{ "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": "2022-06-17T02:43:41.758600Z", "iopub.status.busy": "2022-06-17T02:43:41.758224Z", "iopub.status.idle": "2022-06-17T02:43:43.369614Z", "shell.execute_reply": "2022-06-17T02:43:43.368731Z" } }, "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": "2022-06-17T02:43:43.373588Z", "iopub.status.busy": "2022-06-17T02:43:43.373259Z", "iopub.status.idle": "2022-06-17T02:43:43.386534Z", "shell.execute_reply": "2022-06-17T02:43:43.385812Z" } }, "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": "2022-06-17T02:43:43.389194Z", "iopub.status.busy": "2022-06-17T02:43:43.389000Z", "iopub.status.idle": "2022-06-17T02:43:43.544521Z", "shell.execute_reply": "2022-06-17T02:43:43.543585Z" } }, "outputs": [], "source": [ "!mkdir temp" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2022-06-17T02:43:43.548925Z", "iopub.status.busy": "2022-06-17T02:43:43.548429Z", "iopub.status.idle": "2022-06-17T02:43:43.910651Z", "shell.execute_reply": "2022-06-17T02:43:43.909819Z" } }, "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": "2022-06-17T02:43:43.914017Z", "iopub.status.busy": "2022-06-17T02:43:43.913658Z", "iopub.status.idle": "2022-06-17T02:43:44.068967Z", "shell.execute_reply": "2022-06-17T02:43:44.067901Z" } }, "outputs": [], "source": [ "!mkdir temp-tiles" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2022-06-17T02:43:44.073286Z", "iopub.status.busy": "2022-06-17T02:43:44.072784Z", "iopub.status.idle": "2022-06-17T02:43:44.258100Z", "shell.execute_reply": "2022-06-17T02:43:44.257343Z" } }, "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": "2022-06-17T02:43:44.261368Z", "iopub.status.busy": "2022-06-17T02:43:44.261027Z", "iopub.status.idle": "2022-06-17T02:43:44.265163Z", "shell.execute_reply": "2022-06-17T02:43:44.264624Z" } }, "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": "2022-06-17T02:43:44.267966Z", "iopub.status.busy": "2022-06-17T02:43:44.267639Z", "iopub.status.idle": "2022-06-17T02:43:44.506468Z", "shell.execute_reply": "2022-06-17T02:43:44.505696Z" } }, "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", 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" ] }, "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": "2022-06-17T02:43:44.509426Z", "iopub.status.busy": "2022-06-17T02:43:44.509091Z", "iopub.status.idle": "2022-06-17T02:43:44.667491Z", "shell.execute_reply": "2022-06-17T02:43:44.666660Z" } }, "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": "2022-06-17T02:43:44.671080Z", "iopub.status.busy": "2022-06-17T02:43:44.670460Z", "iopub.status.idle": "2022-06-17T02:43:44.683922Z", "shell.execute_reply": "2022-06-17T02:43:44.683226Z" } }, "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": "2022-06-17T02:43:44.686662Z", "iopub.status.busy": "2022-06-17T02:43:44.686334Z", "iopub.status.idle": "2022-06-17T02:43:45.099297Z", "shell.execute_reply": "2022-06-17T02:43:45.098616Z" } }, "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": "2022-06-17T02:43:45.102276Z", "iopub.status.busy": "2022-06-17T02:43:45.101860Z", "iopub.status.idle": "2022-06-17T02:43:45.106101Z", "shell.execute_reply": "2022-06-17T02:43:45.105413Z" } }, "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": "2022-06-17T02:43:45.108934Z", "iopub.status.busy": "2022-06-17T02:43:45.108530Z", "iopub.status.idle": "2022-06-17T02:43:45.222747Z", "shell.execute_reply": "2022-06-17T02:43:45.221923Z" } }, "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": "2022-06-17T02:43:45.226198Z", "iopub.status.busy": "2022-06-17T02:43:45.225699Z", "iopub.status.idle": "2022-06-17T02:43:45.451066Z", "shell.execute_reply": "2022-06-17T02:43:45.450402Z" } }, "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", 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" ] }, "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": "2022-06-17T02:43:45.454505Z", "iopub.status.busy": "2022-06-17T02:43:45.454078Z", "iopub.status.idle": "2022-06-17T02:43:45.697989Z", "shell.execute_reply": "2022-06-17T02:43:45.697272Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "dask.array\n" ] }, { "data": { "image/png": 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z0DMATkDPQM/gDyzD4LMZM2bI7bffLmFhYfLNN9/I6NGjxeVyWT0WLBAXFyczZ86U+fPny+zZs6V169aydetWq8cCgHKhZ7iCngEIZvQMV9AzAMGMnuEKegazsQyD106ePCl33323/OY3v5Gnn35aNmzYwKMzICIigwYNkm+++Ubi4+MlOTlZJk2aJKpq9VgAcE30DKWhZwCCCT1DaegZgGBCz1AaegazeMaPHz/e6iEQPL7++mvp1q2b/Pjjj7Jo0SJ58MEHxe1mp4qfxMbGysiRI8Xj8cgLL7wgO3bskF69evGazgBshZ7heugZgGBAz3A99AxAMKBnuB56BhPs4F4F5TZz5kzp2LGj1K9fXzZv3izt27e3eiTY1JUwrVq1SlJTU+W2226TnTt3Wj0WAIgIPUP50TMAdkbPUF70DICd0TOUFz2DUSzDcF25ubny5JNPysiRI+Xhhx+WlStXSo0aNaweC0GgY8eO8tVXX0nVqlUlOTlZPvroI6tHAhDC6Bl8Rc8A2Ak9g6/oGQA7oWfwFT2Dr/4/9u48uqryftv4fTIAYYwSBAcgIMgYIIiACYMIYgChaABnrQPa6qvYomKtrfjTtlbr0KpVF061tSIa0IIyyCxB5imBMkkioCASi0whCcl+/7CwpEw5J+fs59l7X5+1WF0NCPcJkIu1vjknvEwiTqmoqEgDBgzQ9OnT9c9//lO//OUveZoywlK3bl3deOON2rZtm371q18pPj5evXr1Mj0LQMDQM1QVPQNgA3qGqqJnAGxAz1BV9AwRyOcYhpPatGmTLr30Uu3Zs0ezZ89W7969TU+CRyUkJGjw4MFq0KCBxowZo8LCQg0cOFDx8fGmpwEIAHqGaKFnAEyiZ4gWegbAJHqGaKFnCFN+yHEcx/QK2GfRokUaMmSIUlNT9a9//UuNGjUyPQk+MWPGDA0fPlxdunRRTk6OkpOTTU8C4GP0DLFCzwC4iZ4hVugZADfRM8QKPUMljOf5pzjO+++/rz59+igjI0Nz584lTIiq/v37a+7cuVq/fr169uyprVu3mp4EwKfoGWKJngFwCz1DLNEzAG6hZ4gleobK4BiGY7z++uu69tprdccddygnJ0c1a9Y0PQk+lJ6erkWLFikUCqlXr17avHmz6UkAfIaewQ30DECs0TO4gZ4BiDV6BjfQM5wOxzAc9fLLL+uOO+7Q/fffrz//+c+8vipiqnHjxpo/f77OPvts9ejRQ3l5eaYnAfAJegY30TMAsULP4CZ6BiBW6BncRM9wKhzDIEn64x//qLvuuktjx47Vk08+aXoOAiI5OVkzZ85Uu3bt1Lt3by1evNj0JAAeR89gAj0DEG30DCbQMwDRRs9gAj3DyYQcx3FMj4BZjz76qB5//HG9+OKLuuuuu0zPQQAdPHhQV155pRYvXqxp06ape/fupicB8CB6BtPoGYBooGcwjZ4BiAZ6BtPoGf7HeI5hAff73/9ev/nNb/Taa6/plltuMT0HAVZSUqJhw4ZpwYIFmj17ttLT001PAuAh9Ay2oGcAqoKewRb0DEBV0DPYgp7hRziGBdkLL7ygUaNG6aWXXtLPf/5z03MAlZaWaujQoVq6dKnmzZuntm3bmp4EwAPoGWxDzwBEgp7BNvQMQCToGWxDz/BfHMOC6q233tKtt96qJ598Ug8++KDpOcBRBw8e1IABA7RhwwbNmzdPrVq1Mj0JgMXoGWxFzwCEg57BVvQMQDjoGWxFzyCOYcH07rvv6oYbbtCjjz6q3/72t6bnAMf5/vvv1bdvXxUVFWnBggU699xzTU8CYCF6BtvRMwCVQc9gO3oGoDLoGWxHzwKPY1jQzJs3T5dffrnuvvtuPfPMM6bnACdVVFSknj17qnr16po/f77q1KljehIAi9AzeAU9A3Aq9AxeQc8AnAo9g1fQs0DjGBYk69evV2Zmpi699FK99957iouLMz0JOKXCwkJ1795d6enpmjx5shISEkxPAmABegavoWcAToSewWvoGYAToWfwGnoWWBzDgmL37t26+OKLdcYZZ2ju3LmqWbOm6UlApSxbtkyXXHKJrr32Wo0bN870HACG0TN4FT0D8GP0DF5FzwD8GD2DV9GzQBofP3bs2LGmVyC2iouLdfnll+vgwYOaPXu2kpOTTU8CKu2cc85RmzZt9Ktf/Uo1a9ZUZmam6UkADKFn8DJ6BuAIegYvo2cAjqBn8DJ6Fkj5HMMC4Pbbb9fnn3+u2bNnq0mTJqbnAGFr06aN6tSpozFjxqh79+5q0aKF6UkADKBn8Dp6BkCiZ/A+egZAomfwPnoWOPm8TKLPvfTSS7r33ns1efJkDRw40PQcoEpuueUWffTRR1q2bJmaN29ueg4AF9Ez+Ak9A4KLnsFP6BkQXPQMfkLPAoOvGeZnixYtUu/evfXrX/9av/3tb03PAaqsuLhYPXr0UHl5uRYuXMhrUQMBQc/gN/QMCCZ6Br+hZ0Aw0TP4DT0LDI5hfvXNN9/owgsvVHp6uj766CPFxcWZngRERWFhobp06aKsrCz94x//MD0HQIzRM/gVPQOChZ7Br+gZECz0DH5FzwJhPF8zzIcqKio0dOhQHTx4UFOnTlVSUpLpSUDUJCcnq3379nr44Yd13nnnqXPnzqYnAYgRegY/o2dAcNAz+Bk9A4KDnsHP6Fkg5HO+96E//elP+uyzz/TOO+8oOTnZ9Bwg6gYOHKj7779fo0aN0oYNG0zPARAj9Ax+R8+AYKBn8Dt6BgQDPYPf0TP/42USfWblypXq3r27Hn/8cT344IOm5wAxU1ZWdszr+VarVs30JABRRM8QFPQM8Dd6hqCgZ4C/0TMEBT3zNb5mmJ8cOnRIF110kc444wzNmTNH8fHxpicBMbV582alp6dr1KhReuKJJ0zPARAl9AxBQ88Af6JnCBp6BvgTPUPQ0DPf4muG+cmoUaO0cOFCffrppzxdGYFw5plnqn79+nr44YfVp08fNW3a1PQkAFFAzxA09AzwJ3qGoKFngD/RMwQNPfOtfJ4Z5hNz587VpZdeqn/+85+65pprTM8BXDV48GBt2LBBq1ev5gu4Ah5HzxBk9AzwD3qGIKNngH/QMwQZPfMdXibRD0pKStSpUyedf/75mjJliuk5gOu+/vprtWvXTj//+c/1+9//3vQcABGiZwg6egb4Az1D0NEzwB/oGYKOnvnO+DjTC1B1jz76qL7++mu98sorpqcARpxzzjn63e9+p6efflorVqwwPQdAhOgZgo6eAf5AzxB09AzwB3qGoKNn/sMzwzxu9erVuuiii/TnP/9ZP//5z03PAYypqKhQ7969tW/fPi1dulSJiYmmJwEIAz0DfkDPAG+jZ8AP6BngbfQM+AE98xVeJtHLKioq1LVrVyUlJWnevHmKi+OJfgi2f//730pPT9cf/vAH/eIXvzA9B0Al0TPgWPQM8CZ6BhyLngHeRM+AY9Ez3+BlEr3srbfe0urVq/XKK68QJkBSmzZtdP/99+uxxx7Tt99+a3oOgEqiZ8Cx6BngTfQMOBY9A7yJngHHomf+wTPDPGrfvn1q1aqVsrOz9cILL5ieA1jj4MGDatOmjbKysvTqq6+angPgNOgZcGL0DPAWegacGD0DvIWeASdGz3yBZ4Z51e9+9zsdOnRIjz76qOkpgFVq1qypJ554Qq+99pqWL19ueg6A06BnwInRM8Bb6BlwYvQM8BZ6BpwYPfMHnhnmQVu2bFG7du301FNP6Z577jE9B7CO4zjq2bOnEhMTNWfOHNNzAJwEPQNOjZ4B3kDPgFOjZ4A30DPg1OiZ543nGOZB11xzjdasWaPVq1crMTHR9BzASosWLVJGRoY+/PBDDRkyxPQcACdAz4DTo2eA/egZcHr0DLAfPQNOj555Gscwr8nPz1fHjh31wQcf6MorrzQ9B7Badna2Nm3apFWrVvFFXwHL0DOg8ugZYC96BlQePQPsRc+AyqNnnsUxzGuGDh2qbdu2admyZQqFQqbnAFZbu3atOnTooPfee0/Dhg0zPQfAj9AzoPLoGWAvegZUHj0D7EXPgMqjZ57FMcxLli9frosuukiTJ0/WoEGDTM8BPOHaa6/VmjVrlJeXx2drAJagZ0D46BlgH3oGhI+eAfahZ0D46JkncQzzkoEDB+rbb7/VkiVL+CwNoJI2bdqktm3b6q233tL1119veg4A0TMgEvQMsA89A8JHzwD70DMgfPTMkziGecXSpUvVtWtXTZ8+Xf379zc9B/CUm2++WYsXL9a6dev4bA3AMHoGRI6eAfagZ0Dk6BlgD3oGRI6eeQ7HMK8YMWKEtmzZomXLlpmeAnjOhg0b1LZtW02aNElDhgwxPQcINHoGRI6eAfagZ0Dk6BlgD3oGRI6eeQ7HMC8oLCxUy5Yt9fe//13XXHON6TmAJw0ePFh79+7VvHnzTE8BAoueAVVHzwDz6BlQdfQMMI+eAVVHzzxlPM/f84DnnntOjRo1UnZ2tukpgGeNHj1a8+fP16JFi0xPAQKLngFVR88A8+gZUHX0DDCPngFVR8+8hWOY5fbs2aM33nhDv/zlL5WYmGh6DuBZl1xyibp166bnnnvO9BQgkOgZEB30DDCLngHRQc8As+gZEB30zFs4hlnutddeU3x8vG677TbTUwDPu++++zRx4kRt3brV9BQgcOgZED30DDCHngHRQ88Ac+gZED30zDs4hlnMcRyNGzdON910k+rWrWt6DuB5w4YNU4MGDfTGG2+YngIECj0DooueAWbQMyC66BlgBj0DooueeQfHMIvNmzdPGzdu1K233mp6CuALCQkJuvHGG/X666+rvLzc9BwgMOgZEF30DDCDngHRRc8AM+gZEF30zDs4hlls3Lhx6tatmzp16mR6CuAbd9xxh7766ivNmDHD9BQgMOgZEH30DHAfPQOij54B7qNnQPTRM2/gGGapoqIiTZw4USNHjjQ9BfCV888/X71799a4ceNMTwECgZ4BsUHPAHfRMyA26BngLnoGxAY98waOYZb6xz/+ocTERF199dWmpwC+M3LkSE2ZMkU7d+40PQXwPXoGxA49A9xDz4DYoWeAe+gZEDv0zH4cwyz17rvvKjs7W7Vr1zY9BfCdK6+8UjVq1NAHH3xgegrge/QMiB16BriHngGxQ88A99AzIHbomf04hllo69atWrJkia655hrTUwBfSkpK0pAhQ/Tee++ZngL4Gj0DYoueAe6gZ0Bs0TPAHfQMiC16Zj+OYRYaP368kpOT1adPH9NTAN+6+uqrlZubq61bt5qeAvgWPQNij54BsUfPgNijZ0Ds0TMg9uiZ3TiGWWjChAkaNmyYqlWrZnoK4FuXX365kpOTlZOTY3oK4Fv0DIg9egbEHj0DYo+eAbFHz4DYo2d24xhmmS1btmjFihUaMWKE6SmAr1WrVk1DhgzRhAkTTE8BfImeAe6gZ0Bs0TPAHfQMiC16BriDntmNY5hlPvzwQ5155pm65JJLTE8BfG/YsGFavHixduzYYXoK4Dv0DHAPPQNih54B7qFnQOzQM8A99MxeHMMsM3XqVPXv318JCQmmpwC+17dvX9WoUUMzZswwPQXwHXoGuIeeAbFDzwD30DMgdugZ4B56Zi+OYRY5cOCAPvvsMw0YMMD0FCAQkpKS1LNnT02bNs30FMBX6BngLnoGxAY9A9xFz4DYoGeAu+iZvTiGWWT27NkqKytT//79TU8BAuPyyy/X9OnTVV5ebnoK4Bv0DHAfPQOij54B7qNnQPTRM8B99MxOHMMsMnXqVHXu3FkNGzY0PQUIjAEDBug///mPlixZYnoK4Bv0DHAfPQOij54B7qNnQPTRM8B99MxOHMMsMmPGDGVlZZmeAQRKmzZtlJqaqunTp5ueAvgGPQPcR8+A6KNngPvoGRB99AxwHz2zE8cwS3z99df64osv1KdPH9NTgMDp3bu3PvvsM9MzAF+gZ4A59AyIHnoGmEPPgOihZ4A59Mw+HMMskZubq4SEBHXt2tX0FCBwMjMztXjxYpWVlZmeAngePQPMoWdA9NAzwBx6BkQPPQPMoWf24RhmidzcXHXs2FG1a9c2PQUInB49eujAgQNavXq16SmA59EzwBx6BkQPPQPMoWdA9NAzwBx6Zh+OYZbIzc1VZmam6RlAILVu3VoNGjRQbm6u6SmA59EzwBx6BkQPPQPMoWdA9NAzwBx6Zh+OYRY4ePCgVq9erYyMDNNTgEAKhULq3r07cQKqiJ4BZtEzIDroGWAWPQOig54BZtEz+3AMs8DKlStVVlambt26mZ4CBFb37t21ZMkS0zMAT6NngHn0DKg6egaYR8+AqqNngHn0zC4cwyywevVqJScnq2nTpqanAIHVsWNHbd26VXv27DE9BfAsegaYR8+AqqNngHn0DKg6egaYR8/swjHMAnl5eerQoYNCoZDpKUBgpaWlyXEc5efnm54CeBY9A8yjZ0DV0TPAPHoGVB09A8yjZ3bhGGaBNWvWKC0tzfQMINCaNGmi5ORkrVmzxvQUwLPoGWAePQOqjp4B5tEzoOroGWAePbMLxzDDjlyGiRNgXvv27ZWXl2d6BuBJ9AywBz0DIkfPAHvQMyBy9AywBz2zB8cwwwoLC7V3717iBFigQ4cOxAmIED0D7EHPgMjRM8Ae9AyIHD0D7EHP7MExzLBNmzZJklq3bm14CYBWrVpp48aNpmcAnkTPAHvQMyBy9AywBz0DIkfPAHvQM3twDDOsoKBAdevW1Zlnnml6ChB4zZo107fffqv9+/ebngJ4Dj0D7EHPgMjRM8Ae9AyIHD0D7EHP7MExzLDCwkI1a9bM9AwAklJTUyVJX375pdkhgAfRM8Ae9AyIHD0D7EHPgMjRM8Ae9MweHMMMKywsPPoXAoBZR/6hWFBQYHgJ4D30DLAHPQMiR88Ae9AzIHL0DLAHPbMHxzDDCgoK+EwNwBK1a9dWSkoKcQIiQM8Ae9AzIHL0DLAHPQMiR88Ae9Aze3AMM+zLL79U06ZNTc8A8F/NmjVTYWGh6RmA59AzwC70DIgMPQPsQs+AyNAzwC70zA4cwwyqqKjQt99+q0aNGpmeAuC/GjVqpF27dpmeAXgKPQPsQ8+A8NEzwD70DAgfPQPsQ8/swDHMoD179qi8vFwpKSmmpwD4r5SUFBUVFZmeAXgKPQPsQ8+A8NEzwD70DAgfPQPsQ8/swDHMoCN/AYhTcLz11lsKhUL64IMPwv5vDx06pAcffFDNmzdXQkKCQqGQ9u/fH4OVwVa/fn3t3r3b9AzAU+hZ8NAz+9EzIHz0LHjomf3oGRA+ehY89Mx+9MwOCaYHBNmRONWvX9/wEnjBH/7wBz399NOmZ/he/fr1+UwNIEz0DOGgZ+6gZ0D46BnCQc/cQc+A8NEzhIOeuYOe2YFnhhl05BrMZ2qgMj766CPVq1dP69atU3l5uRzHUe3atU3P8h2etgyEj54hHPTMHfQMCB89QzjomTvoGRA+eoZw0DN30DM7cAwz6D//+Y9q1KihpKQk01PgAdu3b1erVq3Upk0bxcXxVzdWzjzzTO3du1eHDx82PQXwDHqGcNAzd9AzIHz0DOGgZ+6gZ0D46BnCQc/cQc/swJ9wg4qLi60N07Rp0xQKhfT8889rzpw5ysjIUK1atdS4cWM9+eSTR3/cCy+8oFatWqlGjRpq3bq13n///eN+rvnz5+v6669XixYtVL16dTVo0ECDBw9Wbm7uSX/NWbNmKSMjQzVr1tRZZ52lkSNH6ttvv63S45g3b5569+6tOnXqqEuXLpIkx3H0xhtvKCMjQ3Xq1FFSUpI6duyol156SY7jRPQ4pB++WOn/+3//T2effbaSkpLUpUsXTZkyJez9knTfffcpFAqpqKhIS5YsUSgUUigU0s9+9rNKPcZwtkfz9z2c961NkpKS5DiOSkpKTE8BPIOe0bPKoGfuomdA+OgZPasMeuYuegaEj57Rs8qgZ+6iZ5ZwYMwLL7zgNGzY0PSME5o6daojybn66qudhIQER9Ix35599lnnwQcfPO7tcXFxzsqVK4/+PDt27Djuxxz5lpCQ4MybN++4X3P48OFOfHz8cT++devWzr59+yJ6HMOHDz/mcaSnpzsVFRXO9ddff9J9I0eOjOhxFBcXO506dTrux4VCIefqq692JDnvv/9+pR/DqFGjTvjr3nnnnad9jJH+HlT19z2c961tZs6c6UhyvvvuO9NTAM+ghqGYsQAAIABJREFUZ/SsMuiZu+gZED56Rs8qg565i54B4aNn9Kwy6Jm76JkV3uUYZtAzzzzjNG7c2PSMEzryQUqSc9999zmFhYXO/v37nQ8++MBJTEx06tWr59SpU8d57bXXnF27djlFRUXO6NGjHUnOTTfddPTn2blzp3PZZZc5kydPdrZt2+aUlpY633zzjTNhwgSnVq1azoABA074a/70pz91Nm3a5Ozfv9+ZP3++k5aW5khyHnnkkYgfx6233ups2LDBOXz4sOM4jvP22287kpy0tDTnk08+cYqKipz9+/c78+bNczp27OhIchYuXBj243jqqaccSU6rVq2cmTNnOvv27XO2bNni3HXXXUe3hBOnI+rVq+d069YtrMcY7vZo/b6H8761zfz58x1Jzo4dO0xPATyDntGzcNAzd9AzIHz0jJ6Fg565g54B4aNn9Cwc9Mwd9MwKHMNM+v3vf++cf/75pmec0JEPUllZWcd9X3Z2tiPJeeaZZ455++HDh5169eo5Xbp0Oebty5Ytc4YPH+6cc845x13/zzvvvON+za5duzoVFRXH/BxffPGFk5iY6LRu3Tqix9G9e/fjfs4+ffo48fHxztdff33cf7d27VpHkjNmzJiwH0e3bt2cUCjk5OfnH/fz9u3bN2ZxOtFjDHd7tH7fw33f2mTx4sWOJKewsND0FMAz6Bk9Cwc9cwc9A8JHz+hZOOiZO+gZED56Rs/CQc/cQc+s8G6CYExpaamqVatmesYp9e7d+7i3NW3aVJLUq1evY94eHx+vc889V998883Rty1cuFB9+vRRaWnpCX/+4uLi497Wv39/hUKhY97WvHlzXXDBBdq4cWPYj0GS+vXrd9zPuXbtWpWXl6tx48aSJMdxjr627JH/3bp1a9iPY/PmzTr33HPVrl27435cVlaWZs2aFdFjOJ0TPUYpst+Dqv6+h/O+tc2Rv5Mne38BOB49o2fRRM+ig54B4aNn9Cya6Fl00DMgfPSMnkUTPYsOemaHONMDguzw4cNKSLD7HlmjRo3j3nbkA+DJvq+iouLo/3/yySdVWlqqRx99VJs3b1ZxcbEqKirkOI5atWoVu+H/o379+se97cjO8vJylZeXH93l/OiLLR75AGXL4ziVEz1GKbLtVf19D+d9axviBISPntGzaKJn0UHPgPDRM3oWTfQsOugZED56Rs+iiZ5FBz2zA8cwgxISEnT48GHTM2Jqy5YtatiwocaOHavzzz9fNWrUUCgU0hdffKFNmzad8L+ZMWPGMR/Ejvw8Gzdu1Pnnnx+1ba1bt1bNmjW1Z8+eox84//fbBx98EPbjaNGihb766iutXbv2uF9z2rRpUdtfWZH8HlRVOO9b2xyJku2fRQXYhJ7RMzfQs/DQMyB89IyeuYGehYeeAeGjZ/TMDfQsPPTMDhzDDKpevbrvr8FNmjTRrl279OKLL+r777/X999/r08++UQDBw485rL/Y0uWLNFtt92mzZs368CBA1qwYIGuvPJKlZWVadiwYVHbdtttt+ngwYPq16+fpkyZom+//ValpaX68ssv9fHHHys7O/voU4zDeRzZ2dlyHEfZ2dmaPXu29u/fr4KCAt19990xe8ryqUTye1BV4bxvbUOcgPDRM3rmBnoWHnoGhI+e0TM30LPw0DMgfPSMnrmBnoWHntmBY5hB1apV832c7rzzTjmOo3vuuUfJyclKTk7WoEGDVKtWLbVv3/6E/82wYcP09ttvq2XLlqpdu7Z69uypNWvWqHXr1hozZkzUtt1888366U9/qmXLlmnw4ME666yzVL16daWmpuqKK67QxIkTVVZWFvbjuOeee9SpUydt2LBBffv2VZ06ddS8eXO9/PLLuvrqq6O2v7Ii+T2oqnDet7YpKSmR9MM/HgFUDj2jZ26gZ+GhZ0D46Bk9cwM9Cw89A8JHz+iZG+hZeOiZHTiGGRSEOP3kJz/RO++8ow4dOigpKUlnn3227rzzTs2aNeukf/kzMzM1depUde3aVUlJSUpJSdFtt92m+fPnq3bt2lHbFgqF9Oabb+q9995Tv379dMYZZ6hatWpq3ry5hg4dqkmTJqlfv35hP44aNWpozpw5uuuuu9SwYUPVqFFD6enpmjRpkrKysqK2v7Ii+T2oqnDet7Y58neSOAGVR8/omRvoWXjoGRA+ekbP3EDPwkPPgPDRM3rmBnoWHnpmh5Dzvy+WCteMGzdOY8aM0XfffWd6ihWmTZumAQMG6LnnntN9991neg4C6pNPPtGgQYN04MAB1axZ0/QcwBPo2bHoGWxAz4Dw0bNj0TPYgJ4B4aNnx6JnsAE9s8J4nhlmUFJSkoqLi03PAPAjhw4dUigU4jV8gTDQM8A+9AwIHz0D7EPPgPDRM8A+9MwOHMMMOvPMM3Xo0CEdOHDA9BRPWbVqlUKh0Gm/DR061PTUU/LL4/Cb3bt3q169ekpISDA9BfAMehYZv3TAL4/Db+gZED56Fhm/dMAvj8Nv6BkQPnoWGb90wC+Pw2/omR04hhlUv359SVJRUZHhJQCOKCoqUkpKiukZgKfQM8A+9AwIHz0D7EPPgPDRM8A+9MwOnCINOvIXYPfu3WrSpInhNeZlZWWpMl/CrlOnTpX6cbbzy+Pwm6KioqP/cARQOfTsWPQMNqBnQPjo2bHoGWxAz4Dw0bNj0TPYgJ7ZgWeGGXTkL8Du3bsNLwFwxO7du4kTECZ6BtiHngHho2eAfegZED56BtiHntmBY5hB9erVU2JiIk9bBiyye/dunrYMhImeAfahZ0D46BlgH3oGhI+eAfahZ3bgGGZQKBRSSkqKdu7caXoKgP/atWuXGjRoYHoG4Cn0DLAPPQPCR88A+9AzIHz0DLAPPbMDxzDDmjZtqi+//NL0DAD/tWXLFqWmppqeAXgOPQPsQs+AyNAzwC70DIgMPQPsQs/swDHMsGbNmqmgoMD0DACS9u3bp6KiIjVr1sz0FMBz6BlgD3oGRI6eAfagZ0Dk6BlgD3pmD45hhqWmpqqwsND0DADS0X8oEicgfPQMsAc9AyJHzwB70DMgcvQMsAc9swfHMMNSU1P5TA3AEkf+odi0aVOzQwAPomeAPegZEDl6BtiDngGRo2eAPeiZPTiGGdasWbOjT5UEYFZBQYHOOuss1apVy/QUwHPoGWAPegZEjp4B9qBnQOToGWAPemYPjmGGtWzZUpK0fv16w0sAbNiwQRdccIHpGYAn0TPAHvQMiBw9A+xBz4DI0TPAHvTMHhzDDGvatKmSk5O1Zs0a01OAwFu9erU6dOhgegbgSfQMsAc9AyJHzwB70DMgcvQMsAc9swfHMMNCoZDat2+vvLw801OAQHMcR/n5+UpLSzM9BfAkegbYgZ4BVUPPADvQM6Bq6BlgB3pmF45hFujQoQOfqQEY9uWXX2rv3r18pgZQBfQMMI+eAVVHzwDz6BlQdfQMMI+e2YVjmAXS0tKUl5cnx3FMTwECKy8v7+hnTgGIDD0DzKNnQNXRM8A8egZUHT0DzKNnduEYZoEOHTpo7969KiwsND0FCKw1a9aoadOmqlu3rukpgGfRM8A8egZUHT0DzKNnQNXRM8A8emYXjmEWSE9PV7Vq1fT555+bngIE1sKFC9WtWzfTMwBPo2eAefQMqDp6BphHz4Cqo2eAefTMLhzDLJCUlKT09HQtXLjQ9BQgkBzH0aJFi5SZmWl6CuBp9Awwi54B0UHPALPoGRAd9Awwi57Zh2OYJTIzM5Wbm2t6BhBIa9eu1XfffacePXqYngJ4Hj0DzKFnQPTQM8AcegZEDz0DzKFn9uEYZonMzEzl5eXp+++/Nz0FCJzc3FzVrl1baWlppqcAnkfPAHPoGRA99Awwh54B0UPPAHPomX04hlkiMzNT5eXlWrJkiekpQODk5ubq4osvVkJCgukpgOfRM8AcegZEDz0DzKFnQPTQM8AcemYfjmGWaNiwoVq2bKm5c+eangIEzty5c3nKMhAl9Awwh54B0UPPAHPoGRA99Awwh57Zh2OYRS6//HJNnTrV9AwgUNauXatt27YpKyvL9BTAN+gZ4D56BkQfPQPcR8+A6KNngPvomZ04hlkkKytLq1at0tdff216ChAYU6dOVUpKirp06WJ6CuAb9AxwHz0Doo+eAe6jZ0D00TPAffTMThzDLHLppZeqRo0amjFjhukpQGBMmzZN/fv3V1wcHw6BaKFngPvoGRB99AxwHz0Doo+eAe6jZ3bid8MiSUlJ6tmzp6ZNm2Z6ChAIBw4c0IIFC3jKMhBl9AxwFz0DYoOeAe6iZ0Bs0DPAXfTMXhzDLDNgwADNmDFDZWVlpqcAvjdz5kyVlZWpf//+pqcAvkPPAPfQMyB26BngHnoGxA49A9xDz+zFMcwyV111lfbs2aNZs2aZngL43vvvv6+MjAw1bNjQ9BTAd+gZ4B56BsQOPQPcQ8+A2KFngHvomb04hlmmSZMmuuiiizRhwgTTUwBfO3TokCZPnqwRI0aYngL4Ej0D3EHPgNiiZ4A76BkQW/QMcAc9sxvHMAuNGDFCkyZNUklJiekpgG998skn2r9/v7Kzs01PAXyLngGxR8+A2KNnQOzRMyD26BkQe/TMbhzDLDRixAh9//33+vTTT01PAXxrwoQJ6tWrl8455xzTUwDfomdA7NEzIPboGRB79AyIPXoGxB49sxvHMAs1btxYF198MU9dBmLk4MGD+vjjj3nKMhBj9AyILXoGuIOeAbFFzwB30DMgtuiZ/TiGWeq6667TpEmTtHfvXtNTAN/54IMPVFpaqmHDhpmeAvgePQNih54B7qFnQOzQM8A99AyIHXpmP45hlrrhhhtUUVGh8ePHm54C+M5rr72mIUOGqEGDBqanAL5Hz4DYoWeAe+gZEDv0DHAPPQNih57Zj2OYperVq6fs7GyNGzfO9BTAVzZs2KAFCxZo5MiRpqcAgUDPgNigZ4C76BkQG/QMcBc9A2KDnnkDxzCLjRw5UsuWLdPKlStNTwF8Y9y4cTrvvPPUt29f01OAwKBnQPTRM8B99AyIPnoGuI+eAdFHz7yBY5jFevbsqbZt2+q1114zPQXwhdLSUv3973/XyJEjFR8fb3oOEBj0DIguegaYQc+A6KJngBn0DIgueuYdHMMsd/vtt+vvf/+7vv/+e9NTAM+bMGGCvvvuO91yyy2mpwCBQ8+A6KFngDn0DIgeegaYQ8+A6KFn3sExzHK33Xab4uLi9Oqrr5qeAnjes88+qxEjRui8884zPQUIHHoGRA89A8yhZ0D00DPAHHoGRA898w6OYZarW7eubr/9dv3lL39RaWmp6TmAZ3366adauXKlRo8ebXoKEEj0DIgOegaYRc+A6KBngFn0DIgOeuYtIcdxHNMjcGrbt29X8+bN9frrr+vGG280PQfwpKysLJWVlWnWrFmmpwCBRc+AqqNngHn0DKg6egaYR8+AqqNnnjKeY5hHXH/99crLy9Pq1asVCoVMzwE8JT8/Xx06dNCUKVM0cOBA03OAQKNnQOToGWAPegZEjp4B9qBnQOTomedwDPOKFStWqEuXLpo8ebIGDRpkeg7gKddff71Wr16tvLw8/nEHGEbPgMjRM8Ae9AyIHD0D7EHPgMjRM8/hGOYlQ4YM0VdffaVly5bxFwyopHXr1iktLU3vvvuuRowYYXoOANEzIBL0DLAPPQPCR88A+9AzIHz0zJM4hnlJXl6eOnXqpIkTJ+onP/mJ6TmAJwwfPlzr16/X6tWrFRcXZ3oOANEzIBL0DLAPPQPCR88A+9AzIHz0zJM4hnnNsGHDtGHDBv6iAZVw5B90OTk5Gjp0qOk5AH6EngGVR88Ae9EzoPLoGWAvegZUHj3zLI5hXrN27Vp16NBB48eP1/Dhw03PAaz2k5/8RNu3b+ep/oCF6BlQefQMsBc9AyqPngH2omdA5dEzz+IY5kU33HCDli5dqry8PFWrVs30HMBKCxYsUK9evTRlyhQNHDjQ9BwAJ0DPgNOjZ4D96BlwevQMsB89A06PnnkaxzAv2r59u1q1aqX/+7//0+jRo03PAaxTUVGh7t27q27dupo5c6bpOQBOgp4Bp0bPAG+gZ8Cp0TPAG+gZcGr0zPPG8yKwHnTeeedp9OjReuyxx7Rz507TcwDrvPnmm1q5cqWee+4501MAnAI9A06NngHeQM+AU6NngDfQM+DU6Jn38cwwjyouLlbr1q2VlZWlV1991fQcwBr79u1Tq1atNGzYMP3lL38xPQfAadAz4MToGeAt9Aw4MXoGeAs9A06MnvkCzwzzqqSkJD3xxBN6/fXXtWrVKtNzAGs88cQTKikp0dixY01PAVAJ9Aw4MXoGeAs9A06MngHeQs+AE6Nn/sAzwzzMcRxlZmaqoqJCubm5io+PNz0JMCovL08XXnihnn/+ed11112m5wCoJHoGHIueAd5Ez4Bj0TPAm+gZcCx65hvjOYZ5XH5+vi688EI99dRTGjVqlOk5gDEVFRXq2bOnysvL+cca4EH0DPgBPQO8jZ4BP6BngLfRM+AH9MxXeJlEr2vfvr3GjBmjhx9+WFu2bDE9BzDmhRde0LJly/T6668TJsCD6BnwA3oGeBs9A35AzwBvo2fAD+iZv/DMMB8oKSlR586d1aRJE02dOtX0HMB1W7duVfv27fWLX/xCjz32mOk5ACJEzxB09AzwB3qGoKNngD/QMwQdPfMdXibRL3Jzc9WrVy+9+eabuummm0zPAVzjOI4GDhyoL7/8UitXrlT16tVNTwJQBfQMQUXPAH+hZwgqegb4Cz1DUNEzX+JlEv0iMzNT99xzj+69914VFhaangO45sUXX9TMmTP1+uuvEybAB+gZgoqeAf5CzxBU9AzwF3qGoKJn/sQzw3ykpKREXbt2VZ06dTRv3jxexxS+t27dOnXp0kVjxozRo48+anoOgCihZwgaegb4Ez1D0NAzwJ/oGYKGnvkWL5PoN2vXrtVFF12kX/3qV/rNb35jeg4QMyUlJerWrZtq166tuXPnKiEhwfQkAFFEzxAU9AzwN3qGoKBngL/RMwQFPfO18fFjx44da3oFouess85SrVq19Mgjj+iyyy5T48aNTU8CYuL+++/XrFmzNG3aNKWkpJieAyDK6BmCgp4B/kbPEBT0DPA3eoagoGe+ls8zw3zoyBf4W79+vZYtW6b69eubngRE1aRJk5Sdna23335bN9xwg+k5AGKEnsHv6BkQDPQMfkfPgGCgZ/A7euZ7vEyiX3333Xfq0qWLmjdvrunTp/N6vvCNjRs3qmvXrrr22mv18ssvm54DIMboGfyKngHBQs/gV/QMCBZ6Br+iZ4HAMczPVq1apYyMDP3iF7/Q7373O9NzgCrbv3+/unfvrlq1amn+/PmqXr266UkAXEDP4Df0DAgmega/oWdAMNEz+A09Cwy+ZpifNWrUSE2aNNHo0aPVrl07tW3b1vQkIGKO4+imm25SXl6ePv30U163FwgQegY/oWdAcNEz+Ak9A4KLnsFP6Fmg5CeYXoDYuvHGG/XZZ5/ptttuU5s2bdSuXTvTk4CIPPnkk5o4caKmT5+u1NRU03MAuIyewS/oGRBs9Ax+Qc+AYKNn8At6Fiy8TGIAlJSUqF+/ftq2bZsWLVqkRo0amZ4EhOW9997Ttddeq+eff1733nuv6TkADKFn8Dp6BkCiZ/A+egZAomfwPnoWOHzNsKAoKipSZmamateurXnz5qlWrVqmJwGVsmTJEvXp00c33nijXnnlFdNzABhGz+BV9AzAj9EzeBU9A/Bj9AxeRc8CiWNYkGzZskUXX3yxLrroIn300UeKj483PQk4Jf7MAjgRPjbAa/gzC+BE+NgAr+HPLIAT4WMDvIY/s4E1Ps70ArinefPmmjRpkmbNmqVRo0aZngOc0q5du5SVlaWmTZtqwoQJhAnAUfQMXkLPAJwMPYOX0DMAJ0PP4CX0LNjix44dO9b0CLincePGatOmjR566CEdOnRIffv2NT0JOM5//vMf9evXT6WlpZo5c6bOOOMM05MAWIaewQvoGYDToWfwAnoG4HToGbyAngVePsewAGrbtq2aNWumBx54QImJierZs6fpScBRBw4c0KBBg7Rjxw7NmTNH5513nulJACxFz2AzegagsugZbEbPAFQWPYPN6BnEMSy4OnbsqMaNG+u+++5TrVq1lJGRYXoSoOLiYg0aNEjr16/X7Nmz1aJFC9OTAFiOnsFG9AxAuOgZbETPAISLnsFG9Az/xTEsyNLT01WzZk2NGTNGDRs2VJcuXUxPQoAVFxfrqquu0sqVKzVnzhy1bdvW9CQAHkHPYBN6BiBS9Aw2oWcAIkXPYBN6hh/hGBZ0mZmZio+P1/3336+6devq4osvNj0JAbR//34NHjxYK1as0PTp09WpUyfTkwB4DD2DDegZgKqiZ7ABPQNQVfQMNqBn+B8cwyD16tVLKSkpuu+++1RcXKx+/fqZnoQA2bNnjwYMGKCNGzdq5syZ6ty5s+lJADyKnsEkegYgWugZTKJnAKKFnsEkeoYT4BiGH3Tt2lVnn322Hn74YR08eFD9+vVTKBQyPQs+t2vXLvXr10/bt2/XzJkzlZaWZnoSAI+jZzCBngGINnoGE+gZgGijZzCBnuEk8hNML4A97rjjDtWsWVO33HKL9uzZo5deekkJCfwRQWwUFBRowIABOnz4sBYuXKjU1FTTkwD4BD2Dm+gZgFihZ3ATPQMQK/QMbqJnOJU40wNglxtuuEE5OTl65513NHjwYO3bt8/0JPjQ4sWL1b17d9WsWVOfffYZYQIQdfQMbqBnAGKNnsEN9AxArNEzuIGe4XQ4huE4Q4YMUW5urvLy8pSRkaGtW7eangQfmTRpki699FJ16tRJc+fO1dlnn216EgCfomeIJXoGwC30DLFEzwC4hZ4hlugZKoNjGE6oY8eOWrBggSoqKpSRkaFVq1aZngQfePbZZzVs2DDdfPPN+uSTT1S3bl3TkwD4HD1DLNAzAG6jZ4gFegbAbfQMsUDPUFkcw3BSqampys3NVatWrdSjRw/985//ND0JHlVcXKybbrpJDzzwgP74xz/qr3/9q+Lj403PAhAQ9AzRQs8AmETPEC30DIBJ9AzRQs8QrvixY8eONT0C9qpRo4auv/567d+/X7/85S+1Y8cOZWVl8YEFlbZ161YNHDhQubm5evfdd3XrrbeangQggOgZqoqeAbABPUNV0TMANqBnqCp6hgjk88wwnFZCQoKefPJJvfvuu3rnnXd06aWXaseOHaZnwQOmTp2q9PR0lZaWauXKlRo6dKjpSQACjJ4hUvQMgE3oGSJFzwDYhJ4hUvQMkeIYhkq75ppr9Pnnn2vnzp3q0qWLZs2aZXoSLFVWVqZHHnlEV1xxha644gp9/vnnat68uelZACCJnqHy6BkAm9EzVBY9A2AzeobKomeoKo5hCEtaWpqWLl2qjIwM9e/fXw888IBKS0tNz4JFNm/erB49eui5557TX//6V/3tb39TUlKS6VkAcAx6htOhZwC8gJ7hdOgZAC+gZzgdeoZo4BiGsCUnJ+v999/Xm2++qVdffVUXXnih1qxZY3oWLPD2228rPT1dBw8e1KJFi3TnnXeangQAJ0XPcDL0DICX0DOcDD0D4CX0DCdDzxAtHMMQsZtuukkrVqxQrVq1dPHFF+uFF15QRUWF6VkwYNeuXRo+fLhuueUW/exnP9Py5cuVlpZmehYAVAo9wxH0DICX0TMcQc8AeBk9wxH0DNHGMQxV0qJFCy1YsED333+/Ro8erR49emjt2rWmZ8EljuPorbfeUps2bbR06VLNmDFDTz/9tKpVq2Z6GgCEhZ4FGz0D4Bf0LNjoGQC/oGfBRs8QKxzDUGUJCQl67LHHtHz5clVUVCg9PV0PPfSQSkpKTE9DDBUUFCgrK0u33nqrhg0bpry8PPXt29f0LACIGD0LJnoGwG/oWTDRMwB+Q8+CiZ4hljiGIWrS0tKUm5urp556Si+++KI6d+6s2bNnm56FKCspKdGTTz6p9u3b6+uvv9bnn3+uV199VXXq1DE9DQCigp4FAz0D4Hf0LBjoGQC/o2fBQM/gBo5hiKr4+Hjdd999ys/PV7NmzdS3b19dddVV2rJli+lpiIJJkyapXbt2evzxx/Xwww9rxYoV6tatm+lZABB19Mzf6BmAoKBn/kbPAAQFPfM3ega3cAxDTKSmpmrKlCmaOXOmNm/erNatW2vUqFHau3ev6WmIwPr16zVw4EBdddVVatOmjdauXatf//rXSkxMND0NAGKKnvkLPQMQVPTMX+gZgKCiZ/5Cz+A2jmGIqb59+2r58uX605/+pH/84x9q1aqVXnjhBV7f1yMKCwt1++23q3379tq9e7dyc3M1efJkpaammp4GAK6iZ95GzwDgB/TM2+gZAPyAnnkbPYMpHMMQc4mJibr33nu1ceNGXXvttRozZoxatmypV199VWVlZabn4QS2b9+uu+66S61atdKcOXP05ptvatGiRcrIyDA9DQCMoWfeQ88A4Hj0zHvoGQAcj555Dz2DaRzD4Jr69evr2Wef1ebNmzVkyBDde++9atWqld544w2VlpaangdJX331lUaNGqWWLVvq448/1osvvqj169frxhtvVFwcHy4AQKJnXkDPAOD06Jn96BkAnB49sx89gy1CjuM4pkcgmLZu3arHH39cf/vb39SgQQPde++9uvPOO5WcnGx6WuDk5eXpmWee0bvvvquUlBQ9/PDDGjlypKpVq2Z6GgBYj57Zg54BQOTomT3oGQBEjp7Zg57BMuM5hsG4nTt36pVXXtFf/vIXlZWV6brrrtPo0aN1wQUXmJ7mewsWLNAf//hHffzxx2rRooXuvvtu3XHHHUpKSjI9DQA8h56ZQ88AIHromTn0DACih56ZQ89gKY5hsMe+ffv0xhtv6Nlnn9X27dt16aWX6o477tDQoUMYBlh2AAAdnUlEQVSVmJhoep5v7NmzRxMmTNBLL72kNWvWKDMzU2PGjNEVV1yhUChkeh4AeB49cwc9A4DYomfuoGcAEFv0zB30DB7AMQz2KSsr06RJkzRu3DjNnj1bjRo10i233KLbbrtNzZo1Mz3PkyoqKjR79my99tpr+vDDD1WjRg1dd911uuOOO9SpUyfT8wDAl+hZ9NEzAHAfPYs+egYA7qNn0UfP4DEcw2C3LVu26I033tCbb76pnTt3KjMzUyNGjNCwYcPUqFEjrV27Vu3atTM90yrFxcXasWOHmjdvrqVLl2rChAmaMGGCtm7dqszMTN1+++0aMWKEatasaXoqAAQGPQsfPQMA+9Cz8NEzALAPPQsfPYMPcAyDNxw+fFhTp07Ve++9p3/96186ePCgOnfurJKSEs2YMUMNGzY0PdEKjuNo7ty5uuaaa1SrVi0VFBSoRYsWGjFihK6//nq1bdvW9EQACDR6Vjn0DADsRs8qh54BgN3oWeXQM/gExzB4z6FDhzRp0iTdfvvtKikpUXl5udq2bavBgwerX79+6t27d6Be83f//v2aM2eOpkyZoqlTp2rbtm2SpPbt2+vll19WZmYmr80LABaiZ8eiZwDgTfTsWPQMALyJnh2LnsGHxseZXgCEq3r16ho/frwOHjyojh076qOPPlLv3r01YcIEXXbZZWrYsKFGjBihF198UatWrVJ5ebnpyVG1d+9eTZ8+XY8++qh69Oih5ORkXXXVVVq3bp3uvPNOTZkyRZKUn5+vgoICwgQAlqJn9AwA/ICe0TMA8AN6Rs/gfzwzDJ7z9NNP66GHHlJFRYXS0tK0Zs2ao9+3ceNGTZ06VZ9++qlyc3O1Z88e1alTRxdffLEyMjLUvXt3paWl6ZxzzjH4CCrv8OHD2rhxo1atWqXPP/9cCxYsUF5ensrLy9WiRQv16tVLWVlZuuyyy5ScnCxJ2rx5s1q2bKlQKKQaNWpo+fLlatOmjeFHAgD4X/SMngGAH9AzegYAfkDP6Bl8j5dJhLcsWrRIPXr0OPrZF61bt9a///3vE/7YiooKrVu3TgsWLFBubq5yc3NVUFAgSapfv746dOigtLQ0paWl6YILLlBqaqrOPfdcxcfHu/Z4jiguLlZBQYEKCgq0bt065efnKy8vT+vWrVNJSYkSExPVuXNnZWRkqEePHsrIyFCjRo1O+HOtW7fu6Bf5TEhIUJMmTbRq1SrVqVPHzYcEADgFekbPAMAP6Bk9AwA/oGf0DIHAMQzesWvXLqWlpamoqOhonJo3b64vvvii0j/Hd999p9WrVysvL0/5+flavXq11q5dqwMHDkiSqlWrpiZNmig1NVVNmzZVo0aNVL9+/WO+paSkKC4uTnXr1lV8fLzi4+NVt25dSVJ5ebn27t0r6YfgHDp0SMXFxSoqKjr67dtvv9Xu3bu1Y8cOFRYWqqCgQDt37jy68eyzz1ZaWpo6duyotLQ0tW/fXu3atVO1atUq9RhXrVql9PT0o/8/ISFB2dnZGj9+fKXfTwCA2KFn9AwA/ICe0TMA8AN6Rs8QGBzD4A0VFRXq37+/5s+fr7KysqNvP++8845+Aceq+Prrr1VQUHA0FoWFhdq6dau++eabo1E5dOhQlX+dunXrqkGDBkpJSdFZZ52lZs2aHf2WmpqqZs2aHQ1dpJYuXaquXbse87ZQKKRXX31VI0eOrNLPDQCoGnpWefQMAOxFzyqPngGAvehZ5dEz+MD4BNMLgMp47LHHNGfOHFVUVBzz9sOHD0fl5z/nnHN0zjnnKDMz86Q/5sCBA0dDVVFRoX379unw4cPHfHbGjz9ro2bNmqpevbpq1Khx9LM8EhMTo7L3VEpLS497m+M4uvvuu3XhhReqc+fOMd8AADgxelZ59AwA7EXPKo+eAYC96Fnl0TP4AccwWG/27Nl64oknjguTdOIPxLFSq1Yt1apVS02aNHHt14zEyd4njuPoyiuv1Jo1a1SvXj2XVwEA6Fl46BkA2ImehYeeAYCd6Fl46Bn8IM70AOBUtm/frmHDhp30+3/8FGb84GTvk8OHD2vHjh267rrrxKujAoC76Fn46BkA2IeehY+eAYB96Fn46Bn8gGMYrHX48GENHz5c+/fvP+FnaRz5MTjWqT57paysTNOmTdPzzz/v4iIACDZ6Fhl6BgB2oWeRoWcAYBd6Fhl6Bj/gGAZrPfTQQ1q6dOkpPxuDOB3vdJ+9UlFRoQceeEALFy50aREABBs9iww9AwC70LPI0DMAsAs9iww9gx9wDIOVPv30Uz377LOn/XHE6XilpaUKhUIn/f64uDiVl5fruuuu04EDB1xcBgDBQ88iR88AwB70LHL0DADsQc8iR8/gBxzDYKXLLrtMeXl5euSRR3T++edLkhITE4/7cY7jEKj/caI4xcfHKyEhQXFxcerSpYuef/55LVy4ULVq1TK0EgCCgZ5Fjp4BgD3oWeToGQDYg55Fjp7BD0IOX9kOHrBq1SoNGTJEkrRt2zYlJiYefXru/v37+SD7I2+88YZuv/12xcXFyXEcxcXFqXHjxmrTpo3+9re/KSUlxfREAAgselZ59AwA7EXPKo+eAYC96Fnl0TP4wHieGQZP2LNnj7Zt26YZM2Zo/fr1Gjt2rNLS0iSd/jVrg6a0tFSJiYnKysrSm2++qV27dunmm2/WihUrdOaZZ5qeBwCBRs8qj54BgL3oWeXRMwCwFz2rPHoGP+CZYfCEe+65R/PmzdOaNWuOeXtBQYHOPfdcVatWzdAy+3z11VeqW7eu6tSpc/Rt+fn5SktLU25urjIyMgyuA4Bgo2eVR88AwF70rPLoGQDYi55VHj2DD/DMMNjPcRx99NFHys7OPu77mjVrRpj+x7nnnntMmCSpffv2at26tXJycgytAgDQs/DQMwCwEz0LDz0DADvRs/DQM/gBxzBY7/PPP9e2bdtOGCdU3lVXXaWJEyeKJ4MCgBn0LDroGQCYRc+ig54BgFn0LDroGbyEYxisl5OTo5YtW6p9+/amp3hadna2CgsLtXz5ctNTACCQ6Fl00DMAMIueRQc9AwCz6Fl00DN4CccwWO/DDz/U8OHDTc/wvM6dO+v888/nqcsAYAg9iw56BgBm0bPooGcAYBY9iw56Bi/hGAarLV++XFu2bOEpy1Fy5ZVXEicAMICeRRc9AwAz6Fl00TMAMIOeRRc9g1dwDIPVcnJylJqaqvT0dNNTfCE7O1ubNm1SXl6e6SkAECj0LLroGQCYQc+ii54BgBn0LLroGbyCYxisNmnSJGVnZysUCpme4gvdunVT48aN+WwNAHAZPYsuegYAZtCz6KJnAGAGPYsuegav4BgGa+Xl5Wn9+vU8ZTmKQqGQhg4dqg8++MD0FAAIDHoWffQMANxHz6KPngGA++hZ9NEzeAXHMFgrJydH5557rrp162Z6iq9kZ2dr7dq1Wr9+vekpABAI9Cw26BkAuIuexQY9AwB30bPYoGfwAo5hsFZOTo6uuuoqxcXxxzSaevbsqbPPPlsTJ040PQUAAoGexQY9AwB30bPYoGcA4C56Fhv0DF7A33pYadOmTcrPz+cpyzEQFxenIUOG8Dq+AOACehY79AwA3EPPYoeeAYB76Fns0DN4AccwWOn9999XSkqKMjMzTU/xpezsbK1YsUJffPGF6SkA4Gv0LLboGQC4g57FFj0DAHfQs9iiZ7AdxzBY6chTlhMSEkxP8aU+ffooJSVFkyZNMj0FAHyNnsUWPQMAd9Cz2KJnAOAOehZb9Ay24xgG6xQWFmrlypU8ZTmGEhISNHjwYJ66DAAxRM9ij54BQOzRs9ijZwAQe/Qs9ugZbMcxDNbJyclRvXr1dMkll5ie4mvZ2dlavHixtm3bZnoKAPgSPXMHPQOA2KJn7qBnABBb9Mwd9Aw24xgG6+Tk5Gjo0KGqVq2a6Sm+1q9fP9WtW5enLgNAjNAzd9AzAIgteuYOegYAsUXP3EHPYDOOYbDKV199pUWLFvGUZRdUr15dgwYN4qnLABAD9Mw99AwAYoeeuYeeAUDs0DP30DPYjGMYrDJx4kTVrl1b/fr1Mz0lELKzs7VgwQLt2LHD9BQA8BV65i56BgCxQc/cRc8AIDbombvoGWzFMQxWycnJ0eDBg1WjRg3TUwJhwIABSkpK0r/+9S/TUwDAV+iZu+gZAMQGPXMXPQOA2KBn7qJnsBXHMFhj9+7dys3N5SnLLkpKStKAAQN46jIARBE9cx89A4Doo2fuo2cAEH30zH30DLbiGAZr5OTkqFq1arr88stNTwmU7OxszZkzR7t37zY9BQB8gZ6ZQc8AILromRn0DACii56ZQc9gI45hsEZOTo4GDBigWrVqmZ4SKFdccYUSEhI0efJk01MAwBfomRn0DACii56ZQc8AILromRn0DDbiGAYr7NmzR/PmzeMpywbUrl1b/fv356nLABAF9MwcegYA0UPPzKFnABA99MwcegYbcQyDFT788EOFQiENGjTI9JRAys7O1syZM/X999+bngIAnkbPzKJnABAd9MwsegYA0UHPzKJnsA3HMFghJydH/fv3V926dU1PCaQhQ4bIcRxNmTLF9BQA8DR6ZhY9A4DooGdm0TMAiA56ZhY9g204hsG4ffv2aebMmTxl2aD/3969xdhVlXEA/47Tlpu1pWnLJQiVEIMBhYgPNk073iatD1KwqIQiL9ZoOm9giJH4IvYNHkjqk4kapWmRNEqLnSkYRFsC8kATSwhSuZkQEpnQcpnOTKfT5UMzwnjaYc45e5+9zp7fL5mX2cO3Vlb3/v5rWLNnli5dGl/+8pe9ugzQAXlWPXkG0Dl5Vj15BtA5eVY9eUZuHIZRub1798bU1FR84xvfqHoq89qmTZtieHg4RkdHq54KQE+SZ3mQZwCdkWd5kGcAnZFneZBn5MRhGJXbvXt3fOUrX4lly5ZVPZV57eabb47JyckYGhqqeioAPUme5UGeAXRGnuVBngF0Rp7lQZ6RE4dhVOr48eOxf/9+ryxnYPny5bF27VqvLgO0QZ7lQ54BtE+e5UOeAbRPnuVDnpETh2FUat++fTE+Ph4bN26seirE6VeXH3300RgbG6t6KgA9RZ7lRZ4BtEee5UWeAbRHnuVFnpELh2FUavfu3bF27dpYuXJl1VMhTofT8ePH4/HHH696KgA9RZ7lRZ4BtEee5UWeAbRHnuVFnpELh2FUZmJiIvbt2+eV5YxcfPHFsXr1aq8uA7RAnuVHngG0Tp7lR54BtE6e5UeekQuHYVTmsccei/feey9uuummqqfCh2zatCn27NkTJ06cqHoqAD1BnuVJngG0Rp7lSZ4BtEae5UmekQOHYVRm9+7dsXr16rjsssuqngofcsstt8Q777wTf/nLX6qeCkBPkGd5kmcArZFneZJnAK2RZ3mSZ+TAYRiVmJycjL1793plOUOf/OQn44YbbvDqMsAcyLN8yTOAuZNn+ZJnAHMnz/Ilz8iBwzAq8cQTT8Tbb7/tleVMbdq0Kf7whz/EyZMnq54KQNbkWd7kGcDcyLO8yTOAuZFneZNnVM1hGJXYvXt3fOELX4grr7yy6qlwBps2bYqRkZE4cOBA1VMByJo8y5s8A5gbeZY3eQYwN/Isb/KMqjVSSqnqSdC5Rx55JLZs2VL1NOZscnIyUkqxaNGiro3ZaDTiP//5Tym1e23952JsbCwWLVoUfX19VU8lC2XeP9BL6tjvOlFFnpWtbnnZa3kmb6A75NlM8qw18uyjyTOoh17LS/+/MX+9lmdlk5ddtWtB1TOgGOPj4zEyMhLbt2+veipZeu655+JXv/pVafWtf72Vff9AL9Hv6k1eVkveQPfoR/Umz6olz6A+9LvZyRs6IS+7z2FYzQwODlY9hSw99NBDXWku1r+eunX/QC/R7+pJXlZL3kD36Uf1JM+qJc+gfvS7M5M3dEJedp+/GQYAAAAAAEBtOQwDAAAAAACgthyGAQAAAAAAUFsOwwAAAAAAAKgth2EAAAAAAADUlsMwAAAAAAAAasthGAAAAAAAALXlMAwAAAAAAIDachgGAAAAAABAbTkMAwAAAAAAoLYchgEAAAAAAFBbDsMAAAAAAACoLYdhAAAAAAAA1JbDMAp18ODBGBgYiCVLlsTixYujv78/HnvssaqnlbXJycn49Kc/HXfccUfTtbLXc77UP3jwYDQajdi/f39hYwOtO1u/e/3112P79u2xfv36OOecc6LRaMTw8HChY+fSj8qur999tG7cb0C9nSnPRkdHY8eOHXHjjTfGqlWr4pxzzolLL700vvOd78ShQ4cKGzuXvCm7vjybXbfuN4AcHDhwILZs2RKf+cxn4rzzzotly5bFwMBAPProo1VPLWtn+/67G+uZy36i7Pr2Kz0oUQu7du1KVf9zDg8Pp76+vhQRMz4ajUb6/e9/X+ncyl6fTuo/8MADacGCBenIkSMzPl/2es63+gMDA+mzn/1smpqaanmsHJ4vyEUZ/e6iiy5qepaHhoaKmG5KKb9+VHb9nPtdDv207PutEzmsD8wXRefZPffc09Rbpj8WLlxYSJ/JLW/Kri/Pzq4b91snql4foDhVP89Hjhw5a7+LiHT//fdXNreU8s6bM+1XurGeue0nyq6f836FJju9GUYhTpw4ET/4wQ9iamoq7rzzznjrrbfi6NGjce+990ZKKbZu3Rrvv/9+1dPMzokTJ2Lbtm1x0003xVVXXTXj82Wu53ys/6Mf/SgOHz4cDz/8cNvjAu07W7+LiFi1alUMDg7G8PBwfP/73y983Nz6Udn19bvZlXm/AfV3tjxbvHhx3H777bF379545ZVX4vjx43Ho0KEYGBiIycnJGBwc7Hjc3PKm7Pry7OzKvt8AcvGxj30s1q9fHzt27IiXXnopxsbG4tVXX4277747IiJ+8pOfxLvvvlvxLPNztv1K2euZ436i7Pr2Kz2miiM4ilf1SfKf/vSnFBFp3bp1Tde++c1vpohIDz74YAUzOy3Xn9TYuXNnioi0Z8+eGZ8vez3nY/2TJ0+mSy65JH3pS19qebyqny/ISdH97v8NDg4W+qZOjv2o7Po597vc+mnR91unclsfqLOy82za6OhouvDCC1NEpJGRkZbHm5Zj3pRdX561rqj7rVO5rg/Qupyf5/7+/hQR6ZlnnqlsDrnmTav7lZSKWc8c9xNl1895v0ITb4ZRjL/97W8REbF58+ama7fffntERPz1r3/t6px6wW9/+9s477zzYsOGDTM+X/Z6zsf6fX19sXHjxnjyySfj3//+d9tjA+05W78rW479qOz6+h1AeVrNs/PPPz8uv/zyWLBgQVxwwQVtj5tj3pRdX561rqj7DaAXLFy4MCIiVq5cWfFM8tPO999FrGeO+4my69uv9BaHYRTiX//6V0REXHvttU3XPve5z834Gk47efJkHDhwID7/+c//L3Cmlb2e87X+F7/4xYiIeOKJJ9oeG2jdbP2ubLn2o7Lr63cAxWsnz/75z3/G4cOH48Ybb4xzzz237bFzzZuy68uz1hR1vwHk6tSpU/HGG2/Ez3/+8/jzn/8cGzZsiE996lNVTysrrexXil7PXPcTZde3X+kdDsMoxPTvk122bFnTtenPvfPOO12dU+5eeOGFeP/99+O6665rulb2es7X+tdff31ERDz99NNtjw20brZ+V7Zc+1HZ9fU7gOK1mmejo6Nx2223xZIlS+L+++/vaOxc86bs+vJs7oq83wBy8+KLL0aj0Yi+vr647LLLYtu2bbF161Z/p+kM5rJfKWs9c91PlF3ffqV3OAyjECmltq7NZ2+++WZERCxfvrzpWtnrOV/rr1ixIiI+WHugO2brd2XLtR+VXV+/AyheK3k2OjoaGzdujBdffDH++Mc/xqpVqzoaO9e8Kbu+PJubou83gNyNj4/H008/Hf/4xz+qnkp22vn+u6j1zHU/UXZ9+5Xe4TCMQixZsiQiIt5+++2ma0ePHp3xNZx27NixiIhYvHhx07Wy13O+1v/EJz4RER+sPdAds/W7suXaj8qur98BFG+ueXb06NEYGBiIZ555Jvbt2xfr1q3reOxc86bs+vLso5VxvwHk5uqrr46UUpw8eTLeeOON+OUvfxkvv/xyfO1rX4tXX3216ullZS77lbLWM9f9RNn17Vd6h8MwCnHVVVdFRMTzzz/fdG36pwqmv4bTli5dGhEfvIL7YWWv53ytP/0q84UXXtj22EDrZut3Zcu1H5VdX78DKN5c8uzNN9+M/v7+OHz4cAwNDUV/f38hY+eaN2XXl2ezK+t+A8hVX19fXHrppbFly5bYtm1bjI2N+VWJ/6eV77+LXs9c9xNl17df6R0OwyjE9E+f7dixo+nagw8+OONrOO2SSy6JiIiRkZGma2Wv53ytP73W02sPdMds/a5sufajsuvrdwDF+6g8e/nll2PNmjXx+uuvx/79+2Pt2rWFjZ1r3pRdX56dXZn3G0AvmJiYiIhqfugyZ+1+/13Eeua6nyi7vv1KD0nUwq5du1KV/5wTExPp8ssvTxGR7rzzzvTWW2+lY8eOpXvvvTdFRFq+fHl67733Kptf2evTTv3Jycn08Y9/PK1evbrpWtnrOV/r/+Y3v0kRkX7961+3NF7VzxfkpOh+9/8GBwdTRKShoaF2pzhDrv2o7Pq59rvc+mnR91unclsfqLOi8+zw4cPp4osvTkuXLk1///vfi5rm/+SaN2XXl2dnVvb91qmq1wcoTtXP87Zt29Ldd9+dnn322TQyMpLGxsbSK6+8kh544IF0/vnnp4hIw8PDlc0vx7yZbb9S9nrmup8ou36u+xWa7LTaNZHDwzM0NJT6+vpSRMz4aDQa6aGHHqp0bjmGU0opbdiwIZ177rlpfHy86Vqr67lmzZoUEenQoUNzGnu+1U8ppR/+8IcpItJrr702pzGm5fB8QS7K6HebN29uepY//PHwww/P+Ppe70fzud/l0E9bvd+6KYf1gfmi6Dz73ve+N2tvOVPf7/W8kWfV9et27rduqnp9gOJU/Tzfdddds/a6zZs3Vza3lPLNm7PtV9pZz17fT8zn/QpNdvo1iRRmw4YN8eSTT8ZXv/rVWLx4cVxwwQWxdu3aGB4ejm9/+9tVTy9L3/3ud2N8fDz27dvXdK3V9Tx16lRERCxYsGBOY8+3+lNTU/HII4/EunXr4oorrpjTGEBxZut3rer1fqTfAfQueda9+vIMgJ/+9Kfxi1/8Ivr7+2PlypWxcOHCuOiii+LrX/967Ny5M373u99VPcUsnW2/0s569vp+wn6FGao+jqMYTpJnl+tPakxMTKQVK1akm2++uaPxp6am0tKlS9M111yTTp061VGtOtZPKaX9+/eniEg7d+5s+b/1fMEH9Lu866eUd7/TT2dnfaB75Fne9VOSZ73M+kB9eJ5nl2ve2K90p35Kee9XaOLNMKjSokWL4p577ok9e/bEkSNH2q7z/PPPx7Fjx+LHP/5xNBqNAmdYj/oREffdd19ce+218a1vfauU+sDs9Lvu1I/Q7wDKJM+6Uz9CngFAu+xXulM/wn6l1zgMg4pt3bo1rrzyyvjZz37Wdo2DBw/GFVdcEbfeemuBM6tP/aeeeioef/zxuO+++6Kvr6+UMYCPpt/pdwB1IM/kGQDkzn7FfoVmDsOgYgsXLoyXXnqpo99zvHXr1njttdfm/Ptv51v9NWvWREop1q9fX0p9YG70O/0OoA7kmTwDgNzZr9iv0MxhGAAAAAAAALXlMAwAAAAAAIDachgGAAAAAABAbTkMAwAAAAAAoLYchgEAAAAAAFBbDsMAAAAAAACoLYdhAAAAAAAA1JbDMAAAAAAAAGrLYRgAAAAAAAC15TAMAAAAAACA2nIYBgAAAAAAQG05DAMAAAAAAKC2HIYBAAAAAABQWw7DAAAAAAAAqK0FVU+AYq1YsaLqKWRpYmKiK+NY/3rq1v0DvUS/qyd5WS15A92nH9WTPKuWPIP60e/OTN7QCXnZfQ7DauKGG26I7du3Vz2NrDUajdJqW//6K/P+gV6i39WfvKyWvIHu0I/qT55VS55BPeh3H03e0Al52V2NlFKqehIAAAAAAABQgl3+ZhgAAAAAAAC15TAMAAAAAACA2nIYBgAAAAAAQG39F54IIWItB1/iAAAAAElFTkSuQmCC\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": "2022-06-17T02:43:45.702398Z", "iopub.status.busy": "2022-06-17T02:43:45.702038Z", "iopub.status.idle": "2022-06-17T02:43:45.933455Z", "shell.execute_reply": "2022-06-17T02:43:45.932916Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "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": "2022-06-17T02:43:45.936638Z", "iopub.status.busy": "2022-06-17T02:43:45.936200Z", "iopub.status.idle": "2022-06-17T02:43:46.127200Z", "shell.execute_reply": "2022-06-17T02:43:46.126551Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(512, 512)\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\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": "2022-06-17T02:43:46.130146Z", "iopub.status.busy": "2022-06-17T02:43:46.129717Z", "iopub.status.idle": "2022-06-17T02:43:46.137426Z", "shell.execute_reply": "2022-06-17T02:43:46.136836Z" } }, "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": "2022-06-17T02:43:46.140160Z", "iopub.status.busy": "2022-06-17T02:43:46.139760Z", "iopub.status.idle": "2022-06-17T02:43:46.342613Z", "shell.execute_reply": "2022-06-17T02:43:46.342059Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "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": "2022-06-17T02:43:46.347695Z", "iopub.status.busy": "2022-06-17T02:43:46.346581Z", "iopub.status.idle": "2022-06-17T02:43:47.156248Z", "shell.execute_reply": "2022-06-17T02:43:47.155606Z" } }, "outputs": [ { "data": { "image/png": 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