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@xvdp
Created December 26, 2020 20:05
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Image Moments, test and Implementation.
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Moments\n",
"\n",
"Python implementation of Image Moments, validated with opencv.\n",
"\n",
" * Raw moments\n",
" * Central Moments: translation invariance\n",
" * Scale Invariants\n",
" * Hu Moments: rotation invariant\n",
" \n",
"#### Applications:\n",
" * blob detection, centroids,\n",
" * Image intensity rotation angles\n",
" * countour matching\n",
"\n",
"https://en.wikipedia.org/wiki/Image_moment\n",
"\n",
"https://github.com/opencv/opencv/blob/master/modules/imgproc/src/moments.cpp\n",
"\n",
"#### match contours:\n",
"https://github.com/opencv/opencv/blob/master/imgproc/src/matchcontours.cpp\n",
"#### features:\n",
"https://github.com/opencv/opencv/blob/master/modules/features2d/src/blobdetector.cpp\n",
"\n",
"https://github.com/opencv/opencv/blob/master/modules/features2d/src/evaluation.cpp\n",
"#### camera tracking\n",
"https://github.com/opencv/opencv/blob/master/modules/video/src/camshift.cpp\n",
"#### demo\n",
"https://github.com/opencv/opencv/blob/master/samples/cpp/tutorial_code/ShapeDescriptors/moments_demo.cpp\n",
"#### contour centroids\n",
"https://docs.opencv.org/3.4.12/d0/d49/tutorial_moments.html\n",
"\n",
"#### match rotation and translation in brain images. \n",
"https://content.iospress.com/articles/bio-medical-materials-and-engineering/bme1426\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import io\n",
"import requests\n",
"import cv2\n",
"from PIL import Image\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<Response [200]>\n",
"(1280, 1920, 3)\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"url = \"https://i.guim.co.uk/img/media/abea6c172005fdb1bdb58ec414cac103cc17fbcf/0_0_3200_2133/master/3200.jpg?width=1920&quality=85&auto=format&fit=max&s=85ad7aacebff455b845b05c43dbbd8c6\"\n",
"req = requests.get(url)\n",
"print (req)\n",
"pimg = Image.open(io.BytesIO(req.content))\n",
"img = np.array(pimg)\n",
"r = img[:,:,0]\n",
"print(img.shape)\n",
"plt.imshow(img)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## OpenCV moments on Intensity, per channel"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"moments = cv2.moments(r)\n",
"# m_ij: raw moments\n",
"# mu_ij: central moments, translation invariant\n",
"# nu_ij: scale invariants\n",
"hu_moments = cv2.HuMoments(moments)\n",
"# hu moments, rotation invariant"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'m00': 238296080.0,\n",
" 'm10': 222176675476.0,\n",
" 'm01': 123646333424.0,\n",
" 'm20': 276849209218748.0,\n",
" 'm11': 114146500225771.0,\n",
" 'm02': 89867311296542.0,\n",
" 'm30': 3.909441581569808e+17,\n",
" 'm21': 1.3836165680912613e+17,\n",
" 'm12': 8.310856439877395e+16,\n",
" 'm03': 7.576835343647949e+16,\n",
" 'mu20': 69701550199062.01,\n",
" 'mu11': -1135846403436.4006,\n",
" 'mu02': 25710083996793.805,\n",
" 'mu30': 2849002290869890.0,\n",
" 'mu21': -3170979714723985.5,\n",
" 'mu12': 499005854642725.5,\n",
" 'mu03': 2457542897993656.5,\n",
" 'nu20': 0.0012274636525468005,\n",
" 'nu11': -2.000257054703144e-05,\n",
" 'nu02': 0.0004527617179225126,\n",
" 'nu30': 3.25012865686298e-06,\n",
" 'nu21': -3.617439015118815e-06,\n",
" 'nu12': 5.692635745903624e-07,\n",
" 'nu03': 2.8035535892112236e-06}"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"moments"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Raw Moments\n",
"\n",
"\n",
"$ M_{ij} = \\sum_x \\sum_y x^iy^j I(x,y) $ with pixel intensities $ I(x,y)$\n",
"\n",
"$ M_{00} = \\sum_x \\sum_y I(x,y) \\text{ : Itensities}$\n",
"\n",
"$ M_{11} = \\sum_x \\sum_y xy I(x,y) \\text{ : Itensities . Positions}$\n",
"\n",
"$ M_{20} = \\sum_x \\sum_y x^2 I(x,y) \\text{ }$\n",
"\n",
" ... "
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"## Moments returned in xy\n",
"def moment_raw(r, i, j):\n",
" _x = np.arange(r.shape[0])**j\n",
" _y = np.arange(r.shape[1])**i\n",
" _XX, _YY = np.meshgrid(_y, _x)\n",
" return (_XX*_YY*r).sum()\n",
"\n",
"def centroid(M00,M10,M01):\n",
" return M10/(M00 + 1e-5), M01/(M00 + 1e-5)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Area 2457600\n"
]
}
],
"source": [
"print(\"Area\", np.prod(np.asarray(r.shape)))"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(238296080, 114146500225771, 222176675476)"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"M00 = moment_raw(r, 0,0)\n",
"M10 = moment_raw(r, 1,0)\n",
"M01 = moment_raw(r, 0,1)\n",
"M11 = moment_raw(r, 1,1)\n",
"M20 = moment_raw(r, 2,0)\n",
"M02 = moment_raw(r, 0,2)\n",
"M21 = moment_raw(r, 2,1)\n",
"M12 = moment_raw(r, 1,2)\n",
"M30 = moment_raw(r, 3,0)\n",
"M03 = moment_raw(r, 0,3)\n",
"x_, y_ = centroid(M00, M10, M01)\n",
"\n",
"M00, M11, M10"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### central moments\n",
" translationally invariant\n",
"\n",
"$ \\mu_{pq} = \\sum_x \\sum_y (x - \\bar{x})^p (y - \\bar{y})^q f(x,y) $"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(-1135846403431.5625,\n",
" 69701550199070.69,\n",
" 25710083996796.5,\n",
" -3170979714727008.0,\n",
" 499005854641184.0,\n",
" 2849002290870208.0,\n",
" 2457542897993968.0)"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mu00 = M00 \n",
"mu01 = 0\n",
"mu10 = 0\n",
"mu11 = M11 - x_* M01 # = M11 - y_* M10\n",
"mu20 = M20 - x_ * M10\n",
"mu02 = M02 - y_ * M01\n",
"mu21 = M21 - 2*x_ * M11 - y_ * M20 + 2 * x_**2 * M01\n",
"mu12 = M12 - 2*y_ * M11 - x_ * M02 + 2 * y_**2 * M10\n",
"\n",
"mu30 = M30 - 3*x_ * M20 + 2 * x_**2 * M10\n",
"mu03 = M03 - 3*y_ * M02 + 2 * y_**2 * M01\n",
"\n",
"mu11, mu20, mu02, mu21, mu12, mu30, mu03"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"mu20 = flipmu20 (69701550199062.0 = 69701550199062.0)\n",
"mu21 = flipmu21 (-3170979714723957.5 = -3170979714723985.5)\n",
"...\n",
" central moments are translationally invariant\n"
]
}
],
"source": [
"imflip = np.array(pimg.transpose(Image.FLIP_LEFT_RIGHT))\n",
"plt.imshow(imflip)\n",
"plt.show()\n",
"flipmoments = cv2.moments(imflip[:,:, 0])\n",
"print(\"mu20 = flipmu20 (%.1f = %.1f)\"%(flipmoments[\"mu20\"], moments[\"mu20\"]))\n",
"print(\"mu21 = flipmu21 (%.1f = %.1f)\"%(flipmoments[\"mu21\"], moments[\"mu21\"]))\n",
"print(\"...\\n central moments are translationally invariant\")\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Image Orientation Covariance Matrix from second order central moments\n",
" from wikipedia\n",
"\n",
"$ \\mu'_{20} = \\frac{\\mu_{20}}{\\mu_{00}} = \\frac{M_{20}}{M_{00}} - \\bar{x}^2$\n",
"\n",
"$ \\mu'_{02} = \\frac{\\mu_{02}}{\\mu_{00}} = \\frac{M_{02}}{M_{00}} - \\bar{y}^2$\n",
"\n",
"$ \\mu'_{11} = \\frac{\\mu_{11}}{\\mu_{00}} = \\frac{M_{11}}{M_{00}} - \\bar{x}\\bar{y}$\n",
"\n",
"$ \\text{cov}[I(x,y)] = \\begin{bmatrix} \\mu'_{20} & \\mu'_{11} \\\\\\mu'_{11} & \\mu'_{02} \\end{bmatrix}$ \n",
"\n",
" eigenvectors major and minor axis of intensity\n",
" angle to nearest eigenvector\n",
" \n",
"$\\Theta = \\frac{1}{2}\\text{arctan}\\left(\\frac{2\\mu'_{11}} {\\mu'_{20} - \\mu_{02}}\\right) $\n",
"\n",
" eigenvalues\n",
"$\\lambda_i = \\frac{\\mu'_{20} + \\mu'_{02}}{2} \\pm \\frac{\\sqrt{4\\mu'_{11}*2 +(\\mu'_{20} - \\mu_{02})^2}}{2}$"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"intensity orientation 33.483 deg, centroid (932.36, 518.88)\n"
]
},
{
"data": {
"text/plain": [
"array([[-576787.11634953, -488544.30602731],\n",
" [-488544.30602731, -161341.9041679 ]])"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# mu00 == m00\n",
"mup_20 = mu20/mu00 - x_**2\n",
"mup_02 = mu02/mu00 - y_**2\n",
"mup_11 = mu11/mu00 - x_*y_\n",
"\n",
"theta = np.arctan(2*mup_11/(mup_20 - mup_02))/2\n",
"print(\"intensity orientation %.3f deg, centroid (%.2f, %.2f)\"%((theta*180/np.pi), x_, y_))\n",
"\n",
"cov_Ixy = np.array([[mup_20, mup_11],[mup_11, mup_02]])\n",
"cov_Ixy"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"def intensity_orientation(img, moments, figsize=(15,8)):\n",
" \n",
" #m00, m10, m01, m11, m20, m02,\n",
" center = np.array(img.shape[:2])/2\n",
" \n",
" # centroid\n",
" x_, y_ = moments[\"m10\"]/(moments[\"m00\"] + 1e-5), moments[\"m01\"]/(moments[\"m00\"] + 1e-5)\n",
" \n",
" # second order central moments\n",
" mup_20 = moments[\"mu20\"]/moments[\"m00\"] - x_**2\n",
" mup_02 = moments[\"mu02\"]/moments[\"m00\"] - y_**2\n",
" mup_11 = moments[\"mu11\"]/moments[\"m00\"] - x_*y_\n",
"\n",
" # angle\n",
" theta = np.arctan(2*mup_11/(mup_20 - mup_02))/2\n",
" print(\"intensity orientation %.3f deg, centroid (%.2f, %.2f)\"%((theta*180/np.pi), x_, y_))\n",
" \n",
" \n",
" # intensity covariance\n",
" cov_Ixy = np.array([[mup_20, mup_11],[mup_11, mup_02]])\n",
" print(\"cov I(x,y)\\n\", cov_Ixy)\n",
" \n",
" # eigen vectors and values\n",
" evals, evecs = np.linalg.eig(cov_Ixy)\n",
" \n",
" print(\"evals\\n\", evals)\n",
" print(\"evecs\\n\", evecs)\n",
"\n",
" plt.figure(figsize=figsize)\n",
" plt.imshow(img)\n",
"\n",
" for e, v in zip(evals, evecs):\n",
" plt.plot([x_, np.sqrt(np.abs(e))*v[0]+x_], [y_, np.sqrt(np.abs(e))*v[1]+y_], 'r-', lw=2)\n",
"\n",
" plt.scatter(x_, y_, color=\"yellow\")\n",
" plt.annotate(\"I(x,y) centroid\",[ x_+15, y_-10], color=\"yellow\" )\n",
"\n",
" plt.xticks([0, x_, img.shape[1]], [0, int(x_), img.shape[1]])\n",
" plt.yticks([0, y_, img.shape[0]], [0, int(y_), img.shape[0]])\n",
"\n",
" plt.grid()\n",
" plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"intensity orientation 33.483 deg, centroid (932.36, 518.88)\n",
"cov I(x,y)\n",
" [[-576787.11634957 -488544.30602733]\n",
" [-488544.30602733 -161341.90416791]]\n",
"evals\n",
" [-899935.69993934 161806.67942186]\n",
"evecs\n",
" [[-0.83405224 0.55168548]\n",
" [-0.55168548 -0.83405224]]\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"intensity_orientation(img, moments)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"intensity orientation -31.438 deg, centroid (518.88, 986.64)\n",
"cov I(x,y)\n",
" [[-161341.90416791 -507180.48239821]\n",
" [-507180.48239821 -680967.47124248]]\n",
"evals\n",
" [ 148700.31509382 -991009.69050422]\n",
"evecs\n",
" [[ 0.85320803 0.52157076]\n",
" [-0.52157076 0.85320803]]\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"imrot = np.array(pimg.transpose(Image.ROTATE_90))\n",
"rm = cv2.moments(imrot[:,:, 0])\n",
"intensity_orientation(imrot, rm)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## scale invariants\n",
"\n",
"$ \\eta_{ij} = \\frac{\\mu_{ij}}{\\mu{00}^{(1 + \\frac{i+j}{2})}}$"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"mu00\t 238296080.0\n",
"mu01\t 0.0\n",
"mu02\t 25710083996796.5\n",
"mu03\t 2457542897993968.0\n",
"mu10\t 0.0\n",
"mu11\t -1135846403431.5625\n",
"mu12\t 499005854641184.0\n",
"mu20\t 69701550199070.69\n",
"mu21\t -3170979714727008.0\n",
"mu30\t 2849002290870208.0\n"
]
}
],
"source": [
"# mu13, ... are set to 1 for convenience - not computed or used\n",
"mus = np.array([[mu00, mu01, mu02, mu03],[mu10,mu11,mu12, 1],[mu20,mu21, 1, 1],[mu30,1, 1, 1]])\n",
"for i, _mu in enumerate(mus):\n",
" for j, _muu in enumerate(_mu):\n",
" if i + j <= 3:\n",
" print(\"mu%d%d\\t\"%(i, j),_muu)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"nu20\t 0.0012274636525469534\n",
"nu11\t -2.000257054694624e-05\n",
"nu02\t 0.0004527617179225601\n",
"nu30\t 3.2501286568633428e-06\n",
"nu21\t -3.617439015122263e-06\n",
"nu12\t 5.692635745886038e-07\n",
"nu03\t 2.803553589211579e-06\n"
]
}
],
"source": [
"nus = lambda i, j, mus: mus[i,j]/ (mus[0,0]**(1 + (i+j)/2))\n",
"\n",
"for ij in [(2,0), (1,1), (0,2), (3,0), (2,1), (1,2), (0, 3)]:\n",
" print(\"nu%d%d\\t\"%(ij[0], ij[1]), nus(*ij, mus))"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"nu20 0.0012274688350723954\n",
"nu11 -1.9999420430945205e-05\n",
"nu02 0.000452755701951652\n",
"nu30 3.2495669697913466e-06\n",
"nu21 -3.617120966107481e-06\n",
"nu12 5.689993518487996e-07\n",
"nu03 2.803450167564839e-06\n",
"\n",
"resized image have the same scale invariant moments \n"
]
}
],
"source": [
"imgsz = np.array(pimg.resize(tuple(np.array(pimg.size)//2), resample=Image.LANCZOS))\n",
"szmoments = cv2.moments(imgsz[:,:, 0])\n",
"for k in szmoments:\n",
" if \"nu\" in k:\n",
" print(k, szmoments[k])\n",
"print(\"\\nresized image have the same scale invariant moments \")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### rotation invariants Hu moments\n",
" based on scale invariants, neither independent nor complete? (Flusser 2000)\n",
"\n",
"$ I_1 = \\eta_{20} + \\eta_{02}$ **moment of inertia**\n",
"\n",
"$ I_2 = (\\eta_{20} - \\eta_{02})^2 + 4\\eta_{11}^2 $\n",
"\n",
"$ I_3 = (\\eta_{30} - 3\\eta_{12})^2 +(3\\eta_{21} - \\eta_{03})^2 $\n",
"\n",
"$ I_4 = (\\eta_{30} + \\eta_{12})^2 +(\\eta_{21} - \\eta_{03})^2 $\n",
"\n",
"$ I_5 = (\\eta_{30} - 3\\eta_{12})(\\eta_{30} +\\eta_{12}) [(\\eta_{30} + \\eta_{12})^2 - 3(\\eta_{21} - \\eta_{03})^2] + (3\\eta_{21} - \\eta_{03})(\\eta_{21} +\\eta_{02}) [3(\\eta_{30} + \\eta_{12})^2 - (\\eta_{21} - \\eta_{03})^2]$\n",
"\n",
"$ I_6 = (\\eta_{20} - \\eta_{02})[(\\eta_{30} + \\eta_{12})^2-(\\eta_{21} + \\eta_{03})^2] + 4\\eta_{11}(\\eta_{30} + \\eta_{12})(\\eta_{21} + \\eta_{03}) $\n",
"\n",
"$ I_7 = (3\\eta_{21}-\\eta_{03})(\\eta_{30} + \\eta_{12})[(\\eta_{30} + \\eta_{12})^2-3(\\eta_{21}+\\eta_{03})^2]-(\\eta_{30} - 3\\eta_{12})(\\eta_{21} +\\eta_{03})[3(\\eta_{30} + \\eta_{12})^2 - (\\eta_{21}+\\eta_{03})^2]$ **skew invariant**"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"hu_moments = cv2.HuMoments(moments)\n",
"rot_hu_moments = cv2.HuMoments(rm)\n",
"resz_hu_moments = cv2.HuMoments(szmoments)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[ 1.68022537e-03]\n",
" [ 6.01763499e-07]\n",
" [ 1.88861609e-10]\n",
" [ 1.52501665e-11]\n",
" [ 5.53263625e-22]\n",
" [ 1.10367094e-14]\n",
" [-6.03103435e-22]]\n",
"hu moments (image) = hu moments (rotated image)\n",
"[[ 1.68022537e-03]\n",
" [ 6.01763499e-07]\n",
" [ 1.88861609e-10]\n",
" [ 1.52501665e-11]\n",
" [ 5.53263625e-22]\n",
" [ 1.10367094e-14]\n",
" [-6.03103435e-22]]\n",
"hu moments (image) = hu moments (scaled image)\n",
"[[ 1.68022454e-03]\n",
" [ 6.01780346e-07]\n",
" [ 1.88833439e-10]\n",
" [ 1.52435089e-11]\n",
" [ 5.52857905e-22]\n",
" [ 1.10320904e-14]\n",
" [-6.02665633e-22]]\n"
]
}
],
"source": [
"print(hu_moments)\n",
"print(\"hu moments (image) = hu moments (rotated image)\")\n",
"print(rot_hu_moments)\n",
"print(\"hu moments (image) = hu moments (scaled image)\")\n",
"print(resz_hu_moments)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"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": "3.7.7"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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