{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "-vXOAmE3-EfD" }, "source": [ "**Name:** \\_\\_\\_\\_\\_\n", "\n", "**EID:** \\_\\_\\_\\_\\_" ] }, { "cell_type": "markdown", "metadata": { "id": "Usc6mrDU-EfF" }, "source": [ "# Tutorial 5: Image Segmentation using Clustering\n", "\n", "In this tutorial you will use clustering algorithms to generate a segmentation of an image. An image segmentation is a separation of an image into regions belonging to distinct objects.\n", "First we need to initialize Python. Run the below cell." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "id": "8Q8h2gfg-EfF" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\HAOYCH~1\\AppData\\Local\\Temp/ipykernel_13688/1910902242.py:5: DeprecationWarning: `set_matplotlib_formats` is deprecated since IPython 7.23, directly use `matplotlib_inline.backend_inline.set_matplotlib_formats()`\n", " IPython.core.display.set_matplotlib_formats(\"jpg\")\n" ] } ], "source": [ "%matplotlib inline\n", "import IPython.core.display\n", "# setup output image format (Chrome works best)\n", "# jpg is better for images\n", "IPython.core.display.set_matplotlib_formats(\"jpg\")\n", "import matplotlib.pyplot as plt\n", "import matplotlib\n", "from numpy import *\n", "from sklearn import *\n", "import glob\n", "import os\n", "import csv\n", "import string\n", "import skimage.io\n", "import skimage.color\n", "import skimage.util\n", "random.seed(100)" ] }, { "cell_type": "markdown", "metadata": { "id": "b66kcTJJ-EfG" }, "source": [ "## 1. Loading Data and Pre-processing\n", "Next we need to load the data. Download `imgdb.zip`, and unzip it in the same directory as this ipynb file. Then run the following cell to load the image data." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "id": "4QYC005y-EfH", "outputId": "51444f82-9d38-48f6-a099-e8edf3a8fb8d" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "14\n" ] } ], "source": [ "filelist = glob.glob('imgdb/jpg/*.jpg')\n", "# https://drive.google.com/drive/folders/17hZsPa6p8KtJLZjwJFIMiEECa4Bt54EY?usp=drive_link\n", "gtpath = 'imgdb/gtruth/'\n", "if len(filelist) == 0:\n", " warn.error(\"Could not find imgdb directory! \" +\n", " \"Make sure you put it here: \" + os.getcwd() )\n", "else:\n", " imgdata = []\n", " gtdata = []\n", "\n", " # load image data\n", " for f in filelist:\n", " # load image - byte [0 to 255]\n", " img = skimage.io.imread(f)\n", "\n", " (fdir1, fname) = os.path.split(f)\n", "\n", " # load GT segmentation (non-consecutive integers)\n", " gname = gtpath + fname[:-4] + \"-gt.png\"\n", " gtimg = skimage.io.imread(gname)\n", "\n", " # convert to consecutive integers\n", " cl = unique(gtimg)\n", " gtimg0 = gtimg.copy().astype(float64)\n", " for i in range(len(cl)):\n", " gtimg0[gtimg==cl[i]] = i\n", "\n", " imgdata.append(img)\n", " gtdata.append(gtimg0)\n", "print(len(imgdata))" ] }, { "cell_type": "markdown", "metadata": { "id": "VvRu5dDm-EfI" }, "source": [ "There are 14 images. Each image also has a ground-truth segmentation that was created by a human annotation. Here is an example:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "id": "bvs8GFRz-EfI", "outputId": "efd9d49d-7c0c-49eb-b35f-a56457cca93a" }, "outputs": [ { "data": { "image/jpeg": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.subplot(1,2,1)\n", "plt.imshow(imgdata[6], aspect='equal')# change the image: image[0-13]\n", "plt.title('image')\n", "plt.subplot(1,2,2)\n", "plt.imshow(gtdata[6], aspect='equal', cmap='jet')\n", "plt.title('segmentation');" ] }, { "cell_type": "markdown", "metadata": { "id": "DCZoRP_t-EfJ" }, "source": [ "## 2. Clustering with Color Features\n", "To segment an image, we will extract features from each pixel location. Then, we cluster the extracted features into groups. Pixel location that are clustered into the same group form a segment.\n", "\n", "For the features, we will use the \"Lab\" colorspace, rather than the RGB colors. Also, we will ignore the \"L\" feature, which is brightness, resulting in a 2-dimensional color feature space (a, b). Here are a few helper functions:\n", "- getfeatures(): Extract Lab features along a regular grid on the image;\n", "- labels2seg(): Convert cluster labels into a segmentation image;\n", "- colorsegms(): Color a segmentation image using colors from the original image." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "id": "8Q9f_7WJ-EfJ" }, "outputs": [], "source": [ "def getfeatures(img, segm=None, stepsize=7, use_loc = False):\n", " \"\"\"\n", " getfeatures - extract features from an image\n", " [X, Y, L] = getfeatures(img, stepsize)\n", " INPUT\n", " img - the image [type = np.ndarray or Image]\n", " segm - the gt segmentation (optional)\n", " stepsize - window stepsize\n", " OUTPUT\n", " X - the features: each row is a feature vector [type = np.ndarray]\n", " Y - the GT segment labels for each feature (if segm is provided)\n", " L - dictionary containing location information of each feature\n", " \"\"\"\n", " winsize = 7 # ensure it is an odd number\n", " if stepsize > winsize:\n", " raise Exception('stepsize larger than window size')\n", " # convert to LAB\n", " yimg = skimage.color.rgb2lab(img)\n", "\n", " offset = floor((winsize-1)/2)\n", " sy,sx, sc = img.shape\n", "\n", " if use_loc:\n", " Xdim = 4\n", " else:\n", " Xdim = 2\n", "\n", " # extract window patches with stepsize\n", " patches = skimage.util.view_as_windows(yimg, (winsize, winsize, 3), step=stepsize)\n", " psize = patches.shape\n", "\n", " # get coordinates of windows\n", " rangex = arange(psize[1])*stepsize + offset\n", " rangey = arange(psize[0])*stepsize + offset\n", "\n", " X = zeros((psize[0] * psize[1], Xdim));\n", "\n", " if segm is None:\n", " Y = None\n", " else:\n", " Y = zeros((X.shape[0],))\n", "\n", " i = 0\n", " for x in range(psize[1]):\n", " for y in range(psize[0]):\n", " myu = mean(patches[y,x,0,:,:,1].flatten())\n", " myv = mean(patches[y,x,0,:,:,2].flatten())\n", " myy = int(rangey[y])\n", " myx = int(rangex[x])\n", "\n", " if use_loc:\n", " X[i,:] = [myu, myv, myx, myy]\n", " else:\n", " X[i,:] = [myu, myv]\n", "\n", " if Y is not None:\n", " Y[i] = segm[myy, myx]\n", "\n", " i = i + 1\n", "\n", " L = {'rangex':rangex, 'rangey':rangey, 'offset':offset, 'sx':sx, 'sy':sy, \\\n", " 'stepsize':stepsize, 'winsize':winsize}\n", " return X, Y, L\n", "\n", "def labels2seg(Y,L):\n", " \"\"\"\n", " labels2segm - form a segmentation image using cluster labels\n", " segm = labels2segm(Y, L)\n", " Y - cluster labels for each location\n", " L - location dictionary from getfeatures\n", " segm - output segmentation image\n", " \"\"\"\n", " segm = zeros((L['sy'], L['sx']))\n", " # <= offset if floor((winsize-1)/2)>= floor(stepsize/2)\n", " rstep = int(floor(L['stepsize']/2.0))\n", " stepbox = range(-rstep, L['stepsize'] - rstep)\n", " rx = asarray(L['rangex'], dtype=int) + int(L['offset'])\n", " ry = asarray(L['rangey'], dtype=int) + int(L['offset'])\n", " Y_reshaped = Y.reshape((ry.size, rx.size),order='F')\n", " for i in stepbox:\n", " for j in stepbox:\n", " segm[ix_(ry + j, rx + i)] = Y_reshaped\n", " ## Now fil in the borders if they are missing\n", " minx = min(rx) + stepbox[0] - 1\n", " maxx = max(rx) + stepbox[-1] + 1\n", " miny = min(ry) + stepbox[0] - 1\n", " maxy = max(ry) + stepbox[-1] + 1\n", "\n", " if 0 <= minx:\n", " ## fill in left edge\n", " segm[:, 0:minx+1] = segm[:,minx+1].reshape((-1,1))\n", " if maxx < L['sx']:\n", " ## fill in right edge\n", " segm[:,maxx:] = segm[:,maxx-1].reshape((-1,1))\n", " if 0 < miny:\n", " ## fill in top edge\n", " segm[0:miny+1,:] = segm[miny+1,:].reshape((1,-1))\n", " if maxy < L['sy']:\n", " ## fill in bottom edge\n", " segm[maxy:,:] = segm[maxy-1,:].reshape((1,-1))\n", " return segm\n", "\n", "def colorsegms(segm, img):\n", " \"\"\"\n", " colorsegm - color a segmentation based on the image\n", " csegm = colorsegm(segm, img)\n", " segm = the segmentation image [type = np.ndarray]\n", " img = the original image [type = np.ndarray (or Image)]\n", " csegm = the colored segmentation -- each segment is colored based on the\n", " average pixel color within the segment.\n", " \"\"\"\n", " img = asarray(img).copy()\n", " if segm.shape[0:2] != img.shape[0:2]:\n", " raise Exception('The shape of segmentation and image are not consistent')\n", " rimg, gimg, bimg = img[:,:,0], img[:,:,1], img[:,:,2]\n", " for i in range(0, int(max(segm.flatten())) + 1):\n", " # assume label starts from 1\n", " ind = (segm == i)\n", " rimg[ind] = mean(rimg[ind].flatten())\n", " gimg[ind] = mean(gimg[ind].flatten())\n", " bimg[ind] = mean(bimg[ind].flatten())\n", " # handle outliers from DBSCAN\n", " ind = (segm == -1)\n", " rimg[ind] = 0\n", " gimg[ind] = 0\n", " bimg[ind] = 0\n", " return img" ] }, { "cell_type": "markdown", "metadata": { "id": "g2K1_2iK-EfK" }, "source": [ "Next, we use the `getfeatures` function to extract features from an image. `X` contains the feature vectors. `L` contains information about where each features was extracted, which is used later generate the segmentation." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "id": "HySX4C64-EfK", "outputId": "99ee71d6-e82a-49b7-d6d2-86177c6a5a99" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(3060, 2)\n" ] }, { "data": { "image/jpeg": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# image to use\n", "img = imgdata[6]\n", "gt = gtdata[6]\n", "\n", "# extract features, each row is a feature vector\n", "Xo,Ytrue, L = getfeatures(img, gt)\n", "print(Xo.shape)\n", "\n", "# normalize features\n", "scaler = preprocessing.StandardScaler()\n", "X = scaler.fit_transform(Xo)\n", "\n", "# view the image\n", "plt.figure(figsize=(9,5))\n", "plt.subplot(1,2,1)\n", "plt.imshow(img, interpolation='nearest')\n", "plt.title(\"image\")\n", "\n", "# view the features\n", "plt.subplot(1,2,2)\n", "#plt.scatter(X[:,0], X[:,1], c='b', s=5, edgecolor='')\n", "plt.scatter(X[:,0], X[:,1], c='b', s=5, edgecolor=None)\n", "plt.ylabel('b'); plt.xlabel('a'); plt.grid(True)" ] }, { "cell_type": "markdown", "metadata": { "id": "SqZ6NS1I-EfK" }, "source": [ "Here is the segmented image, with the segment labels shown as colors. The goal is to recoever these labels using clustering." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "id": "P8oqdUed-EfL", "outputId": "b5ad4e1f-91c2-4be5-a9d8-8d88e6a16a6a" }, "outputs": [ { "data": { "image/jpeg": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# view the image\n", "plt.figure(figsize=(9,5))\n", "\n", "plt.subplot(1,2,1)\n", "plt.imshow(gt, interpolation='nearest', cmap='jet')\n", "plt.title(\"true segmentation\")\n", "\n", "# view the features\n", "plt.subplot(1,2,2)\n", "plt.scatter(X[:,0], X[:,1], c=Ytrue, s=5, edgecolor=None, cmap='jet')\n", "plt.ylabel('b'); plt.xlabel('a'); plt.grid(True)" ] }, { "cell_type": "markdown", "metadata": { "id": "gB0LjP05-EfL" }, "source": [ "Now use a clustering algorithm to group the data into **5** clusters." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "id": "0zHkZGAL-EfL" }, "outputs": [], "source": [ "### INSERT YOUR CODE HERE\n", "## HINT\n", "# 1. cluster.KMeans(n_clusters=5 , random_state=)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "id": "qJ3pwXyg-EfL" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\haoychen3\\Anaconda3\\envs\\test\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1412: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", " super()._check_params_vs_input(X, default_n_init=10)\n" ] } ], "source": [ "### INSERT YOUR CODE HERE\n", "K = 5\n", "\n", "km = cluster.KMeans(n_clusters=K, random_state=123)\n", "Y = km.fit_predict(X)\n" ] }, { "cell_type": "markdown", "metadata": { "id": "LmOclGV8-EfM" }, "source": [ "Once you have the cluster labels (Y), use the below code to generate the segmentation image and view it. You can also view the scatter plot with `showscatter`." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "id": "bSROH5tR-EfM" }, "outputs": [], "source": [ "def showsegm(segm, img):\n", " \"show a segmentation\"\n", "\n", " # fill segmentation with colors from the image\n", " csegm = colorsegms(segm, img)\n", "\n", " # view the images, segmentation, and ground-truth\n", " plt.figure(figsize=(9,6))\n", " plt.subplot(2,2,1)\n", " plt.imshow(img, interpolation='nearest')\n", " plt.title('image')\n", " plt.subplot(2,2,2)\n", " plt.imshow(segm, interpolation='nearest', cmap='jet')\n", " plt.title('segmentation')\n", " plt.subplot(2,2,3)\n", " plt.imshow(csegm, interpolation='nearest')\n", " plt.title('segmentation w/ color')\n", " plt.subplot(2,2,4)\n", " plt.imshow(gt, interpolation='nearest', cmap='jet')\n", " plt.title(\"ground truth\")\n", "\n", " return segm\n", "\n", "def showscatter(X,Y):\n", " \"show a scatter plot of clusters\"\n", "\n", " if X.shape[1] == 2:\n", " plt.figure()\n", " plt.scatter(X[:,0], X[:,1], c=Y, s=5, edgecolor=None, cmap='jet')\n", " plt.grid(True)\n", " plt.xlabel('a')\n", " plt.ylabel('b')\n", " else:\n", " plt.figure(figsize=(9,9))\n", "\n", " plt.subplot(2,2,1)\n", " plt.scatter(X[:,0], X[:,1], c=Y, s=5, edgecolor=None, cmap='jet')\n", " plt.xlabel('a'); plt.ylabel('b'); plt.grid(True)\n", "\n", " plt.subplot(2,2,2)\n", " plt.scatter(X[:,2], X[:,3], c=Y, s=5, edgecolor=None, cmap='jet')\n", " plt.xlabel('x-pos'); plt.ylabel('y-pos'); plt.grid(True)\n", "\n", " plt.subplot(2,2,3)\n", " plt.scatter(X[:,2], X[:,0], c=Y, s=5, edgecolor=None, cmap='jet')\n", " plt.xlabel('x-pos'); plt.ylabel('a'); plt.grid(True)\n", "\n", " plt.subplot(2,2,4)\n", " plt.scatter(X[:,3], X[:,1], c=Y, s=5, edgecolor=None, cmap='jet')\n", " plt.xlabel('y-pos'); plt.ylabel('b'); plt.grid(True)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "id": "Y_RX7uTL-EfM", "outputId": "3005951b-7025-48fa-d661-d8047e4bae2c" }, "outputs": [ { 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\n", 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# convert cluster labels to a segmentation image\n", "segm = labels2seg(Y, L)\n", "\n", "# show the segmentation\n", "showsegm(segm, img)\n", "\n", "# show the scatter plot\n", "showscatter(X,Y)" ] }, { "cell_type": "markdown", "metadata": { "id": "RMSFCdtl-EfN" }, "source": [ "Next we evaluate the segmentation with the ground-truth provided by a human annotator. We cannot just check that the cluster assignments for each pixel are the same, since the cluster indices can be permuted. We will use the [Adjusted Rand Index (ARI)](https://en.wikipedia.org/wiki/Rand_index#Adjusted_Rand_index), which calculates how often a pair of pixels is assigned correctly to the same cluster or not. Use the below code to calculate the [ARI](https://scikit-learn.org/stable/modules/clustering.html#adjusted-rand-score). Higher values are better, and the maximum value is 1." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "id": "bMvsXOAL-EfN", "outputId": "6e295867-b64e-488b-d8dd-afc1e32d0caa" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ARI = 0.38243942445896\n" ] } ], "source": [ "# calculate ARI\n", "ari = metrics.adjusted_rand_score(gt.flatten(), segm.flatten())\n", "print(\"ARI =\",ari)" ] }, { "cell_type": "markdown", "metadata": { "id": "fw0M54pu-EfN" }, "source": [ "Let us iterate K-means and Gaussian Mixture Models with different cluster number to get the best segmentation as measured by ARI." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "id": "O-UT_A9F-EfN" }, "outputs": [], "source": [ "### INSERT YOUR CODE HERE\n", "## HINT\n", "# 1. Ks = [2, 3, 4, 5, 6, 7, 8, 9, 10] #cluster numbers\n", "# 2. models = [\n", "# [cluster.KMeans(random_state=123, n_jobs=-1), {'n_clusters':Ks}],\n", "# [mixture.GaussianMixture(covariance_type='diag', random_state=444), {'n_components': Ks}],\n", "# ]\n", "# 3. model_selection.ParameterGrid() # iterate each model" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "id": "8NEaowZC-EfO", "outputId": "416b4232-7ad1-4b8a-b2c6-1aa258515ed4" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "KMeans\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\haoychen3\\Anaconda3\\envs\\test\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1412: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", " super()._check_params_vs_input(X, default_n_init=10)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "0.4455298683056748 for {'n_clusters': 2}\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\haoychen3\\Anaconda3\\envs\\test\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1412: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", " super()._check_params_vs_input(X, default_n_init=10)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "0.32522845067553824 for {'n_clusters': 3}\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\haoychen3\\Anaconda3\\envs\\test\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1412: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", " super()._check_params_vs_input(X, default_n_init=10)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "0.5357692889856138 for {'n_clusters': 4}\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\haoychen3\\Anaconda3\\envs\\test\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1412: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", " super()._check_params_vs_input(X, default_n_init=10)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "0.38243942445896 for {'n_clusters': 5}\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\haoychen3\\Anaconda3\\envs\\test\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1412: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", " super()._check_params_vs_input(X, default_n_init=10)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "0.334097663908754 for {'n_clusters': 6}\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\haoychen3\\Anaconda3\\envs\\test\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1412: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", " super()._check_params_vs_input(X, default_n_init=10)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "0.2580349833877121 for {'n_clusters': 7}\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\haoychen3\\Anaconda3\\envs\\test\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1412: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", " super()._check_params_vs_input(X, default_n_init=10)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "0.3045227447146036 for {'n_clusters': 8}\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\haoychen3\\Anaconda3\\envs\\test\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1412: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", " super()._check_params_vs_input(X, default_n_init=10)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "0.2784807523559136 for {'n_clusters': 9}\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\haoychen3\\Anaconda3\\envs\\test\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1412: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", " super()._check_params_vs_input(X, default_n_init=10)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "0.2708645015622179 for {'n_clusters': 10}\n", "GaussianMixture\n", "0.3718445548235134 for {'n_components': 2}\n", "0.3320234360598012 for {'n_components': 3}\n", "0.5338132637758952 for {'n_components': 4}\n", "0.3405480083649792 for {'n_components': 5}\n", "0.28947296214070445 for {'n_components': 6}\n", "0.26726064923776527 for {'n_components': 7}\n", "0.2365812580297477 for {'n_components': 8}\n", "0.21478976943196762 for {'n_components': 9}\n", "0.25742172689620674 for {'n_components': 10}\n" ] } ], "source": [ "### INSERT YOUR CODE HERE\n", "Ks = [2,3,4,5,6,7,8,9,10]\n", "\n", "models = [\n", " [cluster.KMeans(random_state=123), {'n_clusters':Ks}],\n", " [mixture.GaussianMixture(covariance_type='diag', random_state=444), {'n_components': Ks}],\n", "]\n", "\n", "results = []\n", "for i,modelpack in enumerate(models):\n", "\n", " # get parameters\n", " #pgrid = grid_search.ParameterGrid(modelpack[1])\n", " pgrid = model_selection.ParameterGrid(modelpack[1])\n", "\n", "\n", " # get model\n", " model = modelpack[0]\n", " name = model.__class__.__name__\n", " print(name)\n", "\n", " myinfo = {'name':name}\n", " bestari = -1\n", " for p in pgrid:\n", " model.set_params(**p)\n", "\n", " if hasattr(model, 'fit_predict'):\n", " Y = model.fit_predict(X)\n", " else:\n", " model.fit(X)\n", " Y = model.predict(X)\n", " segm = labels2seg(Y, L)\n", " ari = metrics.adjusted_rand_score(gt.flatten(), segm.flatten())\n", "\n", " print(ari, \"for\", p)\n", " if (ari>bestari):\n", " bestari = ari\n", " myinfo['param'] = p\n", " myinfo['segm'] = segm\n", " myinfo['ari'] = ari\n", " myinfo['Y'] = Y\n", "\n", " # save best result\n", " results.append(myinfo)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "id": "O3_Jtqsi-EfO", "outputId": "c507ea4e-5732-439e-883e-41e64626fb28" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "KMeans\n", "{'n_clusters': 4}\n", "0.5357692889856138\n", "GaussianMixture\n", "{'n_components': 4}\n", "0.5338132637758952\n" ] } ], "source": [ "for L in results:\n", " print(L['name'])\n", " print(L['param'])\n", " print(L['ari'])" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "id": "nAPgEB1D-EfO", "outputId": "db954074-b1cb-4132-fb9c-0cbf2891b168", "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "----\n", "KMeans\n", "{'n_clusters': 4}\n" ] }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/jpeg": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "----\n", "GaussianMixture\n", "{'n_components': 4}\n" ] }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/jpeg": 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CQoDjjaOD3BH/AOs9fytanfQy+IdbJV/Lk1G6cKUKuAZnIBVhlT04IyPzqmzxSxfuzhsHG87eOyj6E5zx349EJ6iNK32jkiXGCVHQ9/p09vWoHleSQOwKlsBxuHQYxx36VbtmWWV0CKsrYHPUYAznjp3wf51JCI58jygzfKNqjGcg4P54/P0zRqTY6C11y8trdGuHF1GxH3x+8xx0x1PPfP4d+rS3WUK0Z3KwBB9Qe9edRJdWcZkjBdMfLHk5Ixzg+/tXYeBdSF4v2DBZny0YH8BAJI69CFJ+uf73HTRq62ZlUp9UaU9sY8GqjLg9K6e4sJQBujOD0zWfLYHPK811mBjDipFNJeSW9m7LNKgdeqDlhxnkDp0rKi1lX/5d5Bj73I4Gcf59OPwlzS3BRbN1WqzEw71z0GsfvCs0eOR9zOVBxjjueR0rbtpY54xJE4dPUdvr6fSqjJS2FKLW5pRv0Aqwp54qnHnIq3EDVohl6DIrd0+QgAd6w4QcCtm0QgKfWoqr3RLc3AM4NVLs54z3pDcFBjNV55vM61xwg73NqlVSjZETnHfmkRN5Gajzk5NPRjtPrXRayOcm2qvAqzFjbk1WjK7STzTlnX7prKSbGnYtZ7A0mOajhOamPSoasXuhFHz8dKSQ4PHSnCmYyTSB7WJ4gCma57xxu/4RHWMJwbCfJ9P3bV0MWFUj9KxvGUG/wXrbbiu3T7jp3/dtUp2kdHI5QSR0FFFFZnUFFFFABRXDt4t1KB76O5e2juvtbWtlaS2E0RbNysEcnms+2VcOjMEA+8ORXRaHqF1ef2hbX3ktdWF19nkkgQokmY0kVgpJI+WRQRk8g0Acr4i037f45uj5vl7NNtf4c5zLce9c1V7xPexXvji6aJJ1CafbofOt3iJIkn6BwMj3HHvVGvcyqlXjGU6lTmhK3LGyXLa99d3ffXY/PeIqlGWLcIQtJbu9+bRW06W/EKjmgiuYminiSWNuqOoYHv0NSUV6zSaszwYycWnF2aKP9iaT/wBAyy/8B0/wry/xBov9hX8dr9o8/fEJN2zbjJIxjJ9K9eqpqkMlzpF7BEu6SSB0Rc4ySpAFedj8vp16fuqzW1l+Gltz6fh/iPE5fil7STnCVk05Puknd3ta7elr9Txaip7yzuNPu3tbqPy5kxuXIOMjI5HHQ1BXxkouLs9z9vhONSKnB3T1TWzQUUVsweFNbubeOeKy3RyKHRvNQZBGQetXTpVKjtCLfoY4jGYfCpSxFRQT2u0vzMait3/hDdf/AOfD/wAjR/8AxVUNS0a/0nyvt0HlebnZ86tnGM9CfUVc8NWguaUGl6Mxo5pga81TpVoyk+ikm/uuUaKKKwO4Khng8/b823Ge2ampkkqRY3tjPTit8NOrCqpUfi6aXMcRGlKm1W+H7j0L4Y/8i1c/9fjf+gJR8Tv+Ratv+vxf/QHrzXSdUn0bU4b+3WNpYt20SAlTlSOcEdjWprvjHUPENilpdw2qRpIJQYlYHIBHdjxya/Qra3PyGeU1lmSxUWnG935f5nPUUUVR9GFFFFABRRRQAUUUUAX9DjSbxBpsUqK8b3USsrDIYFxkEdxXpvjTR9LtfCV9Nb6bZwyr5e144FVhmRRwQPSvNPD/APyMulf9fkP/AKGK9h8W2Fzqfhi8s7OLzJ5Nm1NwXOHUnk8dAal7nzWcVXTx2H96y662XxLfU9B+C3/JJdE+tx/6USUVN8H7aaz+F+k206bJonuUdcg4IuJM8iivja38SXq/zZ9bFpxTR3FR3ETTW8kSTSQs6kCWPG5D6jcCM/UEVJRWYzm38GwPK91/aupDUXLb75WiErIyhSmNmwLhV6KDkZznmt60tYbGzgtLZBHBBGsUaDoqqMAfkKmooA+UtfBj8a61Lhin9rXefkzz57fgafqESofMER2sqOFB+6TgEA5+7yCD24HrUviBU/4SrXAQ7B9RvCcdUImkII7YPTn0+lMWGZ4fs0cyGOZRIobHGTuAOORyccen4AELtnt3SeMxq4G6SIEYcYxlTk7h2yDwScdDUlrPHBcTBYvKBYjcDkKQPwwcj9fSpEuIy8lu6LEx3De0jFVJyCcdBztB4HQ9+KLmFgJJiSisUDoTkKwHVST6BhngYNAEto2bMAsd7KSQrcA4B6dsHP8AnrUF7qGn3UsllcPAokZhLC21xnI/h5HHYcfyp9reRzKNiMuxlIUDAyAT69MkH6D3qGadVknDNJxgox6nkcdf849DSB2PRbf4p28+lpDJYzTakECK3HlyMFALkgAglsnaB+NYtz4+1e4cLGbaBw2S8MQIIx0w278/euQgCyPDIOChBbBGM5/T/E1NHcGS2iPHmGMhmwOecA8egx1raM3tcydNblgTPPeySSnzJZGOSWOSxPOfc1aBjV2eMfuwACM5B/yfT8KqWpcOWBwigAgMcnuMHt93vVhk4k2IemAex9v1H5fnVwSHTDeFOwFiOAfXHr+FOinYTorOYyOVIJyO+fY5GeDVYbAxKr0XpknB9ajEe0kbQoBPHTPfrTRLOs0zxLLBsW9j3RcAsThx/j+PPuK9A0lrPUUMlncRTKo+ZQcMvXGVPIzg4yK8YjmInxIqscg4J6f5/wA54q5FdTWl20ttcSReWDh42KvgjsR1HFaKpJKxDppnuENohyGXkVZRFT5eRivKtP8AHut6dLIss8d8vyl0nUllUDHBGMHA5PPPPOST2GmeN7HVriOHyJbeZztAJDKT2APX06gdfzXM5PUzlTaR0rYI4NQS7egNRvKo6Goi7fePStIwZkyRlxSnIIx3qIyDbipIpBjBqmnYRIuI2+f609UzgjjNRxsCCCMsO9WImUAH+IVnK4WJEJVewqQyLjrVS4lGQc4PtVJrlgetJU3LUL2NFroA8UwTbyDuxWYZiT1qxbZdutaOkoq4rm3bEFc1l+MHX/hCtd+brp1x/wCi2q6oKqB0FYfi8OfB+tZYf8g+fp/1zauRxuzeNZxio2OsooorI7wooooA5+98JwanO0uoajf3JAb7OGMai2JZWDJtQZYFVwW3Yx7nOlpWlx6VBMizzXEs8pmmnnK75XIAydoA4CqAAAMAVeooA8w8Z/8AI9zf9gy2/wDRtxWTWt4z/wCR7m/7Blt/6NuKya+nwH+7x/rqfmuff8jCp8vyQUUUV2HkBRRVi8vJL2YSSBQwXb8o/wA+tYylVVWMYxvF3u77bW0trfXqrW63NYxpunJuXvaWVt++vS2nTUzJtL0+5laWewtZZG6u8KsT26kVwP8Awr7Vv+fiy/77f/4mvSaKwxOAoYhpzW3bT9D18s4izDLVJUJ6O3xe9a21rvT5GFo3hu0s9Kgt76ysp7lN2+Tyg2csSOSM9CK20RIo1jjVURQFVVGAAOgAp1FdFKjClFRgrW0PNxeNr4upKpWk22293ZN9ldpfIKgubK0vNv2q1hn2Z2+bGGxnrjP0qeitHFSVmrnPCcqcuaDafdNp/hY4zxB4Ml1C/jl01bK2hEQVkwUy2Sc4VcdCPyrg7q3e0u5raQqXhkaNivQkHBxXt9QXlql9Y3FpKWEc8bRMV6gMMHHvzXkYrJqVaXPB8re/VfdpY+0yfjbFYKCo4iPtIJJLo1ru3q5aM8QkcRoXOcD0qhczrNt2gjGeteof8Kx0X/n61D/v4n/xFYviD4dS2/2f+wo7i63bvO86WMbem3H3ff16VrgcqpYaSqN3kuu34Hv1uMcNjX7GL5U+67a79DgqKkSGSRcouRnHWrS2SFRuLBsc8iurE5jh8O7Tlr2Wr+Z30MBXr6wjp56FVXQW7IV+cng4qOtKW3SZgzFgcY4pn2KP+8/5iuChnOEjFyldN6tauz8vLQ7q2U4mTSVmlotl95TliaFgrEE4zxTKesTuhdVyo6nNMr2KUrrlck5Le3f06Hk1Y2fMotJ7enr1CiircNqkkKuS2T6VnisXTwsFOrtt3NMPhqmIlyU99ypRV/7FH/ef8xTXtIUUszOAP8+lcUc6wknZXv6M63lGJiru1vUk8P8A/Iy6V/1+Q/8AoYr3uvnRsBjtOVzxSV6nxJM+UzXKPrtSMue3LdbX6+qPsj4ef8iZB/19Xn/pTLRWV8Fv+SS6J9bj/wBKJKK+NrfxJer/ADZ7tGHJTjDskvuSR31cRFqGsLPLpL6vM8smufYVvTDEJIohaC4IA2bM5BUEqfvd8V29YKeDtGQXIEd6xuZVmkZ9QuGbzBgB1JfKtgAZXBwMdKzNDm31/WrmwuBHqP2ebTbO8meUQoRdPDO8S7gQcKRESwXB+cYIxXc/anOnLdx2ssztGHEEZUOcjOBuIGfqRWfP4U0W5tba2ksz5NtG0SKszrlGILK+GG9WIBIbIJ65rZoA+XNauT/bmpGaCaNpdVu2MUux9uZn4+XOME8gMQeSD3qGMSwPCsLDCNtcDsOmPyyfrmrPiAfafEGtxrt85NVu1jI6kedLuB/Trjv6CkKrPcQyLHJsd9rq+QdpA646kjnPvQIq3FzeyNI8iRgoQNx5bcePqOucip47oT+UJ2wJFZ5TuwT8uRjpz0wDx0/Ft/HHaW628hTD/MRtOQcjkds9v8M02ZkW0SSTdMz/AChipDLxnI/76/HikAQTql2jqqjYdpQnkqc55I9SevPK06WKN3S3BIBQsXDDJOSRnpg47e4+lV7mTMkG0Fm2bSCAwBycdc56n9PSrL4TcyFWG0lG2EMMA9W6gYX9OncMRUhclXgl6MRgry2SeP6H/OKsxFYLaeBnTerAja455Hy/X/Oaels0zvbErJE/+qYMeCPrjsw/+vVYSYuniud24sN42/Kc4znkY6HH9KEM0lR4JjDGCVZflyvb14/nUqs2zaeW6HnPfr7f/WqjbmQS+WN3DY8tSWO0c8e3B/AGpZ5GWESHa7EHcFyvXOCMjnrzjv1q1IhoWRyJCQ2Q3y4HcY//AFVEXw3LFu/P9Kha5DgyBcksWJz9KdLDPA37yPaAcMAc/qOtaXIJSWzkgqT8w+Ug4+nXtViF2ZEaNNxZsDAzzwexyDx6VXkmbzd6FVcfc7YPJ70JMwYFgOPRuAR/+qgDUkTyCGLfu0cE5/hPP1744569KaT5gbIBjVCo3cDPp07dPqearCXICgMFMZVk3cEDkAZ6GpGRIow6MfnUglsFcY3en0/U8ZFAHoHh/wAWi9uoLK+XbNK2xHC45xwD2yT6eo4xzXXNg/Ke1eHQXbo2CwbaoOFB4PbB69a9B0DxWs7/AGbUbiNQqgJO427uf4z0HBHPT1JzW8J9JGE6fVHWYGafhs5WpBCVOHU1bUbVGxBWkp2MrDYofLjLtxVSafax29KkuZJACGPPpWc5Y9KKcL6sTJHuSfeoXck9KQIxOcVKg2kZFb2S2JGxg7hwTW1ZwZCkoeeue1RWjwhlBTn1rTZ0AG2uStUb0SLjFbsYYQzfMenvWZ4tVR4J1xQBj+zrjr/1zatYtmsfxY3/ABReuZ/6B9x/6LauZ3ZrBxTOjooorI7grkfEGr6joer31yl289smi3d6lm8aBFkh8rGGA3HO5s5JHNddWTc+HNMvNXGp3CXL3IjMWDdyiPY2NymPdsIOBkY5wCaAOdn1LWLG/k0NtWknlleyK37Qxh4hMZQ4AC7f+WB25BxvGc4roPDd5c3emzLdy+dNbXc9sZioUyBJCoYgADOAM4AGc4A6UkXhXR4bCayW2kMUrI7M1zK0gKY2YkLbl24GMEY7YrQsLC202zS0tI/LhQkgFixJJJJJJJJJJJJOSSTQB5j4nuZbnxxdNLZT2hXT7dQszIS48yf5hsZuD74PHSqNa3jP/ke5v+wZbf8Ao24rJr6fAf7vH+up+a59/wAjCp8vyQUUUV2HkBRRRQAVbvZLJ9n2OF48Z3bj19O596qVe1G2tLfyvss/m7s7vnDY6Y6V52JnSWMoRk58z5rWvy7a89tP8N+ux3UIVHhqsoqPKuW97c2+nLfX1t03KNFFFeicIUUUUAFFFFABRRRQBwuq+AN10p0Zbe3t9g3JJK5JfJyeQe2O9cVdW72l3NbSFS8MjRsV6Eg4OK9vrlJ/AGlXGoXF69xeiSeRpGAdcAscnHy14uOymNZupTdpPXyf+R9/w/xnPDJUMe700kk0rvd7u92ebUVJcW81nMIbqGSCVhuCSqVJHrg9uD+VZl3KxcxYG0EH36V4GEwNTE1vZbdXft+Fz9OxGOpUaPtU+ZdLO/4q5LK8VujRKpG5SePyqC1jWSUhxkbc0sEMUi/O+GzgDIq9GgjQIM4HrXr4jEQwVKdCDk6kt27rXun+H6nmUKE8XUhWmkoLZKz+TRH9lh/ufqakRFRQqjAFOorwamIrVFacm15s9qFClTd4RSfkgqG6/wCPZ/w/nTbp3VMIuQQdxx0rT/sjRf8AhC/7S/tH/ia/8+vnJ/z02/cxu+7z1969fK8tdXlxDlazWm+3ft/TPFzfN4YX9w4t83u3s938tu76HOV0OhaNC1i+vakizaTbSGKeBGIlYkADGMDGXU/eHQ1z1FfXHzFaEqkOWMrf5dbdn2fQ+u/hI9tJ8NNMeyjaO1aS5MSP1VftEmAeT/Oiq/wW/wCSS6J9bj/0okor4ut/El6v82dkFyxSO+oorg003Urq21fT7C9upfsutJgXOpzxs0XkRMyeau5wCWJwOOazKO8orze91U3+nNLFd32nxWej3NzABeOSZ4pCjMz5zKFKjG7IIfJHIrv/ADbttOWWKCNrsxhvKlkMa7scgsAxH5GgD5m1SKdPGGvSxSBVbVbtTk4AzM4zk/07Uu0xmNTvwUZiFHCjjA2g/Xntz6VLfJcPrutTS2pWYajdlvKcuN5mcEKSBkD6D1x2qtMJYBGXUHygWIZACCe3Gen+NIRPeRQS2v2iIo8rDewYZIywzx1xgYz79apqFu7eSLYXdzlViB5IUZJwM+nt/WR7l4byXLnynTc6rJldwGfxHTtTTEY1iuIeFDBhICeD0zjr1/CgZBcxbYCGcNtUSR5wQx7/AIcZrQkVJbECN8Oqlxwc464OOh56enrTAJbeH9/bO0jz5YleGA4x/s9cdO1PQQoAI/kEi7ZElUjHG0Y4PHOAevSgB0drIxQowt7lMhSy7cjg/N69fyx1qDU1ZbuR3aNXnGHUc4IVWOR6Z3fkOnFLf3VzcXPnQRsipEC7AY4Oc5PY801pjcQpKzPI8uBP8pBBXjBYDknn/wDXimIbC0mEdSweNeu1vvZAP4YHPb2qaO5UwF7iIqv3MYBGMHoD26Hj0FU4tht0bf5cZUByMk7lIzn6k547Y+otMWVXhZ1ZCzbdq55wSMenHQHp1prRiauIwils0K83HBO1t2Rkn+Xb/wDVTkhZ2JjjDo5xuUZ/Ud+ajiygKNuzgEY5Ge386ntmMDuWjG3GWUDHSrWhLRWWRQMKpwADnGaVR827aBk9McnjmklRUmJUsEYggE9Fxx/hSIg80gYAAzjHFXckf5ihirOcDHX0qxHcMDGrHaue5P8Aj9Kpg7uAB15BFTSHJL7iV2rwe54zj/PakBYkAKu0UcgjGBuZTtHXPP8An/FYSg2t5ZJ5BySFX0zx/WqcVuyMqbwuCQB1B/UVPI88MkkTFTtcozAdQBjr/nNRCbloXKHKrnbeE/Gq6KFtLyN57I5b5FG6Fj1wMjjPJHXkntg+qQ3FrdWq3NtNHJE2dsiNkHsf5Yr5/WYy7AMkrxnAJIGAMn8PT+VdF4d8TzaI2w7pbI8vETjYSQNwJH5jj+taLzMJwuro9PaMS5YE49aasaq2OT71JbzQ39nDdW7q8MyB1cHqD/WmsjqeDxmuqMrnLqiTyomUjJz7URwKgz1qJnIPv7mnLMQv3ciizC5KxVcDbipI7kIMfL+eKovcZGCOvY1GGGeM0/Z3WpDl2NX7USOqY+tZPiq4U+D9bGRn+z5+n/XNqlDnHU4rK8UN/wAUlrP/AF4z/wDotqh0lYSlqjvqKKK4D2AoorldTguR4waO1vblGvNHujsa5fykkVoVRgucKRuPIGeTQB1VFeexz3NnaJoNy91b3S3dnHe3CanNcbkkzjZK+GQsybSABjcMdQa6bwrNLLpMySTSTpBe3MEUsjl2aNJWVcseWIxtyeTt5yaAOM8Z/wDI9zf9gy2/9G3FZNXvE73j+OLo3sEELDT7cIIZjIGXzJ8EkouD145+tUa+nwH+7x/rqfmuff8AIwqfL8kFFFW47Lfpst55mPLbbs29enf8a0xGJpYdRlVdlJqK9ZOyXzZ51GhUrtqmr2Tb9FqypVuDT5bi0kuUZAkecgk54GfSqlFGIhWnBKhNRd1q1zaX1VrrdaX6b6hQlSjK9WPMrPRO2vR3s9u3UKKKK6DEKKKKACiiigAooooAKKKKACiuh0CWMWrRmRRIZCQpPJ4Han+IP+PBP+uo/ka+QlxVKOcLK5ULXlyqV/K97cv6/M+mXD0ZZY8wVXaN+W3nte/6fI858T+GIdct3ngjjXU1RUhmkdgqqGyQQMjoW7d68k1nTrjSdWnsrp43ni27mjJKnKgjGQOxHavfaxfE/h//AISPTY7P7V9n2TCXf5e/OAwxjI/vV9coxUue2u1+tjHKc7q4a2HqyvSv93n/AMDzPE4XhQZdGLA5BFaEbiRA4zg+tULqzurGURXdtNbyEbgsqFCR64Pbg1NZy5Ai2/dBOc+9eLnWCUqbrxu2t9dEvJettj9TyfGrnVJ2s9rLd+q36k0s6w43AnPpUf22P+6/5CrNVpbTzZC+/Ge2K8bBvAy93EJrzu/ySPXxf1yPvUGn5WX5tlZ7mRiwDfKc8YHSoaufYP8App/47VmKPyowmc4717Us1weGp2wyT8tvnseRHLcViJ3xDt57/LcyqK0bmEyqCDyoJxjOao+TJ/zzf/vk16GDzGliafO2k+qv/nY4sXgamHqctm13t/w59YfBb/kkuifW4/8ASiSil+C4I+E2igjBzcf+lElFfNVdakvV/mzJHe1jjwl4bVZFXw9pIWVg0gFlHhyOhPHJ5NbFFZgUptH0u4jto59Ns5Y7Ug26vArCEjoUBHy9B0q7RRQB8zatbeZ4l1tzGzD+1LsD5jj/AF8nbPoarQxrDOY4mVQpdXAHBGOh7/8A6vrWlfRL/wAJRrEpkjUnVLwKuMMx89++eaxDeql1JLcofmYsGR849jjIHG7qD9Kmw2yK5e2huzEsRK5YYIwVzwM5/n7VuW95a2nlIyEMQBsdSeGUZX65579CO9UDbQ6hPIJmZXC5JXO5gccken5e/FZs89zDcuwkMuUAXBwVzyR1+v1zSuSbsvlXNk0VowB3AbSQCvcZI5PTv+eQazJLvfIkbwlSo2mRiwyMEdP149Ko2vnC/WFVPMgABOMc881oyCJl8+2VXYk+aCCQuD1yM449/wAarUC0khgdTLKDGjBJCq4+XI5xjrhuRmooGMbtLLkwxHLMgwME5PQZ7fz6c1HFdiWJwyNhSGAOeMdccjr7en1NT2EscC3Eiqr9RGjD5WO77zds8gDH0ovcCBAGvpYiSAA7lVOQTxkAfgRz2q3ayW9xI8m5WjQFjnOQuRkjv0H4Z6VnzfZkR5Eba6ysqZGMr6k9x6cfjgVLYiaWymCRvGrbgf7uOBjJ6YUt1JPSm9QQszQyEeVKpXOFB6gZPB/z09TTjuWRgsiuNvLIMg9yR61XTymvJJA48tmLLk5JB6f5PrWw1rA8asymUOpKyKQgbHJGOCD/AMB70oz1HKOlzPuwoZPlCsUwVznnpioFYbwwxwcmr0kCTOqn5XZMEjg4GefT/wDVWdFFGt1JGJtqoSCHPcdelac6M7DlbY4IYYJzVhWUwDJGxhtYjsPlpkcEZSUOpyOE/iP061J5AB8tkCY2uWxjHTI6+vHp1p8wrChZEmR8sSSDw3IpbzbFOyEgNtDDPPVR3FC7JJkRjvAIBySM/Unp9aWRfM1EKx2oka4EhJwNgzz9eaxpu0jaovdFgSSKJWZw24lsDsB39uD+tWFIRlHIAABB9CRg/XpUZkiiljcyM0T9Q4zzz/j+lDK8UrNu2Bh8p698Y9//AK1b3MbaHZeCtfhs92nzbQk0m9ZADwxAGD7EAc9u/t6AWHdc/U14XIzRFmfPmbRlT+X09a7HR/HMtuDHqHmTRhQse0DeCPU98jnJ5rop1OjOapSu7o9FM/l8eStRG56kRqM+lY9z4m0eLTZr4XsciRKTsBw57ABTg8kgZ6c9a42T4j3krD7NpsEak/8ALSUvx+AFaSqUobmcaVSWyPRmcueQPwFKOKZYst1ZQXD4iaWNJCn3tuVBxnv1qcxgdCT+Fa8y6GDi+o0GszxP/wAilrP/AF4z/wDotq1hE56IfyrL8UI6+EtZ3AD/AEGf0/55mpk1ZjindHfUUUV5Z7AVm3Hh7RLu+N9c6Pp814V2m4ltkaQjGMbiM4xx9K0qKAKEWh6RBYS2EWl2UdlKcyW6W6CN/quMHoKtW9vBaW8dvbQxwwRrtSONQqqPQAcAVLRQBw+s2Vvd+OLwzx79um2uPmI/5aXHpWVqsNhaKYY4GWdlDKwYkDn3Psa3NR/5Hi+/7Btp/wCjLmuW1C9+3TrL5ezC7cbs9z/jXlZTDGYrPakfaT9jTs2lJpJ2TirX1Td7q1u54vEc8Lh8Dzckfaz0u4pu2z16NK1nf0KlXYryNNJmtCG8x33Agcdv8KpUV9/isJSxUYxq7RlGS6axd1+PQ/P8PiamHcpU+qcX6SVmFFFFdJgFFFFABT4igmQyAtGGG4DuO9MoqZx5ouPcqMuWSl2Lfkx3uoeVZr5aP90OemBz6+hqvLGYZnjYgsjFTj2ra0fTv9Tfeb/e+Tb9R1zWhe2tv9kuJPIi3+WzbtgznB5zXwtfi2hgswWBhepBKMPNT5uV3ctZaW+d3c+uo8N1cXgni5WhJty8nHlurJba3OSooor7w+PCiiigDW0Szke4S7BXy0YqQTz0/wDr1e8Qf8eCf9dR/I0zQJYxatGZFEhkJCk8ngdqf4g/48E/66j+Rr8oxWIr1uL6Uaq0hNRjpb3bN/PVvX/I/RsPQpUuGajp7yjd631ul8tEtDm6KKK/Vz85MTXvDGna4sk01ur3ogMcMjSOoU8lcgHHU+leW3+kHRtSltJNhljADMjEg5APf617bWJr3hu31uEBTFbz+YHacQhmYAEYJyD6d+1ebmWFq16X7pu/a+jXbt959dwtxBDL6/s8VrTfW13F91u7b6Lq7nkMqynHlMF9c0kSzhj5rqy47Vqf2Jq3/QMvf/Ad/wDCum0n4dXupaZDdySXFu0m7MTWjErgkeo9M18zGVX2fsnGKXeSUX/4FJrX8T9TxWPwOHarzqt67Rbl/wCSw5nb5W8zi6K3/FHheTwwbQTTs5ud+3fF5f3dvTJOfvVgVyTg4Oz/AAaa+TV0/kz0MLi6WKpKrRd0/Jp/c0mvmkFFFFQdB9P/AAc/5JXpH+/c/wDpRJRR8HP+SV6R/v3P/pRJRXpR2R8XW/iS9X+bO6ryrVrjQ73VdRk0eSxghtXEGorA6iW8U3ERuGdR8xRI1kG49SzYwBz6rRTMzzFf7G85PtX2P/hD/wC05vs+/b9k/wCPdMf7OzzfPx23Yxziux8OLft4K0wGTy702keHuo2cjgY3rlSTjGeQc1u0UAfOjLIviO++1OrONUuhLIiBUP8ApD5IUkkDrxkn3rlL2CdW+UsVIwRjAP4fQ/rnvXQ6z5ia3rrRIrMNRvCMsQc+fJiubjnaR0iCAsPvc9uKhsGaun26Lbh5fLMmCGUg/MAe+R1BHT2qEtNaWhIfepYxnB3AgE547jjqcfzp6XKwbdyYABDuP48nOD2wf51Pa3Mdsg2n7q4TPOB1I/X9KV0IzmsPMUTRS7SuGdi27b0IHHcnp9efWpLWZoWkhjijkDqFKMTk5xyfyzx0/WrwcGLbDKCQo2gkAgA59s8VnvHLvUr8yoQT0IP8XA/z1/CmgC9by7JrlTsEisjq+7fuOR06f19alt5BOwYRsCAC218bhjjjGPXn+tUtWnjFlHGQBKHBdR9Of8/nVeLUW+wiIBS4bhsc7fShoVy1c3IiuWWKNnSVt2WXk9sfr747VbsoisLjeigRkt8wAbAyM9c+uPYVWU/abRZpD8/qWPPH079Mfy61atbhIXgeVVVdhR2XaWx2PPp07cD8xAOiJinUAD3ySM+/etSXetzGm5Fj8pSrAbjgMVwWIHT/AArKCIrjEgY8DJ7Z/wDr1fvCkq28luhO1MMBLlXbLAgA9sEfiTUx3NZfCOuJIxiXfJiQMqqS3ODjvjH8P0J/PPvZjHclVCAcAtsDFiD/AJ/zirV9JOIYgCo2Au0agDBJGTn6j16ms143YvuYEsxLEYJBzVt2REdWX0nVlUFY0Z0JZ48ZJ6gkDjPHPT86r3brGwUEAhjnaMMOc446deP6Uu1Y4YMNuyWX5sYXp/8AX/w9alxKkkzkDHTJJPJzjmqi9CZrUtQyo0SKZB6447/hVqd1MGEYvK8YAbALH5znkfj+X5UI1JKHauwqNuT/AJ5q/cW8p+yztIi+ZFsDKD26545OG/pWcfiNZfAUjKQqqXk45DAkZ/X2qaJ3nQ+ZIG5IAdizc5POR7Hn3qrKGjXD5LZ7HqM//r/KpreTarnaFjDqwKxjOQpGM56Vd/fIt7pJ9uaKQyjaWlUEhlDAHocZ6f8A16nim3RmSQhCHxgeuMjgdOlUZI90hkBwcfd9MdqtW4SSFlbezswHIY8H9KXN7wW90kuHLQMQvysuRkZyB71QR8BclsgYI7Cpdz75Y8MhCEAHv0H4dB+lRRfeJJAx0H5U6j1Qqex7b4VuHk8M2EjSMW2MPm5IAdgB+AArYLkjljXL+BJ/tHh51LDdHOyBQcnGFIP45NdDJPDGOZA3sDmvRou8EzgqwtNkpz3zWV4nX/iktZ/68Z//AEW1Wmv4v4UY/U4rM8R3sL+FNYUgqTYzdf8AcatGnYhJXPSKKKK8s9MK4jxVcaFL4n07Tmk0+31pnhnN5O6JJBCsmQqMeSzkFQo7FieOD29FAHkVtt/sX/iX5+2f2K//AAkHkf6z7R5kW7zMc+Zj7Vjvjp2rtvB/2LzdZ/sjyP7H+1r9l+zY8nPlJv8ALxxt3Z6cbt3fNdPRQBw0qXieNdSF7PBMxsLUoYYTGFXzLjAILtk+/H0rD1i2htbtEhTapjBIyTzk+tdJqP8AyPF9/wBg20/9GXNYHiD/AI/0/wCuQ/ma8PI6tSPE9SmpPlcXddHaMbXXlfQ8vienB5SptaqSs+qu3f7zKooqC1vLW+iMtpcw3EYO0tE4cA+mR35Ffp5+Z2dr20J6KKKBBRRRQAUUUUAdXo//ACCof+Bf+hGp73/jwuP+uTfyNQaP/wAgqH/gX/oRqe9/48Lj/rk38jX4Bjf+R7P/AK/f+5Efs2E/5FEP+vf/ALYzjaltUWS7hRxlWkUEeozUVWtPikkvYWSNmVZFLEDOOe9fumOqKlhak27WjLW9teV21062t5n5DhIOpiKcUr3a036q/wCBralptpb6fLLFDtdcYO4nuPeufrt3RJEKOqsp6hhkGuOvFC3s6qAFEjAAdua+J4Ezeri6dXDV5SlKPvczd9HZW113V+2p9ZxfllPDTp16KUYv3bJW1V3ft1sWNH/5CsP/AAL/ANBNdNcW0N1GEmTcoOQMkc/hXM6P/wAhWH/gX/oJrq68LjyrUo5tSqU5OMlBWa0a1l1PY4PpwqZbUhNXTk7p7bROR02GO41CKKVdyNnIzjsa0NYsLa1tEeGLaxkAJ3E8YPqapaP/AMhWH/gX/oJrqJIo5l2yRq65zhhmvV4ozmtlud0JqUvZqKbinZPWS227b9jzeH8rpY7KasOVc7bSk1drSPz77dzjrVFku4UcZVpFBHqM1t6ho8fkL9ig/ebufn7YPqfpWNZf8f8Ab/8AXVf5iuyq+M82xeW4/DVMPJpJNuN3yv3rapNXJ4Wy3D47B14Vo6tpXsrrTo3scNXV6P8A8gqH/gX/AKEa5Sur0f8A5BUP/Av/AEI11+IP/Ish/jX/AKTI5uC/9/n/AIH+aOV+JWk2Oo6UlxdQeZLaQTvA29hsbaDng88qOvpXhVe++M7K4XRNRl8yWZDbztjaSIxtP+fwrwKvPwKpRy3DQpVFOylqu7k3az1Vr213tdaWP0bIKladfFOrFx96Nk9dOTp0130766hRRRWp9IfT/wAHP+SV6R/v3P8A6USUUfBz/klekf79z/6USUV6UdkfF1v4kvV/mzuqzv8AhINFzdD+19PzaDNz/pKfuecfPz8vPHNaNcBqH2fxDqd99tttWsbWyjktrfydMmMkmZELyg+WVIyi7VGcjLEHIwzM6869o66cNROrWAsS2wXJuU8st6bs4zV9WV1DKQykZBByCK4ZLjUfP07UtSt7+7sbS7uEjc2LeeyNEAkjwqoIOfMThRwwOACa3vD2n3Vv4M02wmkls7lLREJTaXhOB8o3ArkDjoRxQB4VqixSa7rquQV/tG+LgHkKJpCf0BrnfMszxHBtBY4O7J/St66WW31zWVedpit/ejzCoDkiST5m2gDrzwAB6VXl0u1t3uNkURyTwxznCk5Hoc4GBjp9ayk1cvkbWhlBVGI2IYADar8VDKHZ4lQFM8KrPkk+laN1psXS0SQj5ipJyQM5/ln16GrthaOsUbuAXHIO3P4fSl6EqDvYzlm+zwMkqSqzZPBGARx+ef8APNQWtusm6P7TzJg56Efr65710LJsuAJdqyncQDwMDH4/pVd7aGQMjw84B56NyRwe2OenSldlchy2rIYCsJYPhiQ2MfhVa3UOzMem7oec/Sr2vWi28sDjzC0m4nzO/Ss6NcxNjI5GBmtFsZNWZdE0obyXyFIIGOKkEqK6hfm+U4Of5is3aV5wQP179vwoSSRMPjJORkjPrRygdSi5+9GGycASc/l1qfUrmW0ubVGEShYMKq8ADJ68DnJPI/nVaB90qlgOOoz05pPEarHNZIrl/wByGb5s9z6Y9DWaWpvL4WQyTNtRtxJVcDIIwM5x+Bz+Zp8ZQksqkqDyMDj8z7Vji5baw4PGBjtyOla+mspgdm2Dc54bjirm3bUzprUdfq505JVhVVV8ZAUHnjnHPX1rMYsMZXA/ulcfTt71pa627TIykob95kopHTB5/M1RW7ae5EjZLgZ4PHP8utOErIVRalyIvEqoY3Z1GCd2ePbnge1WrqSNbO1JXYoaRizNuzwvHqOn6/Wq9uu5AM4xkHHbvUt3GiafFJJNJKA2NhPTjqMc9qlP3jR/AVox9okfzi5wq4K9xluParts2bR7faoUKWDYLHcSM5P0GMYxWVb3Dfa3QbVUxj5cDBGT/ia2YAJIrhi/3YGZQACDjnB9qG/eFFe6U2CxlS7DaVzkH+f4YqzFCGgd1Pl7F3dO2Rn+dVVKyuuc/L8oAq4qA2twoYhvKJBJxgghv6US+II/CVmkkaZ2PL7edo6Z6/5/pUUbRKzB3DDjkN/n2pEUsz7V2bfmAIHIB7Hr/wDWoDZmGIySTxk5H+cVUyKZvafq9xoxWW1lPlvkSR5O1wMdeeoz+Gffns9K16LVoSVQwzKfniLZwOxB7j+R/AnzuZ2+yAtwFf7vsQefpxTYbuayl823maOQYIZT1HXn29uRXTh6rirGGIpqTPVjIT61l+IZD/wjmqj/AKc5f/QDXP2fikyKEvRz2kQcY9x/h+VWdanR/D2olGDKbWXBU5B+U13c6lF2OTkaaue80UUV5Z6QVTm1bTbe/isJ9QtIryUZjt3mVZH+ik5PQ1crk/ElyLvWLPRWs7xbZpIbm5u47GWVTskDJGrIpAJZQSSRtX3OQAbtrrmkXxnFpqllcG3BM3lXCP5YHUtg8dD19Knsr+z1K2W5sbuC6gYkCWCQOpI68jiuBe0vm0fUdI0waneaWtoXMd9ZmBw4lDGKPKIXDJvHOe3zc10/hwPNfa1frBPBa3d0jQrPC0TPthRWfYwDDJXHIGduemKAM3Uf+R4vv+wbaf8Aoy5rA8Qf8f6f9ch/M1ry20tt411JZb2e7LWFqwaZUBQeZcfKNirx9cn3p97Yx3kLKQqyEACQrkjnNfHUczpZZxHLEVl7uz8rxir/AC8texGbYCpj8sdGl8WjXnZvT5/cchWXoWhWvh6xe0tJJnjeQykykE5IA7AccCux/wCEd/6ev/If/wBeqmn6T9ugaXztmG242Z7D396/RIcU5VOjOvGr7sWk3yy0cr26dbM/PnkeaU5LDOFnPW1468vz6X/EzaK6Wz0WO2mLyOs6lcbWj6e/U1d+xWn/AD6w/wDfsV4eL4/wFGryUYSqLurL5Wkr6Hp4bgzGVafNVmoPs7v8U7HG0V0VzoST3DSJKsSnGEWPgcfWudr6TKM7wma03LDvVJcys9L9L2s9nseFmWU4nLpqNdaO9n3t17r5hRRRXsHmHV6P/wAgqH/gX/oRqe9/48Lj/rk38jUGj/8AIKh/4F/6Eanvf+PC4/65N/I1+AY3/kez/wCv3/uRH7NhP+RRD/r3/wC2M42t3w7/AMvP/Af61hVu+Hf+Xn/gP9a/WOMv+RJW/wC3f/SkfnHC/wDyNaXz/wDSWblcbe/8f9x/11b+Zrsq429/4/7j/rq38zXx3h1/vVf/AAr/ANKPqON/93o/4n/6ST6P/wAhWH/gX/oJrq65TR/+QrD/AMC/9BNdXXL4g/8AIzh/gX/pUjfgv/cJ/wCN/kjlNH/5CsP/AAL/ANBNdXXKaP8A8hWH/gX/AKCa6ujxB/5GcP8AAv8A0qQcF/7hP/G/yRyUVtNa6nbJMm1jIpAyDxn2rraw9T/5D1n/AMA/9CNblc3FuMqY2lgsTUSUp023bb43/kb8N4WGEqYrDwd1GaSvv8K/zONubO4tNvnx7N2ccg5x9K6TR/8AkFQ/8C/9CNUfEX/Lt/wL+lP0O93oLPy8eWpbfu68+n417+eV8VnHDVPGOKupOUraJJc0b6vzR4+U0cPlmfTwqk7NWV9W27PovUuavbpd6Lf20hYJNbyRsV6gFSDivANf8LXWlS3E8ETtp0e3EzyKTzgdBg/eOOlfQt7/AMeFx/1yb+RriZoIrmJop4kljbqjqGB79DWHA+Bp4rB176NSVn/26/wPYzriDEZRjaThrCSfNH/t5arztor6eR4fRXcav4HSKO/1CO9VEUSTrCsGAAMsFB3fh0rh69bE4WrhpctRWvsfY5Zm+FzOm6mGle1r6NWbV7apX+Wh9P8Awc/5JXpH+/c/+lElFHwc/wCSV6R/v3P/AKUSUV0x2R89W/iS9X+bO6oorIl8T6TbzXEVxNNA8Cu7edayxhwpAJQsoEnJA+XPUeopmZr0Vjt4o0lbBLwzzFHlMCxraymbzACSvlBd4IAJPy8DnpWnbXEN3axXNvIssEyCSORTkMpGQR7EUAfPN3cy23inVNsUAP8Aal4weSLJx58nIOR6dfappr/7GTBd2k75OE2v8uM4zk5bnpzyePXmhe2Ez+K9dkkCKrajeNGJGVQ6+fKM5J6bgRj2NTC0fSxFqdywjtlCoEV4yXXBG5Rkb+x7dc9Oazdrmqva5T8UyJDPZy2l4+2eESMgLIEIG0cZOe5z1O45wSRVLTtZa3X95IPK3bQzqCo68Z7dOwrQfTJNRjluLH7dNErZaOOyDFTgDBCyfpjIHbjmrc6dHaRobiG8jbaC4mtWi28nqec/h/8AWo0J1NW2WKeLdHZuQiiR5AGVSHOc7j8q8q3HQkHHQ1FHugtWlAmd1VnAuFWPjJBK93XIYZAH3TkDoDT7fTL2zaMG9UBQHKSRdD7cHseM96qajpmn26yMbucKCoWRIy7k46FcgDgdd35Uh3Mi5MklwEKTSQAjarLuwCcnHXv9eOuauIjyWU9kLQpcMRtla22spU5PzdVOMjj8u9Un1SfT5wlndzpEMYcZiZs9cgMSDn3/AJ1fa71HUI4jO0TnHyG4aNS2ef4uWyfrTJKX/CK6kieaYGaIEfMFf6Dt9KlTw9OJ8tayyAMd6lsEgHkdM9eOKsW1/Lo2PNsLNgSQkjQRyLn2YAhu3f8AnWrP42gZlY6Tp0zrhVaW0QsOeDnH6AD607isVIPDupNJGw02dpGywVY9zEfQc1Nd+HZ7toVWwlYqCrfuyhU56H9fzqZvGLybo/7G0o24ORHLZoSD7YA/yTzRL4otgVC6DpSsvU+SRz/wEj+dKxVyJvh7qUhzHYbFyv8Ay8x88/MPvcHGPxNFv4Q1a1U+ZbRRLkkNJcxc9PRqbdeIbaaMN/YunJIMZaNZEII5HIcEH9feqR1mzu5WNzpkDqq5Ba5uOOg7yHPbp+dNoSdmdBceFNQ1HS2s0ns1+dZF3TZVT+GccelZrfDTVoTua+049AcNKfftH7U5tV0d4EFxpO9AP3cKXk67BkjB3Mw6DPGOo98Oa/8ACskaiXSbyE4xmG53fowpLQJako8FavbuqhrSZcZ3RS5Pr0IBqa48PCSzS1vL2O1ZpQ2Th+xGMBs96znuPC8gUCTXEQElVAiIUkAHr9KlhPhYr+9uNSJPrGin36Mf84osh62sEPhHTo5Hl/4Sa137cBSij+cgqwdK06GNkfWreUMu0hEHQ+4YjvQ0Hg+QmRtR1BGY5PJ/H+A0/wCx+EpkxHqVzg8HdNsPTn70VFkxK6KLaLYuFlg12zQ85jfJI/yO/ep7aHTogyXVycheSsgGc8dx71B9i8NJP5T31wBuwxEm/wDEYiwfzqddJ8KyrubW5V9sHkfigxTsnuF2thG07QgzsNSEeVIZWmDHsTwE4z7Z/HkU9dN8PA/vNbZTwQFO/IOD12cfTHXimyeH/DUkhaLXyo2jKsFPt14/xpf+Ea0UKNniCEqc/MXjBA9xupt3EkNFrpkhKx6pbshGdskjj5gOPmEY9euPzqvPpVgAxOv2ZwOExKwU9OW2+3pVweFdLjRc+J7ZS65GUTkZ/wCuvsahk8CT3J32Os6bcICAzNLsIJzjgbuw9fWmtBNXMxba1U4Or2BJ5HEpH0P7vjtUOo/Z49Mu/L1e3P7l9qxiXLfKR3TjPpwK1j8OdZXDG4ssEA/ffv0/grL1bwTrNtY3ku2CSGO3d2dJRjABJ4OD+lPnZPIj6oooooKCiis+91ux067it7pp42lKhZPs0hiBZtqhpAuxSTxgkdR6igDQorHh8UaNOl26XmEtI2lleSJ0UopILqWADqCCMrkVc07VLTVoHltHciNzHIskTxOjYBwyOAwOCDyOhB70Ac1qP/I8X3/YNtP/AEZc1LUWo/8AI8X3/YNtP/RlzUtfl3EH/Iyq/L8kethv4SCo5po7eJpZW2ovU4zUlVr+3e6spIUKhmxgt06g15+DhSqYinCvLlg2k32V9X12XkGJnUhQnKirySdl3dtESwzR3ESyxNuRuhxipKrWFu9rZRwuVLLnJXp1JqzRjIUqeIqQoS5oJtJ91fR9N15Bhp1J0ISrK0mlddnbVBXOpaaPJIqJdTFmIAGOp/75roqhWztlYMtvCGByCEHFenk+a/2fGpadSLla3I4rVX+LmjK+rW1uvkefmeXfXZQ92DUd+ZSe9trNW+d+hgXOi3K3DC3iZ4hjazOuTxVd9KvY42d4cKoJJ3rwPzrraRlDKVYAqRgg9693D8fZlTjGE4xkla7s7va73td69LX6HkVuDcDNylCUk3eyurLt0vZeuxS0f/kFQ/8AAv8A0I1bljE0LxsSFdSpx70qIkaBEVVUdAowBTZ1d4JEjba7KQpzjBxxXyuJxKxOPliIvk5p8yv9m8r3du2/yPoaFB0MHGhJc3LG3rZW/Hb5md/wj9p/z0m/76H+FWrLT4rHf5TOd+M7iO34e9GnwXFvAyXMvmOWyDuJ4wPWov7Yt/tf2bZLv8zy84GM5x617WJxOc491sLTrSr046trZpa31Sdrr8Dy6FDK8GqWInSVGctEnum9LaNq/wDmaFc1daVeyXczpDlWkYg715GfrXS0VwZLnuIyepOph0m5JJ3v0d+jR2ZrlFDM4RhWbSi76W7W6pnP6bpt3b6hFLLDtRc5O4HsfeugrKs7HUIbtJJ7rfGM5XzGOePQ1HPp+pvPI8d5tRmJUeawwM8dq9zN/ZZvjubEYykuWC95KfK/eemt3dbvpZo8jLPaZbhOWjhajvJ6NxutFr0Vnt3uU7bT9StbhZkt1LLnAZhjpj1roLZpmt1NwipKc7lXoOayP7M1X/n+/wDIrf4Uf2Zqv/P9/wCRW/wrvzh4bNrOvjKCkvtKNS9tdNbq2t9vmcmVqvlt1RwtZxfRuFr6a6W107k99Z3E2rW08ceY027myOMMSa1axoNP1NJ43kvNyKwLDzWORnntV7UILi4gVLaXy3DZJ3EcYPpXg5nGnWnhcG8TTlCEXHnipWirt+9fVv0Wx6+AlOnDEYlUJqUnzcrcbt2S922n3lXWrO4u/I8iPft3Z5AxnHrVGzs9TspjJHbKWK7fmYf4+1QW5v7mGeRLuQLCu5syNz16flVf7bd/8/U3/fw19/gMrx9LByyuFWjOENJJxqN+971naS9dOh8bjMwwdTErMJU6kJS1TUodPdutH6HQeZevYXn2yFI8RHbtPXg57n2rmKma8uWUq1xMVIwQXPNQ17GQ5PPLVV5uX32naCkkrRt9pt677nmZxmcce6fLze4mryabd3fokvLYKqanp8Wq6fLZTs6xyYyUIB4IPcH0q3RXuyipRcZbM8qlVnSnGpTdpJ3T7NHbfDC1Sy8AWVrGWKRT3aKW6kC5l60VN8PP+RMg/wCvq8/9KZaK+RqJRm0u7P1ihOU6UZyd20m/VpHU1wWvaLqer60t/aaVdxNbFJH+13SOk/lzQyKsKh2Ee7yjk4TORuyene0VBqcTHp2rQaofEA0qZ3lvpZW08SxeakbQRxA5L7M5hBI3dHPUjFbuiaQ9p4TstKvGYSJbqkvkSshVschXUggA8AjFbNFAHh9zczaVZ36WRIeLU7tEaVi+SbpwCzHJJ9zz9aydKn8uR4r4COVgZVMq7EO7uNy+3rjr7k9u3gG+1W916D+1YLeH7fNsZrFmYrMFmPzeYBwZSvT+H8Ki/wCFPXPmSyf8JDBmUkt/xLvX/trn8/8AGs+V3L5lY86kjYXskkCxCBztD+YgC5PUD0z7YGe1W9RsHl0Oe4Zre5a0CFljLHYvzBhgjHdTwei89q7Z/gxPI25vEaE+9gf/AI7U0Xwiu4nZl8QwYYYZTp2QR0/565H4U+ViueJ2d40crsi4OeCHKbSen+TxWmt0Lya4s7yXyo2KtlBuLHjj0H6/1r1lPg6kciyLqFiHU5z9hlOfqPPxS3nwha7iK/2pp0DE5MkGkhX/AD82izC55LLoWnXM6x22txAscjz43AHtlQf6VmXqy21wIXlimb5QHjJIPp1A9K9U0b4OXF7pVlqLa8IJbm3jmaJrDPlllB28yds46VYufgU11JvfxKFIGAFsMAf+RKdmLQ8oaUoFjIyzrwBz6dqjfyUmwR3x6V60fgS5kWT/AISb5l6H7B/9sqST4HSyJtPiYAc9LD/7ZU8o+Y8oUYwFJyxweTViEW8Uoe8WaVGz8sUixnPA6lW9fSvTv+FGyAgjxMBjp/oH/wBsqpqfwbuLK2jnXxB57G4hi2ixxgSSohbiTsG3fh2o5WF0claSeFxGzXFtqG4nJUSKw/MBfT0qK+Tw5fMqWCXFgUJLO8Rl3duf3vA+gH413x+B0hDD/hJV+YYP+gf/AGykX4GurEjxKOTz/oJ/+OUcrC6PNJ9M3fLa31pcKOS7OIf0fFVTo2rsGMWnXEyjo8A8xfzXIr1YfA+QdPEi/wDgB/8AbKd/wpGTIP8Awki5H/Tgf/jtOzC6PF38+FyksUyN/dZTVlZl8ncHBJI789PSvZo/g9qELM0fi+ZSeDttWH/tWoP+FX3sOsW1jJrFrcxzQTTPNNpKsQUaMBSd+efMJ6j7tFmI8ae5O7Gc46gU0TPwDgEHjPGa9tm+CkEwP/EwskY/xJYyA/8Ao/FUT8BASceIwM9hYn/47TsK55Gs5J+8KVZTtYHvXrLfAPLBv+ElwRjpY/8A2ynD4DEHP/CTZ+th1/8AIlFh3PJ45B1PfikaUAkcjB5r1sfAhhj/AIqUcf8ATh/9sqpafBWW6u9QibXvLFrcCJW+wn94DEj7v9Z6uR3+7RYDy9pflDds0glGCc1623wHJ/5mQD/tx/8AtlH/AAoY/wDQy/8Akh/9sosI8rjuZGtmtvtXlxZ3bGZtpP0APPWql5dypZXCLM2PKYcE4Iwa9fHwGI/5mX/yQ/8AtlRzfAHzo3Q+JsblIz9g6Z/7aUWYHtFFFFUAVzHimyu9Umtbe2067keKaKWO5+0qtsuJFZvMj3gvgLwCjc4wQeR09FAHnSeGdZn0i0sXsvJfSdJNjE7yoVvHDwsCNpJVSLcfeAP7zpxXVaDb3f2zVtRu7R7M3s6NHbyOjOqrGiZYoSuSQehPGPoNuigDhpbKKy8a6ksTzsHsLVz51w8pBMlx0Lk4HsOPartN1DStSvvGl7JZXdvbRjTrVSZ7RpQx8y46ESLjHfr1FSf8I7r3/Qa03/wWP/8AH6+IzbIcbisZOtSS5Xbrbol2O+jiIQgosbRTv+Ed17/oNab/AOCx/wD4/R/wjuvf9BrTf/BY/wD8frzf9V8x7R/8CX+Rr9bplKbUrS3laKWba69RtJ/pVuqNz4F1a6uGmfXbIM2MhdNfHTH/AD2rQ/4R3Xv+g1pv/gsf/wCP16eO4VtRpPCNubXv8zVk9Ph02vf8DgwmNxLq1FiUlG/u23a1389jN1i2murREhTcwkBIyBxg+tQPd6xHGzvawhVBJOeg/wC+qvWek+Ibq61CFtT06MWtwIVY6bJ+8BiR9w/f+rkd/u1Yl8M67NC8ba1pwV1KnGmP3/7b11YLAY+lRp4Wvh6U4Rk3eTba5mua1mui0OfFYaFSrPEUas4TkktLJOydr3T6sr2Fw91ZRzOFDNnIXp1IqzTLbwrrdrbrCmt6eVXOC2mvnrn/AJ71L/wjuvf9BrTf/BY//wAfrzMdw1ip4mpLDxioOT5Ve2l9PwO/CYnlw8I1neaSv621/EbVS90+K+2eazjZnG0jv+HtV3/hHde/6DWm/wDgsf8A+P0f8I7r3/Qa03/wWP8A/H6nDZDm+FqqtQajJbNSV+3ZlV54bEU3SrLmi901/wAEzbbR7e1uFmR5Sy5wGIx0x6Uf2Pb/AGv7Tvl3+Z5mMjGc59Kn0rSfEOo6PY30mp6dA9zbxzNEdNkJjLKCV/146ZxVv/hHde/6DWm/+Cx//j9d0sLxHKpKo6vvSXK3zLWOunw7av7zjWCyyMFBUlZPmSs9Hprvvoiq73QvY0SNTbFfnc9Qeff6dqsU7/hHde/6DWm/+Cx//j9H/CO69/0GtN/8Fj//AB+vPq8OZhUUUoQVlbR776vfXW2ltlodtOvTg5Nybu769NtF5ffu9TP/ALYsP+e//jjf4VLb39tdSFIZdzAZI2kcfiKq/wDCvdT/AOg9af8Agub/AOPVHN4W1rQ41urfVrKd3mhtyh05+BJKiFuJuwbP4fjX0WM4SyxYebws5upb3U7Wvpvp6niYXH5w60ViIQUL62bvby1NOaaO3iaWVtqL1OM1i3OvSLcMLcRPEMbWZTk8fWtu58K63dW7QvrenhWxkrpr565/571n/wDCvdT/AOg9af8Agub/AOPVXD3DuCoRlUzOHNPVJbxtprpZ3vfrsTnVbM6slDANRju3ezvrprfTbpuUE129kkVEihLMQAMHk/nVq51eW2t1VljF4G/eRkEgDnvn6d6ni8A6rDMki67ZlkYMM6c3b/ttT7nwLq11cNM+u2QZsZC6a+OmP+e1etWyfKJ4qny0Iqkld2Tu5XsovV+6023s7pannUo55DDz5qt6jdleSslbVr3fiuklurN6GT/wkF3/AM84f++T/jR/wkF3/wA84f8Avk/41o/8K91P/oPWn/gub/49VOTwVqyaxbWI1e1KTW8sxl/s58KUaMBf9b38wn/gP5d/9l8Pf9A8fuf/AMkcfsuI/wDn9/5Mv/kSL/hILv8A55w/98n/ABo/4SC7/wCecP8A3yf8a0f+Fe6n/wBB60/8Fzf/AB6j/hXup/8AQetP/Bc3/wAeo/svh7/oHj9z/wDkg9lxH/z+/wDJl/8AImd/wkF3/wA84f8Avk/41Fc6xcXVu0LpEFbGSoOeufWtb/hXup/9B60/8Fzf/HqP+Fe6n/0HrT/wXN/8eq6WAyKjUjUp0EpRd07PRrb7RFTDcQVIOE6t09GuZbf+Amt8PP8AkTIP+vq8/wDSmWitPw1oz6BoUWnSXK3LpJLI0qx+WCZJGk4XJxjdjqelFY1GpTbXVs+poQcKUYPdJL7kjWoooqDUKjuJfs9tLNtLeWhfaO+BnFSUUAcn4Y1LUpru1iv743gvdMjvwTGiiFyfmVdoGU+YY3ZPynk546ys3S9B03Rmkawt2jMiqh3Su+1FztRdxO1Rk4VcAZ6VpUAFFFFADJkeSCRI5TE7KQsigEoccEA8HHvXEWGo6zqMOnab/bEsM8n9ovJfeTEXcW9wIkUgpsGQ4JwoPy8YzXbyxrNE8TFgrqVJRipwfQjkH3HNcdr2g6J4f8NSSpY3c8cc24B9SuBsMrbXZpNzMkZ3lnxkHkkGgClB4n1XULGLWUufs8UMWnO9ksalZjcbDJkkFhw+FwRyvOeleg15xqetaJbrot9c2+jLe3ORbMutGOxKQEFWaTaFfaWG0GMkE8Yxmtex8cSa1FZDRdNjvJ5oZZ5la7CpGscnlkK4Vg5LBtvQEDJIoA7CiuIt/Hd/qFrp8mn6Cksl3pX9pskt75YjUEApnYctzxwB6461LD49VLUX2o6a1pYTaXJqtrIswkkeGPYWDpgBWxIhABbOeoIxQB0+pqTp8pGoPp6oN73KBMxqOSfnBUcDqQa4L/hINfOm6ldm/ljXStPOoxB4I1a+jMs3liQFflzHCPu7TmTPHSman430vW9B1a1v7SzvRb2Yv/s+m6x5okVXHytJGFKMGK8cg56nmqviNpU068t20ryNW0/7HKhl1aadZYJrjADsynf80bAowZRnIJoA6WPV9SOtx3BvGNpJqz6b9i8tNoRY2O/djdv3LnrjacYzzXYV594h1W08K3qa5qOn6VHeCI3M0Z1tlYuFKMYImQLJJsGN2EJztzVmbxDq66t4oElvbz6PY2STpsu2ilAMLt8u2POWI67vl6jPSgDuKK4+58Zy2lvd3FvpRnsNMtopr+VrrDxhkEhCKVPmFUIY5K5zxk0658Z3VvfajjSEbTtOv4bKe6+1YY+YsRDKmznBlGQWHAyM9AAXfGM2pWeiy32mTXyzQI7eXbLAyn5chpBICSgxyE+bngHthxeJtTjjg1lrsXFtdXd7aiyRFEaCBJmV1bG8ljb9yR+8HAxW14rTT92nf2lDO9rc3H2SZkvJIURWRiC6oQJAWVVw3978DgeGNY0fVNRtL5NFNldXEFzcXCSXTMloq+WN2z7gZ1dCSADjOSeaANvw5e6idRNnf35vvN0+C9EhjRPLZy4ZRtA+T5QVzk9ck109cX4c+xeGfAkniC4hmXzLY3bqWZ3SH5nihUMeAisFCjABz6k1oXHiDV7Czia+0W3S8u7iO3s7eK+Lh3YEnexjGzaFJOA3TjNAHSUVxM3iK5vNZ0OGVHsZ7bWJrS/gjnLo2LKWUfNgb0IMbDIHI6ZFTW3jaeS3tbu50jyLTULSW709xc7mkVE8wLIu0eWWTkYLdDnB4oAyPFHxB/szXJUs9Ss1isY7hJbN3TzLiVbd5BkH5goYIoxjJLDsM359S1ixv5NDbVpJ5ZXsit+0MYeITGUOAAu3/lgduQcbxnOK2NJLeJ9NstT1bSYbcMgmtovtBlIWSMg7xtUZ2sRj5hz61PF4V0eGwmsltpDFKyOzNcytICmNmJC25duBjBGO2KAF8N3lzd6bMt3L501tdz2xmKhTIEkKhiAAM4AzgAZzgDpWxVawsLbTbNLS0j8uFCSAWLEkkkkkkkkkkkk5JJNWaACiiigAooooAKKKKACiiigDj31fUhrclwLxhaR6smm/YvLTaUaNTv3Y3b9zZ642jGM812FZp0DTW1caqbdvtYbfnzX2b9uzfszt37fl3YzjjNaVABRRRQAVxeo6pqunalrdsuovKCdPFsZIo/8ARTc3DxEjCjcFG0/Nnke9dpWLL4T0ie9vLuaK5klvE8ucPezMjKCSAEL7VwSSMAbSeMUAYceo6tPqh8PjVZkeK+libUBFF5rxrBHKBgps3ZmAJ29EPAJyOi8OahNqvhvTr64C+fNArSFBhS2OSPYnkVG3hfSWsEszBMESUzrIt1KJvMIILeaG3kkEg/NyOOladtbw2lrFbW8axQQoI441GAqgYAHsBQBLRRWTresS6Y1jbWlot3fX0xhgieXyk4RnZmfa2AFU9ATnAxQBqsCVIBwccH0rhG1LVxra6Rba1cXFrPdx2jag8MO+GYRzSyomECHAiReVOC5GSRgWE8a31zHbW8ehD7bc6lPpvkte7VRoo2YuXCH5flPQZxzyeKybJdOtraO1/sW4j0Uagmn+eNZuJHhuRJs3RqTlV80lN6srHOSuDQBYfX9aubC4Eeo/Z5tNs7yZ5RChF08M7xLuBBwpERLBcH5xgjFd9by+fbRTbSvmIG2ntkZxXCodF1LSvDayaMVhu72fTUjW7ddiKJmbeRjzVY24yrcEtk5xzc0vxxPdjTri+0lbOw1ATCGYXXmOGiVmO5NgwCqMQQSeOQKAOyorhrLxBquqeKvDck9k9jY3tnc3ESJdeZ5q4jK+YuAFcA5x8wGTz1rSudU1tPiFBpltDayaa1h50gknKMp8wKWAEZyQOAu4A+ooA3dSSaTT51t5bmKYLuVrYRmQkc4XzAUycY+bjnqOtefR+Jddk0/V5mv5IZdDs3u3heKIvcESzARzYUgEJCATHgZfIJGK07fxNca9pWkS32kNa2er3awQmHUnWZfkkcsSiqQP3YxhuQ3OMYOHqcST6to9rpOkQYi1m5sZ0uNRlQXYWF5v3rBGLguN53buVA5DEgA6SPV9SOtx3BvGNpJqz6b9i8tNoRY2O/djdv3LnrjacYzzXYV5lYXLaf4m1bVrrSzPBHrqWrXLXz/uHlSKJWSHG1sbwpf5WwxAyOK9NoAKKKKAOL+IHiz+wbA21rqVtY3zwtcCSdkBCJj5VDcMzEgYweNx6gVXXxNfoItZW8F1ZXV5fWsdmqpsVIEmZHVgNxLfZ+ckj94MAYrtL6yt9RsprO7j8y3mUpIm4jIPbI5qpF4f0yHVJNRS2P2lyxOZXKAsAGYITtViByQAT3oAy/Dl7qJ1E2d/fm+83T4L0SGNE8tnLhlG0D5PlBXOT1yTXT1naVoWnaKJBYQNH5iqhLyvIQq52oCxO1Rk4UYAycDmtGgAooooAKKKKACiiigCnqmpRaVYm6lSST50jSKIAvI7sFVVyQMkkdSAOpIFJpepxaraGeOKWFkkeKWGYAPG6nBU4JH4gkEEEHmoNe06fUdPjW0aMXMFxFcxCUkIzI4baxAJAIBGcHGc4OMVFpWjyxabeR6gwWe+uJLiYWszqE3EYVXG1uFCjPGTngdKANmivnDUtT1aDW9Ugj13Wlihv7mKNf7UuPlRZnVR9/sABVf+19Y/6D2tf+DOf/4ugVz6XorwDSvEIgtWXUdS8QTTFyQyanPgLgcf60d811tvALm2inTUNaCSoHUNq1znBGef3lawpOWzM5VVHdHqVVr+0kvbRoYr24s3JBE1vt3rg/7asp/EGvO/sJ/6COsf+Da5/wDjlH2E/wDQR1j/AMG1z/8AHKv6tLuR9Yj2Opi8GWkEMZt9Qv4b5J5Z/t6NH5rPJjfkFPLwdq8bMfKDjPNVNe0a7hFlcWS61fX8cMsDXNrcW8UjoxDbZPMAXaSOqDcuOOtYP2E/9BHWP/Btc/8Axyj7Cf8AoI6x/wCDa5/+OUfVpdw+sR7HS+HPCEek6VpiXErtd22krp0nlsNmOCxGRnORwfTtVn/hD9La1sLWbzpoLLTJNLWORhiSGQRht2APmxEvIx1PHTHI/YT/ANBHWP8AwbXP/wAco+wn/oI6x/4Nrn/45R9Wl3D6xHsdbL4VF1pd3p19rWqXltcxeTiZosxrn+ErGCTx1bcal1PwtY6tcX888twr3ltDbOY2A2CKR5EZcg/MGcnnI4HHXPG/YT/0EdY/8G1z/wDHKPsJ/wCgjrH/AINrn/45R9Wl3D6xHsdJqHgaDUxdfaNZ1UNe2Ys7x0aFTcRjdjdiP5SN7fc2g9was3HhK2nnvHW+vYY72zFncwxmPZKoRkVjuQkMAx6EDgZBrkvsJ/6COsf+Da5/+OUfYT/0EdY/8G1z/wDHKPq0u4fWI9jqLvwTYXbSKbu+it7iGOG8to3UR3aoMAPlSRxwdpXI4NWrjwtY3NvqkDy3AXUryO8mIZcq6CIALxwP3K9c9Tz0xxv2E/8AQR1j/wAG1z/8crZsdFgls43e91csc5P9r3Xqf+mlKVCSD6xHsdB4i0G08TaHcaTevNHBMVJeBgrqVYMCpIODkCsu98FWjtrk9jK8FzrFvHazbj8kcajY2wAZBKcdeqr0xXkl5qd7ZeKriOTWNbNlBfMrRLqlxkxq/Kj956DHWvRNCXTPEFi93aXGupGkhjIl1W5ByAD2lPHIrJRvoaSqqKvY7W90+11DTJ9OuYVe0niMMkfQFCMEcdOKyX8LCex+zXWs6pctHKkttcStEJLd0zgoVQA9SDuDZHXNU/7Atf8An71f/wAG91/8co/sC1/5+9X/APBvdf8Axyq9kzP6xHsXbbwlY28tpO1xdT3EF69880rKWnleFoSXwoGNjYAUKBtXtxUFr4IsLVViN5fTW8NvJbWkEsilLSNxgiPCgnjgFixA4HFQ/wBgWv8Az96v/wCDe6/+OUf2Ba/8/er/APg3uv8A45R7Jh9Yj2OksbSPT9PtrKIs0dvEsSFzkkKABn34qxXJ/wBgWv8Az96v/wCDe6/+OUf2Ba/8/er/APg3uv8A45R7Jh9Yj2Osork/7Atf+fvV/wDwb3X/AMcqG80qysrG4u5LrWTHBG0jBdWuskKMnH73rxR7Nj+sR7HZUV5jc6XN4j8O2154e1TVrN5JSd1xq1yDsG5SOHbuBVnVNHk07wZeztqWrG/ttPdzMurXRHmrGTuGX9RnpS9mx+3iei0UUVBsFFFFACMwVSzEBQMkntWRo3iO21qQpHbXVuWhS5h+0Ko86FiQrrhjxx0OGGRkDNak8S3FvJC+dsilDj0IxXPeHdE1KxuoZtSa1JtLBLCD7O7N5iqcmRsqNpOF+UZxg8nNAHS0V84/GvVtX8N+Nra00fXNZtLeWwSd401KfBcySgnl+OFHA44rzn/hNvFn/Q065/4MZv8A4qvRoZbVrU1Ui1ZkOaTsfalFfFg8beLB/wAzRrZ+uozf/FVOnjTxQ448T65nuP7Rm/8Aiq7cPw/XrvljOKfnf/Il1Uuh9mUV8a/8Jh4p/wChn1z/AMGM3/xVH/CYeKf+hn1z/wAGM3/xVdf+qWM/nj+P+RP1iJ9lUV8a/wDCYeKf+hn1z/wYzf8AxVH/AAmHin/oZ9c/8GM3/wAVR/qljP54/j/kH1iJ9lVh+KLBryytpoLe/ku7WcSwPYSRJNGSrKSvmnYRhiCG4INfKP8AwmHin/oZ9c/8GM3/AMVR/wAJh4p/6GfXP/BjN/8AFUf6pYz+eP4/5B9YifTXhfwnJa2lpdak06XsOo3N+sbSq5BlDpiRgMMdrZO3A3dOBWh/wiFl/aX2n7VefZvtf277DvXyPPznzPu7vvfNjdt3c4zXyr/wmHin/oZ9c/8ABjN/8VR/wmHin/oZ9c/8GM3/AMVR/qljP54/j/kH1iJ9SweCrO31G0ulv9QMVneS3ltaGRPJjeQOHAG3cQfMY8k47YGQbFv4T0+3ttJtw87x6Y8jxByp370dGD8cjEjdMdq+Uv8AhMPFP/Qz65/4MZv/AIqj/hMPFP8A0M+uf+DGb/4qj/VLGfzx/H/IPrET6m0zwZaaZqNjeLqOo3H9nwvb2kM8iFIYm2jaMKCcbRgsSeOSa0LvREudbtdWjvLm2uYIzCwh2FZoywYo4ZTxkdVweTzXyT/wmHin/oZ9c/8ABjN/8VR/wmHin/oZ9c/8GM3/AMVR/qljP54/j/kH1iJ9VnwlZjQNP0mG6u4Rp7rLa3KMnmxuucHlSp4ZgQVIwelQJ4JtIbVUh1LUY7lL99QS83xtKszoUY/MhUgqzDBXvxjAx8t/8Jh4p/6GfXP/AAYzf/FUf8Jh4p/6GfXP/BjN/wDFUf6pYz+eP4/5B9YifV0nhWyls7y2ea5K3d/FqEjblz5kbRsAPlxtJiXI9zyOMblfGv8AwmHin/oZ9c/8GM3/AMVR/wAJh4p/6GfXP/BjN/8AFUf6pYz+eP4/5B9YifZVFfGv/CYeKf8AoZ9c/wDBjN/8VR/wmHin/oZ9c/8ABjN/8VR/qljP54/j/kH1iJ9lUV8a/wDCYeKf+hn1z/wYzf8AxVH/AAmHin/oZ9c/8GM3/wAVR/qljP54/j/kH1iJ9lUV8a/8Jh4p/wChn1z/AMGM3/xVH/CYeKf+hn1z/wAGM3/xVH+qWM/nj+P+QfWIn2VRXxr/AMJh4p/6GfXP/BjN/wDFUf8ACYeKf+hn1z/wYzf/ABVH+qWM/nj+P+QfWIn2VRXFfCW9u9R+GWk3V9dT3Vy5nDzTyGR2xPIBliSTgAD8KK+ZqQdObg902vudjZO6udrRRVHWtR/sjQtQ1PyvO+x20lx5e7bv2KWxnBxnHXFQMvUVysfiq8uYbVLGy02+vLkTSolpqRki8qLZuPmeX97dIq7dvfqK6DTb+HVNLtNQt8+RdQpPHuGDtZQwz+BoA+ctX/5GLWv+wpef+j3qpVvV/wDkYta/7Cl5/wCj3qpQiWFaWk63c6P532dIm83bu8wE9M9MEetZtFUm07oTSaszrbDxlPJexrfLbxWxzvdEbI4OO5747V18UqTwpNG26ORQynGMg8ivI67Dwlql7dXhtJpt0EVv8ibQMYKgcgZ6V0Uarb5ZHPVpK10dfRRRXUcwUUUUAFFFFABRRRQAVt6bcw/Z4oN/73n5cH1JrEq3pv8AyEIvx/kamaugPJvEH/Iyap/1+S/+hmvRfhl/yLdx/wBfjf8AoCVH4n8BDUrlLjSVt4JXeR7lppH+dmIII4OP4vTrWx4P0K68P6RLaXckLyPOZAYiSMFVHcDng1xxi1I6JzjKFkdBRRRWpzhRRRQAUUUUAFFFFAHP+MNduvD+kRXdpHC8jziMiUEjBVj2I54Fc7a+J73xH4P8U/bIrdPIsJNvkqRndHJnOSfQVe+Jv/It2/8A1+L/AOgPXL+Fv+RP8Y/9eB/9Fy1m2+axvGK9nc90ooorA7QooooAKK5CLxs0q6mwtrFvsl09pHBHf7rh5ftHkR749g8tWYg5ycAjg1u6Pqcmopdx3Nutvd2dwbeeJJPMUNtVwVbC5BV1PQdaAPnn9ob/AJKFY/8AYKi/9GzV5NXrP7Q3/JQrH/sFRf8Ao2avJq+ry7/do/P82YT3ClVipyDg0lFdybi7oklWcj7wz71OCGAI71TqWF9rbT0NergsfNTUKrumZyhpdFiiiivdMgooqMzoDjk/Ss6lanSV5uw0m9iSioxOhOOR9ak60qdanV+B3BprcKKKK1EFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFAH1R8Gf8AklGjf71x/wClElFHwZ/5JRo3+9cf+lElFfjmL/3ip/il+bPRjsjvKiuEle2kSB0jlKkI8ib1B7ErkZHtkfWpaK5xnJf8IlqCalLrEWsQRavMXV5lsj5XlsqKQI/Mzu/dIdxY8jpjit+20iyttDt9HMCTWUECW4imUOGRQAAQeDwBV6igD5l1GGK31vV4II0ihj1K7RI0UKqqJ3AAA6AVXq3q/wDyMWtf9hS8/wDR71UpkhRRRQIKKKKBnYaX4tubrUoobsWkMDZ3PyuOCRyWx1xXR/2tpv8A0ELT/v8AL/jXllFbxryS11MZUYt6aG/ceLtQubaWB4bYJKhRiqtnBGOPmrAoorKUnLc0UVHYK27DxRe6dZR2kMVu0cecF1Ynkk9j71iUUoycdUDinuen2Or2lzbWxe7thcSopaNZBncQOAM569q0K8jileCZJo22yRsGU4zgjkV1GheL2t7531pprm2MZCpFGoIfIwe3GM9+9dUMQvtHPOg1rE7dIpJc+XGz467RnFb+nqyWMaupVhnIIweprj4fiJoFvu8qzv13dfkU/wDs9dZpOpw6zpkN/brIsUu7aJAAwwxHOCfSnKopaIxcJLdF2imyOI42c5woJOKzZ9XRoWEIkWTsSBikot7Ely3lmkmnWWPaqNhDgjI5/wDrVOzKilnYKo6knArOj1eERqHWQuANxAHJ/Onre218wtzHIQ/rwOOex9qbi+wF4EMAQQQeQRS0iqERUUYVRgClqQCiis/+2Lf+5L+Q/wAaaTewGhRWf/bFv/cl/If406PVYJJFQJJliAMgf40cr7Acz8Tf+Rbt/wDr8X/0B68g1H/kF3f/AFxf/wBBNfQ2p6TY6zbLb38HnRK4cLvZcNgjPBHqa5bxJ4K8PW/hbV54tP2yR2UzqfOkOCEJH8VYzg27nRSqKKsz06iiisTsCiiigDltU8KXetXi3F7qcCm2y1l9ntChjfzEkVnJc78NGvA2g8+2NfRtLl01LuS5uVuLu8uDcTypH5altqoAq5bACoo6npWlRQB8v/Huws9P8f2qWVpBbJJpscjrDGEDMZZcscdTwOfavLq9Z/aG/wCShWP/AGCov/Rs1eTV9Xl3+7R+f5swnuFFFFdpIUUUUAWEmBHzEA0eevoar0V6CzKuopfiRyIe8hc+g9KZRRXFUqSqScpu7LSsFOV2XocU2ilGUou8XZgTLP8A3h+IqYEEZHSqdKGK9CRXo4fM6kNKnvL8SHBPYuUVXE7DqAalWVGHXH1r1aWNoVdFLXz0M3FofRRRXWSFFFFABRRRQAUUUUAFFFFABRRRQB9UfBn/AJJRo3+9cf8ApRJRR8Gf+SUaN/vXH/pRJRX45i/94qf4pfmz0Y7I7yuXj8U3zRywPpUK6kNS/s+KAXZMbt5Im3GTZlQE3E4U8r3zXUVyUfhXVhc3F3JrFmblr8ahbsmnsqxyeUISGBmO5THkYBU5Oc9q5xhL40m+xia20rzpILee4vYmuNvkiGQxuqnad7bkfA+UHbyRkV00l7aw2RvJriKK2CBzLIwVQp7knpXMS+C5vsYhttVEMs9vPb3srW+7zhNIZHZRuGxtzvg/MBu5BwK6yONYokjQbUQBVHoBQB8z6jNFca3q88EiSwyaldukiMGVlM7kEEdQar1b1f8A5GLWv+wpef8Ao96qUyQooooEFFFFABRRRS6j6BRRRTEFFFFABRRRQAVo6Fqv9ia1b6j5PneTu/d7tucqV64PrWdRQDV1Y9Th1uyvhHN9pt0lnw3k+cpZWbnb7nnHSrleU6dPFa6paXEys0UUyO6r1KhgSB74r0GHxVpWp6jFa2NvdRlwf9YoxkAk/wAR7CuynWUtGclSk47GrUttP9nuFl27tueM47YqKtq20uNYyLhVd88FWPStpNJamJHpyyNfSzNEyrIpYEjjkg9asXmofZJhH5W/K7s7sf0pp1O3gJhCSfu/l4A7cetY808lw4eVtzAYzjFQo8zuwNL+2v8Ap3/8f/8ArVk0UVailsAVraL/AMt/+A/1qPT9PEqiaYK0bA4GSDnP/wCuofDOu6Zrf2r+zre4i8nZv84DnOcYwx9DUTmvhHZ2ub9cb468QmDw9qVrYWn9ol7W4juWgk3fZfkIy4AOP4uuPumuyrm9e0mx0/wx4muLWDy5buznedt7He2xznk8fePT1rB3sVC19TvKKKK5j0Qrn9R8SPpOrXUF7ZotjDp01+tyk252WLZvBTaMff4O49OgroK5vWPDV3rOsPPLqFsunyWM1hJbfZGMjRy7d/7zzMA5QY+XjJ69aAIz4qvIfNtLrSY4tV3W4itlutyOJiwUmTYNuPLk3fKcbOM5FbGjamdVsDNJB5E8c0kE0QfeEdGKnDYGRxkHA4I4HSsc+Fbybzbu61aOXVd1uYblbXaiCEsVBj3ndnzJN3zDO/jGBWxo2mHSrAwyT+fPJNJPNKE2BndixwuTgc4AyeAOT1oA+b/j3f2eoeP7V7K7guUj02ON2hkDhWEsuVOOh5HHvXl1es/tDf8AJQrH/sFRf+jZq8mr6vLv92j8/wA2YT3Ciiiu0kKKKKACiiigAooooAKKKKACiiigAooooAnjmGMPnPrU1Uqmjm6K3HbNe1gcf/y7rP0f+ZnKHVE9FFFeyZBRRRQAUUUUAFFFFABRRRQB9UfBn/klGjf71x/6USUUfBn/AJJRo3+9cf8ApRJRX45i/wDeKn+KX5s9GOyO8oori5fEGvw2N8rLay3VrqqWbSW9hNMqxGJJC3lK5ckb8ZB98VzjO0orjr3xPqH2VZNLnsLryNOfUJ5WhdVmCnAjRd+Yydr5LFtpA4PbqWvYlsBelZTEUEmI4mkfB9FUEk+wFAHzhq//ACMWtf8AYUvP/R71UqxqMqz63q8yBwsmpXbAOhRgDO/VSAQfYjIqvTJCiiigQUUUUDCiiigQUUUUAFFFFABRRRQAUUUUAFPimkgkEkMjxyDoyMQR+IpuKDSUtSnHQ9K8PeIbHVrFYL2W30+S0jjQyzTLm4OMFucc/Lnv96u/r51r1bwV4s/tOL7Hqd75mpSTN5SeVjKBQeqjb2brzW8ajejOSrStqjbvg8xZEsWUhyfMVfvdfas2urrmJoJLdwkq7WIzjOa6oSvoc4LBM6hkikZT0IUkU+OzneRVMUigkAsUPHvSxX1zDGI45MKOg2itj+0rT/nt/wCOn/CnJyXQAtLJ7VubhnTGAmMAe/WnWun2Vjv+x2dvb78bvJiCbsdM4HPU03+0rT/nt/46f8Kyv7Su/wDnt/46P8Kz5XLVjOgrI8V/8ifrf/XhP/6Lardhdi4iVHfdMASwxjv+XpVTxX/yJ+t/9eE//otqiStoC3OvooorkPTCiiud1DVdVs/EM1oi2sts+mz3VvGsLeaJIzGMMd2GBMh4AB4HNAHRUVxtr4m1CbSIR9otH1ae5ht/KewmtxbFxkl43fcwADEEFQ2MZ71vaDqM+o6fI10sYuYLiW2lMQIRmRyu5QSSAQAcZOM4ycZoA+e/2hv+ShWP/YKi/wDRs1eTV6j8e72K98f2rxJOoTTY0PnQPESRLL0DgEjnqOPevLq+ry7/AHaPz/NmE9wooortJCiiigAooooAKKKKACiiigAooooAKKKKACiul0a2tJtOVmhjdwxDllyc/j7YrO12KOG+RYo0RTGDhRgdTXRPDuNNVLnNDEqVV0rbGfFLs4PT+VWQcjIqlT45Nh9R6V2YLHunanU+H8v+AbShfVFqikBBGR0pa95NNXRiFFFFMAooooAKKKKAPqj4M/8AJKNG/wB64/8ASiSij4M/8ko0b/euP/SiSivxzF/7xU/xS/Nnox2R3lc/a+GJ7N72SHxHqwkvJxPIxS2OGChOP3OMbVUc56fXPQUVzjObm8FWEtnFbJd3sKiGWCdo5F3XMcjb5BISp+8xJyu0jccEZro1UKoVQAoGAB2paKAPmnVh/wAVFrX/AGFLz/0e9UzVzVv+Rh1r/sKXn/o96p0k22EkkgpT2pKKdibhRRRTEFFFFABRRRQMKKUCgip5tbD5dLiUUUVRIUUUUAKKD1pe1IetZr4jR/CJUkFxNazLNbzSQyrna8bFWHGOCKjorQzPTPD/AMQEmjis7yBYzDAA1xNdf6xhgZOR1PJ6mtu8uvtcwk2bMLtxnNeMV6BoPiNNSAhumjS7ZyEjjRsFQM5zyPXv2rpozV7Pc5qtK2qOrgs4ZYVd7uONj1U4yP1qG5hSCQKkyygjO5f5VDWP/wAJTo3/AD+f+Qn/AMK6G0nqzBJvY2KKhtbqG9tkuLd98T52tgjODjv9KmqgHJI8Zyjsp6ZU4rP8SXM58LauDPIQbKbILn+4avVmeI/+RY1b/rym/wDQDSktAW56tRRRXmHphWLd+H3uteTVl1jUIJEgeBIYhD5aq+0t96MtnKKevUenFbVFAGA3hSCSO4afUL6a9meJxeuYxLGYiSm0KgQAEtxtOdxznNael6bFpViLWJ5JPneR5ZSC8juxZmbAAyST0AA6AAVcooA8d+JNjZ3nj0m6tYJyumW+3zYw2P3s/TNeReNdP0XTo0jtIVhv5JBIyqWx5Z3ZwPujkDgV7L8QP+R8f/sGW/8A6NnrxL4gOj+IIlVlYpbKrAHO07mOD6cEH8a+ty7/AHSH9dWfL3nLOJR5nZa2vpol/mcrRRRXWe+FFFFABRRRQAUUUUAWLOwvNRmMNlaT3MoXcUgjLkDpnA7cj86fe6XqGm7Pt1jdWvmZ2efCybsdcZHPUfnX0L4PuYbvwdo8kD70W0jjJwR8yDaw59CpFcJ8Z/8AmCf9t/8A2nXnUsdKdf2XLbf8DwcPnE62M+rOFldrd30v/keVUUUV6J7wUUUUAdL4d/5B8n/XU/yFUPEX/IQj/wCuQ/mav+Hf+QfJ/wBdT/IVU8RxYuIJc/eQrjHTB/8Ar16VRXwi+R5dN2xj+f5IxaKKK809Qkifa2CeDVmqVTRzYAVvzr18vxkYL2VR6dH+hnON9UT0UgIPQg11+ifDfxBrlit5GkFrBIoaJrpypkBzyAATjjvjIIIzXo4rHYbCU/a4ioox7t/lvf5GEpxgrydjkaK1vEXh2+8M6n9gv/KMhjEiPE25WU5GRnB6gjkDp6YrJrajWp16catKV4vVNdRppq6CiiitRn1R8Gf+SUaN/vXH/pRJRR8Gf+SUaN/vXH/pRJRX45i/94qf4pfmz0Y7I7yuG1rVdW03VZbax1aW6VzHFcGWGLbYvNPFHFtKqMkK7ttYtwoJxkZ7msOPwjo0f2wCG5KXjO88b3szIzMcltpfAbOMEAEYGMVzjMWPUdWn1Q+HxqsyPFfSxNqAii8141gjlAwU2bszAE7eiHgE5G9omq3N94TstTkt2nuZLdXeKDapkbHO3cQACeRk/jQ3hfSWsEszBMESUzrIt1KJvMIILeaG3kkEg/NyOOladtbw2lrFbW8axQQoI441GAqgYAHsBQB816g7S61q8jxPCzaldkxuQWQ+e/BwSMj2JHvVarmrf8jFrX/YUvP/AEe9U+9THdhIKKKKsgKKKKACiiigAooooAdSHpS0h6VlHc1lsJQOaKUda0exmtxCMUUppKUXdDkrMUUGgUHpUv4il8IgGaDxSig0762FbS4g5p8UslvKJIZHjkHRkYgj8RTR1oPSndqQWTRb/tbUv+ghd/8Af5v8aq02nUTbYQSO68J62k9hFows1R7dGkNxv5fLdMY/2vXtXR1wngr/AJDM3/Xu3/oS13dd+HbdNXOGskpuwVmeI/8AkWNW/wCvKb/0A1p1meI/+RY1b/rym/8AQDWr2Zktz1aiiivMPTCuc8Q3F9aX9gbHUphc3E8ccWniONklQOPNdiV3gBCTkMACB1JwejrKufDunXesLqsgulvVjWISRXk0Y2A7gpVWCkZPORz3oA49PE2swaRaXz3vnPq2km+iR4kC2bl4VAG0AsoFwM7iT+76811Wg3F39s1bTru7e8NlOix3EiIrsrRo+GCALkEnoBxj6l8PhbRoEu0Szyl3G0UqSSu6hGJJRQxIRSSThcCrmm6XaaTA8VojgSOZJGkleV3bAGWdyWJwAOT0AHagDynxpcy3PjmZpbKe1K6fAoWZkJcebP8AMNjMMH3weOleG+Mv+Rsvf+2f/oC1718QP+R8f/sGW/8A6Nnr588SXD3XiTUJHCgiZo/l9F+UfoBX1uX/AO6Q+f5s+doxbzas+yX6GXRRRXWeyFFFFABWz4p0n+w9ebTjB5MkNvbedHv3YlMCM/OT/EW6cenFZ+m2MuqapaafAyLLdTJAhckKGZgozjPGTXsXxq8L232KPxLBFN9r8yO3uPLUbNmGw74Gc52LknGNo9K8bG5nDDZjh8NN/wARS+/S1/LdeoHilFFFeyB9AfDb/kQNM/7a/wDo165T4z/8wT/tv/7Trq/ht/yIGmf9tf8A0a9cp8Z/+YJ/23/9p14VD/fX6v8AU+Lwf/I4f+KX6nlVaWkabHqDS+a7qqAcLjJJz/hWbW/4a/5ev+Af1rqzitUoYKdSm7NW1+aP0vIsPSxGYU6VVXi76fJjdR0W2tLGSeN5Sy4wGIxyQPSsKuu1v/kET/8AAf8A0IVyNcvD+JrYjDSnWk5Pm6+iOzifCUMLi4woRUVyp6erOl8O/wDIPk/66n+QqDxJ/wAuv/A/6VN4ddTZyxg/MsmSPYgY/kaXxEo+wxtgbhIAD36H/CvsWr4T5fqfDJ2xnz/Qd4E8P6d4l199P1G4lhQwM8XlOqs7grwNwOfl3HA9Pau38e+APD+leFrnVNOt5bae224VZmZX3Oq/NuyeATjBHXnNcb8M/wDkoOl/9tf/AEU9e0+MraG78GazHOm9FtJJAMkfMg3KePRlB/CvyXiPMsVg8+w8YVZKm+RuKemsuV6db+fysfW4SjCphZNxV9dflc8Q8I+HbTX/ALZ9qknTyNm3ymAzu3ZzkH0FaniHwZp2k6Hc30E100sW3aJHUjlgOyj1qv8ADmeRdYu4A37p7fey46lWAB/8eP5123iKCO48Oaikq7lFu7gZxyo3A/mBW+a5njMLnUaSqP2bcNF2drrb16nqYHBYevlrnyLntLXzV/M8YBKnIOK+sdPvY9S021v4VdYrmFJkDgBgrAEZx35r5Nr6k8Kf8idof/YPg/8ARa16nFavSpPs3+SPgsyS5Ys83+M1nGmo6VfBm82aKSFgTwAhBGPf94f0rzCvYvjLZeZpGmX/AJmPJnaHZt671znPt5f6+1eO19xwhV9pk9LW9uZfdJ6fcx4V3pIKKKK+mOg+qPgz/wAko0b/AHrj/wBKJKKPgz/ySjRv964/9KJKK/HMX/vFT/FL82ejHZHeUUVwmoWN7qOo6jb+HtQvAqRPHdSzX8ojNwzoVSM5OwqocEoBjcByenOM7uiuEiuft0+n6NI97ZRJeXEF35epSyM8iRB1VZyQ5XDbscfcIIwCK3/D17f3ngzTrzCXN7JaI4MzmNZTgYYkKcZHPAPWgDwXVv8AkYta/wCwpef+j3qn3qzqBlbW9WM6Ikx1K7LqjllVvPfIBIGR74H0FVyKhOzHJXRoaFd2VjrVvc6jb/aLVN2+LYH3ZUgcHg8kGq+oTQ3GpXU1tH5cEkzvGm0DapJIGBwMD0qtijFaX0M+XW4UUuKMVPMiuViUUYoqhBRRRQIdSHpS0h6VlHc1lsJSjpSUo6Vc9iYbi9qbTu1NpQCYooPSgUHpSfxDXwgKD0oFLQ9xrYQdaD0oHWlok9RRWg2nU09adTlsEdzV8P6pBpN/JcTpIytEUAjAJzkHuR6V6RXkJ6Vq6DrMmk3O0CPyZnQSsyklVBOSMexPrXRh6vKuV7HPXpczuj0mszxH/wAixq3/AF5Tf+gGpLLWdP1GYw2lx5kgXcRsYccDuPcVH4j/AORY1b/rym/9ANdt01ociTT1PVqKKK8w9IKKK5fxChk1mxh0+6vBq0kkbhI7lxFFArgyPJGDsIIyoyCSSMYwSADqKK84e41Hw/peo2V5NONRktGuBerqUtyoi80Kz7ZMCJlDgjAI4PPFdR4cLw32tWCzzz2tpdIkLTzNKyboUZk3sSxwWzyTjdjpigDhPiB/yPj/APYMt/8A0bPXzvrf/If1H/r6l/8AQjX0B40e8fxzMb2CCFhp8AQQzGQFfNnwSSi4PXjn6155f+BbO+1Z7z7TLFFKS8kSgEljnJDHpzzjB7/h9blyvhIfP82fLSxlLC5lWdV2TS/Q8zoro/EnhR9CjFzHcLLbPJsUMMOpOSAex4HXj6VzlddrHt0K9OvBVKbugooooNTpvh5Yf2l8QNFg83y9lwJ923OfLBkx177MZ7Z717l8Vv8Akmmr/wDbH/0cleM/Cn/kpekf9tv/AES9ezfFb/kmmr/9sf8A0clfnPEk5PiHBxey5Pxnr+Qz5nooor9GEfQHw2/5EDTP+2v/AKNesf4wRRnwxZTGNTKt4qq5HIBRyQD6HA/IelbHw2/5EDTP+2v/AKNesr4v/wDIpWv/AF/J/wCi5K+fp/77/wBvP9T4eh/yN/8At9/qeKVv+Gv+Xr/gH9awK3/DX/L1/wAA/rXRn3/IvqfL80fqvDf/ACM6Xz/9JZf1v/kET/8AAf8A0IVyNdjq0Zl0u4VSAQu7n0Bz/SuOrj4XaeFmv736I7+MItYyD6OP6s3vDf8Ay9f8A/rVnxAjPpwKjISQFvYcj+ZFVvDf/L1/wD+tX9a/5BM//Af/AEIV9zTV8J8mfnlR2xifmhPhn/yUHS/+2v8A6KevcvEkUk/hfV4YY2klksplREGWYlCAAB1NfP8A4JvJLDxro80SqWa5WEhhxiT5D+OGOPevpOvxLjtyo5pQr2+ymv8At2d/8j7PLLSoyj5/mj56+HkiJ4ilVnVS9syqCcbjuU4HrwCfwr0PVYJLnR76CFd0stvIiLnGSVIA5ry/wV/yNtj/ANtP/RbV65XVxb+5zSNWO/LF/c3/AJHs5B+8wUoPu196/wCCeCV9SeFP+RO0P/sHwf8Aota+Ybu2ezvJ7WQqXhkaNivQkHBx+VfRnw4uprz4f6RLO+91jaIHAHyo7Io49FUD8K+l4nSnhadSL0v+a0PzvM4tRV+jKPxVsXu/BhkVlC2tzHK+TyQcpx75cfhmvCnQp16etfRHj62luvA+qRwpucIshGQPlV1Zjz6AE18/kAjB6VycO8QV8tXs/ip31Xr1T6P8H+J7GR4CnjMDLpOMnZ/JPUq0VI0RHI5FR1+t4PH4fG0/aYeakvxXqt1/W5yV8NVw8uSqrM+qPgz/AMko0b/euP8A0okoo+DP/JKNG/3rj/0okor8oxf+8VP8UvzZ1R2R3lZP/CL+H98z/wBhaZunz5rfZI8yZOTu45yeee9a1Fc4yg+h6RJpy6c+l2LWKncts1uhiB65C4x3q8qqihVUKoGAAMAClooA+adW/wCRi1r/ALCl5/6PeqtWtW/5GLWv+wpef+j3qrWT3LQUUUhoWugPTUWiiigYGkxS0Ypp2RLV2Nop1FVzk8gUGig1C3LewmKUUUU22xJJB2ptOopxdgkriCg9KKMmjd3FsrADilpMmjJoauCdgHWlpBQTSerGtEIetKDRk0Zq7O1ibq9wPSkozRTSshN3ZZsr+506YzWkvlyFdpO0Hjg9x7CtGfxVK3h/WIdReSZpbV1iKIoCkowOcY9R61i1W1H/AJBd3/1xf/0E1cZyjsZuCe59V0UUVBqFZ9zoWj3t8t7d6VYz3ahQs8tujSAA5GGIzwScVoUUAUbTRdKsEnSz0yyt1nGJhDAqCQf7WBz1PX1qaysLPTbZbaxtILWBSSIoIwignrwOKsUUAeS/ED/kfH/7Blv/AOjZ656uh+IH/I+P/wBgy3/9Gz1z1fX5Z/usPn+bPz/Of9+qfL8kUNX0i21qy+y3W8IGDqyNgqR39OhI59awv+Fe6T/z8Xv/AH2n/wATXWUV3WRy0sbiKMeSnNpHDP8ADhDIxj1RlTJ2hoMkDtk7hn8qb/wrj/qK/wDkv/8AZV3dFLlR0/2vjf5/wX+RzXhvwm/hzXIdVi1FpJoA3lgQhcFlKnOSc8E11ms3l1r2kXGmahOz204AcKqqeCCCCB2IB/CoKK5qmBw1WoqtSnFyWzaTattZmM8xxc5czqP5afkeMf2Jq3/QLvf/AAHf/Cj+xNW/6Bd7/wCA7/4V7PRXRynqf6w1f+fa+9lv4eA23grTbWceVcL5uYX+Vx+8c9Dz05rM+LsbP4QgYFQEvEY7mAJG1xwD1PPQc4yegNWKK89ZclW9qpdb7Hj08Q44v6zbre33/wCZ4bDBNcyrFBE8sjdERSxPfoK6bw9peoQfafNsLqPO3G+Fhnr7V6ZRW2NwUcXQlQk7J/53PpsDxdVwWJjiKdJO19G31VuiOGvrK7NhcAWlwxaNlAWJiSSMdhXI/wBiat/0C73/AMB3/wAK9norny3K4YCEoQk3d31t2t0N8243xGZVIznRjHlVtHLvfqeXaJY31n5/n6fepu24/wBGc5xn0Fbt/wCH9QubGaEW5LMvygOoyRyO/qK7SivbhXlGHs+h89VzapOp7RRSfzPNNF8M63p2u6ffTaczRW1zHM4SWMsQrAnGW68V7D/wmC/9ATVPzg/+O1k0V85mvDuBzWcZ4pNuKsrO27v2PQocU42gmoKOvk/8zh/DfhDUdM1m01C5e3CIGLRq5LjKEY6Y6n1ru9496ZRVZhkGCzCqquITulbR20+7zLwvGGaYWDhScbN3+FP9Tz/UvA2p3mqXd1HPaBJpnkUM7ZALEjPy+9eneDbyPw94UstKu1Z54PM3NEMqdzswwTg9CO1UaK68TluHxNGNConyxtbXsrfkeZiM4xVe/O1vfb+u5vaxrdtqGiX9lEkqyXFvJEhcAAFlIGeenNeTf8IXqX/Pe1/77b/4mu7orihw9gYbJ/f/AMA6cBxHj8DGUaDVnq7xT8u55c+j6kjshsLklTg4iJH5jg0xtH1Bxzp93/35b/CvVKKVHIlQqKrRqyjJbNWue5PjqvUhyVKEWn5yPRPhDA9t8MdKglXbJHJcqwznBFxJRVv4bf8AIjWv/Xzd/wDpTLRXh1r+0ld31f5s9elPnhGbVrpP71c6yvK/Ef8AZ/8AwkE0umTadJbyDGopp0QWSOL7RAZzcspO/KiXGQpGW+9yR6pRWZZ5iv8AY3nJ9q+x/wDCH/2nN9n37fsn/HumP9nZ5vn47bsY5xXY+HFv28FaYDJ5d6bSPD3UbORwMb1ypJxjPIOa3aKAPmbUBKut6sJ3R5hqV2HZEKqzee+SAScD2yfqagrpbzwf4jvvEOvG00iSZU1O4JYTwgfO/mr1cHlJEP446im/8IB4u/6AUv8A4Ewf/HKzaZd0c5RXR/8ACAeLv+gFL/4Ewf8Axyj/AIQDxd/0Apf/AAJg/wDjlFmF0c5RXRDwB4u/6AUv/gTB/wDHKX/hAPF3/QCl/wDAmD/45Q4iTObJ5ozW7Z+DPE+oWNve22iSvBcRrLG32iAblYZBwXyODUx8AeLv+gFL/wCBMH/xyml5CbOdoro/+EA8Xf8AQCl/8CYP/jlH/CAeLv8AoBS/+BMH/wAcpWZV0c5Sc10n/CAeLv8AoBS/+BMH/wAcqC78GeJ7KFZbjRJURpI4gftEB+Z3CKOH7swFFmLQwuaAK6T/AIQDxd/0Apf/AAJg/wDjlH/CAeLv+gFL/wCBMH/xynqGhzlFdH/wgHi7/oBS/wDgTB/8cpD4A8Xf9AKX/wACYP8A45Sswuc7RXQ/8K/8Xf8AQCl/8CYP/jlQt4L8Tx30Vk2iyi4ljeVF+0QcqhUMc78cF1/Om4gpGJSZroz4A8XH/mBS/wDgTB/8cpP+Ff8Ai7/oBS/+BMH/AMcpqPcTk+hzuaDXRjwB4u/6AUv/AIEwf/HKT/hX/i7/AKAUv/gTB/8AHKOVXFd2OdyKOK6L/hX/AIu/6AUv/gTB/wDHKhg8F+J7ma5ii0WVntpBFKPtEA2sUV8ff5+V1PHrTshXZh8UcV0X/Cv/ABd/0Apf/AmD/wCOUf8ACv8Axd/0Apf/AAJg/wDjlOwXZzvFVdS/5Bd3/wBcX/8AQTXWf8K/8Xf9AKX/AMCYP/jlQ3nw78YT2U8SaFJueNlGbmDqRj/npRYNT6FooooGFcR42/s1tQsGSbTRqsU8BEXlA30ieapAhbOVH38/KwIJHy8mu3ooA8ittv8AYv8AxL8/bP7Ff/hIPI/1n2jzIt3mY58zH2rHfHTtXbeD/sXm6z/ZHkf2P9rX7L9mx5OfKTf5eONu7PTjdu75rp6KAPHfGiXieOZhezwTMdPgKGGExgL5s+AQXbJ688fSsaus8aaTqmp+O5jp2nS3YTTLYOUkjXbmW4x99l9+lZH/AAivif8A6F+5/wDAi3/+OV9NgMZQp4eMZzSf/BPi81y/FVcXOdOm2nbX5LzMqitX/hFfE/8A0L9z/wCBFv8A/HKP+EV8T/8AQv3P/gRb/wDxyuz6/hf51/XyPP8A7Kxv/Pp/18zKorV/4RXxP/0L9z/4EW//AMco/wCEV8T/APQv3P8A4EW//wAco+v4X+df18g/srG/8+n/AF8zKoq9BoHiC5muYotCuWe2kEUo8+AbWKK+P9Zz8rqePWp/+EV8T/8AQv3P/gRb/wDxyj6/hf51/XyD+ysb/wA+n/XzMqitX/hFfE//AEL9z/4EW/8A8co/4RXxP/0L9z/4EW//AMco+v4X+df18g/srG/8+n/XzMqitX/hFfE//Qv3P/gRb/8Axyj/AIRXxP8A9C/c/wDgRb//AByj6/hf51/XyD+ysb/z6f8AXzMqir1noHiDULG3vbbQrl4LiNZY28+AblYZBwZMjg1P/wAIr4n/AOhfuf8AwIt//jlH1/C/zr+vkH9lY3/n0/6+ZlUVq/8ACK+J/wDoX7n/AMCLf/45R/wivif/AKF+5/8AAi3/APjlH1/C/wA6/r5B/ZWN/wCfT/r5mVRWr/wivif/AKF+5/8AAi3/APjlQXegeILKFZbjQrlEaSOIHz4D8zuEUcSd2YCj6/hf51/XyD+ysb/z6f8AXzKNFav/AAivif8A6F+5/wDAi3/+OUf8Ir4n/wChfuf/AAIt/wD45R9fwv8AOv6+Qf2Vjf8An0/6+ZlUVq/8Ir4n/wChfuf/AAIt/wD45R/wivif/oX7n/wIt/8A45R9fwv86/r5B/ZWN/59P+vmZVFav/CK+J/+hfuf/Ai3/wDjlQNoHiBL6KybQrkTyxvKi+fByqFQxz5mOC6/nR9fwv8AOv6+Qf2Vjf8An0/6+ZRorV/4RXxP/wBC/c/+BFv/APHKP+EV8T/9C/c/+BFv/wDHKPr+F/nX9fIP7Kxv/Pp/18zKorV/4RXxP/0L9z/4EW//AMco/wCEV8T/APQv3P8A4EW//wAco+v4X+df18g/srG/8+n/AF8zuvht/wAiNa/9fN3/AOlMtFWvAunXmk+Era01C3NvcrNcO0RZWKh53deVJHRgeDRXyNVp1JNd3+bPv6EXGlFPdJfkjoqKKKzNQpskixRPI52oilmPoBTqbJGksTxuNyOpVh6g0Ac94c1r7fdyCXTEsZL6CPUYys3mGVGAQF/lG1wFQEDI5GCea6OsDQfDs2kzpLdX4vDBaJZW2IfLKRKc/N8x3OflyRgfKMAc1v0AFFFFADJmkSCRoYxJKFJRGbaGbHAJwcfWuYg8V393Z2a22kRSalcG6LWxuyEVbeTy3Ik2ZOWKYG0fe5xiunlEhicRMqSFTsZ13AHsSMjI9sj61yVp4S1ezhhePXLRb2F7ry5109gvl3EnmSKVMpyQ4Ug5424INAC2viy3itbP+zNOU6NFBZh5TLsaFZ8CMKm07tqlC2WGAeMniuvrlB4LWDybW0vvK0wJapPbtDueT7ORs2vuG3IVQ3ynIHGDzXV0AFFFFAFe9ku47VmsreKe4yAscsxiXrySwViOPY1yFx4yF3aXBl0eOWLTQbrUc3PywiKd1DRnZ+8w0DsM7fuevFdPrdle6jpE9pp+oCwuJQFFx5RkKrn5sAMpBIyM54zmsCTwXcSWjWq39pBBcWa6feRW9kyrJbqzFVQGQlGxJICxLZ3ZxkUAXl8TSNrK232FRYNeNYLded8xmCFz8m37mQVzuzkdMc10Nc8nhmRdZW5+3KbBbxr9bXyfmExQofn3fcyS2NucnrjiuhoAKKKKAMPxPr0nh2wF95Vk8IyGFxeeS7tjKpENjb3bBwuRyPyz18UQtqcV9c6aIrLfdWdveGXMm6MFpVaPb8o/cPzuPMfQZrX13Tb/AFWzks7a9tre3nieKcS2pmYhhjKneoBxnqGHTisq38GLHKlvNfGbSoZZ54bZosSCSZXVy0m75h+9lwNo+/1OKAL2h69cancNb3tgtlMbaK7iVZ/N3RSbgMnaMMCvI5HIwTW5WHoeg3GmXDXF7frezC2itImWDytsUe4jI3HLEtyeBwMAVuUAFFFFAHNa34xt9F1VbV7ZpbeOGWW6uFfHk7ImlCgY+ZiqEkZGAVPcVXj8RTWUl3BNo0UGsTzW7i3S6LJKZgURmk2DGBCwb5TgR8ZyKXWPh/pWsXnntLeQrK8z3MaXc22XzImjOF37V4I6DkDB4NSHwreTebd3WrRy6rutzDcra7UQQlioMe87s+ZJu+YZ38YwKANjRtTOq2Bmkg8ieOaSCaIPvCOjFThsDI4yDgcEcDpWhWfo2mHSrAwyT+fPJNJPNKE2BndixwuTgc4AyeAOT1rQoAKKKKACiiigAooooAKKKKAOZOurH4jlK6an2ZrmPTZb3zvnMgQuo2beUBkK53Z3MeMc101c83hmRtZa5+3KLBrxb9rXyfmMwQIPn3fcyA2NucjrjiuhoAKKKKACuaufFFzZXWrW9zpqB7T7N9mEdzu+0GeRoow3yjYSyjP3sBvbFdLXK3vhbUb/AFXUbqXVbZYrpIBEiWTB4WgkaWJixlIbDNyNozgdKAGw+IJ0nltLXSIP7bmvXiuYDdERbkhRt/mbMkeWYgPkzkgcYJroNJ1GPV9ItNQiRkS5iWQI3VcjkH3HT8KxB4XvI3F9FqkK6wbp7iS4a0JibdGsRXy9+QAqR4+fOUzzkitvSdOj0jSLTT4nZ0toljDt1bA5J9z1/GgC5RRRQAjEhSQMnHA9a5WXxXqFvqI0mfSbcapKYvs8Ud6WiYOJW+d/LBQhYZD905wMZ7dU2Sp2kBscEjIrkbTwjqkEKyTazaTajHdi9S8+wMC8u1kPmDzTuXY5UKCu0Yx0oAZH4s+yaTCmnaOpWytJZLm3+0bfs6QOYmRDtO9tyOFB2gheSM12EciyxJIh3I6hlPqDXJy+C5vsYhttVEMs9vPb3srW+7zhNIZHZRuGxtzvg/MBu5BwK6yONYokjQbUQBVHoBQA6iiigCrqVzLZ6fPcwrbFol3n7TP5MYUfeLPtbaAMnp2/GuQfxqmoabJcf2TDcWtlGL69cXWUSNJmCSQnZ+9GYXcfdyFHrXY3qXclsVsZ4YJ8ja80JlX3yoZSfzFcqfAsxjvFGrKP7TjaLUwLXiWNpHfEY3/u/wDWSDJ3/ez15oA0V8TSNrK232FRYNeNYLded8xmCFz8m37mQVzuzkdMc10Nc8nhmRdZW5+3KbBbxr9bXyfmExQofn3fcyS2NucnrjiuhoAKKKKAMPxR4jXw5phuVtjd3BBZIA+zKry7E4OAB3x1KjuKoHxLCNWS7udPSOyWS6sre+83c5aIFpVKbeFPkPg7jny+gzVvxN4SsvEttMJZbiC6e3aBJ4riVAqk5wUV1DDIHB9Krw+DVWdYZr0y6VFNPPDashMiyTK6uWlLEsP3suOAfn5JxQBc0PXrjU7hre9sFspjbRXcSrP5u6KTcBk7RhgV5HI5GCa3Kw9D0G40y4a4vb9b2YW0VpEyweVtij3EZG45YluTwOBgCtygAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigD//Z\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for L in results:\n", " print('----')\n", " print(L['name'])\n", " print(L['param'])\n", "\n", " plt.figure()\n", " # show the segmentation\n", " showsegm(L['segm'], img)\n", "\n", " # show the scatter plot\n", " showscatter(X,L['Y'])\n", " plt.title(L['name'] + \" ARI=\" + str(L['ari']))\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "LU5vy7pd-EfO" }, "source": [ "## 3. Color and Position Features\n", "You may notice that the segmentation is not spatially smooth. There are some \"loner\" pixels that are not the same cluster as the surrounding pixels. This is because we are only clustering color. One way to fix this is to include the (x,y) coordinate of the pixel as part of the feature vector. This way, clusters will have pixels that are spatially close together.\n", "\n", "The below code extracts a 4-dimensional feature vector, where the first 2 features are the color channels and the last 2 features are the position." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "id": "DVs28PVT-EfP", "outputId": "65e60116-004d-4d1f-8093-09937f0ee6b2", "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(3060, 4)\n" ] } ], "source": [ "# extract features with location\n", "Xo,Ytrue,L = getfeatures(img, gt, use_loc=True)\n", "print(Xo.shape)\n", "\n", "# normalize features\n", "scaler = preprocessing.StandardScaler()\n", "X = scaler.fit_transform(Xo)\n", "\n", "# rescale position features\n", "# larger values emphasize clustering by position more\n", "X[:,2:4] *= 0.5" ] }, { "cell_type": "markdown", "metadata": { "id": "sEAj1bgx-EfP" }, "source": [ "Here are plots of the 4 features." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "id": "Rp0ct1IZ-EfP", "outputId": "38da39a2-da7b-4603-b9bc-5b3f627e16c6" }, "outputs": [ { "data": { "image/jpeg": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "showscatter(X, Ytrue)" ] }, { "cell_type": "markdown", "metadata": { "id": "C-jrew9z-EfP" }, "source": [ "Run clustering algorithms on the 4-dimensional data. Try different algorithms and parameters to get the best ARI." ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "id": "AFrbKVPt-EfQ" }, "outputs": [], "source": [ "### INSERT YOUR CODE HERE" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "id": "EB6bRM2z-EfQ", "outputId": "362d7531-5f3a-42c8-8c1d-25997fb46149" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "KMeans\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\haoychen3\\Anaconda3\\envs\\test\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1412: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", " super()._check_params_vs_input(X, default_n_init=10)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "0.4448981957389038 for {'n_clusters': 2}\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\haoychen3\\Anaconda3\\envs\\test\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1412: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", " super()._check_params_vs_input(X, default_n_init=10)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "0.24344371892222655 for {'n_clusters': 3}\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\haoychen3\\Anaconda3\\envs\\test\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1412: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", " super()._check_params_vs_input(X, default_n_init=10)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "0.6037546695140711 for {'n_clusters': 4}\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\haoychen3\\Anaconda3\\envs\\test\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1412: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", " super()._check_params_vs_input(X, default_n_init=10)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "0.44408312152015694 for {'n_clusters': 5}\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\haoychen3\\Anaconda3\\envs\\test\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1412: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", " super()._check_params_vs_input(X, default_n_init=10)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "0.3975152042010202 for {'n_clusters': 6}\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\haoychen3\\Anaconda3\\envs\\test\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1412: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", " super()._check_params_vs_input(X, default_n_init=10)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "0.32540701131144023 for {'n_clusters': 7}\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\haoychen3\\Anaconda3\\envs\\test\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1412: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", " super()._check_params_vs_input(X, default_n_init=10)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "0.31485553841965147 for {'n_clusters': 8}\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\haoychen3\\Anaconda3\\envs\\test\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1412: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", " super()._check_params_vs_input(X, default_n_init=10)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "0.28888330441887355 for {'n_clusters': 9}\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\haoychen3\\Anaconda3\\envs\\test\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1412: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", " super()._check_params_vs_input(X, default_n_init=10)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "0.2732376001376492 for {'n_clusters': 10}\n", "GaussianMixture\n", "0.3365620250324674 for {'n_components': 2}\n", "0.405275876668192 for {'n_components': 3}\n", "0.4713637203481415 for {'n_components': 4}\n", "0.43011435995192787 for {'n_components': 5}\n", "0.2822972585053091 for {'n_components': 6}\n", "0.3330567684486653 for {'n_components': 7}\n", "0.3576327596263941 for {'n_components': 8}\n", "0.341625823221834 for {'n_components': 9}\n", "0.3100990870183742 for {'n_components': 10}\n" ] } ], "source": [ "### INSERT YOUR CODE HERE\n", "\n", "Ks = [2,3,4,5,6,7,8,9,10]\n", "\n", "\n", "models = [\n", " [cluster.KMeans(random_state=123), {'n_clusters':Ks}],\n", " [mixture.GaussianMixture(covariance_type='diag', random_state=444), {'n_components': Ks}],\n", "]\n", "\n", "results2 = []\n", "for i,modelpack in enumerate(models):\n", "\n", " # get parameters\n", " pgrid = model_selection.ParameterGrid(modelpack[1])\n", "\n", " # get model\n", " model = modelpack[0]\n", " name = model.__class__.__name__\n", " print(name)\n", "\n", " myinfo = {'name':name}\n", " bestari = -1\n", " for p in pgrid:\n", " model.set_params(**p)\n", "\n", " if hasattr(model, 'fit_predict'):\n", " Y = model.fit_predict(X)\n", " else:\n", " model.fit(X)\n", " Y = model.predict(X)\n", " segm = labels2seg(Y, L)\n", " ari = metrics.adjusted_rand_score(gt.flatten(), segm.flatten())\n", "\n", " print(ari, \"for\", p)\n", " if (ari>bestari):\n", " bestari = ari\n", " myinfo['param'] = p\n", " myinfo['segm'] = segm\n", " myinfo['ari'] = ari\n", " myinfo['Y'] = Y\n", "\n", " # save best result\n", " results2.append(myinfo)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "id": "-xBxfBLE-EfQ", "outputId": "2a61980f-40a8-4b1d-a264-6075c828ee8f" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "KMeans\n", "{'n_clusters': 4}\n", "0.6037546695140711\n", "GaussianMixture\n", "{'n_components': 4}\n", "0.4713637203481415\n" ] } ], "source": [ "for L in results2:\n", " print(L['name'])\n", " print(L['param'])\n", " print(L['ari'])" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "id": "WjiOIAwG-EfR", "outputId": "5f49c84a-d5cb-4437-ea46-eb810919f575", "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "------\n", "KMeans\n", "{'n_clusters': 4}\n" ] }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/jpeg": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "------\n", "GaussianMixture\n", "{'n_components': 4}\n" ] }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/jpeg": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for L in results2:\n", " print('------')\n", " print(L['name'])\n", " print(L['param'])\n", " plt.figure()\n", " # show the segmentation\n", " showsegm(L['segm'], img)\n", "\n", " # show the scatter plot\n", " showscatter(X,L['Y'])\n", " plt.title(L['name'] + \" ARI=\" + str(L['ari']))\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "_jxNmWAp-EfR" }, "source": [ "_Which method performs the best? Why?_\n", "- **INSERT YOUR ANSWER HERE**" ] }, { "cell_type": "markdown", "metadata": { "id": "paj7xlHT-EfR" }, "source": [ "- **INSERT YOUR ANSWER HERE**\n", "- K-means.\n", "- K-means has higer ARI value, and the position features help to connect these shapes." ] }, { "cell_type": "markdown", "metadata": { "id": "dxDV62d3-EfR" }, "source": [ "_Does including the position features improve the segmentation results?_\n", "- **INSERT YOUR ANSWER HERE**" ] }, { "cell_type": "markdown", "metadata": { "id": "Q-kvL8bE-EfR" }, "source": [ "- **INSERT YOUR ANSWER HERE**\n", "- Position can help to make the segmentations less noisy -- removing the spurious pixel-sized errors." ] } ], "metadata": { "colab": { "provenance": [] }, "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.7" } }, "nbformat": 4, "nbformat_minor": 1 }