{ "cells": [ { "cell_type": "markdown", "metadata": { "cell_style": "center", "slideshow": { "slide_type": "notes" } }, "source": [ "# Shape analysis" ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2021-03-24T14:33:16.842937Z", "start_time": "2021-03-24T14:33:16.837399Z" }, "slideshow": { "slide_type": "slide" } }, "source": [ "

Shape analysis

\n", "\n", "

\n", "Quantitative Big Imaging - ETHZ: 227-0966-00L\n", "
\n", "Part 1\n", "

\n", "
\n", "

April 1, 2021

\n", "

\n", "

Anders Kaestner

\n", "

Laboratory for Neutron Scattering and Imaging
Paul Scherrer Institut

" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Previously on QBI ...\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Image EnhancmentSegmentationAutomatic Methods
\n", " \n", "- Highlighting the contrast of interest\n", "- Minimizing Noise\n", "\n", " \n", " \n", "- Understanding value histograms\n", "- Dealing with multi-valued data\n", " \n", " \n", " \n", "- Hysteresis Method\n", "- K-Means Analysis\n", "\n", "
Regions of InterestMachine Learning
\n", " \n", "- Contouring\n", "\n", "
\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Learning Objectives\n", "\n", "### Motivation (Why and How?)\n", "- How do we quantify where and __how big__ our objects are?\n", "- How can we say something about the __shape__?\n", "- How can we compare objects of __different sizes__?\n", "- How can we __compare two images__ on the basis of the shape as calculated from the images?\n", "- How can we put objects into an \n", " - finite element simulation? \n", " - or make pretty renderings?" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Outline\n", "\n", "- Motivation (Why and How?)\n", "- Object Characterization\n", "- Volume\n", "- Center and Extents\n", "- Anisotropy" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Metrics\n", "\n", "- Shape Tensor\n", "- Principal Component Analysis\n", "- Ellipsoid Representation\n", "- Scale-free metrics\n", "- Anisotropy, Oblateness\n", "- Meshing\n", " - Marching Cubes\n", " - Isosurfaces\n", "- Surface Area" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Motivation\n", "\n", "\n", "We have dramatically simplified our data, but there is still too much.\n", "\n", "- We perform an experiment bone to see how big the cells are inside the tissue\n", "$$\\downarrow$$ ![Bone Measurement](../Lecture-04/figures/tomoimage.png) \n", "\n", "__2560 x 2560 x 2160 x 32 bit__\n", "_56GB / sample_\n", "- Filtering and Enhancement! \n", "$$\\downarrow$$\n", "- 56GB of less noisy data\n", "\n", "***\n", "\n", "- __Segmentation__\n", "\n", "$$\\downarrow$$\n", "\n", "__2560 x 2560 x 2160 x 1 bit__\n", "(1.75GB / sample)\n", "\n", "- Still an aweful lot of data" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### What did we want in the first place?\n", "\n", "_Single numbers_ :\n", "* volume fraction,\n", "* cell count,\n", "* average cell stretch,\n", "* cell volume variability" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Literature / Useful References\n", "\n", "- Jean Claude, Morphometry with R\n", " - [Online](http://link.springer.com/book/10.1007%2F978-0-387-77789-4) through ETHZ\n", "\n", "- John C. Russ, “The Image Processing Handbook”,(Boca Raton, CRC Press)\n", " - Available [online](http://dx.doi.org/10.1201/9780203881095) within domain ethz.ch (or proxy.ethz.ch / public VPN) \n", "- Principal Component Analysis\n", " - Venables, W. N. and B. D. Ripley (2002). Modern Applied Statistics with S, Springer-Verlag\n", "- Shape Tensors\n", " - http://www.cs.utah.edu/~gk/papers/vissym04/\n", " - Doube, M.,et al. (2010). BoneJ: Free and extensible bone image analysis in ImageJ. Bone, 47, 1076–9. doi:10.1016/j.bone.2010.08.023\n", " - Mader, K. , et al. (2013). A quantitative framework for the 3D characterization of the osteocyte lacunar system. Bone, 57(1), 142–154. doi:10.1016/j.bone.2013.06.026\n", " \n", " - Wilhelm Burger, Mark Burge. Principles of Digital Image Processing: Core Algorithms. Springer-Verlag, London, 2009.\n", " - B. Jähne. Digital Image Processing. Springer-Verlag,\n", " Berlin-Heidelberg, 6. edition, 2005.\n", " - T. H. Reiss. Recognizing Planar Objects Using Invariant Image\n", " Features, from Lecture notes in computer science, p. 676. Springer,\n", " Berlin, 1993.\n", " - [Image moments](http://en.wikipedia.org/wiki/Image_moment)\n", " \n", " " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Let's load some modules for python" ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "ExecuteTime": { "end_time": "2021-04-01T07:21:07.618027Z", "start_time": "2021-04-01T07:21:07.610741Z" }, "format": "row", "slideshow": { "slide_type": "-" } }, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "from matplotlib.collections import PatchCollection\n", "from matplotlib.patches import Rectangle\n", "\n", "from matplotlib.animation import FuncAnimation\n", "from IPython.display import HTML\n", "from skimage.morphology import label\n", "from skimage.morphology import erosion, disk\n", "from skimage.measure import regionprops\n", "from skimage.io import imread\n", "\n", "from IPython.display import Markdown, display\n", "from sklearn.neighbors import KNeighborsClassifier\n", "from sklearn.decomposition import PCA\n", "import webcolors\n", "\n", "from collections import defaultdict\n", "\n", "%matplotlib inline\n", "\n", "plt.rcParams[\"figure.figsize\"] = (8, 8)\n", "plt.rcParams[\"figure.dpi\"] = 150\n", "plt.rcParams[\"font.size\"] = 14\n", "plt.rcParams['font.family'] = ['sans-serif']\n", "plt.rcParams['font.sans-serif'] = ['DejaVu Sans']\n", "plt.style.use('default')\n", "sns.set_style(\"whitegrid\", {'axes.grid': False})" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Component labelling\n", "\n", "## Segmentation\n", "- Segmentation identified pixels belonging to some class\n", " - a single set containing all pixels!\n", " \n", "## To measure objects in an image, they need to be uniquely identified." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "notes" } }, "source": [ "Once we have a clearly segmented image, it is often helpful to identify the sub-components of this image. Connected component labeling is one of the first labeling algorithms you come across. This is the easist method for identifying these subcomponents which again uses the neighborhood $\\mathcal{N}$ as a criterion for connectivity. The principle of the this algorithm class is that it is it puts labels on all pixels that touch each other. This means that the algorithm searches the neighborhood of each pixel and checks if it is marked as an object. If, \"yes\" then the neighbor pixel will be assigned the same class a the pixels we started from. This is an iterative process until each object in the image has one unique label.\n", "\n", "In general, the approach works well since usually when different regions are touching, they are related. It runs into issues when you have multiple regions which agglomerate together, for example a continuous pore network (1 object) or a cluster of touching cells." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "-" } }, "source": [ "- Basic component labelling\n", " - give the same label to all pixels touching each other.\n", " - has its drawbacks... touching item are treated as one" ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2021-03-24T15:40:01.394475Z", "start_time": "2021-03-24T15:40:01.391786Z" }, "slideshow": { "slide_type": "subslide" } }, "source": [ "## A cityscape image " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "notes" } }, "source": [ "To demonsstrate the connected components labeling we need an image. Here, we show some examples from Cityscape Data taken in Aachen (https://www.cityscapes-dataset.com/). The picture represents a street with cars in a city. The cars are also provided as a segmentation mask. This saves us the trouble of finding them in the first place." ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "ExecuteTime": { "end_time": "2021-03-31T07:02:41.034518Z", "start_time": "2021-03-31T07:02:41.031757Z" }, "format": "tab", "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "from skimage.io import imread\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2021-03-31T18:21:49.164586Z", "start_time": "2021-03-31T18:21:48.710374Z" }, "format": "tab", "slideshow": { "slide_type": "-" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "image dimensions (256, 512, 4) (256, 512)\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "car_img = imread('figures/aachen_img.png')\n", "seg_img = imread('figures/aachen_label.png')[::4, ::4] == 26\n", "print('image dimensions', car_img.shape, seg_img.shape)\n", "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(20, 8))\n", "ax1.imshow(car_img)\n", "ax1.set_title('Input Image')\n", "\n", "ax2.imshow(seg_img, cmap='bone')\n", "ax2.set_title('Segmented Image');" ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2021-03-27T06:28:23.746003Z", "start_time": "2021-03-27T06:28:23.744060Z" }, "slideshow": { "slide_type": "subslide" } }, "source": [ "## Connected component labeling in python" ] }, { "cell_type": "code", "execution_count": 48, "metadata": { "ExecuteTime": { "end_time": "2021-03-31T07:02:41.569490Z", "start_time": "2021-03-31T07:02:41.566167Z" }, "format": "tab", "slideshow": { "slide_type": "-" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Help on function label in module skimage.measure._label:\n", "\n", "label(input, neighbors=None, background=None, return_num=False, connectivity=None)\n", " Label connected regions of an integer array.\n", " \n", " Two pixels are connected when they are neighbors and have the same value.\n", " In 2D, they can be neighbors either in a 1- or 2-connected sense.\n", " The value refers to the maximum number of orthogonal hops to consider a\n", " pixel/voxel a neighbor::\n", " \n", " 1-connectivity 2-connectivity diagonal connection close-up\n", " \n", " [ ] [ ] [ ] [ ] [ ]\n", " | \\ | / | <- hop 2\n", " [ ]--[x]--[ ] [ ]--[x]--[ ] [x]--[ ]\n", " | / | \\ hop 1\n", " [ ] [ ] [ ] [ ]\n", " \n", " Parameters\n", " ----------\n", " input : ndarray of dtype int\n", " Image to label.\n", " neighbors : {4, 8}, int, optional\n", " Whether to use 4- or 8-\"connectivity\".\n", " In 3D, 4-\"connectivity\" means connected pixels have to share face,\n", " whereas with 8-\"connectivity\", they have to share only edge or vertex.\n", " **Deprecated, use** ``connectivity`` **instead.**\n", " background : int, optional\n", " Consider all pixels with this value as background pixels, and label\n", " them as 0. By default, 0-valued pixels are considered as background\n", " pixels.\n", " return_num : bool, optional\n", " Whether to return the number of assigned labels.\n", " connectivity : int, optional\n", " Maximum number of orthogonal hops to consider a pixel/voxel\n", " as a neighbor.\n", " Accepted values are ranging from 1 to input.ndim. If ``None``, a full\n", " connectivity of ``input.ndim`` is used.\n", " \n", " Returns\n", " -------\n", " labels : ndarray of dtype int\n", " Labeled array, where all connected regions are assigned the\n", " same integer value.\n", " num : int, optional\n", " Number of labels, which equals the maximum label index and is only\n", " returned if return_num is `True`.\n", " \n", " See Also\n", " --------\n", " regionprops\n", " \n", " References\n", " ----------\n", " .. [1] Christophe Fiorio and Jens Gustedt, \"Two linear time Union-Find\n", " strategies for image processing\", Theoretical Computer Science\n", " 154 (1996), pp. 165-181.\n", " .. [2] Kensheng Wu, Ekow Otoo and Arie Shoshani, \"Optimizing connected\n", " component labeling algorithms\", Paper LBNL-56864, 2005,\n", " Lawrence Berkeley National Laboratory (University of California),\n", " http://repositories.cdlib.org/lbnl/LBNL-56864\n", " \n", " Examples\n", " --------\n", " >>> import numpy as np\n", " >>> x = np.eye(3).astype(int)\n", " >>> print(x)\n", " [[1 0 0]\n", " [0 1 0]\n", " [0 0 1]]\n", " >>> print(label(x, connectivity=1))\n", " [[1 0 0]\n", " [0 2 0]\n", " [0 0 3]]\n", " >>> print(label(x, connectivity=2))\n", " [[1 0 0]\n", " [0 1 0]\n", " [0 0 1]]\n", " >>> print(label(x, background=-1))\n", " [[1 2 2]\n", " [2 1 2]\n", " [2 2 1]]\n", " >>> x = np.array([[1, 0, 0],\n", " ... [1, 1, 5],\n", " ... [0, 0, 0]])\n", " >>> print(label(x))\n", " [[1 0 0]\n", " [1 1 2]\n", " [0 0 0]]\n", "\n" ] } ], "source": [ "from skimage.morphology import label\n", "help(label)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Labels in the cityscape image" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "notes" } }, "source": [ "When we apply the ```label``` operation on the car mask, we see the that each car is assigned a color. There are however some cars that get multiple classes. This is because they were divided into several segments due to objects like tree and trafic signs." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2021-03-31T18:22:02.603896Z", "start_time": "2021-03-31T18:22:02.334955Z" }, "format": "tab", "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(20, 8), dpi=100)\n", "ax1.imshow(seg_img, cmap='bone')\n", "ax1.set_title('Segmented Image') \n", "lab_img = label(seg_img)\n", "ax2.imshow(lab_img, cmap=plt.cm.tab10)\n", "ax2.set_title('Labeled Image');" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Area of each segment" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "notes" } }, "source": [ "Now, we can start making measurements in the image. A first thing that comes to mind is to compute the area of the objects. This is a very simple operation; we only have to count the number of pixels belonging to each label." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$$Area_i=\\#\\{x|f(x)\\in{}i\\}$$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "notes" } }, "source": [ "Usually, we want to know the are of all items in the images. We could do this by writing a loop that goes through all labels in the image and compute each one of them. There is however an operation that does this much easier: the histogram.\n", "\n", "We can use a histogram with the same number of bins are there are labels in the image. This would give us the size distribution in of the objects in one single operation." ] }, { "cell_type": "code", "execution_count": 52, "metadata": { "ExecuteTime": { "end_time": "2021-04-01T07:31:02.604455Z", "start_time": "2021-04-01T07:31:02.240556Z" }, "format": "column", "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (ax3) = plt.subplots(1, 1, dpi=150)\n", "ax3.hist(lab_img.ravel())\n", "ax3.set_title('Label Counts')\n", "ax3.set_yscale('log')" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# A component labeling algorithm\n", "\n", "We start off with all of the pixels in either foreground (1) or background (0)" ] }, { "cell_type": "code", "execution_count": 53, "metadata": { "ExecuteTime": { "end_time": "2021-04-01T07:31:04.151949Z", "start_time": "2021-04-01T07:31:03.699795Z" }, "format": "column", "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "seg_img = np.eye(9, dtype=int)\n", "seg_img[4, 4] = 0\n", "seg_img += seg_img[::-1] \n", "sns.heatmap(seg_img, annot=True, fmt=\"d\");" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Labeling initialization\n", "Give each point in the image a unique label\n", "- For each point $(x,y)\\in\\text{Foreground}$\n", " - Set value to $I_{x,y} = x+y*width+1$" ] }, { "cell_type": "code", "execution_count": 54, "metadata": { "ExecuteTime": { "end_time": "2021-04-01T07:31:05.697191Z", "start_time": "2021-04-01T07:31:05.133581Z" }, "format": "column", "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "idx_img = np.zeros_like(seg_img)\n", "for x in range(seg_img.shape[0]):\n", " for y in range(seg_img.shape[1]):\n", " if seg_img[x, y] > 0:\n", " idx_img[x, y] = x+y*seg_img.shape[0]+1\n", "sns.heatmap(idx_img, annot=True,\n", " fmt=\"d\", cmap='nipy_spectral');" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## A brushfire labeling algorithm\n", "\n", "In a [brushfire](http://www.sciencedirect.com/science/article/pii/S0921889007000966)-style algorithm\n", "- For each point $(x,y)\\in\\text{Foreground}$\n", " - For each point $(x^{\\prime},y^{\\prime})\\in\\mathcal{N}(x,y)$\n", " - if $(x^{\\prime},y^{\\prime})\\in\\text{Foreground}$\n", " - Set the label to $\\min(I_{x,y}, I_{x^{\\prime},y^{\\prime}})$\n", "- Repeat until no more labels have been changed" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Implementation of the brush fire algorithm" ] }, { "cell_type": "code", "execution_count": 55, "metadata": { "ExecuteTime": { "end_time": "2021-04-01T07:31:07.348021Z", "start_time": "2021-04-01T07:31:07.336868Z" }, "format": "tab", "scrolled": false, "slideshow": { "slide_type": "-" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(0, 8) 73 vs (1, 7) 65 -> 65\n", "(1, 1) 11 vs (0, 0) 1 -> 1\n", "(1, 7) 65 vs (2, 6) 57 -> 57\n", "(2, 2) 21 vs (1, 1) 11 -> 11\n", "(2, 6) 57 vs (3, 5) 49 -> 49\n", "(3, 3) 31 vs (2, 2) 21 -> 21\n", "(5, 3) 33 vs (6, 2) 25 -> 25\n", "(6, 2) 25 vs (7, 1) 17 -> 17\n", "(6, 6) 61 vs (5, 5) 51 -> 51\n", "(7, 1) 17 vs (8, 0) 9 -> 9\n", "(7, 7) 71 vs (6, 6) 61 -> 61\n", "(8, 8) 81 vs (7, 7) 71 -> 71\n", "Iteration 1 Groups 12 Changes 12\n", "(0, 8) 65 vs (1, 7) 57 -> 57\n", "(1, 7) 57 vs (2, 6) 49 -> 49\n", "(2, 2) 11 vs (1, 1) 1 -> 1\n", "(3, 3) 21 vs (2, 2) 11 -> 11\n", "(5, 3) 25 vs (6, 2) 17 -> 17\n", "(6, 2) 17 vs (7, 1) 9 -> 9\n", "(7, 7) 61 vs (6, 6) 51 -> 51\n", "(8, 8) 71 vs (7, 7) 61 -> 61\n", "Iteration 2 Groups 8 Changes 8\n", "(0, 8) 57 vs (1, 7) 49 -> 49\n", "(3, 3) 11 vs (2, 2) 1 -> 1\n", "(5, 3) 17 vs (6, 2) 9 -> 9\n", "(8, 8) 61 vs (7, 7) 51 -> 51\n", "Iteration 3 Groups 4 Changes 4\n", "Done\n" ] } ], "source": [ "last_img = idx_img.copy()\n", "img_list = [last_img]\n", "for iteration, c_ax in enumerate(m_axs.flatten(), 1):\n", " cur_img = last_img.copy()\n", "\n", " for x in range(last_img.shape[0]):\n", " for y in range(last_img.shape[1]):\n", " if last_img[x, y] > 0:\n", " i_xy = last_img[x, y]\n", " for xp in [-1, 0, 1]:\n", " if (x+xp < last_img.shape[0]) and (x+xp >= 0):\n", " for yp in [-1, 0, 1]:\n", " if (y+yp < last_img.shape[1]) and (y+yp >= 0):\n", " i_xpyp = last_img[x+xp, y+yp]\n", " if i_xpyp > 0:\n", "\n", " new_val = min(i_xy, i_xpyp, cur_img[x, y])\n", " if cur_img[x, y] != new_val:\n", " print((x, y), i_xy, 'vs', (x+xp,\n", " y+yp), i_xpyp, '->', new_val)\n", " cur_img[x, y] = new_val\n", "\n", " img_list += [cur_img]\n", " if (cur_img == last_img).all():\n", " print('Done')\n", " break\n", " else:\n", " print('Iteration', iteration,\n", " 'Groups', len(np.unique(cur_img[cur_img > 0].ravel())),\n", " 'Changes', np.sum(cur_img != last_img))\n", " last_img = cur_img" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Looking at the iterations" ] }, { "cell_type": "code", "execution_count": 56, "metadata": { "ExecuteTime": { "end_time": "2021-04-01T07:31:14.560181Z", "start_time": "2021-04-01T07:31:12.135338Z" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, m_axs = plt.subplots(2, 2, figsize=(15, 10)); m_axs=m_axs.ravel()\n", "for c_ax,cur_img in zip(m_axs,img_list):\n", " sns.heatmap(cur_img,\n", " annot=True,\n", " fmt=\"d\",\n", " cmap='nipy_spectral',\n", " ax=c_ax)\n", " c_ax.set_title('Iteration #{}'.format(iteration))" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Some comments on the brushfire algorithm\n", "- The image very quickly converges and after 4 iterations the task is complete. \n", "\n", "- For larger more complicated images with thousands of components this task can take longer, \n", "- There exist much more efficient [algorithms](https://www.cs.princeton.edu/~rs/AlgsDS07/01UnionFind.pdf) for labeling components which alleviate this issue.\n", " - [Rosenfeld & Pfalz, _Sequential Operations in Digital Picture Processing_, 1966](https://doi.org/10.1145/321356.321357)\n", " - [Soille, Morphological Image Processing, page 38, 2004](https://doi.org/10.1007/978-3-662-05088-0)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Let's animate the iterations" ] }, { "cell_type": "code", "execution_count": 57, "metadata": { "ExecuteTime": { "end_time": "2021-04-01T07:31:22.652934Z", "start_time": "2021-04-01T07:31:19.808746Z" }, "format": "tab", "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 57, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fig, c_ax = plt.subplots(1, 1, figsize=(5, 5), dpi=100)\n", "\n", "def update_frame(i):\n", " plt.cla()\n", " sns.heatmap(img_list[i],\n", " annot=True,\n", " fmt=\"d\",\n", " cmap='nipy_spectral',\n", " ax=c_ax,\n", " cbar=False,\n", " vmin=img_list[0].min(),\n", " vmax=img_list[0].max())\n", " c_ax.set_title('Iteration #{}, Groups {}'.format(i+1,\n", " len(np.unique(img_list[i][img_list[i] > 0].ravel()))))\n", "# write animation frames\n", "anim_code = FuncAnimation(fig, update_frame, frames=len(img_list)-1,\n", " interval=1000, repeat_delay=2000).to_html5_video()\n", "plt.close('all')\n", "HTML(anim_code)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Bigger Images\n", "How does the same algorithm apply to bigger images?" ] }, { "cell_type": "code", "execution_count": 61, "metadata": { "ExecuteTime": { "end_time": "2021-04-01T07:32:41.872988Z", "start_time": "2021-04-01T07:32:40.227814Z" }, "format": "tab", "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "seg_img = (imread('figures/aachen_label.png')[::4, ::4] == 26)[110:130:2, 370:420:3]\n", "seg_img[9, 1] = 1\n", "_, (ax1, ax2) = plt.subplots(1, 2, figsize=(15, 7), dpi=150)\n", "sns.heatmap(seg_img, annot=True, fmt=\"d\", ax=ax1,\n", " cmap='nipy_spectral', cbar=False)\n", "ax1.set_title('Binary image')\n", "\n", "idx_img = seg_img * np.arange(len(seg_img.ravel())).reshape(seg_img.shape)\n", "sns.heatmap(idx_img, annot=True, fmt=\"d\", ax=ax2,\n", " cmap='nipy_spectral', cbar=False)\n", "ax2.set_title('Initial labels');" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Run the labelling on the car image" ] }, { "cell_type": "code", "execution_count": 62, "metadata": { "ExecuteTime": { "end_time": "2021-04-01T07:32:43.045469Z", "start_time": "2021-04-01T07:32:43.027189Z" }, "format": "column", "slideshow": { "slide_type": "-" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Iteration 0 Groups 62 Changes 79\n", "Iteration 1 Groups 46 Changes 74\n", "Iteration 2 Groups 32 Changes 68\n", "Iteration 3 Groups 22 Changes 59\n", "Iteration 4 Groups 14 Changes 46\n", "Iteration 5 Groups 8 Changes 31\n", "Iteration 6 Groups 5 Changes 17\n", "Iteration 7 Groups 3 Changes 6\n", "Iteration 8 Groups 2 Changes 1\n", "Done\n" ] } ], "source": [ "last_img = idx_img.copy()\n", "img_list = [last_img]\n", "for iteration in range(99):\n", " cur_img = last_img.copy()\n", " for x in range(last_img.shape[0]):\n", " for y in range(last_img.shape[1]):\n", " if last_img[x, y] > 0:\n", " i_xy = last_img[x, y]\n", " for xp in [-1, 0, 1]:\n", " if (x+xp < last_img.shape[0]) and (x+xp >= 0):\n", " for yp in [-1, 0, 1]:\n", " if (y+yp < last_img.shape[1]) and (y+yp >= 0):\n", " i_xpyp = last_img[x+xp, y+yp]\n", " if i_xpyp > 0:\n", " new_val = min(i_xy, i_xpyp, cur_img[x, y])\n", " if cur_img[x, y] != new_val:\n", " cur_img[x, y] = new_val\n", "\n", " img_list += [cur_img] # stores the current image in the iteration list\n", " if (cur_img == last_img).all():\n", " print('Done')\n", " break\n", " else:\n", " print('Iteration', iteration,\n", " 'Groups', len(np.unique(cur_img[cur_img > 0].ravel())),\n", " 'Changes', np.sum(cur_img != last_img))\n", " last_img = cur_img" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Let's animate the iterations" ] }, { "cell_type": "code", "execution_count": 63, "metadata": { "ExecuteTime": { "end_time": "2021-04-01T07:32:50.018804Z", "start_time": "2021-04-01T07:32:45.445491Z" }, "format": "tab", "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 63, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fig, c_ax = plt.subplots(1, 1, figsize=(5, 5), dpi=100)\n", "\n", "def update_frame(i):\n", " plt.cla()\n", " sns.heatmap(img_list[i],\n", " annot=True,\n", " fmt=\"d\",\n", " cmap='nipy_spectral',\n", " ax=c_ax,\n", " cbar=False,\n", " vmin=img_list[0].min(),\n", " vmax=img_list[0].max())\n", " c_ax.set_title('Iteration #{}, Groups {}'.format(i+1,\n", " len(np.unique(img_list[i][img_list[i] > 0].ravel()))))\n", "\n", "\n", "# write animation frames\n", "anim_code = FuncAnimation(fig,\n", " update_frame,\n", " frames=len(img_list)-1,\n", " interval=500,\n", " repeat_delay=1000).to_html5_video()\n", "plt.close('all')\n", "HTML(anim_code)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Different Neighborhoods\n", "We can expand beyond the 3x3 neighborhood to a 5x5 for example" ] }, { "cell_type": "code", "execution_count": 65, "metadata": { "ExecuteTime": { "end_time": "2021-04-01T07:33:38.927546Z", "start_time": "2021-04-01T07:33:38.906214Z" }, "format": "tab", "slideshow": { "slide_type": "-" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Iteration 0 Groups 49 Changes 81\n", "Iteration 1 Groups 24 Changes 71\n", "Iteration 2 Groups 8 Changes 51\n", "Iteration 3 Groups 2 Changes 20\n", "Iteration 4 Groups 1 Changes 1\n", "Done\n" ] } ], "source": [ "last_img = idx_img.copy()\n", "img_list = [last_img]\n", "for iteration in range(99):\n", " cur_img = last_img.copy()\n", " for x in range(last_img.shape[0]):\n", " for y in range(last_img.shape[1]):\n", " if last_img[x, y] > 0:\n", " i_xy = last_img[x, y]\n", " for xp in [-2, -1, 0, 1, 2]:\n", " if (x+xp < last_img.shape[0]) and (x+xp >= 0):\n", " for yp in [-2, -1, 0, 1, 2]:\n", " if (y+yp < last_img.shape[1]) and (y+yp >= 0):\n", " i_xpyp = last_img[x+xp, y+yp]\n", " if i_xpyp > 0:\n", " new_val = min(i_xy, i_xpyp, cur_img[x, y])\n", " if cur_img[x, y] != new_val:\n", " cur_img[x, y] = new_val\n", "\n", " img_list += [cur_img]\n", " if (cur_img == last_img).all():\n", " print('Done')\n", " break\n", " else:\n", " print('Iteration', iteration,\n", " 'Groups', len(np.unique(cur_img[cur_img > 0].ravel())),\n", " 'Changes', np.sum(cur_img != last_img))\n", " last_img = cur_img" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Animate the labeling iterations" ] }, { "cell_type": "code", "execution_count": 66, "metadata": { "ExecuteTime": { "end_time": "2021-04-01T07:33:44.082683Z", "start_time": "2021-04-01T07:33:41.401709Z" }, "format": "tab", "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 66, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fig, c_ax = plt.subplots(1, 1, figsize=(5, 5), dpi=100)\n", "\n", "def update_frame(i):\n", " plt.cla()\n", " sns.heatmap(img_list[i],\n", " annot=True,\n", " fmt=\"d\",\n", " cmap='nipy_spectral',\n", " ax=c_ax,\n", " cbar=False,\n", " vmin=img_list[0].min(),\n", " vmax=img_list[0].max())\n", " c_ax.set_title('Iteration #{}, Groups {}'.format(i+1,\n", " len(np.unique(img_list[i][img_list[i] > 0].ravel()))))\n", "\n", "# write animation frames\n", "anim_code = FuncAnimation(fig,\n", " update_frame,\n", " frames=len(img_list)-1,\n", " interval=500,\n", " repeat_delay=1000).to_html5_video()\n", "plt.close('all')\n", "HTML(anim_code)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Or a smaller kernel\n", "By using a smaller kernel (in this case where $\\sqrt{x^2+y^2}<=1$, we cause the number of iterations to fill to increase and prevent the last pixel from being grouped since it is only connected diagonally\n", "\n", "| | | |\n", "|--:|--:|--:|\n", "| 0| 1| 0|\n", "| 1| 1| 1|\n", "| 0| 1| 0|\n" ] }, { "cell_type": "code", "execution_count": 67, "metadata": { "ExecuteTime": { "end_time": "2021-04-01T07:34:29.064167Z", "start_time": "2021-04-01T07:34:29.018641Z" }, "format": "tab", "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Iteration 0 Groups 68 Changes 76\n", "Iteration 1 Groups 54 Changes 73\n", "Iteration 2 Groups 42 Changes 67\n", "Iteration 3 Groups 31 Changes 62\n", "Iteration 4 Groups 21 Changes 57\n", "Iteration 5 Groups 13 Changes 49\n", "Iteration 6 Groups 11 Changes 39\n", "Iteration 7 Groups 9 Changes 34\n", "Iteration 8 Groups 8 Changes 25\n", "Iteration 9 Groups 7 Changes 20\n", "Iteration 10 Groups 6 Changes 15\n", "Iteration 11 Groups 5 Changes 10\n", "Iteration 12 Groups 4 Changes 6\n", "Iteration 13 Groups 3 Changes 2\n", "Done\n" ] } ], "source": [ "last_img = idx_img.copy()\n", "img_list = [last_img]\n", "for iteration in range(99):\n", " cur_img = last_img.copy()\n", " for x in range(last_img.shape[0]):\n", " for y in range(last_img.shape[1]):\n", " if last_img[x, y] > 0:\n", " i_xy = last_img[x, y]\n", " for xp in [-1, 0, 1]:\n", " if (x+xp < last_img.shape[0]) and (x+xp >= 0):\n", " for yp in [-1, 0, 1]:\n", " if np.abs(xp)+np.abs(yp) <= 1:\n", " if (y+yp < last_img.shape[1]) and (y+yp >= 0):\n", " i_xpyp = last_img[x+xp, y+yp]\n", " if i_xpyp > 0:\n", " new_val = min(\n", " i_xy, i_xpyp, cur_img[x, y])\n", " if cur_img[x, y] != new_val:\n", " cur_img[x, y] = new_val\n", "\n", " img_list += [cur_img]\n", " if (cur_img == last_img).all():\n", " print('Done')\n", " break\n", " else:\n", " print('Iteration', iteration,\n", " 'Groups', len(np.unique(cur_img[cur_img > 0].ravel())),\n", " 'Changes', np.sum(cur_img != last_img))\n", " last_img = cur_img" ] }, { "cell_type": "code", "execution_count": 68, "metadata": { "ExecuteTime": { "end_time": "2021-04-01T07:34:41.459905Z", "start_time": "2021-04-01T07:34:34.052191Z" }, "format": "tab", "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 68, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fig, c_ax = plt.subplots(1, 1, figsize=(6, 6), dpi=100)\n", "\n", "\n", "def update_frame(i):\n", " plt.cla()\n", " sns.heatmap(img_list[i],\n", " annot=True,\n", " fmt=\"d\",\n", " cmap='nipy_spectral',\n", " ax=c_ax,\n", " cbar=False,\n", " vmin=img_list[0].min(),\n", " vmax=img_list[0].max())\n", " c_ax.set_title('Iteration #{}, Groups {}'.format(i+1,\n", " len(np.unique(img_list[i][img_list[i] > 0].ravel()))))\n", "\n", "\n", "# write animation frames\n", "anim_code = FuncAnimation(fig,\n", " update_frame,\n", " frames=len(img_list)-1,\n", " interval=500,\n", " repeat_delay=1000).to_html5_video()\n", "plt.close('all')\n", "HTML(anim_code)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Comparing different neighborhoods\n", "\n", "|Neighborhood size|Iterations| Segments |\n", "|----------------:|---------:|---------:|\n", "| 3x3 | 9 | 2 |\n", "| 5x5 | 5 | 1 |\n", "| cross | 14 | 3 | \n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Beyond component labeling - what can we measure?\n", "\n", "\n", "Now all the voxels which are connected have the same label. We can then perform simple metrics like\n", "\n", "- counting the number of voxels in each label to estimate volume.\n", "- looking at the change in volume during erosion or dilation to estimate surface area" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## What we would like to to do\n", "\n", "- Count the cells\n", "- Say something about the cells\n", "- Compare the cells in this image to another image\n", "\n", "\n", "... But where do we start?" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Object position - Center of Volume (COV): With a single object\n", "\n", "$$ I_{id}(x,y) = \n", "\\begin{cases}\n", "1, & L(x,y) = id \\\\\n", "0, & \\text{otherwise}\n", "\\end{cases}$$\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2021-03-31T18:26:40.073829Z", "start_time": "2021-03-31T18:26:39.535447Z" }, "format": "tab", "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "image/png": 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axihQQJPRHotN1nqsNkmSOjqUeWyNes77qpJjx/pt6WOtyVCPtfuRtR6LTdZ6LDZZ67HY5KunoF6JbKp4V0Ec6ti3T1PF9kp1lrSqtWwHTYZ7LDZZ67HaFDR8qMxjaxS0tHjt2Ju1Jms91u5H1nosNlnrsdhkrcdik6+eghmRuUyXukraVdY0RmESKt1TpKObR6u1bCdNRnssNlnrsdoU1m1Vev2ziqac6a3hk6w1Weuxdj+y1mOxyVqPxSZrPRabfPYUzNvZuWynwiildJTpP5bpLlKUySkOI4Vx6ohvstZjsclaj9Wm+ITjFI+vlMJQWv+bvJ9/f6w1Weuxdj+y1mOxyVqPxSZrPRabfPYUzCuRSRgriAfmBknv7TiMfCSZa7LWI9lrstYj2WxSSUnvOLLEWpOxHmv3I2s9kr0maz2SvSZrPZK9Jp89dh4BBxHEoZIwHnAsCXpv+/ibiGSvyVqPZK/JWo9kswmFx9r9yFqPZK/JWo9kr8laj2SvyWdPwYzITPcwxalIUSrXfyyX7VIql/F2R7LWZK3HYpO1HqtNKDzW7kfWeiw2Weux2GStx2KTz57CGZG5IhV1lGjXqHrFQaSedLdajmlUaUs5TUZ7LDZZ67HahMJj7X5krcdik7Uei03Weiw2+ewpmB+skaSRDSeqeVS96k+ukxKptLVcI5pH02S4x2KTtR6rTSg81u5H1nosNlnrsdhkrcdik6+eIEmSZMjPIimKItXW1uq2c+9RV3t3Pk4JHLG2LZ3qOwGOKudv9J0AACoqzer2mhtUVVWlVOrgb4cXzNvZAAAAsIMRCQAAAGeMSAAAADhjRAIAAMAZIxIAAADOGJEAAABwxogEAACAM0YkAAAAnDEiAQAA4IwRCQAAAGeMSAAAADhjRAIAAMAZIxIAAADOGJEAAABwlvYdALiqrq/1nTDAjLFVvhPwObBt6VTfCfgUKudv9J0AeMMrkQAAAHDGiAQAAIAzRiQAAACcMSIBAADgjBEJAAAAZ4xIAAAAOGNEAgAAwBkjEgAAAM4YkQAAAHDGiAQAAIAzRiQAAACcMSIBAADgLO07wEWU6lHzF95XZ3GbAgUqbSlXWdMYBQpoMtpjsalum/Sjnwb6w1Ypk5GmTZZumZeovMxLjiR716hfR4cyj61Rz3lfVXLsWL8tfaw1WeuR7DVZ65HMNFn83rfWZK3HYpOvHqdXIuvq6jR79mx95Stf0VlnnaUFCxaoubl5qNr20VTxroI41LFvn6aK7ZXqLGlVa9mOvJ2/EJqs9Vhr6uySrl0QaNLp0m9XJ3pyRaLdLdLCJX7HmqVr1Cdo+FCZx9YoaGnx2rE3a03WeiR7TdZ6JFtNFr/3rTVZ67HY5KvnkEdkZ2enrrnmGk2aNEnPP/+81q5dq927d2vhwoVD2dcvl+lSV0m7yprGKExCpXuKdHTzaLWW7czL+QuhyVqPxaaGRmnCOGnu1YmyGal8hDTzkkSbt3jJkWTvGklSWLdV6fXPKppypreGT7LWZK1HstdkrUey1WTxe99ak7Uei00+ew757ez6+npNmDBB8+bNUyqVUjab1cyZM7VgwYKh7OuXy3YqjFJKR5n+Y5nuIkWZnOIwUhin8tJhuclaj8Wmk0+Qfv7jZMCx6ppAE8fnNWMAa9dIkuITjlM8vlIKQ2n9b/J+/v2x1mStR7LXZK1HstVk8XvfWpO1HotNPnsO+ZXIU045RQ8++KBSqT/FVFdXa+LEiUMS9klJGCuIB+YGSe/tOIzy0vBJ1pqs9Ug2m/okiXTvg4FqXpAWXpcM/geGqsPiNSop6X2StcRak7UeyV6TtR7JVJPF731rTdZ6JHtNPns+1Q/WJEmie++9V88995xWrlx5uJv2K4hDJWE8sCPove3jbyKSvSZrPZLNJklqa+/9HOTrW6WHlyUaP85bitlrBGBoWfzet9ZkrUey1+Szx/mvY21tbfrWt76lp556SitXrtQXv/jFoejaR6Z7mOJUpCiV6z+Wy3Yplct4uyNZa7LWY7Vp+wfSZXMCtbVLq5b7HZCSzWsEYOhZ/N631mStx2KTzx6nEbl9+3Zdeumlamtr06pVq/I2ICUpkytSUUeJdo2qVxxE6kl3q+WYRpW2lOetwXqTtR6LTXtapVnzA02aKD14l99f69PH2jUCkB8Wv/etNVnrsdjks+eQ387es2ePrr76ak2dOlWLFy9W6OEzJSMbTlTzqHrVn1wnJVJpa7lGNI/Oe4flJms91ppWPy01NAZaV5OoesPAX+vz8jp/n4u0dI0A5I/F731rTdZ6LDb56gmSJDmkZ85f/vKXWrJkiYqLixUEA598/+///m/QPx9FkWpra3Xbufeoq73709UCkqrra30nDDBjbJXvhH1sWzrVdwJwRKicv9F3AnBYFZVmdXvNDaqqqhrww9T7c8ivRM6ePVuzZ8/+zHEAAAAofDZ+zwEAAAAKCiMSAAAAzhiRAAAAcMaIBAAAgDNGJAAAAJwxIgEAAOCMEQkAAABnjEgAAAA4Y0QCAADAGSMSAAAAzhiRAAAAcMaIBAAAgLO07wDYVl1f6zsBAMzatnSq74QBKudv9J2AIwivRAIAAMAZIxIAAADOGJEAAABwxogEAACAM0YkAAAAnDEiAQAA4IwRCQAAAGeMSAAAADhjRAIAAMAZIxIAAADOGJEAAABwxogEAACAs7TvABdRqkfNX3hfncVtChSotKVcZU1jFCigyWiPJNVtk37000B/2CplMtK0ydIt8xKVl9HTx+LXTZLU0aHMY2vUc95XlRw71m9LH2tN1noke03WeiR7TYZ6rD0eWeux2OSrp6BeiWyqeFdBHOrYt09TxfZKdZa0qrVsB02Gezq7pGsXBJp0uvTb1YmeXJFod4u0cImfbzRrPX2sfd0kKWj4UJnH1ihoafHasTdrTdZ6JHtN1noke03Weqw9Hlnrsdjkq6dgRmQu06WuknaVNY1RmIRK9xTp6ObRai3bSZPRHklqaJQmjJPmXp0om5HKR0gzL0m0eQs9fSx+3cK6rUqvf1bRlDO9NXyStSZrPZK9Jms9kr0maz3WHo+s9Vhs8tlTMG9n57KdCqOU0lGm/1imu0hRJqc4jBTGqSO+yVqPJJ18gvTzHycDjlXXBJo4Pu8pJnskm1+3+ITjFI+vlMJQWv+bvJ9/f6w1WeuR7DVZ65HsNVnrsfZ4ZK3HYpPPnoIZkUkYK4gHvnAaJL23fd2RrDVZ6/mkJJH+5aFANS9IDy9LBv8DR0iPya9bSUn+zzkYa03WeiR7TdZ6JHtNxnqsPR5Z67HY5LOnYEZkEIdKwnjAsSTove1rHFlrstazt7b23s8dvr61d7CNH+c1x1SP5a8bgCOLtccjaz2SvSafPQXzmchM9zDFqUhRKtd/LJftUiqX8XZHstZkrafP9g+ky+YEamuXVi33PyCt9Vj9ugE48lh7PLLWY7HJZ0/hjMhckYo6SrRrVL3iIFJPulstxzSqtKWcJqM9krSnVZo1P9CkidKDd/n9NToWeySbXzcARyZrj0fWeiw2+ewpmLezJWlkw4lqHlWv+pPrpEQqbS3XiObRNBnuWf201NAYaF1NouoNA3+Nzsvr8v85RGs9fax93QAcuaw9HlnrsdjkqydIkiQvz5xRFKm2tla3nXuPutq783FKHAbV9bW+E8ybMbbKd8I+ti2d6jsBgAeV8zf6TkCBKyrN6vaaG1RVVaVU6uBvhxfM29kAAACwgxEJAAAAZ4xIAAAAOGNEAgAAwBkjEgAAAM4YkQAAAHDGiAQAAIAzRiQAAACcMSIBAADgjBEJAAAAZ4xIAAAAOGNEAgAAwBkjEgAAAM4YkQAAAHCW9h0AAAAOj21Lp/pOMK9y/kbfCZ8bvBIJAAAAZ4xIAAAAOGNEAgAAwBkjEgAAAM4YkQAAAHDGiAQAAIAzRiQAAACcMSIBAADgjBEJAAAAZ4xIAAAAOGNEAgAAwBkjEgAAAM7SvgNcRKkeNX/hfXUWtylQoNKWcpU1jVGggCajPZJUt0360U8D/WGrlMlI0yZLt8xLVF5GTx+LXzdJUkeHMo+tUc95X1Vy7Fi/LX2sNVnrkew1WeuR7DVZ65HsNRnqsfaY7avnU70SGUWRrrrqKt1yyy2Hu+egmireVRCHOvbt01SxvVKdJa1qLduR1wbrTdZ6OrukaxcEmnS69NvViZ5ckWh3i7RwiZ9vNGs9fax93SQpaPhQmcfWKGhp8dqxN2tN1noke03WeiR7TdZ6JHtN1nqsPWb76vlUI/K+++7T5s2bD3fLQeUyXeoqaVdZ0xiFSah0T5GObh6t1rKdee2w3GStR5IaGqUJ46S5VyfKZqTyEdLMSxJt3kJPH4tft7Buq9Lrn1U05UxvDZ9krclaj2SvyVqPZK/JWo9kr8laj7XHbJ89zm9nv/jii3rmmWf0ta99bSh6DiiX7VQYpZSOMv3HMt1FijI5xWGkME7ltcdik7UeSTr5BOnnP04GHKuuCTRxfN5TTPZINr9u8QnHKR5fKYWhtP43eT///lhrstYj2Wuy1iPZa7LWI9lrstZj7THbZ4/TK5E7d+7UokWLdPfdd6u4uHiomvYrCWMF8cDcIOm9HYdRXlv6WGuy1vNJSSLd+2Cgmhekhdclg/+BI6TH5NetpKT3AdsSa03WeiR7TdZ6JHtN1noke03Geqw9ZvvsOeRXIuM41k033aTZs2drwoQJQ9m0X0EcKgnjAceSoPe2j1dqJHtN1nr21tbe+7nD17dKDy9LNH6c1xxTPZa/bgCAgaw9ZvvsOeRpv3z5cmWzWV111VVD2XNAme5hilORolSu/1gu26VULuPtidZak7WePts/kC6bE6itXVq13P+AtNZj9esGANiXtcdsnz2H/ErkmjVr9NFHH2ny5MmSpM7OTknS//zP/+Tlh2wyuSIVdZRo16h6HdN4nOJUpJZjGlXaUj7k5y6UJms9krSnVZo1P9DUSdIPbk68vyNhrUey+XUDAOyftcdsnz2HPCLXrVs34Hbfr/dZsmTJ4S06iJENJ6p5VL3qT66TEqm0tVwjmkfn7fyF0GStZ/XTUkNjoHU1iao3DPw1Oi+vy//nEK319LH2dQMAHJi1x2xfPUGSJJ/qmdN1REZRpNraWt127j3qau/+NKeEB9X1tb4TzJsxtsp3wj62LZ3qOwEATKqcv9F3gmlFpVndXnODqqqqlEod/O3wT/0v1uTzFUgAAADYYuATYQAAACg0jEgAAAA4Y0QCAADAGSMSAAAAzhiRAAAAcMaIBAAAgDNGJAAAAJwxIgEAAOCMEQkAAABnjEgAAAA4Y0QCAADAGSMSAAAAztK+A3yqrq/1nQAAAPJo29KpvhMGqJy/0XfCp8YrkQAAAHDGiAQAAIAzRiQAAACcMSIBAADgjBEJAAAAZ4xIAAAAOGNEAgAAwBkjEgAAAM4YkQAAAHDGiAQAAIAzRiQAAACcMSIBAADgrKBGZJTq0Y4x7+i9U17T+6e8rl0j65Uo8dpUt036+xsCTb0o0Nl/HejmxYF27abHcpO1HsnmfVuS1NGhzMr/UPBBve+SP7HWZK1HstdkrUey12StR7LXRM8B+XoOKagR2VTxroI41LFvn6aK7ZXqLGlVa9kObz2dXdK1CwJNOl367epET65ItLtFWrgkoMdok7WePtbu25IUNHyozGNrFLS0eO3Ym7Umaz2SvSZrPZK9Jms9kr0meg7O13NIwYzIXKZLXSXtKmsaozAJle4p0tHNo9VattNbU0OjNGGcNPfqRNmMVD5CmnlJos1b6LHaZK1HsnnfDuu2Kr3+WUVTzvTW8EnWmqz1SPaarPVI9pqs9Uj2mug5OJ/PIekhP8Nhkst2KoxSSkeZ/mOZ7iJFmZziMFIYp/LedPIJ0s9/PPDl4uqaQBPH5z3FZI9kr8laj2Tzvh2fcJzi8ZVSGErrf5P38++PtSZrPZK9Jms9kr0maz2SvSZ6Ds7nc0jBjMgkjBXEA184DZLe276eaPeWJNK/PBSo5gXp4WX+P8tmrUey12Slx+R9u6Qk/+ccjLUmaz2SvSZrPZK9Jms9kr0meg7K53NIwYzIIA6VhPGAY0nQe9v3gGxr7/1M3etbe8fI+HFec8z1WGyy1GP5vg0AsM3nc0jBfCYy0z1McSpSlMr1H8tlu5TKZbw+0W7/QLpsTqC2dmnVcv/jyFqPxSZrPVbv2wAA+3w+hxTOiMwVqaijRLtG1SsOIvWku9VyTKNKW8q9Ne1plWbNDzRpovTgXYnKy7ylmOyR7DVZ65Fs3rcBAIXB53NIwbydLUkjG05U86h61Z9cJyVSaWu5RjSP9taz+mmpoTHQuppE1RsG/oqYl9fl/zN21nosNlnr6WPtvg0AKBy+nkOCJEny8swZRZFqa2t127n3qKu9Ox+nHFR1fa3vBHwOzBhb5TthH9uWTvWdAAA4BJXzN/pOGKCoNKvba25QVVWVUqmDvx1eMG9nAwAAwA5GJAAAAJwxIgEAAOCMEQkAAABnjEgAAAA4Y0QCAADAGSMSAAAAzhiRAAAAcMaIBAAAgDNGJAAAAJwxIgEAAOCMEQkAAABnjEgAAAA4Y0QCAADAWTrfJ1z9xqtKhR35Pi0AAIAq52/0nfC5wSuRAAAAcMaIBAAAgDNGJAAAAJwxIgEAAOCMEQkAAABnjEgAAAA4Y0QCAADAGSMSAAAAzhiRAAAAcMaIBAAAgDNGJAAAAJwxIgEAAOCsoEZk3Tbp728INPWiQGf/daCbFwfatZsmyz0Wm6z1SFKU6tGOMe/ovVNe0/unvK5dI+uVKPEbJUkdHcqs/A8FH9T7LvkTa03WeiR7TdZ6JHtN1noke02Geqw9ZvvqcRqRu3fv1oIFCzRlyhSdeeaZmjt3rj766KOhahugs0u6dkGgSadLv12d6MkViXa3SAuXBHk5fyE0Weux2GStp09TxbsK4lDHvn2aKrZXqrOkVa1lO7w2BQ0fKvPYGgUtLV479matyVqPZK/JWo9kr8laj2SvyVqPtcdsXz1OI/K6667Txx9/rPXr1+u5555TKpXSrbfeOlRtAzQ0ShPGSXOvTpTNSOUjpJmXJNq8JS+nL4gmaz0Wm6z1SFIu06WuknaVNY1RmIRK9xTp6ObRai3b6a0prNuq9PpnFU0501vDJ1lrstYj2Wuy1iPZa7LWI9lrstZj7THbZ0/6UP/D1157Ta+88opeeOEFDR8+XJL0/e9/Xzt25Gd5n3yC9PMfD3xptrom0MTxeTn9fllrstYj2Wuy1iNJuWynwiildJTpP5bpLlKUySkOI4VxKu9N8QnHKR5fKYWhtP43eT///lhrstYj2Wuy1iPZa7LWI9lrstZj7THbZ88hj8gtW7aosrJSjz76qB555BF1dHTo7LPP1s033zxkcQeSJNK/PBSo5gXp4WUGPjcme03WeiR7TVZ6kjBWEA98UyBIem/7GpEqKcn/OQdjrclaj2SvyVqPZK/JWo9kr8lYj7XHbJ89h/x29p49e/TGG2/onXfe0erVq/XEE0+osbEx7yOyrV365+8Gemp97xP/+HF5PX1BNFnrsdhkqSeIQyVhPOBYEvTe9jIgAQAHZO0x22fPIY/IbDYrSVq0aJGGDx+ukSNH6vrrr9eGDRvU3t4+ZIF72/6BdNmcQG3t0qrl/oeIxSZrPRabrPVkuocpTkWKUrn+Y7lsl1K5DCMSAIyx9pjts+eQR2RlZaXiOFYu96fIOO5dukky9G8F7mmVZs0PNGmi9OBdicrLhvyUg7LWZK1HstdkrUeSMrkiFXWUaNeoesVBpJ50t1qOaVRpS7nvNADAJ1h7zPbZc8ifiZw2bZqOP/54LVy4UHfccYe6urq0dOlSXXDBBf0/aDOUVj8tNTQGWleTqHrDwF/H8vI6P59ns9Zkrcdik7WePiMbTlTzqHrVn1wnJVJpa7lGNI/21gMAODBrj9m+eoLE4WXExsZGLVmyRC+99JK6urp0/vnna9GiRTr66KMH/bNRFKm2tlZ/Nma2UmHHZ4oGLJkxtsp3wj62LZ3qOwEATKqcv9F3gmlFpVndXnODqqqqlEod/O3wQ34lUpJGjx6tpUuXfqY4AAAAFL6C+mcPAQAAYAMjEgAAAM4YkQAAAHDGiAQAAIAzRiQAAACcMSIBAADgjBEJAAAAZ4xIAAAAOGNEAgAAwBkjEgAAAM4YkQAAAHDGiAQAAICzdL5P+NdfPENd7d35Pu1+VdfX+k4AAAAoSLwSCQAAAGeMSAAAADhjRAIAAMAZIxIAAADOGJEAAABwxogEAACAM0YkAAAAnDEiAQAA4IwRCQAAAGeMSAAAADhjRAIAAMAZIxIAAADOCmpERqke7Rjzjt475TW9f8rr2jWyXokSr01126S/vyHQ1IsCnf3XgW5eHGjXbnosN1nrkWzetyVJHR3KrPwPBR/U+y75E2tN1noke03WeiR7TdZ6JHtNhnqsPWb76imoEdlU8a6CONSxb5+miu2V6ixpVWvZDm89nV3StQsCTTpd+u3qRE+uSLS7RVq4JKDHaJO1nj7W7tuSFDR8qMxjaxS0tHjt2Ju1Jms9kr0maz2SvSZrPZK9Jms91h6zffUUzIjMZbrUVdKusqYxCpNQ6Z4iHd08Wq1lO701NTRKE8ZJc69OlM1I5SOkmZck2ryFHqtN1nokm/ftsG6r0uufVTTlTG8Nn2StyVqPZK/JWo9kr8laj2SvyVqPtcdsnz3pIT/DYZLLdiqMUkpHmf5jme4iRZmc4jBSGKfy3nTyCdLPfzzw5eLqmkATx+c9xWSPZK/JWo9k874dn3Cc4vGVUhhK63+T9/Pvj7Umaz2SvSZrPZK9Jms9kr0maz3WHrN99hTMiEzCWEE88IXTIOm97euJdm9JIv3LQ4FqXpAeXub/s2zWeiR7TVZ6TN63S0ryf87BWGuy1iPZa7LWI9lrstYj2Wsy1mPtMdtnT8GMyCAOlYTxgGNJ0Hvb94Bsa+/9TN3rW3vHyPhxXnPM9VhsstRj+b4NABjI2mO2z56C+UxkpnuY4lSkKJXrP5bLdimVy3h9ot3+gXTZnEBt7dKq5f7HkbUei03WeqzetwEA+7L2mO2zp3BGZK5IRR0l2jWqXnEQqSfdrZZjGlXaUu6taU+rNGt+oEkTpQfvSlRe5i3FZI9kr8laj2Tzvg0A2D9rj9k+ewrm7WxJGtlwoppH1av+5DopkUpbyzWiebS3ntVPSw2NgdbVJKreMPBXxLy8Lv+fsbPWY7HJWk8fa/dtAMCBWXvM9tUTJEmSl2fOKIpUW1ur2869R13t3fk45aCq62t9J+BzYMbYKt8J+9i2dKrvBAAwqXL+Rt8JphWVZnV7zQ2qqqpSKnXwt8ML5u1sAAAA2MGIBAAAgDNGJAAAAJwxIgEAAOCMEQkAAABnjEgAAAA4Y0QCAADAGSMSAAAAzhiRAAAAcMaIBAAAgDNGJAAAAJwxIgEAAOCMEQkAAABnjEgAAAA4S/sO8GnG2CrfCfuorq/1nYDPgcr5G30nDLBt6VTfCcARwdr3Pj7feCUSAAAAzhiRAAAAcMaIBAAAgDNGJAAAAJwxIgEAAOCMEQkAAABnjEgAAAA4Y0QCAADAGSMSAAAAzhiRAAAAcMaIBAAAgDNGJAAAAJylfQe4iFI9av7C++osblOgQKUt5SprGqNAAU3/X9026Uc/DfSHrVImI02bLN0yL1F5mZcck03WeiR79yNrPQN0dCjz2Br1nPdVJceO9V1jr0ey12StR7LXZKjH2ve/tR6LTb56nF6JfP3113XllVdq8uTJmj59un7wgx+ou7t7qNr20VTxroI41LFvn6aK7ZXqLGlVa9mOvJ3felNnl3TtgkCTTpd+uzrRkysS7W6RFi7x941mrclaTx9L9yOLPX2Chg+VeWyNgpYW3ymS7PVI9pqs9Uj2mqz1WPv+t9ZjsclXzyGPyDiONWfOHM2YMUObNm3SqlWr9Pzzz+uBBx4Yyr5+uUyXukraVdY0RmESKt1TpKObR6u1bGdezl8ITQ2N0oRx0tyrE2UzUvkIaeYliTZv8ZJjsslaj2TvfmStp09Yt1Xp9c8qmnKm144+1noke03WeiR7TdZ6rH3/W+ux2OSz55Dfzt6zZ4927NihOI6VJIkkKQxDFRcXD1nc3nLZToVRSuko038s012kKJNTHEYK41ReOiw3nXyC9PMfJwOOVdcEmjg+rxkDWGuy1iPZux9Z6+kTn3Cc4vGVUhhK63/jpcFyj2SvyVqPZK/JWo+1739rPRabfPYc8iuR5eXlmjVrlu68806dccYZOuecc3TSSSdp1qxZQxa3tySMFcQDc4Ok93YcRnlp+CSLTX2SRLr3wUA1L0gLr0sG/wN5YK3JSo+1+5G1nn4lJb1PtFZY65HsNVnrkew1Geux9v1vrUey1+Szx+nt7GHDhunWW29VbW2t1q5dq7feekvLli0byr5+QRwqCeMBx5Kg97avV0YsNklSW7v0z98N9NR66eFlicaP85ZitslSj7X7kbUeAPlj7fvfWo9kr8lnzyGPyPXr16u6ulpXXHGFstmsTj31VM2bN0+PPPLIUPb1y3QPU5yKFKVy/cdy2S6lchlvdySLTds/kC6bE6itXVq13P9Ys9hkrcfa/chaD4D8sfb9b63HYpPPnkMekQ0NDfv8JHY6nVYmkznAnzi8MrkiFXWUaNeoesVBpJ50t1qOaVRpS3lezl8ITXtapVnzA02aKD14l99fWdPHWpO1Hsne/chaD4D8sfb9b63HYpPPnkP+wZrp06fr7rvv1v33369/+Id/UH19vX72s5/p4osvHsq+AUY2nKjmUfWqP7lOSqTS1nKNaB6dt/Nbb1r9tNTQGGhdTaLqDQN/Zc3L6/x85s9ak7WePpbuRxZ7AOSPte9/az0Wm3z1BEnfj1ofghdeeEH33nuv/vjHP+qoo47SJZdconnz5imbzQ76Z6MoUm1trW479x51tefvd0sWmur6Wt8JcDRjbJXvBPO2LZ3qOwE4IlTO3+g7AQWuqDSr22tuUFVVlVKpg78d7vQv1kybNk3Tpk37THEAAAAofHZ+rwAAAAAKBiMSAAAAzhiRAAAAcMaIBAAAgDNGJAAAAJwxIgEAAOCMEQkAAABnjEgAAAA4Y0QCAADAGSMSAAAAzhiRAAAAcMaIBAAAgLO07wCfqutrfSfsY8bYKt8JwGFXOX+j7wRgSGxbOtV3AuANr0QCAADAGSMSAAAAzhiRAAAAcMaIBAAAgDNGJAAAAJwxIgEAAOCMEQkAAABnjEgAAAA4Y0QCAADAGSMSAAAAzhiRAAAAcMaIBAAAgLO07wAXUapHzV94X53FbQoUqLSlXGVNYxQo8NZUt0360U8D/WGrlMlI0yZLt8xLVF7mp8fiNbLWZK3HYpO1HotN1nosNlnrsdokSeroUOaxNeo576tKjh3rNcXaNbLWY7HJV09BvRLZVPGugjjUsW+fportleosaVVr2Q5vPZ1d0rULAk06Xfrt6kRPrki0u0VauMTfHdvaNbLYZK3HYpO1HotN1nosNlnrsdoUNHyozGNrFLS0eO3oY+0aWeux2OSrp2BGZC7Tpa6SdpU1jVGYhEr3FOno5tFqLdvpramhUZowTpp7daJsRiofIc28JNHmLX56LF4ja03Weiw2Weux2GStx2KTtR6rTWHdVqXXP6toypneGvZm7RpZ67HY5LOncEZktlNhlFI6yvQfy3QXKcrkFIeRl6aTT5B+/uNEqdSfjlXXBJo43kuOyWtkrclaj8Umaz0Wm6z1WGyy1mO1KT7hOOX+9nLFp47zcv5PsnaNrPVYbPLZUzAjMgljBfHA3CDpve3rjrS3JJHufTBQzQvSwusSPw0Gr5G1Jms9kr0maz2SvSZrPZK9Jms9ks0mlZRIoZ2nYmvXyFqPZK/JZ0/B/GBNEIdKwnjAsSTovR3Gqf39kbxpa+/9HOTrW6WHlyUa7+kvlBavkbUmaz2SvSZrPZK9Jms9kr0maz2SzSZrrF0jaz2SvSafPXb++jOITPcwxalIUSrXfyyX7VIql/H6zb/9A+myOYHa2qVVy/0NSMnmNbLWZK3HYpO1HotN1nosNlnrsdpkjbVrZK3HYpPPnsIZkbkiFXWUaNeoesVBpJ50t1qOaVRpS7m3pj2t0qz5gSZNlB68y9+v9elj8RpZa7LWY7HJWo/FJms9Fpus9VhtssbaNbLWY7HJZ0/BvJ0tSSMbTlTzqHrVn1wnJVJpa7lGNI/21rP6aamhMdC6mkTVGwb+Wp+X1/n5XKS1a2SxyVqPxSZrPRabrPVYbLLWY7XJGmvXyFqPxSZfPUGSJHlZO1EUqba2Vrede4+62rvzccpBVdfX+k7Yx4yxVb4TAACHaNvSqb4TBqicv9F3AgpcUWlWt9fcoKqqKqVSB387vGDezgYAAIAdjEgAAAA4Y0QCAADAGSMSAAAAzhiRAAAAcMaIBAAAgDNGJAAAAJwxIgEAAOCMEQkAAABnjEgAAAA4Y0QCAADAGSMSAAAAzhiRAAAAcJbO14mSJJEkFZVk83XKQUVxse+EfRSV2rk+AICDK06lfCcMwHMIPqu+nda32w4mSA7lvzoMuru79eqrr+bjVAAAAPgMzjjjDGWzB/9LSd5GZBzH6unpURiGCoLgM/1/tbW16ZxzztGGDRs0fPjww1T4+cI1GhzXaHBco4Pj+gyOazQ4rtHguEaDO1zXKEkSxXGsdDqtMDz4px7z9nZ2GIaDLtpDlUql1NHRoVQqpZSxtxKs4BoNjms0OK7RwXF9Bsc1GhzXaHBco8H5uEb8YA0AAACcMSIBAADgrCBHZDab1T/90z8dtrfHP4+4RoPjGg2Oa3RwXJ/BcY0GxzUaHNdocD6uUd5+sAYAAACfHwX5SiQAAAD8YkQCAADAGSMSAAAAzhiRAAAAcMaIBAAAgDNGJAAAAJwxIgEAAOCMEQkAAABn/w/5ReChQ/avaQAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "seg_img = imread('figures/aachen_label.png') == 26\n", "seg_img = seg_img[::4, ::4]\n", "seg_img = seg_img[110:130:2, 370:420:3]\n", "seg_img[9, 1] = 1\n", "lab_img = label(seg_img)\n", "fig, ax = plt.subplots(figsize=[8,6],dpi=100)\n", "# Using matshow here just because it sets the ticks up nicely. imshow is faster.\n", "ax.matshow(lab_img,cmap='viridis')\n", "\n", "for (i, j), z in np.ndenumerate(lab_img):\n", " ax.text(j, i, '{}'.format(z), ha='center', va='center')" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Define a center\n", "$$ \\bar{x} = \\frac{1}{N} \\sum_{\\vec{v}\\in I_{id}} \\vec{v}\\cdot\\vec{i} $$\n", "$$ \\bar{y} = \\frac{1}{N} \\sum_{\\vec{v}\\in I_{id}} \\vec{v}\\cdot\\vec{j} $$\n", "$$ \\bar{z} = \\frac{1}{N} \\sum_{\\vec{v}\\in I_{id}} \\vec{v}\\cdot\\vec{k} $$\n", "\n", "i.e. the average position of all pixels in each direction." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Center of a labeled item" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "ExecuteTime": { "end_time": "2021-03-31T18:27:21.835711Z", "start_time": "2021-03-31T18:27:20.905554Z" }, "format": "tab", "scrolled": true, "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x_coord, y_coord = [], []\n", "for x in range(lab_img.shape[0]):\n", " for y in range(lab_img.shape[1]):\n", " if lab_img[x, y] == 2:\n", " x_coord += [x]\n", " y_coord += [y]\n", "items = pd.DataFrame.from_dict({'x': x_coord, 'y': y_coord})\n", "\n", "fig, ax = plt.subplots(1,2,figsize=[15,6],dpi=100)\n", "# Using matshow here just because it sets the ticks up nicely. imshow is faster.\n", "ax[1].matshow(lab_img,cmap='viridis')\n", "ax[1].plot(np.mean(y_coord),np.mean(x_coord),'rX',\n", " label=\"x={0:0.2f}, y= {1:0.2f}\".format(np.mean(x_coord), np.mean(y_coord)))\n", "ax[1].legend()\n", "for (i, j), z in np.ndenumerate(lab_img):\n", " ax[1].text(j, i, '{}'.format(z), ha='center', va='center')\n", "pd.plotting.table(data=items, ax=ax[0], loc='center')\n", "ax[0].set_title('Coordinates of Item 2'); ax[0].axis('off');" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Center of Mass (COM): With a single object\n", "\n", "If the gray values are kept (or other meaningful ones are used), this can be seen as a weighted center of volume or center of mass (using $I_{gy}$ to distinguish it from the labels)\n", "\n", "### Define a center\n", "$$ \\Sigma I_{gy} = \\frac{1}{N} \\sum_{\\vec{v}\\in I_{id}} I_{gy}(\\vec{v}) $$\n", "$$ \\bar{x} = \\frac{1}{\\Sigma I_{gy}} \\sum_{\\vec{v}\\in I_{id}} (\\vec{v}\\cdot\\vec{i}) I_{gy}(\\vec{v}) $$\n", "$$ \\bar{y} = \\frac{1}{\\Sigma I_{gy}} \\sum_{\\vec{v}\\in I_{id}} (\\vec{v}\\cdot\\vec{j}) I_{gy}(\\vec{v}) $$\n", "$$ \\bar{z} = \\frac{1}{\\Sigma I_{gy}} \\sum_{\\vec{v}\\in I_{id}} (\\vec{v}\\cdot\\vec{k}) I_{gy}(\\vec{v}) $$\n" ] }, { "cell_type": "code", "execution_count": 84, "metadata": { "ExecuteTime": { "end_time": "2021-03-31T07:06:58.946755Z", "start_time": "2021-03-31T07:06:58.079994Z" }, "format": "row", "scrolled": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "xx, yy = np.meshgrid(np.linspace(0, 10, 50),\n", " np.linspace(0, 10, 50))\n", "gray_img = 100*(np.abs(xx*yy-7) + np.square(yy-4))+0.25\n", "gray_img *= np.abs(xx-5) < 3\n", "gray_img *= np.abs(yy-5) < 3\n", "gray_img[gray_img > 0] += 5\n", "seg_img = (gray_img > 0).astype(int)\n", "_, (ax1, ax2) = plt.subplots(1, 2, figsize=(14, 6), dpi=150)\n", "\n", "sns.heatmap(gray_img,ax=ax1, cmap='bone_r', cbar=True)\n", "ax1.set_title('Intensity Image')\n", "\n", "sns.heatmap(seg_img, ax=ax2, cmap='bone', cbar=False)\n", "ax2.set_title('Segmented Image');" ] }, { "cell_type": "code", "execution_count": 91, "metadata": { "ExecuteTime": { "end_time": "2021-03-31T07:10:06.049361Z", "start_time": "2021-03-31T07:10:05.779207Z" }, "format": "tab", "scrolled": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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kgv5eO8ffT7f9u6Iz6liMcXwpWe9A/3TrPe0ejga2BqYBf8P7l2shhKNI7s1tJOPXvxljfCA93D/deu9yJIRwMMkzWf8bY2wvIe+fbr13UjfXUxP2ldLt/HaOl/Yv1wV9UW14T7uJEMIBwKUkVdpvxRgb8f7l3dsks4b8gWQGkT+GEE5Kj3nvciZ9/urXwEMkMzO1x3sn9RA9ckgMMC/d9mnneN90O6cL+qLa8J52AyGEo4HfkDyIekiM8bH0kPcvx2KMtwO3A4QQzgCeBC4IIYzHe5dHV5P8/31Y+cPeFXjvpB6ip1bYPwBaaP9jvv5lceoeSh/p9m/neGm/93QJCCH0CiFcQFLtawC+FmO8qSzE+9dNxBhfBX6efvtVvHe5kg5f2g34fvrgaEe8d1IP0SMr7DHGhhDCVGCdEMKy6Ufy5Qan28ld3DV13pR0O7id44NJFu55tWu6o5J06ribSB4yfQ/Yp6yyXuL9y5EQQl9ge6B3jPFvFUKmpdtPkzyDAN67vDgw3V4VQriqwvGD0/Ht1wG/Tfd576RurqdW2CFZ2a0P6VzCbexM8pH9413aIy2OZ4DZwI4hhAV+bkMI65L8x/NEOr+wukh6L24lSdZfBratkKyD9y9vepOseXBLmry3NSzdvoT3Lm/GAmdX+LouPf5C+v1deO+kHqMnJ+zXpNtzQwjLl3aGEL4K7AD8Kcb42pLomLKLMc4DbiSZfuy40v50Cs8L0m8vWwJdW9qdCnyFpEI3MsYYKwV5//IlnXv9DpIZtX5SfiyEsAXwA5LK643eu3yJMY6NMZ7V9oskkQd4Pt13l/dO6jl65JAYgBjjEyGEy0hWPP1XCOEuYC2SlRlnASd18HLl0+kkYzcvCiHsRDKkaReSauA44O4l2LelTjpv96npt88CR7Qzh/4jMcYH8f7lzYnAVsAPQgjbAk+QLG//VZJPIEfHGN9IY7133Zf3TuoBenKFHeDY9Gs+SXVhB+Bmko/tp3X0QuVPjPEdYFuSGRK2Ao4HlgdOIZk3uqPZElR7WwIrpn/eB/hxO187gfcvb9JkfEuS6QHXBk4AdiQZSrF1jPGOsljvXTflvZN6hkKx6N9VSZIkKa96eoVdkiRJ6tZM2CVJkqQcM2GXJEmScsyEXZIkScoxE3ZJkiQpx0zYJUmSpBwzYZckSZJyzIRdkiRJyjETdkmSJCnHTNglSZKkHDNhlyRJknJsqUjYQwiTQgiTlnQ/1Dnev+7N+9d9ee+6N++f1HMsFQm7JEmS1F2ZsEuSJEk5ZsIuSZIk5ZgJuyRJkpRjyyypNw4hfBs4FhgCfATcB/woxvjKkuqTJEmSlDeFYrHY5W8aQvg58L/AZODPwCDga8B/ga1ijC93tu2JEyfOBFYAZpT2zZw5czDAgAEDpi5Gt7WEeP+6N+9f9+W96968f93G2sBHw4cPH7CkO6L86vKEPYSwOfAs8BjwpRhjQ7r/q8CdwD0xxq90tv2JEyd+WCgUVu7bt28NeitJklQ/8+fPp1gszh4+fHi/Jd0X5deSGBIzJt2eXUrWAWKMd4UQxgN7hRAGxhhf72T7M/r27bvRxhtvvLj9lCRJqqtJkyYxb968GYuO1NJsSTx0OhJoAh6pcOwBoAB8sUt7JEmSJOVUlybsIYTeJA+ZziivrpcpjbPbsOt6JUmSJOVXV1fY+5FU0N9r5/j76bZ/V3RGkiRJyruuTthXSrfz2zle2r9cF/RFkiRJyr2ufuh0Xrrt087x0tQuc7qgL5IkSUpNnDjxT8DgLnzLqcOHD+/0zIBLk65O2D8AWmh/yEv/sjhJkiR1ncENDQ0bzZhR/0lr1l57bfr0aa9+q7a6NGGPMTaEEKYC64QQlo0xNrYJKf1WN7kr+yV1V8VikSWx+JkkaUGFQoFCobCku7HYZsyYwde//vW6v88tt9zC4MFdWczv3pbEPOwPA4cD2wHj2xzbGSgCj3dxn6Ruo7m5mXfffZfZs2fT0FBpsiVJ0pLQp08fVl55ZVZbbTV69+69pLujHmRJzMN+Tbo9N4SwfGlnutLpDsCfYoyvLYF+SbnX3NzMq6++yrvvvmuyLkk509DQwLvvvsurr75Kc3Pzku5Op5Q+KeiKL1WvyyvsMcYnQgiXkax4+q8Qwl3AWsABwCzgpK7uk9RdvPvuu8ybN4/evXuz5pprsuKKK9Kr15L4vVuSVK6lpYW5c+cya9Ys5s2bx7vvvsunP/3pJd0t9RBLYkgMwLHAi8CRwHHAu8DNwJkxxmlLqE9S7s2ePRuANddck1VWWWUJ90aSVNKrV6/Wf5ffeOMNZs+e3W0Tdqvf+bNEEvYYYxH4TfolqQrFYrF1GMyKK664hHsjSaqk9O9zQ0MDxWLR5Fc1saQq7JIyKp8NxmEwkpRP5f8+d9eEvVDw/5i8MWGXJElStxJCqGZO4+tijIeWvWYN4ExgL2AA8ArJZCgXxhibKrzHyDR+GLAs8DRwTozx4Qqxy5IM+f4OsB7wX+Bu4IwY47uZTq4CE3ZJkiSV6RafCpzdzv4CcCKwMvBgaWcIYVWSqcU3BO4AXgJ2BX4BbAXsX95ICGEv4E6SxPsGoDdwEPBgCGFUjPHustgCcB0wGngSuAT4HHA0sEsIYesY43uLc7Im7JIWVCzCU0/BuHEwYQJMmQIffwzLLw9Dh8KIEfD1r8OWW0I3/KhXktT9xRjPqrQ/hPB9kmT9tzHGP5Qd+jEwFPhejPGKNPZHwDhgvzQJvyPdvxzwO+ADYHiMcUa6/0LgKeDKEML9McaP0rb3IUnWbwFGp89qEkI4AbgIOItkkpVOc5CSpE888kiSiH/+83Dhhcn3b78Nc+Yk20ceSfZvvXUS98gjS7rHkqQa665zsIcQPgecSzLU5aSy/X2AI4AZwFWl/THGZuDk9Nujypraj2TIzJWlZD2Nnwpcmh77aln8mHR7eilZT10KTAMOTX8J6DQTdknQ1AQnngg77AATJ1b3mokTYccdk9c1LTT0T5KkrnYRyVjzE2KMc8v2DwNWAB6KMbaUvyDGOB2YCmwfQigtTzsy3T5Q4T1K+3YCSF+zDfBqjPGlNm23AA+RVPxHdPKcABN2SU1NyRCXiy/O/tpiMXndgQeatEtSj9BVq5zWtsoeQtgT2Bl4PMZ4V5vDQ9Pt1HZePhXoS/Kw6KLiS/s2TLeDgBUX0XZ5fKeYsEtLux/8AO64Y/HauP12OOWU2vRnMb388sv88pe/ZO+992bEiBFsuummfPnLX+bcc89l1qxZHb525syZ/PKXv+QrX/kKw4cPZ4sttmCvvfbixz/+MTHGheIPP/xwQgjceOONi+zXb3/7W0II/OpXv+r0ufU0c+fO5cILL2T33Xdnk002YdiwYXzjG9/gH//4R1Wvf/LJJ9lwww35/ve/X/V7XnTRRYQQKn5tscUWFV9z++23s++++7LFFluwzTbb8P3vf5/XX3+96vfsibx3yqEfptvzKhzrn27be/Dz/TZxHcVnia0U3yk+dCotzR55pHOV9Uouvhj23RdGjlxkaL1cffXVXHTRRbS0tLDNNtvw+c9/npaWFp577jmuu+46br/9dn7/+99X/M/9tttu45xzzmH+/PlsscUW7LfffvTq1YupU6dy6623csstt/Dd736XE044oXWe5f33359HH32Ue+65h4MOOqjDvt19dzKhwH777Vf7E++G5syZw0EHHUSMkY033piDDjqI2bNnc9999zFmzBhOOukkjjzyyA5ff9pppy2wPkE1pkyZQqFQ4Hvf+95C42iXXXbZheLPP/98fve737HBBhtw0EEH8eabb3Lvvffy2GOPceutt7L22mtnev+ewHvX83XVPOwzZ84cHEKYVOlYjHHjatsJIYwAvgC8EGP8S4WQldLt/HaaKO0vjTPvKD5LbKX4TjFhl5ZWxSKcdNKi47K0d+KJ8PTTS2T2mLFjx/LLX/6SIUOG8Otf/5p11113geN33nknp512Gocffjh33303a621Vuuxu+66ix/96EcMHDiQ888/n2HDhi3w2hkzZnD88cdz1VVXMWfOHM4880wAdtppJ1ZddVWeffZZXnvttQXaLPf888/z0ksvMWLECNZff/3anng39fvf/54YIwceeCBnnXVWawJ2/PHHs99++3HJJZew++67s84661R8/c9+9rNOVUqnTJnC2muvzXHHLXrChilTpvC73/2O4cOHM3bsWPr06QPAHnvswZgxY/jZz37GlVdembkP3Z33Tjn0nXR7VTvH56XbPu0c75tu51SIb8wQW03bneKQGGlp9dRT1T9gWq2JE5OEvYvNmDGD888/n379+nHdddctlKwD7LvvvhxyyCHMmTOHq6++unX/e++9x9lnn81KK63E2LFjF0rWAdZee22uv/56Bg4cyA033MATTzwBQJ8+ffjKV75CsVjkz3/+c7v9u+uuuwD42te+1ulzPPnkkwkhcMUVVyx0bMKECWyyySZss802vPrqq51+j67017/+lUKhwMknn7xAtXTNNddk9OjRNDc38/DDC61NAsCDDz7IHXfcwU477ZTpPd977z3eeusthg4duuhg4IYbbgDgmGOOaU34AHbeeWe22morxo8fv8hhVu259dZbCSFw1llntRtz5JFHEkLgn//8Z6feo16W9nvX0xUKXTNLTKEAAwYMmBpj3LjSV7X9TedA3wdoBm5rJ6w0XKV/O8dL+z+oIj5LbKX4TjFhl5ZW48Z1r3Y7cNddd9HY2MjBBx/Mpz71qXbjDjvsME4++WT23Xff1n0333wzH330EaNHj2bQoEHtvnbFFVfkpPQTiVIyAMmwGIB77rmn4usaGhr4y1/+wsorr8xuu+3Wuv+1115rHX9bjeOOO45lllmGa6+9ljlzPinUTJs2jTFjxtC7d2+uuuqqDs8hTw455BBOOOEE+vXrt9CxUoI1d+7chY699957nHHGGYwYMYJDDjkk03tOmTIFoOprPmHCBJZZZhlGjFh4codtttmGYrHIk08+makPJaVhWc8//3zF4w8//DDjx49n5513Ztttt+3Ue9TL0n7vlDtbAZ8BHokxtvdb2JR0O7id44OBuUCp4tFRfGnf5HT7MkmVvaO2y+M7xSEx0tJqwoTu1W4Hxo8fD8AOO+zQYdyaa67Jd7/73QX2Pf744wDsuOOOi3yfnXbaib59+zJ+/Hjmz59P3759GTJkCJtssgkvvPACU6ZMWagC+PDDD/P+++9z4IEHsvzyy7fu79evH8ccc0wVZ5dYZ511GDVqFOPGjeO6665jzJgxvPPOOxxxxBHMnj2byy+/nE033bTq9trzzW9+k6eeeirTa/7whz+w9dZbZ3rNwQcfXHF/sVjk/vvvByonZ2eddRYfffQR5513Hm+++Wam9ywlfXPnzuXII4/k+eefZ968eWy88cYceeSRjCx7/qK5uZnp06czcODABSq0JaVfjKZNm5apDyWDBw9mlVVWIcbY+rNU0tDQwLnnnkufPn344Q9/2EEri1aP+7m03zvlTuk32oc6iHkGmA3sGELoVT61YwhhXZKk+h/pvOyQrIh6BMnUjW0XHNk53T4GydSNIYTHgJ1DCOvFGF8ua7tX2sZc4NlOnFsrE3ZpaTVlyqJjOmPyYhUROmXmzJkAnRofPnVqMuPW4MHtFUc+scIKK/DZz36Wl19+mVmzZrX+x7///vvzwgsv8Kc//WmhhP3OO+8EFh4O069fP4499thMfR0zZgx33303Y8eOZf/99+d73/ser732Gj/96U+r+oWjGiNHjmTgwIGZXrP66qvX5L0BbrzxRv71r3+x9tprL5CEAfzpT3/i73//O2eeeSaDBg3qdNJ37bXXsv322zNq1ChmzJjBgw8+yBFHHMEZZ5zRmozOmTOHYrHIKqusUrGtlVdeGYDZs2dnPUUgGXKw2Wab8cgjjzBp0qQFhmKNHTuW6dOnc9RRRy32g5FdeT+Xlnu3NKjXwkZ1UvoYpd2PTGKM80IINwJHkqw4ejG0zqF+QRp2WdlL7gbeAY4NIfwhxjgtjR8MHAvMAm4vi7+aJJE/P4RwQFnifxzJVJGXxBgbOn2GmLBLS6+PP+5e7Xbggw+SoYErrLBC5teWhpeU/hNflP79+wPJx/ulhH2vvfbi5z//OX/5y1/4wQ9+0DqLzHvvvccjjzzC0KFD+dznPpe5b20NGDCA0aNHM3bsWPbZZx/++9//cswxxyzW2Pi22n4C0ZXuvfdefvazn7HMMsvw85//fIGZP2bNmsVPf/pTtt5660XOyNOeZZZZhoEDB3LOOefwhS98oXX/pEmTOPjggzn33HMZOXIkgwYN4qOPkhXHK1Voy/fPn9/exBCLtvnmm/PII4/w/PPPtybss2bN4oorrmDNNdfscKaVanXV/Vza7p1yZYN0+59FxJ0O7AZcFELYiWSIyi4kiyqNI0nSAYgxzgkhjAFuAiakyX4BGA30A0bFGOeVxd8cQjgYGAU8FUK4H9gI2Bt4EThncU/SMezS0qpseEa3aLcDq666KgAffvhh5teWqnDz5s1bRGSiNDa39J4AK620ErvuuiuzZs1aYPjBn//8ZxobG1vHudfCt7/9bQqFAv/9738ZNWpU5ip9Xt14442cfHKyQvgvfvGLhcYen3baaTQ1NXHuued2uvr3i1/8ggcffHCBhA9g44035lvf+hZNTU3ce++9AK1DVBob204QkWhoSIplnfklsaSUpJePY//Vr37FRx99xA9+8IPFarsrLY33rqfrmoWTamYNoAV4o6OgGOM7JMNnriYZ9348sDxwCvDNGGOxTfw4YHfgBeBQkmT9WeBLMcY/VXiL/YEzSRL6E4FNgcuBHWKM7c3RXjUr7NLSauhQePvt2re70Ua1b3MRBg0axFtvvcX06dNZbbXVOoydOnUq6623XmsVfO211+add95h2rRpixwD3tDQwCuvvMKyyy7LgAEDFji2//77c/fdd3PPPffw+c9/Hkgehu3bty9f+cpXFuPsPlEsFjnvvPNa56/u3bv3Il6R3W9/+9vMY3uPOOKIqoYUVdLS0sIvf/lLrr32Wvr27csFF1zALrvsskDMTTfdxGOPPcY555zT7tSZi2uTTTYBkhmHIPklrFevXu0Omyjtr/aTmUo23XRTevfuzb/+9S8AJk6cyD333MOwYcPYe++9O91uuXrez6X53ik/YoxVj4WMMb4JHJ4h/n7g/ipj5wM/Sb9qzoRdWlqNGJEsnFSPdrvYDjvswIQJE3j00UcZPnx4u3FvvPEGe+65J6uuuioPPvggyy+/PLvuuivPPvssf//73xeZsD/yyCPMnz+fL33pSws8JAiw1VZbsc466/D3v/+dH//4x7zyyitMmjSJvffeu+JsGp1x3nnn8be//Y0vfvGLPP/889x5550cfvjhFaex3Hnnndlzzz058cQTW/c1NTWx9957s8suu7TOeNPWo48+mvkhxX333bdTCXtDQwMnn3wy9913H/379+eyyy6rOKtHqXJ65plnts6BX+6ee+7hnnvuYd999+XnP/95u+/14osv0tLSwuabb77Q8Y/ToVzLLZesbdKnTx8GDRrE66+/TmNj40IL85Smz9xggw3orBVXXJEhQ4YwZcoU3nnnHX7605/Sq1cvTj/99IVi83Y/l/Z717PVvALe7vuoeibs0tLqgAPgwgvr024X23vvvbn88su54YYbOOSQQ9qd2vHaa6+lWCwyYsSI1hlbvvrVr3LVVVdx4403MmrUqHYTlY8//pgL0+vV3jjcUaNGcdFFF/H444+3Vk1rNb782muv5brrrmOzzTbj4osv5qabbuLnP/85l156aWu/yoUQiDEusO/mm2/mww8/7HBc8/XXX1+T/i5KS0sLxx9/PA8++CBrrbUWv/vd79p9aHjfffdlq622Wmj/66+/zp133smQIUPYddddO5yje+7cuRxwwAGsuOKKPPnkkwslcU+n6weUqrUAW265JdOnT+eZZ55ZaNaUJ554gkKhUHHe/iw233xzpkyZwhlnnMHkyZM54IAD2HjjhaegztP99N5JS0CxWOxRXxMmTJj073//uyj1NM3NzcXJkycXJ0+eXGxubl78BltaisXhw4vFZI3S2nwNH560uwRceeWVxSFDhhT32muv4iuvvLLAsebm5uK1115bHDJkSHHzzTcvTp06dYHj9957b3HIkCHFkSNHFidOnLhQ26+//nrxwAMPLA4ZMqR45plnttuHmTNnFocOHVo89dRTi3vssUdx5513LrbU4Hr85S9/KYYQirvsskvx3XffLRaLxeLHH39c3G677YohhOKUKVMWes2ll15a3GmnnVq///DDD4tbb711cdy4cYvdn1q4/PLLi0OGDCnuuOOOxZkzZ3aqjSeffLI4ZMiQ4sknn1xV/Le//e3ikCFDihdeeOEC+x9//PHi0KFDi9tvv33x448/bt3/zDPPFIcMGVL8+te/vsD++++/vzhkyJDi0Ucf3al+l7vrrruKQ4YMKQ4ZMqQ4YsSI1vvbVp7up/euY1n/rf73v/9dnDBhwqRiTnKoW2+9rbjCCqvU/evWW2/LzXl3hy8r7NLSqlBIKuyLmLs8U3sXXZRsl4Dvfve7fPDBB1x99dXsvvvubLfddmywwQbMnj2biRMnMm3aNFZaaSUuueSShaqBX/7yl4Hk4bjRo0czfPjw1vHF06ZN4/HHH6ehoYHDDjus3aEHkMzzPnLkSO69914+/vhjTjrppHY/Wv7www+57rrrADp8cPSpp57if//3f1l11VX5/e9/3/rpwXLLLccRRxzBueeey8UXX7zQMushBF5//XU++ugjVlhhBS6//HI+/elPs99++y36YtbZBx98wG9/+1sAhg4dyrh2FtsaMWIE22yzTeb227u2Z555JgcddBBXXnklEyZMYNNNN+WVV17hoYceYrnlluOiiy5qHVYByeJGBx98MDfccAP77LMPX/rSl5g1axZ//etfWX311Tn11FMX+Z6LUl7lPeaYY9r9dCgv97Mn3jupOzBhl5Zm228PJ5wAF1+8+G2dcAK0mXu5KxUKBU455RR23XVXbrrpJp5//nkmTpxIU1MTa621FocddhiHHnooa665ZsXXf/nLX2bEiBHccsstPPjgg9x55500NDTwmc98hlGjRnHAAQewURUP1O6///6MHz+e3r17L7Cialsffvghv/nNb4D2E7yXXnqpw1VMDzzwQK6++moeeughnn322dbVMwE23HBDisUiL730Equuuip//OMf+e1vf9v6sO2S9MILL7ROvffAAw/wwAMPVIw76qijOp30Vbq26667LnfeeSeXXXYZDz/8MM899xz9+/dnr732YsyYMRWfBTjjjDNYf/31ueWWW7j++uvp378/e+yxB8cff/wCc6RXcz8rKV2HwYMHt7sgEeTnfvbEe6eFdbN52JcKhWKxuOiobmTixImTlltuuY0qjQGUurOWlpbWMawhhNr9R93UBF//OtxxR+fb2G8/uPlmWMYaQF4Ui0WGDRvGj370Ix599FEaGhq44oorlnS3erTXXnuN3XffnX//+99Vv+bwww/n0Ucf5ZprrmG77bZrN8772X1k/bd60qRJzJs3b/Lw4cOXeOIyceLESS+/PH2jQw+teiKVThs79vest966uTjv7sD/XaWl3TLLwC23wCmnJJX2LL/EFwpJZf2XvzRZz5lCoUAIgdtvv50XXniBe+65Z0l3qce76667Mi2Qdeutt/Loo4+y5557dpisg/dTXcsKe/4s+c9GJS15yyyTjGcfPx46mBZxAcOHw8MPJ68zWc+lEALPPPMMo0ePZr311lvS3enRPvzwQ55++mnOPffcDuOmTp3Kj370Iw477DDOOOMMBg4cWHG6w0q8n9LSy/9lJX1i++3h6aeTr3HjYMIEmDwZPv44WcF0o42Seda//nXYcssl3Vstwtlnn83ZZ5+9pLuxVOjXr1/rw5IdefLJJ7nttttYeeWV+eIXv8ipp55K//79q3oP76e6QqHQNRV2i/jZmLBLWlChAFttlXxJqqmDDz64w4dLJakSE3ZJkiSlXOk0jxzDLkmSJOWYCbskSZKUYw6JkSRJUqtCwXpu3nhHJEmSpByzwi5JkqRWLpyUP1bYJUmSpByzwi5JkqRWVtjzxwq7JEmSlGNW2CVJklTGCnvemLBLWkCxCE89BePGwYQJMGUKfPwxLL88DB0KI0bA178OW24JfmoqSVL9mbBLavXII3DSSTBx4sLH5syBt99OYi68EIYPT7bbb9/1/ZQk1Uuhi+Zht+KThWPYJdHUBCeeCDvsUDlZr2TiRNhxx+R1TU117Z4kSUs1K+zSUq6pKRnicscd2V9bLMLFF8OMGXDzzbBMDv5Fefnll7n11lt59NFHefPNN2loaGDgwIGMHDmS73znO6y55prtvnbmzJn84Q9/4LHHHuP111+npaWFgQMHMnz4cA466CBCCAu95te//jW/+c1vABg1ahTnnXdeu+2/9957jBw5kqamJrbaaiuuv/76xT/hHm7u3LlcddVV3Hfffbz++ussu+yybLTRRhx66KHsvPPOC8V/+OGHXHHFFfz973/n7bffZsCAAey2224cfvjh9O/fv+bvWelnoq19992Xn//851W999Kg2utby2ub9efi9ttv549//CPTp09nueWWY7vttuPEE09k4MCBmc61OyoUumaWGIdUZpOD/14lLUk/+EHnkvVyt98Op5ySDJFZkq6++mouuugiWlpa2Gabbfj85z9PS0sLzz33HNdddx233347v//979liiy0Weu1tt93GOeecw/z589liiy3Yb7/96NWrF1OnTuXWW2/llltu4bvf/S4nnHACvXpV/nDygQceoLGxkWWXXbbi8b/97W80+XFE1ebMmcNBBx1EjJGNN96Ygw46iNmzZ3PfffcxZswYTjrpJI488sjW+Pfff5/Ro0czbdo01ltvPb7+9a/z3nvvMXbsWO6//37Gjh3LZz7zmZq+5zHHHFOxnWKxyNixY5k7dy6f//zna3NBeoAs17dW1zbrz8X555/P7373OzbYYAMOOugg3nzzTe69914ee+wxbr31VtZee+3aXAwpi2Kx2KO+JkyYMOnf//53Ueppmpubi5MnTy5Onjy52NzcXJM2H364WEzq5Iv/VSgUi488UpNudcq1115bHDJkSHGvvfYqvvzyywsdv+OOO4obbrhhcdiwYcUZM2YscOzOO+8sDhkypPjFL36xOHHixIVe++qrrxb33Xff4pAhQ4pnn332AscuvfTS4pAhQ4rbbbddcciQIcXx48e328eDDz64uMUWWxSHDBlS/MY3vtG5E12KXHTRRcUhQ4YUzzzzzGJLS0vr/pkzZxa322674tChQ4vTp09v3f+jH/2oOGTIkOIxxxxTnD9/fuv+iRMnFjfaaKPi4YcfXvP3bM/vf//74pAhQ4pnnHFGtae7VKjF9c16bbP8XEyePLk4ZMiQ4ujRoxeIvf/++4tDhgwpHnnkkYt8v6z/Vv/73/8uTpgwYVIxJznU7bffUVx99bXq/nX77Xfk5ry7w5dj2KWlVLGYPGBay/ZOPDHZdrUZM2Zw/vnn069fP6677jrWXXfdhWL23XdfDjnkEObMmcPVV1/duv+9997j7LPPZqWVVmLs2LEMGzZsodeuvfbaXH/99QwcOJAbbriBJ554YqGY3XffHUiq6JXMmjWLiRMnVhzG0Rknn3wyIQSuuOKKhY5NmDCBTTbZhG222YZXX321Ju+3JPz1r3+lUChw8sknL/AR/Zprrsno0aNpbm7m4YcfBqC5uZl7772XZZddlrPPPps+ffq0xg8bNox99tmHRx55hBhjzd6zPf/5z3+46KKLGDhwID/84Q87c+oA3HrrrYQQOOuss9qNOfLIIwkh8M9//rPT79OVFvf6Zr22WX8ubrjhBiCp7pfH7rzzzmy11VaMHz+eWbNmZT5vaXGZsEtLqaeeqv4B02pNnAhPP13bNqtx11130djYyMEHH8ynPvWpduMOO+wwTj75ZPbdd9/WfTfffDMfffQRo0ePZtCgQe2+dsUVV+Sk9Dec0n/q5UIIrL/++q3DYtr661//SktLC3vuuedCx1577TVCCFWN2S057rjjWGaZZbj22muZM2dO6/5p06YxZswYevfuzVVXXdXhOeXdIYccwgknnEC/fv0WOlZKpubOnQvAu+++y9y5c1lnnXUq/gwMHToUSH6ZqdV7tue8886jsbGR0047jRVWWKHD2I6Uhm49//zzFY8//PDDjB8/np133pltt9220+/TlRb3+ma9tll/LiZMmMAyyyzDiBEjFordZpttKBaLPPnkk4t83+6uUCjU/UvZOIZdWkqNG1e/drfaqj5tt2f8+PEA7LDDDh3Grbnmmnz3u99dYN/jjz8OwI477rjI99lpp53o27cv48ePZ/78+fTt23eB41/+8pe57LLL+Oc//7lQX/7yl7+w4YYbMnjw4IXa7devX7vjdduzzjrrMGrUKMaNG8d1113HmDFjeOeddzjiiCOYPXs2l19+OZtuummmNqv1zW9+k6eeeirTa/7whz+w9dZbZ3rNwQcfXHF/sVjk/vvvBz55MLGU7DU0NFR8zezZs4Hkl6NavWcl48eP55///CfDhg1b7E9TBg8ezCqrrEKMcaGft4aGBs4991z69OmzWFX8jtTjPi/O9e3Mtc3yc9Hc3Mz06dMZOHDgAtX1ktIvv9OmTavqvaVaMmGXllKLKDTmrt2OzJw5E4D1118/82unTp0KUDGRbmuFFVbgs5/9LC+//DKzZs1aqHq9xx57cNlll/G3v/1tgYR9xowZPP/885x88skV2+3Xrx/HHnts5r6PGTOGu+++m7Fjx7L//vvzve99j9dee42f/vSnVf0C0lkjR47MPFvG6quvXrP3v/HGG/nXv/7F2muvzciRIwHo378/66yzDq+++iovvPACm2yySWt8S0sL//jHP4BPErRavGclv/3tbwEWeDC1swqFApttthmPPPIIkyZNWmC41tixY5k+fTpHHXVU3R6C7Mr7XM317cy1zfJzMWfOHIrFIqusskrFtlZeeeXW2J7OCnj+mLBLS6kpU+rT7uTJ9Wm3Ix988AFAp4YflIaTlP4zXpTSFHDvvffeQgn7BhtswJAhQxaaLeYvf/kLhUKBPffck2INB/kPGDCA0aNHM3bsWPbZZx/++9//cswxx/C1r32tZu9RSdtPKbrSvffey89+9jOWWWYZfv7zny8wI893v/tdfvSjH3HsscdyxhlnsPXWW/POO+/w61//mpdffhmgU9e/o/cs98ILLzBx4kSGDBlSs1+YNt98cx555BGef/751oR91qxZXHHFFay55po1+cWgPV11n6u5votzbav9ufjoo48AKlbXy/fPnz8/0/tLteAYdmkp9fHH3avdjqy66qpAMtdyVqVq2rx586qKL42vLb1nW1/+8pf54IMPFngI8C9/+Qubb755XeZw/va3v02hUOC///0vo0aN6lSlvru48cYbWz+l+MUvfrHQOOP999+fY489lrfeeovvfe97DB8+nN12241Jkya1Pri5/PLL1/Q9y912220AHHjggZneoyOlJL18HPuvfvUrPvroI37wgx8s1hj5PKj2+i7Ota3256I05KjSMyjwybCa7n7N1T1ZYZeWUssvD2XPKta03a42aNAg3nrrLaZPn85qq63WYezUqVNZb731WudSX3vttXnnnXeYNm3aIsd8NzQ08Morr7DssssyYMCAijF77LEHl1xySeuwmKlTp/Kf//yHM844o3Mn14Fisch5553XWjXu3bt3zd+jkt/+9reZx/EeccQRVQ07qqSlpYVf/vKXXHvttfTt25cLLriAXXbZpWLsMccc0zrzx9y5c/mf//kfvvCFL/DII48AsMYaa9T8PSG5Fw888AC9e/dmt912y36S7dh0003p3bs3//rXvwCYOHEi99xzD8OGDWPvvfeu2ftUUs/7nOX61uLaVvNzsdJKK9GrV692h7yU9lf7aVz3VaBQ6Ip6rsNusjBhl5ZSQ4fC22/Xvt2NNqp9m4uyww47MGHCBB599FGGDx/ebtwbb7zBnnvuyaqrrsqDDz7I8ssvz6677sqzzz7L3//+90Um7I888gjz58/nS1/60kIPnJasu+66DB06lH/84x+cc845/OUvf6F3796t0z7W0nnnncff/vY3vvjFL/L8889z5513cvjhhy80reW8efMYNmwYZ5xxBk8++SSPPPIIK664Iqeeeio77LADF110EX/5y18oFot897vf5Tvf+U6H7/voo49mfhhx33337VTC3tDQwMknn8x9991H//79ueyyyzqsckPyS1jbhxtLFer/+Z//qct7Pv/887z99ttsvfXWNR2vv+KKKzJkyBCmTJnCO++8w09/+lN69erF6aefvlBsd7nPWa9vra7ton4u+vTpw6BBg3j99dcrLoBWmiJ1gw026HQfpM5ySIy0lFpE/pG7djuy9957s/zyy3PDDTfw3nvvtRt37bXXUiwWGTFiROvQiK9+9av079+fG2+8sfUB1Eo+/vhjLkyXcj3ooIM67M8ee+zBhx9+yD//+U/++te/8vnPf76mSRwk53Ldddex2WabcfHFF3PEEUfQ1NTEpZdeulDsiy++SHNzMzfeeCN77bUXd999N8OGDeOss87i+OOPZ8MNN2TcuHEceOCBnH/++bz77rsdvvf1119PjDHTV9YZYiCpwh5//PHcd999rLXWWtx0000dJnannHIKW2211UJDo1paWvj73//OCiuswFaLmMIo63uWPPvsswCdOs9F2XzzzQE444wzmDx5Mvvvvz8bb7zxQnHd4T535vou7rXN8nOx5ZZb0tjYyDPPPLNQO0888QSFQqHiWg09jdM65o8Ju7SUOuCA7tVuRz7zmc9w9NFH8+GHH/Ktb31rocWCWlpaGDt2LH/4wx9YYYUVOPHEE1uPfepTn+Kss87io48+4tvf/nbF/6jfeOMNDjvsMKZOncqBBx7IF77whQ778+UvfxmAK664gmnTplWce31x3HvvvfziF79gnXXW4corr2S55ZZj9OjRrLHGGtx77728+OKLC8RPmjSJXr16tQ47GDRoEF/5ylf48MMPOfDAA/na177GoEGD2G+//WhpaeGdd96paX8766qrruLBBx/ks5/9LDfeeOMiZwHaYIMN+OCDD/jjH/+4wP5f/vKXvPzyy3zzm99kpZVWqul7lrzwwgvAJ8l1LZXmY3/wwQfp16/fAj+/5brDfe7M9V3ca5vl52K//fYD4KKLLlrguZZ//OMfPPXUU+y0007tDoeT6skhMdJSaqutYPjw2i6eNHw4bLll7drL4rvf/S4ffPABV199NbvvvjvbbbcdG2ywAbNnz2bixIlMmzaNlVZaiUsuuWShJKGUYJ922mmMHj2a4cOHt44dnjZtGo8//jgNDQ0cdthhrYsndWTttddmk0024dlnn6VPnz4djn2G5GHZ6667DmCRD40+9dRT/O///i+rrroqv//971sXg1luueU44ogjOPfcc7n44ou58sorW18zefJkhg8fzpAhQ1r3vfHGG6yxxhoLzGc9Y8YMCoVCXR6OzeqDDz5oncZv6NChjGtn4YARI0awzTbbAMm84XfeeSeXXHIJL7zwAuuvvz7PPfccEyZMYKuttuLoo49ufV2la96Z9ywp/ZJYaZXdjt6zGuUV3WOOOabdxcHyfp87e32rubbQ/vXN8nOxxRZbcPDBB3PDDTewzz778KUvfYlZs2bx17/+ldVXX51TTz21U+fe/VgBzxsTdmkpVSjAhRfCItYaytTeRRcl2yWhUChwyimnsOuuu3LTTTfx/PPPM3HiRJqamlhrrbU47LDDOPTQQ1lzzTUrvv7LX/4yI0aM4JZbbuHBBx/kzjvvpKGhgc985jOMGjWKAw44gI0yDNDfY489eOGFFxg5cmTFVR3Lffjhh/zmN78BOk7kXnrppQ5XMT3wwAO5+uqreeihh3j22WdbK7OTJ09eaG7rSZMmsfnmmy/w0fSkSZNYZ511FlmF7govvPBC6zR7DzzwAA888EDFuKOOOqo1uSsNi7rkkkt49NFHeeKJJ1hrrbX4/ve/zze/+U2WW2651tdVuuadec+S9957j169evHpT3+63XOq9j63VerT4MGD2114CPJ/nzt7fau5ttD+9c3ycwHJ0KP111+fW265heuvv57+/fuzxx57cPzxx9dtzntpUQq1nBM4DyZOnDhpueWW26jS+D6pO2tpaSHGCCQrAZZmOVlcJ54IF19cm3bSId7KkcbGRrbYYgsuuOCCBWbY2Guvvdhzzz0XqC6ecMIJ9OrVq3WsvmrvtddeY/fdd+ff//531a85/PDDefTRR7nmmmvYbrvtKsZ4n/Mj67/VkyZNYt68eZOHDx++xBOXiRMnTnr11RkbjRnz/bq/12WXnc+gQWvn4ry7A8ewS0u5X/0KRo1avDb22w9++cva9Ee19Z///IfGxsYFHlL8+OOPmTZt2kIPLk6ZMqXiw4yqnbvuuovPfe5zVcffeuutPProo+y5557tJuvgfZZ6OofESEu5ZZaBW26BU05JKu1ZPnQrFOCEE5JkfRn/NcmlyZMn079/f9Zaa63WfVOmTKG5uXmBxHHOnDm88sorJnJ19OGHH/L0009z7rnndhg3depUrrnmGt58803++c9/MnDgQM4888wOX+N9Vu04D3se+V+sJJZZJhnO8tWvwkknVfcg6vDhyZj1NkNmlTNf+9rX+NrXvrbAvmHDhrV+ZF+y0korLTS7jGqrX79+rQ9FduTJJ5/ktttuY+WVV+aLX/wip556Kv379+/wNd5nqWczYZfUavvt4emnk69x42DCBJg8GT7+OFnBdKONknnWv/71JTcbjNTTHXzwwR0+XCrVm/Ok548Ju6QFFArJlI+LWF9GkiR1ERN2SZIktbLCnj/OEiNJkiTlmBV2SZIktbLCnj9W2CVJkqQcM2GXuonyikdLS8sS7IkkqT3l/z5bqVatOCRG6iYKhQJ9+vShoaGBuXPnssoqqyzpLkmS2pg7dy4Affr06bYJe3ftd09mwi51IyuvvDLvvvsus2bNAmDFFVekVy8/KJOkJa2lpYW5c+e2/vu88sorL+EeqScxYZe6kdVWW425c+cyb9483njjjSXdHUlSBcsttxyrrbbaku5GpxQKBQqF+heCrOJnY8IudSO9e/dm0KBBvPvuu8yePZuGhoYl3SVJUqpPnz6svPLKrLbaavTu3XtJd0c9iAm71M307t2bT3/603z605+mWCxSLBaXdJckaamXVKZ7RtW4QM84j57EhF3qxnrSfxCSJKkyE3ZJkiR9wkJQ7ji9hCRJkpRjVtglSZLUyqGW+WOFXZIkScoxK+ySJElqZYU9f0zYJUmS1G2FEHYHvg9sCRSBKcCFMcZb28StAZwJ7AUMAF4Brkljmyq0OzKNHwYsCzwNnBNjfLhC7LLAscB3gPWA/wJ3A2fEGN9d3HN0SIwkSZJSyUqn9f6iRnO9hxCOA/4KbAJcD9wIDAbGhRBOLotbFXgYGANMBC4BPgJ+Adxcod29gAeBzYAb0raHAQ+GEPZpE1sArgMuAD5M234GOBp4MoTwqcU9TxN2SZIkdTshhI2B84HJwCYxxmNijN8DPgfMAs4NIaychv8YGAqMiTHuH2P8IUlF/g5gvxDCqLJ2lwN+B3wADI8xHhdjHAOMAN4HrgwhrFDWlX2A0cAtwLYxxlNjjHsDJwIbAGct7rmasEuSJKlVaVG+en7VyHEkQ1WOjDG+VdqZ/vk0YCywZgihD3AEMAO4qiyuGShV4Y8qa3c/kiEzV8YYZ5TFTwUuTY99tSx+TLo9PcZYvvz4pcA04ND0l4BOM2GXJElSd7QX8EaM8bG2B2KM18QYj4wxvkQylGUF4KEYY0ubuOnAVGD7EELvdPfIdPtAhfcs7dsJIH3NNsCr6XuVt90CPASsTFKd7zQfOpUkSVK3EkJYHfgscH8I4TPAT0gS+FWAF4BzY4x3peFD0+3UdpqbSjLufT3gpUXEl/ZtmG4HASsCT3XQdil+oV8sqmXCLkmSJAAKha6Z1rFQgJkzZw4OIUyqdDzGuPEimhiYbvuRPOD5EXArScK+L3BnCOG4GOOvgf5p7HvttPV+uu3fZlspPktspfhOMWGXJElSd7NSut2aZDaXr8QY5wKEEDYE/g+4IITwp7LY+e20VdpfGmfeUXyW2ErxnWLCLkmSpFZdtXDSgAEDplZRSW9Pc9mfjy0l6wAxxhdDCJcCpwNfA+alh/q001bfdDsn3ZbHN2aIrabtTvGhU0mSJHU3H6TbuSQLJbU1Md0O5pPhKv3baau0v9RmR/FZYivFd4oJuyRJkloV6FX3rxqYCjSRjBap9JHAsun2Iz5J6Ae309ZgksT/1fT7juJL+yan25dJquwdtV0e3ykm7JIkSepWYowNwBMkQ062rxCydbr9F8lDqbOBHUMIC+S+IYR1SZLqJ9J52SFZERXSqRvb2DndPpb2oyX983ohhPXatN0rbWMu8Gy151aJCbskSZJShdJUMfX9qlgUz+zydHthCGGV0s4QwqbA0cC7wJ0xxnnAjSTTNh5XFtcbuCD99rKydu8G3gGODSGsXxY/GDiWZBXV28vir06355fN5U76XusBv09/weg0HzqVJElStxNjvDmEsCvwbWBSCOF2kmkeDyAZEnNwjHF2Gn46sBtwUQhhJ5IhKruQLKo0jiRJL7U7J4QwBrgJmBBCuJHkN4zRafuj0l8CyvtxMDAKeCqEcD+wEbA38CJwzuKeqxV2SZIktSoUCnX/qqHvAIcBbwCHA18lGdKyY9nCScQY3wG2JamGbwUcDywPnAJ8M8ZYLG80xjgO2J1kEaZDSZL1Z4EvxRj/VKEf+wNnkiT0JwKbknwCsEOMsb052qtmhV2SJEndUppoX5t+LSr2TZKkvtq27wfurzJ2Pslqqz+ptv0sTNglSZLUqqvmYVf1HBIjSZIk5ZgVdkmSJLWywp4/dUnYQwg3A1+IMa5V4dgaJIPy9wIGAK8A1wAXxhib6tEfSZIkqbuqecIeQjgN+DrweoVjq5I8ubshcAfwErAr8AuSJ3b3r3V/1P1Mf/vtqmOzVAF696p+BFivDO32ytRu1aEAFDLMU5vlWhSLxUUHpZozxGZqt6WlLu0CtGSIbylW34+WDN1oyXB+Wfqb5bpBz77XXotP7DB0aNWxUkeSadLrP2LaIn42NbsjIYTlQghXAj/rIOzHwFBgTIxx/xjjD4EtSZL3/UIIo2rVH0mSJKknqEnCHkLYG5gCHAnc205MH+AIYAZwVWl/ugzsyem3R9WiP5IkSVJPUasK+3eAlYHvkYxNr2QYsALwUIxxgc8EY4zTganA9m2WdJUkSVKXqf+iSckQTsfEZFGrhP1iYL0Y4xVtV4oqUxpgN7Wd41OBvsB6NeqTJEmS1O3V5KHTGOP4KsL6p9v2lmd9v02cJEmSupjTOuZPVy6ctFK6nd/O8dL+5bqgL5IkSVK30JULJ81Lt33aOd433c7pgr5IkiSpIivsedOVFfbSUJj+7Rwv7f+g7j2RJEmSuomurLBPSbeD2zk+GJgLvNo13ZEkSVJbXbFwkrLpyjvyDDAb2DGEsMD7hhDWJUnYn0jnZZckSZJEF1bYY4zzQgg3kiyudBzJVJCk865fkIZd1lX9UX71Wab6H8ssT7L37lV9bK8M1YVeGfrQq1e235GzLE1er2XX86AlY3+zXIuWDE1na3fJL1cP2e51S4Z+ZDm/erWb9ec4D+eX6V5XHSnVlrPE5E9XDokBOB3YDbgohLATMBnYhWRRpXHA3V3cH0mSJCnXunSQUozxHWBb4GpgK+B4YHngFOCbHSy6JEmSpLpzpdM8qkuFPcbY7l2IMb4JHF6P95UkSZJ6mq4eEiNJkqScKhS6Zgy7w+Szcd4eSZIkKcessEuSJKmVs8TkjxV2SZIkKcdM2CVJkqQcc0iMJEmSWhUyLB6oruEdkSRJknLMCrtyZ9nevauOzfJgTO9e1f9+mi22+j40t9RxWfmMy7TXQzFDH7LEZu5HhkXds/Qjy7LymZagz9KHjNetJQ99ztKHOrUL9etzlr979foZkmrJh07zxwq7JEmSlGNW2CVJkpQqUKArKuxW8bOwwi5JkiTlmBV2SZIkfcIx7LljhV2SJEnKMSvskiRJauUsMfljhV2SJEnKMSvskiRJApLh612x0qlF/GyssEuSJEk5ZoVdkiRJrRzDnj8m7MqdZXr3rjq2d6/qPyTq3av6f4B6Zfg4sKXY/ZYPL1L9UupZlnPPskR7tths17il+qYznV+9YpuzXIuMy9VnWd4+U2yd+lyv/kL9fj6z9CPTteiG/7ZIqg8TdkmSJKUKXVRht4qfhWPYJUmSpBwzYZckSZJyzCExkiRJauVDp/ljhV2SJEnKMSvskiRJatUVCycpG++IJEmSlGNW2CVJklTGMex5Y4VdkiRJyjEr7JIkSWrlLDH5Y8Ku3OmzTO+qY3tleDCmd6/qY7MueV6tLMudQ7bl7bPEtmToRr36UK/+Qsbl3+sVm+X86tQHgKbm5urbztDnLP2o2/3I+Pepbn0uZjm/+lxjST2bCbskSZKApLreFRV2q/jZOIZdkiRJyjEr7JIkSWpl9Tt/rLBLkiRJOWaFXZIkSa1c6TR/vCOSJElSjllhlyRJUivHsOePFXZJkiQpx0zYJUmSpBxzSIwkSZJaOSQmf0zYJUmS1C2FEH4GnNbO4bkxxpXKYtcAzgT2AgYArwDXABfGGJsqtD0yjR8GLAs8DZwTY3y4QuyywLHAd4D1gP8CdwNnxBjf7fQJpkzYlTvL9OpddWyvXtWP6mppaak6tlgsVt9u9aF1VaT6jmQ7v/rENmdpN8O9A2jOEJ8pNkOfm5qbq47Ncn5Z+gv163OWfmT6uajjtWhqyXJ+9elzPe+1VBuFLqqw1+w9NgeKwE/SbbmG0h9CCKsCDwMbAncALwG7Ar8AtgL2L39hCGEv4E6SxPsGoDdwEPBgCGFUjPHustgCcB0wGngSuAT4HHA0sEsIYesY43uLc5Im7JIkSequNgemxRh/vIi4HwNDge/FGK8ACCH8CBgH7Jcm4Xek+5cDfgd8AAyPMc5I918IPAVcGUK4P8b4Udr2PiTJ+i3A6BhjMY0/AbgIOAs4bnFO0odOJUmSVKZXF3wtvhDC6sBngecWEdcHOAKYAVxV2h9jbAZOTr89quwl+5EMmbmylKyn8VOBS9NjXy2LH5NuTy8l66lLgWnAoekvAZ1mwi5JkqTuaIt0+69FxA0DVgAeijEuMNYsxjgdmApsH0IojckdmW4fqNBWad9OAOlrtgFejTG+1KbtFuAhYGVgxKJOpiMOiZEkSRIAhULXzBJTo7fYPN2uHEL4M8lY9BWAicC5Mca/p8eHptup7bQzFRhM8rDoS4uIL+3bMN0OAlYkGSrTXtul+MfaO5FFMWGXJElSl5s5c+bgEMKkSsdijBtX0USpwn4y8FfgWmB9kjHlfw0hHBtjvAzon8a19+Dn++m2f5ttpfgssZXiO8WEXZIkSa260TzsjSRTM343xnhfaWcIYRjwKHBxCOFvQGlqx/nttFPaXxpn3lF8lthK8Z1iwi5JkqQuN2DAgKlVVtIrijF+q539z4QQLiaZn/3rwLz0UJ92muqbbuek2/L4xgyx1bTdKSbskiRJatWNKuwdKY0pXx94Iv1z/3ZiS/s/SLfvle2fmyG2mrY7xYRdkiRJ3UoIoS+wKdA7xvhkhZAV0+3HwJT0z4PbaW4wSWL+avr9FOAL6f7XK8QCTE63L5NU2Ttquzy+U5zWUZIkSalkpdN6f9VgpdOVgP8D/h5CWLbC8e3T7VPAM8BsYMcQwgK5bwhhXZKk+ol0XnZIVkSFdOrGNnZOt49B69SNjwHrhRDWa9N2r7SNucCzVZ9ZBVbYlTu9ei353yOLC61u3EFshmXXs8RC1uXfq283Sz+y9aH62Hr1IWt8U52Wis+yBH1jndqFjNeiuXnRQaV263T/svShJePfp8Ysbdfp56K5uX73WlqaxBjfDSH8A9iFZCXRH5WOhRB2Bg4HXgNuizHOCyHcCBxJsuLoxWlcb+CC9GWXlTV/N/AOcGwI4Q8xxmlp/GDgWGAWcHtZ/NUkifz5IYQDyhL/40imirwkxtiwOOdrwi5JkqRWhcKSL5xVaQxJdfu0EMJIkor7/wB7Ax8BX48xfpzGng7sBlwUQtiJZIjKLiSLKo0jSdIBiDHOCSGMAW4CJqTJfgEYDfQDRsUY55XF3xxCOBgYBTwVQrgf2Cjtx4vAOYt7ot3mjkiSJEklMcb/R5Jw/5akkn0C8HngRmBYjPGfZbHvANuSVMO3Ao4HlgdOAb4ZYyy2aXscsDvwAnAoSbL+LPClGOOfKnRnf+BMkoT+RJLx9ZcDO8QY25ujvWpW2CVJktQtxRhfJxnqUk3smyRDZapt+37g/ipj5wM/Sb9qzoRdkiRJrXrItI49ikNiJEmSpByzwi5JkiQACoWuqbBbxM/GCrskSZKUY1bYJUmSVMbyd95YYZckSZJyzAq7JEmSUoUumiXGKn4WJuzKnd69qv/gJ9NS8RmWMW/JsOJ5lnaz9BegSIY+12kp9ZZilnar72+WJeizXremOl2LTH3O8HORpd2sy9Xn41pkabc+/U3aznKdM/y9ztBuMcv5ZYiV1LOZsEuSJKlVoeCI6bzxjkiSJEk5ZoVdkiRJrVzpNH+ssEuSJEk5ZoVdkiRJrayw548VdkmSJCnHrLBLkiSplRX2/LHCLkmSJOWYCbskSZKUYw6JkSRJEpAMh+mKhZMcdpONCbtyp5hhSfeeHAvQnGF59JYMbWdZ0j1LH7K1m2G5+oxL0GdqO8Oy8ln6kYc+5KUf9epDc3O2a9GSoR8tTfXpR0um2Or7IKlnM2GXJElSK6vf+eMYdkmSJCnHrLBLkiSpjBX2vLHCLkmSJOWYFXZJkiS1cgx7/lhhlyRJknLMCrskSZJaFXpZYc8bK+ySJElSjllhlyRJUqrQRWPYreJnYYVdkiRJyjEr7MqdlmKx6tgsS543Z2g3D33I2namJd3rdH71Wto+S7tZ47Nci0znl5Nr0VzM0vaSv9fNTdW325KhXYCWpjr1I8vPW4Y+ZD0/qSYKXTRLjAX2TKywS5IkSTlmhV2SJElAUvjuigq7BfZsrLBLkiRJOWbCLkmSJOWYQ2IkSZLUqmumdVQWVtglSZKkHLPCLkmSpFYFy7m54y2RJEmScswKuyRJkj7hGPbcqVnCHkJYCTgNGAWsCzQAzwIXxRjvahO7BnAmsBcwAHgFuAa4MMbYVKs+SZIkSd1dTYbEhBBWBh4HTgXmApcDtwKbAXeGEE4ti10VeBgYA0wELgE+An4B3FyL/kiSJKkTCsksMfX+cuWkbGpVYT8F2BS4EvhejLEIEEI4E3ga+EkI4dYY40vAj4GhadwVadyPgHHAfiGEUTHGO2rUL3VDxWJxice2tLRUH1vMEJuhXYDmDPHNGc6vqbm5PrEZ+luvPtS1HxnabczBNc7cdobY5uYMP5sZ2i1majfj36em6vvR0lSf82vJ0IfmDH2Q1LPV6qHTA4AicGopWQeIMb4OXAH0BvYIIfQBjgBmAFeVxTUDJ6ffHlWjPkmSJCmT+lfXk3neLbFnUauE/RLg9Bjj+xWOzU+3KwPDgBWAh2KMC5QOYozTganA9iGE3jXqlyRJktSt1WRITIzx8kr7QwgFkodQAZ4nGQoDSWJeyVRgMLAe8FIt+iZJkqTqudJp/tR7Hvajga2BacDfgP7p/vfaiX8/3fZv57gkSZK0VKlbwh5COAC4FGgCvhVjbARWSg/Pb+dlpf3L1atfkiRJqqwAFHoV6v+1pE+0m6lLwh5COBq4Kf32kBjjY+mf56XbPu28tG+6nVOPfkmSJEndTU1XOg0h9AJ+BZxEkpwfFGO8syykNBSmfztNlPZ/UMt+SZIkqTqOYc+fWq502oekqj6KJDHfp6yyXjIl3Q5up5nBJAsvvVqrfkmSJEndWa1WOu1FsrLpKOBlYNsKyTrAM8BsYMf0NeVtrEuSsD+RzssuSZKkruRKp7lUqzHspwJfIamMj4wxxkpBMcZ5wI0k0zYeV9qfzrt+QfrtZTXqkyRJktTtLfaQmBDCqiQJO8CzwBEhhEqhj8QYHwROB3YDLgoh7ARMBnYhWVRpHHD34vZJ3VtzhqXXm4vFRQd1pt1MS9vXZ7l6yLYMfb2WoO9ufQBoaGqqS9vZ+pzlWtSnD0k/MvzcN1XfdkuG2KYMsdn6kO3nojnDtctyfs0Z+lGvPkjq2Woxhn1LYMX0z/ukX5X8DHgwxvhOCGFb4CfAXiTJ+svAKcAlMcbqMzBJkiTVlM+c5s9iJ+wxxvvIOBIpxvgmcPjivrckSZLU09V0WkdJkiR1c5bYc6duK51KkiRJWnxW2CVJkpQqUOjVFRV2q/hZWGGXJEmScswKuyRJkloVHMOeOybskiRJ6hFCCF8EHgBujDF+o82xNYAzSaYVHwC8AlwDXBhjXGgBjxDCyDR+GLAs8DRwTozx4QqxywLHAt8hWSD0vyRrC50RY3x3cc/LITGSJEkCkgliCoVCF3zVvu8hhH7AtVQYIJ8u9PkwMAaYCFwCfAT8Ari5QvxewIPAZsANwPUkifuDIYR92sQWgOuAC4AP07afAY4GngwhfGpxz82EXZIkST3BxcA67Rz7MTAUGBNj3D/G+EOSxT/vAPYLIYwqBYYQlgN+B3wADI8xHhdjHAOMAN4HrgwhrFDW9j7AaOAWYNsY46kxxr2BE4ENgLMW98QcEqPcaSlmWOa7bsvK16cPWc4NMva5TufX2LTQp4Ttx9brfmSIBWjMw3XL0G6Wa9zcnO1nqDlDP1qaMty/xur73NJUfR+ynF9zhnYBmhuz9CPLdavP+WW5xlItdccx7CGEvYFvA38CvtLmWB/gCGAGcFVpf4yxOYRwMjAKOIokeQfYj2TIzM9ijDPK4qeGEC4lScC/CtyYHhqTbk+PMRbL3vpSkmEyh4YQTokxzuvs+VlhlyRJUrcVQlidpCL+KMlwlLaGASsAD8UYF/itOcY4HZgKbB9C6J3uHpluH6jQVmnfTul79wa2AV6NMb7Upu0W4CFgZZLqfKeZsEuSJKlVV4xhr7ErgJVIKuyVPsYamm6ntvP6qUBfkodFFxVf2rdhuh0ErLiItsvjO8UhMZIkSepyM2fOHBxCmFTpWIxx42raCCEcDOwPHJMOWVm7Qlj/dPteO8283yauo/gssZXiO8WEXZIkSa26ZqXTxRdCGAj8mmTYyeUdhK6Ubue3c7y0f7kq4rPEVorvFBN2SZIkdbkBAwZMrbaS3o6rSXLZw9o87NlW6WHPPu0c75tu51SIb8wQW03bnWLCLkmSpG4lhHAUsBtwZPrgaEdKw1X6t3O8tP+DCvFzM8RW03anmLBLkiSpVTeZ1fHAdHtVCOGqCscPTse3Xwf8Nt03uJ22BpMk5q+m308BvpDuf71CLMDkdPsySZW9o7bL4zvFhF2SJEndzVhgfIX96wLfAl4gmVf9OZJVR2cDO4YQepVP7RhCWJckqf5HjLG0qMLDJPO27wQ80qb9ndPtY5BM3RhCeAzYOYSwXozx5bK2e6VtzAWe7dxpJkzYJUmSlKjPtIsV32dxxBjHVtofQtiRJGF/PsZ4Vtn+G4EjgeNIVkQtzaF+QRpyWVkzdwPvAMeGEP4QY5yWxg8mWQhpFnB7WfzVJIn8+SGEA8oS/+NIpoq8JMbY0MlTBUzYJUmS1POdTjLm/aIQwk4kQ1R2IVlUaRxJkg5AjHFOCGEMcBMwIU32C8BooB8wqnzV0hjjzenwm1HAUyGE+4GNgL2BF4FzFrfzJuzKncYsS3dnWD68udjRA+Sdb7eppfrYhoxLqWfrR/XXrbGp+iXPG+vUbr3ODaAhSz/qdX4Z2m3OsrR9xuXqmzP8fcrSdnNTnc6vTrGQ8fyyXLdM9y9DbIa/I1JNdZNB7FnEGN8JIWwL/ATYiyRZfxk4haQCXmwTPy6E8F+SRP9QoIFkWMs5McaHK7zF/mlbhwAnAm+STDV5doyxvTnaq2bCLkmSpB4hxjiepBpe6dibwOEZ2rofuL/K2Pkkvwz8pNr2szBhlyRJEpBkul0xhr3n1fDrq9eS7oAkSZKk9llhlyRJUqtCL+vfeWOFXZIkScoxK+ySJElq1SXzsCsTK+ySJElSjllhlyRJUqLQRRV2i/iZWGGXJEmScswKuyRJklKFLhrDbok9CxN25U5LhiXdsyz/3pRhme+mlgyxGZYwz9KHpB/Vt93YVP2y6w1ZrkWG2Ma6xVZ/bpDtnjRkuG5ZlqtvytJuluXqm7L9DGVqO8M9aW7McH5NGa5bhnZbMtyPzG1n6XNO7rWknsuEXZIqKRb51OTJDHrgAVadMoV+r7xC73nzaO7blw/WXZf3woa8+qUv8e7QoeCMCpKkOjJhl6Q21nj2WTa/9FI+9eKLCx1b9uOPWe6551jzuecYesvNvBsCzxx7HG9vvnnXd1SS6sAaRP740KkkpQpNTWx+8cXs9L3v8akXX6S4iPgisFqM7HzsMQy79BIKGYZGSJJULSvskkSSrG9zxhmsPX78J/sW9ZrStlhkw3HjWOGtt3j8rLMpLuM/rZK6sV6W2PPGCrskAZv95jesPX78Iqvq7SkCg8aPZ4srLq9ltyRJMmGXpDWefZZwyy1A5ycaK70ujBvHGv96rhbdkqQuVyBZOKnuX0v6RLsZE3ZJS7dikc0vvbRmzRWKRYZdeikUO1urlyRpQSbskpZqn5o8uaoHTKtVehB1tQozzEhS7hW6psJuiT0bE3ZJS7VBDzwA1O7/jlI76z70UI1alCQt7ZzKQNJSbdUpU+rS7mox1qVdSaq3ghOx544Ju3KnqaX65bib6rS8fb2Wtm/M0N+kH9XHN2S5Fhn63NSy5K9F1uuW5fz6TZ+eqe1qrTJ9Ok0N1fWjuTHD/ciwtD1kW96+OUPbTRmucUtT9T9DTRmuRZb+QtY+Z7gWGfqR5V43Z/h3SFLPZsIuaanWe/78urS7TEN92pWkerPCnj+OYZe0VGvu27cu7Tb1qU+7kqSljxV2SUu1D9ZZh+Xef7/m7b6/zjo1b1OS6q9AoUtWOrWKn4UVdklLtXfDhnVp950hQ+rSriRp6WPCLmmp9spOXwSo6TzsAC9vv2ONWpSkrtUl87ArExN2SUu1d4duxLsh1HQe9neGDOGdEGrUoiRpaWfCLmnpVigwccwxNWuuWCjw9NFjwAqSJKlGTNglLfXe2nxzpnzta0Dnh8aUXjd51H68temmNemXJHW1QqHrvlQ9E3ZJAp45+nu8uv0OnR4aUwCmj9yeiUceVctuSZJkwi5JAMVlluHRs85iygEHUExLP4uqtpeOFwsFJu23P4+ccSbF3r3r2k9JqjvL67njPOySlCouswwTjzmWGV8YyfDLfsNqMXYYX3rA9OmjxzgMRpJUNybsyp2m5pYMsc11abehqanq2MYMfcjSLkBTS/V9bszQdkOGPueh3SzXAaCpsfq2mxsX7vMbG32ON35zBavHF1n34fGsHiOrvPoKvefPp7lPX94fNIi3/2cI07bf8ZPZYBqaFtluTfrbVH27WeObM/SjKcP5NWe511nazdDfpB8Z/m3J0Oe63esM7Uq15LSL+WPCLkmVFAq8s+FQ3tlwaOuuLMmWJEm1YsIuSZKkVoVeVtjzxodOJUmSpByzwi5JkqRWjmHPHyvskiRJUo5ZYZckSVKiUOiaCrtV/EyssEuSJEk5ZoVdkiRJrRzDnj9W2CVJkqQcs8IuSZIkAAp0TYXdGn42JuzKnYYMS4I3Nle/dHd3a7eebeeh3aam+i1BX6+2mzIsFV+vdrOuttqc4Vpkabu5Tn3O1G6Gn7fMbdepz5l+LjLcO0k9m0NiJEmSpByzwi5JkqRWBcu5ueMtkSRJknLMCrskSZI+4bSOuWOFXZIkScoxK+ySJElKFLpo4SSL+JlYYZckSZJyzAq7JEmSWnVJhV2ZWGGXJEmScswKuyRJklKFLqqwW8XPwoRdudPYXP1y3A0Zlibvbu0CzM/Uj+pjGzIsed6YoQ9ZllLPtER7hqXfAZoasrSdYQn6DOdXr6Xts7Sbte3Ghsbq2+3h16Ipy899vX7eMv7cS+q5TNglSZLUqtDL6nfeOIZdkiRJyjEr7JIkSQKSkeVdMYbdGn42VtglSZKkHLPCLkmSpEQ3W+k0hNAfOA3YBxgEvAXcDfwkxvh2m9g1gDOBvYABwCvANcCFMcaFnggPIYxM44cBywJPA+fEGB+uELsscCzwHWA94L9pP86IMb67uOdphV2SJEndTghhZeBR4AfAa8CvgX+RJM7PhhAGlsWuCjwMjAEmApcAHwG/AG6u0PZewIPAZsANwPUkifuDIYR92sQWgOuAC4AP07afAY4GngwhfGpxz9WEXZIkSd3RGcDngLNijF+KMZ4SY/wKScI+EDinLPbHwFBgTIxx/xjjD4EtgTuA/UIIo0qBIYTlgN8BHwDDY4zHxRjHACOA94ErQwgrlLW9DzAauAXYNsZ4aoxxb+BEYAPgrMU9URN2SZIktSoU6v9VI+sDs4Bftdl/fbrdDiCE0Ac4ApgBXFUKijE2Ayen3x5V9vr9SIbMXBljnFEWPxW4ND321bL4Men29BhjsWz/pcA04ND0l4BOcwy7JHUjxSK89vJqvDBxEK9N/xRvz+xHY0Nvlu3TzBoDPmStdd9jkxGvsNa679XyP0VJyp0Y4/7tHBqabt9Mt8OAFYDbYowtbdqYHkKYCmwfQuidJvEj08MPVGj7AZKK+U7AjSGE3sA2wKsxxpfatN0SQniIZFz7COCxLOdXzoRdkrqJaXF17rlpU15/ZbWFjjXMX5a5s5dj+v/7NI/dvyED13mXPb72LIPWm7kEeiqpO+uuCyel49R3Ai4EmoCfpodKCfzUdl46FRhM8rDoS4uIL+3bMN0OAlYEnuqg7VK8Cbt6joYMS4I3Nle/dHeWdudn6UOG2IYM/YVsfa7XdcuylHpelmhvamjM0I/6XIvmpgztLqK/zc0F/n7HMP75YOn/kCIdT7FQ5PVXVuN3F3yJrUdOYue9nqJX72IH8YnGDPcvyz2p13VrzHCfoX59zsvPvdTdzJw5c3AIYVKlYzHGjbO0FUI4Crgi/bYZ+EaMsVQh759u32vn5e+3iesoPktspfhOcQy7JOVYc3OBW34/sixZh0XPh5YeLxb4v0c+x+1//CItzd2zYiZpCehGg9jLvE0y48sfSGZ/+WMI4aT02Erpdn47ry3tL40z7yg+S2yl+E6xwi5JOfb3O4Yx+blBLLqq3p4iLz6/Hv/481x23ef/atw7Seq8AQMGTM1aSW9PjPF24HaAEMIZwJPABSGE8cC8NKxPOy/vm27npNvy+LYf5XUUW03bnWKFXZJy6uX/9+myynpnK1LJ6/7v0Y15ddqaNemXpJ6sQKFQ/6+arZxUQYzxVeDn6bdf5ZPhKv3beUlp/wfptqP4LLGV4jvFhF2ScqhYhL/eNryGDRa47+6tKS56KLsk5V4IoW8IYZcQwu7thExLt58GpqR/HtxO7GBgLvBq+n1H8aV9k9PtyyRV9o7aLo/vFBN2Scqh16avxhuvrkYyFKYWirz52hq8MWP1GrUnqUcq0DUV9sUvsPcG7gVuCSH0rXB8WLp9iWTV0dnAjiGEBXLfEMK6JEn1E+mUjpCsiArJjDNt7ZxuH4Nk6sb0z+uFENZr03avtI25wLNVn1kFJuySlEP/nrhO+qdafWyctDP5ufVr1J4kLTkxxo9IVintB/yk/FgIYQvgBySJ8o0xxnnAjSTTNh5XFtcbuCD99rKyJu4G3gGODSGsXxY/mGQV1Vmk4+VTV6fb89M2S45L3/P3McaGzp1pwodOJSmHXn914bnWa+HN16ywS2pfAdIx5vV/nxo4EdgK+EEIYVvgCWAdknHrRWB0jPGNNPZ0YDfgohDCTiRDVHYhqcSPI0nSAYgxzgkhjAFuAiaEEG5Muzya5BeEUekvAaX4m0MIBwOjgKdCCPcDGwF7Ay8C5yzuiVphl6QcevvNVerT7qz+dWlXkrpamoxvCfwaWBs4AdgRuAvYOsZ4R1nsO8C2JNXwrYDjgeWBU4BvxhgXGH8YYxwH7A68ABxKkqw/C3wpxvinCt3ZHziTJKE/EdgUuBzYIcbY3hztVbPCLkk51NjYe9FBndBUp3Yl9RzdaaXTNBE/jrKhLh3EvgkcnqHt+4H7q4ydTzI05yeLiu2MmiXsIYT+wGnAPiTLtL5F8vHCT2KMb7eJXYPkt5C9gAHAK8A1wIUxxuqXgZOkHmrZZZtpmL9szdtdZllXz5Sk7qYmCXsIYWXgUeBzwIMkifqGJAPzR4UQto4xvp7Grkry9O2GJA8LvATsSrI61VYkHyloKdbYXH1CMb+x+qXJGzK029BU/e+NWWKznBtkO7/GDEu6N2VY0r0pS7vz69Nuc4bl3AEaMywVn2X598YM121x213t0/9l7pzPVN1GtVZb/T3mf1R5Qb563ZM83I96tp2l3aYM160pw99/qZa6Ygy7sqnVGPYzSJL1s2KMX4oxnhJj/ApJwj6QBQfb/xgYCoyJMe4fY/whyfijO4D9QgijatQnSeq2Prv2u3Vpd8DAtxcdJEnKlVol7OuTTHHzqzb7r0+32wGEEPoARwAzgKtKQem8lyen3x5Voz5JUre10eYvp3+q3TzsABt+7qUatSdJ6io1SdjTSvmAdE7McqU1td9Mt8OAFYCH0onmy9uYDkwFtm8zh6UkLXU+O+htPrPWO9RyHvY1P/sWAwa+VaP2JPVUhUL9v5RNXaZ1DCGsGkLYD7gFaAJ+mh4qJfBT23npVKAvySTzkrTUKhRgl33+r4YtFtnpy4/7H6UkdUM1T9hDCEcB7wG3kYxf/2aM8YH0cP902958lO+3iZOkpdY6g2ex9fb/Tr/r7NCY5HUjtv0Xa6/75iJiJS31CslDp/X+qtmHh0uJelTY3yaZ8eUPwEfAH0MIJ6XHVkq3laco+GT/cnXolyR1Ozvv/TQbbjKdzv/vVmDIRlPZcdcnatgrSVJXqvnCSTHG24HbAUIIZwBPAheEEMYDpWVc+7Tz8r7pdk6t+yVJ3VGv3kX2O+Qh/vHnLfm/RzaGYoGkat5RAl86XmTEtv9ix12foFfvWj28Kqln66pB5pbYs6jLGPaSGOOrwM/Tb7/KJ0Nh+rfzktL+D+rWKUnqZnr1LrLrPk9xyPfuTadlXNR/dAUGDHybbxz1Z3b68j9N1iWpm1vsCnsIoS+wPdA7xvi3CiHT0u2ngdLxwe00NxiYC7y6uP2SpJ5mncGz+Paxd/Hma2sw5V/r8+brq/POrFVpauzNMss2s/qa/+UzA99h6GZT+eza7wDQ1LCEOy2p2yn0svqdN7UYEtMbuBf4KITw6Rhj2/Hpw9LtS8AzwGxgxxBCr/KpHUMI65Ik7P9I52WXJLVRKMBn136bz67tAkiStLRY7CEx6dzrdwD9gJ+UHwshbAH8gKRqfmOMcR5wI8m0jceVxfUGLki/vWxx+yRJkqTsCnTNLDHW8LOp1UOnJwJbAT8IIWwLPAGsQzJuvQiMjjG+kcaeDuwGXBRC2AmYDOxCUokfB9xdoz6pm5rf2Fh1bENz9R/GNDQ1LfE+ZGkXoKmp+rabGqpvu7Gh+mvR3Fh9Hxoz9KFe7QI0ZTm/DD8X3e26ZW0703Vr7F7XDbKdX1OG82vK8Pe6uTnD39NGxzNJStRqpdM3gC2BXwNrAycAOwJ3AVvHGO8oi30H2Ba4miTJPx5YHjiFZM52n46SJElaQrpkHnZlUrNpHdNE/DjKhrp0EPsmcHit3luSJEnqqWo+D7skSZK6qXSl0654H1WvrvOwS5IkSVo8VtglSZLUyjHm+WOFXZIkScoxE3ZJkiQpxxwSI0mSpFYFy7m54y2RJEmScswKuyRJklJdtbCRD7ZmYcKu3JmfYan4LLGNdWp3foZlyRszLHcO9VumPdMS7VnazdDfLH3IugR9Pq5blqXt69NuEp/h5zND280Z+pyl3br+XDRl+Plsml99Pxobqu9Dc5Z/L6pvV1LPZsIuSZKkTzitY+44hl2SJEnKMSvskiRJApLieleMYbeIn40VdkmSJCnHrLBLkiSpVdfMEqMsrLBLkiRJOWaFXZIkSa0Kvayw540VdkmSJCnHrLBLkiSplWPY88cKuyRJkpRjVtiVO/Obql+afH5j9ct8Z2m3IUNsvZa2h+63/HuWdpsytJvl3LL2I8v5NTdmWNq+TueX9WeofvdvyV/jxsaGqmMBmpqqj29qml+XfmTrQ7bzk2qj0EUVdqv4WVhhlyRJknLMhF2SJEnKMYfESJIkKVEAR8TkjxV2SZIkKcessEuSJOkTTuuYO1bYJUmSpByzwi5JkiQgGVpe6FX/Crs1/GyssEuSJEk5ZoVdkiRJrbpm4SRlYYVdkiRJyjEr7MqdeRmW+Z7fWP3y6A0ZYnv+svJL/vzqdW556UcernHSdr3OL8M1zvB3uqmp+tjGxnlVx9azH9n6XJ92pVqywp4/VtglSZKkHLPCLkmSpEShiyrsFvEzscIuSZIk5ZgVdkmSJKUKXTSG3RJ7FlbYJUmSpByzwi5JkqRWXbHSqbKxwi5JkiTlmAm7JEmSlGMOiZEkSRKQPArqrI75Y4VdkiRJyjEr7MqdeRmWUm9o7F5LxTfOz7bUeN36kYPl6hsyXIss7WaNr9e1aJyX5eetPn1I4jP0ozFDP5qqv3+NjfMzxGb4ucjQh6z9yNJ2pmvRkOFaZDw/qWa6ZFpHZWGFXZIkScoxK+ySJElKFOiahZMs4mdiwi5JkqRuKYSwEnAaMApYF2gAngUuijHe1SZ2DeBMYC9gAPAKcA1wYYxxofGGIYSRafwwYFngaeCcGOPDFWKXBY4FvgOsB/wXuBs4I8b47uKep0NiJEmS1KpQKNT9qxZCCCsDjwOnAnOBy4Fbgc2AO0MIp5bFrgo8DIwBJgKXAB8BvwBurtD2XsCDaVs3ANeTJO4PhhD2aRNbAK4DLgA+TNt+BjgaeDKE8KnFPVcTdkmSJHVHpwCbAlcCI2KMJ8UYvwNsDLwJ/CSEsEEa+2NgKDAmxrh/jPGHwJbAHcB+IYRRpUZDCMsBvwM+AIbHGI+LMY4BRgDvA1eGEFYo68c+wGjgFmDbGOOpMca9gROBDYCzFvdETdglSZLUqtCrUPevGjkAKAKnxhiLpZ0xxteBK4DewB4hhD7AEcAM4KqyuGbg5PTbo8ra3Y9kyMyVMcYZZfFTgUvTY18tix+Tbk8v70caOw04NP0loNNM2CVJktQdXUKSJL9f4VhpDtWVSYayrAA8FGNsKQ+KMU4HpgLbhxB6p7tHptsHKrRb2rcTQPqabYBXY4wvtWm7BXgo7cOIqs+qAh86lSRJUqp2Y8wX9T6LK8Z4eaX96Zjy0hCX50mGwkCSmFcyFRhM8rDoS4uIL+3bMN0OAlYEnuqg7VL8Y+3ELJIJuyRJkrrczJkzB4cQJlU6FmPceDGaPhrYmmQ4yt+AY9L977UT/3667d9mWyk+S2yl+E5xSIwkSZJadZdZYioJIRxAMna8CfhWjLERWCk93N5Sw6X9pXHmHcVnia0U3ylW2JU78+u1VPz8LMuHV99upj5kODfItrx9vfrROL979SEv/ahfH7ItV9+UYXn7xsYsse3939SVfZhXdWx9+7Hkr4XUHQ0YMGDqYlbSFxBCOBr4DcmDqIfEGEtDUEr/WPRp56V90+2cCvFt/4HuKLaatjvFhF2SJEkAFLpopdNavkUIoRfwK+AkkgT6oBjjnWUhpeEq/dtporT/gwrxczPEVtN2pzgkRpIkSd1SOmXjrSTJ+nvALm2SdYAp6XZwO80MJknMX60ivrRvcrp9meSXhI7aLo/vFBN2SZIktUqq7PX9qoW0sn4ryYwwL5MsWlRpJpZngNnAjulryttYlySpfiKdlx2SFVEhnbqxjZ3T7WPQOnXjY8B6IYT1KvRvJ5JfBp7NdHJtmLBLkiSpOzoV+ApJZXxkjDFWCooxzgNuJJm28bjS/nQO9QvSby8re8ndwDvAsSGE9cviBwPHArOA28vir06355fN5U76XusBv48xLtZDKY5hlyRJUrcSQliVJGGHpHp9RAihUugjMcYHgdOB3YCLQgg7kQxR2YVkUaVxJEk6ADHGOSGEMcBNwIQQwo0kE8ePBvoBo9JfAkrxN4cQDiap9D8VQrgf2AjYG3gROGdxz9eEXZIkSZ/o1RULJy22LUkWLALYJ/2q5GfAgzHGd0II2wI/AfYiSdZfBk4BLokxFstfFGMcF0L4L0mifyjQQPKLwTkxxodZ2P5pW4cAJwJvApcDZ8cY25ujvWom7JIkSepWYoz3kXG51Bjjm8DhGeLvB+6vMnY+yS8DP8nSp2qZsEuSJKlVV0zrqGx86FSSJEnKMSvskiRJamWFPX+ssEuSJEk5ZoVdudM4v7H62HnVT2va2NBUlz40NVQf25Ch3aTt+vS5MUOfs12LDP2t073L2o+G+dX3o273ozHDtWict+igMk1NWdqenyG2Pu02NVUf29BQfWzSdh6uRfX3L0t/pZopFLqmwm4VPxMr7JIkSVKOWWGXJEkSkMyT2KsLqt/W17Oxwi5JkiTlmBV2SZIktXKWmPyxwi5JkiTlmBV2SZIkteqKMezKxgq7JEmSlGNW2CVJktTKAnv+WGGXJEmScsyEXZIkScoxh8Qodxo+zrDMd4Zl5bMsb59pWfk69QGgcV71/WhqqD62IdP5ZelD9efXkOW6ZbgOWfuR6f41ZrhumZa2r365+sbGbMvVZ+tH9bFNGfrRkOH8mpqy3I/q+wvQ0JDh/DL1I8P9y9CHxgx9kGqp4LJGuWOFXZIkScoxK+ySJEkCkkWTuqKaaw0/GyvskiRJUo5ZYZckSVKrQlfM61gs1v89ehAr7JIkSVKOWWGXJElSKyvs+WOFXZIkScoxK+ySJElq1asrKuzKxAq7JEmSlGNW2CVJkgQk86N3xRh2a/jZmLArdxrmVb90d8P8DEvFZ1jePsvS9g1ZlrbP0N+s8ZliG+pz3bL1N8N1y3A/Mvcjw7Ly9VvaPsNy9Rn6C9n6nKUfWc6voaH6Pme7FtXHQvfrc5b+SurZTNglSZLUyjHs+eMYdkmSJCnHrLBLkiQpUYAuKbAXAKdir5oVdkmSJCnHTNglSZKkHHNIjCRJklIFCl0y6aJjYrKwwi5JkiTlmBV2SZIkAUnduyumdXTiyGyssEuSJEk5VpcKewjhi8ADwI0xxm+0ObYGcCawFzAAeAW4BrgwxphtOUNJkiTVVMGFk3Kn5gl7CKEfcC0VPu0IIawKPAxsCNwBvATsCvwC2ArYv9b9Ufdz7Ne+sqS7IEmSlBv1GBJzMbBOO8d+DAwFxsQY948x/hDYkiR53y+EMKoO/ZEkSVKVCoVC3b+UTU0T9hDC3sC3gT9VONYHOAKYAVxV2h9jbAZOTr89qpb9kSRJkrq7miXsIYTVgd8BjwKXVAgZBqwAPBRjbCk/EGOcDkwFtg8h9K5VnyRJkpRNr0Kh7l/KppYV9iuAlUgq7C0Vjg9Nt1Pbef1UoC+wXg37JEmSJHVrNUnYQwgHkzww+r8xxvYS8v7p9r12jr/fJk6SJEldzDHs+bPYCXsIYSDwa+Ah4PIOQldKt/PbOV7av9zi9kmSJEnqKWoxrePVaTuHxRiLHcTNS7d92jneN93OqUGfJEmSlFFXVcALhQIUO0obVW6xEvYQwlHAbsCR6YOjHSkNhenfzvHS/g8Wp0+SJElST7K4FfYD0+1VIYSrKhw/OB3ffh3w23Tf4HbaGgzMBV5dzD5JkiSpk3o5xDx3FjdhHwuMr7B/XeBbwAskiyI9BzwDzAZ2DCH0Kp/aMYSwLknC/o90XnZJkiRJLGbCHmMcW2l/CGFHkoT9+RjjWWX7bwSOBI4jWRGVdN71C9KQyxanP5IkSVJPU4uHTrM4nWTM+0UhhJ2AycAuJIsqjQPu7uL+SJIkqUwBx8TkTS0XTlqkGOM7wLYkM8tsBRwPLA+cAnxzEbPMSJIkSUudulTYY4zjofKvZzHGN4HD6/G+kiRJWjy9XNgod7q0wi5JkiQpm64ewy5JkqScKkDXLJxU93foWaywS5IkSTlmhV2SJEmtuqLCrmyssEuSJEk5ZoVdkiRJrZwlJn+ssEuSJEk5ZoVdkiRJiUKha8aw1+k9Qgg3A1+IMa5V4dgawJnAXsAA4BXgGuDCGGNThfiRafwwYFngaeCcGOPDFWKXBY4FvgOsB/wXuBs4I8b47uKelxV2SZIkdXshhNOAr7dzbFXgYWAMMBG4BPgI+AVwc4X4vYAHgc2AG4DrSRL3B0MI+7SJLQDXARcAH6ZtPwMcDTwZQvjU4p6bCbskSZKAT+Zhr/tXDfscQlguhHAl8LMOwn4MDAXGxBj3jzH+ENgSuAPYL4Qwqrw94HfAB8DwGONxMcYxwAjgfeDKEMIKZW3vA4wGbgG2jTGeGmPcGzgR2AA4a3HP0YRdkiRJ3VIIYW9gCnAkcG87MX2AI4AZwFWl/THGZuDk9Nujyl6yH8mQmStjjDPK4qcCl6bHvloWPybdnh5jLJbtvxSYBhya/hLQaSbskiRJatWrUP+vGvoOsDLwPZKx6ZUMA1YAHooxtpQfiDFOB6YC24cQeqe7R6bbByq0Vdq3E0D6mm2AV2OML7VpuwV4KO3fiOpPaWEm7JIkSequLgbWizFe0aa6XW5oup3azvGpQF+Sh0UXFV/at2G6HQSsuIi2y+M7xVliJEmS1OVmzpw5OIQwqdKxGOPG1bQRYxxfRVj/dPteO8ffbxPXUXyW2ErxnWLCLkmSpFa1fSQ0F1ZKt/PbOV7aXxpn3lF8lthK8Z1iwi5JkqQuN2DAgKnVVtIX07x026ed433T7ZwK8Y0ZYqtpu1NM2CVJktSqVxcsnNRc93dYQGm4Sv92jpf2f1Ahfm6G2Gra7hQfOpUkSVJPNiXdDm7n+GCSxPzVKuJL+yan25dJquwdtV0e3ykm7JIkSQK658JJVXgGmA3sGEJYIPcNIaxLklQ/kc7LDsmKqJBO3djGzun2MWiduvExYL0Qwnrlgel77UTyy8Czi3MCJuySJEnqsWKM84AbSaZtPK60P51D/YL028vKXnI38A5wbAhh/bL4wcCxwCzg9rL4q9Pt+WVzuZO+13rA72OMDYtzDo5hlyRJUqtCF4xhXwJOB3YDLgoh7EQyRGUXkkWVxpEk6QDEGOeEEMYANwETQgg3knz4MBroB4xKfwkoxd8cQjgYGAU8FUK4H9gI2Bt4EThncTtvhV2SJEk9WozxHWBbkmr4VsDxwPLAKcA32y66FGMcB+wOvAAcSpKsPwt8Kcb4pwpvsT9wJklCfyKwKXA5sEOMsb052qtmhV2SJEmJQqFLZomhTu8RY2y34Rjjm8DhGdq6H7i/ytj5wE/Sr5qzwi5JkiTlmBV2SZIkteqhY9i7NSvskiRJUo5ZYZckSVIrK+z5Y4VdkiRJyjEr7JIkSQKSycZ7dcUkMUBxkVEqscIuSZIk5ZgJuyRJkpRjDomRJElSqwI+dJo3VtglSZKkHLPCLkmSpFZO65g/VtglSZKkHLPCLkmSpFa9rLDnjhV2SZIkKcessEuSJAlIxq93xRh2x8lnY4VdkiRJyjEr7JIkSWrlGPb8scIuSZIk5ZgVdkmSJLVyfHn+WGGXJEmScswKuyRJklpZYc8fK+ySJElSjllhlyRJEgAFoFcXFNit4WdjhV2SJEnKMRN2SZIkKcccEiNJkqRWBQes5I4VdkmSJCnHrLBLkiSpldM65o8VdkmSJCnHrLBLkiQpUSjQqysq7FbxM7HCLkmSJOWYFXZJkiS1cgx7/lhhlyRJknLMCrskSZIAKNA1FXZr+NlYYZckSZJyzAq7JEmSWnXJLDHKxAq7JEmSlGNW2CVJktTKWWLyxwq7JEmSlGNW2CVJktSqlwX23LHCLkmSJOWYCbskSZKUYw6JkSRJEpAunNQFyxo56iYbK+ySJElSjllhlyRJUqJQ6JppHZ06MhMr7JIkSVKOWWGXJElSq15Wv3PHCrskSZKUY1bYJUmS1KpLxrArEyvskiRJUo5ZYZckSVIrK+z5Y4VdkiRJyjEr7JIkSQKSFUi7YpYYa/jZWGGXJEmScswKuyRJklo5hj1/rLBLkiRJOWaFXZIkSYkC9OqKArtF/EyssEuSJEk5ZsIuSZIk5ZhDYiRJkpQqUOiS8Sq1e48QwreBY4EhwEfAfcCPYoyv1OxNljAr7JIkSeqWQgg/B64B+gKXAQ8ABwITQgjrLcm+1ZIVdkmSJAFJ3bsrpnWsxTuEEDYH/hd4DPhSjLEh3X8LcCdwCfCVGrzVEmeFXZIkSd3RmHR7dilZB4gx3gWMB/YKIQxcAv2qORN2SZIktepVKNT9q0ZGAk3AIxWOPUBSyP9ird5sSTJhlyRJUrcSQuhN8pDpjPLqepmp6XbDrutV/TiGXZIkSa26Ygx7DfQjqaC/187x99Nt/67oTL2ZsEuSJAmA+fPnM2nSpC55n5kzZw4OIVR8sxjjxotoYqVSU+29RbpdrjP9yxsTdkmSJAFMLRaLzJs3r0ve7O233157MV5e6mSfdo73TbdzFuM9csOEXZIkSQwfPrxLp0AcPnw4hx56aGdf/gHQQvtDXvqXxXV7PnQqSZKkbiV90HQqMCiEsGyFkMHpdnLX9ap+TNglSZLUHT1MMiRmuwrHdgaKwONd2qM6MWGXJElSd3RNuj03hLB8aWcI4avADsCfYoyvLYmO1Zpj2CVJktTtxBifCCFcRrLi6b9CCHcBawEHALOAk5Zg92qqJybsa3fVlESSJEmLY/78+QCLM1vK0u5Y4EXgSOA44F3gZuDMGOO0JdmxWioUi8Ul3Yeamjhx4kxgBWBGad/MmTMHAwwYMGBqe69Tfnn/ujfvX/flvevevH/dxtrAR8OHDx+wpDui/OpxCXslpUn5q5iEXznk/evevH/dl/eue/P+ST2HD51KkiRJOWbCLkmSJOWYCbskSZKUYybskiRJUo6ZsEuSJEk5tlTMEiNJkiR1V1bYJUmSpBwzYZckSZJyzIRdkiRJyjETdkmSJCnHTNglSZKkHDNhlyRJknLMhF2SJEnKMRN2SZIkKcdM2CVJkqQcM2GXJEmScsyEXZIkScoxE3ZJkiQpx0zYJUmSpBwzYZckSZJy7P8Ddwni3ewD//MAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Collect information\n", "x_coord, y_coord, i_val = [], [], []\n", "for x in range(seg_img.shape[0]):\n", " for y in range(seg_img.shape[1]):\n", " if seg_img[x, y] == 1:\n", " x_coord += [x]\n", " y_coord += [y]\n", " i_val += [gray_img[x, y]]\n", "\n", "x_coord = np.array(x_coord)\n", "y_coord = np.array(y_coord)\n", "i_val = np.array(i_val)\n", "cov_x = np.mean(x_coord)\n", "cov_y = np.mean(y_coord)\n", "com_x = np.mean(x_coord*i_val)/i_val.mean()\n", "com_y = np.mean(y_coord*i_val)/i_val.mean()\n", "\n", "_, (ax1) = plt.subplots(1, 1, figsize=(6, 6), dpi=150)\n", "\n", "im=ax1.matshow(gray_img,cmap='bone_r'); fig.colorbar(im,ax=ax1, shrink=0.8)\n", "ax1.set_title('Intensity Image')\n", "ax1.plot([cov_y], [cov_x], 'ro', label='COV: $x_v=$ {0:0.2f}, $y_v=${1:0.2f}'.format(cov_x,cov_y), markersize=10)\n", "ax1.plot([com_y], [com_x], 'bo', label='COM: $x_m=$ {0:0.2f}, $y_m=${1:0.2f}'.format(com_x,com_y), markersize=10); ax1.legend();" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Further object metrics\n", "\n", "The center tells the position of an object. \n", "\n", "We want more! E.g. metrics like:\n", "- Area\n", "- Perimeter length\n", "- Sphericity \n", "- Orientation\n", "\n", "... and more\n", "\n", "```regionprops``` gives us all this!\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Regionprops manual page" ] }, { "cell_type": "code", "execution_count": 92, "metadata": { "ExecuteTime": { "end_time": "2021-03-31T07:10:19.956383Z", "start_time": "2021-03-31T07:10:19.953455Z" }, "format": "column", "scrolled": false, "slideshow": { "slide_type": "-" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Help on function regionprops in module skimage.measure._regionprops:\n", "\n", "regionprops(label_image, intensity_image=None, cache=True, coordinates=None)\n", " Measure properties of labeled image regions.\n", " \n", " Parameters\n", " ----------\n", " label_image : (N, M) ndarray\n", " Labeled input image. Labels with value 0 are ignored.\n", " \n", " .. versionchanged:: 0.14.1\n", " Previously, ``label_image`` was processed by ``numpy.squeeze`` and\n", " so any number of singleton dimensions was allowed. This resulted in\n", " inconsistent handling of images with singleton dimensions. To\n", " recover the old behaviour, use\n", " ``regionprops(np.squeeze(label_image), ...)``.\n", " intensity_image : (N, M) ndarray, optional\n", " Intensity (i.e., input) image with same size as labeled image.\n", " Default is None.\n", " cache : bool, optional\n", " Determine whether to cache calculated properties. The computation is\n", " much faster for cached properties, whereas the memory consumption\n", " increases.\n", " coordinates : DEPRECATED\n", " This argument is deprecated and will be removed in a future version\n", " of scikit-image.\n", " \n", " See :ref:`Coordinate conventions `\n", " for more details.\n", " \n", " .. deprecated:: 0.16.0\n", " Use \"rc\" coordinates everywhere. It may be sufficient to call\n", " ``numpy.transpose`` on your label image to get the same values as\n", " 0.15 and earlier. However, for some properties, the transformation\n", " will be less trivial. For example, the new orientation is\n", " :math:`\\frac{\\pi}{2}` plus the old orientation.\n", " \n", " \n", " Returns\n", " -------\n", " properties : list of RegionProperties\n", " Each item describes one labeled region, and can be accessed using the\n", " attributes listed below.\n", " \n", " Notes\n", " -----\n", " The following properties can be accessed as attributes or keys:\n", " \n", " **area** : int\n", " Number of pixels of the region.\n", " **bbox** : tuple\n", " Bounding box ``(min_row, min_col, max_row, max_col)``.\n", " Pixels belonging to the bounding box are in the half-open interval\n", " ``[min_row; max_row)`` and ``[min_col; max_col)``.\n", " **bbox_area** : int\n", " Number of pixels of bounding box.\n", " **centroid** : array\n", " Centroid coordinate tuple ``(row, col)``.\n", " **convex_area** : int\n", " Number of pixels of convex hull image, which is the smallest convex\n", " polygon that encloses the region.\n", " **convex_image** : (H, J) ndarray\n", " Binary convex hull image which has the same size as bounding box.\n", " **coords** : (N, 2) ndarray\n", " Coordinate list ``(row, col)`` of the region.\n", " **eccentricity** : float\n", " Eccentricity of the ellipse that has the same second-moments as the\n", " region. The eccentricity is the ratio of the focal distance\n", " (distance between focal points) over the major axis length.\n", " The value is in the interval [0, 1).\n", " When it is 0, the ellipse becomes a circle.\n", " **equivalent_diameter** : float\n", " The diameter of a circle with the same area as the region.\n", " **euler_number** : int\n", " Euler characteristic of region. Computed as number of objects (= 1)\n", " subtracted by number of holes (8-connectivity).\n", " **extent** : float\n", " Ratio of pixels in the region to pixels in the total bounding box.\n", " Computed as ``area / (rows * cols)``\n", " **filled_area** : int\n", " Number of pixels of the region will all the holes filled in. Describes\n", " the area of the filled_image.\n", " **filled_image** : (H, J) ndarray\n", " Binary region image with filled holes which has the same size as\n", " bounding box.\n", " **image** : (H, J) ndarray\n", " Sliced binary region image which has the same size as bounding box.\n", " **inertia_tensor** : ndarray\n", " Inertia tensor of the region for the rotation around its mass.\n", " **inertia_tensor_eigvals** : tuple\n", " The eigenvalues of the inertia tensor in decreasing order.\n", " **intensity_image** : ndarray\n", " Image inside region bounding box.\n", " **label** : int\n", " The label in the labeled input image.\n", " **local_centroid** : array\n", " Centroid coordinate tuple ``(row, col)``, relative to region bounding\n", " box.\n", " **major_axis_length** : float\n", " The length of the major axis of the ellipse that has the same\n", " normalized second central moments as the region.\n", " **max_intensity** : float\n", " Value with the greatest intensity in the region.\n", " **mean_intensity** : float\n", " Value with the mean intensity in the region.\n", " **min_intensity** : float\n", " Value with the least intensity in the region.\n", " **minor_axis_length** : float\n", " The length of the minor axis of the ellipse that has the same\n", " normalized second central moments as the region.\n", " **moments** : (3, 3) ndarray\n", " Spatial moments up to 3rd order::\n", " \n", " m_ij = sum{ array(row, col) * row^i * col^j }\n", " \n", " where the sum is over the `row`, `col` coordinates of the region.\n", " **moments_central** : (3, 3) ndarray\n", " Central moments (translation invariant) up to 3rd order::\n", " \n", " mu_ij = sum{ array(row, col) * (row - row_c)^i * (col - col_c)^j }\n", " \n", " where the sum is over the `row`, `col` coordinates of the region,\n", " and `row_c` and `col_c` are the coordinates of the region's centroid.\n", " **moments_hu** : tuple\n", " Hu moments (translation, scale and rotation invariant).\n", " **moments_normalized** : (3, 3) ndarray\n", " Normalized moments (translation and scale invariant) up to 3rd order::\n", " \n", " nu_ij = mu_ij / m_00^[(i+j)/2 + 1]\n", " \n", " where `m_00` is the zeroth spatial moment.\n", " **orientation** : float\n", " Angle between the 0th axis (rows) and the major\n", " axis of the ellipse that has the same second moments as the region,\n", " ranging from `-pi/2` to `pi/2` counter-clockwise.\n", " **perimeter** : float\n", " Perimeter of object which approximates the contour as a line\n", " through the centers of border pixels using a 4-connectivity.\n", " **slice** : tuple of slices\n", " A slice to extract the object from the source image.\n", " **solidity** : float\n", " Ratio of pixels in the region to pixels of the convex hull image.\n", " **weighted_centroid** : array\n", " Centroid coordinate tuple ``(row, col)`` weighted with intensity\n", " image.\n", " **weighted_local_centroid** : array\n", " Centroid coordinate tuple ``(row, col)``, relative to region bounding\n", " box, weighted with intensity image.\n", " **weighted_moments** : (3, 3) ndarray\n", " Spatial moments of intensity image up to 3rd order::\n", " \n", " wm_ij = sum{ array(row, col) * row^i * col^j }\n", " \n", " where the sum is over the `row`, `col` coordinates of the region.\n", " **weighted_moments_central** : (3, 3) ndarray\n", " Central moments (translation invariant) of intensity image up to\n", " 3rd order::\n", " \n", " wmu_ij = sum{ array(row, col) * (row - row_c)^i * (col - col_c)^j }\n", " \n", " where the sum is over the `row`, `col` coordinates of the region,\n", " and `row_c` and `col_c` are the coordinates of the region's weighted\n", " centroid.\n", " **weighted_moments_hu** : tuple\n", " Hu moments (translation, scale and rotation invariant) of intensity\n", " image.\n", " **weighted_moments_normalized** : (3, 3) ndarray\n", " Normalized moments (translation and scale invariant) of intensity\n", " image up to 3rd order::\n", " \n", " wnu_ij = wmu_ij / wm_00^[(i+j)/2 + 1]\n", " \n", " where ``wm_00`` is the zeroth spatial moment (intensity-weighted area).\n", " \n", " Each region also supports iteration, so that you can do::\n", " \n", " for prop in region:\n", " print(prop, region[prop])\n", " \n", " See Also\n", " --------\n", " label\n", " \n", " References\n", " ----------\n", " .. [1] Wilhelm Burger, Mark Burge. Principles of Digital Image Processing:\n", " Core Algorithms. Springer-Verlag, London, 2009.\n", " .. [2] B. Jähne. Digital Image Processing. Springer-Verlag,\n", " Berlin-Heidelberg, 6. edition, 2005.\n", " .. [3] T. H. Reiss. Recognizing Planar Objects Using Invariant Image\n", " Features, from Lecture notes in computer science, p. 676. Springer,\n", " Berlin, 1993.\n", " .. [4] https://en.wikipedia.org/wiki/Image_moment\n", " \n", " Examples\n", " --------\n", " >>> from skimage import data, util\n", " >>> from skimage.measure import label\n", " >>> img = util.img_as_ubyte(data.coins()) > 110\n", " >>> label_img = label(img, connectivity=img.ndim)\n", " >>> props = regionprops(label_img)\n", " >>> # centroid of first labeled object\n", " >>> props[0].centroid\n", " (22.72987986048314, 81.91228523446583)\n", " >>> # centroid of first labeled object\n", " >>> props[0]['centroid']\n", " (22.72987986048314, 81.91228523446583)\n", "\n" ] } ], "source": [ "from skimage.measure import regionprops\n", "help(regionprops)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Let's try regionprops on our image" ] }, { "cell_type": "code", "execution_count": 93, "metadata": { "ExecuteTime": { "end_time": "2021-03-31T07:10:20.323325Z", "start_time": "2021-03-31T07:10:20.291602Z" } }, "outputs": [ { "data": { "text/html": [ "
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moments[[900.0, 13050.0, 256650.0, 5676750.0], [13050...
moments_central[[900.0, 0.0, 67425.0, 0.0], [0.0, 0.0, 0.0, 0...
moments_hu[0.16648148148148148, 0.0, 0.0, 0.0, 0.0, 0.0,...
moments_normalized[[nan, nan, 0.08324074074074074, 0.0], [nan, 0...
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weighted_local_centroid[19.27320794892042, 17.898230520694007]
weighted_moments[[2001517.0866305707, 35823614.20762183, 76860...
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" ], "text/plain": [ " 0\n", "area 900\n", "bbox (10, 10, 40, 40)\n", "bbox_area 900\n", "centroid (24.5, 24.5)\n", "convex_area 900\n", "coords [[10, 10], [10, 11], [10, 12], [10, 13], [10, ...\n", "eccentricity 0\n", "equivalent_diameter 33.8514\n", "euler_number 1\n", "extent 1\n", "filled_area 900\n", "inertia_tensor [[74.91666666666667, -0.0], [-0.0, 74.91666666...\n", "inertia_tensor_eigvals [74.91666666666667, 74.91666666666667]\n", "label 1\n", "local_centroid (14.5, 14.5)\n", "major_axis_length 34.6218\n", "max_intensity 7207.62\n", "mean_intensity 2223.91\n", "min_intensity 41.4433\n", "minor_axis_length 34.6218\n", "moments [[900.0, 13050.0, 256650.0, 5676750.0], [13050...\n", "moments_central [[900.0, 0.0, 67425.0, 0.0], [0.0, 0.0, 0.0, 0...\n", "moments_hu [0.16648148148148148, 0.0, 0.0, 0.0, 0.0, 0.0,...\n", "moments_normalized [[nan, nan, 0.08324074074074074, 0.0], [nan, 0...\n", "orientation 0.785398\n", "perimeter 116\n", "slice (slice(10, 40, None), slice(10, 40, None))\n", "solidity 1\n", "weighted_centroid (29.27320794892042, 27.898230520694007)\n", "weighted_local_centroid [19.27320794892042, 17.898230520694007]\n", "weighted_moments [[2001517.0866305707, 35823614.20762183, 76860...\n", "weighted_moments_central [[2001517.0866305707, -4.3655745685100555e-09,...\n", "weighted_moments_hu [6.219233313138948e-05, 2.8996448632098516e-11...\n", "weighted_moments_normalized [[nan, nan, 3.1809307780004445e-05, -8.2096428..." ] }, "execution_count": 93, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from skimage.measure import regionprops\n", "all_regs = regionprops(seg_img, intensity_image=gray_img)\n", "attr={}\n", "for c_reg in all_regs:\n", " for k in dir(c_reg):\n", " if not k.startswith('_') and ('image' not in k):\n", " attr[k]=getattr(c_reg, k)\n", "attr_df=pd.DataFrame.from_dict(attr, orient=\"index\")\n", "attr_df" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Lots of information \n", "We can tell a lot about each object now, but...\n", "- Too abstract\n", "- Too specific\n", "\n", "Ask biologists in the class if they ever asked \n", "- \"How long is a cell in the $x$ direction?\"\n", "- \"how about $y$?\"" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Extents: With a single object\n", "\n", "Exents or caliper lenghts are the size of the object in a given direction. Since the coordinates of our image our $x$ and $y$ the extents are calculated in these directions\n", "\n", "Define extents as the minimum and maximum values along the projection of the shape in each direction\n", "$$ \\text{Ext}_x = \\left\\{ \\forall \\vec{v}\\in I_{id}: max(\\vec{v}\\cdot\\vec{i})-min(\\vec{v}\\cdot\\vec{i}) \\right\\} $$\n", "$$ \\text{Ext}_y = \\left\\{ \\forall \\vec{v}\\in I_{id}: max(\\vec{v}\\cdot\\vec{j})-min(\\vec{v}\\cdot\\vec{j}) \\right\\} $$\n", "$$ \\text{Ext}_z = \\left\\{ \\forall \\vec{v}\\in I_{id}: max(\\vec{v}\\cdot\\vec{k})-min(\\vec{v}\\cdot\\vec{k}) \\right\\} $$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Where is this information useful?\n", "\n", "#### Let's look at a car item" ] }, { "cell_type": "code", "execution_count": 94, "metadata": { "ExecuteTime": { "end_time": "2021-03-31T07:10:21.178441Z", "start_time": "2021-03-31T07:10:21.044415Z" }, "format": "tab", "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "seg_img = imread('figures/aachen_label.png') == 26\n", "seg_img = seg_img[::4, ::4]\n", "seg_img = seg_img[110:130:2, 378:420:3] > 0\n", "seg_img = np.pad(seg_img, 3, mode='constant')\n", "_, (ax1) = plt.subplots(1, 1,\n", " figsize=(7, 7),\n", " dpi=100)\n", "ax1.matshow(seg_img,\n", " cmap='bone_r');" ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2021-03-24T16:07:08.576320Z", "start_time": "2021-03-24T16:07:08.574567Z" }, "slideshow": { "slide_type": "subslide" } }, "source": [ "### Finding a bounding box" ] }, { "cell_type": "code", "execution_count": 95, "metadata": { "ExecuteTime": { "end_time": "2021-03-31T07:10:21.938171Z", "start_time": "2021-03-31T07:10:21.933982Z" }, "format": "column", "slideshow": { "slide_type": "-" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "X -> Min: 4 Max: 12\n", "Y -> Min: 3 Max: 15\n" ] } ], "source": [ "x_coord, y_coord = [], []\n", "for x in range(seg_img.shape[0]):\n", " for y in range(seg_img.shape[1]):\n", " if seg_img[x, y] == 1:\n", " x_coord += [x]\n", " y_coord += [y]\n", "xmin = np.min(x_coord)\n", "xmax = np.max(x_coord)\n", "ymin = np.min(y_coord)\n", "ymax = np.max(y_coord)\n", "print('X -> ', 'Min:', xmin,'Max:', xmax)\n", "print('Y -> ', 'Min:', ymin,'Max:', ymax)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Draw the box" ] }, { "cell_type": "code", "execution_count": 96, "metadata": { "ExecuteTime": { "end_time": "2021-03-31T07:10:22.461601Z", "start_time": "2021-03-31T07:10:22.338138Z" }, "format": "tab", "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "_, (ax1) = plt.subplots(1, 1, figsize=(7, 7), dpi=100)\n", "\n", "ax1.matshow(seg_img, cmap='bone_r')\n", "\n", "xw = (xmax-xmin)\n", "yw = (ymax-ymin)\n", "\n", "c_bbox = [Rectangle(xy=(ymin, xmin),\n", " width=yw,\n", " height=xw\n", " )]\n", "c_bb_patch = PatchCollection(c_bbox,\n", " facecolor='none',\n", " edgecolor='red',\n", " linewidth=4,\n", " alpha=0.5)\n", "ax1.add_collection(c_bb_patch);" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Using regionprops on real images\n", "So how can we begin to apply the tools we have developed?\n", "\n", "We take the original car scene from before." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "ExecuteTime": { "end_time": "2021-03-31T18:31:08.885124Z", "start_time": "2021-03-31T18:31:08.450573Z" }, "format": "tab", "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "car_img = np.clip(imread('figures/aachen_img.png')\n", " [75:150]*2.0, 0, 255).astype(np.uint8)\n", "lab_img = label(imread('figures/aachen_label.png')[::4, ::4] == 26)[75:150]\n", "fig, (ax1, ax2) = plt.subplots(2, 1, figsize=(20, 8))\n", "ax1.imshow(car_img)\n", "ax1.set_title('Input Image');\n", "\n", "plt.colorbar(ax2.imshow(lab_img, cmap='nipy_spectral'))\n", "ax2.set_title('Labeled Image');" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Shape Analysis\n", "We can perform shape analysis on the image and calculate basic shape parameters for each object" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "ExecuteTime": { "end_time": "2021-03-31T18:31:10.928927Z", "start_time": "2021-03-31T18:31:10.689233Z" }, "format": "tab", "slideshow": { "slide_type": "-" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Found 9 regions\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "all_regions = regionprops(lab_img)\n", "fig, ax1 = plt.subplots(1, 1, figsize=(12, 6), dpi=100)\n", "ax1.imshow(car_img)\n", "print('Found ', len(all_regions), 'regions')\n", "bbox_list = []\n", "for c_reg in all_regions:\n", " ax1.plot(c_reg.centroid[1], c_reg.centroid[0], 'o', markersize=5)\n", " bbox_list += [Rectangle(xy=(c_reg.bbox[1],\n", " c_reg.bbox[0]),\n", " width=c_reg.bbox[3]-c_reg.bbox[1],\n", " height=c_reg.bbox[2]-c_reg.bbox[0]\n", " )]\n", "c_bb_patch = PatchCollection(bbox_list,\n", " facecolor='none',\n", " edgecolor='red',\n", " linewidth=4,\n", " alpha=0.5)\n", "ax1.add_collection(c_bb_patch);" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Statistics\n", "We can then generate a table full of these basic parameters for each object. In this case, we add color as an additional description" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "ExecuteTime": { "end_time": "2021-03-31T18:33:53.071246Z", "start_time": "2021-03-31T18:33:52.567322Z" }, "format": "tab", "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/html": [ "
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labelbboxareacentroidcolor
01(30, 153, 58, 202)1091(43.64527956003666, 177.82218148487627)dimgrey
12(33, 37, 51, 77)535(41.44299065420561, 58.7607476635514)silver
23(37, 370, 54, 385)140(45.871428571428574, 378.6642857142857)darkslategray
34(37, 387, 54, 416)342(44.86257309941521, 398.66959064327483)darkslategray
45(38, 431, 53, 463)323(44.526315789473685, 446.9133126934984)darkslategray
56(46, 469, 52, 474)22(48.63636363636363, 471.1818181818182)dimgrey
67(46, 475, 54, 482)44(49.09090909090909, 478.22727272727275)dimgrey
78(47, 492, 56, 511)134(50.992537313432834, 501.82089552238807)powderblue
89(48, 484, 54, 489)25(50.92, 485.76)grey
\n", "
" ], "text/plain": [ " label bbox area centroid \\\n", "0 1 (30, 153, 58, 202) 1091 (43.64527956003666, 177.82218148487627) \n", "1 2 (33, 37, 51, 77) 535 (41.44299065420561, 58.7607476635514) \n", "2 3 (37, 370, 54, 385) 140 (45.871428571428574, 378.6642857142857) \n", "3 4 (37, 387, 54, 416) 342 (44.86257309941521, 398.66959064327483) \n", "4 5 (38, 431, 53, 463) 323 (44.526315789473685, 446.9133126934984) \n", "5 6 (46, 469, 52, 474) 22 (48.63636363636363, 471.1818181818182) \n", "6 7 (46, 475, 54, 482) 44 (49.09090909090909, 478.22727272727275) \n", "7 8 (47, 492, 56, 511) 134 (50.992537313432834, 501.82089552238807) \n", "8 9 (48, 484, 54, 489) 25 (50.92, 485.76) \n", "\n", " color \n", "0 dimgrey \n", "1 silver \n", "2 darkslategray \n", "3 darkslategray \n", "4 darkslategray \n", "5 dimgrey \n", "6 dimgrey \n", "7 powderblue \n", "8 grey " ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def ed_img(in_img):\n", " # shrink an image to a few pixels\n", " cur_img = in_img.copy()\n", " while cur_img.max() > 0:\n", " last_img = cur_img\n", " cur_img = erosion(cur_img, disk(1))\n", " return last_img\n", "\n", "# guess color name based on rgb value\n", "color_name_class = KNeighborsClassifier(1)\n", "c_names = sorted(webcolors.CSS3_NAMES_TO_HEX.keys())\n", "color_name_class.fit([tuple(webcolors.name_to_rgb(k)) for k in c_names],c_names)\n", "\n", "reg_df = pd.DataFrame([dict(label = c_reg.label, bbox = c_reg.bbox,\n", " area = c_reg.area, centroid = c_reg.centroid,\n", " color = color_name_class.predict(np.mean(car_img[ed_img(lab_img == c_reg.label)], 0)[:3].reshape((1, -1)))[0])\n", " for c_reg in all_regions])\n", "\n", "fig, m_axs = plt.subplots(np.floor(len(all_regions)/3).astype(int),3, figsize=(10,10))\n", "for c_ax, c_reg in zip(m_axs.ravel(), all_regions):\n", " c_ax.imshow(car_img[c_reg.bbox[0]:c_reg.bbox[2],c_reg.bbox[1]:c_reg.bbox[3]])\n", " c_ax.axis('off'); c_ax.set_title('Label {} '.format(c_reg.label))\n", "\n", "reg_df" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Object anisotropy" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Anisotropy: What is it?\n", "\n", "By definition (New Oxford American): __varying in magnitude according to the direction of measurement.__\n", "



\n", "It allows us to define metrics in respect to one another and thereby characterize shape.\n", "- Is it:\n", " - tall and skinny, \n", " - short and fat, \n", " - or perfectly round?" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## A very vague definition\n", "It can be mathematically characterized in many different very much unequal ways (in all cases 0 represents a sphere)\n", "\n", "$$ A_{iso1} = \\frac{\\text{Longest Side}}{\\text{Shortest Side}} - 1 $$\n", "

\n", "$$ A_{iso2} = \\frac{\\text{Longest Side}-\\text{Shortest Side}}{\\text{Longest Side}} $$\n", "

\n", "$$ A_{iso3} = \\frac{\\text{Longest Side}}{\\text{Average Side Length}} - 1 $$\n", "

\n", "$$ A_{iso4} = \\frac{\\text{Longest Side}-\\text{Shortest Side}}{\\text{Average Side Length}} $$\n", "

\n", "$$ \\cdots \\rightarrow \\text{ ad nauseum} $$" ] }, { "cell_type": "code", "execution_count": 100, "metadata": { "ExecuteTime": { "end_time": "2021-03-31T07:10:26.461632Z", "start_time": "2021-03-31T07:10:26.458051Z" }, "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "from collections import defaultdict\n", "from skimage.measure import regionprops\n", "import seaborn as sns\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Let's define some of these metrics" ] }, { "cell_type": "code", "execution_count": 69, "metadata": { "ExecuteTime": { "end_time": "2021-04-01T07:47:56.701637Z", "start_time": "2021-04-01T07:47:56.696584Z" }, "slideshow": { "slide_type": "-" } }, "outputs": [], "source": [ "xx, yy = np.meshgrid(np.linspace(-5, 5, 100),\n", " np.linspace(-5, 5, 100))\n", "\n", "\n", "def side_len(c_reg): return sorted(\n", " [c_reg.bbox[3]-c_reg.bbox[1], c_reg.bbox[2]-c_reg.bbox[0]])\n", "\n", "\n", "aiso_funcs = [lambda x: side_len(x)[-1]/side_len(x)[0]-1,\n", " lambda x: (side_len(x)[-1]-side_len(x)[0])/side_len(x)[-1],\n", " lambda x: side_len(x)[-1]/np.mean(side_len(x))-1,\n", " lambda x: (side_len(x)[-1]-side_len(x)[0])/np.mean(side_len(x))]\n", "\n", "\n", "def ell_func(a, b): return np.sqrt(np.square(xx/a)+np.square(yy/b)) <= 1" ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2021-03-27T09:41:39.659221Z", "start_time": "2021-03-27T09:41:39.657596Z" }, "slideshow": { "slide_type": "subslide" } }, "source": [ "### How does the anisotropy metrics respond?" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "notes" } }, "source": [ "In this demonstration, we look into how the four different anisotropy metrics respond to different radius ratios of an ellipse. The ellipse is nicely aligned with the x- and y- axes, therefore we can use the bounding box to identify the side lengths as diameters in the two directions. These side lengths will be used to compute the aniotropy with our four metrics.\n", "\n", "Much of the code below is for the animated display." ] }, { "cell_type": "code", "execution_count": 70, "metadata": { "ExecuteTime": { "end_time": "2021-04-01T07:48:05.924566Z", "start_time": "2021-04-01T07:48:02.947509Z" }, "format": "tab", "scrolled": false, "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 70, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ab_list = [(2, 2), (2, 3), (2, 4), (2, 5), (1.5, 5),\n", " (1, 5), (0.5, 5), (0.1, 5), (0.05, 5)]\n", "func_pts = defaultdict(list)\n", "\n", "fig, m_axs = plt.subplots(2, 3, figsize=(9, 6), dpi=100)\n", "\n", "def update_frame(i):\n", " plt.cla()\n", " a, b = ab_list[i]\n", " c_img = ell_func(a, b)\n", " reg_info = regionprops(c_img.astype(int))[0]\n", " m_axs[0, 0].imshow(c_img, cmap='gist_earth')\n", " m_axs[0, 0].set_title('Shape #{}'.format(i+1))\n", " for j, (c_func, c_ax) in enumerate(zip(aiso_funcs, m_axs.flatten()[1:]), 1):\n", " func_pts[j] += [c_func(reg_info)]\n", " c_ax.plot(func_pts[j], 'r-')\n", " c_ax.set_title('Anisotropy #{}'.format(j))\n", " c_ax.set_ylim(-.1, 3)\n", " m_axs.flatten()[-1].axis('off')\n", "\n", "\n", "# write animation frames\n", "anim_code = FuncAnimation(fig,\n", " update_frame,\n", " frames=len(ab_list)-1,\n", " interval=500,\n", " repeat_delay=2000).to_html5_video()\n", "plt.close('all')\n", "HTML(anim_code)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Statistical tools" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Useful Statistical Tools\n", "\n", "While many of the topics covered in \n", "\n", "- Linear Algebra \n", "- and Statistics courses \n", "\n", "might not seem very applicable to real problems at first glance.\n", "\n", "at least a few of them come in handy for dealing distributions of pixels \n", "\n", "_(they will only be briefly covered, for more detailed review look at some of the suggested material)_" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Principal Component Analysis - PCA\n", "- Similar to K-Means insofar as we start with a series of points in a vector space and want to condense the information. \n", "\n", "With PCA\n", "- doesn't search for distinct groups, \n", "- we find a linear combination of components which best explain the variance in the system.\n", "\n", "To read\n", "[Principal component analysis: a review and recent developments](https://doi.org/10.1098/rsta.2015.0202)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## PCA definition\n", "\n", "1. Compute the covariance or correlation matrix from a set of images\n", "2. Make an Eigen value or Singular Value Decomposition\n", "3. Use \n", " - singular values to measure the importance of each eigen value \n", " - eigen vectors to transform the data" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## PCA on spectroscopy\n", "As an example we will use a very simple (simulated) example from spectroscopy:" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "ExecuteTime": { "end_time": "2021-03-31T18:44:31.954156Z", "start_time": "2021-03-31T18:44:31.526073Z" }, "format": "tab", "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cm_dm = np.linspace(1000, 4000, 300)\n", "\n", "# helper functions to build our test data\n", "def peak(cent, wid, h): return h/(wid*np.sqrt(2*np.pi)) * \\\n", " np.exp(-np.square((cm_dm-cent)/wid))\n", "\n", "def peaks(plist): return np.sum(np.stack(\n", " [peak(cent, wid, h) for cent, wid, h in plist], 0), 0)+np.random.uniform(0, 1, size=cm_dm.shape)\n", "\n", "# Define material spectra\n", "fat_curve = [(2900, 100, 500), (1680, 200, 400)]\n", "protein_curve = [(2900, 50, 200), (3400, 100, 600), (1680, 200, 300)]\n", "noise_curve = [(3000, 50, 1)]\n", "\n", "# Plotting\n", "fig, ax = plt.subplots(1, 4, figsize=(15, 4))\n", "ax[2].plot(cm_dm, peaks(fat_curve)); ax[2].set_title('Fat IR Spectra')\n", "ax[3].plot(cm_dm, peaks(protein_curve)); ax[3].set_title('Protein IR Spectra')\n", "ax[1].plot(cm_dm, peaks(noise_curve)); ax[1].set_title('Noise IR Spectra')\n", "ax[1].set_ylim(ax[3].get_ylim())\n", "ax[2].set_ylim(ax[3].get_ylim())\n", "data=pd.DataFrame({'cm^(-1)': cm_dm, 'intensity': peaks(protein_curve)}).head(8)\n", "pd.plotting.table(data=data.round(decimals=2), ax=ax[0], loc='center'); ax[0].axis('off'); ax[0].set_title('Protein spectrum data');" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Test Dataset of a number of curves\n", "We want to sort cells or samples into groups of being \n", "- more fat like \n", "- or more protein like. " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### How can we analyze this data without specifically looking for peaks or building models?" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "ExecuteTime": { "end_time": "2021-03-31T18:44:33.157412Z", "start_time": "2021-03-31T18:44:32.890206Z" }, "format": "tab", "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "test_data = np.stack([peaks(c_curve) for _ in range(20)\n", " for c_curve in [protein_curve, fat_curve, noise_curve]], 0)\n", "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(14, 6))\n", "\n", "ax1.plot(test_data[:4].T, '.-')\n", "ax1.legend(['Curve 1', 'Curve 2', 'Curve 3', 'Curve 4'])\n", "ax1.set_title('Data curves with peaks')\n", "ax2.scatter(test_data[:, 0], test_data[:,1], c=range(test_data.shape[0]),\n", " s=20, cmap='nipy_spectral')\n", "ax2.set_title('Scatter plot of curve 1 and 2'); ax2.set_xlabel('Curve 1'); ax2.set_ylabel('Curve 2'); " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Fit the data with PCA" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "ExecuteTime": { "end_time": "2021-03-31T18:44:39.653080Z", "start_time": "2021-03-31T18:44:39.617532Z" }, "format": "column", "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "text/plain": [ "PCA(n_components=5)" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.decomposition import PCA\n", "pca_tool = PCA(5)\n", "pca_tool.fit(test_data)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Plot principal components" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "ExecuteTime": { "end_time": "2021-03-31T18:44:41.163795Z", "start_time": "2021-03-31T18:44:40.900033Z" }, "format": "tab", "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(14, 5),dpi=100)\n", "score_matrix = pca_tool.transform(test_data)\n", "ax1.plot(cm_dm, pca_tool.components_[0, :], label='Component #1')\n", "ax1.plot(cm_dm, pca_tool.components_[\n", " 1, :], label='Component #2', alpha=pca_tool.explained_variance_ratio_[0])\n", "ax1.plot(cm_dm, pca_tool.components_[\n", " 2, :], label='Component #3', alpha=pca_tool.explained_variance_ratio_[1])\n", "ax1.legend(), ax1.set_title('Components')\n", "ax2.scatter(score_matrix[:, 0],\n", " score_matrix[:, 1])\n", "ax2.set_xlabel('Component 1')\n", "ax2.set_ylabel('Component 2');" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### How important is each component?" ] }, { "cell_type": "code", "execution_count": 107, "metadata": { "ExecuteTime": { "end_time": "2021-03-31T07:11:32.955757Z", "start_time": "2021-03-31T07:11:32.843071Z" }, "format": "tab", "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "image/png": 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7qocBIuLjwHaZ+Ux56HcR8VEggTM6U6IkSZJ6UcuPUC2N5e8XYI0BVhjMxSNibeBO4KjMnFq2TQKOBF5uOHVCZl40mGtIkiRpeKoaVH8A/CAiTgEeBTYFTgOurnrhiNgNuBzYrOnQTsDRmXl51T4lSZI0clTdnuoY4EHgRxS3+68H/huYUKWTiDiMItye3NS+IjAOuLtiXZIkSRphKo2oZuZc4KMRcRSwJvB0Zr68lI8tzk+AqzJzQURc09C+PbA8cGpEvB14DpgMnJ2ZiwZxHUmSJA1TlTf8j4itgbOBicCqEXFs1T4y84nMXLCYQ6sBU4HzgY2ADwOfAT5b9RqSJEka3iqNqEbEXsB3gRuBPYFVgFMi4nWZeeayFpOZNwM3NzTdFRHfAA6iCMeSJEnqEVVHVL8GHJyZhwILM/NR4P3Ax9tRTETsX26B1WhFYH47+pckSdLwUXXV/xbAj8vX/QCZeXdEvL5N9fQB50XEDOAW4B+A44AT2tS/JEmShomqI6oPA7s2NkTEjhRbVS2zzLyeIpReAMwFrgS+nJlXtqN/SZIkDR9VR1TPAG4sN+VfISJOpFjs9G+DLSAz+5reXwhcONj+JEmSNDJUGlHNzGsoVuK/hWJ09d3AcZl5RftLkyRJUi+rOqJKZk4BpnSgFkmSJOlvqm5PNQb4FLAlTaOxmXlkG+uSJElSj6u6mOoyilX4K1Gs0G/8kiRJktqm6q3/PYCdM/PBDtQiSZIk/U3VEdUXgZmdKESSJElqVDWoXgCcGxFrd6IYSZIkaUDVW///CrwR+GREvOpAZo5uV1GSJElS1aB6eCeKkCRJkppVCqqZeVunCpEkSZIatRRUI2J6Zo6LiIeA/sWdk5mbtrUySZIk9bRWR1TPKL9/pUN1SJIkSa/SUlDNzKvL75cv7nhEVH4UqyRJkvRaqj5CdTPgFGBDXtnaagUgALeskiRJUttU3Uf1YmAT4DlgeeB+YFvg/7S3LEmSJPW6qkF1J2B/4DTgucz8DHAw8O421yVJkqQeVzWozsvMZ4AZwDiAzLwJ2KrdhUmSJKm3VQ2qMyLi/Zk5FxgVEW+KiA0opgFIkiRJbVN1tf7XgesiYhvgQuBOYAHwg3YXJkmSpN5WaUQ1M28EtgBmZubpwHHAvwNHd6A2SZIk9bDK+59m5p8bXl/b3nIkSZKkQquPUF3EEh6dOiAzR7elIkmSJInWR1Tf2dEqJEmSpCatPkL1toHXETEa2A1YH3gkM+/sUG2SJEnqYVUfobo1cCOwMTAbWCsiHgD2ycyZHahPkiRJParqPqqTgJuB1TJzfWAN4C7ggnYXJkmSpN5WNai+FTg+M+cDlBv/Hwfs3u7CJEmS1NuqBtXHgC2b2tYHHm1POZIkSVKh6j6qVwNTIuJsYAawIfBZ4OcR8dGBkzLzivaVKEmSpF5UNageQfHI1BOa2vcsv6DYb9WgKkmSpGVSKahm5ps6VYgkSZLUqNIc1Yj46mLa1omIH7evJEmSJKn6YqoPRcStEbEeQES8D5gOLN/2yiRJktTTqs5RfStwIfA/5SjqAcC/ZeZ/DObiEbE2cCdwVGZOLdt2Ac4HtgGeAk7PzMmD6V+SJEnDV6UR1cycA5wMzAcOA74P/OdgLhwRu1GE1M0a2tYAplAsxlod+BhwXkTsPJhrSJIkafiqOkf1E8C9wO3ALhSjnndHxHYV+zmMYqurk5sOfRCYnZkTM3NBZt4CXAUcU6V/SZIkDX9V56ieBRyTmYdl5q8pwuotwK8q9vMTYLPMvLapfRuKOa+NHgC2r9i/JEmShrmqc1R3yMw/DrzJzJeBEyLipiqdZOYTSzg0FpjX1PYCMKZSlZIkSRr2WhpRLeeT0hhSm4xrUz3zgFWa2lYB5rSpf0mSJA0Trd76f9U+qRHxP03HT2lLNXA/xe3/Rm8u2yVJktRDWr3139f0/o1LOT5Y3wPOiojjgYnA24FDgf3a1L8kSZKGiVZHVPsrvh+UzJwN7AUcCMwGLgY+k5m3tqN/SZIkDR9VF1O1XWb2Nb2/G9itS+VIkiSpJqpuTyVJkiQNiVZHVJePiI/wylzUFZred31kVpIkSSNLqwHzSeDUhvdPNb1/sm0VSZIkSbQYVDNzkw7XIUmSJL2Kc1QlSZJUSwZVSZIk1ZJBVZIkSbVkUJUkSVItGVQlSZJUSwZVSZIk1ZJBVZIkSbVkUJUkSVItGVQlSZJUSwZVSZIk1ZJBVZIkSbVkUJUkSVItGVQlSZJUSwZVSZIk1ZJBVZIkSbVkUJUkSVItGVQlSZJUSwZVSZIk1ZJBVZIkSbVkUJUkSVItGVQlSZJUSwZVSZIk1ZJBVZIkSbVkUJUkSVItGVQlSZJUSwZVSZIk1ZJBVZIkSbVkUJUkSVItGVQlSZJUSwZVSZIk1dJy3S5gcSLiIOAq4MWG5usz8yNdKkmSJElDrJZBFdgJ+HZmHtHtQiRJktQddb31vxNwd7eLkCRJUvfUbkQ1IkYBbwXmRcSJwGhgCvCFzHymq8VJkiRpyNRxRHVt4B7gOmBrYFdgC+DKbhYlSZKkoVW7EdXMfBLYvaHpkXJk9VcRMTYz53SpNEmSJA2h2gXViNgOOAT4Ymb2l80rAouAl7pWmCRJkoZU7YIq8BfgWOAvEXEusAFwNnBZZv61q5VJkiRpyNRujmpmzgT2AfanCK13A7+mCK+SJEnqEXUcUSUzb6NYRCVJkqQeVbsRVUmSJAkMqpIkSaopg6okSZJqyaAqSZKkWjKoSpIkqZYMqpIkSaolg6okSZJqyaAqSZKkWjKoSpIkqZYMqpIkSaolg6okSZJqyaAqSZKkWjKoSpIkqZYMqpIkSaolg6okSZJqyaAqSZKkWjKoSpIkqZYMqpIkSaolg6okSZJqyaAqSZKkWjKoSpIkqZYMqpIkSaolg6okSZJqyaAqSZKkWjKoSuoZCxf1d7uEnuTPXdJgLdftAiRpqIwe1cdx19zDjFlzu11Kz9h8nTF88+AdOtb/wkX9jB7V17H+tXid/rn7e+2OOv7cDaqSesqMWXP5zWPPd7sMtYl/fAy9Tv/xAf5eu2Eofq+DYVCVJA1r/vExMvl7FThHVZIkSTVlUJUkSVItGVQlSZJUSwZVSZIk1ZJBVZIkSbVkUJUkSVIt1XJ7qohYB7gI2ANYAFwJfC4zF3SzLkmSJA2duo6oXgvMBTYAdgb2BE7oakWSJEkaUrUbUY2IzSlGUjfMzBeAByPiNOAs4OxW+1m4cGFnClyCrdd7HSuOHtJL9rRN135dx3/H/k6H1lD8TsHf61Dzv9WRx/9WR6ah+r0OaPVaff39/R0upZqI2A+4JDPXbGgbB9wHrJGZz77W56dNm7YhMLOjRUqSJKkdNho/fvyfl3SwdiOqwFhgXlPbC+X3McCzS/n8Y8BGwJz2liVJkqQ2GkuR25aojkF1HrBKU9vA+6WGz/Hjx/cDS0zmkiRJqoXnl3ZCHRdT3Q+sGRHrNrS9GZiZmc91qSZJkiQNsdrNUQWIiJ9TzDM9GlgLuBG4LjO/0s26JEmSNHTqOKIKcADFtISHgF8BNwGndbUiSZIkDalajqhKkiRJdR1RlSRJUo8zqEqSJKmWDKqSJEmqJYOqJEmSaqmOG/5rCETEOsBFwB7AAuBK4HOZuaCbdWnZRcTawJ3AUZk5tcvlaBlExPbAOcB44CXgp8CEzHy6q4VpmUTEu4AzgK0pnrz4HeDEzJzf1cK0zCJiNPAz4E+ZeXiXyxkRHFHtXdcCc4ENgJ2BPYETulqRlllE7EYRUjfrdi1aNhGxMvBj4BfAesA2wJrApd2sS8um/EPyR8AkYHVgB4oBg5O6V5Xa6MvAO7pdxEhiUO1BEbE5xf8YT8zMFzLzQYp9ao/tamFaJhFxGHA1cHK3a1FbbAzcC5yamS9l5mzgQmD37palZZGZTwHrZOZlQD/FHx8rAU91sy4tu3Kk/IPAd7tdy0hiUO1N2wB/yczHGtoeADaOiNW7U5La4CfAZpl5bbcL0bLLwt6ZubCh+QBgWrdqUntk5pzy5aPAdOBxHCkf1srpdJOBQyimc6hNnKPam8YC85raBv7DGgM8O6TVqC0y84lu16DOiIg+irse++KI6kiyBbAGcBVwHbB3d8vRYETEKIp1Hudm5r0R0e2SRhRHVHvTPGCVpraB93OQVBsRsSpFiPkwsHtmTu9ySWqTzJxf3tn6AvC+iFij2zVpUL4IvJiZ/9HtQkYiR1R70/3AmhGxbmY+Wba9GZiZmc91sS5JDSJiM2AK8Aiwo6v9h7+I2BW4BNguM18qm1ek2NWh+U6XhoePABtExLPl+1UAImL/zFy9W0WNFAbVHpSZf4iIO4BvRMTRwFrAlyjm10iqgXJ07Zby62OZuajLJak97qMIMl+PiJOA9Sm2IJvcEFw1jGTmVo3vI+Kysv3wbtQz0njrv3cdQPGHykPAr4CbKObASaqHIyhW/n8IeD4i5g58dbkuLYPMnAu8D9gWeBK4DbgZtweUFquvv7+/2zVIkiRJf8cRVUmSJNWSQVWSJEm1ZFCVJElSLRlUJUmSVEsGVUmSJNWSQVWSJEm1ZFCVJElSLRlUJUmLFRErRcRG3a5DUu/yEaqS1CQitgROBt4NrAbMAr4DnF4+WahX/ByYCFzW5Tok9ShHVCWpQUTsCtwD/AnYITPHAnsD/wDcHBGju1jeUFu72wVI6m0+QlWSGkTE/cDtmfmppvZ1gQuBzwMvAWcB7wQWAT8DPpeZj0fEHhQjkBOBzwIrl69/CZwDrA/8FDgkM/8aEVOBacAewFbA74DjMvOO8rrjgDMpgvILwA3AFzPzuYg4HDiq/PwhQH95/JOZ+XJE9AGfBo4B1gWmA8dn5rSy7z+V/6YPAVsAfwAmZOatEfFTYM/y33oxcDxwPvDPFHfjfguclJn/b5A/aklaKkdUJakUEZsB2wD/1XwsM5/MzP0pRlpvBhZShLutgD7gxogYmE71RopA+gbgYOCLwLHALsB2FAH3oIbujwY+B6wBfK/sa82IWBOYCjwAbAjsCARwRcNnd6OYmrABsE95vQ+Wxz5FEZYPpBgdvRT4v2XoHnBkeXwd4F5gUvnvfQ/wCPCJzDwW+Aiwa/nvXRe4HbhgST9LSWoHg6okvWLgVvcTr3HOO4BNKQLcc5n5LPBx4C0UQXLA1zLzZYrRU4BJmflMZj4E3A9s0nDuJZl5a2a+BHwNmAfsC+xHMaL5hcycn5lPUIyQ/mNErFd+dv7AtTLz1xRhc8vy2DHlsfvK45dQjIR+uOHakzNzRma+AFzV8Nlm84E3AR+jCMtfysztX+PnJEnLzKAqSa94vPy+/uIOliOR6wJPZ+bzA+2ZOQeYzavD5+zy2MLy/TMNxxbx6v///qGhr35gZlnDusDDDX0APFR+H7jWrPIzA15u6HsT4H9HxLMDX8D2FCO+A55o+mwfi5GZ11CE5P0o5vA+HBGfWNy5ktQuBlVJKmXmwxTzOA9qPhYR6wAPU4S/tSJi1YZjqwFr8UrQpSk8Ls2GDX2NAjamuO3+J+CNTQu4Niu/P87SzQSOyszVB74oph6cUqG2gbq2BKZl5u7A6hS7IkyKiG2q9iVJrTKoStKrfRo4MiJOKeeJ9kXEW4Abgf+mWBD1G+A/I2K1MqROAmYAg11YdFREjI+IFShC5Cjgh8AUigVSZ0bEyuXt/m8Ct5ShemkuAv5XRGwFEBHvLWvfvcW6XqTYnguKqQjXR8QmmTmfYsR4AfBci31JUmUGVUlqkJm3UQS5t1IsYpoDXAfcAry3nHf6AYqV77+nGGVdAdgrMxcM8rJTKXYGeJpiodVe5fzX54C9gG0pRkfvpxhlPbDFfs8DLgduiIg5FCH32My8ocXPTwa+FhFXlp/9IfCLiJhHsevBQZk5s8W+JKkyt6eSpC4qt6eamplf6XIpklQ7jqhKkiSplgyqkiRJqiVv/UuSJKmWHFGVJElSLRlUJUmSVEsGVUmSJNWSQVWSJEm1ZFCVJElSLRlUJUmSVEsGVUmSJNWSQVWSJEm19P8B1QS4+s6tbWoAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax1 = plt.subplots(1, 1, figsize=(8, 4), dpi=100)\n", "ax1.bar(x=range(pca_tool.explained_variance_ratio_.shape[0]),\n", " height=100*pca_tool.explained_variance_ratio_)\n", "ax1.set_xlabel('Components')\n", "ax1.set_ylabel('Explained Variance (%)');" ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2021-03-29T11:28:18.167488Z", "start_time": "2021-03-29T11:28:18.163958Z" }, "slideshow": { "slide_type": "slide" } }, "source": [ "# PCA in materials science\n", "\n", "Explore crystal textures in metals." ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2021-03-31T05:51:34.011963Z", "start_time": "2021-03-31T05:51:34.006405Z" }, "slideshow": { "slide_type": "subslide" } }, "source": [ "## Bragg egde imaging - the imaging technique\n", "- Wavelength resolved neutron imaging provides spectral images\n", "- Crystaline properties can be explored in the spectra\n", "- Bragg edges appear when the Bragg criterion is fulfilled\n", "$$2d\\sin{\\theta}=n\\lambda{}$$\n", "\n", "![](figures/Braggs_Law.png)" ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2021-03-31T05:51:34.011963Z", "start_time": "2021-03-31T05:51:34.006405Z" }, "slideshow": { "slide_type": "subslide" } }, "source": [ "## Bragg edge imaging example\n", "|Samples| Spectrum| Wavelength scan|\n", "|:---:|:---:|:---:|\n", "|![](figures/icon-spectrum.png)|![](figures/energysamples.png)|![](figures/energy_scan.png)|\n", "\n", "Images courtesy of S. Peetermans" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Bragg edge imaging and PCA \n", "\n", "### The data" ] }, { "cell_type": "code", "execution_count": 71, "metadata": { "ExecuteTime": { "end_time": "2021-04-01T07:56:40.587910Z", "start_time": "2021-04-01T07:56:39.967177Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data=np.load('data/tofdata.npy')\n", "fig,ax=plt.subplots(1,3,figsize=(15,4),dpi=100)\n", "ax[0].imshow(data.mean(axis=2), cmap='viridis'), ax[0].set_title('Average image');\n", "ax[1].imshow(data[:,:,100], cmap='viridis'), ax[1].set_title('Single wavelength bin');\n", "ax[2].plot(data[20:40,10:20].mean(axis=0).mean(axis=0), color='Cornflowerblue', label = 'Material');\n", "ax[2].plot(data[0:5,40:60].mean(axis=0).mean(axis=0), color='coral', label = 'Air');\n", "ax[2].plot(data[20:40,32:35].mean(axis=0).mean(axis=0), color='green', label = 'Spacer');\n", "ax[2].set_title('Spectra'); ax[2].set_xlabel('Wavelength bins'); ax[2].set_ylabel('Transmission'); ax[2].legend();" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Prepare the data for analysis\n", "\n", "1. Rearrange the images into 1D arrays $M\\times{}N\\times{}T\\rightarrow{}M\\cdot{}N\\times{}T$" ] }, { "cell_type": "code", "execution_count": 72, "metadata": { "ExecuteTime": { "end_time": "2021-04-01T07:58:08.180209Z", "start_time": "2021-04-01T07:58:08.166794Z" }, "slideshow": { "slide_type": "-" } }, "outputs": [], "source": [ "fdata=data.reshape(data.shape[0]*data.shape[1],data.shape[2])" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "-" } }, "source": [ "2. Compute mean and standard deviation" ] }, { "cell_type": "code", "execution_count": 73, "metadata": { "ExecuteTime": { "end_time": "2021-04-01T07:58:16.153252Z", "start_time": "2021-04-01T07:58:15.971694Z" }, "slideshow": { "slide_type": "-" } }, "outputs": [], "source": [ "m = np.reshape(fdata.mean(axis=0),(1,fdata.shape[1]))\n", "mm = np.ones((fdata.shape[0],1))*m\n", "s = np.reshape(fdata.std(axis=0),(1,fdata.shape[1]))\n", "ss = np.ones((fdata.shape[0],1))*m" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "-" } }, "source": [ "3. Normalize data" ] }, { "cell_type": "code", "execution_count": 74, "metadata": { "ExecuteTime": { "end_time": "2021-04-01T07:58:25.662933Z", "start_time": "2021-04-01T07:58:25.595153Z" }, "slideshow": { "slide_type": "-" } }, "outputs": [], "source": [ "mfdata=(fdata-mm)/ss" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Run the PCA" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "-" } }, "source": [ "1. Initialize PCA with 5 components" ] }, { "cell_type": "code", "execution_count": 75, "metadata": { "ExecuteTime": { "end_time": "2021-04-01T07:58:33.991324Z", "start_time": "2021-04-01T07:58:33.988647Z" }, "slideshow": { "slide_type": "-" } }, "outputs": [], "source": [ "pca_tool = PCA(5)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "-" } }, "source": [ "2. Fit data with PCA" ] }, { "cell_type": "code", "execution_count": 76, "metadata": { "ExecuteTime": { "end_time": "2021-04-01T07:58:36.125558Z", "start_time": "2021-04-01T07:58:35.834587Z" }, "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "text/plain": [ "PCA(n_components=5)" ] }, "execution_count": 76, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pca_tool.fit(mfdata)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Inspect the PCA fit" ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "ExecuteTime": { "end_time": "2021-03-31T18:46:10.791654Z", "start_time": "2021-03-31T18:46:10.193306Z" }, "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "score_matrix = pca_tool.transform(mfdata)\n", "\n", "fig, ax = plt.subplots(1, 3, figsize=(15, 5),dpi=100)\n", "ax[0].semilogy(pca_tool.explained_variance_ratio_,'o-'); \n", "ax[0].set_title('Explained variance ratio'); ax[0].set_xlabel('Principal component #')\n", "ax[1].plot(pca_tool.components_[0, :], label='Component #1')\n", "ax[1].plot(pca_tool.components_[1, :], label='Component #2')\n", "ax[1].plot(pca_tool.components_[2, :], label='Component #3')\n", "ax[1].legend(); ax[1].set_title('Components')\n", "ax[2].scatter(score_matrix[:, 0], score_matrix[:, 1]); ax[2].set_xlabel('Component 1'); ax[2].set_ylabel('Component 2');" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Improve the scatter plot" ] }, { "cell_type": "code", "execution_count": 50, "metadata": { "ExecuteTime": { "end_time": "2021-03-31T18:46:37.392495Z", "start_time": "2021-03-31T18:46:37.102564Z" }, "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 2, figsize=(15, 7),dpi=100)\n", "ax[0].scatter(score_matrix[:, 0], score_matrix[:, 1]); ax[1].set_xlabel('Component 1'); ax[0].set_ylabel('Component 2');\n", "ax[0].set_title(r'Marker $\\alpha$=1');\n", "ax[1].scatter(score_matrix[:, 0], score_matrix[:, 1], alpha=0.05); ax[1].set_xlabel('Component 1'); ax[1].set_ylabel('Component 2');\n", "ax[1].set_title(r'Marker $\\alpha$=0.05');" ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2021-03-31T07:17:22.433615Z", "start_time": "2021-03-31T07:17:22.432023Z" }, "slideshow": { "slide_type": "subslide" } }, "source": [ "### Visualize the PCAs with color coding\n", "Inspired by [PCA in materials science](https://doi.org/10.1088/2399-6528/ab5575)" ] }, { "cell_type": "code", "execution_count": 138, "metadata": { "ExecuteTime": { "end_time": "2021-03-31T08:08:07.749485Z", "start_time": "2021-03-31T08:08:07.395262Z" }, "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Reshape the first three principal components\n", "cdata = score_matrix[:,:3].reshape([data.shape[0],data.shape[1],3])\n", "\n", "# Normalize the chanels\n", "for i in range(3) :\n", " cdata[:,:,i]=(cdata[:,:,i]-cdata[:,:,i].min())/(cdata[:,:,i].max()-cdata[:,:,i].min())\n", " \n", "fig, ax = plt.subplots(1,2,figsize=(12,6), dpi=150)\n", "ax[0].imshow(data.mean(axis=2)); ax[0].set_title('White beam image')\n", "ax[1].imshow(cdata); ax[1].set_title('PCA enhanced image');" ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2021-03-31T07:32:06.082180Z", "start_time": "2021-03-31T07:32:06.079833Z" }, "slideshow": { "slide_type": "notes" } }, "source": [ "The PCA enhanced image does not represent a physical reality, but it can be used as a qualitative tool to guide the material analysis." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### PCA and segmentation\n", "\n", "The next step is to use the enhanced image for segmentation:" ] }, { "cell_type": "code", "execution_count": 137, "metadata": { "ExecuteTime": { "end_time": "2021-03-31T07:37:51.400595Z", "start_time": "2021-03-31T07:37:51.027638Z" }, "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,2,figsize=(12,6), dpi=150)\n", "ax[0].imshow(cdata); ax[0].set_title('PCA enhanced image');\n", "ax[1].scatter(score_matrix[:, 0], score_matrix[:, 1], alpha=0.05); ax[1].set_xlabel('Component 1'); ax[1].set_ylabel('Component 2');\n", "ax[1].set_title(r'Principal components');" ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2021-03-31T07:35:47.475332Z", "start_time": "2021-03-31T07:35:47.472953Z" }, "slideshow": { "slide_type": "-" } }, "source": [ "A project task...\n", "1. Combine clustering and PCA to identify regions in the samples" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "notes" } }, "source": [ "# Principal Component Analysis\n", "## SciKit-learn [Face Analyis](http://scikit-learn.org/stable/auto_examples/decomposition/plot_faces_decomposition.html)\n", "\n", "Here we show a more imaging related example from the scikit-learn documentation where we do basic face analysis with scikit-learn.\n" ] }, { "cell_type": "code", "execution_count": 101, "metadata": { "ExecuteTime": { "end_time": "2021-03-29T06:07:21.760661Z", "start_time": "2021-03-29T06:07:20.258605Z" }, "format": "tab", "slideshow": { "slide_type": "notes" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "downloading Olivetti faces from https://ndownloader.figshare.com/files/5976027 to .\n", "Dataset consists of 400 faces\n" ] } ], "source": [ "from sklearn.datasets import fetch_olivetti_faces\n", "from sklearn import decomposition\n", "# Load faces data\n", "try:\n", " dataset = fetch_olivetti_faces(\n", " shuffle=True, random_state=2018, data_home='.')\n", " faces = dataset.data\n", "except Exception as e:\n", " print('Face data not available', e)\n", " faces = np.random.uniform(0, 1, (400, 4096))\n", "\n", "n_samples, n_features = faces.shape\n", "n_row, n_col = 2, 3\n", "n_components = n_row * n_col\n", "image_shape = (64, 64)\n", "\n", "# global centering\n", "faces_centered = faces - faces.mean(axis=0)\n", "\n", "# local centering\n", "faces_centered -= faces_centered.mean(axis=1).reshape(n_samples, -1)\n", "\n", "print(\"Dataset consists of %d faces\" % n_samples)" ] }, { "cell_type": "code", "execution_count": 102, "metadata": { "ExecuteTime": { "end_time": "2021-03-29T06:07:22.429467Z", "start_time": "2021-03-29T06:07:21.762239Z" }, "format": "tab", "scrolled": true, "slideshow": { "slide_type": "notes" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Extracting the top 6 Eigenfaces - PCA using randomized SVD...\n" ] }, { "data": { "image/png": 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\n", 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PaXnxfePumNftrntTi73x0eCLteyd75im6R9rscNaZTqyRWbYsieG2NnP/o4Wu+GrtLDkPyPp92sXFL3bF1+hxSnkWMuL+X212Nz+IZwo3hp8k5a99lGSfsfO8cr4JS3B0T+txfnj87QkSfgILcKig5ifr0UN+KJpmv6eFib7vNFF53l+3TRNf1vLfftkLV6gL9ViH//EXRsZ+/0GLfvx7bR4ama4EJ4zF7Swxg/R8tL+yo3u/49rtEv/dvxBLU4S2b+vLM75PElfpkXK+k4txvOvlvSQD9g5ZnySFgb3Qi0OIt+uRdp/a1LifJykn9finvwtWh7w76fFa/B9dtf+SS3u8G+vReL9HC0xZ5+9+/3FWrzHnqLlJfDPtKiT3i/Ytf6sFpvXl2hhKR8o6aPtbfYbhXmev0sLa/plLQ/9F2lRg75I0nsGo/2fk/RjcISI+CYt98XHJ7/9Uy0Pwb+qxVX8Hi0s0H041iLl/6IWle33amG6HzI/yqDhnbD0J7QIO/9aywPYDksPVecVWN0TG/v0z3b9+PBdn95OizAU8Td0Gif3PVpefJ+h3d76dcKztdxT/0qLA0a8J5+9c4D6QC0v3i/Rcn+9r6SPm+f5H+/G8motNt6HtYRKfJpyG/IZzPP85VrW5ZaWe+YHteyNX5P0+3eemcS3aFHBvlzLiz7D7WEMPyrpn2hRV370PM+fvNavhnR061anEntbYFrifp6jxa36VeH7b5b02+d5fs/ftM41HjPYOZ68MaoMp2n6Y1oEiN8z7+KhGo3Ggn6pvQ2xU829QouU+LCWoNbP1pIJYkuAZ+NxjmmaPkeL2u4zJM1abHqfL+lX53keJdluNB6XaJva2xbP1uIB+HVavORmSR8/z/OmLAKNhhab2lUtwtA7aLHTfacWT7pGowE0U2s0Go3GwaAdRRqNRqNxMOiXWqPRaDQOBv1SazQajcbBYOgo8uIXv7gNbo1NeNaznnUmI0XvncZW9N5pPFpw70gbvB+f+9zn6uGHl2wu/jw+Pk0YfvHiUtbpypWlHNPtt98uSbrrriUl3h133HHme0m67bbbznxevnz5TFuXLi3dOjpa+nvhwimh9Hc+xr/x023F79he1UY8n+eyzS3n+v/+5BhG51TjiudyXPy0M1Acg//2bzdv3jzTrtckOhL5b6//9etLTth3fmdmjlrwwhe+8KRd99vtxr/96Wt7L129enVvrB6Tf+M8cXxxzJyXap9xreN1qvbjPLkdj92/0Snrxo0bIjy31TnZuAyupdvyJ7+PffCnf/P/vcbXrp3mBPZ3b37zmyVJDz74oKTT58PrX//6vXN8bffb8/npn54XRPixH/sxPfTQElt+//33n2lfkt7ylrec6YvbN7L5qdaZ+yI71+AxPDa7x7b+X6rXm7+P+rjW53gNzhuvU31mffWe8ffcU/Fv7kWfw2eBdPruuPvuJWWs3y0f8REfoQyrL7UbN27s3RyxkxxQNUmjh/7awz97qa1tqi2LzoWKfef5fKhl51Rgn9zW6HpryOaT4KbLPF05B15HrkXs79Y5fuSRR04ebH5RZTeF2+ULMNtn1QupQpyn6gYdCUQ819jy4Ft7qXHO4zn+rnoQx7aqvnC/GaPx8Tf2IxtH9X32IqyEEOLmzZsn5/PFG69V9SWbk61CzOjltuVlVp2z5YVU9Y335ehcYjTX/K16JmbzXAkSvm+z61bzxhdgPM57Z/T+OTOm4a+NRqPRaDyGsMrUrl+/vvemjG9oStlGpUaLf68xNP4//r1FVVDhrWFxj0bqemvYYyVFZixvTVUxYmrV9UdxjGvjefjhh8t9kbVNBpv1oVKbci+RhcVzq3kajXmLBoLHkomtzXV2Lo/NsKZGGzHgShXHeY4sidJ0tif5f7MufxfV0Bmihih7xlTzVM2FtP+cqcY6YsOVmjtbn61sLtuj1XXWrhG/O89zx6juBWoQpP17jSpEvzfiWq9puNx+VD/6O6ucbbaq0Eyt0Wg0GgeDR8XUthg4KQVljhtrThGZ1EIJZk3SXPstaytDJcXTGUPaZw8V28uklTVbw8hgy/YqSWrUHqXukUPKWjaaRx555OTvbO55TTt/EPEcStvu35rjENuJ/6/YcOxj9f9sDSs7ZWWTHEn51b0ycoBh36r+ZH3zPW5mRZuHdCqBE2RUcW58TuZ4UoHsIGNqBueUtldp3yGNczlaa7Ldtwbc99nzaGRDrc4h1pzdsvYrW1o2/mq9ydiyPlX3Ah2VItzemh9DM7VGo9FoHAz6pdZoNBqNg8G5XPqtOoiUfqvaMVJfqoqoShq5WFdqhpGBeC22ZKSyJLY4iFTXq/qe9Zvzdh7jb6XujFiLTzEyNVfl/k1cu3btZE0z1fXa+T427jfGsFUqpVG8Itdw5PxTGcpHBu9qj1Rqp0zlzGMqNWs2Vs7rSF3DeDR/2ihPFXY8pnJIGakLt7pl37p1a6jONLiGjH2MKjDvnSoetlqv+Pea89UWJ6NHEx7C62XPVbbHZ/DoHILqv2wNGGNWqbJHzx+fw+dfttZ0NqrQTK3RaDQaB4NNTM2SGd+q0j4bqJw/osTELCT+jZJUJm1XTiWVsTz2rXIHHxns19rKWN5a3zKJmtJjZeTNzt0a3rCFsY3c2ykNZ8bciEwaj32ojP3cH9GF19kF/B33TLU/4m+Evx/tbwaH0t08zkUl+ZN1jTQEnmP/3+Pk/oh/Z9kYYh8zByWPw8zM0jDnMWNq1f2aMbUtCRyIUXgL7/PqmRL3DjMYVQH8GaMZscX4fZynKsPG6L6ptAhE5ghTaas43lGYS+ZMFMe3hamNstFwP1WOKBlL7uDrRqPRaDzusMrUjo+PN0lVfgNToqTNIx5LSYKfWb5ASqqVi/eWdEwcV5RCKtfWiqFlTLRiX9mcVOOp2N6jsf9lTKUKDDZGYQdkBMTR0dHJ+ZbWMhZUtZ9J2xVTY97ILYyWzCljp5UrOu3MWT5FSr9k6h5fxiare4JMJPafc0B3/GzfO+xizR6Xuec7N2OVQi4LHfC5W7QiRKaF4Xwxr+yIqXH+q3svA58PmSs69w73zBr7i9cxKhtr7C+fvd4PvFfi39VYuXeyfVCxcIaHxOtViQl87Gh/rO2dZmqNRqPROBhssqkZmbdW5bk4YmpVdnZKmplUyu9GXmHGml0k03VnGaalffYzYl3U2VdsLPa7so+N7H6Vt93IY5LXoUQ2Ctjemn7n6Oio9IyK4DWrwGqpXn9L4a4KkdmXKJmz/7QRSKeSo21ORhVYn42Re5L7P/bD39m7k58jabuyqZExRDBRrtvwuLP7yt+xigLHmSUgXrPDRoxs0Bwz19//j9VBKu/HSvuTaV9ol/RnZj8yC2ZFAbdBL9KIisVVWqBsTrw+ngPuoXhsxU5HTNRj5afH7WPjPFaeskT2/dZ0X83UGo1Go3EwWGVqt27d2tOZx7c5PdRY52pLKqBKP51JI5VH1CiNEKUDpujJ+kjWUEnfo1ijkUdPhYrRsK1RfApZRGY3q+JfKlti/Hs05oiLFy+eSG2ZLaXyQh0x2ipuzNKwv+c+jN+Rafoc9zWOi56/tKllHlmc7y1pkSpUc5152RmM5/HckDHEv/0b7SAs/xJBdpR5q7K/TCFXIYtnzDz9vKa+5p133inplJ2M7EeVxmhk6+R4KvtpHCttaKO42TXb/ejeIEOjViOL3eN3Vfxlxqyo4eIeyWz57pv3TKYdkc7u0S2xwRHN1BqNRqNxMFhlakdHR3seNzHxLCUj2gDogeM2pdM3MKV46pMzPa7b97m8bmav4vVHiXkrVrWlj2t2qlGmjyrWZGQfo0RU2fIi1hK0MjYktrvmMRUxquRceXKRYcQ+VNL1luStBO2/1BDEv8nYydCiza1aX9q6Rn30sWaPlFYzZlh5ZLoNsuZ4LsdVlc/J2vFaPOEJT5AkvelNb5J09p43tibDjn0YZeCp7HtkSfHvai23sCCCLCxej3aoqpTOaB8wsTjHncWcVZ6sI7tm9Tzz89aerq52Ho+ttBYj9kpbOOcqzgmTa6/d283UGo1Go3Ew6Jdao9FoNA4Gq+pHaT+w2kY+aewuKu2rRCJoYKR6hq79Um30dD+sDo3nUC1HdUBm6FxL1uk5yQLTq8TMdFAZOWFUDjZbDMRVUGmcE6pCM+M4r895W0tInP0e26vCPqzisBorrkvl8l6p6+L1qP7ZUr+N16N6i44jcRxVkHelJo7XszqT+8BzEtVAVAe6Lz6G917mhMFEslQDxbWk84z76j5mz4k3vvGNkrbVUXM/toSVcL/S2Sc6PFA1Hecwfp+5t1P9yPs/U+lRHUennEz9uDWRgpGFkvB5xudPlraK6lOqrHlPxnGtJagYge+W7D1xHscqqZlao9FoNA4Iq0zt8uXLe4HGmdG0ciMnO5L2gw99DiUYGhOlOi0SDZ1RSiQj4Js/Y2pVYt9KesyMoRzvKGB3zUA/CgytAhgphY2kVrqd87js2LU0WRcuXNgL5h2FFTz88MOS9iXceE4VOOtjLFH63Lh3KMkyDCVjx5WzDdcjY2pkytU+jOvi3ywRuw3fG294wxvO/D/+7U8b9d2Gx0O2Ke0HJHMOsjRw3JP+v9cvk7bpELDmKJKl58v2jr/LwjHYl+re5f2Tsbwq1dQoAXHlfEHGFs9x+2tpqzL2slaWhs+Y+B0DxX0feU39fWRqRqWByBgvk15XKeRiH0cJxzM0U2s0Go3GwWCVqV28eLHUmUr1W3Ok+6WL5pqL+CjRsN/eljQyickSKm1co+BBSnNVEGQ2J1ViZrpjZymjqvRcxij5Kec1c6leO4dzFcF2twRfc+yRJXislv7I5kYuz5QGfQzbyM5lsPUoSJ6BxJRgyYKkffuk23CfWYAz02JQw+E5MgvLXPo9HtuvyCZHIR4V4yCriNdhWIXnPpPm3Ufbvtdsazdu3BgmD2DIyRoryo6p0udlWou1dGVZSrcqYTpd3uPcVmV9GCa0JQyger7FuXdfvJ/5yf0e55NMrEq6nSWVrvqc3RO8F5qpNRqNRuNxg01psiqdc/yb0h/16hnDqEpwUALIktJWSVzpkeUxRFjaqiS1iEq6pU49k+o4DnpKRYnJEhG96SipUYIb9Z+2j2weORcjW8eWYyIuXLhw0iem4ZFOJfoq4auReetxbPS4o1estO+5yISrlIalU8mSdl7//8EHH5R0lqn5mnfdddeZcdDO7L5nAbtkkUx+G8fFe4sJCcgYo7TMkh/VvT6y4fk6VWmVeJ0qiDmD5ymz0VFad/+ZvDmzqY3KBkm5t3DlJVrZS7NxEFmKNe6ztUTDWYot+ipwT8U5Ibv2MWSTWWHgKqmz22CCjHgs77kqpVw8NksIkaGZWqPRaDQOBptKz1hayOwtZFuUsjOprSr7zsKPTFaaHZOVfoltS7WkUqW8in2knYXXG7EXShZkaFGCoYT0aNI9sa+jGEGuJZnuKAaNklkV73XhwoU9W4PHKZ3OJcduZH3wd/R2M3Px72ZsmVah8k7N4msYj2Z2wqTBWVkUx0zS69D/zyTPrSVH4r6gPbny1BylVqKUTWYY9/danFrm4UgNw5q999atW3tSexZn6WuZabBvmWcwWTBZvT/j9cic1hKcZ7+RXWW29SrpMjVDPmeUfrBKvp1pzXjdu++++8zvLCcj7XtKxns7IjunShg/sp8ba/GxzdQajUajcTDYlFGkSh4r1XEtRqYj5ZvWUvUTn/hESadSQiaV3nvvvZL2PWFG2QfoacWsIJk0WsVNVKVvRkUiydSoN5fyUhnSqSTGJLHRXuP2GbuX2RcNzwmzKlAqzqS6rba1K1eunDBr9yHug4q5cs6zc5hMl7avrIQPCzluYaVkaPYCi2OM14/fVVK31zrbs/SQ497Nsu+QYVKbYWS2He4RZpDwZ3Y9akCMzFbI+3UtxvHGjRtDdkRm6fuDbCTzlKM92c+fe+65R9Lp+mSxUszOQW/EbK9WCac5hnh+laS8YvJxXLQN0z428onw//184TpFrYzbtbetPx944IEz4xtpPioN3+h9UWmGTs4d/tpoNBqNxmMIq0wtvjFH2QCquC4jKwVjicglK+g1aIkzi7i3VGBphOwk2ikoSdIOEj3J2F9+VmwiSqVkgFX5mJHOnnE9bp+5NiM8Zh+TeRwSVamJbO7JTtfsIkdHRyfnkLFJ+1kMKFGOGJTbM6tnXzI2TG86t+/95/44Fiz2hQy28kqT9j3gyB74e9yfZLSVZJ7FxdGT1azSY/Bcxb3KrCNke+6bM5nE6/AeqDQF8VgeU+HSpUsn13EfMo/fKvaMfY3nk0nHa0r7zDprnzZoeh7G36hd2LLP3T7v9yz+juAzaeQtyPvefaGGwGw2K9hMzYBtyffff7+kPG6R75LRfcV5GsXqSs3UGo1Go3FA6Jdao9FoNA4GmxxFSP8iLa/chbNExobp6pOe9CRJ+yo2Ijoz0E2Vqg4a2uN3NMwyGDUzTlZpaowt1V1Hwb1E5QDD4MfMuOxxZIZugg4uW0IHqkrVFS5cuLBXDieuC9ebqlevtdUZ8W+PlaWG/Om+Wk0d4X5b7ejPrLovr8uUUJkTDtVzdOmv3LOl0/nx9bhnsqTiXn87OvjYl73sZWfGZQN+XLeqsrL3l/dSXDePnep1qkHj3FTJbitE9SSdgqTTebFqi85smQMP9ytVbFmKJmOr+jHb37xnmRA89rFKNVUlk4/X8zrQxZ7rFZGpTbPxWJUd9yodhjgu31fZ/ub/+Y6Ja8AE5GtoptZoNBqNg8G5gq8zA2uWQFjadyqIkhmNkTSgMwA0S25ZFV7MSpxUrrVVAc6ITEqMbY3mhMbdKsFp/JuOCZVBPKJKdUWHmJFxnlJWxtxGQbwVYgkg6ay0VRUoJOtyGId06mrMua2cfuI4fKz7dN99953pk/sRA0+rdFyUXONeqgLbmdjYbUdnBvetSmqQuUCzfV/XmpBRmAOZAdOzmW1lqbXcDpP8krHFv7MQmAxXrlw5uZfJvuPf1NR47FmZHfeLDhRV4oEsmJjOV9V9mo2xKrwa+5gVAY7n8LkX+1hpq3jdLNUVHTSYTDoLZqeWqkocEcOP+MznM75KlRe/64TGjUaj0XjcYJWpXb9+fe8NHwNQ6c5ZubNHyYNMzFKV7QgjRpClzIl9M0ZBw5R6RiVgqgSmZIRRKq0YIG0pWySmyvaQpWUyaOfJ2CQlTF4vk4qqJNKV1H3r1q2TeWGoQGybkpfZShVEnJ1DFpQFs1MS9zrY5pTZx7gHKWUzWDWes1amKHMd51irFF5x/G7X9kPalcw8s9IdVQo3BnlniQKqwOMtISRrTC22kSU2ph2Zc50lbuA1yQDJNLbYcKjByWydtP+THY/SDnKf8fkXmRqfIdVezUIj1vadkd1PVWLjLHUYNSxM05YlRFh7FhLN1BqNRqNxMFhlasfHx3v2lkynSUl55GlEW0NVPC9LqVMV3DQySbBKbUW2EiVBSmCUghgImJWcqEqNZH1ck6oqiS1eu7JrZh5OlFIraSjzdDWqBMFxTCMpy/NCZub/Zx5lZlOU6LiG2fVoA2DKK9qe4jnUBJD1sMxMdmxlU8nszZV9hzav2F6Vyo3MKY6FqcPsOUfbRsZassQDUq5NYR/X7CLXrl0rEx3Ev/lMYrtZYnOuZcXGR0kmuFeyIrgVyzbTJUvJ+jK676Wz60L7f1b6JV6Xf1fHRGRpwLjvqvRc8fwqoHpLAeU1NFNrNBqNxsFgU5wa38DZW7xiQZk0X0mqW+Kfsji0eP0sNQzf/vQWzNpkH7KYoux3ab/oqUFpLs4j9fmVjWuUVJoSZuUNKe0zjYopZvbMKnk1cePGjaGHKT3VaEPLyl2MSopI+0ljM6ZJm+DItko7LM/NCm+aAVasq4p1jH9z74z2t1Htt8r7N35HJlhpJmJfKrtzVo7Ha2pGuLZ3rl27VrLjDNXzZktKvzXbUGy3aiu7J9gn7pXMu7tKhm1UZZOyPmxJk8c5rZ4d2fXZF85Ftl5bvTuzuN+RFiaimVqj0Wg0DgarTO3o6Ohc2SYqe1gmLbBdSkrZm77Se/OcrGS5QU8feidl16b9jcgS52beP9n/s/FQ2qH9Mc5nxa4qyT22w+tWyZerfo9w7dq10qsqjqmKkcliHMmgKcWNJOcqCfEoGXcWSyTtJ2/NWDAZ+xabDUubkBlmfSY7JVMajY/Hss8jVk7Nhxlqxmoqe2+FW7duDffbVm1Btv7EaM9vRaZBIbNY87bk31Jtuxvtb97b1BBkyYKr50FlN+Pfsd3M85TH8D2xZa1HiZnPXGPTUY1Go9FoPAbQL7VGo9FoHAxW1Y8XL14cUl5/V1H7kdPHmirxPOoAqqGi+tFu4JXre6burFRU7PMW93yOI0vTxbmt1AAjFQL7PKL2a7Q/+519XFMh3bhx48QBwW76sY8MPuXYM0P3qpEY7uSjmnWVU1MWcG4wdZOPjTXYqn3M340sCJ/u0FW6rHg+q2WvqZjj33Saofpx5HBR3eOZc4kxqgfGvmXXziqAV9fmdzSJbEn3VqnyR85fBu8brlcWDlQ5po3WpXIM4vzF/1fPAZ4zeoZQNTlaNz43qz7Gcbu9KmXhXr+GvzYajUaj8RjCKlO7fPny0Pg+YnFsx6iMhWuODiNQOonOIQzUpOE0c+muXF3X3OfjuVki1tiPLS7kxBYHji0BlVtZ8Og6a0zt2rVrJ9Kog5MzKYvrTIeOyLYYvFux4lGKtSqwtRqnxxLBsIOYYotMoHL+qRw54jhZ9TnrM4N56ThCB5K47+hgU1WSztgk93E17qx9zmcGXjv2YS3MKCuTVT3HzuMYUj27PPZRqIWv6zWtNCxbcB7Hu1EQ+1oIScXcs2MMXidzz197nmbXybRUGZqpNRqNRuNgsMrULly4sKc7zdyyR8GOPKeSOis3z5GeunLlz8prVKmvqIuO31FPXEn1I5ZX6a0jA6F0zfYrt/Ds2EqCGjGrUQAyxzEKuYiI0rjHl5UwMXjtzAa6lj5oxPbXNAHZeEZpe6TcNlTND6XdrFyJ4fvKRTAZwJuljqtKC9GGk6XJqkqMZAHbTObtPo6C5r2GPpcpyoijo6PyHo9jHmlbpPPZnnlc9l21hzKNDe9V2o8y1/dK61I9jzIWVLnwZynWqnHy/yObaqW1WguDihi9P/icbqbWaDQajccNNjE1elxlb/oqaHCk+90aNDySEqqULKPCe5QksjbWUg6NWJClUX+yUGZmU6s8JM9jH6u8Rs/DJreg0osTN27cOPnNiXLjXFTMeUuSWBadrJjsKHC7YopZKiAygKqEfbw2PylBZ3vJc8K5GCUQYHq5SqLN0sH57+ozS2bgcfgY2v1Gqeq2psm6dOnSyZ7J1qB6RlTedLF/a0mCRwyq8n7O1pLMpbqnR9epGGH2DK6CrrlX41pu8d6ssMbIRjY1zsnoWcIxr9nym6k1Go1G42CwytSymIaMBT2aVDNbUuWstbUliWdlhxrZj6rEm1Ui4IzlWYJlzFRWfqOS3qrUMJn0szb38fsqMeooYWqlO6909Ddv3jyZF0vdtr9I0j333CPpdM1oY7JUn8Ui8dqVJJ2lhBox9Oo6lJhpnxh5llYxP1kKOUqj3N+ek1gcksV117xhs/l8NPcG02KxjE3G1NzvtVijo6OjPeY38qYkRp5yFZOtnmXxb67pKI0UWWO17lmKPRbkpT17xNSYpo1ppuKcMVVXpY0b2dZ4zJodOqKKwx3ZJtfababWaDQajYPBKlO7du3aXgnukU5+zQsyorI9nCeOpCoamkXaGxXbyjw0K1vTeSQmS5qMnYrzWDEP/p5JKSOmFNuKY6liqLaw4ur/IziOy4wt9tt2NkqWlvhHWUgIMqvzxORkHmVkNVXZ+Wy/8bPy3BwlQ/YeYSxaZGqeU5Yt4b24xm5i+6NYI9rbqhijyIDdX85BhePj47240uy5s8XrsRrjmv0qs4+NGEU8LvaxKrGV9ZVMjbGuo0wf1TODNq8shpf7eS2WM37HfUVmGM/l/PF+yjw0t3gpn+nX8NdGo9FoNB5D6Jdao9FoNA4Gq+rH4+PjvZQzkXJXKge6bGZ0skqrs0UtSLUPVSGjoFjWgcoqbo9qAmXfZ8dxDvyZpXCiQwgDaitVUrz2eVLP8NwqCWlmnN+K4+PjPXVZVD9WRmkGXW9xEKjcfkeqxLUg3Hi++83A49F1+On9Vrlpx+twP3guHHwd1Y902Lj77rsl1ZWPtxjwiUzNxXXjPo9qrkq9VeHGjRvDCuFbE/1u2bOVo9UovVOFUSiB15/PlniO14zPpspJK3s28hlIB5W4t6qwg8rFP7ve2lzHdVwLIRmdP0o8EdFMrdFoNBoHg1WmduXKlb23dxacWgU9jt6qlSMDJYuM5WVG9vj/yNRouKyCVKObcVWmhMgM31UfR0HLdGtfM+qPDMTV/6N0vBaIyjmT9pnOmsR08+bNcn2kvExQbHfkyk8pfi3lWvZdlbQ39tEsiGmdOD+WrOPf7pPZFVNcZQ5DZmAVM2e6rHisnXEqZsC+R1RrmSXBNZjajcb/mOSZ116Vti9cODk/u/ZWDcoo7VLl9s+5jt9x39FBLmMcvNeq6uLSvit/VVonY468h7NQCI6BaQXJ7it2GY/hfUOnj8whbi2VX5YSzWim1mg0Go3HDc5VeiZzl6frMbElWI8SxsgFtkr9M2Jd1C3bTmUpxO7SWUqlkft1PC5KzpXLcDXeCEpEay7EEZUreYZqHFvsb1nweAWykbhPOCZKu6O0VZXrcRU0H7HG0KLdzwyNbvOjtEWUtil10037PAUzmWortruWKHwUvFrtzRFDq2xoZpvZM2FLWIGU37+ZK3dlZzlP6rvz9I17k6wktul1qYqCZvca2W5l58v6yO/cltcjC9yv1pAsL7OFVoHoTJMW9wED9N0XjjfTKvG6FZqpNRqNRuNgsMrUjo6Ohimh+EbP2FwF6lXXEhvHcyrbXcbUqCMnUzPLGnl4UVJhiptoU6lsT9SlRwmEUvR5ClhynNWxI/sSx7mF7a1JTDdu3NiTViMr4XdkdVny2yoBaiU1jvYh2YhtONF+ZkmySsfGPRV/81y63SrxcETF5hjImpV14R5i0H/GXnnfVp9x3WgzIxPYUtRz5O3mcdKeNzpnLZg7tkPv6zW7eTy38oLMWGTF5qqk6LFvvN6W/c1jmJrOn1kQO7UFHOeajS/2qSpnFH97NMk6Rgn1I5qpNRqNRuNgsMmmVtk+pO1FBrNUQFWcw8ijco0dGJnOuWKCIw/Gyr7Hfoxi3MgeR3pjSnFZiiBef2QryfoavyN7GCV1ZV8z+07E9evX99h91OczdVKVCijzDqs8WkfSN+eUUrH7k3ntOfky7WXZPWGJmLYTS84ju5XbZ1osMt4IzhfL1FTsMrZHWwql7ijJk5l5XPw+YwS8boWjo6O9e21kC6w8aLP9W8XtjeLUKiYxigHjPJh9e39kDLoqT8T9lpX3Mfyd97H7kXmTVvca2TGf2XHsBp/bI8ZOVG1FbLGXS83UGo1Go3FA2BSnxiwKEVUyS7Kskc50Ta96Ht2zJZjICMgWWfaiikGJx1ZZIjL7X8U4quvHcyiFVAl6s7mqsoJk2JLEdeu5ldQdS8+4T1GizhIWR3gusrVkphpLwYw9ypLFVmXuM80A94bPMTsZnWM7axUvljGQKgsMpe9MQqdtkm3GeTQqOyZtalkGE88BGUFmN+M+Jpskrly5ssdstzxDiCwLCdk+9/4W+1yl0RglOKcdKWNqVTJq72//n8w6nlNdbxRzWPk1VPswtsd3QNWPbFwV4rqdx69AaqbWaDQajQPCJpsaWUL2pqxsaKM385rXY+YBWMWp0WYT7SL08KnGkTEo2tIYe5RJZpyDyptzxEA5vi3sqLIjZN+veTeO7HBbEb0fR56za2Xao72ysqFxTbMYxyp7CllPXAPvp9e+9rVn+l9lU5BO94ZzMN51111n+sZxZrF7ZDu0i4zszBUzzOx/PJcxZpnmwzYhMjba1LL4wq05GS9evLi3lhnrqmxCWbYQrje9ILmXMht75TWcFXz1OnDt2Ld4TpUFhMjW0qhskNn9Wz1fsvEQVfajjNVV16VXcZbNZS1jEtFMrdFoNBoHg36pNRqNRuNgsKp+vHTp0p6baUbpKwq6xTBYBQlnarsqESbVkFH9aPq/Rqljqis6NlRJSLekq+GxWwzRRmWMzdo3KtVitm5bS4Fk7W45hyEKsU9MjUN1BQM/pX0VEdMTjcokjYL64/WyBMMPPfSQpFNV2yi1la9dOV3QASKqZFl6xm3QCWOU0o1u4NwH8XpUP9GVP1Pn+29WM2cKpGyvMpi9wpUrV4b7jer36v4YOeEY3A/ZPqnul5GjiNflzjvvlHSqtvW8Zf2p0v5VDlAjpzN/8nqxj1VSgUp1nSVCIKhCHIUQrPU9tlP9n2im1mg0Go2DwSpTu3Dhwp50PDI0rxlws3Oya8bPzMFhTTKL16OUa/dYSxqWoLJ+McVR5Y47ClLeYuisXLn5e8ZAaLCtHHDidbNCpaPrjvpa4cKFC3uu97E9Su08JttvdKSoHEMY4hF/q+aFgcjxfP9GN/ZsbquSJlvSZbF9703ui5iWi6VtKhY7cvCqXLezJLhkagwEztz1eV+uJXGOabKM+H+mS1tLkByP3fp9nK81hjY63+faYYjjivuE2pxKizFyZuG+GxVbpeaJjLRKzxV/q0J6Rs6BBsMMMkcRBl2vrXUztUaj0WgcDFaZmjTWG1eSfmVbi9/x/5XLe+bKy4DZyn7B8+NvtLVF6dGMiLYFjidjPLS/VdLcKMFs5fI6arOSyDKbBNthe1ukrDWJKWNY2e+Z7Syek6XJYv9pC7A7dZaAtZL4sr1KG9YoGTHH5b1DOxmvF/tIRlgFhsc5qcrwMGRidD9VxS8z9kVmVjG1jIFkbDhDliZrZMs31tJvRayFEGW2myocaOSKXiVQrp578TuyoVEi4DWN0CjJd/WcYV+37PtRP9g+bbrU2sTfNmuIhr82Go1Go/EYwrmYWubNQlTB16NAzCpQO5O6KgmSZTDi25xSh0HbTZbCqUpbQ5tOJm1Rqh5JObRlVCVWRt6Ka+uT6dLXArVH+vc13Lx5c+ipVKXTGQU2U3pfK3e/xhbj9TJJkF5m9mTj3s1sALR/em+yb9kYaDuryvTEdrxnuUe27FXONRMZR2bFPVol2c1sYFtLz9y6dWtvHuP9OfLs9flEZQ9bS0Qg1Yxi1A+ye6ZN43FZe9VzYeTfULFX/x7nsZqLSmuWpZ2r+poxtzXP7NH9tOa9fNLW8NdGo9FoNB5DOJf3Y5bCZY1lZTaAqpzBFsZGbzSWA8/01NRp0/6SJRatPIgq76CRvYrI9OG0OVDaqcaSobKhjKSfymb31ng/Hh8fD5lllaLJ6zNKQUXWXaU6ioyg8iwlY8q8RAmPx7av2B8mwebajmwpRlWcNtM6UMrNpN3Yn5FtqrKPRe9H2q/JIjMWcd6ikEdHR3vFfDNNyhZva451i9ajOpflhCobVNY+91J2TuVpXrHvjKlVacBGnoVrHtOjtHwcx5Y1ru6BrLxMlaqwQjO1RqPRaBwMVpnaxYsX9yTYKMlS+iW7ojSXfVeVJ6EXVzy3ssNktpaqXAzf/KPYH55LaTyTfozK+zJizRZZSd/xehUzHHmtbtWpZ8dsta1V51TFYrn+WTtGVayT9qXY/lpsU8bU/J33yCjWyMeaYfh67FNmUxutc9XnKsax0nhkzMCo4tRGxS9pd8uKQ44S8FbgPTZip1WMY8SalqWKeYx/r2UfyfaBQVvjFkZTaWq2eBNzLjJv2+ralWdwROXJuKXEDffsiPHy+TzSUknN1BqNRqNxQOiXWqPRaDQOBqvqx6Ojoz1qnVFfqjyoFszUTmynSq6ahQPwXBoYM1d0qpK2qBBZm6pS8WXGd7a1JfiRY64cbrJ+VKqQTKVYuTNvCdg21lRJV65cKdXTozGPEs6ynhr3Eh2JMlULr0v1STyH88D9kBmvaQRnn43sPqjSFRmZAwyvUwV5ZyrAKpyhcu2P/a2Cr7kWsf3q/8TR0dHePZ2pTdfSymXPgUrlzjXN9n7lhDW6LzlfdHTIAqjpkLL2fI1/c19VtS6z/jMonnO2JSnDyITBdtkewzji36MalmfaHv7aaDQajcZjCJuCr7cE5FalIEYSxRZDNq9nZAk94/+zgL8qlVImAVRu/5VBM+tj5ZaducnSqFu5f2eGcAY5Vi7qI/f8KlVQ5lq7Fbfddtsec8pc7MkguA9GQfh0/6cEOAqKN9xHsj+pTnXkvUNHoqyPDJhmMHGUjjnWKiwgwudzzEw5REYX26sk9uy6a6npMsbIvRjLPGW4fPnyybWpUYl/k4WcJ4i3crnPrse9SIe1LIk12+EzMWMrfDZwPNVzNpuLKsVaxtSpdamer5mTIDFyxOKYq8Tk0WlvFHqVoZlao9FoNA4Gm4KvjS3pZCqbx8j+UrmPUrKN165SQmWutWRm/o0uoqOgVIKSxSgFVeZSn/U9nrtW2ibrF6WrUfonjqOyx41S+Ky59sd0QNkxlNIohY7Kk6wF3WaJUbOyPdm5sR/eI5XbMtuO46mOMUth0VDplP1Uts0sRMYYpVCKiOvIQq0GbTeRdVWp6sg8MxZBhlvh0qVLJ+dnmhTfH5wPMrRRiqY1m9qoj7QjZjYpp+7jHmLISpynKtlxxQhHSS1GrK465zysqEoVtyWpdPXcof0s9qFd+huNRqPxuMMqU7t06dIe+8rKulReSLQrSPsSc+XZx6Bp6fRtTamaUn0WQEsdNyXAkXfVWqLP7FxKOWwr9rFK+1TZHzMbZeVtlDGqysNwlNqnSig6Sk7r81lSPjuPY2PaJelU0qfdoFqvUUq3SouQeT+ynNBICub6U/qmNDpK5cX0b6NUR/T43MLcKqZbJSmW9m1pVVLxkeZji03Nc3/HHXdIkh5++OG9MZ8n1dWaVx7v5cgWqM1hIDO1DtL+vNPmPdJeVXawKrHyaDxExnRYqql6VmUJwteSMGT3oEGtmfdFfB76tyrxAdFMrdFoNBoHg01MjYwpvukrT57KmyYeU7EQo0oEGo89T0xE5eWUpdZaK1Mz8u6sUg9RH57ZKyt2N4o12crUsu8q9jWK3avsmcTFixf3JNpoc6Adgu1m7TN1GlNRjVDZXUYen5x/MijPYxzX7bfffqY9JgTPNAMG12rN+y22w7nwuYw9GqVpq9hX1ISwcK6P8afPjWyM+20tKe2VK1f2PCVje7525fE3ihsj+6jS52VaCs41bY8ZyzfI4DOmUzHQiuFk2hfayagZi/d0ZYOu4kuzmMotMYccH214ZGNxf3jdO06t0Wg0Go87rDK1K1eu7OnqYwyBQcmVjGaUFaSSzEceeJQSyBgjKq/NyuMrtlNl0aCXWnZuZVvLPOgqCb0aQxY3VLGvUUaRapzZ3DPWaI2p3Xbbbaktjf0mg6FEGZmF26tKdFS23QgmSK2kxwjaRUbr4f5W9ohRBpU1OzNtfNlY3X96IcbyMbwebd+0j8Vzycx4jsfngqrS6XrZPrYmbd9xxx17HpM+N7sWGWxm41q7/0cZRSpNikFbVNY+9122/tV9WLGh7LnKtdxSmLXKHFLFEkesMbVM80GWTA/RuL8ZT9zej41Go9F43GCVqV29erUsESPtMxaDb/asYGDV7kii4lu6Kp436gvbGpVKqOK3KjaUXYe2uy3509Y8J0eobEWZNxolwy3nGGvxKHfcccemGBbmF6zsexGMleK5mbRNr0Pr6qssDtL+nqCdIissyjncEi9oVPZXzmOUZKt9TRsLs4TE3/xJhub/x1g6MjWeQ0/R2KfMZpIhPneM2AdL7x7TWntSXXLGqPI5Zqi0MFk2msqeOLL3VX2ubOxSzarIWrPnXHUs2x71dQvL5JySvbIwbDwms3VmaKbWaDQajYNBv9QajUajcTDY5ChCdWE0ONJppHLgyNLsVOrHLcbJtWDLzHBPKk91SdZ+ZTgdUe/KHXbU5ypxceUoMHIyIU0fhSysqWIi6OBSqSqMK1euDN3X2e4oESrB1EwMmM3clxngSYN9ptag+pzXyVL3cP4rd/zMUYDrUZVUGlWv5t6h40rmXOD59KfvDTqBxPaosvT/GdKQzUnmbBZx+fLlPeeBu+666+R3B2LTGYJB49marj07tiT+zRyp2HbleMREEdk8VSrQLaE9lbNUdq9zb2YlmypUZqIs/ZdRhUZQ/ZglNK7mfO8aqz1vNBqNRuMxgk2OIgyOjW/RqrzByKGhKjJYBVJmAY1kcVVxu+ycrNCidFYCILurAoQziYqOJ2QTWYhB1Uf+PiqtY1TBpFkg9dZwh9gnzl9lpI/zmbEhBmZX5TyycAk6P1RB2dk8Ze7Xse3Yb16PTiUj55LK/X8UdrDGmEdpoSpHAIYBZCEEvI/oBBLvFTr2VPdeVrbI6xIdATJcunRpjwVHtmg2yEBw95MsL461cvKqnHQiqudcdh9Vx45SrDGsgIxpdG/w2VFdJ3MuqbRmo9JaFUZMinuD2hMyN6kuA1ZeY3NPG41Go9H4nxznSpOVle5gGQ2yn1FKJUr+TJ46KrPBwF0Gf2f2ozVX95H7eiVdjxIMG1XqnkwSrJggpcrMpsaxk6FlDIR9pmQ2Ykme84qp3bp1ay8AeFRGyBjZVClRMqSkctOP7XJfbWG0tK1y32X95zlreyiiWp/s/9xf1Hywr9m5DLKmjS260zNFFfd1Jt2fNwHx1atXT9iY+xDZne1rTMk1CjA2KjZcBXLHY6qk2Fvc143Rc42hL5xj/j+7RhXcnyUIr5IX8Hmdsa9qfCPNAEMhfIzXeuTSv8U+LzVTazQajcYBYZWpHR0d7b0po7TtNzpLwtCbb+SlUxUdzEpz0FuLdphRok96XFWeZvG76pi19DXZONnHrIxDVRy00uFnfVv7zNp1X0aBoQbtF2vHxXFFULqmXSxLk1V5O7IEyIiVML0TvSCjBF1Jh5TcI2Oj1HseewRRsf44JxV7dT8YSJ3NJ70deZ3snMomTeYbv9ty30iL5M41zdJkvelNb5KUe81J4xRU1fqMEjhUnrnZuHhfVmPOPKfpWVw9S0Y2tcprffQs5jgq++zoXHoKZ/4NLBZLW1pc65FGLUMztUaj0WgcDNaDEbQfWxLf3kw9VKXNiqDOl/8fSYlG9VsWI1HpjUcJTCsbQCUlZNJI5Vm4JQ6LGHknUiLkeLI+r8WyZHFe9HYbpRGSFunffbJEFj3l6N3GdRnZYcnm6UFJu1L8rbI5kDHG8W/xDjUomVcplUZ2iio+MosV9Vz4N7Mun8s0VnENGO9H5pal1qqKqzJBdNw7LIuzpWyRz/e5trvEvytbTBYDWNkAKwY3sj1VydczOyKPOc99WaW4ylIWVnuETH7ERNf6k7FKgs+h7H7yfUuG5vWMNrXzlrxqptZoNBqNg8EqU7tw4cKe92O0HzDWqCqQmUkUa7Y12k/i35U9J4uH4hu+Kg0Sz6GENMroQVRSPaW5TD9deTmOpMtKAtwiEbKNEavcwqB5LvdDlBIZs8S4xIoRxO/MKJglxsww7tVqzZikOI6LLJjeblu8+Sr2m+2DygttxNRoi6a9ufJsjH/TFsk1HrEW2tAy27slca5ThUuXLu3dl7FIKPcO1zuLX6V9asuer8ZM7+RMs0FseYZUsWxVG7GvPJfPiuxZzHu4eu5lzLfqG7VccR+QxZGpscxMds6ahqiZWqPRaDQOBv1SazQajcbBYFPwtUGnkAi6/RtZReoqWScNm5n6saLBI+eMtTRFmYPAmgrxPLXKquDkzNmgSqS8JWD7PAG7VRsj9UblVlzh6Ohobz9kiX+teqDKKwvPqBwouHes3rLLd0SVJDhLVl3NIdXcmYqc6pgtLslUIVXjjGrVSv3I0AumwMraW0suHv92X1kjLXtOMBB3TXV9+fLlPbNB3Dt0HvEnx7olTRYxqjdmbEkWzHupUtNmjhRsv1J/xnnkulRrGtuuQobYZuYoUplK+P8sOTGd2ZguK5sTJgiv0Eyt0Wg0GgeDTcHXW1I0MbktnTEySbYK9KsSAEv7pRmqEiqZxMQ3PiWm7Jyqr1XAc3adyv07k5iqY0dG5srQPXKNN9YCQ0cJWlcNthcu7FVBjpJlFSpihjEyvrO/bjdjZobbs1RfOTdl+8CoUq5l6b+qvcM24/VYroQpsJjySNp3yydj4/eRqVUu5FXwb+yb59PSNRlalqpuKy5durS3Z7JyO2Rq3jujRBFrrKQKPM7aGAVY81lUubpnoURVHyonHWmdZWcssNqTbGPk1FKFEI2qz5OR8VkQ2d0okUeGZmqNRqPROBisMrWLFy/uvZGz0jMMpCXbGiXTJagXz8IB6OpepcCK11tjWSM7nDFKU0NUtsNR4G7l9k2szWHW12xO1vqU2VLWGJpx9erVof2iYmqW4pxEN0uxVdlFuWeiLYT9ZvkThq7EflfMjCVVsnPI2ClxxrmnjcvHMhltFmpRMTSWkYlzQhd+zmvGaqp7r3LTjthayiRqiNxO7DclfrLFzP07S2mWIRtzZUfekgJtzbadXad6/lQB3VIdbjKyY3IvVus+Svm2xtQyhh3DM+IxTNYQMQoePzOm4a+NRqPRaDyGsCn4+uRgpCKK39F7Jert43GxzYot0Hsn88CrUittYROVRBEl9LXyLSOWt4VFEZVktGU81L8zUHhUVK/yGs2S+1apgSrEAFquW/zbe4ZJlTOJukobZTBYOJNOKwadeVdxjBVjy8ZFewFtbVmqI/5GyTg7pwqcJnPLUl7xnKx99oPpqzhHTFLLa0q1R3C8Bvdt7IPPZ9AubTJZSj+De6diK/w7HjtiDWROW8ribPVGHHmlnsfrmRgxMn5fMTLu8+y5Wp2beYz7N9tL1547zdQajUajcTBYZWpXr14dehRRsmOiStoGpH3mUHmLZTE5FfiGH8WNbWFBVYxJFS+W6e55/Urqir9VEmElsWfHrqUBiqCOfiSpVbr6Uds+1sw984L1J5MUW+J/+OGHV/tfxXNltiDug8orNoJS/shWWO23at9n9rFqPNk9UTG0qpxMBtpduO9G3svcQ1nMKpnNSHvgc91+do69Hf0bGZqfP/E+qTRDZFSjlFCVtyh/j7+d596u0m5VNuQs0XRVZDmzx66lv6q8y6X9Z+2a/VmqY/S4Z7L3BZOZV2im1mg0Go2DwbmKhGYxC5U0Rcl2S8aFKl4ok0aYMYCeTZmEblSlaDL9NKWpKvtEZvfj9cicRsUoKT1ynPFcSoKVdJdJhJReGSc1ivdb1W2H37M+MHExpbZMGrZHJPtUxerFdfGeqeyxWb/Z3nlizao4u0rqjn1kQVMytCxOjQyNJWgYUxqx5jkX16BKWk77YubVt9WDNturmVcqNQBkapmWhwyDTJb3YOwvtTBVkeLYDn0Dqn0Xz9+6r2MfqxIzVamlLeB+yMZXabEyxl75JFRtxe/4vCj7vHVwjUaj0Wj8z45+qTUajUbjYHCuhMaZuyXVfTS2Z4Zmg/S0Ur2NgiBJw7c4phBbXHjXkB1PVcUoGLpqZ0s/qjQynPOM0leu25l6cqQiyHDjxo2huqlKlkp1QwzEZCotzinHlQU2W2XFc7J18XdWa9GJKVNL0bHKqNR2UR1I9TqrVjOQOvuOiYxHTk7cK1XoSpZkgGpMz1G21tV+q3Dp0qW9EKJMnU3HAyZXjnNeqZA5L5l6ttorRtbHKsUVVbrxuCqdGM0c2b5bcwzZkpy6UiEamas917Z6rmfnZGpN/r/ak5Uasplao9FoNA4Gm5jaKLEsJaZRMkujchDZkvS0knLI7rKg4UpyYtvxtzXJMpOY1lyDs/nkuKq5GBmZK9dh/h6vXaUOG7mqb8Xx8XEpnUr7809no2wcTG1lRrMlJRldgqsA7czpo3KWcluRTVau7pzzzNhPpwIyNv8ewxycxNnH0OV5FDRfOQpVDljsbxwn7714Dln4mrH/0qVLe/OXOUdVgb7ZM4VrWPXNn3Ee+RuZ+igJcpWCLDtnFHCetZ+55685wsVz2D41bVuYWnXvZQ5llfaoCuvK2vF16DR2cnz6baPRaDQaj0GsMjWpdi/NjqGUOipdUbGFtZIt8ZiKlWRhAJkOO/4/c8sfMY34e6ZL59j5febSX12HktOINW2xW1RB5dVnduwWjNL6VKmguIcyd3KynIrpZpJsxULMeKI0SfbIVF4sEZP1n2DfMrsIPxlIHW1qTOK8luoosgGuM1lrxjw4x9S4MAhc2rdJrqXJigmNtzCMKpg3s6dXGhoG7I9s3hzryGa8xkpHNq6K3WdzUmmk2OYolIDP3ur/8RxqL/jsz8J42IfM/sb+r91XJ/0a/tpoNBqNxmMIRyOp/sUvfvH5XAAbj1s861nPOiPW9t5pbEXvncajBfeOtPJSazQajUbjsYRWPzYajUbjYNAvtUaj0WgcDPql1mg0Go2DwdClvw22ja1oY3/j0aL3TuPRInMUWY1T+7zP+7yTgnyOO4mZAlgaw8jKDvA3Z4c4TxmCKgKdyOKrqhg6I4v5IKo4kuz4Ku9hdk5V2qKKNcpiW5jJwZ/Zuvk7x2Y5DspxJF5zfy9JDz74oCTpgQcekHQ6jy94wQvKPjrTRlbc0t899NBDkk6zZPD/MSarKpZZFTMclb2oyu9kGRDW1mFUeJGxdETW9nnKhFQZI6pMGaPMQOxLFu/F/IpeY3/PAp6SdP/990uSXve610k63Usf8AEfkI7poz/6o/XUpz5VkvSUpzxFknTnnXee/H7vvfdKku64444zY/J+ZcHM+DdL9HAORqWaqnnK9lIWjyrtr+2W9a9i57IYsLWinVlZri3P3tivUf8Z0zaKi7vrrrskna6N90l8TrzhDW8485v30Nd+7dfutSttDL5mUF/cKFWlYQZHZ4vNAa4FZWfghhkFCFcplLb0sapImyVqXauOO3qojF6SFdYCNrO54NiZesYPqLjWrDs1qqTsMYwC390eH0SjulPVg6faM6MUPWspe+J1eEyVWDuOYxR4Hv+f7QfumdHDZUuqIZ5jrAXUZwHyvNe9flXyZ2k/acBakvELFy7spUQbBfFWNeoyYYPrU32O6upVNRIzIYRzu6WmXHX/j66zJhCfJ4F6FbA9SthsbAmAZ/teawspFrbj+aPK9BFtU2s0Go3GwWBT5esqyam0n4LKGL2liUpSyqSSRyP1GGRVVcmTUR95zBbpflS+w6ikrCo9zmi8FVvJJDWOxxJulJQMVhHOqgpH3Lp1a8haydAoQY/6y+rYVemMUcX1SqW0pUzOlkTNVUqjkUppTTWVnVONvdJEbEnLNCqPRPbG+bK62KolaT/N21qqtTvuuKNMwyWdssHq3hqVulkb60j9WD1/sv9z3reoEA0y0POYIaq0g2xz1LdKZRnvJ85flT4tO4fz5vU0U4v3E/fMWmL1ZmqNRqPROBhsYmpM3pklYKXBfktZl0riG9nUqjd9JaXEvyubnT8tLWTtVvr4kb1qTRIcMQKDkntWjJDHVkUCR2yysq1FuwbXlCVOiBs3buz1M7I7FrOsijiOSqVU0m9mpK4SolYszGPIjhmtZTXva4lms3OqcWYMlOM8D1PjuSN2UZVWYjmerPjlVqZ25cqVPYcUS/HS6fr6GBYHZgLq7DdjLRFw7O9aMt2RbX2Lc8kaRszQ7Xm+6Kw3KidVOZWMzh35TcT+ZIzXoBbQTkbxOUFHpOw5fWZMw18bjUaj0XgMoV9qjUaj0TgYrKofo2vtqAJ2VbF5VAm2UtOw/dhmZcxlG1nNqKoWWebMMjI0R2xx2GBdsJFzAdurKnxn8SKMT2MtrkxFxv9XIRrZsWt1oo6O9mtixTAAq6mqa41qK62pRzLngkr9WDl2xO9YkZqq82wuKrUj76NMhcQ9SXVgrEdWOTpV6qDseiPHEI6hCi/g3hlVvl6rp3blypWTYxyfFtWPDBugejN7VjGOswohqdSREWvq+/g312HkKDRyVorI9hZVsnzeZffTyBknXmekfhw52Kz133D7ftdEs4fVj3fffbek0zjWCs3UGo1Go3EwWGVqly9fXjWOSvtSDt29M8kjq2yc/T5CZdjOqiWzSvGofTrHVMHWmYRb9aUKxo7tVFKvP7PsFGRqrIScMTW2SyO624jZPNjXNYksSlvZ2NcybYyyeTAQk+vD70ftjdzoqYHwHGdOJewbg9MpmWdScOX6znFlTK0aXxUwHlExUCPbb2thJiMnjbV7++rVq3sS+j333HPyu9mIr8n1zrQJZGbe41XI0sihpnIUypyMqvkfBUPzGbG2ttJ+GFXlKJI5T2X7KvYn0ypUmXn8mT3n/B2dzBi4H7PHOLOQnycdfN1oNBqNxw1Wmdptt902lNoqV/eRnYLt0R23csGP59K24uuMUrK4j5YAiYxtVWmrOIYo4bgPVc439iv+XeU2pB0gs8dR8iTby6RW2rVG9p7z5COUzq5F1u8q9IG/j3LHcY9QOo3rUkm7I8ZYhRlw38exVrbnKrVS7KOlUTI1jifbb5VrOPsa16Cybxtb1zq2m9nULIFvTXV09erVk+DtJz3pSZJOGZtUhy343s40Rnw2Mb1XdVwG7iVqRaTTeaiYbLbvfT9WNuKRPwBZMJnbKMylCgMY+VHQrsn7KkunR/t5ZSO3a790akv1dx183Wg0Go3HDTbZ1CrpVNp/G1M3mknBlBwoGVGqixJAFWi6BWsBtBnojeZxMk1TDAik7Y7XGXnKVfYKY2QPqdhEBq6b02JRMsukurUkuHFMHHPG1DiOirWybWk/XZLbpxdcPKaSsrP9sBYMnUn1a+mxKo+9+DfZF1ndKF1RNX9mEZG9kLHTvjSyZ1LK9/+ZDT+i8u4k7rjjDj3hCU+QpJPPqGGhLY3fj+xiZHGVvWykueH3nrdog/Z8+zvOh88dsbvq+l7/+Nyhfcysn96QmebD57DqAff/yB5XJVqI46Y/A6uDuM9x/GZo/qw0bSf9Gv7aaDQajcZjCKtM7eLFi6VUJO17yVXsJEqjftNW9oMRI2AfeO4WFmRQGokSU9UXSiWZxFTFb5BVRNDLjjE1nlenr4rMwO1WHpQjWwrbcwxIJulS7856VBlGLJWSsv/vPpk9RmZB+2uVpDiLu6GkSo+vrGQKWS/tk6O6XWvegdk+4HzROzWzuVSesr4n/em1zeaT9y2ZcBbv5/vXnmoxgTGvw3ttLU7t3nvv1ROf+MSTv9kH3necgy2xoBWDHrESg+fQrh374vvEXnzcQ7Ft3gtVuSSuQfYb49b4/wg+PxmXmTEo7h0+3zKWT00EY6DdfvR+9Py5jloztUaj0Wg8brDK1KLk4TdvlMAs/fm4iknFt6v1tn5LkxVRWtySLLby2onfMSEmJZYt3k5VXMeIEZCtZizC0jSTwtJukUmglTefx5PFmq3pw82WRtLWmrR9/fr1PUk2Mhr3y2NyNWRLZJZsYxmcqqp3FesY19jSn73orKP3Md6jmY2r8mT0GLKSOpWtk0w+tu3rVRKzj83YFhnBG9/4Rkmn96jnNbOpsX330XMSWRjnj565nuc4LrLyNXvsXXfddcLQ3If4DOE9xOTYWZxllYyc65J5/FU2TvfD85NVl/dzzv2v+iqdrr+/G5V+4Zzw+eL18fXd93hPVP4StL9m7Ct7H8TrjDzf+Uym5iPOvW2qr3nNa/b6n6GZWqPRaDQOBv1SazQajcbBYFX9GJ0BrJLyp3RKPU0rmdrGqogsSNBg/aUqOXL8jW35+llCTKpS6BCQ1XgydWf4gc+tHEniMYavy77H46gSYVqmyhU2tstAxlFQMQ3qTkHkNWBYQvyOtY8qHB8fn/TBKsS4d6wes7rs1a9+taR99WM8x99ZreR2/clxxX3g/toBgXvU/4+qNqvKuWeoTs1c+qlK4fxRlZr1n84GdPCJc/KGN7xB0un8vf71r5d0qn70nMW9Q1UbVcueszgnVgd5vp72tKedaStTldFZZi0U59577z1p32rILDkxx+FnSVbTzfNMhw3Phz8z5xiq9Kiy9tzGpMtUz3JufX33J46rSkzAZ0u2v6kyZzhSVMlyr3KOYt8qUBVcmWri31T9uu9ZdW7uwTWzRzO1RqPRaBwMVpla5oIdYSmKkoy/J+OR6nIGlq5oeI7H0bhKA6Ylp8giKnZFd+AsZIGskYwqY2pkV3SLNTLHFErvdPLIglcpuZDhUgqTTqV3S/zuqxmbxxMlNRqV1wy2se9eL7MzSXrZy14maZ9ZuE8MXpX2mRkZIMcV+2hJz9fxWP3pdEzeu9K+0wPDUDJJlvuNzIVBynFd3G+68Huc/v8DDzxwco7/tiH9/vvvP/M9HVfiviN74H7OAuA55qrkTNyjdMNeS7913333naxDZD8GQ08qxh6fX54PM1ofy/3n9TIjlU6fJ2aPdP7wmlsLEPtdOagwUYC0nvC5eg5J+8HcdKLyZ1w/at88r75P7bxlxHV0XxkUzbRW8Vns/vsYphTk/RXh+3dNQ9RMrdFoNBoHg1WmFlMd+a0aJRi6Vvs3SyyZ5FHZlqpSLVEasQRmqcvnWqrLAmjJiMj2LAFEabRKoWNQjxyPowRm6YNzFRmIx+g+WEJiap3MXsE55nplwYruk6VVX8//Z1Bk7H9VWoW4fv36yVy4fdvNJOnlL3/5mWt6Pqqg2HhtpjqizXHkgsyAadoV4pxTI0CplEwh9pHlUaoSIHEtuX89PkvQvk4mbfs3umNX5ZPi9WiLJgOJe8j3i79ze2SZUdp+ylOeIml7Ecx77rlnz0aUhTF4XsyyOPbINF71qledOZZsxAzOax5ZPm2rtPP4d7P9OA9kJ35Gkp3E78h+s0S/Uh4M7XGQmXq8UVvifcQ58L3o/2fPfn9n9up1subD74BYMshjZTkhz6P3Rxbm4GvH9jI0U2s0Go3GwWBT6Rm/Nf12jZKe9dF885J9RYm/0i1XKYkyLypKTJYaR2VKCHo7ZUHKBu0FtrUwxVIcD6WuUcAwJU/PK4N7Mxsl55pBmJ6bzAuJUhbT9MRz3G9LnGvS9vHx8Yn0bqkx2oLIQsnCsmTBDIJlH0Yl7KuEu7S/ZV52FTtl0tis/7w+NQdZH30uPUCZ7EDaD9CuSjuRWcXr+JNJFDK7KTUAtINkXn2+X+gRWOHq1at7DDrOPb0cK6+91772tSfn2Obo79iGkaW88vww5Rg1RnF/0/bssb/jO76jpFNWF+fYc8m+0Wcg8+416HHscZt1ue/SKWv1b2TbZnDuY2RJtId5/T1H1spEb1vPAe8ra9qYkCM79slPfvLemCOaqTUajUbjYLDK1G6//fY9L64YI0M9KnXy9EaS9hMIk2GQ0UTJkl5ovq4ZR5YmizY62sss1UWJovLCqeJ4orTlftNLbFRqnok83+7t3k7SqaRkPfgoTZL7zHIO/n+0i9DORs+lKM2x/2sJRY03v/nNJ5KgxxHHzLl1P30MvSCl/TIejOsiw4g2CMZkkYV4r0bmREmY182KXlaFHjMmKJ2dB8ah0eaZJbT2WvlcryFtuhlLoodpVXom9tnteK9mJXR4HbfPNGAVLl68uLcnsxJUVZJwszHvv9gH99vteo7pZRmfWbzvGDdoZDG8BD0p496xbYlp2DjXGcvkc9PjGiXfZgwdU2vx/5El8d5j+kGfE9emSoDP53q872iTZuJsoplao9FoNA4Gq0zt6tWrJ29es4UoqftN7ze6PVSo54/2KkoHfvv7Texjfb3occM27rvvvjOflKSkfdbBPlkKjhLM05/+9DNjtRRnjx7aCKKEZnjeyDhYPiWO3brlt3/7t5ckveIVr5B0qhfPbB3WXdMrzdKq5zGuged0rSxFtm4sU1LhkUce2bMJxDEz0woLLWYZMCjxm9HSlsZ1iv2vGCLtJtLp2pGR0x4br0OPOGasoU0tY06+rm0d0TYU24rtP/OZzzzTJ7KLzF7BLC7eB4yXdD9iuyw+WRVsjX9vzShy6dKlk2O9T+L96fVgeSJ6NMZ739dkLCZZnu+N6DnpY2nT9Dp5z2QlqAwf63uZXoLSvv2INjQym6woKbUJVdLqeB3G6vL+eupTnyrpLJt95StfeWZO6AuR2XCrOWfMW/QiNTKv1AzN1BqNRqNxMNhUesZvUUsu8c3L/Hm061BKkE7f9u/6ru8q6ZQVWWr0Z1a2xtdxzImv9y7v8i6STrMpWIqQ9vXQzLDh77NoeXqUMZ9ZVoCTElGWlSGOL7bPwouUdszgYryX18DS9O/6Xb9L0mls0C/8wi+cGWccO/tCKTxKRfQwW2Nqly9f3pP8Ml25JVh6bTHPY4TZ/bu927udOffXfu3XJJ3mI4w2NUqyBgsgxr1KWyDtLrQpS3XWCc5XpsVg9g9f33Pv60TPSsZB+VzvIfedHmax/54n30feX77PzOTi37Rbeu9w78a/q1JHxKVLl/a8erO4Mcc6mqHRwy9qUGgTpp2KnqbRk5ElYcjcGV8az/F88zmQ5aesvB0Z05iV+vI+YpYgI7ufyKC5d7wfs7hPz8E7vdM7nTnHz15qCLJ2OJ7sueM58DFRK5KhmVqj0Wg0Dgb9Ums0Go3GwWBV/Xj9+vW9FDHRyGcK6mNYGsV0NqqBbBi1ishGQdNl01dWRI5/06V1FGhM1/2qymqmqnK7VonRySALfnQffV0al7PK0QzUpdHVahVfL6a6cTsMkbBa127NTiAc26WLNdUPUe1E191RpXBpWQOqxuIce42s6mLgbOZ8YxWaVR7PeMYzJEkvfelLzxzHtFLSvjrE627HDhvwR67crDzORMPxfJbvYdKBLDSCaYLoiMX0ZrGPLB9EJwr3Oap2mBbJ6m3fmz//8z8v6ez95P3NIHMm/45rTaeZNfXjnXfeeeKwkZWv4l7xHqKJJI6VThZMOOzPLJzFoJnAc5ylBmOqOT5vvP5Rde2/OU9Mik4HEun0mcBnB68b9zdTxTHcgarluAYsDUSHPq9NfF/4WH7STBHH5b55fGtmj2ZqjUaj0TgYrDK1O++880R6yKRSBgf6NwaLRuOe37g26lOisBTi46JU6mMpxTFpZ2Z8paRWOWdIp1IGDah04bcUHB0IWDbG17UE6PFFJkI3VUssTFZsRhKlLbvb2shvxmanGbuDRwmUkh9drbMgWZa9WZO2j46O9pL6xnnyHqFLON1+I6Mxq/c6RMYaz6ULvLRfXseONHTkyBIFMBkwDfhxv3n+s0S80r7knBWj9FyYRZIZxutZYub/zdDNYrwGkU24Pc+F9yRdrLNyH1WxXfc57mk6CGRlngi348/M0cnXpgu45yBqeXxP+1yPlUkZ6EAm7QfbM2QpY908x8+XKkg5tsfwFiZS8P+zZMEMlWFx3HhPV0VI6YjidYvPYn9HZuvre92y4HL3hSXKsjnx+e7TWnq+ZmqNRqPROBhsCr72m9Fv2ehOXgXXMgFstM34N5Y9oLRFyS+2bwnF17U9hMGQsQ+UxFlKfCRtU09NW0tWeJE2J36fFT/lbz7HknQWSM2g3pe85CWSTufcrCWeQzdm9tG/Rz2518nrsZaUNoaDjCR0S7C+FgOes5RKtFtawrMtKNMq+Fi36z7RRhTh+WCwPW1cWVJiagRYeoY2qNieGa0lWfeRUmtsx9oKplyzVJytl6Vqz733DIOLo+TMIG6GBbjv8b5lCZu1NFnXr1/fu7ciS/Bedr+rNG+x30xcTrs/k0nHvcq9UaVci+vCZ4bZI1lKtBExobD7SiaYla3xM9Fz4IQUnrfs3nPYAoPHWSKIz/n4t89lGivurdg3z4Wf+UwMHvcOQx/WNETN1BqNRqNxMNjk/UgdZpamhLYnSwV+48ZURwYLfhpMahntMH77U4qn9BVZCW1b9CizRBslWUrTTFNDnX48l15v9OzJWAvZlttjaXmPP46vKnJJfX8W0FiVlvcYsjIPmcdnhuvXr+/ZiOK5DA5msGhWfp4SbFUY1VJwRFVmxdIxbS7SvhcaGZr3d5QeK3ZfFXPNvC2ZJJjMOvaRQb2U4j0X/D2bG9+LvOejvZkewGSvZLdx7FWqMOLo6GhYVJd72/PDwNys5JX3Ip8dLCeVpfkiS6BNNbJuPqt8D9sG7v9nrJvPHT5fvbaZfYxM2XPvfZ4FUFsDRO0B798s5RX3KL184/WovTCY7CKuW5Xuq0IztUaj0WgcDFaZ2pve9KYTCYb2JGm/YCS9cywtZJIz7W9MW2NEyZBSAaW5LD6JZTWY2ohxXtI+g6licpjqSdrXS5PdMWlp7ANjATlHLE0R22dCXrK6yAgoiVEizCQqX3tr+ZDI1CjxSft7h7FgjEGM37F8Ee2kWVoflnXxXvH8ZIVRWYKIrJfp0uLfTO/EEhqZFxeZIe1XLMsT4Xb9W9XnLJE27RWUsuM5jLPzfUtvxVEc5treiUVCM4bJOaT9LWNOTBLM+3EEamY4L1mBVia7ttbDTC2zTTPOl57GI7biY2yvMqunhiCui/vgc7x3mFKQ9tN4Pc9nphGKY4l9qLyIsxRlRpVukGim1mg0Go2DwXqwiPbLbWTF+mjPoY0j2lKoi2VZeEphmbcL9exV9oTYjvttycns0frkzE5BBmNQUop6cUpGLHniY6MEw3lizAk9l0bellXsSSbh+FiuW8YmyJLJqImjo6M9phGlONoCadskO4l/k3WRFWeFWMmYub/IOOJ39tKyREtpP4Lej9W8ZXFx9NAka83Yne8BJkjmvcF9Gf9mlhvGSWb3INvj3s2y+pBJV7h169YeK49jp2bIY+Waxj6QZZFRVOWXYh/4vONaZ8mirZHwHjJjy/Y314yaAsaLZcyJzw7aabMk5d7n1ESx3FR87nDdq72SxQyznBkT4UfQE7Ntao1Go9F43KBfao1Go9E4GKyqH2/evLnnph/Vj6aLlfE1czioglNpbM3oJmsRUfWSJQumusfBjzROjtIj0XBeqSVjn6hu9By57Wjs93dVzTc6n0Rw/jJHFP6fc01KT3VOROZ2m+Hq1avDPlA9xwDdzDHJcL9ZTZyqqiwFldvfEjTs76r6djZoR5UO14iqt2pPxWPpRGPVFQNcpf0E0FSdV+7o8RjuB65JHB9VYYbnMVNz0tFhLSnt8fHxyR5kIvDYDsdBV/d4Haqu+czgXGTqzirFGT/jMaxw7XnyusXnjtWKTIfGZy8dLmIfmf5vhOr+36LyY2hStb8zFWmVmiwLO6hUvxWaqTUajUbjYLDJUSRzda5+o4twJglUzKKSGjJHAbIRGimz6zFtCwMOs0DGTOqMbRrxenSpZsqwzOWZTjhkSKzWHFG5iGfu2AbniQG1VfXcrX2qrhuvUznHsNxFdMag+zCTVY9S6VBDwFASlkeJf7OcSgwZiX2PfagCZ7dInmSVlMLjfmMCbYYokMVmLKkKkvf/s3XjnGQhAzxnjd0bt27d2gtRyRw4DI6J5YViHxgiQFfxbM9zLTOWTVAD4OcOnzfxenSpN6rk0VkfyZC472IQO58ZWShMvG62fnz28rkT+1rtET//Moeb6tgKzdQajUajcTDYxNToXhrfnH5zWz+cFa+Lx0n7bISpWXhu/H+VtoXu81H6tcTEJMhkI7GPlOYrHXPmmszwBkqIllyiNGLpowr2prSVpf+pUvjw+vE3utg6IHkU8Jq5y2e4cePG3jFRAmRyXhZVZLqxeCwT41ZphTJJnWnL+JmNiyyPqaiyMBe67NOlPwukZYIAlp7JJGaWnmF4CwPUM6zZiOI88t5jaiojm5Pstww3btzYS4k2Srt1Hpt3FYzM9cj2QWWXM+I8eY/aHspE7l6XLFEE14x2vyxNlo8ly+a4o+aDadEY0sN7I0uTVWmXRoH7VeHSzAeDAemjIq5SM7VGo9FoHBBWmdqtW7dOpAcWEJT2pU7qc0epaCjBUkLP3vSUsuhNkzEoJlylh2EmdVUJWHnOyNOLQdeWnJiUNP5Nr8eKgWTlzitknoAVOL4RU8v0+gRtXFl7ZJgsSJnp5CuWOJKcqzI4XONME8HrVumLYntMWEy70hpbie27jIgl6yzY33vIzI3p0TJmWHlm8vfMm5iaAGoRMg3LljG7rwySz0onkUEb2RyTJbAv7GM2T9W9lt1j1gx5XczIbMt3OSGXDJJO2YjXl+PzWrJ4qLRfsJjB5JkWze25T37GV/bL+D21ZKNnlEGGVgX7Z/d3VnYrQzO1RqPRaBwMVkX3Gzdu7OmCMwmMaX0YIxHPqeJ4iCwdEyUXSlf0xJJOpQB6h41S91RSHK+Xpdwh82OsSSa10l45Sk8T+x5/W7PHxfF5Dlh6gnaYeJ1RvFOGmzdv7vUh6vMpTVOf7r5FbycWZTSqeKtsTatUTbQnxO+qsi4sNBnbX4tPG9lj2VfvYcc6eb2kfc0D7XEcQ3a/Vfdktub+jomaR21S8l7TGsTjeS9IdVwV+5Ql06WGgcmxM+0S565KZBztm7y3Xv/615/5dPHemLy3suv6+rYr8vkXj3F79rb0XjXbz5KKG37G89mVeYjzOVZpXjLNh+emsrXGtfazyvPVcWqNRqPReNxglaldvXp1T4qL+nxmF6CkwRikeCwlp4p9xbd5VWiTMUdRErTkkknVsW+Z5Mx4IUs2o5IqBj2YGPOTZaHgfFFqHJWeGBWBJHw9xjLREzVDZccgbt68WbLW2F/GUVHfnkl6I719HF+WyYbHjJL2WnK1tEgNRJY4l3PHPURWnmkxvA70ivW50ROwSubMLDS0icbfDM5rlkWIY6/sZFmmlC12XWmZd7PSzBuRzIx2loxFribCxb7LknlzH/t5kMVkmZHRhvbKV75SkvS6171O0lntBTPJGFWmpjiftId77zhxO+1W8W9/mmlW18ns23wmn+fZQabLZ4F0Om/MHlVeY/hro9FoNBqPIfRLrdFoNBoHg1VdwNHRURmALJ2qIu0KSvqc1YFijTBWeyYlHtV/oruqDZBRHcHq2DTGZ+mKeB0mtqWqKlM/MmknU8HEpLRVbSo6QDCwOx5D93+6RGe1v6rE05kqgbXX1nDz5s09tUlWXZyqiC11kzxfa8HwWWLUqqo03aal/QSrVJ95X8S9w+DXan9najsfa/dvqz/ppOX9HvvA9a2cTSLoHLMlkS0rUlcq4KwvayEZxpvf/OaTfeZzmZos/saxUV0b+21sqfbO9qo95LmwM4O0r9p/zWteI0l6xSteIek0iDhLPMw9yXsvc6hgonSm/XIbMWSGjld8rlXPynhs9czInIz4XjC8tnRqisd6nqKTVIZmao1Go9E4GGwKvq6CLaWcOUj7BsbMPZbSD11Cs3RSbo/MzP+3xBHLuhiU1JiGKSsbYSnY1yFTywI5GeRIiS0zlpOdrjG1KP24/5TeKgeC2Be6MY9SKRlZBfQKo+Stxlog/RYmwLXNnEzImCrJPLL8rcmPI0viHmXJIbr6ZyWBLLla8n/1q1+91zdejw4OW0IIeOzW6sIRdPDKrpOlahvh4YcfPnG0sPNC7NOa05cRr1eVJ6qcWLIq7WSyTHX1qle9am8s3vt2DGGap7hHq9Ah9oPaGWk/+TbLc91///2STtN28drx/2RumXaBfaieN1kF9Cr5cRb4zmdfpnE6M4bhr41Go9FoPIawyaZGSWbkyk27jpG5ZVPnS0mD9iXpVOq1xEz7RcY4aDdgMlyPK0rB/s0Sud2Loy1D2i8zk42D0mlmf2PgLCVbzlmUVmgz5BxkLKly/6dtLwuW3sKc3BbtLrEPa6mZRqyBbMcY7c2KKZFJR7uf19tu0U9/+tMlSU972tNOxiidlb4p7TJQ29fx9Z1OKZ7r9mx39fdmL3FdqrJFvG9HTIrX3/J9xXyNjMlvLTB77dq1k/3MsIZ4ba6dP0eJcbfu4yydFMv8+P7nZ3Y9aoSy8Aw+G3h/khUxpZx0ule3lLGixonaJPedWgepfl7zvo5MrdIaMNVWHDfLS62hmVqj0Wg0DgarTO3ixYtlaipp3/Ol0sFmulijKt6YlVDwdxUbymxpli6YPJNJQ6P0S69Hf9LbKdMbG5bA3EcHgVOCj8cYVYn0LAiSkjo/s+Sua4GzmUcobXVbglm5Ptk+oIfsKMB6be+MkuoSvi49r6LkbBb1zGc+U5L0jGc8Q9KpXcLXjZ55bofBqWQengunM4rt2f7CQFq3HZPgslwJNROUtkfspfJEjftgzS7CscT2tiY0fstb3rIX8D5KMEzbPT1/42+V9y5t4FFz4+cKEyrQFhmfVZkPgnSWmcc24rG+DtfHn2bwce+4v15nX8d9HwXAezyeGz4byTal/VRXVbmiUemZiqHFNWIS5zXG1kyt0Wg0GgeDc3k/jphaVYAxk+L8Gz0K7eVEj8aYdNPfMaaIEu2oxAklMibZzPpQxc55fFGyYHHQqu8ZA2H8FaXhLNbIkixtg5RIMymZNjymA8qkomwfZLh27dow6S2/q1JfjWxqnCd6RmUFOCn52X7FtqTTNfPe9P9ZNinaGiip8hiy/CwpbcXMs3Eyps2o0hhl5VgqlpUxXtpFqgTOEfSCXSsfcu3atb2ikJmXaOXpm9nWq2cEWRATn8excY94jv28yNKl8RkZbbbso4/lXuF9aKYW9x3tXtYmsI1sTgzGHXNN45ywwHCV9jDOCbVl1XMtY9NbPbSbqTUajUbjYLApuyg9YjKJiW9gJm2NkiCLdlr3S1uTGVqURihBUs9K3bC0L5kxy0Vma6AtjaB3UGZ7Yt8oyUTJmrplznVVHDX7rspcMUowy3OzdeN3a/aRRx55ZC92Kos/YftbJH8yjKw0Bv9v6dPMJpPIpbNSo21bTkLrc5l4OtrhKDFTCqUnaMyQ4D3h+DTHPfn/7kfMXOE+UUNAlpV5MNIDuPJwjmvFvcpxZeyOtpLM9h0RvR/dl/gcICMjk6LtK16b5/J5kMV10hObzyivcbRxsa9eJ39usVtXGXMYlyud7kE/T6vsR9H+S3sy146laCLL9N9M1F0VxY3tVkm2R4nPtyRql5qpNRqNRuOAsMrUbt68WRYulPZtMvzMPP38t5kabWz+JNuLf1f5HOm9I+3rsOlpk8XvuP/si+HrZ4UHLblYCiLDySLjKWmy+GoV1xFB+xXHmWUUGRVKJarCgRWuX7++F5M18mDj58jLkl5UHDM9DaVT24yZURVTGYs2/sqv/Iqkusw97RfSqbRuidmftEtktjB7NZqhOV+gr+8xxHMqRlN5BI6Kk5LBZ2tceb2O2J2RaVIyRJsaY9Jiv8iuuOfjObw2c7EaLAMV+8BPPssimySj9b5yrKGvn9mcqG2pPGqz5yq9RWnvy3wi6F/A+eMzNB7j/Vx5X2eaPXqtjvK+kkl36ZlGo9FoPG7QL7VGo9FoHAzOFXxtZE4KdBQxTbYhNaptGFzNpMGVG71UB9VSHZGFEFRlD0ytI5WnOoaUl67XEVQhVGrHLF2N+0J118hpgo4IVKeO0iNVSUkzR5EtaqyI4+Pj4bpUCWZHgbpVMDXHQaO8dDqnDPamiic6jvhvqwEJnxsdBO67774zn1Y/un2rEOm4Ip2qqOwIYlVp5SAVf6MpoEqGnbmQU9XrfZetRRWwTRf2UYXtNUT1I58HcWxG5SgUwfnIwmMqcKxZWI509p7gs8//9ziyUjqVSYTqSKpBs776WIa5xD5SjUl3eT4HoxqyCsxmn7LQpaoMUGbaYDB8pgqNaKbWaDQajYPBKlM7Pj7eS5qZOVRUBk5Kj1JdRJGGzoyp0dhbpfDKkoT6TU+pg8wxXofFGRlomCUNZZkSSxpui9IY/47HkM1krMvX9lyTRZ4nye/ISWNU/qYC3XEzN29+kpVmgb+U9CgtZgHoVb9p0I7XszRtBw4zJzr0OImstJ/CyIHbVSmi6PThv31dOtpkxv4sdVqGSlMh7TtgUbrPnBmqRNQME4i/kfFUeOMb37iXmi6Oj2zx0YD9HZUEqkIdyO7jupCh0cU+YxxMdcZ9VqUSzMbDe2WUOozPgSypQGyT7URU4UGx3xW7z9Kyje7p9PrDXxuNRqPReAxhlaldv359T1KKOlOygUoCy6Qepkhh4c9MIqR+lczQEkdWIt22DAZDG5HdkXlyvOx7lGCqxL+jdEXsL+2AVRBm/I0MbZQYmHa+LYmAt9i8eDyvHdutShBV+vZ4TdpO2FZmW6lKsNAeHOHrce/YHubrxNIzvj/M2OK+4niks6woC0WIfc8kdLdPqdoYsSJfj/uNTC1er2qP+yFbN2ONYd28efNkTrOwGo/Z/eY+zkJUqmcUGXxmK2aKLR9blXuK7fD5SZf7ODfeO1W5FT7vsqTRHBcZWmQ6DBXhPUh7bVyDjJ1mfR35YDDsIfMdoJ/BKEm51Eyt0Wg0GgeETTY1FvHMvBHXEN+8LHdf2diyNz1ZVhagHb+PoERhO4gll0wfXhVApIdRJj1QErPEmUmMlYdiVdY9KyNDaZVtZSypSlU1WtfKg4nIvN8ynTx1/kZmh6uYGq+ZBcVXqYayfW2Qwfj69k60t2K0i9keZvub92KlmciKKFKbwcTKZoHSPpOhfWKL7ZO2uzVpOB67JcF1Voh3hFu3bu3ZUmJqrarsicFUTdK+TXit+GTsK7UtVVLiyILIPhiknO1vFuetkgtkgcj+jWng6H8Q+86k3pW9Knte8JlENpdpQHiv8dlFrZN0em+xZFOFZmqNRqPROBhsSpNFxhGlnzXJK9Nt87sqaW+WEJP677XSMPF6Zl+VJBuvQ/tKxYbs2RQlHNr1qqJ5mVdQ5Q00SjhbpacxMntWlR6rknwzrHkhRYy8No0qOXHGCLknqxJI2T5gWjYmh40s0LYbf5oh+VyfE5MSkwEwoTY1FJm9mRItyzBFTQTbq5LEjjxQKztppamIv1VlpjLmRg1HhePj45NjLanH5OJVkvDKizj2i7Zu2sDNkmK6NMZmkklnsW8PPvjgmU/aAVmKKrbH59yap2YchxmtP8lEs/IxTIpd7YPMn8IgU+N+jOeseT1GG7XH4TXIYvMimqk1Go1G42CwKo5nRe+yzBtVZoJR2RCDUgfjXLIYMEttlPZHMThVwtwsYerWWJzM5uXvqkTKGRuqikGyr6MS6ZWEPIo5MygRZvEi7AttYMTR0dGeHSuzI1JSrsrKRNA7i+dmibTpOVhlsMmyqLAMkv/vbCFOUiudMgtmQGC2DtvHIgOhJyPtzSMPZLJTMrTMe6xKTs19PSos6r6MtAlcY8a+Ejdu3NgreRXvJ/9GO2KVIDcbC+8xJuh12SHplIkza0al6ZBO15Ds3mvovTMq78TxMIF7luSZ5X2qGM74N703OR7v0Zg5h/cN7zn/nmlLfAw1BaPYza1optZoNBqNg0G/1BqNRqNxMFhVP164cKFMpintGy6pZsqcFIw1xwaqNqVTGlydk7nWUlVhWk6KnanT6NpvsGJsVHNlKqJ4LNU22XU8vi3OGGuu21scRSr3+mxOzuMqXiVKlvbVvlUIQjR0V9eugryj4d7Xs9qH6scsSW1lOPc+tAoxBlgz1RUT11KVGN3zqX5k+EEWBlCpm5moIAvF4H7jemXOHlRzV8HsIxX5WshAVD9myXaZhJyOJ9mzhfcdVW1U08V1cwhHVEnGNukEEtul+tF9feITn7h3Dve115up/bJ7z881OiZ5HulAIp3uVe7zkQrRoDNTleYwS2pA01JVHTz2bcvzRmqm1mg0Go0DwiaX/ip5sHQqfdAQTIxcgo0qfVDm/lu5hGZpfiqDKZ0YogGViUWr6tWjQGQ6MdCQP2JqdH3291n5EGNrWZ54bPWZIXOTH+H69et7DD5KbVWCXc5bHCuZBBknGUdsm9WcK5f0uHco3ZuZcW/G/W1XcEub3H8MTo3prSgZ0y3aDDGuAQN16fDA5MhxH1Rp4Crnj3hMlXYsu9dHyQMyPPTQQ3uVr+Naemycn9H9SHZAhlGVl5FO58x98hp7HHQkkk73CvcxGU7mok5nMzqKZEknKoZmZCnkmKKOYS9V8u845mofZM+LyhGN4QjROYSanDUHtWZqjUaj0TgYrDK1q1evDpOEkoXQNThjWVXKKUrQmX2sksSps4/Be5RQ6OJuCScLJK9STlUhDNm5DPbN7AlV3/y926DEJu0XA6zKyWSu8exLFUIQfxsVSGXbntssHIQuwOwfS+lEVCEVZLRxH5DJuG+WqFmQNfbNErhtJ2Y/WYIABmTzekwHF6V72hlpj8jWn2mk+H+uaZzntVCILEC4ChAfFQkdlSPJ8MADD5wcw2LCcWwMnM/Wg2MlQ+O+89za9iqdrof7YCbBAOf4vPP9zjRmDNyP619pd7wnyeQzO7n3Gd3/s7JcVTC5++hjfY/EEktVEoEqoXr8myEEDH/JnsUVAyWaqTUajUbjYLDK1C5evHjyNvebP/OeqgJ/s0DjSp9e6VejpM7fLImTcWTX8DlMhuo0NpmnISXmKtVVdi5ZJKXuyFooMZNxMNhzBNpOMqZT2d3onRavR4l/rSjl0dHRHjuIe6dKaTW6DqXqaj2Y9kc6XecqaHRU1sVSO8eczTE9Ft0H2heNOCdk2/4/bStRWvVYyR6YxMB9j+e6LwwMHpXj8XzxnidLitfZumeMyLAZ6C6dzq0lejKYTDtRFQH1GpNpxr466Jilbmg3zdJy0f5Fr9sIMrPKu5yFj+N39Aylh2H2DDET4zzSYzMGzbMvTP6dMSs+Xzh/LIETj92SZFtqptZoNBqNA8J61lqdSj1+m0a9Kt/61M1mHjBVCh6WlKcXl3Rqp3jDG94g6fTNbik1SyzKPlAPvyUWi1I8bYWREZBNVgmho9cT2yczq/TW2fgqm1o8Z016G9n9jNUSEBcu7ElrWYo1SvojnXnlRcexu40o8dO+V8VbZbFGjB8j48jSFVUJhQ16w8U+8ViPI2NBjE/iele2owiyOdrL4ryTeVTeqtkecntVuRfjLW95y8k4PPaYNNrMgtoX3h+ZBoUaAp7j8d13330n5/h+9LOP+y0rj8P1ZUJePlfjd2TsZN1mrzF1GL063UaVjD32hQm7yY6y9ari/Dj3WWkdxqV5bbnPpTrpcYVmao1Go9E4GGyKUzOyOAd6R5GFZbY2lomoMotk3jOWiMzM/GZ3pH/mNUPpc60kTNZvSvGUnDJJ3VJIFT8WJfTKy44eUtRfx3PpvUeJJl5/TVLeWvx1hLjmjA2Mf1f22CqbR0SVGSWTMKsEw7SLZVlIaGtgbNso60llaxrZCOgVNvL8oucsPRjJpDJvS+4reidm3opV7GaWzLyKI6xw8+bNPWk+K0fi9fD/meA4swnTe7eKH43elk9+8pMlSU972tPOHMP1j8yJPghkjf5/ZKDM/sE9Qi/izL/BrNV9oVYh05qRpfq67gcLj8bvqqTEmYaCsaDMIDJ6LmWxpxmaqTUajUbjYLDJpjbKR2jddmXXGcWNrMWsZPY4si5K5JYsYh8rCazSw8djKflXefWyXJP+bY0Vxeu5T56vGFMSESXQao7JCEalZ3jMqPTMaE0jLl26tBe/GOeiKv1RZZbJsOYlFr21KKmzREdW4qLKb1fFZcZrZ7bMOJ4s0wtZxFqmnvibGVil+WDB0fg3Gdooa8xaH7OSUbSXr+2dCxcunBxjKT6yILMb38u0rWWehVXsZ1WSKJZZecpTniLplLHZ9sQ9HPeq7/+KbXs8zgEZx1GVrRrFx9K70sf4GcL4uHiOwXvEmVP86RyYHGs8l7lOs1hX7oPK/yCOfeTNfeZ6w18bjUaj0XgMoV9qjUaj0TgYbFI/UgUXDbbR7fVMw4kKghilmJJyFYIDMKluZGLlSHmzRK7xujSwS3lF6whW482cWfhbFWAdj6lUsaPEonQdp0NPlTg4tkv1Ix0vIrYmNL58+fKeqiALxKwcaUbgXHL+vHfimrMkkPcxHStGhuhK/T2qzs39PQpINxgMb2TXo/NK5WTEcjnxGDo+jPYjVUjcz9k5TBW2luroypUre84X0fXd9xjnzt9nfeGxbp8qZTptuT+xXYLOWvFYrjf3fWyTKlI6AVUVyuO16RDnMAQmII5/M8EGE18wgbS0n+BgLeWeNHYiicieu2vORUYztUaj0WgcDDa59I+KdlqKogv/iKlVKa1oaHZb0SXV0oalA0qfTBXDv2N7lFKy8hp0V67c5LPgVAYa0tEiXo+OIkwWSoN+5i5dJTKtmGrsE1ldZpQlm9vC2Fg2IksJRYycIsh+qj5khVj5G4Pgs2B/sg7unVEfDbIej9vrlIUd8PosDhmv4T4x1ZEZm+8ROkJI+/NTOSJk4Rlk4bxvRwxkjaldvnz5pN9m1FmCg8pZIUvCwLmrjmVpoDg294H3VJb+i/ehx+G1NNPJkiL4XIa1cC/Fe6VyeWdA88hRxG3Q4S4r5EuHMTL27N7kuOjYlTmh8b3TjiKNRqPReNxglandunXrRHpkgJ50KlkyzU4mUcY246elALvJMv1KlCyYbollKbLg0SiZZuPIyqLQZbtK1cJg7Nh/fjKNTSbJ0A5C5sZEx9K+FEx7Q+ZGTTsWx0f7XGx/q277xo0be+1lwfyVC3wWFF/ZqRiM6s8YQMuAeTI19yfaUrhXK3afJeyuClZS+o1sgyU5GBBObUb82/0mU+P38VwyjMoukhXMpORcufZHcHwVbr/99r3SQ6PyTpWmISKzZUt1kuU4Fyzrw/APJkmXThmZP30OA47juNh/MrWRzZMu+0wE7b77ORvbqwKozfIYaB3PrfwLsgTa1XrxGRzHxffPGpqpNRqNRuNgsMrUHnnkkZM3cOaNyEBjelHRjhS/q4pYUl8c9cb0KGKwcqb7rcqV0Fso81xi0l0ymEwypORaJTTOJA964tGGQ2/FbOwsFjhK2EwdfuVJmR2zJm3funVrz6sqY34Vs8mk0SpYdMscVynO/L37GPcqx0yvx6yYKgs40sZBu0FWRJHlT0b2iioNHAs9ZlIw55P7mtqUCErbtD9HDYn7nyUryHD77bfvPXfimKt9wP9n65IV9Iyg7VM6DfZmiRS3YXtm1AwwzReD/F0KKWMy1T02Ypn05qR2IbOTV0moaVvLSjnRQ5LesJkPhkG7K+/NeE9k2rARmqk1Go1G42CwytQefPDBE0mJ6YWk07ezpQGWWc/sBlkp8gyUrKR9yZh6ZB8bJSZ6KlEazhhoVX4+i73gWFhiokpXlEnMPsd678x7jyALqqS8KOnQzlalpoptMKXNyANQWsbN0iVb4hb5/ywVEHXxZFKjVE1VcUvaBuIxZCrUImRpfXidLemkeG9U+zCLT6psa75HfE9kEm81PrL+eB3aYUZ2P8Y7bfF+9LVZwDRek/abkXdgZuNhP2Pbce97/PRgZPxatt/Iumk3j/C9xeccmXqmxag0QJUGJ7a7Zvdl7G38rdJIZcU9eR2Wvsk0X9Xzs0IztUaj0WgcDFaZ2vXr108kCr+l41vUb1hK0JSYo3Tk3xgDU0k0kRnSRue+VV6J8druPyXmzPuJ4yEzGOn0yR4ozWexTrTv0GNzlGiYklIVlxYlzyrWyOBcRbgPLtQ6QhWHEr+rdOVbbE7VemT6fPaFn5l0z31AKb9KwhzHymMqr8h4be4Hg2WbpP1sFoxtJJPLvEm5zuxjHDfvH9pN/f9Mqt/K1O6+++69PZjZj9xPlpzJWEIW45n9P/MWpm3Ja8pCwxmDZnJteifG5xs9/XgP8NmSXY/xvVWy+fh3VZiZpXCyONPKHp/5DJBhct0Y9yzt20BXixMPf200Go1G4zGEfqk1Go1G42Cwqn68cePGXjBvTCxq9SPVfv7M3HGZtooutAygzmgsj6G6JKq5aCiloTEz8tJ1tjJMZ44EVTJYqh+jOoWurWyX6og4h3TVpSohSx7q72gQphpt5NixxdGH6Z2oVpX2685xPbJ+U1VYBftnAe5c/5E6ivX6qmDVzJmlUlUSmbqzcmbJKp8zES9d+keG9Sr4nuPO1IVUZ1INHvdHlWS7QpbKic+N2B7Py1TJBp0jqDbN1OJ+5lVOUlm6PB6TBerHfoy+q/qYPbOomhypkqni9fiqJACZGprrzns0C/av0tiNnOiq+SOaqTUajUbjYLDK1I6Pj/cMgREOILRUkyVNlXK2RaNgxY4iGIhXOaRESdb9H0l80lmphxJeVS4iMz7T8aBybohpucg4GMjKquOZxGRQqs7SDHFufT2udRYGUJVFIW7cuLHnLBPHPAo5iP/PHEWqUjmVg0+GKuQizh9/qxhHFnZSpfSqKn7H37i/mNB6xNQYhE3mmLlYcy3IYjK2bNCZZVSheHMAbah8nc1jxZToZJYlC+azgoHgHLu0X33bwdZ8tmTjq0ItMsbB+5B9H4USkanRuSlz/mLIFY/lHGXPnWp/Z3AfPQfUrGVJ7HlPrLH8ZmqNRqPROBisMrUsnc0oPRLLLIwCTOm+StfdTLKkjYE2KKZ3icdUCWy3uFhXqbYyHfCo9EI8Nkv7s2ZLY5/jMSznQGaVJc6tmEiWYsvr5c8119rj4+MhY6LkVaVNy6RfSq4sq1GtWwRdnbOUV1xfzzG1DJnUTbsbba1ZID/ZPEsQjeyxPKYKLRkltibLysJ42J5ZDJNKZwHba6nVjOPj471k6VlpKMPXctICa4rice6nwfuEAeLxeO55updnQfg+xn3hfZg9J6qEEHxG8vg4Htq6WKA1Phs9Rt7b/p4MLmP5ZFfcZ9n+9pyQCWZhVgwBa6bWaDQajccNNnk/Mg1TlBYYeEmJ2W/keI6/szRgiYal2EdSdmVryKQD9qny+IsSbJVklxJiFtBI3T0li1FKHermtwTsGmR3W7wfq2MyWwultrUUXhcuXNhL3psVm6zKhWS2DUrtVUmgUXmfKu1OFcgtnbIQS7kj6bFinMSoyCo1EbSPjWxqRMXGY98ozY/sWQyUrbyVY8FTMujKrm1cu3ZtT3qP7IV7nIwy87b1GPzcIaNgAmprm6TTded1qR3JEkXQTuW5cGLjbC05l7SpZ88WsuyKecayOQwqZ/Jl7ve4dyrtAZ/BcXx8NnLuMxZGP4q14sTN1BqNRqNxMFhlatLpmz0r1kZ7lSUjSxROpRQL07k9engxrUxmr6LERzvZSLL0dx4HpYMoUfO3KpYpi0mjtGHphp558Xpkb5RGGKcS+8PxkM1lUmTFUiu2l7W7hjiGEfNbi+uL161KAVUemZFNVglXjSwFFW1zlEazdFyVxMy9lJWup22Vn1n6rMq+w3sh82Im49hSCJbrlqWIir/H9tZijIzj4+OStcS/afPnekWmRnt1ZT/MyuP4mUV7IRP9xnW59957Je17hFc2UKnWRFSsP5tj3mseB1lY7DdLy/CTHpzxu2qvGpn916DmIdOIZSxxhGZqjUaj0TgYrIpNb3nLW050y5Zwou6e3mBkTJYKshiwSm/s/zvhZ2bjqJLRMlFm1i4lwCqeKGKt9EzsI6Vfg5Jt5klEpkZmkrEXZrtgm5k3GhlaJfFmyGKzMly4cGEvOWz0puQ1q9i8jAVtLTAasZZJJGMRVekhfmZ9rBgS93vmHeZj6VGWec5W2gReP/OcpX2ZMW3UEMR2uF78zBjh1owiN2/e3EvEnGk2DCZvzto3U3KMmWEWRg/DTKtQFfrMMif5N9pFq5JH8bfKg3UEZv1gqZks1ozf8X51m2adWfL3ilGPvDvdt0rzFp8NbHctPraZWqPRaDQOBv1SazQajcbBYFX9+NBDD52oHzN1Eyl0VV8oupEapLKVai9TtZCm0oAeKWpVx4wqvixwkk4MNNRmTgd0eac6JqsxV6nVSLkrVVPWBt2ds35XKqPMxZZB62u4fv36XkLjLM0OK0NT1ZKlkWIf2EbmUMPwDxrjM5f+LNh51A9p3xGIqhw6nWThJ1SfcT9kCYZ53SrRdaYW5L1X7aXYDo38a9XU43drgfuXLl3aS3qbBXMz1IGqvThWr7+d1hgMzb2TOfD4eRPDFeL1Il772teeua7bYIqoLDSGaeWqAP64VyvVIfdo/D/3DFV7NgFRLSrtVyR3n1nXL1MlUjXJuRjV72v1Y6PRaDQeN1hlag8//PBeFdTo1lkF+lkC4P/jsZR+/da2gdWwtBCPcV8YwJgZ0uk6Wxkco/RYSebGKLCWLvScAxra47F0DKmM8pnhmJIxQxgyZ5aqXA3dnKX1YGvi+vXrZSVfaZ8ZMfVUFqJAZ4sqsXEmeTLpNhmaxxzHWVVYJ0vZknSZ90pmdCeTIdPdkuS5KiOUsS5erwr6j9K919RzwrnO+rg1xZGRlePJfq9KlzB5cLy2j/FzhUyG7vrxb1+XWgVWxI6g81x8nnGslfMS91KmVeAzqQolGqXn86edaagBi/PtcVSaj0wTQeco3ouZox9ZcQdfNxqNRuNxg1Wmdv369T3Ja1RskimvslQpliTf+MY3njmnclvPXHn5tqb7b0SWoim7blbaomJ1lNQyRlAVUcyS7VKqquZglC6rKtKYhSyspcmifSH2batt7fj4OLXjGAzUJzsZuctzvlhqJNsn1VhHyY+5HlVZoS0lVdinrORSle6rctfOxsV7cpQujdejfYkMPp5DBlqx5zhW2hMrXL58eW9+RkmcKfFnTI33Hxkb0+jFMXtPVqnUsjI21f3hhBRZOsAqcDnTdBBcfzIzfx8TYXjePHYmwKB9LAaz+28mj66KQMdjqQng+LKEG1WQP9FMrdFoNBoHg6ORjvvFL37xNgV443GPZz3rWWeMAb13GlvRe6fxaMG9I6281BqNRqPReCyh1Y+NRqPROBj0S63RaDQaB4N+qTUajUbjYNAvtUaj0WgcDPql1mg0Go2Dwf8PihIJuYgiOqsAAAAASUVORK5CYII=\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_gallery(title, images, n_col=n_col, n_row=n_row):\n", " plt.figure(figsize=(2. * n_col, 2.26 * n_row))\n", " plt.suptitle(title, size=16)\n", " for i, comp in enumerate(images):\n", " plt.subplot(n_row, n_col, i + 1)\n", " vmax = max(comp.max(), -comp.min())\n", " plt.imshow(comp.reshape(image_shape), cmap=plt.cm.gray,\n", " interpolation='nearest',\n", " vmin=-vmax, vmax=vmax)\n", " plt.xticks(())\n", " plt.yticks(())\n", " plt.subplots_adjust(0.01, 0.05, 0.99, 0.93, 0.04, 0.)\n", "\n", "\n", "# #############################################################################\n", "# List of the different estimators, whether to center and transpose the\n", "# problem, and whether the transformer uses the clustering API.\n", "estimators = [\n", " ('Eigenfaces - PCA using randomized SVD',\n", " decomposition.PCA(n_components=n_components, svd_solver='randomized',\n", " whiten=True),\n", " True)]\n", "# #############################################################################\n", "# Plot a sample of the input data\n", "\n", "plot_gallery(\"First centered Olivetti faces\", faces_centered[:n_components])\n", "\n", "# #############################################################################\n", "# Do the estimation and plot it\n", "\n", "for name, estimator, center in estimators:\n", " print(\"Extracting the top %d %s...\" % (n_components, name))\n", " data = faces\n", " if center:\n", " data = faces_centered\n", " estimator.fit(data)\n", "\n", " if hasattr(estimator, 'cluster_centers_'):\n", " components_ = estimator.cluster_centers_\n", " else:\n", " components_ = estimator.components_\n", " plot_gallery(name,\n", " components_[:n_components])\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Applied PCA: Shape Tensor\n", "\n", "## How do these statistical analyses help us?\n", "Going back to a single cell, we have the a distribution of $x$ and $y$ values.\n", "- are not however completely independent\n", "- greatest variance does not normally lie in either x nor y alone. \n", "\n", "A principal component analysis of the voxel positions, will calculate two new principal components (the components themselves are the relationships between the input variables and the scores are the final values.)\n", "- An optimal rotation of the coordinate system" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "We start off by calculating the covariance matrix from the list of $x$, $y$, and $z$ points that make up our object of interest.\n", "\n", "$$ COV(I_{id}) = \\frac{1}{N} \\sum_{\\forall\\vec{v}\\in I_{id}} \\begin{bmatrix}\n", "\\vec{v}_x\\vec{v}_x & \\vec{v}_x\\vec{v}_y & \\vec{v}_x\\vec{v}_z\\\\\n", "\\vec{v}_y\\vec{v}_x & \\vec{v}_y\\vec{v}_y & \\vec{v}_y\\vec{v}_z\\\\\n", "\\vec{v}_z\\vec{v}_x & \\vec{v}_z\\vec{v}_y & \\vec{v}_z\\vec{v}_z\n", "\\end{bmatrix} $$\n", "\n", "We then take the eigentransform of this array to obtain the eigenvectors (principal components, $\\vec{\\Lambda}_{1\\cdots 3}$) and eigenvalues (scores, $\\lambda_{1\\cdots 3}$)\n", "\n", "$$ COV(I_{id}) \\longrightarrow \\underbrace{\\begin{bmatrix}\n", "\\vec{\\Lambda}_{1x} & \\vec{\\Lambda}_{1y} & \\vec{\\Lambda}_{1z} \\\\\n", "\\vec{\\Lambda}_{2x} & \\vec{\\Lambda}_{2y} & \\vec{\\Lambda}_{2z} \\\\\n", "\\vec{\\Lambda}_{3x} & \\vec{\\Lambda}_{3y} & \\vec{\\Lambda}_{3z} \n", "\\end{bmatrix}}_{\\textrm{Eigenvectors}} * \\underbrace{\\begin{bmatrix} \n", "\\lambda_1 & 0 & 0 \\\\ \n", "0 & \\lambda_2 & 0 \\\\\n", "0 & 0 & \\lambda_3\n", "\\end{bmatrix}}_{\\textrm{Eigenvalues}} * \\underbrace{\\begin{bmatrix}\n", "\\vec{\\Lambda}_{1x} & \\vec{\\Lambda}_{1y} & \\vec{\\Lambda}_{1z} \\\\\n", "\\vec{\\Lambda}_{2x} & \\vec{\\Lambda}_{2y} & \\vec{\\Lambda}_{2z} \\\\\n", "\\vec{\\Lambda}_{3x} & \\vec{\\Lambda}_{3y} & \\vec{\\Lambda}_{3z} \n", "\\end{bmatrix}^{T}}_{\\textrm{Eigenvectors}} $$\n", "The principal components tell us about the orientation of the object and the scores tell us about the corresponding magnitude (or length) in that direction." ] }, { "cell_type": "code", "execution_count": 141, "metadata": { "ExecuteTime": { "end_time": "2021-03-31T08:10:51.103825Z", "start_time": "2021-03-31T08:10:50.977249Z" }, "format": "column", "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "seg_img = imread('figures/aachen_label.png') == 26\n", "seg_img = seg_img[::4, ::4]\n", "seg_img = seg_img[130:110:-2, 378:420:3] > 0\n", "seg_img = np.pad(seg_img, 3, mode='constant')\n", "seg_img[0, 0] = 0\n", "_, (ax1) = plt.subplots(1, 1, figsize=(7, 7), dpi=100)\n", "ax1.matshow(seg_img, cmap='bone_r');" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Eigenvectors of the positions" ] }, { "cell_type": "code", "execution_count": 126, "metadata": { "ExecuteTime": { "end_time": "2021-03-29T06:24:20.771273Z", "start_time": "2021-03-29T06:24:20.595693Z" }, "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "_, (ax1) = plt.subplots(1, 1,\n", " figsize=(7, 7),\n", " dpi=100)\n", "\n", "\n", "ax1.plot(xy_pts[:, 1]-np.mean(xy_pts[:, 1]),\n", " xy_pts[:, 0]-np.mean(xy_pts[:, 0]), 's', color='lightgreen', label='Points', markersize=10)\n", "ax1.plot([0, shape_pca.explained_variance_[0]/2*shape_pca.components_[0, 1]],\n", " [0, shape_pca.explained_variance_[0]/2*shape_pca.components_[0, 0]], '-', color='blueviolet', linewidth=4,\n", " label='PCA1')\n", "ax1.plot([0, shape_pca.explained_variance_[1]/2*shape_pca.components_[1, 1]],\n", " [0, shape_pca.explained_variance_[1]/2*shape_pca.components_[1, 0]], '-', color='orange', linewidth=4,\n", " label='PCA2')\n", "ax1.legend();" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Rotate object using eigenvectors" ] }, { "cell_type": "code", "execution_count": 117, "metadata": { "ExecuteTime": { "end_time": "2021-03-29T06:20:04.377052Z", "start_time": "2021-03-29T06:20:04.216065Z" }, "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from sklearn.decomposition import PCA\n", "x_coord, y_coord = np.where(seg_img > 0) # Get object coordinates\n", "xy_pts = np.stack([x_coord, y_coord], 1) # Build a N x 2 matrix\n", "shape_pca = PCA()\n", "shape_pca.fit(xy_pts)\n", "pca_xy_vals = shape_pca.transform(xy_pts)\n", "_, (ax1) = plt.subplots(1, 1,\n", " figsize=(7, 7),\n", " dpi=100)\n", "ax1.plot(pca_xy_vals[:, 0], pca_xy_vals[:, 1], 's', color='limegreen', markersize=10);" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Principal Component Analysis: Take home message\n", "\n", "- We calculate the statistical distribution individually for $x$, $y$, and $z$ and the 'correlations' between them.\n", "- From these values we can estimate the orientation in the direction of largest variance\n", "- We can also estimate magnitude\n", "- These functions are implemented as ```princomp``` or ```pca``` in various languages and scale well to very large datasets." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Principal Component Analysis: Elliptical Model\n", "\n", "\n", "While the eigenvalues and eigenvectors are in their own right useful\n", "- Not obvious how to visually represent these tensor objects\n", "- Ellipsoidal (Ellipse in 2D) representation alleviates this issue\n", "\n", "### Ellipsoidal Representation\n", "1. Center of Volume is calculated normally\n", "1. Eigenvectors represent the unit vectors for the semiaxes of the ellipsoid\n", "1. $\\sqrt{\\text{Eigenvalues}}$ is proportional to the length of the semiaxis ($\\mathcal{l}=\\sqrt{5\\lambda_i}$), derivation similar to moment of inertia tensor for ellipsoids.\n", "\n", "***" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Next Time on QBI\n", "\n", "\n", "So, while bounding box and ellipse-based models are useful for many object and cells, they do a very poor job with other samples\n", "\n", "\n", "***\n", "\n", "## Why\n", "- We assume an entity consists of connected pixels (wrong)\n", "- We assume the objects are well modeled by an ellipse (also wrong)\n", "\n", "## What to do?\n", "\n", "- Is it 3 connected objects which should all be analzed seperately?\n", "- If we could __divide it__, we could then analyze each spart as an ellipse\n", "- Is it one network of objects and we want to know about the constrictions?\n", "- Is it a cell or organelle with docking sites for cell?\n", "- Neither extents nor anisotropy are very meaningful, we need a __more specific metric__ which can characterize" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Summary\n", "\n", "## Component labeling\n", "- What is it\n", "- What is the impact of difference neighborhoods\n", "\n", "## Object description\n", "- Center of objects\n", "- Bounding boxes - extents\n", "\n", "## Principal component analysis\n", "- Definition\n", "- PCA in spectroscopy\n", "- PCA to analyze shapes" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "celltoolbar": "Slideshow", "hide_input": false, "kernelspec": { "display_name": "Python 3", "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": "3.8.5" }, "livereveal": { "autolaunch": true, "enable_chalkboard": true, "footer": "April 1, 2021 - ETH 227-0966-00L: Quantitative Big Imaging/Shape analysis", "header": "
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