{ "cells": [ { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# ETHZ: 227-0966-00L\n", "# Quantitative Big Imaging\n", "# March 21, 2019\n", "\n", "## Advanced Segmentation" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Literature / Useful References\n", "\n", "- [Markov Random Fields for Image Processing Lecture](https://www.youtube.com/watch?v=vRN_j2j-CC4)\n", "- [Markov Random Fields Chapter](http://www.cise.ufl.edu/~anand/pdf/bookchap.pdf)\n", "- [Fuzzy set theory](http://www.academia.edu/4978200/Applications_of_Fuzzy_Set_Theory_and_Fuzzy_Logic_in_Image_Processing)\n", "- [Superpixels](http://ivrg.epfl.ch/research/superpixels)\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Outline\n", "\n", "- Motivation\n", " - Many Samples\n", " - Difficult Samples\n", " - Training / Learning\n", "- Thresholding\n", " - Automated Methods\n", " - Hysteresis Method\n", "\n", "*** \n", "\n", "- Feature Vectors\n", " - K-Means Clustering\n", " - Superpixels\n", " - Probabalistic Models\n", "- Working with Segmented Images\n", " - Contouring\n", "- Beyond\n", " - Fuzzy Models\n", " - Component Labeling" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ " \n", "# Previously on QBI\n", "\n", "- Image acquisition and representations\n", "- Enhancement and noise reduction\n", "- Understanding models and interpreting histograms\n", "- Ground Truth and ROC Curves\n", "\n", "*** \n", "\n", "- Choosing a threshold\n", " - Examining more complicated, multivariate data sets\n", "- Improving segementation with morphological operations\n", " - Filling holes\n", " - Connecting objects\n", " - Removing Noise\n", "- Partial Volume Effect" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Where segmentation fails: Inconsistent Illumination\n", "\n", "With inconsistent or every changing illumination it may not be possible to apply the same threshold to every image. " ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "from skimage.io import imread\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "cell_img = imread(\"../common/figures/Cell_Colony.jpg\")/255.0\n", "np.random.seed(2018)\n", "m_cell_imgs = [cell_img+k for k in np.random.uniform(-0.25, 0.25, size = 8)]\n", "fig, m_axs = plt.subplots(3, 3, figsize = (12, 12), dpi = 72)\n", "ax1 = m_axs[0,0]\n", "for i, (c_ax, c_img) in enumerate(zip(m_axs.flatten()[1:], m_cell_imgs)):\n", " ax1.hist(c_img.ravel(), np.linspace(0, 1, 20), \n", " label = '{}'.format(i), alpha = 0.5, histtype = 'step')\n", " c_ax.imshow(c_img, cmap = 'bone', vmin = 0, vmax = 1)\n", " c_ax.axis('off')\n", "ax1.set_yscale('log', nonposy = 'clip')\n", "ax1.set_ylabel('Pixel Count (Log)')\n", "ax1.set_xlabel('Intensity')\n", "ax1.legend();" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "A constant threshold of 0.6 for the different illuminations" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "scrolled": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, m_axs = plt.subplots(len(m_cell_imgs), 2, \n", " figsize = (4*2, 4*len(m_cell_imgs)), \n", " dpi = 72)\n", "THRESH_VAL = 0.6\n", "for i, ((ax1, ax2), c_img) in enumerate(zip(m_axs, \n", " m_cell_imgs)):\n", " ax1.hist(c_img.ravel()[c_img.ravel()>THRESH_VAL], \n", " np.linspace(0, 1, 100), \n", " label = 'Above Threshold', \n", " alpha = 0.5)\n", " ax1.hist(c_img.ravel()[c_img.ravel()" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "from skimage.io import imread\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "cortex_img = imread(\"ext-figures/cortex.png\")\n", "np.random.seed(2018)\n", "fig, (ax1, ax2, ax3) = plt.subplots(1, 3, \n", " figsize = (12, 4), dpi = 72)\n", "ax1.imshow(cortex_img, cmap = 'bone')\n", "thresh_vals = np.linspace(cortex_img.min(), cortex_img.max(), 4+2)[:-1]\n", "out_img = np.zeros_like(cortex_img)\n", "for i, (t_start, t_end) in enumerate(zip(thresh_vals, thresh_vals[1:])):\n", " thresh_reg = (cortex_img>t_start) & (cortex_img" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "from skimage.io import imread\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "bone_img = imread(\"ext-figures/bonegfiltslice.png\")/255.0\n", "np.random.seed(2018)\n", "\n", "fig, (ax1, ax2) = plt.subplots(1, 2,figsize = (12, 4), dpi = 72)\n", "ax1.imshow(bone_img, cmap = 'bone')\n", "ax1.axis('off')\n", "ax2.hist(bone_img.ravel(), 50);" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "# Histogram Methods\n", "\n", "***\n", "\n", "### Intermodes\n", " - Take the point between the two modes (peaks) in the histogram\n", " \n", "### Otsu\n", "\n", "Search and minimize intra-class (within) variance\n", "$$\\sigma^2_w(t)=\\omega_{bg}(t)\\sigma^2_{bg}(t)+\\omega_{fg}(t)\\sigma^2_{fg}(t)$$\n", "\n", "### Isodata\n", "\n", "- $\\textrm{thresh}= \\frac{\\max(img)+\\min(img)}{2}$\n", "- _while_ the thresh is changing\n", " - $bg = img<\\textrm{thresh}, obj = img>\\textrm{thresh}$\n", " - $\\textrm{thresh} = (\\textrm{avg}(bg) + \\textrm{avg}(obj))/2$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Try All Thresholds\n", "\n", "- [opencv2](https://docs.opencv.org/2.4/doc/tutorials/imgproc/threshold/threshold.html)\n", "- [scikit-image](http://scikit-image.org/docs/dev/auto_examples/xx_applications/plot_thresholding.html)\n", "\n", "There are many methods and they can be complicated to implement yourself. Both Fiji and scikit-image offers many of them as built in functions so you can automatically try all of them on your image\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "skimage.filters.thresholding.threshold_isodata\n", "skimage.filters.thresholding.threshold_li\n", "skimage.filters.thresholding.threshold_mean\n", "skimage.filters.thresholding.threshold_minimum\n", "skimage.filters.thresholding.threshold_otsu\n", "skimage.filters.thresholding.threshold_triangle\n", "skimage.filters.thresholding.threshold_yen\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "from skimage.io import imread\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "bone_img = imread(\"ext-figures/bonegfiltslice.png\")/255.0\n", "\n", "from skimage.filters import try_all_threshold\n", "\n", "fig, ax = try_all_threshold(bone_img, figsize=(10, 8), verbose=True)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "# Pitfalls\n", "\n", "While an incredibly useful tool, there are many potential pitfalls to these automated techniques. \n", "\n", "### Histogram-based\n", "\n", "These methods are very sensitive to the distribution of pixels in your image and may work really well on images with equal amounts of each phase but work horribly on images which have very high amounts of one phase compared to the others\n", "\n", "### Image-based\n", "\n", "These methods are sensitive to noise and a large noise content in the image can change statistics like entropy significantly. \n", "\n", "### Results-based\n", "\n", "These methods are inherently biased by the expectations you have. If you want to find objects between 200 and 1000 pixels you will, they just might not be anything meaningful." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "# Realistic Approaches for Dealing with these Shortcomings\n", "\n", "\n", "Imaging science rarely represents the ideal world and will never be 100% perfect. At some point we need to write our master's thesis, defend, or publish a paper. These are approaches for more qualitative assessment we will later cover how to do this a bit more robustly with quantitative approaches\n", "\n", "### Model-based\n", "\n", "One approach is to try and simulate everything (including noise) as well as possible and to apply these techniques to many realizations of the same image and qualitatively keep track of how many of the results accurately identify your phase or not. Hint: >95% seems to convince most biologists\n", "\n", "### Sample-based\n", "\n", "Apply the methods to each sample and keep track of which threshold was used for each one. Go back and apply each threshold to each sample in the image and keep track of how many of them are correct enough to be used for further study.\n", "\n", "### Worst-case Scenario\n", "\n", "Come up with the worst-case scenario (noise, misalignment, etc) and assess how inacceptable the results are. Then try to estimate the quartiles range (75% - 25% of images)." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Hysteresis Thresholding\n", "\n", "For some images a single threshold does not work\n", "- large structures are very clearly defined\n", "- smaller structures are difficult to differentiate (see [partial volume effect](http://bit.ly/1mW7kdP))\n", "\n", "[ImageJ Source](http://imagejdocu.tudor.lu/doku.php?id=plugin:segmentation:hysteresis_thresholding:start)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "from skimage.io import imread\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "bone_img = imread(\"ext-figures/bonegfiltslice.png\")\n", "np.random.seed(2018)\n", "fig, (ax1, ax2, ax3) = plt.subplots(1, 3, \n", " figsize = (12, 4), dpi = 150)\n", "cmap = plt.cm.nipy_spectral_r\n", "ax1.imshow(bone_img, cmap = 'bone')\n", "thresh_vals = [0, 70, 110, 255]\n", "out_img = np.zeros_like(bone_img)\n", "for i, (t_start, t_end) in enumerate(zip(thresh_vals, thresh_vals[1:])):\n", " thresh_reg = (bone_img>t_start) & (bone_img" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, (ax1, ax2) = plt.subplots(1, 2, figsize = (8, 4), dpi = 300)\n", "ax1.imshow(bone_img" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "from skimage.morphology import dilation, opening, disk\n", "from collections import OrderedDict\n", "step_list = OrderedDict()\n", "step_list['Strict Threshold'] = bone_img" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "from skimage.io import imread\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "from skimage.data import page\n", "import pandas as pd\n", "from skimage.filters import gaussian, median, threshold_triangle\n", "page_image = page()\n", "just_text = median(page_image, np.ones((2,2)))-255*gaussian(page_image, 20.0)\n", "\n", "plt.imshow(page_image, cmap = 'bone');" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " x y intensity is_text\n", "38169 153 99 174 True\n", "17741 77 46 161 True\n", "38819 35 101 107 True\n", "24130 322 62 234 True\n", "15369 9 40 120 True" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "xx, yy = np.meshgrid(np.arange(page_image.shape[1]),\n", " np.arange(page_image.shape[0]))\n", "page_table = pd.DataFrame(dict(x = xx.ravel(), \n", " y = yy.ravel(), \n", " intensity = page_image.ravel(),\n", " is_text = just_text.ravel()>0))\n", "page_table.sample(5)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "scrolled": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax1 = plt.subplots(1,1)\n", "for c_cat, c_df in page_table.groupby(['is_text']):\n", " ax1.hist(c_df['intensity'], \n", " np.arange(255), \n", " label = 'Text: {}'.format(c_cat), \n", " alpha = 0.5) \n", "ax1.set_yscale(\"log\", nonposy='clip')\n", "ax1.legend();" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from sklearn.metrics import roc_curve, roc_auc_score\n", "fpr, tpr, _ = roc_curve(page_table['is_text'], page_table['intensity'])\n", "roc_auc = roc_auc_score(page_table['is_text'], page_table['intensity'])\n", "fig, ax = plt.subplots(1,1)\n", "ax.plot(fpr, tpr, label='ROC curve (area = %0.2f)' % roc_auc)\n", "ax.plot([0, 1], [0, 1], 'k--')\n", "ax.set_xlim([0.0, 1.0])\n", "ax.set_ylim([0.0, 1.05])\n", "ax.set_xlabel('False Positive Rate')\n", "ax.set_ylabel('True Positive Rate')\n", "ax.set_title('Receiver operating characteristic example')\n", "ax.legend(loc=\"lower right\");" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "# Adding Information\n", "Here we can improve the results by adding information. As we discussed in the second lecture on enhancement, edge-enhancing filters can be very useful for classifying images." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/html": [ "
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xyintensityis_textedges
3106334380234True0.101055
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111814529110False-0.041728
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" ], "text/plain": [ " x y intensity is_text edges\n", "31063 343 80 234 True 0.101055\n", "17677 13 46 115 True 0.010855\n", "11181 45 29 110 False -0.041728\n", "55242 330 143 229 True 0.001557\n", "17891 227 46 218 True 0.053318" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def dog_filter(in_img, sig_1, sig_2):\n", " return gaussian(page_image, sig_1) - gaussian(page_image, sig_2)\n", "fig, (ax1, ax2) = plt.subplots(1,2, figsize = (8, 4), dpi = 150)\n", "page_edges = dog_filter(page_image, 0.5, 10)\n", "ax1.imshow(page_image, cmap = 'jet')\n", "ax2.imshow(page_edges, cmap = 'jet')\n", "page_table['edges'] = page_edges.ravel()\n", "page_table.sample(5)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax1 = plt.subplots(1,1)\n", "for c_cat, c_df in page_table.groupby(['is_text']):\n", " ax1.hist(c_df['edges'], \n", " label = 'Text: {}'.format(c_cat), \n", " alpha = 0.5)\n", "ax1.set_yscale(\"log\", nonposy='clip')\n", "ax1.legend();" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from sklearn.metrics import roc_curve, roc_auc_score \n", "fpr2, tpr2, _ = roc_curve(page_table['is_text'], \n", " page_table['intensity']/1000.0+page_table['edges'])\n", "roc_auc2 = roc_auc_score(page_table['is_text'], \n", " page_table['intensity']/1000.0+page_table['edges'])\n", "fig, ax = plt.subplots(1,1)\n", "ax.plot(fpr, tpr, label='Intensity curve (area = %0.2f)' % roc_auc)\n", "ax.plot(fpr2, tpr2, label='Combined curve (area = %0.2f)' % roc_auc2)\n", "ax.plot([0, 1], [0, 1], 'k--')\n", "ax.set_xlim([0.0, 1.0])\n", "ax.set_ylim([0.0, 1.05]) \n", "ax.set_xlabel('False Positive Rate')\n", "ax.set_ylabel('True Positive Rate')\n", "ax.set_title('Receiver operating characteristic example')\n", "ax.legend(loc=\"lower right\");" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# K-Means Clustering / Classification (Unsupervised)\n", "\n", "- Automatic clustering of multidimensional data into groups based on a distance metric\n", "- Fast and scalable to petabytes of data (Google, Facebook, Twitter, etc. use it regularly to classify customers, advertisements, queries)\n", "- __Input__ = feature vectors, distance metric, number of groups\n", "- __Output__ = a classification for each feature vector to a group" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "# Example\n", "- Distance metric \n", "$$ D_{ij}=||\\vec{v}_i-\\vec{v}_j|| $$\n", "\n", "- Group Count ($N=2$)\n" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/html": [ "
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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from sklearn.datasets import make_blobs\n", "%matplotlib inline\n", "\n", "test_pts = pd.DataFrame(make_blobs(n_samples=200, random_state=2018)[\n", " 0], columns=['x', 'y'])\n", "plt.plot(test_pts.x, test_pts.y, 'r.')\n", "test_pts.sample(5)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/html": [ "
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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from sklearn.cluster import KMeans\n", "km = KMeans(n_clusters=2, random_state=2018)\n", "n_grp = km.fit_predict(test_pts)\n", "plt.scatter(test_pts.x, test_pts.y, c=n_grp)\n", "grp_pts = test_pts.copy()\n", "grp_pts['group'] = n_grp\n", "grp_pts.groupby(['group']).apply(lambda x: x.sample(5))" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "# K-Means Algorithm\n", "\n", "We give as an initial parameter the number of groups we want to find and possible a criteria for removing groups that are too similar\n", "\n", "1. Randomly create center points (groups) in vector space\n", "1. Assigns group to data point by the “closest” center\n", "1. Recalculate centers from mean point in each group\n", "1. Go back to step 2 until the groups stop changing\n", "\n", "*** \n", "\n", "What vector space to we have?\n", "- Sometimes represent physical locations (classify swiss people into cities)\n", "- Can include intensity or color (K-means can be used as a thresholding technique when you give it image intensity as the vector and tell it to find two or more groups)\n", "- Can also include orientation, shape, or in extreme cases full spectra (chemically sensitive imaging)\n", "\n", "#### Note: If you look for N groups you will almost always find N groups with K-Means, whether or not they make any sense\n" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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xygroup
group
0317.365167-8.2973780
1705.481257-7.5330750
717.588094-8.8471770
1104-1.4964712.0384591
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119-1.8695321.3625631
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1587.074534-4.7480482
78.150797-4.0200692
31009.035321-4.3724223
409.423938-4.4880183
1639.369514-3.1668023
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" ], "text/plain": [ " x y group\n", "group \n", "0 31 7.365167 -8.297378 0\n", " 170 5.481257 -7.533075 0\n", " 71 7.588094 -8.847177 0\n", "1 104 -1.496471 2.038459 1\n", " 33 -0.710215 2.507882 1\n", " 119 -1.869532 1.362563 1\n", "2 44 8.518503 -2.729726 2\n", " 158 7.074534 -4.748048 2\n", " 7 8.150797 -4.020069 2\n", "3 100 9.035321 -4.372422 3\n", " 40 9.423938 -4.488018 3\n", " 163 9.369514 -3.166802 3" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from sklearn.cluster import KMeans\n", "km = KMeans(n_clusters=4, random_state=2018)\n", "n_grp = km.fit_predict(test_pts)\n", "plt.scatter(test_pts.x, test_pts.y, c=n_grp)\n", "grp_pts = test_pts.copy()\n", "grp_pts['group'] = n_grp\n", "grp_pts.groupby(['group']).apply(lambda x: x.sample(3))" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# K-Means Applied to Cortex Image\n", "\n" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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xyintensity
186211261376.015
8830556518.961
2321713217157.508
760545565.810
13164699718.338
\n", "
" ], "text/plain": [ " x y intensity\n", "18621 126 137 6.015\n", "8830 55 65 18.961\n", "23217 132 171 57.508\n", "7605 45 56 5.810\n", "13164 69 97 18.338" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from skimage.io import imread\n", "%matplotlib inline\n", "cortex_img = imread(\"ext-figures/cortex.png\")[::3, ::3]/1000.0\n", "np.random.seed(2018)\n", "fig, (ax1) = plt.subplots(1, 1,\n", " figsize=(8, 8), dpi=72)\n", "ax1.imshow(cortex_img, cmap='bone')\n", "xx, yy = np.meshgrid(np.arange(cortex_img.shape[1]),\n", " np.arange(cortex_img.shape[0]))\n", "cortex_df = pd.DataFrame(dict(x=xx.ravel(),\n", " y=yy.ravel(),\n", " intensity=cortex_img.ravel()))\n", "cortex_df.sample(5)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " x y intensity group\n", "group \n", "0 19566 126 144 5.843 0\n", " 18992 92 140 28.310 0\n", " 21448 118 158 2.670 0\n", "1 10627 97 78 18.115 1\n", " 7125 105 52 26.869 1\n", " 5103 108 37 0.046 1\n", "2 18766 1 139 17.494 2\n", " 22199 59 164 31.432 2\n", " 21870 0 162 0.000 2\n", "3 1098 18 8 1.580 3\n", " 10441 46 77 12.067 3\n", " 6898 13 51 33.534 3" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from sklearn.cluster import KMeans\n", "km = KMeans(n_clusters=4, random_state=2018)\n", "cortex_df['group'] = km.fit_predict(cortex_df[['x', 'y', 'intensity']].values)\n", "\n", "fig, (ax1, ax2) = plt.subplots(1, 2,\n", " figsize=(12, 8), dpi=72)\n", "ax1.imshow(cortex_img, cmap='bone')\n", "ax2.imshow(cortex_df['group'].values.reshape(\n", " cortex_img.shape), cmap='gist_earth')\n", "cortex_df.groupby(['group']).apply(lambda x: x.sample(3))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Rescaling components \n", "\n", "Since the distance is currently calculated by $||\\vec{v}_i-\\vec{v}_j||$ and the values for the position is much larger than the values for the _Intensity_, _Sobel_ or _Gaussian_ they need to be rescaled so they all fit on the same axis \n", "$$\\vec{v} = \\left\\{\\frac{x}{10}, \\frac{y}{10}, \\textrm{Intensity}\\right\\}$$" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " x y intensity group\n", "group \n", "0 9487 3.7 7.0 28.010 0\n", " 22199 5.9 16.4 31.432 0\n", " 3384 0.9 2.5 47.176 0\n", "1 14723 0.8 10.9 0.000 1\n", " 20250 0.0 15.0 0.000 1\n", " 21877 0.7 16.2 0.000 1\n", "2 13381 1.6 9.9 26.255 2\n", " 4649 5.9 3.4 23.508 2\n", " 6833 8.3 5.0 17.053 2\n", "3 11212 0.7 8.3 0.005 3\n", " 1198 11.8 0.8 5.308 3\n", " 1057 11.2 0.7 4.233 3" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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ccIzhFCkdEw+Ez3gIhhFWPn0KxbW+9n7jeOhqsVirJe+NjQy1vcaxdZA5JeNqWdWtwDK4q/W52es3i9Xm1o4938z9nIV2ODYHZ5IdDofD4XA4HI4M/I9kh8PhcDgcDocjg46RWyzXl1JhDLWa2FAx2GBwcExfD4U+Q0Mik5ifFykGC/hsm4IWFtFWikfAU1PnkzZnzz4DADh48CSAIJewBV133/33Uvf7qgfvl7bTQSIyelT6uHpBxvPu134vAODVJ19N2sxekXtXVRpy6KZDqXUAgMnLYlN36KgU5bHwDgAWF+d1HHKUXCzJUXR3Twg1aOpR8uCYrGe+W9Zl6EA4Gj77jBTxjR+XNVzRPhr10FdPqVfvLcfXX3X/mwAAr33otUmbyrwckT/+xyLFeOSRTwNIH7XT8mxG5SzLphAwyBg6MzClnXyEYw5SjNY2PKK3MoAsKBOihMAWulGyYMM6gLTcgtcn0P2aCsFJigw1MET3TVo+os++ke7byhPqWrxGSQQL6GwASpUBJXoZZQ5AsFVkYIn9jIb5yFxZ0Mjr7brM6/cBJRhcD34/AOH7gGvH5xMkFgD3W+szbH2WLLQ8Py337THrnovaFe46tgNZWcNGJQPZ61crjkujtU1WumDvsxUJSLv7rG+MG7u3YPV5uRTD4VgdziQ7HA6Hw+FwOBwZRJsNf9hOlEpD8Wtf++YkFAEAmk1hiMgUZQuHgFaLsq5MPDUQWCC2ZTGSLQBczgSCHDp0MwDgrvvuS14jU9td6Erdz6KnKJZZ3b3CYE2dF1s1SzYtzgqDRgb2jgfvSN6bvjSd6mv2igRBFHrDuhQHhEEjy1df0nCFLhOV2y1jZMEd+ycjDARW+eoFHaMmUXAOQGCXi/3KFuqN+odCsVatojHdi9VUn5/8lZ9P2oyNH5N/x44CAF5++SthPlrsSLaQz/KMsdayjGRnY3WLMVtYmY1Tb1dElkStc110DWx4DYs3s0Wc7QpFydJy39s1zVrA9ZfE4my5Xmu5T7BklBOVbmNfl8unx2NZ75WMxSPnbGPDyQ4z8IQWcGSG5d7p/6/nfrFsc5bF5zg2G/LDZ/fYKy8DAI6PhpjsL77wIgDg297whsfjOH5gUx3sQ9x6+1j84Y88vCt9ZQv47GsE39suJrYdtpvt7TS0s9Pjujrb7NiPuEaYyLq+s51JdjgcDofD4XA4MugITXIul0ex2J9ERgNB88h/GQKS1lLKz2QjCctuUd/IWN3bbhMt8T0PfXXSZqkqbNToEdXOTsykXgeAgVG1pOtOM8nU/QJAY1mYq+qiMHBHbj0CAJibnEvalIZlrJUFYZL7BoK9VVVfW2nIvAbHVVNs2La+wWLbNlfOBruukUOyZkP63vxV0TFbvTExflysueampM3wwRCUUJkX1pDrUiurRnQwWONxjW5+rein77zrllRbIGiq73/7/Tr3wIZeekV0ymefUYs+Zerf+LWBpRo/JmP87G/9fwCA5557tGUenYHVT2XahZs0W73kEpD9ZKw0YVnjbPw49yRZX3sfntIkEe6G2SbLnFi3KYNcNZaMvWr1lmiBlaWtGnaWuv8G7eXMEUpO6wVoH0h7N2tFxzHxZIfzGh09nLRhsAfXk4y2ZYnJIHM+Ww0TYV/lJbnfXKU1iv5GhWUYd8Iazd53s3Zo24XrlUEm1mbdNqbVJvZz2IvDATiT7HA4HA6Hw+FwtKAjNMn9/cPx61731pQ2mJpkyzQBwdECALo1Njep4FcGyYZdMEb34e9+D4Cguc3lTbCAMp296ubQjuGrzmtMtmpw86oBJmsLADOXRVNMfTD1uZYtznVJv4sz4t5hHTTqSzL+sjK4wweGU6/bsY0eUdZuWdaJ7DcAFFTTnFfWm33YORPsfln74BrY6wq9aZeA7kJ3y/VklKmZ5tyBsFZ9A8L6Xb0UIpG7utN62rlJYbRnJwODynV44fHn5X7KlD755F8kbehWwrCK/Y/VwlWurXu2ul2+xhOVKHGOCJ81ntZYBjrbhs8++31B9hgAhjVqmu4wti3DgNgX93HKQaOedtAgwx2bz2Ok7ZOQljbjKpdnde6RzoOnGptjkokf++n/CwDwHd8dTjkmNar64XvvdU3yNuN6Z25vBHioiWMv4Zpkh8PhcDgcDodjB+B/JDscDofD4XA4HBl0ROFeHIu8InvcCwClkhzRs4CpWl1M3uOxbGJHpcEGg4PjSRsWGvWPSOFRb5+0sdIDHstmi+mszGFxRfql9IAyASsL6FIZAu/DIj9KNIAgizh4Uo6mbQgILeCGxsWerTQsdl1XLwYLrH4t/FvRIjweW1tJB8fGQr1CUcZsJRArdZFpDGmhXpTYuwVrPBbYUb7RUFnKci3ch8ffvf1aQKXyj7Ej4Ri+2dSCMpWaWIkJf+ZYe/pEDnPyzpNJG/Z30903y5i1IHHsWAiQePHJpwEAdz8gBZlVtdj7xC/+tBlHa+Fi52I1OUDr67YID8iGZsjPK5E8FwaQWHkCg3tY3Ee7NmvJSEkTJRB8bjYU5OLFl1Lv8bMHAPmcfBZoQUdrxropJqVFIN+jTKKrO0iA+JmnlIiWeLagkcWKicwoY5Fn3+M6rGdvfPKXPgYA+NpvelPy2lBf32rNHY4bHmuFmqxmqefFfo7tAvfSNWQXa8KZZIfD4XA4HA6HI4OOYJKBGI1GPWGEgcAGZZmeNAspf+NXq/Or3vnND78dQCg2G9Po6OZKYNKWa/J/G2SAybKSfbaoa9vFOWHQyJwCQM+QsKC0hWNkNe8PAEVlXBm+YedDmzlavsVtipuSsSpTSrbZ9rHSkPYMD+H1dj6lQbmORYIsuKub+XA8ZNSTosdca9GjLeYDwvrYOfI6FvABgTnm85i5MpP6V+6twRr96ZjsU687lbS5/f7bAYSCxkFl3N/2Pf8gjEmLJb/wKSn4e/rvxEruqae+EOZjAjA6Ee1CSdaKVDZXAgiFsPYZ8nNHlpbMqz3ZaWbWJRTeBZaWjHQu1/q1QgZ6ZmZC5yHjGeg3ha9adJkNI7FsNYt1F7U4j98LdhzZwBQWAadt+NKFkVk7vXY4ffpJAMDP/3gIyvmJj/5vq7a/0dEuBGQ98IK9GwOrPed2rJ8XADq2Art/Nvr94kyyw+FwOBwOh8ORQUcwyblcHn19gynLKWonGQwwOCj6UzJJQGDQqGWcmHgVAHDixN1Jm+N3HAcADB8S7a3V5Sb9q1aWelwGdJAJBoC6BoVQ31vSvhnUAQR2LMpZq6l04Mjc1FzqPTLKQAjdYKw1kTc2aQnzqm2pTZ48N5m0OXa7xEAv05ZNGdhmIzBpHHcuT4ZRY4K7LFMpcyRbzLAUjgEwASPaR2NGWbuV0Fd3RhPdZ3TPZM0X54SFpB6bjLvtf3ZiNtVnqSvoQYvKTk+cFjZyTq+3Gms+n9e/Q1xfbrn3VgDAP7/7J5I2n/1/PgsAOHNGNM7PPPOI9FkLWvi9RLtQkrUY5NUYUvs7GWQyt3yPrwPBui1EPcu/9vPIaGiGkCwtBfaZrC77aGfvtqKML/XLsc6rUAiaZLLeZLnLCaMc5pYNPGG8NS3m5Gdh1Fs1yde2ibN1Ec+/dLZtG8fOhYs4bjysR9tMOMvs2E44k+xwOBwOh8PhcGTQEUxys7mCSmU+0Q4CgQ3KhhcwqAAIQQbT05f0PkIn3fXgXUkbxhyPDIpGta8gzNcrZy8mbW69SZjoV6pynwXVrrZjnRl2QWa5aINC1DGD2mYylzachFpQangXZwMrRecKOmiQySbbCwQWlY4RnN/QgaGkDd0NDp2SOF+6ZpQMq0oNc9+Q9FmjRtpoVeeuCEvHWGrel30CwGCvsOST56cApFnmZF4jwjCSJV6qtVYv8z0yi1MXgiNIeVbDVQ4qy6xrzteBwDKPHBbGc1Y1zVYzTi00nwvXo2pist/63rcCACrzDwIAFqYlhOaFLz+ftPnLv/wdAMDExGkZc1t2tzOwVvQ1QYY165Jhg0KyAR/5vLC79vPI0x+yy7bGgO4YZKTn5uTko27ipHl9TlniZhtNMtusJCdM4zrPwIyXGeUd8ZQkG0/dGuHNdbI1Aqvpkx955HeSn99x/l1t2zg2BtchOzaL1VhmyzA7u3xjI/38XZPscDgcDofD4XBsCf5HssPhcDgcDofDkUFHyC1yuTwG+kcwPx9CM3gcSjsnFgrZI1Me9fK648fvAAAcvuVI0obH+KMlkRU0VDIwOj6ctGmspI9a+S8DCwCgN5cOwliuyjGxLe7r7pWjYBbVWVlCdl7Tl6db3qP0orckR9ksZrNIghrUjo39s7it3dhilWbYIim26Tsp0gUWylkJw9gxPcrW9aF0YbYcAlQoEWGYCQv/uowlHCUiXA/bB2FDVQBg9LA56tcCREpBuIaUXwBArksK1CiRKfTK+pjTc6xo4WJV5TC8z+yVMB+uPeUoI1rwed/X3Ze0ue31Yjf30hMSnvHn//M3AQCTU+da5rX3WK2oLyxMLrOuLPZjcRsQCvbCNZQp2OI8+bm3VwNvzDUsvmNQCKUcc3NTZkSUR8h+oZRiMH8gabOk0gvKsapaUGmt+wpaqMdiQY6nkZJ2iGyEko6llVpqDdZCStox37qXHdfGZu3hHI71Ii3DSEswXH7hWC+cSXY4HA6Hw+FwODKI1sOc7DSKxYH4ttvuT6yagMD6JAU2ylxVjRUXLafimEEjwoD9wE9+IGlzUNnQLrUaOzQk7GPVRF+SbTw/MZXqk6EVALA4I6xsdbGm4xMGaqXeWtzD6GnGUjfqgeUiU8noaGvdNnRAWEvas/He9aUw1oIyyGRlA3MaxsriuX4NGpnSojqyrUBgjm0xHwCUTQgII7wThlwZ5ZqxrWPgCMfFuZKpBoBRLaZb0eu7jKXdPJl4Zbtpsdcw68pwlyifZvPt2rNfzpkFljZCm1Z8fK6Jxd1K6zPkuibR4uVaSxuu82vuESu5v/rsXyfvfexnfwpAurCt08HCvXaFiGRek8JTLc4jWwsEhpVtS6XA9LP4jidD1o6N4D3JZJO9LhZDCA6ZaFpCZq3c7L3JSLMoz7YhA04GerMhMjfd9FoAwJkzTz8ex/EDm7rJPsStt4/FH/7Iw+tqa1m71ZhjL9xz7DU8DvvGQr5QWNd39qaZ5CiKTkRR9KdRFD0bRdHTURR9QF8fjaLo81EUvaj/jlzrXg6Hw+HYefj3tsPhcKwfW9EkNwD8qziO/yaKogEAj0dR9HkA3wfgT+I4/pkoij4I4IMAfnytG+VyORQKvSnNYE5Z4SaEneofkO/sQk8IFiiXhS3sVubqNXfeDwDIG8b08PCw3k/Yx4Iyyo18aHN1UdjpojKnddX3UgsLBBbTjhkACv1BS0v2kuwjwzwsg0udcGWuVcu4VFFWThkvBnSQXQWC9pj9Dx8cbpkztcO0sutR9royF8IhyCSTjSUzTo0xEOKou/TeK7qGI0YvnI3XLmtctg0DmVHNL7XRZKZT/SsTzLWyISu8F2OluS6WJS6plR2ZfjLcjUYYBwNOqJsmY29ZeD5nss5TF4SFz5v9Qis56q7PvHgeAHDyrhNJm1/4g98FAPz1Hwi7/As/Fz4CnRp9vZaVHcfcUF03GVxasgHWRo1x8eHUhxpkMs/UH3cXgmUgGX2eGlHHnM+n9eoyjnSNwpKxiaMmmWOrVNLfEwCgDo4mTKSVbV475lvA0Jl9hG373l4vXHfs2A/IxmE7s+wAtsAkx3F8KY7jv9GfFwA8C+AYgHcB+IQ2+wSAd291kA6Hw+HYOvx72+FwONaPbXG3iKLoZgD3AfgSgENxHF8C5As5iqKDq1zzfgDvByR0oNDdg7qxIlhaEiaROsVFDQigphEImsOuLpnG3X9P4qip+wWA8pKwjYNFYZeWlDGdmAvx0FVlJMnAkvG0OlTqT6kFJqNbMUEUDBjpLaWdFWxAAZ0V6Jxh9bnLNbneMs/Z68kYX35V4pepKbbuEGSeA9s8pH0Ztw6y5qp3pgY4Z8JEyLA2dK51HR/jqQGguSJrtaCsOd1Euo2zB/W9vM/VC8HFhK4YxUF5PrOq52ZYChCcJuYm5ZnR+cIGl5TVCaR/mAxyI9U3APTofOr6nMk218qhTZw4YFRT80m5quhpANfZAZTVAAAgAElEQVSHriGWkT7/vLDLdMX4vfd+OXnv07/8hwCAX/vFn5G+qsEhpVORrV0Ieu6Gea2Z+pfPAABmZmS/FtVpgmxvu3hsOk6Maty8jatPXC2Upeb3gQ3BCeOQMZZKctpiddANXXPqp8lM289aJ9Rr7CQ2+r1tv7PHD/Rl314Xsq4WN5IWmc4KN9Kc9zOyzDLg7PKNiC27W0RR1A/gvwP4X+M4nl/vdXEcfzyO4wfiOH6gu7t1MzocDodjZ7CZ7237nT041HvtCxwOh2OfY0t/JEdR1A35ov31OI5/W1+eiKLoiL5/BMCVrQ3R4XA4HNsF/952OByO9WHTcotIziV/CcCzcRz/J/PW7wH4JwB+Rv/93fXdMId8PgynVJLCKR6rBnuo8Hc9raGWl0QWcfjmQ9omHJn2qBTj6qIcr3ZrH0VzlNLTLVKFZUoxzostG+UX9ufZSZF9jB2RI/8VY+9G6QNlASxEskf+DLmgzMFKBoj5KSF2WHDXYwr3erWIjUfBwQ4tjINFZixGKmvBni1EzGuBGl+j9IDyCSBdDAgEGcfEmQkzH3mtoHIP9mmlKpROlDUsZehAsAbjuGlTR6lMw1jINZOCOw250LWzfZTU+q2cCWCxRYbsn2vGIr/+kVCsSOs6Fi0m9nPmGJ5hMU19vpRr2CN/rmtFCxlfMqEz9/wv9wAA/ss7Pw0A+OzHRX7xuc8Fq6yFhRn9qVOO/LPjSBe8CWSNKJWy0qi+PpW2aIFdTUM4+LkGkHz+e/S6cnlO+wh7m/fu75dCXkoxBvqDGUNNZRs8oaqUg7SKoMyC0gy2tZZ2tKKzkpD9jm3/3t4gbuQiPpdZ7H9QguGhJDcOtqJJfgjAPwbwZBRFX9HX/g3kS/aTURT9AICzAP7h1obocDgcjm2Cf287HA7HOrHpP5LjOP5L2GzbNP7BRu7VbDZRqy1gYGAseW1RmTQyPmSZbPENw0OsjRSQZhivzAsre8cRiaq+OCP3XVwKbVi0RsY3brZaYZEZJJNNe7Ulw3gmxW/K0pJ1LpiiumA5xajowNBZphcILPOSmQ9ZYTKcZJvrhvUuqY0bC8ySmO18mhkGAhNc1AI6G27C6ypabFhR9q9/ZCBpQ3a3W+3QaOlGezXpV9aDjGu7kBbOlSwti/WAwByTqWWxJG3agMD0k4kma3zmmTNJmwMnDmj/MlZay7ULe5nR2PAhtdizTDKt38i68wTBFozymdNCzp6A0IKOz+fN3/61AID73n5/0mZ+StjPz/zarwEAnnn2EXQi0oVu/NzIa5YB5ueW7CxjrW1xHEOB2Jb3Gx0NMfM8WWLBINsuG3s3flewEDBW1puWcvY1tsllbOcAYHm5NfBkv2M7v7cdjhsV4VSg9XTAi/uuL3gstcPhcDgcDofDkcG2WMBtFV1dBYyPH8f8fLAGY0R1pMwT2aG5ucB0kvUZGTkGAKgxStjajyk7+/IVqUMZKQljSms4AFhYSFt6kaGcNzrS2lQtdW8yl0kACICeInXTGebWsG20jiObaRlXMpFLyqKS2baWcLkmtciZqGjDNlPTTKs2zssMA7Oqmx7RyOjyrLDENgSELB//JYPL+GzAML6ZiGerCydzzKARssfmskSTTGs8sq1AYJDZF5+Ptc8jq8s58z4Fw1TOaajJks6R7Le1buMpAtl42uZxTYGg3+Z4+EzJGgNA36DsM+qdaZ8nc05HcOfyDNYIJw60svvhD/8kAODLfyihJH/82d9M2pw79yz2GjaAhJ9R/ktbNXmNwTTdqesKhZJpI89zeEjcx+Y10tt+5hk0ktO2jKa3IFvdpSEkZJ27uwNLTEaaISccq7W0KxRkn1BHzbAjhqVk5+9wOBweSnJ9wZlkh8PhcDgcDocjg45gkpvNBhYWptHXF1wP5ueFlevro8uFsI90tACABWWa7nn9mwAERo/sqEVB2dgl1Z+O9of7zCmzSca2ppHIdDgAArNJppUsL+OQAWBOdaTU4OaV6bS6Td77K48+CgB4w1vfEuYzk3ZfoD7YuluQVSWTffiWwwDS2mYyk4PjsnbUSlcWWt0gvuqNEsDyt194UuZsgkIIBn4cOK6aXsN4UpNMlwOOq2xitwu98n/S1OBaN4kqY6yVebXzIHgawHGQNbfOIP2qC+Ya8tmlXCl0jHUdByO9F8yJQU6fMzXFnEfOMNtk/8lkUw/OuGogsMxdbUJjqOkuq8abz9Sy7+yP2ugHv+lrAADveN87kjb/7vt/FADw7LN/hU4AWVj+y+APIDhENJsyLzLK9vlQFzw5eQ4AcOCAxHzPzQeGnschZHX5nUFtse03r4wy9cddxj2Hzhts22ymtc7SRz01djpx2LqIIO/tFBeS/YH96PSwnjAQDwxxZGGZZWeV9x+cSXY4HA6Hw+FwODLwP5IdDofD4XA4HI4MOkJuEUU5FApF1OtBDsDjWMorFhaupl4HwtHo8CGRV9A+zKKg0oAuPXotaLjIxavTSRtet6hH9bfdKse8V0fDMfylVy7Le3fdBAB46rHnAQRpAxAKunhEzkI+i6ZKJ+76arH7umqLvVQyUNUCuf7hfmSRlUPw6N/au/UU1cZsQgrVaFFWGgrH3wzNeOT3RfbBYAwbJtLdK2tXjWQ8sxNin3fk1qNJG1rRUQIRqdSEMgMgyD0Ihq0A4bh9SYvqerSIrtHmWUaD6QK3ylw4YqeMJd+VthbrNkWcE2dkD41qEAzlLKXBsC7dkP5rDTlSZyFiO/s82vH1DaYDXmx7FhLaoBFaziXzUMlJwzxbFh52ZQJUJs1++dXfF3u4z/zunwEA/tO//dcAgMXFGXQCrCzBhoYAofiNkikAGBwUC8i6SinOX3hBXjfWkMFKLpf6vWDuT3nEcsZ2rmGkFLSWZFEe72eDQ3hPFhHXqumgGoHLLDaCEL6w/+QIlFBQUtHuNZdZONaCF/XtPziT7HA4HA6Hw+FwZNARTHIcx2g06ogNi1MqSVEVi2eKRSlCq1QCC0kWiSwo2UfamQFAl0Ygk7FkuMiKYTe7aZGmDN/jjz4FIISCAKEI72//6hkZj7KH1flq0ubuB+8EADz2+celD7Vnm5kIzF6zIa/1loSlskEjjJxmEEawgAvjIHs6fnwcAHD1orCjvaaIjYw4+6Ct2eKsLaZTxlaLzsiI9xm2ORuuctt9t8n45gODS3s3Fj2OH5NxPaPrBAAxY6V1PauLYc3IuJK15r1tzDYDU8iaF/vl92VbWKn34fi5zjDry3VkASDXyVoGkn1ndDbX0DLB0+eF/WQ4SVXDVvKGPWeBJxn7XBQYRxb1sX8WUdpQE86fTDIjtPNmTz76hKzxfW+5FwDwpeek+PLTv/9nSZt//yM/CABYWg5rvvNgmEj4jCW2cHWZO4vprIUaWV1+VnvUgg1tAkv4fUA0zX24QoyarmuftnCvpmw1T6oS68LInBhov4y+5piTcWG319XRCdgoW5xlma9X1rkdw+5YG1lmGXB2udPgTLLD4XA4HA6Hw5FBRzDJgLBH5WrQANOaibpCWjbNzk4kbWZnJSCEIRfUdtq4Ymp4L1eE/SuRrTWsXVcSYKG6ZdUNt9M4k0GeV12tDfH409/6cwBB38j3bCRxtara2Tb2cLQkI2N69eKUzidY41UWhW2bvSJjHlbGk9ZnANA/HAIagMCCWks7Msm0tiNrbMfDcdCy7NzzYs2VM/rcSG3LOFeyxFafy/VkLLVliYlil8Zr61irZqyDOkeOcbBHnu+Sia7mOMggk5W163LopkMAgEuvXgIQNOPWAo6vNZNTgFldg6APp86Z9nBktjk/IJwGtIsW534YGpd5cc0GTB9kyam15p62a8/nefblCwCA2VmZx8m7b0raXJoW3fV7v/VfAAD+6PO/gp1Hq043OfVRdpn7I2/YXdq4MSAkz/oDG11Nq0E9YVpaUv1+KXxGyEivrEibwcFx7SucKlD3zICRgQGtBzDfQcvLNe1L2jJcxNrEUe9sWXNHGkGHvD+xHuZ3PSzxaozyte7dCdhPY93vILvMNd/vn5/9DmeSHQ6Hw+FwOByODPyPZIfD4XA4HA6HI4PIHovvFYrF/viWU/ei1D+cvMakPaZv9et7iwuhCG5GpRf33fd1AIA7Xi/pcbfccyppw2I4FmsVVFqxuBCKz7gGlAxU9BidBWMAcPGliwCCJKOi11MCAIRiLSapsWhr2cgC2J6SCFsQVjEFcUA4hrdWcDxir5a1gO+oHCUz9Q0A6jUtdlQZQEElBEZJgYFRlSxomh2L1ygBAIDTT76aup73s+tSW0wXLrHAzO6rho6ZhYzdppiOa8O1p42elYZQ+sBiOqb0lcy6ME2PcgkWXaZTE9M2bosqiWCfAHDmqdOpvvge1wsIEh4WUVI6Q6s9O0eOfakS5BZF3YtswzWw42BBKOU940fFBm1uar6lj6ysJ28KPbvUZm5MbRKvqIXcv3nf9yVt5m2i3Q6hUJA9E1L5RJ5gLR0p9aFdXJfKI+xnhPIK2rKVVGbB4jz7Wrkskihayy3VQuFqpDIJyj3CuMJ+4WuUW7BvW2xYLvN5xI/HcfzAmotwHeHW28fiD3/k4Q1fx6PjT33ufQD2x9H9eiQUG8F6pBj7AWvJR4jdmM9+XLvNwAv6thf5QmFd39nOJDscDofD4XA4HBl0TOFeM24mBv9ACBsYHBhN3geAQk9gMclO8breEguoAmt3/JQEX5Sr8tqKMo4VwySzkCwhP7UIzNrE8d5ku5aVgW0aVpQFYOyfrDFZMyAUfS0py0z2GQCKA/Lz6eclRGF0/LD0Ya4nY9rbJ20tg0wMjgvrycIyssVkMAFgubaUGiNZ7Kphs2nrRqa02VTG3bDH88ps0v6MDLJl2Fe0ADKn62pDM1iIlssUF/ZatlrXk5ZpLIZjQaAFnwGL9Cy6dB7LyrSzeJEnB0BYo9e++atkXjq+00+fTtqQHaZtHhlqO2eOmX1a9CvjvMgTC2W/5zRQBQhrT0Z5rqDWhaaYlHuQNnxc11w+rMvclLCpLGQ8clLW5eOf+0zS5qe+V4r6XnzxsZaxbhdYBEcklnCNsBdo2RYK5LQ4z4R45PQ6njTlcvJ7b2/4HLIAcGBgRPuQz1qfKe4jW83gFX6X1Grh88TvII6HTDJfl35Lel27oBHHfsNazHA7xnItFnUjWO0+u8mObtcctuNejlZYu7gbkVXm6dNuFzI6k+xwOBwOh8PhcGTQEUxyFOVQLA6k9ICMqC6o9nB5WVizmZlgAUcGuVxO23QxphoA5uaEWSTjSqZy1rB2pJD7BoUVYvjF1StBq0lmc0Utxhi/3DBM7sJ0mlUls2dDJsJ7alFm7MfIjJb6hPFibLFlVRv1cup6MttkmAHg+GuOAwiaaGqJyQQDQTtMDTKZT8YfA+mgE8Doa6uBMaVVWUNt+Miccp2AwC6vNORfa61HzWx5YV77L6bmBQSNNeOf+btdOzLyHCOfRUrPynAUHQ+Z5C7DsFN7fO7Zs6nr7XjI4FKrzfta/TNDSBj+YXXpNdUnc/w9ieY7nCrw9IH/TmvU+aKxtOO+oBaaOuycOQFh5PbcpNnvAO573WuSn//fP/hvAICHX/8mAMC8RsDvJIKNmnnOqiumRpp65aGhg0kbhgkx4KO7W59lIXxGhoYk5IXa4fl5mU+lHPTcPMGgBVwchz1NkG3ms2cfNmL76tWL15zrjY5OtrDajL3beuzQ1mJV19Lu7qaGd7vvt1ea4Otdi9wOZJVvJEZ5r75HnEl2OBwOh8PhcDgy6BAmOUI+34XDh29JXjt79mkAgUWidtCCesDyorBkjGi24QNkKg/ddDB1bZ9hD+kiQRaUjK5lKsm0ZkMerIsDWVmGXORHglsBQW0oiUl7/dXLEo5SLMq86KKwdCWwXNRwjh2Win0GfnCeAHDl7BV9rSs1ZquxZkQz9b1T5yf19aCh5XtkOjnn3r7A2jE0gyBjvzgf4sPzqhvt6ZXrbr3/tuS9l7/yMgDg4IkjAIDpS8KY2gAWsqlkv8kA2zaT5yZT75H9S/YEwjPnunLtq0afzrUq8VQhVhcGoy3uU+Z2RsdaVLbWxoeTSefzsUEjXCPq06vKflu2eeSwnIaQnZ7T8JpB44BBtxDuzb7BsKcT6DoMHxxJzfVvn3kpacITmB/7jx8FAPz8h34SAHDlypnW+20zojaR03wuPB1hEAkQgkaocWaM9MJSeIYMExnQeoaxMalLsN8hDCtiX3TCGB4O3xNku+mKwVCS6elLSZv+fllXG3LkWB3UFXYKsizkRh0sVntvLbZ4P+p12zHj65nPRsJVHBvHjcgo7zacSXY4HA6Hw+FwODLwP5IdDofD4XA4HI4MOkJuAQDN5gpmZi4nv/dp8RqLd7q1SI82TEA4hqcdVKyFaYMmEIM2aKX+9PGqBUMc2Pa2W6TwzR7nX70oxUQ8Hp7X429rwUbZBmUK7IsSCwCoaoEbj+atBKJ/cCh1HQsIrU0W7ax41D52TI6A80YOMH1RZAA8qj9y6xHtK4yDsoqLL2tIihYUdhsrLRbYzU7MaN8rqdeBUABFuQfXgLZZAFCpaFGejv2Vv30leY/zZ5Ehj9xpXQaEAjUWIM5eSduaAcGGjUEalCdQ0mDHxufTzjKwqOvAPWHlGkS/FtgxzIR7wj4DFthxza3l4M2vu1nmoevK4JIZLc4DguyEhX+UipSNRR+lJX0DYa2BdDEp59xdSBdhco8AQHlW5QlatPizn/xVAKFAEgA+8O3fLm3L4blsB2wwx2qvLZhCwlJpON0W8lmhfEJ+lvWgvILfIdZiksV3lGZwvy4shHVJ2qvlG78PbIFx1trOsTayYSJ7jdWO/HdSErEeScd2SxC2Kv9o12YjBYn7UWKyngLNToG1hyNcgrE9cCbZ4XA4HA6Hw+HIoCOY5Hy+G2NjRzE5eTZ5jUUyLMqLoZHGxn6JgQRkf0KRU7C7yndJm5kpeY12XQxgAIKl2bFTwri+8sp56Xs2hEyQMZ2Z0HsnwRiBtaNlGseRhIkYxjPLZNsYaGLqkhQBHTwuYSJkTu2cs+ylHUc+KcoTppOs5uBYiFZm4Mi55yT2myyZtZJj8RoZV7KzkWFn+dryktqr6XNaXAxjLphnBgBz08FaL68sX1UDI2izZddp8vIFAMDI2KHUe7R7A0JEc1mjork+ZI2BwMoyAIXXdxmLPhY7sviRRZy0VwMCg0uWlqxzjwk3aa5oMZ/ukxN3nkjeI4PMsZHJtnZ1LJbk2rMw0YLrwDbco0u1Vjuzq1eFjf2Lz3wOAPDO931H6EvHwaCShasLqbkDwKce+QsAwL/8zh8CADz33KMtfWwOUesr+ux4glIshvhxFuX2aNEu36MNJBACYPgdwnARfnaAYAvH4l8yybaQ0H4WAKBWVcs+w1qzjYeJ7E9shkFeTxHaZpnTnWIs2xXe7Qa7u1YfGwlQ2Ysiv05hjzc7dy/q2x44k+xwOBwOh8PhcGTQEUxys7mCcnkO+XzQTVIPuLAgrFulIiwOmR8AmJoSxndwUOzQyAJaSSODG8jWkU217GyjISzsmReEVaVNlrVV42uMIq4vCstVng9sc9Z+jIgMC9lIom3T7CoAXL0sDCujdq+cF402tcpACPugtdi0XjN8cDRp06uaWTLaiTa6EdjmS6pF5nqQOT1w4kDLuObVCo8WbJblXdb/SyWDTI1nf38YM1m7kZHDqTZAYP3I5C3qycH4oRArvbCg41e2nOzswmxgDzkmrhX3Qt7YsnEetFGrZ+z87H1oBTd6eLRlzjOXVeuqDDQjvZeMtpka76O3ib79wgsXkvcYMkPmmCx1bJhLasMXZ2TMfUN9LX1Qg08tM09HLAPKdfjdX/0EAOBt3/xtui5BP81wFFrQ8T17knI+kv3xsd/+ZQDAT/3QhwAAX/jCb2FraK0RyOU0kEYt2KwFHDX5BNlhG/1OzM0J+86aBRsn3adWcmSkyVA3jN6Y2miOo5thImYM7WocHIJODRHZTgZ1Pbrc1d5rF2+9mb7XuraTtcAb0UJvhPHvFAZ4qyAD3E5vvBHweq5Zp34u14tsPcNOz8eZZIfD4XA4HA6HI4OoE5iQoaED8UMPfRvOnH4qeW38gDBwExOnAQR9IllJIFSZ09D/4W/9xwCAgycDG8pQh0M3CzNJHSmjfIHAUJJtJpNWNQwj2bmJVy/r763OFSFghH23slsM2SgNCLtl9bBk9MhCktnrHw6azCSOWtlUalete0ISVzyYdkSw+lzqpRmSQVbSbgdGKy8qo9hUtq65EhrNzwqrysCQlaaMj1pyAMhltOMMeQAC686TA7KIS23CIbq7pQ0ZaQu2GT98WMeo2ujZEEXcNyDrmGi2qfs17hB02aArRkXdSBi4AQAD+vPUBdmLjJO2Gt6sHp33kTlK/1zffg2d4UkEEE5Akt91b1pnEbpr8Hkz2MXq7alZJ2s+fEDcIezepqaafVKLbsNR+JzIrH/1bacAAL/+id9P2vzch34Y24so1TcADOhnfUljqRlBbdnmkjLH/brPuJeGTbz1ssbeN5uynvweTMWPL9EZRCPplVGuVsKemlW2enFx5vE4jh/Y1DT3IW69fSz+8EcebvveRpidrbJkW8VeMK3ttLi74WZxPeB6YYk7BZ2uV27ngrNdzHG+UFjXd7YzyQ6Hw+FwOBwORwb+R7LD4XA4HA6Hw5FBRxTuRVGEfD6PXmP1RHkFC3IYSFEoBMlAsynFTSzQqWtBVKE3tKHEgMfvY0elyG/idAgumZuUe5eG5ZiZR9u2kKoyH46ngXC0nU/Zh3Wnr9cjXBanAUCxGGQeQFqSwaNeHruzqM4ejROUR9C+jkfmtn8W2jFsYmWltaArKzUZOxKkELS7YxHZ0oL0VasFKQRlKMvLUmCWWL+Z6skBFlaq7IJ2b3Kd2qjpMToLqWxgA9eFBY0MlGmuBKlL/4Bcn5W80GIOACoL0i+t0licR+mKBdeORXY2fIO2d5QwXDkre2n8aJD5UI5DyUy9Fo61RnSNKcE4eFJkAJdPT4Q2h0e0f5kj7QXz/UEawj1ISUcipzGSAUo7KC3hZ8QWNM6qZSJlIyyMtGE6tNjjfv3S3z0HAHjom96YtJm+/O8BAL/8X/8ttgOU19iC3mWVVTAghJ/9wYGxpA0DRri36nVZ+0o1yCRoHRcpT8AiShtoZPuV3/WzbgoAWUjM4BJH56JdEdh2h12s537txrEZm6+17nO9YruLFdcT7HKt/vYzOt0mzkorKL3wwj2Hw+FwOBwOh2OP0RFMcr2+jCtXzqaKZmzhFgAMDx/MXobp6UsAAsPDgiprdZavC2tIli2x7zL2bkMHhLFtaEQyi7Zs5DTvyaKoJWUGS+Y+LNaqLAqrSpaqNBhYXtrBLVVrqbEDgcFjPHZXpoAPMEVWypgmARKVULhE1nFAmWhalNnAES412cNstDEQCtGmJ4StI2tsGcaqBizQmquqbF2xGIJL+Cy7NFSE11gk1ltagGcjhItq18XCP4aTWLsu9tHbK8WK9WVZj57e3qTN/PyU3k/2ydhRjfTuao2TJnOaDVIBgIra/9123+0AgKnzct+aeQYzU/LayLj0weI8C679hZfEjs8WcV7VokAbqw0AXQV7GiBjJAu6XONJiokW12fGgj8W540qUw2EwkyeeFT0fuW5wPgz6p3Wg2TRbeHqm77lTQCAF5/6hwC2bg/HYrwVc2JABpn2bGRym3E4kQmnG3J9qTSYagsAUcTgFS0K1RMq24b9spg0sZ8zpyTcm45W7GTRzXZhN5jX1djlrRbutbtmP8dArwfrCRpZaw1uRCu59YCf1U77fG42vn475+NMssPhcDgcDofDkUFHWMD194/E997795NACQBJRDXHNzcnYQY2NIDMDhmfH/7J/x1AYLuAwPyOHBLrqz61t7KWaQkLmwmSIKso91ENpOo3yb5Z2y5apGW1yWTd7H1mNZq5x8y52K96XGXnyDp3G7aazB1ZP7JmRaNVZQDFkVuPpu5HnaydP6+jZvvILcFe7cKLEoDBEI6m2uldvXoxaWNZPhmfrGXdBC7YGF+5JqwHGWe+FoJPQptBtfKa1T1ACzm7X8g8UxtKtthag9Hui3Z1hZ7elvtQx0rdNO0Fi6UwB+7BxL5ObdYWDfNKXTzDXw6eDOEoVdUikzkmq79s9glZf+7bHG0J58O+ZbQ4T0Asw09Qe8xTETLjdk8S1KlTv2xZbGrvuZfIjNNizoI2cb/4of8zee2LX/ztlnZbAePp+XzanTSRAe7vH9ZrwqlCshf0JKeulnBdXaGegXUQbMO9Yfcm21y69LJbwGWwHhZnNy3gNhORvJPYqiZ5LVyvTPJuYj3P53rTL9v57CWrvFkGOYu15rBrFnBRFOWjKHoiiqLf199PRVH0pSiKXoyi6DejKNpbI0yHw+FwJPDvbIfD4VgftkOT/AEAzwKgCPU/APhIHMe/EUXRxwD8AID/utYN4riJ5eV0eAK1fqw2Jxs5PR2qz+luwLCKadUb21jegdFBbZt2g7D6ZzJ6DIxgzO/QgRCtTCcB6j55vY007lZWuaKa4sRZwzhYVMvCBJKdsnpl9kcmnIEnHDMQ3Dn4Gtlqq0keOjiceo/rQa0yEBhtMtM9OnbqY3WS8q8y0GSNGfMLBHcBMsDVmqzT8eN3JG3OnRMnBLK7Wb253FPmfuXKGRmrYXejIdH1jo0dkz6U5SX7B4T9QUaazLLti69x/JyPTRG/6a5bAIRnMHtF9gIZYQBYXtI9xFCQPhmrjUzu75G5xsrQd1lWVllh9stnSQbXtmF8Ohlhum5Y8IRg/LisE/cqAPT06edInUrIUFvHFO577gm738J9ZGx0gOF9ij2BnU00+XpK8f7/4wPJe49/wx8BAGq1MLbNgM+5oAEf/ByRGbavEdSn0x0FCCcMPJEhO2y19HTSIbvMfRenNMnBkeIkrfcAACAASURBVGcfYcvf2Wuh03SNG4k/3iiyDPR6WES23ckwkRsJu3EKsBqDvF53jNXu02mw41tZ7qzP8V5hS0xyFEXHAXwTgF/U3yMAbwPwKW3yCQDv3kofDofD4dge+He2w+FwrB9blVt8FMCPASC1MgZgNo5jClXPAzjW7sIoit4fRdFjURQ9Zhk4h8PhcOwYtuU7e36u9UTD4XA4rjdsWm4RRdE3A7gSx/HjURS9lS+3adq2MjCO448D+DgA9PUNxMvL1aQYBwBm1N6tryTH8NPTIgOwx6pJsIAef05fkqNxG6zBI+xcXoZWV7nEwnQo7mOBXGJ5pefgg+Y+F7WIjcV5DJmwdY8Ls7OpOZbLUvBm7cz4PwSlktzbFiLyiL9Xj7YZ4mHDLiid4Dx4XFwYDn3Quq2rSx4vj79Z4AWE4/Pl6rL2lba2A4Clcvo/hM1MwRoQjpvLizL3wUE98i+H9aUUg0fZNqSBx960d6PFV7MZCgLn5qTIkfZcc7NSwDd+4HgYm9kX9n5WbpEd65IWYtkgiksvy75jkRaxbMzWuzTkgutAyz9rH8Z9wX/nrqT3BhDkGiz0XFSZDgD0DfTpe13aZ6stIaUXfN6XXpbPSGk4SADmpub0fiIJ4fOdmwrjYTEfZRqU/dTM8+d+6SrIOtMSLzbFoCxgLGtRa/9QWI//8ulPAwD+6Td8Xcs6XBthv0Ua5EF5RAR5TpRfAMCKvlfSgj2iUgk2fvzc0R6uy4TOEJT8cC+xLeUbANA00otOx3Z+Z996+1hLG8osNmK/tN0Fa7uNzYx/J+d6Ixbs7dScN1romX2u7dpk98tmZDrrbb9VdELQSLvvkPUU9WW/i651z7WwFU3yQwC+JYqibwTQC9G3fRTAcBRFXcpMHAdwcY17OBwOh2N34N/ZDofDsQFs+o/kOI5/AsBPAICyEv86juPvjqLotwC8B8BvAPgnAH732neLkM93o1YLTBrjiStlYX/IHFnGkJZXLMCamhAWsGiCMVigRHaMrObo0cAekpVlYEhvn7BSZ587m7RhUASLm2gtZ8MUKhNZRpHFQTYwJK1wsRZyDEMpkP1WBnneBFmwSOvWr74VADB5TgrnrBUX2eGoKNcnRYaGGWRASVKIpfOYujBpxibjYJw1gzmq1fCcyJIXemTNGQFM+y0AGNRYatr6WdaOjB6ZwGKvrMFiOcx5XosDWZQ3MCgWY8tLge2dmhKmn3Zfwa4r/F8wWetqYzG1LgsmUpjFgIcP3wwAqFSkbbMZ7kOWm4VgQ2MynkvnziRtSvXh1FwXZkOAyvgRYduvXpbAkMFR2Zs2TISsbp+ysYyTtqckVT0hyNo4rtTTtnxAYH65f4fGA8vKfUaW+qpGcCcx1wBmlQlncV6ypyphTw0og809xdhtADh5UqwF7777IQDAM898sWWMq8GeXPC52uJRIL0GcSQ/Vyo8yZE5c28BYX/yVIOnDPPzV5M2PKXp1evYd858npfaBON0Krb3O7sVnRZIsBHbrs1iNUZvu6zB1sMe3ojs8W4jy/y2W/P1sMRrXb/a/bJj2G3sxee6HRO8kf63y0IO2JkwkR8H8KNRFL0E0bv90g704XA4HI7tgX9nOxwORxt0TJjIPfe8NaUDZeQ0X2PErNWqUhtYWxJm8777RO/4NW97W9KG7OnJu04ACImylnllbDN1ygx1oLYSCMEiZPLK8/Le/Exgnsh+U4jKyGjLqtJGisyVXf8DJw4AMPZsyuxZtpqs2kqd+mB5vc/oP8kSk6XmGlhmkBrZ4UMjqTY2uvr0C2LdRp0xo385B8BETlN3rfNZLBvNq64LWTqrH+V7PEUg20u7N7lONMlJGIQ+xCXDJOeVLeT9aNNlg0x4KsF47MBwn0vasN+FBRlrqSSMqz0NCHZzslZ3v/FuAMDTf/VkGI8ylGVdB1rcAUjsDnmqUCyW9PXAVner7pn7n2y1tWcjc1ueT1vqMagGCGE1fQNpqzK7F7inqYlniAj3LxCCSzhmapxtvDt1+oMah95TCs/5wDHZQ0eGZT3f+7ZvBgBcuvQyrg2rSU6fjpS0ZoFaZSCEz8QqrR1Qzbndd3w+3L/8PNrAEc6VmmT+bjXJDKT5ylf+5w0fJrIZpomMz06wZKsxe9uJ3WT31qNfdVZ5fdir+O6t9LueSO6dxF5ok7eTEc7iO9/567sTJuJwOBwOh8PhcFxv2I4wkS0jiiIUCr2YmjqfvEa2jowRGR4yzBZk+06ffgoAcM/im5L38upcwRjpYQ3aoG4XCMxtlqUlMwYEnfPspOhXyQ73GEcDVs+TaWV8sgUr5skg9xsnAv5MFwmy112G9a5lHCcYF2xfz86RzF5sQlaSyGoNOpmdkHn1mnjrI8dPyX2UmU4CQwyTPDOdDnupVIWNbNTD+g5pZHBgeQN7TlY1cS3Q6+ypQhKGouEOZJ0bJt56eERin8ncBsYx/H8gmUVGCYco4qAL5735GpltG3bDsZGN/NsvPKHzCutLlptzJRsJhCjlwFTKmAcGgk6Y+nj2MX1FdNkHjobYcOrTuX/J4g8Oh323VFENL90tlIm2sdQLGjue6O2VHbZ6eWr7GWPO0xYbdV7s14AP3ZP2VGLyvIz/jiNHAADvfu8PAgB+9eMfTtqUjQ49jdAHP3f2dAZIx7vzOXPt+Lwsk0ytOvXK/H7JG/acJx/ZvTA4dMCM58bmGSx7vBntYmi7c3HMe82ubpe2dCOBFptBu2d5vWKv4sc3c91a4TO7eZLRCW4Xe4Eb+xve4XA4HA6Hw+FoA/8j2eFwOBwOh8PhyKAj5BYAgDhOFVnR7ovH1QyAsMeq81pc1VCZA22h5qdCkMX4cSkYonUVMXokHElffElsQVmEtFSRvhbngqyAx7u9fWm5BOUcALC0JNeH43S5psuEZ/QU5ViXQR8WE6dFukB7OWLRFBDyuPvgSZEwnHlGbMeO3BKO4RkaQpkEbdbsUXK+W4ua1HZu6oIUe1lJxsCYFHRdflXWJ58EfYQ2LH6buiptBnTuS7lQTMZiy6raZXF9ACQBMjb0AwAmJoKdGo/E2WZgQK6nzAYIR+G8X0kL5SrGoivSAjDKYGo1eb42BIRFgpSUDJmjdcLuUyAc3beTVNCy0Eox5uaupMbBfUKJhX2NQR/QaVD2AITnaW3YACO/AFAalGc4eXFCr5H3VqxUZVyeIeU5DJGx+5DPPAmv6U3vUQBY0uubK7HOOcgk+HmbXJCJvPt93yi/XwhFhp/65M+13HM18HkXizI/Fu8CSKpZ9XQw2RMF891ByQ0L/2ItSm00gsUki/l4Ha+xa9fVld4LNxq261h+t4MStgvrsZnbKZlEu+s3UhiWtdna6rO8keQaG8FmpR1rXbfae7vx2dmsLdt+hTPJDofD4XA4HA5HBh3BJDebK1gsz6aKYJa16KeuBVN9GgnLyFkAKDaERSJDWa+3CsrJZvUNCuNDu6sLL1xI2sxOauGUsqpJoZthwhjjOzcjbKENOCDIZHOMDKmoGTbz6LHbZezDwhAumxjookYR15QtzHUJazdmWO+izqO3JOzYLffeIn3ayGkNI2EcNYu0xm8ZT9ow6ppBKpyzndeVs8J4kkGmhZoNfWGwAhnlJCjE3IcFd8tL8iwta8xCPVuEB6QLolhwRfaQrOb8/BXTRtg+sn8cly0GS2zczPgBoFoJJw+0uyNbzPuyyA8AqlqcyDCRYOUWijCzhYOWSaadIcMu5jQs5ejRW5M2r3n9HQCAFx5/Xq+XvWiL4ebKtKkTNpTrapnkxfm51DyIpolDn7s6q22Eeh1Tu7ayiclmMR+Z7JyeoOS7zOmE/jw0LuPpNRZwDD55/rlXAQBHbpKTD3uiwgI5GwCTBW33kmep62ILK/k5DMW/WrxrQmPYF4v6WLhH1tm+x3Xl/bgP5d7tUp0de4V2wQ3bfe92LPFGivM6JZZ6L9je65lt3itbudX63k8nMquhE/aLM8kOh8PhcDgcDkcGHREmMjAwGt9//9sxNRks4GjjROaIek/LBmV1rGTo3vOeH01eKxSFMTr+muMAgmWVjfcl00rmbOay9DF58XLShuwl1yvLbgJBs0h2q6iMlrUzG1Y7NEb3WlA3nTCls9Op+wHAoRPHU9c0VUNpgxsYLX3sdmlLZo+WckDQiHKuZAjJ+AFhja5emk71RcsyIGhnyZTOzYnGdMmwtWSiybha9o0a2dlZYYXJCFq7Lt6bfbWwiQgMdpbdTQWOqJ6WemEy/jZmmCw5wzzIOJL1BQKj2KNj5Pza2cTllMUs9Qf9NPcQterUTVsrOvbPueeNrj3bhnNm/93mPowSr9XkuUb6/8V8HQAWF2XfjoyHkwYgzUhTC8990qWBI90mTIT7hfOzTPKwxsIzcr2pUee8DwD8+Sf/HMDGtMncEzamenRUbOa4DjzRsUw/23PNuSesPr2vT+bDPR1OrMJnns/liSc+f8OHiWSx1RjZrcY4bzfWCnNYz3Vrsc1b0Smvh9neSbSLEHbsDXY7cIT33g1t8nbvLw8TcTgcDofD4XA4NomO0CSvrDQwNzeJutEikvUhO8bf0xpT1UlW0y4F83PBZaC0orHCGnBABaUNCmGgBjWVCRPWayKNK9JHM8NsW/1kT09R/1VtsbKS1iGB7NyZl57XeQVG++AxCfioKKM9ODiSGg8AXDp7JtXH2GFhplMxwyPCkpE57h+StSuaoBBGEFO3zLaMH5Z+dV7K/s1NCSNnHUa6uhm0oNpxZd9sfDiZ3xVlD+2a8dmR0SODbNlmMtdkTukK0c5Ngvem84VdO7oSMHCEOlS77wIznj5hsRpp9sHxNBkyobpsALhw4QUAwPCwhJykdNzaB/c22WJ74sC9lMsVUtfzJAIIzhnU3IaQk6ATZtR1FMlrA8PyfCoLoS8yrlkHGLK9MkYNLimktcDW5SIJ/tE9bgN76svpPcA2Xd3hK+it3/lWAMDZ088CAB5//HN6TdhLWfA0wa4dn2+xKHuZemzrSpL9rPIaezpRr/ekXmu3N+w+vxGx1TCR/YR27Ox6mNuN6JU3wvrtZiSxxXpcMbJ7oN3ecOZ5+7HWHt0JhP0vv1+Pn31nkh0Oh8PhcDgcjgz8j2SHw+FwOBwOhyODjpBbNJsNLC7OBvswhKN0HrXyuNkW64Xj5ijVxh6fN7Q4a6kqR8k8Ai4NhaPXuJk+Wuexc2k4FPqUy1K0U+jRQigNL2gYS7rkSFqP8ccPinyiVglHwfyZcoATt98c3suEOCzMyRFwfTkcgycWZX08Cpb/z7EBKrWkuCod/mGPz/vUbo7H5lzDqjmGp01coVfu011oDf5IQl5U6kLJi5UnLC7M6HXh3sThw6ek34xkxhax8TWuL4+4+zQwRNaB0ht5TvNqq2at6A6MSyHj3Pyk3kf2jy0G5dE8JQtBwhD2JufPNhx73RTuUWLDfWwLy2hVyHkttiksSwoRVSbBttMa2gIEqct9b/kaAMDzj8m6FEtGJrQYCg6BILMYPhAKCS+dPSd96HWUQNjPBX9eVstA7onJc5NJm+GD4XkAwB0P3pn8fO75c6l+V+oqvzDWhf1qwfjeD/wAAOCm37sbAPBbv/mzWA2hiC48Z+43PrPEmtHINpJCRl1ffh7t3qaEKFs0SUmR3CdtJ3ijYGTwZrznHb/SMcEC7aQHO1W8tl3H11sd31pSj50s4FuPTGK1Ni6xEGzm+Wx2b2c/GzthE3c9yy6cSXY4HA6Hw+FwODLoCAu4vr6B+PbbH0hZKy2TdUxY4kV9PbB1i1psQyaPeMMbgjXRuLKHR0+dSLUZPhiYNLKoC9PCuk2dF3bMMp+MDG400jZtdv2S4BJlmshKpou21BJsQIuKjM3W5KVL0u8y2WZh5kYPhsI/RkUzOpgR1NbSjvMgy0wrrl5TuMc2DKdIxj4Q2sxMyPrm8hqMoWOvzAe2Ld+txUzKUler5ZZ1CYVuPS3vnTn9FABgZPSwXi/PsmICPliox6I+2sWxcA4Iz4pt5uclaMMWRpKpJXNLttcy9RUNCiFLzbFbFpLPhfuGpwk2sCNrIUfWGgjsJ/cJ2eJls/9LDM/R0I8Q6R32Ld+zARhAuviM140ekII/FqleOPdS0mZgQAoOyVZzXrQOBID6cvpEhvu2VjZjVltD7jd7msD9ydMSfv4Y8gOEvTikdnEMuPnn3/KupI3dF2kEJpn9HjkiQTt8BnZdentlL/A58dk1TCBRDNnTSQGgrnPTBMPwuX7xi799w1vAbYU92qoF3F4EOKwXu1lY18nrcC24ldzWsVm2ebv36Mry6oFQm4VbwDkcDofD4XA4HB2CjtAkr6ysYGFhOqXpbChzRxaIbI5FvibDJ/NFKy2rEy6VhMEqzwrDOXJkpOU+s1dmU7/X6xorPR8sxiK1f+pOLM/S2mIAmJ4WvShtusiElep95j7y/yUM7agaTSaZRFpNkdmz0dVkkC0rDABXL1xNfibrzchfXp8zEcK0fKPu+PTLYrt1y+13J21qFemLbFnWskx+TscCD6gVmw2roA3ZzIyEs9igkJtPvU7WQRlkMnrW6owsLhlY/l7oDveh/Vpvj6wZ2dG0NZjYByZaYGqlTRuOLY5lzsGKMLThzwcP3gQAmJq6oOML+5d7kmO19mN8vmSwqYPlHpP+m5l/Y+0j7AVqs2ltx7bdZl3IJC/MFlLXj4wcStqQkS4NybrwRMOyqty3pcH+1O9DxjKQQSH1JbWdM0EjPLlgnPrCtDDCZLZlPml7uGK/zGOtmOqAcDpBS7tyWfoY1VOKZXNiwAAW7u1sW+lX11XbsA7B6uUr5dWY7esb1CTvJPbC4mw3wzg2EkSy3vb7GRthCt1Krj02uqf2E7InDbt18uBMssPhcDgcDofDkYH/kexwOBwOh8PhcGTQEXKLfL4Lw0MH0YyN9ECP7ycnxTqKR9lzc1NJG2vXBITksZdffiJ57TV33p/uTK2srB0ak/Zo/Tan9mGFniBpuKrWWzyqTwp9GrbYSqQXPMKdOC/H8AeOHEna0J6NEgSb2MU58hifNm+5XChKYnJgfUmOgmlpV14IxYt9/TJGFkBNnJkAAFQXgxzg4oUXAQALWsTGMV86H2zIFpP3ZK1YaGYLxViUSFnCufMi27C2WSye43VWDkA5Qr+uHY+0bbIiiy+ZinbihFiLRaZY6+Kll1P9csxW5kA7tno9Ts2dEhEgFGV1dclYKcnoMkWClIZMT1/S+aSTAIFQOJhXCQWLDQFTvKkFgNB9m04HbKTask8r+2B7Sgf4DBqNsBeGhlT6oymMF89JYqOVqhSLspcp5aFsw36+clr01lOX63p0fZikBwCRFopa2z2Cn62GWr/RgpCyHwDId8n1E5UJ7VN+/57v/4mkzS9/7EMt984iBhMz5XPAvWSLL2mxxwJJPgs756IW97EodGBQnq8tFKYl5I2GmfnTqx5zbkaG0SnH53stacjKPfZ6PJ2GzR6xe1FgwE5YwGWRL4T/Xu5EER+we8/SmWSHw+FwOBwOhyODjmCSgRgrzQbyuTAcMsm0bWIxjmX9yLIxLIDMHlk8AJi6kmaAWVRElhYA+ke0uG+erKj8XjV2U7R/YtEVi4lsgRmLtQq9MtYDx+W9ibMhAIIWdix8Onv2meS94WEppiLzRdusykJgt2ihxSK80688DQB47rlHQx+6dhxjO7s6W+hkcebM08nPZCbvuEPCKsjc8n62zfnzLwAILDzZXwC4fPkVAMDNN0uRHp8FACwuylznGnJCUKnI77ZojO3JCpP1tvNhwR2L2JJitFIoLOP4R0eP6PUyj2FTxEaWkO+NjR+TcS6EwBGOI1tQNj19GVk0c+nAGyAwk2ThuX/tuvC9ZB0yxalA+GyQFeXcWbwIAEt6n3kdPsecN8E9lQotA7m35T79piiVdmhzM/LZKi2ng0OAUITH4JHKYrA+ZMFf14qMuVBUa7xGmA/DRLhWZJ/f8PCDSZso99MAgF/6hZ9q6Z9ggV5FP0f8rLGYEwjfHSzY4ymAPeXgqUJJbfdmZoThtkWPnWCh2SnYqUK+3QzL2Op9212/2r3ardfK8vas4WaK4NoFw3Qa87rZ8XTaPDoFu2ETR1Z5uxjl3d6bziQ7HA6Hw+FwOBwZdESYSLHYH99y6l6sNG1srLBQZPao+7QBH9SYkl1bNhZyBJnft7zlOwEEpnNsLOiE+/uFRVpRBm1+4Wrq/jpGAIFFPHDomPYd1i/KaDFpvcbADQCYnDgPINihkZ0CgJMn79KxHUvd75LqbQHgmWceAZCOUt45SP933PEGAEErbTXf1GaPKAueY1RzJcQhk8mLlYGmthMIoR3UglK7axlT6mrJ2vNUgfplINhyUbccQjzCfZLQGH2u3GOWwaVulawsmdwRYw3GZ8YxksW2z5/7goEly2bflvWEgn0xatyGb9Dujgwn2d5CIZyAUH9Ndjin2ua+UmB5uU9okUcLOKu9zTL1nIcN9+nrC1p1IOiPl2uhTf+Q2uUt1bEaGBjCEBHqjgFg7KiMsZixNzxxZwgCoj3cD7/rW2Qey61R5wSfC5l1rgEQ7PZ4MsUoe372gLCX+Awbuh6VatjbfXrq9OiXPuNhItvMJHcq+7dR/fReRPRmx9VuDJ26vo79g42wy9vFJG+XBZyHiTgcDofD4XA4HJtER2iS4zhOschAYCjJBJL1s4wctZiB8dL4ZMPoUb/61FN/AQB4wxu+EQAwMXE6aUMGmlpksrz2PonGVZnPLmWHLWvWVE1mrSYs3dCYsICLs4F5Yrw2dcexiSsm63dBnSfOnXtW+06vzW7h0CFhjqlRXVwUZm109GjShmydjd4G0mwmHRninLCrZRPAkIRkqI6UrOqSuR+Z0kuXJEqZ7LN1ruB6chyHD58CEOK/AaBaZmBJOrraOkbwnvN64sB5zBi9MV8jk8z9RzcEIITh0BXFRlZzjAyu4CmJdQ2x7YHAgpLhBoCyPo+q7im6q1iWmFrqHnVqScJIUk4ack86rbTTsE9OilMLWVXu1ZS+fA6p62LD4tMdJInyJqNsYtBXNFiHbjO8j3XAOHyLrNmI6sqpd7egVpsadGqKGzZanOPW8VB/HRuHHWq0+fmja4YNEHIEZBmeraLTdLFrzWsv2OK1kF27TlnD/YpO24t7iU4JI3FNssPhcDgcDofDsUfwP5IdDofD4XA4HI4MOkZusbRUTYqtgHCMSxs2HmnHxrqMx7E8pmYhU9UU1hAL8+liPGvdxuP8c2dF3tCjfVurp5ERad+rRUU8Gp6fDcV9HHMul15WGz4QRXKEe/788wBMoASAYZV0nD79ZMv49wJcF1qUcc1mTbFhCFWRtjyabhee0aXPp6ihJPKerNVyXa3fEgs3IzGhHILH70056rfFiyxwq+lav/rq36XGDgC33n6v3FsDLfr7h3Ssk0kb7rNeLdTkkbsdM8HiRL5XNpaBtB8bP3BcxzqbvMd9QlkDJRBWbkHpQ7E4nBrHgrEDZPEZnwFlHJSsAMDx43fIWGv6maCEwkiJKA+ipIiFkdYmjrZ5icRD19nKLVhUS0lFqRTWrFyW/vsH09ZxM1fCuhS1mG9uUtaONnEs8gOAy6+I7OXd7/1BAMDHPhqCRgh+L/BzzDEzEEXGJuPg8+7RNbSfVX4fUQ4TxyyUDJKXfL4jvkJ3HSODN7dIDPwounOwmWfRKYEue4W1JBU34nqshs2GkWyXFZxbwDkcDofD4XA4HHuMjrKAsxGvtNlKioi0wG3RxBUnBWE6BzJp7Qr3CNqY3XZbiKsm63nqlIRdDAy1FuYwhISx0LWK9F3o7Wlto+xSUmxoCsMmJiQWmKEdNpCCBVd7VagHAIMmcIG2Z2TUWLRlA10WyyzmE6aRc6gYCzi+RibZPucDB8Te68IFKcoj09ljIsHn5iVohOtCxjVuU3xGq75I//+vxzCdZGc5j6ERYVxjE1FOVplFfWQNrfUa++V7vK8N8aA9HeOtK4ZlJrvNGHKegBQMkxxlQmsYb9001nj8bPD5JMWOZv/zNITMNgsTLatK9pQnBUdPyTM591IoiuvVokTONQlXMX3xes7VxnRzrHxvcFD20IGbwolOUrinRbEMGrGx7CfuOgkAeO5Lz8kYXxF7xD/901ZGg3Mla2yLIblPWMTZVxxsmU84GWKMuHwvzM6GkxTO67HHPusWcDtcvLbXbF6nFeetB3u9Zo7dwU6F66zV10aRHdtmP0/btafdAs7hcDgcDofD4dgkOkJQF8cx6o1lLJvwArJAZHnJztqQCTKLIaaY1lWr93XlijC5ZJIA4J57/j4HIn1OC4tIlgkwes9hhjuohVscNK9IGMa0PtcyWNRAUjdtAxt2E2TU77xTIqe/8IVPAQBuNQw750iWjc+gXRAF2V2yqTaieWhIGFsylvZ6arSPHLkFQNASN4zVWcKUkpHW39MWcLM6HtHBkr2vVgODy8jhycmzAIBLl4QptdrzQ4eEqRwZUwZ2UZ5T2WiKn3/hywCC3pcWgjUE2zqyw1wXq4GnljkXpTXFVmNNe7g+1TvPzU2lfpe5Bf0sADRjaorDvqXV4ciIhqEoU2qt5PgMGbRTf0HmY5l6WuKR4U5s1Yw+l+NnvLw9EYk06IQWiEmfRpNcV1u4ggaGDB8SttkGwsxNSvtDN8nzmbzYGgWe7ZPPx9Y88DuDYUPUldtAIn7maTVZLp8GkN53JaN5vxHRTse6U4zrja6ZJbYrTGE30Clj7JRx7BR2g0FeT19rscy7yXZvJ5xJdjgcDofD4XA4MugIJrmrqxtjY8dw9eqF5DWyR2Rt6FpgWVmGFSwog0XmyLLNq4GaYAC4+WbRItMVoDuJNA5MGNmkWkWDIMaFmWPwAQDUysJCFXrl+iuXJYL68cf+R9KGkde7CVbuP/Tmb09eo+b7kUc+DSDosckeA4FB7lY9bhJEYXZNdVGeC/XGZICtZABNSQAAIABJREFUU0OWLbfuH9R39qvOOZc4NgQ2NOiNhe1jUMj01UtJG/afhFU0Wh0j+HOjoeEfeppgnSfqyiQyrILjGBsPccW36L1bNedhbwb3h+WWOZPx5R4vxOmTECCEo3D/c+w2TCeJsdbreD8bb819y0hlvmfZ2Z4e2a9TU7JfuXbj48eTNrPVK6n7kZW1bDH3yzw15ObzQx0415Na/rnpwJ4PjmhEtDLK/DxRqwwAPfrZOna7PI/3vvkfAQA++9mPI4tw8sDwl8CMZ9llatDpIgIEpp+nAtnYbsf1y8x1iv643fp2ytjWg07ZH50yDkdglFeWN7eP95W7RRRFw1EUfSqKoueiKHo2iqI3RVE0GkXR56MoelH/Hbn2nRwOh8OxG/DvbYfD4Vgftiq3+M8A/kccx3cCuBfAswA+COBP4ji+HcCf6O8Oh8Ph6Az497bD4XCsA5uWW0RRNAjgLQC+DwDiOF4GsBxF0bsAvFWbfQLAnwH48bXu1agvY/LKGXSbI3Ye0VPywBARe9xMm631yCvWAoubeCRc1eIiHu8DQJfKKniEuzAnR/Q2HGHkkBQzPf2EFHZ95Yk/kWtMMVAAj2x3zoKP0oUuDUNYMUVWTzzxeQDB8o3H75QQAEF+QqlALifPwhYuUVbANeP6cC2BYAfHo3pb1MdiL0oWWFBlLdMoxVhYSIeI9A8Esmt6RqQXtDajhVx/ydj56TF5lCle6zKhGVDJzuXLrwIIFnVcSyAdAGOvt8Ea3Kccj5WcLCzIetAirVyWudr9RkmILbAD0tZ6tCSj3IJrbm0PWfhK6UC9kbYpBIIUg0WBfL7HbjkZ5vNcNfUe5QkM2gCAKLf6/3NXMsWKDOGxn916TcZWr8uc+2ORwwwfDOvdN1jS6/T3kjznr/u6703a/PEf/2qqbxbJ2sI9Pg+uIfefLbCkzIL2k9zbVm6x36QX2/W9zTARe+S5n2QARLaYqJPnsNrYdqOgcbN9rHU0fr0X0+0FbOFcpxfIbfW7Y7f2z1aY5FsATAL4lSiKnoii6BejKCoBOBTH8SUA0H8Ptrs4iqL3R1H0WBRFj1ntosPhcDh2DJv+3rbf2ZNTU7s7aofD4dgDbDpMJIqiBwA8CuChOI6/FEXRfwYwD+BfxHE8bNrNxHG8pr6tUCjGhw7dnGLiWGDEEISGFgjR6gsIbN1SUji1OXaWjOmDD34jgMCS9fUFBotWYkeO3Ja6dmg8tGGwAYvhyE5ZuzmyhgFhrBspPCS+/uu/H0CaqWSwAgMgaLvVDq95zRsAhGKtwcEQJkImjQwnGTnGOwPAqy8/pW2kLxYEWmuseY0CJwtpmVvGhNNKjO9Z5pasJ9uy+KtkWGIGadBGkPOw60KrtyzLa63XkuhtZWCTPWCeyZGjsgfI2DKm2wZ9cD4sOLWhJpNqQzis42lqHHSXYWXD3LtTv9vwmbGxowBCxHm7gsYk5puhKBrkkhRhwsaPy1z/f/bePMayPCsP/O6LF/u+b7lnVdfaazXdDXiBgbFpCwzWYMyM5GljEOMZNCC7ZTHIIzUaawaP7BYge2xPW8aAbIFx2wgssGmz95huqqu6q6trza1yjciMfd/j3fnjnO+ec+97mRlbZr7IPJ9Uyox3f/f+1vsq4zvfOZ9/D4n2dtnPonW1HzO/S8xsxdae9/G95vp4Jppl91gCrrldxtraYQmRjU2yZx29ciaZwHfmzFjW5pMftPMJ2HvlIwDsn2X8eH79uWV0hOtSy9KeZ+BP/uTXj4WZyFF9b3/0pZfSl7/85UeeWHYQFqkW2/aox7yf/uulBNxe+j+qNo8ax2GM9YCDGo0cxKr6sHvxMMxEbgK4mabpn+rPnwfwEQB3kiQZBQD9c+oQfQQCgUDg6BDf24FAILBHHFiTnKbp7SRJbiRJ8kyapu8C+A4Ab+l/nwLwD/TP37jfs0qlEtrbu3LsYaKscKXAqiYwDSCZQGoNqQ/0LNleWGUyx7QkJsplW55WLW9FJqyzT5isL/zWv87aZPpPbcPx+HmRpfPa34OA7OrAsLBvPiDw0kt/EQDw6qu/c9/nkGnlGvoSexwr9aTsc3HeythRL0ymkUzytmM8O1U7TOMQbyZCVpga4poMY+9obqxk6P1zaKH9jW/8ce65edZPzhKjEg16NvycuS87eoYYQfCMLjXs/X3CXg4OSam06WkrYdiipcoygw63HtRS01TEa7wJznF3V9jMDmVBWV4NMAacDGmmV3Y62SKDnBQMTAC31nqIrHRansX2Y+X4PENORrpotw2YFpnl70bGxMxme9M012SJ+W6tLsk4NteMke4b6dOhyljnbgu729Fr0ZoPf+g7AQBfe+13ta3uu9Pk01qdZ5yl31qcLpxzZYlJss3+OY012P96xlF9b88vXT12rJqVnto/a/WgsR8jlnphNffSf72w3ofFcR33w8K9jEL2wi7v5/w/7L04bJ3k/xXAv0mSpAnAFQA/BGGnfy1Jkh8GcB3AXz1kH4FAIBA4OsT3diAQCOwBh/pHcpqmrwGopen4jv08J0kSJEkpZ0xA9pWVFXZ2hLlqc7pCMmlkGO3+/eqs02wcANBQqmbbRk8JI7mjRge/8fl/DiBfSYCGD2SgeL9vY22bcvcAZnDgdad3A3WWc9PCLPoqG/394zXv8WAlhFbVLXfpz7V04UUGbdNVGCHbbhUs1Oxh/H1Zm85eYZlnbktVi0uXvppdI+PLSg/Nuhy+isPc3AQAs1bmvpcdU0kG+Ny5D2ibxdzngJ2T4WFhMVe0WobXgG9tSZsGZVGpe/ZVDMhIr2/IGFllZXDQ1n15WbTz3GdfWaEYRSgpi+krevAskDGlntrbUnd0yJpRK05jFq/VbtG9IztMBnXXncmPfdtfAAC8+ZWvATBL7Bs33rEx6ntY0XeM8/FMKjW73EtvxsMIA6MRu9vMMTDzGkAZ8WWdR7ecxeY2Z0yzqQz/ipzBtCLrM3vLohs/8pm/DQD4sb/ye7gbGLngXpBJbm216ASrWvCd4PkhUw5UVx85Djiq7+16R5HdqkcG+SB4FKzmYSto3Ouex4VtJh7GPOrN4rk4jv1qk/djMHKszEQCgUAgEAgEAoHHEfGP5EAgEAgEAoFAoIDDapKPBKVSA9rbu7G4aElJWWm6LOlmK2tLMITsE2kOA4ZRSyqX8IlHizMSPn/zjS8C8AYXFualdIIyBYZi21xZqYYa5hIE78tC0rt3rx9dNMR4/bU/yq55qcPd8NyznwBgSWwMjXd3D2RtJicv5+aV1pCN0EyE+8Jxzc+bYQjlFpyXL8XFcPfwsJQvu337ityjIXvAzgKT1ihn8eULuR+Li5I8yaQzb5rBsDnvo8nL0qIlbPLZTEhjcl2rkzkQPB+UGfj9GhiSpL5FTeb0CaiU4RTHs+4kJpxPmubNVZhACtjaNTaKZKW7S6QPqZMbsQwb5Tnc77Jbl5f/8A8AAG2atEY5jE965Hll6TdKcDh3wCQhlFD4M06ZCOe6urqcWx/A9ipLeG2Qe2Yn7HuhtV32h8l8/eMDOk9b+60F+a546SWRkTCBNSeN0PXYUKkK5Ua+XGOxpB3nsLFhkoyj+u4JHD2Og0HIfvAoZQgPo++DmJTs976HgYcxnnqRWdwNDyOB72EhmORAIBAIBAKBQKCAumCSAWFrfAJVuSzsJRP1trarbXqZdNbQINfuZZqxF9y5IyYPTz31EQCWCAUAExOXcuNgabCcdbUyYWQNycDSLALw5bWacj/LPPLJYma0UZ1wYuyWMIu0T5bPZEw9PcO5efjkMZa1InvHsXKegLGqZCyZgDisphUAcOvWxdw8mADlGbbbN69rH8J49vWZ8QNLiTEZj+PwrGqSJRDKvMiq+nUhO80xs9TZyZPPZm1oujE5cTn33PYOS3RjwmBnF5Pi5Ex51ppMJ/fHzDNsPDNTE/qcfm1jZ5slB3mWuXaNTZagxj1kH42NWkKt4pNbGXmQaysrS/pcO29MUCMDzT594h4Z8Nm5SW3bkfvcj5HPadyRsQ6N2l6uLcteci/8mq2szOlYG/VnPX/l6uRLsvDrS3xX7GuqrGXiSmoTv7ok99y+YpEL2lj/T3//0wCAH/1LwiT75MuZmZsy/qFT2oeMY9FFFXzirqyB/OkjKomLbD2JqMXoPUw2aC+2x4HHD7UsjeuNUQ7sH/tJ4HtYCCY5EAgEAoFAIBAooC6Y5DStiH4x9VpKtfVVdinVslveKGS7YF5AW2oybEDt8mt3AzWUE8qO5lmuldy4yPbmGM8Cw0jms8kxhMSuMoLNTWYDTS0py3/da+xkLclKXrjwSnaN1t2+jBoAvPDCt1aNlcyrZx8Jsrw0SRkbO6/jMlaU5cc6lI0lU+jXhdbMY+NP6T1W6oxs9/T0DQDGWHrteUcr9d+mfy2OwzPyHv4etm8omGSsrpjV+fgJ0XPz3Hlr8uw5yrDy/JGdLZdtL3k/WdWJW8bQ00yETCuNNnZclGR2VphoRkvI6q6t2TyLTH+vriW11kB1mUSCTCpgGnYytrXOXUsWtWnQ58ncJzVKAADtbYz6SP8dHbZ2PF98b+aUtfY20Jzj0oKMmXpqb7bCr4itDemf5eEam2xPqVfu6ZNnP/+8nPu33vqTrE1XZ3vu2cXIjJ9jEZ6F31xfrtnmScajYHCPI5tYj8YJxwX1rEl+UDjuc95Pmbh60iYHkxwIBAKBQCAQCBRQJ0xyKva5TjO4tiYZ8tQFrqf5wv5ynzCDmc5S2SrPMO4Hy8rKki32OlKaMJB5Yh89mtEPVJspUAPsmW2aKrCN1202qTEDqwOQhfRW3EuumgYAfPGL/w4A8Of+3A9kn732mpgoeHMKADh18vns7xcvvSrPVhaTTLnXLfepeQcrXlCfS8MNwCyaL12UcZGlZVvAKmm88/aXAZjBBWB7xkgB99ubZpARJ0NOpjPP+gl7mejvfZvKgnvjDq4HK2+MaEWNEyeeydpQc07zDIJ9A8aGkp1tKNFQZcm1X9T5yVkaVRbeg/et6LN9H5lWXKMQPFs0XwGclrkxX9XCG3ywSgY/4z1+zhwr16qrUxhxv4c8pzSh4fn3Z5vREfa1vDSfXaNtOdeDLPGaY2K7VL9t5h1qFd1iTPL6uoyxqSLnpLFZNc7z9pzmVlmzS69LpZRv+fZPAsgzyet63hklYR6CB88g14F7wggLUK1bftJQSxv6KLFfdrZeWO+HOY79rNFhGfpiX4d9TlH3/iThXrr7x2096kmbHExyIBAIBAKBQCBQQPwjORAIBAKBQCAQKKAu5BZJkqCh3Ih0c7XqWpbIlckCVquuWamqFIcBE56YkOXD+Sz1lEk5VIpRq2QUpSI0Y2ASFmDhaobNGeoGXAKWSjjYly8t1gUJSVN2wWt9AyNZG5ZYY3IU53Hj5ttZm16VUrCcFcPgDU5mcO36WzpmMxiRPk1WwPkwAY8lxzo7LYmN4XeGqa9efSO7RkkJZSinT4skxCfusY+uQjk1JvsBtlYskdapyXHelISh9dOnpI9u3R9vYsMkS+4Fk7e8sQb3s7tgQMEkOXmO7C8TGTc3LUTPMnctLfJnsiZyGp8kSHkDEyw5D19ar8ocRd+HFZeIyHXk2tUqPcikS7YtaXKeL29IWUVmuFOiFMLkT5w/5ShlJ/vY2tRkQp3P0OBpAFaKUMYka1SpyDvVkSX5WSlGMzGR89/UIn1Udk0aNXNT7t9cF0nH6LmR3ByAahOQqSkp/9jXN5p9tq3fB016pim78HIW/330JKIeJBb7xb3G/KgSho6q3/2E3/fTZi9rdtA+9oLHTU5wVDjO6+IT+fZiNFLEw5KaBJMcCAQCgUAgEAgUUBdMMpCgoaEhKzMFGDtMdomGD1vzG1V3k9W6l43zvUAWlKwdGU8yfjIOstbbuXs8E8bEHrJdZJm2XEkusllk9Mi8AsZuMUnLrImNJaO5CvvltZvX3s3afPCDfx4AcEmT88h40swDsDJs3V1yjWWtfPkvMq6rmpBGs5SuLmOWmQBFxpUlwnxC4vhJSVpj2S5vrdzfLyzf7Kwk0126+Iquhe0lDUHIYpKx98l1tKzm/iwvz+vPNh+yu1w7JmF2ObaZiWR8dldnR64tADTpOpLF39G5Ly9ZuTkmJ7IUni/vNqJmLExI5D57tplzJWtdUhvl/oHxrA3PF88bWWuytAAwNX1Nn7eZe45POOO6tDSrFbfuqT8LDfqO9feP5+buGWky4WtMPHUmLUyk5LtKe2vPynI9skTRjWWdl0UVmCjKd43vUdmV9dtal70qa1IfmeXv+76fyNr8+q//HABjvwcHTlTNJ0tiTWgzr6X/tp2hS/Jkm4k86iS4/WAvrGi9z+F+OCoGeT/3PK7JY4GHB7LKZJT5872+Xx7WeQsmORAIBAKBQCAQKKBOmGRhHr0OlTraXWVXyRQ2OTaUbNbqar7U2X5BcwhqKKmn9VpgMldDQ8LS0USDLC1gLBmvlTO2zBhpanDJYCWJ/Z6SMZtdjfqnMGoz02b8QJaOGlNqor/8p/8xa/M3PvDTuTHTstqXD2NfLHlmulrTsxYNOso6j6Zme05Xr4xjdnoyd483E/naq78PwNbK2wPfvi2MKfe7S9v0utJ63PsBZfsyO2jHdLJ8GllZMsEjI2eyNmSVZ2dvAQDm1a6bzwWMnaVdcWZwsWSl9/r6RbdKjTPtnHv7TBdOrS77XNS2/j7uIe2yP/iRP2vjWJV9KdPGOSsTZxp2aonJ4FKnO+v2je8G92V09FzVc6ih53klG+/3iZGBKWVyab3uddSlkrLleh+ZbcDOG/duqyTMcq0oy+yM7E+zruG6KxOXRUO0fxrVeP0zMX1D2jz9kaerrqX/oaJzljGyfJ4vgUiWu1nfG47Pf0/5KM+TjnoyAPB4mAznftbAt2lo0ndv6/ixssdprIH6RpFR9nhU5eCCSQ4EAoFAIBAIBAqoCyY5TSvY2trImWaQ0dxRJo+sFg0LAMs25zWvg70/rC9qMFuTztxzPANMZvDWrQsAjBX1hgtkpSrKHvKa17OSjaL+2LN1rMiwtZm3g/bmG2TXyHJnrKq39FbN5Jkz7wdgjLTPxC9qo4vmGTI4aUNTBZqIeOaec+TzOJ+S05FS/0pW1rPMZPDYhuyoZ72p+b1w4Su54XV3W8UJspaMApB99mPlfnKtWMnDWzSTGZ2aup6bj6+SYZUnuIZl7dPYZh+FKIJniRpkGtXcvHY5a3PyrLCfQ43CaO/clPPitcTU9U5PX9exKxvfZZVFyKwvacSBe+grt1B7zDHznJTLdv55XsmiUqPMqhCA6XppsOPNVfh3nhNGCq5efTNrQ8ORzUJVCQ9WL+G5pXmN1563tsv7UtkRlnd1SeYzcsaY/pMnnwMALGg0gc/zrHVDg6wdq92YFt64BV/R5ElHvTHIRL0ZddRCLQ1mIBB49AgmORAIBAKBQCAQKCD+kRwIBAKBQCAQCBRQF3KLUqkBra2dWZkqwMKqDLszDOrD2Ax/FhPM9tan/X5A6QRlDkyOY8Kb9CvhZpoN0GjBywKKSVZMqmM4HTDpxNiYhoRd8hnD3AzDM2zd6JKJFpemdTwspybPGR19KmvT1CLjOH/uQwCAaZUTeOMHyhpoOMLkRSb7ybUJnfOYjnUn9zlgpfCQSVRkPdacpMJKZ+n+OolJdp/OkaYgXsZCmUS3ykYY/mbCGQCcGH8fAFsfggl9gJX2YxmzVZX0eJkES69xf3m2vPTmzp33dF6yd31qzOKTxygR4Wezm7eyayz7x/uZOOjlCdMTssZjZyRRlGfDJ41x/pRO8Cz5+fB80gyH++sTNGmgkhn3aNudHXsfOzr69Fop17a5qVoSwXl4SQfXj+syODZcdd+dO9dyffAM+WS6TZa903KRWWk7ty6L8yK1GRqVc7u+JGOdv2PSiO/+/k8BAH7p//2/AFiZucZGM1ApGo7wbHqJlH+nAvWJvUgYDmqWsZeyVHd7tm9bLH0VOL54XPfyUc/LklvvLmV8EAgmORAIBAKBQCAQKKAumORKZRdra0s5JpkJVGTQspJlNUpGHaQMU2Yv7e7v7NLkLCX0drw5SYFpJZvkWewNZUVZQotsZJIrGZW3EPYGEkz8GxsXVphM2nLO7jjPQjJ57MqV17I2n9j4JADg3AvCrq68LKxhnoWUSWYMrq6BL9vFpC/Oh6ykZ9jIXpJhp/lFf7/Z+y4sCLvLaIA3kKC1NI0shoaFOb12zRK6yBrSnILJWj4hspgAyCTQXcfUk+Vmn7y/x5Wb4/6SySZT6JMeW1qUbdQ149qtOna2UdeK+8v5AbavXFc+m4lrgCXN3bkp68lEs69//fezNlxznmVGFZi0KH3I/Gmrzf31EQPeTztpJj8uuLJ1PqENsEiGN6hhBKVBE2H9u8GzQ9OZN1/7io7L1r5N35ftglEJ2X0ASPSd39gks86kycmszfiYJD0uL8iYu/rku8Qntz79UXk3yv9SEwAbqs8U++c1RlK8Xbdfxycd9VoCrmh2sZfx7Yc9rtV+vyXg/q1W8HzUbN1eEOYh90Zx7/w+H+c1e5hn8l6l4B42gkkOBAKBQCAQCAQKqAsaJE3TKv0ftaRFvbHX52a6SGV/9qNN9nbQZAtp2tFKIxPHJJPlZikwMrFeI027ZUpmyED5NtSR0h64wdnpsqwWmU6WbmMJNsDYXZYto1W017NeeOtrAIAXX/o4ANOo9vePZW02NvLl6bj+FTdnarXJTJI1Sx0Lz/WYnxdbaa6Zt+vlWlPjevLk81XzIeNKxtIzdGSXaRzR2ib3sPSarMeEzkvur6VXz+aqbCaZxRMnnsnakD0tGsJQzwwY8+rtkgFjs6XNbm5+i4vG7nJfWT6MbbzWlWeGa9fUIuP42Cc+mbX5yp/+ZwDAyMg5HbOsjzf44Nnmepi1tzHAjDBwzDRb8e/ksy98FADw5utfApAviUcwikAjFs/crqhNOA1pqHOnAYqMTc4H3xu+62uOxeYzOR8aytSySidaN2XfV+bt81sXZY7j48I6MyLj94Dnn2UWGwrrBABLbl+fdNQbg0zci727G7u817kU7+fP+9EmHzccZzb0UaCWtXKs4cHxsNcumORAIBAIBAKBQKCA+EdyIBAIBAKBQCBQQLI/l7oHg9bWzvT8+Q/lkoN8CTHAwt8++YyhfUozGDK9l9sZkUsYUjkDk4AWFyXk7p3LNgqlp7o1EWp11cqQMTzdrKFsJo3Vcu7zpckIJk4xbM5EIYbTZY6JjnFG28q60DkMsLA35QVnzrwIABgcPFXVZ+aQp+vqEyMpVWgpuPxRKgIAp85KQtnli18HYGFwXxqLCZZMIhsaOVHV/6ULkng4OipzvXHjnawNx8R1YTh/ePhs1obrSRkKJQx+PuyLJeDee0/GfE5L5QEmR5ibu52bc6tzPUxUSkIZCq+VnXSGc21X6Y53j+OZGTtxHgCwtiJ76JNJmdTHpFJKKNq7bBwzdyZzz+Nc/VgpF+EZ5xn18hxKSbh3bLPhyvDxXZjVkoF9fVL2bmTsTNbmwjuvAHBJiu6c0GEvkwnVkLFw7+mSaM5/tq7bOke+W0z281IXfqcxwa5cI9HzzIsy7t0dec4X/9NvSxt3bimn4b7wHPvyhBzjW2/911fTNP0onhCcf7o//Zmf/eSxkhAcNnFvPwl7D7Ls3HFCyAsCR4ViEt9hEwn/2vf8mz19ZweTHAgEAoFAIBAIFFAniXsVbG9v5hKF2ttZAo6s6m7uT8AYHZ9gt58+CTJFq6uSREQGamvTWEgm5bF8Gfv0iWFkgru7JYmIRh0+GcjYWWH7yFr7Z5J1W16ShKEmZ9hA5q2jnWWt8kwjYEwy12p4+Iz06cqQLWkyElm2kTFJjrszeSNrw6QoJvMxgckzuO+89TI8yFb7BMtLl78qnymj7ln0cTUB6dC1m52VNfOsH8uMcX17uoXF9xEDJvrxeXfuXAWQN3JhKT7uB9eFiZKArSfXnPfPzHozEBkbDVnIinrGkyXoyoXzAphJzc1r78KjpdUnaMp+smQakyXffevVrM3YmDDRU1NiwsF12nbsOZPgeO5Yjs+Pp7PT1kjWIF+mEAAmJmXPmPBHBnV+1s4vIzFMnGPimx8jk/Oy93nX3ufr19/Wuct4siTXkn1NkRFva+7WOTfrn3be+N6yL+6XZ4BnbkkU4M/8lW8FAPznf/8rAPLlALkOTLDkufFns8lFiZ501GsJuHthP6Xbas1vLwl7TzJiPQJHhUdVFi6Y5EAgEAgEAoFAoIC6YJKBFLu7Ozkmjiws2RwycyVXGiwryVSjNNP9kLeKFnaKDDAZU2/vS9DClxpNr5Ems8n7apWAI2tNlitxpdIyIwz9jKyWt1/e3tIyWW6tgLx5x40bwshx7bI1dFbcnAfR0k6jEBvrpjKSZPNPnxZtc1ePrR1ZYbKpvOa17i9+4M8AAN67/IbOx5WruyCmElwP6o07O4ayNmQmM62psomt7cboEWsrwnCOjJzNPVfuz5duIyPomcr19SUd46LOXfTCNPMAzG6cTDKxvOxNX5r1OXK/L+N3+/YVAHYWyM76faYmmUxptpdOt5zo77jDQ2f0gyTXtx8TzyLPeH7c+YgF16et3aITHCPfS+739PT1rA1NVhYWZA1v3bqYXeN7cuqUrCOjRl7T39Um7xT1xpn1tDuTtLqmrTZ12L4k3ZyWI+Q72qR2prMuGtDeLmN952Vh81kG0J+XLMegmeUE1/VPY9jLhffwSUOt8lYPu9/79V1se5CScHt99n5w2LU7DsYjgeOFx8X45CgRTHIgEAgEAoFAIFBAXTDJlUqKzc31HMtF5ows17aygJ7FaSxUkdgPk7zorHsnldn7wAe+HYDpe71Fc1bZQVlHZul7i1qyqtT+7mZGB/3uOcJOsfrDirOcLmpByXS2tBgzSMaMhhg06Njd9fbL0p6sGBk5X63y6sfmAAAgAElEQVSAlUCo5Sw3lXU+VhmBLB/n0zswoPdmTTK7Y2qA2zpp2GGa16kJ0UiTQT6humEAmJi8rM9McuvhzURYQWH6jjCBXPu+XWPPK6nMnyw+dcbUHQNAszKlZFe5p37tentHdawXcj+v5KzB5dwta19bNJpx0QnuHZnkhYX1qmtbWyvax0hVH2QvrdKJWk87Rnq7UMWFjP+ms9CmDpvMNM8Etc6AVXrxDD+Qr1DCs8CzRdbbs+c8v1lugYsmePMSwDTKrDQCmP06zwLzEspO90vmmJUmRsclYrCyZIw0Nd/U78/O3s49DwB2d2U971yVayfOSmWNd9/4atV80jT/NZnmqpDsPx/icUBv1xl8/1/8V4+MbbqbFvhejGytSgt3s6x+kli0YKSfLBx3tvhhn9NgkgOBQCAQCAQCgQLiH8mBQCAQCAQCgUABh5JbJEnytwH8CIAUwDcA/BCAUQC/CqAPwFcB/PU0Te/p7pEkCcrlxiwpCLBwKkFZQ968Yyv3537Q1zda9VlRAuHLOzH8z8SugQExxKAcBLDSVQyNs/yXnwv7oKzBl4dj4hRD4j09g9qnyST4d5o5METN8l+AlUqjwcitCUmgYnKSjKlB56VJj2qqsLBgJb0oC7hz5z0AwHsXJfHuAx//5qzN3LTIVmjqMHtbfu7oNlkADU84Z0ojAODZZ78JAHD7toTfGb6emb6ZtWH4nvvMpDFflo2Ji7w2Pv40ADNd8fe3s1yehtN9Sbo0FUkJEwgpl/D7tFMoLdapcpqcXEElM5wz9wTIyypkjLLmfg+ZJMaQP01OOtxzmEBIWQGlC/75lFmwf86nv38sa8P94drxnpy0Sc8y3wOWgMubxsg1yk6YcCnP3MndRwnShpOGENwnvkd+7Qm+K0sL8v5NTVkCISVAZv6xpH/a/ex3dVXG390r++7LJFKy064Jmnxeo5Mk0fDnOOGovreB+iv3VktKcTdJRbF9rZ+PK4pz9mWziuHqkFk8WdhL4mrAcGAmOUmScQA/DuCjaZq+CKABwA8C+L8B/Gyapk8DmAfww0cx0EAgEAgcDvG9HQgEAnvHYRP3ygBakyTZBtAGYBLAfwPgf9DrvwTgpwH8s3s9pFQqoaWlPUtWAiwBi6Ybc3MTWVvCWw7vF5616+6mxbQwirvKXJadQQEXKmOT9H6flEeWl2wbE4U8E9ypiW1FgwJ5trJamsC4oklRjS7paTcz9pBrZDN9Ul4xgXFs7CkAlvAGmGFJmqoZQ0tT1b1M0qJBB/u+9u7lrM0NNYBguTomj3X1dmVt5ufv5OZKlhQArlz5BgDbSyZ4+VJ/C3o/15pMozd1WFmRCAOZcTK43qAmmxtNIZQFfWrkpPU1J6wu2XwaqiRuPLRAHhgU5nZyUpj2dWelzrGSjfVngOecSYVkif1YmXzH8oQ8dz5Zj0mc3NdJTYIcHj5dtS48b2R+PcPepc9Z1WS8sias+jJ+3DsysDSLSWFJbCyJx3NbK6mN4+jrG8v9DFhCHFlirp23dU+yMne0d1/Uvmzt1pXR5xniOvnzQuaZJeU21mRenV1WSm5eIzFk2C3R0/ry5QOPEQ79vT2/dHVfZdiOAvstmXY3VuxJYMuKcwy2OBA4GA7MJKdpegvAPwJwHfIluwjgVQALaZry/443AYzXuj9Jkh9NkuSVJEle8f84CAQCgcCDwWG+t/139tLiwQmKQCAQOC44MA2SJEkvgO8FcBbAAoB/B+CTNZqmNT5DmqafA/A5AGhqak1XVxdzDE1Rw0gGybNbBxw5ANMtAsZYUVfb0kdThNtZGzLH1J1SD+rZqSJoudvsbKXXHNsI5EtjkWFlebaaz8600arzVabdayOLBgcsZTfuSq+ZmYmsx+QV0fd6jenQkDCSfaPCrr351VcA5HXYNq/F3HMnJi7ZHHXtyKBSzw2YVtZ0sTLW1RXTCVPz293dr3OlTtdY1Zs3383Nh3P25hC9mTlLXmc8O21aeDLQZEM71LLZRx54BrhfPLc+EoLCOHZ2qu3LF9T0gn34c0K9NPW0XitLbGkbnuVi6T/AWGLqg3lux8aernoeGeQVjaj4OfN88byS7e1yJh5Xr4lmvatrQOdp0YQtNcHhmlH77s84mX7Oo5bu2ezg1/V+GQfL6AEWybEzLu+Tf/d6exj5WM3dM3LKtNqebZfnJLk//TyOCw7zve2/sz/60kvpo9QjPwls8P1wL3Y4yroFnhTcS29/FDhMdYvvBPBemqbTaZpuA/gPAL4FQE+SJPzH9wkAE4ccYyAQCASOBvG9HQgEAnvEYQR11wF8IkmSNgDrAL4DwCsA/gDA90MypT8F4Df2+kDPKq2vC0NDFolsb14nWdLPTBd5P1Ar6tkpMljUmpJt8xUJqFNm/2ROG3MVMISJo76WY25x2fAdrWY4AeT1jWZi0pDrq8kzjAqyWdRdetbPz82P1dsec9xc86WlPGvmP5ub1f9f6jpXdm29z577gLYVDTmZOV9Jg1pOsm7Xrr2ZXWOVjkHV95abGqvmzP3gfrNqB00w/JznlZ3ln77iBNeMDHlDo6zzzJT9e6CtTfaqf+RDAIAbV0Tnu7xsbVhFgnM1O3FjGKlH55i9hXVWTUOvbWxUa2939FxwXTeb1/Q5xtxWdF1peU19LTXgALBVodnMjt4v548mNH6M1ODzOd5yPS2Y+fCMrrozdfLks/KZRgG8VTS1x3zXqCXu7h7M2rCCBiMEmV7YVcCgPphz5pp7Q5iijXRHl+zFzpZFW6gD55zZprnd3qOPf+efBwD8wW/+Rxmf9l1x3zfeQOaY4Mi/t48LniSjkGCQA08iHkQE5TCa5D8F8HlIuaBv6LM+B+AnAfydJEkuAegH8C+PYJyBQCAQOCTiezsQCAT2jkOlZqdp+hkAnyl8fAXAxw7z3EAgEAg8GMT3diAQCOwNdVG/KEkkbOpD45Q6FGUAXlrB8Ox+SsGd0OS15eXZ7DMmGhWTAxlWByzkv6NhfIZ9fck0/p1h5lRNM7ykgslEbJMzqdDwOWURTMrbqNicKRcpl2XriqYT8px8tZDlJUm0O3P2/dlnNKBg210dezGxUOYl/TdoUp1v0z8ylGvL+XjpTHevjHl1dalqzp2dci1pkKDG4ryM1ZcP41rdvn1FntdNkxUbB9fshRe+Ree3pX1aAiDPCUP/PX3yHEo+AODOHSkNNpRKWTiG5VlyDzBZDdecUg9f5o3JjSbJqDZ7YZIgE8T8Wad8hkmOfHZLS3UyJ6UGk5os2ezkNhwb50F4SQZlBEyQ5NpT7iD3y7nleaHExEshKLPgWaq4PeS7TQkHn+3nTIMTzpVn1J9tSlI4Rr4zXmLEMfG+Zi1vuLVhEpPWVq6LzKd7UOQWy7N2pj7/y/8PAGB8XEoocp38+d1ySZKBB4MnQR4RCAT2h1rSigchqQpb6kAgEAgEAoFAoIC6YJIrlQo2N9dyjHBVGTRlhTxvc5BycImaMpA99s8hS9XbK0lBtKUFjPVj4hOZK5/cR1aMSVsrK3k2UZ7DpKjq308SFFhYMtuOrSZ7SjaTzyazLfOwvwPArpbv8qxdb78kvS3Oy2dMpBocNGMNz9QCQF/vqM7LWNW3vv6V3Jy5hv5ebzeemx+A27fFiINsca2oAJPFTp18Xsa8NK3jMJaYSXyrq9JvR4es8/a2JQCSEWefXG9v0EGmk+wu7/Hnhcl0tK6uFfVgFKFBn8fzDFji4ZJGJ5gI5pMVmehHBpbnj33LWMv6Z8FoxC0h15Ol9bhmvkwg+yeDy2veoKZVmV++E2Rw/Zgb9Z2g8c/Otjc+6c+NlX0xAQ+waA2jRXzHvBX3mp4rnnFGb3L27srCNzZpKblVWYN8REfad/XLuR08IVGF3/6VX83akMlmYiXfOc9a+/cuUN8IRjoQeLzxzZ/9uwCAT794dM8MJjkQCAQCgUAgECigLpjkNK1UMYhenwwYg+QZOdOtkkW6P7NM5mnFaUybmoV5IpvJNt5ymgwex0mNp2dFeY338xqNFGTMwmZRS9zgymxtbAorTLa5SVlZb9FMkJGrZbLCUnIE2a5WV4ou1TJuQ2Oiu2Z5ts7O6lJlZFdnZm/l1gKwNWpvP6Vzl+dOTFysGivHNTV1Lbs2qJrbabUJHh07DyDPQnIcS6ojb1XTly1nb03NrC9bJuMxFp7mFhwzn+tLlS3qOmzrnpHR9Vp47j0ZdRpRNDpWkeUEqQ9uqLGHZO+bm2i2YmeJrCrLodEIZdu9J7O6H+yXpiRt7bb/1I9Tg8898BbavarJnp8TvX1f/6jeY6YxLJXGteI6+7J1ZJBNr29rxnNKBpnmJP69531k6GemxW47KVW/82SwW9pkfSs71hfnvKZGLH0DIzpW04U/802Sm7CyoGYiZelja9PGQyadfVrJSXvXDm9uFAgYy/2gDFr8c4NRDxxHeNOQh4lgkgOBQCAQCAQCgQLqgklOkhKamlpyOklm7JN1LGa1A56p2jub09SUt0gGLEOd2lfqjqkdBYxBIxO8vS3j8Wwbr1GvSZbJs5tkC2mB7c0YuruHcs8hs+xtnKmTpD6yu2swN3bfL0HzDG/jzLXbVUaZLPOuMwrhHvB5/NNXPXj2eakatbMlYy6VZa6t88ZaU7NLdpRVDABbe7KX7Z3y7OtX387akGFcXBSW9+YNWfOBwROuTb7iBPXBnjFlH9wDroG3caaOtZTIPJaVLfY61P4+Gz9gOl1fVaJbz8tawW5b+s3raMuNPEvG0JN5ZpuioQpg58JrbQFgbdXOFCuSkHll23ZnbkLmlePnmfZ6W0YPyKLzbHgzEGqkyfT7+bD6SI+e8ey8uvnwbHM9yXr7OfvoDgBsrFGTb4w2mXUapmysyXN7Bs34Y2lGrcU35J2YnZRz0+3s6isFAxWb+90t4AOBekSwx4EnCUdZ5SKY5EAgEAgEAoFAoID4R3IgEAgEAoFAIFBAXcgtgBSV3V2UXbh6a0tCwAznMpFvx5XrIiyhplJ1jWjWcDNLnM3OWlky9sGwO0P2Pqw6ryYilBqUSus6LgttW3hYQuQMW3u5BJ/JMLhP6NrYkEQhhqspC/DmID75CLAEQCYfynNWc216+iREvbxoJdP4HJZqYxIZZRwyR1lXSg16eyUUPTNjUpW1FemLoeyl2cWqMc/MSAJWZqLRYlIMlnNjQte1997KzR2wJEsmNA4Ninykq9dC71O3JfGPJitpKuH3nSY7LyzrVky63K5hCMF9YXKfl1sMjopsY3pSzlBFy71tbJi0g3IenlufiMpnU+LCtarsWpIhS6ZxLykf8eX9KIegzCF7N9yvvhT68AxOTl6pmivLwjFJkefXJ94xSbFobuJlS1lSrJY+9OUROTZKFygl8vtMmQQlD2kmCbKzxPenWhJie0hZEd/HpiZpw1JwALC+JONobpNzcvPyVZ2DvfOlJF+ujvvV4yQZXsIUCBwUDyphLxB4XOBNQ+6HoywFF0xyIBAIBAKBQCBQQF0wyUnSgOaW9lyCDtksMnl2LXF3MqHs7gwy0aVsMVnigQGznCaTRnti9umNEsgg04CCrJlnlVg+in2QEfbMLku+sVwWkwSlj269XxO79HeY1DF62xXpI9HEMjKnvnRVlytpBgCDJ2XunklmUtPYaWHWycxxXIAlr3GOtI6GSwwk+72+pAlvBdthvw6XLr0q9ziTiiwRS/ebpc5u3nw3a8N9IOPPBK/JW8aKMrGMTCf3Z3joTNbmztRV7Ur64r4PDBhLzLFO3ZGEUTLI3vxlcU5YVTLZ67oGPkGT7PSYlrTzVt4stcZn8gx4FpMGMmSnuacNLlGMzCajIjTm8JbTPOdcH7LFtZIEdx2TLbCfW5rbdTxylplI6+fMcm5s65Na2Z4JsI2aQOtL2mWfFSI6vnQhE29pz721KW3XHYtPZp2sNcc4q5bjgJ0TRgPI1L/++h9lbTazko47uXH59fVseSBwUBRLwNWy3CXudS0QeNLw2TcG7nrtKBL4gkkOBAKBQCAQCAQKqAsmOU0r2N7eyJUx49/J3Jpt8YS7bx+F/LWt19wSZCjJnFKDSFYTsBJcZBY5Pq+ppIaTmls/n6yNst7UOzaUbAvIvLFfalU9i9mmJdJWl2SMXb3CQrKUFQD0rNq4ASvP5udOnWelkub69jbBMzNiVtG5Imvf1SN9UU8KAAtalu3GjXcAAE899WF9jjHJZGVPnnhW+nYGH4NDLGPGcmzC3vW5MmvUs7L/uZnN3OeAZ4eF5aVW1TPS3A9f/kzuLbk2eY03WcmeHit1NjV1Ax5kV1nWD7DzQpbY69u7ugd0jLIfq8poz87a2eaZZDRhVTXN3ryDzG1RS+zLsvEMcb9pbOMNbhgNGBzMa6Q9iuuxrkYdZPUBY6RZ0s6PtVPXgevLaI2PpJhVtUZtdF98RIfabpq9tCjL7LX6u5yzMsBFm2vA2OBM76x9+XeWDDb7ov6YpRql37ClDgQCDxdHWeLsccZRaJODSQ4EAoFAIBAIBAqoEyY5rapaQe0h2TGydb4aRK1KF/cD2aG5Oatu0d8/rs8Txqi7oF8GjCUmG0sGzLNl1DXyGu2BPRNMVorXyJwCxmKZ3TH7MlZWlyNjEXe226r6KBocNLfLWjLLHwCmp4QB7ukXlvi5Fz4ufZZNY8r537lzFYCxu16TWdYxUltMfezIyNmszfiJpwEAt25dApBnOjc3qT8VdrlSo6IBmfnbEzIOMp3UvgLAiRNiM/zee28AsPMyPv6+rA11uNSo0v7YVyigdpfPnldDmTff/JOszdjYUwCMPSeLSeMQwFjLdt3nzULFEd+G5hn+LPEssM24ruf0tOlqM9Mb3Q8zAzG9cVNj3jyH+7S2ZmeElV+oc19fk6gCjVXkWkmf06Y/y7y8rTSjEVxffw6XnD7Zw59b/p1VSMjS+vlYlEVZ4ko1S9zQKP0vzct9tXIMuL9b+v5RJ8/vG+lf5s/vHLLmnj2vFS0KBB4kQoscCAb54SGY5EAgEAgEAoFAoID4R3IgEAgEAoFAIFBA3cgttre3ciHTNEu0o6nDon7uy735cnAAS8LVQmeXyAoYxqecAwA6eiScf/WSmF48+8EPAQAuvvFG1oZhXobxa8k/enqkDcuPMYy96cKzhIWm7fcUyhAY5rXSU9WJVINjUq6uoglvi7MWzvblxgCgq79Ln2frw7D5nQmZ8+n3iSRic80Sunp7R3SMMsepqWtVc2b4vq9fpBgMRVNCAJjEhX/2949k19bXZR3ntCwa0dBgsg+WWKNkoFbZLYboCco9FubtuTs0ctFnU2bhky+Xly/InHUveCZZng8wSYadAZEVDA2dztq89dZ/zY2n3yUiUjNDaQrlPr6c4OSESFO2tOwYExD9O0J5T0nnQ5lOh0tM5Jnk+0OJkpcVMPmNz2NyqU+Gs9Jr0nZREzYpUQIs4S6TArkEwM5OJuNJv02N8j4mroScJTlqwqrKP7ykYVmNZbhWLMs2MGgSnlU1CmnVJNSBcbm2vmzP6eyT8ezuyLu6cEee60vacRyUjXA9fBKmfxcCR4v9hJSfxLJoT+KcHyQiGe7hgucXqD7Dtc62b1/rngeFYJIDgUAgEAgEAoEC6ooG8awMGckig5w3PCAzWmSUq3Hy5HMALOFnaNSsopOS3M+yYdcuCIvX2WnlqcgesiQdGaetTWOJu7qktNe7F14GAIyOnANgTB1gjGd7uyXjEWSuMrZQ2fSmFkugWlsRlpisMG11fVJSlbkKTRk6rQ2TmyZuXgYA3Lj0njzPPScz1NDx374t5h0nTjyTtWE5rMxSu0XYu44OMzQh41pRBu7atbezayztR9acbYeHz2Rt+gaEDV2cz1sRk/kErLQYWVSWYCu5EnvlhnKu7YIm5bW60m28n2woWWcmFnoUywkyQQywhD2yj6vOvpxJcExMGz8trPeld75hY9VoAplWs7C2JMOWlnzyHM+PZ8b52U7BervHlTG7NXExd629RlIpy6pZXzsogvdxjN7um+PIjEGSfGlHwMrKkeHPGHHHevPZ6xot6eyiHbrZfpOtbmnTSI5GRyq7FklpbG7MPfr0i2cAAD1/aOvCUoe9ysY3FZIfgUjcqxc8iWzqkzjnB4lgkB8u7nV+93K2ySx/7Gd+4q5tPv3izF2v7RXBJAcCgUAgEAgEAgXUBZNcKpXQ1taVmSoAposkO0Um11vlGu5vKjI9JaWz3v+hPwsAWFkw5qm1Q5hbMmdkNbt7q+0OV1eV7VJGy7PfU9PCvJIFpa2tL39Fe+EdZct8mS0ypCsr0r6nT1it3W2bc0dXt34mY5ydEja0q8tYb2+OAQAL08Jidg+arjZVLfONa6LBJRPsS5WxdFtnjzB6a8qGkt0HgMFBYeR3dmTsZEw905iVQVMGt82x6GQ9yTpSl0omGDAdKhl26oxLNfSgNKQYHDyZ+1meo/ug9CEZy5UV009zP6nBLZeFPfTlAKlP5hx5jUYXfh40Z6Fe2F/jfK5eekf7tLPAZ1KzbnpYOwtrBYORFmXxfXSDmmSuA/tMnBaec+Y12nV7Rppt1nTvec1HMHgfNeNe00x2l2PLTFtcbgD3o6tTmNqOHjknqdPSrywt6vOoK1eGut2NtSxza+3Us7UpbTp6LaIzOyHfJ00tcm5vXJR310cnyOLzu2dYde6+BKIvZxgIHDWKOkwgGOTA44uiFrmWbrnY5rNv4IEimORAIBAIBAKBQKCAumCSAbWmdnrLRmVVydYxU95n5e/HlnpkVPTBayvClHombV0/Gxk5AwBYXhZGrLJj2l721dGetwD2jCkNCnZUf9nfPwoAuHXrQtZmSs0g+vrkWlujsbtk6ah93FiTcbV3ejMR1USr6UffgLDN1OsC3uxArZrnVb/ZZ9rbK6+LFnls7DwAYFYtqL1lc7ksDCU1naw24HWxt29f1fmM5a55e+uGguHIpjOgmJ2Vfs+cewGAseaeeeWcqQ+m9rvZVXogS1ysruErLGSsv+4ljSS86QVZUDLZZv3s9enCNlJfS326N71obZU9Gx4TRnvtklUcWViQyhBkY7lm3kyEpiqMavBnb2TRpO2p427KqqnY+t64Lvpv7ivbtrfbnNkvn22GIfau8Zwz8sFoAMfl/853pdVp8bd1THzHeRYqzqKc63j6eWFsn/+W5wEAv/vLv5u1aW2XZ1Kbz8hKm9Pbb2/JWJfnpE1rh1xr6zK2eUfbXHzrdQBmCe4r0XA8DWXq7mXtOjrsnQ0EHhaCQQ7UKw5SeaIWS1yLQS62f9jvQTDJgUAgEAgEAoFAAfGP5EAgEAgEAoFAoIC6kFukaQUbG6u5sDcNJJjQxWS0qvJmewRDpUyO86XOVrR0V+OmXKNcwid98T6Ox18jimFzSgB6e0ezNj5RCcgnezHMzbJSNGdgshJg4WaGkNfVOMGPh+F8gmYi6yuupJeG8ZtLMp7x0yJHmbx5vWpenDtD7DRWAYCZGQlTz2syHUP0Pulxa0PWjOvKpDrATCnmZyUZamND5uPD+Ds7ag7BUnR33suNC7DkQBp6TE5eyn0O2Lo26Dkb0JD/2rpJIVIN/1PSwWQ6Px4muHHNOS5v9MHP3nnjKwDyCZo2ZhpslHLjkznLWi0tatKiPs+/I6kmrFJ2wSS/XIkyl4gp82nV51piJBMxW9UoxOQoVsKN7w+fbQmr1QmalFB4uQalMbtrcq1DyytuOWkIcfkbIk+69vbV3Hjk2TL/sXNyhiauiKym1GC/75e0pGNLu5ztxRmZH2VH0q+8q3e0zOGNG1aWkOBasbQfE3u9jKShoVYicSCwP9DIIhA4jtiPvKIorTjo8z77RnVhhbu1OUwpuGCSA4FAIBAIBAKBAuqCSU6SElpbOwt2r8IYkcUhO7XrDAHInPnkn7vBl7MCgIozhxgYUktlZTxLWekn++3DynwZqwsYiwcYy0yDhMlJSY4bGDDjkrSSZ8I9s8wx7haMNTwbyoQl/slx+UQ5JplxfdaWtdxWizGvvO/WLRnjcx/6SK5PoNrAorPTGEqC+8P+abXs92RublKfJ21o4gE4drdgzDE+/nT2d7J9xOlTkuS3tm4sPFldMshkYn3CHdeD18gge8azR624Z2Zu5u6xEoS2v1nyJllf14boHxjTttW/jxYZf3/+mbhIZpzr5MfKUnRkl7nO3sSD4ycLyvt90mO77i8NP/jc1J11ngWe0RlN9CTjDgANDZVcH75UGm2k+RyWskucERDLwvnScUA+ma5Zn708K3vXOyj9ry66c9uh5fK0TGK7JuzRrhqw9eX61DIFIdPPhFXCfy8UxxoIHAQ0stgLO0aELXXgOOFRnlP/Xu2XVQ4mORAIBAKBQCAQKKBOmOQESZLk9JbUPLIsFbWLSeJLTt2fQSYLS6azZ0DY0MVZK5nWpBa11P6S3fWsKvWvLarbXFm5mRsfYAw0y0mRSfNsJkvbUe/p+yDbxjZcA1/qzsw3ZD3IoHqGcV0ZUo6H95cbjRFjOTU+b21RmDRvjtCra3X5wpsAbA13d+3YnDv3QQDAzZvv5n72IGPKcmYeZC2pc37vPbFmbig59k516NR4k7FtbjZdOc8O50y2169dVsYs20thU+fnbmdtuPc8N2yz7AxhFnU+LCvYrnNYdmXruK60Ifea8VrlzwCg050T/n14TJjkt9/8Ux2XlejjPKaV9R4ffwoAcOvWpawNmVKWLmysobGmxXNZbbJpH84SgADQ2Cjnq1jejdbaALC1tal/qmmMi26QvWdUgutMm3jAyiJyD7lfPpJCO/W5aXm3Bke1lKIrAUcN/vJ8Pm+g3GTnlmtfbsifG68r5znjWPv7xwHkmfpgkh8vUBt8HCyKg0EOPC6o56hIMMmBQCAQCAQCgUABdcEkVyoVbG6uoaFkw9nYXM2uAV5PuncDEcCYITJgCzPCDrFKBIDMppjGBBura7l7gepM9w41Z0wXVwUAACAASURBVPA60iLLxioO1MkCpr3lvDxzS8aK2l325fW67Z3ybDLJxYoYftyssrGmWkxWxACAvmHpd2B0WOdMS25jN6nhZIUHsqmnTz9nY26l6YswhWSUvQb8uRc+IeNQHbU3VynpnpM5HVV21ttSD6nNd0ubjP/2xFUAeftlmpncvn0FALCjbF+TY5u5njT6aNd5lRqMtb548RXpS41hWH2D9wLAyIiMkWw1mXJvUb5RVVXCGEfTEEvkold10Ltu7cnGvndZPDd5TnzkgjboXMOJCdGXe+bVm6kApvv1FTAyfbKeX1rC84wBxvhzXzJts9tnanjJ8K/XqBriK5LI+MyYhu8P7yuav8hnso49/bIe5SZZS1pRA0CilS4am/JfbxtOdsyKHj0awfjoR78LAPDyy7+VtaE9Ns/QmTMvAgBu3HjHjSevVw4cb9QLg1yPpgqBwFHiXmebuNcZp7b4Xjr+vbS5H4JJDgQCgUAgEAgECoh/JAcCgUAgEAgEAgXcV26RJMkvAPhuAFNpmr6on/UB+LcAzgC4CuAH0jSdTyQG+/MA/hKANQB/I03Tr96vj1KphObmtlxCDEtmUbpgZZf2J7dgohPlGgzpbq5Z2Joh0+1NCU139krYuOySkhi2LhdKlTFZyY+V4XeGvX1ImtIJyjcoU5D7JXGP5ccY0vblwyirYBIcpQM+rD41JWF4hvUnb8jPfSN9WZv2Hgmx33j3KgBgTZO3/B7QIGROExGHR87qmC3p6/p7FwFYAtPKioSxSy7xbvrOTV2XO9qHhdi7umT8LMln87M+OI9iYqVPypvWOTNJkmF831eipbwYxmdipS/Rx7WmrIAyi0ZX6o9zM/OYJh1Xq2tT1s+a9TlWTo2SA86D+8wzCtiZmSrMy58XSkLKlNWoMY3vy0uGAKCk86M0AzAJB9vyLPiEU86VMiO29eduddVK8hXvp/yEc+W59WtGaQulIN39cl53tkzStK5SqIFBkVssTctcuwa6sjbNrZqcuJM3NVlesEQ+SjoomXnnnS+jCF96DgCuXH4NAHD+qY+4eVWbCtUDHsb3duDowITBz77xd+/aJmQWgeOMoz6/9WQm8osAvqvw2f8G4PfSNH0awO/pzwDwSQBP638/CuCfHXhkgUAgEDgofhHxvR0IBAKHwn2Z5DRN/zhJkjOFj78XwLfp338JwB8C+En9/JdTofi+nCRJT5Iko2maTt6nD1Qqu1VJRgCwRstcTWbzCVE+6eduYPIcy1l1Dwi7u71p9zY0yjLQfIA/+yQ2MrclZSHXtdyXL2u2rkwe2UgrF2dJXxlTqgl/La1WJmtezSDIKDIxza/L0NApfab0T3MTX6KMLCbHweeVGqxM3ODwgM5Z5jhzU37Tmp6+kbVhUmJf/1huzMvLZppBlm5kWFhmlrEjAwoYI014A4pBZXFXdR5TU2KL/f4PfWvWZvKmPGtdzUNoROGZyt2GnVz/HJc37CALS9MNlp3jz4AxpDxn7IPJdR5kXLmn3q6Yn925I8/2pdu4rowqkCn3EYNUmXUmJPLZa44l5llkkiKf41nvzM69EIHx5dnIJHPOTKL0SWnNLIuoCbWcu59zpbKVGzsjIoCdW55NRix8ciAZdrbh2fToHRLmt1ET9obPyr5srlkEpKLng4GG9RWZ35VLr2dt+H3y2mu/B6D6jAL2/cI/25VFf+89e44vW1lPeBjf2w8KxeS5YFDziPUIHGfUStgr4l5n+yBJeI8icW+YX6D655B+Pg7ghmt3Uz+rQpIkP5okyStJkryyl3rHgUAgEDgUDvW97b+zp2cOHr4MBAKB44KjLgGX1Pispog4TdPPAfgcADQ2NqdJUsqxMlubytAqI0i95X7/QU22cGdnU+8XrSvZYgBIKzJE6hpX1VjDs7O0HiZ7x3JXNIsAgO1dYZzIZM3OinWvN1woldq0T2njmXHqV6m/pg00dZOAaWRprlI0DPFtqLUdPSWGFLMTNp/WThkHTRhOvyBt7vz+1azN2bNS8oqGDxcvSHk0b2lM/SuZW4615Mr5kYljm7m5iao5c1/ION66bppZguwltbxen0ujBzLsHJfXRrMPmlZkZeJceTbqYallpmY2bywj5/TGjbcBAOPj75O+HBNMNpfaYr8/1MNy/BwXz6j0t6yfydqT3fVl4vjsDX0O+/A6X645r3FcmzXmw3Fs6tmqOL0tWV62pW24N0lZXxfikWx84uycqVnfzUxFZK5traYlJorW7X0jzlq8LM/sHZbPJq9M5uYJmIkISx5Ovi3//rt+/a2szYc//J3ybI0QUJ/un0MWnsY2ZNw9e97qIkHHGHv63vbf2R996aU9J4d882fvrrOthU+/mP/5XqzS48Kqco2+9Ol/CMDYdD+vIgP3uMw98PhhL2zxXnAYO+m7gc/5a3tsf1Am+U6SJKMAoH8ypn0TwEnX7gSACQQCgUDgUSO+twOBQGAfOOg/kn8TwKf0758C8Bvu8/8xEXwCwOKj0rUFAoFAIIf43g4EAoF9YC8l4H4FkuwxkCTJTQCfAfAPAPxakiQ/DOA6gL+qzX8bUkboEqSU0J7si0qlBrS0tGNx0SyxGjSsW9JQvZUE85HB+0f8WJaKIWgm8fiwKsOyC1MSoh84IRT//Ky5vjERq6z3MczsQ/VZGTUdc6nCMnYWkqUMgKHbtjYLN5dKEqZmQhfD974c2obahvE+JhxNTV3N2nBsY6Pn5R5102OJO8Bc+IjFOyLFOHn6fdlnF96RKlDnnvoAAGBJ5ScNThZDGULRcc87q2Xl7jTUfubM+7NrS1pqbUeT2dKUsovTWZtVTXw8ffp5AMDyskgqfOImS8BxjJQFnD37gawN14Vrx8QyKy9o5eGYnMjESF9KrblZ7qfEg2vQ2zOctenKnBBln4eHbT4M7ZdKco3Ja/myd83ab2dujP7czmtJvTY9XxyjL+NnY86XHFxZ9cmk6zqfMW1TLWli0mT2HulZ33WJq5TK7KhUZcuNg2O7ffu93M+JK3vHsXX1ipSitUPeraU5c+5raZfPJi4L0Tmo7+rujq3dzpY8h5KqU0+LQ2Kp9MmsDc/p5Suv5ebpkyeZMNvWKetbSqqlTUVnxXrBg/7enl+6is//zg9lpctqYb8yi4Og6Ex3nKQHfu1Y+u2oHf+OogRWILBX1HoPDyK9eJDv836T+PZS3eK/v8ul76jRNgXwY/saQSAQCASOFPG9HQgEAofHUSfuHQhJkqC5uTVXumpDWT9+xmQnn4hF3CuZr0nvb20V5oqs8dKsldJqamnSccjP0zemtW9jQ1nCiwlzvNbaYkk8xJqStGQzyY7KWLX0mzJpPjmQyYlMXCJrV3GsX3e3/BZERo73bG1aKS0mebWpmcmGGjC0tJupycq8min0CUvWMyRtp65Xs+eL88JCPPvsxwDkjSjGxp7KzZVsOkuxAcCKMr8sQ8aEN7nP1hgwtjmX0Ngs7OHMtDC/TFjzSZMsV8bzwdJtt29fydrwvomJS7kx7njDEY1UjI6eq+qDYFk5ngUazHCcAHBHmX2Oyye4cYy9vZJAuKDMMtleAFjXpDmW7yPL7M+SN6kBrLScR7+WkLs1IaYvPFM+gkEmmevCa/5d4zy4L7XKzbF8IM92j2PWycyTqR8YknEtLdj5b9LkPkZ7Onrl3ervtUhMgybulRpkXXh+fVIq32eyzvz5i7/7m1mbd999Wf+Wz1nzcyZrX0mZ0KjmIkZso69/FIFHj+PEIBMPg2kPBvnxRr1GCo4qcc/jMGXcPB5W4l4gEAgEAoFAIPDYoi6Y5DRNsbm5ntNbkiUjo0YGqpZesgivKxweEy3o/Kywf4kyUD2DVlaKzFWPlpWanZjNxkWQAc60ycqk0QQDMEaRZgo729WaaTKntKwmGymf9eT6orY0dUw5GUkyXstLMtbFJWOAz5//cO55mzV0k7R4PvHMJwAA09dlfVrajBnkGMkwDqgG15fAIsO/vZXXwVKfCpgOu5ztoTGeZHwZOShaAQOm4SUTzTPh2WqWcyN7zrPE0mOA6cDLZRkHz1Rjk815alrMTMiQM0rhzxTPJvvnPs3MWEEArj0jBTRJAaxMHlnYElnaTdsnrifPINe8VLKxcvxkoCuF0mn+mWzLdaHtNmBaYO4Z2Wb/PpoJyIbeo7boLpLC9SDb7bXeXVrOkCXt5mZu67hM3z52XkoW7qqdNO2ld7btvLR15dlzRn26+h0zrsYiZJkvflXOr7HHHvl31Bv30IKb60vG3euoGTkJPHh4duo4a5FrMWJ7YQKLcyZqrUvgycCjZpAfBGPscVTs8WGeGUxyIBAIBAKBQCBQQN0wyUU95Zpm07MyBE0ivIZ1N6uIkGeDPNPJa0OjooFsUU3yxooxlrSjJgNFHahn0giyhqtOJ0yQIWSfW1vCOvtqEGTtMibOjZXX2D8ZuW7HmC5oRYOMgVOG09sm0xCDzGlm/uHWqa1N+p2+KUxc35jc8/aXTC88rFbTZMbffutLAIDxE1YBg5UmVjKTE7UAvmLWvV26LqzG4C2aMy2z7neDMpbUXANWASNR9vycVqzwrDPXkRbgZONHR5/K2lBLnOjvhtxLz2Z2dwsjubRk1ttFNOoZ3MmMMbb1eRYV4N/JQOfMLpRd5hgHB4XBXXDWyN3deZbaIhg2Dj6TDCffDa9tZvUTrg/PptdhtzSrXl+NPdZcdIRoa+vO/cx98zpsjoPRHq/p515xbNQ9NzTY7+lLs3IGRs+LzreijHLZVZDZ2lCTF9UZt3fLvBqbra+2LplPW7f8+S/+8f9eNZ+7wRsacc2psaYJTcV9V6VPqFtob9eZqsoWRUOMo8K92OJgTg+/BvWqaw3UP+4W3TgsPvYzP3GkzzsMgkkOBAKBQCAQCAQKiH8kBwKBQCAQCAQCBdSJ3KKCzc21rPQZ4MwGtERTiyYIeQOJu+HkyWftOVoGauiUhK+vfkPC+D48y79vrKnphiZN+SQeGgm0Z+WxSvq5/Z5BCQbDzkyu89IMykcYzqc0wrdj+JvJVosLU1kbJu4xeWxwUNxkfTifyXBZua8Oed7CnEuk6hfJw/qSjHW9Qw0lxm08X/ni7wEAenpEyjE0fAZAwUBBw/fd3YM697Wq8axqmTrKAebmzMyLcoLx8ffpNUl+o/REHyZj03JblK+szFmiHCUQlJ+Uasg2eHYoX+noEAnBlctfRxGUQtRKYuN82tpkL5mAN+/kEtwDSjkGBk5k1yyxbVbvk/WgXAewhDArIyjjaHIl1wjKUCh1aW+3JLY+LQHH8dNAZWDQxsOEP6455+OTFTnmYsk+fxayMzki+7S9ZbKEpmZNdFUTm3aVQvCdAyzRbm1Rntk/LmHgyq4roahSjo4euX9nW34uNdj+JCX5+6tfeDU39nshyYx7TD7B7yCeaUpEKu55RRnKk4zDyCxqhfqPY1LeXnDUsobDJu7tZTw+2SlkGQHiQSfu1QOCSQ4EAoFAIBAIBAqoCyY5SRI0NJRRarR/s5OhWlgUFpX2z2nFiv3fjVX2rB0Z35V5YWB7R4St23VlpVgWjmzbwh1hirx1LxlPsstkKmnXC1QnTpF9XnNtWFZtduYWgNoJgLRWJoO1sWFGFEzoamtVk4rtldzYAeD11/8IAPCRj/y3AICtuXUdu63X7ZtSkuz8C88BAKauyTo3NtmRGBo6I39Rtpjj4dilvewLGXFaTvt1oSEHjVBoLgIYm3rlirC5ZDFHRs5mbVhajFGFji41PjGCHbsVlt1b13Fp+TAXDWDSGkuT8Yz5EnBk78kgM2nRM4ZMbOP9ZIt98mRfn/x9YUGSDucc683oQzGhkuXRPJjgybX3ltNknjkOMtu+LBlNQFgKjwmw/rzw3JJJpjFNCmNMu7pk77q7JGLA0oeebSYjPXNHEjS7eowZn54UtnxoXMoIlrJSjJbESTvpclNjbozlRnvnd/Uz2lAzua9z2Eo60oTkM//z3i1+i8m/gEVteLb5c8VZcXu78icdR2WOca8SZ3dDvbHN+2VeD5I896CSpmqh1rgi4e/JxIM8b/WUsEcEkxwIBAKBQCAQCBRQN0xyU1NLjs2hvrG1RZizXWVvvB6woYY5BVCwKy7L7wE0DKHusanFrG7vXFVjg0Z5Hofh9cK0Dl7dEOa3S1lRz87SIprjWlgSqtMz27TuJXtXLhuLyXmQQaPRSGenjYM6ZzKnZMr9GrD0FseTMY7OGnl7J19Ki+tz44rZOJMtpwb4xo13qubcqvvR2/uCfKCLd+3aW1kbMrdkhPvVlAQAWpX97FJNM1k6rpMfP5k8jt2bZ5ApbaCtcMIyejbWZmW9TSNdrRcu2mrTdMMzhmT/ySBzPRqcpTFL4xVZXsBYYZ6TzOq8wV5HrtGU2luzfzLBfhw8Lyzztrq65NosaRuZF8/0smPzyRKTqadmm1bSgOnkaVrD8TU4lnd1Wftl5GHd9MbcZ9pK876drWr2nEzwyoLs94DTyTN/oHdYjXLW9Rw3W+k2apFrGdPcD97qm+XdeE64vv78N9bQiD8JmF+6is//Tp6p/9KnpSTcUTHK92JK6405Jh4Fu3qvtTioccle5hEM8pOFx0V/HLbUgUAgEAgEAoHAIVEXTDKQoFRqyFnlFjWCNCjwjGktsw8A6O8fy/7O7HcypdQ3ep1ja6ewRzQT6RlS3fCkMWkdnaJ53FHdJrPgfXY/GTmwEoAyjb5SA6tbkAXsaDetK59FtphsZtmZXZAdo9aWbCarSwDAqVPP6zVl61Tr6jXW/Vr14Lay6C1twrKOnDA76c11WY8b1y7o/KjNNM0rK4lcvvwaPLzJAs0yyMB5i+Zz5z4oY1sh81rN/nGtPbMPAM8891L29wvvfBWAVckgw+77oq32zm1hy7lmNCAB7Nz1Dcm1ea3EwaoQgDHatHEm+8z1BsyKm6Yiy0t2Bsgk88+hQbFOT51FMs8HIw48EyMj57I2NFlhNZUtrcriKzRkul5nkgHkmXFGHraV0S7adgMWDWhXq2a+q4PDFhUost3NzcaylpRBphlIW5Naew+bJpnXmC/Q1NKc+xMAGskY67yef0606197xUxw/uk/+kkcFJ4lbtN31fTpsj+MsAB5W/knEZ6p/OwbR8Mg7wXFyhf1UgnjoOzqQbTIR/3co7gvEDgIHqYWOWypA4FAIBAIBAKBQyL+kRwIBAKBQCAQCBRQF3KLBFIWi4kx8pkmr7mSV0DeGGC7cI0YHLZErO1NCXMPjEmovr1H+pi8YoYWza0SbmZS0ZoabPjyVtvbW9p/vozYQg0DifmFO7mft7acKUlJ7vfJYgTD9ZOTeTlAf99o1mZLw/csC9etEg8aHQDA7KyUaGtv79F5JFV9MomvsqPGI7oGnb22B5NXZG7nn3kRAHD1koS0h9VUBLBkPu4LZQY+oam9lP9djOF9ALh5810AljDFBLzE/f62Vki0o7xh8tbVrA3nyNJzTFjzZ+TGzbdzz+b6cMyAhdtvXr0MwKQMHpTPUC5RCyx3R2kGS90BQFNzS64ty6lx7h48b9s1wvosv1csJVdyCYSUADEJz0oZmqwgk1kUTER8EhvX1xIR5bx5g5qBESl7R6MQvk+AmfpkSXlakrG1ozVr06HvJpNJmXS7sWpzp9nN2XHp61//488DAH7hn/+0LQyK5dyS3BwAO6/NKqWgjMpLTJgsvKPvPqVe/nuKZzNwdLhbwp6XGfDaQWQWD8IY41Ek7B1VQuNBk/sCjzcedKJePZZ7q4VgkgOBQCAQCAQCgQLqgklOkWJndztLzgOqy2SV9M9721JXJ/Kx5BuT0Ggc0uvMB8hUsbzUwrQkHnmWiGxjZTdvV9znkgTJYpKxXVZTEBqh+OeQDfWsFOdMBtlYa2MhyazzPv7sGU8mUO3u5pP7fJIRDTSMDRVW9d2vWgJU74AwDGUtjUf28M6dq1kbsrvDQ5J8RiMUX6rs9CkpD3ft+pu5+QHG0NNem8loC1vmFHL6tDDZd9RimuXUFpSxB4BWtS3nXP2aE8USe9euvgHAMbGwPV/VZD6WQ/OsaicZRk2epA20Z3AZaWCSFw1m5D6ZM5PyWMrOJ/4V95DnzbfhXDeZPKrzKjnmngzymjLrZWXx/bnjnjHhlWfCj5ksd9Gq2ScArizIme4dkpJ92y6CwnJufNdOPCPvyI5r09yWL6fWXLCUB4Azw1qebl3O+y9+7v/QK9VmIAa5lk8GlrXa1HfCl+irQpJnon2EiUy9fycCh8PdGKyjYrYeBEv6KJnXWuzxfhj2YI0Dtc5L8ewc1ft3XBhkIpjkQCAQCAQCgUCggLpgkpOkhObmtpx+lKwfGR6WHSP7Bhgj16IsItktz6Sx9BtNC/rHhPlh6TPpXxgi6pc7e4UZ9Mxrh+pXWUaN7G7Z6WvZnmYmW1quzTNYnKNnJgnqPVkmzlsqE8VSXjTf8MYPLLnG8mNkrRtzY81rbbk+wyeMGc9suqcXdF7T+hxj/IqaW5ao88zc2+98GYCxoJ5xnZy8pM8W5phl3rw+l/1yrRlxGBt7OmvDc0H7Z7J9vhQd2VP2z/X11uBkU7eUmef60opa7lezGGWyyWJ3dpkNMw1QaE3eUDY2lPvMPzlGaqSBvPGLb5O6s82z0DkoZdh4zLwt9bya4Cwrs0/W2zPAtErnGnLvtrfsfSQzzwhBd7fs0+6uM3TRSMztG7dy8wOAj377twAAFqZkrbe13BstqAFgS41B2rvl3WjvkjGeGxnO2ly8Ifv7v3zPXwaQL3dXDUaW0sLPZizDSIwfK8F33th8jVaUPJtfF1+hjxXuxmA96vJutfAorZkfldlK2FE/frhXNOKoUC8McpiJBAKBQCAQCAQCh0Rd0CCVSgXr6ysZ+wYYi+ntc+Vz+3c9GVqyQLyne9AMOmg+QKMQsqJd/VYNguYFFdVA7u4IO+V1m2QdyZS26DWvve3rlYx76oPJnHpGmgx5R0d1ZQXqTosseoMzE6Fml2wojUY6HAtJ5pXrQdbas6pkT9lnVr3AVRJgRQKyzsNDZwAYK+nR2ytsH222yej6+ff0SBuvKyd72qlmLWSmG5xhw86OWpMrg9yT2SbPZW2on+1TkxSuU5MzayHrN6cGIWTsPevN89akmu3TZ8WYZWbK5sM1Y8SC86G+GjC2fXtXPlvfyDPDgK35prKZXmPd3Z3XQrOqSTGSANh5q7V2ZMJHRsR0g5VPvDW4RWTadRxk9S3r/QtfEMvhj3/8ewDkGWSC5/3EedGnL9yxc/Jzf//vAABOnxZ9+vf99b8p81q2CiFdmj/Q3i3v1omTcl5+69f/MGvzT/7Pn9K5Glt+N3APabLiNdaM6HAPOXcf5aCVNr9ztjY3dJ5uD+5iaPS44/Z6GZ99YyDHJu63SL/HXlirvbR52GxzPbCpT+KcA/fHfhj/WtGaIvP78k/9/IHGUS8MMhFmIoFAIBAIBAKBwCER/0gOBAKBQCAQCAQKSPJlkR4NWprb0hMnnsl9tqvSAIZVs5CyK8vGpBsaAzCB77/7gR/P2lBWsTizmPt5ZcESdYbPSFh35qaEJW7fuFk1RibvrKzIczY2ZFwMwQKWdLat4Wsmn83M2POYALVaSAAErDQaw/CUn3i5BsPEDA9TtlFyIfYs6Uuf09c3UvUcYkVLndEg5OwLT2XXpq9J2H1H5ScTExcB5MPNLN02pSWwdlQqQskHADz11EfkedM3dJ4W7qCEgu3TVH72iY1DKvPg/Uy6Ynk2AGhqYuKeJqqpFKOt1aQUxWRLnv2yS75iqcFTZ+Q8Xr0iJfF8MihlG0wa488+obGYCJYz71BZBs88z7gP9RdNTLLkvg6T1RTlEXavSRgoB+KZ4t61OxmKPzsAUC7LzxMTl7PPhrTEH884ZR+UMwFm/tGiBiGU6wDAqr5v1y7JGRo9Ic976sPnrV9N4jv9vCSeNmjpwb/1ye+25zh50v3BOTdUXbHye/nEP1+ekOvIfeU1PwYmw966dfHVNE0/uo/BHWucf7o//Zmf/WTNaweRXfiQcDH0WysUfC+jkQeFejXd8GtRj8mNgfrHfpI/9yJ7qjeJRS28/FM/v6fv7GCSA4FAIBAIBAKBAuojcS+tYHNzDQ0uKYkJaWTXSqXqf8+TzSIzx0S73R1LKlqYFtZnR5PzSmqVS4MMwJL6aM08NC7JX2uLxgZaMl5tAwcAWFNGkDa2O03ypze2IKPHpDEmgQHGVnM+VnLN7jdGUljEuTkpZedLetEOm2wmS4L5JEOub6+yzNevvanzM9aNYyV7TtA0RfqXJLgeTVqk4QdLjQHG6vrEKYKMOpPnOL+2NmM6acENWl9rNGF47HTW5uqVN3PPZfm7jZI3fhAWlImHXO9ygyVokl2em75Tc1yA7SeZeSYfzs+Z1XmTzpV7ueXKqZEJX1QGuKnGujDhjsY07733DZ2DsVncV0YXWIpuyyW38nxxXu1qCEMzGf8cnhsy4+PjVmKP0ZqeQWkzotGXics2Z75TLOXm37FSSc7SMx98PwCgpV36Z9k4ACg1qBW9loerrMq8RkctunHp0qu4H8gSF78zPGNOZp4ssS8tSfSpHTzXNzOqcRGDWqUcnwTUStw7KhyGwXqQuNdciyxzrYTGB8U6B3sc2AvuFZGpVU7wUb9v9YJgkgOBQCAQCAQCgQLqgklO0wo2NtfQXnbs4aawoGR6qA/0rBuZHbKRZEcHTthv9bT8pT6yqUUYI7LHvg1Lv63MC3O540p6Jfr7BNlHakNbK6Z5nZ8XVpesFP/0bDH1yWT9ml35sVW1Du7oEHaKLLrXLZPFoi6S68OycXKfjLWoX/asF9lQruvJU88BAMbPn8rakH2cvZW3RF53RhccB5nbzBo5saNF84VNtSCm2Yp/JveOfXqDDzLamTWzsoAX3/mqtdE5kwVtaZF1HR09l7UZPi0a5re++rXc3HuVMfSf0aqZ0YqWU8TIZgAAIABJREFUljbXRqIKjAZk6+vYfGOZVQPvWHxqW8kW8zlpxSIg/DvX+uTJZ/VnK31GZp4l+nim/FmglThB5p8l4QA7Q826vk3NWr5u28xsuA7XL4v5S0VLwCUli6TQhrqzV01byhaVYGnBjNHWMm+M3gBA34hZxQPAzC2JpFy58hr2A7LeaSpjY/nG5mY7k3x/+Y4X9eVyH3MLZD1oKOPZ/FqGP08qHnQJuHpGkSX2a/GgdcsP20zkYaKejWSOG2qt4V4MaY77uwnUjuzsFcEkBwKBQCAQCAQCBdQFk1wuN2Fg4ESOlSGLQ0aRlR5oswsYq0YWaERZw1JD9b/9ewaFOdpcV/2xy8pnxYulGWFyqZ9MUW2YQJBxWl3xjKf0S1a0aNIAGCtF5tOzUmfPfhAA8NSHRYO5Mi/zY7UAANjd3tX71SikVZ7nbbbffv0VAECHVjAgi0lNLlDNMjep7plrAABtXdJvp5o8sNpB0dIaMPMLGmJ4NpMaYlo+ezaU1TXILg8NCZPtKz2wPzKnA0PynEsXvp61oZkJmVI+Z3LiUtaG1TEIar29HvW2aqqpReY1b9GcRTUKVs1F1hYAOjrk3HqraN5PlpnnxEcuOtRchXMnm+4rlFALzTFOM0rhTHConWcEplbFlK7OfFUWnntfxYT7SSOXqQkxV+nps/PL94hVKmjz7jF0Su5v6xJm/ps+8WJ27dYMK5LIuv6Ln5bi9fe2nhZ4kyGeHYtAtOjn1qaoM+4o7Ddg72pmi67X/PmljvtJw0jrzn0ZUl6/F3OzX4vYIuqFYbwX23a3uR3V2O9V9eO4o17293HFUZ8X7tdn3zjSxx4atSI7YUsdCAQCgUAgEAgcEPGP5EAgEAgEAoFAoIC6kFs0NJTR3T2QC0kXDQBoOsGkHMAMEVhibFflGmnFDFLae0ROcOviLQAW5vVJRctz0m9zG6UQEqZt3LDQK2UaTNqanroOIG9oQTkAk74Y9vUhXCafnTsn0ornPvF8do3h6YUpkSD0j0lofGnOJWupvKKtU+axtiTh9BPvO5G1GXtK5Ahf+LV/L21dciDBMDGvNbe05NYAsFJ6TLbq6GBipSVYUibBsD7LbNWSZDBBzSfuMZmQe5moAYQ342DYe2VZZA1MZPSyAspw+vvGcm37B8azNrOzIsVg8iXXgKF3wJLqaMAyOXklN04AOHnyGX2eSVxk7vY7JxPdGKr391uypYzD5CTWZmlJ1ohyAEpDetx5KyasQvfJrx0lB5RvcA82XPLlpvZPuQjv93ILyosouxgclWTHjZXqfea7wmQ9AGhsYnk4uUZpxtSSyXv4zl+/KLKRr3zlt6ueXQ2VRjlTJI6byaTtWk5w053Jvj5Kf6R/zrm72/aAMhi+13x3t50sht89gWp5xWES+faKR5HYdVQh6qNKuAszkcBR4bDSnYfxzh8WkbgXCAQCgUAgEAgcEvdlkpMk+QUA3w1gKk3TF/WzfwjgewBsAbgM4IfSNF3Qaz8F4IcB7AL48TRNf+f+fZTQ3NyWs3gutzL5jQYbmmjWbElwKYQ9YmLPhz/27VXPXlIzkbIyWTtbwoSRyQKAVTUNIRtFJrriSnKRaWJffZqE5hlTMlhFRs4/h+zhmRfO5sYDAIs61lZN1FtbkmdXnDnK2pIkfTGBb2dH7t/ZtuSmdmXDnv/AxwAAF96WElre6piMaVevJH8tzyujt2QlvTgOrkffgLCri/NWkq6/X5jaRmXL5+aFrR0ctFJyy8r83rp1AUDeXKWYZMU99ZGEAe2D5eWWlJ3ddQldNN3gsytqb82yetKXJlaW23Jj5p4AltjGRD0yqIvO+pkMI5ls7rNPvNvUxLgufd5uxfaZiXvFuftz0qol7BrKeVa0XPYmIDI3nlu2XVvz7KyMf2FhOjc/z1qz9NualvPjWH0EgsmsrR3K3mufPvIwOyH73D/Wn/sTsLKKjODUsofv7RfG9+/9yKdwdyS5n3hOPJPMd5JnnJGcVjcf2p+Toed77ZMEGdniuWFyailxluNJfjz1gofxvX037CVh7ziiXpPigj0OHBTFMm8HPeP1akN9FN9Fe2GSfxHAdxU++y8AXkzT9AMALgD4KQBIkuR5AD8I4AW9558mSdKAQCAQCDxM/CLiezsQCAQOhfsyyWma/nGSJGcKn33B/fhlAN+vf/9eAL+apukmgPeSJLkE4GMAvnSvPpIkQWNjM9Y3nE4yK5MlTCdLVtFkBKg2AKAWsqHRvt89wwQY8zVzy3Sx7d00gxDGiba6voQV2SQy22QRd5yeleXPyHaT5fLGGNSENiij5vugbpPMIlliDzJ6izOLufmsrNratXUKMzj+tDCwb3xdlt9rKWlnXTRD8OsLyG9fy4ui7+0bFCbNr2m5TMMTWU8yc77EWJlmFcqcLjtjDT6L68lyar601prqRrku554V45N337AScLyP54al7bwenAxwjzKCtBH3BhLZ/bqHZHC9UUjRlpp76hlczqerW5jb5WU7A2SQqa8nO+xNWmga09ks69DRI6zs/LSd26zU4G5+D5udeQ3HXSxb5xlTMtAdTdIXLaP5HgDGAK+vyJxHzklUobJjz2F5N2qRl2bMzrx3RNaBVtWtWl6wXLa1f/3/+4aug2nwq8GzlzeY8WtXZPjLZZZiNA17ZhOu56+k76o3/iHKTpsN5A2NfKnDesLD+N4O7A9F1q6W/vNxNc94XOd1nFCvkZCHgUdtJvI3Afwn/fs4AF+M9qZ+VoUkSX40SZJXkiR5xSdOBQKBQOCBY9/f2/47e2lxo3g5EAgEHjscqrpFkiR/D8AOAP6KUkugl9b4DGmafg7A5wCgo6M33dhYzTF6ZNvIKvEf0p65Ids4OyuVK9q7hDXrHrTqC9RC0nKaWsjtTWPJtjb078rS9g735j8H0KAGJWQzaVO91Ww6X7KWZO/IPvsMeM6DfcxNmr6XLB31xTRFaXTGJ2uqn97dlnXYWFVtaKtpQ7dV50yW9tRJqaAxPX3djYM2wcJmMoM/cb83zUxN5K4tzMpYvYaX7Cn3hVpX/4tP8bNMYwxgVa1+ycqOjp6v6oOVTYjpCWHsWUHCg2vO8bQ69pAYGBEWdEaLU3iWeHrqmo5Hxkqd8NZWdcUI9s8z6rXWnCsZZLLYgLHcNFLpVDMPr8MmM0oGlzbV3kyHYKSCLH6zYzppfU0m2cZg67Kzs5mbc2OzaHl9xCCrkqGW05l1+5btU/eQGvao5bs3waHe/tRzolVP1da6qdXe+Z/76Z+smtvdkeqY5f3za8e15/cDz3itX8Yrek56tZoJracBM/phtIVn1JsDMdJ1nHDQ723/nX3+6f6a3+v7xVFXinjYTOVBrHsfJ7vfvSIY5EePWntw2DNYb1rku1XY8Uzyfs1EDvyP5CRJPgVJDPmO1P5vehPASdfsBICJg/YRCAQCgaNDfG8HAoHA3nEguUWSJN8F4CcB/OU0TT1F9ZsAfjBJkuYkSc4CeBrAy4cfZiAQCAQOg/jeDgQCgf1hLyXgfgXAtwEYSJLkJoDPQLKimwH8Fw3DfjlN07+VpumbSZL8GoC3IOG8H0tZa+nefSBJSlnJJsBCo5RdtGtZNR9WZWIOw/l9o1puy5VDS7PEHPl9YGk2nwQGAP163/wdCVuvLcv/P2jYAVgJucUZeQ7DxQ1rFvJn6JWmGwzP7rrkuMFBIWy+8jvy/6CnP/K+3DoAloy3rkYNTNYDgCSTYDTpPfJ5qwttV1SeQDOQtk4Jka/fsOQmlkzj+rI83PKyJdVxHk2N+bJqXv5AWQMTzYrl0QBgVWUFLO8258wuaCJCeUEmyRgay9pM3LyiY1zL9eHlDZQssIzZ4pKUPPNJbUywm7ktOovpaZFhenlCwqQ6TWw7e/5FuWfKiDWeqb6+YQDA7dtXq+ZM8Az4sbK0mD/v/nPAEus21+X+5UWVVLhERCa6muHI/9/em8dZkpXXgefme/ky38t9ryVr6x26xSqgMYiRQQsIiZYlWYLRgjSaH2NbGiSN9LPAeEbyeLBsbEB4JGNjgQAZgRAgwHjYzGhAQnQ3TbN1Qzdd1Ut1VWVVbpX7nhnzx/eduF/Ee5mde76s+s7v17/MfHEj4saNG9Gvzj3fOXIPrAyFn+UlL1ZK0dYm85ZBMLy/q6vRkq5Z539Ri2Ip6bGSitELWrypbTuMzSLnNqUYPPbEeCx2ZPHnZhADWaQfVqrFzziGjY0yZrZIlQV6qyrPyUs07HEIvnusJMMWQNYT9uO9/VQ4CCu43QroqIVaMomtLFdfT/IKR/0gL0W6ludh/l1T6x1kpRebwWbcLV5T4+N3b9D+zQDevKVeOBwOh2PX4O9th8Ph2DnqIpY6hIBSqTlTWMOCKTKDtF2y4RAEwzsYJ71sioloR0VWuKQ2b4yrBqLVFT9jLDQjrAFgdkJYOzJ7TWVhBrOFhMKK0tKLlms2GrmsfWWxFQuaAKDnuLKhymSTUbZhIq2dLJwS1nFpQcNWTCEiSUKO4cyUnKOr62jahswtY5xps9ZkGE9boAREJjfGU0d2jWwmr8uyzY16TLLWFmT52pTB4zmGLj6WtiHbXND9yYrOGkaPzCjZ/NJClpkGYhEfWeZKS3tmX/s748Znp6f0+uKjwuhsxmuTlbRFda3aD7LnthCR40pGPLW9M0Vg+RCRc+e+rueK96erS4rNWBjKIj2uEmSup0P+Jc3nx4aJpCyvjj2vlc8KAKwp8zutBXvc1twS+8PVDFoqMvgGiPZwbd3ZiHSu7GwWIWStGFmoaedWDGeROWitDwnOCzLSKYtuLRH1OOlqgLa1oS+cv46IWsUye41aLFm9FotdD4yeo35Qr8/BfmA3VrE8ltrhcDgcDofD4cihLpjktbU1LCzMpqwmEPWJtHiKFmNRA0kmLrXbGhd21dqh9R6Xf0nQQiso89TZF1m7kSeFWSSjPHBatKa0uZI+CiPX1tWeOZ5lGBn+QfZuQdlMG2gxPU0bNWG5Hrz/vnQbWbFnvuAFAID2XjkX46mByOgdOSOsMKOAu4/GCOBV7cfspDB5tAa780eflbZ54MsSxNFYkrFanKD+Of67iYEjAwOnAQB9ncKIz01HTTGvjeNAls0ybGQoV1c1jjnEc/C+khVlIIsdM9rM8d7Tss1GPfO8lFLyHAWjz2V4CMPEeA+s/JIMK9lZRjPbkAnGT5OhJNNtI8qphU619eaayVqS8UyZZcM287509ohengx9U1N8RjgutM0jGEENRHu6/v5TclwdV2sJN6+rCGk/9Lqow5c+q15eny0G90yNRiY41Rur3WJTuZplzR/nbz7yN+k2MuCjoxeq9iNo50bXMs6fkBlf+Z3zhbULtg0DVyKjrBHlRmNMfTLZ+1ld1SL7LPtXs9QOwUFrkfcKO7XS2m7b65kRPIw4iBWVzaBWiM1293/rA7vSpV1DfqydSXY4HA6Hw+FwOPYA/iXZ4XA4HA6Hw+HIoS7kFkmSYGVlCQuLs1XbWJDDJVQW6QHA2Kgk7XFp+ojKJAqN8bLmtQiu60h35rgs6AOirRWRt2IDgNY1KfpiUd/8rEopCnE5v9KuBWZq05a3NZPryC61W3kDi4a+8N8+CgA4c+YZAIDbnnu77R2AuNzNPtrks/Rc2o++E2I1dvdnv5Ru4/IyU9a6Ogd0nzgWaZKbJv5xOd2mx/H+cImexWO8diAWPIFFZ6ZQrllt02jH1t6m8gJTlMcx5thRCtHWFu8pJRPTU7KtqNdnC7pY+LcCGStatlnbr+Hhx2V/lSXEe2jTF4u6nybMLWZlLUAs9qI8oLEpzqX0ulQK0tUnS0ILM1GuQau/Rx4SWQzT3+w1c+5wLg1dOifHMc/R4OCtmf0oBbJzsqdf7j3vL2Uj1iYxPaf2i7aJk0ZuwblY0vkycPpIuq1Fi2BZ6Hf262cBAB//+B9WnWMzsM8NEO8tECU2tNTjfV4w1oNLTJxUmQ7nVr5YFYhFqZTiWKs6W0jpEGy0vHwQEoz9kCnkz7FT+cdBJQg6dg9bkVnsxKJss9itObWfz/BmsNdyFmeSHQ6Hw+FwOByOHOqCSW5oaEC53JYpJmI4BG22mtW+a9EGUSiTRxaprVtYZmsrlWjBHVkysqJtXTH4YXJ0UveXIi0WAOb7CMSCozUtTqq0RksrHvvqyKheA4uuIivKop8JtQsrmgK3NKRCi9guXnwEAPDEEw+mbTqV8T115jYAwMmnnQQALC1EpnNuWpjAy48PAQDOnr0fQJYBJnvKQAuyo8dORvZv9bwwrpcvPQ4AOHHmZj1OZK1XV4WRa21TCzdlIW3IApk9sqszM+PpNoZ3pGyfsqDWlm1WC9QqWiBHttqGOpAx7u07rueSa23rjPfn4nmxlaPNHecbGXOgOnyDhWF27NJCUWW0ybi2GAs3Fo2xoNAylDzH5csSksKiQFso990H78kcm4y0PY5lRoHIGk/PxECY5qYWPWejnkNZ0UpkpCdGpH1nn9zD1eVqdrSsFopkkudn5F4WipHBXdGAET6Hx26IloNTalnIVZ4/+8PtMcjEWlo4qxaEpkCT945zkIyyZX1jyFBR28hcsnPh6JEb5Lq0oJJzwK5m1WuYyEGiXguW9hMbsXUbsczbYfm8uO/wYy+elfw82+nceP4f/MaO9t8r1GLhN2K7t8qEO5PscDgcDofD4XDkUBdMMiCMndVAkm3r7BSmc3j4PICsfjTPBtF6yoaAdPYJ+8gY3cZmYZxo6WaPw/3JKI8PRcaTTHSJ+69Wa0wZh93SJkwTGVjLYFHjSi1uS0tkpRgNTXYqMtETpo2wn9/8+hcBAPfdK/2yUcT5oATqhTN2aMrOksHlPsPnYxv2h/2Yvir7WFaVTB7Zcup0p6bGqvrMc1jGlaww+1oqydjb8I2jR8/oMbNaZKsBnpwU27ORkQt6HNk2MvxE2obz5MgROd6MRnBzRQKIFn2d3RJ+MT56Wc8Z5x31ydSzMnTCBnTQVi3aARo9rLLttDzj+ExPR01yjF2WceC8t+w5dcocez4/9jlinxhjXihW/7u4VJJtXIGhPWJzS5zj1Egzjp2sd9eROC5p+I2Oy+x0XBmiDp1R6+ce/UZVP7YCXiNt/LhKAWTnJxD1xlYL39snY0+WmaEtdm4u63HI3nO1Ytmcq1KJwToOQZ7NOWhGud70vbvdj3q5LsfBYTMa+OshvGa9d04ttvnnNnlMZ5IdDofD4XA4HI4c6oJJTpI1rKwsZxggMpz9fRKCwMhf65rAqF2CLLHVFJPJY5xzq2qRrbtFI3WaqjdmrLV1vejsF8aIWkyyhzYyevyKsJBk5hiDbDWi+ap8Mlm2r9QH0yXDgtuoeY2MWgzWILu1pp+VWspV5yaLycCQ7m7RIltnhHJZWN32bjnejEZz2z7TJYPsKtln7gvEUBU6WPT0xJju5uYs201XieWl6L4wPSXjxzjoiYlhADHkBADa23t0HOTetXdpPLUJASHDSSaXzPL42KW0DZnXSxfO6XXIPeQ4AZFRbG5W7etqtV44ZXAbs+eUz4TlHhpSTXJj9aoEWU/2mWNmXSnossDjcQwso01mPKSaeo1Tn4nzn4xxk84lRpwXzPxvVOaY2uQwt5C5dsBoszXefW7SzCXd7+2//fvV1/oUqBUUUsyFotj5H4I8zxyP1KnEzFvux3cO54kdO441711Xl9QDxEATYHJyeMvXc71ho8r9zbI5u4FaTJqzsI5rAXsZdc5j11twyEbYaBXLNckOh8PhcDgcDscO4V+SHQ6Hw+FwOByOHOpCbhFCgyzbJ9VLtzNatMYCHVvoxmIoShAWVUJRMIEYlEOwKI8yC9q1AUDngCzNz07I8ZYXZcne2pARDVr4tDAuS7C01JI+yn5ra/JZyIU9ACZ8Q23UMtZguizMa6ZcomACS3jN+dADylGAGL6xxiAL7Ye9HlrrtaitGpeb7XGHtehtUuUNHZ392vcoi2ERXbG4lOnf6OiF2CZnN2dlH7RR6+yQY7NoMZhwiNW1uJQOACdO3SLX1RzHZWpMitd6jw7o31KEZpfhT916IwDg4W9+CwBw7IQU8BUn4mOwtKjzQ+8F752VbXAZn0V0vJ5saIx8Fm3DYoHX1asi3eCSP+UWK6avpSaRRXSpDIYFjrYIlPONcoLUvq4c5RtLSyIf6OiVOT4/xXAdUwDLQrtJ2cbAj7QwEbHmbUFlFm0qX7KBO/0n5R7ymWhoiPOeEqgHH/xbbBVW3lAqyfzk2LF40RZ68j7E94Peg5Z4D/j8sSCShXuc6wAwrzKhI2oFx6AaOzc59o71YZc8D7KYr96kFfsRIHEYsFFhZb0VXR4kDkouVG/hIVvBbvTdmWSHw+FwOBwOhyOHumCSk2QNy8tLaDbFXmTiGJ5BG7QJw/SkFnBq8WQjlYnuo8L6kUEmy8bgA4ujNwhrd+XxYT1e/DfEnDJwTc3CjjHm2hYntXd1ZfaLgQcmJlsLD21hG0EbK7KWabGXYYDJYpKpJfPb13ei6hyNRb3WlWpmnAwrCwBZBFYr0IXb8uEVdlvK5uv+NnCBYQzcP6lxPWsaK80VA8sMkokeGREbQI6rZW7J6PHYZIAt633uwe8CAGa0kHL0ijCmvQMx9GLogrDnZe0/C99aDBM8fOXxTBuykTboprVb/gW7NC731EYZp+E3rZwvMnaVpshW09aNVnq0QmRhJBCZY84BFrgFw+B29sg8JYMM3cZVEwDoHZS+Tl+VecPi1oyVnDLGs1q8uaSrLf0aBQ/Ese/qZ8hPfH7+t1dvp0SrOhab84srIHH1JrLN+RjpJC2CjMEfXNEhq9/SUm3l1t19NHMOPjONlj1ucJ5hPWzG2H8/UW+Fe9cze2yx0T1wBjnCjkV+Lu9FwV69hofsN/wN73A4HA6Hw+Fw5FAnTHKC1dXlDFNJJpnsKjWdVnsb9YSL6XEAoNQcmR4yTNwWA0giS9XSLkwcI6y7jwn7NnYxBmKkfV3LhiJQvwwAZQ0xWZpXOzRlr1uULQWA8qyca3Y2G2IARC01meSFeWnTbvYnk0Z9L63TrE0Wx6y1NcuOVSqRvaZlGzXBZN2uGquzvv6TehxlPJV9I6sJRNaajCdZzUZjazanrCgttIJhCMkAk/G1Fn/E5JQEhRw5KpriRx65DwBw/PgtaZvjp6WvI5euaD8qmeuyx376M58PAHj8kYcAAGNX4jVzrOfTsRcWbMbY+LWZ+wHEe5IgMuTDQ8J6L+q9sGEv4+MSF95EHbjazFk2lCsNKzq3Oe953y1STXJTtRY41cwrK0y7QzL2ALC6LAxpR29H5m+rN+acppVbh4b0WP0/V2m6WmQOvPW3355us9HsT408gxzHlfNrSRl1jrldmSFjnI8UtysYXEFh+E0trT9XrWgDSAa5wcypWnULjvVRb+zpbkf3OjYP1xtvDpvRbO8W7DkOk+XbXsKZZIfD4XA4HA6HI4e6YZKXlubR3GxDA4TxqihDtKSMmnUZsJpUILK6DD4AgDV1tWhRljeN7jUMWEuHMEUjT46k/QGAleWoWy4Upf3ifJa1toELZNVaOvRcyuhNj8UQg5UVOWZ3H3WgU+m2CQ0m4LH7+oQdvXzlsdhXjc0dH5cADDLuTUbPymAQolaoSac6VZABpo6zy+xLFpbjzHNNT0fGP4abMDyD8dKxPwwfoXbchsAMDUloR1cXXRyuZtoCkXnmNR87dpNclzJ8ADAxIkwl2eKg//6z7hbs44XHHtVzVGvYySiSmU91tl1xXC5e/J5ea7MeR9o+/PA9aZubb36e9kfur3VB4Ng35gIx5k3gSH//qcw1Dw7eCiCrsWZfSxrIwr4yghqI85M/59TBgoEfAFAql2rub10yGOs+oBpkRrfTCQMA2nRF5r6vfBsA8LnP/yl2gnLKsEfW2+qkAavfjysy6YoS3T70vluWmG3oZsJt1O8DQLs6tyzo/UndZ8xzZOeXozbqjT3eCM5u7h/qYYzrxWFkI0Z4L4NC8qiX+oF6gjPJDofD4XA4HA5HDv4l2eFwOBwOh8PhyKEu5BYhBBQKjZkl+nSJlQVHjbLUefToDWmbCxceBhADLcqtuvS6EJekC43FzM9QUFu2YlxqX1lSO6tTsgx+5fFYHJj2UaUTXO4t6vFWl+NSMKUUk5fEro7L4BbNFenj9IRKEIzso7d3UI6pS7i0nrIBEomOS3f3Mdm/IWs3B0TJAZeZWTxWMsV0XP6n9VUMvYjWbRxzgrIAygxsf4hozxaXv/k7bfxsYEOTLnPbz4DsknZB5RnR0kvOwaJDe15e46wGfdjlcF4rQ1o4t1aM3RznIIu2KF1h320/eJyFBZFJ3H77i9M2abBHU3VIC2USc3MixeCYt5eql7pYNElZTHd3tFwrlzVYY16LW1vlbysBKmkxH+UofSek8M/axLH2rK1b+tHcotaBZm63dom8goEhLI4tNcZXyKrel//9H/9S1XWsj2qbtzys7R2xZgJGgGxhJOU5tNZLi39Ncd/4hBRrshCSsouCOQ7lSbw/7IeVNlH+xOAdx+HEfi5pO+oH9SwF2s856XZv68OZZIfD4XA4HA6HI4c6YZIbUC63pgVmAHB1glZeNPJf1b8jI7esDBGLcBiCMDcdAzG6BtS+TOOkyfzaWOrFOSlMK1eEISUjbW2yikUNy9DCvaFzl6qug4V7FS1gIls3OxUL3VhU2NYprNbMZLQ8Y58Ka3Kc+dnq6GqyxGQ8o7VdZNbIAPPn5ORI1XEYokCWmlHW1p6NxXNNJekPC6ksq7q8LOdNCyJDNTPIvqYhDMaujixzeh3KCNv4cbLEZLK7uyTkgQEkQGQLl5UR571YW6uOwGaRImOlbWT0vLK7bW1deq1qXWasvsgSk39u0gJAGxjS3Cz3l4V7duzJ4qeFh3rsERvlredvbpL9SmrdtrQYi1WbmuXeNZXlZ6VdxnnmapxTtHHr6I3jCURSVHzIAAAgAElEQVQrQwAo6LOxtCDH5rzvG4x2c61a6EcrONrMWSb5t39aGOS13OrCxrAWaiHzGW34rL0h0gAhGXPeH7vaQuY3jTjXOTllVh7IADOwh3Od7D4Q71m+QHjBBO7UYrkd6+MgY6k3gjPIjoPAftq71YIzyE8NZ5IdDofD4XA4HI4c6oRJDigUiikLCMToXjI1jAc+ceK2tA2DHsiuTo8L88SYXSAyyGSCbzwqGtPphaiZnWgUpneFula1xCotRLZ5dUW20RaOFlhWt8nzNzbLftSDzk9HtolMKWOye47EYIrJ0anM9ZDJammLLODM1KSOi7BZZNRWVyOD29HRn2kzMHBGzm3YZrJstLxKmctKZDynJ69m+sz706osHAA0NclxZmaEXQ6phjwye11dFW0jxyM7CgCLyuRNqv2d3Ubk9dK0yrOBJWRlqUEm+2x11Wtrso0sc0/Pcbkuo5+eV31vw0rW2s4y5GStqWdlRLi1rSNLzX5RNw8ACwtzekyZm2RBe0oxHjuG3hS1XzInBo7G+HGGflAfHFSfXjSaZD4LXC1ZXpSxtNZta7mAnNO3i/1cq7GJ43zt1JWZ9hYZl7e8/s1pm0uXzmKrsDZ8kfnN/tvd6o0ZHrK8JNfD8JfEaPJbdJ6s6vFmdW7aePjIIMv5l5c1dt7UReSDQvisZAJUmqvnq2N91BuDvB1Yhq8ebMwc1xb2mkH2wJCtwZlkh8PhcDgcDocjh7pgkgmr/WOVOVm+clnYodHRqAU+ok4XTzwu/xxKnSeMc0VnmzB5reo0saQOFPNLkbXuVPb08ohqVpWJ6zoS2b8rT4hGmoEl8zMLmXMCkbUj6zY+JMezTgIrS8J40WXAOnGQ+W1p0Sp83c+2aW0X/WzzkvSZjCl1x0BkxxjVS5cMqxWNcd3Z2G46JQBASdnghcXZXP+q9cJkbMmy2jjoyHrLdCs1RRaTrDDvbwzzCFX7U0e6vCRtrBNHQyhk2jKIZc7EIdMpgiwiz2GDKNiG48HrmDLj26qsO/cnSzxhHDrYD+qdx03cd0+POJPwfpAltteTxi9r307eKAEqNga9uUXmdnuPMqeqJe4289bq4W2fmwyTPDksTGtnn4xvnpkGgF7VJx/rkWv/T//y/QCAL3/5Y9gJsvrlrJ6dc9PWKsypTjnvylIwLD7dXNJthokmuArB+2TnK8F5wueA856rJrK/a5KvF7hu2bFbyM+l/ZhbZJA9MGRrcCbZ4XA4HA6Hw+HIwb8kOxwOh8PhcDgcOdSF3CJJEqyurmSKvbh8z6Voyi5aMkVjskS6ksoJZHn2xEC0rmKB3tVZWVbtrMg+x7u60jbnhmWZvIVhJMvZ4i8gFv71HJNCIdrEFQrGYmwiWm8BQNeA9HXm6nT6GaUXMxPZZXAAKOvyOSUPfYNSgEfZhgWtvcqtzVXbxsdFksLAkZWVRf0ZgzVodZYGjixmi8mAWFBG+UZcoo5LzJQIcGmbx7PFTSx44hL5zEy1BGJuLruMvmhstigb4RxgkMTIyJNpmzY9DouzaHHX2hrnSyo1yF0zi7+AGCpBeznauhVNAeDY2JCOT5OOj5yzv/+UuWYpEKVsYnIyFixRUhKDRip6nVFWQLlHe6dcF+/31Fi0KCMmRrJFk1aqkqzKWLHQlNIdfg5EuQaL8spt2p+2WMR28qg8U5/56BcBAB/+0Fuq+rFzsFAuZH7OL8TnqpCbi7TTs0WpvH7OBc7pJBdAAgDNzVkbPgtaF1KudPWqSK7sfdqa3Z2DOIxLvpsp0tvI0msrbRyHHxvd5/xn+yG3OIzPXD3AmWSHw+FwOBwOhyOHkLc5Ogi0tnYmd9zxAxkLLbJBtA0bGDgNIDLLQGTiyCb98P/4cgBZC7igTO8dp6SQq1KStkMTsfiGbPPomHx2tF+YxeGxGI1MBo4x0iygGr0QGUKGmMzrT1pr2eCG8SGxsiNrRxsvABg+L8VhLBxcmBPGttwSi4rSQjkNl5ibntUxiGM3NSXMM5lg7mPZXTKmLITq6hLm07KQZNCWl9U2TFlRy/Lm23I1wAaOkPVjcRVt3ywYHNHZOaB9juNCy7T88WyhJxlpFj1OT2s0eCnaxPE68sWFacgJIoPMtmQY7TXTlo3jSStCG5OdHk+ZRgaYSP/lfLQxYz/KrdFOjPNtVVn49m5h2J949Htpm/5+mdNdR+Ta11bkXF1HY+HehBbl0fKNRXmtnZENZQw1GeWOXjkXw3UAYFmP/fMvZvT2zt4bXJ2oxcRy3jLYJjHnWo/57dL4cCCuavBdwfvd2dGHPLgqYu0nCcaOr9I6kO8nG5ij/ZiaHvtakiTfX3WQaxQ33tyT/MHbX7Hj4xyGYriN4oGdDXZsB/s57z0wpDbufeM7NvXOdibZ4XA4HA6Hw+HI4Sk1ySGE9wD4cQDDSZLckdv2OwD+LYC+JElGg9CQ7wDwYwDmAPxykiT3P/U5CiiX21MGCIg6TbKgjJ+1rB+ZHVo0TY5Km8FbBqvOcWVStrU0CWvW1hxZsmOqTy6q5VWqXa1EFrKg8buzqiVmOEPBBDcwcrpRmbjRi9SzxmHu6BeNLCOoLZNPJm9sSBjlvhPCqo5dimw1GbhFZZnJMNpQE2oweR0dXcIsMogEiMwZ7csa9Nrn56J+Om+LxXNbqzLqhHnvqLe1oSDLKbM3kTmOPS/7ylhgGzPM38nmksGdm4vWbWQkySC3t3dp/6JlWtB/E3b3idabLLxlpLkqwf7weqwmOVrJyfnTIBVjYUadPI9j5zYDKyqqv2YAig344EoF7csWlVk+eebmtM3CrPSbITaMZZ81evcWjUinJrmoc3R1pZrBpeVbpaVcte0XX/IS/W3vVp44b60lH2DYY8RxjCE6MnaXLz+WtqEWmfeJbay2mfeZc5OrE0tmlWNJ5wXnaElXrmx0dT6yul6wH+/t6wUbsX553anrjR2bwUarE7sFZ5B3B5thkt8L4OX5D0MIJwD8MIDz5uNXALhZ/3sdgHfuvIsOh8Ph2CLeC39vOxwOx47wlExykiRfCiGcrrHp7QD+KYBPmM/uAvD+ROjRu0MInSGEo0mSDG10jvn5KXzjG1/Abbc+P/1sRhmaZnU2IIO0ZJibsjKac/Pq1FChVjXqWXs7pM1NA8LKTswKy9ZWjmzZjGqSbz4iukbqlSfnog6Ves9yOyve5e/SUtSaNqj+mcze8ZvEXeLyY1eqrjmpoROmprlrQDTRZKstc9XRpYElC8I0XnryCQDAkeMn0zZkgBmNTD3s9HTUWHd2qnPGuNwaOkhYvSW1mGTLyKpSfyznUpcPZfUbG6un1JoywIxx5nEAoG9AoqGvjonDyNIi44Kty0Y58xl1pJbpnk9DJjr1bzkHw1cAYHpS7uvyQlZ/2nOkv6rPS/PqAqFMf6pRzvUfMFHcRv/MWOsJddno6T1edY6Kukcw8MPq08l+llRDT8052WMgssIt7TIOTao37jsZr2dxXlc8GM+u96drILq7dPTJGHFV5GSPzL8ff+FL0za75eJgVxGqt/Gey0/OSXtu3g+yxXROsRHl1M7zPjFynTp8Cz5/1NAXzUoVXSyobWY/eG+A+mWS9/q9fXm+iLc+0HtNxEzvBHnG2Blkx2awVwyys8e7j21pkkMIrwJwMUmSb+Y2HQfwpPn7gn7mcDgcjgOEv7cdDodja9iyT3IIoQLgTQB+pNbmGp/VFDGGEF4HWdrLePM6HA6HY3exG+9t+84udbbtav8cDoejHrGdMJEbAZwB8E1dZh4EcH8I4fkQBuKEaTsI4FKtgyRJ8i4A7wKAEEIyMXEFLSb4gdZvExOyXE2brUJDU1UbLvl/7XNSa3LkzNG0zXxZlslZuNdRkbaj07FALS1a0yKv493deq745X14SiQP07MM3ZD/r7T3xiK2KZVZFIqyhDs5IucsleMSLguyWCRlskgwcGoAFpcfl2s/ciIO6cqSLPVyKZg/bSEWLcbSwsZmGTMrT1ijXESL4riPtTFLw1pU6pIWAhorLS5pLyzSiq6U6RcArOoydZRLRBnLhfOPZNqzmG1iYticgwV72elqi/vYhkviqQykGAeYfWtUWcKqBmpQWgEA83p/i1owxwJSK9vgkj8lOJcvi+SltzcWjNLO8PigFNrZAJWefln+5xzg/bFSl1iYJn1sUSlRW0/8ckK5xuqKtGHADecYEOUVPEenBtw0mTk5eETuZ5cG7bzhdb8PABgZsbLV3cFGsg3+Y5mBISzWpXwCiHOS9mwMguG7AIj3mVKMJbXas/OOY89jc/7Zf7CzIJNzYXxcnkcrkaJl4cREtaSqzrDj97Z9Z7cMDuxKBed+FDDtJfL9drmFI4/9mNucd299YM9Pdd1hyxRukiTfTpKkP0mS00mSnIa8YJ+TJMllAJ8E8EtBcCeAyafSIzscDodjb+HvbYfD4dg6NmMB90EAPwigN4RwAcDvJUny7nWa/z8QG6GzECuhX9lKZ1ZMcRRDKUJuJdAGC5CZbMgxTx1dkW1j/HS7FuoVlQXq6ImsKlniQsiei3ZxgI26lf1p17Vm4n0XZ6UwKGXvylpIuBivizHWDDnhPkCMrJ6d1IKjrsjGEuNXxB6uXBYGjIElZK8BYH5G9i81abDHtFxfT39kqlm8tqQWbmTZLNtMCy0WRXEMZmdiUAiDNfIxwbbQjTZzZPZ6NC4biMWBLIZiAVWlEu8hiyRpz0Um1xZQkRFkUSF/zs/E8SUjuKTFbLyHs1PRGqzSyuNoqIiyss3G6o/M7Yr2nUEslqmk7R6L4Y7cEFc3uMLA0BnaC9qAjL4Tfdpn2b+1q3p5e0HnDu0EyymzbFYVdBsZZLLN/f2xcG9RV1B+51f+GQDgi1/6i6pz7SdW0wAWGRdbHEcmOi/RslaKnCd2pQGIceYA0Nwo48Ai0DRy3RRl8lmPRZRNmb+B7IpHPWE/39uOCA8cuXZg7+VWIsn3E5FB9sjpvcJm3C1e8xTbT5vfEwC/tvNuORwOh2O78Pe2w+Fw7Bzb0STvGb5636fT31/84p8BEJkdskuWrWOoBVklMk5f+tjfpm3e8LtCilSUFW5QNnR8JrKHzY2qP1W7LTLLbc2RST7WKUzcWFH2uzQr1kcNRlTcc0z+NTd+WXS9K2rpxZAQAFhSZnJVwz/WViK7NXN1OrONARDzMzHg4MgpKTqfm5rLbBu5fDFtQz0sWeGlJRnDmclqHTat6AhaqAGRneOYkyXOWK8tyDHJ/NOqLITIvHL/RJk8GwHMz3gvaftFSzcA6Ozs0M+y4R92LnR3D+i1Zq3byKQCUW/cVG7WMZC50DcYLdMWdDwZC839bbDMsurCqXcuLHJ1IbKzU2MaXqNhHkvGdm5mYkavQ5jgY8dOaH/iXOJ5yWSTNW41qwuNq9KGjCdXE+yqAnXLjDE/PSisd7kUNcmf/dTfANhbBjlv/cb7Y+cS7ydXLGj9lxgGmO3ZlgEfdoWJbaiX5/HsfEn16fqTdolkloGojW5IGe3s3NIr2eCqr31YBut6t4NbDx4wsvvYDMu7VSZ4u+c/SDiDvPdwWwmHw+FwOBwOhyOHumKSbWjG5KRo/ahjJdNYKUdtZj6+lnrFxx48m35GVvjpx4WBfWxENL1NxXjpJf19eUW1h8rMWT10d6sweOMaRnLimLCPT1y4nLYhq0tNMh0ECiZgI5mnU4T83VCI56h0COtIxwwylmuG7SWjyEjlrn7Rvnb0RvcFth86L64LbW0aTmKYtEVlKNcS1d4uZ2Ol5TiyjXrfZXUJsBHN0FtANpOBJVYzSn1xh7qGWA1wGhKjOtLZWblfjeYc1PM++fB57av0g84GADA5OQagWodaNFriNdUQk1mcnhC2uliKbDPvFTW81IyvrUbGkGzuFN1LlPWdm4xjR7aaqwi8l0Bkifs19IN/W5aYjPbaWiGzzV5PWd1g6J5CvXvvYHQf6emW8xeVFeWqyUc/8Jm0zdv+xeuxm+C9twxw3tUiuncYJw7VjPOZJ6y7BVcaGO3N+G/LVNPpgnHWXJUom3hrnmtWGWTub/tcrsjKAHXynDe2TXRPu74Z5Z3CMn31wtLtFa4HZnmvr7HWcfPnrDWndqotrpe56aEh+wdnkh0Oh8PhcDgcjhz8S7LD4XA4HA6Hw5FDXcktLCYnpQjk+HEJYxgdvQAAKJfbq9pyKZfFOKOj0Qf/nW/7cwDAG/75rwKIhXvnx8bSNk26xN6sS/zFQrbICACm5mX5e7BblmBHpmQJt0/lDkAswqN9WGFNjmsLsmwBGAC0dcfrGbsk17yihXvJWvUSLsNEKm2yBE35xex0lDC0d2kRXLMsTU9Py7V29x5J21wZEukCl63bVZIRTF8phWChEoM+grHKq1TkM0oguNR96tTtaRvKP65ckuRbWsIB0XqrWUNeGOBgl9wf/OrX9VxyPc1Ncu0J4rJ3XmbRoIWDY8PRoouSHUpDGLDBAj4A6DkuUgWOK6UU1kpuYVrmQnufXPvcpBYEmoKulk5Z2p+ZEAlGZ38siOSxiyWZHy3tWrxm9h84LfdqclTlACqlqLRH6QHH9WnPkmdkdlHuQWclFsMxEIchOr/5C78DALj77k9gr5CVI+RByYJaFxai1IXSC8orOP9WV2ObycmRzP6cE7YAlTIsSigYLGNlS5yvtHPjT1u4SpkG+1g7CMVlFo6NkV/iv5ZlFsReX+NmJBGbkWRstK1epBVu83awcCbZ4XA4HA6Hw+HIoW6Z5EceuQ8AcOzYTQCirVNbW7TZYpEZGeSU6TFM1vnvPQYA+NvvPiz7aEGUZUxpuXbzjRIrzIK9DsPIseDvhBafTSqzPDMXLaOOq5XYWIswlCNPjlRdF1llslo2v4RFXmQf56bkp7WAI/vIn7SCYwiGtNeQCQ0/KLAgyhSP9fVJIeOiso8sNONYSF+FiZuZUUs7ZXdbW9e3iTt69IbM54CxUdN7aLexmG5xXsbl2IkzVeMyelmKI8k6z88La97eHucCmdurw9JXssStJWO/pyEiabHkCq8hnossL63X2HdTOxbPqawuVxCszRvt+3i/7TbasbENCz3tygHnKQsyGXxSao4FjanNnTLj/e1yra3GunBS5+cf/V/vA7C3DHIefC4BuzIgfWbfWbAJRAaZjD+fb1twyjnAoBGyxjaynMcpqS3h/MJMZl/pj9yPvDWdDROh7WS+kNDus1HM9vUGMl07tYKrNyZvp/Do6t3HZgo9d8o2HzScQa4POJPscDgcDofD4XDkULdMMjWCee0io6eByDSROSJTWTSMETWMn/j3HwcAdKg29Nbn3Zq26VK7r8cvXgEQo3sXliODNKOWaw/NZKOEm5siW0ZNaFenMGFzql1dnIuxuoyjTsNErO5Y6VPafJE9tBZy81ORVQMkQxYAFufjORggQUaZ17Nk2kB1uGQ6qdO1Edq08urqGdBzqP7Z3ANqQdvb5V+7vG/UQQNAZ6fofNs7I/Obx6oGrzDmm0EdANDVKwz9zJSctzVnfQbEKOb+E+zrYuZ4ANBQZDiE/Cy3yrgeuynGZE+Piw6VLC8ZYBsIQ835rIaCMDTGWrjxehqK2fEFgBa1+mtSVrixiSshsa+p5rZN5nSlQ362d9m4bmlPWzfioScupL//+l0/JeOxmJ03e4OsHdqKCY0h+xpt1JQFN2xzPiQm2rIZrbdq4BmnTlhNMoNFpnQO5iOspW+ML5f7RNZ7xVjScRt1+4vKWq+tuQXcfuBaY5QdtbEdu7jdmhObPc5+zkHau731gX07pWMDOJPscDgcDofD4XDkULdMMnHunDgb0C3BBo5MT4v+lIwTWSmrhWxuFgbu6lVxObh06VEAwNf+7q/TNidPPB0A8LQXyM9bX3Cb7HPlatqGDG6zsrJE10BkR5tUa8pwkiPqlHDx8aG0TRplrMexARQ81pwyjGSCV1ailpjML9lpalTLbbFf3FZR1wTqli3TSf3r0oIyrmvVjgRk/WanpzLntjhyUiKVL58X5wqy+UdPnkrbTI6qY8XcTNVxeH/6TvRpW2GLO824kklkrDQxMxkdPVra5droHkJNceocgegasqZMcFNZ2jY2RyaW+5ONt2NGXHlMNNJk+EvGHYMgW93WKcdjHLk9P+cSr6/bOKUQfUfFdaRR51R7Obp4LCzJMWcWZZ5cvizM6Tv/2VvSNnQbsXrczcNeV5Yp5TNnNbm8rwzqyIf9APFay2UZV6v3rahzTT4q3TqXTGjIEINBaoWJsD2ZYMJGnVPDzHHhqlQtZ47F9Do4BuuPi2P3tMnERgzjYWaZ9zI2eT+wGTeI7VzXYb6n24UdJ2eQ6wvOJDscDofD4XA4HDn4l2SHw+FwOBwOhyOHupdbnD//HQAxgKJFAy0AoL1dlqIZFsCCn1JTlB6srmoxnC4Bd3VJYdfY2MW0zaWhswCAoU+IFGP0oiwTft9LnpG2mVFZxIhuY9HVxHCUZJy+Q+zLzvSJdOBb5x6XfvbFPlMKMXROJBhHTg+k26a1EIxL8wUt4GswRWwrFVlCnpuWa2WBmS1u4rI3reMom5hQezQAaNPAkVKplGljl8jbOqRAbmW5qNcsy9jB/NtqdEiKHWk3t6zFWsMXY6BLZ7csv64sqRWdkY9QcsBrZj9ssePUmMg9uETe2S/jOTYUiwM7etX+rFOK4lisyH2BWOiXaMEbC/ms9RrlFrzfRzTUY/xyHLuySjjyEhzKKGqdq8kUGdJ+kDKYG55ZbZv3tDMnAQALSzKetHd74EIsyluYk3v1mXd/FgDw8Y/9kXy+EGUoBIvitoZaUoJqaUnaWvu/vCx9tjIJSh8oi2B/SqX4rFK6weOs6jyx9m7lchtPBgAoakHvvLlmFvLW2pbHRjILFvzZ+6InX/d4jv3FYSzuq9XX7RSv1TPy11Hr+vLjcJju4U6Rt3dziUX9wplkh8PhcDgcDocjh1DNkhxAJ0J4yk4861kvBQB0dPSnn129KgVULNQjg2SLlMhO8eeqFgoxYAOIEdhkMdmm2BjZvxf98CsAAIsaNtHSIYVDlfbIhL3yp6WPf/UBYfZO3CZFbTYAoqDsJZnSTFSusqlpqMhVKTSaMcV9ZCZpFzc5MpHpu93/krLVjRo8Mn45st48L5no8SFhSpsrkf2j/Rljm5vUks6GksxpHHaTxh4vzElfyy2x4I2sLu3VCoX4bzNa4rGIrkNZ92VT6MZxWNbzzs/KOU/cHIsDaYfG6yGDbK3baNnGgsjuo7I60d4b2/C+MOCDdm3WYo99o+0cC81sQA3v+Yyec+DUgNlfxpX37OiNYkF304loRTezIH1kHPq4FpFyBQEAPvv+TwEAvvCFPwOwF8EWT12glg3okHEhg2xXJVjQyW1kkm2YSGenPNvLS4t6xqTqHHNzMhdaWtoz57Q2b/Na3Mvnd3FxXvtgilv1MzLIfA/aMax1HRvga0mSfP9mGl4LaBkcSO749dds2Ga3Cve2i2uBmdxqtPJBYCsFe9u9J4dxxaAWPCCkfnDvG9+xqXe2M8kOh8PhcDgcDkcOh4ZJ7uoSbeiNNz47/YzaW7JJZJKtHdTy8kKmzbGjEnO9sBjZ2Ucf/SaAqHcku0S2CYiM15kzolO+7VnPBBA1rEBkD8lYdh0RpvLImcgiMjiCjGCpyQRBKLPISOLJ0Wo2lL+f/fpZPZ7sT4YaiFrm8UvCDlO7umLY2Wa1OBu7KLpeMrBzJqxkWZlkam7JnPInENnmIoM6itmYXyAyrwxtWZyPIRPIzb9WDcuYGJ5IP0v3U5Z3VvtoWXgytbwfvBejFyKbRTs39pljX2mPmdO06CuqnR/H18ZKz2psOOOtafdm2+St4yxDT6s/kv/d/fL3Df1xleS+ByRG/TPvkVWJ/pOy7UPvfVvahkE5+4v1wzPI5lJDXMsysLlJxnpufjrTFoh1A3yOqW3O2sxVz698m2WGfuhznNdB288K3LbCc1lt8pbejc4kr4O9YJQ3YzOXb3PYWUgiz6ruJaO8mXNsRm9cz/HPu438/WE4iKO+4Eyyw+FwOBwOh8OxTfiXZIfD4XA4HA6HI4e6t4AjWKRnl3AbGqT7bW1ZW6g1Y+dUqUgh2KomcyWQbfPz0Rbq5ElJ2nviCfFhoS1VyRQMsejn3LlvAAC+972vAgBO6b4AcNszngsA6Doiy+dX1TbMSlo6+0U6wKKthZXqYisWoTExj4VeAPDkw5Jsx2VhShkaTDHcVS3QYxvKI6wUghZ2PcfFRm95gQVQsR8VFq2pzIFShHIudRAAiirxoJVbpS0m3fFaabVWMSl4lDMsaEEki/Q4TgAwo/IG2qrx2M0t8f7YwkXpj8wNm4jIYj6mE7apJIJJfACwpn1cWWKBZ0Omf0CUvDAdsEmlFFZ6ky/CpJzFguP7fSekwHNyLkpdLp4VCz0WDv7n//ufa/92uzhvq5DxqSV7oHSiUGis2lapyPUzAZBtrU1cUCnH7Kzcp0YtvLP2bAsL87qfFoqqhZstyltSWQWLBRMds1qpfHwP1LKAc9QvKKHYSHaRb8Nlb9v2MC75H0SfNzpnraK69QrtDuN4bxcus7g24Eyyw+FwOBwOh8ORw6Ep3COe/awfSn9nwRRZqXKzMIMMFQGAllZhJKen1eJMi4LsdVcqwvaRJaa9lGWbaT3F/clM87gAcOSIhEI8/Y47AcTirb7BaPdCGzMy4mSdgch09hxVdlcZZBusQaaTzGa5VRixieHJtA3tylaW5VxkU4uluHAwOZy1juO5F03xWUdvR2Zbs1rAzZviPrLePcd6MudmW9vXgt4vMrAA0KmWb7wd7KMtoKLtXVFZZzLjayuxTfcxKZIkM81tlt39xPvEKu1lr/rJzLZVc5xKW5YlLytrbW3v2DfOoVZle1fMqgDHlXOgaFj8lk757ESvjFlB58LLnhGLUrm68cgj96EeQBY2MtlqC2iYYC5DsEDOMrccD/7kKhAZZlAFmdUAAB/SSURBVCA+b2SAWSxbLsciSNrDLeXCUSwTzPNyv4mJYe17bMO5SDDsxFrJbZFd9sK9dXBQVnB5lrmW7Va+b4eJ6dypPVy+bS0meKv77Tbq3frN2eLDCy/cczgcDofD4XA4tolDxySTZQKAZz7z7wOIVlEdHRIHbQMKaJM1OHirbhNW07LE1DMy8vrJJx/S40a2ioEGPDaZ5bm5yIo2BA0K0TY33fQcAMCz7/yBeC5lL6lRbTNWYdTG0mKsU63PaAkHxCAMsswM4Vgy9m60g2MsNfen/RwQY5bJMlODOzsZWWKywTwX+2cZOdqoHbvpOABg6FEJMLF2aNQXk+WduBJDTajZpV0eGduZyeooYbJ/7Ku95iW1leN4diuz3Wgs9hhmQoacfbTR1c16f3jtvF99J6M92+VHRR9f6ZC52Kvnom0cELXM7c0yt7pa433WbBaMz8h9/je/8a8BAF/84l+Yqz3I57JW9HS2P3m7NwvaqiVmH9orrqjV2qpGeHNlBgBmZ2V1g3rhSlnmxtx8vD98X6XR1bqiw3cAEK3kyFpzvtp6Bu7foNexaN4Z24QzyZvAQQaMbCbAoZ7t4tZjVbdrAbcR67zROXZrbOqdJd4IHgpy+OFMssPhcDgcDofDsU0cGncLwuqNyU7NTJ8HAMwqg2TZ8bY2YfnmNbyADHKhRqU72eHIVkXGlCzXkgaMMHyAxweAsbGLsk1ZrYceuhsAcP/9n0vbMBTl5a/8FQDAD/1S1Fg/fI8w2L2qYX7iO0/IOU34RmunMG9To5FdA6Je124jW7e0UK0RZbjFyJPCtFMbbRlguknECG11fliJDC5dMsYuKkOkY0d3CSA6NIxdkuCSfhPRvKrs9NyUsKprq0mmfwBQam7MXBf7Yc9B3XKhkQ4L8u8/O3a8jqFz4hxB5tfOF7LTjMum5vrKY1fSNnQE4fG4T2tbZEXP9MmqRleLsM0XxiN7fu6CsO3/5CdeBSDOzfrB+iw25xBZWssk83kJDXQ6mTN7yjWmjhM1YqC5bTGzX3be8vlbTR0rqhltts+z1gfLzjv2G9th+fJOGBZ7yTJvhQ3eTwZ2L891GBlkzou3PnDAHXHsG5xJdjgcDofD4XA4cvAvyQ6Hw+FwOBwORw6HrnDP4pZbngcAaGuToi8W7NBeyn7GZV3avc3OxoK7/BIwQwy+/e0vxePoci7bNqTBCfFcU1OyHMdiQS77zsxMpG14DlpnUbYBAK/8sX8EAOgblCKxRZUKlIyUgjIAFudRgmDDNCiZoJ3awpwW8Gnwgh2HVUondP95UyTV2SmSgbKGf9D6LZjgEhbTBa1GY1CItUxLbdl02bvUHAsI+07IOSb1OliIaG3ieB0sduSxx1W+AUSZBUNNyibMhEhDVbT/TSonsQV3LAqcm5Ixa+9lYWG06hvUIsUpDT5pVUu35sZ4HMot3vRP/gAA8MUvfijdZudePYJFeVZuxM+ihZvaL1ophBa6so21buO857bFxWp7N85PFtOVtKDWynv4HEfLtpDZBwAWtTg3DbHZn6AQL9zbBPa6cG8jiUWtc++08CovwdiMPGG7hXZ7hVoFfIdRCrFb8KK86wNeuOdwOBwOh8PhcGwTh65wz+Ls2fsBAC984V0AIts1PR0ZRgaMFJRRJqtL6ygg2ri1t/fqcYTlPXbsJtMmWyjHv+1xGHRAWytaT1m2jEVJtJyy4QX/9VN/DCCydK/5xTcAyAZiEGTJyLKummhlfpYvaurpjwVzjIhuKAhbR8s1a7GXMut6vJJaubF4EIiWdGta4Jay2I2RYSS7TCbXbhu9kGV3yMoWDFvN80+NyH1iYEkhUxyoUdUamT1yfjjzNwC0tDMIRvrBYJdCsYaNWZFjJz8tM37hrBRo0j5vThn21v7INveo5dvf/d3HAdQ/e2xRi3nlZ42N8mwwetquRDHGndZv1kKRzwKtFItFYfHJCAOxEJdFssU1xlLHc7A9nykW4q6sxecwMsj5BSprbXfwK2jXIzaKkd4NbHTcvWAGqwv9Ds7izmIrTPBhtmLbCziD7LBwJtnhcDgcDofD4cjhUDPJ1CeSlYq6446qtmRnGVFrQwyam+R3srxkyRhOIvtd0XNk2WGGkwBRO8nwjXllm8liA5bdqqWXZPiBXMcH3vdmAMCdd96VtrjhZokrZpQyWVEbs0sNclNZWL/UrstEI5ONnZ9dzLRtaKhmkmc03GRewy+uXo7MNvXFs9PC6DVXyrnrNLZuLbKfjdnu0FhqWrWNqpUctcn2d/aDaGyO48pjtnTIfaHNHANEpP8yLrS2y7PfFgw5YYQ0I76ByNCvqPUbdcudlTin3vwv/zOAOG8OA/JaZKu35zbaG9bULev85YqMXX3hs0VbNj5/WUtHRnjL/SlobYGdS9wW+xH0uHElJX88BgBFKzjH9YA8I7hRPPVun/OgdcfbOb9rkh2OajiT7HA4HA6Hw+Fw5HComWTi3LlvAACOHr0BALBiI2rVqYLMFaOnbcU8gwnokpFnvQDg1ltfAAD47ne/kjmePQ4dI8h8kUkuFiLjyf3oKrFkdJvrOY3cffcn0t8fe+ybAKKzR2ur6GCtcwV/Hzx5M4AYb22DNcg8N6ojA4M5Vg0jR5Z3eWFZ28g+jGwGgEnVCVdaI4sKZN026FQxM1lAHmTmGV2d6qANS2zjp4EYr91kXDLoZjE3LfduQJlkO6YMHJmbVqZdtd5k/oEYWU0GmXrqxERxV1TbzG03qdb7ox/+fNrmP73jjVXXWu9Iw0BSJ4v4b+h8eEjeXQKIKyZ0eQlGA8yVHGreub+9P5y3fO64j9X9N2uNAfXO1tUi7YfObbaxumdHfWCvtcn22AehMa11zq1c60aR0dvZzzLDmznmRm2uVZa5VoCMw/GUTHII4T0hhOEQwgO5z//XEMLDIYQHQwhvMZ+/MYRwVrf96F502uFwOBzrw9/bDofDsXNshkl+L4A/AvB+fhBC+PsA7gLwjCRJFkMI/fr50wG8GsDtAI4B+O8hhFuSJHExoMPhcOwf3gt/bzscDseO8JRfkpMk+VII4XTu438M4F8nSbKobYb187sAfEg/fyyEcBbA8wF8Zdd6XAMXLjwEADhx4jYAWblFS4ss409clQKqBl2KLZpiOhYBTU+PSxstzGJBHxCXgrs6ZWl9ZOQ8gGxRHiUUPHZHp4SCzM/H4jEuV9MKy4aJxCIoLlNXyy+uXHkcADA+PgQA6Os7AQA4fvyWtA0lGHMzcl4b3kF0HxNpycLsAk8OAGgyUorUSot2cWqLVjTWa93HejJtaJXGtkCUNVDKYZfYWUxYUbkEg0dsgEq0apO2LMCz9m7LKsngueamZjP9kd+zbXh9peZYJBhSyzdp29Ihc8AWEpZV7sHwkF97zesBAPfe+99wGFGrCA/IyhQok+Bz0NYmc4wWbECUSZQ0KMdKkVoq8hwuL8dCVyAWyQKxCDYtxNXz2+PwGY1zKNHjVL/KrFwqj/WueatgXzc610HgMLy39wsHKbuwWK+QsBZqyR22InPYqG1+Wy0LuIMuPNxreGCIY7PYbuHeLQB+IIRwTwjhiyGE5+nnxwE8adpd0M+qEEJ4XQjhvhDCfdvsg8PhcDg2jx29t+07e2V2fh+663A4HAeL7RbuFQF0AbgTwPMAfDiEcAOybv1EzWq0JEneBeBdwPZjqfNII2qNHRqZK37GIqBSKbKQDDFgVG6pJKzhleEn0jadyiB39xwFAIyMXuB1pG2Kyg6z8I/FXmSbgMh4kZGz+2+F3WJR0tDQowCAqakYoPLc5/yIXHPQa9agEbKjADBJ5lhZVRaj2aI8MrYM6mDBnC10Y5hIuV3Gc2JYgiAKId6DcqtGcCuru2wK8ea1iO7SuUsAgJ6jwkzPGmuwlO1WMJ7ass1k/1m4R2bcXjNt3TjkLLyzxWcsJOS49PZIIV+TWTFobZbreflz7wQQ2c3DinzBXqFG5DrBVRKyzBx3IK6OcE6TUQZiQEiMtZZjW2aZ5yMrG58HU3yZY5D5bNlzRVu57IqMLUTcrajqm256DgDgoYfu3pXj7TF29N627+yWwQFPY9khLIu5maK+/Qz9WI9t3u9+7DZYnPfWB56iocOh2C6TfAHAxxLBvQDWAPTq5ydMu0EAl3bWRYfD4XDsAvy97XA4HFvAdpnkjwN4KYD/L4RwC4ASJI/zkwD+PITwNkgByM0A7t2Njm4Gj3xPlBu33/ED6WdkldY0SIBM4fx8DDqgLRtZrunpqwCiXRwAsIZlfEy0wL29xwAAV65EtplMGlm2UpOwW0szkS3jORiXbeOKyZJtxChz2//5R+8DAPzPP/8TAIB3f/C/pm0+/8FPyf7I7m/jrVeUXe5QXS8DNo7ccCRtM3ROrpVBHXp5GaaebCwZYTLRWYY8ZM5v+0E2mCwzAx+sXR11xQz/mJuMLDPB85fbytlzGi0xWe++ExISQ4aadnFybdn9etuEff7cp7+ctvn91/9y1fkPGyyrSjaY85ZhNnb+0cawqUnGl7p/MsJAXInh2FuGPrVq08/IIDPmWs4vrD+tFNkfa2/IY7KP/Dk3N13VJk+GrmexuHXE6/r9P307AODVL3zhLh17T1F37+39sIIjDlqbfO8b37H+xgPUAG+GET6MrLGF27s5iA2fwxp4yi/JIYQPAvhBAL0hhAsAfg/AewC8R+2FlgC8NpH/Az0YQvgwgO8AWAHwa14h7XA4HPsLf287HA7HzrEZd4vXrLPpF9Zp/2YAb95Jp7aLkdEntQ+RAWM07dpatlLeMriTkyMAIoPFGFvLtpFVpuPFClmvctSjLmp1fne36pbVAYPOABas5GeAif2MLFuSkDWL18Nra+mUfvzNQ+Ls8di3H0/b/PL/8Y8AAJ/+k0/LcTV22boEpPHRys6uauzyyPnhtE2eESyWZLrYWGkyv8uq/SWTbHXE3C/VEBuGMe2bssWtXa1V5yio4wSPTZeLRXMOumKsaVw3ddAwzh6NJWkzOyGODNQ2cywBoFNDURZXpD+/9Qu/BQC4555P4VpCJjZ8LeuqkrqamDac7wy/qVTaqo65ukq9sdyfgmGZk2JSdUwgPmtAjLOmqwXdYuz8j+xwvo+1dMt5bE//n8dLXvIPt7zPfuMwvbfrAQfNMm83PMRRDXeucORhV6p+bov7eiy1w+FwOBwOh8ORg39JdjgcDofD4XA4cgi7V8yyg07skgUc8dznxlTVWJQn/x6glGHZBI4saCBCY4mFdyIhYCEeACxq8VBf/0n5QMetVUMVAOD++z8PACjocjP0nIuL1YVmxMzM1XgObWcLnvKgdGNubirzeXtbT/r7lFqS/cOf+x0AwE//5k8BAP7y3/1l2mZ5WZayb3zmTZnjdB+J8g9awDU2i0xh5upMVf8mR0W2wkI3SitoOwcAFbWQmxqTPvcei3298oTIOyiPKKokwsotOEc7+yWQYmW52kqO57dFgUCUYQBR7sEQEsovKLsAgC/8l/8OAHjPf/w91Dsoa2DxWi3QVs0GgwAb26HF48bPm9RirVF/cq7aZ4Tn6OiQwkjaFAKx+C4NCFH5RtGEiVCG00R7Rv3bPj/5a+XcyIZ55GUju2P3RvzxX8XQmKfdchoA8NLbb/9akiTfv6snqmO0DA4kd/z6eoqOrWM/Cvdqod6W5DkOG8kvDnsR3V7Bi/Mc62GdYr1NvbOdSXY4HA6Hw+FwOHLYrgVcXePBB6Nd1wue/0oAQEMhG15AhhmILBdDIRjr3NgYi75oT7WwIGzq9JS0ndGQBCAGCzz+uDiVM3iB4SRADP1gCIItgGosZuOjF7WoyTJyLGYiQ0i2b2o6hom88IU/KZ9NSB+/+JEv6fXFvp4//x0AwB0v+j4AQNeAsLQM3ACARi16I8s7pzZrQ+eihSqL3lh4Nz0uVlw2cGRqbEWvWfocTAAFz8fQj8FbBgFEhtoem/Ha/LnUGM/RXJE+0sqOGDjVn/5++qhYvbEo771v+SAA4C/+/C1pm41Y2YNFta1Z7Ov6MeZkd/OFatkVpGrLNiAbFJLosfmscLWExaZALHydmJAIeBvrTsZ5Sc+7pnN6NcTxpr0ciwMTvb7VGveE4SHsjw0T4bXF52b98dkKyLDfcdsN6Wcbrfo4No+tBmvk99suE33QBXv5fjg2hhflOfYbziQ7HA6Hw+FwOBw5XJNMMtleAKmukewS2a25+Rg+QMY3r7O01m0tLcK0kt0qNjION8Zbz6u2ucR46qVsnDIAdKjNFbdZto6BCGS5K7l+AbWYwWqW7Stf+Xj2g89WNUnxr353ozhdGbvOTmFjf+TlrwUAvOgfvChtQes3rKluuE+s8iZHo2Z6dYXhFNVMXho+olriQjFr9wYAa83KfiprTia63BrHnozxqlranTomf5/q7UvbfPtJsQj8mRfcqW2zOt39x0YM52bYz2wbrk7Y6yJzHANDqi3T8qnEnP9W50urQs5xbrMWhuncRLWWGDnGtU1Xa2bn4opBaieYX+0x1oWc9zw/V1+KZtWHfdwtBpk4efLpAICOSnwvjE5Pr9fc4dg08szoRvHJW9He5jXOhxUeJ+04KDiT7HA4HA6Hw+Fw5HBNMskW4+MSrdzTcxwAMKuuEFaTTPT2ih52YkIcF6hNBqILBbWPZJAZUgIAKyuigbz5lucBAB599BsAspG51HZ2dAhzQB00APSrc8bo6AUAkVmjVhOodsqgJtK6DCzVYLC3B+krNaYf/tBb9GdsMXj8FgDA3/sB0UE/7+VSLHrkTIy3biiQ9a5m9NKYYWWAF+cXq9o0qmMG2WU6WHT3xftzpk8Y44Iypn/95fsBAP/gf/kf0jZWt10fWD+GnMxvdJiQtvY+5zW3WYeHLDiXON7U19pt+ftj/6aWnp+Rta7lYEG9cqPRCecDSvgcWHcL9r+7WyLf+WzYc0S3msbMtiX7jO2ymwVx++2ygrJqXD86K9VBQY79Q15TvJfa5HrRL28F7Gst9rleWWZ3qXDsFtI5voNjOJPscDgcDofD4XDk4F+SHQ6Hw+FwOByOHK7JMBELLgu/7GW/CCC7dEtcvSpyAgYmjIxIgdeyWb7u0SXgeS0KpN1VudyatqEkgwV/BV1KHh5+Im3D81PKYeUT0R6uUf+WpQIrDaF0gxZws7NS+FQyy/ANaYCEFDztnvxi83j2s34o/f0Vr/lZAMDAabFgu/32G9Nty7rUPzQs1z43JeNRajYhIGr5VmiU6+pukzH/0z+Iy4Tf+fbfAQAe/t69AOqhKG8j5AvKqi3YbEEnsN711D6OtRzkvS/m7AVXTDFck5FFANG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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "km = KMeans(n_clusters=4, random_state=2018)\n", "scale_cortex_df = cortex_df.copy()\n", "scale_cortex_df.x = scale_cortex_df.x/10\n", "scale_cortex_df.y = scale_cortex_df.y/10\n", "scale_cortex_df['group'] = km.fit_predict(\n", " scale_cortex_df[['x', 'y', 'intensity']].values)\n", "\n", "fig, (ax1, ax2) = plt.subplots(1, 2,\n", " figsize=(12, 8), dpi=72)\n", "ax1.imshow(cortex_img, cmap='bone')\n", "ax2.imshow(scale_cortex_df['group'].values.reshape(cortex_img.shape),\n", " cmap='gist_earth')\n", "scale_cortex_df.groupby(['group']).apply(lambda x: x.sample(3))" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " x y intensity group\n", "group \n", "0 299 5.8 0.4 0.181 0\n", " 93 18.6 0.0 7.562 0\n", " 1193 22.6 1.6 6.439 0\n", "1 20193 15.6 29.8 33.156 1\n", " 22053 9.6 32.6 31.715 1\n", " 18599 20.8 27.4 34.052 1\n", "2 22564 3.8 33.4 14.956 2\n", " 11156 17.2 16.4 19.179 2\n", " 14095 11.0 20.8 12.873 2\n", "3 22217 15.4 32.8 0.000 3\n", " 22886 14.2 33.8 0.000 3\n", " 21020 19.0 31.0 0.000 3\n", "4 6625 2.0 9.8 22.726 4\n", " 3436 12.2 5.0 33.907 4\n", " 2076 10.2 3.0 41.005 4" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "km = KMeans(n_clusters=5, random_state=2019)\n", "scale_cortex_df = cortex_df.copy()\n", "scale_cortex_df.x = scale_cortex_df.x/5\n", "scale_cortex_df.y = scale_cortex_df.y/5\n", "scale_cortex_df['group'] = km.fit_predict(\n", " scale_cortex_df[['x', 'y', 'intensity']].values)\n", "\n", "fig, (ax1, ax2) = plt.subplots(1, 2,\n", " figsize=(12, 8), dpi=72)\n", "ax1.imshow(cortex_img, cmap='bone')\n", "ax2.imshow(scale_cortex_df['group'].values.reshape(cortex_img.shape),\n", " cmap='nipy_spectral')\n", "scale_cortex_df.groupby(['group']).apply(lambda x: x.sample(3))" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Superpixels\n", "\n", "An approach for simplifying images by performing a clustering and forming super-pixels from groups of similar pixels. \n", "- https://ivrl.epfl.ch/research/superpixels\n", "![Superpixel Example](https://ivrl.epfl.ch/files/content/sites/ivrg/files/research/images/RK_SLICSuperpixels/intro_pics/54082_combo.jpg)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Why use superpixels\n", "\n", "Drastically reduced data size, serves as an initial segmentation showing spatially meaningful groups\n", "\n", "We start with an example of shale with multiple phases\n", "- rock\n", "- clay\n", "- pore" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from skimage.io import imread\n", "%matplotlib inline\n", "shale_img = imread(\"../common/figures/shale-slice.tiff\")\n", "np.random.seed(2018)\n", "fig, (ax1, ax2, ax3) = plt.subplots(1, 3,\n", " figsize=(12, 4), dpi=100)\n", "ax1.imshow(shale_img, cmap='bone')\n", "thresh_vals = np.linspace(shale_img.min(), shale_img.max(), 5+2)[:-1]\n", "out_img = np.zeros_like(shale_img)\n", "for i, (t_start, t_end) in enumerate(zip(thresh_vals, thresh_vals[1:])):\n", " thresh_reg = (shale_img > t_start) & (shale_img < t_end)\n", " ax2.hist(shale_img.ravel()[thresh_reg.ravel()])\n", " out_img[thresh_reg] = i\n", "ax3.imshow(out_img, cmap='gist_earth')" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Superpixel Overlay')" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from skimage.segmentation import slic, mark_boundaries\n", "fig, (ax1, ax2, ax3) = plt.subplots(1, 3,\n", " figsize=(12, 4), dpi=100)\n", "shale_segs = slic(shale_img,\n", " n_segments=100,\n", " compactness=5e-2,\n", " sigma=3.0)\n", "ax1.imshow(shale_img, cmap='bone')\n", "ax1.set_title('Original Image')\n", "ax2.imshow(shale_segs, cmap='gist_earth')\n", "ax2.set_title('Superpixels')\n", "ax3.imshow(mark_boundaries(shale_img, shale_segs))\n", "ax1.set_title('Superpixel Overlay')" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "flat_shale_img = shale_img.copy()\n", "for s_idx in np.unique(shale_segs.ravel()):\n", " flat_shale_img[shale_segs == s_idx] = np.mean(\n", " flat_shale_img[shale_segs == s_idx])\n", "fig, ax1 = plt.subplots(1, 1, figsize=(8, 8))\n", "ax1.imshow(flat_shale_img, cmap='bone')" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Superpixel Segmentation')" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, (ax1, ax2, ax3) = plt.subplots(1, 3,\n", " figsize=(12, 4), dpi=100)\n", "ax1.imshow(shale_img, cmap='bone')\n", "thresh_vals = np.linspace(flat_shale_img.min(), flat_shale_img.max(), 5+2)[:-1]\n", "sp_out_img = np.zeros_like(flat_shale_img)\n", "for i, (t_start, t_end) in enumerate(zip(thresh_vals, thresh_vals[1:])):\n", " thresh_reg = (flat_shale_img > t_start) & (flat_shale_img < t_end)\n", " sp_out_img[thresh_reg] = i\n", "ax2.imshow(out_img, cmap='gist_earth')\n", "ax2 .set_title('Pixel Segmentation')\n", "ax3.imshow(sp_out_img, cmap='gist_earth')\n", "ax2.set_title('Superpixel Segmentation')" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Probabilistic Models of Segmentation\n", "\n", "A more general approach is to use a probabilistic model to segmentation. We start with our image $I(\\vec{x}) \\forall \\vec{x}\\in \\mathbb{R}^N$ and we classify it into two phases $\\alpha$ and $\\beta$\n", "\n", "$$P(\\{\\vec{x} , I(\\vec{x})\\} | \\alpha) \\propto P(\\alpha) + P(I(\\vec{x}) | \\alpha)+ P(\\sum_{x^{\\prime} \\in \\mathcal{N}} I(\\vec{x^{\\prime}}) | \\alpha)$$\n", "- $P(\\{\\vec{x} , f(\\vec{x})\\} | \\alpha)$ the probability a given pixel is in phase $\\alpha$ given we know it's position and value (what we are trying to estimate)\n", "- $P(\\alpha)$ probability of any pixel in an image being part of the phase (expected volume fraction of that phase)\n", "- $P(I(\\vec{x}) | \\alpha)$ probability adjustment based on knowing the value of $I$ at the given point (standard threshold)\n", "- $P(f(\\vec{x^{\\prime}}) | \\alpha)$ are the collective probability adjustments based on knowing the value of a pixels neighbors (very simple version of [Markov Random Field](http://en.wikipedia.org/wiki/Markov_random_field) approaches)" ] } ], "metadata": { "celltoolbar": "Slideshow", "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": "3.6.7" }, "livereveal": { "autolaunch": true, "scroll": true } }, "nbformat": 4, "nbformat_minor": 2 }