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@hxy9243
Last active May 26, 2022 04:57
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{
"cells": [
{
"cell_type": "code",
"execution_count": null,
"id": "bacterial-maintenance",
"metadata": {},
"outputs": [],
"source": [
"# reference:\n",
"# https://gist.github.com/huks0/e48d604fc9dd91731bc687d6e3933db4"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "specified-success",
"metadata": {},
"outputs": [],
"source": [
"import cv2\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from PIL import Image\n",
"\n",
"import pytesseract"
]
},
{
"cell_type": "code",
"execution_count": 74,
"id": "necessary-tamil",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"225.0\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"img = cv2.imread('example.png', 0)\n",
"\n",
"thresh, img_bin = cv2.threshold(img, 225, 255, cv2.THRESH_BINARY)\n",
"print(thresh)\n",
"\n",
"img_bin = 255 - img_bin\n",
"plt.imshow(img_bin, cmap='gray')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "guilty-business",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"kernel width: [[1 1]\n",
" [1 1]]\n"
]
}
],
"source": [
"# countcol(width) of kernel as 100th of total width\n",
"kernel_len = np.array(img).shape[1] // 100\n",
"\n",
"# Defining a vertical kernel to detect all vertical lines of image \n",
"ver_kernel = cv2.getStructuringElement(cv2.MORPH_RECT, (1, kernel_len))\n",
"# Defining a horizontal kernel to detect all horizontal lines of image\n",
"hor_kernel = cv2.getStructuringElement(cv2.MORPH_RECT, (kernel_len, 1))\n",
"# A kernel of 2x2\n",
"kernel = cv2.getStructuringElement(cv2.MORPH_RECT, (2, 2))\n",
"\n",
"print('kernel width:', kernel)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "critical-silence",
"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"
}
],
"source": [
"# detect vertical lines\n",
"img_ver = cv2.erode(img_bin, ver_kernel, iterations=3)\n",
"vertical_lines = cv2.dilate(img_ver, ver_kernel, iterations=3)\n",
"plt.imshow(img_ver, cmap='gray')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "minute-specific",
"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"
}
],
"source": [
"# detect horizon lines\n",
"img_hor = cv2.erode(img_bin, hor_kernel, iterations=3)\n",
"horizontal_lines = cv2.dilate(img_hor, hor_kernel, iterations=3)\n",
"plt.imshow(img_hor, cmap='gray')\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "secondary-horse",
"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"
}
],
"source": [
"# Combine horizontal and vertical lines in a new third image\n",
"# with both having same weight.\n",
"img_vh = cv2.addWeighted(vertical_lines, 0.5, horizontal_lines, 0.5, 0.0)\n",
"img_vh = cv2.erode(~img_vh, kernel, iterations=2)\n",
"\n",
"thresh, img_vh = cv2.threshold(img_vh, 200, 255, cv2.THRESH_BINARY)\n",
"bitxor = cv2.bitwise_xor(img, img_vh)\n",
"bitnot = cv2.bitwise_not(bitxor)\n",
"\n",
"plt.imshow(bitnot, cmap='gray')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 103,
"id": "naughty-dairy",
"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"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# get the contours and bounding boxes of the excel sheet\n",
"_, contours, hierarchy = cv2.findContours(\n",
" img_vh, cv2.RETR_TREE, cv2.CHAIN_APPROX_SIMPLE)\n",
"\n",
"boundingBoxes = [cv2.boundingRect(c) for c in contours]\n",
"(contours, boundingBoxes) = zip(*sorted(zip(contours, boundingBoxes),\n",
" key=lambda b:b[1][1]))\n",
"\n",
"new_img = np.copy(img)\n",
"\n",
"plt.imshow(new_img, cmap='gray')\n",
"plt.show()\n",
"\n",
"boxes = []\n",
"for c in contours:\n",
" x, y, w, h = cv2.boundingRect(c)\n",
" if w < 10 or h < 10 or w > 500 or h > 30:\n",
" continue\n",
" boxes.append((x,y,w,h))\n",
" image = cv2.rectangle(new_img, (x,y), (x+w,y+h), (0,0,0), 2)\n",
" \n",
"plt.imshow(image, cmap='gray')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 104,
"id": "developmental-cisco",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"16.949367088607595\n"
]
}
],
"source": [
"heights = [box[3] for box in boxes]\n",
"mean_height = np.mean(heights)\n",
"print(mean_height)"
]
},
{
"cell_type": "code",
"execution_count": 150,
"id": "presidential-methodology",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6]\n",
"# of columns: 6\n",
"# of rows: 13\n",
"[(26, 70, 135, 17), (164, 70, 72, 17), (239, 70, 75, 17), (317, 70, 78, 17), (398, 70, 73, 17), (474, 70, 135, 17)]\n",
"[(26, 90, 135, 17), (164, 90, 72, 17), (239, 90, 75, 17), (317, 90, 78, 17), (398, 90, 73, 17), (474, 90, 135, 17)]\n",
"[(26, 110, 135, 17), (164, 110, 72, 17), (239, 110, 75, 17), (317, 110, 78, 17), (398, 110, 73, 17), (474, 110, 135, 17)]\n",
"[(26, 130, 135, 17), (164, 130, 72, 17), (239, 130, 75, 17), (317, 130, 78, 17), (398, 130, 73, 17), (474, 130, 135, 16)]\n",
"[(29, 150, 132, 17), (164, 150, 72, 17), (239, 150, 75, 17), (317, 150, 78, 17), (398, 150, 72, 17), (474, 150, 135, 17)]\n",
"[(26, 170, 135, 17), (164, 170, 72, 17), (239, 170, 75, 17), (317, 170, 78, 17), (398, 170, 73, 17), (474, 171, 135, 16)]\n",
"[(26, 190, 135, 17), (164, 190, 72, 17), (239, 190, 75, 17), (317, 190, 78, 17), (398, 190, 73, 17), (474, 190, 135, 17)]\n",
"[(26, 210, 135, 17), (164, 210, 72, 17), (239, 210, 75, 17), (317, 210, 78, 17), (398, 210, 73, 17), (474, 210, 135, 17)]\n",
"[(26, 230, 135, 17), (164, 230, 72, 17), (239, 230, 75, 17), (317, 230, 78, 17), (398, 230, 73, 17), (474, 230, 135, 17)]\n",
"[(26, 250, 135, 17), (164, 250, 72, 17), (239, 250, 75, 17), (317, 250, 78, 17), (398, 250, 73, 17), (474, 250, 135, 17)]\n",
"[(26, 270, 135, 17), (164, 270, 72, 17), (239, 270, 75, 17), (317, 270, 78, 17), (398, 270, 73, 17), (474, 270, 135, 17)]\n",
"[(26, 290, 135, 17), (164, 290, 72, 17), (239, 290, 75, 17), (317, 290, 78, 17), (398, 290, 73, 17), (474, 290, 135, 17)]\n",
"[(26, 310, 135, 17), (164, 310, 72, 17), (239, 310, 75, 17), (317, 310, 78, 17), (398, 310, 73, 17), (474, 310, 135, 17)]\n"
]
}
],
"source": [
"rows = []\n",
"column = []\n",
"j = 0\n",
"\n",
"for i in range(len(boxes)):\n",
" if i == 0:\n",
" column.append(boxes[i])\n",
" previous = boxes[i]\n",
" continue\n",
" \n",
" if boxes[i][1] >= previous[1] + mean_height/2:\n",
" rows.append(column)\n",
" column = []\n",
" \n",
" column.append(boxes[i])\n",
"\n",
" previous = boxes[i]\n",
" if i == len(boxes) - 1:\n",
" rows.append(column)\n",
" break\n",
"\n",
"n_col = max(len(row) for row in rows)\n",
"print([len(row) for row in rows])\n",
"print(\"# of columns:\", n_col)\n",
"\n",
"# filter out rows that are too short\n",
"rows = list(filter(lambda x: len(x)==n_col, rows))\n",
"n_row = len(rows)\n",
"print(\"# of rows:\", len(rows))\n",
"\n",
"# sort each row in boxes\n",
"for i in range(len(rows)):\n",
" rows[i] = sorted(rows[i], key=lambda x: x[0])\n",
"\n",
"for row in rows:\n",
" print(row)"
]
},
{
"cell_type": "code",
"execution_count": 143,
"id": "ignored-vocabulary",
"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"
},
{
"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": [
"SEVES\n",
"\f",
"\n"
]
}
],
"source": [
"import pytesseract\n",
"y, x, w, h = rows[10][0]\n",
"\n",
"plt.imshow(bitnot, cmap='gray')\n",
"plt.show()\n",
"\n",
"cell = bitnot[x:x+h, y:y+w]\n",
"plt.imshow(cell, cmap='gray')\n",
"plt.show()\n",
"\n",
"out = pytesseract.image_to_string(cell)\n",
"\n",
"print(out)"
]
},
{
"cell_type": "code",
"execution_count": 172,
"id": "governing-scotland",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" 0 1 2 3 4 5\n",
"0 RIVERS: $ 312.00 \n",
"1 SMITA $ 140.00 $1,170.00 \n",
"2 JONES $1,170.00 \n",
"3 DOE $ 1,123.20 $2,607.15, \n",
"4 JUPONT $ 280.80 $ 524.40 \n",
"5 HOUSE $ 62.40 \n",
"6 PICCO $1,560.00 $ 936.00 \n",
"7 RUTH $ 5092.80 \n",
"8 DALY $ 741.00 \n",
"9 WADE $3,900.00 $ 7890.75 \n",
"10 SEVES $ 551.25 $ 877.50 \n",
"11 WHYTTe” $ 147.00 $ 780.00 \n",
"12 \n"
]
}
],
"source": [
"from pandas import DataFrame\n",
"\n",
"alldata = []\n",
"\n",
"for row in rows:\n",
" for y, x, w, h in row:\n",
" cell = bitnot[x:x+h, y:y+w]\n",
" out = pytesseract.image_to_string(cell)\n",
"\n",
" alldata.append(out.strip())\n",
"\n",
"data = DataFrame(np.array(alldata).reshape(n_row, n_col))\n",
"print(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": "3.7.10"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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