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February 25, 2023 11:43
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2D Rubix Cube.ipynb
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| { | |
| "nbformat": 4, | |
| "nbformat_minor": 0, | |
| "metadata": { | |
| "colab": { | |
| "provenance": [], | |
| "authorship_tag": "ABX9TyNyTQEXVJOIi+PQNF/PUAOi", | |
| "include_colab_link": true | |
| }, | |
| "kernelspec": { | |
| "name": "python3", | |
| "display_name": "Python 3" | |
| }, | |
| "language_info": { | |
| "name": "python" | |
| } | |
| }, | |
| "cells": [ | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "id": "view-in-github", | |
| "colab_type": "text" | |
| }, | |
| "source": [ | |
| "<a href=\"https://colab.research.google.com/gist/imvickykumar999/deb9f73174c5ee7b3cc4a2ebe3c56fe4/2d-rubix-cube.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/" | |
| }, | |
| "id": "Nn7FmrDfPAGw", | |
| "outputId": "f840883a-8829-43b3-cbd6-81f940430279" | |
| }, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "[2, 3, 4, 5]\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "my_list = [1,2,3,4] \n", | |
| "print([x+1 for x in my_list]) # add 1 to every element?" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "import numpy as np\n", | |
| "arr = np.array([1,2.4,'3',4])\n", | |
| "print(arr)" | |
| ], | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/" | |
| }, | |
| "id": "ZPM9JaYMPBOy", | |
| "outputId": "62e7fd57-bbc5-4761-ad7b-ac56d43bf55c" | |
| }, | |
| "execution_count": null, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "['1' '2.4' '3' '4']\n" | |
| ] | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "arr.dtype" | |
| ], | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/" | |
| }, | |
| "id": "WQxi1qQ6SDxM", | |
| "outputId": "7134abf6-8fcf-4d08-ec7d-068a1b0d3613" | |
| }, | |
| "execution_count": null, | |
| "outputs": [ | |
| { | |
| "output_type": "execute_result", | |
| "data": { | |
| "text/plain": [ | |
| "dtype('<U32')" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "execution_count": 6 | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "np.zeros((2,5), dtype=int)" | |
| ], | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/" | |
| }, | |
| "id": "y-oFuVTsSN2D", | |
| "outputId": "e0cd52e2-c767-4892-85db-7af0b4850f42" | |
| }, | |
| "execution_count": null, | |
| "outputs": [ | |
| { | |
| "output_type": "execute_result", | |
| "data": { | |
| "text/plain": [ | |
| "array([[0, 0, 0, 0, 0],\n", | |
| " [0, 0, 0, 0, 0]])" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "execution_count": 9 | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "np.ones((3,5), dtype=int)" | |
| ], | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/" | |
| }, | |
| "id": "E_PF1ExOUUi5", | |
| "outputId": "d7b16405-1c4a-41a9-f6fb-5cb9802898da" | |
| }, | |
| "execution_count": null, | |
| "outputs": [ | |
| { | |
| "output_type": "execute_result", | |
| "data": { | |
| "text/plain": [ | |
| "array([[1, 1, 1, 1, 1],\n", | |
| " [1, 1, 1, 1, 1],\n", | |
| " [1, 1, 1, 1, 1]])" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "execution_count": 10 | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "np.linspace(1.3546778,1.3546779,10)" | |
| ], | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/" | |
| }, | |
| "id": "wGkblRDMUzE0", | |
| "outputId": "b3a51dbc-7aa2-4b17-dec5-5087434c1ea7" | |
| }, | |
| "execution_count": null, | |
| "outputs": [ | |
| { | |
| "output_type": "execute_result", | |
| "data": { | |
| "text/plain": [ | |
| "array([1.3546778 , 1.35467781, 1.35467782, 1.35467783, 1.35467784,\n", | |
| " 1.35467786, 1.35467787, 1.35467788, 1.35467789, 1.3546779 ])" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "execution_count": 17 | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "np.eye(4,5, dtype=int)" | |
| ], | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/" | |
| }, | |
| "id": "uGByIcbhU7Gf", | |
| "outputId": "fbf73d4d-2855-4fb9-e86f-6564f3dfe9f2" | |
| }, | |
| "execution_count": null, | |
| "outputs": [ | |
| { | |
| "output_type": "execute_result", | |
| "data": { | |
| "text/plain": [ | |
| "array([[1, 0, 0, 0, 0],\n", | |
| " [0, 1, 0, 0, 0],\n", | |
| " [0, 0, 1, 0, 0],\n", | |
| " [0, 0, 0, 1, 0]])" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "execution_count": 21 | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "arr = [[1,2,3,4], [11,21,31,41], [12,22,32,42], [13,23,33,43]]\n", | |
| "arr = np.array(arr)\n", | |
| "arr[:,1].reshape(4,1)" | |
| ], | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/" | |
| }, | |
| "id": "ptKJG41PVoQm", | |
| "outputId": "8639b403-6b28-433e-90ca-d17ab6ed8835" | |
| }, | |
| "execution_count": null, | |
| "outputs": [ | |
| { | |
| "output_type": "execute_result", | |
| "data": { | |
| "text/plain": [ | |
| "array([[ 2],\n", | |
| " [21],\n", | |
| " [22],\n", | |
| " [23]])" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "execution_count": 34 | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "arr" | |
| ], | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/" | |
| }, | |
| "id": "xuDYgxrYZehX", | |
| "outputId": "8a93a139-2c73-4f21-b31f-54836ee8e6be" | |
| }, | |
| "execution_count": null, | |
| "outputs": [ | |
| { | |
| "output_type": "execute_result", | |
| "data": { | |
| "text/plain": [ | |
| "array([[ 1, 2, 3, 4],\n", | |
| " [11, 21, 31, 41],\n", | |
| " [12, 22, 32, 42],\n", | |
| " [13, 23, 33, 43]])" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "execution_count": 39 | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "arr.sum(axis=0)" | |
| ], | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/" | |
| }, | |
| "id": "QwiVoiBHXr3q", | |
| "outputId": "622509b9-73d1-4dec-c542-76cff5742342" | |
| }, | |
| "execution_count": null, | |
| "outputs": [ | |
| { | |
| "output_type": "execute_result", | |
| "data": { | |
| "text/plain": [ | |
| "array([ 37, 68, 99, 130])" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "execution_count": 38 | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "arr.sum(axis=1) # sum of [ 1, 2, 3, 4]" | |
| ], | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/" | |
| }, | |
| "id": "Y4dxqL4pZi-9", | |
| "outputId": "67fc01db-cc9d-4809-e17a-47eb293d5b31" | |
| }, | |
| "execution_count": null, | |
| "outputs": [ | |
| { | |
| "output_type": "execute_result", | |
| "data": { | |
| "text/plain": [ | |
| "array([ 10, 104, 108, 112])" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "execution_count": 48 | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "arr.mean(axis=0)" | |
| ], | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/" | |
| }, | |
| "id": "4PKFqgkpZVnj", | |
| "outputId": "7c0433f8-bc67-4a6f-b1b1-80b7ce723c0e" | |
| }, | |
| "execution_count": null, | |
| "outputs": [ | |
| { | |
| "output_type": "execute_result", | |
| "data": { | |
| "text/plain": [ | |
| "array([ 9.25, 17. , 24.75, 32.5 ])" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "execution_count": 43 | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "# excercise # get this array wwithout using np.array # create an array \n", | |
| "\n", | |
| "arr = [[ 1, 2, 3, 4, 5],\n", | |
| "[ 6, 7, 8, 9, 10],\n", | |
| "[11, 12, 13, 14, 15],\n", | |
| "[16, 17, 18, 19, 20]]" | |
| ], | |
| "metadata": { | |
| "id": "rTQ8C8eWai6Q" | |
| }, | |
| "execution_count": null, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "np.arange(1,21).reshape(4,5)" | |
| ], | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/" | |
| }, | |
| "id": "-qagEP6JbIxk", | |
| "outputId": "6c250929-7d66-4df9-eb1e-c6ce0e114b79" | |
| }, | |
| "execution_count": null, | |
| "outputs": [ | |
| { | |
| "output_type": "execute_result", | |
| "data": { | |
| "text/plain": [ | |
| "array([[ 1, 2, 3, 4, 5],\n", | |
| " [ 6, 7, 8, 9, 10],\n", | |
| " [11, 12, 13, 14, 15],\n", | |
| " [16, 17, 18, 19, 20]])" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "execution_count": 56 | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "[1,2]*2" | |
| ], | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/" | |
| }, | |
| "id": "bEeo6EcNb725", | |
| "outputId": "14bb9ea7-1230-4bef-d1ad-b2985ea114ca" | |
| }, | |
| "execution_count": null, | |
| "outputs": [ | |
| { | |
| "output_type": "execute_result", | |
| "data": { | |
| "text/plain": [ | |
| "[1, 2, 1, 2]" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "execution_count": 57 | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "np.array([0,1])/0" | |
| ], | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/" | |
| }, | |
| "id": "bCCu7O_Cnlyk", | |
| "outputId": "2f6de6d4-862e-416f-91c0-8da14a4b0838" | |
| }, | |
| "execution_count": null, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "name": "stderr", | |
| "text": [ | |
| "<ipython-input-62-f918abecc96d>:1: RuntimeWarning: divide by zero encountered in true_divide\n", | |
| " np.array([0,1])/0\n", | |
| "<ipython-input-62-f918abecc96d>:1: RuntimeWarning: invalid value encountered in true_divide\n", | |
| " np.array([0,1])/0\n" | |
| ] | |
| }, | |
| { | |
| "output_type": "execute_result", | |
| "data": { | |
| "text/plain": [ | |
| "array([nan, inf])" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "execution_count": 62 | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "np.array([1,2,3])**(.5)" | |
| ], | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/" | |
| }, | |
| "id": "SPkgPK6xn2Jm", | |
| "outputId": "a93edd05-6ca6-47da-b526-8f2d341c18c8" | |
| }, | |
| "execution_count": null, | |
| "outputs": [ | |
| { | |
| "output_type": "execute_result", | |
| "data": { | |
| "text/plain": [ | |
| "array([1. , 1.41421356, 1.73205081])" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "execution_count": 60 | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "np.inf, np.nan" | |
| ], | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/" | |
| }, | |
| "id": "aaeubBGsoBzJ", | |
| "outputId": "615bcdb6-e0e5-4a80-f80a-c3e350f87281" | |
| }, | |
| "execution_count": null, | |
| "outputs": [ | |
| { | |
| "output_type": "execute_result", | |
| "data": { | |
| "text/plain": [ | |
| "(inf, nan)" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "execution_count": 76 | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "arr = np.array([1,2,5,7,5,7,2,4,7,9,0,2,7,3])\n", | |
| "arr" | |
| ], | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/" | |
| }, | |
| "id": "fa3ld5XQph4p", | |
| "outputId": "705f7921-178b-4bd1-9a2a-878a0e5166de" | |
| }, | |
| "execution_count": null, | |
| "outputs": [ | |
| { | |
| "output_type": "execute_result", | |
| "data": { | |
| "text/plain": [ | |
| "array([1, 2, 5, 7, 5, 7, 2, 4, 7, 9, 0, 2, 7, 3])" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "execution_count": 77 | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "for i,j in enumerate(arr):\n", | |
| " if j == 7:\n", | |
| " print(i)" | |
| ], | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/" | |
| }, | |
| "id": "pVrbpr9Vq3qo", | |
| "outputId": "e4923fa5-aff4-4952-e032-61064ae7e400" | |
| }, | |
| "execution_count": null, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "3\n", | |
| "5\n", | |
| "8\n", | |
| "12\n" | |
| ] | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "np.where(arr==7)" | |
| ], | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/" | |
| }, | |
| "id": "1kKL3oPHq_qv", | |
| "outputId": "5aa94718-4d1b-4ad5-9836-0e8e768b9761" | |
| }, | |
| "execution_count": null, | |
| "outputs": [ | |
| { | |
| "output_type": "execute_result", | |
| "data": { | |
| "text/plain": [ | |
| "(array([ 3, 5, 8, 12]),)" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "execution_count": 81 | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "arr2d = [[1,5,7,3], [4,7,2,4], [7,6,8,3]]\n", | |
| "arr2d = np.array(arr2d)\n", | |
| "arr2d" | |
| ], | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/" | |
| }, | |
| "id": "-6q_5I62rQ9U", | |
| "outputId": "394700a8-34f2-4dbd-e4ca-a5b609abac56" | |
| }, | |
| "execution_count": null, | |
| "outputs": [ | |
| { | |
| "output_type": "execute_result", | |
| "data": { | |
| "text/plain": [ | |
| "array([[1, 5, 7, 3],\n", | |
| " [4, 7, 2, 4],\n", | |
| " [7, 6, 8, 3]])" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "execution_count": 83 | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "np.where(arr2d==7)" | |
| ], | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/" | |
| }, | |
| "id": "l9cc95HProFd", | |
| "outputId": "532820b1-2d4f-4496-a76f-d8e5956548d2" | |
| }, | |
| "execution_count": null, | |
| "outputs": [ | |
| { | |
| "output_type": "execute_result", | |
| "data": { | |
| "text/plain": [ | |
| "(array([0, 1, 2]), array([2, 1, 0]))" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "execution_count": 84 | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "\n", | |
| "import numpy as np\n", | |
| "\n", | |
| "empty = np.chararray((3, 3))\n", | |
| "red = np.chararray((3, 3))\n", | |
| "white = np.chararray((3, 3))\n", | |
| "green = np.chararray((3, 3))\n", | |
| "yellow = np.chararray((3, 3))\n", | |
| "blue = np.chararray((3, 3))\n", | |
| "orange = np.chararray((3, 3))\n", | |
| "\n", | |
| "empty[:] = ' '\n", | |
| "red[:] = 'R'\n", | |
| "white[:] = 'W'\n", | |
| "green[:] = 'G'\n", | |
| "yellow[:] = 'Y'\n", | |
| "blue[:] = 'B'\n", | |
| "orange[:] = 'O'\n", | |
| "\n", | |
| "layer1 = np.hstack((empty, red, empty, empty))\n", | |
| "layer2 = np.hstack((white, green, yellow, blue))\n", | |
| "layer3 = np.hstack((empty, orange, empty, empty))\n", | |
| "\n", | |
| "board = np.vstack((layer1, layer2, layer3))\n", | |
| "print(board)\n" | |
| ], | |
| "metadata": { | |
| "id": "tf-B7qk5ruRj", | |
| "colab": { | |
| "base_uri": "https://localhost:8080/" | |
| }, | |
| "outputId": "a462da53-3baf-4c23-da96-bfeb1a150796" | |
| }, | |
| "execution_count": 49, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "[[b' ' b' ' b' ' b'R' b'R' b'R' b' ' b' ' b' ' b' ' b' ' b' ']\n", | |
| " [b' ' b' ' b' ' b'R' b'R' b'R' b' ' b' ' b' ' b' ' b' ' b' ']\n", | |
| " [b' ' b' ' b' ' b'R' b'R' b'R' b' ' b' ' b' ' b' ' b' ' b' ']\n", | |
| " [b'W' b'W' b'W' b'G' b'G' b'G' b'Y' b'Y' b'Y' b'B' b'B' b'B']\n", | |
| " [b'W' b'W' b'W' b'G' b'G' b'G' b'Y' b'Y' b'Y' b'B' b'B' b'B']\n", | |
| " [b'W' b'W' b'W' b'G' b'G' b'G' b'Y' b'Y' b'Y' b'B' b'B' b'B']\n", | |
| " [b' ' b' ' b' ' b'O' b'O' b'O' b' ' b' ' b' ' b' ' b' ' b' ']\n", | |
| " [b' ' b' ' b' ' b'O' b'O' b'O' b' ' b' ' b' ' b' ' b' ' b' ']\n", | |
| " [b' ' b' ' b' ' b'O' b'O' b'O' b' ' b' ' b' ' b' ' b' ' b' ']]\n" | |
| ] | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "temp = np.copy(board[4, 0:3])\n", | |
| "board[4, 0:3] = board[4, 3:6]\n", | |
| "board[4, 3:6] = board[4, 6:9]\n", | |
| "board[4, 6:9] = board[4, 9:12]\n", | |
| "board[4, 9:12] = temp\n", | |
| "print(board)" | |
| ], | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/" | |
| }, | |
| "id": "XssgfbdZPBDg", | |
| "outputId": "54603b57-7511-4a22-b07f-c3f73476060e" | |
| }, | |
| "execution_count": 50, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "[[b' ' b' ' b' ' b'R' b'R' b'R' b' ' b' ' b' ' b' ' b' ' b' ']\n", | |
| " [b' ' b' ' b' ' b'R' b'R' b'R' b' ' b' ' b' ' b' ' b' ' b' ']\n", | |
| " [b' ' b' ' b' ' b'R' b'R' b'R' b' ' b' ' b' ' b' ' b' ' b' ']\n", | |
| " [b'W' b'W' b'W' b'G' b'G' b'G' b'Y' b'Y' b'Y' b'B' b'B' b'B']\n", | |
| " [b'G' b'G' b'G' b'Y' b'Y' b'Y' b'B' b'B' b'B' b'W' b'W' b'W']\n", | |
| " [b'W' b'W' b'W' b'G' b'G' b'G' b'Y' b'Y' b'Y' b'B' b'B' b'B']\n", | |
| " [b' ' b' ' b' ' b'O' b'O' b'O' b' ' b' ' b' ' b' ' b' ' b' ']\n", | |
| " [b' ' b' ' b' ' b'O' b'O' b'O' b' ' b' ' b' ' b' ' b' ' b' ']\n", | |
| " [b' ' b' ' b' ' b'O' b'O' b'O' b' ' b' ' b' ' b' ' b' ' b' ']]\n" | |
| ] | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [], | |
| "metadata": { | |
| "id": "FlQbsudXRzYP" | |
| }, | |
| "execution_count": null, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [], | |
| "metadata": { | |
| "id": "e90cQWp_R_Jj" | |
| }, | |
| "execution_count": null, | |
| "outputs": [] | |
| } | |
| ] | |
| } |
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