{ "cells": [ { "cell_type": "markdown", "execution_count": null, "metadata": {}, "source": [ "# Computer Vision pt 2\n", "Convolutions, Filters and Clustering" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19", "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5" }, "outputs": [], "source": [ "## pip install numpy\n", "import numpy as np\n", "\n", "## pip install matplotlib\n", "import matplotlib.image as mpimg # mpimg.imread(path)\n", "import matplotlib.pyplot as plt # plt.imshow(np.array)\n", "\n", "## pip install scipy scikit-image\n", "from scipy.ndimage import generic_filter, convolve\n", "\n", "## pip install opencv-python\n", "\n", "import cv2 # cv2.kmeans and prebuilt computer vision functions ie grayscale" ] }, { "cell_type": "markdown", "execution_count": null, "metadata": {}, "source": [ "# Scikit-Image\n", "https://docs.scipy.org/doc/scipy/reference/ndimage.html\n", "\n", "Book: Elegant Scipy" ] }, { "cell_type": "markdown", "execution_count": null, "metadata": {}, "source": [ "# Convolutions w/ Scipy\n", "https://docs.scipy.org/doc/scipy-0.15.1/reference/generated/scipy.ndimage.filters.convolve.html\n", "\n", "\"Convolution is the process of adding each element of the image to its local neighbors, weighted by the kernel.\"(https://en.wikipedia.org/wiki/Kernel_(image_processing)#Convolution)\n", "\n", "Applications include blurring, sharpening, detecting edges & shapes or generic feature recognizers." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Cat image value range, [0.0, 1.0]\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "## Convolution Example\n", "cat = mpimg.imread('../input/cat-images/cat3.jpg')\n", "\n", "# for the convolutions to work, the image should be normalized \n", "# to [0, 1] as opposed to the standard [0, 255]!\n", "# this is for math reasons\n", "cat = cat / 255\n", "print(f\"Cat image value range, [{np.min(cat)}, {np.max(cat)}]\")\n", "\n", "plt.imshow(cat)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "## Blurred\n", "# This kernel is for a 3 channel image.\n", "blur_kernel = [[\n", " [.1, .4, .1], \n", " [.4, .8, .4], \n", " [.1, .4, .1]]]\n", "\n", "blur_kernel = np.array(blur_kernel)\n", "blur_kernel /= np.sum(blur_kernel) # ensure kernel sums to ~1\n", "\n", "blur_kernel_sum = np.sum(blur_kernel)\n", "assert blur_kernel_sum <= 1.01 and blur_kernel_sum >= .99, f\"This is bad math yo, {blur_kernel_sum}\"\n", "\n", "blurred = convolve(cat, blur_kernel)\n", "plt.imshow(blurred)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "## Basic edge detection\n", "# This kernel is for a 1 channel image, but you can still find the \n", "# edges w/ a 3 channel image w/ less information loss\n", "edge_kernel = [\n", " [-1, -1, -1], \n", " [-1, 8, -1], \n", " [-1, -1, -1]]\n", "\n", "edge_kernel = np.array(edge_kernel)\n", "\n", "grayscale_cat = np.mean(cat, axis=2)\n", "\n", "edges = convolve(grayscale_cat, edge_kernel)\n", "binarized_edges = np.where(edges > .25, 1, 0)\n", "\n", "plt.imshow(binarized_edges, cmap='gray')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "## Appling edge information to original image\n", "test_cat = np.copy(cat)\n", "test_cat[np.where(binarized_edges)] = np.array([0., 0., 1.])\n", "\n", "plt.imshow(test_cat)\n", "plt.show()\n", "\n", "# you can probably do something useful with this\n", "# large kernel blur w/ .5 threshold on binarized == object detection?" ] }, { "cell_type": "markdown", "execution_count": null, "metadata": {}, "source": [ "# Generic Filter / Kernel w/ Scipy\n", "https://docs.scipy.org/doc/scipy/reference/generated/scipy.ndimage.generic_filter.html#scipy.ndimage.generic_filter\n", "\n", "Generic filters are like convolutions but instead of the output specifically being the dot product of the data in the sliding matrix and the kernel, the output is dictated by an arbitrary function on the sliding window.\n", "\n", "This allows the creation of arbitrary filters to act on any type of signal." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Wolfram 1D, Rule: 184\n" ] }, { "data": { "image/png": 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jhLD/GL4oI7Z5IaZlUOnGzI4xs6vM7Itmtt/MftnMtprZtWZ2V/b72LGUFUII0Z2hNfr3AP/m7j8L/AKwH7gYuM7ddwLXZa/FiJjZoxnW1Mfr16GOxxhDlQ1D6DK3L6aaO2P6WUyP9TW0mT0NuAU4xXOdmNmdwJnufsjMtgGfdfdnNfQlb/ck1nLBmFv6scdTZsMQukzpizJimxdiOGa24e67mtoNyehPAb4O/KOZ3WRmHzSzpwAnuPshgOz38RUK7jGzfWa2b4AOQgghGhiS0e8Crgee5+43mNl7gIeA17v7Mbl233L32jq9MvrhLCWjjmVHUWa/ULqM7YsiMc4LMQ5tM/ohT90cBA66+w3Z66tY1eMfMLNtudLN4QEyREuWFmhjWGiK9gupyxi+KCO2eSHC0Lt04+5fA+41s3X9/SzgC8A1wO7s3G7g6kEaCiGEGMTQ5+hfD1xuZk8E7gZexWrxuNLMLgLuAS4YKEO0ZGkZdSw7iqINl7i7KRtHKF1UromPQYHe3W8GyupDZw3pVwghxHjoP2MTZGkZdQw7iqL9QurSxRdlxLbTEuFRoE+UpQXaWBaaog1jXvTK9A2li8o1caNPrxRCiMRRRp84S8uoY9hRFO0XUpcyX5QR205LxIUC/SZgaYE2loVmLBuOuejFotdatso1y0ClGyGESBxl9JuIpWXUsewohtpwjOMyQttF5ZrloEC/yVhioA250IQu45QR2hYq1ywPlW6EECJxlNFvUpaSUXfRNbUyThkx2ULZ/HJQoN/ELCHQNukXYtHpasNUyjUK8MtFpRshhEgcZfQi6oy6Sb+Qu4u2NhxSronRFmJ5KNALoP6RuZiCa2yLThsbDinXxGQLsVxUuhFCiMRRRi8eR4xZZAzliiZd62w4pFwTiy3EslGgF0cQS3CJYaHpYosqGw4p14S2hUgDlW6EECJxlNGLSpaQRce4uyjacEi5JqQtRDoo0ItGlhBcY1t0ivbL99HXvnOOU6SFSjdCCJE4gzJ6M/tT4NWAA7cBrwK2AVcAW4EbgVe4+8MD9RSBWUIWHePuYkybzjFOkSa9M3oz2w78CbDL3Z8DbAEuBC4B3u3uO4FvAReNoaiIg3VQWAehqY/Xr2M47jOGMe045dhE2gwt3RwF/ISZHQU8GTgEvAi4Knv/MuD8gTKEEEIMoHfpxt3vM7O/Ae4Bvg98GtgAvu3uj2TNDgLbB2spokKlm/5lnBhtIdKnd6A3s2OB84AdwLeBjwPnlDQtnU1mtgfY01e+CM8SgmtKi84U4xGbgyF/jH0x8BV3/zqAmX0S+BXgGDM7KsvqTwTuL7vY3fcCe7NrNeuEEGIihgT6e4AzzOzJrEo3ZwH7gM8Av8PqyZvdwNVDlRTxknoWHdPuYszxiM2FDXG8mf0l8HvAI8BNrB613M5jj1feBPyhu/+goR/NvgRIMbjGtOiMNQaRDma24e67GtvF4HwF+jSINbgp0CvQp0rbQK+PQBCjkWJwjWnRGToGsXnRRyAIIUTiKKMXo5NSFh3T7mKI3mJzo0AvJiGV4BrTotNHbyFApRshhEgeZfRiUpaeRce0u+iqqxBrFOjF5Cw5uMa06LTVVYgiKt0IIUTiKKMXs7HELDqm3UUb/YQoQ4FezMrSgmtMi06dfkLUodKNEEIkjjJ6EYSlZNEx7S6qdBKiCQV6EYwlBNeYFp2iTkK0RaUbIYRIHGX0IjgxZ9Ex7S7yegjRBQV6EQWxBteYFh0h+qLSjRBCJI4yehEVsWXRsewuhBiCAr2IjliCawyLjhBjoNKNEEIkjjJ6ES0xlGtC7i6EGAsFehE9m610I8TYNJZuzOxSMztsZrfnzm01s2vN7K7s97HZeTOz95rZATO71cxOnVJ5IYQQzbSp0X8YOLtw7mLgOnffCVyXvQY4B9iZ/ewB3j+OmmKzY2aPZtihjtevpzwWYgoaA727fw54sHD6POCy7Pgy4Pzc+Y/4iuuBY8xs21jKCjFn0C0eT7mICDElfZ+6OcHdDwFkv4/Pzm8H7s21O5idOwIz22Nm+8xsX08dhBBCtGDsP8ZaybnSdMXd9wJ7AcxMKY1oTWpP3QgxNX0D/QNmts3dD2WlmcPZ+YPASbl2JwL3D1FQiCqW/tSNEHPRt3RzDbA7O94NXJ07/8rs6ZszgO+sSzxCCCHC0JjRm9lHgTOB48zsIPB24J3AlWZ2EXAPcEHW/F+Ac4EDwPeAV02gsxCPstTSjRBzYjFMPNXoxRgsoXQjxJiY2Ya772pqp8+6EUKIxNFHIIhkiL10I0QolNELIUTiKKMXyRFbjV6I0CjQiySJpXQjRAyodCOEEImjjF4kTajSjRAxoUAvkmfu0o0QsaHSjRBCJI4yerFpmLp0I0SsKNCLTcVUpRshYkalGyGESBxl9GJTMlbpRogloEAvNi1DSzdCLAWVboQQInGU0YtNT9fSjRBLQ4FeCPT4pEgblW6EECJxlNELkUPPyYsUUaAXooDKNSI1VLoRQojEaQz0ZnapmR02s9tz5/7azL5oZrea2afM7Jjce281swNmdqeZvWQqxYUQQrSjTUb/YeDswrlrgee4+88DXwLeCmBmzwYuBH4uu+Z9ZrZlNG2FEEJ0pjHQu/vngAcL5z7t7o9kL68HTsyOzwOucPcfuPtXgAPA6SPqK4QQoiNj1Oj/GPjX7Hg7cG/uvYPZuSMwsz1mts/M9o2ggxBCiAoGPXVjZm8DHgEuX58qaVb66IK77wX2Zv3o8QYhhJiI3oHezHYDLwXO8seeQzsInJRrdiJwf3/1hBBCDKVX6cbMzgbeArzM3b+Xe+sa4EIze5KZ7QB2Av89XE0hhBB9aczozeyjwJnAcWZ2EHg7q6dsngRcm/1zyfXu/hp3v8PMrgS+wKqk81p3/+FUygshhGjGYvjvP9XoRYzEcG8IUYeZbbj7rqZ2+s9YIYRIHAV6IYRIHAV6IYRInFg+vfIbwP9mv2PjOKRXF5LRa/0plhOTjL1mQno9np9q0yiKP8YCmNm+Nn9UmBvp1Q3p1Q3p1Q3p1Q+VboQQInEU6IUQInFiCvR7QytQgfTqhvTqhvTqhvTqQTQ1eiGEENMQU0YvhBBiAoIHejM7O/vawQNmdnFAPU4ys8+Y2X4zu8PM3pCdf4eZ3WdmN2c/5wbS76tmdlumw77s3FYzu9bM7sp+HzuzTs/K2eVmM3vIzN4YwmYVX3lZah9b8d5szt1qZqfOrFfpV3Ga2clm9v2c3T4ws16VfpvrK0Ir9PpYTqevmtnN2fk57VUVH4LPsVa4e7AfYAvwZeAU4InALcCzA+myDTg1Oz6a1VckPht4B/DmkHbKdPoqcFzh3F8BF2fHFwOXBPbl11g91zu7zYAXAqcCtzfZBziX1ZflGHAGcMPMev0acFR2fElOr5Pz7QLYq9Rv2X1wC6sPMtyR3bNb5tKr8P7fAn8RwF5V8SH4HGvzEzqjPx044O53u/vDwBWsvo5wdtz9kLvfmB1/F9hPxbdjRcR5wGXZ8WXA+QF1OQv4srv/TwjhXvKVl1Tb5zzgI77ieuAYM9s2l15e/VWcs1Fhrypm+4rQOr1s9R9svwt8dArZddTEh+BzrA2hA33rrx6cEzM7GXgucEN26nXZ9uvSucsjORz4tJltmNme7NwJ7n4IVhMROD6QbrD6Uvj8DRiDzarsE9O8y38VJ8AOM7vJzP7DzF4QQJ8yv8VirxcAD7j7Xblzs9urEB+WMMeCB/rWXz04F2b2VOATwBvd/SHg/cBPA78IHGK1dQzB89z9VOAc4LVm9sJAehyBmT0ReBnw8exULDarIop5Z0d+Fech4Jnu/lzgTcA/m9nTZlSpym9R2At4OY9PJma3V0l8qGxaci5YbAsd6KP66kEzewIrJ17u7p8EcPcH3P2H7v4j4B+YaMvahLvfn/0+DHwq0+OB9XYw+304hG6sFp8b3f2BTMcobEa1fYLPO3vsqzj/wLOiblYa+WZ2vMGqFv4zc+lU47cY7HUU8FvAx9bn5rZXWXwg4jmWJ3Sg/zyw08x2ZFnhhay+jnB2svrfh4D97v6u3Pl8Xe03gduL186g21PM7Oj1Mas/5t3Oyla7s2a7gavn1i3jcZlWDDbLqLLPNcArsycjzgC+s95+z4FVfBWnmT3DzLZkx6ew+irOu2fUq8pvMXxF6IuBL7r7wfWJOe1VFR+IdI4dQci/BPtjf53+EqvV+G0B9Xg+q63VrcDN2c+5wD8Bt2XnrwG2BdDtFFZPPdwC3LG2E/B04Drgruz31gC6PRn4JvCTuXOz24zVQnMI+D9W2dRFVfZhta3++2zO3QbsmlmvA6zqt+t59oGs7W9n/r0FuBH4jZn1qvQb8LbMXncC58ypV3b+w8BrCm3ntFdVfAg+x9r86D9jhRAicUKXboQQQkyMAr0QQiSOAr0QQiSOAr0QQiSOAr0QQiSOAr0QQiSOAr0QQiSOAr0QQiTO/wMYGiAL697VrwAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Wolfram 1D, Rule: 90\n" ] }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Wolfram 1D, Rule: 135\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "text/plain": [ "2" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "## Generic Filters\n", "# https://github.com/coledie/1D-Automaton/blob/master/wolfram_automaton.py\n", "# Here I am using generic filters to generate the next iteration of a\n", "# cellular automaton rule. Line 0 in the image is iteration 0.\n", "\n", "def wolfram_1d(rule, init_state=None, iterations=125, show=True):\n", " \"\"\"\n", " Generates 1D Wolfram automaton states over a number iterations.\n", " Parameters\n", " ----------\n", " rule: int [0, 255]\n", " Number associated with the next state rule.\n", " init_state: ndarray[0./1.], any size, default=[0, ... 1, ... 0]\n", " State to start simualation with.\n", " iterations: int, default=500\n", " Number of new states to solve for.\n", " show: bool, default=True\n", " Use opencv to display states or not.\n", " Returns\n", " -------\n", " ndarray[iterations+1, len(init_state] All calculated states, stacked.\n", " \"\"\"\n", " def rule_map(rule):\n", " \"\"\"\n", " Generate the map for the cell and its neighbors to the new cell state based\n", " on the given rule number.\n", " Parameters\n", " ----------\n", " rule: int\n", " Number associated with the next state rule.\n", " Returns\n", " -------\n", " dict, {'': 1/0 for all permutations of cell and neighbors.}\n", " \"\"\"\n", " STATES = ['1', '0']\n", " reverse_binary = [x + y + z for x in STATES for y in STATES for z in STATES]\n", "\n", " rule_binary = []\n", " for i in range(7, -1, -1):\n", " rule_binary += [int(rule / 2**i >= 1)]\n", " rule %= 2**i\n", "\n", " return dict(zip(reverse_binary, rule_binary))\n", "\n", " state = np.zeros(shape=251); state[state.size // 2 + 1] = 1\n", " if init_state is not None:\n", " state = init_state\n", "\n", " image = state.copy()\n", "\n", " state_map = rule_map(rule)\n", "\n", " RULE = lambda neighbors: state_map[\"\".join([str(int(v)) for v in neighbors])]\n", "\n", " footprint = np.ones(shape=(3))\n", "\n", " for _ in range(iterations):\n", " state = generic_filter(state, RULE, footprint=footprint)\n", "\n", " image = np.vstack((image, state))\n", "\n", " if show:\n", " print(f\"Wolfram 1D, Rule: {rule}\")\n", " plt.imshow(image, cmap='gray')\n", " plt.show()\n", "\n", " return image\n", "\n", "wolfram_1d(184, init_state=np.where(np.random.uniform(0, 1, size=220) > .5, 1., 0.))\n", "wolfram_1d(90) ## Serpinski Triangle\n", "wolfram_1d(30) ## Chaos\n", "wolfram_1d(135) ## Inverse of 30\n", "\n", "1 + 1" ] }, { "cell_type": "markdown", "execution_count": null, "metadata": {}, "source": [ "# K Means Clustering\n", "https://en.wikipedia.org/wiki/K-means_clustering\n", "\n", "https://docs.opencv.org/2.4/modules/core/doc/clustering.html\n", "\n", "K Means Clustering is an unsupervised clustering algorithms, it attempts to classify points based on their proximity in state space without the need to tell the model anything but how many classes to look for, just give it a dataset and it will solve. In an image, the state space for pixels is an axis for each color and two more axes for the X and Y axis(?) thus, each pixel in the image has a different location in this state space.\n", "\n", "K Means is a clustering algorithm that attempts to split points in the dataset into K distinct groups. This is useful for image segmentation. K Means can be used to segment an image based on color." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "## K Means Clustering\n", "# https://docs.opencv.org/2.4/modules/core/doc/clustering.html\n", "image = mpimg.imread('../input/cat-images/cat.jpg')\n", "plt.imshow(image)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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oUFaup832+7gBSripSmjDFMVd0qasdmV+FCH0F85fTHoNYK4Lt21II3fZaG3RXDYylJL/rt2MMllIszB52GJuuhZ4ckUWWXzv3u1j8LeEdQ1J6ruNS2WoQmNTPc+xFOO64a8MzBVC6VuPLCCWss2FMK8vbQtYrcHhquMRKqMA6OGbvjDF0rB1iiTS3cWPfex+8M5N6+hyRcVMtdDYVEW90h9FWPSWXBfokG4goF9/rm9wtgT3hkZMu7SnqdB54CGJQ41NuPYldtB8aOYk8qUd2ykTFHoiei8RPUZED7BpVxDRKSL6UvP/mc10IqJ3EtEZIrqfiH4wtUFjiX0bbH18636xCV0xETO8po/LjypdQDL2Wlb0y0HOmyuU79DmHEmBHWpAWop6iXVR5iTylbzEWPS/C+BmMe0OAPcaY/YDuLf5DgA/DmB/83cEwHvyNDOetj73LoOzWh35UCVN+ZYszX0kxcRnRXYRnNyWk+yMNH89gKW3htl3/rraYovbxWbX2kxq13FJOV4lirpkbiJfrfm8BIXeGPOnAB4Xk18J4H3N5/cBuIVN/+9mwZ8B2E1Ee3M1NoaxLvjUjiI1Vr7vCz+nG0IbdHWJpJ3XWv+u4m+2U9D88bJj4U8SvuqiMUxB3HOX5h6bKvL5aTsYu8cY8ygAGGMeJaLnNNOvAfBVNt/ZZtqjvpXtvXo3gNXXCQ5F286BW+18UFVa865iXjHZsj4fca4CYVoce25cAr3VwegWc6hN3Gcv3wpm4VVP27R7CmI/F8YQ+ZLPby5yR92QMs2oMxIdwcK9gyufvYZX/dTVk7toXQldFi78EikgLreE/U0jZN2morWnzY2nZTSfOrm+IsCHDhxaEeHU7S2vb/k3u26ecd1W8Cv9Uq34fmkr9OeIaG9jze8F8Fgz/SyAfWy+awE8oq3AGHMngDsB4KqrL1M7gykR+2isDaBK/6/mjnDR1w3CLeVc29BCLl0umVDbXPOH2ttmf0q36iuVEGRMWGOJ6DoA68aY72u+/2cAXzfGvI2I7gBwhTHmV4joXwD4eQCvAPBDAN5pjHlRaP1XXX2Z+a13v3rT6soVTz8U2kCqfPetnBYDj+jxhSLKOjs+UdKOaVv/rU9sfVVCU/zjfJ/kPqd2DrJNPuve1SGUJvix98iYPvrQdTm2NV/aOU3h7W858zljzMHQfEGLnojuBvASAFcS0VkAxwC8DcCHiOg2AH8D4Ceb2T+OhcifAfAtAD/bpvEy9HBqaCIviRV/67/m33kRNU6qwIfQMnzl9rQcgpRtxVjgrqQym2SX6may15VvmT5zI3JS6j3iyvvoIyS4EiYo9MaY1zh+erkyrwFwe9vGSEteimHqBR0juDmIfa0hL4ZmM2sBOK1WYGuwUgtRdIUtrhZaW9CHVSfFMuY4a2MRLjH3RZb4xkAki+PIv/tfHmOXkZ9LFPyhrvNYfAJexX0ciimBAGxdBFwEF9/bCf6Q1ftiLSvrp5bzSwFxiZjLIpJ+fs21k0qsgKaidUCpYqWtww6+xlr32jzL7xhYHiguUeRjGepeqEJeJkWUQLhwfjm00pXA1NbXPRQpA7KHDhxSxTxW9EIJPHY9fVh7XQqQhdrQVpDscm0Hj3m2sm+e0inBF18pj6jB2L5ZW9th9l+/a9N64jerK40+1oIe6rFWGywNDdKGBjN9BdPsfHx7fBuugdxUS1/bD7mc2/XkJ7XWjbY830853UeoQ5CBAVOKvMk54B7L1EV+KudWEjsYW5TQA6s3r+89sSkDUUMNWrncSy5R450bEOcLli4b140dcnnJgUxtmzEdg0xOGgLtjV6Ae4C4bT6A6zyVzhDjM5ypCz0wnXPLiRX6Ilw3HK3eC6CHwnH3R+p6h8Z148k6NnyaC5c/3/WdT5cuHR4vXzrSFSXFxRaVs3VueK2bNvsna/JUdOYg8sB89kOjCIv++dc/yzx9bdlPr1ny3KoaW7h9+NxFLsteuhtiB0K1LFSXGHb1p7tKNMS42nIi3y3selpLjbW38M7XVz6h9M4xx4B8DHMTyNLPKydbHP1QyJtXg/tNY+YvASlCUoiXyxTrLhTpJ+fWuGv+Ldr5r+U+SMYIN3S58XjYqhy3sKUXXB0qR4toKnXgvyRyZk+XQBfjqFSKct3wmyom+cfWMSmd0KBjqExyaHyBX5ihbcXekL4Ip7FiymVlSol13QCLNh49fnjz2FnjIHYMxEY11ZjwyhwownUjo254xqP97qNU694VIuqKpnERitzREqRCA7ASLYLH1/m4RK7reQhFCGn7wy166dKR0Uq+xCh+HOV6JVOw9IZw3WyHzq7kcz051w2wJfBbFuxWvLnPoi1R5CVWNHx+btd0zW1jkTH4fHvaNO7O8G3bZ8nL7crfuhCKINLbtLF5vfD9WrysZGu9/D2/Uty1cZ+Yjq5kEajkYQ7nuiih5xYYvxmXb+bpwK13l2j07d/U2mAF351g1H99+hRc5922337m8x86sOXT564+K+i2BMJWNvZqolZsdm3fAjClGP5KmRThunn+9c8yr/qpK1YevYHl0LYYy32oePlUQklHIULLxiQ2AXpyk7TufTH+Mb7tIY6/FW1AH6y215LcN36NxQ7SupCDt32JcdsCa9V1k5/SOtxJxdE/+sh5pzjwWOiYgdexRD5kudvf2t5wsctp7diK6lmGD2bb+HM+n3znailhrVp4Jf8PbLkB7b7bfXO5qdqWTbB/tj19CJ8dGA6Vvaj0z1Q7tiKE/vLdOzc/TyGKRpJqrft+d4myaznNF5/6VBObeGbXKdsoL/6+QxKtqLaJnZfHq21bZQeole+oVEqhCKG/cP7ippXmSlAp2ZKRcfKaAKWUagg9Ffi+x+Aa+LXhiJyYdg95brT28T8ASy4bfjx5VjAf/2lrzbvKQctyFiVQwpPYXCjpvMZShNDvvXr3ioVkb86jxw8vPX7nsBbHSoKRN5tmIfuiS2IuMD7Q6up0QuuRnQ23gmPj9Ps6xj7BsteKtm0tWqmLX50vx8cLZGRS246kUjZDn9OuHXURQi9ZREWsuhOsJTaXbEUtGsYihT9WkHh4qkuUU9flim0vzZLlBoLEFQvfta3Sby7XGZN4NVXmuE8lkuNprAihf/JbT+LUyXObg4M33bKniYFeTWkHul9guR9jpX88FZ+lz0kRDM11YdcR2x4+2CjX62r/EAOGrmPsG9/Qjl3b6yi16JydVt0n82Kojq5LEIelCKHftbZai17GQEs0f7JlaIs/5QZue7NbwW0rom3COV2iLS+8vo+3fLJwRRDxtmjz5OiAuqxjLk+i1R01PYoQ+ie/9eRKxUAXMna5tHo3bYQ8ZfC1T1zF0VwumeUsZqjLdiUloimm8+kqUKHl5y6Ac9+/uVJEwtRVV19mXvv6fZvfZX0STfjluzyHLJObg5ALxOVnB9xvmErtFHyJODH1bnzkdFOE2pD6pCNLK6dgXTBdXkQyZKZr1/NoqQKvM3Y0YLaEKSJ6LxE9RkQPsGlvJqK/JaLPN3+vYL+9iYjOENHDRPRjsQ12xWb7DqQcBAO2koBKsvJj0QY/NTQLO6flX4ov2eeGkcQK0XJZjfbtkm4tbTzDxdDhqFXk+2MqxybGdfO7AG5Wpr/DGHND8/dxACCiFwK4FcD3Nsv8NhHtCG1g19qupZuaC5lvcM1i55OZnD4//tjExN77lslBW8HJfXH7Blf576HBVP5dfs7hVw4ZHTLCZioiUJk/Ua4bIroOwLox5vua728G8PfGmP8i5nsTABhj/lPz/RMA3myM+bRv/WtrO8x/e/+/BrDlhuGlin3uGGm5d62V04UUC1QuI5eL6aByuQBk8o/cj5AbyeXbb0Psfg9Nl05x7Mf7rtQOy8+Y5zfry8EdQv8zAC4AuA/AG40xTxDRuwD8mTHm95r57gLwB8aYD/vWz18ODqwOwPleEM5/l0WrXPPZeV0p9EB7sfKVH3CtOzYblS8/xJOKq+Nx3fg5QghloTG+TZ7kNBWx1wquTYEq7vFMQejbRt28B8DzAdwA4FEAb2+mkzKv2pMQ0REiuo+I7rvk0u/w3gChA8kLSvmSZrhrp6+InTZCV4pPnDNkm1xZuBpc5Ie8wbqGtebwlVcqbWll0bt+a+u6sWWKufWTalnz+iUhy54jrXxL2zDJHG4LTexi3DqhJ4UUQpaoK2Kny5NQClOx6KdItebTGeva6NWiJ6K97OurANiInHsA3EpETyOi5wLYD+CzMeu0Frb9bwcoYy1u6Wd2FUcDlq0sa+V3PVFdqyFqpPjsc7tzXMXDQm1oS2j9fEB1aL/3dioPXEV+nsSEV94N4NMAvoeIzhLRbQB+nYi+SET3A3gpgF8EAGPMgwA+BOAvAPwhgNuNMd8ObYMnTPEwyRTx5FZ822ibUGGxvpaV+Cz5UDZwzg7HlQjVpxjERiBVQapU4gm+StAY8xpl8l2e+d8K4K0pjbhw/iIAPS4esOGTcREz1kq3ZY81d0oXF5HdhstN4hLpGFxWuYx+kdvR2pcbWS9HFu7qYzulMMaYQKWSkyIzYzncfePzuVsffWzkB4/NdoUH+jqBmAiaPgY0faGOOWnjm+86RiGRx5KPwwzFdhL3+pTUnln66PuGX3DWMg8dSJ5oFUvMMm2s8ja43DKx01x0zQCNIafbSlsvT0DaTsJbmQ6ld5JFWvSuWi6xyHeKSnyuF769FAtVK76VKnzaU0JK6KGGqw67nEcLW/S5LGRcu2y3RheLPyaOPyfbsUMpXaxKZ4xrZnIWPbcKZQkEXrY4ltQB2RwVGLu6bVzLyLc2pazbJdL2fyhd3/WWJLte+9LtGHeSnUc+vcScpyHj+rebyNeyw/OnCKG3g7HA6qCfLSAlf+sDK1hjJzDFdBihNvpu3FBmqdYBuMSPi3ZsvR7X4LgU/9iSC7mpoldJpXTjoAihd8EFx75xKgTvGDQB4fOlWpU++uwg+EWkWcQufJa4axva/1AtG27Nu46rr8yDdeloTwWy0+v7htpOMfNA7dS2C0X46G2tG5d4pdaal24eGYmjRXPYzyUQM4YQQ+xN7PLZy+9amKerbaljG646Pq7ftCicnDVw5i72Uxd418twxmrHWEzOR+8T+S6uGytQPneIZo3HWM19uZJyjBekELL6NYteHk/ePt/N57Ls+TqkC037bDuIqbxopiTGFseujC2ullLaEUMxQg/ogstdCIcOHIrOkuXr5P/l9FD4os+VkItYVwwPN5R/ltja65oVH1pG+uOlW8a2zyaq8fnt5zaRQxpyPdWa95OrJn9lwdSukWBm7BBcvnun8zdu0cce3IUIbHUMvoSn2OnaPC73Shvre3ET5in1G7s9GR4ZC/epu34HVl+uErNsG6Z201UqQ1OEj/6qqy8ze668dGmazFzVXo7hEwvuv9XEM5RhGlq3nM832BhD6AUqdhtam1OtNFcJA5fo8zGSriGrnLZx9a7jwLOo2zDHDqNa8P1QyrWS9cUjfXPV1ZeZ33r3q71CYm/iFIs39u1SKYOJ0v0Qih9PGZQMlRdwDZK2EfpUYmrbhAZtJa4Oc8ykqlJu4BxUke+PUq6TyQ3GSuTgHg+b7GNbXRKccgyeaqGD3Kcqfw8lOrnQOoaYdWjblt+1QXNt/IG7drQnIs23H0NXd1ApN2+lkptiLHruutEsZc2qDd3YMa8OTMVncbrCDttk2MYMprYNn4zF9bSiuXik2Gtx8jHjJaGwTb59lzuPu/1SmIPQVyt+GEq5VibnurFCL8XRums4sWJvl02Nw49BilcO941rOy5/egyuC5K7wuz6Ygq8ybETCW+XPN6hTtK1Tdc8mquri9CVcvN2Ye5CnzO6qms7SmCyrhtXeKWljxT4tqF+vtj80PS2xIZOho6RdIX5OoSU73zboSxeLRbf5UbTOgm7rZTOyseUww+n3PYUStjHUkQ+hSLCKy+cv4jXvn6fN3sVWLbQXUlUmhAdOrC1zhjXQAzctxyTWNXWpWNDRYH4izx2Pl9M+9Y6+LY3mBD7k9i0JynpvtEyXV3TtGWW92O102ojClO7iUsQvkr5FCH0GpqQxlqdFplsxcXKt1wIl1jFtivk6rFI15OPUCSMtl1fG9zRPbpv3tcG19vbDxzYAAAeLUlEQVS+XG2R8feaNe8aA9D2o++xjDGoAl9JoTjXjUQTS3nzhkRzqAQk3/ZTnx64a8UnQCE3jSyI5mpfCN5huPb10IFDS9m7MaUTXMgsXD7dJfoh90+IKp6VuVKU0Ms0eQ37mxSRkAsl9nE+xhUjXR5aaKRrmVi4YLraHIokSonh9yE7E9925dOOXc5GQFmx5+8LWLjXDi2VuHCJtS9qh48JhAaNp0ztkCqpFCP0sYLFhUS74HlIJf89RvRiwhrtfPJzaJBS4rLyQwOYG6c3cOLY+qbfWxNGn++9b7hYS5cbbyuPyLFPL/YlJhzteGiftX21r6BMEcZaE6bSlRKvn6DQE9E+IvokET1ERA8S0Rua6VcQ0Ski+lLz/5nNdCKidxLRGSK6n4h+MHejpYDIpCJrLca4LSQx1p8mRtr01PXYaS5rVkazyPVoohfbJjlf1wtVe4IKFaULuZa0DlAeKy7UcyyHUJqAVJaR13spxFj0TwF4ozHmBQBuBHA7Eb0QwB0A7jXG7Adwb/MdAH4cwP7m7wiA98Q0JOSyccEzRO06rLXosuhdApA6SMtFuY3YuzJGLaGBTilyXXzUctshV1esiPrGGWTbbTukFe968uH/rftHbqukm62y/SjFuk9OmCKijwF4V/P3EmPMo0S0F8CfGGO+h4h+p/l8dzP/w3Y+1zrti0d8aJEVrtovFk2ArXuma/JUl5BJbXn5mxR5l685FH2iuXFSQkxd9Xdcv7vm4/NKH79sm3ZsfOddLhtqWwzVoq9wYq6HmPyWnJw6eQ73f/Gb+ROmiOg6AAcAfAbAHivezf/nNLNdA+CrbLGzzbTe0B6XXCKa60bRfPJdrWhrxYZEXkYcuVw52jZc0zRkOzR/t+/i5VE4cl5fe61g+yx6jvZkM0dBnOM+bSdynr9UrYkWeiJ6OoCPAPgFY8wF36zKtJXHBiI6QkT3EdF9Tz21/LN2Y2uDl9ItoAmJFAFXopVv2y7aDnamLKddHPKpxf7XooG032MvEp55Kh9BY+LneVv4vDGRT9qTiOaasfNo/vuuFlRJwlpSWyr+l/+ElutKGxd3lNAT0U4sRP79xpiPNpPPNS4bNP8fa6afBbCPLX4tgEfkOo0xdxpjDhpjDl5yyaJviAltBPzWeqgGDo/YcXUosfiiW3z74goRdF0wmtDa9WihhbJtvumhdvE2WPi4iPa7/E3bJ21f7H+X+0aeW9d/Pm9bsdf2cSxKaENli7HOR9v8ECAu6oYA3AXgIWPMb7Cf7gHwuubz6wB8jE3/6Sb65kYA3/D551ORERb2v424sdPGCC2UxIZ08igiVwKUne5zy8jfpGXPOwVfPLoLTTxTyy3I7fkihEJPdr6Ouu0NISnVV18ZlpI6/jYEB2OJ6EcA/G8AXwTwj83ko1j46T8E4LsB/A2AnzTGPN50DO8CcDOAbwH4WWPMfb5t8MHY2OibWCHXxOPUya03EY3xcmlX29sk90jrVw7IxgzOpmyHt1US6gCk24Z3XLK92j5o+yr3SXPxtb05SxD5qQrLHOlSQ0lbTyqaLmYbjDXGfMoYQ8aY7zfG3ND8fdwY83VjzMuNMfub/4838xtjzO3GmOcbY/5pSORdOxMTUufD5QbRhMCus+tTQNvOR8MVGuqKvXdF/WgRLb5txbZTe/LgxzymgiaPdZePpbad0sUWGnSdk8hXKrkoJjOWExL0kFBaN87G6Y0k8c3xuO8aGJTzaMhyu1qbYo6JS8xdrhuX/z3m6SpGEF0RO772chG3rjl+XGVSnM+NNVXRHsua5y7EqR67yjJFvHgkJo6ekxIe6HLNxL5PNoXYWPrYAWef/1quJ2TJ22mxHUdbXElLmtvGfne9CJ0va4+HPaeaK4cvZ6d1yY7lbR2DIYU+FCZbyUeX60nev7Gum2LLFAN6UpLrEV+ymGfD6YvP5W+T29QiXEJt1XC5XLT4fTt/yO3lcvu0baMm4MBy7L/r+MpcANke2dFZkeef7XsGTp1cfqk8/y211o3cj7EoReTt71Xsp02Rrhsfsb50HskC5LHsYmjr/tF88jJahiPdW675+Dy5ifHBa59d82nHLkZsufUvt9NFoKq4VeZCsUKv+elTMx75vCeOrePo8cNqdcu+hDBlva4YcYsr/t0VnSKRTxuynW0Go62wyrDLtgLpCre0/33rzy3KoXGFviilNkqlP8Y4x0UI/eW7d65Mc1nGMVYk9xPbz/YtR/y1dn24b+y621j2XIx9gifnB1Z907YNMkolpV0+QbUCn6uAGLfqfR2Or4ZOTmQnVqmUANeGFMOsCKG/cP7iij8W0EPuYsVKDgqmROCUSMji1nzaOfbXZ330YZn4nkj4uR8qImTu1nXtyKZJ6r1dTNTNz/3y87zRIRLfjvJoDp4gpZVH4JEcOXBFgfjQrNiUY6FtK+TS8a3X1ea+RI8/eckibjzaxv7O29KHe0W2Z0hKGoS1zL2zG5Ou19fb33Imf/XKPokRHU0MXQN4ssCZS8i5a6cLXSxo+QTji7Lh87u2y4Xd10mktrev+Gpt0FaL5LHTYwd5u7RnLB+9j1zHvcbHbz+KEXqOy0+rZYi6LFNX0bKhcQ2qhuazxBwHV+ZsKA7f15aYp4g+xYLHzgP+uvd9t2NM+kpciunA6sDwfChK6EPhgSEfNf8fe2PkuoF8wuhz5WjjELzz0qJtfLkDWhx/qLOQ64+hbwHg5REsQ4nudk+Qmhpz2pe+KMZH78qMtf5ZX/lhG1EjlwHcWZd8PTkLnMX6vnOUW+i6ftf8oY7EokWl9OEvd61blozIUWxqjEgb39NK6jIxpOQ/TIE+r8G+o7y2nY++CzKixoZO8ulDuHHGdBW5IpVC8/PvIateirz2GchrYVn3gSyfoM3XhbFE3kUp7SgdV0nvyjLFCj0XLnsTtvE/ayn1oWzTtoRENrcVL49BG4GPRRNzbkVzMc4tmCGLLde2Sht8HRKtQy2Z0LhFjnEN1/JT7EiKEXpfeKF28Umx1nzOWjihFs0yZIRFTrF31akJiXkbsZeizqdr5DqWrlo6crtdbuySwimHiIjhoj4lcbcMcY5i6v9MiWKE3hcB4rv4U0QrJvZ+yvhKIPB5YjsbOZ8sdSCn94HsVKTwx7h1YrYxVrmDSnmkBHJMRfCLEXpOanGumKiSUOQL/61vX3vfLpzYNmhlEoBwDSBf7kIfF74UeC1pypLqNuLzDnnTaiLftt0VnaE60imci2KEPkZcZchdKFKEuzJCncQUTpaLrh2HNpDtEn8gLrmsr4Qq3zZSLXPXE0rf5HDX1KeBsmhzDQ153RUj9Cli1SYsMDSvK+louyBj7uXxaWP55rTwXRmzfFqq+2VMsZzSY39l+hQj9ByZJMSFV4t114RcrkfLJj16/PCKwG03S4kPUmuRSpbYQnJ91sPh4qiVQmiz7THO91juokqYLuej5HNZhNBrZYqBtHIBvpIHrugUW/RsKPrcVuy6tQxbVyE2X50hDV9yU1e0MM5cdV8qlbkTFHoi2kdEnySih4joQSJ6QzP9zUT0t0T0+ebvFWyZNxHRGSJ6mIh+LLSNC+cvOn+TYZQuwfFltcYMsMpM2aHeSJWL2GqfvGiaNhjrejriy2qfLRunN3Di2PqmG0WrW99WXGXn0aYz4U8Gmo9/CuGGpbevBNpeG10p1SUXY9E/BeCNxpgXALgRwO1E9MLmt3cYY25o/j4OAM1vtwL4XgA3A/htItrh24DLoneREg1ip3NR4heBFClObrEfy/evhVzGJHa5onJkx6Bl2fKwWFe0TBfa3FAl3oCpVJGfB0Nfi0GhN8Y8aoz58+bzNwE8BOAazyKvBPABY8w/GGP+D4AzAF7k24Z88UiIHBd77JNBF7EvoXom4C9uFkMoNp/jCs3MnZA0FX98pVICSUXNiOg6AH8K4PsA/BKAnwFwAcB9WFj9TxDRuwD8mTHm95pl7gLwB8aYD7vWK188osEHS+37X9sWIYuNO+cin7otXz35HKSIb67txSLLC+e05NsS28GUVO9GUjuqBTHnZyzXTUwbcm4ntqhZtNAT0dMB/C8AbzXGfJSI9gD4GgAD4C0A9hpj/h0RvRvAp4XQf9wY8xGxviMAjgDAdz3jkn/23O/+zuDLNrhVaKNmtJhvH20EMlQNk88H6Bb0VEM2XccrVOFSqw6aO/u0zfq6JFeNSRX5BX2JfOy6UyhJ6KOibohoJ4CPAHi/MeajAGCMOWeM+bYx5h8B/FdsuWfOAtjHFr8WwCNyncaYO40xB40xB9fWdiS7FW66ZU/Sjd7VjWJPjsuVkxqhMhVkqCsPefX58HnkDrfocxYgS5nHV+Wwiug0mEqnXCIxUTcE4C4ADxljfoNN38tmexWAB5rP9wC4lYieRkTPBbAfwGd929i1tlyL3iWU8kSfOnlu040TQoqPDxmlY8WMi/2cxDwGOUCrJZy5kq58A7NtiYmOiXUbbeeqlXOjnkedGIv+xQD+LYCXiVDKXyeiLxLR/QBeCuAXAcAY8yCADwH4CwB/COB2Y8y3fRt48ltPdjpBoXh4Ljgx2wkVWDtxbH0lbn87ZNam7KPmuuGd5ZA3ZKr1XxpVvOLpUsF0KMYI4b0kNIMx5lMASPnp455l3grgrSkNCR3oUFliwO1P1kIo7WCutoyv0+DzLk4YnOuZKzFPM3yeLYt5Q3xvT8w6tGtqSn75yjKx564+oa1SRGasJFS/xlWf3oXWQWyc3nC6fDQ3hITHcfNSCr51zYE2Liut2NgQWa2u7U0hKaqik1qwbixi2jnkNViM0Nudlr70FJFMnde6YDRiM2mtK8eVTTtVX76WBGVxZcUCWyIqn6JkXRo7vcsNmWrRa5mwXenzJR61Q6rkohiht/ThApHWOe9MNk5vOMXY9XYrud62v0+RlCcd39NMVwErwWLqc/1V4HXGttRLoI1RUYTQXzh/cUkccr38Q4sMkUW9XGJkp4fi5u06rcBZq37q4ZaxJRO0mjnaeAqPupFVKPsqZaAN/Oay6vsS4mrFV/ogKTO2L666+jLz2tfvU8P2AP39sW2zYjmh7FW7vdC2+FNI3xmxYxBKZJO/hQbN+0qg0nB1CtrLP7Tf23QMfbqjtjttjm0otLYPUs5jShvkem999d35EqaGxJd8I0mpMtnGqg5Z9Lm3VyoxA8o8mcouI6dzd9nYhNqgPQ20ra8Tu1wV+enT5olsiPNejEW/58pLN7/7rESXRR/j29fm6VIzJ7TuGnK5iqyD0zexkTk5a+mnllmoAp9GqqHQ91NYm+3Fbj+0rsla9EBcrRjN/x6zXrlcn9bldhF5H/JClfH1beha256/xKRPYrZTRb6ikXuspiihl4/4LuTNHWtNuuqyz8nNMjSh8+VKWvL9HiKnxc3XmevGyl2SuVLpSjFC77LeZSEtYLnmeYp7JCUDNratct1z7TRcdYK0jjMmpJILaxtBtPkLXdDeNMWjgnxvowpRLfV+aHut+H4rrUPu49opRugB98u8LVrSjs8ijw1xjPHt++bXOqm5CX7qk48voUp+bzvIGcpz4NuL9dP2be1rbatU+nYnFiH0F85fzGZtc2ISmmK2s5197TGVPi0xdevbWshyHSkMPRgXs90q8umUZnm7aNvOPq+JIoQe0H29PjeAFsrHf/PBQzJPnTyXFKLpc9vMnZR6Ptq5zBHdBHRPcgpZ6H1Y8H2VSZg6UxHvqVOM0HM094erPooWp62FZXLr3Vab5N9j25UyHhBb/75UUjs11366ksmGqHUj/2JdPTHrD9E1OmjO8HM/1rHZTuekCKG/fPfOzc8+y5DfeD5Ln+MTpq438tTLHOQmVK++hPGL2EQpSw6x306CEoPrbV++YzXnbOMhro9gPfohuHD+YtR80pKXlrtWrsCXvm9r07R1KaS8iGOqtN2vlE6wr1IIJd3gJbVlTEp5Ccx263yLs+g5Wry1VjjLir4VbO7K0RJ2jh4/vOkrjRX5lFh9ydQ7gZioJklK5cq2Ipg7m1G6B3Osv/rkxydUrnpMhmpLEULvI2agVbPs7fSN0xsr8fc52lHRCVny2jnoEqWQWsnSfh7iBqsCX4klp3GhUZTrxlrpfLBOK5Jl/7sqJoasdDsYa2Ox+xJx2b4pdhZt2h2zjBXpPq15V/2aUMRNSRZfJQ9DVEpN3d6Q11kxFr0UeYvMguXT5PISuz5eNfHQgUMr4ZRtBgdDESZynimKvEXuqy+0VVtGJoPkiEaxLhFe6941T+p2ahhkP4zdgZYyMB5qRx9tLELoXT56wB8F4Yq7lyLEXTcyzO7UyXObln0q0k1RI2/8hOretFlXap2dSmUK5A49LULoOS6RBvTwypjBTynC1goEFslTMaKhbUN2KtqblVLXO0VSomq6lgOWdeJ91recVopFV5k/OZ4Gudh3vW6DQk9ElxHRZ4noC0T0IBEdb6Y/l4g+Q0RfIqIPEtGlzfSnNd/PNL9fF9MQ62ZJCVlMSV7ivlfpz+dugFRR1op6zYku+yNdJzku/lw3UBX8ytToct3GWPT/AOBlxpgfAHADgJuJ6EYAvwbgHcaY/QCeAHBbM/9tAJ4wxlwP4B3NfJ1w+d9jM09D/mR+ALvEjcf47eeI68nFFdaWKtZdRbn62iulMJaBERR6s+Dvm687mz8D4GUAPtxMfx+AW5rPr2y+o/n95UREvm3sWtsFQBdLXopYPvan3sB8MNfG3WtPEm1wrWPKfvyUMg6xoZRtolpKeRKotKM+QS3IdQzarCfKR09EO4jo8wAeA3AKwJcBnDfGPNXMchbANc3nawB8FQCa378B4FnKOo8Q0X1EdN/ffe2Cc9tWlAG9RooV/KPHD0cPzPGwTaBfAZ6qn97V6brwPS1JxhJdWVisik//1GO8YOzjECX0xphvG2NuAHAtgBcBeIE2W/Nfs95XXkxrjLnTGHPQGHNwbW3H5nRXeKL2/cSx9RUrX85js2C1sM2QS6cPpuLGSXnKcXWUXZ/A+mLsm66yvejjektdZ1LUjTHmPIA/AXAjgN1EZBOurgXwSPP5LIB9AND8/gwAj8esX8tw9VmEvPQBt/BDvnItUzaHAIeeKiwlW/fcVaO105cMZQe9YyJixqTvlzxUqrum70zXVGKibp5NRLubz98J4EcBPATgkwB+opntdQA+1ny+p/mO5vc/NsasWPQa0h/Mo2RcMfPAQmCl4NuaNnY90nqXTwM54LV2po5m0VvR5mIvy0C3HXCtTBtZDrpSFjEW/V4AnySi+wFsADhljFkH8KsAfomIzmDhg7+rmf8uAM9qpv8SgDtSGuTLfo3JcpTWOq9145o3pzB3ScAqAS1cVBsbmer+bWeqCM+LlHNJkcZ2r1x19WXmta/fFzWvdeeEXC3cmne9+MJOc5VfyIlWm2cq/nqOTAhzCX7MYGe1+ocjd519bZ3bhTb5Nn3x9rec+Zwx5mBoviKKmuWGu35ik676Ft3FgHCeV+mNSYy4T1HAu2bslowmyCVFQ00FmcxZitjHUEQJhNCLR6T7IASvY6Mxxgmak8vDlcGcmrJdkiuhxEHjHKQc377mnTquCLQpPZEXIfSAHglj0WrVuEiN9R5KeOfgttHIsR9jJpLI5eYo9rnZLiKfI5EydVt9ba8Yoe+T7VhobGhiL9KUxKpUXCJdxwoqqczFELMUI/QypDJmXg0tMscXSZL7hIaybG1UzlwJWSZdywqnuoVSO5DtYq1qxFyX2/n49MUQhRGLEXqL68UjEiuo2qvrtIvRlWUrX0LSFl6TRyuTzJOp2r6MfGq0eRSV8dhSsGM7ybad6Zw64SrK5RMK/c5FcUIPxIu9JOUmTRncTVmf77c5iUgKPsH3HTeZZcunczTLfbtb8n3tz3a9hqdOEULP3zDlq5nicwfwuPnYVw36prdB+v9dJRFyPUVMDe7WibH2+dvAuJjL/zJiRk6PfXdnSVFAXWizDykCPtcIpdLIqU1FJEytre0w+6/ftZJO70JLxrEXXt9uEVuDR6PP6I1Y10VM7kApaElkPkLHPVed+6mKWJdOqsvbvuZISkG/PrcTWv8kE6baJCFooh8zWGvhTwDyaSBVuNu8iDqW2LK6C2tLz4SU02LCVPvuNLjYa2MbnFAyVmyylu84bkeRr7Sjb5HPSVFCD6yKvfzOsy/5oz2werHrSQ7r3hPkeiKwWa3aU4cmDpqVqRU9a2OFpnQ6vmmHDqyuc3X9W/uR+2nBVRhNm8/19iqt49amc3wd8pQye6u4V2IpynVjcSVHxdRVGcNtwevlaG3gJZe1jiuWIUTItQ0+nXdYuY63VhFTklpiQYq+v0PDkgFRstj39cRYYjvG6MyGcNuk3De+7cS6booYjJ06oZh8HnXDnwJcbiIXucSn62CdHUzuw7r3IQdhQ8hjrH3mT3C1Tv24uJ5Chx78nWMyZXGuG06sNV8Si/asujhWE7hWXU7cNeKKzMlhbca4NUIcPX54ZZ+6WPgud50cW8h5vk8cW988zvxzyZTkrkk1VFzLpixT0v5PiWItepfI+wRUzjsGruJlWkihHWOw2bL24k8ZTB4L2eHEuF5caMlsWgx97sgqLuxjXzcxlCxyqeGZlXhy1MApUuhdleL6rJMyFnafrHjZd9x2JbZMQFe0x+pQ9IwL2eFZ5PiAtLz7rJNTyctUjvMUOv4UihF614HV3AGuMrklkFJDJ/R0Yqf1lQDjixZy4Ytq4WUpZNmHmBpA/He53/azdBnxtky5ww/R577lEt+QPz3Hdrazr76LzhUVdZP6FiZfVcqSxD8Faa1yS38I2owBpIpQTEKcr119RsWUGHEzBZH30TahLWadQ9C2LHqX9cZw0y17oqNuihB6Ivo7AE8C+NrYbRmQK1H3d87U/Z03pezvPzHGPDs0UxFCDwBEdF9MzzQX6v7Om7q/82Zq+1uMj75SqVQq/VCFvlKpVGZOSUJ/59gNGJi6v/Om7u+8mdT+FuOjr1QqlUo/lGTRVyqVSqUHRhd6IrqZiB4mojNEdMfY7ckBEb2XiB4jogfYtCuI6BQRfan5/8xmOhHRO5v9v5+IfnC8lreDiPYR0SeJ6CEiepCI3tBMn+U+E9FlRPRZIvpCs7/Hm+nPJaLPNPv7QSK6tJn+tOb7meb368Zsf1uIaAcRnSai9eb7bPeXiL5CRF8kos8T0X3NtMlez6MKPRHtAPBuAD8O4IUAXkNELxyzTZn4XQA3i2l3ALjXGLMfwL3Nd2Cx7/ubvyMA3jNQG3PyFIA3GmNeAOBGALc353Gu+/wPAF5mjPkBADcAuJmIbgTwawDe0ezvEwBua+a/DcATxpjrAbyjmW+KvAHAQ+z73Pf3pcaYG1gY5XSvZ2PMaH8AfhjAJ9j3NwF405htyrhv1wF4gH1/GMDe5vNeAA83n38HwGu0+ab6B+BjAG7aDvsMYA3AnwP4ISwSaC5ppm9e2wA+AeCHm8+XNPPR2G1P3M9rsRC3lwFYB0Az39+vALhSTJvs9Ty26+YaAF9l38820+bIHmPMowDQ/H9OM31Wx6B5TD8A4DOY8T43bozPA3gMwCkAXwZw3hjzVDML36fN/W1+/waAZw3b4s78JoBfAfCPzfdnYd77awD8ERF9joiONNMmez2PXY+elGnbLQxoNseAiJ4O4CMAfsEYc4FI27XFrMq0Se2zMebbAG4got0Afh/AC7TZmv+T3l8iOgzgMWPM54joJXayMuss9rfhxcaYR4joOQBOEdFfeuYtfn/HtujPAtjHvl8L4JGR2tI354hoLwA0/x9rps/iGBDRTixE/v3GmI82k2e9zwBgjDkP4E+wGJvYTUTWeOL7tLm/ze/PAPD4sC3txIsB/Esi+gqAD2DhvvlNzHd/YYx5pPn/GBYd+Ysw4et5bKHfALC/Gb2/FMCtAO4ZuU19cQ+A1zWfX4eFH9tO/+lm5P5GAN+wj4dTgRam+10AHjLG/Ab7aZb7TETPbix5ENF3AvhRLAYpPwngJ5rZ5P7a4/ATAP7YNM7cKWCMeZMx5lpjzHVY3KN/bIz5N5jp/hLRLiL6LvsZwD8H8ACmfD2PPUgA4BUA/goLH+e/H7s9mfbpbgCPAriIRW9/GxY+ynsBfKn5f0UzL2ERefRlAF8EcHDs9rfY3x/B4lH1fgCfb/5eMdd9BvD9AE43+/sAgP/QTH8egM8COAPgfwB4WjP9sub7meb35429Dx32/SUA1ue8v81+faH5e9Dq0pSv55oZW6lUKjNnbNdNpVKpVHqmCn2lUqnMnCr0lUqlMnOq0FcqlcrMqUJfqVQqM6cKfaVSqcycKvSVSqUyc6rQVyqVysz5/4gj3MvmT89AAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "## K Means Clustering Color Data\n", "# List of arbitrary data values, in this case (R, G, B) \n", "# - any data can be added that the algorithm will be able to use\n", "vectorized = image.reshape((-1, 3))\n", "vectorized = np.float32(vectorized)\n", "\n", "# Constants for cv2.kmeans\n", "termination_criteria = (cv2.TERM_CRITERIA_EPS + cv2.TERM_CRITERIA_MAX_ITER, 10, 1.0)\n", "\n", "K = 3\n", "_, label, center = cv2.kmeans(vectorized, K, bestLabels=None, criteria=termination_criteria, attempts=10, flags=0)\n", "# label is the group number for every vector in vectorized\n", "# center is the centroid poisition of every group\n", "\n", "# Color code pixels based on their class and the centroid color of their class\n", "result_image = np.uint8(center)[label.flatten()]\n", "result_image = result_image.reshape((image.shape))\n", "\n", "plt.imshow(result_image)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Vectorized Data, (R, G, B, X, Y)\n", "[[ 26 45 0 0 0]\n", " [ 46 62 13 0 1]\n", " [ 39 52 8 0 2]\n", " ...\n", " [ 82 90 4 339 554]\n", " [ 83 93 6 339 555]\n", " [ 83 93 6 339 556]]\n" ] } ], "source": [ "## K Means Clustering Color and Location Data\n", "## In this example, we also pass location data to cv2.kmeans\n", "# (R, G, B, X, Y)\n", "vectorized = image.reshape((-1, 3))\n", "\n", "# add x, y data to vectorized\n", "idxs = np.array([idx for idx, _ in np.ndenumerate(np.mean(image, axis=2))])\n", "vectorized = np.hstack((vectorized, idxs))\n", "\n", "termination_criteria = (cv2.TERM_CRITERIA_EPS + cv2.TERM_CRITERIA_MAX_ITER, 10, 1.0)\n", "\n", "K = 3\n", "_, label, center = cv2.kmeans(np.float32(vectorized), K, bestLabels=None, criteria=termination_criteria, attempts=10, flags=0)\n", "\n", "center = np.uint8(center)[:, :3]\n", "\n", "result_image = center[label.flatten()]\n", "result_image = result_image.reshape((image.shape))\n", "\n", "plt.imshow(result_image)\n", "plt.show()\n", "\n", "print(\"Vectorized Data, (R, G, B, X, Y)\")\n", "print(vectorized)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "## By changing K, we can change the number of groups\n", "\n", "# (R, G, B, X, Y)\n", "vectorized = image.reshape((-1, 3))\n", "idxs = np.array([idx for idx, _ in np.ndenumerate(np.mean(image, axis=2))])\n", "vectorized = np.hstack((vectorized, idxs))\n", "\n", "termination_criteria = (cv2.TERM_CRITERIA_EPS + cv2.TERM_CRITERIA_MAX_ITER, 10, 1.0)\n", "\n", "# Now there are 5 groups\n", "K = 5\n", "_, label, center = cv2.kmeans(np.float32(vectorized), K, bestLabels=None, criteria=termination_criteria, attempts=10, flags=0)\n", "\n", "center = np.uint8(center)[:, :3]\n", "\n", "result_image = center[label.flatten()]\n", "result_image = result_image.reshape((image.shape))\n", "\n", "plt.imshow(result_image)\n", "plt.show()" ] }, { "cell_type": "markdown", "execution_count": null, "metadata": {}, "source": [ "Scipy has many other clustering algorithms. Some are complicated and meant to be used on data sets rather than images.\n", "\n", "https://scikit-learn.org/stable/modules/clustering.html" ] }, { "cell_type": "markdown", "execution_count": null, "metadata": {}, "source": [ "By applying convolutions, filters, and clustering, we are able to isolate useful data." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.6" } }, "nbformat": 4, "nbformat_minor": 4 }