{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Image Processing\n", "================" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Welcome to the quickstart guide for dask-image." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "1. [Setting up your environment](#Setting-up-your-environment)\n", "1. [Importing dask-image](#Importing-dask-image)\n", "1. [Getting the example data](#Getting-the-example-data)\n", "1. [Reading in image data](#Reading-in-image-data)\n", " 1. [Reading a single image](#Reading-a-single-image)\n", " 1. [Reading multiple images](#Reading-multiple-images)\n", "\n", "1. [Applying your own custom function to images](#Applying-your-own-custom-function-to-images)\n", " 1. [Embarrassingly parallel problems](#Embarrassingly-parallel-problems)\n", "\n", "1. [Joining partial images together](#Joining-partial-images-together)\n", "\n", "1. [A segmentation analysis pipeline](#A-segmentation-analysis-pipeline)\n", " 1. [Filtering](#Filtering)\n", " 1. [Segmenting](#Segmenting)\n", " 1. [Analyzing](#Analyzing)\n", "1. [Next steps](#Next-steps)\n", "1. [Cleaning up temporary directories and files](#Cleaning-up-temporary-directories-and-files)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## [Setting up your environment](#Setting-up-your-environment)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Install Extra Dependencies\n", "\n", "We first install the library scikit-image for easier access to the example image data there." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you are running this notebook on your own computer and not in the mybinder environment, you'll additionally need to ensure your Python environment contains:\n", "* dask\n", "* dask-image\n", "* python-graphviz\n", "* scikit-image\n", "* matplotlib\n", "* numpy\n", "\n", "You can refer to the full list of dependencies used for the `dask-examples` repository, available in the [`binder/environment.yml` file here](https://github.com/dask/dask-examples/blob/main/binder/environment.yml\n", ") (note that the `nomkl` package is not available for Windows users): https://github.com/dask/dask-examples/blob/main/binder/environment.yml\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## [Importing dask-image](#Importing-dask-image)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When you import dask-image, be sure to use an underscore instead of a dash between the two words." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "execution": { "iopub.execute_input": "2022-07-27T19:16:51.268947Z", "iopub.status.busy": "2022-07-27T19:16:51.268688Z", "iopub.status.idle": "2022-07-27T19:16:52.932396Z", "shell.execute_reply": "2022-07-27T19:16:52.931551Z" } }, "outputs": [], "source": [ "import dask_image.imread\n", "import dask_image.ndfilters\n", "import dask_image.ndmeasure\n", "import dask.array as da" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll also use matplotlib to display image results in this notebook." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2022-07-27T19:16:52.936683Z", "iopub.status.busy": "2022-07-27T19:16:52.936031Z", "iopub.status.idle": "2022-07-27T19:16:52.949084Z", "shell.execute_reply": "2022-07-27T19:16:52.948534Z" } }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## [Getting the example data](#Getting-the-example-data)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll use some example image data from the scikit-image library in this tutorial. These images are very small, but will allow us to demonstrate the functionality of dask-image. \n", "\n", "Let's download and save a public domain image of the astronaut Eileen Collins to a temporary directory. This image was originally downloaded from the NASA Great Images database , but we'll access it with scikit-image's `data.astronaut()` method." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2022-07-27T19:16:52.952068Z", "iopub.status.busy": "2022-07-27T19:16:52.951871Z", "iopub.status.idle": "2022-07-27T19:16:53.114253Z", "shell.execute_reply": "2022-07-27T19:16:53.113369Z" } }, "outputs": [], "source": [ "!mkdir temp" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2022-07-27T19:16:53.118545Z", "iopub.status.busy": "2022-07-27T19:16:53.118001Z", "iopub.status.idle": "2022-07-27T19:16:53.491988Z", "shell.execute_reply": "2022-07-27T19:16:53.491139Z" } }, "outputs": [], "source": [ "import os\n", "from skimage import data, io\n", "\n", "output_filename = os.path.join('temp', 'astronaut.png')\n", "io.imsave(output_filename, data.astronaut())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Really large datasets often can't fit all of the data into a single file, so we'll chop this image into four parts and save the image tiles to a second temporary directory. This will give you a better idea of how you can use dask-image on a real dataset." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2022-07-27T19:16:53.496572Z", "iopub.status.busy": "2022-07-27T19:16:53.496116Z", "iopub.status.idle": "2022-07-27T19:16:53.659323Z", "shell.execute_reply": "2022-07-27T19:16:53.658293Z" } }, "outputs": [], "source": [ "!mkdir temp-tiles" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2022-07-27T19:16:53.663389Z", "iopub.status.busy": "2022-07-27T19:16:53.662831Z", "iopub.status.idle": "2022-07-27T19:16:53.871250Z", "shell.execute_reply": "2022-07-27T19:16:53.870599Z" } }, "outputs": [], "source": [ "io.imsave(os.path.join('temp-tiles', 'image-00.png'), data.astronaut()[:256, :256, :]) # top left\n", "io.imsave(os.path.join('temp-tiles', 'image-01.png'), data.astronaut()[:256, 256:, :]) # top right\n", "io.imsave(os.path.join('temp-tiles', 'image-10.png'), data.astronaut()[256:, :256, :]) # bottom left\n", "io.imsave(os.path.join('temp-tiles', 'image-11.png'), data.astronaut()[256:, 256:, :]) # bottom right" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we have some data saved, let's practise reading in files with dask-image and processing our images." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## [Reading in image data](#Reading-in-image-data)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### [Reading a single image](#Reading-a-single-image)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's load a public domain image of the astronaut Eileen Collins with dask-image [imread()](http://image.dask.org/en/latest/dask_image.imread.html). This image was originally downloaded from the NASA Great Images database ." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "execution": { "iopub.execute_input": "2022-07-27T19:16:53.874611Z", "iopub.status.busy": "2022-07-27T19:16:53.874251Z", "iopub.status.idle": "2022-07-27T19:16:53.880670Z", "shell.execute_reply": "2022-07-27T19:16:53.880041Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "temp/astronaut.png\n" ] } ], "source": [ "import os\n", "filename = os.path.join('temp', 'astronaut.png')\n", "print(filename)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "execution": { "iopub.execute_input": "2022-07-27T19:16:53.883800Z", "iopub.status.busy": "2022-07-27T19:16:53.883302Z", "iopub.status.idle": "2022-07-27T19:16:54.120185Z", "shell.execute_reply": "2022-07-27T19:16:54.119651Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "dask.array<_map_read_frame, shape=(1, 512, 512, 3), dtype=uint8, chunksize=(1, 512, 512, 3), chunktype=numpy.ndarray>\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "astronaut = dask_image.imread.imread(filename)\n", "print(astronaut)\n", "plt.imshow(astronaut[0, ...]) # display the first (and only) frame of the image" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This has created a dask array with `shape=(1, 512, 512, 3)`. This means it contains one image frame with 512 rows, 512 columns, and 3 color channels. \n", "\n", "Since the image is relatively small, it fits entirely within one dask-image chunk, with `chunksize=(1, 512, 512, 3)`.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### [Reading multiple images](#Reading-multiple-images)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In many cases, you may have multiple images stored on disk, for example:\n", "`image_00.png`, `image_01.png`, ... `image_NN.png`. These can be read into a dask array as multiple image frames." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we have the astronaut image split into four non-overlapping tiles:\n", "* `image_00.png` = top left image (index 0,0)\n", "* `image_01.png` = top right image (index 0,1)\n", "* `image_10.png` = bottom left image (index 1,0)\n", "* `image_11.png` = bottom right image (index 1,1)\n", "\n", "This filename pattern can be matched with regex: `image-*.png`" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "execution": { "iopub.execute_input": "2022-07-27T19:16:54.125870Z", "iopub.status.busy": "2022-07-27T19:16:54.125245Z", "iopub.status.idle": "2022-07-27T19:16:54.291553Z", "shell.execute_reply": "2022-07-27T19:16:54.290451Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "image-00.png image-01.png image-10.png image-11.png\r\n" ] } ], "source": [ "!ls temp-tiles" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "execution": { "iopub.execute_input": "2022-07-27T19:16:54.297776Z", "iopub.status.busy": "2022-07-27T19:16:54.296970Z", "iopub.status.idle": "2022-07-27T19:16:54.312718Z", "shell.execute_reply": "2022-07-27T19:16:54.311991Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "dask.array<_map_read_frame, shape=(4, 256, 256, 3), dtype=uint8, chunksize=(1, 256, 256, 3), chunktype=numpy.ndarray>\n" ] } ], "source": [ "import os\n", "filename_pattern = os.path.join('temp-tiles', 'image-*.png')\n", "tiled_astronaut_images = dask_image.imread.imread(filename_pattern)\n", "print(tiled_astronaut_images)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This has created a dask array with `shape=(4, 256, 256, 3)`. This means it contains four image frames; each with 256 rows, 256 columns, and 3 color channels. \n", "\n", "There are four chunks in this particular case. Each image frame here is a separate chunk with `chunksize=(1, 256, 256, 3)`." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "execution": { "iopub.execute_input": "2022-07-27T19:16:54.315833Z", "iopub.status.busy": "2022-07-27T19:16:54.315510Z", "iopub.status.idle": "2022-07-27T19:16:54.674457Z", "shell.execute_reply": "2022-07-27T19:16:54.673966Z" } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(nrows=2, ncols=2)\n", "ax[0,0].imshow(tiled_astronaut_images[0])\n", "ax[0,1].imshow(tiled_astronaut_images[1])\n", "ax[1,0].imshow(tiled_astronaut_images[2])\n", "ax[1,1].imshow(tiled_astronaut_images[3])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## [Applying your own custom function to images](#Applying-your-own-custom-function-to-images)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next you'll want to do some image processing, and apply a function to your images.\n", "\n", "We'll use a very simple example: converting an RGB image to grayscale. But you can also use this method to apply arbittrary functions to dask images. To convert our image to grayscale, we'll use the equation to calculate luminance ([reference pdf](http://www.poynton.com/PDFs/ColorFAQ.pdf))\": \n", "\n", "`Y = 0.2125 R + 0.7154 G + 0.0721 B` \n", "\n", "We'll write the function for this equation as follows:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "execution": { "iopub.execute_input": "2022-07-27T19:16:54.677851Z", "iopub.status.busy": "2022-07-27T19:16:54.677402Z", "iopub.status.idle": "2022-07-27T19:16:54.681457Z", "shell.execute_reply": "2022-07-27T19:16:54.680800Z" } }, "outputs": [], "source": [ "def grayscale(rgb):\n", " result = ((rgb[..., 0] * 0.2125) + \n", " (rgb[..., 1] * 0.7154) + \n", " (rgb[..., 2] * 0.0721))\n", " return result" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's apply this function to the astronaut image we read in as a single file and visualize the computation graph. \n", "\n", "(Visualizing the computation graph isn't necessary most of the time but it's helpful to know what dask is doing under the hood, and it can also be very useful for debugging problems.)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "execution": { "iopub.execute_input": "2022-07-27T19:16:54.684643Z", "iopub.status.busy": "2022-07-27T19:16:54.684066Z", "iopub.status.idle": "2022-07-27T19:16:54.822668Z", "shell.execute_reply": "2022-07-27T19:16:54.821859Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "dask.array\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "single_image_result = grayscale(astronaut)\n", "print(single_image_result)\n", "single_image_result.visualize()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We also see that there are no longer three color channels in the shape of the result, and that the output image is as expected." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "execution": { "iopub.execute_input": "2022-07-27T19:16:54.826844Z", "iopub.status.busy": "2022-07-27T19:16:54.826149Z", "iopub.status.idle": "2022-07-27T19:16:55.044518Z", "shell.execute_reply": "2022-07-27T19:16:55.044011Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Original image dimensions: (1, 512, 512, 3)\n", "Processed image dimensions: (1, 512, 512)\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "print(\"Original image dimensions: \", astronaut.shape)\n", "print(\"Processed image dimensions:\", single_image_result.shape)\n", "\n", "fig, (ax0, ax1) = plt.subplots(nrows=1, ncols=2)\n", "ax0.imshow(astronaut[0, ...]) # display the first (and only) frame of the image\n", "ax1.imshow(single_image_result[0, ...], cmap='gray') # display the first (and only) frame of the image\n", "\n", "# Subplot headings\n", "ax0.set_title('Original image')\n", "ax1.set_title('Processed image')\n", "\n", "# Don't display axes\n", "ax0.axis('off')\n", "ax1.axis('off')\n", "\n", "# Display images\n", "plt.show(fig)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### [Embarrassingly parallel problems](#Embarrassingly-parallel-problems)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The syntax is identical to apply a function to multiple images or dask chunks. This is an example of an embarrassingly parallel problem, and we see that dask automatically creates a computation graph for each chunk.\n" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "execution": { "iopub.execute_input": "2022-07-27T19:16:55.048519Z", "iopub.status.busy": "2022-07-27T19:16:55.047910Z", "iopub.status.idle": "2022-07-27T19:16:55.307022Z", "shell.execute_reply": "2022-07-27T19:16:55.306136Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "dask.array\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "result = grayscale(tiled_astronaut_images)\n", "print(result)\n", "result.visualize()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's take a look at the results." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "execution": { "iopub.execute_input": "2022-07-27T19:16:55.310522Z", "iopub.status.busy": "2022-07-27T19:16:55.310007Z", "iopub.status.idle": "2022-07-27T19:16:55.539546Z", "shell.execute_reply": "2022-07-27T19:16:55.539064Z" } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ((ax0, ax1), (ax2, ax3)) = plt.subplots(nrows=2, ncols=2)\n", "ax0.imshow(result[0, ...], cmap='gray')\n", "ax1.imshow(result[1, ...], cmap='gray')\n", "ax2.imshow(result[2, ...], cmap='gray')\n", "ax3.imshow(result[3, ...], cmap='gray')\n", "\n", "# Subplot headings\n", "ax0.set_title('First chunk')\n", "ax1.set_title('Second chunk')\n", "ax2.set_title('Thurd chunk')\n", "ax3.set_title('Fourth chunk')\n", "\n", "# Don't display axes\n", "ax0.axis('off')\n", "ax1.axis('off')\n", "ax2.axis('off')\n", "ax3.axis('off')\n", "\n", "# Display images\n", "plt.show(fig)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## [Joining partial images together](#Joining-partial-images-together)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "OK, Things are looking pretty good! But how can we join these image chunks together?\n", "\n", "So far, we haven't needed any information from neighboring pixels to do our calculations. But there are lots of functions (like those in [dask-image ndfilters](https://dask-image.readthedocs.io/en/latest/dask_image.ndfilters.html)) that *do* need this for accurate results. You could end up with unwanted edge effects if you don't tell dask how your images should be joined.\n", "\n", "Dask has several ways to join chunks together: [Stack, Concatenate, and Block](http://docs.dask.org/en/latest/array-stack.html)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Block is very versatile, so we'll use that in this next example. You simply pass in a list (or list of lists) to tell dask the spatial relationship between image chunks." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "execution": { "iopub.execute_input": "2022-07-27T19:16:55.542401Z", "iopub.status.busy": "2022-07-27T19:16:55.542052Z", "iopub.status.idle": "2022-07-27T19:16:55.721447Z", "shell.execute_reply": "2022-07-27T19:16:55.720762Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(512, 512)\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAQYAAAD8CAYAAACVSwr3AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAAsTAAALEwEAmpwYAADkhklEQVR4nOz9Z5Ck2XUeDD5v2kqflVVZ3nV1tZnu6emZNjOYgRl4AiQVNKAokBEUpVCIf2RiI/aHbIj6w5BWLrTxLVchKpax+kL6KCIECKBEEqDgMQOM6R7X09PdVV3eV3rv890fNc/pk7ferO6BCKmg7RtRUVWZr7n23Oc8x1zLtm08Lo/L4/K46OL6X12Bx+VxeVxOXnksGB6Xx+VxOVIeC4bH5XF5XI6Ux4LhcXlcHpcj5bFgeFwel8flSHksGB6Xx+VxOVJ+YoLBsqzPWZZ1z7Ks+5Zl/d2f1Hsel8flcfnzL9ZPwo/Bsiw3gEUAnwGwBeB1AL9m2/Z7f+4ve1wel8flz738pBDDswDu27a9Ytt2E8B/AvALP6F3PS6Py+Py51w8P6HnTgLYVP9vAXiu38WhUMgOBoPw+/3weDyo1+vI5/NoNBoAAMuyYFlWzz0+nw9erxeNRgOdTgeRSAShUAhut9vxerPo7z/ItfozjbZs20Y/9GW+61Hqp4v5XKdn6L+PQ4Fmnc12mM/T7zHr/Chok/c8KjI16/coz3bqB6f+1WNkjpf+3Ond+vN2u41Go4FWqyXPsW0bnU4HnU4HHo8H4XAYfr//yDg9rH3HvddpjvXrI6fr9vf307ZtJx1vMMpPSjA4zfqemlqW9VsAfgsAxsbG8Ad/8AfweDw4ODjAV7/6VfzxH/+xdLTb7Ybf74fL5YJt23C5XDh79iyuXLmCzc1N3LhxAxcuXMCnP/1pjI2Nwev1wuVyyYB0u13Hxeh2u+FyuVgfXTf5XL+Tn7PTLctCt9tFt9tFp9ORv/VzeI/b7Zb3eTweeR6fre+RDrNteXan05H6+Hw+eDweeY5uKwC0Wi0AQKfT6Vn8/M3n8h1aOLDOrKtlWY7vMScp287P+Hx9n76nX51cLpc8h7/1e/SY8fnsY/az/sxpnDqdDtrtNtrttryDn5v9ws/a7TY6nQ6q1SpWV1dx//59VKtVaWuj0UC5XEY+n0ez2cTTTz+N5557DsPDw0fmFsfFXOx8t243r+X7W62W1MkUdGyfLnpM/tk/+2freMTykxIMWwCm1f9TAHb0BbZt/x6A3wOAp556yp6enkYmk8HGxgbu3LmDdrstk1R3IP9vt9uIRqM4c+YMNjc3kcvlUKlUehYhAJHgnHRA745rLkQnxOEkPHi9/s3J2A8h9FtU5jO1QDEnuZ78uvCadrvd8w5ONrPuJlLQ9eM7KRT6oRMuOF3M//mZHkuna5zupxA2+9epj9lmLZA6nU7fMdd9agorFgptLjbbtlGpVJBOp1Gv1+UzLl4K/Xq9jsXFRUxOTiIcDmNgYKCnjrovOp1OT79zDrLdLpcLrVarZ4PS9WOf8bkUrMe161HKT0owvA7gjGVZpwBsA/gigF8/7gZK462tLeTzeVmguvEej0c6rNlswuVyYWJiAs888wzS6XTPgOu/u92uCApzUrDoTteDZy5op9JPNTCFDp+rvzcXr9PkNXd0c2HwGdzZ9O7tNDlMgaALhY7eeZ36Qu/4+n3sQ7376QVu1s3puWa9nPpX96W5aZj9a6I/1knXXdfR3IhYGo0G8vk8CoVCz+LTgsHtdsPj8SCfz2NxcRFjY2MYHR3taZcpJFgnJ5VD7/j8npsm624KdVPwHrcR9Ss/EcFg23bbsqy/CeAbANwAft+27dvHXA/gkDeYmZnB9PQ08vl8312WcNrv9yORSOCpp55COp2Gz+cThHAcVDc72mmxmovTaTE5dXY/AfGwye1UF9abQtLpHXpSO6k1endyElROAqcfWnFqm1M5DkWYKoeTQHZSrfSEd5r4vM7j8fSoXWa/cfE69Z0W0uxDy7Lk+nq9jnQ6jUaj0aPy6H7UaHV1dRVnzpzB0NAQ/H6/1MnsG7MPTAFO1KbbRXVRt43fu93uHiSi+/FRy08KMcC27T8B8CePci0nYyAQwNmzZ/HhD38YqVQKlUqFz4Jt2/D7/YjH45icnMSFCxcwPj6OcDgMl8uFer2ObDaLYrGIWCwGj8fTc6+WyHqx6J2DxYSf/EwPGO83B9Jc4Obi01yDvs8URk7qQr+iF4zWP8068X/+Nncps/1mMWGweY+e5P12LV033U98hq6XFlac9Ob9fIZGL3yO007qJOhYZydhydJut1EoFJDP54+oG+Y9fEexWMTKygpmZ2cRCoWkfg9DjU7X6KK5EBbNz2ikrOfpByk/McHwQUq328XGxgay2Swsy8Lk5CQuX76Mg4MDNJtN2LYNn8+HhYUFPPXUU5iensbo6CgikQiABwRXJpPBwMAAJiYm4PP5ejrd3PXNwdeTyeQjzIlswnI9kCak1cKH7zGfwf/NBf2wohc9hYIJhfvtRHoyNhoNZLNZNJtNhEIhJBIJhEIhuFwueL3enrbrZ+o2ceE6qSxOAtCsny56QTshon7XmwLQRFZaMGkkaCJAvqPdbks9m80mcrkcarVaT9ud7tf9sL6+jnQ6jZGREXg8HkETeuy1YCIvYvaViVy1KqORtDlvzPn4qOVECIZWq4U/+qM/wvLyMiKRCGKxGBqNhlgiTLa70WigUqnA7/djYGAAAwMDiEajCAaDqFQqqNfrCIVCPR0G9Hai3pXMgdWTVZNZpjDQi8uc8Hym1tkJCU2d1wkx6EVnln4CxEnY6Hbzp9VqIZvNolAoIJVKiQAOBoMYHR1FOp3G8PAwQqEQgMMFEgqFEIlEEAgEjiXtnFQFXT8ntcT8zPxOWxNMQWsKA80fmIvB1Nf1M/S1Wsjx/1qthlwuJ8LCJHVNtMeffD6Pra0tnDp1CrFYTOppEqssJB778TBUK81557SxmGvng5QTIRjq9TreeustHBwcCHnW6XRQKpWk0fV6HXfv3sXOzg4ikQimpqbw3HPP4fz583C73fB6vUgmk6hWqz1S3RyAflBRd67+X19nTgLg6OLWAoTv506hVQRzwJzgr1PR9TMRkIbewOGEpk8IhVIul8PKygr29vbg8/kwPz+Pp556CsFgELFYDG63G9VqFa1WCwcHB6jX62g2m9Knk5OTOHfuHCKRiONkdEJluugd0Akum8iKi4SCwVQxzPt1PY4bd/1jLlQtjL1eL2z70BpRKpV6xtXkcMzd27IstFotbGxsoFAoIB6P98wxpz7R42iOs76XqjI/07wCBZtWv46bU07lRAiGarWKg4MDuN1utNttVCoVtFotMb0BhwPbaDSQy+WQy+WQSqWQTCYxOzsL4JDoyWQy8Pv9aDab6Ha78Hq90lEmxO238zjpx3rA9Gfmb40uzMmrB9ucsHpyOu2E/cx75sLT9zQaDWxubiKdTiOfz6NWq6FSqcCyLIRCISwsLGB8fBwjIyPw+/3w+Xxwu91oNpvw+/2wbbvHLl+v14XHWV5exqlTpzA0NCR+I/QN6Fdf3f/cFZ2KaY5z2gV13zoJeX2/CaVN4U5or9+nhY9GqDRROs0RPR4mktrd3UU2m8XU1JT42LBeTioB36EFI/tVmy1phtfqkYkU+5mrH1ZOhGCo1Wqo1+sIBoMA+tv+teRrtVool8uo1+solUp4+eWXcXBwgOnpaSQSCUxNTSEQCPTsBu12G263+0hH8vn8bQqAfjuf/q0hrG4DLSRECqZe+zC1wXRY0e8z69rtdtFsNnFwcIClpSVsbm7C7XYLiRsMBpFMJjExMYFoNIpAICAcTrfbFVWh3W6j1WohFAqh3W6jXq+jWq2K1Sefz+PGjRsIBoOYmZnBzMwMhoeHZdfS9TT70Ow3s9+1cNX3sy8J0fXC1SZS3c+mtUM/qx/a4P9a3SN6bbVafVHkcSWfz2N/f79H6Gq1R8P+fnXSbTTJcZfLJXOb1+h2aBTxqOVECAZ6cwGQwW82m0cGULPe3NGy2Sy2t7extraGUqmEcrmMqakpnD9/HtFotGcCkkgjNNXFnDzH7US6sPP1APMeU33Qk82Jedd10Yyyfhfrr7/j5E2n03jzzTextbUljjUDAwOYnp4W8y5wKGxI1A4NDSEQCMCyLDSbTVHl6CfSbrfRbDbhdrt73M9rtRoajQaWlpaws7ODZDKJ+fl5DA0N9Qg/U9iZAsH82+x73k/oTCGrhalGInrOmCit32Izd2r2MfuqXq+jXC7Dtu0eHZ/XUmD2U4corGu1mqhg/HHiCsxx12qCiWbYfi0UjhOCj1pOhGAAeok/xkAAvVYALhh2Qjqdxt27d7G+vi67YqVSwcbGBvL5PIaHhwVu6aIhpIlEnHY0s2NN2Kc7X09OvehNa4Te1czFYxKbZj307kI32Y2NDbz66qvY3t7GwMAAwuEwpqamEI1G4XK5UKlUUC6XUa1W0e12EQ6HYVkWisUiut0uAoEAgsEgLMsSd2FeOzIygkqlglQqhVKphGaziUajAbfbLagtl8thc3MTp0+fxvj4OBKJBAYGBnr6yBxrttVEbuZurgWq2d/830mQmpxBv7E0Nx99b7fb7VHD3G43fD6fxEkkk0mEQiGsrKzIZmY+Czicq3Sh1p6NWt3RbdNzTM8HJ3XU7F8TMTi1+2HlRAgGNlover2QTHWCHbK3t4dqtYpCodDjtnpwcIBsNnvEomDuxFoYOS1Cp0nG4rQrcZGbn+n/tWAAjjovaVhp6tsmMWZZh+RWs9nEm2++iTfeeAMejweBQADdbhfValU4BL271Wq1Hp+Hbrcr8ReEy16vF16vF9VqVVh527aFi6DeXavV4PV64fF4UKlUcO/ePayvryMWi+HatWuIx+NH9GX+bSKKfuqG7sd+80cXc3H3s3o4qS368263i1arhWq1ikajAcuyMDg4iLm5OaytraFQKODZZ5/F+Pg4vvnNb+Ktt97qqaeew8ViEdVq9Qj/YM4JXUdtnqVQojlT+y3wXU4WH3MeP2o5EYJBV9627R57r+4sdhQ7hdyEqZ/mcjns7++jWq322OGdCD+njnsU6WpKYc0jaLTA5zlBXCeBwd1EB07p702fiUajga2tLdy9exdbW1tIJBIYHh7GwMAAbNtGOp1Gu92Gy+VCMplENBrF0NAQLOvQoWxgYADBYFCiVUOhkAhbut5q0jIcDqPVaqFer6PVaomDmW0fMvccn0AggHv37uGJJ54Q1AIc9cozVQtz59Sf9WPXTaHNOliWdcQT1unH3BT0RtVqtVCr1dBsNuHxePDxj38cn/70p/G9730PX//613H69GnMzMzg3Xff7UG6el5YloVqtSoIzGmeme116g+tMmjVQgtAzkO3241Wq+XIRT1KORGCgYUN0Do5J6d5DdB/UlWrVezu7qJcLiMajco15qBoWKZNiOb7TD7CaQdyWvROk5v3m3DYvEbvEPoz2z50tmm1WqhUKlhdXcXbb7+NjY2Nnsl37do1DA0NYWBgAF6vV7xGaalxuVwYGBiQRV0qlbCzs4NGo4FgMIjh4WFEo1EUi0VBYSR8G42G+JvQHEoOo1gsolQqCQJZXl7G8PAwJicnRUhrq8RxhJs5xk4Lh8UkIXVfa/8HfmYiLz3e/E1UxQWmhSt5GwpXIiy/349yuXxkDnC8+iFTsw56TjupTfp/7RRlqqh8zk8l+Qg42/H76d9UOZwmCztqe3sb+Xweo6Ojx5rH9L36bz1xTXu10/t5b7/nm23Q8Fr/7meaBCC7V6PRwMHBAVKpFMrlMlqtlqhTlmUhk8lgbW0NHo8Ho6Oj4ldfqVQwPDyMWCwmOjI5mGaziVKpBL/fj2q1inv37mFpaQnZbFZQgcvlEmRBVOfxeDA5OYlMJoNarYZwOIxms4lKpYKBgQHcuXMHbrcbMzMzuH79uvAOJkLqZ+LstwmwH1mc1EEAPSqm/o7vdlJlOOZEbTR/27aNd955B8lkEjdv3hSuhaZc9okTUiSJSQQDoIdH4/PNecj7zSBAFqdNSyPWn3rEYC5cbV8GehesNkuZwoQllUohlUrh1KlTwrqbz9PvNfVSkxjqp4boe0znIw6O5jJYtErkNPk5mQCIuYyqU6FQQK1Wg9/vF+cut9uNgYEBtNttBINBqU+z2UQ8Hkc4HAZwqGYRBYRCIfFo5A5frVZRKpWwu7uLYrGIcrmMUqmEbreLWCyGsbEx2LaNTCYDAPD7/Wi1Wtja2kIul8OlS5fEc5XWjE6ng+XlZSSTSSwsLAhyMK0z5hzQY2v2tx7zfhyD7nPTnm+qZk6qms59wJ+lpSXkcjlR0dLpNABIRLAeT0YD83ez2QQAxGIxQWEmoajnE+uvF7qJaEzey8lU6bQ+HlZOjGDQRU92J3LOlK78nB1jWRYKhQL29vZQq9VEMOjF1k8Q8Dvz+bxW10FPAi0c9EDogdKJU/iZ/t+JbGw2mygWiygWi9jd3UWz2RRTJEnAYDCIRCKBUqmEQCCAUCiEq1evYm9vD6lUCrVaDdPT04hGoz31oVpRqVQECnu9Xmn/E088AY/Hg0KhgGw2K2oE+QsSju12G+FwGDs7O3j99dfx1FNPIRQKCbohD/TWW29hZGQEyeSDJELmwu2H3FjMSe7EL5iqJf/WaFO/z2T6qWKVSiU0Go2eeVGtVpFOp1GpVNBsNrGysoLd3V3s7e0deaep77fbbXi9XkQiEXGtbrfb8Pl8Pf2gNySNMExBqbkQc2MyEcdxiNmpnBjB4KQ7maY/p0UMOHuctVotbG9vS7Slk15rChlTCmsGXUtr/V4Tvpr8wXHSWreNujDfRxiby+Wwt7eHnZ0d1Ot1RKNRyWjFRZ3L5RCPx9HtdhGNRvHss89iamoKs7Oz2NraQqvVwv379xEOh+Hz+XoIw0gkgnA4jG6326OOzM3NiVnO7/cjEAiILlsul5FIJLC9vS18R71ex/j4OCqVCorFIuLxOAKBAKrVqiyC9957D1NTU/jIRz4irsZO4+4kgM0+Y19rkpHwn881HX6A3ghOp/F0uVyCxJgjRCMGOny1Wi20Wi2srq7C5XKhUCgcMYtS+FJlsG0bwWBQ+gUAms2mCOh+88QUllrN0YKB7WOfaWucicAfVk6EYNDQKxgMiqONXjROhZNCL1q9U+/s7CCTyWBsbOzI+3SHmoLF3L34t95deJ1pWnQyM+p68W8nOMz/u92ueHRubGxge3tbPNvoFs5dvlqtiolyZGQEgUAAw8PDKBQKmJ6exvT0YSKtSqWCarUqAWehUAilUgmrq6vw+/3w+/2o1WpHTK78m5PQ7Xbj1KlTaDQaCIfDaLfbKJVK8j3ViHK5jOHhYXGpZl//8Ic/xNmzZ6VeZt+bv/v1oRPHQ4Haj9zVY2vu0CxETXwfhQDd9fW86XQ6KBaLMmamVYo7vQ6kC4VCPRwNiU3twGW2SbdN19ncIPV6ISoykfKjlhMhGIDDvI/nz5/HwMAAVlZWUK/XHXddyzo0m0WjUZmQ/WBTNpvF/v4+FhYWpOOB/pYNjQCcUIP+n/eau1s/opPvdJrMlmX1WF9qtRqKxSI2Njawv78vBCO5g3K5DACYmJhAIBDA2NgYgsGgCIjd3V3EYjGsra1hfn4eHo8HkUjkiGCLxWKIxWKSkcjj8SCdTuPg4EAESDgchsfjET4iEAigVquhVquJGTKTyaDRaEigFgnIlZUViX0hhM5ms3jllVcwOTnZk6WLE1nDYU2cmXyC+bmZvs+p6HGhoDXnAttAYpUBZOYCJQoiiWvCeeBozEwwGEQwGJQ6MqkMuRi9w+s6mwjHSf3UgoNt+aAoQZcTIRjC4TB+9Vd/FfF4HGtra1haWnJ0FgIOG5xMJnHq1ClsbGxgd3dXBsPtdiMQCKDVaqHRaKBarYoTFEOI+QwNRU2Vwim3AP8Hju5mfI5m2DUxqq/Vv51Ip1arhUwmg3v37iGdTgtkBSCmwW63i/HxcVmsDIv2+/3wer3Y398XM9udO3cwODgou0ar1cLAwICgi263i3g8LtaCmZkZQSWtVkvUiVqthlarJSSb1+sVr8dQKCQBbI1GA/v7+6jVavB4PDh16hQmJyexs7MjfMRbb72FF154AbOzsz2oS7sbawHMYvI3Zv+aY+bEUehxZKJhFgoDqnXU/XVwmDl2emx11icm62W7/H4/RkZGxH1aC8NGo9E3nF0/U3+n81lqNGuqZU5r6FHKiRAMiUQCL7zwAlZXV7GysoJCoQDgqAusluxTU1OIx+MyiSORCObn5xEMBrG5uSm69e7uLgqFAgYHB3tQg7noTWjmBNP0b15jqg16ovcTLPp6/Xmn00EqlcK9e/dQKpVg27boqNTj2+02BgcHJdipVqshmUzKd7wvlUohGo2KoOAEp9szXZs1j6MDcRKJhKgE3DG5O1JQBQIBRKNRUVFKpVJPMloAGBgYENhcLBbFgerWrVuYnp7umbhOwsBJtTBJtn5jZJpAjxMievFw4Xq9XnH+4rsCgQBmZmaQTqexu7uLUCiEYDAomxEXrP7xer0YGhrC3NxcT+o5CiESnCaPpeukERSFik71ptGV6dPgxKc8rJwIwUCyZ3V1FcvLyz07trnz2raNer2OcDiM2dlZ2PZhWOuZM2cwMTGBg4MDrK+viwTf3d3FwcGBQFddTOKGz9d/68lkSl2nScnnmvU2dyenBZBOp3H79m2Uy2XZ/RnjwEmXSCTg9XrRbDZRKBQEpVAXbrfb2NvbQzabRaPREDTQbDYlhsLlOkw7plUE2uQZQl2tVmXn4/eVSgWBQEBIylwuJyiGJjy6VFNITk9PY3h4GD6fryde4M6dO3j22WcxMjIi/WEKfydYzd9atdNqhV5ATsV0TtNo0+VyiWkROFy4POuE9yYSCZw+fRqRSATpdBpTU1NIJBKo1WrY2dk58l6ihYWFBczMzPREEBOh0LOSJKSun+ZCdL8+yjz9cX0YgBMiGACgWCxieXkZ5XK5ZyCAo2cJMFR4fHwc8Xgc9XodkUgE5XIZt27dQiqVkvvJM1DP1RPD7HQtiEx9Tjskmb4Hx0E1rXdqCW+WVquFpaUlsaLYto18Pi85ADqdDgYGBhAKhYSwajQaosOzPtzNPR4PisUi6vU6pqamxLRIsox8hGVZ4rEXDAZFLfH5fLDtw9iIaDSKaDSKSqWC3d1dRCIRLC8v96Tsp/k0k8mg0+kgFoshkUgIkUy1hLzQ4uIiVldXJRpT9wsXjcn3mKjOacKbqobmdsxnmffTe5PRvdzttbmwUChgbW0N2WxWAs0Yf+Lz+aTO3BzYz+fOncPw8LD4feh2Eg1qdddsj95oTN8Yfk40YpKOporxKOXECAav14vJyUnEYjHJFmQuWMuy4PP5MDExISf9JBIJ2LaNarWK+/fv4+7du+JIYlkWarUaNjc3kc/nhUhzKnpxm4LB1Nv4W+9UThNNT2x9jd6leF2xWMTOzo6QX1xAnFyRSETYcq/Xi4GBAfh8PnH7pl7carXg9XoRDodRKBRkoTJTcTAYlGfRjEZBQzWDTk2WZYmQisfjGBoawuDgIBYXFxGPxyVHQbPZRLlchtvtxtDQkPAYVHfy+TwACPKwrEMz69bWFp555hkAOFbY6t3RzGvJomGzjl7UaofJ/5jzi05eWr3xer3CNdj2YTzI8vKyWFq2t7ext7eHYrHYs4HpA4EikQjm5uYErWmXf1o7qK6Z6hHrruvK66hOaBLXnGt6/n2QcmIEQyKRwNWrV1EqlXDjxg2USiVxDqHlweVyYXh4GGfOnBGzZigUgsfjQaPRkGxFWprSbJnP5zE2NtYDOXVnmnqr1uf0BDWJ0H5FCwX9oxeAJpBI2HEx0Z5eq9XQ6XR68i8ODQ1JUI/b7cbw8LDUp9vtivMNfQ94ilG5XEalUpE0Y1RLqtWqwH3gEJFFIhGUSiVJoLO8vIyJiQl0u4cJXaLRKCKRCA4ODiQPhm3bPaHW7XYbxWJRIjIZ6p3P58XPwZzA/frXVNVMgljvmk6+KXqxOJGShPVUJfolfNGWE9u2RdBp8lSrATRRxuNxEfosfF6n0xFV0bSe6fb3U490uyjA9Jph3T5IORGCodFoYG9vD36/H08++SQqlQrefvvtHn2VpdPpiN5dqVSE/PH7/RgfH8fc3BwWFxd79LBMJoNUKoX5+XnpICeXawBHJqoWIMADFGOaLfV3LOZA6kmp1Ri32y1BSqFQSJ7Dnd+2D1PnM/6g0+mIN+LAwIAgAHok6sk6NjaGYrEowT6VSkX0Xts+zCfQbDaxv7+PcDiMcDgsTlR0Qmo0Gmg0Grhz5w6GhoaQz+cRDAaF0CXXQY7C5/OhXq+LYNve3pbdlzC63W5je3v7CLdgFifyUS96PTYaVnNxaBXQicfQv/WzteDRC91ENU73a7TDceSCp6DWyYn0Qtbp2o6bn+bmd1xfaJT6qOVECIZsNosvfelLSCQSssgDgYDY63VHp1IpvPPOOyKF6Y3m9/tx6tQpceTZ3NyUBVgulyUMm2YhLQDMxa91WI0mtEcZ0OvHbiIE/Tzzbz2RqALQEkO1iBmwGeYMQPRuZq7yeDzCMYRCIYneo37c6XTEf4DPJifDZCzb29sIh8MYGxtDqVRCKpWC2+1GLBaDz+dDoVCAbduiBzMGotvtwu/3IxaLiftzIpFAu93G8PAwpqen0el0sLm5KdGG5EWYQOf+/fvIZrPigGbukLo/tWDu979eFGZYMj/XY+AkjExfAFPH1+PG8XgYVDctV+Y8cwrXN9VQp/r0W+xOc+2nUpWoVCp47bXXYFkWBgYGJHQVOBoM0m63sbW1hcXFRczPz6NQKGB7exutVguBQACjo6O4cOECisUicrkcgMPdiY5C5CScOk3vFE5QFHgwEU2C1NRbtYDg844bHN5bKBRQr9cxNDSE6elp2UFoVydvUCgUxFzICcpzOTQU7na7GBgYEJOn7nMiB6IvoohqtYpsNouJiQnUajUxR/JvRneSSON5jT6fD4lEAkNDQ/K+QCAgSMeyLExMTCAYDIpn571795BMJnvMlbqvgaMHrJjqmb6W42k6HOkxd/JBMMemnyDXuj3HXQsgJ2LZfIZ+NlUNfUYon2OqQMADpMtnOOUE1c9he38qPR/1gqS+alokNLHT7XaRyWRQLBaxv7+PGzduYGtrCyMjIxgcHJT7NcxKpVKSxkybhZxSvDlJYi3lTV2SxZx0TjqyCU1ZP7/fj0KhIJMFgHjF0QuxXq9je3sb5XIZOzs7mJmZQTQalXwAPp9PFjxzJvj9fnS7XYH2FA4+nw8DAwNCGjIxCy0T5GZGRkaQzWYBQMKLmcqNrsLMbpTL5VAqlSRdfb1el7yTJOHY3lKphEKhgJ2dnR5C0WkROakTWpd2gt78To+r+aMXnCl4gEOuJZvNYm9vTyJMTbWWc8hJ5eR4OyEh/u3xeBCPx3sWrilcNFltqrImejA5EV77U+ngBBw1I5k+BnpASbBls1nUajUsLi5ib29PchB4vV7U63W53+VyIZ/PI5/PS4QbhQ2frdGBEzzVdTPrrDvdCVqaE1Drqnw/uQSt26dSKVGryOiXSiVRGRhqPTY2hna7jUAggLW1NTGjUaiEQiHxc9DvZUJYWoEAoFAoSKp09k+tVhPnpVwuJz4Utm0jGo2KDwQzT9PvwufzyTHwelzL5bK4FHNMnPINmLs+y6M4QzHIyFTtTDdo/Z2eb1Sz/uzP/gyvvvoqqtUqhoaGMDExIUKPqNbv9/e4WPO5TsJOzy0T5ei5pj8z26tRgBMK0kLJ7NNHLSdCMJi6vCl9TSkPHGZp2tnZgdfrRTabhW3bwr7rBBgszOrEPAacpE6xDf0Gjr+dJLp+jpN+7DTw+vnhcBixWEy8EanPMwy6VCphf38fBwcHYp3pdDrw+/2IRqOCBkKhELa2tnpyAfj9foyNjUlOR/YHvfXoSk6EQnLX4/FI9CA5iUKhgGq1inK5LFYhjc6CwaCw64FAQJAQzXKVSkUQRadzmNmaJldTmJI/0rvhwyY4BTtJPv5vsv2m7s7POU7FYhGvvPIKvva1ryGTycCyDk3INBmXy2UUi0UMDAwIkUirjvlMp8I6MFrTCbHoZ2jhYCIXc26ZHEW/OhxXToRgAI6a97TEB44Kh0ajgfv378OyDvPpaZVATx5CTvIMhUIBsVisZ4E7LVqnzjT5DidPSD0o5sTT7zH1xsHBQQl/TqVS6Ha7GBwcBADJ7ry3t4d2uy2ejC6XS9yeGVI9MjKC0dFRpFIpWaB0vmEqNkJ5OtcQxjJJCwAxh1LI0szZ6RyeK0H/BfIa9AOo1WpyFBuPCaSbNMdU54bc3NzE/v6+jIleDCZqdDK76bHQx8eZKoa58fAzJ4jd7Xaxu7uLt956SxK4druHviZ7e3tyOhd9TCzL6uFv9JmX5rhr4ca2UZ3TddOOduazOMc0r6XVDCIjrZ78VFolgF4YSDu+GZRkdurBwYHcb04qU58k868z9eqJZqoPuj6mFUIXk1PoRzQdZ7XodDoIBAKIxWLIZrMIBAJyT7VaFcsK1QNC2UAggEgkIv4ePFGK6IOCgSdJxeNxWayE+9oLj4s9l8thcnJSoi4PDg7g8/lQrVZFJWk2m2g2m8hkMhLpChz6o2QyGdkFmTmKTjzUqclRMBbDFJ4atXEMTN1ZC28nclJ/RqGkzw91IiHZ5zTfPv3003IwbafTEeKXR/oxKpbPZ710fggdP6KFl77OTFjLvjBVJppg9Rw1BYU570yE8SjlxAgGdgJRAgVDPwIPcD5cw3ye3lEKhYKQbPr4OlM663cARyeiOXhOv02o55Qoxmy/y+US12H+zYWbz+dRLpdFR6e1geZX7f2mvR/JV3S7hynig8GgmCO5yGln5ySu1+uoVCrIZDJwu90olUqS12J1dRWrq6uoVCqCKEjqUi3gwTaE7wMDA+h2u+LdR/MpA762t7dx+fJlx4mtx0GrBLp/NbrQqMDcNfW1XMS81lys0WgUH//4xwEcoqWlpSXcunUL6+vroroGAgHxlmT9tAWAY8HgM3M+mXNWb35OljBzfjupQMAD79D/EXXixAgG7mzAg4EyYws06QL0dojZceZ9FALMOMRgFkpxp4nl9ExdTNhnft6vONm1GdZcq9Vk8TLHAeMNSHZRnYjFYmLObLfbSKVSKBQKaLVaiMfjGBwclIxBWoBoJ69arSZxDuQ3AIj7dLfbRTKZxPDwMGZmZnDx4kUsLy/j/v37uHfvHlKplJglAUjGJ6aip8ChwKNq43K5MDY2hnQ6fYQ/Mk2MuujPnJABvyfH4iT09X18t36Gz+fD6OgoQqGQRLI+9dRTmJ6exre+9S288cYbYp1h9Cifq+uuVSinucN60PmLgoFt6Kf6aBStVW89v4hM+vXjw8qJEQxAr/2ZEp/FhOxOnIC5OPVECwQCWFhYQCKROMIeO1k/zProejhZFZzqZNZD8xLaBEXCdGtrS9SdQCAg7SfpBzzwwff5fBgaGhK34/39fQQCAXF15lH3a2tr4lI9NzeHRCLRoxtT0Opdl9CU1h0A4qodiUQwPj4uqCOTycghxO+99574OUQiEQmx5gJxuR4EW5GYrFQqGBwc7HEW0n1uTm4dpWrmJDDniblxmBuIiTi5wHiYDvkoOnIxpT7VKgpsrSro55AM5/d6/J0QgOk0pcfELE4OV1pA9EMTj1pOjGDQqbP67QhmlKWpY2pTlO74YDCIS5cu4cqVKxgdHQXwIIOPaRIzIZqW4PxN4UABYQ6yuavxubqYJKXWU+kySzRAywTjF6iPJhIJ0ePHxsYwODgIv9+PSCQCl8sl2YdKpRIODg7kfE/6PjCuodvt9mRErtfr4kZO1EI0U6/XkUqlJKybWZ5qtRpCoRCKxaKoI8Ah56BTnJH0ZIZlj8cjmaf1QtCoUI+xZfVmuzJ3Vac+NpGCHictLOjdydO1IpGICFiess6w8W63KxyNRgxUH4AHxwfS0/RhxRRSuh2mmusUKKZRgqmmfNDyUMFgWdbvA/h5AAe2bT/5/mcJAH8IYA7AGoBftW079/53fw/AXwPQAfC3bdv+xiO844guqYkYE3bpXc6En6bgiEajeOaZZ3DlyhU59KTdbjsGqzjxGfpvjRQ0FHV6jpNqYQ4Udz5aF4LBoASC8Xvq/5FIBAMDA5LjkTEilvXgODkuak5ghmXzYBR6HLIfdZYhxkMQgTAMOBaLSSQrS7lcxtraGt566y2sra3J99FoVFKit9tteSZdpukb4fV6kclkYNs2zp49Kw4+WjBqhPCwcenXv/yMyM9cYFpocN54PB4MDQ1heHhY1AH6dQSDQYH8lnV4WK1Wd7lxMS0Af4gqWAfOFc4hndylHxI1UadWg8w2aIRmIrBHLY+CGP6/AP5fAP5P9dnfBfAt27b/qWVZf/f9//+OZVkXAHwRwEUAEwC+aVnWWdu2H9kf00lvZDE7z4SZWqDYti3nJ16/fl0StXBXpLPPcZPOyRzJ3/y+Hyzt1zYnQeJyuRAKheB2u8UUCECgKuE3k6u4XC5JE+bz+YTxX1lZwb1792R3oyfjzMwMEokEksmkpHljOjEAcqI1nafS6bRwMcAh36BPzyZaOX/+vARR2bbdE1bMnZMEKZPIaGKt3W5jdnZWgq40WjB3TD0Gut80YnOCzOxv08/E5CX4Xo/HI0hKq1QAMDU1hWQyKTkbaJ3RCJIRr1QjAIi/iF6kGqnoH21hMOeIeZ/mGnR7dL9oq84HKQ8VDLZtf9+yrDnj418A8PH3//73AL4L4O+8//l/sm27AWDVsqz7AJ4F8KPj3kEiKpVK9cAu27aFLDNNlqYkZeHnwWAQTz/9NK5evYrJyUmJPORzOQn1rs2BcZqUehDNd/F7rXqYQoDXm//zM7oucyJy1+SOyV2cTDgdlnjIzO7uLn7wgx+gVCrh8uXLWF5ehsvlwsrKCkZGRiSdfqPRwOjoqDw7EAiIdYLH1JVKJckHwUCoUqmEYDCIUCiEsbExTE9Po91ui1NWpVKRRKeWZYkTGXdRogKNVgDg6tWrIkRMNYL9rxeKiSL7qXAPK3pctTWiVqshlUqhUqlgaGhIfDLY16FQSASkzqxl7s56s2o0GhI+7xT+rJGw3lw0MtAI1UQQ+v2misW2ftBYiQ8mRh6UUdu2d99v1C6Akfc/nwSwqa7bev+zI8WyrN+yLOuGZVk33G43XnzxRczPz/M7AM6HmOrFpCeHlqZ+vx8XLlzoUR94vZnUwnw20ItMNK+g6+IECU3y7Lh3aK7Csg5Z9Pn5eYTDYQwNDSEej4snHaMpKTToaqyJSNu2MTk5iStXruDpp5/G8PAwWq0WZmdn8fzzz2NyclIEIVUGIieSbZlMBgcHB8jn84jFYhgfH0exWMTBwQHeffddAEA8HsetW7fw7W9/W1K5MUCKMRscI7fbLQKDno1EEF6vV9KdaYsQEZ229x9XzP4254nTjmwmSiEKq1QqWFlZwZ/92Z/hq1/9Kl555RWsr6/L2RJ0QWe2ZwA9viA62MskDTUJq+uu/9b10/XV88WcN3o+avO+nss/TvnzJh+dxLWjcmPb9u8B+D0AOHfunD03N4fXX3+9Bx45LVQdoqp3kvefCZ/PhwsXLuC5557D7OysTFrTs0x7px2nUvRtqJLiuuiMOk73sD36vWzPpUuX8O677yKVSgmfoHVTmnOBB+bEYDCIRqOBkZERDA8Piyv1xz72MWSz2R4deGRkpOe4OvIArVZLDqMFgJGREQwMDODixYsol8vY3NyUbM9XrlyR1Gx7e3tIJpMIh8MSncn08pz0dFYbGBgQYo/o4Omnn+4R2nocTCTnNE4cc6A321c/lU7/bwY+dbuHbucrKyvY3NyE2+2WsztPnz4tnIM+Xo/qkMkfaOHAOlYqlR71rR93wE2Cz+Z8N7kCvSGZPjLm/0799rDy4wqGfcuyxm3b3rUsaxwAXRC3AEyr66YA7DzsYW63Gzs7O9ja2gLwgBTSJzM7Dbb5mcfjwZkzZ3D9+nXMzc2Jyc+0D2vBoqWy0zOdynHQzIR0umh0Y76LbtEvvPACvva1r0k+ReqwhJu1Wg3Dw8NCOLrdbnEYYh94vV7MzMzIgmeQFD0luUOyn5vNpsRODA4OYmpqSjI7nTt3Dp1OB9lsFqOjo8jn8wiFQhgfH5fcGczxUKlUEI1GJRaC76BvQ7fblVRzfr8fw8PDPZ6n5g7pROD2g8tO3+u/zeea6gkARCIRXL58GU899RTa7TZ2dnZw69YtZDIZXLt2DYFAQNrlcj1IPKMXPPuUi5rqGMlXE1WSdzFVWapbGkXp+pubjOnz44S2P0j5cQXDHwH4TQD/9P3fX1Of/1+WZf0rHJKPZwC89rCHtdtt3LlzR8J3+UPrgdb7+xFNbrcb09PTeOaZZzA/Py/BPSaU1ERMP/+FfoXv1q6vujipOGbRdTC/9/v9ePrpp1Gv1/HHf/zHKJVKch09GOk4pBEUoTkTt1BnByDBTOwjnb6cAk6fn0h9lQfY+P1+XL58WcgzHVXo9XqRTCbFtMfEMrqulmVJrIZOHTc3N4dz584dUdfMPjL7luOgd1tyUfp/8x5tlWDb9TUejweJRAKjo6MScTo0NITt7W3kcjmZK5FIBGfOnMHk5CSWl5exvLwsqlk/NAM8OKlcowjTQ5H1crIi6Pmm2++krjr1wZ87YrAs6w9wSDQOW5a1BeC3cSgQvmRZ1l8DsAHgL75fmduWZX0JwHsA2gD+hv0IFgnuJLoBZoOddC1VR8TjcVy+fBkLCwvCjvM5vMbcLZz014ctarNuD4OtTgLnuGcPDAzg2WefRa1Ww/e+9z3s7+8DeODYRBKMOiXTm3OH0UlefT5fD5rgAbmaJGU2JpoRdXYmtjEcDiMUCsGyDk10OrNTJBKRTFEUWiRPfT6fmFGbzaZEgPp8PnziE5/A8PBwD0zmOOu+dUIAWgXUQlZfz2tMhl4XzhGXyyWqGb0zfT4f4vE4zpw5I+eWdLtdhEIhnD17Fo1GA91uF2tra2K2pJrhVGhK1qHvTgvbaaPqJxQ16tDzSCOP4+bcceVRrBK/1uerT/W5/ncA/M4HqoTHg8uXL2N3d1dSoZtSU5OGTrrk6OgopqenEYlEej43OQjep52b+k0sc0CcUIIuJkLRxXy+voff83cwGMSLL74Iv9+PV199FdlsVjIk8dh6tk07f/HHSV3pdDqSB0FDVLLqemHSOYkHrXCnJzyNxWKSmYmmTtZBn9zMhUJVhXzD1atX8clPfrLHEmOiQqdiqg7m5qBRhrYO6fv7qaR+vx8ul0sEJ1HawsICisUiXC6XeJ9q/xIKS5Kw/chSoi3mqTBVIq1i8HpzYWv111wbZuyHvq/fJnhcORGej16vF88//zy2t7fxgx/8AEBv+LWOPDMLFznvMdUDs5gkltlhegD09XpS9VMhnPTWfvUw6wP0Zt+Jx+O4cuUK2u22nDdh24dmWJ7FwAlF9YETlkSlyYLr3JHsW7aN3pa04RN16EWu+RpeQx2aqEP3E30wdGDW3NwcfvM3f1OsFFpg6vqw37RA1t5+eqzMsXASCE59rZGjZVlSR7p0k9ztdrviAq3NqpyT9GfQ7+F79e5OPkIfasPv6ffQTzDo+vM6p+/1GnBSyR61nAjB0OkcnrB05coVrKys4O7duz0wyQww0RODEDqfz2N3dxdjY2OyEzkVs7NM33LA2cfe3O2dpDMnmXbN7icUTGShBR93otHRUbzwwgtCBDYaDRQKBTkfQ3sLat1UW0U4UTiRmWVat4uCl+cqMuErEQPwwLoAQA6o4SLigmGuBe3Y4/f7xY3a7/fji1/8ImZnZ3vazXr26yc9biYaMsetXz+bgp3WI/YLkRQRklZxKNg0utJsP4PzNGdgjr9tH+YQYeCVWTddLxZT0Og26bXA+awFC+9/GMrtV06EYMjlcvjhD3+IQqFwBI5zYJxcmMkMMz/B6uoqpqamEAwGxSQHHJ1c/Fun6nbSy/S79P36eebCdyI8WfROaAoFfs6/SRQmk0k89dRTODg4kOxM9LzjRGBbbNsWPwceb8ccCjrxjTZ7UogREWQyGXS7h3EZJDXZ7larJRNQ+xvw+STY9GLg/x6PB7/wC7+A69evH0mpx3Fm/5tJR/qpA7rv+Hm/xWBep59BFcjv94vrtz61jPksmO9CQ3+NBnSsAtuv60+uRZvKTZSr54mJKvQc0Ruay+XqSRTDa9mPpln/UcqJEAzFYhH/5b/8FwAQRx4tjc3CyaTJt2738FSg1dVVCRLSh5HyPhate3W7XVlYerI6wdR+KoITIaphshZm5jN1fcxAMbfbjfHxcQll5kldOmKPi9ayLEFYjHlIp9OSWIQHvBDV6L7VOx+zRWkXaNaFk5AeqoTR5BoofNiuRqOB6elp/Oqv/io+9rGP9T0JzOSC+uWv0DulKVwfZr5kG5xgOuNJtPpKgUanLB6cowUjhZHOhAVAnmHyJhQgbBd3++Paotuk55GTUDkOpX6QciIEA3U4Ti7dMaaJiZ1PKc8B5E547949ceKhiUy7opp8ABeEKRTMATAnmh4M08+i3+D00/n0PRQO+jtGTNr2YXKQcDgsGYV4uAwnKM+nrFQqSKVS2NvbE4adyIDvIQtPPwe9c6bTaVEZaIIEHiRf0bsdszlpPohoYnp6Gr/1W7+Fp556SsyYTgJXj4nZJ3ox8526P50Er36WHmvWXe/4ug78Huj1ZOQ8cYr6BCCOTho1cNPRxCIFKevO70kc67lvqkDHFXPNaETx4wiKEyEYgN7oSHMQubC1UKAKYe40+Xwed+/elVOeqW4AzjyC1vH057xe8wZOzG8/pNAPfZg7g/mdWTeWYDAoQVQ8oq5QKEjSE+ABX8KzJPf29lCpVCTUXGeH6nZ70+hbliXWCBJt+/v7sCwLc3NzkjxGE2VaIACHplZmUc7lcpiensYv/MIv4OrVqz1CUe+iTv2vnXzYT6ZA0HOmH7rjvabqoheuE49kzgP9Ln6nhQT7nsSkiXR4PfuO6fk0p6D9UjRafpi1xmk+/o9wCywnSjBoFUIvjk6nIzZgba/XxAvv6XQ62N7exr1792SnM33I9bM5Memppr/n9VwQ+j3AUTTD650sKJpk0xNV74omP6EH1u0+PJgkl8uhWCxKFCbhrYanVAVKpRKeeOIJhEIh2c3u3LmDQqGAZDKJWq0mORK2t7fFFVing+Nhu1RnqEKQcORvZnGanp6G3+/H888/j7m5OTz//POi6rE49bEeExMa8zefwzHT6oZZnIKV2P+673XIc79reT3nKL/T6IFzSF9jPkdfZwpEc97oTcnpf32fFgrcvPRnP46AOFGCwfyfnUFixbZt4Q60mQ7oRQPtdhv379+X49Po/WdKVz6f0l9La+BoajjWQb+rH2fg9LcTauingpiIA4CcIUFrACcis2Tb9mH25729PXQ6HVy6dElUCJaxsTEkEgl0Oh1Jp0/kwb6j+kK1pVqtIpfLSWIY5iigyzbrGA6HEQwGMTY2JolUmU7eaYydoLz+3+xr/b+p4unxMC0QenFovZ6/TeSm6+NkNTFVBL25mKZRrS7ov00VQV9jtlULS7OfdN/06zdTCD1KOTGCAXDmE/Tip4uumR9S7/zcSarVKu7du4dYLCZRfzryz+xojVb6QXxdnCaR0+LvN+HMdvO9/DHrowsJSO74wAMnF+aMPH36tJg1+Rz2H70R0+m0cBVM3cZMziTd+JtJX3mOQqlUklBivTg6nQ6GhoZw5coVJBKJnnHVUN5c8Pq3LhoV9hMEum+d+ovj22+xOXFETs/T9TMXPPCAZ3Cqu/6fuTVN06J+B+vnpBroOWySj2zPj8NT6HKiBAPQG79AWEQ9UXubcTBNvVPvQul0Gnfu3EEkEpFzFcxJowkqFj0ZzB1cD5gJNc179H3m52ZddXCOybP06ycKQS5eqgBMxcYcCtpl2uPxiMBgSjhGPZbLZZTLZVERbNuW7yKRiBx/p4+q4xglEgk8++yzGBgYkGQmJi9g9rWe3GZf69+69FM/jhPiplAyx6wfatBFL26nxQjgSGpCvemYfIbT/05qAt+tyVQTaZn9aPZlP2F5XDkxgoEN00QaG0+7/XELSw+Cnlibm5tynoJOn853ULenpDe9+/hsk5wCjvr1699mcVroWshwgDXXYAoj/S6v1ysQnb4LPHGKC/rmzZvY2trC6dOnkUwmxTeh1WpJlCU9+7SnY6PREP8HJoAdGxuTVPM0l5LYbbfbGBoawunTp3uE43GmZi3UtQnS6fp+aKEfj6DHziQonQSE+T49NvzbLE7CjASkU8yEk0phtlHPA1P4OJljdb/wf7O9P44PA3DCBIMJvxnMwo52IqXM//UAMP3W0tISBgcHhW9gNidtxrJt+4gjlZ7kThPGSVjoz7SKoL8z620iBCdIrHVkbWnRDkjMBUlfhrNnz+Ldd9+Vk7Ety5J8kj6fT9QxWhdIalYqFezu7uLOnTtYWFjAr/3ar2F4eFjyN+pzLVlnBkQ59Yee5KZa5dS3TmqGKSyd5oC+Tn+n1Yh+C0z/z3v0/3pnNz0c9XucLAkmOuD4OLWhX9u0d6s5p/oJML2mPmg5MYJBS3KqDZZl9Xj5sZhmLD3oGmnw83K5jLt37yIWi/VAa92hHFSnepkTst9EdhIU+jmsszlQTiqEXghOuwwTk7bb7Z5ErS6XS2D85OQkfumXfgnlchnj4+OYnJyEy+VCNpvF8PAw1tbWUK/XEYlEsL29jWQyiWq1isXFRSwtLeGFF17A888/L/kfhoaGUCwWhfuhNcS2bSSTySNjaZZ+6pgpbM0+1jufnujHEb98hoke9Hv7oQbdBifURnRgFvopmIfiaMFAoltn5T5O+GlUZdZPCxHOfeBoUJVT3zysnBjBQFjPmHgmN9Vx7ia06lfMAbdtG/v7+7h7964cAMscBcCDSaCDgcxnaE7DrA8nrZ7k/WCciYrMHUsTTZrBNh1riKj0KUdcsDqTMU+b3t3dRSwWw9jYGILBoDiBkb+Jx+NotVpYX1+H1+vF5z73ObnGsg7D2kmY6YAhJpwdGhqS+um667gMPR56UusFrBejib54vR5/c/I7PZvX6+cctwno/49bkGYhGjAzL/F95vudOAE+3/RKNYuTetWPJP2pViUAYHBwENevX8f8/DxyuRwsy8Ly8vKRiaUXlfkZ0Du5WNrtNlZXVzE0NIRIJIJkMnkEmmkfdid4qfU6vYCd4KBWEVjMdGW6ztTz6/W6HC5bLpd74h24IPnccDiMycnJnsAeDWUp5Jiw9e7du0ilUkgkEnL+AwO0CoUCisUidnd3xZpAT0YKGnpV6niIRqMhKfRMfkcLBad+MvvXaRxZHkXomkULUb2DmiZFXnOc8NJjr3/M92knMn2dFgI6itT0rjTrofvGKcDKCf2YKtNxyKhfORGCwbIObeDXr1/HCy+8gGg0Kg461Hd5XT945DShzMlYq9Vw9+5dDA4OSsZfwj5THXCaFHonB44G9OiJa6oHJsHI+1qtFgqFAtLpNLLZrCw85kbUsQimyy1Dg5nRSSc2pXDjzsVTq4LBIEZGRlAul5HL5VAqleQQlXw+35OynlYgmjKLxWLPIbREK2fOnOmB1+ZC6DfZj7PiaBXKSVD0u8ccd6fFqxfScWqf/lsL8n4LTaNOJwFC4c1F64Q+9ft035mL3Wy7Rlbamqfr8kHKiRAMAHDmzBlcu3YNk5OTYos/deoUyuUyisUiCoWC4yDpYuqCZrFtG+l0Gnfv3kU4HMbc3Jzo5+ZuAuDIouZ1JmTT7zXRgpNgIDrIZDLY399HNptFuVwWL8JKpYJyuYx8Pi87ea1Wk7BfAAL/Z2dnkUgk4Pf7e2JN9G5KspLp3ff392Vx2/aDBKd+v1/u5yEydN0tFosiGKhL1+t1TExMYGxszBGam6UfYtDfH7fo9PfHoQZzMZqLVAudfu8y32sKIiIzs5A/0P4jrIfeULS61Q+tmGZdAEeQgEZj/E6H/X9QxyaWEyEYPB4PnnnmGUxNTcnhIx6PB4ODg1hYWMDBwQHefvvtI4lHTBZcL1BtmWDhdzRh0r9Bh9hq1eI46PsolgYiA+1RyaPj9/b25NzHWq2GSqWCvb09bG5uYmdnR3ZvTabq51uWJTkyy+WynErFhUw9lwufnpKss3ZMYlJTv98vGYbo3ORyucQnolAoSELTer0Oy7Lw1FNP9UxEPp+713HowJzEWh93Kk6L1Okap4XjBP+1ymgiCHNc9ZhrEtMUDt1uV2JJzDyUGlWZxHm/OaTbw4Wv1V7zHh1qrb//oALiRAiGQCCAc+fOIRqN9ixMt9uNoaEhPPHEE0ilUtjY2ABwvImG35tFT7x6vY6lpSU5sHRwcFAWlJ7Q/ZAJn2fajflbCwM9cWq1Gvb397GxsSHuxIVCAffu3ZO08TpXQr+id0OGRlcqFZmoVCls25aTkXT7dQIVl+tBticKZIYY89pMJoN8Pi+ejjx67sknn8TIyIiMmd7B++3kui9N61K/dpqLWY+BJn7ZJ7zORAfm834cUo7v1cjQLGYUphMJq9Wkh6kR2uLAe7XAdZqDZn9+0LaeCMEQCoUkKo9xEex4n8+HqakpXLp0Cfl8XvRhXZwWr5NuqUs+n8e9e/ckd0M4HBZp32830BJbCzAnu7hWJ2z70A12e3tbLC3NZhOLi4v40Y9+hO3t7Q8k0U29NJlMinrAdxIJ6axEFBQUAvyMgoS/AYgAYFwED13hIbmhUAgXL17s0ZdZJ3N31UWTp+bYHSccnL7XMN207OjrTTXRRJj6+U47d79iokqtKup8Df14DXPX1yiB42IKED3nTKGi30Fh0m8cHlZOhGBg5hzdKD1oPMJ9Z2cHd+7c6TuwTpPMhLj6+t3dXSwvLyMSifSoE6YNmHXSddODo9UVk5PgO7e2trCysiJehT/84Q/xxhtvyCGzj1JMnsOyLNnlR0ZGRMBoJ6hOpyPnW1Kt0KnyOKEYD8GJyPwYtIxQdeGxbKdOneo5fKXfxHMSnE5/691df++kAuh7+i16EzmY9zgJDXOnNftbP18Tu7yGviVMb2eavtk+naP0YWNvqhOmaqHrqdWV4wTqo5QTIRic3J1N8iwajeLs2bPI5/PY3HxwCl4/wsqp0813tFotLC8vY3BwEJFIBJFIRHZzegqaE89J79O/9aLlJCwUClhfXxdi8c/+7M/w7rvvHpmkDyvmYOtTkMLhMEZHR7GxsSHqCOukd55ut9uTx4LtabVaMg6M3qzX65IhudPpIJ/Po16vw+v1IpFI9Cx6c+Ec1wbuqseFTZtt7ccNsM91X5pw3XyGFj5OOzmv0SqK+X4KEi08BgcHEQgEeiJf9WbT7739BOfDFrfue8vqTTj0QZCPUzkRggHohemmUKA9fWJiAufPn0ehUOjJD2lCLeDRpWSpVMLy8rKciuR2uyWAiM/R+pxeyJpUNP32Ofm9Xi/effddCTr6/ve/j3ffffeRbMx8n85URVKRQVCcEAAke7QWDuRRmLdBpy6nV6nOUNxqtVAul8W3gUlFisUiqtWq3DM4ONijKrEtejE86mTU48c267MrndCIufM6oQ8TgTihAX2t0/dO92mhquvg9XoRjUbh9XolzkSTgdrfRBOEJj+l3+ukNuh6Owlkczyc5ufDyokRDIAzkcK/CdVOnTqFXC6Ht95668hR9ubfTohBQ0EOzMHBAdbW1hAIBDA4OCiDpnP2mYSknhycIHqQCeHv3bsn+vl7772HN954w3Gi85nBYBCDg4Pwer3ifszS7XZlYevTsCmAvF6v3Lu6uoqDgwMRKhQivJc+CORVmOKNEZaZTEbqTWisM2LF4/EewlZDcyfVwlQLKNCcrEb8W88FJ/u9qXKa3zuhBY4ZPzdRRr/CxaXHG+gN5Op2D5PohkIhOXVKoxYTfTrVzewHfS/H23T71+SvFkAAhFP6qSQfAWc9VQ8gGz84OIjTp08Luw8470xOdup++mOj0cDq6qrEUtBMaJJaTuqOkzCyrMNj2bxeL9bX19FsNpHL5fDSSy8dMblq1cOyLFy7dg0TExNIp9N48803e9QF1p8cSCgUkrYSWfA5U1NTWF9fx8rKCsbGxlCtVsURipOLfc7zDniyNRPIMjW81+sVhyeX6zAFPQ9o0Qtdw2+tvuhd7zhkp9vnZHYzYbLTDqtRhhPP4CR8HiYYnOrKo/pME3AkEsHw8LAcKOyEFnTbtIrnpPpo4d/vWo1kzXlPgfaoCJrlxAgGPdgsHFh2hGUd2unHxsZw4cIF8Rg0O8J8hhOMYodxR87lctjY2EAymcTw8HCPkNJkohNi0PXmjtxsNnFwcCAhyvfv35eTjFiounDhT01NYWxsTBKo0A3adC0mmtGnQAEQKwRweGBNt9vF1tYW3nvvPQQCASQSiZ5DbfnuRqOBUqmEVCqFdDqNYrGIRqMhqgd9GrjLF4tFvPLKK3j66aeRSCSk7Tppqwl/jyMo9ZhwPExfBrP/9U7fb1E43f9Bi4lc2U4mxTGJ5kAggMnJScm3qbNXOS3sfhyG/ttUP/g8zVH0E5ganX2QciIEgykUTFMWO4FQLhKJYH5+Xna2frZ/J57A6b3Aoeloe3sbExMTGB0d7VmMFC5aKJgQWO+EKysrSCQS2N3dFbfm9fX1nvdxt6cH4vj4OP76X//ruH//vrgr61OPnCB7u90W1MSdnynQbduWxDQejwfr6+tYW1sTfkIfO6eJReYTYAZpogTtONVqtbCzs4NsNotLly5hYWFBksSwaM5I68OcxCwmyafNnxohmLo4x9X80X3ltNmYqMNM5+d0vS5UpZhmLxaLIZfLodPpYHx8HGfOnBHh+e6770pgm3aVNueiFna6X3ivybeYUZm6bvyt+433fJByIgTDcTBHdwQnKAAkEgmcPXsWu7u7WF9fl+sfJgB00URnt3uY+HR9fR1zc3OigztNKv23OajVahU3btzA5z//eeTzeZkka2trksw2FovB6/Uim83C7/djcnISf/kv/2WEQiGkUik5Ml3zAE79ZNs2XnvtNXzkIx9BPB6XCcjTpijcZmZm4PP5sL+/j0wmIwKVBBnVkEAggGg0KjEkJjqy7cMEMN/+9rcxPz+PK1eu4NVXX8Xu7i6uX7/ew2P0GwMn5KDZ9X4MvSkgTEHptBObgsFEMOZCPM4SwfuZEiAej4s7OM3Bfr8fExMTIlAzmQx2dnaOqIOmoO8n4EzB4HSNrhtJepOjMIXxo5QTIRiA/g4Y7CA9QTmRx8fH8cQTT0isAb8zCSVz5wGOSlVel0qlkM1me072ceIS9G9twlxZWcHa2hq63cMkrbZti77udrsRiUSQSCSwsbEBv9+P8+fP4wtf+AKmpqbwB3/wByiVSmg0GqhUKsfqvxSQe3t7+Df/5t/gC1/4Aj796U+LmsDAJ6odU1NTiEQimJqakuSuhUIBu7u7qFarEmJN7sAkzSicq9Uqtre3sby8jM3NTXzyk59Et9tFNpvFCy+8gLGxsZ4+59+6mAJAcxT83mleOO3q5r2mKmOSbqaQoA5vcj/6WfpejRgYkBYOh0XA0mT5xBNP4Nq1a/je976HUqkkkbGmq7R+lxYcjLmgsNfXm2oFC1Uc/Tnv/6lEDMcVvfOZZsxQKIT5+XkcHBzgnXfecRzc44oTTOVBLf08LJ2YcA5SoVDAO++8A6BXjWF8QSAQwNTUlAiF69ev4+d+7udw5coVfPnLX0YqlUK9Xpeszf2EApPY0KKwt7eH3//938c777yDD33oQ5iensbU1BRCoZCoX/rwnWaziWQyiVarhbm5OWQymZ4+6HZ7cy7oxbO9vS2u0bdv30Y6ncZnPvMZzMzM4Jvf/CauXbuGM2fOHOEAtIXBaSfmmJKY0yHqJglsCq1+wkFvAqaA4AJsNpt9Uwea1+sNRhOIei7xmT6fDxcvXkQmk8HNmzdRq9XEDM57uIhNKwPnvFYddLtNzkn7Meii1bgPujZOhGDQne5EvOg8enqnICyfn5/H/v4+dnZ2+sJA8zNONg0dgUMJm06nUS6XeyafiTB0Xd99913Mzc1JNiQ6SmkyLhAIYGRkBD6fD61WC1evXsXP/uzP4sknn8TBwQFKpRI8Hg/K5bJA/H5CQTso2bYtwVQvvfQSXn75Zfj9fkSjUUQiEcTjccTjccRiMUmCQxKSx9YFAgEhSRk1qSM5SaTev38ft27d6okD2Nvbw1e+8hV86lOfwsWLF/HSSy+hVCrh8uXLPbBWT1In65Mp9I/jBbgwdIq1h80tp6AmqnbMhemkcuj3s17aaUl7i3J8AoEAIpEIRkZGcOXKFcmnUSqVkEgkesy8fL6papiWCM5Zs83HCUwteB5G/JrlRAgGoNd64GRm0kXvbi6XC6Ojozh37pyEBps7Oov5meYXdEmn0xLdaOabNJFLvV7Hu+++i7NnzyIej2N7e7vnABjbPnR8mZqawvDwMHZ2dvDMM8/gF3/xF3Hu3DmEQiG89NJLEo/ALM1OA6mFgh54OiFp4q5er8tJUhq6k3z0eDyIx+MYHx/HyMgIxsbGxGmpVCqhVCohnU5jbW0Ne3t7wrKzH/W4VCoVfP3rX0epVMKVK1dw8+ZNVKtVXL9+XfJrmmNpCgLTLOxEHOqid91+3IReUCRrtXABDpMDxWKxI34o5pjr4jRvNEEdDAYxOjoq/MD169dx584d5HI5DA0NHRkrLTDNdmgkYhKPTs5PmuDUQtFpHR1XToRg0FKORXeIHiCnwQqHw1hYWEA6ncatW7f6Cgb9PifyhvfUajVks1nU6/WeA1Oc2OtgMCih4QcHB1hcXMTMzIxwHs1mE/F4HDMzMwiFQsjn8/jsZz+L+fl5xGIxqU+hUMDBwYHo8Xy+jo7UXIb+TcsHryMno/uPk0XrrZlMBktLSzLJgsGgZI1msFSj0egL/XVpNpt46aWXUK1W8cILL+DWrVuo1+t48cUXJQ5Gw32z352IXKff5v2mwNbwuh8RyUWWSCQQj8fh9/t7gp74PPP9TgjS7BOqQ9Fo9Ah/sbe3J4SzTkisn62f70Qa6rlrblJO6+Mnhhgsy5oG8H8CGAPQBfB7tm3/Py3LSgD4QwBzANYA/Kpt27n37/l7AP4agA6Av23b9jcetUJmY99/nuP/bLzP58Pw8DAWFhaws7ODvb29noGjNNeDzXvNgz+Aw3Rle3t7KBQKiMfjMuH0xOUuR32TLsPJZBIHBwdYXV2VsxiYZcnn8+H06dMYGhqSxbK9vY3BwUEhPTlhyA+YwpH/m1BT65BaRdIwmH1h7rBU1+r1eo9fSL9dxkntoxB74403YNs2XnjhBSwuLqLT6eDTn/60tFfvlPpec7GZ6oN5rTkX9MJkm7TqpwVTp9NBLBbD4OAg/H6/I0ow54lWI/ijBY/pf8GUelqIu1yHiXjT6TSGhoaOvFfv/v02Nj0XNcpg23S9OS8epm45vucRrmkD+L/btv0EgA8B+BuWZV0A8HcBfMu27TMAvvX+/3j/uy8CuAjgcwD+35ZlHeuobU5EU6fXDWXRuzhwCLNHR0dx5syZngCofpNbQy7gKJzd2dlBOp3uOU1au8Tqus3OzmJtbQ2ZTAZXrlzBwMAA3nnnHUSjUYG6oVAI8Xgcly9fFjNXvV7HysqKJG/hceuJREIOheEOpHdL1kUX0w/fTDFmElomxDR3QL6nH/oy+5VcR7vdxptvvonXX38dlmXh/v37+MEPfiA6vl5YTouNP6afiNM80QuS1+n26HHSvEA4HBbrgb7nuPaa46+Fg9MYsA6xWAyTk5OYnp7GxMQE4vE4SqUScrmckNIaARynzjg52pkEJglp7T+hj8571PJQwWDb9q5t22+8/3cJwB0AkwB+AcC/f/+yfw/gF9//+xcA/Cfbthu2ba8CuA/g2Q9SKXN31p+ZpIveHSORCBYWFjA1NeXIQju9B+jddfisg4MDbG5uCqzX6EDnVqSzULlcRiKRkBRtN2/e7BFOJLl4+hMjOnl+w+TkJD71qU/hzJkzPWnZKfX1CdNaVWAbtEnKVL9MOKnzR/I+U106ThXrVzR6eeONN3Dnzh14PB7cvn0br7zyiuya+lAdpwN+WJwEggml9efmhmIu4k6ng2AwKIJXowk9Jx6mOum+13wQx0cvQqbgm5ycxMzMDMbGxhAIBJDL5cSpTAt0sy5O6pUpIDRyoBDQKuOPY678QJEVlmXNAXgGwKsARm3b3n2/AbsARt6/bBLAprpt6/3Pjq+IYtm1hNc7HidWP37A6/VieHgYp0+fRjAY7Hm+ky6nd2Cz1Ot1rK6uiilP70C6zpZl4b//9/+OpaUl8ZgMhUIol8u4f/++oIZQKCRRjt1uF+VyWfJQ1Go1zM/Py5mToVBIJh2tA3phs3+0iU0vGAoCffqyKSD0dXqhmRPQCUmY42aevGTbh4lpXnnlFWxtbcHn8+GNN97A22+/Le+ggHWyQOgf1sVJIOjJroWD0w8DxSiQ+/E1TnXR80wLMHPBkQg2d2iXyyXCYXp6GqOjoxgYGJCcnrQIaV7A6b1Oaizrqe/T6ONhamHfcX3UCy3LCgP4MoD/m23bxeMudfjsSK0sy/oty7JuWJZ1g6cj6cHVSTCOKyZkDAaDAtWPVMKYaMADndtpp9ze3sbe3l5PfgNTp202m3jzzTclXJmEpcvlwg9/+EMMDQ3Btu2euATmfEylUhgdHUWxWEQqlUKhUEAmk5G6c+Hqw0lYD7N/tFDQn+lF5fRjXs+2mZPuuJJIJHrO6WDd6/U6Xn31VZTLZemPtbW1I5yC08J3EuCsj5POzGc5CQeqc/F4HNFotCfA67iFxHlofq53Yu7MrGej0RCPVf1D5DA1NYXZ2VkxXfOYACINtstpkZtt1eOjrzfb80GFAvCIgsGyLC8OhcJ/tG37K+9/vG9Z1vj7348DOHj/8y0A0+r2KQA75jNt2/4927av2bZ9bXBwsKdxThzDkYorKKqlKN1VT506hVgsduwE1zunQ5uRz+extbUl6oSJZtrtNnZ2diSnwzvvvCNOLG63G++99x4qlYpkUmIdcrkcstkscrkcYrEYPvShD+HFF19EMBhEPp+H2+1GKBQS1UkjBf1+s97mpOL95kIxdXg9gZx22+NKt9tFLpdDIpHAwMBAzzNbrRZyuRxef/11yXPx7W9/W84MYZvMsTFVBLOOTmPppJpo1BkOhxGNRuHxeBzRo/luto1qm86bqS0NpkpDxOAkcJjDdGJiAlNTU0gmk5LxichQozin9mqUZQpJJwHHfv5z5xiswyf/fwDcsW37X6mv/gjAb77/928C+Jr6/IuWZfktyzoF4AyA1x72Hu20AjinbnfaJTQkpd4/MDCA8fFxTE9P97DzLCZk1JBcL4Zut4vt7W2JijRh5NraGn70ox+JVeFLX/qSOAPRyemb3/wmJiYm4HK5emAmddNkMilxB7/+678uHolDQ0OIxWLic8C20nyp+8xhzHr+NiE4PzcPwDEnme6vfsWyDk2g6XQaY2NjPcKBO+jW1hYWFxdF8H33u98Vl/N+C/84BKHrr+eHifwoGBkDwlwW7H+m63fqR85F0yJkCkpTnWCiXC189E7uch2e8TE9PS2cg9vtFuJWu0D3QzRmnR6GrH8cvuhREMOHAfwGgE9alvXW+z8/C+CfAviMZVlLAD7z/v+wbfs2gC8BeA/A1wH8Ddu2j2U+CM/0xDRJKZMPMDkGfT0z6UxNTSEYDDpOKj7DXDDmdel0Grlcrsc5xrIO8y2k02lsb28jn89jfHwcuVwO6+vrksB2eHgYy8vLyGazCIVCElCVz+fFPBiJRDA0NCROUH/lr/wVOV8zHo/3HMard3onMslsB3cf4GhuC1M/d1KnPggE7XQ6yOVymJqa6jEBkid57733UC6X4fF4cP/+fdy+fdtRKOg6Hacz67qa1iLTXBsKhUTVobDa29vD2toaDg4OkMvlJLGKHntdN3Mx6nZr4pbp+7jQTesQcJjjNJlMYnZ2FtPT0xgbG4NlWUIsm5GYpvpqCgVNxDupaeZ4P0p5qB+DbdsvwZk3AIBP9bnndwD8zqNWgtKZzLEpFI6DkXoCmJaDRCKB6elp3Lt374h5U0PtfjDLsiwUi0Wk02nJFgU88HOwLEvCbq9evYrx8XFsbm5ienoa2WxWdoLvfe97+Pmf/3lUq1VUq1WkUinJuJTP5zE8PIxcLodQKIRLly7hL//lv4zf/d3fRbvdRjKZFF2U/hkmGan7kbuS2Vag1w3cSTDo/9k3j1qIZur1Oqanp7G2tibvqFQqCAQCeOedd/CRj3wEhUIBL7/8MmZmZhCJRI4IBLNNj7rjmfWlGsDQcW2mTaVS2NraQiwWQzgcxsjIiLhwk93n+3V/a0coBrLpbFrF4gP6jVGWjMikjwq/Gx4eluMItVDge/VGaSIPU1A5nWFx3Nx+WPnxEuv/ORfCaw6kViM4WECvEwiLvp4DQGERCAQwNzcnB7vyGbxPl34ms1arJaHQnc5h3oKVlRUUCgV0u12Mjo4iFoshGo0iGo2KHX9vbw9nz54FAGxtbWFvb0/SxlUqFRQKBbjdbrFne71eYag/9rGP4Ytf/KLY2kdHRzE3Nycuy06qgW6HucNoUk6Xh+nYx32mi/U+6x+JRNBsNhEOhzE1NSW7tGUdHoqzvb0tnn/FYhE3b950VFnMTcAJ8Zm7ookcgAeObTpFH+8fGhoS06HeIDqdjuTn1H4AjCPRyJV5NE1VYmtrCzs7O0ilUkilUtje3kYqlepRn2zbht/vRywWk7gV1sOJI2B7OI66PaYJ+H8E+ckzP/AdP4HSbDZRKpVE3wN6G6uPFefCAJzTt7Hwu5GREZw/f14OXeVzWMwJ42T73tvbQy6Xw9bWFlZXV1EqlWQi6VRed+7cwdbWFs6fP4+Pf/zjOHfuHEZHR2HbtujVPp8PzWYT2WxWdNGDgwO0221kMhk5dObzn/88Pve5z2F+fh7dbldMm9ou7bQbaPjZb7fVC8dJNXNCZg8rlmWhVCrh7Nmz2NraEkFGU2a73UatVsOdO3cQiUTgdrvxzjvvIJ1OH6m/U5vMtjoJP/3bvFf3mcfjQSKRwNzcHGZmZjA+Pi4nfxNNbG5uol6v92w29FkxiUgKDM5XIjN9/CFRiLnweYaq5jScTMrarMz39ROg/XiJD1JORKxEtVqVBCk8KZjFZGDNooWERhf8LhqNYm5uDvv7+1heXj6COLQa0k8P08lNgMOTszRCmZqaQqfTwdzcHLa3t7Gzs4O/8Bf+AtLpNJ5++mncvXsX6+vr+G//7b/hL/yFvyCCcGdnBxMTEyKQUqkUisUifvCDH+DMmTP4xCc+gbNnz+I//+f/jP39fUkVdtxAc4KyPExAmMJV71SPKhxY/2q1Cq/Xi3A4jL29PZw5cwZ+vx97e3vweDxyDF8+n4fP50OlUsGbb76JT3/60z3PM+ugidHjrBn8nNfUajVkMhlkMhk586EfmRsMBuH3+5HL5bC6uoqdnR1JosszN3w+H0KhEILBoAh1cihMuBoMBiVWYmRkpKc+eoNjv3u9XoRCIezv7/c4r/E609Xa9DvRwkALFgA9iX4+qKA/EYKhXq/jzTffFNKOEpaDqFN0OxW9S5q2caY6P3fuHHK53JEdyonk0cXv92N6elpiF0zW3rZtjI2NIZfLYXp6GufPn0e73Ua1WsX4+LiYNH0+H9LpNH70ox/h+eefRzabxcHBgdi3edz8a6+9hqWlJTlxut1uY2pqCm+++SaCwSAKhcIRttzsC21tcNpR+hFp+nnHmfSc3skJuL6+joWFBdy8eRNzc3OIRqMADoWrZVlyPOC1a9dQq9Vw7949XLt2TQLK9Ng5wWa+zxTw+l7Wv9ls4v79+8hkMrLZkNthf4dCITnpLBgMolgsYn9/H41GQ8Y0EAjIoub80qovBZDH45HM2vl8HvF4vCc6V5skNZLhwc2JREK4Nj1OmhvR46LHkehCq+Xm/R+knAjB0O128cYbb4jL8MDAgAyyji50Wrg6aEXvJvybR79PT08jl8uhWCweSVqhCTug17nl4sWL+PCHP9yTK7Hb7cpzLMtCIBDAxsaGmB8Z5fncc8/B4/Hg7Nmz2NnZQafTwdLSEgYHBzE/P49MJoPt7W1RoZLJJBKJBNrtNrLZLDY2NoRInZqawujoqBxD/yh6v+nIw/4yhYG5C5vq1XHv0kLHsizs7e1hYWEBsVgMKysrOHfuHDY3N9HpdOS8zlQqJcimVCphdXUVly9f7nme+W6OkSnozPqz0Bfk4sWLAsV5YjiT4XA+hEIhObiXWb1jsZgcNkyfEhYiLe7wlUoFd+7cEfWQfMv09HSPVcx0TyZpmclk0Gw2kUgkehzzNIGoUaIpENgPppppEpcfpJwIwcDOuXHjBoaGhiRtFgUDod/DJqjpVm3btlgTYrEY5ubmJPLRCYpTnXC5XEgkErh69SqefPJJMb/p04X8fr9IaC5er9cLv98v+f7u37+P69evY2NjA+FwGNlsFi6XC7du3UIoFEI4HEalUsH+/r54TE5NTeHq1atiznzyyScRiUSwvr6OQCCA4eFh7O3t9e0HE37r/tH/a48+p8X/QVQJ3X8AcHBwgHPnzuHGjRvSbwsLC7h79y4sy0K1WkWxWJRxvXv3Li5cuHBEFXSyuvRDSbxPzxMmTCF/oHdphpR7PB5Jh7+/v4+trS1JtsJM3ITv2lzMDN1erxflchl3794VaxPfv7W1henpaXHBbrVaglS05SgajYoHZbvdhtfrPcIROAlAvfC1N6YWJv3UyIeVEyEYgENpur29jZs3byIYDGJ2dlakrWZZzd0dOEq4AQ8mNnd1OpZcuHBBdF19P+/xer1YWFjAJz7xCYyNjckOS/s3VRzgkDiidSKZTCKXy2FkZASFQgH5fF7cqS9duoT79+9jcXERIyMjuHz5MiqVikRTVioVHBwcwOVyYW5uDmfPnkU6nYbH40EoFMLGxoYEapkp6FmcdG+9EDQa0My63oWd7PgfpDB7Vb1ex8TEBMLhMPb39zE6Oio76O7uLrrdQ2/JZDIJl8uFzc1NlMtlxGKxnomsd0Wg93AXc9zNOhMxAZAFSQKRqfFs2+4R+vv7+yiVSmJCtSxLcl2wDprzajQaAA65g/HxcTz55JNIJBLS5+FwGGfPnsXo6ChcLhdqtRrcbrc4gbHfW60Wdnd3Jc+niRC06uS00PX1TibKDyrggRMiGDQUWl9fFwk7OXkYe2WaLU39V5urtI3Z3D19Pp+kYGO2JBZyEU8//TQuXrwIv98vMRLNZlM8KvVx8dTnW60WotEo0uk0otEoZmZmhFy8d+8eRkZGcOnSJdy4cUNSre/t7WF7exvPPPMMQqEQisWiCKuZmRkkk0k0m00sLS3hT//0T+Hz+bCzsyO6ujk5nEytpt29H9fwQfgEp+LxeHDlyhVY1mEy1N3dXbhcLszOziKdTkt/PPnkk8jn8/B6vbLbcmGk02nhGcw2sJiCgu02+8MUGPRGBB44zjGtG+cWzxVhf1El0OdQagRq2zbS6bTMm1AohOHhYUxOTgqS9Hq9YhZl2j7gkOeg+ZN183g8PWHg2p8B6BX83Kj4WwsTXfRm8FOpSgAPBpNeciSI4vE4gAfQV+/Y5gTRpiKNIAgFOXHPnj2LUqkkx9z5/X4sLCzg2WeflQQaepdgkhH6G/h8PtTrdQQCgZ5YjeHhYaTTaczOzqJer+PGjRu4e/cums0mzp8/jxdffBGZTAa7u7uCCG7duoVnn30WLpcL+Xwe29vbsG0bp06dgt/vF4Swvb2N7e1tAIdnUnB3MXVf7QHIyUAhppGCdgN2mlDm//0mlmVZeOGFF/CLv/iLeOWVV7C3twe/349SqSSJZunoNTY2hvHxcdRqNWkH7fuLi4uYnp6WHVzzPE6kqFM9tDpBDsMUfDriFHjAuWxubiKVSkkq+G73MLlvLBYTdt/sH9Y9EAig2WyiUChgfHxcriOxWKlU4Ha7JfmPbduiThFder1enD179khfmyiY7ej3w3Lcd49SToxgYKPpRPTmm29iYGAAFy5ckDMT6WzCndrUmfWuyYnCGHmd63B4eBjnzp2TRfqJT3wCFy5cAPBgkdAqQL8DllqtJoe66B2gXq8jFApJItnJyUkUi0W88847qFarwjG89957SCQSsjv6/X7cu3cPzz//vJz9sLW1hXa7jfn5ebjdbly9ehWnTp3Ct7/9bXzrW99CMBjEwcFBj1pB4eRklTlu53DyDzAFQz8eAgDOnDmDT37yk1hcXEQsFkM+n4ff70c+n8fVq1exuLgocQm2bWNhYQH3798XActFuri4iKGhIZw/f74n+I3fc7HrOmlS2sm6YgoKfqfbQdKR5354PB6JkDw4OIDX68X4+LioH3qO0TeDp4I3Gg1JsMO8D41GA9lsVhy61tbWhPxuNBqSPXp6ehqnT5/uqb8eE5N85FrQv4kg9FibqPBRy4kTDGzIwcEB3njjDUm5rjkD04KgFwSLNisRqpH0cbvdGB8fx6VLlzA1NYUzZ86gXq/Dtm2xiFCqa4SgnUsGBgaQy+WEhOTk4y44MDCAhYUFNBoNbG5uYnFxEaFQSFQYJmIl7Hz77bfxwgsvYGBgAGtra6J3nz59Gn6/H5VKBZ/97Gext7eHzc1NjIyMoNVqoVqt9riC64Ni2K96spjE1KOMCfvZLMFgENevX8fdu3dRqVSEr2C/kSwFDvmYarUq545SVSNkppt5sVjE7OwsTp06JaY+jQQ1+tPjbPISpkXDXCj8rtlsSrYuqhi0OpVKJUSjUVQqFUQiERkrXlOtVsXaRA/W5eVl+P1+fPSjH5U8nzy7lNYHn88neR+9Xq/MT7Of2U5TqJkLnvfo4CtznH8qEYM5qCy7u7u4ffs2AGB4eFi8F9vt9hEG24SSACQHAvVJFpfrMNXawsKCoAqqCUQifr9fDialPZpEJhEIHV84oQDILkEUceHCBdTrdWxvb+NjH/sYPve5z+GP//iPUS6Xsbm5iWg0ioGBAWSzWXz/+9/Hhz70IUQiEbzzzjvY29tDuVzGwsKCTKgvfvGL+Df/5t+gWCxidHRU3LW1h55WGagDs46EsE797bT7Hjc+lmXh1q1bcLlccsblxMSELKRWq4V4PI5OpyMQfWJiAoODgwgGg6hUKjJpuUuT4d/Z2cHc3BzGx8d7jtNzIhtN1Un/bcaE8Dd/isUitre30Ww2MTAwICbNcDiMUCiEbDaLxcVFjI6Oylmp3CSq1SoODg7E/MoNLRQK4emnn+5xz/Z6vUgmkxIQBxwKw0AgIGqp7leN0kyV2OQUTAGuBYT5/aOWEyEYWEzIY9s2VldX4Xa7ceHCBYyNjfWVfoR57ATNYOuO5ETh4iZnwezI9XpdpHkgEECpVILL5eoJ26U9nsKDbq2lUglutxvJZBKpVEqEyJUrV/Dyyy/jpZdewi//8i8jkUggnU7LLjk1NYV4PI5UKoU//uM/xkc+8hF87GMfw8svv4z9/X3kcjnMzMyg2+1ibm4OP/dzP4f/+B//o5zG1W63kcvljpCx0WgUyWQSQ0ND6HQOj66rVCpYWlrC/v6+I7x0Egz6O933tVoNa2trmJmZgcvlwsWLF5FKpSSnIvuy0+lIHgRaLoiCNEFaqVQQjUbR7XaRyWRQKBSwtraGJ554QpCHU536zSUnQaC5lXa7jYODA3GAqlar2N/fR6fTwejoKFqtFm7evIm3335bkMPw8DCeeOIJUTOdYDrbxHezntzYtOmU89KcryZy0P4PpknS7AcTJRzHEfUrJ0IwsBFOOxM95QKBgKQ3J5nWD0Kyw0yyhp2rU2+1220EAgH4/X5xNGKqLb/fL+QRYxWoWpCtDgaDIhCoKgwMDCCRSOCVV17B/Pw8LMvCM888g+985zuSoWlxcVH8H7a3t2FZlhxT/+qrr2JhYQEf//jHcfPmTdy5c0dOfWo2mxgbG8OHP/xh/OAHP5CApWq1irt37wI4hPg8cAZ4QLCVSiVUq1VxGtP9TnirdyfyAroP9Q7GCT0wMIDr16/LYbi1Wg3xeBy2bcPj8UjUIfuO79b5DtvtNgqFQs+CsyxL/FsuX77cQ+z1m0NAr+pgzgldaLbmgUa0TMRiMRHaS0tLwvnYto1nnnlGYm98Pp/jojMhvqkSsJjqDgWKVoP5LFMomONBYaNN0/p9P7UcA+As/V0ul3iWhcNhzM/Pi16vXX/pHML/td6vO5IMM/XxbvfBcWwkMGOxmDDK2n9gaGgIbrdbCMlmsylEIJ1UODihUAgjIyNymjUAfOQjH0G9XsfIyIjY8IvFIrrdw4Qw4XBYMg0tLS1hcXERH//4xzEyMoKXX34Zq6ur2N3dxYULF3Dq1Cl8/vOfR7FYRL1eR7PZxNzcHMLhME6dOoVIJIJarYb19XXk83khuijotBnT7/djcHBQ0qnzO569yf7e398Xvw0AmJycxGc+8xlcuHABrVYL+/v7AA79GShoPB6P3BcOh3vGgiZEev1RraNJkD4EXq9XdPdEInGEYO23G3LBcC4AveRyOp0Wp7NSqSQcAInhvb29HjfmbreLvb09yblRr9cd36vnmblra3XAVA20CqA/11YUJ96Av8mfmQKR932QcmIEgxYKWkfm59lsFnfv3kUkEsHAwEBPDAXwwBNN3w88MNVpnZPnOPJafT0Hm85FpVJJPs/n83K0vM/nE2QRj8exv78vOmS5XEa328W5c+eQzWbx5ptvolgs4oUXXoBt26jVavD5fLhy5Qp2dnawtbUlvhV0dgoEAojFYvjyl7+MCxcu4FOf+hTeeOMNLC4u4pVXXsHy8jIuXbqEubk5JBIJZLNZ3L9/H5/5zGfwoQ99SDzybt++je985zt49913Ua1Wkc1mYdu2oB76ZzBRLQPEiIYA9CClZrOJSqUii5hnZxL+8wBd+gd4PB40m02Uy2UEAgFJk8+Dg1utFgqFAiKRiJCNFNBEdlTJFhcXMTc3h4mJiSPzQ+vj+m89v/R31WoVu7u7sikwY3MkEsHs7Kx8puvg8/lwcHCAb3zjG/B6vdjZ2ZENRluuTLVF7+BaxTDjGZyEhdMc5f36XfozLQT15vhByokRDKYU1GQhuYDt7W3E43GEQiEhCnWnk2TkM3TwFXcgwj8dkMKFTscbTlh2LNlwqgzhcFhMbe12G+FwGFtbWxgeHha/CEb0NZtN7O7uSrIVpmsbHR3F7du3cf36dSSTSbz33nuyG3c6HVSrVXQ6HYyMjGBjYwOpVAoLCwtIJBJ4++23sbe3J85DTz/9NJ5++ml89KMfxeTkpPj+A8D8/DwmJiaws7ODb3zjG3jnnXdw9uxZ+P1+yWdJboUEoU5dz3yVLpfrCGlYqVQkCrHVaiGfz2N2dlaIVxKeXEB+vx+rq6ti/yfpy2P5OFZ6MmtY3W63sbKyglqthpmZmR7CzkQOpvpg8kyZTAYHB4dpSkulEgqFgkRTJpNJ6ftCoSBni0xNTUn4PfvkwoUL8Pv9ePfddwUB2XbvWZR0itNxPUSres4y54epdlCg6QWu14spJHi9jpUh4fmo5cQIBsDZF56NdLkOcyYuLy/LuQB6h6EFQkMpLmoODp1RCA/5bPosaH2bE5W6Mv3gqSuTc+Dzaaacnp5GsViE3++XjNBut1sSclQqFUl/9p3vfAc3btzAuXPnMDY2hna7LWdvulwuETjhcBjBYBArKyti7y4Wi1hfX8fKygp2dnawsrKCz33uc0IwcuK6XC4EAgEkk0lcuXIF8/Pz6HQ6yGazuH79Os6dO4d4PI5MJoPNzU1sbW1hbW0N6XRaJjdT3QMQiwtwuNh2d3cltyYjETWZlslksLq6Kl6shUKhx/RLR69gMCiuwpqQ5HhSQHQ6Hdy/fx+lUgmnT5+W8THN3RQATvOrVqthZ2dH0rlpFeLcuXNiKo1Go7h8+TKWl5exv7+P4eFhFAoF8XEIh8O4fPky3G43lpeXRTAAEJNmu91GuVxGNpvtsWa5XC5Bp5Z1GKF5cHAgJ2SxcFNyUrNNtYPt53caTX1Qy8SJEgwm02q6+bpcLhQKBdy7dw/JZFLStPM6TgSNBLhwy+UyQqFQj1MIPfC4iKim8KfRaKBcLov6wcnMdOhELd1uF9FoFJubmz08RKvVwsTEBAYGBuT0bMLpsbExXL16FS+99BIAYGpqCqdOnZIkIVyQtm2Lh1wkEsHGxgZ2d3cl9qBSqSCbzeLtt9/G0tISzp49i2vXrmFubk7aQ3dqZqAmchobG8PQ0BBGR0cxNTWFy5cvo1arYXt7G2+//TY6nY44K62vryOTyWBkZATdbldUAe6E3AE7nY4Iznq9jlu3bqFQKOD555/H/v4+9vf3BZXQDfyJJ54QFAighy+i27S2Nun3U7CZyADAkQVjogWqCxR8k5OTOH/+vHjbTk5OyvmWy8vLghzGxsbQbDblEJlyueyYdRuAqEqMvCQqJUrjhlWv17GzsyMnkesTzYkWnISfLlpd5n383Y+H6VdOlGAAHh4i2u12sbOzg/X1dTniXQsQbdahUxMPfOXi5iA2m02R8kznFYlEEAqFJP8CcJifj+bEbrcrsJOCCYAE3pRKJSSTSSEuO50OTp8+LYfW8lyDTCYj7Pbu7q4EEU1MTCCVSiGXy8mCY7tLpRLi8TharRY2NjawsrKC4eFhyUKdz+fx7rvvYnFxEclkEufPn8e5c+cQDAaRzWZlQjUaDcRiMYyOjiIejwvaajabyOfzODg4wNjYGGZmZjA4OCjfM1T561//Om7evIlYLIapqSnx72C/06pw8+ZNLC4uykLb2NgQwVypVLC+vg4AktBEIwXCXzNfI9EDF9N7772Hp556SpLt6jnktJCazSbS6TSq1SoajYYIy8nJSVy6dAnj4+PyPn2O6MDAgPBNsVhM3LvD4TBqtdqRTUwLpHq9fiQ7GWMktIWMHBCDzvRzNIlqrhFTvdCCQHMdH6ScOMGgzTX9HGsajQaWl5cxMjIiGXVY2BHcaaiCBINBmfwkJEnAcfFR3+YABoNBcUChQKGKkclkAEDMb6xzqVTqOXeSwoKOPru7uxJuncvlcObMGYyNjUmWp4GBAczPz2NrawuZTEbUI+6E1WoVlnUYusyIwEwmIwE8ZNj39vawv7+PV199Vb7jISfkEjY2NsR3gOcbbGxsoNVq4ezZsxgeHhbCkeqBy+WSU7NoMWDh4q5Wq3j11VfxzjvvIB6P4/z58wLbu92uWEuKxSJmZmawtraGYDCIubk5yYCkUaPJF/D/er2ObDaL1157Dc8995wIfn2NLrRAFYvFnt/JZBIXL17EzMyMzBuqgvRaTKVS2NnZgct1GJJP8+nQ0BAKhcIRb1zyNB6PB9FoFJZloVAooFgsCoel+RyNbBuNhqR7Y1s0+nFSDTR5qdeMRkofpJwowaCJE80g8zv9++DgQHbMYDAoVgY+gxOq0WiI8xIA4RfoF0+9louFh8twEdBTrVqtCtxltmdmX+KEnJ6eRqfTkYHlM6rVqpjkmCSEzlOM3bh8+bKc8zgwMICZmRmMjIxgfX1drBzAA+uLTjZDsyfjNSKRCGKxmFgDUqkU3n33XcTjcYyNjWFiYgITExOSESqfz8vEInK6d++eBPdoD8Nms4loNIpyuXzkBCY6LX3ve99DNpvF2bNnkUwmJWFqu91GpVLB1tYWstms+KTs7u4imUz2qHnaz4KLjmZM1jWbzQqSmZycxNzcXM9uqjcWjZaKxSIqlYrEsFy8eBGnTp2SDabb7QqxurKygo2NDSwuLkqcw6VLl3Dq1CnMzs7KRmaGhLOOPp8PQ0NDGBoakvR85XJZMkNTuIbDYSQSCQwPD4taxnabqoMpMPQ79XX9VI5HKSdGMJgurabOpgt1/ZWVFYyNjSEajSIWix3ZaYBDdYI5AkgIaV2WdvtwOCxhsMzJyLrQXEefBMs6DOsulUo9OjDdtAkVScQNDAwI8ZRMJsXvIBAIoFgsSmTmlStXMDY2hjfffBP3799HMpnEmTNnkM/nJXaC7ec7GRJOl2juTDRD0jeC6cNyuRwWFxcRiUQQj8cxNDSE8fFxxGIx2a3D4TCAQxMx/RGYOIf/h0IhcR8mLGc+x2AwiJGREbEacafOZDLY398XQTk1NSVOW1qFAB44ZVEgar2Z45/NZmVO3Lp1CyMjIz2hyxpis9C6lMvlAADnz5/HmTNnEI/He3bhTCaDpaUlOXCIgiSfz2NtbQ3FYrHHv4EIkW3QqIDvpR9JJpOREPp6vY5oNIrnn38eZ86cERd53WZdf/03iUmnNfLjCANdToxgMAuFgxME4oCXy2XcuXMHg4OD8Pl8ktiFsEznU6RXn87bqNlr7RVJnZHvt21b4D89FL1eL0qlkmQi8vl8kvEnGAwil8v18Bp0iBkYGEAymZTgG7fbLWcLxONxnD59GkNDQ3jvvfdw+/ZtZLNZjIyM4MyZM5KtmgFfbEO9XpeUZfRJ8Pv9PTvwwMAAhoeHBcHUajWkUins7+9jcXFR0BMRB60E/NGWn1KpJMiCPA37lLk0tPMYz9Lg4iqXy5JKn56YDGEnwadVMT2m+gwH/k+fgs3NTZw5c6ZnDmnWnn1GbuGpp54S8pIWBCK+QqHQkwCW2b5HRkYwODiIcrks+UO5iWjBkM1msbu7K3VvNBrY398XVbRUKkluyXw+j3Pnzonfh+Yd9Dg7uT1TfTB9IpwsFh+knAjBoNlTAI7QDHB2dT04OMB7772HUCiE8fFxQQ30TAQe5Nbjbk5Jy87U1gu98PnDzg2FQgKvyVHQ8Ymp0jlhueA5yTmAhOLVahVbW1sYHByEbR863FD/j0ajuH79Oqanp3Hz5k2srKzA4/FgbGwMY2NjEj/RaDR6JgDRDi0mfr9f3L154C4ToE5PTyMcDssiyGazAnH39/d7rD3kYIgAKCR4jeZYuGi5q5dKJVQqFdRqNRSLRXHuGhwcxMHBgSA6zcJzkRKt8XMuXF5D3xQKw729PczMzDgeFcC60W17fHxcThanCZLQXiNGCiyfzydqETOZHxwciOmX/cO5tr29jXfffVciaYFDBBAIBAShDgwMCLJYXV2VI+uY2s08Qk9zC7qv2E5zw9Pt/qDlRAgGXUx3V21+Mplf4HCyrK6uyuEslP75fF7MbcADZydt2uQk1gk9KCjIQZBt73Q6spMycIouvvQGJInHCUCdPRwOy6TkLptIJJDJZCRKkvyGThc2OjqKD3/4w2JuXF1dFcvF6OgostksMpmMJIfVCIhmsEqlImiGjjWpVAr37t2D3+/H6OgoRkZGcPXqVfHxqFQqKBaLwiMQDpvmMD1m/J4CQSOKQqEgi8/tduPMmTPiJUnmn2iv3W4LX8RDcSmsyWVQiDMOo1ariZNVOp3G5OTkEX6Km4rf78fZs2clYnZ7e1siO3USF/ZDtVqVXV4LQ7aNJCY3AxYiMlqhiMQCgQC8Xi9mZmbg8XikX/x+v2QNJ9dRr9eFpD44OECj0ejZ3JzWDtCbadvpukcpJ1IwcAC0dyLQ39+bacjj8bhAaB4WwhBtoDdenZPF9J7kxNbONXQHpomSMQREDQAExrtcLtklPB6PmMPoWcnYD4/Hg5GRESwvL6PT6cjCYBQkVZBYLIYzZ84IUUd1gvzAyMgI8vk8UqmU+FxwV+HfzJVgWZagIACSa3BzcxNvvPEGJiYmJNSZaIM7G/uCi0j/UHfWZjlyD2TZueONjIzITsgxHh4eRjKZRLFYFC6DSIu8j86TARwNmiO3kE6nxeSod0rey34n50HVhfUjsiOvQ2RG0/HAwAAikQhGR0fFREr0wj4GIIIAeGDtIgfk9/sxPj4unrIkMNkGk1huNBpYXV3F3t7ekTaZv01rxY/j3AScQMEA9GZzMgsXpNnYbDaLe/fuIRaLyQAQ8mrHKQoALXXp6zAwMCDuyNTdadpkDAEtFfv7+z2HzdbrddRqNTnlmnCYk4rQmHwD05IPDQ1JDIbOHkw1yOVyydF3VElyuRzy+bx4WCYSCZw6dUoIOR6aq+3XetfkomTbgsGgWFfI2xwcHEjIOSc9PU5ZaPUg90KLCW302s2ZeSF8Pp+guW63K6eSVyoV8SPh9eSFqCJRWLJdRHWaE6F7Ne914pPo+bizsyMogj4TnC+lUgn5fF7yL9DnwO12ixMSCW9NOnMhRiIRuU4TsPyemdA5z/WcZt9R/UqlUmKe/h8lFR+1nFjB4MQo97uWZXt7W7zzdNIVTVhpYUDSq9vtinUCgLgV816mEtc7QyAQQK1WE1MohQsnvHaPBSDfUa/kQhodHcXGxgay2SySyWSPfZv6Lt1z6TXXaDQEDdVqNWxubsLtdsvJ2dPT02g0Gkin0xIcZDLz2u7dbDZRr9clhwIzCyUSCYHrwCFiozdmvV6XFOwUfGacBXAo2GjFoBcld83p6WlMTU1JAhkdDs6+Zps1EmJiGgoM3R4AQhpqdMjxZ9alpaUlrK6uihcog8jYdo4R+51jSvTCE63Jc7AP2G6NEtl3up6m2sdNhP1aLpeRz+dRKpXk+Mb/WUIBOIGCgQtX661O5hotEPh3OBwWCE+vQ6oVmqfQgkc7mGihQYKJpijqj5T43FlI9mluguoCJyeFC3c/2q7pHzExMSGpywcGBrC4uIhsNivuxn6/H9FoFIlEArOzsxgcHMSdO3ckOIuTLZ/Pi7lwcHAQU1NTmJ+fFyFBjz/2IRcfhSL1ecJXmnO11YXwn+7idCs3J63L5ZJ7AIhaMDAwgMHBQUxOTkq6NC5uRq6ysO+JvvRzuMuy/VQ9mF9R+yRo4VCv1+WMUAZIsf5UHwOBgETwUjhpq1OpVMLy8rKYhZnkVZPB2WwWy8vLCIfD4jdDToJ+KNwE+FtzHdqD939FOVGCQetoujgxq07Sc2Jiomd3546iFz/9CbhT6slFfoM6qw68MutGgVAul2Vn1Q4rJMlIXrIdXHh0lOKOqDMUaXMcISkFCT03L126hMHBQayvr4vPPevXbDYlqzTTrU1OTuLixYsoFotynqM2y2oPSzpeabiu3XmpQhCJaKac9aR6BQBDQ0OSFWtsbEwOtdUog3yGPjaez9RZrimYiHK40wMPTk1PpVKYmJgQ1KaFg9frxejoKGZmZlCr1SSTlSb1mK+S0ZuVSkWsCVSXNjc3JWs3x11zYNlsFjdv3uwxYerf/ebwSSknQjBo2KnNexoePqx4PB5hoznZOHk4eU0rh0YTnIjU8ylIqLty5+Mi0Ey9FjxcQLR2ECXQt0DnoaSawIArPvvcuXNyPoEmIllf5oEIBAKYnJyUVHOZTEYCdbQfweLiIgDIydwjIyOYnp4G8MBNmM+kdUSbek1TIpER+007lnHnoz/H/Py8BHQBEMJSjwtzXxBhkcTlWGmeiH1B3wn2DwBxGiuXyyK4iBwoGFgnjut3vvMd8Tmhv0swGBSPWpKOVDcAiKVC8x2cGxqNmerkT1M5EYKBhYMDHE1O8TBmdWhoCJFIRKCaKVj0rsZdnDsiADGTcVfhb+qcQK8aw7gJOulw0rDufAahL3deHRdPkpQWFC4I4IGLdr1eF3Md0Qi9MBngxNiMSCQi3ocUVDpNe71ex8bGBtbX18WLkbsjUUk4HO6B9JpQ487IyMh8Pi/pz3XG5273MLcjE8kQFZXLZUFpWijQO1PHsJgkM9U/+meQwOQYEn5b1mEcyfb2NhKJRM9C5d/BYFBS1OdyOVEJ3G63CNlmsylEK5GPiSz0M/93KydGMHDRPIrd1Ylf4GGgTHbBYtqXuQMBELs6B5hWCKIBqhCcEPp+Og1RJaBLNSewdv6hGY+BXKyXz+fric0gmWlZlux05CYASHAYBZbWe4eGhnDq1Clsbm5KMhROcr6PC5Ht0L4OTFpCUzHHg2iAMFqTZVq9oBDqdrtIJBJ49tln5Yg/OjlRCPPZtOnHYjHhdLg58PlEPlT/qJJowU8hTtKQGbjptcn2snQ6HXGMY5wIeQCSf7u7uz1WLaI/rf9r7uJ/t/JQwWBZ1gCA7wPwv3/9f7Zt+7cty0oA+EMAcwDWAPyqbdu59+/5ewD+GoAOgL9t2/Y3HvIOiVJk+SDSmJ585BO4MLUA4QIH0DOh+S6qAeYC0mdSsK46LoH30v+B95regloH1SoHIScFB6/VJlftHwFAmHT2GZnrZDKJS5cuYWxsDLdv35Z7mAtAO/FoBxj+1gSrbduCApx8ByiYeEoXhdDs7CyeffZZDAwMCKogpOZ94XBYHHm4cHX8hXZb5zzgTk0hwDpSuGgi1efzSep/E3Xa9mGiluXlZSwtLTnq+1Q5Kcj+/7E8CmJoAPikbdtly7K8AF6yLOtPAfwygG/Ztv1PLcv6uwD+LoC/Y1nWBQBfBHARwASAb1qWdda27b4Uq7YI6J1Zcw8m16AXPW3TevFywQK9+fVMpxC963BHoCAgTOUOQURDppqHznDHYTwFi4bFXJR8robJwWBQgpz0js52cBcnd6BjSJgrolaroVAowO12Y2ZmBuFwGHfv3kU8HpdArFQq1ZM7gaco0WYei8XwzDPPoNPp4J133kE+n0c0GpWoTNr1dewJ/RgGBgbwzDPP4OzZs6hUKtje3pas1PoEc6pmTOQCHApPRmxqtEUBalqSKBSr1arUPxwO9wgLunjT3Eh1qNs9PEzm/v37Ekj1v+OO/z9aHioY7MNe4+mv3vd/bAC/AODj73/+7wF8F8Dfef/z/2TbdgPAqmVZ9wE8C+BH/d5BzzoSdu+/92H1koXP6MVgMCjeaPpwGuqeXKT8nzuCVl/4XC5MQmdOSpJttHkDDxAHdy4y/Hy2NvFpeKqJzlgsJhaDoaGhHvhOHViTqCTcKLR4shPNZolEAk899RSWl5dRrVbF1Mk2WtZhOjHmfcjn83jxxRfx+c9/HtVqFaOjo5I+rVgswufzIRaL4atf/aq4btPuHovF8KEPfQihUAi7u7vi5gsAs7OzGBoakhgJOnSRC+h2uz1p3xjlqGMvND9EEyaRClUzrYZR1UulUqJist22bSOXy2Fzc7PHw/Bx6S2PxDFYluUGcBPAAoDftW37VcuyRm3b3gUA27Z3Lcsaef/ySQCvqNu33v/MfOZvAfgtABgcHMTIyAj29/cdTZP9TJhckNTHuaPqMxK4m3OyAA/y8a2trYlnGrP0kKTTQkrv3pzwDEZiMBARCYOnuHA17OVpR5qAJFcBHOaXZKanRCLRc4YG1SQ6GL3f70Jwsi8Yo7C7u4tYLIZkMolKpYJwOCzWh5GRESHWhoeHkUqlcHBwgEuXLuH8+fMiWF977TXRwf1+P86dO4fZ2Vlxv/Z4PJifn8cTTzyBfD6P27dvC5k4MDAgu3Wr1erx3nS73eIDwbNC6MTDZL1Ab6o+LUSphmgHNgAifBglShJWq07NZlNOj2IfPi5HyyMJhvfVgKcty4oD+C+WZT15zOVO5oMjvW/b9u8B+D0AWFhYsK9du4Yf/vCHAs21w4lJNuodBDhEDEyiSbMXmfharYaNjQ1JgAEckl/7+/uIRqMS+0DegO/kBNYJQzSKoAMPE6LQI45CRx/WomEs0QqFDgOX6J/A4CqmkNd5G4mqyGXQ2sFn6ohQJm4BIK7OjA6k+tRutyVtO927Gak4PT0t+RoBiPD1eDwYHByUKMBoNIrt7W3UajWcPn1agqLoGUp0E4lExM2ahSdiUyWhyqRVPp1xi4ubwp9Ch5YhqnfkMjKZDNLpNEZHR+V51WoVe3t7KJVKj4XCMeUDhV7Ztp3HocrwOQD7lmWNA8D7vw/ev2wLwLS6bQrAznHP9Xg8eOqpp3Dx4sWeMOf3n31sndxuN06fPo1z585Jgli9S+/s7ODGjRuSis3j8aBWq6HVamFoaEjYcFoo/H6/mM90TgKiES5w7lx+vx9DQ0MAINmiPB5PzzH1muRkuzjZyc7TcQiA2NDpJ29mGGa9mJuSqlQ2mxV4zrrSOalUKklUqMvlkkNhmFtycHAQlUoF+/v7EgQ2PDwsqlOj0cD6+rro88lkEtFoVHIUzs7OolgsolgsYmhoSAhGqgYUvPRvIGfDrFZUs8xITR3dyc+1VyXHQo8fOYxOp4OlpSVxJ6YA4fGAj0v/8ihWiSSAlm3becuyAgA+DeD/AeCPAPwmgH/6/u+vvX/LHwH4vyzL+lc4JB/PAHjtIe/AxMQELl++jL29Pdy/f//Ya7WwSCaTOHv2bI/TDdFCoVBAKpUSP32mHiuVSnLcGX0IAAjjrc2mWhBo12cKHvINsVgMhUKhJ3qRLsX6+RQO+hlc2CQDg8GgCBvq6wwwIoTWFgQAkoORKg1DvIHeQCy2IZVKIRKJIBqNiivx/v4+Njc3MTc3h3g8LinqiFDu3buHarWKtbU1xONxRKNR6VOijOHhYViWJTEadAmu1Wo9uSE2Nzcl9JgRjMxboE2ARGdaHaBqw0NoufBNwU0yWFs4eGT9/84+CH8e5VFUiXEA//59nsEF4Eu2bf83y7J+BOBLlmX9NQAbAP4iANi2fduyrC8BeA9AG8DfOM4iAUB0/NnZWVy+fFlSXmlHEuCoy7TL5cLly5eFeAMgxF+r1UImk8HGxoYcRc60WjxPkl6P1PsZZMPdTZvwNJLRVgUuUl7HVOSaR9CmNpKhvIeCjolpubB9Ph9GR0dl0epkqoT9JOEoxOjHz3wQ9KGgatPtHgZBUYhodMHnbG9vY2trC3Nzc3C73T2u2vfu3UM2m8XY2BiSyaSobrZt9+zAdIACHhwezBiEcrmMlZUVlMtljI+PSy4LAHIUHlUurVJyLuh+53V0AuP3FCIUjoy2ZH3Yl49L//IoVol3ADzj8HkGwKf63PM7AH7nUSvBQY1EIlhYWJCcA8yA5HQ9cEjWTU1NiXssJ1CrdXgq0t7eHorFIubm5jAwMIBUKoVOpyMhz7SGWO+7LTPElke1ka8wMyGbqg5/3G43tra2MDIy0pO5Wk9q8z5t0WBGZgpFr9crmZrpi0COIxgMCmymOkJyDUCPJUWHLVerVQSDwZ4j2HU/DA4OSkh3t9vF6uoqut2ufKZNlQAkixUXMnNC6PBsRiPu7+9ja2sLBwcHmJ+fl4S4PAhYE4xUI5zGXfMNJFvpmEQ0QXXC5Hqodjwux5cT4/kIHA7cyMiIqBSLi4s9oaxajbAsC7Ozs7JLcgcJh8OSiZlHspNMTKfTsCwL+/v7iMViEiRTq9UkjyF3UR4vRzWEk9Z0nmKdGF48MDCAvb09LCwsyPe6fRQGWqAAEOKMAo46M238rD8RgEYvJCZprqMKoeE4d00mj/F6vWJxyOVy4m1Ib8hGoyEnMoVCIbz55pvSXww7p6szhboOyOI7mcSFpljyHAsLC8J90KNTk7v9YhAoOIAH3pvMm+jxeITnIWFLpMf+0IjvcelfTpRgAA5Z+unpaVy6dAkHBwdygrIuJNWi0SiKxaLsNm63W3Zc6q1kz4FDM2U8Hpedhfo7d1TggbpCiEv4r82MOtiL9aFwmJiYwO3bt3FwcCCmUF4D9CbxJJKgsGB8hM5xwN0xGAxibGwMuVyu58RqPo9CRJtk6QvBor0GKegY/0DIrRPL0gw7NjaGkZERMUXOz88f8TfRwpLWEqIMZnKqVqtwuVw4d+4cBgcH5VwH7u7al0UHo2mrBN8FQDgTv9/f49VJ4UlHNZ0HweSoHhfncqIEA1lpHj7yxBNPiJ+93j0ACGz2+/3CsAOQBZ3P5xEOh4UMoxmS0FfHwHOBEU7rsGztv89r9CRlnbjIqYak02mcOnUKQG+OCS5k7aDF7zTvwDZSHaBFgsfFM1EIFyjRANvo8Xh6iFX2AQAh6TSCMV2PKQiDwSBee+01pFIpuFwuPP3004JQyFtoAce6E8nRO5F5G+bm5nDmzBlJuErfBZ3zwin7lBawFHh0GmPKdd1WmpDp28G8m+zLx+X4cqIEAwuh6RNPPIFyuYw333yzJ6cBcMgvTExMIBqN9hzd3mg0xBdidHRUFgp3Jj7ffB+FEp8DPAgh5oKljR544LKtSUouMsJmsvnaUUqHE1M4aKFHk54T1CVPwPwPpVJJfAU0z6HzFxxHhBId0CeCgU7xeFzMoYTkXHyNRkOsEjqlmRZgfB/VCer0o6OjmJ+fh8fjkYzR9J3gPTqcmfXVAkuThuwnqknahZqEKJ2n6E1K7karJ4/L0XKiBIPeDVwuF2ZmZtDpdLC3t4eNjY0e/4Hp6WkkEglh6AmJmRaLWYzoL0+9mu9hzgDgwQ5qesmRzef3AHoWGnVc/T1DpZmjj0XzE7pwstJJiZGNTpOWi4BqFE195EVYPwopEoV0NtL5KYAHyWLJLfj9fkmksrm5iWq1KqdkDQ8PI51OS12z2SwCgYAcv8Zn0Pqgd3/7fZfvqakpxGIx4XTo08Bx0aHbus38rYlbLSBIKPM9FJB0k8/lcpicnBShpb0rHxfncuIEA/BgwkYiEczOzuLJJ5+UlF3A4eQ/deqUOCdRH6/VapKViB6D2WxWAnZisZiYt7gLkZtgoU7KHYeJSxh8pGGzJrE0auBC0V6JvIZ/EzVQbdFRjkQNLGyjJs6o77tchyeA0wRHxywKGLoI099AoxP6e/BZ9BjlidzA4YJ8/fXXEYlExBeB92UyGdi2LehB6/5aJbMsSxymAEhadvp88DrNl7COWuiyb9kGto/IRPsyaMtJuVxGLpfD0NCQcBKPBcPx5cQIBr1DauIoEong9OnT2N/fxxtvvNEzyRgURXMVJxzhKR1qAIj/Pw+qNQOddD20Tz8daACIjwPwIAZCezfyHp6BoN/B9+jJbf7mNeQqtMlRl263K+HgRA48zp2LMhQKibCiazWdp+g2rPudgoK+BPv7+3KMHa0MNGVqAbCxsSH14LjxuVQjeAqW1+uVQ23Yh2a8A+vC39rUq7+jIOF3zIjVaDTkvA+qh+12G0tLS5KejbkZH5f+5cQIBuAoXORiGxkZwYULF7Czs4P19XXE43Gsra3J2ZF0Q+agMyuRzqlA5puZjjTxxvfpGAL6Ffh8PjmA1GS1NSfBHZO7GCer9rDTaIMoQC8kfs/F0i9OxMwzQLfsgYEBFAoFSSBDyMxj1ihoKCx1f7PeHo8Hm5ubKBQKPdaScrmMiYkJMUeWSiU5Zi+ZTAp6o65P4rHRaGBiYkLQGvM2aKSmVSzdv1qN0JYcE6mxjgw0o7VCu0zzUCKXyyUclO7Xx4Kit5wYwaBJMb0Lc2KPjIzg7NmzyGQyclqzx+PBa6+9hk6ngwsXLohAYCZiwlhGF3KhaEjPBQr07kJkublYi8ViT6o1+g9wItNeTmRCHsO0mZvem3pRmNfy/VQ1eA37i7ssPTWZHq1QKIhpkALL5/MhHA5LPkfCaQ3LXS6XeCZqgcV2dbtdfPSjH8XIyAjefvtt3Lp1S7gbt/swfT37nAgmGo1iZmYGbrdbUsFxIZuCkOqHk/OYRgdajdPesbZ9mISF0a0cF6/Xi/HxcUxOTsop3qYgeCwcesuJEQwspjOTts9PTU3h0qVLuHjxopihpqen0Wq1sL29jfHxcXg8HsTjcdkZyN4zLl8vSidiC3ggIAAI8qAuT0uFnrQ0j21vbyOVSsn1ZM0196ARg2niYzFVDD35KTR1QBYXLYUSE+GysP94PQlMrUqxDjyybXh4GLFYTM52pJl3Y2MDzz77LGZmZjAyMoKbN2+K3wYA8Sk4ODiAy+WSU7RIOBK9kQjkj9PC1IJRCwunMeNnVCvpNMV+m5yclDlBrsosjyocnPiJ/92EyokRDNq+b9qtubBisRguXbqERCKBQqEgR33t7OzA5/NhfHwctm1jamoKbrcbxWIR8XgcxWKxJ3ci32fCfO6MeoKQ0AqFQgAgwkGHNPPee/fuSS4CIgba29kWTVJqXwaNFvi5jhHhZxrp6OAgU7Ugw8/FT7OtaZHR/VEoFJDJZCQPI1Ha7du3EYvF0O12MTMzg3a7jUQigRdffBHPPfccvv3tb+MP//APsb29DZfr8EyNbDaLz33uc7hw4QIymQxWVlZEGOjwcC5etkPXh4Xqk/6f1/NeWqV4rfY5odNTrVaTszX0s0xS0yxOgpu/TXXnfxcBcSIEg7bDs2hCUMN1xiHUarWecyOmpqZktyqXy+Kia9u2mDT10Wx6V9a6O3dj02OQVhIuIC0cqHczCQqFmY521KYyjRr4fF1MMlILCO0LofuKAkj7XNBJS6fG1/drcy0TpDL3JHMzLiws4L333pPn0GpCUtPlcuHjH/84vvGNb2B7extra2soFAoYHR3F5cuXJVvTpz71KRFSdFknEalTzLHOGhFooa19NEjC6rlAfocENIU/vS8PDg56zuAwCU6NWPk5+49jqa/X7umm5einuZwIwaAlNheh3h35GVnzTufw1CLqy6Ojo+LhSA9ITnJeS4HABaShvHY2AtCz02hnJOrxnU4HxWJRTJ86wzGJS04ovkdPJicVQhNsNL8CD4SBnpDsM9ZTIxJaBiiY+D+JOJoA9bFv3FEZJKUTvTIAbWhoCMPDw7h9+zbOnj0r5zYy5+RTTz2Ft956SzIy0YJx9+5d/OAHPxAz6OjoqERm8rQsfd4o289o2GKxiEKhIAfzsp20ZOgfeqpyE9Gp/CigUqnUETRC5MLT0sfGxuRE8bm5OUxPT0uAGPmbUqkkZ4hWq1Vks1lsbGyI4DER8E9bORGCQRe9i+vFAhwOIjMeeTweJJNJTE1NSZox5j6s1+vY3NxEJBJBJpPB4OBgj32cRVsZtEDSfgoatvK9TJNGXZZk3sDAgERG0qdAWxa0KqHbpX0eTNMdr9H113XUbtza+1C7dDMgizup6VXIhcPUc3RQYoamyclJpNNpQSKMZiUK6nQ6+OhHP4ovf/nLgiYYScmwbKopuVwOi4uLImh//dd/XXImfP/730ez2UQ0GpUTsBOJBKanp0W437hxA4VCQYQlhajOEM66U1B3u4eBYkQmFAaRSARnzpzBc889h2vXruHs2bPi4EVLl54LHA+aYYkyiRZ3d3fxyiuv4KWXXsI777yDnZ0dOSVMqxw/DeVECQbTImHCSe7czH2Yz+cxMjIiRJ9lWZJpmP78JLC0N6FTCnW+X//mDuZyuXp0WCad1YuZyIRnR5KX4P3cxQn7Oam0tx9t8QzsqtfrMuG5+IPBoJhR6eWoBQXrz0xNOoDItIiw32q1GrLZLFyuB1GTenE9++yz+M53vgPLsnD69GkA6BHWlmXhzJkzmJiYQCqVklyPL7/8MoaHh3sWh0ZhdO0uFos4ODjAuXPn8Kd/+qdHzudgX/7Gb/wGut2uBMFxkVKN4PWsO8ea/RgOh3H+/Hk888wz+NznPickaigUOqK+mfNS/02VUH8Wj8cxOjqKp556Cn/1r/5V7O3t4a233sK3vvUtvPTSS1hdXRXHup8GFHHiBIMJs02YrGPptVutdqahrm3Cdb27arhnst76M01Q8nOdZo3mN+ZP5FmI9K8Aek8w4t8UAPTasywL6XQaBwcHclycJhFNtSYejyMWi0kaNZoX6blJNYaLUntgsi8IwRm3QEFD1YOC4dSpU4jH42i1WkgmkzIuGt35/X5cu3YNX/nKV9BqtTA7OwvLspBIJPDd735XMjTp3BZEHufPn5ektEy9x34j4ul2u3jvvfcQCoUk50Oz2RSvVI2ydBYt3js8PIwLFy7gV37lVzA1NSUekzzclvEa9Ox04n+0hclUR/ib/Tc3N4fZ2Vn8zM/8DHZ3d/HSSy/hK1/5Cn70ox8J4jnJwuFECQYAPTubaUKkKkGOQDvI6AnNE6X0oaYUMBqOc3AIw4lGTDMgB5DXaQ9C7lTAg1OjdJJVzY4Dh5OLVgFaLXheA702p6enMTExgYWFBayvr+P111/H5z73Oezs7GBsbAwvvfQScrkc1tfXsb+/j5mZGQwODko6ey5Y7TKs28HcC2wvT8CmMOG9Wl0ZHBwUr0JNDur+vHr1Kr72ta+J6tJqtXDp0iVMTEygWCziL/2lvyROWIzjoOcmUQFzXXK8ut2ukJybm5u4cuWKCFM6S+lDhog0c7kc0um0IDmPx4ONjQ1sbGwcIQuJwEKhEOLxOAYHB8XvYXh4WKJ3TbXCLFpAcBwCgYDwFD//8z+PGzdu4D/8h/+Ab33rW0in0ycWPZwowWBCOe7QRBIcUO0YA6CHMff7/cjlcrBtWyYw1Q4metWkICe3ZT1IcMLdneoHEQh3L6ZFo9MU9UzuOOVyGbFYDMCDKEy+i+HeDDvmWZNerxfz8/MAgBdffBGJRAIrKysIBoNyIOzs7CyGh4fxxS9+UbJT/fCHP8Tq6iqKxSLGxsZ6jnAnOtEClP+zzVRfzM85DpoI5gKuVqs9vh4sCwsLYg3i4nW7DxPNVKtVHBwc4Fd+5VcQj8dFmP7oRz+Svpmbm8MXvvAFbG5uIp/P46233hKi8saNG9jf3xcUpgWybds9oeb379/H3t4eBgcHEYlEhMNg33OMgQfoguiPAndpaQmxWAzRaFQOA04mkxgbG8Pg4KCYfo9b1OxTztV4PI6Pf/zjuHbtGl599VX8/u//Pr75zW/2xLCclHJiBINpxzdtxHqBkXHmDk69mIuZzjhcCNRDmeCEodo6lRiThmjS09TdtaMQsxP5fD4Jfbbtw+i+zc1NRKNRAA90cZKXDPYplUpyjPrY2BiuXr2KWq2G8fFxvPHGG1heXpbYh06ngy9/+csSBj0yMoLnnnsOk5OTiEajeOutt3D//n10Oh0MDw8jGo3Ctm3hOnSQEtEC26SPj9O/KSRYtAoGPDhZWk/oaDSK6elpSUPHZDKDg4PY39/H66+/jpmZGXzkIx8RNYeRnz6fD2traxgeHsZzzz2HfD6PX/u1X4Pb7ca9e/fw5ptvolgs9qA2bYFh3xKxkQhmGn2GlGsBl0wmxRdmYWEBMzMzghCY1o9j12w2cfv2bXz9619HKBTC2bNncfHiRcnLaRY9f7VJ3OU6DPB78cUXcfHiRfzJn/wJ/u2//be4e/fuiToA58QIBqCX9HPS823bht/vRywWE0jabDYxMjKCkZERbG1tSUanUqnUE4HIE4yLxSKy2Syi0agMPs2O9LEHeglKSn0AggoqlQoqlYpEcZbLZbRaLfmOfhOcENSDO50OyuUyNjY24HK5MDs7i0984hOoVCpYXl7Gl7/8ZeFOdOaibvcw4xRT1m1ubmJqagrz8/Not9uYmZlBNptFNpuVPiNRSsuB/pz9bdretclYczT8fGVlBRMTE+IrolHewMAATp06hVwuJ34JjGoEDoXQV77yFdy/fx8f/vCHMTo6inA4jHw+j0qlIiHYuVyuJ6sTd3WaDF0ul5hWeYI2eR7LOgwgY7ZxmrR1e3w+HyYmJvAzP/Mz+Nmf/VnxgdEcjGlKtiwLmUwGX/va11Cv1/Hmm28iHA7j7NmzePbZZ/HEE0/0HJPnxEEAD3gul8uFZDKJL37xi3juuefw7/7dv8Mf/uEf9vXK/J9dToxg0J1pDor+zVwAAMQ0eXBwIIuexB85h0AggG63K4SeTnZq27YQd8xfyMnD3VK7F+uFxp2uXq8jFAoJb8AYCzM9G9vQbrdxcHAA27Zx4cIFDA8PY21tDa+99hr29/fRbrfFNEeYT46CKMbv9yORSOCzn/0sgsEgPvaxj8Hj8eDevXt46623sL+/j0wmI5OQKo+ui+nQo/tb+3NoC5FlWVhZWcHo6GiPEGXfeDweTE1N4caNG0Ks7u3tyRF0wCFh/NJLL2F5eRmf/exnMTs7i0qlgrGxMRwcHCAYDOLg4AAjIyPY2dlBOp3G97//fSEbb9++jVQqhfv378upXHRwItGYy+Xk/ayb3sH9fj+uXr2KX/qlX5LAMKf5aJZutysEqdt9eOJYKpXCjRs3MDMzg+effx4f+tCHJA1+v2dpHxfLsrCwsIC///f/Pi5duoR/+S//JdbX14+8+392OTGCAeiNUdCSV8fqk6WnrlmpVOSoM00i6nBeHj9fKpUQDocRi8WQy+VQqVRgWZacj0C/BA37dL4AEnUkqwD0JI9lUlrmU6D6wDa02+2ePIg7OzsYGRnB3bt3ZbcdHBzEb/zGb6DdbmNra0scc27cuIF4PI6zZ8/i9OnTorcWi0V8/etfR6PRwPj4uED5breLdDqN8fFxycJMj0+tm2s1jZ/xN5GStuHv7++LUNVEMQXH2NiYqG9M4X/t2jW5n2OZSqXw1a9+FZ///OcRiUTg9/sRj8fFK/L73/8+bt26hVQqJZmw/X4/bt68ib29PYmkLZfLPeZQmmA10ao5KpfLhQ9/+MP4W3/rb4nK9ailWq3K0X9Uo2z7MD7jvffew9LSEr797W/js5/9LJ599llJYqP7lUXPLwCIxWL4whe+gKmpKfyjf/SPcPv27f+lvMOJEQxmTIGeoHoSaocSMsVer1cSf5AN54AQemrzFdOWMeBG5zekSsBC5MFCbgGAII1utys6LXBoneAJT9x1CXWJbmhWXF5e7kk5VyqVsLS0hLGxMdi2jYmJCYTDYTnefXt7G8vLy0gmk7h16xYSiQQuXbqE7e1t3Lx5ExsbGwAgwi6fzyMWi8n9OriKqo0WwJo01O3mGGSzWbz22mv46Ec/KqhB77jMu0BrQSaTQSgUwtDQEKanp7G/vy/5G7a3t/HVr34Vw8PD+MhHPoJcLofd3V3s7+9LaDRPy04kEtjZ2cHW1paoZfRn0KZToDefB4UbEd3CwgL+4l/8iwiHwz15GWim5Fjxh+3odDpYWVmR8O1wOIxQKNQzdm63G5VKBWtra/jOd76Dn/mZn8HVq1clzoZF+9DwXlrcPvKRj+Bf/+t/jd/+7d/GK6+80uOa/z+znCjBoO39HGw9SGSvOXkJ430+H1KplEQNavbZ5/OJ/z8hPxOXcLHSo1G7XHPH1w5WhM6Mx+CCpfrCBDDM+8B7uGvt7OzIpJ2fn0e328XGxob4RCSTSeTzebz22msYGxtDKBTC9PQ0bNvG6Oio5LnM5XLY2NhAJpPB6dOn0W63cebMGcRiMbz88su4d++eHBVXKBTkfE3mStCEKNEC+5U/DNsmeuL3tVpNIifZT3pXpNNSuVyGZVkSsDQ0NITR0VE5tWtwcBAzMzO4ceMGQqEQbty4gZ2dHZw6dUoS/BYKBYRCIVy4cAF3797F5uamWIRo2tUqFttEtEizNQnXoaEhfPazn4XP55M0dUwew4jQzc1N7OzsYH9/X6JBmTJwc3NTEE2pVBKHMCIePq9er+Ott97C0tISLly4gF/+5V+WtAAavegNg+jW7Xbj8uXL+Bf/4l/gt3/7t/Gtb33rf4lwODGCQUNBFpNrYMeTbCInEAwGe77f29uTSc8BY1BQJpMR118djEU3YJ05SQ+a9qLkbs98A/Tz1843OnU8vRgJ6WdmZuSczU9/+tOYmJiQ8xS56zCVWq1WE/+E4eFhTE1NiXclhRsnWaPRwNNPP418Po9UKiU7ItUf7vBaMPC3yTcQBQEPfD4oRKlK6HHi/zQH80j7ZrOJlZUVfOYzn4Ft24LmGo0GstksQqEQJicnJarT7XZjfHwcXq8XKysriEQiWFpawuLiYk8/aoLa9PjkHOHmQo/DUqmEtbU1JBIJ6Z/t7W0sLi4ilUod4U24WLUw8vv9PfOjXC4jm80iGAzKIcn6KIPXX38dS0tL+OQnP4mf+7mf6wn/Jy+jne0Ya7OwsIDf+Z3fQafTwXe+850enx6/3/8TP3vzRAgGdoh2mDHNl/x+YGBASEaarQiPeZx8o9GQnZ87BvAgGQkXKK8h+uCgEhZqJl9HLpIArFarKBQKiEQisktVq1XUajWMjY0JgdjpdFAoFDA/P48XXngBiURCzKU3btzA0tIS4vE4Njc35Yi7X/mVX5Esx7//+7+PcDiMK1euiDfhiy++KDb7d999V0yBiUQC169fx3e/+13JnswFmM1m5ZBZ3S4niwRVLhYKDybHJbeikR7HJxKJoFqtinn15ZdfBnCY2XtkZATDw8MYGhrC888/j+eff16et76+Dtu2kclk0Gg0MD09jR/84AcSf0KyV88J/g2g5wRsIhmah4FDjuAHP/gBdnZ2kEqlBNVwPM3COUcCmuZarWqyz6rVKvL5vKTD0xnAms0mvva1r+Htt9/GX/pLfwnPPfdcz5wkQc73ESHMzc3hn/yTf4K/9/f+Xo9w0OrgT6qcCMEAoAcuaXKMvynNSfpowqxYLIpZksKCfg6E8joxCQeaE0kvFAoPAD0SXXtE8jqaRWmPd7lc4kxDoUO0Ua/Xkc1mcfPmTZm8DGve29sT1+qVlRVYloWbN29iZGQE6XQa4XAYu7u7+Of//J9jbm4Oly5dwuTkJILBIGZnZ3H37l2MjIzg61//Oj75yU/i/PnzuHXrFjY3N0UgjI+Py8TWAkv3s6lW8OQpPS7Ut+lHoN3JAYgjD8+IZNTr3t4e7t69K9BcJ6lNJBKSx3NsbAyzs7PY29vDD3/4QwCHi4fnmTpZUtgGmqR1m8ySTqclgY/2Y6HKo601RCXapVyrtizc/ekvUyqVEIlERMUgT3H//n387u/+Lu7du4df+qVfwuDgoPQZz72g9Yx8x9zcHP7xP/7HKJfLeO211/q2/8+7nAjBwM6n9OZn/K0FAU9H0pNaw30Sg7ZtH9kFtE5N0yLdmvkMbarUqgxwVHjRjbdYLEqEJ3M+cGDp+8/YCB2qG4vFEAwGkU6nMTw8jGeffRbLy8tIp9P4r//1v0pdxsbGUKvV8NZbb+HWrVvIZrMYGhrC3bt3EQqFkEwmxVeg2+1iaWlJkrayvZVKBYFAQAQiF4AWXixEYVTRdJuJnGgq1DkKuHgSiYQQh61WC6FQSNK+6dOpLctCrVbD6upqT5i5zn8Qj8exvr5+rFDQ8+hhRS92zY/ozYACgH9r4Wdab8znsh94NF8kEkE4HO4RLl//+texs7ODX//1XxdvVzo+0UfDth84qJ09exb/8B/+Q/zNv/k3/6eZMk+MYGDgD3A0q45e/DzIhWqC9mGnn/3g4KBMVk5CWg+0Xz0F0cDAgFynhQfNe9wN9A5JnoI+9jR1cqfV0XcUIvQWzGQyqFarmJqakl0fgJg56RVIuEkBwbrl83k8/fTTcLvdeOWVVzA+Pi66Nw+EYSZmAD2h4TzkhfXiguSzCZNdLpdkW+Yi0OoczahaHeHEpzs4rT5Mj0deh+qb3nlJZIbDYdy+fVu4lv39ffHn+PPYKTUaYNGCQL/jg7zP5G0ACJqkRYQbi8fjwdLSEn7v934PX/jCF/DMM88IUmVELtvLsbp+/Tr+/t//+/gH/+AfIJ1O/w/1waOUEyEYOCg6ASmLlu704ONnDP6hTzsA0YHppswIPkp+LmgOhBYCfJ/WITUZpeF3p9MRl1/a2bkbUmBoYpCTj4FWlmUhm81ia2tL1By3241Lly6hXq8jlUohn89L/SmQPB4PVlZWcP78eYyOjuKTn/wkwuGwBAzxPE7btkUV4MLibqY/M60KbBthvkZrZM25aHktC/uYY8F0arFYTNQ2IhNGwVLocaxyuRz8fr94NGqSkeOhF9+PW5wEgCkYzPKw783nAofzkS7iPF6QFqxMJoMvfelLSKfT+MQnPiGh8owtYZup8nz+85/H4uIi/o//4//4ifMMJ0IwEMpq5xt+TkcWTkrgQQQmoRYFBoNghoeHhchkPL5tH3o5JpNJcV3WB7twJ+G7+A7ggXBg3bSQ6Xa7MukZ+cmi9VW9EEdGRlAqlZBKpcRDkShjdHQU165dw3e/+13ZMckTsJ7lchl/8id/gieffBL/v/a+PSju8zz3+YCFZYFlYZf7RSBAgC7WBRkp0klj2Z5jx0nTJNO4biczaZs2/zTTnumcyWU6k/acTGdyzpl0+lenx5NkJk2T2G6OW9txa1t24iYSsiRHkoWEBEgg7uz9AgsssPs7fyzPy7uLbOuCrZWHd4YBlmX329/v+97L8z7v+9bX1+PGjRu4du0a7HY7amtrcfHiRQDrVZTaE+DvxAA02KXdYV0dqt1+Njrh9aCXpONvPTKQZdF2ux1OpzPj+miFTBp1LBbDysoKduzYgZGREZldCqzP7+Tvmy23e+hv5fV4TVmrQY+Qhik/Px+vv/46QqEQPvOZz6C0tBQAhBfDPcemOV/60pfw1ltvoa+v7wPFGnJCMWjGIzdZNpmJlp6bUvdbSKXWGYYaI+DFZ2qRBT1087P7FDC1RWWhiTNUUvwbc+jMcZPPn11Qw/WREen1erFnzx5MT0/DZrPB7XYjEAjIWu12OwKBAEKhEDo7O3Ho0CHs2rULP/jBDzA8PAy73S5NQYqLi6X82263o6WlBQMDAwgEAqKwdLclrp/KVqf0eC2B9KZkqbJ2kWnFma2gsslWDAwJCaYx4+NwOESpanfe6/Xixo0bAiAePnwYXq/3pik5ZiXuF6FiZb0O06LA+t5IJpPo6+tDPB7HF77wBRmzR5CaZ6OoqAjbtm3DV7/6VVy6dAnRaPQDW3dOKIZEIoFoNCoorS53Zgs1PaaelhDIbORC/jp/Z1zL1yAnQBN3GLszXNFYA1+HN4+TjpLJZEYpMglP+fn5kq6iy8v3IDrN/oadnZ0IBoN44oknkJ+fjxs3bggvIpFIoKamBo2NjXIQf/u3fxvRaBTV1dVwOp2orKwUENPpdOLEiRN4+umnEQgE0NTUJGXITCtqMJRhEA8eLTdTZ6WlpXA6ncIi5eaOxWJSopwNAGssSHsa5B6wl0N2a7nBwUFMT09jfn4eLpcLx44dw/T0NAYGBjKIavpe34+iMz9sC6CxFofDgXPnzmFlZQV/8Ad/IH0q6O3Rg83Ly8PDDz+MJ554As8+++ymhFU3k1tWDMaYfABvA5iyLOvTxphKAM8CaAFwA8CTlmWF1577TQBfBpAE8OeWZb36Xq+9uLiIqakpsXzAevqJhBqCj9npIt2bQafYdD9C1lHw/xcXF+XA8v8JTr6ba02rSAVBl1wPkWVcqHn0msjicrmwb98+JBIJISc999xz2L17Nx599FGUlpbi2rVrmJiYQFtbG1pbWyXeZy8GXoeVlRWUlZWhsrISU1NTwoSsqKiAzWZDTU0NJiYmpFMyq0jJapybm8vgaVApsN8h250xy2JZFiKRiBCIqEwZMvAa0WPgtWMX53g8LkqF1nN2dhajo6MCdB47dgyBQACnT5/OwFY+CqIVAwBEIhExRCsrKzKg+dy5c8jPz8fv/d7voaysLMMIEmdzOBz40z/9U7z55puYmZn5QNZ7Ox7DXwC4AsC59vs3ALxhWdZ3jDHfWPv968aYnQCeArALQD2A140xOyzLetc7nEgkcPHiRTgcDjQ2NoqmTCQSUtd/s3ZbOtZlBoKgn1YYpCgTPOTgW5b28rU46o39HPQkKe1qM9QhfqEzKHNzc7AsC7W1tVLoRcWwtLQkI9kvXrwIl8uFrq4uXLp0CTabDR/72Mdw5MgRzM7OIj8/H9u2bRMyFguSiFXY7Xb4fD4MDg7iH//xH7GwsCD9GVwul6QrCcYC6/gCD6omlbF+hPx/PVmL15gEKWB9xD2vN5WOTjvyPRcWFiSnz2a+8XgcV65ckZb/x44dg2VZOH36tHh9OiPyURDtiQLrhLxsstmpU6eQTCZFOTCk4B4rKCjAvn378OlPfxrf//73PxCv4ZYUgzGmEcCnAPwtgL9ce/h3ADy09vMPAbwJ4Otrjz9jWVYCwKgx5hqAXgCn3u31U6mUFASxjZZG0mm13w0V1sVMPIw6Ps6uvWC8z2yAfl0Cbw6HQ9JtuupSZ0b4nrSUtORTU1MyPJdpVSqqaDSKpqYmeDweXLx4UVqoV1dXS4fivLw8zM7OSv9Hh8MhxK2pqSlcvHgRFy5cEAuyc+dO2UDhcFhcc6fTCZ/PJ+ELFR0zF/xM9BTYW0KDgvRQksl0CzrOf6Q3oanWuueEzvLwNXRWgjjIysoKjhw5gpKSEpw4cQLBYBDGGMmW8D5+VBSEVg7akPC6pVLp7uJ9fX2w2Wx48sknpVcE964xBna7HV/84hfx0ksvYXZ2dtPXeasew98D+BqAMvVYjWVZMwBgWdaMMaZ67fEGAG+p502uPZYhxpivAPgKANnQ58+fh9vtFooogIzMgwYb196XryW/88Jr8FIToDTlWefzafGICwAQt40eBME0nR3h/zFU4YHRHaSMMeLKT05Ooru7W/CISCSCcDgsWYe9e/cKdTgSiWBlZQXXrl3DM888g7GxMcRiMRiTrstghd/KygoCgQAWFxdx9OhRwTwI3La0tEhWgaPiaNnZ7s7lcom3QI+KB5feWDweFyYj6yYYumXXl+hrq8MLXi9WT27fvh2NjY3o7+/H8PDwBkahBqY/KqINFAABxvk3IA0A/+IXv4DL5cLjjz8uobLm3zzwwAN45JFH8JOf/GTTr1He+z3BGPNpAD7Lsn5zi6+5cbAfsGHVlmU9bVnWQcuyDhIAnJmZwcDAACYnJ4XWzOKmtf9JLzpvfaiIrmQEMpuL6KInehX6O61wPB6XtBg9BIKMVCiMu1nqS2G8znmWHHISDoclpcohu/R+ZmZm8PDDD6O3t1fwj3g8jqmpKaH1/tu//Zv0jxgdHcXZs2exuLgobcd4WNk30ufz4eDBgzhw4IB0RgqHwxJaAMggQdErcDgcKC8vl3iWuEBBQUHGpK+5uTkp3aaFo0cHQBQwFQQp6bxfVAxcNzMVe/fuxdTUFPr7+zPazGl25kdRqBxojJaWlhAMBhEIBBAMBoUT88ILL+Ds2bMZVHbuP7vdjs997nMbyro3Q27FYzgK4DPGmCcA2AE4jTH/DMBrjKlb8xbqAPjWnj8JoEn9fyOA6fd6Aw3MXL9+HU6nE93d3UII0Q1KtStG6rH2ArTbSvddu/q0gnq0mc5G8H+4mXUzTwAyN4EutO4JQOuZTKY7FzEupPUlY/DKlSuoqKjAgQMHMmoIzp07h0gkIi3OGxsbcfLkSbz66quora3NqE9g3LmysgKbzYZ9+/ahp6cH165dw+DgIFKpNCW5u7sbhYWFMqKNYZFWCi6XK4MMRbaiBgAjkYgAkgAkhUwvic/jtaTC1niPDgtWV1dx5MgRLC8vZ6TeSKCi9/dRAR+zJTssZp0NgAwPeXV1Fc888wxqamrQ1NQk3hiNY09PD7q6uvD2229v6vreVzFYlvVNAN9c+zAPAfjvlmV90RjzfwB8CcB31r6/sPYvLwL4iTHm75AGHzsAnHm/9+EHjcVieOedd8Q60aLSq6BV4wHnBbbZbCgpKclgPGrmHhuszM/PS9do5uW14tDeCKstmcKzrHQ34lgsBqfTKRV3jK95SAm4zc/Po6qqSl6fGYz5+XmcP38eDQ0NOHDggBTY8BCQ2fjDH/4QJ06cEMsNrLNEmRYsLCzEgQMH8MlPfhLDw8N47bXXsLq6iomJCZlYvbqa7hxFjgZrPOhNkI3J68Qyba2IiFmQ68FiH17/7GyOVqrc5EDas/D7/TJdanh4GBMTE6KsNLahc/j3m9wKS1ILr50e/kOK9PT0NH7605/iq1/9qqTfGQq73W4cO3YM586d21QQ8m54DN8B8Jwx5ssAxgF8AQAsy7psjHkOwACAVQB/9l4ZCQoPZCqVgs/nQ39/PxwOB5qamiTWHBwcFPINPYXs2IxNQmOxmLR0YwswxvOcR6AvZHYfCCoReiXEGhobGxEIBAR4Y8citpijtWNPAL020l2DwSB8Ph9ee+01PPTQQzh8+DAKCgpw9epVuFwuDA0N4c0338T4+PiGmgI9q6KyshK9vb1ob2/H0NAQjh8/LmlAdjJmBSiHnOi0pMvlkv4JxAbIGSFYSY9Hd51iuMN1UVFpjIet2JLJ9NhA9sWIRqPwer04cOAAQqEQhoaGpKxaN1653wFHenQUKgr9naKxMhLJqCSp/M+dO4c33ngDjz/+OIB1Ull+fj4effRRPP3005tKeLotxWBZ1ptIZx9gWVYQwCPv8ry/RTqDcVui25xPTk5m9HEsKCjA6Ogo/H4/uru7UVtbK2683W6XuYg1NTXSK4GucyQSkbwx436CnJqayhgZWC8AolfBm1xcXCwDdZeWliQ3T4SZlZbV1WkslnE4sxksuorFYpiensYLL7wgfQl8Pp/0WCA1mAcOWGdylpeX48iRI2hra0MymW459qtf/QqFhYXwer2w2+3o7u6W0fWkPzM8cjgcKC0tzaA96wNPwJGbmCELwVcqV12+znXquhZaPSrxVCqFqakp1NXVwRiDiYkJeL1eAMjgPmTzSe5H0YxarQR0altnGggsEleJRqPSUYxksxdffBFdXV1oaWmRbBUAdHZ2Ytu2bUKF1+91p8o1J5iPwMZ5gYlEAleuXIHdbkd9fT2cTifq6+vh9XoRCARQWVkpcyrZ66C0tFS4+ZFIROLsVCoFl8slFpLUanoimk7NcIIbkwomGo1mYBJMq3JYKrtUz83NYWVlBU6nUw4lsyzU8Cwy4ij448ePo6ioCFVVVTh27Bi6u7slU7G8vIyZmRm0tbXJ4JmTJ0+itLQU58+fRzAYxPT0NEpLSzE1NQVjDDo7O1FSUoLl5WXE43EEAgGhgbORCnESHmZ6DFQCFB5SjoMbGxvD2NgYXC5XRp2EboxCT4PKgdaPyrStrQ2hUAjXr1/PSG0yu6NDu/tReLj5+ekFZe8x1v/oxzXeRv4O8Z9gMIiXXnoJX/nKVwQ7s9lsKC8vx4MPPrhBMdzN9cs5xcCLQ8szPDwsGYHW1lZEo1GMj4/j1KlTiEQigtTv3bsX1dXVWF5ezhhNRoWQzX6klaSrvLCwkHGTuLGJ2Hs8HpnrQKIS6xb8fj9CoRBisdgGMlZ20RA3BZmPPLSrq6uIx+P45S9/idbWVpSXl6OrqwupVApDQ0PYuXMnzpw5I52Cjh8/Lt6SZVkCaHZ0dEj9/+pqevgvi5osy5LP43A4MhQgPQZ6bHw+Fcbc3BwGBwelXoNWjB6DHvaSTbWmUopEIvB4PEgmk5iamkIkEpF7T2WkSWv3o+gCKXqi+sBTGdBD4P9ocJwhG7EeNvQ1xuDUqVM4cuQI9u3bl5H2PHr0KP7pn/4pQ6nfjeSEYuDhBDayw+bm5jA2Nga32w2Px4N9+/ahtbUVs7OzGBkZQTAYRGtrK2pqasTNrqmpybBYQGaYor/oStPVp7KgC00h0ONyuRCNRmVyVUFBAdra2uDz+TA3NydKhRaUo+z42Xjg2OmIDEa2dJuZmcHIyIhgC6yqu3TpkngQbA3HITV5eXloa2tDdXV1BumKsSrxAg7rYbpTsxXpLdCC05taXV1FNBrFmTNncOPGDek6VVFRIS332QTXGCNsVb42358bnfwMdnsm5be8vFz+F9hcxaBded6HD0LYM5Rf2vvkfac3pMFkKgnNz9FgPF/P4XBgYWEBL7zwArq7uzMyb7t27RIjtRmSE4qBkg060cWcmZnB3NycVEZy+KjD4ZBWagwR8vLypJyYlXjaggMbgSD+XQ9r1XEu6dnAOjOSCD0xBrfbLbx1zbvQRTJMFVJJsdy6vr4ei4uLCAQCuHHjBmw2mxRiWZYl04nILfB6vdIuv76+Hm63Wwbd8D05D7O0tFQwA3aM0sU5xAlYaKYpzZwmFYvFMDw8jJqaGuzatUsKfPQ07ng8DrvdntEng5gGwVnWbfh8PoTDYblGuu2/Vt53K8yOkOFK74eh02YqCN5L9rGgMmTXLN7zRCKRQVLSFaQalMxmR2q+zqVLl3Du3Dl87GMfA5AmqXk8HjQ1NX30FAMtVLYwPRaJRFBfX59xwEnsKC4uxujoKGpqalBRUSEtzJlW4+vyhvCmaJcPWG/Ews3J72T96d4Gmp/ACkcOUOUm141TKysr5bNozwGAbN6SkhIBVUlyIZeAG4U9EhsaGoTCzM9EJRSLxVBcXCwpVWPS3a2oWOnuLywsSJUl34uWjEqB6UuOY2Pr9exJ0/ysyeT6uD8eDP7u8XgQiUTg9XoFlE2lUigrK8tIG28G6MjP/NRTTyGVSmFwcBA+ny+jqIvXdjOE6UMqQu5NXTgGrM85YRim6eTAeg1KtvJYXFxEcXGxeGmvvfYa9u7dK122ysrK0NbWhnPnzm3K58kJxXAz9JQXklo+GAxmUG2pJWkpl5eXMTo6iomJCdTW1qKurk4GrdDN1Ug7N6XGG7gG5t8py8vLkjHITjPp0lk2TeEhpaXgRuSsR+2Z3GxNHo9H2tMxnNFEISoShiwUWm62Meem101v4/G4AJvERKgAdJ0DZ3/yMbY9Hx8fh9/vl8/AtCWvBT0N3euCbeqSyaRkj3QK1+12w+/3Z1R73u1+stls6O3txbe+9S24XC6Ew2H09/ejr68PfX19uHbtmjSYvVuht8CeE6WlpXJgCQKzWIzGiFiRvv83K0DjfidDl/uvv78fIyMj2LVrl6SE29vb7/qzUHJCMVBu5kJyo4RCITlceXl5Qsqhe0qXLRaLyfCZzs7OjLJoKhmGBtksSl0/kR0T6o3PfD8JQFxzSUkJKisrZZAqreLKygqi0ahsmPn5eQE7s+sLiHkA68Vh2deD+X5djsvn19XVibLSNROc8RkKhWQYMK8Frz3rN6hUOYhleXlZgFemgJubm1FUVCRFQFxbdm9NIL2p3W435ubmEAqFpGEvPQqGRptRF0FsyeVy4fd///fR2NgIYwzKysrQ3NyMxx9/HLOzszh+/Di++93v4sqVK3eliEjfLikpEaXAkI2dsHltOA6A2Rm28td7Ubdso7FgRTBJf4WFhZifn8fJkyexY8cOqQHatm1bRpn23UjOKAa9QfVG42YhR4BEGXLxOflndXVVKL7k+muCETc4rVh2/Km9BK3BSfihO5h9iJmq5PrLy8tlPQQjmZdmoRI/A/tN6Lb2QCZGoT0n/Vn48+rqqhCt2PBmcXFRZl6wISnXpA8BD1FRUZGMkeMgHCpIciCICdhsNrS1teHgwYMZlaZMxVIRMtwCIJYyHA6LoqLYbDap39AFcnci9Artdjva29tx7NixDcBjfn4+Ghoa8LnPfQ7PP/+80MfvVAoKCkThs8ENU8FsaEOvVqeD2biYnh3DJ+I23AP0hkm604D6qVOn8PnPfx55eem5GPX19eIh363kjGKgJeZN4nduPE4uym7HDSCjCQl7CvBQs3JNZyHIxKNS0PEc10KrSyXFHpF8nLEhZ0ZQOZBAxAPFKsjFxUVEo9EMEImcgrm5OfEwaEF06KBTW7w2mqpNmjFnPs7PzwtmkO2F8XXY3crlcqGiokIGtRIkI717eXlZmrrY7Xa0tbWhubkZtbW1GfeLACIVJ5XF6mq683MymcTc3JwAw/wfzpDU7vPdSH5+PkpKSnDkyBE0NTXd9DnGGFGg2YrjdoVGisQ3guLEf3iwaQjYTp/7nZkjYH3ClDZQKysrAipTMdAgzszM4MqVKzh8+DBWVlZQXV0t2aq7lZxRDNmxZXaGwrKsjHyupgZTGzNfTjIO02YEgOjekXDDg62VAoXWlIeFMSIPjf5O+jQxCIY1VETMMOhwgqGKzWaDx+MRS6LpxlRoDIcACEWW2MXk5KTMWiS5i+vndw22sniK/A5Oi2KmgtkJDqkhSWp1dRVOpxNVVVVCS4/H4/J/fG0qNSrVpaUlVFVVSY2KLrwqKiqSsfebIbSclZWV+K3f+q2MFv5aLMvC2NiYNEq5U2EYQa+Q3hdnmpKQxvs1Pz8vTXeSyfWJ7QQbScYD1g0ivTIqbCoHele/+c1v0Nvbi6WlJTGam9FePmcUg+YW6DQhsJ5NoEu+vLyMuro6ufDs+KNjawJeZWVl0oGZeV9gvTybcjPLQfdYVwlyw9NDoUZn2TIzFKyl4HvW1tYKNbuoqCijsS0VBL0NfR2yrw3Tml6vF16vV7gN2sPg5+PaqQz45XQ6Ja2mi5ZisZgAkpOTk2hvbxd0v7a2FhUVFdIav6KiQgq5gHWPge/PMMmyLGFlst0+QyRmPFiNScV0J1ReKj62wdu7d++7vk4qlZ74RYLVnQqxLuILxAAACDOWBox7WqdzaQR4HRkG0BvWJDwgvR95XbmvhoeHJQzjfNbNkJxQDNmkIw34aRYim5IQT9B9CWgVeTMYJ2vwEcBNPQT+TbP9GL+z38L8/HxGjwYqK/4fQbdEIiFpwmQyKROiLMuCx+PJ4CBo0Yeaa9JWwu/3w+fzIRgMZsyboEIgw5C4CXPq7AfBVBe9H51upbKhe726uopQKCSbtbKyUiZVM7tRUlIiqDoAsZz0wsiPoDdCujip4ToMY8hBy7lz505cv35dQMpbFSrAvXv3oqam5l2Vy+LiorSmvxuwk4Qmegm83gw7+TcqvGwlSq9Vtx4kFqTZkPqLpDmCkD6fT5r0MozaDMkJxQCshxI6hUihYtBpvUgkIvGc5tvrBiF8DMgk0mgmms42cK7iwsICYrGYzDpgPO/xeDaQg3QXZW4OWnCv1ysHlK9TXl4udGq6iTwkmv0JpGctMAXLIjAqSn4+HgZaK/ZVLCkpEWWg+Rv0JGh54vE4IpEIYrGYuLd8vVQqBafTKXEwadD8O4UHmpgPOSSJRELAYOIe2SBvNBqV0DCZTMLj8eDb3/42/uZv/gbvvPPOLe8fKsfi4mL09va+axgBAKFQCOPj43c93So7k8X9xabGVKx6TxMjKCwslGI8AOI5cD8C6yC0DrG59+gRRyIRhEIhVFZWAkhPRN8MyRnFoN1nrR01MEhgi5uIw0kBSK6YwBxjMJ37B9YvMm8CY+hwOIxoNCo56by8PGnVzvz/zMxMxgBaYL3ikd81NsD8eXNz84Z5FexQxY1J5UeXfmpqCiMjIzIjUhNo6DLrbk56U5aUlGSUMGdfQ4KlLDZjfQc3dElJiYQtHo8HsVgMjz32GPbs2YPR0VEJEQAI+YlNYek1RaNRrK6uSvqW+AkPLNdB60hadX19PRwOB0KhECoqKiTl+l6icRSPx4Pdu3e/ZzgyPT2NmZmZO+73oBUzsK6UqHS51zQWwJoeZqu0d0iFyQwNFTj/VxsDnhEamry8PHi9Xmzfvh3Ly8viod6t5KxiAJChGPgc3SV5bm4OLpdLRo3zRmvKM7W6ZtWxJRqVAQC43W40NTVljLSn9zAzMyP9FisqKgTE1OClfj+69dwoDHWYNmQrN2CdwEWug9frxezsLOLxuBxqovf8KioqEhYjmZ2lpaUClOrsCj0kznfQjEbGuGzaQkXKDUeuxb59+/Dggw/CGCOTtOlpJBIJuFwuOSS8V4yTy8vLMTk5Kfc1lVpvaKp7FkQiESGpfe1rX8PU1NR7Wv2b7R0gPTq+trb2XQ+8ZVm4du0afD7fHSsGenoaFNa1OfxiVmFlZUXuDZU3q38JjtNjo1LhnqXizP6c/L66uipU/FQqJeX+dys5oRi4Yd7NW6BwM7GxBw8TKyfpzmaz2chRn5ubQyQSkTbsVVVV2LZtW0bnY1KzFxcXEQwGMTMzA7/fD7vdjkOHDkkGgQASrXh2OABkdljWY/ZIsSaYtLS0hEAggJmZGcRiMbESDBOqq6tFIREMtNlsmJ+fhzHp6dI8RMy68Hrl5+fD6/VKTYm29izkYss2WnS2eo/H41hYWMD+/fsBQAqmgsEgQqGQdCeura2V9+f94oAZ5t/5mRg6sTw7G68JhULSGPdWWYka6+ns7JTrlH3o6fldv35dQrM79Rh4vzVuQKyE+5ipR41xWZaFhYUFCWU1X0F7eeTIAOtduzQYT55OMpkUxZtMJhGLxSR0vRvJCcVA0RoxO4zQ8ZxGZsPhcAaQx3iYh5F4AYfE2u12dHR0oKWlRTYuDzNz7fPz8wiFQkLDbm5uxrZt26TbkTHpic4aMdZVmbxJ2jISaKOLzmwCm4ByAjYtKoEsj8eDqqoqYXyyM3QoFBIFSiXD60ClRSvFdCrBQ2AdnyDwpRWRbmjLdnkEHy3LQmVlJfr7+8X74Jq50RmysD+G5v9rHEJneHhA7nTf8D50dHRsSD1riUQiMg38Tmsysg0WcScqfuIAxBl0doEZGHqJNIh2uz2j9J/NYG+m3AhmplLpdoGTk5OSBeO+uFvJOcWQnaLMRut5aJjW4iHkRSeJJhaLSXqQBShNTU1ob2+XLk/c0Kur6TbrkUgEPp8PkUhEMIKGhgZUVlZmEKH0z5rfT4sBrOehyZjUQBJBwfHxcentQEual5cn1GrmpZna5MGm98HyawBSuckQhekyjS1YliUeBZWV7t7MdfKgxWIxNDc3SyWpjuU5jNfr9WYM3eG9A4DKykqEQqEMtqhuAUePKxtsvhMh9lRfXy8hEZBZh2NZFkZGRjA1NZXBGbgToQKgu08lQ4OkFTWvDQ8+qeT0CMgKZVjIa0XCU7b3o0NdKgOv14vFxUV0dHSgp6cHXq8XU1NTd+w55JxiANZTd9mKgTdCl1HT8tAy0f3nhs3Pz0dzczN2796Nqqoq5Ofni4vHsCQQCMhwl7y8PFEG9Ch0NoDKiFZBM/0AZFhQhhjZBy8/Px9utxvT09MIh8MSrxYWFkqVJrkGtDq6hRwp3/RgeOBJgSYJCYC8NkMFp9MpngQBs2yQEoAwR1mfMjc3J2k4tttfWlrC1atX8fGPf1yUD+9TKpWu+NMbPhuP4T3X/3s3e2dubg7/8A//gIGBAezatQsNDQ0SgtGLvHr1KiYmJjJCqjt5LyCTOk+mKfcc75UuJWc2iJR1GhV6b8TKsqtMtSdNoXdijMHY2Bi+//3vY3BwEIlEAocPH8YnPvEJoXzfieSMYtDeQnZqLTutyJwwDx9DhlAohOnpaQQCAayupkevezwedHd3o6GhQbpG8wBQKUQiERQWFqKurg4VFRUS6/HmMAWoaxoYzhBF1pWITBtqVJqWgEqksLAQTU1NCIVCWFpagt1uFy+BCoGKhK/HA0QXktaJ16aoqAhNTU3SEZtgGBXL4uKipF61664trP49mUxKWMJ2dMYYOJ3OjHkWN6Pg8jNyuE02xTu7HmQzSq0XFxfxyiuv4MKFC6irq4PH45EJX9u2bYPb7caZM2fg9XrvShFl0/YZFvD6kqRGd58drpjCJbCsB81kU+2zlYFWphrI5TyUkydPSvHgyMiI0KPvVHJKMWSDjnrzapddx8lMZ83MzGBqakrax7OHIrEBit6cBPrq6uqkVJkWgDeFRU86tltYWMjoX0DFwDw626bRolCBZE/trqysxLZt2zA2NiZ1Cxwnp8EmDdrxgHGt2aQZbhhaHmAdkNQFPfog8jrrkIOWjBOqV1dX4fV6YbPZUFZWJmlUkpfIAOXr0VvSlplKILt78mZJKpWSAcjhcFg4JDqVHA6HMTc3d1fvwzoSXmc2qOE1J7hMfs3CwoJ4Z7qCloaPlHPuf2axtPLiXtLKguxbznwlqJlMpuea3E3dSc4oBs10JOqqNaTeQFo5LC0tSehA61ZYWIjq6mq0trYK4YMuntbGPIws4QbWNbNOOfJmzc/PIxaLYXFxUXLwdPEBCOuNWYFkMimNZKnUKPyM9fX1iMfjkgXQSH9FRQUsK00DJ9eAQCTXpxUQN6UxRoA/xpgs9y0pKRGLrbEPWh7yGXgfWOexvLwMv98Py7LQ0NAgB43zJ3S4lI1raPyBwsc3A1/I3kfkTcRisYxUXzKZvGtSE4UeAUMDYgoM/RhOAOvj++LxOObn50Vp6Gpa3g9Womowm895t7J09jqtra1FVVUVtm/fjoWFBfT19WFsbOyOPl/OKIbsODebBaipyAAk7RcOh4WkQ2vqdDpRUlIiQA+tJJUDN7/mtmt8Q6P3dNdjsZg0giXmQFo2qzX5PlQk7A1pjMk4bNwUJFPV1NTg8uXLaG9vxx//8R/j8OHD8Hg8Ah4mEgmEw2EMDw/j9OnTmJycFKYbDxyzDyROMd5lx2p+Ll4TXmdWZo6MjKCwsBA1NTVYWVlBc3MzqqurUVdXByDdXbqrq0swGofDgWAwKFOuaJWNMXI9iFNk07/1ZqeHtplCS54tm62AAEhYW1xcLOGEw+EQHIiHnGGZpoDz/3U5ti5j16HjuylQ9vH0er3YvXs3PvnJTwqO1NPTg29/+9t3NG8ipxSDzg9rb4HCklUiwgsLCzLMlRqWh53urK6k1Kw/KgetgHStO9133jCm/1gRB0CsNguLNGeBngXLwHUqUxfK0Guoq6vDH/7hH2L//v0bDhKLY2pqanDgwAEMDw/j9ddfRzAYlPfmZ9NZiuLiYmFx0gvi8xiKRKNRXLt2DX6/H42NjSgtLcW2bdtw7tw5DA0N4Tvf+U7G5weQUUfBpjO85sQj2ItAI/baPdYA3s04B5uxnz5IocegOQc81Nx3wHr2QofIPOTcB8wyMVzU+4TybphISUmJNNRhP87h4WF0dXWhvr4ee/fuxa9+9avb/nw5pxi026ljUwBSOEQuPrsr65ZYJDs5nU7U1NSIFdfhh6al6oIiYP0GUCEww1BWVpbR14EpJSoHfaNprbTnwhuvNwkVCQ/21NQUdu7cuUExAOvups1mQ0tLC5588kmcOnVKRpMZY+ByuQSMJclndXVV+lBqDIIWbGRkBKOjo0ilUjJ341/+5V8wOjoKt9u9IZ24urqKs2fP4siRI3jjjTcE12EnrVQqBbfbLZWvmuPAe0TJDhHvJ9FgOclaTKPTgyINWgtBa94XZn74WtyrQOb1uZliMCbdmaqhoQFtbW3o7OyE3+/HpUuX0NraCofDge7ubpw4ceK2wdb3nXb9YUm2xwAgY0Nql5PeAsFDPofofXl5OSoqKhAMBnH16tWMKj2GEMQMGFsTUOSNikaj0t+AriBrFAisMXzQWQdaV1p54gCaS08QSqcLE4kELl++jNnZ2QxrpxUllRBz3IcOHcIDDzwgWRVeG4YtTKkmEgkJjzRrdGRkBFeuXEEkEpGw4fXXX4fP54NlpftfvPXWW6JUo9EoXnnlFfT19cHv90uWh2leSmVlpaTreN/ozREI1hb0flYODNnoQTAc4M96gnosFpN7q4viGDJq74lKIRuEzJbl5WVcvnwZAFBaWgqv1ytVwABQVVV1U0PzfpIzHoPe/NmgFC8UgTT2INStt2lNbTab9EOYnZ3F/Pw8XC4XmpqaMlKetNK6uzH/rvnpVAz6vViswoGxBJeoFHgIiT5rQJWvlw0sGWMwOTmJt99+GzU1NdI4lnRiAlkEuahYent7EQ6HMTk5KTM9uSk0ap5MJqWzVXFxMaLRKC5evAi/3w+bzYbDhw/j8uXLsNlsqKysFGDtRz/6Ed555x20tLSgtbUVL7/8Mj772c+isLBQBvEyDcfPSg4IuxpRidTV1UkjWu1B3C2H4V4Jw08eYN4jVkwC66X8zDroDAQAyW5wunh21633ujY0TmyMzLA6FArhypUr2LNnjwChtys5oRiyC3+ATG8BWG8jz0PKn/k/PIi04qQ1c7AtQbnV1VW5mCQ6sdxaA6DkMtCDoFUgV8Dj8Ygi4UHXvAFdXKNTsdqd1yQWAoKDg4Oorq6Gx+OBz+fD7OwslpeXsW3bNuzcuVNKn1mAVFhYiKNHj+JHP/qR9FJgeMRaCnoI5D4wnRcMBrG8vIyenh4UFBRg165d0qz25ZdfFgT99ddfl4M9Pz+PoaEhPPLIIzh69ChOnz4tnpb2pKqqqgSX4LV0Op3SO1JTiO9XjwFYzzjoQ0oshtwU3QDWbrcjGo1KZy/2BdXpeO7B91OY+fn50hgoPz8fb775Jmw2GxoaGpBIJDA8PIzJyck7ur45oRiI7hOx5UHiBddMQ7rGjOM1RZm994wxCIfDckgASOs3zUak0lhYWJDOztrlZnjBOLmqqgr19fVizbNRZFrybLeQon9mjMmWcFRM4XAYQ0NDwoDkZxsfH4fP58PBgweFwWmz2bC6uoqKigp0dXXh7NmzaGxsBACZmUk30m63S1otLy9P2qyx8Gjv3r1wu90oKirC7Ows/v3f/z0DgE0mkxgeHkYqlcLly5fx8MMPC3mIdSO65qK2thY+nw8lJSWoqqqS7tDa89K8lA8CgPygRa+XdHx6pOSyMGxkaKu7WFlWmq3J9Kp+3Vs5zATCCwsLEY/H8dZbbwEAdu7ciZdeegkdHR0ZHuTtSE4ohuLiYnR3d+Py5csZVlhfeLrFLDzSioEWmoqBh45KI5FISExXU1MjHgQtKONuehF6Ujb7E9TV1aG2tjYDbWccqKsr38ttIxgYDocxMTGBsbEx2SxUXLW1tcjLy0NVVRV6enrQ29sLt9stVO9Lly5h//79KC0tlU1njEFPTw9eeuklVFRUwBgj7ex47bjxuIZIJCJlvl1dXaitrZWOxR6PB/X19bh06ZKAYZqHMTw8jIWFBUxMTKC9vR3bt2+X1wYg/AemkQlgBoPBm3L/GWvfb4qBQpyAPAZ6QkyR67CXzMdYLCa0fe113EoIQSH3hW3oS0tLMTs7K95gS0sLjhw5gtHRUQwNDd3WZ8oJxZCfn4+dO3diYWEB169f36AQqF3JDdBhBkk1BOSYw9fgTTKZhN/vRywWk/4NJB8x1VNVVSU1F/Pz88jPz5f0ncvlEqpyNotPU7e5nuyUHJWd3+/H0NAQrl69KkNbeJg0EFVTU4Pi4mK43W709vbKuh544AFMTExgdHQUXV1dGQBeTU2NhB8cmEuyE0FRAMLEY3ETS68BIB6PIy8v3b26sbERb7/9dgafg2v1+/2YmprCf/7nf+LYsWMZ7fP4HLaUy89Ptxubnp5GLBaTkExLNqPvfhIaBFb7GpOuSZmamhJeAzM1ZDkyNNVeAoDbtuy8x+Xl5aKEOMJwcXERFy5cwGOPPYY/+qM/wo9//GNcunTpll87JxSDMUbiolgstgGZ1xtnbm5Oipt0Ck8Td3gwdeESsE4moTVlaMK8ezweh82WHtzBNKPNlh43Rq9AW06+v053Zn8uegj9/f24fPkyAoGAMAbp3XBQLtOa8XgcwWAQAwMDmJubw+joKE6fPo3t27fD7XYjEAhI5yQCtXl5eWhvb0dfXx9aW1thWZZsFlowAqXBYFBaqjFUYVk1P9uDDz6In/3sZ4ITMLQhX+FnP/sZ2tvbUVVVJWi7DgGJxxhj5O96/sZHRejdJhIJ+P1+wZkYflHuloZ9M+E+Ysn2/Py8PEbj19fXh29961v4xCc+gSNHjtzya+eEYgAgRUUHDx7EyZMnpQU2mYLcdAsLCxnEJIJ9vBjAxhgtLy9PRoXRenIik8fjQWlpKaLRKEKhEFpaWiR7QM4ED5AOITQZilab8SUAocCOjIygv78fXq8Xdrsdu3fvRkVFhUzNCgaD2L17N0pKSuDz+TA6OgqfzydDU44fPw4grYQ4SaqgoADxeFz6XZKjX1FRgWg0KpuVng+tPqnN7GVJhTYxMYGOjg5ByMl8LC8vR0FBAXp6elBZWYlkMil9KLu6unDw4EHpN6gPgcaJAGBycnJDJuajJvy8N2NcfhDCPd3U1ITa2loEg0GUlZUJsEnDMD09jfHxccGeblVyQjHQynBqcywWQ19fn7hamnOfSqUyACxNMtIHOjsfrNFvllnT9WNzFt3JiXwHTQgC1t093ZwWWA8FaJUnJiYwODiIiYkJRKNR7N69G3/913+NwsJCvPzyy7hw4QJGR0cRCoXw6quvyhqJMLPG3u12o6OjA1euXMH169cxPDyMjo4O7NmzR4BBPQ6PeIkG9DQDUfdj5PUYHx/HzMxMRklwIpFAb28vBgcH4XA4pJpydnYWDocDXV1dSCaT6O/vx+HDh6WaU3sqmuH3UVYK90KY+gyFQmhubobD4cCOHTsQCoUEq+AwoWAweNtNYm9JMRhjbgCYA5AEsGpZ1kFjTCWAZwG0ALgB4EnLssJrz/8mgC+vPf/PLct69f3eg7Gow+FAR0cHZmdnMTw8vKH9Fg8flYFui84LwtBC888JLgLr5BIqgkAgIOWyPCw8WAw5yHdgeELJpmzPzc1hYGBA2oetrKygp6cHjz32mMSeJ06cwNmzZwXF5ucjSMehIX19ffj4xz+Ozs5OnDlzBidPnsT09HQGYYUMRhK2qMSoEOk98JCyIQ0fYxfo8+fPw+/3S7YiEokImOb3+7G4uAiv1yvcCTL9Ojs78etf/xqHDx9GS0uL4DDEEoqLi0VZaHBtS+5ebDYb5ubmMD09jaNHj6KhoQHj4+NSzMc6Ds3GvVW5HY/hmGVZesTNNwC8YVnWd4wx31j7/evGmJ0AngKwC0A9gNeNMTssy3pPZIWptZWVFbjdbuzZswfxeFymR/OLm0tvNM0s1KAjgIwMBNOQOgtBKjCVRHZZMr0HKofsVl3Mxy8sLMDn8+H8+fMIh8OIx+MoLS1FT08P6uvr4fP58OKLL+Ls2bPi7vOQaMYn102r+/zzz+PZZ5/FwMCA/B9xDwAZPIuJiYkMgli2S59KpQRwZTYlkUjgrbfeQjKZxM9//nPk5aXbx1VUVKChoQHV1dUYHR0Vb+zBBx8UMk5RURFqampQU1ODN954A8lkEp2dnQLAse+jDrmKioqkNH5L7lzoQdvtdvh8PgQCAZSVlcHtdqO1tRWhUAjhcBjj4+NSAnA7cjehxO8AeGjt5x8CeBPA19cef8ayrASAUWPMNQC9AE692wvRMrPDDdN2bW1tMghFKwdaQiL3zETQOhJzIKawtLQk9GQSTaqrq6Uyki3YdbZD8x2ocfVQXCohztS8du0a+vv7pXhmx44daG5ulpbg58+fx5kzZzag8nwtrpmeSllZGSoqKjA8PCwdnei1HDp0CC6XS5p/kHNx7do1OJ1O8Sg0kYpZHSLWTqdTmsyurq5ix44d2LNnD/Ly8kTR0YMIh8MoKiqSlCYVDunezc3N+PznP58xG4FzQz0ejwxqpbJiH40tuXNhJiQej4sn2tHRIQaMniP36cDAwG29/q0qBgvAa8YYC8D/tSzraQA1lmXNAIBlWTPGGPatbgDwlvrfybXHMsQY8xUAXwHSQzI4K4KbKy8vPdats7MTAwMDYuU0qEg+Q3aTEmPSk5J0Xz9STaPRKJxOJ1wuF65fv475+Xns378/I7ug5zcwliNphQqC5JSZmRn09/djYmIC5eXlcDqdOHr0KPbu3YupqSkMDw/j7Nmz0rAz21JqNqQmcDFLUllZKWFPc3MzHnzwQXzqU5+CzWYTnsDS0hL8fj/GxsbQ09MDABlWGkiHHAwjPB6PtIOnizkwMACfzydeCQFeFviQUUpWn2Y1Mgyk20plHAqF0NjYmEGu0mnNLa/hzqWxsRE7duzAm2++iUQiAZ/Ph7a2toyBNmycvLKyIuSnW5VbVQxHLcuaXjv8x40xV9/juTejbG3YAWvK5WkAaG9vtwBI0QkbZRYXF6OzsxOWZeHSpUsZ3Y8ASPMQKgYqDcuypD2aZhUyVVlVVYWZmRm88847aGpqQjgcFro0rSXblTU1NQk6T6Sfcx/Gx8dx/fp1LCwswO12o7q6Gn/yJ3+Cffv24erVqxgeHsYrr7wio9myhSBhaWmphEcOhwOlpaVIpVLw+XwoLy9Hd3c3Dh06hP3796O+vl6yA5FIRBibFy5cAADU1dVJKKTBR/7u8XiEragH2E5MTMDv96OsrAzV1dUoLy/H4uKi9AzUmR52fNZzH3j9CXIy+9He3i69G6jwiQndjNOwJe8vHB/gcrlQV1eHiYkJTE1Nwev1SqGhLrYLBAI4d+7cbb3HLSkGy7Km1777jDH/inRo4DXG1K15C3UAOLJ4EoCeP94IYPr93iOZTIpS0EzA6upqObQDAwMZ5CG2Z3M4HKioqJC/EWzUZbBs8+VyuRAIBDA0NITl5WW4XC7Mzs4iEolIYxWy8zhZO1spcFLU2NgYLMuC2+2Gx+PBU089hd/93d/F4uIinn/+efzHf/zHu85HZPig248VFBTIaDn2WbDb7ZidncXp06dx8OBBpFLp9mQzMzMIhUKS8jxx4gQOHDiAiooKcR+JY/D34uJitLS0oKysTJQswyxyORjS0VNoaGgQHIU4g91ulwE1wDoAq8M8hjcApF9kNlOUbNYt5XDrUlRUhEceeQQTExMYGhpCdXW1TGQbGBiQFLbdbkdzczPsdjvOnTsHv99/W+/zvorBGFMCIM+yrLm1n/8rgP8J4EUAXwLwnbXvL6z9y4sAfmKM+TukwccOAGfe730YLzFmIvpPULK7uxvz8/MyXIP8huXlZQQCAZSXl2cwDbkBmVVYXFwU4Mvr9SIYDCKZTGJoaEgsb0FBejp2Y2Mj6uvrUVtbC6fTiWg0ikAgILMpIpGIrKO8vBwulwu9vb149NFHMT8/j+eeew7f+9733lMpMKtCPKCwsDBjbiQJVvF4HMPDw+jr68POnTtx6NAhaWDLydSvvvoqCgoK0NbWllGQw9BI939kI1ge9Pn5ebjdbtTV1cHv9wsZjK/Baj0q4traWtTV1QkWQbBTd9iip1JbWysU65qamoyp3CRdEW/QoeCWvLt0dHRg9+7d0qEbgPQg0YWAAGQ+5q9//evbVr634jHUAPjXNTeyAMBPLMt6xRhzFsBzxpgvAxgH8AUAsCzrsjHmOQADAFYB/Nn7ZSQIVrElOT+EbvBRV1eH/fv3C4Cm03ALCwsIBoPiknOz0uIC6bBjbGwMyWRSYumVlRVEIhHk56fbuXd2dkpjWBZjJRIJmTAdjUYxMTGBcDgsnoTb7YbNZsOuXbskxfjd735XRpBpYeZBV+HxZ4YUbOzBgqrJyUn4/X4UFhZiYGBAXEXyNfr6+tDf349HHnlEDhzfixgBU7gaj2EJOytVI5GIeA90+TmViq31FxcXJawqLy8XSnX258vLy0NZWZlkgTweTwYZS+M5WpHwsVxWDlzjnRQm3a0UFxejq6tLmvQWFRUhGo3K7wwXGdINDQ1h9+7dqK6uRiwWu633Mrngxhlj/ADiAALv99wcEA+21rnZcr+s9X5ZJ3DztW6zLKvqVv45JxQDABhj3rYs6+C9Xsf7ydY6N1/ul7XeL+sE7n6tOdPabUu2ZEtyR7YUw5ZsyZZskFxSDE/f6wXcomytc/Plflnr/bJO4C7XmjMYw5ZsyZbkjuSSx7AlW7IlOSL3XDEYYx43xgwaY66tVWne6/X8wBjjM8ZcUo9VGmOOG2OG175XqL99c23tg8aYxz7EdTYZY35pjLlijLlsjPmLXFyrMcZujDljjHlnbZ3/IxfXqd473xhz3hjz8xxf5w1jTL8x5oIx5u1NX6tuyfVhfwHIB3AdwHYAhQDeAbDzHq/ptwAcAHBJPfa/AXxj7edvAPhfaz/vXFtzEYDWtc+S/yGtsw7AgbWfywAMra0np9aKdO1M6drPNgCnARzOtXWq9f4lgJ8A+Hmu3vu1978BwJP12Kat9V57DL0ArlmWNWJZ1jKAZ5Au275nYlnWrwCEsh7+HaRLy7H2/bPq8Wcsy0pYljUKgCXmH8Y6ZyzLOrf28xyAK0hXsebUWq20zK/9alv7snJtnQBgjGkE8CkA31MP59w630M2ba33WjE0AJhQv9+0RDsHJKPEHIAuMb/n6zfGtADYj7Q1zrm1rrnnF5AutDtuWVZOrhPA3wP4GgDNyc7FdQLrrRB+s9bCANjEtd7rno+3VKKdw3LP12+MKQXw/wD8N8uyYrpfRfZTb/LYh7JWK10rs88Y40K67mb3ezz9nqzTGPNpAD7Lsn5jjHnoVv7lJo99mPd+01shaLnXHsMdlWjfA/GulZZjM0rMN0uMMTaklcKPLct6PpfXCgCWZUWQ7vT1OHJvnUcBfMak+5s+A+BhY8w/5+A6AWS2QgCQ0QphM9Z6rxXDWQAdxphWY0wh0r0iX7zHa7qZsMQc2Fhi/pQxpsgY04pbLDHfDDFp1+D7AK5YlvV3ubpWY0zVmqcAY0wxgEcBXM21dVqW9U3Lshoty2pBeh/+wrKsL+baOoF0KwRjTBl/RroVwqVNXeuHhaK+B7r6BNKI+nUAf5UD6/kpgBkAK0hr2i8DcAN4A8Dw2vdK9fy/Wlv7IIBPfojr/C9Iu4MXAVxY+3oi19YK4AEA59fWeQnAt9Yez6l1Zq35IaxnJXJunUhn8d5Z+7rMc7OZa91iPm7JlmzJBrnXocSWbMmW5KBsKYYt2ZIt2SBbimFLtmRLNsiWYtiSLdmSDbKlGLZkS7Zkg2wphi3Zki3ZIFuKYUu2ZEs2yJZi2JIt2ZIN8v8BpoYsTxaqqgwAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "data = [[result[0, ...], result[1, ...]],\n", " [result[2, ...], result[3, ...]]]\n", "combined_image = da.block(data)\n", "print(combined_image.shape)\n", "plt.imshow(combined_image, cmap='gray')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## [A segmentation analysis pipeline](#A-segmentation-analysis-pipeline)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll walk through a simple image segmentation and analysis pipeline with three steps:\n", "1. [Filtering](#Filtering)\n", "1. [Segmenting](#Segmenting)\n", "1. [Analyzing](#Analyzing)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### [Filtering](#Filtering)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Most analysis pipelines require some degree of image preprocessing. dask-image has a number of inbuilt filters available via [dask-image ndfilters](https://dask-image.readthedocs.io/en/latest/dask_image.ndfilters.html)\n", "\n", "Commonly a guassian filter may used to smooth the image before segmentation. This causes some loss of sharpness in the image, but can improve segmentation quality for methods that rely on image thresholding." ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "execution": { "iopub.execute_input": "2022-07-27T19:16:55.724609Z", "iopub.status.busy": "2022-07-27T19:16:55.724075Z", "iopub.status.idle": "2022-07-27T19:16:55.731943Z", "shell.execute_reply": "2022-07-27T19:16:55.731381Z" } }, "outputs": [], "source": [ "smoothed_image = dask_image.ndfilters.gaussian_filter(combined_image, sigma=[1, 1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see a small amount of blur in the smoothed image." ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "execution": { "iopub.execute_input": "2022-07-27T19:16:55.734992Z", "iopub.status.busy": "2022-07-27T19:16:55.734451Z", "iopub.status.idle": "2022-07-27T19:16:55.942175Z", "shell.execute_reply": "2022-07-27T19:16:55.941654Z" } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, (ax0, ax1) = plt.subplots(nrows=1, ncols=2)\n", "ax0.imshow(smoothed_image, cmap='gray')\n", "ax1.imshow(smoothed_image - combined_image, cmap='gray')\n", "\n", "# Subplot headings\n", "ax0.set_title('Smoothed image')\n", "ax1.set_title('Difference from original')\n", "\n", "# Don't display axes\n", "ax0.axis('off')\n", "ax1.axis('off')\n", "\n", "# Display images\n", "plt.show(fig)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since the gaussian filter uses information from neighbouring pixels, the computational graph looks more complicated than the ones we looked at earlier. This is no longer embarrassingly parallel. Where possible dask keeps the computations for each of the four image chunks separate, but must combine information from different chunks near the edges.\n" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "execution": { "iopub.execute_input": "2022-07-27T19:16:55.946751Z", "iopub.status.busy": "2022-07-27T19:16:55.945678Z", "iopub.status.idle": "2022-07-27T19:16:56.782946Z", "shell.execute_reply": "2022-07-27T19:16:56.782295Z" } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "smoothed_image.visualize()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### [Segmenting](#Segmenting)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "After the image preprocessing, we segment regions of interest from the data. We'll use a simple arbitrary threshold as the cutoff, at 75% of the maximum intensity of the smoothed image." ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "execution": { "iopub.execute_input": "2022-07-27T19:16:56.793761Z", "iopub.status.busy": "2022-07-27T19:16:56.793187Z", "iopub.status.idle": "2022-07-27T19:16:56.943430Z", "shell.execute_reply": "2022-07-27T19:16:56.942907Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "190.5550614819934\n" ] } ], "source": [ "threshold_value = 0.75 * da.max(smoothed_image).compute()\n", "print(threshold_value)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "execution": { "iopub.execute_input": "2022-07-27T19:16:56.946714Z", "iopub.status.busy": "2022-07-27T19:16:56.946271Z", "iopub.status.idle": "2022-07-27T19:16:57.113713Z", "shell.execute_reply": "2022-07-27T19:16:57.113098Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "threshold_image = smoothed_image > threshold_value\n", "plt.imshow(threshold_image, cmap='gray')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we label each region of connected pixels above the threshold value. For this we use the `label` function from [dask-image ndmeasure](https://dask-image.readthedocs.io/en/latest/dask_image.ndmeasure.html). This will return both the label image, and the number of labels." ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "execution": { "iopub.execute_input": "2022-07-27T19:16:57.116995Z", "iopub.status.busy": "2022-07-27T19:16:57.116682Z", "iopub.status.idle": "2022-07-27T19:16:57.146736Z", "shell.execute_reply": "2022-07-27T19:16:57.146093Z" } }, "outputs": [], "source": [ "label_image, num_labels = dask_image.ndmeasure.label(threshold_image)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "execution": { "iopub.execute_input": "2022-07-27T19:16:57.150514Z", "iopub.status.busy": "2022-07-27T19:16:57.150009Z", "iopub.status.idle": "2022-07-27T19:16:57.381690Z", "shell.execute_reply": "2022-07-27T19:16:57.381027Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of labels: 78\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "print(\"Number of labels:\", int(num_labels))\n", "plt.imshow(label_image, cmap='viridis')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### [Analyzing](#Analysing)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are a number of inbuilt functions in [dask-image ndmeasure](https://dask-image.readthedocs.io/en/latest/dask_image.ndmeasure.html) useful for quantitative analysis.\n", "\n", "We'll use the `dask_image.ndmeasure.mean()` and `dask_image.ndmeasure.standard_deviation()` functions, and apply them to each label region with `dask_image.ndmeasure.labeled_comprehension()`." ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "execution": { "iopub.execute_input": "2022-07-27T19:16:57.385359Z", "iopub.status.busy": "2022-07-27T19:16:57.384849Z", "iopub.status.idle": "2022-07-27T19:16:58.749415Z", "shell.execute_reply": "2022-07-27T19:16:58.748887Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[ 90.87492186 194.69185981 207.76964212 215.16959146 196.92609412\n", " 206.50032105 217.0948 211.0477766 205.68146 208.61031956\n", " 212.43803803 201.39967857 210.291275 198.3529809 201.21037636\n", " 214.13041176 200.9344975 201.85547778 194.46485714 202.60302231\n", " 205.20927983 203.72510602 205.94798756 205.88514047 207.33728\n", " 216.13305227 206.7058 211.6957 211.75921279 224.71301613\n", " 249.08085 215.87763779 198.27655577 213.67658483 205.65810758\n", " 197.46586082 202.35786579 199.16034783 216.27194848 200.69137594\n", " 220.99142573 207.66165 234.37771667 224.00188182 229.2705\n", " 232.9163 187.1873 236.16183793 223.7469 187.813475\n", " 227.4778 244.17155 225.49225806 239.4951 218.7795\n", " 242.99015132 232.4975218 201.98308947 230.57158889 212.82135217\n", " 242.21528571 241.32428889 228.722932 220.1454 239.55\n", " 246.5 241.53348 236.28736 244.84466624 242.09528\n", " 203.37236667 209.34061875 213.76621346 247.53468249 252.488826\n", " 208.5659 197.72356 203.13211 ]\n" ] } ], "source": [ "index = list(range(int(num_labels))) # Note that we're including the background label=0 here, too.\n", "out_dtype = float # The data type we want to use for our results.\n", "default = None # The value to return if an element of index does not exist in the label image.\n", "mean_values = dask_image.ndmeasure.labeled_comprehension(combined_image, label_image, index, dask_image.ndmeasure.mean, out_dtype, default, pass_positions=False)\n", "print(mean_values.compute())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since we're including label 0 in our index, it's not surprising that the first mean value is so much lower than the others - it's the background region below our cutoff threshold for segmentation." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's also calculate the standard deviation of the pixel values in our greyscale image." ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "execution": { "iopub.execute_input": "2022-07-27T19:16:58.752713Z", "iopub.status.busy": "2022-07-27T19:16:58.752021Z", "iopub.status.idle": "2022-07-27T19:16:59.155102Z", "shell.execute_reply": "2022-07-27T19:16:59.154340Z" } }, "outputs": [], "source": [ "stdev_values = dask_image.ndmeasure.labeled_comprehension(combined_image, label_image, index, dask_image.ndmeasure.standard_deviation, out_dtype, default, pass_positions=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, let's load our analysis results into a pandas table and then save it as a csv file." ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "execution": { "iopub.execute_input": "2022-07-27T19:16:59.158922Z", "iopub.status.busy": "2022-07-27T19:16:59.158550Z", "iopub.status.idle": "2022-07-27T19:17:00.860023Z", "shell.execute_reply": "2022-07-27T19:17:00.859440Z" } }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
labelmeanstandard_deviation
0090.87492265.452828
11194.6918602.921235
22207.76964211.411058
33215.1695919.193374
44196.9260945.215053
\n", "
" ], "text/plain": [ " label mean standard_deviation\n", "0 0 90.874922 65.452828\n", "1 1 194.691860 2.921235\n", "2 2 207.769642 11.411058\n", "3 3 215.169591 9.193374\n", "4 4 196.926094 5.215053" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas as pd\n", "\n", "df = pd.DataFrame()\n", "df['label'] = index\n", "df['mean'] = mean_values.compute()\n", "df['standard_deviation'] = stdev_values.compute()\n", "\n", "df.head()" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "execution": { "iopub.execute_input": "2022-07-27T19:17:00.863025Z", "iopub.status.busy": "2022-07-27T19:17:00.862585Z", "iopub.status.idle": "2022-07-27T19:17:00.868988Z", "shell.execute_reply": "2022-07-27T19:17:00.868370Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saved example_analysis_results.csv\n" ] } ], "source": [ "df.to_csv('example_analysis_results.csv')\n", "print('Saved example_analysis_results.csv')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## [Next steps](#Next-steps)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I hope this guide has helped you to get started with dask-image. \n", "\n", "**Documentation**\n", "\n", "You can read more about dask-image in the [dask-image documentation](https://dask-image.readthedocs.io/en/latest/api.html)\n", "and [API reference](https://dask-image.readthedocs.io/en/latest/api.html). Documentation for [dask is here](http://docs.dask.org/en/latest/).\n", "\n", "The dask-examples repository has a number of other example notebooks: https://github.com/dask/dask-examples\n", "\n", "**Scaling up with dask distributed**\n", "\n", "If you want to send dask jobs to a computing cluster for distributed processing, you should take a look at [dask distributed](https://distributed.dask.org/en/latest/). There is also a [quickstart guide available](https://distributed.dask.org/en/latest/quickstart.html).\n", "\n", "**Saving image data with zarr**\n", "\n", "In some cases it may be necessary to save large data after image processing, [zarr](https://zarr.readthedocs.io/en/stable/) is a python library that you may find useful." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## [Cleaning up temporary directories and files](#Cleaning-up-temporary-directories-and-files)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You recall we saved some example data to the directories `temp/` and `temp-tiles/`. To delete the contents, run the following command:" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "execution": { "iopub.execute_input": "2022-07-27T19:17:00.871923Z", "iopub.status.busy": "2022-07-27T19:17:00.871703Z", "iopub.status.idle": "2022-07-27T19:17:01.043272Z", "shell.execute_reply": "2022-07-27T19:17:01.042289Z" } }, "outputs": [], "source": [ "!rm -r temp" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "execution": { "iopub.execute_input": "2022-07-27T19:17:01.047576Z", "iopub.status.busy": "2022-07-27T19:17:01.047055Z", "iopub.status.idle": "2022-07-27T19:17:01.212332Z", "shell.execute_reply": "2022-07-27T19:17:01.211105Z" } }, "outputs": [], "source": [ "!rm -r temp-tiles" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.12" } }, "nbformat": 4, "nbformat_minor": 4 }