyOY9lFB9hvZwafx4n5Z+s+eKx4z4qlL6LNWCsPyssLAyds3HjxsCxSlPB81LpOVlLxmWUzo2vxeuKOk/pWHnsoiQl5n6r5Ma8ZvFaqXTDnEhZtZd9T7WP02lwUncF21z5J68BUbSFPC5qvie7TsP2ZFIiaNOytNir4IwxxhiTOXgHML3xqzuMMcYYYzKMFrkBfP/991FaWoqioiK0bt0arVq1CvwzxhhjzOeL+A7g4fhnWp4WeQQ8duxYVFRU4KabbkK3bt2c/NkYY4wxJoVpkRvAxYsX48UXXwwlVWwOHTt2TCS9VEJdFuaqYIiePXsGjlnMrQTq/E4/Jebl3UwVgMICeW6fErEnS6ILhG2hxOVsGw4CUP1mcbRKBJ1MrK+SlHIQiErGzGWUcJxF6xyswUEXQLTgF66H+6hE12xzlQicx04FF/APJBatqyAlHjv1Dkr2NRXIwuPL11ZjyWOggrO4HravGgNuiwqGYL9R7eP5zdeOghpL7jcHk6jrcMCZKsN9UvOS/YjnikoWzqg1gutR8ydZ8nUVIMfjEiVhNx+r4CL2K9VvXsPUnOPz2DaqTxwQpZLO81rIc1AFaHCflN8zqkx8vdy3b18oCOdwYQ1getMij4CLi4s9QMYYY4wxaUKL3ADec889+NGPfoT169e3RHXGGGOMSXGsAUxvWuQR8GWXXYaPP/4Yxx13HI488sjQIw6VW8wYY4wxxnw2tMgN4D333NMS1QA4oHWLaySUxo61MUrDwhol1vJ06dIldA7r+5QOjzUrnKwVCOvYWLuhfsnwZ0rnxBoV9UJ2bl+UF6CzJkjpu1QC1Kb8HYimWVT95j6xlkeNE2tslJaU+8m6J5Xkm3V3UZJQqxe1cz+5D0qPxj+iVHJj1tQpbRnPKe6DitrPy8sLHHNyXiDcJ7aD8lfWWSoNaJQk1JwknRPBK/0pzw3l92wLHgN1Dtcb5doqcTHrRLkeVS+vc0o3xtdSmt9k2lyVhJrnS1VVVaiM0ms3ROnlWM93wgknhMrwkye1znHdURJBR9EJsl/z91GUPkXRVKp6tmzZctC/HS6sAUxvWuQGcMyYMS1RjTHGGGOMOQw0+wZw165dMsqwpcobY4wxJnXxDmB60+wgkOOPPx7Tpk3D5s2bD1omFoth4cKFGDZsGH75y18291LGGGOMMaYFafYO4PPPP4+f/OQnuPXWW3HaaafhjDPOQFFREdq2bYuamhq8/vrrWLp0Kdq0aYMbbrgBV199daR6CwoKEvoHpbHjvFpKP8EaJdbqrFu3LnROUVFRo+colPaC28M6LKXvYl2bymPFOjulc2E9CuvEVA5CtrF6ITv/+uL2Kq1ZFE0la41UPawbYj2SyrPGOie188waG9Y1qbxa7CNKC8d9UP3mNrOeS+UgZL9S9bLPVlZWhsqwPaPkIOP2Kh9h+7F9ld/zZ1HyNaocdez3bE+1RvC1lK6Nx5f1k2r82e9Vn3j+dOvWLVSGbcw+oXSDnP9UBd+pNYDhNrPuUmk1eb4oPS+vl9xHpT/lsWV9JxCec0pryD7AWr0oWmIF5wbksVV24DFQaw3PS7U2xssonbExUWj2DWCfPn3wpz/9CRs3bsSf/vQnLFq0CEuWLMHu3bvRuXNnnH766XjwwQdx4YUXRppIxhhjjEkf/Ag4vfnUQSA9evTAD37wA/zgBz9oifYYY4wxxphDTItEARtjjDEms/AOYHrjZ7PGGGOMMRlGyu0A7ty5MyEG5pd8A2HBbJQkmCw2VyJ2DhRQiWs5qEIlY+V6OKGrqpfbo4TuLApWwvZkfVDBJdynKKJ1LqME1JxEVQnHeVyUqJ7r4cS1nKRYtVcFOrAInPukxoBfcK/Gn+tV9bBIPVnSXyBaYEs8MWwcFXjB1+bAEZWwmwXoUZIbs6BftZf9MUpQDQc6AGEbs6+pucKBDSroiz9jP1d+xaJ/dW32EZWUmNc+DlLh4ANVj1obeRxUYm32x2SJyxUq+EGtuw3ZunVr6DMV/MBwP1W/kwUGqT5xH1SQSjJbqfWegzbU3OCgP/VShPhcdiJo01y8A2iMMcYYk2Gk3A6gMcYYY9ID786lLy2yA7hgwQIsXrw4cXzffffhtNNOw+jRo0OPzYwxxhhjzGdLi+wAXn/99bjjjjsAAKtXr8akSZMwceJEPPfcc5g4cSJ+97vfRa6rTZs2Ca2F0gTxS8eVfoZ1F6wTU1oOvlZxcXHStiqNFd/wsh5JaaxYh6N0bayXUno+1thESZrMfVAvh2d7cR9U4lVOdqqSG7OuSSXjZZ0V66eUxoY1NepHCGtsuE/KVtwWpRuqqKgIHCttGSfxZj1SFC2U6jf7jRoXbg/3s7CwMHQOzzGlAWQdErePtVLqHEWUxLrcb/YjZasomlq2OdertFvKhxnWgCmtc7Lk1mptZL+KoudVfWAfYX9Ua1iUxO/sA3ysNJXsI1F010rXyBq6ZInL1bWVhpHXS+6D8ntew1R7eQyUljhuC3WNw4U1gOlNi9wArlu3Dn379gUAPPbYYxgxYgSmTZuGl19+GRdeeGFLXMIYY4wxxrQQLfIIODs7O7Hb8Mwzz2Do0KEADvzqUr9UjTHGGJPexHcAD8c/0/K0yA7gv//7v2PixIk4++yzsWLFCjz66KMAgLVr14Ye2RpjjDHGmM+WFtkBvPfee9G6dWv8+c9/xv3334/u3bsDAP7xj3/gggsuaIlLGGOMMcaYFqJFdgB79uyJJ598MvT5zJkzm1zXRx99lEh6y8lvgbA4moMNAKBLly6BYxa6K0HtcccdFzhWQnwODNmwYUOoTKdOnQLHLApmETYQLdFqFME0i/45wEMFNvBnyuYssk6WGBoIC91VMASPpSrDwRosAlcC6GRBQEBYyM6i8KKiotA5HMiiBPRcrxKXv//++6HPGsK2A8JjqcaJz1NzY9u2bYFj9jX+OxC2uRLic0Jxto2aK6oPjOoDw+PCPs3BEUC0ZMYcBHLMMccEjtetW5e0DhUoFiXgiAMQ2IfVnGO5jQqy4X6rMeC1hcdABdUwyofZnmybTZs2hc7hxN8qSI39kYMsgHCgBfdJBe9woJ0K1mBb8dg2x8+A8Hirfsev9Vk+HnUQSHrT7BvA7du3J76wk+n81Be7McYYY4z5bGj2DWB+fj6qqqrQtWtXHH300XInJhaLISsrS/4aNMYYY0z64h3A9KbZN4DPPfdcIrfSc88995nmIjLGGGOMMdFp9g3g4MGDE/8/55xzWqItAA4keo7rpqIkBlZlkiX5VJogfoytHluzxo51T0BYzxElgTNrddSL3vkXkOo3a19YP6eS3XKyaKUbYp1QMi0PEO6n+oHAZZRehseB9V5KC8n6M2Vz/ixZMmEgnAhW9Zt9ROn9uJ4oyY65XpXkmcf7YLvyDWEtlNJP8dxQv8b5M9bZsi5XoRJ2R9GscRkeW5UsnsdO+QiPQ1VVVeBYaUD5aYeql22j5hyvLVxGJVbnJN7Kj9gWSmPJ9uTxV5o1Rs1LZYuGqDWXbcUJnYFwe3keKNhfVXsZ9SSLbczrRhQdpkowzf1WNo/PBWsATXNpkSjgm266SU6O2tpaXH755S1xCWOMMcYY00K0yA3g73//e5x99tl49913E589//zz6N+/P9avX98SlzDGGGNMCuFE0OlNi9wAvvbaazjmmGNw2mmn4cEHH8T111+PoUOHYuzYsVi8eHFLXMIYY4wxxrQQLZIHMC8vD/PmzcOPf/xjXHPNNWjdujX+8Y9/4Nxzz21yXbt27Uq8WDxKfiyl3WCdEGuslI6IdSPq2vH3HTcGa4tYP6M0Vqz3UVo4zi+l+sC6Edb3sN4PCOfQUjm+2Ob84vcoOhdVJsqvuurq6sBxt27dAsdK58afqfxdbAvW1ClJA5dR+fD42krfw7ZgHZHyEfYrpe/iNisfZi0Rj6XKU8nnKH0k95u1Wkrfx9dS2tdkel4F25dzcwJhW6l+s9/wHFQ6TPYrpXtjLa6qh30giu+pzxiel2osuZ+8jqg+cXvVfOe5zMRfINAQzkup1ifWDiq9HNuGx1vpOXn+KN9LlmtV2Yq/s5Q2O4r2NX7eZ5llwxrA9KZFdgABYNasWZg5cyYuv/xyHHvssRg/fjxeffXVlqreGGOMMca0EC1yAzhs2DDceuut+P3vf4+5c+filVdewVe+8hWceeaZuPPOO1viEsYYY4xJIawBTG9a5Abwk08+wWuvvYZLL70UwIFt8fvvvx9//vOfm/U6OGOMMcYYc+hoEQ3gwoUL5efDhw/H6tWrW+ISxhhjjEkhrAFMb1rkBrAxVNLlxsjNzU2IbdWgs+BVvUCcBehKXM6wWJ+DDRQqAIET/xYUFASOVYAHB4pwQlcg/DJwJXTmYBIWeCtBMgvklRieA2RYxMyBBEDYNhygoupRQQtchsXwKsiCy6j2cVACC99V4mLugxLQM0o4nixpskpczKJ6lYScBfMqUfXWrVsbbYt6rzfbRgUbqHFoiErOy4ED6oX33AcV0JMskXaUwCYlxGdb8Fqm1jbVPoavpfyefYvLqOA3PkeNZZQ3NvEay+Ov6uA+Kb/nYJIowVo8T1VAD4+/8jWez2xPdQ4H9CgfSRakpOYFf0dECd5pLPm2X7VqmkuL3ADu27cPM2fOxP/8z/+goqIidJPDX0zGGGOMMeazo0U0gLfeeitmzJiBUaNGoba2FhMnTsQll1yCI444AlOmTGmJSxhjjDEmhXAQSHrTIjeAc+fOxYMPPojJkyejdevWuPzyy/H//X//H26++WYsW7asJS5hjDHGGGNaiBZ5BFxdXY3+/fsDOKB5iL+ofMSIEbjpppuaVNf+/ftlEtE4rMNQmhDWx7AuY/PmzaFzWCPCL34HwpofpcNivQxrRJQekZN8Kr0cl1Hako0bNwaOWcOitHBsT/VyeNbqsMZOac1YY6N0LjxOSn/IbU42tkBYW6Y0dWybKEmUeWyVtIH1p0o3xL9mOZGtSkrLPqv0nGwrpX1je/F4K60RX1v58JYtWwLH3Cc1V9jGyqfZ96JowHgslRaO+52Xlxcqw31gXfC6detC5/A8VQl8uZ/KnqyH47YozVqUZPFREkqzj/AYKO0r+41qn2pPQ9Q6wjZXSbPZNgq2J7dX6Rq5n6oM24rnu1rL2YdVkvQousBUwEEg6U2L7AD26NEjccN0/PHHo6ysDACwcuXK0KJkjDHGGGM+W1rkBvCrX/0qnn32WQDA97//fdx000044YQT8M1vfhNXXnllS1zCGGOMMSmENYDpTYs8Av75z3+e+P+ll16K4uJi/O///i+OP/54jBw5siUuYYwxxhhjWohDkgdw4MCBGDhw4KGo2hhjjDEpgDWA6c0hTwTdVBqKaFWCSxa2q4TNLPpnoW737t1D57CDKREui5SVwJ/F7ix0V+J9FoUrsTEHFyhhOweycDCBCq7hz1QZrodtoyYn25zbD4RF6wq+Fgv+VaADC/pVoAj3k8dA9YkTFavABrYVJ31VdbNQXAVi8NhWVFSEyrDIXonj2V4c7KQChbhPyuYcnBNFQM+BGGq+s61UGR5LvpYKbOIgBSXE53F49dVXA8dFRUWhczhIQQUt8LqhbM5+zmOrfJr9SCWL5npUGR5ftqdqL+d+jZIkm4O1oiSLV2uu6gPD/sjnqAAVvpZau3ke8veRWuP4O0F9h/G1NmzYECoTD2RrLGjSmMZIuRtAY4wxxqQ+3gFMb1okCMQYY4wxxqQPvgE0xhhjTJNJ1SjgRYsW4aKLLkJRURGysrLwxBNPBP7++OOPo6SkBJ07d0ZWVhbKy8tDddTV1eF73/seOnfujHbt2mHkyJGhXLs1NTUoLS1FXl4e8vLyUFpaGpI6VFRU4KKLLkK7du3QuXNnjB8/PiSZWL16NQYPHozc3Fx0794dt91222HZ9WyRR8Bjx47FlVdeia985Sufuq49e/YkNCbKAIWFhUnrYI0f67CUPoV1LUrfxbohpWtjPQbrj1SyU9ajKD0S18P6GSCs1WGdoDqHtSYqCTE7K2ujlGaN61H6mSjaIoZ1OUpbxhobTvoMhPVIXK+yFeuuVL/ZR5Q9WdfImlWlhYryknmVoJdhP2L7Kc3Su+++GzhWfs8+wvUqnVKUBY7nqpobyeaPSurN7T3mmGOSlmGdWDzhfWMozSLXo/TGrAGMolHmejk5NxDWx6r28Vzgc1QiffZHlUif1z62r9JLRkmszeOrdILJ1jA153jdUP564oknNtoWtfbwtZSes7KyMnDco0ePUJk4agwznV27duHUU0/Ft771LXzta1+Tfz/77LPx9a9/HePGjZN1TJgwAX/7298wb948dOrUCZMmTcKIESOwatWqxHfV6NGjsXHjRixYsAAAcPXVV6O0tBR/+9vfABwYm+HDh6NLly5YvHgxPvzwQ4wZMwaxWAyzZs0CcOB7+vzzz8eQIUOwcuVKrF27FmPHjkW7du0wadKkQ2GeBC1yA7hjxw4MHToUxcXF+Na3voUxY8bIQAtjjDHGmEPJsGHDMGzYsIP+vbS0FACwfv16+ffa2lo89NBDeOSRR3DeeecBAObMmYPi4mI888wzKCkpwRtvvIEFCxZg2bJliawnDz74IAYNGoS33noLffr0QVlZGV5//XVUVlYmgsbuvvtujB07FlOnTkWHDh0wd+5c7NmzB7Nnz0ZOTg769euHtWvXYsaMGZg4caLc5GgpWuQR8GOPPYZNmzbhu9/9Lv70pz/hmGOOwbBhw/DnP/9Z7vwYY4wxJr053I+At2/fHvinXh/aEqxatQr19fUYOnRo4rOioiL069cPS5YsAQAsXboUeXl5gZR3Z555JvLy8gJl+vXrF8gYUFJSgrq6OqxatSpRZvDgwYGnLyUlJdi8efNBb1BbihbTAHbq1Anf//738corr2DFihU4/vjjUVpaiqKiIvzgBz/A22+/3VKXMsYYY0yGUVxcnNDb5eXl4fbbbz8k16murkZ2dnZIClZQUIDq6upEGfUe765duwbKFBQUBP6en5+P7OzsRsvEj+NlDhUtngamqqoKZWVlKCsrQ6tWrXDhhRfiX//6F/r27Ys777wTP/jBD1r6ksYYY4w5zBzuNDCVlZWB/KZRcsm2dDsaPpJVj2dboky8v4fy8S/QQjeA9fX1+Otf/4rf/e53KCsrwymnnIIf/OAH+K//+q+E6HzevHn47//+76Q3gA0FrcXFxaG/c+JNleQ1WSJolTiUHYlFw0BYDK1Ey/yLgYMCVKADn6MCRbgeJWxnZ2FhthIbs6haPbJnW7DoWLWFbay26jlAQgm8WezOtlHncICH6jcLxbletahxMuYoSX5VEAiPJQdIqEAnDmxQ7UuW3BoAtm3bFjjmgA5Odq3aw+0Hwr7H9lRzLlmyYyA8lsqPuG7ut7ID18t2AcJzlQNSVJJvnsss5gfCQQAqsIX9hgO6lK044EAFNrAtVOAQ72rwtVVAAgfE8Fqp6uF5qQKvOJm5CvDgsVS24c94zYoSiKPGiX2E61F+z33g9gNh+6k1Nk4mJYLu0KGDTHDf0hQWFmLv3r2oqakJzOktW7bgrLPOSpRRa8DWrVsTO3iFhYVYvnx54O81NTWor68PlOGdvngAF+8MtjQt8gi4W7duGDduHHr16oUVK1bgpZdewne+853AzVlJSYmMiDLGGGNMepJqKWBaggEDBqBNmzZYuHBh4rOqqiqsWbMmcQM4aNAg1NbWYsWKFYkyy5cvR21tbaDMmjVrAlHxZWVlyMnJwYABAxJlFi1aFNhoKSsrQ1FRkcxO0JK0yA7gzJkz8fWvf73RV/Lk5+dj3bp1LXE5Y4wxxhjJzp078c477ySO161bh/LycnTs2BE9e/bEtm3bUFFRkUhp9NZbbwE4sBtXWFiIvLw8XHXVVZg0aRI6deqEjh07YvLkyejfv38iKvikk07CBRdcgHHjxuHXv/41gANpYEaMGIE+ffoAAIYOHYq+ffuitLQUd911F7Zt24bJkydj3LhxiZ3M0aNH49Zbb8XYsWNx44034u2338a0adNw8803H/JHwC2yA1haWhrpfYzGGGOM+XyQqomgX3rpJZx++uk4/fTTAQATJ07E6aefjptvvhkA8Ne//hWnn346hg8fDgD4xje+gdNPPx0PPPBAoo6ZM2fi4osvxqhRo3D22WfjyCOPxN/+9rfAY/+5c+eif//+GDp0KIYOHYpTTjkFjzzySOLvrVq1wlNPPYW2bdvi7LPPxqhRo3DxxRdj+vTpiTJ5eXlYuHAhNm7ciDPOOAPXXnstJk6ciIkTJzZ9QJpIVixFXrK3fft25OXl4YwzzkhoQ5TWKIqej7UvUYSi/GJ39aJ31m6ohLj8WZT2RknGy2WU/oy1O6zVU7qcrVu3Bo6VvoJdhO2g2sv9jKJzUdqdTZs2BY5ZhxUlDYDSNbKtOGmu0gSxRknpRHmcoiQu5n6rPrF+Stmcx1JpwFiTxn6kfnHyZ0qHxbbhayutLtsvyliqPrEfsY5RaQBZu6N0VPwZ6wRVvY1pteLwfDqYSLyxY7WO8Bi88cYboTLHHXdc4FjZk3VtO3bsaPTvQLTk8KwTZPuqecqaSuUjUXTWPXv2DByz5krVy3NMrU88F7jf6uuV642iY29MQ7t//3689957qK2tPSz6OOD/vq+vvvpqOdYtzd69e/Gb3/zmsPYxE2jxKGBjjDHGfP453FHApmXxu4CNMcYYYzIM7wAaY4wxpsl4BzC9SbkbwD179iQ0HCoHDuetYn0KENZqsDZGaQtZu6PygrFWQ+kyWMfC9Sq9T6dOnQLHKm8da7XUu5ZZJ8Y6N9XvKBOLNTWswVAvI2d9j9K5sK2UbViLydqYbt26hc5hfVcUrRYfK30fa5jUtTn/ndI+8viy/ZSmhsdAjSX7udKjcX65ZPo5IDxOyj+ZKDn+uA/KF5XfMNweHm91bfYrtY4wXE8Uv1J9Yt2dGieum31E9Ynnxsknnxwqw+Oi5i63h89R6x5r9ZTfcz2cFkzpMLl9UfRfau7yes59UHbgeajqTTbnVOqzV199NXCsxonXwsa046rtxkTBj4CNMcYYYzKMlNsBNMYYY0zq40fA6Y13AI0xxhhjMgzvABpjjDGmyXgHML1JuRvANm3aJATvSgzPQmGVEJmDKli8r0TsSuDLsDA3imiZxdoqeTS3J0riau4TEBZIs+ha2YqvrUTWyYTtHHwChPvJSYqBaEEqyRIVq3q532q8WbzNCaaVrdgOKskzn8dBF0A4CIDbx4FOCjU3ogQKsJicgx9UQEKUBNj8WRSRPZdRfsT1qmTmyQJ6VCAJ91slROYgtCgJbzlgRiU35vWJA4eAcEAHJyZXQSs8d9UawfaLknyb57LyKw764KAQIOzX3D5lB55PagzYj1TgBV+b1xqV+J3bo9YErifKOZyMW617XI9a5+LjoL6HjIlCyt0AGmOMMSb18Q5gemMNoDHGGGNMhuEdQGOMMcY0Ge8ApjcpdwO4ffv2hAZQ6Sf45dtK78F6Dtb3qAS+nHiV9WlAWFukNCusN2Ktjkowzbo2fnE5EO53lJeMs/2iJNXll6QDYY0Nt0UlxOWEwqq9rPlqToJhpVnk9iqNDPeTbac0a6znUv7J4620RayhYv2UqjdKcmPWJCr92XvvvRf6rCGq33wtVUZp6BqifIS1T8o/2Y9UQlweO7a5mnNcj0qszr7GybgVvLZs3LgxVIb7qbSkXE9lZWXgWNmT+63syUnSi4uLQ2VYf5gs0TYQ7ifXAQBdunQJHLMuL0pibTWXWR+nXiDAfWBtrkqAzvXyugeEvwPYr6L43pYtW0Jl2BZKFx6v2zdHprmk3A2gMcYYY1If7wCmN9YAGmOMMcZkGN4BNMYYY0yT8Q5geuMdQGOMMcaYDCPldgCPOOKIhOhciZhVolqGxdAsulXieBYkq6S0LMxVyTlZKM5tUUJnTnarEoOy+FklC+Z+ccJZBderAjE4+SoL/lV7WTCt2svBBOpXnqq7IWoMWJDOQTZAuE9KiN8cuJ9KvJ0sYEKNwdtvvx04VoEYbD/layxaj5IQlwXyKviJA0XYr1TyaL6WCmxhWyjb8JrAgUFqvvMYqITI7MO8jihbse+pgAS2DSchV/Vw0IKyFX+mbMV9UOspB8Dx2Klz+vTpEzhW83bTpk2BY54b6hxOXK2CgKIkced1ma+l1h72oyiJ6hk1TpxYXSWL589UUu/4+r5///5QINnhwjuA6Y13AI0xxhhjMgzfABpjjDHGZBgp9wjYGGOMMamPHwGnNyl3A5iXl5fQrkTRsChtGevCioqKAscq8WaPHj0Cx0pjxToxpd1h3RBri5QmhLWOKolqlKSprNXh9iodFutRlNaEr8VlVDJm1qSoBK6sLVOaKh4Htt/mzZtD57DfqDKsAeRjpalhvQ/rk4Bo48Rl2H6cTBoIL4AqKTH3m5P+AuF+ciJ1pX1lPZLSAPKcY79SOkwe2yjaLbUmsD+y5k/Ziu3A7QXC48DXyc/PD53D9mTdGxBOiKz0p1yGE0Er3Rj3QWn1uIzSPqp5mAz2aeUj3CdeE9QawfWq8Y9iT+4nj536TmA/Unpe/j5inaDSn7JfqQTT7GsqoXR8LJXdjIlCyt0AGmOMMSb18Q5gemMNoDHGGGNMhuEdQGOMMcY0Ge8ApjcpdwPYtm3bhM5DaeE4r5bKFcjaIs75pbR7rC1RWijOq6d0GUq/1ZDq6urQZ6xPUXok1r4p3QjbguuJkrdMabVYh8NtUePEZZQuh22uJjm3R2l1GNb8KR0O682iaEu5vapMlPxirAusqqoKHCudKJ+jcgmyzyptJvsa68SU37PfKK0et4/1nazTAoCKioomtzfKuLDPKC0ca+hUPkkeB86Pp/ye5yBrAtW1lG24jNK+MVH0cjyWSj/G8yVKflG2sfJPLsNzjrXaQFi3rLTZPA7KnuzXUepN1hYg7J987SjzSemEeZ1TcyP+/eObI9NcUu4G0BhjjDGpj3cA0xtrAI0xxhhjMgzvABpjjDGmyXgHML3xDqAxxhhjTIaRcjuAu3fvblTwzEEWqiwLvFngq4IhOHCAE8UC4aCPjh07NvnaSnTN12JxPBDupxIOs1CYRdcq6SsLulm8D4T7HSXJb2FhYeBYicI5WaxKQs2iahbVq4TNLC6PInRXQTUMBwWoBMN8bSUuV2LyxuoAwmOX7CX0gO43t5mTRasEw1yPshX3k/vIwTFAOBhLBWswar4nSxat5jtfSwXecB94HkRJmMwJnIHwnFNlOOkwJy5WAWi8Jqjx535GCZDi4BK1jvAYqKTJydqngmqiBGdxe9RuEQdVdO/evdHrqGup4BflNw1R3yOMCkDiJPONjeVnmQjaO4DpjXcAjTHGGGMyDN8AGmOMMcZkGCn3CNgYY4wxqY8fAac3KXcD2DARtNJ3sU5EJVplDVAUvRTr2pS+i/WHSrPCn7GmSiX0VLoWhjUqSkfGn7E+RWlYWL/H2hMgefJgpctibZmawKwBVHok1o6x7kppbLgeNZbcB64nSuJdleSV61EaQKWHa4jS9PD4K81SlJfMc92sY1XjxPVESdjNfq80YaxjU1pSvraay2xz7iP7IhDutxoT9htO4q50uKx1VbbiPijbsB6W56AaW/ZH5UeczFrB5/GxmnM8L9VYcpJsTg6vdI29evVKem3WG6t5yXpTbm+U+Z5MuwuE56Wql8dOrcvcT/VdE//u27dvn/y7MclIuRtAY4wxxqQH3p1LX6wBNMYYY4zJMLwDaIwxxpgmYw1geuMdQGOMMcaYDCPldgB37dqVEF8rITELr1VSUhb48q8HJaBmITYL6oGwWFeV4WASDsRQAmXup+oTf3bccceFynA/WbytRMzcvihlWMyt2stiaCV05yAfrhcI94ntp4ICePyjBNlwGRVkwYJuFVzCQR/sD0C431ES2XL7VBJy9iMlQOdr8bEaJyZKAArbRiW75fm0adOmUBnVT4YDOKqqqpKe8/bbbweOOSAJCNuP+62ukywhNhAOXFNrAid+5rmszuEADzU33nnnncCx8hH+jH1EBefx3FVrI69ZvA5369YtdA77TZT5pOCgJA4CU3OO54KyOfsnBwpx8Im6tgom4qAO1e+4/zkRtGku3gE0xhhjjMkwUm4H0BhjjDGpj3cA0xvvABpjjDHGZBgptwPYUEOj9EhRkgfzeayNUnof1uqwBgcIa3569+4dKsNarSjaQtbY9OjRI1SGE8Mq2BZRbMX6EZUQlzVBrEdROiLWuaiEyGyrKC+vT3as6lGaNU60GiUpMV9LaQD5PJWgNZlOVGkq+eX1H374YagM/0pWY8m24DIqETi3r7KyMlSGNWB8HZXAlxMBqyTprO9S+l31WUOU3/N8V2sC+wTrudR1eexUonr2CbXWcPt4bNU4sYZStY99VvWbx5J9WtXLfqTmMifkZr9SOtEoSf25PcqPeD3iPiqdMI+lqpfHsqCgIHCs1h7WEioNI68RrGsGgomgo+heDwXeAUxvvANojDHGGJNhpNwOoDHGGGNSH+8ApjfeATTGGGOMyTB8A2iMMcYYk2Gk3CPgvLy8hPBXCXNZBKxE1irgoCEqaIFFtJykFggLm5W4vKioKHDM4mMl+OY+RUmArUhWjxIxszhfiY0ZFXjBsNhcncO2iBLQE0VszucokTX7CPuRqnfdunWBY5W4llE25z6wIF0FP3F7lRiek90qeHzZr1SQEgckFBYWhsqwn2/cuDFwzOJ4IFqAVLLk5upayuYM21z5HtuTr62CdaIE9PCcU4+3OLCBfVjNJ14vlc2j+BH3kwNFeKxVPWqN3bVrV+CY+63WPV6HOXAICAfEbNmyJVSG/fy9994LHPO6DYSDNaIkzeZ1TwVnsH1Vkmfuw4knnhgqE7dnsu+7Q4kfAac33gE0xhhjjMkwUm4H0BhjjDGpj3cA0xvvABpjjDHGZBgptwO4Z8+ehK5C6TI4Aa5KiMsJmlnfE+UF7UqHxdoilQj6+OOPDxxH0YSwdieKLkdpoVjzwzoi1uAAYd2NSm6cTAOk9EisS1EJUVnzpWyeTDekrs32U0mIuQ+caFu1hbVv6uXwnCxYacu4Dzz+ylZcj0oEzDZnnRsQ1h+y/ZS+i+eL0kIlSzCs5hyj5jL3U7WPdWLcFlUv+30UH+E1Qmm32F+VPovHRSXsVn7TEJWMmW2lbM7nKd0ojy+3T80N1qypMuxrPA+6dOkSOoevHSVhd8eOHUNl3n777cAxz+Xq6urQOawbVJp0Hktee9Q6zeue0nezVvedd94JlYl/H32Wu2PeAUxvvANojDHGGJNhpNwOoDHGGGNSH+8ApjfeATTGGGPM54ZFixbhoosuQlFREbKysvDEE08E/h6LxTBlyhQUFRUhNzcX55xzDv71r38FytTV1eF73/seOnfujHbt2mHkyJGhlFM1NTUoLS1FXl4e8vLyUFpaGkrZVFFRgYsuugjt2rVD586dMX78+JA8Y/Xq1Rg8eDByc3PRvXt33HbbbYflpjfldgDr6uoSOhWVz4n1KSoPIGs12Ngq1x3ruZTxWWuk8sD16tUrcMw6xih6H6UtW716deBYad9YX8htUXm2WI+i9F2sseFrq/ayBkjl7+JxUloYrps1NkoLxdotpe/iSco+ofSS7BMq3xy3N4qmkq+l+sQ+rPrEOkaVr481Xzwuavx5LJWujc/jPipdK6P0Xdwn5cNsG9ZdqdybbOMoumBGzWVun9KAsS3UXGa/YX2csgO3R2kU+VrKh3ndZb9XvsdzV40l50Tk9VTlgeS1Ua3drJl96623QmXYB9jv1Riwj6jx5jZzW9Q5PXv2DByr77lkvgf8Xx+Ujx0uUnUHcNeuXTj11FPxrW99C1/72tdCf7/zzjsxY8YMzJ49GyeeeCJ+9rOf4fzzz8dbb72V0HVOmDABf/vb3zBv3jx06tQJkyZNwogRI7Bq1arE/Bw9ejQ2btyIBQsWAACuvvpqlJaW4m9/+xuAA2vl8OHD0aVLFyxevBgffvghxowZg1gshlmzZgE48J1x/vnnY8iQIVi5ciXWrl2LsWPHol27dpg0aVKzbRaFlLsBNMYYY4xh+Ad2Tk6ODDgaNmwYhg0bJuuIxWK455578OMf/xiXXHIJAODhhx9GQUEB/vCHP+Caa65BbW0tHnroITzyyCM477zzAABz5sxBcXExnnnmGZSUlOCNN97AggULsGzZMgwcOBAA8OCDD2LQoEF466230KdPH5SVleH1119HZWVlYjPo7rvvxtixYzF16lR06NABc+fOxZ49ezB79mzk5OSgX79+WLt2LWbMmIGJEyfKH3sthR8BG2OMMabJxHcAD8c/ACguLk48bs3Ly8Ptt9/e5DavW7cO1dXVGDp0aOKznJwcDB48GEuWLAEArFq1CvX19YEyRUVF6NevX6LM0qVLkZeXl7j5A4AzzzwTeXl5gTL9+vULPAksKSlBXV0dVq1alSgzePDgwI1sSUkJNm/ejPXr1ze5f03BO4DGGGOMSXkqKysDsgW1+5eMeMofTptWUFCADRs2JMpkZ2eHpAMFBQWJ86urq9G1a9dQ/V27dg2U4evk5+cjOzs7UOaYY44JXSf+N5VurqXwDaAxxhhjUp4OHTpEetd3FPjRaiwWS/q4lcuo8i1RJr7jeSgf/wIpfgOoBPQs3lXJQ9loLPBVInu+A1cJZ7t37x44VkJd/sXAomUlZmWxvhKk86+ATZs2hcrwC8PZfhUVFaFz2Fbr1q0LlWExeZQE01ES/3JAwptvvpm0fSwcVwLqZEEWQLhPHMSgEnZz0I/69RklYTfbj4MqlNCd62FBPRD2T5UAma/FY6CS3bLuRi1KyYJAVJ8YNU5sYxVMwraIcq0oyaLZNlyvCrLg9qp6OYgiShAI91GtI5wIWgUgcLCGmu88x7h9KlCIP1NjyWV4PVJBYGyHKImV1Q0C24sD23iXBggHoEQJFOHxZlsC4XVOfYfx948KkInXvW/fPrleHQ5SNQikMeLft9XV1YE1fcuWLQk/KCwsxN69e1FTUxP4Tt+yZQvOOuusRJn3338/VP/WrVsD9Sxfvjzw95qaGtTX1wfKcCLy+Pea8suWxBpAY4wxxmQEvXv3RmFhIRYuXJj4bO/evXjhhRcSN3cDBgxAmzZtAmWqqqqwZs2aRJlBgwahtrYWK1asSJRZvnw5amtrA2XWrFkTuEEvKytDTk4OBgwYkCizaNGiwKZJWVkZioqKQhtTLY1vAI0xxhjTZA53EEhUdu7cifLycpSXlwM4sNNdXl6OiooKZGVlYcKECZg2bRrmz5+PNWvWYOzYsTjyyCMxevRoAAd206+66ipMmjQJzz77LF555RVcccUV6N+/fyIq+KSTTsIFF1yAcePGYdmyZVi2bBnGjRuHESNGoE+fPgCAoUOHom/fvigtLcUrr7yCZ599FpMnT8a4ceMSO9WjR49GTk4Oxo4dizVr1mD+/PmYNm3aIY8ABlL8EbAxxhhjTFN46aWXMGTIkMTxxIkTAQBjxozB7Nmz8cMf/hC7d+/Gtddei5qaGgwcOBBlZWWBdzvPnDkTrVu3xqhRo7B7926ce+65mD17dkCWMHfuXIwfPz4RLTxy5Ejce++9ib+3atUKTz31FK699lqcffbZyM3NxejRozF9+vREmby8PCxcuBDXXXcdzjjjDOTn52PixImJNh9KsmIp8o6V7du3J0Kq41oRpQGMkhiWI3NYy6G6zNonpe9hHV5JSUmoDGs++Bl+spe8AzpxLbdZ6WVYj8L6hHiEU0M2b94cOFaaOtbLsM1VYmD+LIomSOl7tm7dGjjmRKtKI8GaNaXd4T5xe5WOiDVVyj9Z+6j0psmSTittIWvqlA+z/kj1gceO9WgqYXcUHV7nzp0DxzwGSrPI9So9GmuhevToESqjfLYhSo/K9lM25zaz7yl9X8eOHRutAwjbXOkueQ1gO6h1hMebk50D4XVN6SW5PdwHpQHk9YjXaSBsY9ZQ85xU1/rggw9CZdjmaix5DWD7KR9hDaiyJ9uv4Q2Eug4QXmuU3pztqXwk3s/9+/fj/fffR21tbYsFSCQj/n19wQUXRNLcflrq6+uxYMGCw9rHTMCPgI0xxhhjMgw/AjbGGGNMk0nHKGDzf3gH0BhjjDEmw/AOoDHGGGOajHcA05uUuwHcu3dvQiSrAjE42SkLs4GwWJdFwiqpJqOuXVxcHDhWYmMWNivBPMPCYSWyjtJmFuNyYmBOZKzqVeJtTtjKouV33nkndA73W12bAw6UyLpnz56hzxqigkuStQUIC/HVS8YZFezCcJCFSvLKQnYOJlHCcRaxR0lUruzJYnc+ZuE7EPYRlQCdx4HbqwJxePyV0D3KfOJrcwCFGjeuR12bfZYDelSwFgcycfCOqkcFsvG4cD2qT8nOAcK+pgJoOJCNr8XrFRAOWlDXZr/mAC+17rHgX12b54K6WeBx4bbwegCEfVb1ieccB9WptnC96juM55wKOIv3QQXPGROFlLsBNMYYY0zq4x3A9MYaQGOMMcaYDMM7gMYYY4xpMt4BTG9S7gYwJycnoQVRuhzWhCjNGut7lK6Jib8gOo7SXLATKt0ItyfZC+WBsB5FJY/letSL3llbxNdSyU6538pWnHyXtWUnn3xy6JzKyspGzwHCiapPPfXUUBl+cTrrXZRWj22j9Gesu2HNp9KasT2j6OVUclvWpLKGSWl6oiTN5hfC89gCyTVgqr2sw1N+zz7Mujx1DreF9b1AeFxYqwmE9Wc8/kq7xfo9pYXjecg2V/ZlXZtaR1RycKaoqKjR9iktnFovGdUehu3HtlJfxjzf1dxgH+BxUz7CtlLaR26vWhP4M57Lyq94vJV9q6urA8dqrWF4PqmE4qzDVJr0uK9ZA2iaix8BG2OMMcZkGCm3A2iMMcaY9MCPZ9MX7wAaY4wxxmQY3gE0xhhjTJNxEEh6k3I3gB988EFCqKzE25w8VomNOYEri7lVIMYbb7wROD7uuONCZfhaSrTMn3HQigrEYPG7EolzoIC6Nk8SFnwre0ZJHssCf+6TsucJJ5wQOOYEqUBYvK3E0F27dg0c8ziphSFKvZx8l8dWJZhmobgSpPPYsa2AsKCbRdxq/PkcdW0WlyvROgeTcPtUUlr+TAXI8DjwHNy4cWPoHPY1nttA2O9ZHA+EE2tHSZqdbK4AQEFBQeCYx0X1ieelCtZie6rAAZ4v7J/K73kequAADoY49thjQ2XY96MErXC/VdACw7ZRa2OUetl+qr18LbYVB90A4aAqNTfYnhysw+sXEA5+UwE9jJrv8fnjIBDTXFLuBtAYY4wxqY93ANMbawCNMcYYYzIM7wAaY4wxpsl4BzC9SbkbwGOOOSahz2ANBhDWXCgNIJ/H+g6l9znllFMCx0q7wVoNpX1LlnxZacJYU6V0eKx9Ubo21suwlkfppzjxLydnBcIaGx4DlXiVtTCq32xPdW3Wb3bp0iVwzImXgbDNX3vttVAZ1sexvkdpLFlrozRBUbR63Cc+Vj7N+kOVNJk1dJ07dw6VYT0c66XUQsv9VjosPi9K0nT2cx5bIKyXUvou1nOybZRmka+tfI/9iO2rtFs8F5T+kK+ttG/sn1GSm3M9qn3sa1F0d6wbVfpYngtqTWAfjpIAn9dTHmsgbAu1LnOf+FqqT7xmRdFmn3jiiYFjtU6rucvw/FG2ic8N3xyZ5pJyN4DGGGOMSX28A5jeWANojDHGGJNheAfQGGOMMU3GO4DpTcrdAH744YcJjZ7S5bC2TGlY+DzWniitEeuclI6kuLg4cKy0WqwTYR2Oeuk8a02UfoZ1TErfw7pF1vcpW3EfWJcDhDVArKf56KOPQuck04QBWkPH8LjwGETRTx1zzDGhMmvXrg0cqxx0DOv5lA6L26s0YKxj4j5t2LAhdA7rxqLkClRluB7Ww/JYA2F7Kj0f+yzPOeWvlZWVSa/N9XKuQyA8LlyP8jO2jaqX8wuq+c5UVFQEjtVaw3q+KJow9jVlqyj58HgcVJ5CnlM83t27dw+dw1o3pc1l/4yil+Vrq+8EPk+VeeeddxqtV81lniuqDPdBaQmTofL4RdHdxvu5f/9+qXM1Jhl+BGyMMcYYk2Gk3A6gMcYYY1IfPwJOb7wDaIwxxhiTYXgH0BhjjDFNxjuA6U3K3QB+8sknicFmkTgA5Ofnh8qrOhrCQndOLguERdVKFM4CX5WUlM9jkbUS83LAiRJQR3mB/KZNmwLH3G8V2BIlgSv3gZOSKjuwYF6V4cAL1b5u3boFjjkgQdXLCZBVIMagQYMabQsHiQDhhNKqXhZjq6Tj7J98jvI9Fu+r4Jfq6urAsRLD81hyGQ58AMLBRSroJ1kQFQeFAOHgJxWAxO1TgQLJgh+Uj6ggCobHgfugxr9jx46BY+XT3AcVVMO2Yb9XgQNcj/IRHn9lz2TrBvsZEF4TVCJ99nM+RyXA5/ap74SePXsGjlVAF6+7PE5Rgt9UGe4TnxPFR7Zu3Zq0vcpf49+F+/btk3UYk4yUuwE0xhhjTOrjHcD0xhpAY4wxxpgMwzuAxhhjjGky3gFMb1LuBrB9+/YJvYPSPbD2hfUUQDgpKTsP6wgBoLCwMHDcq1evUBnWFin9DGtCoiT0ZK0O63+AsD4mykvmWRulzmG9j0oMm0zXqCYn91tpljp16hQ4VtodvpbSfDKshVIaMG5PlLFlXaNKvso6MTXeyfRn6tqsu1MaULanGkvWfPL4q4TNbD+lUWTf4mPVXp6nSrOm/IZhe/I5yt7cPmUrPo/nl2ovryNKL8f1qPmj5mpDomgAWTeoyiidKF+btc8qITZrdZWWVM2Fhqg+cT3K93juKt0l6/f4mPWIQDQNNY8l67DZLkB4nYuSCFz5UXwso8wRYxQpdwNojDHGmNTHO4DpjTWAxhhjjDEZhncAjTHGGNNkvAOY3ngH0BhjjDEmw0i5HcDNmzcnBONKkM5ibRa+A2Fhc5RzWByvrl1cXBw4VgEJLCbmelTSVxZdq4Sj/AtIier5PBbvqz5xe7t06RIqw8JmDrxRInu2uQrE4IAJlTyWReA8TlGCapStuJ6qqqrA8bZt20LncD0qaTYH8KikySz6ZnG5CgBgIb5KMB0l+Tb7CI+dCpDiPqh+MzwGyvcY7iMQFv2rnYDa2trAMc9LFQzB9uOAFCA8ThycowIoNm/eHDjmpORAeHzXrVsXKsP9jhLgESUAif1ewWXYR1TADM8NZRtuM/urGtsePXo03liE564KUunevXvgmAO4VOAdl1G2Yxuzz6iXDvAcU/Odr6WCX+Lj7SAQ01xS7gbQGGOMMamPHwGnN34EbIwxxhiTYXgH0BhjjDFNxjuA6U3K3QDm5eVJfVMc1kupl2Czs7C+QyVwZS2H0pEwSgvFehnui7p2QUFB4HjLli2hMqwBUu3ja7MGTCUYZm2JKsP6GdZqKW0Ml1F6pGQvhwfC/Y6ihUpWBxDWzbBWRyV53rFjR6PnHOxaDGuoWLulFrsoyYNZx6bGhfVxbHOlP02WwFeVYd9T9fK1VaJdToCr2sL1cB+jJIJWtuJ6Wc+nkvNGScbNKJ1gsmTWyg5RklCzD6t1JFkCeTVPWYep/JPXy2SaZXVt1V4+T2l+2Sd4HVb2jKKtY/0mf9ckS/oO6JcZcPuUTjDeJ2sATXNJuRtAY4wxxqQ+3gFMb6wBNMYYY4zJMLwDaIwxxpgm4x3A9CblbgC3bduW0HCoXFJRHIG1RJyb64tf/GLoHNaAqJd4c71K38F6FNZyKN0g69iUJohfIK7swPZiHZ7KW7hx48bAscq7xX3iayutEfdBafW4vUp/yHqjKBq7KJoYpbNMdh3WObHmCgAqKysDx0r7xpofrldp4VgDpLSknMNR5TJkn1XaIobHIEoeOPYRpe9iXaPKA8jaPNVenlN8LXUOj6+yJ9fLPqO0ZjyWUfLusS5PtY9R84nbo3LbcT/VGsZ1cxmVr5PnnMptyPOd1yOVgzKK/VjHzJpaIDzn2L4qXyeXUbZiG/PcUHOZUdfmayk7xNfYffv2ybluTDJS7gbQGGOMMamPdwDTG2sAjTHGGGMyDO8AGmOMMabJeAcwvfEOoDHGGGNMhpFyO4ANE0GzSBwIC5SVOJYFyX369AkcK/F2UVFR4FgJqDmpswrW4MTU7du3DxyrBMOMEnhzglkV6JAsAa4S4vPLy5UgncXw3AcljubAAXVtvpZKAM4+wLZRL0lnobsKfmGxPgcKqHHiseTEy4DuJ8N94D6qwBEW3iuhO9tcBVGxWJzHX7Wf55hKmsvid/ZP1V7upwrE4D4pX+NrsV+pwCv2GxUUpNafxtqm2qd2Lvg8FfzEY8f2VYEYbGO1RrCfq3qSJUlW6xNfS62NPN58jlrLeT1tbiJons98rOZKlGT2HLjC9lXrE68b6ruGUetRvJ+fdSJo786lL94BNMYYY4zJMHwDaIwxxhiTYaTcI2BjjDHGpD4OAklvUu4GMCsrq1EdFWsqlB6FdTicjDOKdidK4lrWp6h6WI+iNCHs3Cp5KOt7lK6JNTSsuVFaOE6QWlVVFSrDGhXWWKmk2YyawHxt1b5kyW3ff//90DnJ7KDK8LVV8mD+TPkR+40ab9Z8RXkxPWvUlD4tSpJfHivWQiq/Z22m0mrxPGTbsIYVCCcQV+3luaB0l6xjZJurceLku0qzphL0NkTp0aLo+9jXVPJ19jVun7IDoxJr8/xR4816OD5+7733QufwXObE9epaKvEzw+tclETwyj/Z5smOgfAcU/7AtmF/Vfq87t27B445eTwQ9q3GtO7Kx4yJQsrdABpjjDEm9fEOYHpjDaAxxhhjPjfs2LEDEyZMQK9evZCbm4uzzjoLK1euTPw9FothypQpKCoqQm5uLs455xz861//CtRRV1eH733ve+jcuTPatWuHkSNHhl6dWlNTg9LSUuTl5SEvLw+lpaWhneKKigpcdNFFaNeuHTp37ozx48fLjAefBb4BNMYYY0yTie8AHo5/TeHb3/42Fi5ciEceeQSrV6/G0KFDcd5552HTpk0AgDvvvBMzZszAvffei5UrV6KwsBDnn39+QN40YcIEzJ8/H/PmzcPixYuxc+dOjBgxIvDIffTo0SgvL8eCBQuwYMEClJeXo7S0NPH3ffv2Yfjw4di1axcWL16MefPm4bHHHsOkSZM+peVbBj8CNsYYY0zKo7TwrBPdvXs3HnvsMfzlL3/BV77yFQDAlClT8MQTT+D+++/HT3/6U9xzzz348Y9/jEsuuQQA8PDDD6OgoAB/+MMfcM0116C2thYPPfQQHnnkEZx33nkAgDlz5qC4uBjPPPMMSkpK8MYbb2DBggVYtmwZBg4cCAB48MEHMWjQILz11lvo06cPysrK8Prrr6OysjKRa/juu+/G2LFjMXXq1Eg5IA8lKXcD2Lp164ToPEqAhwqGYLExBy0o0TWLi5UgnX+FKCE+X5sF9EqYzWVUEAgHQ6hkpyzoZ4Gycjbeij722GNDZdh+LN5WSX67dOkSOFZJnj/44IPAsUpKy+Js7qMShfO1VftYeJ0sUaxC+R73UyXWZnhcODhCXUsFtrDfqD6wT/BYRum3CkBIJs5XQTUsXldBFVxGBdWodaIhUYJhVJ+SJWNW8DipABSeu2pNYHuxHVSfuA8qyIKvHSWYhO2rgpTYHzkoBAi3mQNbVJAFX0u1l/uk+h0lyIvhAA7l4/xZsjUYSL6eAmF7NhaU9lkmgj7cGsDi4uLA57fccgumTJkS+OyTTz7Bvn37QoEzubm5WLx4MdatW4fq6moMHTo08becnBwMHjwYS5YswTXXXINVq1ahvr4+UKaoqAj9+vXDkiVLUFJSgqVLlyIvLy9x8wcAZ555JvLy8rBkyRL06dMHS5cuRb9+/QIvmigpKUFdXR1WrVqFIUOGfGrbfBpS7gbQGGOMMYaprKwM/GBWP8Lbt2+PQYMG4ac//SlOOukkFBQU4I9//COWL1+OE044IfEDu6CgIHBeQUEBNmzYAODAj/Ds7OzQzXlBQUHi/Orqarlp0bVr10AZvk5+fj6ys7PlD/3DjTWAxhhjjGkyh1sD2KFDh8A/dQMIAI888ghisRi6d++OnJwc/PKXv8To0aMDT2j4aV0sFkv6Kk8uo8o3p8xnhW8AjTHGGPO54bjjjsMLL7yAnTt3orKyEitWrEB9fT169+6NwsJCAGGpzZYtWxK7dYWFhdi7d28onyWXUXlot27dGijD16mpqUF9fX1oZ/CzIOUeAW/fvj1xl670Pqx3iPJietZYxR2gIaw/aq6+i3VYrHtRukHVT2bbtm2BY6W74GtzGaUjYf2M0stxPZx4l3UvQFj7pHQqrJ9RfWJNGtszSji90oix/pDbq/RoUZIxcxmlG+LzeGyVfop9T/16TJY0GwiPL+tklK3Yr9ScS9YWNZ947JSuleeYStjLPsG6K3UOj7e6NtsqSnJr/kJQaw1r31TyddYorl+/PnCs/Ip9Vs05Hjv1BcYaWh4n9cXFa4taa9jXOKWG0rXy2PLao87j+QQgoMECwj6htHrcb+VHXIZtrjS1PHd5zVDtVYm14+tIJmkAm0q7du3Qrl071NTU4Omnn8add96ZuAlcuHAhTj/9dAAHxvGFF17AHXfcAQAYMGAA2rRpg4ULF2LUqFEADszTNWvW4M477wQADBo0CLW1tVixYgW+9KUvAQCWL1+O2tpanHXWWYkyU6dORVVVVWJOl5WVIScnBwMGDGi+QVqIlLsBNMYYY4xpLk8//TRisRj69OmDd955B9dffz369OmDb33rW8jKysKECRMwbdo0nHDCCTjhhBMwbdo0HHnkkRg9ejSAAz80rrrqKkyaNAmdOnVCx44dMXnyZPTv3z8RFXzSSSfhggsuwLhx4/DrX/8aAHD11VdjxIgR6NOnDwBg6NCh6Nu3L0pLS3HXXXdh27ZtmDx5MsaNG/eZRwADvgE0xhhjzOeI2tpa3HDDDdi4cSM6duyIr33ta5g6dWriacYPf/hD7N69G9deey1qamowcOBAlJWVoX379ok6Zs6cidatW2PUqFHYvXs3zj33XMyePTvwNGbu3LkYP358Ilp45MiRuPfeexN/b9WqFZ566ilce+21OPvss5Gbm4vRo0dj+vTph8kSjeMbQGOMMcY0mVR9BDxq1KjEo1tFVlYWpkyZEkoh05C2bdti1qxZmDVr1kHLdOzYEXPmzGm0LT179sSTTz6ZtM2fBQ4CMcYYY4zJMFJuB/CII45ICLKVwJ/FxUrwy4meVUJIRn3GsNhWBW9wm1m8r4TOnABVCZJZRM+JYdVnLN5XQnxuj0pKy8JxDrJRARNcr0pcy6Jq1Sf+5cf1qnGLIt7mNnO/1Tjx+CtbcT9VcAEHE/C4KFE3t0clzWVNSXPqUUnIebyVwJ/F+dxvFTDFfr5169ZQGfYJnssK7pM6h8uotYZzgLHt1Nhy0IdKHs2BNqoMr2u8pqlgLQ5s4kACINxvFVTBNm/4WAw48G5ThgNDVOJ3DnaIsi4zKqgiyrxMtnar7xH2CbWGcb18rHyEA3hUMBGvEeo7IV6PWjcPF6m6A2ii4R1AY4wxxpgMI+V2AI0xxhiT+ngHML3xDqAxxhhjTIaRcjuArVq1kvqROKzdUFoo1oCwBkzpfViPEuUl3konxm1nDYjSy7HeQ+l7uB6VCJYTjLLWSGlFWNfCeh91XpQEzqwtUi9x52tF0dSxRo1tB4THW40T65G4XpVomTVKSmPH46R0bd27d2+0jNINse5O+RGfp7R67Nfs92rusW1UmU2bNgWO2TbKR9g/lc2T+TQQ7je3T9mKdXdK38VJkrlPao1g31PvCuU3A6jE2rwGcBmll+M+KL1clCTu7DdR5gbrD5U+mjWVPJZqXea1pri4OFSG1+Uo+kNeE1R72eaqffwZ20olcOYxiJLcXBG3nxNBm+biHUBjjDHGmAwj5XYAjTHGGJP6eAcwvfEOoDHGGGNMhpFyO4AN9WYqPxLrWlQeK9aosLZM6T1YR6G0RvyCdqWx4VxsXI/Sp/BnSt/H7VNl+FcSt09pTZKdA4TtyccqzxrrcpROhfWbqk88dqznUvou1uUobSFrdbiMekE7+82GDRtCZVibpXRirPlLljsSCPdT6ZE4n6DSACo9ZEOU3zOs5QLCY5dMlweEba7y4UXJvclt5nqj+FWUnH6sy9q4cWPoHG5fFH2XKsM5/Hheqh0RnodqzkXJd8lzg9c0NU7cJ1Uv+yPrHNV6z+Py3nvvhcqwlljp57hPPE5R5oqql9scRc/L9lSab1431LxUfnO48Q5geuMdQGOMMcaYDCPldgCNMcYYk/p4BzC98Q6gMcYYY0yG4RtAY4wxxpgMI+UeAWdnZycE41FeeK+EsCx+7t27d+gaDCdsVeLdzZs3B46VwJ+DBziZqBLDcx9UGQ68UAJvrodFyxyYAYSF4yoRdLLkxvwieCCc+FnZk4XtKiEui6yj1Mu2UoJ0TtDKCaVVoEOygBQg2kvm2f/4WAnSWQSufDhKGRac86MVNZ+4n2peclBKFAE9z2VlT/YRZU+eh9wWNVc4kIGDBA52XkNU8BO3j/sIhNca1adkQWkc8AOE+6B8mP2+S5cuoTLsI8kS6wPhOaeCddjmnBBd2ZvbooL+eLyjzDkeOzXnGLU+cbJwHicOJALC66fq0/r165NeO94HJ4I2zcU7gMYYY4wxGUbK7QAaY4wxJvXxDmB64x1AY4wxxpgMI+V2APfv35/Qk0TRjSkdjvqsIUr3wvoZVQdrlJQWhtucLOEwoPU8ycqohM0dO3YMHLN+Rr2YnrVa6kXv3ObOnTsHjpUmjDU3KnEx61oaJgGPw7ohHhfV3urq6sCxeiF7MlR7uX0qIS7D2kIgbHP2EaWXY7+KogFU8yeZ9kn5Io+Tah/7BI+BsgP746ZNm0JluH1KC8V6M9ZEqYTd3AelAeRrszZXJefltihb8dxVGlXe8WD7qXN47JSWmPsZxYd5jnFCfCA8x9T6xJ+xPlKtIz179gwcq+TbvO4puN9sX6XDi5KonMebx0Dp89h+FRUVSetV4x3//rEG0DQX7wAaY4wxxmQYKbcDaIwxxpjUxzuA6Y1vAA8DPXr0kI+YPvroI3zwwQcADqRf6dChA1q3bo29e/di27Zt8rGZMcYYY8ynxTeAh4HNmzcndDT79u1DdnY2unfvntCYHHnkkejYsSM+/PBD1NXVoX379igoKMCmTZukLs4YY4xJBbw7l76k3A3grl27EuJ1lUyUhblKAMw3TZwoVp3DTqyEtSzWLSoqCpXhXTsWgbdt2xbt27dHfX194mawQ4cO2LFjRyJoIxaLITc3F3l5eYnP4vUWFBRg7969aNeuHdq1a4dYLIZdu3Zh+/btiSTUPXr0QF1dHbp27ZoIFti9ezc++eQT5Obmok2bNti/fz/27NkTErIr4TgHv3CAhAqyKC4uDn3GcECCElnztZMl2gbCgm81ltxvDuhRCbF5bHNzc0NlWOiuAjFUgEkyuA/K5jx2amHmerifKiEuJxBXgUx8bbanaguPNyf9VuepeuK76HHYvmodUQEcyeB+q8ABTgzMyY6BsI1VMBmvYccdd1zguLKyMnQO+2NVVVWoDK9Ham6wjXn81Tzl9qqk8xwoxGOgkmZzUmcVVMPBbmp+cT95DFQwGaMCpLgP7CPqHG6f6hOvjWojQK0txjSFlLsBzATatWsXWCBzcnJCEXB79uw5aHTwUUcdhR07dmDLli3Izs5Gfn4+6urqAjcfHTp0wN69e7Fjxw5kZ2fjyCOPxCeffIL6+nrU1dUhOzsbubm5yMrK8i84Y4wxTcYawPTGPyEOM0ceeSSOOOKIxC/FVq1aISsrK/QLb//+/Qf9hRe/sfvkk0/w8ccfo76+PnSzWFdXhz179iR2+oADk6i+vh779+9HXV0djjjiCKlNNMYYY8znG98AHmbatWuHPXv2fCptH+eE2rdvX+gRnHofasNrxn9RqUe+xhhjjPl8k3KPgLOzsxM3JSoZM+sllA6LYa2euvlijYjSObFGSW1Ls96w4c5cq1at0LZtW1RXVwdu0GKxGNq0aZO4sevQoQNycnKQlZWV0MXEXyAei8Wwb9++gPatVatWOOKIIxKapNatWyMWiwV0Yu3bt8fu3bsDj57z8vKQl5cXaLPS7vBOJOtllA4vihaOba60MDxWrAlU7eVzVDQ168I+/PDDwLHSObHeh8danacSuBYUFASOWcMUhfz8/NBnbOMoSce5fSrBNGvsVBl+wT1fR+n7WPumdI1REhXzuCjdHcNa0ihrDWv+1O55lGTxfC31I4zPYx9RGlW2ldJz8lqo5pz68ZisvWxP1vsByTVraqzZxkrPybZRWsJkmj+1lvN3i9IW8trCc1uNP9tcrRG1tbWBY6U3jfNZBgr6EXB64x3Aw8hRRx2Fffv2hb6Y9+7dG/pSaN26tSOAjTHGGHNISLkdwM8zHPwRp7a2Fl26dMHevXtRV1eHnJwcHHHEEc2KFjXGGGMOB94BTG98A3iYaNu2LVq3bi0f93388cfYtm0bjj76aLRq1Qr79+/Hxx9/bKc3xhhjzCEh5W4A27Rpk9CYKP0E6yVU/ibWH3E96hzWsSldG+tI1CNa1oXFr71r1y6sW7dO6j3q6upQV1eX0FqxjqjhteL5vxrqcOLaqbhWJ36T2aNHj0SZ+vr6kJZr7dq1sp8M71p27do1cBzFnlG0XErnwlrCKJo11u6ol8xzn9hn1O4r549UfWJtHucxA8L+yOco7Rb3QdXL+iilueI8dTyWas6xfk/557p16wLHLGlQO998LaXnZVuwxgoIjwNrCZWP8DxVZVj7xu1V2tIoefaUPzJsP9bCKe0e68ZUnlLWSypfU3rIhijtK89d1W+ey1yPmnOsN1Tt5XVY1aPa3BDlnzxOau1O1r4o+k7WzwLhMVDzPT53o+QwPFR4BzC9sQbQGGOMMSbDSLkdQGOMMcakPt4BTG8y4gbwiiuuCDy2Uo9PeKtebauzE6oyybbjozhyc6/NZbifvXv3jnStZPCjRfVIkOtVj/fiZWKxWKRHxMYYY4xpGTLiBrBdu3Yyb1amkapv/VB6IWOMMamNdwDTm5S7ATzyyCMTu3EsGgaSC5RVmY8//jiwI6UE34wS0Ed5MT3vfPHOYpTcfqperkeV4TbzjVWUXcMo8HWau6vZ8PxYLBYKUADCu5h8I69eeL927drAsUqIzKJv9glObAtE2yVm2yhBOu+GcmS42g3lelXwDvu9Cjbg86L4J19bzUtOvss/NpR4n23OAQpAOLhg8+bNoTJ8LfZH1V6eG6oMi/U5CEidkyx5NAC89957gWM1lmxzHku1o85zI0pQhRpvHiseJ5Wwm+tRQRdsG7avam+y9VS1VwUyJQs4UfVye1VQjQrOaIjyVw5k6tmzZ9J61RobD0pxvljTXFLuBvBQ8D//8z+B47PPPjtUhieYetMCL/hq54oXbl401E0OoxZCfruBuqnhKFC+sVA3z3yzofrECyFfR325c8RclDctGGOMSR+8A5jeOArYGGOMMSbD8BaMMcYYY5qMdwDTm5S7AaytrU3oMVR0aZQEs2eeeWbgmKNfVQJX1uEo7QY/+lRBFawl2bhxY+BYaWO4PaoMP85VuiF+RN2lS5fAsdLu8CNrpVliHY7SPjGNvbw8DmtXVKJVTtDMyW7VOfxYm+sAwo+6WfOnHsOz76nH5evXrw8cFxYWhsokkxIo+QFrgpTv8SIZRVuWLNE2ENaWqTnHtuExiPK4P0ryddVvni/xZOlx1DrCekPWMCp4DKLokaurq0OfsZxDfbnx3OA5qNaI5iQLV9q3ZFpXNZ947JSGmtcwXvfU2PI4qXnZq1evwLHyT742+72yA4+BGstkenKVuJx9mscECK/VSicYT+zvIDrTXPwI2BhjjDEmw0i5HUBjjDHGpD5+BJzeeAfQGGOMMSbD8A6gMcYYY5qMdwDTm5S7AWzfvn1CkKsE6ewIxcXFScuwEFclCmWUIJlFwcopWQzNxypnHovJO3fuHCrDwQ9KiM3tYSG+Cn5hgb8SQ7OAmssogX9zggtUwAT3mwXPSkDNY6f6xGVYzB0lEEcJwDnwRuVr5D6wHVSQDQvx2S6qXtVvFsizWF+9MYevpeYGi/OjJI/m9ql6ud9du3YNlfnwww8Dxxz0ofye57Kal2xP9nMVkBBlDDiwQc1lDgLgIBUV4ME2V4EtvPap5MYcEMW2UuO0bt26wLEKZOI1gOuJkvi/W7duoTLvvvtu4JiDbFQ9bAc13xnlIwyPgQpISRYoCISD6NQ6Ep+rTgRtmkvK3QAaY4wxJvXxDmB6Yw2gMcYYY0yG4R1AY4wxxjQZ7wCmNyl3A7h///6E7kdpd1gfp/QorPmLJ8w82N9VPUrfxRoWpUfiZKzsuFH0fUovx5oVpQFjWAvVqVOnpNdWmhXWEnFblAaQy0Sxp9JUMewT6t3KVVVVgeNkL2wHoukauUwU7Y3qN2sJuX1KN8Yapdzc3FCZKO915vPY5kqHxXNDaaF69OgRON60aVPgWCUGZl2WSlTOGk/W+wFhP2LdoBpLTqzLawQQ1mFFSR7MqC8uHn9FssTKSqvJNu/YsWPS60TRZkZ5Bzpr/lSSbO4D16MSgTOsTwTCuls13ryu8dqt1h4eJ55fQHhN5WsrW3E/1bXZb5Q942u3E0Gb5pJyN4DGGGOMSX28A5jeWANojDHGGJNheAfQGGOMMU3GO4DpjXcAjTHGGGMyjJTbAezSpUtCSFtdXR36O4vAVcJRFpOfdtppgWOVVJMDHVQwBAuvVbAG18NloojNldCZE7aqMlwPC/5VMAQHKajksSwyZtGyEm+zcFwlWuVrs3gfCI8DBwWoIBAWTKtgDU7Gy+PEfweijT8H1SjxNo8LX0uNAfusCn6KEqzB84WF7VGCi1TybZ6r3BYldOexVYENHJCgdgJ4fLmPW7duTXptFVTDfh8lgTwHOqjgF+6TWmu4D+wTam3keaj6xJ+pJMQMB5OpIAv+jIPhgPAaEMWeydYeIGwrFSjEPsLrU5RE4OqlA7wOc1CIWvd4DFRQEPu5Wo/i4+1E0EE++eQTTJkyBXPnzkV1dTW6deuGsWPH4ic/+UliPsZiMdx66634zW9+g5qaGgwcOBD33XcfTj755EQ9dXV1mDx5Mv74xz9i9+7dOPfcc/GrX/0qEPBWU1OD8ePH469//SsAYOTIkZg1a1ZgjayoqMB1112H5557Drm5uRg9ejSmT58uAwQPN94BNMYYY0yTiT8CPhz/onLHHXfggQcewL333os33ngDd955J+666y7MmjUrUebOO+/EjBkzcO+992LlypUoLCzE+eefH/gxNmHCBMyfPx/z5s3D4sWLsXPnTowYMSJwwz169GiUl5djwYIFWLBgAcrLy1FaWpr4+759+zB8+HDs2rULixcvxrx58/DYY49h0qRJn9LyLUPK7QAaY4wxxjC8W5qTkxN6leLSpUvxn//5nxg+fDgA4JhjjsEf//hHvPTSSwAO3LTec889+PGPf4xLLrkEAPDwww+joKAAf/jDH3DNNdegtrYWDz30EB555BGcd955AIA5c+aguLgYzzzzDEpKSvDGG29gwYIFWLZsGQYOHAgAePDBBzFo0CC89dZb6NOnD8rKyvD666+jsrIy8RTv7rvvxtixYzF16lT5tOdwkjI3gPE7/IaPBaJsbavHcLydz9vnKp8TP4ZRW+5Rrs2Pd7iMujY/JlLXZsdXj424Hr62Ooe3odVjGX4Uwo8j1WMu7oPKVRXlETDXw4+alK2iPN7hfIJRchImG1t1nrINl4lybf5M/SLmsYvSvmRtUagy/FkyXwTC81uVYZ9Q/smf8bFaR6K815uvzecof+V6VL08F9Tc4Gtxn9Q5/Jnqd5R6krVF9Zs/i9KnKOt7c2zVHNs0157JykTxvSjXVsTriZf9LAIlDncQCD+Gv+WWWzBlypTAZ//+7/+OBx54AGvXrsWJJ56IV199FYsXL8Y999wD4MB7q6urqzF06NDEOTk5ORg8eDCWLFmCa665BqtWrUJ9fX2gTFFREfr164clS5agpKQES5cuRV5eXuLmDwDOPPNM5OXlYcmSJejTpw+WLl2Kfv36BSRcJSUlqKurw6pVqzBkyJCWMlGzSJkbwPjNyfPPP9+k81avXh367C9/+UtLNMkYYz4TOJm5OThKD50MpaFMRkVFRYuUOVTs2LEjpAP/vFFZWRnYNePdPwD4f//v/6G2thZf+MIX0KpVK+zbtw9Tp07F5ZdfDuD/xp5fCFFQUIANGzYkymRnZ4f0pQUFBYnzq6ur5csgunbtGijD18nPz0d2dnazfLClSZkbwKKiIlRWVqJ9+/byF6YxxhhjgsRiMezYsSMUKHi4rn04dwA7dOiQ9LHpo48+ijlz5uAPf/gDTj75ZJSXl2PChAkoKirCmDFjEuX4PiMWiyW99+AyB3sK0NQynxUpcwN4xBFHhF4nZYwxxpjG+bzv/DWF66+/Hj/60Y/wjW98AwDQv39/bNiwAbfffjvGjBmDwsJCAEhECMfZsmVLYreusLAQe/fuRU1NTWAXcMuWLTjrrLMSZVQWiq1btwbqWb58eeDvNTU1qK+vl6+kPdw4CtgYY4wxzSKVIoCBAxpw1iC3atUqoZXs3bs3CgsLsXDhwsTf9+7dixdeeCFxczdgwAC0adMmUKaqqgpr1qxJlBk0aBBqa2uxYsWKRJnly5ejtrY2UGbNmjUBSUdZWRlycnIwYMCAJvXrUJAyO4DGGGOMMZ+Giy66CFOnTkXPnj1x8skn45VXXsGMGTNw5ZVXAjjwSHbChAmYNm0aTjjhBJxwwgmYNm0ajjzySIwePRrAgR3Vq666CpMmTUKnTp3QsWNHTJ48Gf37909EBZ900km44IILMG7cOPz6178GAFx99dUYMWIE+vTpAwAYOnQo+vbti9LSUtx1113Ytm0bJk+ejHHjxn3mEcAAkBXzO1aMMcYYE5Ht27cjLy8PRx999GHRssViMXz00Ueora1NeuO0Y8cO3HTTTZg/fz62bNmCov+/vXsLiaptwzh+qShqttEyp33YRkStDPMg6KzIoiioKDMpsGJSCcO0zWRZhG2QNlNYEkghRUkk0g4lJGxrWB4YQlSWVkYGWhSjmdZ38KF8887op28qTuv/O5Lls9azlke317PW/Ywdq9jYWO3du7ez80RHI+jc3Fy7RtDh4eGd12lpaVFaWpouXbpk1wj6f79EbmxsdGgEffr0aYdG0ImJiQ6NoJ19wDLQKAABAECPDeYCED3HO4CAwd29e1dubm5Ot+/qqRcvXshkMjntNdmXGhoaFBgYqA8fPvTrPAD+v8G4Ewh6jgIQMLi5c+fq48ePf/QlocViUVJSktP9f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lvDZu3DinJOc//vEPt3OGDRvm7NSpk/H8ueeeq7beI4884pTkXLFihc/vwd/3w0ySMzU11XnixAm34/n5+c7GjRs777jjDrfjXbp0cV5xxRXG8+HDhzt79Ojh8x5z5sxxSnLu2bPHZz1f7+EDDzzgNH/kvfnmm05Jzs2bN9fwHVb17rvvOps3b+6U5JTkTEtLc/7iF79wvv3222719uzZ4/bz5nS6fm7btGnjLC4uNo6dPHnSmZaW5vT8SJbkTE9Pd+bn5xvHcnJynDExMc7Zs2d7bd+ZM2ecJSUlzg4dOjinTp3qsz2AlfLy8pySnEeOHHGeOnXKsseRI0eckpx5eXmh/pbDBilghI1+/fopKytLL7zwgr7++mtt2LDBa3RtzZo1aty4sa702AXmuprWifTC6XTWegbpI488ooMHDxqpzOrs3r1b119/vTIyMhQbG6v4+Hj169dPkvTNN9+41XU4HFXGFHbv3l379u0znn/44Ydq2LChrrnmGrd6N998syTpP//5j/H9nDlzxu1RH//zP/+jph5LIDVu3Fi//vWvtWjRIiMd++GHH2rbtm26/fbbjXoXX3yxvvrqK02aNEn//ve/az2eszbvoVmPHj2UkJCg3/zmN3rppZe0e/duv+85bNgw7d+/X0uWLNGdd96pCy64QEuXLtXIkSPdvjdPp06d0hdffKFRo0YpISHBON6oUSOv40WvuOIKt0lO6enpatmypdu/+5kzZzRr1ix16dJFCQkJiouLU0JCgr777juf7wGA6EUHEGHD4XDo17/+tV599VU999xz6tixo/r27Vtt3ePHjys9Pb3Kcc9j5557riTXwH5f9u3bpzZt2tSqvX369NGoUaP08MMPKzc3t8rrBQUF6tu3r9avX6+ZM2dq9erV2rBhgzHjuLCw0K1+cnKykjxmmicmJqqoqMh4fvz4cWVkZFTprLZs2VJxcXHG+LWXXnpJ8fHxbg/J//fDk7fxcJMnT9bJkyf1t7/9TZL09NNPq3Xr1rr66quNOnfffbcee+wxffbZZxo6dKjS0tI0YMAAffHFFzXet7bvoVlWVpY++OADtWzZUrfddpuysrKUlZXls8Nu1qBBA40aNUpz5szRmjVrtHPnTnXp0kXz58/X1q1bqz0nNzdXTqfTr5/NSmlpaVWOJSYmun1v06ZN0x//+EeNGjVK77zzjtavX68NGzbowgsv9PkeAMHiZAyg7dABRFi5+eab9cMPP+i5557Tr33supKWllbtmKqcnBy3561atdIFF1ygFStWeB34/+mnn+ro0aMaNGhQrds7e/ZsnTx5UrNmzary2ocffqjDhw/rhRde0P/+7//q8ssvV69eveq1pE3l9+35YXjs2DGdOXNGzZs3lySNGDFCGzZscHtIrvejW7duPt+P6niLjmZnZ2vo0KGaP3++Dhw4oLffflsTJ05UbGysUScuLk7Tpk3Tl19+qRMnTujvf/+7Dhw4oCFDhtTYhvq+h3379tU777yjvLw8ffbZZ7rkkks0ZcoULV682O/vvdK5556r3/zmN5LktQPYtGlTORwOv342a+PVV1/Vr371K82aNUtDhgzRxRdfrF69eumHH36o8zUBRDY6gAgr55xzjn7/+99rxIgRGjdunNd6/fr108mTJ/X++++7Ha/uF/u9996r3Nxc3XnnnVVeO3XqlH73u98pOTlZU6dOrXV7O3furFtuuUXz5s3T/v373V6r7DQlJia6HV+wYEGt71NpwIABKigo0NKlS92Ov/zyy8brkquj2KtXL7dHpT/+8Y/Kzc3V7373u2r/qi4oKNCKFSv8btMdd9yh//73vxo3bpxiY2N16623eq3bpEkTXXPNNbrtttt04sQJ7d27V9LZ98gzmhWo9zA2Nla9e/fW/PnzJUlffvml17onT55UQeWe4h4q062ZmZnVvt6wYUP16tVLS5cuVUlJiXG8oKCgysze2nA4HFXeg3fffVeHDh2q8zUBRDZmASPsPPzwwzXWGTdunObOnasbb7xRM2fOVHZ2tt5//31jkV7zUh3XXXedvvzySz322GPau3evbrnlFqWnp2vHjh2aO3eudu3apddee82vNQCrM2PGDP3tb3/TqlWr1LBhQ+N4nz591LRpU02cOFEPPPCA4uPj9be//U1fffVVne4jSb/61a80f/58jRs3Tnv37lW3bt308ccfa9asWRo2bJgGDhxY4zV+8Ytf6I9//KP+9Kc/afv27Ro/fryysrJ0+vRprV+/XgsWLNC1117rthSML4MGDVKXLl20atUq3XjjjWrZsqXb6yNGjFDXrl3Vq1cvtWjRQvv27dMTTzyh8847z5g93K1i68Ynn3xS48aNU3x8vDp16lSv9/C5557Thx9+qKuuukrnnnuuioqK9MILL0iSz/dpx44dGjJkiH75y1+qX79+atWqlXJzc/Xuu+/q+eefV//+/dWnTx+v5z/00EO66qqrNGTIEN1xxx0qKyvTnDlz1KhRI504caLGdldn+PDhWrRokTp37qzu3btr48aNmjNnjlq3bl2n6wGBZnWalhRw7REBRERq2LChscbbXXfdpZ///Ofav3+/sdBzkyZN3OrPmTNH7733nhwOhyZOnGjseNGzZ099+eWXGjNmTJ3bkpmZqSlTplQ5npaWpnfffVfJycm68cYbdcstt6hRo0Z6/fXX63yvpKQkrVq1SjfccIPmzJmjoUOHatGiRbrzzjtrtZvJQw89pDVr1qhVq1a69957NXDgQF177bX697//rWnTpumhhx6qVbvGjh0rSdVOkLjiiiu0du1aTZw4UYMGDdJ9992nAQMGaM2aNcbYxP79++vuu+/WO++8o8suu0wXXXSRNm7cWK/3sEePHjpz5oweeOABDR06VDfddJO+//57vf322z47t9nZ2Zo2bZq2b9+uadOmaeDAgbr++uv1+eefa+bMmXrvvffc/sDwdOWVV+qf//ynjh8/rmuvvVbTpk3T6NGjdfXVV1f5ufTXk08+qRtvvFGzZ8/WiBEj9Pbbb+utt95SVlZWna4HIPI5nHSbEUVmzZql++67T/v37yc6EkS9evWSw+EwxhrCXWlpqXr06KFzzjmnVul1wO7y8/OVmpqqgwcPuu3iZMV9Wrdurby8PEvvE0lIASNiPf3005Jc4/BKS0v14Ycf6qmnntKNN95I5y8I8vPztWXLFv3rX//Sxo0btWTJklA3yTbGjx+vQYMGqVWrVsrJydFzzz2nb775xu8ZyABQX3QAEbGSk5M1d+5c7d27V8XFxTr33HP1hz/8Qffdd1+omxYVvvzyS11xxRVKS0vTAw88oFGjRoW6SbZx8uRJ3Xnnnfr+++8VHx+vn/70p3rvvff8GqMJhCPGANoPKWAAAGCJyhTwgQMHLE8Bt2nThhRwLRABBAAAliICaD/MAgYAAIgyRAABAICliADaT1h0AMvLy3X48GE1btzY65ZTAACgek6nUydPnlRmZqbPdSoRPcKiA3j48GG1adMm1M0AACCsHThwICTLYBEBtJ+w6AD6u7G7v9q1a+f2fM+ePQG9fm2ZV+vftWtXCFviYn5//H1v6vI9ZGdnG+WdO3f6dU7btm2NcmxsrF/3PPfcc42y53681V1XkrEHrb/n+8tzO7ndu3dX+5r5uL86depklHfs2OG1nvl7NX+f4apyuzhJ+u6776qtY/5Zk/z/efNHXf6/mNXlZyIUn2Geu4p4+z/n78+Xt+/N/P9Nqtv/OfP7U1ZW5te1vH0e+fps83ZOfX8mrBTo36cIX2GxDEzlNPL27dsrJibG7w9vf38h+vOL198PP3/VpfNjZ97ea18dKzN/Oz/e3rf6vp++2hlpHSbUn7efCX9/3oFQCfYyKZW/v/fs2WP5MjDt2rVjGZhaYCAAAABAlAmLFDAAAAhvYZBwjCphlQJGcHimuyvZYXxisIQi7evvkAVv7DaWFAwfiFZ2/ncPZQrYyvGHJ0+eJAVcS0QAAQCApZgFbD+MAQQAAIgyRAABAICliADaDx1AVMH4sfqP2+nSpYtR3rZtm1/n1GXcn1ld/t0YN2gtu43/QnDU99/d19qQQKCQAgYAAIgyRAABAIClSAHbDx1AwAL+pn0DqS7pXNK+oWHnZUICiVRm3fA+IRjoAAIAAEsRAbQfxgACAABEGSKAUSo7O9vt+c6dO0PUEgQK6Vz/mX/+6/uzX5cdXCI57WtGKhOViADaDxFAAACAKEMEEAAAWIoIoP3QAbSBzp07G+Xy8nK317799ltL7lmXtJd55qIUPWksRJ5ADnnwN+3bsWNHo2zV/2sEXiCHCwB2QgcQAABYigig/TAGEAAAIMoQAQQAAJYiAmg/dABtYPv27aFugl8Y82c/0bKjhJX83UHFvKtFXZY3YdxfeArWuD/GiCLY6AACAABLEQG0H8YAAgAARBkigEAYI+1bf/7uoMKuFvBXXYZmRHralwig/RABBAAAiDJEAAEAgKWIANoPEUAAAIAoQwQQAABYigig/RABBAAAiDJEAAEACCDzzF/zQuOS/7POzVjwHVagAwgAACxFCth+SAEDAABEGSKAAADAUkQA7YcOYIjUd2N5s7qMMfF1DuNNAKDuOnbsaJT93eHD/Jns+RnO5zCsQAcQAABYigig/TAGEAAAIMoQAQyRQG4sX5dlBXydQ7oBAOrO37SvWV0+x8MJEUD7IQIIAAAQZYgAAgAASxEBtB86gBHAPKNYCmx62c58zZoDAADe0QEEAACWI0pnL4wBBAAAiDJEAG2gU6dORnnHjh1e63lbXDRaUr6eSPsCQHhgDKD9EAEEAACIMkQAAQCApYgA2g8RQAAAgChDBNAGfI37M6vL6vIAEEzZ2dlGOTY21u01fz/rEHmIANoPEUAAAIAoQwQQAABYigig/dABRBWdO3c2ytu3bw9hS3wz74ASrUvhAHazc+dOr6/xfxawD1LAAAAAUYYIIAAAsBQpYPuhA4gq7Jz2NSOFhHDVtWtXo7xly5YQtsS3QKds+T8L2AcdQAAAYCkigPbDGEAAAIAoQwTQBjp27GiUw2mxZ/OCr75m/gHRqm3btkZ57969RrmgoCD4jakDO6dsw/VzM1oRAbQfIoAAAABRhgggAACwFBFA+yECCAAAEGWIANpAuI5fYdwf4Jt53J8/x+G/cP3cjFZEAO2HCCAAAECUIQIIAAAsRQTQfugAogo2bAfgybykjeRfGtv8WSLxeQLYCR1AAABgKSKA9sMYQAAAgChDBBBVhCJN06lTJ6O8Y8eOoN8fsAs7DcHwtpOJv0LdfjuK1h2UiADaDxFAAAAQ1WbPni2Hw6EpU6YYx5xOp2bMmKHMzEw1aNBA/fv319atW93OKy4u1uTJk9W8eXM1bNhQI0eO1MGDB4Pc+rqhAwgAACxVGQG08lFXGzZs0PPPP6/u3bu7HX/00Uf1+OOP6+mnn9aGDRuUkZGhQYMG6eTJk0adKVOmaMmSJVq8eLE+/vhjFRQUaPjw4SorK6tze4IlolPA0RpqD0elpaWhbgJgC+a0aajTwXVJ+9b3czcrK8vt+a5du2p9jfqmrq1EqtJeCgoKdMMNN+ivf/2rZs6caRx3Op164okndO+992rMmDGSpJdeeknp6el67bXXNGHCBOXl5WnhwoV65ZVXNHDgQEnSq6++qjZt2uiDDz7QkCFDQvI9+YsIIBAwSZJaVnwFAFQKVgQwPz/f7VFcXOyzXbfddpuuuuoqowNXac+ePcrJydHgwYONY4mJierXr5/WrVsnSdq4caNKS0vd6mRmZqpr165GHTujAwjU26WS3pRUIOloxdc3JfUJZaMAIOq0adNGqampxmP27Nle6y5evFhffvlltXVycnIkSenp6W7H09PTjddycnKUkJCgpk2beq1jZxGdAgasN1HSfEllkmIrjsVKGilptKRJkhaEpmkAEGUOHDiglJQU43liYqLXenfccYdWrFihpCTvWRuHw+H23Ol0VjnmyZ86dhDRHUDG/YWP8Fwu4lK5On8xqhpMj6/4+oykryXZPx2A+jvvvPPcnu/bt69e1wvH/xd1+dyty7hBX+P8gjXury5jNOsypjESBGsZmJSUFLcOoDcbN27UsWPH1LNnT+NYWVmZ1q5dq6efftpYjiwnJ0etWrUy6hw7dsyICmZkZKikpES5ubluUcBjx46pTx/7Z4BIAQN1NlWuyJ8vZRX1AAB2MWDAAH399dfavHmz8ejVq5duuOEGbd68We3bt1dGRoZWrlxpnFNSUqI1a9YYnbuePXsqPj7erc6RI0e0ZcuWsOgARnQEELBOkqRROpv29SZerlRwkqQii9sEAPZkt4WgGzdurK5du7oda9iwodLS0ozjU6ZM0axZs9ShQwd16NBBs2bNUnJysq6//npJUmpqqsaPH6/p06crLS1NzZo105133qlu3bpVmVRiR3QAgTpJUc2dv0qxFfXpAEr2XqKjvnylfP1Ncwbr/fF2n7rcv75Lv8TEnE1G+bsMjB1+dsIxRQ//3XXXXSosLNSkSZOUm5ur3r17a8WKFWrcuLFRZ+7cuYqLi9PYsWNVWFioAQMGaNGiRYqN9ff3Q+jQAQTqJF/uEz98KauoDwDRyW4RwOqsXr3a7bnD4dCMGTM0Y8YMr+ckJSVp3rx5mjdvXr3vH2yMAQTqpEjSUkk1LWBdKmmJiP4BAOyECCBQZ3PlGt/nS2xFvfCWmZlplA8fPlxtHfOMSMl9dxfztkglJSUBbl1o+Zsy9ZYaNZ9f0zUCydt96nL/+q648O2333p9rWPHjn7Vg/2xC4q9EAEE6uwTudb5K1fVSGBpxfFJYgkYAIDd0AEE6mWBpL6SlunskjBlFc/7ikWgASB4W8HBf6SA66i+s95QN/Z839dVPJLkmu2br0gY82eejXn69Oka65tTvp7MH87x8fFe64Ujc8r03HPPdXvN/L2GywLAnTp1MsqVi+GGEmlfwBp0AIGAKVIkdPwAINDCYRZwtCEFDAAAEGWIAAIAAEsRAbQfOoB1ZJ/xZ9GF9z14zEu3HDlypMb6Bw4ccHtuXjrGn/Mjwf79+2t9jueyK6HeKcU87o8lWIDIRQcQAABYigig/TAGEDaXJKllxVcAABAIRABhU5dKmipplFy7aZTJtfXa42Jh5eDwZ8eOli1bGuVjx465vWbeMeScc84xyr6WhNm3b59RbtWqlVF2OBzVXjcShSLt6w1pXwQKEUD7IQIIG5ooaa2kkXJ1/lTxdaSkjyRNCFG7AACIDEQAYTOXSpov198mnn+fVEaLnpH0tYgEAkB4IAJoP3QAYTNT5Ur3+gpOl1XUowNYX23atDHK5lm/knuq1ZyONc/oNadmzzvvPLfzzencuLi4ao/7Ek1pXwAINjqAsJEknR3z50u8pNEV9dl5AwDsjgig/TAGEDaSopo7f5ViK+oDgcSscwDRgQigDXTu3Nkob9++PYQtCbV8udK7/nQCyyrqoz7MizebZ/R68raQs/mvbs/UbvPmzat9LSMjwyjn5OS4nZOenm6UzWnfFi1aGOWGDRt6bWfdZ9Ay6xz2YV4MXLLXzHBEDiKAsJEiuX7pltZQr1TSEpH+RWAw6xywWmUK2MoHaocOIGxmrmqOAMZW1APqyzzrPN7jtfiK489I6hPkdgGAtegAwmY+kTRJUrmqRgJLK45PEmk5BEblrHNfKmedA6grIoD2wxhAG4jucX/VWSDXOn9T5ZrtWzkma5lckT86f4FiHnN39OhRv84xj08yj00yLykjScXFxUY5MzPTKJ85c8brtb21wTzuL3DjoZh1Dvvo0qWLUd62bVsIW4JoQQcQNrWu4pEk12zffPHLF4FVl1nn/AwCdcEyMPZDBxA2VyR+6cIazDoHEL3oACLgsrKyjPKuXbtC2BJUx7zciznl6rkMjHlnEPOuHEVF1XfICwoK3J7n5uYa5datWxvl5ORkv+55/Phxo2xO+3qec+zYsWrbU7PKWecjVXUCiFmpXMMP+EME3mVnZxvlnTt31rpepKd9iQDaD5NAAEQxZp0DiE50AAFEMWadA8HALGD7IQWMgCPta29xcdX/t/c3leptxxDP66alpRll84zg8vJyv+5pvo+5Xt1Tvt4w6xz15yvtW5d6gNXoAAIAs84BSzEG0H7oAAKAgVnnAKIDHUAEVceOHY3yt99+G8KWRK/Dhw8bZV8LQTdt2tQoN2rUyCgXFhYa5WbNmhllX3+Bx8efnWVrTgF7Ouecc4zyoUOHjHKLFi2qvZYklZSUGOUffvjB67UBO4jWVRKIANoPk0AAAACiDBFAAABgKSKA9kMEEAAAIMoQAURQMe7PXhITE43yueee6/ba/v37jbJ5V4+MjAyjnJOTY5Tbtm3rdn7ljiFOZ5LKylIUE1Mgh6PIbbkY87V8SUhIMMrmsYFAuImmcX9mRADthw4gAEuUlFysU6d+o+LiK1W5tl5S0r/VuPFflZj4RaibBwBRjRQwgIDLz79BJ04sUXHxYJ3dai1WRUWD9P33/1RBwY2hbB6AIGMnEPshAghEGfPSL+Y0r6965iVizMu4mJeKOXnypCSptLS38vMfkuvvS8+/MV1LuPz445+VmPitYmI+dXs1Jqb6v0lJ+yJStG/f3ijv3r3bKJuHUOzdu9ftnOzsbKNsHkKxffv2wDcQUYMIIICAKiz8rVxbqflSrvz88cFoDgCgGkQAAQSM05mk0tKhOpv29SZOhYVDlJqaJIeDnTeAaECa1l7oAAJRxnPHj0otW7Z0e15cXFxtPfNOIOaUbXJyssrKmqvmzl+lWJ06FauYmNN+1ncx7woiSd9//32tzgdCyZz2NfNM+5rt3Lmz1vcxp5RjY2NVXl6uPXv21Po6iFx0AAEETExMgVzpX386gWVyOE5a3CIAdsAyMPbDGEAAAeNwFCkp6d+SSmuoWaqEhPdI/wJAiBABhC14mxmHwDCnTc1pW3M62HMG7o8//ljttZKSkoxyWdnZyR5nZ+rOknRlDS2KVbNmLykhIdXrPc0zjM0zjz1TvubU9bFjx2q4L2rDPPvUMw3pa9ZqqHlrW1ZWllGO9AWZ7fZvQgTQfogAAgiwTyRNklSuqpHAUknlatbsj0pK2hj0lgEAXIgAArDAAjVtekinT09QcXHlrOAyJSQsV7NmL9H5A6IMEUD7oQOIoPKW6iXtay1z2tTb/rueH6BNmjQxyubUrPlazZs3r7a+JDkc69Sw4TolJydJSpHDcVIOR5HKymJ06lTVa0nuqWpzetm8+G2zZs3cziHt659OnTq5Pd+xY0e9rhfIFKOvdLK3zwxf6WlvbYu0tK+/Q2eysrKYBYwq6AACsJTDUSSHo/olZQBEByKA9sMYQAAAgChDBBAAAFiKCKD90AFEUDHWLzTMY/VycnKMcnp6utdzzGPwGjVqZJQdDodRNi8JU1TkvqafeekWc7mkpMQop6a6LwPjbXzhDz/84LWd8E9paU1rM7qYx+P52oHCPP4sPj7eKNdlbKF5zJ75upL3zwzzz1S08vfzNNLGPiIw6AACAABLEQG0H8YAAgAARBkigAgq81IU9V2GAnWTlpZmlM07gZiXYJHc03rmtO3JkyerreOZkjOnis1l830808bm3Ui8pX1TUlKqPS5JiYmJRtlziZlo52+60N/lXbwtyVLfHUL8baf5ZypahdPnKRFA+yECCAAAEGWIAAIAAEsRAbQfOoAIKrunKSKVOV3mLbXq+QFqnjVqfq1p06ZG2bxDh2cK+MyZM0Y5NjbWKB8+fNgom1PIntczM+8yYk4Te7aNmaGh4Wu2sFWY2crnKeqHDiAAALAUEUD7YQwgAKAGSZJaVnwFEAmIACIgzLMAzX+JkaaxB28LLBcWFhplz7+gzSlcb6le8+xg8wxcz9dOnTpV7bU875mbm2uUMzIyjHJBQYFRbtCggds55muwYLR35tm5kn8zdDMzf6Eff7xFp08PkhQrqUzSUkmPKyvr7Axy/p8D4YcIIACgGhN1+PBinT49UK7Onyq+jpT0kfLyrgtd0xB2KlPAVj5QO3QAAQAeLpU0X65fEZ6JonhJMfrhhwdVWPjToLcMQGDQAQQAeJgqV7rXl3Ll5d0SjMYgAhABtB/GACIgQrEMBPxn3j2juLjYKJvH5jVq1MjtHG87eSQkJBhl81Ixp0+fdjvfPCbQPG7QvPSL5zlm5l1CzGMAy8rcOybm+5iXizEvPXP8+HGv94kWvpbIMY/h3bnzoKRROpv29SZOp04N0q5dhzzOD+xnQX13FgFQPTqAAACTFNXc+asUW1Ef8I1lYOyHFDAAwCRfNad/K5VV1AcQbogAAlEgP//sL2lzmrRx48ZG+ejRo+ZT1KJFi2qvZU7BmlPL5mVfJPf0rjltnJR0di05z51Afvzxx2rvY166xrw8jeSehvbcJQRn7d+/3+tr5rRt+/btlZOzsmL2r69fEaWSlkkq8jvte9555xnlffv2+XVOXdK+VqakUTdEAO2HT0sAgJsmTV5Qzb8eYiXNDUJrAFiBDiAAwE1S0kY1b36/pHK5In1mpRXHJ0laF+ymIUwxC9h+SAEDUcacJjXPDE1NTfV6jrneiRMnqj3umX5t2LChUTbP6DWXzelbyT1VnJycXO21zbuXeJ5j3knE1/cD6dxzzzXK5vTw7t27K0p/lrRKriVhRuvsTiDL5Ir81b7z5y3t26lTJ6O8Y8eOWl/Xc5cT0r5AzegAAgC8WFfxSJJrtm++pCKfZwDVYQyg/dABBADUoEh0/IDIQgcQiDLmFK6ZOWUrVU3PVjLPyDWnc80LL0vui0ybU7jm2cFxce4fQea/4s3XzsvLq7YtnvcxzzD21n64+JoVHAzmmbp1Sfua+Zop7G0hac+0sfk1ZhEHHhFA+2ESCAAAQJQhAggAACxFBNB+iAACAABEmaiJAHbv3t0o//e//w1hSwB7Mo+l82TeMcS8q4jn7h/+nONwOIyyeQkXSSouLjbK5jF85iVdzDuEeCooKPD6GmqvY8eORvnbb7/165z27dsbZfMyQZL7OLtgja3zNj7Q17hBxv0FHhFA+yECCAAAEGWiJgIIAABChyidvURNB9DKtK855XF2FX0gcpw8ebLGOubUruc5iYmJRtmcwvVMEZqXhTEvF2Pe/cNz6RjP+yJw/E37mpdUsdtnoLdlYAKhc+fORnn79u0BvTZgNVLAAAAAUSZqIoAAACA0mARiP3QAfcjKyjLKu3bt8lrPW8rDfH5N1wDCna8PYPPsXrMzZ874dW3zbGNfM48RGoFOrQZSINvm+ZlO2hfhjA4gAACwFBFA+2EMIAAAQJQhAuhDfVO2pHwBIHJ4fqZnZ2cbZfNwBvMC5/7OpI50RADthwggAABAlCECCAAALEUE0H6IAAIAAEQZIoAAAHjhayeRnTt3Buw+5h2lPHfIsfMyO/4iAmg/RAABAACiDBFAAABgKSKA9kMHMEyZ0wV223wdACJFXdKvdfl8jok5m5DzTAEDVqADCAAALEUE0H4YAwgAABBliAD6qWPHjm7PA7m6u3mDcX93DyHtCwDBZf6slrx/XtclhRvIGcV2RATQfogAAgAARBk6gAAAwFKVEUArH7Xx7LPPqnv37kpJSVFKSoouueQSvf/++27tnTFjhjIzM9WgQQP1799fW7dudbtGcXGxJk+erObNm6thw4YaOXKkDh48GJD3KxhIAfvJyg29/U37AgBCx9/PavPMYfNC0p6veWOeRSwx5McKrVu31sMPP6zs7GxJ0ksvvaSrr75amzZt0gUXXKBHH31Ujz/+uBYtWqSOHTtq5syZGjRokHbs2KHGjRtLkqZMmaJ33nlHixcvVlpamqZPn67hw4dr48aNio2NDeW35xc6gAAAwFLBGgOYn5/vdjwxMVGJiYlV6o8YMcLt+Z///Gc9++yz+uyzz9SlSxc98cQTuvfeezVmzBhJrg5ienq6XnvtNU2YMEF5eXlauHChXnnlFQ0cOFCS9Oqrr6pNmzb64IMPNGTIECu+zYAiBQwAQJ0lSWpZ8RWh1qZNG6WmphqP2bNn13hOWVmZFi9erFOnTumSSy7Rnj17lJOTo8GDBxt1EhMT1a9fP61bt06StHHjRpWWlrrVyczMVNeuXY06dkcEEACAWrtU0lRJoyTFSiqTtFTS45LCowMQiQ4cOKCUlBTjeXXRv0pff/21LrnkEhUVFalRo0ZasmSJunTpYnTg0tPT3eqnp6dr3759kqScnBwlJCSoadOmVerk5OQE6tuxFB3AEPF36ZfK8QlS5C8TAADhYaKk+XJ1+irHesVKulrSaEmTJC2Q5HvMn3l8oLleJI75C1YKuHJShz86deqkzZs368cff9Q///lPjRs3TmvWrDFedzgcVe7heay6dtRUxy5IAQMA4LdL5er8xUiK93gtruL4M5L6BLldqK2EhARlZ2erV69emj17ti688EI9+eSTysjIkKQqkbxjx44ZUcGMjAyVlJQoNzfXax27owMIAIDfpsoV+fOlrKIeKtltGRhvbSwuLla7du2UkZGhlStXGq+VlJRozZo16tPH1bHv2bOn4uPj3eocOXJEW7ZsMerYHSngEPF3OQHSvgBgF0k6O+bPl3i5UsFJkorcXvGW9vV2HNa45557NHToULVp00YnT57U4sWLtXr1ai1fvlwOh0NTpkzRrFmz1KFDB3Xo0EGzZs1ScnKyrr/+eklSamqqxo8fr+nTpystLU3NmjXTnXfeqW7duhmzgu2ODiAAAH5JUc2dv0qxFfWLaqoYFey2FdzRo0d100036ciRI0pNTVX37t21fPlyDRo0SJJ01113qbCwUJMmTVJubq569+6tFStWGGsAStLcuXMVFxensWPHqrCwUAMGDNCiRYvCYg1ASXI4w2ADvfz8fKWmpoa6GYBJklwf7vniAx6IFkmSCuRfJ7BMUiPZLQKYl5fn9ySJQKj8/f2Xv/xFDRo0sOw+hYWFmj59etC/v3BGBBCoFZZ+AKJXkVz/30eq6gQQs1JJy1TdH4fmzl1dVnkI11Sx3SKAYBIIUAsTJa2V68PfvPTDSEkfSZoQonYBCJ65qjkCGFtRD7AvOoCAX3wt/RAvln4AosUncq3zVy5XpM+stOL4JJERcBcOs4CjDSngAGPh5khVufSDr7+ZKpd+4IMfiGwLJH0t1//30To7HGSZXJE/758B7du3N8p1+R0RTmlf2JtlHcDS0lLl5OTo9OnTatGihZo1a2bVrQCL1X/pBwCRZl3Fgwlh/mAMoP0ENAVcUFCgBQsWqH///kpNTVXbtm3VpUsXtWjRQuedd55uvfVWbdiwIZC3BIKgLks/AIgORZKOic4fwk3AOoBz585V27Zt9de//lX/8z//o7feekubN2/Wjh079Omnn+qBBx7QmTNnNGjQIF155ZX67rvvAnVrwGL5qnnl/0plFfUBAJUYA2g/AUsBr1u3TqtWrVK3bt2qff3iiy/WLbfcoueee04LFy7UmjVr1KFDh0Dd3jZ8jelgfGC4qv/SDwAgSbt37w7YtczjCQN5XUSHgHUA33jjDb/qJSYmatKkSYG6LRAkc+Ua3+cLSz8AgDdE6eyFZWAAv7D0AwAgcli6DMzGjRvVs2dPK28RVuqS9u3YsaNR/vbbbwPZHNRa3Zd+AIC68rb7RzilfZkFbD+WdgBHjx6t/fv3W3kLIMhY+gEAEP7q3QEcO3ZstcedTqdOnDhR38sDNlUkOn4A4B8igPZT7w7gBx98oFdeeUWNGjVyO+50OrV27dr6Xt42OnXq5PZ8x44dQblvXdK+/sw2Ns8ek8IrlQAA0YTdP2CFencA+/fvr0aNGqlfv35VXvvJT35S38sDAIAwRwTQfurdAXzrrbe8vrZ8+fL6Xh4AAAABFvBJIDk5OcrIyAj0ZUMuWCnfQPBntjEpXwAAolfA1wEcPHhwoC+JqJEkqWXFVwBApGArOPsJeAeQfwTU3qWS3pRUIOloxdc3JfUJZaMAAIhYAe8AOhyOQF8SEW2ipLVy7bMbW3EstuL5R5ImhKhdAIBAIQJoP5YuBA34dqmk+XL9HeL5t0h8xddn5Np9g1027C42NtbteVlZmVGOj483ymfOnDHKfGgDQGjQAUQITZVrKzVfgeiyinp0AAEgXLEMjP0EPAWckJAQ6EsiIiVJGqWzkT5v4uXad5eJIQAABErAI4BffPFFoC9pS+adNFhSpS5SdHbMX01iK+qz9VqomMf2evtLu0GDBm7Py8vLjbI5HZyUdLYz73mt4uLiaq/NX/dAeCMCaD8BjwAC/smXK73rj7KK+gAAIBCC1gHMzc3VqlWrNHfu3GDdErZWJGmppNIa6pVKWiKifwAQvpgFbD+WTALZs2ePNm/e7PY4ePCgnE6nGjZsqKlTp1px26Ai7RsIc+Ua3+dLbEU9WC0mxvvfg+bXzDN6k5OTjbLnElBxcWc/XswpYHO5tLTU6zmFhYXVngPYUVZWllHetWtXCFsC+CegHcB+/frpq6++Un5+vlJTU9WlSxd17dpVhw4d0sKFCzVgwAC1adMmkLdEWPtE0iS5lnopk/uEkFK5On+TxAxgAAhvjAG0n4CmgD/99FPddtttOnDggHJzc/XJJ59owYIFcjgcuvjii+n8oRoLJPWVtExnxwSWVTzvW/E6AAAIpIBGANevX6877rhDW7du1aOPPqqOHTsG8vKIWOsqHklyzfbNF2P+AsucwjWnas1lc/pVcp/Va37NvNSTuY7nElDmWcBFRWf/Pc1/qZ86dcrtHG+zgAG7I+3rGxFA+wloBPAnP/mJ1q5dq7Fjx2rIkCG67bbbdOzYsUDeAhGtSNIx0fkDAMBalswCvv7667V161Y1adJEF1xwgcrLyxnEDQBAlGIWsP1YtgxMcnKy/vznP2v9+vUaPny4BgwYoMcee8xtZh8AAACCz/K9gNu3b69ly5Zp5cqVmjJliv7yl7/oyJEjVt8WgIl5rF+zZs2MsvmvZs8xgLGxsdWWW7ZsaZRbtGhhlBs1auR2fklJiVH+/vvvjXJ+/tlFvc3jBD2fm+9pbqfnOUCwmHeAklgOrDYYA2g/lncAKw0aNEj//e9/NW/evGDdEgAAANUIWAp4//79NdaJjY3VlClTJEmHDh0K1K0BAICNMQbQfgIWAbzooos0cuRI3Xrrrbr44ourrZOXl6d//OMfevLJJzVhwgRNnjw5ULevlnkZmm+//dbSewF24rmrhzk9a071JiYmej3HvKyLOW3cr18/o3zPPfdUew9Pjz/+uFH+17/+ZZTNaWLJfVkY844jnvWAQPP2+yI7O9so79y50+2ctm3bGuW9e/f6dR9zGpkUMkIpYB3Ab775RrNmzdKVV16p+Ph49erVS5mZmUpKSlJubq62bdumrVu3qlevXpozZ46GDh0aqFsDAACgFgKWAm7WrJkee+wxHT58WM8++6w6duyoH374Qd99950k6YYbbtDGjRv1ySef0PkDACCKkAK2n4BPAklKStKYMWM0ZsyYQF+61rylfc0hfalqWB8Id54fhuZ1OM2vmWfaJiUluZ3TuHFjo9yzZ0+jPGvWrFq3Z9q0aUbZnM5944033OqZZwubZ/ua08GlpaW1vj9QE2+/L3z9fvCW9vWVNibtC7sI2ixgAAAQnVgGxn4sWwgaAAAA9hSVEUBSvoh0njN6zSng4uJio2xOATdo0MDtHHMKeNiwYQFr27hx44zyBx984Pba0aNHjbI51csOQrADfxeCJhpVFRFA+yECCAAAEGUsiQAWFhbK6XQqOTlZkrRv3z4tWbJEXbp00eDBg624JQAAsCkigPZjSQfw6quv1pgxYzRx4kT9+OOP6t27t+Lj4/XDDz/o8ccf129/+1srbguggjnlK0lnzpyptmyeaeu52LL5tSZNmgSsbebUsmeq2jzb1/yBbt7LmA96BJN5sWd/96HetWuXRa0BAseSFPCXX36pvn37SpLefPNNpaena9++fXr55Zf11FNPWXFLAABgY6wBaC+WdABPnz5t/JW/YsUKjRkzRjExMfrZz36mffv2WXFLAAAA+MmSDmB2draWLl2qAwcO6N///rcx7u/YsWNKSUmx4pYAAMCm2AnEfiwZA3j//ffr+uuv19SpUzVgwABdcsklklzRwJ/85CdW3BKAD+YlVczj6cxlT7m5uUbZvFzLz372s3q15fXXXzfK+fn5bq8VFRUZZfP4wMTERKPsa6yiN57fJ78s4C9vu30A4c6SDuA111yjyy67TEeOHNGFF15oHB8wYIBGjx5txS0BAIBNMQvYfixbCDojI0MZGRluxy6++GKrbgcAAAA/BawDOG3aNP3pT39Sw4YN3TZ+r87jjz8eqNsCqCVzCjUhIcEom3cIkdzTsx9++KFR7tixo1EeO3asX/dcvXq1UV66dKlRzsvLc6uXlJRklM1L2ZjTvHFx7h9b5vS2tygAKWB4ysrKcnvO0i3WIgJoPwHrAG7atMn4IN60aVOgLgsAAIAAC1gHcNWqVdWWAQBAdCMCaD+WjAH84IMPNHDgwGpfW7BggSZMmGDFbSVJnTp1Mso7duyw7D5AJDDPuvX8AD158qRRNq/fOW/ePKP83nvvGeXmzZu7nW9O73733XdG+ejRo9XeX3JP9cbGxhpl8w4hnruHmNO7nmns6q4LSNamfM3pZc9deZhVDLuwZB3Aq666StOnT3cba/T9999rxIgRuvvuu624JQAAsCnWAbQfSzqAa9eu1TvvvKOLLrpIW7du1bvvvquuXbuqoKBAX331lRW3BAAAgJ8sSQH37t1bmzZt0sSJE9WzZ0+Vl5dr5syZ+v3vf+9z4dlAIO0L+O/MmTNG2TO1an7NXP7++++N8o8//ujX+QUFBUbZM+1rZv58MF/PfNw861fynvYFaqN9+/ZGeffu3fW6FjOKEQ4siQBKro7Yhg0b1Lp1a8XFxWn79u06ffq0VbcDAAA2RQrYfizpAD788MO65JJLNGjQIG3ZskUbNmzQpk2b1L17d3366adW3BIAAAB+siQF/OSTT2rp0qUaOnSoJOmCCy7Q559/rnvuuUf9+/cnZQMAQBRhGRj7saQD+PXXX1dZEiI+Pl5z5szR8OHDrbglgHryHMNnHqvnbQye+RzP5S7M9czjAc3X8jzHG/P5nmMAgUCo77g/INxY0gH07PyZ9evXz4pbAgAAmyICaD+WdAArbdu2Tfv373dbD1CSRo4caeVtAQAA4IMlHcDdu3dr9OjR+vrrr+VwOIyeeWXqx9+0D4Dg8UytmtO73tK53upLUmFhoVE278Rh/oPQ8692c3qYv+iByEEE0H4smQV8xx13qF27djp69KiSk5O1detWrV27Vr169dLq1autuCUAICCSJLWs+AogUlnSAfz000/10EMPqUWLFoqJiVFMTIwuu+wyzZ49W7/73e+suCUAoF4ulfSmpAJJRyu+vimpTygbhQjBOoD2Y0kKuKysTI0aNZLkmhBy+PBhderUSeeddx47dQA25Tk0wzwL2NuHa1zc2Y8Qc8pXqtsOHXyIh8pESfMllUmKrTgWK2mkpNGSJklaEJqmAbCEJR3Arl276r///a/at2+v3r1769FHH1VCQoKef/55t+12AAChdqlcnb8YVU0KxVd8fUbS15LWBbFdiCSMAbQfSzqA9913n06dOiVJmjlzpoYPH66+ffsqLS1Nr7/+uhW3BADUyVS5In++RgSVVdSjAwhECks6gEOGDDHK7du317Zt23TixAk1bdrUbZYfAPsyz9w1zwI2/6VtTht7LveEcJAkaZTOpn29iZcrFZwkqajKq23btjXKCQkJRvnbb7+tdwsRGYgA2o8lk0Cq06xZMzp/AGArKaq581cptqI+gEhg6ULQAAA7y5f7xA9fyirqA7VHBNB+ghYBBADYTZGkpZJq2l+5VNISVZf+BRCeiADaQOfOnY3y9u3bQ9gSoHredv9gV59IMFeu8X2+xFbUq97evXvr1QLzGML6Xgv2RATQfiyJAN58881au3atFZcGAATUJ3Kt81euqpHA0orjk8QMYCCyWNIBPHnypAYPHqwOHTpo1qxZOnTokBW3AQAExAJJfSUtk2usnyq+Lqs4ziLQqB92ArEfS1LA//znP3X8+HG9+uqrWrRokR544AENHDhQ48eP19VXX634+PiaLxJFSPsCCL11FY8kuWb75svfMX/mBf53795tQdsABJplk0DS0tJ0xx13aNOmTfr888+VnZ2tm266SZmZmZo6daq+++47q24NAKizIknHxIQPILJZPgv4yJEjWrFihVasWKHY2FgNGzZMW7duVZcuXTR3rvdBxQAAIDKQArYfS1LApaWlevvtt/Xiiy9qxYoV6t69u6ZOnaobbrhBjRs3liQtXrxYv/3tbzV16lQrmhAyWVlZRnnXrl0hbAkABId51xgA4cGSDmCrVq1UXl6u6667Tp9//rl69OhRpc6QIUPUpEkTK24PAABshGVg7MeSDuDcuXP1i1/8QklJSV7rNG3aVHv27LHi9gAAAPDBkg6gw+Hw2vn7/e9/rzlz5lhxW1sg7QugqtrPrA0n5sWbzcNgPBcQ37dvX43ne8rOzjbKO3furFsDYQtE6ezFkkkgt99+u/71r39VOT516lS9+uqrVtwSAGzoUklvSiqQdLTi65uS+oSyUQBgTQdw8eLFuvHGG912A5k8ebL+8Y9/aNWqVVbcEgBsZqKktZJGyrWVmiq+jpT0kaQJIWoXEHzMArYfSzqAV155pZ577jmNGjVKX3zxhSZNmqS33npLq1atctv3FgAi06WS5sv1Eeu58H18xfFnRCQQQKhYMgZQkn75y18qNzdXl112mVq0aKE1a9a4jeUAgMg1Va6t1Hz9jV1WUS+y9tgN9Dhoxv1FBmYB20/AOoDTpk2r9njLli31k5/8RM8884xx7PHHHw/UbQHAZpIkjdLZtK838ZJGV9SPvIkhAOwtYB3ATZs2VXs8KytL+fn5xusOhyNQtwQAG0pRzZ2/SrEV9ekAIrIRAbSfgHUAmdwBAJJrqZcy+dcJLKuoH5natm3r9tzbci/mer6WhAEQOJbvBQwA0aVI0lJJpTXUK5W0RET/EA2YBWw/dAABIODmquYIYGxFPQAIPstmAQNA9PpE0iS5lnopk/tSMKVydf4mKVJmAHvbrcPfqIy/aV92BQlfjAG0HyKAAGCJBZL6SlomVydQFV+XVRxfEKJ2AQAdQACw0DpJv5DUSFJ6xddfKFIif4C/7DYGcPbs2brooovUuHFjtWzZUqNGjdKOHTuqtHnGjBnKzMxUgwYN1L9/f23dutWtTnFxsSZPnqzmzZurYcOGGjlypA4ePFjv9ysY6AACgOWKJB1TpE742Llzp/Ew27dvn9vDqvuEq7Zt2xoPK89BVWvWrNFtt92mzz77TCtXrtSZM2c0ePBgnTp1yqjz6KOP6vHHH9fTTz+tDRs2KCMjQ4MGDdLJkyeNOlOmTNGSJUu0ePFiffzxxyooKNDw4cNVVlZW3W1thTGAAADAUnYbA7h8+XK35y+++KJatmypjRs36vLLL5fT6dQTTzyhe++9V2PGjJEkvfTSS0pPT9drr72mCRMmKC8vTwsXLtQrr7yigQMHSpJeffVVtWnTRh988IGGDBkSmG/OIkQAAQBARMjPz3d7FBcX+3VeXl6eJKlZs2aSpD179ignJ0eDBw826iQmJqpfv35at841hGPjxo0qLS11q5OZmamuXbsadeyMDiAAAIgIbdq0UWpqqvGYPXt2jec4nU5NmzZNl112mbp27SpJysnJkSSlp6e71U1PTzdey8nJUUJCgpo2beq1jp2RAgYAIAS8LX/Tvn17t+e7d+82ynFx4flrO1gp4AMHDiglJcU4npiYWOO5t99+u/773//q448/rvKa5/a1Tqezxi1t/aljB0QAAQBAREhJSXF71NQBnDx5st5++22tWrVKrVu3No5nZGRIUpVI3rFjx4yoYEZGhkpKSpSbm+u1jp3RAQQAAJay2zIwTqdTt99+u9566y19+OGHateundvr7dq1U0ZGhlauXGkcKykp0Zo1a9SnTx9JUs+ePRUfH+9W58iRI9qyZYtRx87CM5YMAEAYMO9eIvm3g4k55espUpbACbXbbrtNr732mpYtW6bGjRsbkb7U1FQ1aNBADodDU6ZM0axZs9ShQwd16NBBs2bNUnJysq6//nqj7vjx4zV9+nSlpaWpWbNmuvPOO9WtWzdjVrCd0QEEAACWstsyMM8++6wkqX///m7HX3zxRd18882SpLvuukuFhYWaNGmScnNz1bt3b61YsUKNGzc26s+dO1dxcXEaO3asCgsLNWDAAC1atEixsTXtBR56DmcYbKCXn5+v1NTUUDcDAIBaqUsE0Ep5eXlukySsVvn7+6abblJCQoJl9ykpKdErr7wS9O8vnBEBtJC///HrssE5m6IDgP3x+exitwggmAQCAIAfkiS1rPgKhD86gAAAeHWppDclFUg6WvH1TUn2n+VpJ3abBQxSwD7VN83q7zlWXhuA/5o3b26U4+Pj3V47cuRIjef88MMP1jQMljMvvnx2Fu5ESfMllUuqHNQfK2mkpNGSJklaEKK2AfVDBxAAgCoulavzF6OqybLKPw6ekfS1JPvv+xpqjAG0H1LAAABUMVVSWQ11yirqAeGHCCAAAG6SJI3S2bSvN/FypYKTJBVZ3KbwRgTQfugA+sA4OyAyNW3a1Cib1yYz/xLxHPPXrFmzaq/FuL/w4Wssnfvzlqq581cpVlKK/O0Atm3b1ijv3bvXr3MY9wcr0AEEAMBNvlzpXX86gWUV9eELEUD7YQwgAABuiiQtlVRaQ71SSUtE+hfhiAhggDFdH7Af81ItknvatlWrVkbZ21IvkpScnGyUDx48aJQzMjKMcuWG8ghvbdu2VVHRYuXkjK6hZqykubW6dmJiYp3bJbn/jomLO/sr/Ntvv63Xda1GBNB+iAACAOAhKekLNWv2R7nWAPSMBJ6pOD5JLAGDcEUHEACAaqSkvCapr6RlOrskTJmSk1cqI2OsgrEIdKRgJxD7IQXsoWPHjkbZHFI37woieZ8hTNoXsJ8zZ854fc3hcFR73JzaldzTvmakfcOH+fPZnEqVpPLycqPsPjt3r1xRviS5Zvvm6/TpIp0+Xbc27Nixo9rj/s4O5ncMAoUOIAAANSoSkz3qhyidvZACBgAAiDJEAD14m0nFotBAeElNTTXK5tmSnsypPzPP1G56erpRNkcyjh07VtcmIoRiYtzjH6FOrfq7KDQQKHQAAQCApVgGxn5IAQMAAEQZIoAAAMBSRADthw4ggIiUl5dnlD2XdDEzLwOTlZVllAsKCtzqHT16NICtQ6gxrhvRjg4gAACwFBFA+2EMIAAAQJQhAujB204gdeG50ry3VehDvfwAEOl8LeliXg5k165dQWsTYB5yEOk/e0QA7YcIIAAAQJQhAggAACxFBNB+wr4DaA6hS/UPo9c37WvmK7Ub3Wnfs5uqs7cmQsE8o7dVq1ZG+ZxzzjHKhw4dCmqbEH0iPe0LeyMFjCC6VNKbkgokHa34+qakPqFsFADAYpURQCsfqB06gAiSiZLWShopKbbiWGzF848kTQhRuwAAiD5hnwK2MoSenZ1tlFk0tD4ulTRfrr83PP/miK/4+oykryWtC2K7AOnIkSOhbgIigL+/Lzp37myUt2/fbmmb7IQxgPZDBBBBMFVSWQ11yirqAQAAq4V9BBB2lyRplM6mfb2JlzS6oj4TQwAgkhABtB8igLBYimru/FWKragPAACsRATQB8b9BUK+XOldfzqBZRX1AYQrf3c5atu2rVHeu3evhS0KjvLycr/qRdO4PzMigPZDBBAWK5K0VFJpDfVKJS0R6V8AAKxHBxBBMFc1RwBjK+oBACIN6wDaDylgP3Xs2NHteSB3DIl8n0iaJNdSL2U6u/SL5Ir8xVa8zhIwQLiLifEeVzDv3OTtF3anTp3cnu/YsSMwDQsA81Ivkvswoeje3QnhiAgggmSBpL6SlunskjBlFc/7VrwOAACCgQgggmhdxYO9gAEgmjAJxH7oAPqJlG8gFYmOHxCZfK2e4M/OTf6mfM2zjT1n4Fo1q5iVIRBJ6AACAABLEQG0H8YAAgAARBkigACAoPBn8WdfM23NmHXrv+zsbJWXl4f0PSMCaD9EAAEAAKIMEcCIwcxaAIA9EQG0HyKAYe9SSW9KKpB0tOLrm5L6hLJRAADAxsIqAti2bVvFxMQw9sMwUdJ8uRZUrtxqLVbSSEmj5dpdgwWWAdiDt3F/5rGBLLUSeHZ4T4kA2g8RwLB1qVydvxi5b62miucxcm29RiQQAAC4C6sIIMymyhX589WHL6uoxx67AIDQIQJoP2HVAbRqdffwkyRplM6mfb2JlysVnCQmhgAINnNqV/L+GV7fz3Z/7wPgrLDqAKJSimru/FWKrahPBxCBxsxzAP4hAmg/jAEMS/lypXf9UVZRHwgUZp4DQLgjAhiWiiQtlWu2r+cEELNSScsUqdEZ82bwzAwPFmaew391ScVmZWW5Pd+1a5cl90FwEQG0HyKAYWuuak4Dx1bUAwKBmecAECnoAIatT+SKtpTLFekzK604PknMAEbgVM4896Vy5jkAuKuMAlrxQO2RAg5rCyR9Ldcv3NFyRfzK5Er7zlWkd/5I+wYTM88RHHFx/FoCgoH/aWFvXcWDGZmwEjPPAdQdYwDthw5gxCgSv3BhncqZ5/50Apl5DgB2RwcQYSs7O9som/e67Ny5s1u97du313gOasLMcwTHjh07Qt0EICowCQSAn5h5DqBurJwAwkSQuqEDCMBPzDwHgEhBBxBALSyQ1FeuNG/lkjCVM8/7ikWgAVSHCKD9MAbQBswr3/uz6j1czGP4zLuCmMf8+XsOS8rUBjPPASDc0QEEUEfMPAfgH5aBsR9SwAAAAFEmrCKA7du3V0xMDMt3oIq6pHBJ+wL20LZtW6O8d+9ey85B6BABtB8igAAAAFEmrCKAAAAg/BABtJ+w6gBGasqOmb84i5m1iBzmmfaS98/wuLizv4rMqyJI3j8fzWlfczrY8zUA1SMFDNjCpZLelFQg6WjF1zcl9QllowAgIFgH0H7oAAIhN1HSWrn22a3cai224vlHkiaEqF0AgEgVVilgwCrZ2dluz4M30/xSSfPl+lvM8++x+Iqvz0j6WmyxhnBTl2E7dYnk+Er5stC+PTAG0H6IAAIhNVVnt1TzpqyiHgAAgUEEEAiZJEmjdDbt6028pNEV9ZkYAiD8EAG0HyKAQMikqObOX6XYivoAANQfEUD41LFjR6P87bffhrAl1grN7jL5cqV3/ekEllXUByKPlf//GPdnD0QA7YcIIBAyRZKWSiqtoV6ppCUi/QsACBQ6gEBIzVXNEcDYinoAEJ5YB9B+SAHDp0hO+9pBVlaO8vIe0A8/PCipXO7/JUvl6vxNEkvAIBx16tTJ7fmOHTtC1BJrmJePCs0wEqDuiAACIZaa+ndlZv5SDRt+oLNLwpRJWiapr6QFIWsbACAyEQEEbKBBgy/VoMGXKi9PVHl5I+3b918x5g9ApGASiP3QAYRP5hROpKVvfAnW980MRUSySPvMaN++vdtz0r4IZ3QAAQCApYgA2g9jAAEAAKIMEUD4FGkpHH9Z9X2bF9aW6jbL2tvMQ2Yk1l9WVpZRJj1vD23btjXKe/fuDem1du/eXa/7RzMigPZDBBAAACDKEAEEAACWIgJoP0QAAQAAogwRQJvp3Lmz2/Pt27eHqCWwQl3G/JnHLUnex/cx7q/+fI37Y4xlaJjH6nkbw2f+t5Hc/33Mn6l1+Tw1L/3iawygv/WiFRFA+yECCAAAEGWIAAIAAEsRAbQfOoA2Q8q3/sxLeUj+LefhucK/PymcYKXr67v0hSfz+1NWVmaUA32fcBeIJXsQWN5+Rn2l5IP1mUraF+GGDiAABFSSpBRJ+WI/Z+AsonT2whhAAAiISyW9KalA0tGKr29K6hPKRgFAtRzOMOiS5+fnKzU1NdTNQISxctZeXa4dyB0PAiGSdsWoy7AAX8zpYVdqeKKk+ZLKJMWbapZKipU0SdKCet0T4cPOM4Lz8vKUkpIStPtV/v7+6U9/qtjYWMvuU1ZWpi+//DLo3184IwIIAPVyqVydvxi5d/5U8TxG0jMiEgjATugAAkC9TJUr8udLWUU9IDpVzgK28lFba9eu1YgRI5SZmSmHw6GlS5dWafOMGTOUmZmpBg0aqH///tq6datbneLiYk2ePFnNmzdXw4YNNXLkSB08eLA+b1XQMAkEUcvK1Iz52v6mg7ylfQOdvvRXfLxnNCt8BeI9M6d9z5w5I0kqL0+UNEquNK8v8ZJGyzVBhIkhkc5uaV9U79SpU7rwwgv161//Wj//+c+rvP7oo4/q8ccf16JFi9SxY0fNnDlTgwYN0o4dO9S4cWNJ0pQpU/TOO+9o8eLFSktL0/Tp0zV8+HBt3LjR0pR3INABBIA6Ki9vpJo7f5Vi5ZodTAcQ0ceO6wAOHTpUQ4cO9Xq9J554Qvfee6/GjBkjSXrppZeUnp6u1157TRMmTFBeXp4WLlyoV155RQMHDpQkvfrqq2rTpo0++OADDRkypO7fUBCQAgaAOoqJKVDN6d9KZXItDQPAKvn5+W6P4uLiOl1nz549ysnJ0eDBg41jiYmJ6tevn9atWydJ2rhxo0pLS93qZGZmqmvXrkYdO6MDCAB1FBNTLGmpXLN9fSmVtERE/wBrtWnTRqmpqcZj9uzZdbpOTk6OJCk9Pd3teHp6uvFaTk6OEhIS1LRpU6917IwUMGCx+o4H8nf8WnZ2tlH23BnB22u+lp5hVxp33ncCmSvX+D5fYivqhU59x5J67oxSUlJilO2wbFF9+bMMU6jG40aCYKWADxw44LYMTGJiYr2u63A4qtzH81h1bampjh0QAQSAevlErnX+ylU1ElhacXySJPunhIBwl5KS4vaoawcwIyNDkqpE8o4dO2ZEBTMyMlRSUqLc3FyvdeyMDiAA1NsCSX0lLdPZMYFlFc/7ikWgEe3suAyML+3atVNGRoZWrlxpHCspKdGaNWvUp49rTc+ePXsqPj7erc6RI0e0ZcsWo46dkQIG6ihU6SBv6dzy8nKv53imhCtFQurOPtZVPOy5F7Cvn09/dn3xngKPDP78X7Dy/7jddgKKBgUFBW6fjXv27NHmzZvVrFkznXvuuZoyZYpmzZqlDh06qEOHDpo1a5aSk5N1/fXXS5JSU1M1fvx4TZ8+XWlpaWrWrJnuvPNOdevWzZgVbGd0AAEgoIpkp44fYAd2XAbmiy++0BVXXGE8nzZtmiRp3LhxWrRoke666y4VFhZq0qRJys3NVe/evbVixQpjDUBJmjt3ruLi4jR27FgVFhZqwIABWrRoke3XAJToAAIAgCjUv39/nx1Hh8OhGTNmaMaMGV7rJCUlad68eZo3b54FLbQWHUCgjkI1A9BbOpfdB/zXuXNnoxzJs53NM3fNs3Yl9zQjs1kDy9eMfG8iPe1rxwhgtGMSCAAAQJQhAggAACxFBNB+6AACNmeeHSiFT6oosLMaAzuz9syZM/U6v3379ka5Lqn3+p7vr0ifuWtX/qZ9gVAiBQzAxi6V9KakAklHK76+Kcn+a2wBOCvc1gGMBnQAAdjURElrJY2Uays1VXwdKekjSRNC1C4ACH+kgAHY0KWS5sv1N6rn36nxFV+fkfS12GINsD/GANoPHUDA5sJlzJ+nurS7ctzgsWP36fTpMvlOUpRJmqq6dADrMkbL29IedRnPx5I9AEKNDiAAWykvT9Tp04N0Nu3rTbyk0XJNEGHnDcDOiADaD2MAAdiK09lYNXf+KsXKNTsYAFAbRAAB2EZcXJxiYgrlSu/60wksk2tpGOtF+w4s5l1FJPeldKLlPUDdEQG0HyKAAGwlJqZYDRt+IKm0hpqlkpaI9C8A1B4dQAC206TJi6o5AhgraW4QWgOgvlgH0H5IAQOwjcoP8aSkLyRNkmuplzKdXfpFckX+YiteZwmYYGFXESCyEAEEYFMLJPWVtEyuTqAqvi6rOL4gRO0CUFtEAO2HCCAAG1tX8QjsXsAAEO3oAIaIt0VlAbszzwb1lRbs3LmzUd6+fbtf1961a5eXV4pEx89e+AwDwhsdQAAAYCmWgbEfxgACAABEGSKAAADAUkQA7YcOYIgwZgbhyt/lQPwd94fwxGcYEN7oAAIAAEsRAbQfxgACAABEGSKAAGqlbdu2Rnnv3r0hawdqJysry+259yV3AGsQpbMXIoBR7q233tKJEyf0xhtvhLopAAAgSOgARrmnnnpKv/rVr0LdDABABGMrOPshBRzlVq9erX79+oW6GUFjToP5mwKry44WkczftC+pYnuJ1pRvXf7PA9GACKCN9O3bV2+//bYOHTokp9Opq6++2q/zevTooZKSEq1du9biFgIAUHtEAO2HCKCNNGzYUF999ZVefPFFvfXWW36f99RTT+mxxx7TbbfdVuW1L774QomJiVWODx48WEeOHKlXewEAQHiiA2gjy5cv1/Lly2t1znXXXafc3FzNnz9fd999t9q3b6/du3cbr/fq1SvQzQxrdUkBkfZ11759e6Ns/lnzVN+0b8eOHY2yv4tPo/66dOlilEtKSoxyuC78TNrXHlgH0H7oAIax5ORkzZo1S0OHDtWhQ4f0448/qkePHj5/KQMAADAGMIzde++9Wr58uRGh2rZtm3r06FGrayxfvlxvvPGGhg0bpgMHDhAxBAAEHGMA7YcIYJhq166dfvOb36hr167GsS1bttS6A3jllVcGuGUAAMDu6ACGqblz56p58+Y6ePCgcSwmJkaHDh0KYasQDYI1xMA8/gz1Zx67KXn/d9y2bVswmmM7/o5tRd0wBtB+6ACGoYEDB+rSSy9Vjx49dObMGeP4RRddpBdffFHNmjXTiRMnQthCAABgZ3QAbaRhw4bKzs42nrdr104XXnihTpw4oQMHDkiSYmNj9eSTT2rOnDn66quv3M7Pz8+X5FoX8MMPPwxewwEA8IEIoP3QAbSRXr16afXq1cbzuXPnSnLt1/uHP/xBO3fu1OTJk5WWlqann366yvkHDhzQqVOn6ACiTvxNEZIqC0/8W/nG+4NoQwfQRtasWSOHw+F2zBwRlKQnnnhCTzzxhNdrNGrUyIqmAQCACEIHEAAAWIoUsP1EdAcwEnYSCOTq++ZoYriu6g/r+JsCS0pKqva4Z7Tan58xX2ln804ibdu2rfa45335uUYgmH8uzVkZdhVBJInoDiAAAAg9IoD2E/UdwA0bNigjIyPUzQiKuLiz/9zm5WPsKCcnRxdddFGomwEAQESK6A6gP2nfjIwMtW7dOgitgd2QOqwb80LB5vfQ3z8qzOlcf9POnmlfM/7tolNWVpZR9oz+1HdGr5Uzgn0NZ4hkRADtJ6I7gP7IyckJdRNQDf5dAACwTtR3AEkzAgBgLSKA9hMT6gYAAAAguKI+AojwZV6qISbm7N8ynn8Jelu6wddfjJ07dzbK27dvr2sTI155eblR9nc8UzSNe4J39R2Da7clWcxjEn21LVp//okA2g8RQAAAgChDBBAAAFiKCKD9OJxh8K7l5+crNTU11M1AlPI3tQNYiWWLgqe+S7X4+5kRis+WvLw8paSkBOVe0tnf3y1btnQbqhNo5eXlOnbsWNC/v3BGBBAAAFiKCKD9MAYQAAAgyhABBOSeipHc0zGkfYMnWndJ8Adp3+Cp78+er8+MaE3lEwG0HyKAAAAAUYYIIAAAsBQRQPuhAwgoutK8/qZZg5GqMi/mLUm7d++25D524+97G+7pQnP7Jf++h65du7o937JlS0DbFEj+/PvU5T0AgoEOIAAAsBQRQPthDCAAAECUoQMIAAAQZUgBw6dwH4OEqvxd4sKff+/67mQQ6WP+unTpYpS3bdtW6/PLy8sD2Zyg8/czwzwW1NeYv06dOhnlHTt21L1htWBum+fPq7fvzzzO1rNOtC51RArYfogAAgAARBkigAAAwHJE6ezF4QyDf5HKzaSBugjFhuvwjmEFiHShSFX7Ky8vTykpKUG7X+Xv76ZNm8rhcFh2H6fTqdzc3KB/f+GMCCAAALCU1bGmMIhl2U5YdAD5h0V9hPtA+kjDvwciXVlZWaib4BW/T1EpLDqAJ0+eDHUTEMb27NkT6ibAJNJn/gJ2Htpw8uTJkAypIgJoP2HRAczMzNSBAwfUuHFjS8cQAAAQiZxOp06ePKnMzMxQNwU2ERYdwJiYGLVu3TrUzQAAIGyFcjIlEUD7YR1AAACAKBMWEUAAABC+iADaDxFAAACAKEMEEAAAWIoIoP0QAQQAAIgydAABRIzRo0eradOmuuaaa0LdFAAmTqfT8gdqhw4ggIjxu9/9Ti+//HKomwEAtkcHELCx/v37a8qUKaFuhpv6tun48eNq2bKl9u7dG7A2VbriiivUuHHjal+75ppr9Pjjjwf8ngBqRgTQfugAAqiVt956S3/605/qfP7s2bM1YsQItW3bttrXN23apPj4ePXt27fO96jO/fffrz//+c/Kz88P6HUBIBwxCxhArTRr1qzO5xYWFmrhwoV67733vNb53e9+pzvvvFPz58+X0+l02/6xZ8+eKi4urnLOihUratziqnv37mrbtq3+9re/6be//W2dvwcAtccsYPshAgiEkeXLlys1NVUvv/yyvv/+e2VkZGjWrFnG6+vXr1dCQoJWrFjh9fzLLrtMTZo0UVpamoYPH65du3YZr/tzTc8U8Jtvvqlu3bqpQYMGSktL08CBA3Xq1Klq7//+++8rLi5Ol1xySbWvv/baa2ratKluu+02nTx5Urt373Z7fePGjdqyZUuVh7/7m44cOVJ///vf/aoLAJGMDiAQJhYvXqyxY8fq5Zdf1q9+9Su1aNFCL7zwgmbMmKEvvvhCBQUFuvHGGzVp0iQNHjy42mucOnVK06ZN04YNG/Sf//xHMTExGj16tMrLyyWp1tc8cuSIrrvuOt1yyy365ptvtHr1ao0ZM8brX+Nr165Vr169vLbtnnvu0SOPPKLWrVsrNTVVmzdvrtub5cXFF1+szz//vNooIgBEE1LAQBh45plndM8992jZsmW64oorjOPDhg3TrbfeqhtuuEEXXXSRkpKS9PDDD3u9zs9//nO35wsXLlTLli21bds2de3atdbXPHLkiM6cOaMxY8bovPPOkyR169bN6/337t3rNVr35z//WVdeeaXOP/98SVKXLl20efPmKm32ZciQIfryyy916tQptW7dWkuWLNFFF11kvH7OOeeouLhYOTk5RnsBWI8UsP3QAQRs7p///KeOHj2qjz/+WBdffHGV1x977DF17dpV//jHP/TFF18oKSnJ67V27dqlP/7xj/rss8/0ww8/GJG//fv3Gx3A2lzzwgsv1IABA9StWzcNGTJEgwcP1jXXXKOmTZtWW7+wsLDaa+3evVvPP/+8tmzZYhzr2rVrrSOA//73v32+3qBBA0nS6dOna3VdAIg0pIABm+vRo4datGihF198sdq/cnfv3q3Dhw+rvLxc+/bt83mtESNG6Pjx4/rrX/+q9evXa/369ZKkkpKSOl0zNjZWK1eu1Pvvv68uXbpo3rx56tSpk/bs2VNt/ebNmys3N7fK8alTp+r48eNq3bq14uLiFBcXp//3//5fwFPAJ06ckORKdQMIHpaBsR86gIDNZWVladWqVVq2bJkmT57s9lpJSYluuOEGXXvttZo5c6bGjx+vo0ePVnud48eP65tvvtF9992nAQMG6Pzzz6+2M1aba0qSw+HQpZdeqgcffFCbNm1SQkKClixZUm3dn/zkJ9q2bZvbsZUrV+qTTz7Rpk2btHnzZuOxcOFCHTx4UMePH6/pLfLbli1b1Lp1azVv3jxg1wSAcEQKGAgDHTt21KpVq9S/f3/FxcXpiSeekCTde++9ysvL01NPPaVGjRrp/fff1/jx4/Wvf/2ryjWaNm2qtLQ0Pf/882rVqpX279+v//u//6tSrzbXXL9+vf7zn/9o8ODBatmypdavX6/vv//eGMfnaciQIbr77ruVm5urpk2b6syZM7rjjjv0+9//Xj169HCrm5KSIknavHmzBgwYUMt3rHofffSR1wkyAKzDGED7IQIIhIlOnTrpww8/1N///ndNnz5dq1ev1hNPPKFXXnlFKSkpiomJ0SuvvKKPP/5Yzz77bJXzY2JitHjxYm3cuFFdu3bV1KlTNWfOHLc6tb1mSkqK1q5dq2HDhqljx46677779Je//EVDhw6t9nvo1q2bevXqpX/84x+SpHnz5un48eO6/fbbq9Rt06aNkpOTA5YGLioq0pIlS3TrrbcG5HoAEM4cTrrNAILovffe05133qktW7YoJiZ4f4POnz9fy5Yt87pGIoDAy8/PV2pqquLj490WdQ80p9Op0tJS5eXlGdkD+EYKGEBQDRs2TN99950OHTqkNm3aBO2+8fHxmjdvXtDuBwB2RgQQAABYojICGBcXZ3kE8MyZM0QAa4ExgAAAAFGGFDAAALAUs4DthwggAABAlCECCAAALEUE0H6IAAIAAEQZIoAAAMBSRADthwggAABAlCECCAAALEUE0H6IAAIAgKj0zDPPqF27dkpKSlLPnj310UcfhbpJQUMHEAAAWM7pdFr2qIvXX39dU6ZM0b333qtNmzapb9++Gjp0qPbv3x/g79ye2AoOAABYonIruGCpzVZwvXv31k9/+lM9++yzxrHzzz9fo0aN0uzZs61qom0QAQQAABEhPz/f7VFcXFxtvZKSEm3cuFGDBw92Oz548GCtW7cuGE0NOTqAAADAEgkJCcrIyAjKvRo1aqQ2bdooNTXVeHiL5P3www8qKytTenq62/H09HTl5OQEo7khxyxgAABgiaSkJO3Zs0clJSWW38vpdMrhcLgdS0xM9HmOZ/3qrhGp6AACAADLJCUlKSkpKdTNcNO8eXPFxsZWifYdO3asSlQwUpECBgAAUSUhIUE9e/bUypUr3Y6vXLlSffr0CVGrgosIIAAAiDrTpk3TTTfdpF69eumSSy7R888/r/3792vixImhblpQ0AEEAABR59prr9Xx48f10EMP6ciRI+ratavee+89nXfeeaFuWlCwDiAAAECUYQwgAABAlKEDCAAAEGXoAAIAAEQZOoAAAABRhg4gAABAlKEDCAAAEGXoAAIAAEQZOoAAAABRhg4gAABAlKEDCAAAEGXoAAIAAEQZOoAAAABRhg4gAABAlKEDCAAAEGXoAAIAAEQZOoAAAABR5v8DuQvB9kWFyMUAAAAASUVORK5CYII=", "text/html": [ "\n", " <div style=\"display: inline-block;\">\n", " <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n", " Figure MgO Nano-Crystals Signal\n", " </div>\n", " <img 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' width=640.0/>\n", " </div>\n", " " ], "text/plain": [ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from pyxem.signals.diffraction_vectors import generate_marker_inputs_from_peaks\n", "xx,yy = generate_marker_inputs_from_peaks(v) # generating hyperspy markers from peaks\n", "dp_sub.plot(vmax=500)\n", "for x,y in zip(xx,yy):\n", " m = hs.plot.markers.point(y,x,\n", " color=\"blue\",\n", " size=50,)\n", " dp_sub.add_marker(m, plot_marker=True, permanent=False,)" ] }, { "cell_type": "markdown", "id": "c8abfbc3-f892-4a23-aa75-a5248aeb1335", "metadata": {}, "source": [ "### 3e.[Strain Mapping (Inclusions in ZrNb)](https://github.com/CSSFrancis/PyxemIUMAS/blob/master/Extras/Strain%20Mapping.ipynb)\n", "<center><img src=\"Images/Strain Mapping.png\" alt=\"StrainMapping\" height=\"1000\" width=\"1000\"></center>\n", "\n", "### 3f. [Electrical and Magnetic DPC](https://github.com/pyxem/pyxem-demos)\n", "<center><img src=\"Images/MagneticDPC.jpg\" alt=\"MagneticDPC\" height=\"1000\" width=\"1000\"></center>\n", "\n", "### 3g. [Orientation Mapping for Molecular Glasses](https://github.com/CSSFrancis/PyxemIUMAS/blob/master/Extras/12%20MolecularGlassOrientationMapping.ipynb)\n", "<center><img src=\"Images/MolecularGlassOrientationImage.jpeg\" alt=\"Molc.Glass.Orientation\" height=\"1000\" width=\"1000\"></center>" ] }, { "cell_type": "markdown", "id": "2573e57b-067e-43af-bbd4-9275143fae58", "metadata": { "@deathbeds/jupyterlab-fonts": { "styles": { "": { "body[data-jp-deck-mode='presenting'] &": { "zoom": "329%" } } } }, "slideshow": { "slide_type": "slide" }, "tags": [] }, "source": [ "# 4. Lazy Workflows and Scaling to Large Datasets\n", "\n", "1. All of the operations you did today were lazy (and out of memory!)\n", "2. This data set (~1GB in size) would have completely run my laptop out of RAM if I didn't run it lazily because of the number of copies/ different views etc.\n", "3. Even plotting is done without loading data into memory!\n", "4. One workflow from desktop to cluster computing!" ] }, { "cell_type": "markdown", "id": "f2966381-4b07-40e6-b9fc-2739783cf4ca", "metadata": { "@deathbeds/jupyterlab-fonts": { "styles": { "": { "body[data-jp-deck-mode='presenting'] &": { "zoom": "298%" } } } }, "slideshow": { "slide_type": "slide" }, "tags": [] }, "source": [ "#### Leaving You with This\n", "\n", "- Loading Data from disk and transfer is ___No Lognger Slow___\n", "- We routinely see ~30Gb/sec i-o from spinning disks! \n", "- That means that we can process a 1 Tb dataset in ~ 1 minute" ] }, { "cell_type": "markdown", "id": "b441d319-cc1a-45cb-95b3-c1ecdf2e319d", "metadata": {}, "source": [ "### Bonus: Creating an Annular Virtual Darkfield Detector for a 5-D STEM (1.8 TB Dataset)" ] }, { "cell_type": "markdown", "id": "a0ad0463-c92d-4fc9-8ea2-fb5adb11ab1f", "metadata": { "tags": [] }, "source": [ "<center><video controls src=\"Images/LargeDataDemo.mp4\" height=500/></center>" ] }, { "cell_type": "markdown", "id": "10a74e2e-6576-4e63-bed3-5cf8c3020971", "metadata": { "tags": [] }, "source": [ "## 5. Come Join us!\n", "- Drop by and say hi on github. Make an [issue](https://github.com/pyxem/pyxem/issues) for a feature you would like, add some code you find helpful. \n", "- Even if you are just trying something out or need help we are always happy to help!\n", "- Pyxem is not funded by any organization but developed by people who are passionate about sharing their work and writing good code \n", "- Any and all help is appreciated!" ] } ], "metadata": { "@deathbeds/jupyterlab-fonts": { "styles": { ":root": { "--jp-content-font-size1": "25px" } } }, "celltoolbar": "Slideshow", "kernelspec": { "display_name": "pyxem-dev", "language": "python", "name": "pyxem-dev" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.3" }, "rise": { "scroll": true, "start_slideshow_at": "selected", "theme": "serif" }, "toc-autonumbering": false, "toc-showcode": false }, "nbformat": 4, "nbformat_minor": 5 }