{ "cells": [ { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# ETHZ: 227-0966-00L\n", "# Quantitative Big Imaging\n", "# March 19, 2019\n", "\n", "## Advanced Segmentation\n", "\n", "### Anders Kaestner" ] }, { "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", "- [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" ] }, { "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\n", "\n", "Segmentation using a single threshold is sensitive to different conditions..." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "hide_input": true 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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", "\n", "files = ['class_art_in.png','class_wgn_in.png','class_cupped_in.png','class_wgn_smooth_in.png']\n", "titles = ['Artefacts','Noise','Gradients','Noise and unsharpness']\n", "\n", "plt.figure(figsize=[15,9])\n", "for i in range(4) :\n", " img = imread('../common/data/'+files[i])\n", " plt.subplot(3,4,i+1), plt.imshow(img), plt.title(titles[i])\n", " plt.subplot(3,4,i+5), plt.hist(img.ravel(),bins=50)\n", " plt.subplot(3,4,i+9), plt.imshow(120" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "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": [ "# Apply a treshold\n", "A constant threshold of 0.6 for the different illuminations" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "hide_input": true, "scrolled": false, "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "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(), bins=256);" ] }, { "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. \n", "\n", "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": 7, "metadata": { "hide_input": false, "slideshow": { "slide_type": "-" } }, "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. \n", "- If you want to find objects between 200 and 1000 pixels you will, \n", "- 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": 8, "metadata": { "hide_input": true, "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"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", "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,ax3) = plt.subplots(1, 3, figsize = (15, 4), dpi = 100)\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.figure(figsize=[15,5])\n", "plt.subplot(1,2,1),plt.imshow(page_image, cmap = 'bone'); plt.title('Original');\n", "plt.subplot(1,2,2),plt.imshow(just_text, cmap = 'bone'); plt.title('Just text');" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Let's create a feature table" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
xyintensityis_text
3816915399174True
177417746161True
3881935101107True
2413032262234True
15369940120True
\n", "
" ], "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": 12, "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": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Inspect the features - Intensity vs. IsText" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "scrolled": false, "slideshow": { "slide_type": "-" } }, "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(150), \n", " label = 'Text: {}'.format(c_cat), \n", " alpha = 0.5) \n", "ax1.set_yscale(\"log\", nonposy='clip')\n", "ax1.legend();" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## What does the ROC curve look like?" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "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 = {0:0.2})'.format(roc_auc))\n", "ax.plot([0, 1], [0, 1], 'k--',label='Random guess')\n", "ax.set_xlim([0.0, 1.0]), 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.\n", "\n", "As we discussed in the second lecture on enhancement, edge-enhancing filters can be very useful for classifying images.\n", "\n", "How about:\n", "$f_{DoG}= G_{\\sigma_1}*f - G_{\\sigma_2}*f,\\quad \\sigma_1<\\sigma_2$" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/html": [ "
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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": 15, "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": [ "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 = (15, 4))\n", "page_edges = dog_filter(page_image, 0.5, 10)\n", "ax1.imshow(page_image, cmap = 'bone')\n", "ax2.imshow(page_edges, cmap = 'bone')\n", "page_table['edges'] = page_edges.ravel()\n", "page_table.sample(5)\n" ] }, { "cell_type": "code", "execution_count": 16, "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, bins=100)\n", "ax1.set_yscale(\"log\", nonposy='clip')\n", "ax1.legend();" ] }, { "cell_type": "code", "execution_count": 30, "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": [ "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": "subslide" } }, "source": [ "## Why does the second filter perform better?" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "hide_input": true }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, (ax1, ax2) = plt.subplots(1,2, figsize = (15, 5))\n", "for c_cat, c_df in page_table.groupby(['is_text']):\n", " ax2.hist(c_df['edges'], \n", " label = 'Text: {}'.format(c_cat), \n", " alpha = 0.5, bins=100)\n", "ax2.set_yscale(\"log\", nonposy='clip')\n", "ax2.legend();\n", "\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": "markdown", "metadata": { "hide_input": true, "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": 18, "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": 19, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/html": [ "
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C2l2mJvzw3oQmwzrmnEf48JnPHUVLYJ/Td2vzoNWNHz6YkPP+gHX6cdodx3P3mQ/h9XpABLVtrnj2PEp6GH15g6G7stx88iIyCNgU+Lqj+jzm6kP416H/buGyCYQC7Hv639stTyAibDx8QzYevmGbbePROPee80jWUMhcJOJJ7PQh7z1nPMjHz35BIpZocs28fNdbhEqDxCOxdi0e8UiC2VP/ov/aq2Zts8dJI9lu/60Y/86PeHxettx9E4pKitr9DgaDoeuwXKJrRKQEeAE4W1VrW907RUTGi8j4BQvap5641Z6bc9aYU6joU47X7yVYHGD/M3bnhNFHdODsW/K/7//g2sNuIx5tv4EHsJMpNhs5lGhDjPee+KSpNF8jsYYY/iI/xRXFBIrzK/ANTiLVojnVbbYr61XKzkdsz/CDtzEG3mBYCSj4Tl5EfDgG/klVfbH1fVUdC4wFGDZsWLv9FLscPZwRR25P/eIwodIivL7CvdI7j3zIXaMeaLeLpjnbH7wNodIiFv2V3SDPm74AX8BH/8F9mTl5NnaOyJ9Gkokka2w0sM12BoNh5UKyVVDqkM6d9MtHgSpVPbut9sOGDdPx48cXbD7LQrQhxsF9TlzqKk8AxT1CPPrbXZRXlpFKpTh01ZOpWZi9Jq0v4MXj9RJriGVUhbIsafLdB0MBhu22SXrxUXY5ZkeGH7JNXoJqBoOh6yMi36nqMLd7hd7J/w04GpggIj+mr12qqm8WeNwO57fxv2etAGV5LEQka9hmsCTAFn/fhJNvOpryyjIAPB4Pp95+PLedcl9W336jymRpzxKS8STJRAqxhCHbr0ff1Xsz/t2fKK8sxRf08+3bPzT1M+HTX/nk+S+58rnzcsocGAyG7k+ho2s+A7qFlQmVFWXNZg2VBonHki2MvOW1KCoOcsM7l7fQh2nOiCO2p2KVcp687gUmfTGFVCJzkfAFfPzz1YuonruYRXOq2XDbdVl70yUCZL999zvnDr+qxUIRDccY/86P/PLlb2y47bpL+8oGg6Eb0KUzXpcna208iF6rVjDn93kZrpP6xZkFPjweD1e/dGFWA9/IZiOHMnT4Btx8/D18/OyXGV8DqaTNmkNXp2gbd2P9w/sTXUXMYg1xvh/3szHyBsNKjjHywPxZC/ny1fFYlrDtflu6JlGJCNe9eSkX7fIvaqvqUFtz+udTiSSTPp/MJjsuCckM14R5+e63+OzFbyjrVcr+Z+5BNBzljtPuJxlPZhj4QCjA0VcdnLNYR2lFMT6/N+NZX9DX7lwBg8HQ/VjpjfxLd73JAxc9ASIIcN95j3LGPSex2/E7Z7Ttv/aqPPb73fzy5W88eMmTTPpiSlbJAV/QT1mvJcqQDXUN/GOTC6iaW93ka5/42a8kk6mM6Bmv38s6m6/JIRfsy9/22zLn/Lc/aGvGnPdoxnVLhOGHbtvW6xsMhm7OSh1+MXvqXzxw8ZPEownikTixSJx4NMFdpz/AwtmLXJ+xLIshf1uPaDiWU1NGLGH4IdsAMGX87xyz1hnMm7GgRcm+eDThGh5pp2zOGft/bRp4gNKKEq597WJKe5YQKi0iVFZEcXmIq1+6gIpV2lanNBgM3ZuVeif/yXNfuUfEiPDZS9+w36jdsz47ZLv1mD5xJkmXw9LSniVc9cL5lPUspWZhLReOuCYvXZtG7JTNhE9+YVAz6eFcbDx8Q579635++fI3VJUNtlkHn7/9BckNBkP3Y6XeyadSKfd6qqptJiAdfP4+BEKBFmX6fAEfOx72N56b+0CTPMK4xz8m2Q5FzEZqFta23ahpusq3b//I09e/xEOXPc3r/xlHLLL08fwGg6H7sFLv5P+235Y8c/1LpJKZcerb7DsM27Z5+6EPefXet4nUR9n+wK049ML9KK0oYZXVKrn7mxt46NKn+OmjiZT2LOWgc/diz1N2aRGbPm96fhrzzfH6PPRerTLv9g9c8iSv3vN200Hw7z9OY9yjH3HHF9e57ujDtQ0smlNNn9UrCRTlL51gMBi6HgXNeG0vKyLj9ZGrnuH5W14jEU8iAh6fl2OuPoRDL9iXW08aw0f//bzJePoCXir79+I/P92SM+KlkWkTZnDJ7tflpSnTnGBxgP/OuZ9QadvaMgv+XMSx65yRUXw8WBzgrDGnMPKoHZquJRNJ7hr1AO89/gker4dEPMnamw5ij5NGstPh2xEMGYNvMHRFcmW8rtTuGoDjrjmMO78czRGXHcCRlx/EveNv5NAL9uWvafP44KlPW4RJJmJJquYu5r3HPm6z30g4ynk7XtVuAw+QSqb4+Lkv8mo78bPJTTLFzYmGYzz/79eoq65vunb/hY/z/pOfEo8miNRHScaTTP56Knee/gDHrXNG1sNmg8HQdVnpjTzAmkNX59irD+XoKw9m9fUHADDlm6l4XIxnrCHGDx9MbLPPz174moTLoWw+JGJJ7h71ILVV2XVtGgmVFblmygJMnziTY9Yexawps0kmkrxx/3uuEgrJeJLqeTWMOTczFNNgMHRtjJHPQq9+PcHFk+X1eegzqHebzy+aU5XVF+/xZi8j2NTG5+G7d3/O2SYejfPIFU8Tb+WqaSSVtAkvbuC2U/5DrCGWdTEAJ6Lnq9e/a3NeBoOha2GMfBaGbLceFX17ZIiSeXzepqLXuVh/63Xwt6qdClBUEuSkG45g0xEbUdm/J4FQZhtwMmzd3DDNeefhD5k15a+cbVSVSZ9PwV/kp0efHjnberzmPweDobth/lVnQUS45YOrWXeLtfAFfASLA/RctQfXvHQB/dbq2+bzQ4dvwLrD1mpRJNtf5GeNoatzwNl7cdO4Kzn5xqOyJlTZKZthu22Sc4yPn/syXZO2jXfxCJbH4vQ7js+6qHj9XnY6bLs2+zIYDF2LlTqEsi16D+jFnV+MZuGcKqL1Ufqt3Ze//pjH1298x2rr9c9p7EWE0W9dxst3vcU7D3+A2squx+3EAWft0aTz/sb972V1tZx0w1FtRvCUVLRdm9Xr87Dtflvi8XjYbv+tuP6ty3nkymccSQZVLMvC5/fSf/CqnHLz0QDEYwm+efN7ahfWMXT4BgxYp1+b4xgMhs6JMfJ5UNmvJ/FonCv3vZEfPpiIz+8hEUuy+a4bc/l/z81aT9Yf8HHI+ftwyPn7uN53U48Ex6Wz7hZrtTmvfU79O+Pf+SljNy8C/qIAliX0GdSbs+49ueneRtuvz60fXoNt2/zw/gRmTZnDGkMGMnT4BogIf/w8g/N3vppUIkUqZaOqjDx6B84ec4rRpjcYuiDGyOfJ/Rc+zg/vT0jr3DjXvnv3Jx6+/Gn+cfMxS9XnyKOH8/tPMzKMtNfvZfBma7b5/JDt1mPQhgOY8u3vgPP1UFIRYtTdJxGti9J/8KpNxrs1lmWx+S4bs/kuGzddU1Uu3/t66qrqW7T94MlP2WzEUIYfvM3SvKbBYFiBrPQ++Ya6CA9e+iRHDjqVo9c6nSf+9Zxrke63H/4ww7USjyZ48/73lnrs3U7YiXWHrUVRieOW8QV8BEIBLnv67LwicEYfcQfTJsxs+llViUeTrDV0dfY4eSQb77hhu3bfU3+YRn11OON6NBzjjbHj8u7HYDB0HlbqnXwqmeKc7a9g1pQ5JGKOAX/6hpf5/v0J3PrhNU0GUlWJZQmHzOfgMxs+v4+b3r+S8W//yPfvT6CiTzkjjx5OZb+ebT47f9ZCvnn7h4xM10QswbM3v8oFD5/e7vkkYokWWjzNWZb3NBgMK46V2sh/+dp4/vpjXpOBB4hH4vzvuz+Y+NlkNtp+fcBxg2yw9TpM+mJKRh9D0m2WFo/Hw1Z7bs5We27erufmTpuPP+DLMPJ2ymb6pFlLNZd1hq3lWsc2EPK3kEcwGAxdh4K7a0RkNxGZIiJTReTiQo/XHiZ//T8i9dGM68lEkinfTm1x7Yx7TqKoNIjX77hRvH4vobIiRt154nKZa2tWW7efa2SOx+dhva1ylxzMhtfn5eLHzyQQ8uP1O+t/sCTI2puuwd9PyCyiYjAYOj8F3cmLiAe4B9gF+BP4VkReVdVfCjluvvQZtArBUIBoK1eEL+DPUIFca+NBPDDxNl66801+/2Eagzdfi/3O2J3eA3otzyk3UdGnB7scM5z3n/ykSapABPxBPweft/dS97vVHpvx4KTbeeeRD6meu5jNd92YbfYeltcZgcFg6HwUVIVSRLYBrlbVv6d/vgRAVa93a7+8VSjrF4c5ao3TCNcsKcQtltCjdxlPTB+TNTSys5BKpXjultd46c43Cdc0sNF26/GPW4/Nu9iIwWDoHuRSoSy0kT8I2E1VT0r/fDSwlaqOatbmFOAUgIEDB24+Y8aMgs3HjT9+nsH1R97B7KlzQZU1N16dS548i/5rr7pc52EwGAxLSy4jX+iDV7dQjRariqqOBcaCs5Mv8HwyWHPo6tw/4d9Uza3G8lj06G3qohoMhu5DoY38n0Bz38EAYE6Bx1wqevatWNFTMBgMhg6n0NE13wKDRWQNEfEDhwGvFnhMg8FgMKQp6E5eVZMiMgp4B/AAD6nqpEKOaTAYDIYlFDwZSlXfBN4s9DgGg8FgyGSl164xGAyG7owx8gaDwdCNMUa+k6OqvPnAexyz9ij2KTuaC0ZczW/f/b6ip2UwGLoIxsh3cp649nnGnP0If/0xj0h9lB8/nMR5O17FtAnLN2nMYDB0TYyR78REG2L898ZXMrR1YpE4j//r+RU0K4PB0JUwRr4TM2/GAixPZtKw2sr/xv+xAmZkMBi6GsbId2Iq+1WQTKRc7/Vfx2jrGAyGtjFGvhNTXF7MLkcPJ1Dkb3E9EPJz1OUHrqBZGQyGrsRKXRmqK3DG3SdSVBrk9fvGkYwn6dWvgtPvOIEh2y1bRSqDwbByUFCp4fayvPXkuxKpZIpoQ4xQaVG7inMbDIbuz4qUGjZ0EB6vh+Ky0IqehsFg6GIYn7zBYDB0Y8xO3mDoBqgdhuQkkDLwrmtceoYmjJE3GLo4dvgpqLsRxAOkwOoHPR9APP1X9NS6BapxiKfPCv3DcEpjdB2MkTcYujAa/84x8ESWFNZMTUOrToTKt8yOfhnR2Gfo4jNbXuxxFxL424qZ0FJgfPIGQxdGw48B0VZXbbDnQvLXFTGlboPaVeji00HrW/zR6tNQu2pFTy9vjJE3GLoy9iKWbOGbY4Fdvbxn072IvAlqu9xQiL693KeztBh3jcHQlQnsDImfydjNawJ8Q1fIlLoNWgckXG4kwK5t+3G1IfYxGn0DJIAUHYD4N+/wabaF2ckbDF0YCR0Knr5AsNnVIig9B7FKV9S0ugf+bUECbjegDZ+8qqKLz0FrzoHoqxB5Hq06AbvujsLMNQcFM/IicrOITBaRn0XkJRHpUaixDIaVFbGKkV4vQslZ4NsMAiORiv9gFZ+woqfW9fENhcBIoFkSooQguCvi2yj3s/GvIP4RaEP6ggIRCD+AJv8szHyzUEh3zTjgElVNisiNwCXARQUcz2BYKRGrBCk5EUpOXNFTaTca+xINPwD2fPD/DSk+CfFUruhpATiRSeU3Q3AcGnnZuVa0PwR2afNZjX0AGnHrFeKfgfewDp5tdgpm5FX13WY/fgUcVKixDAZD18MOPwN11wNpY5j8A42+Ar1eRTy9V+jcGhGxIPh3JPj3dj5YjGNek62uW87XwHJkefnkTwDecrshIqeIyHgRGb9gwYLlNB2DwbAiUY1BfTq+vwnnQFPDD6yoaXUYUrQv4HG/Gdh5uc5lmYy8iLwnIhNd/uzbrM1lOMvZk259qOpYVR2mqsN69+4cq7fBYCgwyWzF6BMQ+2S5TqUQiHcNKLsaCDi7eikBKUZ6jEGskuU6l2Vy16jqyFz3ReRYYC9ghHYmTWODwbBisXqCJt3veVZp+quqQvI30BrwbohYxXkPoYmf0fr7ITUDfMOQkpMQT79lnXneWKED0eAuEP8C8EHgb4gE23yuoymYT15EdsM5aB2u2nTEbDAYDIinL+rfFOLf0TIWvQgpPgkATc1Bq06C1GxHl0eTaOlFWMVHttm/Rt9HF58DxACF5NS0v/9FxLt6IV7JFbHKILjbchvPjUL65O8GSoFxIvKjiNxXwLEMBkMXQ3rc6YR9Eki7M4qg9H9P0b8AACAASURBVFwksL0TZ151IqT+wNHlqQeiUHcjGs9dWEhV0dqrnPZN2cBJ0DBa9++CvlNnpJDRNWsXqm+DwdD1EasH0utxNDUH7IXgHYxIkXMzORnsOUBrWYEYGn4M8bsWQXKwF4Bd43YD4l930Oy7DkbWwGBYydHYJ2j9nZCc6Rja0nPbnX6vdj0aecExop7VkNCRiHdgXs+Kpx+09pXbi3E3T+osCK2vpuZAYhJ4+qGeQbjr+QBWD0dcTCpWGoVOY+QNhpUYO/IW1FxEk/ZN4lu06nhHj96/ZV59qF2FLtw/bZgjgA9teAYqxiCBbZ02moTYx5D6E3wbOAehuYysbyPQuMuNIARGLBlbbbT2coi8CuIHUuAZBIGdIPYRjk++EQ+kZqDzd3CMfelVWEVtJzZ1dYx2jcGwkqKqUHcDmVLFUbT2xvz7qb83vbtujHlPABG05mLHP576C10wAq05H627Ga0+Ga06DHXNCHUQqwRKzwOKml0NgqePo9fTOHbD0xB5HYinpYAjTjSOXZvWl0n7+5tMXcppa8+HmvPQ+A95v2dXxRh5g2GlJQb2PPdbyd/y7yb6Hq5qjfZiSP2J1lzoGFUN4xjjBkj84iwOObCKj0Mqxjr6Mb5NoWQU0uullnHm4UfJXKRSkPgWKb8R6T0Oym/DSUxKtWoXQ+u7fzyIMfIGw0pLOlHHjWax6m2SrQ9sVFMQ/xY3A0vkRcApr+eWRqOp2Wj0dSdxSooQ35DMRKJsixQ2aATx9HUkElzVJBVSM3O8WPfAGHmDYSVFRKD4BFq6RHB+Lh6Vf0eho1368IB3KNScQ2aETBq7AXvBzui8oej8zbHr73I02AFN/oku3Bsiz0FqGsS/QKtPxW54wbkf/wl70UG0lEVo0Tkq6Qx6z8AsiVce8G+S/3t2UYyRNxhWYqT4VCg+3olRJwBSCqXnYIX2z7+P0CFQtAdLUvhD6cPPLXPIFwBEnINYbMefXv8AWnerc5hafXI6Nt5u2b5uNHZiMlp1TLpYStZZ0XiuK1YJFJ9Iy4VIQILO+zdDVdHEL2h8vKOv0w0w0TUGw0qMiIWUno2WnObEllsViOQ2C5qclo5rX9+RORYLKb8eLT4dkhPB6gu+jdFF+5LpL29O6x1+BBqeQKUHpLItDimou5OWUTMZbwX+rRFZIhAmJWeingEQHgt2FfiHIaXntQjz1OTvaNXJoFU4+19Fy67FKtoz16+j02OMvMFgQMQPbcj7ql2FVv8fJCaDeB2ZgZJRWCWnOH14B4B3wJL2+JZiIkD4zhyTSEJqOlldQARAQkjZv1p2K4KEDoTQge7dasr5OrAX0iLGvuYS1Lcu4u26uZ3GXWMwGPJCq0dBYiIQXSIzEL4HjX7g2l5Ch5Ppq29rEJucu3T/duAbgrvpsqDkTKT3+3knYjUR/ypdxan1AXDCCdPswhgjbzAY2kRTf0FiAhlFMDSChh90f6hofycpqV0OgyzKlABYUH4LUnIK0Dpaxu+4jyTQrORebtSuxq65FHve5mj1aeDqg0+5Zth2JYyRNxgMbWMvdlw0rveqXC+LeLAqboeez4J3HcAP+MhtdlqHWjYjsAuWpwTxro30fAy8Q3D8Oz7nueSvTrLVgpHYkbdzvo5qAl10KEReBq3DidJxWWCkCAnslLOvfFC1XcNElwfGyBsMhrbxroVjUFvjg8COOR+1/EOwKl9Hej0NoWNZuqPAAFJ6QdNP4t8Yq/JFpOKxdH8pHD99DIhCzYWoXZ+9u9gHjpBZzi+HIHjWgOAeSzFfB038jL3wAHTe+uj8TbBrR6Oucg2Fwxh5g8HQJiJ+KL0CCLLE2PvB6tGk/94cjX2OvXBf7LlDsBeMxG54FfFthPg3TmvM5IvPETzr+WCTn11VnRDH8MNoeAyusfLigfinWXvVxK/pDNzWWE74p29zKL0A6fWM8+5LgSZnOIe5yYmAOpILDU+ji89bqv6WFhNdYzAY8sIK7Y96V0fDD0FqLgS2R4qPRqyeLdpp7Eu0+lSawidTM6H2CmwNO4Jl6iKB4EoAKl9DPKs3iZmpxhyd+eTEdIJTtiib3Ih3ECqhTP+9FDmhle0t3O2Chh9y8fPHIPYRmvoL8ay6zGPkgzHyBoMhb8S/GeLfLGcbrbuFzPj4CNTfDqFDmylENrZpdCh4gUZXRhGUno/lHeT0aYfBnotGXoHET+SOkwc0Bf7ts98P7gZ1N4FGWbJQWE4yWEcV2k7+gusZg/ghOR2Wk5E37hqDwdCxpP5wv671oPVIj1shdBRL9pgClEJwT/BtDIGRSMVYrOKjUbWxa29C52+DLjoIwveR3cBbOFE3ASi/KWfBbJEg0vNZ8G+JI17mAf+2SK9nEVmK+H43vENw3UdrDLxrdMwY+UxjuY1kMBi6FE40SLL9Rs8zAJJTMq9LMC1mJhB7lyU76BRQA9G3kMrXWtRg1fAD0PAkTmx+rkF9EDrBESML7obkIbAm3gFIz8eaHYR60PB9aPgx0FrwDUFKL3fOEXKgqpAYD8kZ4FsP8Q1x+i8+AY2+1Eo3JwjBXRFP3zbn11GYnbzBYGiBqmLX34/O3xKdNwR7wU7YkXF5Py8lZ+Mc0DYnHYWjMUh8l449b+1PTznFRpoTfpDsImTN8AzCKjsPKT6mycCr2mjsU7T+P2jkjaxRLSJ+RPxo7T+h/j+g1ThyxT+hVcegyalZh1W7Cl20l6ORX3stuuhI7EXHoBpFvKshPZ8G3xaAF6Qcik9Ayq9v+306kIIbeRE5X0RURCoLPZbBYFh2NHwPhO8GrcGR453tFNiIfZbX8xIcAeXXORo2S65C7AN0wbZo7GNQt3DMhKM/r0ns8DPYCw9MG9y2KHVcQM3fwQ6jiw5AF5+B1t+O1l6OLtgJTf7p/s724rT0ceuzhNya87r4IkhOTR/gNgARSPyA1t/lvLVvfaxeT2L1/QWrz7dYpWd3nDsoTwpq5EVkNWAXoPuLNhsM3QDVhLN7zqjaFEXr78i7H6tob6h4lCWZqXEnZFEb0oU+3CJsisC7CbpwT6i7GpIT8hjJD6XnI771Wr5H/V3NjG/KGdtehNZc5N5Naia4Gl8bEr+4PmLHv4P4x2T6kWKQlkTuDBR6J38bcCFteNMMBkPh0fg32IuOxJ6/LXbVcWj8x8xG9uIs2us4ESHtIfo67hmsHvBtkpY3bsQPVk8I3+vox+cdGhkHe7bL2K+wJFKnERsSP2An56KpRS0zUD0DsoR2WtBqAYG0H77mApf2zebVSSiYkReRfYDZqvpTG+1OEZHxIjJ+wYIFhZqOwbBSo7GP0KqTIPGt4w+Pf+H4m2Nft2xoVWRPVmqvEmPjLjoD2zkcLb0KvBs6WaXFJ4J/MyBHlqobEkK86ywZUm009rnLl0gjKVi4M7pgOLpwNzTumCexekLR3mSeJfiR4n+4dPMnpHJo2nRUGGYHsEzRNSLyHuB2THwZcCmwa1t9qOpYYCzAsGHDzI7fYCgAWnstrgW7665HAi83XRHxoiWnQ/0drQxlECk9t11jSnBntOEpMg9OFQnsgHgHIqEDmq7a8/9G+z76PSBlkE5cUrsGrTrSMcCaTcfeiRgCIDUNrToKeo9zygSW/RO1ekPD4457x7seUnYl4lvX5eV8OebqaSHBsKJZJiOvqiPdrovIRsAawE/pTLUBwPcisqWqzl2WMQ0GQ/tQTUJqlvvN5P8yLknoeFRKoP5eR9/FuzZSehHi36J9A/uGOUlHsXfSu/q0mFjxCe5SwFIMtPU1b+G4crwQGIGUXeEoTwJadwMkp+Hu7w/gHl8fQxcehFa+jljlWKXnQOk5qNqIZHd0iKcv6l0jHSra3Nj7oPhMxNOnjfdYfhQkTl5VJwBNgaoiMh0YpqpdW7PTYOiSeJxMTq3NvNVKksAhgUixU2DDu7ZjTF1cOJqaB9F3nLDI4E4ZhTVEBC27HmpqIfYhjpG3IPICWrQf0johKHQM1N1I9mSnEFhl4BmAFB0ARfu2jFSJvoW7gbcguE8WPz2g82HBlqjVCw2d7ujeNNyP2lXg28hZ4NKx7y3er8cdaNURzleDJkEs8G2JlJyQZf4rBpMMZTB0c0QELT4R6u+jpeukCIr/r0VbTc1HFx3sLAgaBkLg6Qk9n0U8S6Kg7cjrUHNJ+qcU1N+Fho7GKmvpppD4O2jsC1okPtkxp8JU5duQnIjWjnaKkVjl4F03HVXj5gppALvBkTdITHJkgns+uqTMn2aTKRYoPhaibUS82IugfrTTvnGxiH+NLjoSej2H+NZp0Vy8a0Dvj50FLDUP/JsgvqFodBx23W1O6Kl3EFJ6PhLIIbFQYJZLMpSqDjK7eINhxSHF/3AMnRSl/4Sg5B9I6IgW7bTmMrDnNVNobIDUXLTuuiVt7MVpAx9L/0kCUac+a6uIHQ0/iZtPntRcNPYBuugoJzmKGNjzHfdR8GAoPhOsgbjLG+P0mZyY1sBJE9gJR6KgFZ7BzleGlY9WTJLMr4EYWn+3a2sRPxL8u5OE5RuKHXnNUZlMTU3P8Ve0+nQnN8AFjX2EvWB37LnrYc/fDjv8dIfrzpuMV4NhJUDEwio9F1nlG6TyTWSVb7BKTmum7qjYtf9Ox323Dl9MQrRZxmvsE9ydAFG0/l7HzdGIq5wvaZfIE2S6ZiIQfQUpPs6J9Ml1EKsNaDMjL2WXg1SSYdZS09HaS6H8erIvGrmwITkpv6Z1N+N+wH1TRlONfY5Wn5kuWm47i1zdDWjDw0sxx+wYI28wrESIBBBP/0wfe+xdaHgk15PN/q64G1+F+Ofo/OHY9fc4l4J7kRmWCGA5UTBu8fDicw6KPf3IbZS9Lc4UxLMKlF1C5gIUhcibjrspeFiO/nLgGdRmE9WE8xXkRnI6dv1D2DXXoJHXUY2j9bfhrtZ5L5rV9dR+jJE3GAxo+FEyDU4jHgjuiiZ+wV50BFpzCU4KvxsJIAb1Y9HYp0jxEeAd1CzxyQsEkfIbwTsYVyOucfD0Q4pPILOWa3O8SNGBLS/FvyFrIlL8W6we10DFI2mFyCKX8T045QSbE0RKTs8xjyXzQXpkuZeE+tsg8iRaczm6aH9IZlPrjLofki8lxsgbDAYn0zUbVm8IHeNEkiTG07JkXnafuYafQKQI6fU8UnaNs6sPHYtUvooERyAlp5JpxINO1IxV7qg/ll/nxMI3fQ1YQLETbll+S2YopmcVnFqyrRBP067fCmyLVfkiVt+fkB73gWctnApUA6HsxrQMchHgAas/0uOONjX0wTngpuTU9LMt7uB8+TS6phocxUpx+8IBJJB+547BRNcYDAYIjoTwTDJ3wUGofAfqrnOpcgSOAfPiGrqoNU4L8UPRfkjRfs7l1Fy04QWwQtDjdqd4R2q6Y/SKjkBKz2nqwiraGw3uBqkZKCWIPdeZh3+Tpvj4FrMpOiCLoJgvfTDbqn1wJyTY+vo+aOmFTjKYFDedW+SDhI5FsaF+jKOfL6XpQuGt3S9xsNPx/rSSIi4+dUnEUAdgjLzBYHC0zyOvOWGERHF2zH4ovx7LKsJOTMJdoiCEe2x60EmEaoVdf69jAMWi0ZEgFWOdYiH4XA2qiM9JyALcE+ybtfX0hYp70cXnpudlg/REKsa0q1ariAcke9GR7M+J87sMHQcacSpaLdwZ999dhIwvISlz8gU6EGPkDQYDYvWAytfQhv9C7GPwroqEjkV8GzgNfOtA8lcyD0rjUHI+1P/b+Ts2jprkakjRIS1aavz7dKx+rMW5rVb/A1nly3btmHO+S2A7WOWL9Hx94F23w/rOew5iOV8BVjG2d910dE7z350f93DNeiT+gesCubQYI28wGAAQqwQpORFKTsy8V3wyGn07Q8+G4AiskuPQwBaOTk1qAQR2RkL7Ia18zhp5gazZrLEvIMNtsgzvIl7wbdRh/S0L0uO2dGZsOK3waYGnv7vUhDag8fGIMfIGg2F5It61oeJhtPYaSE5O+88PQ0rPc+77NkTKr8vdiUbIGnrZVmHuLox4B0LvD538Ansu+IY6yWA1F7qccwQd2eMOxBh5g8GQF+LfDKl8JR3DbbXbBSLBPdDoB2SEX2oS/Nt02Dw7IyI+CI5o+lm96zpZxxqhhRtHPEjRPh06tgmhNBgM7ULEs3Q+7sDOENjWMW6AE5MehLLLEau8I6fY6RHxO/Vfvevj+OcD4Fkd6fmYo23fgZidvMFgWC6IWNDjbicrNjoOrFKkaP8M9cqVBfEORCpfQlPzgSRYqxbkgNjs5A0Gw3JDxEIC2zuJUJpAay7DrrkCzZb9uRIgnlUQT7+CRQCZnbzBYFiuaHIquuiQ9KFjAhI/o5FXoefDeWWWGtqH2ckbDIblitbekFanbIwRTwERtPaKFTirttHEL9hVJ2PP2xp74f5o9P0VPaW8MEbeYDAsX+Lf4hpKmfwddZVOWPFo4hd00eEQ/wS0CpKT0MXnYDc8u6Kn1ibGyBsMhuWLlU0uwEdn9SBr3b9xZAiaL05RqLulQ2WBC4Ex8gaDYfkSOopMjflAumZrxwlzdSiJCe7XNQJ25y56V1AjLyJniMgUEZkkIpmlUQwGw0qHFJ8MwT0Av6PSSAAC2zqVnfJEU/Ow627FrjoOu/YGNDW7YPMFwJOjdKCVTUO+c1CwbyMR2QnYFxiqqjERWaVQYxkMhmVH7XpI/OSoL/qGFiykT8SL9LgBTZ0DyangGYh4V8t/nsk/0sXGY0Ac4t+ikWeg55OIb8PCzLnkdKd2a4vCKkEIHewqedyZKKQD7FTgBk2fpKjq/AKOZTAYlgE7/AzUjQbx4sjz9oCeDyLetQo2pnj6gKdPu5/T2msdrfYm/3giHXN/JVL5QofOsREJ7oKWXQZ1tyzRmwkdjJReXJDxOpJCGvl1gO1F5Dqc5e98Vf22gOMZDIalQBM/Owae6BK7qRG06njo/ZGTqdqZiH+De3TORFSTjgJlAbBCh6JFBzo+eKtHhspmZ2WZfhsi8h7uKv6XpfuuALYGtgCeFZE1VbXF/zsicgpwCsDAgQNb92MwGAqMNjxFZkUodSoaJb4D/xYrYlrZkZBTBzYDP44eTgGHFi94chcu6Wws0xKtqiNVdYjLn1eAP4EX1eEbHKm1Spc+xqrqMFUd1rt372WZjsHQ7dDEJOyq47HnbYG9cG80+k7HD5KqIrMYCICA3XEFpTuM0GG4R+fst9yLg3QFCvkd9jKwM4CIrIOzzHbuWCODoRPhJOAcAfHPnXqpySno4guxw0926DgS3IXM4tOAJqATygxIySgI7AAE0iX6guDfAim7NKOt2vVOTVl107FfOSikT/4h4CERmYjzLXhsa1eNwWDIzpIEnOZEoP42NHRox/mei/aBhichOa3ZeEVQcjpiVXTMGG2gdh2QyEtmV8SPVNyNJmdC8nfwro5418zoT2sugdhHgIBVDmX/cina3f0pmJFX1ThwVKH6Nxi6PclJ7tc17hz+dZBvWCQAvf6LNrwIsbdBypHQkUhgqw7pvzWa+AWtvQ4SPwIhsErBnufc86wG5TciEnKKfXvWzOqCEe9A8Lqf4+ni0yH+PU1nDfZ8dPFZ0OuZJXVrVxI6Zw6xwWAATz+wF7nf6+AEHJEAUnw4FB/eof22RpMz0/VOG6tD1YBds6RB6g+oOgRt9Ll7KqHHXe0yzJqcCfEfyDxMjqPhh5AetyzLK3Q5OllslMFgaESKR5HpK29MwOka4Xut0fCDLnVNM1rhuI0ikJqFVh2D2g1tPNOM1F8gfpcbNiRn5N9PN8EYeYOhkyLBnaDsSpAKIIBj4A9FSi9Z0VNbehITcKSF20MSYuPyb+4bnCXE0gO+ddo5dtfHuGsMhk6MFToQLdoP7GqwyhDXHWoXwjs4fdbQjhiMxjOIPBGrJxo6EhqepuXBdQoir2LbC5Eed3X932WemJ28wdDJEfEgnspuYpQ8tMvAA+AD3+btekJKL4Kyy4HWssYxiH2B1t/Tzjl0XYyRNxgMy49YjmQuqxKkN45rqpEiCGyNWquisU/zrgUrIkjR/oCb/z8GDf9tx6S7NsZdYzAY8kbVdpQqNQy+TZCsBUCydRDOfq/8TsQ/1JFZiLwEeCB4IKQmw8IRqAQcITLfUKTivjzGTpHd/x/Ncr37YXbyBoMhLzQ5FV2wI1p9Arr4THT+ttjt3RF7chx8NjyNiB+r+DisylewKl8EEhB5GYg7WjpEIfEjWnM+mpiSM+pGJADe9V3uWODfvn3z7sIYI28wGNpENYVWHQv2XGc3rvVAFGqvQxNZkrbcCB2S/V6r5C+NfQL1N5DpcolD7AN00aHo/K2x6+/NKlsg5deBFOOoqgAEnWSv0ovyn3MXxxh5g8HQNvFvmyUwtbiBNjydfz+BEdnvpf5q+qsmZ6DVo3AXTmukAYhC/X/QyMuuLcS3AVL5FhSf5IxdcjrS+23EOyD/OXdxjE/eYFiJUU2h4TEQftRxh3g3QMquQPybtmpYA7jJC9gtsnLVrnKKekTfde4FdnL6S0swiPhRBPcImwhq1yBWeXrhSOb5FhEIj4XQ/q53xdMXKT07z766H2YnbzB0QTQ1B7vu39jVZ2CHH3VK9y1NP7X/hPqxaSNuO4U3qo5DE7+1bOjfIkuCURCkFI2+g21H0EWHQ/RtHEmBZNqtcjDamOVq9SRTJrjZfOrudv6Smk3+Rh5ILci/7UqGMfIGQxdD49+jC/eA8ANOSGLd9ej8v2HHf2xfP/ZiiLxIZqRJDA2PQePfYS/cH3vu+uiC3cG/JS1lFjxADKJvoTUXw/xtIDWHlsY55XwhRN8GnNDGnEVIIk9hp+ZBu9Uv67FrrkZdF6KVG2PkDYYuhKqiNRel/eONxtQGIlB1OBofn39nqT9BfC43bIj/5JT/S07CMdTVEP/O0XEP/B2sVdLjKhBLh0Y24BqXrg1ocmrTj1JyRo5JJWDBCIh9lf97NM458iJac0U7n+v+GCNvMHQl7EUtDihbkkJrLsu/L88ApzBIBhbOAtLaYEcg9qEjMWAvIO/MVQkh3sFLfvRvDFa/HA/EwZ7eRp9uKpxRiL7pfKEYmjBG3mDoSkiAnMY1NQttLt2bqyurBxTtR6aPvDHc0G0cgUQ7tWekDIJ/b3XpUpdx88TqD1ZZlrF8kJq/VN1q/Cfsmouwq05GG/675ByhrefURmMfYdfdgoYfR+3qpRq/UJjoGoOhCyFWKerfCuKfZWuRXgjy7K/satTqDQ2PpaNr1ofSc2DxeVmeSJA7rLH1AMVIr+cQCWBHP4Xaa8Ge7ezkAyMg9ibt07LxQullEHvLcTe1nosmnS+UdmKHn4G60TgHxjYa/wYanoJe/80p66wac/IHkpMdtxRBqP83VDyM+Ddp9zwKgdnJGwxdDCm/GaSXyx0fBEa2S2texINVeiZWn/FIn8lYlS+nwyndYuJ96QxST569+yF0LOLpg113Dyw+EexpNLljYuPAv0vu5/3bOf+LFzxrIxUPYhWNREpOA7f39PSlvZIFatenDXyUJYtGBJLTnWpZuZ4NPwGJX5r9vqKgYXTxWZ2mrqwx8gZDF0M8vaD3p+DfAfCChIAg+DZGyq9d+n5FHFdD/BtcwxelDELH4a4H48ERFms0KUHw9EGKj0eTsyB8p8szcYh/DbjVdfVAcDesng9h9Z2I1fcXrN5vIoFtnKl414KKsWQsOKlZ6KIjHY2dfEn8BK71ciNQdx12/RhUs2jgRF/CdVGxFztVrjoBBXPXiMgmwH04jrckcJqqflOo8QyGlQnL8kLPB9DUHEhMAc8AxDe47Qfbwq4n+07dB3XXud8qOho8q0DiZ9AIBLZDig5CrGLs8KNkd8nUQ69XoerotDZNAigCT68WxVFUFez5jvunUZgsPsGZU4tFJ+VIL8S/hvSC0CZSQnYXVALqx6CpWUj5aJf72fbJSv5fPIWlkD75m4BrVPUtEdkj/fOOBRzPYFjpEE8/pxZsR+HpD1Yx2JFWN7zgGwKJL92fizyGE0OfAt9QpOhgxAo593IeRHoR75qwyicQfRdN/oH41oHACCQd3qmxT9Cay9P92GhgR6T8hvRO2WUXrSlIzQTyNPK+oU71LY3gvhhFIfIqWnIu4qlseavoEKi7KXMenr7gWT2/8QtMId01CjQegZcDcwo4lsFg6ABELCi9HMf10ihjEACrHIr2bXatNTYQpkklsu76JX0Gd2RJxE4rQoc7RVHEjxTthVV6JhLcbYmBT0xxNGzsuTghnQmIfYRWnwreoUDI7S3Au1473lmQng+C1ZesJlECkJqWeTl0KPi3wlngfI4YmpSnK09l+10tXwq5kz8beEdEbsH5zW3r1khETgFOARg4cGABp2MwGHKhGnN2zNG3cP7JepxwxaJ9kOKjQIrR2nwMVxwir0D5v9DkNDQ2wUmesufhuGPS+DZts16tNjzs9NeChOMWKr0MpAi0+YFpAHwbObvzdiDeNaH3h2j1KRD/lIwdvcbBs1rmc+JzzgYSP0HiO+c9gyMRaV2AfcWxTEZeRN4D+rrcugwYAZyjqi+IyCHAg8DI1g1VdSwwFmDYsGGd4zjaYFgJ0Zorm+nOpLHnO0qOjTIDPW5Hq0+nKdM1K3Hs+oeh/mZaHOJKGfg2dXbwgZ3a3u0mp+HuL7eh+oS05LGVbhOE4qOQkjOXahctYkHZxeiib9Oum0YCENixSWQt8zkB/ybOn07IMhl5Vc0w2o2IyGPAWekfnwMeWJaxDAbDsqF2FSQmgNUbvOu3MIRq10P0DTJ3zRE0fC8SdCSCJbA99H4foq87kTixz7IU5vZlGngArQXPQMS/OVp/GxodB1YpEjoGgntmGmf/lunkq9bzioMuanVNEN8m7QohbY1414aKB9HaqyD5O+CHooOQsouXus8VTSHdNXOA4cBHwM7A/wo4lsFgyIKqovW3QfjhtFZNCjwDoeJBxLOK08heDOJxP3dMzWvxo3h6LNG9JgAADf5JREFUQ/HxjmBw0f7owr1xdalki1iJPIPGPnSiZYg70jg1UyAxASlr6b6R0LFow7NOklObSVgRtP4h8K4JVk/EcgvNbBvxD0Mq30iLnXmdHX4XppCzPxm4VUR+AkaT9rsbDIblTOwdaHgUR0is3nFFJKeii0ctaePpixOO2BoLfJtn7Vq8a+B++JnLICcc/ZsWC0MEGp5EW0kSiKcSqXwJgvuQ9fC2OckfHGnj+TtgLzoSO/wQGh23VOqUIv4ub+ChgDt5Vf0MyP5fh8FgWC5o+JFWPmaAFCR+RVNzEE8/RLxo6UWO7ACNbS2QIqT0LHIiifYpEwCuoY/idw4wPS2zYMXTD+lxE3Z12MmSzYkuKRae+BYS36FS5BzQ9nwK8Q5q70S7PEa7xmDo7mQTLBMv2LVNcfZW6GDU0wetH+Powvs3Q0rOcCJPchHYKR2R0zortPFA1HVwMlcGOy1hvARNTE5HrVRCcHfnDIDWC1Yu7HRN2nCz4iUJ8G+NlF2NeDtHLHshMUbeYOjuBEdAeBaZfnMveNducUUCOyCBHdrVvZReiMa/AjuMY4CDju9fSsHOlh7T2sB7nDj1dOijagqtOR+i7zttxQv4wbcJJL7BXVqhDbTZYhf/El10EPQe56hxdmO6vsPJYDDkRIpPBKsXToITOP/sg1D2T8RVs6Wd/Xv6IpXvQun5ju+85HSk9zgoOqDZmK5P4vjZ/U48vn9riDzrRPpEXoLoBzhunXRREq0G+y86Zm9qg8bQhuc7oK/OjdnJGwzdHLEqoPJ1tOEZiH0K3v9v795j5CrLOI5/f3PZ2WtvlJZeCJekIDcJ0DZUxRiBpMqlIpIAURqpBSNysRgUSUQkGBJFIPECVbDcFYGGikgp1WgMopQWBFpBgloWCi3XbruX2dl5/OOcbac7M3uZme05MzyfpOnOmfa8v023z8y85z3POxO1nofSh1d1XjMLllJ23xW8i29eGEyBDPaWaVuC9a2B3MuUnrQvOJZ/G3ruxXpaoOuGoA9OqWmZgbfCG6DKrdFPMvp3+b2Q2zjKP1u/vMg79yGgRAdqXwrtS2t2Ttt+LfQ8yK5ivHMz1vsIts9KlHsRshugdTF03QRWbiOP7JDfe4I7WHNl2gVLkDkBen9X+vnkQcHfz79DcD2gj2DVUKkdsJohVd0LXT3wIu+cGzMbeAN6fsued732BVsTvnMmlt8StAKgiaDYNlF8TaDs2cPzZii6q1atkDkFeh+l5Dv2RAeJfR7FrB/61mJ9T0NiRrDJSO6lggwJUAa1fmHU33O98iLvnBu77LPBxdCiaZPesJHX4KqawTteBxuejXatpYIdnvJbwg05MqAEmngjpGZjpCgu8qldjcmkdDB91LwQAGs7B+u6HnpWAVloWoAmXN3wF13Bi7xzrhLJfYd5stSyydHtl7qbwcCbQA7S8yFzAmo5Y9cdupY5Ibi+UHhepVHb+SXPpkQbmngtTLx2jDnqn6+ucc6NXfo4SEymuISMtTFYC9AUXEwlXXA+I2hdnA3aHaSP3N2CAdCkG6HlLII9iQSpI9DkOz8U697Hyou8c27MpASafCekDiWYSmkDTYLmzxMU3tGcpANNuh6mrUeTboG2pZQuST3YztuGjJ8hMfG7aPpzaPpGElNXoqajq/yuGpNP1zjnKqLUbDT1YSy3OZg3T80BctjAfyG3KZxLb6bsxtqpQ1DzZ4L3/pkFkOjAuu8M2wcPMaRJ2q4MEnHZZi+uvMg756qiVOFmP0mYcg9kn8Syz6DkNKx3LWSfYs/VNS2obXfPwnw+D/nuMuvf05D5RM3ymuWx7hWw87ag5UP6CNTxnYb9JOBF3jlXU1Ii2Mh7sDA3n4a9vwyyT4atjvPQvgwynyC//YfQfS/B/Hu51Tf9kHsZy3ehREfV+axrcMxwfX//Buzd82Cf+1H60KrPHzde5J1zJVluczAX3r8R0oehtiUVXdhUoh1NWY4NbIP8NkgdjNRM/v3LoXcNu6dzhllemX0ae/9iNGVFJd/KLpbfAd13U7zapw/b8TM0+eaqzh9HXuSdc0WsfyP27rnhDU05yL2A9a6CKXeh9FEVnVPJfXctvbSBrdC7mtHfIJWF7DPYwOsoOaui8QEY6Aw+TRRNC+UbtsWBr65xzhWx7d8PL5wO3sw0ANaNbb+mNgMM/A80XPOyEpQuewF21JIzwxeuopMXdeRsFF7knXPF+p8rc/z5oDFZtZIHlCm2w7D+cAVP5ZSYAC1nULzMM4Pav1bVuePKi7xzrpjayhxvLd5su5LTJ6dB80JKr6kf3OavoDypBdovqMmFV024OmicplaC9gkHo8m3VDwNFXc+J++cK9Z6LuxcwZ5r3Juh5ZyaDaGJP8CSM4KVLrYDkgdD01yUOgRrOi64QNr312BT7rYl0HxKbcZVCk24HOtYBuSCPjcNrKoiL+ks4HvAYcB8M1tX8NyVwBKCLkKXmNnqasZyzu09ar8YG3g9uDiqTHChsvnTqOOy2o2hNOpYBh3Lip8DmHhdzcYqPb4ovXl5Y6n2nfwLwOeBWwsPSjocOBs4ApgJPCHpEDOrYM8u59zeJqXRpBuwgSsg919IHYCS+0Udy1WgqiJvZpuAUnN0i4BfW7Br7n8kvQLMB/5WzXjOub1LyemQnB51DFeF8brwOgt4reBxZ3isiKQLJK2TtG7btm3jFMc55z6cRnwnL+kJoNTntKvM7OFyf63EsZLrrsxsObAcYO7cuTVYm+Wc21vMspD9RzBn3zS/JqtfXG2NWOTN7KQKztsJ7F/weDbwRgXncc7FlGXXY+9dyK4dmqwfm/A9Eq1njtN4G7Cdv4CBzZCeh9qXouTMcRmrkYzXdM0q4GxJGUkHAXOAf4zTWM65vcysF3vvK2AfBMsfbQfQB9uvwXKv1Hy8fM9q7N3F0LcWci9Dz2+wt08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"text/plain": [ "
" ] }, "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" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## What vector space do 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" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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026-1.4285513.8107840
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" ], "text/plain": [ " x y group\n", "group \n", "0 26 -1.428551 3.810784 0\n", " 129 -2.166615 3.444121 0\n", " 191 -1.203880 2.430533 0\n", "1 61 7.834443 -3.383261 1\n", " 124 7.623013 -3.395907 1\n", " 34 8.217555 -4.503802 1\n", "2 146 9.992937 -7.760523 2\n", " 102 8.157207 -8.078576 2\n", " 181 7.233435 -8.989808 2" ] }, "execution_count": 31, "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": [ "from sklearn.cluster import KMeans\n", "km = KMeans(n_clusters=3, 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", "In this example we use position and intensity as feature vectors." ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/html": [ "
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" ], "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": 21, "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": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## First segmentation attempt" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "hide_input": true, "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " x y intensity group\n", "group \n", "0 14955 105 110 20.207 0\n", " 15903 108 117 31.614 0\n", " 17637 87 130 14.963 0\n", "1 7213 58 53 13.598 1\n", " 3118 13 23 48.637 1\n", " 4371 51 32 25.322 1\n", "2 897 87 6 5.111 2\n", " 10073 83 74 21.232 2\n", " 8361 126 61 2.654 2\n", "3 15531 6 115 1.537 3\n", " 14582 2 108 7.722 3\n", " 20040 60 148 30.661 3" ] }, "execution_count": 23, "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": { "slideshow": { "slide_type": "subslide" } }, "source": [ "# Why is the image segmented like this?" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "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", "$$\\vec{v} = \\left\\{\\frac{x}{10}, \\frac{y}{10}, \\textrm{Intensity}\\right\\}$$\n", "\n", "$N_{clusters}$=4" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "hide_input": true, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/html": [ "
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xyintensitygroup
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" ], "text/plain": [ " x y intensity group\n", "group \n", "0 14399 8.9 10.6 16.835 0\n", " 13412 4.7 9.9 17.121 0\n", " 17780 9.5 13.1 27.618 0\n", "1 21802 6.7 16.1 32.274 1\n", " 16891 1.6 12.5 33.947 1\n", " 19258 8.8 14.2 30.419 1\n", "2 3903 12.3 2.8 5.592 2\n", " 4697 10.7 3.4 0.000 2\n", " 2556 12.6 1.8 2.847 2\n", "3 21425 9.5 15.8 0.000 3\n", " 16458 12.3 12.1 4.903 3\n", " 22883 6.8 16.9 0.000 3" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "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": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Let's try a different position scaling\n", "\n", "$$\\vec{v} = \\left\\{\\frac{x}{5}, \\frac{y}{5}, \\textrm{Intensity}\\right\\}$$\n", "$N_{clusters}$=5" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "hide_input": true, "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " x y intensity group\n", "group \n", "0 14190 3.0 21.0 26.988 0\n", " 18521 5.2 27.4 25.967 0\n", " 20994 13.8 31.0 30.576 0\n", "1 5129 26.8 7.4 6.033 1\n", " 12963 0.6 19.2 1.713 1\n", " 199 12.8 0.2 0.622 1\n", "2 2055 6.0 3.0 38.202 2\n", " 5615 16.0 8.2 25.909 2\n", " 5621 17.2 8.2 25.009 2\n", "3 11070 0.0 16.4 8.713 3\n", " 13246 3.2 19.6 22.331 3\n", " 14405 19.0 21.2 21.069 3\n", "4 20506 24.2 30.2 3.644 4\n", " 21570 21.0 31.8 1.358 4\n", " 22136 26.2 32.6 0.000 4" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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tY8VohPkatc+zs2dlnEbbu5kJPrEOGgz4WF6+kpqfXfxEG6zrQ620/RxwjOG0KB3RDoTPeAhrEfY9fdrEtb76fuN46EaxXq8n701NjHW95qbBdlHO22mDt2N8e50Z3U7rvF0M9n4dPPZyfa+vpcPRg3DG2OFwOBwOh8PhgP9i7HA4HA6Hw+FwAOghKUWjuZEKSKjXxTKKYQOjo1P6eijWGRsTCcTqqsgsWIRn2xS0OIgWUDzeXVi4mLQ5f/4pAMDx47cBCFIIW5T1wAN/J3W/B1//sLRdCvKPyVukj8VLMp53vOrbAQAvf+HlpM3KnNy7prKPE7efSK0DAMxfEUu5E7dIYR2L5wBgfX1VxyHHxMWSHDP3D4SggbYeE49OyXrm+2Vdxo6FY9/zT0kh3vQZWcNN7aPVDH0NlAb13nI0/eDDbwQAvOpNr0raVFfl+PvxPxWZxaOPfghA+hid9mTLKlVpmGK+IFHozRCTbtIQjjnILDrb8PjdHvFnQQkQ5QG2WI1yBBugAaSlFLw+ge7XVDBNUiioIR66b9LSEH32rXTfVnrQ1AI0yh1YBGdDSWoMDdHLKGEAggUiQ0TsZzTMR+bKokReb9dlVb8PKK/gevD7AQjfB1w7Pp8gnwC43zqfYeezZLHkxSW574BZ91zUrfj2JkC3gI+tZAXd5BZ7OeLfb6HeYWAn9z7M/g+ib5dbOBwpOGPscDgcDofD4XCgZxjjNlqtRop547/JSLGIyRbiMIiAoE3buFpBAYHt4f3W18WuzRbx8d9sc/fdDwEA7n/ooaQNGdn+Ql+q7dixwHL39QnTdea+MwCA2bNiO1UaDWNmEVb/qlhhjUwalnBD2MWTd5wEAKzMSThDYTAwVCfulPfI5jU3NPCgz8TU9ssYWTRHUqs8X07akClevCQ2bZGmQ9jxkEUuTuq6nhCbqma92dHmvkfELu6OB4Sh+K1f/bmkDZ/H3Xd/EQDgxRc/l7zHgkWygmQrzxkbLMs8XntszWR3WsJ1swNLM5NynbwWCsnkv7UulmOFguzNpq6BZYw7CzFlPJVqeM68D9lYssx2TbP3IePcLRyFtopkfDcNI57T4rS+nDK/+bBvtwq9sZHd/GxzPLRrIwMMAH3KAgeWW+5r4+QZCkS2nnPuNoad2ATS4rGhe/34aPjMb7S2DpC5KbBbtnGr9vsN77ierOxRx41mfedw7BPOGDscDofD4XA4HOgRxjiXy6NYHE7imoGgYeR/ydqktZHyb7KORL8JTKBekZG299wj2uDXvOmLkjYbNWEpJ0+pFnZ2OfU6EJhUsrFktajjBYBWQxiq2rqwcafuPgUgzdSWxmWs1TXRag6NGAZcX9tsybxGp1UjbFi1odFi1zZz54O11sQJWbMxfW91UXTJVj9MTJ8RG63ygrQZPx7CC6qrwgpyXeoV1XyOBhs7rtEdrxI99CvvvyvVFgga6Yff9rDOPeiPZ14S3fH5p9ROTxn5N3zZ28MYT8sYP/Lb/x8A4JlnPtUxj97AbthlGybSCbK1jHQmrE1fNvqbe5Issb0P2dskPt0w2GSTE5s1DRexDPag2rIl2l5lY2uGhaWOv0UrOKO/zan+n1Z/tGKztnEcE/XpnNfk5MmkDcM2uJ7U/Fs2mEwx57PfgA/2VdmQ+5WrnTHwNx0YCd2NZTxoBtLZ4GuDw1hnZ6EdRxDOGDscDofD4XA4HACi7oEM1xbDw+Pxq1/9lpSTQbstTJdllIDgRAEEXWFSea9MkQ2gYITt27/1HwAABooaLZ03Zv/KaA6qC0M3Jq+2qhHVVWHT8qrpJTsLAMtXxHGCel9qfC0rnOuTfteXRR9tnS+oMa4oUzt+bDz1uh3b5Cll5xqyTmS5AaCgeui8stvsw86ZYPcN7YNrYK8rDKar+/sL/R3Xkzku6lw5dyCs1dCIsHuLMyGOuK8/HVRSnhfmemU+MKVch+cef1bup4zoF77w50kbuowwQOLoY6vAk61ZTzKu1k2Cr/HkJEocH8JnjacylmnOtuGzz35fkCUGgpacri62LQN62Bf3ccr5opl2viCTHZvPY6Ttk+CULuOqVFZ07pHOg6cXe2OMiR/6if8MAPimbw2nGfMaE/3217728TiOH9n1TY8oolOvjvEdH979hVuFgOykrePowxlkx7XEdt8hb8WW39nOGDscDofD4XA4HPBfjB0Oh8PhcDgcDgA9UnwXxyKdyB7lAkCpJMfvLEKyFm08cmUBTr/atY2OTidtWCw0PCHFQ4ND0sbKCnjkmi2IsxKG9U3pl7ICSgDskX+fSgx4HxbqUX4BBMnD8dvk2NkGcyypxGBsWoI4SuNi1bV4OdhVDWvx3qYW0vFI2so1ODYW2xWKMmYrb9hsigRjTIvtuAbDY8HGjkVylGa0VHLSqIf78Gh7cFiLoFTaMXUqHLG31aIurzISKx/hvznWgSGRutz2ytuSNuzv9gfukDFrUeHU6RDq8PwXngQAPPCIFFXWNHjkfb/0E2YcncWHvYutjvo7X7eFdEA2yEIt4SJ5LrQus9IDhumwQG9TLdm62a1R3sDnZoM6Ll9+IfWetVbM5+SzQGtE2ig2TUHo1NQtqfcogejrD/IefuYpE9pQuYctSmTBYSIhyqXlOva9rHXedvitX/5FAMCXffUbk9fGhoa2au7oht2EgDhuPHjgiONagntpl98pzhg7HA6Hw+FwOBzoEcYYiNFqNRPmFwisT5bRSbON8nt9rba65Z2/9O1vAxAKxqY0trm9GRizRl3YMDK9ZFPJMls0te16WZgyMqQAMDAmbCct3BgXzfsDQFGZ1dp6rWM+tISjPVvcpUApGasyomSVbR+bLWnPKGdeb+dTGpXrWOjHormmmQ/HQ+Y8KVzMdRYu2oI8IKyPnSOvYxEeEBhiPo/lueXUf+Xesk2Lw+mI6jtffWfS5t6H7wUQihJHlVn/8m/7e2FMWvD4yd+Ror0nPy+2b0888ckwny6hFr2EdFBIW/+7dZyxuRJAKGa1z5CfO7KxZFjtCU47sy6heC6wsWSec7nOrxUyzcvLszoPGc/IsCle1cJJ3pPPwrLSLLhd1wI7fi/YcZCVJuPMQt60ZV66uDFrfdcNZ89+AQDwcz8cwmt+9Gf/jy3bO3YAZwcdWWzH7vl+cewFuzyRcsbY4XA4HA6Hw+FAjzDGuVweQ0OjKXuoEOMqbOXoqOhJbfQrmTJqE2dnXwYA3HrrA0kbxjMzztjqbJP+VftKfS1DM8j4AkBTwzuo1y1p3wzPAAILFuWsLVQ6BKS8UE69R+YYCEEY/YOFVJu8sTRLGFZtS63x/IX5pM3pe08DABq0UFOmtd0KjBnHncuTSZT7UAcMhPUlK8wAE44BMKEf2kdrWdm5zdBXf0bjPGR0zGTH18vCNlJfTWbd9r8yu5Lqs9QX9J1FZaFnzwrrWNbrrWaaz+d1XyEOLXe9Vv5y/KcP/GjS5iP/9SMAgHPnRLP81FOPSp/1dPz49UL3COOtmeKtmFD7M5liMrR8j68DwWaNn0fqkO3nkbHeDAbZ2AgscyMTad3Nim1TmV3qkWOkY+Hl3/JcyWZXEuY4zC0bQsJoadrByb+FOe/UGF/d0s3WOTz7wvmubW54bBfwkUW3uOestth1xY6dwNlkxzWAM8YOh8PhcDgcDgd6hDFutzdRra4mWkAgsD7ZQAGGBwAhXGBpaUbvI7TR/a+/P2nDiOGJUdGcDhWE4Xrp/OWkzd23C+P8Uk3us6Za1G7sMgMoyCAXbXiHOl1Qq0yG0gaGUNtJTe76SmCf6DhB5wsy1mR1gcCW0umB8xs7Npa0oSvBiTslSpduFyXDnlKTPDQmfdapeTba0/KcsHGMhOZ92ScAjA4KGz5/cQFAmk1O5jUhTCLZ4I16o6MN3yODuHApOHlUVjTw5LiyybrmfB0IbPLESWE2V1SjbDXg1DbzuXA9aiai+i3vfAsAoLr6egDA2pIEwzz3mWeTNn/xF78HAJidPStj7sri9ga2i50myKRm3S1seEc2dCOfFxbXfh55ykMW2dYM0NWCzHO5LCccTRPlzOtzyga3u2iM2WYzOUma1nkGBrzCGO2IpyHZaOjO+Gyuk9X8b6U3fvTR30v+/RUXv75rmxseqw8CH9thwEc3fZ+ze46DhrPJjgOCM8YOh8PhcDgcDgf8F2OHw+FwOBwOhwNAj0gpcrk8RoYnsLoagix41EnrJRb72ONQHuPyujNn7gMAnLzrVNKGR/STJZEMtFQOMDk9nrRpbaaPUflfhggAwGAuHU7RqMkRsC3Q6x+UY14WxlnJQXZeS1eWOt6jrGKwJMfULEizSMIT1DqN/bNArdvYYpVd2EInthm6TWQJLHaz8oSp03pMretDWcJKJYSaUP7BgBEW7/UZ+zbKP7getg/CBp0AwORJc4yvRYSUeXANKa0AgFyfFJlR/lIYlPUxJ+PY1OLDmkpdeJ+VuTAfrj2lJhNatPnQWx9K2tzzOrGGe+GzEmjxP/77BwAA8wsXOuZ1/bFVYV5YmFxmXVmwxwI1IBTdhWsoQbAFdvLvwUENoTHXsICO4R2UaZTLC2ZElD7IfqFMYjR/LGmzobIKSq1qWhRpbfYKWmzHgj+Op5WSbYgkhHKNjc16ag22Q0q2sdq5l28K7Kb4zmKrgA+H4zCR3WcurXBsA2eMHQ6Hw+FwOBwOANFOGJKuF0bRrQDeD+AkgDaA98Zx/B+jKJoE8AEAdwA4C+Cb4jhe3uo+AFAsjsT33PNwYqsEBHYnKZJRhqpmbLNoDxXHDP8Qpuu7f+zdSZvjynr2qS3YiTFhGWuNwB6RVbw4u5Dqk0ESALC+LOxrbb2u4xOmabPZWaDD2GdGQreagc0iI8nYZmuzNnZM2ElaqfHezY0w1oIyxWRfA0MaxsoCuGEN/1jQwjiyqkBgiG1BHgBUTDAH47MTJlyZ47qxmGMICMfFuZKRBoBJLYjb1Ov7jP3cKhl3ZbVph9cy68rAlSifZu3t2rNfzplFkja+mrZ5fK6JHd1m5zPkuiax3pV6Rxuu8yteI2zEX33kr5P3fvGnfxxAujit18Hiu27FhGRYk+JRLbAjKwsEJpVtS6XA6LOAjidA1jqN4D3JWJOlLhZDMA0ZZ9o3Zm3X7L3JPLOwzrYh002mea/BLrff/ioAwLlzTz4ex/Eje7rJNcRBfW9Hp14d4zt2WHy3Ezhz7LjecBb55sJP3b3ld/Z+GOMWgH8Rx/H9AN4A4J9GUfQAgB8B8PE4ju8F8HH92eFwOBzXH/697XA4HNtgzxrjOI5nAMzov9eiKHoawGkAXw/gLdrsfQD+DMAPb3evXC6HQmEwpQHMKfvbhrBQwyPCOhYGgtl/pSKsYL8yVK945cMAgLxhRk+Oj+v9hGUsKHPcyoc2i+vCQheVIW2qXpfaViCwlXbMAFAYDtpYspRkGRmwYZla6n6r5U5t4kZV2TdlthiaQRYVCFpi9j9+fLxjztQC03ZuQFnqajkENpAxJutKBpyaYSBEQffpvTd1DSeM/jcbbV3RqGob0LGsGl5qnclAp/pXxpdrZYNPeC9GOnNdLBtcUts5MvpkslutMA6GjlAHTWbesu18zmSXFy4J2543+4W2b9RRn3v+IgDgtvtvTdr8/B8Jm/bXfyQs8s//TPgI9Grs9Ha2cxxzS3XaZGppnwZYyzNGtYfTHWqKyTBTT9xfCPZ+ZO55OkRdcj6f1p/LONI1BxvG0o0aY46tWk1/TwCAui2agI9OVnn7iG0Bg2COCg7ye/uq2Ik1mzPFjl6B65AdigPRGEdRdAeAhwB8GsAJ/fLll/Dxg+jD4XA4HAcH/952OByOTuzblSKKomEAvwvgf4vjeNUa5F/luncBeBcgQQCF/gE0zbUbG8IYUne4rqb91CgCQUPY1yfTeODvSBQ0dbwAUNkQVnG0KCzShjKjs+UQzVxT5pFMK5lNqyulnpTaXjK3VRMOwdCPwVLaEcGuCR0R6Hhh9baNulxvGebs9WSGr7ws0cfUCFtXBzLMgVUe076MywbZcdUvU9ObMwEfZFJbOtemjo/R0ADQ3pS1WlN2nC4g/caRg3pd3mfxUnAfoZtFcVSez4rqsxlgAgSHiPK8PDM6VtgwkYo6eAyPkylupY/ZQv0AACAASURBVPoGgAGdT1OfM1nleiW0iRPnilpqPik3FGX9uT50+7DM88VnhUWmm8Xvv/MzyXsf+pU/BgD82i/9O+mrFpxNehXZWoSgz26Z19qp//IZAMDysuzXojpEkNXtFk1Np4hJjXq3UfGJG4Wy0fw+sME0YRwyxlJJTlWsrrmla049NBlo+1nba/3FUcBevrftdzZGb7l6J864OY4yup1m+J6+KbAvxjiKon7Il+uvx3H8QX15NoqiU/r+KQBz3a6N4/i9cRw/EsfxI/39hW5NHA6Hw3HA2Ov3tv3OxtBk9m2Hw+G4IbDnX4wjoRh+GcDTcRz/B/PW7wP4Dv33dwA4wNJlh8PhcOwV/r3tcDgc22M/Uoo3AfjHAL4QRdHn9LV/CeDfAfitKIq+G8B5AP9wR3eLcsjnw3BKJSl+4pFpsHIKv8vTxqmxIZKHk3ec0DbhWHBAZRaL63J02q99FAvG3qxfZAgNyiwuioUapRX23yvzIumYOiWMyaaxYqOsgUf+LCayx/kMnqCEwcoBiNUFKRZi0dyAKb4b1EI0HvMG67IwDhaKsaCookV3tpgwr0VmfI2yAkojgHRBHxAkGrPnZs185LWCSjnYp5WhUBZR0QCTsWPBxovjpqUcZTAtY/fWTormNHhC1872UVKbtkomFMUWCrJ/rhkL9YYnQsEhbeZYeJhYxZmjZga4tPX5Uophj/O5rlUtRnzBBMG85u++BgDwn772QwCAj7xXpBUf/eivJm3W1uiU1SvH+dlxpIvWBLJGlEFZ2dPQkMpWtEiursEY/FwDSD7/A3pdpVLWPsLe5r2Hh6UYlzKLEf0ZAOoqyeBJVLUSZFMEJRSUXbCttZ+jbZyVe9wAONjv7Z3AHkn7UbTjKMML9G4K7MeV4i9g47PS+Ht7va/D4XA4Dgf+ve1wOBzboyciodvtNur1NYyMTCWvrStjRmaHbJItoGGgh7V8AtJM4tyqsK/3nZKY6MvLct/1jdCGhWdkduN2p20VGUAy1rRC2zDMZlLApmws2eWCKYwL9lCMaQ5MnGV0gcAmb5j5kP0lk0lWuWnY7ZJarrFILIm4zqcZYCAwvkUtgrOBI7yuqgWDVWX5hidGkjZkcfvVuoz2a7RCk35lPcisdgtO4VzJxrLgDggMMRlZFjzSUg0IjD4ZZ7LD5546l7Q5dusx7V/GShu4bgEsyxrZPaZ2eJYxpk0b2XWeFNiiTz5z2r3Zkw7axfH5fOk3fhkA4KG3PZy0WV0QlvMPfu3XAABPPf0oehHpYjV+buQ1y/Tyc0sWlpHStsCNQT1sy/tNToaId54gseiPbRvGio3fFSzmi5Xdpv2bfY1tchmLOABoNDpDSBwZ7IQNdlbNcaPCC/RuSHgktMPhcDgcDofDgR5hjPv6CpiePoPV1WDjxXjoSBkmskDlcmA0ye5MTJwGANQZ42utwpSFfXFOiqwnSsKM0sYNANbW0vZbZCJXjS60vlBP3ZsMZRLKAWCgSB10hqE1rBpt3shaWmaVjOOGsqVksK19W65NbXEmptmwytQo01aN87KOTCuqg57QuObKirDBNpiDbB7/S6aW0dWAYXYz8cpW502GmOEfZInNZYnGmDZ2ZFWBwBSzLz4fa3VH9pZz5n0KhpEsa9DIhs6RLLe1WeNpAVl3WtxxTYGgx+Z4+EzJDgPA0KjsM+qXaXUnc07HX+fyDLsIJwu0nfuBn/wxAMBn/liCQv70Ix9I2ly48DSuN2woCD+j/C8t0OQ1hsX0p64rFEqmjTzP8TGx0F3VOG37mWf4R07bMhbegqx0nwaDkF3u7w9sMJlnBo9wrNZ+rlCQfUJdNAOIGGCSnf9NhdEnhC3rwo7F35Bm0aIPdmHQPNjDcaPCdchHHs4YOxwOh8PhcDgc6BHGuN1uYW1tCUNDwa1gdVXYt6EhulMIy0gnCgBYU0bpNa97I4DA3JEFtSgo67qhetLJ4XCfsjKYZGbrGkdMZwIgMJhkVMnmMooYAMqqC6WmNq+MptVh8t6f+9SnAABf/JY3h/ksp10TqPe1rhRkT8lYn7zrJIC0VpkM5Oi0rB21z9W1TheHB98goSh/+8kvyJxNeAfBEI5jZ1Sja5hNaozpTsBxVUzkdWFQmDZqaq0LRI0R0sqw2nkQZP05DrLj1tFjWHW+XEM+u5SbhI6xqeNgnPaaORnI6XOmRpjzyBkGmyw/GWvquxkVDQQ2ua9LkAs12hXVbPOZWpad/VHr/Pqv/hIAwFd851ckbf71d/1zAMDTT/8VegFkW/lfhnEAwdmh3ZZ5kTm2z4c63/n5CwCAY8ckYru8Gph4HnuQveV3BrXCtt+8MsfUE/cZ1xs6ZrBtu53WLksfzdTY6aBh6xxCHVuvuIdcI6w+CHzsw9tqjLsyxUcZnJ+z3Y7dwF1ZjhycMXY4HA6Hw+FwOOC/GDscDofD4XA4HAB6REoRRTkUCkU0m+Gon0etlE6srS2mXgfCsef4CZFO0OrLoqDH/n16rFrQwI/Li0tJG163rsfw99wtR7iLk+GIfealK/Le/bcDAJ547FkAQbYAhKIsHn+zGM+irbKI+79IrLkWbcGWygFqWuQ2PD6MLLJSBx7rWyu2gaJajs1KsRntxEpj4WibQRaP/qFIOhhWYQM++gdl7WqRjGdlVqzuTt19S9KGtnGUN0QqI6GEAAhSDoIBKEA4St/QwrgBLYRrdXmW0Wi6SK1aDsfnlKjk+9I2YP2mEHP2nOyhSQ1noVSlNBrWpR/Sf70lx+UsJuxmdUfrvKHRdOiKbc9iQBv+QXu4ZB4qJ2mZZ8viwb5MqMm82S/v/0OxcvuDD/8ZAOA//Kv/HQCwvr6MXoCVHNggDyAUsFEOBQCjo2LX2FSZxMVLz8nrxsYx2L7lUj8XzP0pfWhkLOJaRiZBG0gW1vF+NsyD92QhcL2WDo8R3GQSCkKL72JT+8hvwmit6xVHHy6hcOwXXph3JOCMscPhcDgcDofDgR5hjOM4RqvVRGzYmlJJCqNYAFMsSiFZtRrYRrJFZDvJMtJ6DAD6NH6YzCQDPzYNi9lPOzNl8h7/1BMAQlAHEArp/vavnpLxKEtYW60lbR54/SsBAI997HHpQ63UlmcDg9duyWuDJWGjbPgH454ZThHs2sI4yJJOn5kGACxeFhZ00BSikflmH7QgW1+xBXHKzGrhGJnvIcMqZwNP7nnoHhnfamBqacXGwsXp0zKup3SdACBmpLOuZ209rBmZVbLTvLeNuGaICdnx4rD83LDFkXofjp/rDLO+XEcW8XGdrL0fWXbGVnMNLeO7dFFYTgaG1DQAJW9YchZpkpnPRYFZZGEe+2chpA0a4fzJGDO+Om/25Kc+K2v80JtfCwD49DNSQPmhP/yzpM2/+cHvBQBsNMKaHz4Y8BE+Y4mFW1PmzoI4a3dG9paf1QG1S0OXEBF+HxBtcx+uEGOem9qnLb6rKyvNE6nEZjAyJwPaL2OnOeZkXLjW69o7eF0OeCzrlJdhw2jbdsMV4TkcBwUPCOlJOGPscDgcDofD4XCgRxhjQFiiSi2I02ijRJ0g7ZVWVmaTNisrEtrB4AlqNW1UMDW5V6rC8pXIyhp2ri8JlVAdsuqAu2mWyRSvqk7WBmt84rf/B4CgV+R7Ng64VlMtbBcrN9qHkRldvLyg8wk2dtV1YdVW5mTM48ps0qYMAIbHQ2gCENhOaz9Hxpg2dGSH7Xg4DtqLXXhWbLRyRm8bqcUY50o22OptuZ6MhLZsMFHs02hrHWvNjHVU58gxjg7I890wsdEcB5lisq92XU7cfgIAMPPyDICgAbd2bXytnbD9K7oGQe9N3TKt3Mhgc35AYP27xXpzP4xNy7y4ZiOmD7Lh1E5zT9u15/M8/+IlAMDKiszjtgduT9rMLImO+p1//38FAPzJx34Vh49O3W1yuqMsMvdH3rC4tFxjaEee9QQ2Npq2gHqStLGhevxS+IyQed7clDajo9PaVzg9oI6ZoR8jI6rvN99BjUZd+5K2DPywlm7UL1t2/GZCig1W9ou64xtWa+xwHCaynyM/cbnmcMbY4XA4HA6Hw+GA/2LscDgcDofD4XAA6BEpxeZmEyvLsygNj4cX9Ui/XJaj4GF9LxeF3+Upr7j04nlpo/Zmx7QwDQjFTyy4olTA2onxWDcpNtNjdBbDAcDlFy4DCHKLqhZc8RoAKI3KeJhoRjC5DQjpfDwShpFZPPvXz6auo6WVTYMrlmQeq0si5Sho0VpkUtNW5uQ9HvHzJNomq3H+HBuT53i8DwRbNc6R9yuYJD4e9VNesHxlWfsMY66r1IXFiMURYxuncogFLSKk5d2gFtwBwOqCSDpYELdwUW3WjJ0dpRN8PiyctPIRzodyiXWVO7BPADj3xNlUX3zPFmvSko7joqSCtngAkOvj+jb0vxvmvXRaINeABYhAKOqkdIdSirL2CQSZBmUsnF/eFGt+4OOfBAB8z098HwDg6/6XbwQA/Mvv/CdJm1WbLHdIsBIdIMw9lzOJjRlZwmYmeQ4I0qqoLnMsqYRio2FSHfW1SqWcum/dyCQKpoDOtqX8wvZrpVDZnzmPmw2PrzyI6IMfTgrsgCCd4NFvUnx3zUfncBx9JFIkFuh5Ud41gzPGDofD4XA4HA4HeoQxBsRuiab7QGBLR0cmk/cBoDAQmMRCQf7N68gy2oK4M3dKGEWlJq9tKsNDxhcIxWAJyanMqmUJeW8yXw1lANvGDoxFXOyfTCutoIDArJJJLBpWujgi/z77rAQbTE6flD7M9WSoBoekbbPRWcg2Oi3sIpnMhBVOMbUbqTGycLFmrNjIbLJQsK3Mdd3YrZE1pVVZln0HAktOxtoGWbCYLJcpELSMMdeT9mZkSi1zTfAZsNDOok/n0ahLHyxArJYDw881etWXPijz0vGdffJs0oaFebS4I0tt58wxs0+LYWWW17VfMthlDTkBwtqTOS4X1GbQFIRyD9Iyj+uay4d1KS8IE0pG/dRtsi7v/egfJG1+/NulMO/55x/rGOtBoWEYXcDYt7XCXqC9Wihy0wI7E6yR0+uGhrQYMSc/Dxq2nUV8IyMT2oeeGpkCPQaOMAyF3yX1evg88TuI42GhX9Tl1Kpe7xb+cXPCssg3C7zg0HHosNZuzh4fKpwxdjgcDofD4XA40COMcRTlUCyOpPR9jIcuaBxroyHs2PJysGsjU1yppC21GBENAOWy/AlPZpWM5Iph50gVD6lGmBrjxbmgvSSDual2YNSZtgxju7aUZk/J4Nngh/Ce2okZqzAyoKUhYbYYGWzZ01azkrqeDLbVOp55xRkAQV9NbXDbaJUZGEFNMRlORg8D6fARIDClVi9LW7GW6ojJkHKdgMAib7bkv9YGr0/nWFlb1f6LqXkBQFMZXkYv82e7dmTeOUY+CxvMkWjIdTxkjPsMkz4yKUzkhafPp6634yFTW1Cml/e1emYGgzCQo2Gs5erVemr8ZIzt6QFPGfjfJY0ZXzf2c9wX1DZTV50zJx2Muy7Pm/0O4KFXvyL59//zR78BAHj7694IAFjV+PXDRLA8M89ZgzioeWb8+9jY8aQNA34YutHfr8+yED4jY2MSvMIwkNVVmU+1EvTZPKmgXVschz1NkFXms2cfNt56cfHyVed6syDOBn7cRHCm2HFN4brjQ4Uzxg6Hw+FwOBwOB3qGMY6Qz/fh5Mm7ktfOn38SQGCLqAW0oL6vsi5sGOORbSAAGckTtx9PXTtkWEIGLJDtJHNrGUkyqtngBeu+QPaVwRP5iU4KhVpPEpD2+sUrElhSLMq8GE6yMRfYLGoyp05OAQghHJwnAMydn9PX+lJjtpppxiNTr0unB2pb7XtkNDnnwaHAzjHIgiAzv74aorvzqgMdGJTr7n74nuS9Fz8nf/Eev/UUAGBpRphRW/lP1pQsN5le22b+wnzqPbJ8yZ5AeOZcV659zejNuVZ0GIlj6dtqhYeUoV3WsdLRw0Z3kzHn87HhH1wj6s1rm2l3CgCYOCmnHmSh6Tgxahw06PLBvTk0GvZ0Al2H8eMTqbn+7VMvJE140vJD//5nAQA/954fAwDMzZ3rvN8BI+oS98znwlMQhoMAIfyDmmVGOK9thGfIgI8RrU+YmpI6A/sdwgAh9kVXivHx8D1BVntD78egkKWlmaTN8LCsqw0euhnwuvEn8Ng33J1mSj+WcaPYJpjANbkOxwHAmeNDgTPGDofD4XA4HA4H/Bdjh8PhcDgcDocDQI9IKQAx019evpL8PKQFaCzA6ddCO1omAeGIndZNDMIYNSEVSfjCcPro1IIhDmx7z11SvGaP6hcvS0EQj35X9Wjb2qVRkkEJAvuifAIAalqkxmN3K28YHh1LXcciQGtpRespHqNPnZbj3bw56l+6LEf8PIY/dfcp7SuMg5KJyy9qcIkWBdqQCRbJrcwua9+bqdeBUMREKQfXwAYoVKtaWKdjf+lvX0re4/xZKMjjdNqMAaHIjEWEDDCx60rLNIZbUHpAuYIdG59PN3u/oq4D94SVYhDDWiTHgBHuCfsMWCTHNbf2gHe8+g6Zh64rw0SWtcAOCJISFu9RBlIxdnqUjQyNpMMqWl32ZH8hXUjJPQIAlRWVHmjh4U//1vsBhCJHAHj3N0owCCUHBwU+7+1eWzPFgKXSeLot5LNCaYT8W9aD0gl+h1g7SBbQUXbB/bq2FtYlaa/2bPw+sEXCWRu6mwXdAj5ACYXLIxyOa4u3dbFIdHnFnuGMscPhcDgcDofDgR5hjPP5fkxN3YL5+fPJayx0YWFdDGGRrFUSQwLI8oRCpWBNlddo3uUFeY3WWgxFAIL92Ok7hVl96aWL0vdKCH4gM7o8q/dOwioCO0d7M44jCfgwzGaWsbYRzMTCjBTyHD8jAR9kSO2csyylHUc+KawTRpPsJWOFgRACcuGZCzIdZcOs7RsL0MiskoWNDAvL1xobaoWmz2l9PYy5YJ4ZAJSXgg1eXtm8moY40BLLrtP8lUsAgImpE6n3aM0GAP269pWyMKpcH7LDQGBfGUrC6208OAsWWcDIQkxaoQGBqSUbS3Z5wASOtDe1IE/3ya2vvDV5j0xxNtLZWsux4JFrz+JCC64D23CPbtQ7rccWF4V1/fM/+CgA4Gu/85tCXzoOhoesLa6l5g4Av/PonwMA/tk3S7T0M898qqOPvaEzMJjPjiclxWKI/mZh7YAW3vI9WjYCIZSF3yEM/OBnBwgWbizgJWNsiwGzcc+MlLbsNNvcdAEfo08Ab7s7VWBH9jgprNvm8uS6bkyX47qgm90e2X/73k5OBLy48uCw57X0wrw9wxljh8PhcDgcDocDPcIYt9ubqFTKyOeDDpL6vrU1YdeqVflziQwPACwsCLM7OirWZWT7rESRYQpk5ciaWha21RK29dxzwp7S0spaoPE1xgA314XNqqwGVjlrFUZEhm1sJbGyaRYVABavCJPKmNu5i6K5pvYYCAEctAFb0mvGj08mbQZVA0vmOtE6twKrPKPaYq4HGdJjtx7rGNeq2tbRLs2yuY2GaoNB5kzWY3g4jJns3MTEyVQbILB7ZOzW9YRg+kSIdF5b0/ErK04Wdm0lsIQcE9eKeyFvLNQ4D1qeNTPWe/Y+tG2bPDnZMeflK6pdVaaZcdobRqtMzfYt94he/dJzl5L3GPxChphsdGwYSmq915dlzENjQx19UFNPbTJPQSzTyXX48PvfBwD48q/5Bl2XoIdmYAnt4viePTG5GMn++MUP/goA4Me/7z0AgE9+8rexP3Rq/nM5DYlRuzRr10aNPUEW2MauE+WysOysQbBRzkNq+0bmmUx0y+iHqXXmOPoZ8GHG0K1m4WbA63LAYyNIdMUW29m0OXoP3RjJ3YS1ODt8SFCmN9rvqcrbMic5/vm8KpwxdjgcDofD4XA40COMcT7fh7GxYzh39onktVJJmD9GwJK1IfsIBGZ2ZUXYLDo+NCYCw8SgBRI7V86KfpcxuvKevElWuTAobG7NMIl0caBumCzfiAlcIPPYzpBIqbCKtsxjsF8ZQBOvXCgI40e2kQxeX6HzMUXKmg4UdZ2M6wHXZVjnSCcDq0NuqRtEVRlvRgdblpCxxnSMIFveNuQcK/QZ4pFU96+G6n6eBFy69DyAELwABDaQkd9kC2cuBr05GWa2JfNsTxjYhmtFvez8xRDqMDQielQ+Z+p4S+OB3eZcR6eUDdY9xRAMIERTc80Z5Ww1udwnZ7/wcuo+MkdliMlyaxBMaSz0YcNlAKCujinWEYSuGIPJsxOdq9XPcy989Tu/FQAwfkxcHagNB8IebmS08TawhCcUL+ve/Ln/96cBAL/+vr+btPmZ9/wADgLZuOjwMzCigRobGgk9WEw7g8hV8u/JSakZoMZ4dGQqadPQyPm2bmY+C6tD3lSNM0+pEubYuFuslDu13zcDHm8rQ/ixTo2x42ihm444AZ+vebZbscndXt+OTXam+So4YP19ss72vq4/7gpnjB0Oh8PhcDgcDvgvxg6Hw+FwOBwOB4AekVJEUYR8Pp8ciwLBqolFNQyJKBRC0Vq7LUfpLLJpalETpRBAsKKiNdfULXKcOns2hImU5+XepXE5MuVRuy2Gqq6Go3AgHFvnU1Zf/enrk+PZUOhULAYJBxCO/LkOMn45qmVhnJV0ECy8ohQjJenQ/lksxwCIzc3OoizKK3jN1Kkgc6A1HQvBNtakr3o9yDZY6NVoyDlNYtNmKiBHWBypx9S0ZpPr1PJMj8gHkmPrUATFdWFRIkNe2uaIfXhErqechdIZ2sEBQHVN+qWtGaUDlKVYcO1YKGcDMShDYPHe3HnZS9O3hMLFtj4fymGa9VCwNaFrTHnF8duOAwgyHwCYODmh/cscaQWYHw5hHtyDtANMrOmMrICyDcpG+BmxRYkram9ISQiLG60EiHZ43K+f/vwzAIA3ffUbkjZLV/4NAOBXfuFf4SDQ36/SIiOZaaichqEd/OxbmQRDP7i3mk1Z+2ptNWlDm7dIuQEWQtqQIduv/KyfdVPER5kFw0RuNrh84uhiJwV23Z4vi7d28+y3s4JzXEe4pVtXOGPscDgcDofD4XCgRxjjZrOBubnzqQIaFswQ4+PHO65bWpoBEJicES2QsrZk+aawg2TTEqstY8U2dkyYWRakMUbYxj3znixs2lAGsGTuw6Kl6rr8KUw2qjQa/lymddtGrZ4aOxCYOkZT92WK8IDADJMZTUIdqqaIT9m9EWWcq12K77jUZAmzscJAKCZbmhVWjuywZRJrGnpAG62asnLFYggT4bPs06APXmOR2GSxiM4UOBXVWotBLgwMsdZa7GNwUArRmlrMNzA4mLRZXV3Q+8k+mbpF47SNdRnDUMiQZsNNAKCqVn33PHQvAGDhoty3bp7B8oK8NjEtfbDAzoJrf+kFsc6zQSOLl6TItD9TeNlXsKy/jJFsZ6POExMT663PjEV7tC+cVEYaANa14JInG1W9X6UcmH3GrLMIj2y5jeV+49e9EQDw/BP/EMD+rdxYbGmL78gU00qNjG07Dicv4RRDri+VRlNtASCKGIYic+/Xkyjbhv2yIDSxijOnIdybNxsSuzbHkUOWvd0LA3ytcC0L9G7mYkA+e7dyEzhj7HA4HA6Hw+Fw4AAY40iol8cAXIrj+GuiKLoTwG8CmATwNwD+cRzHjavcA319BQwNBdssxkMzIrhcFks2a+RPRoda3iS8Yzbo/cjwUi88pDHH1t6MTBuFqWSKyR4CwOAQmUPRY5I1tRph2plNnhCtKXW71pKNTCTtxQYKgaktDitbpSzcujJ2/YaVpo0X2b2W6ieLRntKVo92Xv1J2EVgRjn/fp0zbe1O3XUyabPx/CWdu7Jy2mZx8XLShs+A4QnFQemz2QxBFJZhBgLrBwRmmZriTbXP2qiG60dHpD0ZO1re2Whe6o+Xlmb1vjKOcrnT3o9s8twFOXEomGdAXSp10MOqfS6WTF+6jheflYCZPo3lrqyG/cKgkeqaBp4YuzfaCpIhJnu/bsI7yO5PnBhP9cnADyDEevNEgevcLR6ce5oM+Nz5Tpsxssn8PFGXbO9JPTMZcLu3+e/ves/3AwDa7wmfjb/8yw929LdTtI0/YKOhpzp6akA2l/HPFnyPLHB/fzg94D1Lw7K+3K+l0njShnUNIURE9uiAYZXZ5ijhIL6zu973BmebjjKjuJ2eeLdM8UEzyzvSOu9g7ff7fI7icz0oJJZ95tne6J/n7XAQjPG7ATxtfv4pAP93HMf3AlgG8N0H0IfD4XA4Dgb+ne1wOBxbYF+McRRFZwB8NYB/C+CfR0LJfTmAf6RN3gfg/wTwC9vdJ47baDTqqdeo3WOVONnBpaVQNU5XgpwyOkuqH7aRuCOTo9o27eJg9cxk7sjqMWJ37FhgsOkAQHaZ19s44X51k6iqRjhxxDCscq0iTC1ZKKs/Zn8J46sBHZaVo6sGX0tYaaNvHTs+nnqP60HtMRCYa2pEB3Ts1LvqJOW/6rBAdpgRu0BwBSDLWKvLOp05c1/S5sIFcTAgi5vVj8s9Ze5zc+dkrIbFjcaEDZyaOi19KJtrWWnuD7J61Cjbvvgaxx/Y7jCO2++/C0B4BitzshcYxQ0AjQ3dQ8rQDg7JWG1c8fCAzDVWJxAb0kLmnv3yWVqGlm0YXU7ml24ZFnTAmD4j68S9CgADQ/o5UocRMr/W6YT7nnvC7rdwH4ahlFL3KQ4EFjbR2OtpxLv+7buT9x7/yj8BANTrYWx7AZ8zT5L4ObKsstXtA+GEgKcKQNAvJycv6oJjtfF0wOnrozZexh6nNMbhJOAo4KC+s7vhRtcp3qiMYvK8ugQ/dHumWca42/PeC6u8XdDITtZ+L8/H9nWjPt/d4CiuwWGw3PtljH8WwA8B4P8ppgCsxHHMs9yLAE7vsw+Hw+FwHAz8O9vhcDi2wZ5/MY6i6GsAzMVx/Lh9uUvTuMtriKLoXVEUPRZF0WOWaXM4yygnNgAAIABJREFUHA7HweMgv7O11MLhcDhuOOxHSvEmAF8XRdFXARgEMAphI8ajKOpTBuIMgMvdLo7j+L0A3gsAQ0MjcaNRSwpqAGBZrdiGSnLEvrQkt0kV4tDsX482l2bk2NuGXfB4moVxTZVCrC2FohlaqCX2VHrGPWruc1kL0dpa/Mfgh9j8L2RtJf1/i0pFziWs9Rj/CCiV5N62mJDH94N6bM1gDRtAQVkE58Gj4MJ46IM2a3198nh5tE07OiAcjTdqDe0rbUMHABuV9LE9525lKDxKrqzL3FkEVamE9aXMgsfUNjiBR9q0YmNhXrsdCsjKZbE+YxFVeUUKMaePnQljM/vC3s9KKbJj3dBCOxsOMfOi7DsW4RGNRliXPg2e4DrQns9afXFf8L/luc7fJCjFoO3aukpwAGBoZEjf69M+Oy0EKavg8555UT4jLLoEgPJCWe8ncg8+3/JCGA8L8ijBoKSnbp4/90tfQdaZ9nUMmpExahGi2r8Nj4X1+E8f+hAA4Hu+8q0d63B1hP3GIk9KHyLIc6K0AgA29T0W1hHVarDc4+eOVm62IJSgnId7iW0pzQCAtpFVHAEc2Hf2I/dHHb8836gSihsdXUM8dtBmN9iJJdy2BYLbvLeVBOMwC/VuCtzE4R97ZozjOP7ROI7PxHF8B4B3AvjvcRx/K4BPAPgH2uw7AHx436N0OBwOx77g39kOh8NxdRxGwMcPA/jNKIr+LwCfBfDLV78kQj7fn1iYAcESqVoRlocMkWUGE8s0LaJamBW2r2jCKlhkRBaM7OXkLYElJPvKEA9as51/5nzShuENLFCiDZwNOKjOZplDFvjYEI/03yKMfwZCQEmBLLcyxasmXIKFVnd/kfw1N39Bit/y/cGKjSxwVJTrk0JBwwDS4ispptJ5LFwKNl6M1maUNMMyarXwnMiGFwZkzRm/S6ssABjVSGha8Fl2jswdGT/ava1XwpxXtcCPhXUjoxKp3NgIrO7CgjD6w8oSkvG1Mh2y07XWempd1kycLwv6Tp68AwBQrUrbdjvch2w2i7nGpmQ8MxfOJW1KzfHUXNdWAjUxfUpY9cUrYiU3Oil70wZ8kL0dUtaVUc72NKSmJwFxnCbvNs2eJMjwcv+OTQc2lfuMbPSixl8nEdMAVpTxZoFdsqeMrd6IMtXcU4y8BoDbbhMbwAceeBMA4Kmn/rJjjFvBnlDwudoCUCC9BrGSmdUqT2xkztxbQNifPL3gacLqarD342nMoF7HvnPm87zRJazmCGIP39kHA2furg3s+u4mCnq7UwC26dY2yxB3Y4p3Mo6dILuH+PNeWOat3su+5vv1+uMwi30P5BfjOI7/DMCf6b9fAvD6g7ivw+FwOA4e/p3tcDgc3dETkdC5XB6Dg6WUrpOxwXyN2tqBgcAGU+tX3xAGk5G/w+OvSdosXJLXhkblOkoCLcNKeyrqjhsad0utJBCYMjK8lVXtczkwTGS5qXEkG2UZr3q9lswZCPHPMkbRlZK9pSXWQCnoJ3kvhkvw1kMFE3ebSzPFSQDKtLFZm0sHlZBNnjg+mbQ5+5zYrFE3zHAF2lYBJu6ZzLHqxNcNC0sGnXO2muthDTXhaUFVn/uxY7cmbfhcuZ5kijcMY5xPooLT7CkDOoBw+sBo6sBkX0ja0BLuypWzAELgg2X9GRTBk4ozr5BryotLSRuu69qa7A8bXjNz/lKqDZlfq2Pu70/HcZOVpmYYCAxtZTVtf3fxpcBcM0BmaETj0nVP2bCXvDLVvA8DYawFINljRkFTs0xWFQga+eQas2/X6rK/fuF3fwkA8M4v/xpZi5mr/7WffaZACNYoaQ1CxZwwjI7IWrWTIBgy8mHfcS9x3/GzYgM+wjNM69+txnhkJOwvx9HAbi26jhJLuBV7uu/7bqMN7pVI6b0yxDtps9V1B8Uq79Wi7pqgR7XG2+27/bLIHgntcDgcDofD4XCgRxjjKIpQKAxiYeFi8hqN/MnkkKVbUrcKC7I8Z88+AQB4zfobk/fy6jixruzvuIZfUIcLBN0l+9pspp0ngKBbXpkXJpTsZzoeVlgrMqojI4F9JVjpThZs2DgI8N90f2AkdZ9ht+sZpwiyffb17BwZlR2b4JNTd98ic9XwEcZoD5po6VNn7pT7qB45CfEwjPHyUjqApVoTJo9R1QAwNn5c7q1rZRlABrskbgN6nT09SAJKNHCBLF9rMzyf8YkTAIBKZUXvR9Y8/O0Xg9pTGSP1xJbB5r35GnXJNoCGYyPr+Lef/KzOK6wv2WzOlawjEFjswEjKmEdGAltJvTv7WJoT5vjYLSGym3pz7l9aYIyOh323UVVNLl0p9HSEzC8QYsYT/by6ZFj9O7X6jB7nqUrbuFIUhzV0Q/ekjaaevyjjv+/UKQDAO975vQCA97/3J5M2lvVNI/TBz53VsAPpaHU+5+SEodHpXEHtOVlgfr+kGHDVG2f3wujYMTOem5tb2C8z0zVc4pCxW71tzzB3O0B2rF31shmmbbuAjoNmgbcLCjlMZJ/zbljh7e633V7aDXO82z15XdBjzPFumOKubX9q63vf3N/qDofD4XA4HA6Hwn8xdjgcDofD4XA40CNSCgBAHCfH8UCw5uJRNEMZ7JHpqhY2tVTCQAun1YVQBDR9RgrHbCERAEyeCsfNl18QP3sGLWxUpa/1cpAM8Oh2cCgthaBUAwA2NuT6cFSuxWYm0GKgKEe2DN+wmD0rsgRawRHrpgiQR9nHbxN5wrmnpNDq1F3hiJ1BHpRA0BLNHhPn+2X8tIhjkaKVW4xMyZnOlZdlffJJ+EZowwK2hUVpM6Jz38iFgjAWQbGg0hbEMdTFBnEAwOxsKCDjcTfbsODJFkrxmJv3K2mxW9XYaUVqW0+JS70uz9cGc7DQj3KRMXNsTth9CoRj+W5yCdoLWplFuTyXGgf3CeUT9jWGb0CnQUkDEJ6ntUwDjLQCQGlUnuH85Vm9Rt7btDKUaXmGlN4w2MXuQz7zJFBmML1HAWBDr29vxjrnIIHg521+TSbyju/8KvlZ9x0A/M5v/UzHPbcCn3exKPNjAS6ApCK1oEPkniiY745s8V4cq3yqFewgaeHG63iNXbu+vvReuNlgjyhvpICPoySf2C2yEortJBW7KazbjbXbYeB6FAFuV8i5m8ASe+1uCgWvC6zs6ZBlFd2+X7YNicm8t9fvJGeMHQ6Hw+FwOBwO9Ahj3G5vYr2ykipkaWjhTlOLnoY0jpVWaABQbMmfVGQim6bgiyBrRSs0BiRceu5S0mZlXouflD1NitUM48UI3fKysILWgo0gY80xMjiibljLW07fK2MfFyawYSKYixoDXFdWMKeWWlOG3S7qPAZLwoLd9dq7pE8b96wBIYyCZqHV9F3TSRtaujHchHO285o7L8wmmWLandkgFoYdkDlOwjvMfVg019iQZ2nZYRbb2UI6IF3UxKIpsoRkL1dX50wbYfXI8nFctqArsVwz4weAWjWcMNCajqww78tCPQCoaYEhAz44VvYt008X/1nGuKF2XwygKGuAyS23hL92X/G6+wAAzz3+rF4ve9EWtJUrcmJC1pPrahnj9dVyah5E20SRlxdXtI1QrFOnNdbbWAmyII+MdU5PSlK2b/rvsWkZz6Cxa6Ml3bPPvAwAOHW7nHDYkxMWudlQlixokZc8S10XWxzJz2Eo4NUCXGMhyL5YmMfiOxtLz/e4rrwf96Hcu/N7wNFb2A3z1i0c4iizx9uylhl2bbdM617YuO0K/faL620XR+yk0G8313djkI+SheB+sN9TjL3uCWeMHQ6Hw+FwOBwO9AhjnMvlUSqNYWE+2LWRERpSNoz6Tcv6ZHWptMiykbi0IRvWaN2XPy+MlY3WnTwpjCwZMtpXLV4JjKTV1QKBWbLs0fKyaITJYhWVuepm6UQtY84wbuw3YURXZM6zFwJzfeLWMwAABje39T42TIGxzqfvlbZTGn+9NBM0sNR8sk9qsMnsAcDkSdHJLup1I3nVBhuWjFpY6mXLZdWMxmFdqHEeVm2wZdmoeV1ZkbVu6Hpaay2uMfsKgQtB58o15qkB46ft8wmBDzIOMvs24pfsLQM2mk0ZK9lduV7ZZN0DZNQta8l9mlO2sjQc9NAcN7XnZDjX1wO7/blPfgZAYJrzRqdOkIkni8p9U6+EZzg4qKcQdXkt0r+FGe8t/QoDPjwmn4msfRsQAj7IGK9rZDWZZCB8pngCYxnjcY1kp73bhRfkxOZN3/CmpA011jvRGnPO62rPZyOiE6ZYNeXUjVtGn+2DHaTMz+rNJyeF1eaeDidTdm93xm87egO7Yd4Oq0/b7/XAfoM+DoqF3Q1TfL0s3faL/eyl7YJCdmINd93QYxZuW6H76cbWe8sZY4fD4XA4HA6HAz3CGG9utlAuz6NptIVkd8jC8ee0ZlR1j7W0u8BqOTCjpU2N9NXQAfKzNryDIRfUSFLPSbYNAKpV6aOtDBFZS6uHZFw1GStqca2zAVm4cy88q/MKf/odPy2hG1VlrkdHJ1LjAYCZ8+dSfUydFHcKMnoAMDKhDKQGhAyPydoVTXgH43upQ2ZbGxvNbqlZLi8IC2qdQfoSZlW14EMyH7KzQGDVNjeF0bRrxmeXREorU2xZZQZgkMUlO93NBYL3pmOFXTu6CTAEhLpSu+/ISmdjiC3rzz44njaDH1RnDQCXLj0HABgfl+CRlC5b++DeJitsQ024l3K5Qur6cQ1LAYLjBTW0IXgknEIwZjqKlNkfl+dTXQt99evaZ51b2pvhlITrwbhobg7rTpGwr7rHbYhOs5HeA2zT1x++gt7yzW8BAJw/+zQA4PHHP6rXbM3K8mTJrh2fb7Eoe5n6ausmkv2s8hob/d1sDqRe67Y37D6/GdGN3duL9vRaaHp3EwfcbQw7YYN3ct21ZJC3G/NeWcc9Pd9dOF8cJZb4MLCTk46rtb3W2M9nf799HcZ+ccbY4XA4HA6Hw+GA/2LscDgcDofD4XAA6BEpRbvdwvr6SrD6Qjgm5zEqj5JtwV04So5SbezReEsLrDZqckzM493SWDhWjdvpY3MeKZfGQ7FOpSJnFIUBOX5noEDL2Mclx816RD99XKQR9Wo45uW/edR/6713hPcywQprZTnebTbCEXdiJzbEY17528aGmtDujYElLMqyR+NDag3HI3GuYc0csdPSrTAo9+kvdIZxJMErKmOhnMVKD9bXlvW6cG/i5Mk7pd+MHMYW1vE1ri+Pr4c0xEPWgbIaeU6rWkRnCwWPTUsxYnl1Xu8j+8cWdPLYnXKEIE8Ie5PzZxuOvWmK7yif4T62xWEsEOS82L8tDuNnIacSCLZd0iAVIMhYHnrzlwAAnn1M1qVYMhKg9fTZGiUU48dCMeDM+QvSh15HeYP9XPDfDbX3456YvzCftBk/Hp4HANz3+lcm/77w7IVUvyyQtTaDw2qX+M53fzcA4PbffwAA8Nsf+GlshVAIF54z91s+U9xoJRlJMaKuLz+Pdm9THpQtfKRcSO6Ttv67WfD4yoOIPvjh1Gu9GvCxE+nAbuyvtmtzFIrv9lu4dVhSh8Ms0Lse4R/bYTvpzlZ2b93a9IpdWzKOa1iMt5tnudsgImeMHQ6Hw+FwOBwO9AhjTLs2a4NEm6tcPy2pNIhiJBQ40aopG+xhGUAybeX5cqqNLVYjW0qbquaG3I/hCBZkiMhoWjYpzrCvZKktU0omdXhU2LXKSoidnp+ZkfYNssrS5vjp00kbxjQztpfxz+PHAwO4pkWEZJNZzDdoiu8Y3sHACI6dIScAsDwr60t2rziSjsMGgGJJ2sfKRtdq8pzImgPAiBalTeqztNefO/sEAGBCrbFYXFk1oRsstmNhHq3dWPwGhHhnFlWtrkr4hS1u5H7Jxj0PFQObW9XwDrLRLLRrGNY+xAjLPBJ2Owp/Z/I99kF22v6b4RaTEzL3RjNd/AaE048kTnskxGnTBu/Zx55JXWNDY/jZmDwmRXssNH3+qc8nbUb0M8UgGO4JBnUAQLORPnlhQIjtq7IqbCtt2p75dBgXrdy477hfI3OysHBRbNHG1Nrtq75XYqP/6A/+S9LG7out0MwUR7K40YassJCOpw98zi3zXRJD2rOIb0j3Utvcx55s3Ex43fgTeOyA4lez2A8btpMCpb3eZ6cFeVu1vZ7YLcu97b22YF+3Y3G7XbOTSOqt2u4kKriXbd92EgKyk4jpnRTfZT9PRz28Zjv2fzex0dFPbd2HM8YOh8PhcDgcDgd6hDHe3NzE2tpSSqPZUj0gGZmiYfWIfF2GT4aWjJDV/ZZK8udRZUVY04lTE8hiZW4l9XOzqZHOq8EOLFKGKQQ/pLXCALC0JPpPWmoxZrnUHDL3kb9FGKRRMxrLRibIgmy3ZeXIFFv2FwAWLy0m/2ZQAhlJXm/DRGjPRh3x2RfFIuuuex9I2tSr0hcZzqy9mPw7Hck7orZpNkCClmEMQLHhHXfc+WpZB2VxqfG1tmTUhvJEgT8XDCtNq7TBAVkzsqBpGy9hoxNtL7XPpg3HFscy52AbGNrw38eP3w4AWFi4pOML+5d7kmO1VmF8vtSOU9fKPSb9tzP/jbWPsBfIdvI0hW0tW0+meW2lkLp+YuJE0obMc0lDcHhyYdlT7tvS6HDq5zFj71dQWz+euEQm/IOnMYwyX1sS5pcMtswnbeVWHJZ5bBcRHRBOIWg/V6lIHwzqsKw/47y5t7NtpV9dV23DugLLElcrV2ewb0R00xgfFK4Hi7UT27W93OcwsVtruathpwESW7Fxu2VldxNJvRc7sF5jiXeLnTzDrcJAurXZ6uejim7s8EE9c2eMHQ6Hw+FwOBwO+C/GDofD4XA4HA4HgB6RUuTzfRgfO452bGQFejQ/Py82TzymLpcXkjbWWgkICWAvvvjZ5LVXvPLhdGdqO2Wty5h4R5u2slp9FQaCXGFRbbJ4DM8j/1bLFmWJrILHs7MX5Yj92KlTSRtaqVFeYJOzOEce0bNAMJcLVlRM8GOhFO3nKmuhiG9oWMbIIqbZc7MAgNp6OOq/fOl5AMCaFipyzDMXQ/HdevKerBVtqvr7Q+EiixEpObhwUSQZtiiRBXC8zh71U2owrGvH42qbcDitNmtMJ7v1VrEBi4xF1+WZF1P9csxWwkDrtGYzTs2d8g8gFFb19clYKbfoM4V+lH0sLc3ofNKJfEAo/surPIIFg0AowGQRH4v20il9rVRb9mklHWxPWQCfQasV9sLYmMp6NA3x8gVJTrQylGJR9jJlOpRk2M9XTtPfBppy3YCuDxPtACDSYk9rkUfws9XSQk7aBVLSAwD5Prl+tjqrfcrP3/ZdP5q0+ZVffE/HvbOIweRK+RxwL1m7NtrhlUoqd9JnYedcHBzW12TNR0bl+fJZAMG+8WZDt+I7Yi9FeKlr3rb749D9WpBl77NbecJ+CwV3cv1W/R/03A8Dez3i3s9e2kmBXi9jNzaD2+G6WLvZz/ABW7ddi2fojLHD4XA4HA6Hw4EeYYyBGJvtFvK5MBwyxnllqlhQY9k9smk08CeDR7YOABbm0kwvC4OsXdvwhBborZL9lJ9rxhqq0E/2VhhAFgTZIjEWXBUGZazHzsh7s+dDKENjQ+bF4qXz559K3hsfl4IoMly0uKquBRaLISAspDv70pMAgGee+VToQ9eOYyR7ahlJW6xkce7ck8m/yUDed58ESJCh5f1sm4sXnwMQ2HayvABw5cpLAIA77pBCOz4LAFhfl7mWW3ISUK3Kz7bwi+3J/pLdtvNh0RwL0ZKCslIoDuP4JydP6fUyj3FTiEY2kO9NTYtVHpljO45sUdjS0hVk0c6lQ2iAwECSbef+tevC95J1yBSYAuGzQfaTc2cBIgBs6H1Wdfgcc96E6VSra3o/7m25z7ApLKV1WXlZPlulRjrMAwiFdAwDqa6H8AsW7fVtypgLRfmMtFthPgz4SOwOlWX+4re/PmkT5X4CAPDLP//jHf0TLLKr6ueIn7URY/XI7w4W3ZHtt6cZPD0oDcs6LC8Lk20LF9OfqZsbB23Xltz3gJmu7e63E5auG3bDyiVtd7lenecw2/Sxi9CLbtfshWE9THu0bPHdTgr1rvZar+OgGfzdWsId2OfugEM/drM393pS4Iyxw+FwOBwOh8OBHmGM4zhGq9nARjswo2S2yMhQNxijU4e5uipsow1RID7xid8AALz5zd8MALh8Wf6CmJoKut/qmrBFm8qUJRZXJiiEzCiZyWMnTqfGB6RZQQBYmhFN6+BQYPDWlHmkddn6erCKI5OZhJIsyHszM+EvraeeelSvC2M7SNgABTKJi4uilab2+flnP520odZ6QtluajVr1fDnJpnwZWVULdPKIA0+u8QiyzxnjoN9UR9LPTIAnDhxB4CgQ6alFpljADih8dPUGlOP3DA2gQSt4RbVim3C2HiROSRDS9jnnwSmjEjAR8OEvPDebWVWOQ6rgSXYb1iDcNLB67ieZMQtG8x9wjhvnoZw/wFhv+Xzsq60vrOBO0NDw9pW2HLqiRt1a4Em/TdURzxQDOwrtcU88aDGnzpiIATIFNWKsKZ6fPsZe8PXvgEA8Gu/pLroRmfMOE9DuD8SBt2w7bStGxlOx3JPTYUwHe4l7ruSMvtWLz5UPERh5k2KjjCHbZiu3bBqu2HAtrMu2wkzmmLeMszsbpjfvWIn4Rm7ZV2vB3Zj6bYTHEWt8bXAXsNDrid2oiXf63N2xtjhcDgcDofD4UAPMcab7TRbRpaGelZqLi3zRm1lYLbkb3HL3JGJfOKJPwcAfPEXS8zs7OzZpA0ZwyybZu+TaFaV4ezrz+t4AmvYVo1lvS7M99iUMNHrK+FPLUYXU0ccG5abrNUldYy4cOFp7buTSbwWOHFCGGKyuGS3JydvSdqQQefzIYZKQYNKJ4U4J0xexYQiJMEVqgsdHZ0GELSx0r+wezMzL8i99RlYxwmuJ8dxUtnh0kjQGNcqDBGRMVOLbp0eeM9V1UpzHstGPzyURELL3uT+o4sBEAJq6GbC/WzHyDAJulpYtw/bHggsrmWpK/o8arqn6IpinRWojWZUdhIQknLAkHvSIaWbJn1+XphzRlxzr6b04mWkrouNFp2uHvxMMXZ6aCTMc1PDbugSw/tY54qTd8maTejpCvXrFtRek0GnRrhlPkcljlvHQz11bJxxqLnm54+nGDbUxxGwlxCG7bAdu3dY+svtmOidRBYnPx/UwA4I14IhPag+dho0shfs1x3jRmOad7O+18XdYhscppbcGWOHw+FwOBwOhwP+i7HD4XA4HA6HwwGgh6QUGxu1pGAKCEe0tEzjcbUtyuJRK4+gWYzE4jmLNT02Z+GVtVnjUf2F8yJdGNC+rS3TxIS0H9TCIB77rq4sdYw5l0svqw0EiCI5nr148VkAJuQBwLjKNc6e/ULH+K8HuC60E+OarWjxGWCDTqQtj527BVr06fMpDo2Y92StGk21aUvs1ox8hFIHHq235RjfFiDSbquua/3yy59PjR0A7r73tXJvLQQbHh7Tsc4nbbjPBrXYksfpdswECwz5XsUWLqq0Y/rYGR1rKLLkPqFkgfIGK6WgrKFYHE+NY81Y90VqHchnQIkG5SgAcObMfTLWOs+I9fNjZEKU/lAuRGtEW8THwtBEvqHrbKUUtKGjXKJUCmtWqUj/w6Npm7flubAuxVGRsZTnZe1o6TY0GiQzV14SScs73vm9AIBf/NkQ/kHwe4GfY46ZISUyNhkHn/eArqH9rPL7iFKXOGaxY5Cz5PM98RV6zfH4yoOIPvjhnj5a3urI9zCDLHoFe3kuuy3QOyx0swy7Fs9sW+lOD+/za409W7odsG3bYcIZY4fD4XA4HA6HA0DUCwb1xeJwfNedr03Fq9ISKykE0iK1dRMVnBR16RzImHUrviNoOXbPPSEqmuzmnXdKAMXIWGdxDYNBGMlcr0rfhcGBzjbKIiUFg6a4a3ZWInkZpGGty1g0db2K7QBg1IQg0CqMzBkLr2zIynqFBXnCKHIOVWPXxtfIGNvnfOzYrQCAS5eksI6M5oCJ4y6rHR/Xhcxq3KWAjLZ6kf7NN2AYTbKwnMfYhDCrsYkHJ3vMwjyyg9Ymjf3yPd7XBmvQKozR0tYGjyw2I8B50lEwjHGUCZJhtHTbWI7xs8HnkxQsmv3PUw8y2CwutOwpWVKeCNxypzyTCy+EwrZBLSzkXJPAE9MXr+dcbUQ2x8r3RkdlDx27PZzcJMV3WtjK8A8biX7r/bcBAJ759DMyxpeEffjEJ34dWXCuZIdtQWPWfnGoONoxn3ACxAhv+V5YWQknJpzXY4995PE4jh/pGMQNikfuj+LH3pd+7aCK7rbCdqzdroI1uhR37YSZPOz5HQauN9O5HQt7oxa0XQ9cU2Z9n8V3ew246bjPfq37vgRbfmc7Y+xwOBwOh8PhcKCHNMbNVgMNEyhAtodsLllYG4lLBjFEBNNmauu+5uaEsSVjBACvec3/xIFIn0vCFpJNAox+c1xYMEYXx3HQsCJhEtN6W8tUUdNIHbQNUbiWIHP+yldK3PMnP/k7AIC7DZPOOZJN4zOwdmBk1cjikjW18chjY8LMkpm011NzferUXQCCNrhlbMkSRpTMs/6ctmtb0fHIn6Nk6Wu1wNQy7nd+/jwAYGZGGFGrJT9xQhjJiSllWtflOVWMRvjZ5z4DIOh3afdXR7CYIwvMdbGadmqTc1FaI2w107RyG1L9crm8kPpZ5hb0sADQjqkRDvuWtoQTExpQooyotX1LAmXUoq75nMzHMvK0ryOTnVigGb0tx89od3vyEUXyNzjtCpM+jca4qRZuhQFZu/ETwirbCPLyvLQ/cbs8n/nLnTHc2T75fGwNA78zGPFOnbgNe+FnnraQlcpZAOl9VzIa9psdB23XlsV2wRrbMr3bxN7u5Ppew27ikR2CG32truX+3Um09FGHM8YOh8PhcDgcDgf2yRgnR3sYAAAgAElEQVRHUTQO4JcAPAjJYf0uAM8C+ACAOwCcBfBNcRxvm1/c19ePqanTSfQwEFgisjN0G7DsKwMEGN1MhsiyyluBGl8AuOMO0Razmp9V+W0TOkLWqF7VcIZpYeAYRgCEuNvCoFw/d+UiAODxx/5b0mZ1bfGqYztosOL+TV/6jclr1HA/+uiHAAR9NVliIDDFjBNOwiHMrqmty3OhfphMr3VYyLLi1rWDes1h1S3nEqeFwHoG/bD8qcrwjqXFmaQN+08CJFqdTg/8d6ulgRx6amAdI5rKGDJAguOYmg5RwXfpvTs15GFvBteGRsecyexyjxfi9IkHEAJLuP85dhtwQ+0ro455v+R1hH3b0mfA9ywLOzAg+3VhQfYr1256+kzSZqU2l7pfiNwOnxHuF0a029Ae6rq5ntTml5fCV8PohOwBMsf8PFF7DAAD+tk6fa88j3d+6T8CAHzkI+9FFuGEgYEsgQHPssjUlNP9AwiMPtl/Pots9PtRw0F9bx8VbBdMsJXGuFf0xNtpc48CeiV2OtvXTuKEHTvHbsI/jgK7vF/G+D8C+G9xHL8SwGsBPA3gRwB8PI7jewF8XH92OBwOR2/Av7cdDodjC+z5F+MoikYBvBnALwNAHMeNOI5XAHw9ANYrvw/AO/Y7SIfD4XDsH/697XA4HNtjP1KKuwDMA/jVKIpeC+BxAO8GcCKO4xkAiON4Joqi49vcAwDQajYwP3cO/eb4nMfvlDMw2MMeJdMSayfSie3AAiUe99a0QIhH9wDQp5IJHs+uleX43QYWTJyQgqQnPyvFWZ/77MflGlPQE8Dj2MOzy6MsoU8DCjZNodRnP/sxAMGejUfrlAcAQVpCGUAuJ8/CFh9RMsA14/pwLYFg3cZjeFuYx4ItyhFYFGXtzSizWFtLB3sMjwTbuKVlkVXQhox2b8MlY72nR+BRpgCtzwRZQOU4V668DCDYyXEtgXQoi73ehl1wn3I8Vk6ytibrQTuzSkXmavcb5R62SA5I2+DRPoxSCq65tShk8SplAc1W2lIQCDILFvbx+Z6+67Ywn2dqqfcoPWD4BQBEua3/zq5mCg4ZjGM/u826jK3ZlDkPxyJ1GT8e1ntotKTX6c8lec5vfeu3J23+9E/fn+qbha62+I7Pg2vI/WeLJCmhoFUk97aVUhxBWcWBfW8fNXQ77u1VCUU3bDW27YoSD6Pv3fTRq3ZtvRzisZ916WZF2KvoJmPZDQ5z/+xHStEH4GEAvxDH8UMAKtjF8VsURe+KouixKIoes1pEh8PhcBwa9vy9bb+z51eu3t7hcDiOIv5/9t40xpIsvQ478d7Lfd+32rq6e3qb6dmaM2NSC2ku5gikSAGkQNuQhxvohbAMSYBpQgaGMGHDgmVYiy3JI4gmCQmkKEoEKZAShzvHFmd6unu6e3qtqq6uNbNy3/fMF/7xfSe+L+K9qsqszKp6VfkdoFGVL25E3HvjxuvKc893zlEY4xsAbqRp+jX9+dchX7DTSZKMKeswBmCm3slpmn4JwJcAoLm5Ld3e2cqsoABjtBJlVouWXf4Y3Cd69UMNZHJSwiVOnfoIAGPDsmIzmO3X2NhTuXPbu4w9vXLhIgDgjTf+WM5Xdq6jwyydyA7Ww2GKB4nv+Z4f174aI8mwAxYqspDrT/70X9acP6o2aSy46u42ppfMI1lCBlKMnzqfteHzyCK8lUH2zD7ZX17H26MxonteC+nIvnqGliw2C71YONjh2OCO9p5cWxZ5LSwaO837VvU6FiFuNUYWUiFzxrUA90zGxmUNMKiDEdk+fINrmdZsPmiEBX6cXxZ7evaR1nK0syM8W08bPMaL1ytKZHs+J4ar+J0Bi/6WOeS8vP3aK1kbrmE+X4aRVJpqWdg2nRey3v7+LP6jzVuOcS7Lsc52s1IErBgPADZWpN8lbTt3S9bP3/rf/1bW5vc/LoxxmhUl5sfp709kwSeJcQWZXaHOy6a+R55VLgYIPQK45+9t/52djH0sfZiR0MfFFj0MpvgwBXV3imk+zBwclUm8H8/5UbKde5B9PMo9Gp0l9jhyUMh9fBb3zBinaXoLwPUkSZ7Rj74TwDsAfgvAF/SzLwD4zSP1MBAIBALHgvjeDgQCgTvjqAEf/y2Af5EkSTOAywB+DPKP7V9LkuQnAFwD8MN3u0ipVEJHR3eOJSQbXC2wp54lpn6zUmDcPNN7EPaYrCDjgIlKxaanTa2oyHh19cuvZl/+7X+etcn0nNqG/fHjIrPqGbt7ARn1wRFhQX2oyac//Z8AAF599Xfveh2yfJxDb4fHvlIfynsuL5rlHPW/ZBTJ5u46dq5LtcBkPz3rT2aXmuB6TGJf31iur9SD+uswvvqb3/zT3HXz7J6spT0yxro2/Jj5XPZ0DXGngCwqYJr0gf5xAMDQsNiazc6a3WCr2oploRluPqiNzthkxwITHOP+vjC0naprphUaYFprap4z/bFjnqkrJ1OcFEJFADfXuojM5sxprxXsK/vnmXAyssWoa8C0xbSqGx2XgJndbWNum5plffHdWl+RfmxvGPPcP9qvXZW+Lihj3NlnLPMnP/FdAIBvvP772lafu2OJGWvONU6btlan8+ZYaQdJez9/Hb9OHyEc+Xv7071v4ZUGZvjqIWOofs9Y2IehEK9rG3eIcJR7YS8fFpP4KLHCd8Kj2u8HhTuF6Bworv0Q6/9BPIsj/cM4TdPXAdTLmv7Oo1w3EAgEAvcH8b0dCAQCt0dDREInSYIkKeXCAsiy0hFhb08YqnbnCEDGjEyinX9Yp4c06wcAlEu1rNrYGWEe91Tv+Ju//k8A5DWGDGEg08Tz6+kQyTT5AAqGDngt5O1APfLCrDCI3h1jYGCi7jkedDBoaxUWrFt/9s4KZL6LTNm20w+TVTfnCQ1gmPhI1qarT9jkuVui97106bXsGJldOjS06HR494WFhUkAFmvM515xjCSZ3vPnX9Q2y7nPAVsnIyPCVq6py4XXdO/sSJuysqXUMXv9L5nnzS3pI91RhoZs3ldXpTqJz9k7IhR3C0rKVnonDq4FMqPUR/tI6M5OmTO6LjAsxWuvW/XZkQUmU7rv1uRnvv17AABvf/0bACyO+vr196yP+h5Sn83xeMaUenE+Sx+Qw50E7jrs78ox6t8Fynyv6jh6ZC22tLuwmG1l8tdkDaZVmZ/5m7aL8ZNf/BsAgJ/+K3+A24E7FHwWZIzb2mwXgm4UfCe4fsiIA7WuIYHGQQ1T9XuN4ThxVPb2QTBmRbeOo6JRgj4eBB4EO37cz+eoKPbjsPrhw7QvssqN5koRCAQCgUAgEAg8Noh/GAcCgUAgEAgEAmgQKUWpVEZHRw+Wl62wiFvIyApndrK2BLeHi9ZL9wpukZZUCuGLh5bnZGv87be+AsCHTtgWLmURlCBwm5W2XnLN2sAHgudl2837t/d3LoZUvPn6n2THvIzhdnju2c8BsEI0bnvTAgwApqY+yI0rrSMJoX0Xnwv7tehs0iil4Lh8QAa3skdGxGrs1q3Lco5uxwO2Flh4RqlK6ioO+TyWl6UAkoVjPsiCW+I8j8ErK8tWdMlrs6iMBXJt7bV7VlwflBD45zU4LIV5y1qQ6YtIKbEp9mfTyUc4njTNB56wCBSwuaO1W0+3yBpSJyWiZRqlN3zeFTcvL//xHwEA2rXwjFIXX7jI9UprOcprOHbA5B6UR/g1TgkIx7q+vpqbH8BZNLJotSznzE/a90Jbh9rPaUHewMSgjtPmfmdJvis+/WmRiLAINSd70PnYUhkKpUQcl+8r/+QYtrZMbnFc3z2B40fN9u7D6cax4XGTHBwFDyLU5F7xQCzdGkRCcTvU69+jVIQXjHEgEAgEAoFAIIAGYYwBYWV8EVSlIiwli+12dmsjclk4Vi7LsS2NJb5XTE9fBQA89dSnAFgxE2AhIOwHbbxysdHKeJEdJNNa3Tem1aywagNLyECyeIpsXL1iPGOxhEFkdLF8Jn3q7R3JjcMXgNGCiiwd+8pxAsaekplkEeGIBkkAwM2bF3PjYBGTZ9Ju3bim9xBms19tzgCz/WJBHfvh2dMkKwKUcZE99fNCFpp9pi3Z6dPPZm0YhDE1+UHuuh2dVqzGor+ubha2yZry7DQZTT4fHvP9mZuZ1OsMaBtb27QH5Frm3DU1W5EZnyHv0dSkdmdVX6DKHQY5tra2ote19cYiMzLNvKcvviPTPb8wpW07c5/7PvI6TXvS1+Exe5Ybq/Is+Sz8nK2tLWhfm/RnXX+V2gJKsu2bK3xX7GuqopZuJY1oX9fAj1uXbYeCEdL/5c9L6MdP/SVhjH0B5dzcDen/8Bm9h/Rj2e0e+OJbmQP50++c+FCigOAwrM9RcZBCp0aOeW5UNDwj2WAsceB4cNTQj+NCMMaBQCAQCAQCgQAahDFO06roEVOvjRRmiyxSqhZZPrxjtxAoQBUZmTTgcJGt1EROKguaZ7PWcv0iq5tjNgtMIhnOZscEEvvK/LU0D2SfURu6U4gMrgeyk2QfL1yw+N71ddFDe8szAHjhhW+r6SsZVs8yEmRzGVwyPv6k9svYT1qFdSrrmsUsu3tvKes6PvGUnmO2ZGS1Z2evA/DRwcbEdbZRz2161mI/PPPu4c9h+3IhuGJ9bSn7+4TGgnPdMQ44d19lUrn+yMJWKvYseT7Z08mbxsQz4IOMKsMv9txuyPy8MM7cFSF7u7Fh4ywy+n06l9ROA7WWhgQZU8A06WRm66271mx3pqzXk7FP6W4AYLHcO/o+dnba3HF98b1ZUHa6w+nvOcaVJekz9dE+AIVfETtbcn9auTU12zOl/ri3X679/POy7t955z9kbbq7OnLXLu7A+DEW4dn27c0GoTgaCI3C0DZKP26Hh62jDDxaaGRd9UFwGEu3B7nrVA/BGAcCgUAgEAgEAmgYxjiV6FqnAdzYkMp26vw207zZvpwnDGCmm1RWyjOJh8Gqsq9khb0ulMEIZJh4j16txAdqAw6o6fUMNoMO2MbrMJs1LIFV/WQbfQz2inPBAICvfOVfAQD+wl/4q9lnr78uwQY+MAIAzpx+Pvv7xUuvyrWVrSQj7nXI/RqoQacK6m0ZggFYPPKli9IvsrFsC5gDxnvvfhWAhU4A9sy4I8Dn7YMsyHyTCSejmWf3hKVM9He9bWW7fZgG54OOGaPqhHHq1DNZG2rIGWhB8N6AsZ5kYcslhpysuPbLOj5ZS2Pjtb/h87w1vba/R6b91t0Gri0GogBOm9yUd6PwoRt0t+BnPMePmX3lXHV3CfPtnyHXKYNhuP792uYuCO+1urKYHWNkOOeDbPCGY1y7VY9tgRoa09xqjPHmpvSxuSrrpKlFNcuLdp2WNpmzS2+Kw8m3fsfnAeQZ401d79wNYV2BB9cg54HPhDspQK0O+SSjqPd9kGzPne51p1ji2513kDb3isP0437gYTDVRw29eNQjpY8DJ2nsD1trHIxxIBAIBAKBQCCA+IdxIBAIBAKBQCAAoEGkFEmSoFxpQrq9XnMsK8bKtvzXa46ZrVSKo4BFSyyq8lv1tGXKZBoqs6hn70QZCAMSWEgF2FY0t8S5jQ24IiqVZ/Be3gasG7LdTEkFj/UPjmZtaIfGAieO4/qNd7M2fSqToPUUt7jLTkJw9do72mcL/ZB7mmSA42ERHe3BurqsEI1b69yCvnLlrewY5SKUmJw9K3IPX3zHe3QXrM9YsAfYXNHOrEsL3HxQCLfNz56Re/To8/HBMiyU5LNgAZYPu+Dz7CmEQrDQTa4jz5fFiNvbtv1OS7rWVvkz2RCpjC/0o3SBRZIch7fBqwks0fdhzRUTch45d/VsAlk4ybYlLbDzVoSUTGQhOCXKHEzaxPFTalJxko6dbS0I1PEMD50FYLaB0ieZo2pV3qnOrFDPbBMtWETWf3Or3KO6b7KnuRty/vamyDXGzo/mxgDUBnPMzIhVY3//WPbZrn4fNOuapqTCS1X891FA0ChFb7eTdBxGdnHQY0fFg5Sf3MuWfL3Cr8PIG44qAzhJMoKTAl+Mdy/SifsprwnGOBAIBAKBQCAQQIMwxkCCcrmcWUIBxgKTRWIIw87iVs3ZZK/uFKF8J5DtJDtHZpPMnvSD7PRu7hzPeLE4h6wW2aQdZ59F1orMHRlWwFgsFlpZLLCxYQw84X157MbV97M2H//4XwQAXNICOzKbDNgAzDKtp1uO0YLKW3WRWV3XojIGmHR3G4PMIiYyq7Tz8kWFE6flNzpabPlY44EBYfPm56Ug7tLFV3Qu7FkypINsJZl5XyDHuGg+n9XVRf3ZxkMWl3PHQspuxyqzGIzX7u7qzLUFgGadR7L1ezr21RWzhmOBIW3rvBXbqAaksKiQz9mzyhwr2emSRhgPDE5kbbi+uN7ITpONBYCZ2at6ve3cdXzRGOeltUVjsPWZ+rVQ1ndsYGAiN3bPPJPx3mDxqAtOYTEk31VGS3v2lfORFXtureq4bPeAxZ581/geVZwF386mPKuKFuaRQf7BH/zvsja/8Rt/D4Cx3EODp2rGkxWiJox4V5u+XReykkTAB3E7JvFhMcjF+z7s/jzKqMfK3QtzHAjUA9ljMscZm3yHAtWIhA4EAoFAIBAIBO4zGoQxFobR60qpi91XFpWMYLNjPclara/nbckOCwY2UBNJfazX9pKhGh4WNo7BFmRjAWPDeKySsWLGPFNTS6YqSex3k4zB7G7SP4U5m5u1MAaycdSMUuP81a/926zNj774c7k+My7aW33xXrQnM52s6VOLoRkVHUdzi12nu0/6MT87lTvHB3x849U/BGBz5aN5b90SZpTPu1vb9DkbPD77QWX1sihmx2jS6ozsKxnf0dFzWRuyx/PzNwEAixqVzesCxsIyKjgLnVgxm7z+AdGhUrPMKOW+ftN5U3vLey5rW38enyGjqj/+qT9v/ViX51JhhHJm6WaadGqDydRSdzvvnhvfDT6XsbHzNdehJp7rlay7f07cAZhRxpax514XXSopK67nkcEGbL3x2e2UhEGut5syPyfPp0XncNNZumW7Hnp/hsd4PTMxe13aPP2pp2uOpf+mqmOWPtLqztsVks1u0feG/fPfU343JyBoNGa2yCzVY5ruVXd8lLa5Nt999z42Kh6lvgYaG0Xm+GEhGONAIBAIBAKBQAANwhinaRU7O1u5IAsyl3vK2JG9YogAYFXiPOZ1rXeH3YuayrakK3cdz/SSAbx58wIAYz99CALZp6qyhDzm9alknagn9qwcnRR2tvNRzD4Qgywa2eyMPfVx2qqBPHfuYwCMefYV9EWtczHQQjonbRh0wGAPz9BzjLwex1NyulDqWcm+ejaZTB3bkAX17DY1vBcufD3XvZ4ec4ogO0m2nyyz7yufJ+eKDhw+HpkM6MzMtdx4vLuFOUZwDit6T2OV/W5DEVxL1BQzPObGVWOQTj8hLOdwkzDXezdkvXhtMHW6s7PXtO/KunebIwgZ9BXdWeAz9I4r1BKzz1wnlYqtf65XsqXUHNPNATCdLkNvfOAJ/851wh2BK1feztowBGS74AbhQdcRrlsGyngteVuHvC/VPWFz11dkPKPnjNE/ffo5AMCS7hrwep6dLpdl7uhSY9p24xO8E0lA0GhM8WE0z4fVyxbb3en8iIAOBB4NBGMcCAQCgUAgEAgg/mEcCAQCgUAgEAgAaBApRalURltbV2YpBdiWKbfUucXpt6i5tVksEjvYPe13AsoiKGFggRuL1uS+spXMAACGH/gt/2KhFAvjuFUOmCxifFy3e10BGbewucXOLekmVxC0vDKr/aH1mVxnbOyprE1zq/TjyfOfAADMqlTAhzFQssAQEBYgsmBPjk3qmMe1r3u5zwGzrUMmP5H52HByCbO50ufr5CPZeTpGBnV4iQolED0qCeHWNovGAODUxEcA2PwQLMoDzIaPlmPrKtfxEgjapPH5cm15Wc309Ic6Lnl2/RqW4gvAKP/gZ/PbN7NjtOjj+Sz+89KD2UmZ4/FzUuzJteELvzh+yiK4lvx4uD4ZUMPn64ssGWqShelo2709ex87O/v1WCnXtqW5Vu7AcXi5BueP8zI0PlJz3vT01dw9uIZ8Qdw2LerU2jGzoXPzsrwoMprhMVm3myvS18Vpkz183w99AQDwS//3/wLALOGamsx1vhgCwrXp5U/+nQoIHmbx3Z1sxe7UhjhIEd6dzjuMhMK3fdjFRoHjQ43lWODQqFuExwLV37v/3yvBGAcCgUAgEAgEAmgQxrha3cfGxkqOMWYRFJmyzF6sjr3TvVgmZdHO7vyubi2wUuJuzweGFBhVskaerd5S9pN2V2Qdk5y9Uz6+14c6sHhvfELYXzJmq7mo4TzbyAKwy5dfz9p8buvzAIDzLwiLuvaysIN5tlEGmTG1OgfeYouFWxwP2UfPpJGlJJPOQIqBAYvWXVoSFpesvw91YKwzwyWGR4QhvXrVirLIDjIwggVXvqixWMTHQs59x8iTzeY9eX6vs4bj8yVjTUbQFy62tuqvszpnnLt1x8I26Vzx+XJ8gD1XziuvzeIzwArfpm/IfLJY7I03/jBrwznnWubuAQsP5R4yfkZa8/n6nQGezyhnFjAuOYs5X5QG2I6FD43hTklZi1n9u8G1wyCYt1//uvbL5r5d35fdQngIWXwASPSd39omg87Cx6mszcS4FC6uLkmfu/vlu8QXqD79krwblX+mRXzl2jXF+/MYd0x8VLafx8CDR5GdvlOU84Pox52O3TGaWtmwR4FtjECPO6ORn13gYAjGOBAIBAKBQCAQQIMwxmma1uj5qA0t6oe93jbTOSrLcxitsY9iJivIII02hos4xphsNm27yLh6zTOjjnf0IzJNvg11oYzmLbsoW1pgkdGkzRrt0gBjcWkxxphmr0+98M43AAAf/fRnAZjmdGBgPGuztZW3kuP8V92Yqb0mA0l2LHVsO+djcVEinTlnPiqXc03N6unTz9eMh8wqmUnPxJFFZphDW7ucQ5s0mY9JHZecX09/no1VWUsyiKdOPZO1IUtaDGmhPhkwhtVHFQPGWkub/dz4lpeNxeVzpdUX23jtKtcM5665Vfrxmc99Pmvz9a/9ewDA6Oh57bPMjw/d4NrmfFistjG93ElgnxmA4t/JZ194CQDw9pt/BiBvX0dwt4DhKJ6hXdOIbobEULfOUBLpm6wPvjd81zccW81rcjwMeakXU060bctzX1u0z29elDFOTAi7zJ0X/wy4/mmJWC7MEwCsuOcaEDwIbfH90jHfKwt6EBb1dtZuQOMEGxwEwRQHHiYexPoLxjgQCAQCgUAgEED8wzgQCAQCgUAgEADQIFKKJCmhpaUtV+DD7WoW92Rb7E560JLINjFlF9z2vlPqGOELaLg9OzQsW/bLy7Kd7ouhWHizqZKFHi1m8nKLrFBQt6lZ+OWtvrgF7W3EiPYO2QJnsR6377lVDvgkNimQ4rz0uQKyl1/+bQDAG2/8EQDg3LmP1vSV81pM+dtx29+0mysWoHkZSme39Hl6+goAt2XvngHP5z3bOqzA6VSnbGVfuiDFg0xt470B4Nq1d3SsshXOrfqRkSeyNpSbUKrCtdDcXFuYeebsCwCADz98IzcuwOQRlF3wem0ufZDXpsSkrW1XP7e1SWlIJUvkM8s+njd+SraENtbkGfqCUMJs2uRV7ei2fjz55CcBAOtqL5gl+jkZin1W1p+ba9pwnWXyBD2HkhMAmLx2OddHnj86fi5rwzVN20MmJwJAnxYKUgLEteglKmNj5/U6K7mxU9IAALtafMvCRRbseRlLJuHQd2V1Wfu1ZePp6pfzvvsHfxgA8JV/9zty3TpSLUuHLGn/zCZw2/U/IHiQdm23S7d7UPcv9uNeUdPXkCsEArlCRsqMHkSBajDGgUAgEAgEAoEAGoQxTtMqdne3c8U+HR20axOWkAUvvvCFDKJnQg9zT4Is2Pq6FAKRTd7ZNpsoFtbRaoz39MVdtLvq6ZFCIIZn+IIetm9VCzKy0/6aZH9XV6Top9mFKJBh6+ygBZX03RdcsQiKczUyck7u6SzDVrSgiCzn6Liw5dNT17M2LGxiQR6LkDxT+947L8NjaEjYXF8keemD1+QzZaU9Wz6hwRydOnfz8zJn3jaLTDPnt7dH2Hq/M0AGk9cjg+3DVcjE83lwXljsCNh8cs55/ty8D+iQvjEkhYyiZ4xpF1cprBfAgmNuXH0fHq1tvshSniftzVjw+P47r2ZtxseFVZqZkWAMztOuszRkIRvXHa3zfH88my1zkLcUBIDJKXlmLNojm7s4b+uXrDaL3zzTyz6ywC57n/ftfb527V0du/QnK1Qt2dcUdwbaW3p0zC36p603vre8F5+XD42Zuyms/Z/7K98GAPj3//pXAOSt+zgPLJLkuvFrs9ntBgUePO5kgdboRWIPi90OBB5FPMgC1WCMA4FAIBAIBAIBNAhjDKTY39/LMW5kW8nakIErOW1kZp9Ux0bpbsjHNMuvImR6yYz6aF2C8bnUwvrQDDKYPK+eXRvZabJZibM1y8Ip9DOyVz76eHdHLa3cXAH5QI3r14V549xlc+hisDkOorWD4R3W121lHsnanz0rWuXuXpu7or6bx7xV10df/HMAgA8/eEvH46zlLkjQA+eD+uGuzuGsDRlIXrNNWUOvVSY21oTJHB19InddOT9vs0bmzzOSm5sr2sdlHbv8esqADcD0z2SMidVVH8TSoteR873l3q1beb0uWVj/nKmhJSOaPUunQ07099qR4XP6QZK7t+8T1yLXeL7f+Z0Jzg81776PfC/5vGdnr2VtGHyytCRzePPmxewY35MzZ2QeuTvk9brd7fJOUZufxT67NcmYaUZaM/DH28ctqHUg39HmZo3ldqx/R4f09b2XhbWnZZ9fL+wjNfXUjXsmvVJ4D08y7jfreZC4Z9+Hxz2I4lEIAwkEHkUEYxwIBAKBQCAQCKBBGONqNcX29maOzSJDRvt5q7MAACAASURBVDZrV9k+z9Y0FdwfDsMYL7vY3Cll8F588TsAmF7XxyOTSSW7yOp6725B9pRa3v0sfGDAXUdYKDo1rLm456K2k4xma2utqwUdAxiase+0mmQZyX6RedtyGksGGlCbWWmu6HjM9YBsHsfTNzio52ZNsqhhanrbuxiiYRrWmUnRPJMpPqU6YACYnNIoV70o58O7JtD5YHZaGD/Off++seTVVMZPtp66YeqIAaBFGVGyqHymfu76+sa0rxdyP6/lYrll3a3qvXYY/uJ2IczVQmidpaXNmmM7O2t6j9Gae5ClpC42i312zPNuwX2FzP62c9mgrpoMNNfErnOcYCyzZ/IBW6OArQWuLbLbniXP3CxYK+B2DXygCGCa44GBieyz1YKWl3UGFafjJUNMh4ixCdkZWFsx5pkaburx5+dv5a4HAPv7Mp/TV+TYqSfEEeP9t16rGU+a5r8mPWt/L/UNjyvutxvFQeKeH1d2+H4imOfAo4QHsU6DMQ4EAoFAIBAIBBD/MA4EAoFAIBAIBAAcUUqRJMnfAPCTAFIA3wTwYwDGAPwqgH4ArwH4a2ma3jFxI0kSVCpNWWEPYFulBCULvliHW+EHCfQoor9/rOazorzBWzFxa5/FWYODpwCY1AMwmylue9Oqy4+F96BkwVu5ZeEYut3d2zuk9zQJBP/e3y/b79x+plUXYLZmS0vTAICbk1IExQIj6VNZx6WFi3v7eo7Zb3HLf3r6QwDAhxeleO7Fz/5HWZuFWZGkMGhh/pb83Nlj+x0MIeGYKXsAgGef/RYAwK1bsrXOrem52RtZG27N8zmz8MtbqLH4kMcmJiQ4ZHl5zl1Hzu+gtZ1ulXv7uDQVuQiLACmF8M9pr2AD1qVSmZwUQeUwHDOfCZCXTEgfZc79M2ShF7fzd3dFQtDprsMiQEoGKEvw16eEgvfneAYGxrM2fD6cO56Tky015YNBaNfm5RaUGVFSwqJJueZe7jzKi3y4CsHnxPfIzz3Bd2VlSd6/mRkrAqS8h+8d39lNl8XB+66vS/97+uS5e0tDynE6tMiS12tyciMG/zxKOK7v7bvhuKUVYW927/AWV8Wt6JBQBAJ53DNjnCTJBIC/DuClNE0/CqAM4EcA/B0A/0eapk8DWATwE8fR0UAgEAgcDfG9HQgEAnfGUYvvKgDakiTZBdAOYArAfwzgP9PjvwTg5wD84ztdpFQqobW1Ixc1zCIqBmEsLExmbYkdF2RwWHh2rkcDI8gc7itDWXGhAZyojDXS831hHdlcsmos9vGMb5cWpxVDA+Tayl5pEeKaFjY1ucKl/SxsQ46RtfSFdcUixPHxpwBY0RpgISJpqgEJrc0157LQiqEZvPfV942tua6hDLSWYwFYd5/FaS8uTufGSjYUAC5f/iYAe5Ys0vK2fEt6PueajKIPWlhbk50EMuBkan1oTDY2BjUo2/nU6Gm714Kwt2TtGXKS+JhljR8eHBKGdmpKGPXNDaNl2Feyrn4NcJ2zMJBssO8rC+hoJch15wvuWIjJ5zqlhYwjI2dr5oXrjQyvZ9K7GVPOOG0tOvWWe3x2ZFoZ4JLCCtFoX8d1W68wjf3o7x/P/QxYURvZYM6dj1RPMks6xsEv671s7hjbzjXEefLrhQwz7d+2NmRcXd1m+7aoOy7FqHl/L2/19wjhWL63b4cHEQkdRXaHQ7DCgcDBcc+McZqmNwH8XQDXIF+sywBeBbCUpin/j3gDwES985Mk+akkSV5JkuQV/w+CQCAQCNwfHOV7239nzy4VjwYCgcDjgXumO5Ik6QPwAwCeALAE4F8B+Hydpmmdz5Cm6ZcAfAkAmpvb0vX15RwTU9QkkinyLNY99hyA6RABY6aok23tZ1DBrawNGWLqSKnv9CxUEYy7bXGRzhsb+TxDb2NFJpVWanWvnWmdVberjLrXOhZDB2g7N+Fs0ixgROZj6rLodb1mdHhYmMf+MWHR3n7tFQB5XbWNazl33cnJSzZGnTsypdRnA6Z9NZ2r9HV9zf7PSw1vT8+AjpW6W2NPb9x4PzcejtkHNvRlgSl53fD8rGnbyTST9ezUuGS/w8A1wOfFdet3PFDox95ebXT4kgZR8B5+nVD/TH2s174SO9qGa7lo0wcYG0y9L9ft+PjTNdcjU7ymOyd+zFxfXK9kdbtdsMaVq6JB7+4e1HHarsGOBtNwzqhl92ucjD7HUU/HbFHsm3q+9IOWd4Dt2Ngal/fJv3t9vdzhWM+dM3rGtNeeVZfrJLk//TgeFRzle9t/Z7/0XHLbL+LQ/z4Y3IkFDgu2QODecRRXiu8C8GGaprNpmu4C+DcAvhVAb5Ik/Af3KQCTR+xjIBAIBI4H8b0dCAQCd8BRBHLXAHwuSZJ2AJsAvhPAKwD+CMAPQSqcvwDgNw96Qc8ebW4KE0O2iKxuXvdY0s9M53g3UPvpWSgyVdSOklXzTgLUHfP+ZEibcs4VwrhRL8s+t7oq9s42C4EA8npFCxYp5+7V7JlEBVkr6ig9u+fH5vvqI4fZb875ykqeHfOfLczr/yN1nqv7Nt9PnH9R24omnAycd8CgNpPs2tWrb2fH6K4xpHrdSnNTzZj5PPi86bbBYAo/5kVlYfmnd4rgnJEJLzfJPM/N2L8B2tvlWQ2MfgIAcP2ysF+rq9aG7g8cq0V5G5NIfTn77OOjMxcMPba1Vaul3dN1wXndbtnQ6xhDW9V5Zdw09bLUdAPATpUBMHt6vqw/BsP4PlJTz+v4uPO0ELDDNbru1tTp08/KZ8r2+5hmaon5rlEb3NMzlLWh8wV3AjL9r3OuoN6XY+ac+5CWYoRzZ7c8i70d21WhrptjZpuWDnuPPvtdfxEA8Ee/9W+lf3rvqvu+8aEujwiO/XubKEYwB3N8cBy7g0cwxYETgmS19rOjrv+jaIy/BuDXIdY+39RrfQnAzwD4m0mSXAIwAOCfHa2LgUAgEDgOxPd2IBAI3BlHKqlO0/SLAL5Y+PgygM8c5bqBQCAQuD+I7+1AIBC4PRrCayhJZEvUb3tTxlDc4veyCW69Hsa27ZQWoK2uzmefsVioWODHLXPAtvP3dIueW7re3ox/5xZyqkEWXi7BgiC2yQVH6NY4JQ8srNuq2pgpBalU5NEVgyDkOnmXj9UVKZY798THss8YCsG2+9r3YnGgjEvuX9bCON9mYHQ415bj8bKYnj7p8/r6Ss2Yu7rkWFKWzYvlRemrt/riXN26dVmu18PgE+sH5+yFF75Vx7ej97QiPq4Tbuv39st1KOcAgOlpsfEaTsXCjVvutMcDTDLDOaeMw1uysUDR5Ba1ASws9GORl1/rlMawUJHXbm2tLcikjGBKCx5bnJSGfeM4CC+3oESARY6ce0oZ5HxZt1wvlI94mQMlFFxLVfcM+W5TnsFr+zEzdIRj5Rr1a5tyE/aR74yXD7FPPK9FrQh3tkw+0tbGeZHx9AyJlGJ13tbUr//y/wUAmJgQu0POk1+/O67Q8aTjfkkowpotEAjcDl428WpZDAKw/9KRrhmR0IFAIBAIBAKBABqEMa5Wq9je3sgxvzWWZcr+eH7mXqzbEg1KIEvsr0M2qq9PfgVhJCxg7B6Ll8hQ+QI9sl8svFpby7OGch0WNtX+TpKgwLaSwXasNFlSspa8NhlsGYf9HQD21WrLs3N9A1K4trwon7EYamjIwi48IwsA/X1jOi5jT9954+u5MXMO/bk+6js3PgC3bkk4Blnheuw/C77OnH5e+rwyq/0wNpiFeOvrct/OTpnn3V0r4iPzzXtyvn1oBhlNsrg8x68XFsQxNrre7gZ3C8p6Pa5nwIoHV3QXgsVcvuCQxXpkWrn+eG/pa0X/LIR/uCnkfNIGj3PmLf14fzK1POZDY9qU4eU7QabW97lJ3wmG8ezt+jCSgVxfeS8W0QG2K8NdIb5jPgZ7Q9cV1zh3aXLR6sq2NzWr7du6zEF+50badw/Iuh06JbsHv/Mrv5q1IWPN4ki+c56d9u/dSYRnh8nsRvFdIBC430g+K3+mXzv+awdjHAgEAoFAIBAIoEEY4zSt1jCFXm8MGFPkmTfToZItujuDTIZpzWlGm1uEYSJryTY+7plMHftJzaZnP3mM5/MYww2kz8JaURtcdpZYW9vC/pJVblb21ccjE2Te6gWf0PaNIKvV5mzjUrVcGx4XHTWt1Lq6am3FyKLOzd/MzQVgc9TRcUbHLtednLxY01f2a2bmanZsSDW0sxrROzYubJNnG9mPFdWFt2kQy46LlqYG1luMSX+MbWfgBPvM63pbsWWdh119ZmRuvbadz57MOcMhmhx7SOs/6n3LdZ4hWfqWZgag2Foie0rrMoaT7Lr3ZF6fB+/LoJD2Dnv+1INTU89n4OOr+1Rjvbgg+vn+gTE9x4JcaGvGueI8e4s5MsWmv7c54zolU8zAEP/e8zwy8XOzEnWdlGrfeTLVre0yv9U9uxfHvKHhKP2Do9pX03k/8y1Sa7C2pAEfFbnHzrb1h4w572n2kPauHT1w6NGG1/8GQxwIBO4XyBA/CARjHAgEAoFAIBAIoEEY4yQpobm5Nad7ZKU92cViNTrgGamDszbNzfl4YsAqy6llpY6YWlDAmDIyvru70h/PqvEY9ZdkkzyLSVaQ8dM+IKGnZzh3HTLIPkKZukfqHXu6h3J99/clGGjhI5Q5d/vKHJNN3nfhHXwGvB7/9G4Fzz4vDk97O9LnUkXG2rZo7DQ1uGRB6T4A2NyTpezokmtfu/Ju1oZM4vKysLk3rsucDw6dcm3yThHU+3pmlPfgM+Ac+Ahl6lJLiYxjVVlhrysd6Lf+A6a79W4QPbpeNgpR13LfvC620sS1ZEw8GWa2KYacALYuvHYWADbWbU3RSYQMK9t2uMARMqzsP9e0189yl4BsOdeGD+ig5pmMvh8PXUN6dY1n69WNh2ub80l224/Z7+IAwNYGNfbGXJNBZ4jJ1oZct3fIwjhW5jTWe0veifkpWTc9Liq+Wgg1sbHfPn79JCO0xYFA4H6DmuL7ySAHYxwIBAKBQCAQCCD+YRwIBAKBQCAQCABoECkFkKK6v4+K24re2ZHtXW7Vshhvz1lrEVYUU605RrToVjLtyObnzUKM9+CWOrfj/ZbpogZ7UEZQKm1qv2zb2rZ+ZfubW9JeCsFrcovbF2VtbUmxD7eiueXvAzt8ARFgRXwsIJTrrOfa9PbL9vPqstmb8Tq0VWMhGCUaMkaZV8oI+vpkm3luzmQoG2tyL25Tr8wv1/R5bk6KqLJgi1aTWdB6jUVZVz98Jzd2wAolWZQ4PCTSkO4+21afuSXFeww+SVPZWt9rtvVCC7Zi4eRunZAGPhcW6HkpxdCYSDJmp2QNVdWabWvLZBuU6nDd+mJSXpvyFc5Vdd8KBWlvxmdJaYi34qPUgRKG7N1wv+5SxMM1ODV1uWastHBjoSHXry+eY6FhMXDES5Kywla1KfRWhuwbZQmUCfnnTAkE5QxpJvextcT3p1buYc+QkiG+j83N0oa2bQCwuSL9aGmXdXLjgys6BnvnS0neWo7Pq9fJLbw8KSAISUUgEDhuFG3Z7mTTxqCPT99j0EcwxoFAIBAIBAKBABqEMU6SMlpaO3JFNmStyNjZscSdyaKw2zPFRLeywmSDBwct7pmMGaOBeU8fXkCmmKEQZMc8e0SrJ96DzK9ncGnPRmsrFvrJPXr0fC3O0t9bUsfc7VblHokWh5Eh9TZT3c5+DACGTsvYPWPMwqTxs8Kgk4FjvwArQOMYGdsMV9xHlntzRYvWCpG/fh4uXXpVznHBEVkxlT5v2pLduPF+1obPgcw+i7Smbhr7yeIwMpp8PiPD57I20zNX9FZyLz73wUFjg9nXmWkp+iRT7ANZlheEPSVjvalz4IssyUKPq/2cj9GmLRqvyTXg2UqGupCF5jMtu2IvMpjc/WBYho975jrn/JAVrlfot+8Ya4H93NrSof2RtcxiWD9mWq+xrS9MZXsWsTZpEay3n8s+K+zceJtBFs8yGntnW9puOraeDDrZafZxXuO+AVsnZP3JyL/55p9kbbYz+8W9XL/8/HpWPCA4Lqb4JEdB38/wgkDgcUIWA32MCMY4EAgEAoFAIBBAgzDGaVrF7u5WznKMfydDa5HBk+68Q5jra1uvoSXIRJIhpaaQ7CVgdllkENk/r5GkJpMaWj+erI2y29Qvlkv2CMiw8b7Unnq2sl3tzNZXpI/dfcI20nYKAHrXrd+AWan5sVO3Wa2muXv7iN65OQmQ6FqTue/ulXtRHwoAS2qhdv36ewCAp576pF7HGGOyr6dPPSv3dqEbQ8O0HKN1mrB0/c4SjfpU3n9hbjv3OeBZYGFzqT31zDOfh7cqk3NLrk1es032sbfXbMlmZq7DgywqLfgAWy9kg71evbtnUPsoz2Ndmev5eVvbXJPcNVhXjbIP1CBDW9QGews1riE+b4bN+NAZsv5DQ3nNs0dxPjY1PIPsPWDMM+3nfF+7dB44v9yV8TsmFhOtuzP6XPzODbXaDGBpVTbZa+/3OWZleosR04Cxvpl+We/l31ky1bwX9cS0VZT7nuxIaI8iUxxa40Ag8DBxr1rjYIwDgUAgEAgEAgE0DGOc1rhNUEtIFoysnHdxqOdQcTeQBVpYMFeKgYEJvZ4wQz0FPTJgbDBZVzJdnhWjTpHHGM3rGV+yTzxGhhQwtsqihnkvY191OjK2cG+3veYexdCBlg6ZS1bnA8DsjDC9vQPCBj/3gojayhXTjHL809NXABiL6zWWFe0jtcLUu46OPpG1mTj1NADg5s1LAPKM5vY29aTCIlfrOBGQgb81Kf0go0ktKwCcOiURvx9++BYAWy8TEx/J2lBXS80po4e9swC1uLz2ooa8vP32f8jajI8/BcBYcrKVDPMAjJ3s0Oe8XXAK8W0YaOHXEtcC20zofM7Omk42C6LR52EBHaYfbm7KB9rwOW1s2BqhYwt165sbsnvAsBM5VtLrtOvPMi4f6cxdB86vX4crTm/s4dct/073ELKxfjy2m6JscLWWDS43yf1XFuW8ejUDfL47+v5R987vG7m/jJ/fOWTHPUteb1fopKKoCQ6mOBAIPIoIxjgQCAQCgUAgEED8wzgQCAQCgUAgEADQQFKK3d2d3HZomhXLMWhhWT/31mzeug2gfVs9dHWLZIBb9JRqAEBnr2zVX7kkQRTPfvwTAICLb72VteEWLrfo60k7enulDa3CuEW97bZeCdt2tt9NKDHgFq7ZRNUWQw2Ni7VcVYvWludtq9pbgwFA90C3Xs/mh1vi05My5rMfEbnD9oYVZfX1jWofZYwzM1drxsyt+f4BkVlwm5nyAMDkK/xzYGA0O7a5KfO4oBZmRLlskg7aoVEOUM8ii9vvBKUcS4t23T2Gq+i1KaHwBZSrqxdkzPosuCZppQeY3MLWgEgGhofPZm3eeef/y/VnwBUTUg9D2QmlPN76b2pSZCc7ahHGIkL/jlC6U9LxUILT6YoLuSb5/lB+5CUDLGDj9Vgg6gvazCZN2i5r0SXlR4AVzWUyH1fE19XFgjq5b3OTvI+Js3uzQkUtOlVph5crrGrYC+eKFmqDQybPWdfwjjYtJB2ckGObq3adrn7pz/6evKtL03Jdbz/HflASwvnwhZT+XQg8PJxEe7OTOObAycWDXO/BGAcCgUAgEAgEAmgQxpjw7AuZxyJTnA8hIANaZI5rcfr0cwCsaGd4zGKak5KcT4uvqxeErevqMispsoS0jyOztLNtbHB3t9hwvX/hZQDA2Oh5AMbIAcZsdnRYQR1BhipjBZU1b261IqiNNWGDyf4y0tYXFtUEnjAoocvasEBp8oYUyFy/9KFcz10nC7nQ/t+6JYEap049k7WhdVUWZ90qLF1np4WMkFmtKtN29eq72THa8JEdZ9uRkXNZm/5BYT2XF/MxwGQ4AbMBI1tKu7SSs8OrlCu5tktaWNfmbNZ4PllPssssDvQoWv+xyAuwojuyjOsuOpyFbCwumzgr7Pal975pfdVdAzKqFh9thYKtrfkCOK4fz4Dzs71C7HWvsxy7OXkxd6yjTmEoLdDsXnsoguexjz5qm/3IwjqSvA0jYBZwZPIz5tux27z2pu6KdHUzitwit8lKt7brjo3uglT3bcekqaUpd+mzHz0HAOj9Y5sX2hL2KeveXChgBKL4rh4eRtHdSWRNT+KYAwEyx8QrdfI97jUKmgjGOBAIBAKBQCAQQIMwxqVSCe3t3VnQAWA6R7JQZGx9TK3h7kEfszNic/WxT/x5AMDakjFMbZ3C0JIhI3vZ0zdYc531dWW1lLnyLPfMrDCsZDsZKeutqhjtu6esmLfEIhO6tibte/uFvdrftTF3dvfoZ9LH+RlhPbu7jd32gRUAsDQrbGXPkOlkU9UmX78qmloyvt5WjDZrXb3C3G0o60kWHwCGhoR539uTvpMZ9YxiZlmmTG27Y8vJbpJdpM6UjC9gulIy6dQNl+roOxkSMTR0OvezXEefg9KEZCbX1kwPzedJTW2lIiyht+6j3phj5DGGT/hxMDCF+l9/jOO5cuk9vaetBV6TGnTTt9pa2CiEfrQqW+93Magx5jzwnonTtnPMPMaobM88s82GPnse8zsVPI8acK9RJovLvmVBKk7rz+fR3SWMbGevrJPUaePXVpb1etSJKxPd4fpakbG1dena2pY2nX22czM/Kd8nza2ybq9flHfX70KQred3z4jq1r1dobcePOkgUxzBHseHIjsGBFMcOJm43bp/td5n9xjsQQRjHAgEAoFAIBAIoEEYY0BjoZ1+sknZU7JyrHD31fSHiYQeHRO978aaMKKeMdvUz0ZHzwEAVleF+arumVaX9+rsyMfvemaUoQF7qqccGBgDANy8eSFrM6MBDf39cqy9yVhcsnHUMm5tSL86unzAh2qcNYijf1BYZepvAR9AoDHJi6rH7Dct7eU3hc0ZHxd2Z17jn31ccqUiTCQ1mnQJ8DrXW7eu6HjGc8d8tHS5EAKy7UIh5uflvufOvwDA2HHPsHLM1PtSy93iHBrIBhddMbwzQsbu67NkuIMPoiDbScbaYpe93lxYReplqTf3QRRtbfLMRsaFud64ZE4hS0vi6EDWlXPmAz4YdMLdC/7swyWatT112c2ZC4rN7/Vroufmc2Xbjg4bM+/La1uIh71rXOfc4SDrz375v/NdaXPa+l3tE99xroWqiwfnPJ59XpjZ57/1eQDA7//y72dt2jrkmtTacwel3ennd3ekr6sL0qatU461dxurvKdtLr7zJgCL4/YOMuxPuUIdvcxdZ6e9sycdnhUuBnwEjhfBFAcaFcWdjeNaq/66D3L9B2McCAQCgUAgEAgg/mEcCAQCgUAgEAgAaBApRZpWsbW1ntvSZqgDi7JYUFZjRXZAcBuUBW7elmxNbbaatuUYpRC+cIvnsT/+GFHcEuf2fl/fWNbGFxsB+YItbmHTAoqBCSw4AmwrmdvDmxpm4PvDrXqCAR+ba85+S7foW0rSn4mzIjWZunGtZlwcO7fPGXYCAHNzsgW9qAVx3H73hYs7WzJnnFcWxgEWFLE4LwVNW1syHr9Fv7engQ20jZv+MNcvwAr8GLIxNXUp9zlg81rWdTao2/kbmyZzSHVrn3INFsT5/rBIjXPOfvnwDX723ltfB5AvsrQ+M/SilOufjFnmamVZCw/1ev4dSbXolJIKFurl7MRcMaWMp02va8WNLKZs0/AOk5qY3RrfH17bik5riywpj/BSDMpe9jfkWKdaIe442QfxwTdFenT13Su5/si1Zfzj52UNTV4WyUypbL/jl9R+sbVD1vbynIyPkiK5r7yr02pJeP26WQgSnCva8LE410tEyuV6xcAnB14+EcV2gcDJxEFkDvcS0HGntiywuxPutQgvGONAIBAIBAKBQAANwhgnSQltbV2FqFVhhsjWkIXadyb9ZMh8Ac/t4K2nAKDqAhsGhzXOWJnNUmbTZNZNZsll7C1gbB1gbDJDC6amhEEZHLQwkbSaZ7w9g8w+7hfCLjzryaIj/sl++WI3FopxfjZW1Rqr1RhWnnfzpvTxuU98KndPoDZUoqvLmEiCz4f3Z8yxfyYLC1N6PWnDYA3AsbiFsIyJiaezv5PVI86ekUK9jU1j28nekikm4+qL5jgfPEam2DObvRqDPTd3I3eO2QXa880KMMnuujbEwOC4tq39HbTI7Pv1z+JDMuCcJ99X2saRReY8+2AN9p9sJ8/3hYsd+nwZwsHrpm6tcy1wjc5psSaZdQAol6u5e3hbM0Y48zq0nUtcOA8t3LzNG5AviGvRa6/Oy7PrG5L7ry+7ddup1nZqadihRXeMigZsfjk/9YI6yOiz6JTw3wvFvp5khE3bg0VEQgceJTzMderZ5YOwx8EYBwKBQCAQCAQCaBjGOEGSJDn9JDWMtJCiFjFJvD3U3Zlisq1kNHsHhfVcnjd7s2aNh6WWlyyuZ0+pZ21VHeba2o1c/wBjmmn9RMbMs5a0oaN+09+DrBrbcA68LZ0FYsh8kCn1TOKmMqHsD8+vNBnzReszXm9jWRgzH1jQp3P1wYW3Adgc7u/bsjl//uMAgBs33s/97EFmlNZjHmQnqVv+8EOJRS6XHEununJqtsnMtrSYTpxrh2Mmq+vnLrMcy56lsKaLC7eyNnz2XDdss+pCWpZ1PLQA7NAxrDqLOc4rI8C9BryeVRkAdLl1wr+PjAtj/O7bX9N+mZ0exzGr7PbExFMAgJs3L2VtyIjSZrCpjmaa8coVjahmdDft+gCgqUnWV9GKjbHWALCzs61/apCL28UgS8/dB84zI9oBszDkM+Tz8jsmjDJfmJV3a2hMbQ+dXRs19auL+TqASrOtW859pZxfN14nznXGvg4MTADIM/LBGNfiqMzxSbZ9e+WH5Tvkpb9z97bBFAceFzTa7kcwxoFAIBAIBAKBABqEMa5Wq9je3kC5ZN3Z2l7PjgFeH3rwUA/AGCAyXUtzXbIdRwAAIABJREFUwgLR3QFAFhHMsICt9Y3cuUBthXqnBiZ4XWiRTaP7AnWvgGlpOS7P0JKZohaX9/L6244uuTYZ46KThe833TE2VFtJJwsA6B+R+w6OjeiYGYdtLCY1mXRmIGt69uxz1uc2BrEII0jm2Gu6n3vhc9IP1UX7wJOSPnMypGPKwvpI6GGN2G5tl/7fmrwCIB99zICRW7cuAwD2lNVrdqwy55PhGx06rlLZ2OmLF0WLxLAWumbwXAAYHZU+kpUmI+7jwbdq3CCMWTRNsOxQ9Kmued/NPVnXDz94C4CtE79DwQhyzuHkpDB0nmH1ASeA6Xi9c0WmN9b1yzh2rjHAmH0+l0yr7J4zNblk8jfruH14JxHpn4XF8P3hecVAFvlM5rF3QOaj0ixzyRhoAEjUoaKpOf/1tuVkxHTi6NWdipde+l4AwMsv/3bWhtHUXEPnzn0UAHD9+nuuP3n9cSA0xscBMmc+4OB+hSgEAo8iqBW+kzvFQdrUQzDGgUAgEAgEAoEA4h/GgUAgEAgEAoEAgANIKZIk+QUA3wdgJk3Tj+pn/QD+JYBzAK4A+Ktpmi4msr/69wH8JQAbAH40TdPX7naPUqmElpb2XFEL7a0oSzCLpMNJKVisRCkGt2u3N2xLmtuhu9uy7dzVJ1vCFVdYxC3pSsFWjAVHvq/cWueWtt9upiyC0gxKEOR8Kb6jVRi3q73VFyUTLGSjLMBvmc/MyBY7t+ynrsvP/aP9WZuOXtk+v/7+FQDAhhZg+WfA0I4FLSYcGX1C+2yFW9c+vAjAipDW1mSLuuSK52anb+i8TOs9bPu8u1v6T/s8G5/dg+MoFkf6wrpZHTMLHblF7++VqO0Wt+hZHOnt9DjXlAxQQtHkbPk4Ngt0adZ+tbk2Ff2sRa9j1meUE3AcfM5co4CtmZnCuPx6odyjQsmMhsX4e3k5EACUdHyUXQAmz2BbrgVfNMqxUkLEtn7dra+bfV7xfEpLOFauWz9nlK1Q5tEzIOt1b8fkSpsqcxocEinFyqyMtXuwO2vT0qYFhnv5oJHVJSvGo1yDcpj33vsqivA2cQBw+YPXAQBPPvUpN67aoJ9GwIP43r4dwrbt3nEQK6mQUAQeVxxGLvSwAz5+EcD3Fj77HwD8QZqmTwP4A/0ZAD4P4Gn976cA/OND9SYQCAQCx4FfRHxvBwKBwKFxV8Y4TdM/TZLkXOHjHwDw7fr3XwLwxwB+Rj//5VSovK8mSdKbJMlYmqZTd7kHqtX9mkIhANhgXK0WpPmiJl+4czuwAI7WUz2DwuLubtu55SaZBgYC8GdfiEaGtqRs46Zac3kLsk1l7Mg6mrWbFW5ljKgW7bW2maXVogY0kDlkcZmfl+HhM3pNuT8DR7ydGNlK9oPXK5XN0m1oZFDHLGOcuyGM/Ozs9awNCwv7B8ZzfV5dtSALsnGjI8Im03KOTCdgzDPhQyGGlK1d13HMzEgk9cc+8W1Zm6kbcq1NDfRgOIRnJPfLe7n7s18+RINsK4MwaBHHnwFjQrnOeA8WyHmQWeUz9VHB/Gx6Wq7tbdY4r9w9ICPudwZSZdBZVMhrbzg2mGuRhYa8jme3syj1wk6Lt1IjY8wxsxDSF5a10MJQi2I5dj/manUn13fufAC2brk2uTPhC/zIpLMN16ZH37AwvE1adDfyhDyX7Q3b6ajq+uCGwuaajO/ypTezNvw+ef31PwBQu0YB+37hnx3Kln/4oV3HW0w2Eh7E9/btQKb4uJjjelZOxc8aze7pfuIkjTXw+KDIBt8JR2WKD3bO7Vnke9UYj/BLU/8c1s8nAFx37W7oZzVIkuSnkiR5JUmSVw7iRxwIBAKBI+FI39v+O3t2qXg0EAgEHg8ct11bUuezuqLgNE2/BOBLANDU1JImSSnHvuxsKxOrzB/1k4f9RzRZwb29bT1ftKtkhQEgrUoXqVNc17ALz8Iy9pcsHa2pGOAAALv7wiyRsZqfl9hcH4JQKrXrPaWNZ8CpR6WemhHM1EECpnll4EkxxMO3oXZ27IyERMxP2njauqQfDEY4+4K0mf7DK1mbJ54QeyqGMFy8IL91+Thh6lnJ0LKvJWe9R8aNbRYWJmvGzOdCZvHmtVqWiSwltbleb8vwBTLp7JfXOvMeDJLILN2clRr1rdQmUwObD3uRdXr9+rsAgImJj8i9HONL1pZaYf98qG9l/9kvrlG536p+JnNPFtdbuvHaW3od3sPrdjnnPMZ+bdcZD/uxrWur6vSzZHPZlpHdPrhkc1MIRrLuiYtSpgZ9Pwv6kLG2t5k2mCjGpvePuljvilyzb0Q+m7o8lRsnYMEetCecelf+zXft2jtZm09+8rvk2roTQL25vw7ZdobNkFn3LHmb2/F5hHGg723/nf3Sc8ltiz3ul8a4HuP0uLCnRS3knVjy4s+P+tgDjx8Oww7fCYeNcj4I7mck9HSSJGMAoH9yv/oGgNOu3SkAkwgEAoHAw0Z8bwcCgcBdcK//MP4tAF/Qv38BwG+6z/+LRPA5AMv3qlMLBAKBwLEivrcDgUDgLjiIXduvQAo2BpMkuQHgiwD+VwC/liTJTwC4BuCHtfnvQCx/LkFsf37sIJ0olcpobe3A8rJFU5V1y7ak2/Bm3+V3/e5u3UYLKW4vsxDHb5lyy3VpRrbfB09JcdjivKWvsZiqoudxC9lvw2eWZ9rnUpWWc7bdyi1+bsu2t9tWcqkkW9AsyuLWvLcu29L4Lp7HoqGZmStZG/ZtfEy2NJlqRzs6wNLwiOVpkVmcPvuR7LML74lj0/mnXgQArKi0pOwkL5QYFJPvfMJZZk2n2+jnzn0sO7aitmh7WpCWppRUnM3arGvx4tmzzwMAVldFLuGLL2nXxj5yy/+JJ17M2nBeOHcsDjMrQLNyY4Ehixu97VlLi5xP+QbnoK93JGvTnSUSynMeGbHxcNu+VJJjLEDLW9S16H27cn3063ZR7e/adX2xj95yz/qctwdcW/cFoZs6nnFtUytXYuFj9h7pWt93xaeUweypDGXH9YN9u3Xrw9zPibOoY9+6+0Qm0dYp79bKgiXotXbIZ5MfCKE5pO/q/p7N3d6OXIdyqTNPS1JhqfT5rA3X6QeXX8+N0xdAsui1vUvmt5TUypaKCYeNggfxvX2ceOWHF+2HwvKrJxV43IvvHpdxBE4WDiIBOtx1jkc+4WHyjNtf+yCuFP/pbQ59Z522KYCfPkjnAoFAIHB/EN/bgUAgcG847uK7e0KSJGhpacvZTG0pu8fPWLDki6mIOxXkNev5bW3CUJEdXpk326vm1mbth/w8e31W722sJ+22WPTGY22tVohDbCgZS9aSLKj0VW3alDHzBX4sMGTxEdm5qmP3enqEISPzxnN2ts32ioVa7RowsqWhCK0dFjSytqgBB/3ChvUOS9uZa7Us+fKisJXPPvsZAPlwiPHxp3JjJWtO2zQAWFOGl5ZhLFqT82yOAWOVc0WJLcISzs0Kw8uiM1/4SGsxrg/arN26dTlrw/MmJy/l+rjnQ0B0R2Js7HzNPQhawHEtMPSF/QSAaWXw2S9fpMY+9vVJEeCSMshkdQFgUwvfaLVHNtmvJR8cA5gNnMeA2r3dnJQgFq4pv1NBxpjzwmP+XeM4+FzqWcPR6o9ru9cx6GTgycgPDku/VpZs/TdrgR53dTr75N0a6LMdl7IW35XKMi9cv76wlO8z2WX+/JXf/62szfvvv6x/y9ed+TGTna+mLErUwA8jsNE/MIZAfeRY4CPgIGzwo86wHldhUSDQCDiu4juPe7Fpq4f7WXwXCAQCgUAgEAg8VmgIxjhNU2xvb+b0k2TDyJyRaaqnfyzC6wRHxkXbuTgvLF+iTFPvkFlAkaHqVQuo+cn5rF8Emd5Ma6yMGYMpAGMOGXCwt1urgSZDyrhoso7yWW/uXtSKpo4RJ/NIZmt1Rfq6vGJM75NPfjJ3ve06OkjGK5965nMAgNlrMj+t7cYAso9kEgdVU+vtqsjk7+7kda3UmwKmq65kz9CYTTK73CEoxvACpskl48w14VlpWq+RJedaok0YYLruSkX6wTXV1GxjnpmVgBEy4dyN8GuKa5P353Oam7NCfs49dwQYXAKYpR3Z1hLZ2G17TpxPrkHOealkfWX/yTRXCzZn/ppsy3lh5DVg2l4+M7LK/n20YI4tPUcjyd2OCeeDrLbXbner9SDt5xbmbmm/TK8+/qTYC+5rlDOjnfd2bb20d+dZcu7udA84BlzDPsgmX3xN1q+xxB75d9SH6TD+mvNLZt3rorlDErh/KOqI6332KDLGh7WiqjcPxZ8fxXkIPLq4H8ywx3GxxPWvefwBH4FAIBAIBAKBwGOFhmGMi/rIDa2Cp6MDgxu8JnU/czLIsz6e0eSx4THRNLaqxnhrzZhJRkGTaaKu0zNmBNnB9fXa6Ccygbznzo6wy97Fgexcxri5vvIY70/mrccxo0vqRJAxbcpk+shihlSQIc0COdw8tbfLfWdvCOPWPy7nvPtnpv8d0ZhnMuDvvvNnAICJU+ZcQYeItSx4RON3L1tsbrfOC10UfDxypk3W511WZpIaasCcKxJlyc+r04RnlzmPjN8m6z429lTWhtrgRH8f5LP0rGVPjzCPKysWe11Ek67BvSysYlevZ+w//06mORdAoSwy+zg0JEztkosl7unJs9G2U2H94DXJZPLd8FplupZwfrg2va66tUX19xq2seF2QYj29p7cz3xuXlfNfnBXx2v0+azYN+qYy2X73XxlXtbA2JOi260qc1xxzi87Wxq8orrhjh4ZV1OL3au9W8bT3iN//tN/+D/WjOd28CFDnHNqphkMU3XfVWmkdh4L6jGm95uNetg4Ll1xsMSBh4Xb7WIcFa+8cvxM8WEQjHEgEAgEAoFAIID4h3EgEAgEAoFAIACgYaQUVWxvb2Q2ZYALAFA7pVYt8vGhDrfD6dPP2nXUsmn4jGxNX/mmbNH7rVf+fWtDgzC08MkX4tDcvyOzsirp5/a7BeUV3FJmgZyXXVAawq16yh58O25ts2BqeWkma8PiOxaADQ1JkqvfqmdBW2bN1SnXW1pwxVADImfYXJG+bnZqyMOE9efrX/kDAEBvr8g0hkfOASiEGujWfE/PkI59o6Y/62opx63+hQUL1aJUYGLiI3pMCtgoK9GLSd/UGovSlLUFK3ajvIHSklIdSQbXDqUpnZ0iD7j8wRsogjKHeoVoHE97uzxLFtEtOikEnwFlGoODp7JjVpw2r+fJfFCKA1hRl1n+ST+anT0aQYkJZSwdHVaI1q92bew/Q00Gh6w/LNrjnHM8vuCQfS7a6/m1kK3JUXlOuzsmOWhu0WJVDZbpUJkD3znAiuU2luWaAxNiTVjdd3aHKtPo7JXz93bl51LZnk9Skr+/+uVXc32/E5IsTMekEfwO4pqm/KPqrleUmAQMlAoctoCmuC37ONu0HQa3266O4rvAw8LjKncKxjgQCAQCgUAgEECDMMZJkqBcrqDUZP9OJxO1tCxsKaOX06oZ8N+OPfbsHJndtUVhWvtGhZXbdxZQtHAjq7Y0LYyQj80ls0kWmYwko3KB2uInsswbrg0t0ObnbgKoX8THWGMyVVtbFg7Boqz2Ng2O2F3L9R0A3nzzTwAAn/rUdwMAdhY2te82X7duiH3Yky88BwCYuSrz3NRsS2J4+Jz8RVlh9od9l/byXMh8M+7ZzwtDMhhOwsAPwFjTy5eFtSVbOTr6RNaGNmDcPejs1jASI9KxX6VF3qb2S62+HOvPwjPaiHGNebs2svRkill46JlBFqfxfLLCvgCyv1/+vrQkhYMLjt3mLkOxKJJWZh4s0uTc+7hnMszsBxlsbyHGYA7a1rGI1a8XrlsyxgyLSWHMaHe3PLuebtkZoE2hZ5XJPM9NS5Fld68x4LNTwooPT4jlXymzTbRCTEY5V5qbcn2sNNk7v6+fMQKaBXpdI2a/yGCQL/7XB082LhbwArY7w7XNn6suBttHhQcEZIiPq7jsIKzUSWBK71ehUyBwGNzP9fewi+6IYIwDgUAgEAgEAgE0EGPc3NyaY22oV2xrFYZsX1kar+8r1wmMAApRwRX5tz9DPKhjbG61mNnpKxo20CTXYze8/pexvetbwvB2K/vpWVjGM7NfSytCaXoGm7G5ZOkqFWMrOQ4yZQz/6OqyflC3TIaUjLifA9pksT8Zs+hiiXf38rZXnJ/rly1Cmaw4Nb3Xr79XM+Y2fR59fS/IBzp5V6++k7UhQ0vmd0CDQgCgTVnObtUok43jPPn+k7Fj332gBRnRMiN9E1reWV9blN02zXOt/rcYac0gDM8MkuUnU8z5KLs4YdrYFdlcwNhfrpMsZrxsryPnaEajpXl/Mr6+H1wvtGRbX19xbVa0jYyLa3rVsfZkg8nIU4PNGGfAdO8MkmH/yo7NXV/V+3KHYdP0w3zOjHTmeXs7tSw5Gd+1JXneg073znqAvhENr9nUddxiNmvUFtcLi7kbfMw2rdi4Tji/fv031dF8n3REvPGDxUlgywMPDydxhyIY40AgEAgEAoFAAA3CGAMJSqVyLqa2qPljaIBnRusFcADAwMB49ndWrZMRpV7R6xbbuoQlYsBH77DqgKeMMevsEg3jnuowWb3uq/LJvIEV/MooeocFulKQ7evsMO0qr0VWmKxlxQVQkAWjdpasJV0hAODMmef1mLJyql31mukBdSu4pWx5a7uwqaOnLMp5e1Pm4/rVCzo+ai1Nw0oHkA8+eB0ePviAARZk2nw88vnzH5e+rZFhrWX5ONeewQeAZ577dPb3C++9BsDcLcik+3sx0nrvlrDinDOGggC27vqH5diiOmjQzQEw5poRymSZOd+AxWAz6GN1xdYAGWP+OTwkseWpiyfm+uDOAtfE6Oj5rA2DT+iCsqNuKt5ZIdPpuuAKIM+Ac4dhV5nrYmQ2YKx/h8Yk810dGjH2v8hqt7QYm1pSppgBHe3NGqs9YhpjHqP+v7m1JfcnADSRGdZxPf+caNG/8YoF0/yjv/szuFd4Nrhd31XTm8vz4U4KkI90DxwvDqOpfZSjoQ+L4ryEK0XgfuJBaNsbRVtMBGMcCAQCgUAgEAgg/mEcCAQCgUAgEAgAaBApRQKxsGJxi3ymBWjOngrIm/XvFo4RQyNWTLW7LVvYg+OyDd/RK/eYumwhEy1tspXMwqANDb3wVlS7uzt6/7zl11KdUIfFpenczzs7LiikJOf7gi+CW/FTU/mt/oH+sazNjm7N08KtR+UbDB8AgPl5sVPr6OjVcSQ192QhXnVPw0B0Drr67BlMXZaxPfnMRwEAVy7JdvWIBn0AVpDH50IJgS9K6ijlf//i1j0A3LjxPgAremIRXeJ+Z9soFMtRujB180rWhmOkTRyLzvwauX7j3dy1OT/sM2Bb6TeufADAZAoelMZQClEPtKaj7IK2dADQ3NKaa0vrM47dg+ttt86WPa3yirZvJVcESHkPC+nMdtAkA5mEohDs4QvROL9WTCjrzYfGDI6KRR3DO/g+ARa0kxXWqX1iW2db1qZT300WhLJwdmvdxs4Amicm5F7//B/+OgDgF/7Jz9nEoGi9luTGANh6bVGZBCVSXj7Cgt89ffcp4/LfU1ybgePHSSz6OS6cJGlJ4PjwIN+5RpNPeARjHAgEAoFAIBAIoEEY4xQp9vZ3swI7oNbSqqR/3jkSurYYj/ZsLCRjmEefCwQgI0UrqKVZKR7ybBBZxep+Piq43xX6ka0kM7uqQR0MJ/HXIevp2SeOmUyxsdPGNpJB53n82TObLILa388X6PlCIYZaGOsp7On7r1kRU9+gsI0VtbEjSzg9fSVrQxZ3ZFgKyBhO4m3Fzp4RK7er197OjQ8wJp7R1iwoW9qx9I6zZ4WxntZ4Z1qfLSkzDwBtGhnOsfo5J4p2eFevvAXAMa6wZ76uBXm0LvPsaReZRC2AZASzZ2q5o8BCLYa+yHkyZhbW0XbOF+8VnyHXm2/DsW6zAFTHVXIMPZniDWXQK8rW+3XHZ8aiVa4J32ey2cWYZF/Et7Yka7pvWOz1dt1OCa3X+K6dekbekT3XpqU9b33WUohzB4BzI2oltynr/Re/9D/pkdqADoMcyxf0ylxt6zvh7fRqkOQZZ7+TREbevxOBB4+TzIye5LEHjgd32mE4bha5kZliIhjjQCAQCAQCgUAADcIYJ0kJLS3tOT0o2T0yObQII8sGGPPWqmwhWSzPmNGmjUECA+PC8NCmTO4vTBD1yF19wgB6hrVT9ai0PCOLW3F6WbZnwMiOWqt5popj9AwkQf0mLd18nDFRtN1iIIYPY6A9Gq3CyE435fqa185yfkZOGQOeRWTPLum4ZvU6xuwVNbS0k/MM3LvvfRWAsZ2eWZ2auqTXFoaYlmxeb8v7cq65szA+/nTWhuuC0ctk9bxtHFlS3p/z62O5yZruKAPP+WUMtJyvAS7KWJOt7uq2CGSGkjAWvFwx1pPPmX+yj9Q8A/kwFt8mdWuba6FrSCzTuMx8JPSiBtOsKoNPdtszvYwp5xzy2e3u2PtIBp47AT098pz2913Iiu643Lp+Mzc+AHjpO74VALA0I3O9q9ZsjH8GgB0N6+jokXejo1v6eH50JGtz8bo83//m+/8ygLw1XS24g5QWfrawF+64+L4SfOeNtdddiZJn7RviK/SRx1FZqZOsqa03dydxHgL3jmCK8wjGOBAIBAKBQCAQQIMwxtVqFZubaxnLBhhb6aNr5XP7tzyZWLI9PKdnyEIzGAjA8A6yn90D5uLAQIGqahr394SF8jpMsotkRFv1mNfS9vdJpTz1vmRIPfNMJryzs9YRgTrSIltedgEf1OCS9WT4R6djG8mwcj7ITnv2lCwp75m5DjgHADoJkF0eGT4HwNhHj74+YfUYcU3m1o+/t1faeJ04WdIuDVAhA112IQp7exoLrkxxbxZZvJC1oR62X4NLOE/NLkCF7N6ChnaQmffsNtdbs2qwzz4hYSlzMzYezhl3Jjge6qUBY9V39+Wzza08AwzYnG8ra+k10z09eW0z3UiKOwaArbd6c0fGe3RUgjDoWOJjuW3npUP7QfZ+MGvz5S//PwCAz372+wHkmWKC6/3Uk6I3X5q2dfL3fv5vAgDOnhW9+Q/+tR+Xca2as0e31gN09Mi7deq0rJff/o0/ztr8n//zz+pYjRW/HfgMGXziNdPcueEz5Nj9bgZjrPmds7O9peN0z+A2IUOBwIOCZ/vCySNAvFoWhvYgEe31dlyKDO9LL91b1PujxBQTwRgHAoFAIBAIBAKIfxgHAoFAIBAIBAIAGkRKUUoSNDe1ZEb6gBVfUc7A7eK9XbNQs6I2+bOlRbZDN5atkIaSiU3dsuXPy7MmYRg5J1u2czekaO7W9Rs1fbRQh3xRVqVcu7Vd0i3llibpD8MmgFrLM2/FRhuzpLA9m9s2LlhHMSzCB6FkhVvaJrN227divq4uKZ7itnnLDdmyf+KFp7I2s1flGKUDk5MXAeS3kicmPgIAmNHx7KkMhHIOAHjqqU/J9Wav6zhti35Ybd6WM4lIKTcuaXMud35Jt7Z7+qygrbmZxXciR9jQOWtvM5nE4oIUXLKIjxKciiug4lydOfcMAODK5Xdz/QJsG57PgNvwviixWMyVC9TQdX7qlNyDz9dv43uZCOAK9DpNMlOUPhDrrlCQ78jamlyP68/3h8WElGJwDq5efTtrQwkFiyM5dkqVAAvkoP3c8DkrmvvPf1QkEFcvyRqavCTSlKc++aSdr7aAvcMif1lakzn8Bz//39vYnPTobqCEghIPP2Y+KxbvUe7jrQRp3ce2POb7sL9fWyAbePA4icVmHLOXT5zEeQjUx0EkFEXkpThyPtdUvfV2OzyK8gmPYIwDgUAgEAgEAgE0CGNcTavY3t5A2RUWkYkli1Yq1f4bnoVIZODIdO3vWWHQkjLDe1pgV9KYWoZWAFaYx1jk4Qkp4PLMsxXU1Q9VAIylJPO91yx/+rCJJGNxu/SYFQSRfeJ4zB7NzjfWS9jCBWVBvf0Wo6jJWtK+yxcKcn77+qVg8Jqygz5Agn1dW8uzdAwykftLIVuvFh4yhIO2YICxn774iWARIAvgOL72diuaY/w1GDutTN7I+NmszZXLxm4CZlW3VfJhDMJ2sniQ810pW5ElGdaF2em6/QLseZJlZAHh4oLFjDfrWPksd5z1Ga3ClpXpba4zL9yRYFjMhx9+U8dgbDufKxls2sbtuAJVri+Oq0MZYwa8+Otw3bBIcWLC7PAYodw7JG1GlQ2e/MDGzHeKtmv+HSuVZC098/GPAQBaO+T+tHgDgFJZY+DVyq26LuMaG7NdjEuXXsXdQNu54ndGyRUlkoEnG+xtIIl+jWLn/GbhMW5noJ7tYuDguBOrdRiG6iTbtZ3EMQcOjuOyQjxJCMY4EAgEAoFAIBBAgzDGaVrF1vYGOiqOJdwWtpOMDsM7PLtGBoesI1nQwVPGqlHvSOux5lZhhsgS+za0aVtbFIbSa54T/R2CLCO1nm1Vp2FdVA2rsk/807PCc3OiXya71+KswqhF7uwUFopsudchk62izpHzQ4s3OU/6SqaLbLJnt8h6cl5Pn3kOADDx5JmsDVnG+Zv5OOJNFz7BfpChzWKJE1taDETY1vhfBqD4a/LZ8Z4+dCPTUzMWWdm+i++9Zm10zGQ7W1tlXsfGzmdtRs6KJvmd176RG3ufMoP+M8Ykc1eitbXdtZHdA7L+2fw61t7YZGFoPVtPrSpZYV4nrdpOB//OuT59+ln92fTmZOBpp8c15dcCNcUEGX7atwG2hlp0fptb1Gpu1/SznIdrH0ggS1Xt2pKS7ZgwArqrT4NUKrb7QBvAjLlWSzbu0gBA/6jFtAPA3E3ZMbl8+XUcBmS301T6RqvFlhZbk3x/+Y5Ta+wDO7hLwPlhyItn7euF8ATyqMcK00rqTjgMU3WSWdPHOeDjJO8EHBcOs/MSEARjHAgEAoFAIBC+QWrsAAAgAElEQVQIoEEY40qlGYODp3LsC9kaMocM/2DELWDsGdmeUWUHS+Xaf+/3DglDtL2pemJXTU+nipU5YWyph0xRG2JAkFlaX/PMptyX7GcxOAEw9okMp2efnnji4wCApz4pmsq1RRlfa6fTIe/u6/ka3tEm1/MR1+++KWxMp4ZbkK2kxhaoZZObVcfMOQCA9m65b5cGL0xOfgCgNk4asEAKhlR41pKaYMYte9ZzbY1x08IiDw8LY+0dGng/MqSDw3KdSxfeyNowYISMKK8zNXkpa0NXC4Laba8vvaUaaWqLeczHI2e7F4WY5CI7CwCdnbJufUwzzyebzHXidyg6NfCEYydr7sNiqG1mH2e5G+GCaaiF504L3yN/nW51KNnVfnDde/cRPk+Gq8xMiqtEb7+tX75HjHlmxLrH8Bk5v71bGPhv+dxHs2M359Q5o03m9Z/+3N8HcLfYZ4EP/uHasZ2GVv281lmEY+wsPG/A3tUsklyP+fVLXXbgYDgIU/wo4qhs3HEzoo3GtN5rfxql/48DHkTsM+9x90qQxkYwxoFAIBAIBAKBAOIfxoFAIBAIBAKBAIAGkVKUyxX09Azmtpu9bRgA7O/LdioLawCgQ6UCtAPbVylGWk2tTa9IBW5evAnAtnB9YdDqgty3pZ0yBw0v2LJtVUowWHg1O3MNANDTayET3Opn4Ra3dP32LAvIzp8X2cRzn3s+O8at56UZkRcMjMu298qCK7hS6UR7l4xjY0W2yk995FTWZvwpkRp8+df+tbR1BX4Et4B5rKW1NTcHgNnesWCqs5PFkVYkSQkEt+xpiVVPbsEiM198x4JAPssEMvc+IINb2murIllgMaKXDFBiM9A/nms7MDiRtZmfF5kFCyg5B7suHIWFcf1qYzc1dTnXTwA4ffoZvZ7JV2Ts9nsmi9W4De/Pt4JJ6YdJRazNyorMEbf6KfvodeutWHQKfU5+7ignoDSDz2DLFVBu6/0pBeH5XkpB6RAlFUNjUrC4tVb7nPmusOAOAJqaaeUmxyi7mFkx6Q7f+WsXRRLy9a//Ts21a6Gyp9TeefabBaEdav237dZkfz9lPXJ/jrmnx54BJS58r/nu7jrJSzGIJXBnsBDvuCUVD7IA7X4UMTWa9OG48biO61HCg1hjj4tUKhjjQCAQCAQCgUAAB2CMkyT5BQDfB2AmTdOP6mf/G4DvB7AD4AMAP5am6ZIe+1kAPwFgH8BfT9P0d+9+jxJaWtqxs20MU6WNBWwMvdBisRYrZEs1CprFOZ/8zHfUXHtFAz4qyljt7QjjRcYKANY1yIOsExnnqrPPIqPEe/VrIZlnRslUFZk3fx2yhOdeeCLXH8Biqtu02G5jReOnXWDJxooUbrEIb29Pzt/btQKlDmW9nn/xMwCAC++K3RXZbsCY0e4+KeBaXVTmbsXst9gPzkf/oLCoy4tmHzcwIIxsk7LiC4vCyg4Nme3bqjK8N29eAJAPPCkWSvGZ+h2DQb0HreBWlIXdd0VZDMLgtaupHPNx3GR0K5X2XJ/3c1HZwtLvZnHCsm6WXewymUQy1nzOvnhuW4vbuvV6+1V7ziy+K47dr5M2tZsrV/LsZ6XigzlkbFy3bMvPff+XlmZz4/PsNG3aNtR6j331Ow0sSG3rVJZe7+l3GOYn5TkPjA/k/gTMApE7NXz/1paM3e4bEGb3b//kF3B75OPSuU48Y8x3kmucOzZtbjxpyoAPXS+6lnyhH3ewuG5YYFpKXNx3Ib69UfAgvrePpZ+PkIXUg+jrQVi9YhvfttjHx52JDtwdd1q3x2Xl9qhHQBdxEMb4FwF8b+Gz3wPw0TRNXwRwAcDPAkCSJM8D+BEAL+g5/yhJkjICgUAg8CDxi4jv7UAgEDg07soYp2n6p0mSnCt89mX341cB/JD+/QcA/GqaptsAPkyS5BKAzwD4szvdI0kSNDW1YHPL6R4zSythNGkvxeAPoNaUn9rGcpN9p3smCTCGa+6m6Vw7ehjQIMwSI2293RRZIzLYZAv3nD6VVmVktclm+bAKajzLypz5e1CHSQaRbLAHmbvlueXceNbWbe7au4QBnHhamNa33pDp99pIRkkXAwr8/AJixbW6LHrd/iFhzPycVioMIZH5JAPn7cAqDJBQhnTVhV3wWpxPWp95G6wN1YFyXs4/K2Ek779ldm08j+uGNnRe302mt1eZP0Z4+1CH7Hx9hmRqfXhHMRKaz9QztRxPd48wtKurtgbIFFMvTxbYB6cwyKWrReahs1fY18VZW7eZLeB+/hm2uEAZ9rtoMeeZUTLNnc1yL8Y18z0AjOndXJMxj56X3YPqnl2HVmzUFq/MWZR436jMA2Oi29QKsFKxuX/z//2mzoNp6mvBtZcPffFzV2TyKxXaJpomPYvo1vVX0nfVh/EQFae1BvIhQ96WsJHwIL63D4oHqTs8CczoncZYPNYojPxJZK4f5JjvdK8iK9woa6KRcRwa4x8H8O/07xMAvFnsDf2sBkmS/FSSJK8kSfKKL34KBAKBwH3Hob+3/Xf27FLxaCAQCDweOJIrRZIkfxvAHoB/wY/qNEvrfIY0Tb8E4EsA0NnZl25treeYO7JqZI/4j2fP0JBVnJ8Xx4mObmHHeobMNYHaRsY9U9u4u21s2M6W/l3Z2L6RvvznAMoaGkLWkhHROy2m2yU7SZaOLLOvXOc4eI+FKdPrko2jXphBJU0ujGRD9dD7uzIPW+uq9Wwzreeu6pbJxp45Lc4Xs7PXXD8Y0SusJSvvE/e70tzMZO7Y0rz01WtyyZLyuVC76n/ZKX6WaYYBrGvMLtnXsbEna+5BRxJidlKYeTo/eHDO2Z82xxISg6PCds6pqYRng2dnrmp/pK/U/e7s1Do98P5co147zbGSKSZbDRibzXCTLg3Y8LpqMqBkahkR7QNuCO5IkK1vcYwmY6fJGFsfbF729rZzY25qEW2u3xnI3C007jmLTd+x59QzrCE6Grfug2monz/znGjPU42Ubm6zd/7v/dzP1Izt9ki1z/L++bnj3PP7gWu83i/gVV0nfepCwthnwMJ3uKvCNeoDe7ij9SjhXr+3/Xf2S88ldb/X74b75UpBeDbsJLGTt0OjzMFR+3ESGefD4CCa9PuBR1FbXC+ivoh7/odxkiRfgBR3fGdq/we9AeC0a3YKwOS93iMQCAQCx4f43g4EAoE7456kFEmSfC+AnwHwl9M09VTUbwH4kSRJWpIkeQLA0wBePno3A4FAIHAUxPd2IBAI3B0HsWv7FQDfDmAwSZIbAL4IqWZuAfB7usX61TRN/6s0Td9OkuTXALwD2ar76ZS+SHe+B5KklNkrAbbtSUlFh1qg+S1TFtdwq75/TK2xnHVZmhXXyO8AK/P5Qi4AGNDzFqdlS3pjVf6fwRANwOzelufkOtwKLm/Ydj63VRmEwa3XfVfgNjQkxMzXf1f+v/P0pz6SmwfACuo2NTyBBXcAkGTyimY9Rz5vc9vWVZUeMKCjvUu2vzevW4ES7c04v7RyW121wjiOo7kpb4HmpQ3/f3tvGiXJdV4H3leZlVWZta9dvXdjRwMiuBMwJY5MaiElmpBteUweLZRGczj2SKYki0ciLY8kj4czNuURJVsybVqkSMIUd5rkUOYmWgeUKIILwA0gAKIb6G5Ud3XX1rXvWTE/vu/G+yIzq7qqupas7u+eg1NVGS8iXrx4Eci+7373UrLAYrFKKzMAmFXJAK3Yxk0ABYM9KB1I5Rb9h9I2Fwef1j7OZc5hpQuUI9BybHJK7MlsYRqL5EYviYZiZERklVZ6EFgYp8VpJ2++W/YZjgQa51R39wEAwKVLZ6uumeAcsH2lDZid7/ZzIBbHLc7L/tOTKpcwxYQsVo0hIHIPrMSEn1XKWaxMoq1N5i3DWXh/y+VoH9es8z+vha2U61i5xOigFmBq2w5jici5TZkFjz0xHgsWWcC5EcSQFOmHlWHxM45hY6OMmS00ZZFdWaU3lfILexyC7x4rt7BFjPWE3XhvbxQbWbrcCay1hLzV5fjtsrbaCPajdGAnZSz7aRyIve6zF9nVRpRxrf1e2ogrxetqfPyuddq/FcBbr3Zch8PhcOwM/L3tcDgcW0NdREKHEFAoNGeKY1j0RAaQFkk2sIFgoAajnJdNQRCto8j+FtSSjVHRQLSl4meMZGZ8NADMTgg7RwavqSgMYLYYUNhP2m/RHs3GEhe1ryyYYlESAPQcVtZTGWsyxzbgo7WTxU/CLi4taACKKSYkGcgxnJmSc3R1HUzbkKFlhDIt0ZoMs2mLjIDI2MZo6MiikbXkdVlWuVGPSXbagmxemzJ1PMfQhWfSNmSVc7o/2c9Zw9yRASVrX1jIMtBALMQjm1xqac/sa39n1Pfs9JReX3xUGFvNaGuyj7YwrlX7QZbcFhNyXMl8pxZ1ppCrMtjjzJlv6rni/enqkoIxFney0I6rAZnr6ZBCMj4/NuAjZXN17HmtfFYAYFUZ3mktuuO25pbYH65a0P6QYTRAtHJr687Gk3MFZ6MIIWubyGJLO7diYIrMQWtTSHBekHlO2XJrX6jHSVl/bWuDWDh/HZvDbrLIu8n0bhf2mm3cCvZjn28E7Mf5v9fwSGiHw+FwOBwOhwN1whivrq5iYWE2ZS+BqDekHVO0A4uaRjJuqTXWuLCo1rqs97AwZbS7CsowdfZFdm7kWWEQyRwfOCHaUVpSSR+FeWvras8czzKJDOQgS7egrKUNmZiepuWZsFmPPRLtTsh+3fMS+adde6+ci9HQQGTuBk4K+8sY3u6DMX63rP2YnRTGjjZe9/74c9M2j35ZwjEaCzJWixPUM8d/KzEE5MCBEwCAvk5hvuemo0aY18ZxIJtmmTQykeWyRiGHeA7eV7KfDEmxY0ZLON572qvZmGWel9JIniNn9LYM9GCoF++BlVOSSSULy1hkG/zA6GcykWS0bTw4tc2pVt5cM9lJMpspg1y2YS9yXzp7RP9OJr6pKT4jHBda3BGMfwailVx//3E5ro6rtW+b19WCtB96XdTVS59V/67PFsN0pkYj45vqh9UasalYzaZWHuevP/rX6TYy3aOjg1X7EbReo8MY50/IjK/8zvnCWgTbhiEokTnWeHCjGabemCz9rK5ekWWW/avZaMfVsRGd33Zhu5myWszoTrFx16rb3Y9a5f0OjjmtzPZKY09UzoFrnat2Lj18bYeqWzhj7HA4HA6Hw+FwwL8YOxwOh8PhcDgcAOpESpEkCVZWlrCwOFu1jUU1XB5loR0AjI1K4h2XnQdUApFrjJc1r4VsXQPdmeOyKA+IFlREpW0aALSuSuEWC/PmZ1UmkYtL9aV2LRJTS7VKCzK5juwyupUusPDni3/xMQDAyZPPAQDc8YK7bO8AxKVs9tEmkKXn0n70HRVbsIc+96V0G5eOmXbW1XlA94ljkSaqafIel8ptihvvD5ffWQDGawdi0RJYOGaK3ZrV4ozWae1tKh0whXUcY44dZQ5tbfGeUg4xPSXb8np9tiiLxXsrkLGivZq16BoePiv7q+Qg3kObgpjX/TTpbTErWQFiwRaX/hub4lxKr0tlHl19IvdZmIlSDNryPfWESF6YwmavmXOHc2no4hk5jnmOjhy5PbMfZT52Tvb0y73n/aUkxFoapufUftHicNJIKTgXCzpfDpwYSLe1aCEri/VOf/M0AOATn/jDqnNsBPa5AeK9BaJ8hvZ3vM8LxiZwicmPKsHh3KosOAViYSllNtZWzhZDOq4OSij2Ynl5I+lg12rlVnm8reJa++MSip3FeuObfraJOW6TIDfybGzl/m6X3GenUivrCc4YOxwOh8PhcDgcqBPGuKGhAcViW6YgiIENtMRqVqutRRsOoYwd2aK2bmGTrQVUokVzZMPIfrZ1xTCGydFJ3V8KrVjEV9lHIBYNrWqBUak12k/x2FdGRvUaWDgV2U8W7kyotVfeFKmlwRFaiHbhwlMAgHPnHkvbdCqze/zkHQCAY3ceAwAsLURGc25aGL9LZ4cAAKdPPwIgy/SSJWXIBFnQQ8ciy1c+L8zqpYtnAQBHT96qx4nsdLkszFtrm9qtKdtogw/I4JFFnZkZT7cxUCNl9ZTttBZqs1pkVtIiN7LSNmiBzHBv32E9l1xrW2e8PxfOiwUcLek438iMA9WBGCzusmOXFnsqc01mtcXYrbHwi0WBlonkOS5dkuASFvbZYrfHH/tq5thknu1xLAMKRHZ4eiaGtDQ3teg5G/Ucyn6WIvM8MSLtO/vkHpaXq1nQotodkjGen5F7mctHpnZFQz/4HB66KdoDTqm9IFdzHvjDrTHFxGpa/Kp2gabIkveOc5DMsWV3Y/BPXtvIXLJz4eDATXJdWhTJOWBXreo14KNesZeFSOsxZrsRSLERxu5aCuzs/pWFVvuJOd7JoJDtwnb3a73nota82QsLNhYT3ghwxtjhcDgcDofD4UCdMMaAMHNW00hWrbNTGM3h4fMAsnrQStaHNlE2mKOzT1hGRtg2NguzRPs1exzuT+Z4fCgym2ScC9y/XK0ZZRR1S5swSmRaLVNFzSq1tS0tkX1iLDNZqMg4T5g2wnJ++5sPAgC+8TXpl40BrgwvoP43Y12mLCyZWu4zfD62YX/Yj+krso9lT8nYkRWn7nZqaqyqzzyHZVbJ/rKvhYKMvQ3EOHjwpB4zqy22mt7JSbEoGxkZ1OPItpHhc2kbzpOBATnejMZfc+UBiHZ6nd0SSDE+eknPGecd9cbUpzIIwoZm0AItWvcZfauy6rQn4/hMT0eNcYw8lnHgvLcsOXXHHHs+P/Y5Yp8YIZ7LV/9buFCQbVxpoZVhc0uc49Q8Mwqd7HbXQByXNJBGx2V2Oq4AUVfOmPMzT3+rqh+bAa+RlntcjQCy8xOI+mGrbe/tk7Enm8wgFTs3l/U4ZOm5KrFszlUqxbAbx/7FbjCrO3Xs9Y5br4zretiPfd4JbGaFwcM7thfOGDscDofD4XA4HKgTxjhJVrGyspxheshk9vdJMAHjdq3bAWNuCbLBViNMxo5Ryq2qLbauFI3UXap+mJHS1q2is1+YIWoryRLauObxy8I2koFjBLHVfFZW05Oxsn2l3pfuFhbcRg1rZM5i2AVZrFX9rNBSrDo32UqGeHR3i7bYOhoUi8LetnfL8WY0Ftv2me4WZFHJMnNfIAad0HmipydGZDc3Z1ltukEsL0XXhOkpGT9GMU9MDAOIwSMA0N7eo+Mg9669S6OhTTAHmUwytmSQx8cupm3IsF4cPKPXIfeQ4wRE5rC5WbWs5Wr9b8rUNmbPKZ8Jmz00pBrjxurVB7Kb7DPHzLpJ0B2Bx+MYWOaaDHhINfIaZT4T5z+Z4SadS4wXz5n536gMMbXGYW4hc+2A0VprtPrcpJlLut/bf+P3qq/1KqgV3pGvCCqx8z8EeZ45HqnDiJm33I/vHM4TO3Yca967ri7R98eQEWBycnjT1+OoH1yvjNt+1hbvpz7vJDbiorIbuJG0xYQzxg6Hw+FwOBwOB/yLscPhcDgcDofDAaBOpBQhNMiSfFK9LDujhWcssrHFaixoorxgUeURORNSQakDC+sooaC1GgB0HpBl99kJOd7yoizHW8swokGLlxbGZXmV9lfSR9lvdVU+CxUBDIAJxFDLs4yNly758pophciZEBFec2UQAaUmQAzEWGW4hPbDXg9t8FrUAo1Lyfa4w1q4NqnShY7Ofu17lLywEC6fX8r0b3R0MLapsIazkg5annV2yLFZeBhMYEN5NS6TA8DR47fJdTXHcZkakwK03oMH9G8pJLNL7MdvvxkA8OS3vwMAOHRUivDyE/ExWFrU+aH3gvfOSjK4RM9COF5PNshFPosWX7FI68oVkWVwOZ9SihXT10KTSB66VOLCIkVbyMn5RqlAajVXjNKMpSWRBnT0yhyfn2LgjSliZbHcpGxjCEdaXIhYt7agEoo2lSbZEJz+Y3IP+Uw0NMR5T3nTY4/9DTYLK10oFGR+cuxYgGiLNXkf4vtB70FLvAd8/ljUyOI7znUAmFcJ0IDatjE8xs5Njr3DUU+oNznCRizH1rO428/2cxtBLYu6ta7dsfNwxtjhcDgcDofD4UCdMMZJsorl5SU0m4ItMm4MtKBl2YRhdFK7NrVjsnHGRPdBYffIFJNNYxiBxcGbhJ27fHZYjxf/3TCnTFtTs7BgjJi2BUbtXV2Z/WIIgYmo1uJBW5xG0HKK7GRasGWYXrKVZGTJ8Pb1Ha06R2Ner3WlmgEnk8oiPhZy1QpZ4bbKQAm7LWXtdX8bgsCABO6f1LieVY105sqAZQDJOI+MiGUfx9UytGTueGwyvZbdPvPY4wCAGS2GHL0szGjvgRhEMTQoLHlR+8/itRbD+A5fPptpQ9bRhs+0dguTuTQu99TGCKeBNK2cLzJ2pabIStOCjbZ3tC1kcSMQGWLOARapBcPUdvbIPCVTDN3G1REA6D0ifZ2+IvOGBaoZ2zdlhme1AHNJV1X6NYYdiGPf1c/gnfj8/PPX/mNsHtWR1JxfXOmIqzSRVa6McE7SQsYYxsGVG7L3LS3Vtmvd3Qcz5+Az02hZ4gbnFvYznIXbHWzVUq5yWy32dLvY43pho+ulHzdi0R3hb3WHw+FwOBwOhwN1wxgnKJeXM4wkGWOyqNRoWi1t1AcupscBgEJzZHTIJHFbDAWJbFRLuzBujI/uPiQs29iFGFKR9nU1G1RAPTIAFDVYZGlercuUpW5RVhQAirNyrtnZbLAAELXRZIwX5qVNu9mfjBn1urQ5s5ZWHLPW1iwLVipFlpr2atT4kl27YmzJ+vqP6XGU2VSWjewlENlpMptkLxuNBdmcsp+0uwqGCSTTS2bX2vERk1MS3jFwUDTCTz0l/5I9fPi2tM3hE9LXkYuXtR+lzHXZY5+658UAgLNPPQEAGLscr5ljPZ+OvbCpM8Zyr83cDyDekwSRCR8eEnZ7Ue+FDWAZH5eo7ibqutUSzrKeXFFY0bnNec/7bpFqjJuqtb2pBl7ZX1oTkpkHgPKyMKEdvR2Zv61+mHOatmsdGpxj9fxcjelqkTnw//7G29NtNhb96qhkiuO4cn4tKXPOMbcrMGSGK+O87UoFV0oYSFNLu8/VKVr2kSluMHOqVh2CY/9iN2Ojb3RsRj9cuW0n7sVe3N/15tterGbYMXh4909fN3DG2OFwOBwOh8PhQB0xxktL82hutkb+wmyVlAlaUubMugNYjSkQ2VuGEQDAqrpRtCibm8bmGqarpUMYoZFnR9L+AMDKctQh5/LSfnE+y07bEASyZy0dei5l7qbHYrDAyoocs7uPus6pdNuEhgXw2H19woJeuvxM7KtG1o6PSygFmfUmo09lWAdRK2ikUx0myPRSl9ll9iXbynHmuaanI7MfA0cYaMFo59gfBoJQC26DWYaGJEijq4vuC1cybYHIMPOaDx26Ra5LmTwAmBgRRpKscNB/81lXCvZx8Jmn9RzVmnQyh2TgU91sVxyXCxe+r9farMeRtk8+Gf+5feutL9L+yP217gUc+8aKkIp5EwLS3388c81HjtwOIKuZZl8LGpLCvjL+GYjzkz/n1HmCIRwAUCgWau5v3S0YqX5ANcWMTaeDBQC06crLN77yXQDA57/wZ7gWFFMmPbLbVvcMWD1+XHlJV47o0qH33bLBbEMXEm6jHh8A2tVxZUHvT+oaY54jO78c1yeud0eEvcJa+uGNtN0uPJyLOtoXlF+4MyepgXrVttvxuJHhjLHD4XA4HA6HwwH/YuxwOBwOh8PhcACoEylFCAG5XGNm+T1dPmXRUKMsYx48eFPaZnDwSQAxZKLYqsuqC3G5OdeYz/wMObVQy8dl9JUltZ46Lkvcl8/GAr+0jyqL4FJuXo9XXo7LvJRJTF4UazkucVs0l6SP0xMqLzCSjt7eI3JMXZ6lTZQNdUh0XLq7D8n+DVlrOCDKCbiEzAKwgimI49I+bapiEEW0WeOYE1zyp4TA9oeIVmpxaZu/03LPhig06RK2/QzILlfnVHoR7bfkHCwctOflNc5q+IZd6ua1MjiFc2vFWMNxDrLwirIU9t32g8dZWBAJxF13/WDaJg3baKoOTqEEYm5OZBYc8/ZClJgQLHyk5KW7O9qjFYsadjGvBaqt8reV9xS0II9Sk76jUrxnLd1YP9bWLf1oblGbPzO3W7tEOsEQDxa4FhrjK6Ss9+X/+Kc/X3Uda6Pakq0S1qKOWDWhH0C2uJHSG9rgpQW8pkBvfEIKLlnMSElFzhyH0iPeH/bDypYobWIYjuP6w0aCFlxesT+xm/IJi3oL7biRrdlqwRljh8PhcDgcDocDdcMYN6BYbE2LxADgygRtt2iuX9a/I/O2rEwQC2kYTDA3HUMqug6o1ZhGOZPhtZHQi3NSXFYsCRNK5tlaWuXzGmChxXdDZy5WXQeL70pahERWbnYqFquxMLCtU9irmcloT8Y+5VblOPOz1bHRZIPJbEYbusigkenlz8nJkarjMNiAbDRjpK2VGgvgmgrSHxZDWfZ0eVnOmxY1hmoGkH1NgxGMtRzZ5PQ6lPm10d9kg8lYd3dJ8AJDQYDICi4r8817sbpaHT/NQkNGOtu45nllcdvauvRa1WbM2HKRDSbP3KRFfDbEo7lZ7i+L7+zYk61Piwf12CM2RlvP39wk+xXUZm1pMRacNjXLvWsqys9Su4zzzJU4p2i51tEbxxOItoMAkNNnY2lBjs1533ckWsO1arEebdtoCWcZ49/4h8IUr1asIqwPa3cWMp/RMs9aESIN9ZEx5/2xqypkeNN4cZ2TU2aFgUwvQ3Q418niA/GeVRb5LpgQnFpstuP6RK3iO37mhXmOjaBeGGLCmeLacMbY4XA4HA6Hw+FA3TDGAblcPmX7gBibS0aG0bxHj96RtmH4AlnU6XFhmBhxC0SmmIzvzQdFMzq9EDWwE43C6K5Qp6r2VYWFyCqXV2QbLdxoV2V1mDx/Y7PsR33n/AHI56IAACAASURBVHRklciIMqK6ZyCGRUyOTmWuh4xVS1tk+2amJnVchLUic1YuR6a2o6M/0+bAgZNybsMqk02jPVXKUJYiszk9eSXTZ96fVmXbAKCpSY4zMyMsckg14ZHB6+oqaRs5HllQAFhUxm5SrersNqJS/0xbOxsiQvaVmmKyzFYnvboq28gm9/Qclusyeuh51es2rGRt6CwTTnaa+lTGc1uLObLR7Bd18ACwsDCnx5S5SbazpxCjqWMQTV77JXPiwMEY/c0gDup9g+rN80ZjzGeBqyLLizKW1mZttSK05sRdYhXXaizdOF87dQWmvUXG5W1vfGva5uLF09gsrGVeZHiz/163+mEGeiwvyfUwkCUxGvsWnSdlPd6szk0bzR6ZYjn/8rJGvps6h8rwDj4rmVCT5ur56ri+sZ7GeC/0xzsRj+zYPtQbS+whHleHM8YOh8PhcDgcDgfqhDEmrJaP1eFk84pFYYFGR6O2d0AdKs6dfRSAcYwwjhOdbcLYtapDxJI6R8wvRXa6U1nSSyOqQVXGrWsgsnyXz4nmmSEi8zMLmXMCkZ0juzY+JMezDgArS8Js0R3AOmiQ4W1p0ep53c+2aW0XPWzzkvSZzCh1xEBkwRiTS3cLq/2MUdnZyGw6HABAQVnfhcXZiv5V63/JzJJNtVHMkd2W6VZoimwl2V/e3xiwEar2py50eUnaWAeNhpDLtGU4ypyJIqbDA9lCnsOGQ7ANx4PXMWXGt1XZde5PNnjCOGuwH9Qvj5uo7Z4ecRTh/SAbbK8njT7Wvh27WUJNbAR5c4vM7fYeZUhVG9xt5q3Vt9s+NxnGeHJYGNXOPhnfSgYaAHpVb3yoR679P//r9wEAvvzlj+NakNUjZ/XpnJu29mBOdceVbio5w9bThSXdZhhngqsNvE92vhKcJ3wOOO+5OiL7u8b4RsZG3AXW2rZd7K6zxNsDhltsl1NFvTHFhId4XB3OGDscDofD4XA4HPAvxg6Hw+FwOBwOB4A6kVIkSYJyeSVTsMWleS4zU1LRkin8kuXPlVQqIEuvRw9EmykW2V2ZlSXTzpLsc7irK21zZliWwFsYELKcLeACYvFezyEp9qGlWy5n7MAmok0WAHQdkL7OXJlOP6OsYmYiu8QNAEVdGqecoe+IFNFRkmFBG65ia3PVtvFxkZswBGRlZVF/xrAL2pKlISCL2YIwIBaFUZoRl5/j8jGX/7lszePZAiUWLXH5e2amWt4wN5ddIl80lliUhHAOMNxhZOTZtE2bHocFVrSja22N8yWVEVRcMwu4gBj0QCs4WrDlTRHf2NiQjk+Tjo+cs7//uLlmKfKkJGJyMlq5US4Swz9Kep1RMkApR3unXBfv99RYtBMjJkayhY9WhpKUZaxYLEpZDj8HohSDhXXFNu1PWyxEO3ZQnqnPfuxBAMCHP/i2qn5cO1jsFjI/5xfic5WrmIu0vrOFpbx+zgXO6aQiFAQAmpuzlnkWtBmkFOnKFZFT2fu0OWs6x/WGjYR/XG3fWvu7PGL3sVMSilr2fnsBt2bbOJwxdjgcDofD4XA4UCeMMZBgZWUpw9Cy8IUWXwcOnAAQGWQgMkN33HEvgFh0d/5SLIIKyujefVyKsUoFYZiGJmIBTUuTsE+jY/LZwX5hEIfHYiwxwxMY4cxI6NHByAQy/GBBba9og9VzKNrHjQ+J7VxHnzCjtNwCgLkpYTAZGz0yqIVpLbEwiGOUg/RjTI9HRhuIjGjKsOo+tdqwmKmrSxhOyzaSKSN7SXsyy+aS/SQbR9afEcbyGSOGlzJt5Ryr2kcZh1JJxp4sqpwjng8wRXimWLOozDULF6ensyyqtJfzVxYIBvPvw0ZlgdmW4SZZBlsYQ7LitA20EdVkKTlfiyaOmKshtBxjPxjUAURmd35mVvul882EgPQ36Jxu14jqFWEvyS4DwIQW1oVJOU4a5VyMbRgBTXu2Ng3KYeANAFy6Iiz/7//Or2A7wFWIWowrx4dhM4kJAaE9WllXIfizS6O7gbh6wbFf0mLNzo64kkRw9cNaRRKM/C7r3GQIDueGdK6aaXbceLgW5tjiRmSK94Il365z1mL9Pe55/8MZY4fD4XA4HA6HAxtgjEMI7wbwagDDSZLcXbHtTQB+H0BfkiSjQei5PwLwEwDmAPxCkiSPXP0cORSL7SnTA0TGkGwno1/TWGFEiybaKU2OSpsjtx2pOsflSdlGdritObJhh1RvnFd7qlSLapi3nDLEs6oNZmBCzoQpkNVr7BU2ePQC9alxmDv6he1k/LMNEaDWc2xIrMH6jh6Qvy9GVppM2+KcMF3t3WpbZYJGyFbyOjq6xL6L4SBAZMhoNdag1z4/F/XQlRZWPLe1FSMrzXtHBtkGdSynDN5E5jj2vOwrI3ltxC9/J2tLpnZuLtqskXkkU9ze3qX9i/ZmZIa7+0S7PTc9q20i80zNKvvD67Ea42j7JudPw02M3Rh17zyOndsMkSipnpqhJDZ0g7ZstBpbVAb52Mlb0zYLs9JvBsswEn3W6NdbNJ6cGuO8ztHySjVTS3u2UkuxatvPvexl+tvOMaSct9Y+DzA6YMRxjME2MnaXLj2TtqG2mPeJbaxWmfeZc5OrGlypAoAlnRecowXVhNvY6Mq46HrBbry3r6l/dcKmbRc2whJuhkncCKO5mTa1+lEv2Ii+ertZ5Z0Yg7X6uFdz3ZnirWMjjPF7ALyy8sMQwlEAPwrgvPn4VQBu1f/eAOAd195Fh8PhcGwS74G/tx0Oh2PTuCpjnCTJl0IIJ2psejuA3wTwSfPZ/QDelwgN+lAIoTOEcDBJkqH1zjE/P4VvfeuLuOP2F6efzSgT06zaTDJFSzV0pXPz6rBQoj406nZ7O6TNLQeEfZ2YFTatrRhZsRl1rrh1QHSK1B9PzkVdKfWbxXZWqsvfhaUYHtCgemYyeIdvEVeIS89crrpmRtha94a5aTlf1wHR2ZKVtgxVR5eGiCwIo3jx2XMAgIHDx9I2qX5YY4lzqo2cno6a6c5OdbwYl1uTamCtxli1lWTFyJ5SeyznUncOZe8bG6un1KoyvdQo8zgA0HdAYpmvjImeemmRUb3WHaOY+Yy6UMtoz6fBD536t5yDgSgAMD0p93V5Iasn7Rnor+oz9eJk9K2u1PYfMDHYhbjCwEjpCXXH6Ok9XHWOkro+MITD6s3JchZUE099OFliILK/LaoxblL9cN+xeD2L87qywWh0vT9dB6IrC/XuXP041iPz79X3vTxts13uC3a1oHob77n85Jy05+b9ICtMxxMbD04nEN4nxp3TccSCz9/srMyNvFmRopacWmX2g/cGqF/GeKff23PhTjyce2DLlfz1psO8VmzGiaDWtW+FId4I67mbzOi1ota4rHWOjTDzO4H1rr0e5rSzxNuDLWmMQwivAXAhSZJvV2w6DOBZ8/egfuZwOByOPYS/tx0Oh+Pq2LQrRQihBOC3AfxYrc01PqspSgwhvAGybJfxznU4HA7H9mI73tv2nT0wMFC1g8PhcFwP2Ipd280ATgL4ti4hHwHwSAjhxRCm4ahpewTAxVoHSZLknQDeCQAhhGRi4jJaTBgDbdomJmQpmpZYuYamqjZczn/481IvMnDyYNpmvihL4Cy+61ArtNHpWGSWFp5podbh7m49V/zCPjwlcobpWQZhyP9L2ntjIdqUSihyahs3OSLnLBTj8iyLqljoZPJBcOD4AVhcOivXPnA0DunKkizjcpmXP20xFe2u0uLEZhkzKz1YpRREC9u4j7UcSwNUVMaSFvMZ2ysuVy8sapGaLkXbEISyLkFHKUSUqAyefyrTngVpExPRco92bVw+J2yBHttwuTuVeOTjALNvjSo5oFUcZRMAMK/3N69FbywCtZIMLudTXnPpkshZentj0SdDPw4fkWI5G2rS0y9L+5wDvD9WxhKLy6SPLSoTauuJtm+UYpRXpA1DZzjHgCid4Dk6NXSmyczJIwNyP7s0/ObNb/g9AMDIiJWhbg/Wk2TwH8gM8WDBLaURQJyTtFJjOAvfBUC8z5RZLKktnp13HHsem/PP/iOdRZWcC+Pj8jxa+VNnp0q0JqrlUnWGa35v23f2qVOn3KduHdRaTr/WJfZrkQhsRJ6wG/1YD5spSrSolDBs5DjryTZqySUqj1lvEiD29eG97cZ1g01TtUmSfDdJkv4kSU4kSXIC8lJ9fpIklwB8CsDPB8G9ACavpi92OBwOx87C39sOh8OxMWzEru0DAH4YQG8IYRDA7yZJ8q41mv93iOXPaYjtzy9upjMrpsCJQRGhYpXPmv2TgWyoYJg6uiKrxujndi22yyvb09ET2VOywbmQPRet3QAbMyv701pr1UTrLs5KcU/K0mmIwvJivC5GSDN4hPsAMS56VsMYGLRgMX5ZrNyKRWG6GCJClhqIoRCFJunj7LRcX09/ZKRZgLakdmtk0yyrTLsrFjZxDGZnYjhKQy6faZPaYJl7SUs4Mng9GlUNxAI/FjSxCKpUiveQhY600iJja4ugyPyxMJA/52fi+JL5W9KCNN7D2alo41Vq5XHknGRfm40tHxnaFe07w1EsI0mLPBa0DdwUVzG4kjCvxZa0ArRhEX1H+7TPsn+rmdPEgs4dWv8VUwbZrB7oNjLFZJX7+2Px3aKulLzpF/8FAODBL32o6ly7Ca4wcIXAFriRca6UX1nbQ84Tu6IAxChxAGhulHFgIWcad24KK/msx0LIpszfQHZlo56wm+/ta0E9FCztNLZyjevtsxULt3qzaKuF9YoS12q7XpvNnLPWcTZ73L2YwylTnPOiu+3ERlwpXneV7SfM7wmAX772bjkcDodjq/D3tsPhcGwNdRIJLfj6Nz6T/v6DP/jTACKDQxbJsnIMmiB7RGbpSx//m7TNm39LyI+Ssr8NynqOz0SWsLlR9aRqjUUGua05MsaHOoVxG8vLfhdnJXSjwYiEGf08fkl0uitqv8XgDgBYUgayrIEcqyuRxZq5Mp3ZxlCG+ZkYOjBwXIrFGR/NbSOXLqRtqG8l+8tI3JnJal11YmK4gWh3BkQWjmNONjhjk7YgxyTDT1uxECLDyv0ZBW3jd/kZ7yUtumi/BgCdnR36WTaQw86F7u4Deq1ZmzUypkDUDzN6uUEZ+r4j0d6Mcd6MZOb+NuxlWXXe1C/nFrmKEFnYqTENlNGAjSVjETczMaPXIYzvoUNHtT8mmlrPS8aa7HCrWUVoLEsbMptcNbCrB9QhNxak7Ykjwm4XC1Fj/LlP/zWAnWWKK23aeH/sXOL95MoEbfpshDjbsy1DNzKx0dqG+ncez86XVG+uP2ltSAYZiFrnhpS5zs4tvZJ1rvr6h2Wqtmrddr1jI6xnZdvNMLx7xbZvxKJuM+Ejm7FAu9ZrvtbI7npZ4XCmeGfgdhAOh8PhcDgcDgfqjDG2QRaTk6Ldoy6VjGKpGLWWldGx1B8+89jp9DOyv6cOC9P6zIhodJvy8dIL+vvyimoJlYGz+ubuVmHqxjUg5OghYRnPDV5K25C9pcaYlf85E3qRzNPhQf5uyMVzlDqEXaTTBZnJVcPqkjlknHFXv2hZO3qjawLbD50Xt4S2Ng0MMYzZojKRq4lqaZezkc5yHNlG/e6yVvfbeGToLSBryRARqwGlXrhD3T6spjcNblFd6Oys3K9Gcw7qc5998rz2VfpBRwIAmJwcA1CtK80bbfCqaoLJIE5PCCudL0RWmfeKmlxqwFfLkRkkaztF1xFld+cm49iRleZqAe8lENngfg3i4N+WDSZzvbqay2yz11NUFxe6nlC/3nskuob0dMv588p+cnXkY+//bNrmD/7VG7Gd4L23TG+lG0V03TAOGqoB5zNPWFcKrigwVpvR25aRpkMFo6S5+lA00dI816wyxdzf9rlYkhUA6t45b2yb6HR2YzPHjs1jIw4L2xXisVVXivX6uJnzrscG7yfUC1PsQR47C2eMHQ6Hw+FwOBwO+Bdjh8PhcDgcDocDQJ1JKSwmJ6W47fBhCUgYHR0EABSL7VVtuUzLgprR0ehN/44/+HMAwJv/5S8BiMV358fG0jZNunzerMv3+Vy2UAgApuZlaftItyyvjkzJ8myfShmAWEhHq6/cqhzXFlXZIi4AaOuO1zN2Ua55RYvvktXq5VkGfJTaZHmZ0orZ6ShPaO/SQrZmWXaenpZr7e6NaVWXh0SWwCXpdpVbBNNXyhxYbMTwjWBs7Uol+YzyBi5jHz9+V9qG0o7LFyV1lvZtQLTJatbgFYYq2OX0x77+TT2XXE9zk1x7grikXSmhaNDiv7HhaKdFOQ5lHwy9YBEeAPQcFhkCx5UyCWv7tjAtc6G9T659blKL+kxRVkunLNvPTIi8orM/FjXy2PmCzI+Wdi1AM/sfOCH3anJUl/pVJlFqj7ICjuudz5VnZHZR7kFnKRa0MaSGwTa/9rNvAgA89NAnsVPISg0qQTmC2gzmooyFsgpKJzj/yuXYZnJyJLM/54QtIqXEivIIhr1YSRLnK63X+NMWn1KCwT7WDidxCcV2YLvst/Y7KqUH60kgNmLltl7QyGaOt56F2nbLJHwuZOGWbLsPZ4wdDofD4XA4HA7UMWP81FPyr6NDh24BEC2Y2tqiJRYLxcgUp4yOYazOf/8ZAMDfPP6k7KNFTZYZpT3arTdLpC+L7joM88aivaNaQDapDPLMXLR3Oqy2X2MtwkSOPDtSdV1kj8le2UwRFmqRZZybkp/Wro0sI3/Sto3BFNJegx80kCDHoiZTANbXJ8WIi8oysliMYyF9FcZtZkbt55TFbW1d29Lt4MGbMp8DxvJM76HdxoK4xXkZl0NHT1aNy+glKXAkuzw/L+x4e3ucC2RorwxLX8kGtxaMVZ4Ge6QFjyu8hngusrm0SWPfTf1XPKeyt1wpsJZstNrj/bbbaJ3GNizWtCsEnKcsqmQYSaE5FiWmlnTKgPe3y7W2GpvBSZ2ff/x/vRfAzjLFleBzCdgVAOkz+86iSyAyxWT2+XzbolHOAYZ/kB22ceE8TkEtBOcXZjL7Sn/kflTayNmAD1pEVhYD2n3Wi7i+0UBG61pt2+rNEmsvsNVI6Uo2eCfGciMRzGsVEd7I93SrcKZ49+GMscPhcDgcDofDgTpmjKn5q9QiMvYZiIwSGSIyknnDDFGT+Ml//wkAQIdqPW9/0e1pmy615jp74TKAGJu7sByZohm1R3tiJhvj29wUWTFqPLs6hfGaUy3q4lyMtGUUdBrwYXXESpPSkossobV7m5+K7Bkg+a0AsDgfz8FQBzLHvJ4l0waqqyWjSd2tja+m7VZXzwE9h+qZzT2gtrO9XcJNeN+oawaAzk7R7bZ3Roa3EmUNQ2HENsMzAKCrV5j4mSk5b2uFTRkQY5D7j7Kvi5njAUBDnoEN8rPYKuN66JYYUT09LrpSsrlkem1ICzXksxrUwSAXa7fG62nIZ8cXAFrUlq9J2d/GJq54xL6mGto2mdOlDvnZ3mWjsqU9LdiIJ84Npr//yv3/QMZjMTtvdgZZ67IVE+RCljVaninbbVjlyuCWaKFmtNuqaWeUOWE1xgz7mNI5WBkfLX1jdLjcJ7LbK8Y+jtuow19Udnp11e3aHPWNjeiANxLQsV3MtTPFG4dbse09nDF2OBwOh8PhcDhQx4wxceaMOBLQ5cCGgExPi56UzBLZJ6ttbG4Wpu3KFXEnuHjxaQDAw3/7V2mbY0dPAQDufIn8vP0ld8g+l6+kbcjUNiv7SnQdiCxok2pHGRgyoA4HF84OpW3SGGE9jg2F4LHmlEkk47uyErXBZHjJQlNzWmyL/eK2krodUIdsGU3qWZcWlFldrXYSILs3Oz2VObfFwDGJM750XhwnyNofPHY8bTM5qk4TczNVx+H96Tvap22FFe4040rGkJHOxMxkdOJoaZdro+sHNcKp4wOi28eqMr5NRWnb2BwZV+5P1t2OGXH5GdE8k8kvGFcLgqx0W6ccj1Hg9vycS7y+buNwQvQdFLeQRp1T7cXovrGwJMecWZR5cumSMKTv+BdvS9vQJcTqazcOe11ZRpTPnNXY8r4yPKMygAeI11osyrha/W5JHWcqY8qt48iEBv8wrKNWwAfbk/ElbMw4NckcF64+1XLUWEyvg2Ow9rg4tg+biRN2ZLEeU7sWm7tRV4rNwO/TxuAscX3BGWOHw+FwOBwOhwP+xdjhcDgcDofD4QCwD6QU589/D0AMhWjRkAkAaG+XZWYa+LNop9AUZQXlsha06fJuV5cUZ42NXUjbXBw6DQAY+qTILEYvSNDGD7zsOWmbGZU8jOg2Fk5NDEe5xYm7xWrsZJ/IAr5z5qz0sy/2mTKHoTMirxg4cSDdNq3FXFx2z2kRXoMpRFspyfLw3LRcK4vEbIESl7Rp80ZJxIRamQFAm4aAFAqFTBu7/N3WIUVuK8t5vWZZog7m31OjQ1KwSGu4ZS24Gr4QQ1Y6u6Uwb2VJbeOMNIRyAl4z+2ELFqfGRMrB5e/OfhnPsaFY4NfRq1ZlnVLYxoJD7gvEYr1Ei9ZYjGdt0iil4P0e0KCN8Utx7Ioqz6iU11AiUetcTaZQkFaBlLjcdE+1xd2dJ48BABaWZDxpxfboYCysW5iTe/XZd30OAPCJj/+xfL4QJSYEC9s2h1oygWrZSNpa+7+8LH22EgjKGih5YH8KhfisUpbB45R1nlgrtmKxjScDAOS1KHfeXDOLcWttq8R6EgoW7dn7oidf83iO7bNtI2oFUmwknOJGwUaK5moFhawV9LHecRzbC5dQ1CecMXY4HA6Hw+FwOLAPGGOiUeOaU8YIwJUrUgRFRodMkbVnomUUgwTKWuzT13c0bcP4abKVDz0oDNw3TIHeS3/0VQCARQ2AaOmQ4p9Se2S8jvUJM/pf3/0pAMDRO+QcNpQhpywlgxtmjf0aLdxYhDdzRYqFZkyBXk7t3noPy7kmRyYyfQeAnoPCrl9UVrpdWeXxS5HdXtawD7LZ40PCiHZ0xQIwWpWRKW6qYR83p1HUTRo5vDAnfS22xKI1srA8XqOxF7M2c0Asuls2xWqNhew0HR6U+3701ljgR+syFtiRKbY2a7RXY1Fjt45TMMVztH2jTRr/pnUeEO8h7yuLxUJDLHDjthk954HjcWWAlnj2ngHArccOp79PzMo4Mor8iafOAYgrBQDwufd9GgDwxS8+AGAnwiZqFZklmXNlQzPknpEptqsPLMrkNjLGtiCus1Ns+ZaXZFvQVR57jrk5ad/S0p45p41ynp6SlYS8vjMq3w8AsLgo48rVlSQJmeuS8xaqrsOx+9hIvPBG7MiuV2z2Otdjkx07C4933h9wxtjhcDgcDofD4cA+YozPnROt8c03R/aIDFBlZKu1aVpeXsi0OXRQIqYXFiMLe+mSxEaTjU41oHORzfqLj0ik7smToju+47n3aNvIqn3qQ38px1Zt7+igMNEDJyNbSLaRIRGFpsieMn6YTPHkaDXryd9Pf1N00SWNJeZxgRgikgaVqBa1ZCzdmvX3sQvCrvUcEr32nGGwG/TaqKEle2o1l4ybhup0S62R0ScYmsEglcX5GPxArShZV8ZWT47EEJF0P9Udk2ml3huIjCz7xuvhPQCi9VrUFss5lxeq2em8Wu9V60uBJe0/o6VpzWZjn8mSUwNug0Z61caPhHGb3sOWpji3H3/qLADgs++W1Yv+Y8KmfvA9f5C2YXjNzmE9jTH1xCa8Rldq+PyRcQVi9DeS7H7WWrEysIdaZcvYRsbZzCEA5XL2b7sfNcqMEgei1pk65OU0jCRU7e/YGrZLa7yeFnY9UL/J8zsz6tgLWB3xw3vYD8fG4Yyxw+FwOBwOh8MB/2LscDgcDofD4XAA2EdSChba2dS0hgbpfltb1sJp1VgvlUpSXFbWhKwEss0uqx47Jol35849CiBaSBVM0Q8t4c6c+RYA4Pvf/zoA4LjuCwB3POcFAICuASkgu6IWX3Y5vrNfZAGUAyysVBdMsZCMyXUs1gKAZ5+UhDkm1bFIrSEXx+WKFtmxDSUQDUZuQbu5nsMiOaCcwNaDlTpkSZsSBqb2FSvS/wAgr9ZytF1j8Zq9VtqilUwaHeUjC1rUSBkJxwkAZiZkiZ0WaDx2c0u8P5WFbHktELTJhCzIY0pgm0orWLAHAKvaxxVNleM1s39AlLMwpa+ppMWJpdgf3he2paTCguP7A0elSHNyLspYLpwWu7sWbfNf/sO/1P5td4HdZiHjY5PmCEoWcrnGqm2lklw/k/jY1lq6BZUxzM7KfWpMi+fi87ywMK/7qUxI5RdNxqJxSWUaLPhLdMxqpePxPVDLrs2xv0EJBSUdXNG20g6XVzh2Cm7Ftn/hjLHD4XA4HA6Hw4F9xBgTtHICgIacFPSwsKfY3Kptqot1ZmdjsR2QZRjZhgw02SfLKs9NC5PJwiAy0KfPfDNtMzMrDOKpu+8FEIu9bPDD5XOX9VzybxKyy0BkNHsOCotbXpbrsmEX7Df3L7ZK3yeGY7EaLdBWdH+ypnljezY5nLV5m1cbsCVjk1ZUZpZBIQVl8Gh7JuMgTBuZ0Zye27KnZMxJnNuCuE61i+M2nnN5qbogzhYYAsDCbByXbmVWyUBzzGw//vYjnwUAvOI1PyXXqsVy5RWzwtCWZcNzeTl3S3u0+iITz/vb2sEi0HifyaqzTc4w+i2d8tnRXi0Q1Ln1iuc8L23DVYynnqoP1oFsKxlrjkGTYXyRhsTMZ/YBgOnpcW0S9KeMh7Vi4/PGZ4zHKRaj9V9On9GliuI9W4DL/bnfxMRwps9AZIj5HHEeW6tHZ5HrA+tZsa1XkFdZ/Me/rVVW8lUvzKtnkHV94Qu3Jyxmu+Gs8PUJZ4wdDofD4XA4HA4AoZYd1a53IoQNd4K6QQC4556/CyBaN3V0iA0WmSYgWlodOXK7bhM22bLBZIgZN/3ss0/ocSMjSWaLx6aV29xcZGobgjBki9rmllueDwB43r0/FM9VYeNFYG1ViQAAHyVJREFUnSsQta6zqqntVJsy2r8BMZyCuuOmovbLML1kVsn0cv/GpmiNxYhjssnU1M5ORp0rQy14LvbPMm+0mzt0i4RTDD0toSLWuox6YbK5E5dj0AiZ5q6Bbu2HsNwzk9Uxvjm1RWNf7TXTQo3j2a12bY3GDo+2cQxXYR9tbHSz3h9eO+9Xn9qlAcClp0XvXuqQudir56LFGxC1ye3NMre6WuN9psPf+Izc53/7q/8GAPDggx8yV7uXz2Wt2Odsf8is2rhmIqdMcWL2oRUiA3doV2hDN2ZnZRWDKzilosyNufl4f+Lqg8ZG68qNtW9j/DvZac5XW5/A/Rv0OhbNO2OLeDhJkvqktXYAp06dSh544IFN77cZ67aNsMKbsXLbSKiCW7s5NgIP6tj/eOELX7jmO9sZY4fD4XA4HA6HA/tQY7y4GBlNslAz0+cBALP56lCGtjZh8xg9S6Y4V6NCnSxwZKUiM0o2a0mjZBkIwOMDwNjYBdmm7NUTTzwEAHjkkc+nbbq6BgAAr/zJXwQA/MjP/0i67cmvClPde0Tins99T2KAl0wgRmunMGxTo5FFA4C8YUa5jazc0oIw31bz2axOCiPPCqNOrbNleukCQb1u6thg9Jx0txhj2IaOXd7ERtNZYeyihIn0m3hkxmDPTQl7ulpOMv0DgEJzY+a62A97jkQ1ooyrpqbXjh2vY+iMOD7UCvEgC82QFGpPLz9zOW1DJw8ej/u0tkX282SfrF50tQirPDgeWfIzg8Kq/+9/7zUAsrHI9YG12WrOIbKxljHm8xIa6FAyZ/aUa0ydIuggY1w2uG0xs1923vL5K6dOE9XMNdtXstN7y8I7NoutRkETW2HzKh0sLOpV5+rYPVBT7EEd1zecMXY4HA6Hw+FwOOBfjB0Oh8PhcDgcDgD7UEphMTR0BgDQ1iaFW1xWpe0aEAtxymUp6urslCKq2dlYNGelAQBw8OBNAIDvfvdL8Tg5WrnJcm+xpPZkZgmX/WDBX1x2NuEbV2RJ/uMf/kMAwIf+/G3ptp/8iX8CAOg7In1cVBlAwcoktICM0gnKC8JMtKhjuIS1ZwOAubms/AIAynrtI4NiaTVvCp0oR2AQxfzUnB63aPaX5fMFlRUwvINFdAAwc0XkK7Rds8WEfUdFcjCp18GiN4ZnAMDivOzXrtZuPPa4SjOAKKFgYd70leriPYag5FU606RSEVs0x/3ntAixvVfuc7E9XnOPFgpOaRhJq9qvNRgLQP7+K7/wOwCABx/8YLrNzr16BOerlRLZOZz528hQKCEKQUNeSjHUpFI6wSJY+/xQQsGCuCiJMM9nRZALj2ulUYsqt4iWjC6huFGwnnyiVuHfZuQWtay5dlpeYaUiaxUEbqSNY+PwwjqHM8YOh8PhcDgcDgf2oV2bBRml++67X48j3/OnpyOTyNCPnDLHaUxy2Vh9qVVTe7sUvTXrPqOjg2mbSraVf2eOsygs2GqStTWzxUT8nQx2rUABXtfrfu7NALKWbgTZMDLI5UyscdaeioEfZGOBGM/ckJPj0B7NXk9zs7C/HcrUBj0eCwCBaB+3qkVqLN5jRDQAtHYJc8hoarvNFscB0baNcdpALAJkW15PQy4ep0Wt05o1WGPk/HDmbyCGdJTL2VhlW+hXXsmGqtBOjqw5EJl4Wt1xLPv7Y1jLc48dBwA855a7AAATE7F4bz+DhaqMfbbvD0YvJzUYWs5J2h6mdmnGQo1hHSx0jWE68X6xoI7hHbUinXmu2Df+tGzztr/33K5tE9iMbdtGsJnAj52EF+jtf3hox40Bt2tzOBwOh8PhcDiugn2tMaZekUwT/y6VOqrakoVlPKwNFmhukt/J5pINY2CI7HdZzyFsFBmrJRM/TS0kAzHmlVUmWw1YFivo3zZ2loEEch3vf+9bAQD33nt/2uKmWyUqmNpesmk5w54uzAkD3lQUdi+11jKRymRd5zVWmW0bGmKACvs6o4Ej8xpIceVSjPEtqF3b7LTG+ZaKFddpLNhaZD8bcU02mmzwqNq+MbjE/s5+EI3NcVx5zJYOuS+0hGOoh/Rfo62Vga5kuS3IFDO+mfHaQGQ5V1TLTR1yZynOqbf+6/8CYH8xxZXaYqv/5baoI66hQ9b5y5UXu8rCZ4uML5+/rP2ijDWfZ8Y/27nEbbEfQY+bXQWwx+OKUOVKgeP6QS2muJIhroyG3gmQbbSMuOt+HY79BWeMHQ6Hw+FwOBwObIAxDiG8G8CrAQwnSXK3+fyfAfgVACsA/iJJkt/Uz98C4JcAlAG8MUmSz+1Exy3OnPkWgOgmsWLjYRuFYSJDxdhnW+nOsAC6SlSyWwBw++3yz/7HH/9K5nj2OCV1qiDDRcY4n4vMZqqb1P2WTOz0Wnrvhx76ZPr7M898GwBw220vAgC0toqudWEhsqn8/cixWwHEaGmr5yXD3NgofWNYRtkwb2RzlxfU5UK1wVarPDkiDgul1siWAtYRIDpMzEzmUAky8IyN5hhYNthGPwMx2prhIgBQbBOme25a7t0BZYwzGlhliOemlVHXuGcy/ECMiyZTTJeNxMRgl1SrzG239Mu5PvbhL6Rt/vMfvaXqWusdaUCHssFW/14Z6BE18vE+c2VkakpY/2A0vVyxoasL97f3h/OWzx33yere5b4wrr0hVP/bnnObbXiuGwn1/t4ma7vdWmML6n33QjNqWWmevjJuuhbL7ezy3sG1xQ5iI1KK9wD4YwDv4wchhL8L4H4Az0mSZDGE0K+fnwLwWgB3ATgE4C9DCLclSeJrmA6Hw7F7eA/8ve1wOBybxlWlFEmSfAnAeMXH/xTAv0mSZFHbDOvn9wP4YJIki0mSPAPgNIAXb2N/HQ6Hw3EV+Hvb4XA4toatFt/dBuCHQghvBbAA4E1JknwdwGEAD5l2g/rZjmJw8AkAwNGjdwDISilaWmSJfkKDNWjxlTcFcSzkmZ6W/4+wuIpFeUBc5u3qlGXzkZHzALKFdZRH8NgdGiYyPx8LwLgUTduqZSPXiIVMawcTXL58FgAwPj4EAOjrOwoAOHz4trQN5RVzM3LegpEcEN2HRDayMLvAkwMAmoxMgsvkqbVbXgMyGuO06T7Uk2nD8A22BaJkgTINu3zOgsCSSiEaNbjEhpos6zHZlkV01oqNoSY819zUbKY/8nu2Da+v0BwL/YKGgLBti9q02WLAoko5mlWG8suveyMA4Gtf+wvsR9QqpAOyEgRKIPgctLXJHKNdGhAlELR0szKjlpI8h8vLsVgViIWuQCxkTYtp9fz2OHxGK63YbKFgZX9qYa1r3izY1/XOVUeoq/f2TiOVKuxC0d1GwPOnK/Y7KCNxrA8P8XCsh61+Mc4D6AJwL4AXAfhwCOEmZI1CiZrC2RDCGwC8YYvndzgcDsfmcE3vbfvOHhgY2MFuOhwOx95hq1+MBwF8PBHa5mshhFUAvfr5UdPuCICLtQ6QJMk7AbwT2HrARyXIANrgBzJU/IyFPAUTa1wsSgAFo2QLBWEHLw+fS9t0KlPc3XMQADCi4R8ZKyllgVm8x4ItskpAZLbIvNn9N8NisbBoaOhpAMDUVAw1ecHzf0yuOeg1a/gHWVAAmCRDrOwpC8psYR2ZWYZnsOjNFqsx4IORyRPDEs6QC/EeFFvlmGR+l00x3bwWwl08I9Ok56Aw0LPGxitltRVt3XK/LKtMlp/Fd2TA7TXTgo1DzuI5W0DGYkCOS2+PFOM1mZWB1ma5nle+4F4AkcXcr6gsuuMcrcXCVkas24COyvAOMsdADO1In1G1YrMMMs9H9jU+D6aAsoIp5rNlzxUt4LIrL7XCdK4Vt9zyfADAE088dJWWdYFrem/bd/apU6f2Phlqn8OylTtZhOiIYIHdw3vcD0d9Y6t2bZ8A8HIACCHcBqAAYBTApwC8NoTQFEI4CeBWAF/bjo46HA6H45rg722Hw+G4CjZi1/YBAD8MoDeEMAjgdwG8G8C7QwiPAlgC8HplIR4LIXwYwPcgdkC/vJuVzU99X/41eNfdP5R+RvZotZyNaZ6fj+EDtFAjmzU9fQVAtHYDAF7G+Jhoe3t7DwEALl+OrDIZM7JphSZhsZZmIivGczCqenZ20pwjy2zVYrW47f/84/cCAP7Xn/l7AIB3feD/S9t84QOflv2R3Z8sKACsKIvcoTpdhl4M3BSXSIfOyLUyPEMvL8PIk3Ul80vGOcuEh8z5bT/I+pJNZgiDtZajTpiBHHOTkU0meP5iWzF7TqMNJrvdd1SCW8hE09pNri27X2+bsMyf/8yX0za/98ZfqDr/foNlT8n6ct4yYMbOP1oONjXJ+FLHT+YXiCsuHHvLxKe2avoZmeLGRhPHras5tD1kf6wVIY/JPvLn3Nx0VZtKNcBadoibR7yu3/uztwMAXnvffdt07O3Bfnlv74ZtG7EbAR/rYb246PWirB3XDrdicxAbiW2/6hfjJElet8amn12j/VsBvPWqZ3Y4HA7HjsDf2w6Hw7E17OtI6EqMjD4LIMt0MRZ2dTVb4W6Z2snJEQCRqWKErGXVyB7TqWKF7FYx6ksXtaq+u1t1yOpcwYp+C1bgM1TEfkY2LUnIjsXr4bW1dEo//voJceR45rtn0za/8Dv/BADwmT/9jBxXI49tdX8a3awsbFkjj0fOD6dtKpm/fEGmi410JsO7rFpeMsZWF8z9Uk2wYRLTvikr3NrVWnWOnDpF8Nh0p1g056CbxapGZVPXDOPI0ViQNrMT4qRArTLHEgA6NahkcUX68+s/++sAgK9+9dO4npCJ7F7NuqGkbiSmDec7A2lKpbaqY5bL1A/L/ckZNjnJJ1XHBOKzBsQoabpR0OXFzv/IAlf2sZYOuRJb0/NX4mUv+0eb3sdR39hrNtmDPbYP7jjhuFZ4JLTD4XA4HA6HwwH/YuxwOBwOh8PhcAAAwvYVpFxDJ7bJro14wQt+PP09FtbJvwEoU1g2ISALGlLQWGDxnMgDWEwHAItaANTXf0w+0HFr1aADAHjkkS8AAHK6lAw95+JidbEYMTNzJZ5D29mipUpQljE3N5X5vL2tJ/19Su3D/tE/fhMA4B/+2j8AAHzk330kbbO8LMvUN99zS+Y43QNR2kG7tsZmkSDMXJmp6t/kqEhSWKxG2QQt4gCgpHZvU2PS595Dsa+Xz4l0g9KHvModrJSCc7SzX0IiVparbd94flvYB0SJBRClHAwGobSCkgoA+OJ//UsAwLv/0++i3kHJAgvQaoEWaDasA1jfuiweN37epHZojfqTc9U+IzxHR4cUN9JSEIgFdGloh0oz8ibggxKbJlop6t/2+am8Vs6NbMBGpSRke6zZiD/5bzHI5c7bTgAAXn7XXQ8nSXLDeG6dOnUqeeCBB7bteLtpV2ZlC/VWlLWRwiBHbdTbvXTUD9Z4rtZ8Zztj7HA4HA6Hw+Fw4DorviMeeyxaa73kxT8JAGjIZQMFyCQDkc1iUAMjlRsbY+EWraQWFoQ1nZ6StjMaXABEs/+zZx8FEMMQGBgCxCAOBhPYIqbGfDa6eVELkyzzxoIkMoFk9aamY8DHfff9lHw2IX188KNf0uuLfT1//nsAgLtf+gMAgK4DwsYyBAMAGrVwjWzunFqiDZ2J3v8sXGPx3PS42GbZEJCpsRW9ZulzMKEQPB+DOI7cdgRAZKLtsRltzZ9LjfEczSXpI23niAPH+9PfTxwUWzYW1r3nbR8AAHzoz9+WtlmPfd1bVFuQxb6uHSFOFrey2Cy7UlRtrwZkwzsSPTafFa6KsGAUiMWrExMSv24j1cksL+l5V3VOl0Mcb1rBscAv0esr17gnDPRgf2zAB68tPjdrj89mQCb97jtuSj9bb3XHsXFsNexiK3ZvGWu0OomL3kj/yYg6q+zssGNn4Yyxw+FwOBwOh8OB65QxJqsLINUpkkUiizU3HwMByOxW6iatzVpLizCqZLHyjYyijdHS86pVLjAaeikbZQwAHWpJxW2WlWNIAdnsUkW/gFoMYDWb9pWvfCL7weeqmqT4v39rvShbGbvOTmFdf+yVrwcAvPTvvzRtQZs2rKoOuE9s7SZHowa6vMLAiGrGLg0EUW1wLp+1ZgOA1WZlOZUdJ+NcbI1jT2a4rPZzxw/J38d7+9I2331W7Px++iX3atus7nb3sR6TuRGWM9uGqxD2usgQxxCPanszG1gBxPlvdbu0FeQc5zZrN5jOTVRrg1HBrLbpqszsXFwZSK3/Kld1jM0g5z3Pz1WWvFndYR+3iykmjh07BQDoKMX3wuj09FrNHbuI3QwK2Qmw/xshQjfDll4v7LIzxI7dhDPGDofD4XA4HA4HrlPG2GJ8XGKNe3oOAwBm1c3BaoyJ3l7Rt05MiFMCtcZAdI+glpFMMYNDAGBlRTSNt972IgDA009/C0A2rpZazY4OYY6pawaAfnW8GB0dBBAZNGovgWqHC2ocrTvAUg2memuQvlIz+uEPvk1/xhZHDt8GAPg7PyS65he9UhiKgZMxWrohR3a7mrlLI36V6V2cX6xq06hOF2SR6TzR3Rfvz8k+YYZzyoz+1ZcfAQD8/f/tf0rbWB12fWDtCHAyvNEZQtra+1ypoc06M2TBucTxpl7Wbqu8P/ZvauP5GdnpWs4T1B83Gt1vZWgInwPrSsH+d3dL3DqfDXuO6DLTmNm2ZJ+xbXahIO66S1ZKysato7NUHd7j2D1sVzAHmdX1mMm9DgHZCta7nnplk50ddmwXtjrHnTF2OBwOh8PhcDjgX4wdDofD4XA4HA4AN4CU4vHHvwIAeMUrfg5AttiNmJ2VAqBicysAYCYnsomRkWfTNj26vMu2tKayMgcuJY+Pi50Z5Rvl8rm0DZd+uaRsl8a5XN2uBXpTU6MAYnEgECUctGtjf4IpoCoW2/S8UrS0fdKKagxe+D6AapnF8577I2mbV73ufwYAHDghdml33XVzum1Zl/GHhrMyh7au1vR32rPlGuWau9tk25/9P+9P23zvu38LAHjy+18DUA+FdeshWxTGuWBDNyg9yOVElsDrsbKC6uIy+dvaA/Le2zkEACumoK3JSB7sPgUzN0Nqzzav/ZH9rZSIzwKlQwXzbMzMTGT6wTmas3M7J+0p3aFcw/adfeP48DrsNdDmcLtx90vvkXOWY8HrxNza4T2OrYFShfWWQTOWazX2BaqlD+sV5qXHW0cusZ8kFBvBXsssXDLhqFc4Y+xwOBwOh8PhcOAGYIxZ0DOpBXVkY0e0wM2CDFdPrzC9Y2MxyGJyagQA0KysMouXbKQzmT+ye2R3baEf+5Myf6bAqb29J3PMNo15tqETLAhkER5ZvcQGP+j5Y/FUrRCCnY0C/+a3/rLm75UgS9rSIjZvR47cDiAy8kC0zXtWQ0nI5O8UM7jzkLHnHIqMcbxPLIjjCkdloIvst5o5DueJLZrj2HG+0F6NKw1ADNDgvGWwzbIp5uNx+JPz2LLcnNOckzlTWEd7Ns5TRqxbm7VKu8RcGspj48FX9VoTbaNMtmmzkajsreAlPyos2uxiPNekM8Y7BrK4jHBeiyUGahfGXYuFm93nemOKN4JrZXP3Y6Giw0E4Y+xwOBwOh8PhcOAGYIyJUbK/ynD1qTUbEJlHMmZkeJtMeEd5NcumUU9sQYaKrB4Zr56eQ2mbBQ0fYDDBvGHlGD5CppnMMcNF5Niq6azBMhLUb86lrCBDGaqDEvY6ApkMIK/1iSfWCxy5vsCxj3ZtkenlfeVPzoklw5KXSjIvyP7aQJpKpJHMi/OZc9vfuX/KHOerI9HZhnPbPgfFYqv2caFqG/cnm0umeGU5zn9eP/fnc5i1IpzPHIfjUza632q7tu1ZMbl1QCPFl6OueujKxFrNHdcIso3JV4V9JHMsn9XeZ7NM734PBqlXOFPs2M9wxtjhcDgcDofD4cANxBifPv0wAOD4cYl1nTLBGmRhyUZRh9yQi8OzoowXnSMY0GE1n9Q7ksXi8SxzxvCP06clgMJG6qaR0lphT1eLaRNMQb0lWb1aespU/6n61MgExphmsnNx/2yQxPqwDNzOapWvZ9B1gYEY5Rr3MJ8TtpRziFpsIDLFlfeS7CwQ2dbV1ayrBFcVgDinOIc4/2q5mVSe0/aHGmFeV5bpzT4TPIfVGKfscQNZ4JWq66mc79QaW7cZbiOrHdnkrc1V6t3zeu7zk/F5bMznau7j2D5sRGO8HtZjhTfCFFeGf9zo+mOH43qHM8YOh8PhcDgcDgf8i7HD4XA4HA6HwwHgBpJSECwQypvCIi5bc3mYkoZ8Pg5PCFnbKy7PUj4BAEuLC2wMIC4zW2usy5eeAQDceed9AIAnn4zrg1xmZjEW7dtswMGMSkDm5iVEgcvVtnCL7ae1LdvYZW8WYVlLrqshLk3Xc3jGfgDDKWTsy6H636epZEALyUolkT401GjLglDOn5ZSvM/5dJvMTRZy2gI19qPy2NZmkP2Z13nH+WYlPLEwrzHTFohzknOb8w/Woi4tRgyZtja8JlQE9LCg1EopuN92zdNeLdRt0oCZ/vZoJfjQN7+3LedwXB22+K4StWQWG7EMq9xWa5+0+K9CUuFwOK5POGPscDgcDofD4XAACJZp3LNOhDACYBbA6F73ZZPoxf7rM7A/++193h14n7eG40mS9O1xH3YN+s4+h/oY+83C+7w78D7vDrzPW8Oa7+y6+GIMACGEbyRJsq/MJPdjn4H92W/v8+7A++zYDPbj2Hufdwfe592B93n74VIKh8PhcDgcDocD/sXY4XA4HA6Hw+EAUF9fjN+51x3YAvZjn4H92W/v8+7A++zYDPbj2Hufdwfe592B93mbUTcaY4fD4XA4HA6HYy9RT4yxw+FwOBwOh8OxZ6iLL8YhhFeGEJ4MIZwOIbx5r/tTCyGEoyGEvwohPB5CeCyE8Kv6eXcI4QshhKf0Z9de97USIYRcCOGbIYRP698nQwhf1T5/KIRQuNoxdhMhhM4QwkdDCE/oeN9X7+McQvh1nRePhhA+EEJorrdxDiG8O4QwHEJ41HxWc1yD4N/rM/mdEMLz66jPv69z4zshhP8WQug0296ifX4yhPDje9HnGwH+zt5Z+Dt757Ef3tnaT39v7zL2/ItxCCEH4E8AvArAKQCvCyGc2tte1cQKgN9IkuROAPcC+GXt55sBfDFJklsBfFH/rjf8KoDHzd//FsDbtc9XAPzSnvRqbfwRgM8mSXIHgHsgfa/bcQ4hHAbwRgAvTJLkbgA5AK9F/Y3zewC8suKztcb1VQBu1f/eAOAdu9THSrwH1X3+AoC7kyR5DoDvA3gLAOjz+FoAd+k+/1HfL45thL+zdwX+zt5B7KN3NuDv7V3Hnn8xBvBiAKeTJHk6SZIlAB8EcP8e96kKSZIMJUnyiP4+DXnwD0P6+l5t9l4AP7U3PayNEMIRAD8J4E/17wDg5QA+qk3qqs8hhHYALwPwLgBIkmQpSZIJ1Pk4Q+LViyGEPIASgCHU2TgnSfIlAOMVH681rvcDeF8ieAhAZwjh4O70NKJWn5Mk+XySJMx7fgjAEf39fgAfTJJkMUmSZwCchrxfHNsLf2fvIPydvWuo+3c24O/tvUA9fDE+DOBZ8/egfla3CCGcAPA8AF8FcCBJkiFAXsQA+veuZzXxhwB+E8Cq/t0DYMJM0Hob75sAjAD4M11K/NMQQgvqeJyTJLkA4N8BOA95uU4CeBj1Pc7EWuO6X57L/wXAZ/T3/dLn/Y59N87+zt5R+Dt79+Hv7R1EPXwxDjU+q1urjBBCK4CPAfi1JEmm9ro/6yGE8GoAw0mSPGw/rtG0nsY7D+D5AN6RJMnzIFHhdbMEVwuq77ofwEkAhwC0QJa0KlFP43w11Ps8QQjhtyHL5e/nRzWa1VWfrxPsq3H2d/aOw9/Z9YN6nyv74r1dD1+MBwEcNX8fAXBxj/qyLkIIjZAX7PuTJPm4fnyZSxX6c3iv+lcDLwXwmhDCWchy58shbESnLh8B9TfegwAGkyT5qv79UchLt57H+UcAPJMkyUiSJMsAPg7g76C+x5lYa1zr+rkMIbwewKsB/EwSPSfrus/XEfbNOPs7e1fg7+zdh7+3dxD18MX46wBu1WrQAkSE/ak97lMVVOf1LgCPJ0nyB2bTpwC8Xn9/PYBP7nbf1kKSJG9JkuRIkiQnIOP6P5Ik+RkAfwXgp7VZvfX5EoBnQwi360evAPA91PE4Q5bj7g0hlHSesM91O84Ga43rpwD8vFY53wtgkkt3e40QwisB/BaA1yRJMmc2fQrAa0MITSGEk5AClK/tRR+vc/g7e4fg7+xdw35+ZwP+3t5ZJEmy5/8B+AlIleIZAL+91/1Zo48/CKH3vwPgW/rfT0D0X18E8JT+7N7rvq7R/x8G8Gn9/SbIxDsN4CMAmva6fxV9fS6Ab+hYfwJAV72PM4B/BeAJAI8CeABAU72NM4APQPR0y5B/pf/SWuMKWd76E30mvwup3q6XPp+GaNL4HP4n0/63tc9PAnjVXs+L6/U/f2fvSv/9nb2zfa77d7b209/bu/yfJ985HA6Hw+FwOByoDymFw+FwOBwOh8Ox5/Avxg6Hw+FwOBwOB/yLscPhcDgcDofDAcC/GDscDofD4XA4HAD8i7HD4XA4HA6HwwHAvxg7HA6Hw+FwOBwA/Iuxw+FwOBwOh8MBwL8YOxwOh8PhcDgcAID/H+cBDw5fUEltAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "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": [ "# Quad trees\n", "Split the image in subregions until a criterion is fulfilled:\n", "\n", "### Principle\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", "
OriginalSplit 1Split 2Split 3Split 4Split 5
" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "# Quad tree example\n", "" ] }, { "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", "\n", "\n", " \n", "\n", "\n", "\n", " \n", "
\n", "\n", "[DOI](https://doi.org/10.1109/TPAMI.2012.120)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Why use superpixels\n", "\n", "Super pixels\n", "- Drastically reduced data size, \n", "- Serves as an initial segmentation showing spatially meaningful groups\n", "\n", "---\n", "We start with an example of shale with multiple phases\n", "- rock\n", "- clay\n", "- pore" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "# Basic tresholds" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "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": [ "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": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "# Super pixels\n", "Using the SLIC algorithm" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Superpixel Overlay')" ] }, "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": [ "from skimage.segmentation import slic, mark_boundaries\n", "fig, (ax1, ax2, ax3) = plt.subplots(1, 3, 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", "ax3.set_title('Superpixel Overlay')" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "# Merging super pixels" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [ { "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,ax2,ax3) = plt.subplots(1, 3, figsize=(15, 5))\n", "ax1.imshow(mark_boundaries(shale_img, shale_segs))\n", "ax1.set_title('Superpixel Overlay')\n", "ax2.imshow(flat_shale_img, cmap='bone'); ax2.set_title('Merged super pixels')\n", "ax3.imshow(flat_shale_img, cmap='Paired'); ax3.set_title('Merged super pixels (alternative color)');\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "# Segmentation using super pixels\n" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, (ax1, ax2, ax3) = plt.subplots(1, 3,\n", " figsize=(12, 4), dpi=100)\n", "ax1.imshow(shale_img, cmap='viridis')\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='tab10')\n", "ax2 .set_title('Pixel Segmentation')\n", "ax3.imshow(sp_out_img, cmap='tab10')\n", "ax3.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)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Summary\n", "\n", "### Histogram based thresholding\n", "* Otsu and others\n", "* Hysteresis thresholding\n", "\n", "### Clustering - K-means\n", "* Add position information\n", "\n", "### Similar region segmentations\n", "* Quad trees\n", "* Super pixels" ] } ], "metadata": { "celltoolbar": "Slideshow", "hide_input": false, "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.6" }, "livereveal": { "autolaunch": true, "enable_chalkboard": true, "footer": "March 19, 2020 - ETH 227-0966-00L: Quantitative Big Imaging/Advanced segmentation", "header": "
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