Created
July 17, 2025 20:28
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| { | |
| "cells": [ | |
| { | |
| "cell_type": "code", | |
| "execution_count": 1, | |
| "id": "6ec86cbe-6584-4f3c-8270-a16a0aabca69", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "import operator\n", | |
| "from functools import reduce\n", | |
| "import hashlib\n", | |
| "from collections import Counter\n", | |
| "import cv2\n", | |
| "import matplotlib.pyplot as plt\n", | |
| "import numpy as np" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 2, | |
| "id": "c5c86557-64b3-405f-b7d8-6bf2efc43e38", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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", | |
| "text/plain": [ | |
| "<Figure size 640x480 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "img = cv2.imread('riddle.png')\n", | |
| "plt.imshow(cv2.cvtColor(img, cv2.COLOR_BGR2RGB))\n", | |
| "plt.axis('off')\n", | |
| "plt.show()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 3, | |
| "id": "86a27234-e8d5-4155-b158-7728e2315dd0", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "flat_image = img.reshape((1, reduce(operator.mul, img.shape)))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 4, | |
| "id": "d8f85eb9-96a9-4685-8fdc-62aa6849b0d2", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "prime_numbers = [n for n in range(2, 256) if all(n % i != 0 for i in range(2, int(n**0.5) + 1))]" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 5, | |
| "id": "16d5f824-ba0b-4d1a-a21b-b115ad18f58f", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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", | |
| "text/plain": [ | |
| "<Figure size 1500x600 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "occurrences = {}\n", | |
| "for prime in prime_numbers:\n", | |
| " occurrences[prime] = np.sum(flat_image % prime == 0)\n", | |
| "\n", | |
| "keys = list(occurrences.keys())\n", | |
| "values = list(occurrences.values())\n", | |
| "\n", | |
| "plt.figure(figsize=(15, 6))\n", | |
| "\n", | |
| "bar_width = 0.8\n", | |
| "positions = np.arange(len(keys))\n", | |
| "\n", | |
| "plt.bar(positions, values, color='skyblue', width=bar_width)\n", | |
| "plt.xlabel('Primes')\n", | |
| "plt.ylabel('Counts')\n", | |
| "plt.title('Occurrences')\n", | |
| "plt.xticks(positions, keys, rotation=45, ha='right', fontsize=8)\n", | |
| "\n", | |
| "plt.tight_layout()\n", | |
| "plt.show()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 6, | |
| "id": "68d29be5-4d74-4e4d-8811-3428c5c93532", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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", | |
| "text/plain": [ | |
| "<Figure size 1000x600 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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", | |
| "text/plain": [ | |
| "<Figure size 1000x600 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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", | |
| "text/plain": [ | |
| "<Figure size 1000x600 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "for channel in range(3):\n", | |
| " flat_image = img[:, :, channel].flatten()\n", | |
| "\n", | |
| " occurrences = {}\n", | |
| " for prime in prime_numbers:\n", | |
| " occurrences[prime] = np.sum(flat_image % prime == 0)\n", | |
| "\n", | |
| " keys = list(occurrences.keys())\n", | |
| " values = list(occurrences.values())\n", | |
| "\n", | |
| " plt.figure(figsize=(10, 6))\n", | |
| " \n", | |
| " bar_width = 0.8\n", | |
| " positions = np.arange(len(keys))\n", | |
| " \n", | |
| " plt.bar(positions, values, color='skyblue', width=bar_width)\n", | |
| " plt.xlabel('Primes')\n", | |
| " plt.ylabel('Counts')\n", | |
| " plt.title(f'Occurrences for Channel {channel + 1} ({\"RGB\"[channel]})')\n", | |
| " plt.xticks(positions, keys, rotation=45, ha='right', fontsize=8)\n", | |
| " \n", | |
| " plt.tight_layout()\n", | |
| " plt.show()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 7, | |
| "id": "1f774a4f-7c1b-48a2-ba5b-a445916aadf5", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "np.int64(74)" | |
| ] | |
| }, | |
| "execution_count": 7, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "occurrences[7]" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 8, | |
| "id": "7527f028-b2ed-4a43-956f-4544f15a42a3", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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", | |
| "text/plain": [ | |
| "<Figure size 640x480 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "positions = []\n", | |
| "for i in range(img.shape[0]):\n", | |
| " for j in range(img.shape[1]):\n", | |
| " if img[i, j, 2] % 7 == 0:\n", | |
| " img[i, j] = [0, 255, 0]\n", | |
| " positions.append((i, j))\n", | |
| "plt.imshow(cv2.cvtColor(img, cv2.COLOR_BGR2RGB))\n", | |
| "plt.axis('off')\n", | |
| "plt.show()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 9, | |
| "id": "6259ca48-102e-4441-83de-2bb26fa5807c", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "Counter({32: 15,\n", | |
| " 101: 8,\n", | |
| " 115: 7,\n", | |
| " 97: 6,\n", | |
| " 116: 6,\n", | |
| " 105: 5,\n", | |
| " 110: 4,\n", | |
| " 104: 4,\n", | |
| " 111: 3,\n", | |
| " 100: 3,\n", | |
| " 99: 2,\n", | |
| " 109: 2,\n", | |
| " 121: 2,\n", | |
| " 76: 1,\n", | |
| " 118: 1,\n", | |
| " 119: 1,\n", | |
| " 103: 1,\n", | |
| " 108: 1,\n", | |
| " 114: 1,\n", | |
| " 46: 1})" | |
| ] | |
| }, | |
| "execution_count": 9, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "Counter([639 - i[1] for i in positions])" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 10, | |
| "id": "b09ff935-84f9-463d-9bc6-df7d9d58e2ad", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Love is a state in which a man sees things most decidedly as they are not.\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "message = ''.join([chr(639 - i[1]) for i in positions])\n", | |
| "print(message)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 11, | |
| "id": "3eebf78a-ac9d-45a5-a7d6-408ed45ce184", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "'c6629567929fcc0fb55f60bd20845da8531ed0d3b5d206e945be512dbbfaede0'" | |
| ] | |
| }, | |
| "execution_count": 11, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "hashlib.sha256(message.encode()).hexdigest()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "id": "46758a16-35df-41e4-b761-4d2cd147661d", | |
| "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": "3.11.11" | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 5 | |
| } |
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