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@crackwitz
Created May 22, 2022 11:39
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{
"cells": [
{
"cell_type": "markdown",
"id": "04a317c6-2fef-4f9b-9d25-49e6de21c1db",
"metadata": {},
"source": [
"https://stackoverflow.com/questions/72330691/detecting-zone-with-some-color-and-text-with-opencv-in-python"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "8c2192e0-503e-4d2a-95b9-d375529d2c0f",
"metadata": {},
"outputs": [],
"source": [
"def crop(im, x, y, w, h):\n",
" (height, width) = im.shape[:2]\n",
" assert w > 0 and h > 0\n",
" assert x >= 0 and y >= 0\n",
" assert (x+w <= width) and (y+h <= height)\n",
" return im[y:y+h, x:x+w]"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "933ef13d-d6ee-4f99-983a-8cabded0a8ff",
"metadata": {},
"outputs": [],
"source": [
"def find_template(haystack, needle):\n",
" (nw, nh) = needle.shape[:2]\n",
" scores = cv.matchTemplate(haystack, needle, method=cv.TM_SQDIFF)\n",
" (minval, maxval, minloc, maxloc) = cv.minMaxLoc(scores)\n",
" #print(minval, minloc)\n",
" # minval ought to be 0... bug?\n",
" assert minval <= nw*nh*3 * 1**2, \"can't find template\"\n",
" (x,y) = minloc\n",
" return (x, y, nw, nh)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "67c0a30c-3660-48f2-ad4e-5dd0e6220af8",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"size: 1881 x 1012\n"
]
},
{
"data": {
"image/png": 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"text/plain": [
"<PIL.Image.Image image mode=RGB size=1881x1012 at 0x1C9850F5760>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"im = cv.imread(\"YebIa.png\")#, cv.IMREAD_GRAYSCALE)\n",
"(imh, imw) = im.shape[:2]\n",
"print(\"size:\", imw, 'x', imh)\n",
"imshow(im)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "5e738849-c54e-4526-94f1-8a8f0e024f03",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<PIL.Image.Image image mode=RGB size=24x24 at 0x1C995A7A850>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<PIL.Image.Image image mode=RGB size=24x24 at 0x1C995A26190>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"button1 = crop(im, 214, 88, 24, 24)\n",
"imshow(button1)\n",
"button2 = crop(im, 672, 88, 24, 24)\n",
"imshow(button2)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "c6779d51-9992-4d5f-960e-7536ec4ae5b7",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<PIL.Image.Image image mode=RGB size=434x24 at 0x1C995A266A0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"button1_rect = find_template(im, button1)\n",
"button2_rect = find_template(im, button2)\n",
"b1x, b1y, b1w, b1h = button1_rect\n",
"b2x, b2y, b2w, b2h = button2_rect\n",
"\n",
"top = b1y\n",
"bottom = b1y + b1h\n",
"left = b1x + b1w\n",
"right = b2x\n",
"title = crop(im, left, top, right-left, bottom-top)\n",
"imshow(title)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "8fc5df4a-c2b2-41f5-acc4-edb9f149f492",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<PIL.Image.Image image mode=L size=1881x1012 at 0x1C995A26760>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# table header, first cell is largest\n",
"header_color = (194, 142, 93)\n",
"mask = cv.inRange(im, header_color, header_color)\n",
"imshow(mask)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "db313e77-3d03-411d-9b5d-9b512a7e2186",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[ 0 0 1881 1012 1859817]\n",
" [ 757 89 55 18 812]\n",
" [ 813 89 94 18 1379]\n",
" [ 908 89 70 18 973]\n",
" [ 979 89 74 18 1033]\n",
" [ 774 95 1 1 1]\n",
" [ 789 95 1 2 2]\n",
" [ 925 95 5 6 28]\n",
" [ 934 95 3 6 12]\n",
" [ 940 95 3 6 15]\n",
" [ 953 95 3 2 6]\n",
" [ 959 95 1 3 3]\n",
" [ 777 96 1 2 2]\n",
" [ 796 97 1 1 1]\n",
" [ 1028 97 1 4 4]\n",
" [ 774 98 1 3 3]\n",
" [ 859 98 2 3 5]\n",
" [ 953 98 3 3 9]\n",
" [ 1007 98 2 3 5]\n",
" [ 1028 102 1 1 1]\n",
" [ 251 482 570 25 13898]\n",
" [ 822 482 48 25 1007]\n",
" [ 871 482 23 25 433]\n",
" [ 895 482 23 25 403]\n",
" [ 919 482 96 25 2266]\n",
" [ 1016 482 64 25 1400]\n",
" [ 1081 482 49 25 1182]\n",
" [ 1131 482 139 25 2830]\n",
" [ 1271 482 119 25 2769]\n",
" [ 1391 482 41 25 936]\n",
" [ 1433 482 48 25 1017]\n",
" [ 1482 482 23 25 463]\n",
" [ 1506 482 48 25 946]\n",
" [ 1555 482 161 25 3373]\n",
" [ 1717 482 96 25 2104]\n",
" [ 1814 482 67 25 1402]\n",
" [ 1317 491 3 6 16]\n",
" [ 1736 491 1 3 3]\n",
" [ 538 493 1 1 1]\n",
" [ 551 493 1 1 1]\n",
" [ 977 493 1 1 1]\n",
" [ 1036 493 5 4 9]\n",
" [ 1046 493 1 4 4]\n",
" [ 1162 493 1 1 1]\n",
" [ 1169 493 3 4 12]\n",
" [ 1190 493 1 4 4]\n",
" [ 1194 493 1 1 1]\n",
" [ 1211 493 1 1 1]\n",
" [ 1217 493 1 1 1]\n",
" [ 1325 493 1 1 1]\n",
" [ 1580 493 2 4 6]\n",
" [ 1607 493 1 1 1]\n",
" [ 1621 493 5 4 9]\n",
" [ 1639 493 1 1 1]\n",
" [ 1668 493 1 1 1]\n",
" [ 1672 493 2 4 6]\n",
" [ 1680 493 1 4 4]\n",
" [ 1748 493 2 4 6]\n",
" [ 1755 493 1 4 4]\n",
" [ 1759 493 2 4 6]\n",
" [ 1772 493 2 4 6]\n",
" [ 1781 493 1 1 1]\n",
" [ 1855 493 1 4 4]\n",
" [ 1862 493 2 4 6]\n",
" [ 531 494 2 3 5]\n",
" [ 538 495 4 2 8]\n",
" [ 970 494 2 3 5]\n",
" [ 1155 494 2 3 5]\n",
" [ 1162 495 4 2 8]\n",
" [ 1194 495 5 2 8]\n",
" [ 1211 495 3 2 6]\n",
" [ 1217 495 5 2 8]\n",
" [ 1325 495 4 2 8]\n",
" [ 1332 494 2 3 5]\n",
" [ 1409 495 1 1 1]\n",
" [ 1607 495 4 2 8]\n",
" [ 1411 498 1 2 2]\n",
" [ 1680 498 1 1 1]\n",
" [ 212 1008 17 4 68]\n",
" [ 230 1009 923 3 2769]]\n"
]
}
],
"source": [
"(nlabels, labels, stats, centroids) = cv.connectedComponentsWithStats(mask)\n",
"print(stats) # x, y, w, h, area (ConnectedComponentsTypes)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "ae426dd2-0f67-423a-b54b-b6de5529113f",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<PIL.Image.Image image mode=RGB size=570x25 at 0x1C995A26BE0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"comps = [(label, *stat) for label, stat in enumerate(stats)]\n",
"# (label, x, y, w, h, area)\n",
"comps = [comp for comp in comps if comp[4] == 25] # height: exactly 25 pixels\n",
"comps.sort(key=lambda comp: comp[5], reverse=True) # area, descending\n",
"header_comp = comps[0] # largest area\n",
"header_rect = header_comp[1:5]\n",
"(hx,hy,hw,hh) = header_rect\n",
"header = crop(im, *header_rect)\n",
"imshow(header)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "e1c326a1-364f-4406-8446-ee59638dcb99",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[ 0, 35],\n",
" [ 35, 69],\n",
" [ 69, 105],\n",
" [105, 139],\n",
" [139, 175],\n",
" [175, 209],\n",
" [209, 245],\n",
" [245, 299],\n",
" [299, 355],\n",
" [355, 389]], dtype=int64)"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# table body\n",
"# pixel column just before the header cell (B) contains striped background but no text\n",
"# column to the left of that (A) contains only white, until the end\n",
"bx = hx\n",
"by = hy+hh + 1\n",
"bw = hw\n",
"\n",
"columnA = crop(im, bx-2, by, 1, imh-by)[:,0,1]\n",
"(I,) = np.where(columnA != 255)\n",
"bh = I.min() # table body height\n",
"\n",
"columnB = crop(im, bx-1, by, 1, bh)[:,0,1]\n",
"rowmask = (columnB == 255)#.astype(np.int8)\n",
"(I,) = np.where(np.diff(rowmask))\n",
"I += 1 # diff shifts things back, edge is on the second pixel, not the first\n",
"\n",
"row_tops = np.concatenate(([0], I[:-1]))\n",
"row_bottoms = I\n",
"np.vstack([row_tops, row_bottoms]).T"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "dffad5f0-175b-4cf1-bf5d-da76c4e3e558",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(251, 508, 570, 390)\n",
"row 1:\n"
]
},
{
"data": {
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"text/plain": [
"<PIL.Image.Image image mode=RGB size=570x35 at 0x1C995A90340>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"row 2:\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<PIL.Image.Image image mode=RGB size=570x34 at 0x1C995A26BE0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"row 3:\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<PIL.Image.Image image mode=RGB size=570x36 at 0x1C995A90CA0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"row 4:\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<PIL.Image.Image image mode=RGB size=570x34 at 0x1C995A90040>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"row 5:\n"
]
},
{
"data": {
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"text/plain": [
"<PIL.Image.Image image mode=RGB size=570x36 at 0x1C995A90CA0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"row 6:\n"
]
},
{
"data": {
"image/png": 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m2EHZnzzjY+IHxYcfYExhEk8Qz/XcRkxRjQL7vg0Z+j0rdY38n/DNAoNIt2vWxykGT/nvljzzp+sM1+W97mN2SwKB8PG5yuyKQCAQCISPDHlnIIFAIBBuACRdEQgEAuEGQNIVgUAgEG4AA73ilkAgEAiETwuZXREIBALhBvD/HBOdPvsyfJ4AAAAASUVORK5CYII=\n",
"text/plain": [
"<PIL.Image.Image image mode=RGB size=570x34 at 0x1C995A90EE0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"row 7:\n"
]
},
{
"data": {
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"text/plain": [
"<PIL.Image.Image image mode=RGB size=570x36 at 0x1C995A90310>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"row 8:\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<PIL.Image.Image image mode=RGB size=570x54 at 0x1C995A90340>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"row 9:\n"
]
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAjoAAAA4CAIAAAB7fcW1AAANz0lEQVR4nO2dPWvj6BbHjy77EVLcCw7IsAtj8BQpXApGgRQypPTAGBywi8AaUlrdunA6GbYJeGGKCGLwwKoMWEXAGlDpIsUYNDAXLIhhp8h38C30/i45niS68/+RQnn0nPO8GHR0Hj36i9lutwQAAAC8bv710h0AAAAAskG4AgAAUAIQrgAAAJQAhCsAAAAlAOEKAABACfgXEdFGe18Tq87f+0+P3nldsQqnG6ckWLl6+TWtslV8GXQe9DDUH6dtn0O7MKt1X7u2ebTEb7vR3oeGFmGYVSEW/VKstrVN5Di3vRKe8/ztJvxeO3jbG9EO7LFLLz46AMDL8Yt71BiKf3842Hy64kafptxFp0JEpH9eWmdv9cfOh4NQZdKV6vn18J004hIrT9vi8L5xY7Q461/nWmN7sOCkDpF+KZ7NvJoprRMRza71PySOiDba7X3gzLQtDknQDZ6I1pfi2ckV3V10siZiWBOnRI2salFMI/74h6JfimeGoBt85ZkazA3XWhutUjoHALxuwouBlcq/iR6+re1/72ZEbWF0RMvbLzHW1YMG0dfNY2JlXRneU+ejF4HCUSeVpNYbR4dEdKcTEW301fLo0AszVou/8xWiChH3h9Shh6H8lVKZtsWv7YY/VvkzQjtFc1I9L/mzgzHRvcrVxPe+Y51o8+nKrW9VH0bMQ+Q12WhXM+r8zieO5/ZTKPEKe9YVx6eV2ipuodtc/v4HypMSIKdLbhKc6d9fwU6RXefWQfsqNMzMGQYAlJdwuNpsvhPRb1UiItKVKVHnHc+fHtL9ahpZ5NroqyUdnnIHSZWt9Mj2FmQ5kmJXDj1SWj+td4imn78SkXb70Ditv3GNIi3+dkRk/JO+QNeZSX93fXFUV85m1BiKa0McHRHRoXeq3VsbdjZpGY6OiI4E3ZD+9B1zusKNaHQnrY1eh+js8qt+KU7pcHQn+c1D481rsn5c0uHXv0Qu4dK8rJ1YPV+OND3Oc9pcWAOkvJ3JHpfXJemmTTS7s2J/hn9d4UYPjaFoWQ1PlGgACg0zZ08AACXFC1dW/OBGD52Pkm8lsHHC2SnXrf4Yrnxb142LrMoNNm7FyroSrQ27rSgprRO9PWkTzb7oG+32/vCU+0/Id2yL+bFi3il3QHTAnx76TzV+zZUd6p+XRA/DE7Fau54SkfEP/XpIRMOTq6Qb//wmm813ogc6taPp9C8t5Krx6wHRAVtL9JwSvK0B5u9MNWtcfrfcu4aVu2f61z8vybkT4t41iJZ3Ef+hYebsCQCgpISfXfnP3c2IiM5qovXv8vYLfeC9ytyX9ycq16b1jE+qbF1B7nTiit/tprRO1iVsRlfianlU/7NC35zyaIvf7qkxfFuhuMXMNJ4a84gOR3cXvmDMrytK9fz79Pxq2j5Z//FmZxMrfr+pHBARWyOaPepEWRMc9Kwr++p/5cNFoPxdDsc5/N/kd+MQ7kn8DAMAykryRnZrLe5jy8qBbtoUXpGr8H8OD+letZ4lxFaufDjp0HJ67qzkbLRhzm1dma1z/Ohoubx/aJy+9YeVyoeLDi3dhEO/FKfUuCjywIzs23n72Zh2+1DI1u/Bzgg32tQaP9daGxcdindYwIRrdZxHhqZBdJQxunjPjodv97lNkvqfOi6L5X8fyUlbT7hs/1YF6xmqa5VNjp4AAErKL0knpn8FHgJx7xo0+36rP3Z8V43Kh4vOSJyOJKtWTOUPb0aG9FtbPKvZe/w6w7fWwXIkVUdEcVkd0WOO1g/400O6fzjlDogCIdBqsVpTrX/9Ww1TG/XBtW7a4tn5cups62ArROv4up3fG8NzlaupuiG5xzeGpA+vOKe50UdevxTPZrbJTeyNP9fKbzL62Kie2zVvDD7jSh7xbAX74UiqjqhxRBSNWLk7Ey7XE7LY2XV1RkTU+Shxufy/0YdX3Lk4tcZ7J2VGq+wZBgCUGQaK7Kk8TtvSkAR99vq2jAMAwM9EYnb1U7PR3p+odj54hFgFAAAvD7IrAAAAJQCagQAAAEoAwhUAAIASkCtciYyLqBERaV5JU06uFsGUm03ZzNOkJiY62TeiNxTT13raOCIenqWr+WePiIhia8cM1jv1pFFEzbVnmhcAwE9BzuxqsNhut9vt+np1bF+B7JJFvee78NmF262UrGeXjdxkGJUGT/BQCGlrj416E2ts4jEtQsPN8PCk8T4n0cH6Tu0+ClNu0iJszktbGsvxBgAAUJBii4Es3xJWpukr4YWBaiS8keRgys2YXCU5g+nOt1tJynAlitEEIdCOLxexD0252ZRlMS6zsBBqVsfGA4H3D9c1tHzbPfe8iL4WNbsTwVEFTvmaD01CnIe42dPCSVLY0JSbTE9Ve9XEsdqD9eHlQp57pyRjMk3NaPX5yE9A1G8ZBfJBAABIpli4MjVFrbOsr0RTnWs7EdH4OBqBTLnfq1tZl2D0VKewOa6tt9v1drugXBlM2BWNIyebSmudkdupPUPYbuddNmjIMAzTp8m8WyUyzZVQs99PZtm6HYwtw+1iMD5mVMHKTxTNjPof08SqNw5dp51T20W915cTJyHkIXb2iI9JkgKG1J2vrwXheh0aa2Cw8bNkyk07uczKLt3JNDWFWDbuJ2DZuFkCAIDi5AxXdhyqKq21fSGyS1TBHxycxUBfkakpdG3deRMvDNxCVe1VGabKMMdjCiZsicS6cmH5FvWqGZFPcOz9ht35drvdTqjPiFmG1ZpAVnj2Ilmw2qTLUmzS6ZwiXhqohpY0CUEPSUO2o07VDWCpTScMNnaq/C2y3flgrCbOqG8y67Uqxf4E1Vo9yRwAAIpQ7NmV7159sLBuv3d9OCFcr7cOoQxgR9jufLsV1NwbJCLmLWGlmYE45M+0fgQ7ToImVo2BZbXjEz62G17V3QtP/AkAACCZp21kZ7uTlpK+W41l66qzYKWp9goey7eij/qzW4tzFYKXtgs3I1DthShNUWMrBzBle6GzWhMcB5pCLZ4t2M0EnK6bcnMs1CjfJMQO2Quimhg/C5m4g4226OuVKTe9pd7UyVz58rnAT7B+ru8rAwD+33nqe1dsd95SrPWfhAsvLy0Gzsqhs93PZLuT69Vxod3iUVfB6627JeF4dd3nyWS7g4HaqzIM0zTqQqJPd1uBu9DJducLslpRWpO9JH5ERMJ1TbUW8OoL67lRnkmImz22O6j3qoGiGKyVueBWi+hgY+y84Xu10ieT7bbIpMhPQESmSbV9xXsAwM9NWUWYNJEZ19b7WUV8Bky52afJa+6uJjLj2iJp/0UWptycsPNoABSbcv81jxoAUB5KpWrh3r0zzDEtcBncF6KVEE12jFVExHbn0Q2emsjQAD8SAGA/lDW7AgAA8FNRquwKAADAzwrCFQAAgBKQV+LWv8Fsd+nSgiKtP5w99eeJUq6a2JRNb9deqEee2G/x3j6jUDAAAPxYcmZXAin91xRnXhdPkrg15fGqxZNsCvb7wnX/y1imrK6Sd+Fned7dFgAAXhk5w1V9MGkp/YiARYIWaooaLBGtQ0qvPrHUgM9QWpCtMxvITjRXAjeSDBaT3I1Vpw0IvHoNhB1HfEZbNjWlPuiybNfdllfz6U3IfUMYBGSM1rESulqc4G/EFgAAykvuZ1dsd1DvBa6RSVqo6WqwUaVX8sRSM6RvUz2HVF95aVHvTTQy5XHw0xY7SO6m9pkl3vUREHiN+IwV4dWUuuBPzTSx5yhpaCJjDIJ5W4qEbkh6OGoLAABlpsBWC14KXMkTtVDT1WAjSq8+kyzp21TPEdVXXlrQMVMNXbV3kdxN7bNLSOA16jNGAVYTlZbPjfPyMznBLhxwknRs+cB6ZLwtAACUmUI7A3lpQeGb+n3zUqqve5DcjQi8hn1GKmjqytUkNOUmowpW2yzRxPpcFcMwx2MaHxfaMfEUWwAAeJ0U3MjOSy2lP14RpWihphNRevWzm/QtJai+ise0iKzt7SK5m9rnEK7Aa5JPTwHWlMeu6oMVbn0JkeQGusWABouMzRzB53PFbAEAoAwUfu+qO2mRtdwWq4WaSVTp1c9u0rdEbHceUn3VRGZ13eeJ74e+MbiD5G56nx2iGrshn+EKvsdWprlyv20Z3csOAAAAIkxZ/DB1Wsi/AgBAfn556Q78vEjz7kt3AQAASgOyKwAAACUAmoEAAABKAMIVAACAEpBT4jZxk94eNWudVnZX0I24Knbqh5Cq7WQ+Z08AAKDM5AlXKZd3c1/9SG2lMCmas0+Soy2MJto6VevQdnoAAACFKLIYGBB7tTTwqpZ+gicm688kPB1YUfRSCVNuegq1Ge8Y7Sh36+Rn4Q6HTyV68KU+9mEO6V7bfeBTK6rz9jTLt4SwtlOSXi0AAIAIBZ9dBSRWqTtfXwvC9Xo777LxKrG2DqzUbzlatPbLsXxIkTaGJ8jdJnTY3MVD0fo+qVlPayMknJjZNwAAAEEKhqskidUklVhHB5btzuuKRuRJOUQUacM8Re42T4fzeihUny+y1pjSNwAAAEH2uTMwXSVWqCuyaWpGq8/nVaTdg+zsixIQjPdlWgAAAIqyt3CVqU7LC3VlMjFqPJugSFvU4Y9Ftdf5NCUp/YsjtKuxWhOc76poCrni6wAAAIryxHBlfcKJacpmtjotL9XHqxrPUpwibZzvHeVu9wDbHQysT3A0jfoTvh/vUwFWWpMS5ocAAPBagAgTAACAEgBVCwAAACUA4QoAAEAJ+B/dSlAUhx2B/wAAAABJRU5ErkJggg==\n",
"text/plain": [
"<PIL.Image.Image image mode=RGB size=570x56 at 0x1C995A7AE80>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"row 10:\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<PIL.Image.Image image mode=RGB size=570x34 at 0x1C995A26BE0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n"
]
}
],
"source": [
"print((bx, by, bw, bh))\n",
"for i,(top,bottom) in enumerate(zip(row_tops, row_bottoms)):\n",
" print(f\"row {i+1}:\")\n",
" imshow(crop(im, bx, by+top, bw, bottom-top))\n",
" print()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "08a149e9-93cc-4d41-9779-83493a415b85",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"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": "3.9.12"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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