Skip to content

Instantly share code, notes, and snippets.

@scardine
Created August 5, 2018 05:45
Show Gist options
  • Save scardine/c9617706f2402a3ece717f07d369cafa to your computer and use it in GitHub Desktop.
Save scardine/c9617706f2402a3ece717f07d369cafa to your computer and use it in GitHub Desktop.
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<PIL.PngImagePlugin.PngImageFile image mode=RGBA size=192x46 at 0x105D374A8>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import pytesseract\n",
"from PIL import Image, ImageFilter\n",
"\n",
"im = Image.open('j78TY.png')\n",
"im"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<PIL.Image.Image image mode=L size=576x138 at 0x105D37400>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"im = im.convert('L').resize([3 * _ for _ in im.size], Image.BICUBIC)\n",
"im"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<PIL.Image.Image image mode=L size=576x138 at 0x105D37588>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"im = im.point(lambda p: p > 75 and p + 100) \n",
"im"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'NedNoodleArms'"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pytesseract.image_to_string(im)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"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": "3.7.0"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment