{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "f808ce4c", "metadata": {}, "outputs": [], "source": [ "import shutil\n", "import os, sys, random\n", "from glob import glob\n", "import numpy as np\n", "import pandas as pd\n", "from sklearn import preprocessing, model_selection\n", "\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "id": "1f53b523", "metadata": {}, "source": [ "**To predict images in a folder** \n", "--hide-labels is used to hide the labels in the detected images. \n", "--hide-conf is used to hide the confidence scores in the detected images. --classes [0, 1, etc] used to detect only the classes mentioned here. For our use case we need only signature class, so use --classes 1.\n", "--line-thickness integer used to set the thickness of bounging box. \n", "--save-crop and --save-txt used to save the crops and labels. \n", "--project could be used to specify the results path " ] }, { "cell_type": "code", "execution_count": 2, "id": "cbd540df", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/Users/vivekgupta/DS/Signature/1. Detection\n" ] } ], "source": [ "cd '/Users/vivekgupta/DS/Signature/1. Detection/'" ] }, { "cell_type": "code", "execution_count": 4, "id": "1d0b8972", "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[34m\u001b[1mdetect: \u001b[0mweights=['yolo_model/best.pt'], source=TobaccoData_Raw/tobacco_yolo_format/images/valid/, data=yolov5/data/coco128.yaml, imgsz=[640, 640], conf_thres=0.25, iou_thres=0.45, max_det=1000, device=, view_img=False, save_txt=False, save_conf=False, save_crop=True, nosave=False, classes=[1], agnostic_nms=False, augment=False, visualize=False, update=False, project=yolov5/runs/detect, name=exp, exist_ok=False, line_thickness=2, hide_labels=True, hide_conf=True, half=False, dnn=False, vid_stride=1\n", "fatal: cannot change to '/Users/vivekgupta/DS/Signature/1.': No such file or directory\n", "YOLOv5 🚀 2023-8-21 Python-3.8.13 torch-2.0.1 CPU\n", "\n", "Fusing layers... \n", "YOLOv5x summary: 476 layers, 87205423 parameters, 0 gradients\n", "image 1/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/aao54e00_2.jpg: 640x512 1 DLSignature, 680.1ms\n", "image 2/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/abm69c00.jpg: 640x512 1 DLSignature, 729.1ms\n", "image 3/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/aex05f00_1.jpg: 640x512 1 DLSignature, 735.7ms\n", "image 4/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/agw39d00.jpg: 640x512 8 DLSignatures, 809.4ms\n", "image 5/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/aik94f00-page02_2.jpg: 640x512 1 DLSignature, 807.0ms\n", "image 6/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/aji32e00-page02_2.jpg: 640x512 1 DLSignature, 720.4ms\n", "image 7/125 /Users/vivekgupta/DS/Signature/1. 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Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/bkz54f00_1.jpg: 640x512 1 DLSignature, 788.8ms\n", "image 14/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/boa85f00.jpg: 640x512 1 DLSignature, 699.7ms\n", "image 15/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/bug83d00.jpg: 640x512 1 DLSignature, 745.2ms\n", "image 16/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/cgy54f00_1.jpg: 640x512 1 DLSignature, 875.6ms\n", "image 17/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/chw80e00_1.jpg: 640x512 1 DLSignature, 727.7ms\n", "image 18/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/cir10f00.jpg: 640x512 2 DLSignatures, 694.4ms\n", "image 19/125 /Users/vivekgupta/DS/Signature/1. 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Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/dgi64c00.jpg: 640x512 2 DLSignatures, 934.5ms\n", "image 26/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/dhr55d00-page02_2.jpg: 640x512 1 DLSignature, 686.6ms\n", "image 27/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/dic45f00_1.jpg: 640x512 (no detections), 701.8ms\n", "image 28/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/djh5aa00.jpg: 640x512 1 DLSignature, 774.7ms\n", "image 29/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/djz54f00.jpg: 640x512 1 DLSignature, 746.3ms\n", "image 30/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/dlu7aa00_1.jpg: 640x544 (no detections), 812.4ms\n", "image 31/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/dqn43c00.jpg: 640x512 1 DLSignature, 783.9ms\n", "image 32/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/drm00d00.jpg: 640x512 1 DLSignature, 764.6ms\n", "image 33/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/dvr41a00.jpg: 640x512 1 DLSignature, 826.7ms\n", "image 34/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/dwr29e00_2.jpg: 640x512 1 DLSignature, 681.0ms\n", "image 35/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/dxj24f00.jpg: 640x512 2 DLSignatures, 685.8ms\n", "image 36/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/eao90f00.jpg: 640x512 1 DLSignature, 806.9ms\n", "image 37/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/ecn9aa00.jpg: 640x480 1 DLSignature, 698.9ms\n", "image 38/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/ecv85f00.jpg: 640x512 2 DLSignatures, 704.5ms\n", "image 39/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/efm53d00.jpg: 640x512 3 DLSignatures, 746.8ms\n", "image 40/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/eys04c00-page04_4.jpg: 640x512 2 DLSignatures, 754.4ms\n", "image 41/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/fhi41f00.jpg: 640x512 1 DLSignature, 889.0ms\n", "image 42/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/fja22c00.jpg: 640x512 1 DLSignature, 725.6ms\n", "image 43/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/fny38c00-page05_5.jpg: 640x512 5 DLSignatures, 670.7ms\n", "image 44/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/fzh11c00-var.jpg: 640x512 2 DLSignatures, 699.8ms\n", "image 45/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/gal01c00.jpg: 640x512 1 DLSignature, 766.4ms\n", "image 46/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/gjl70a00-page2_2.jpg: 640x512 3 DLSignatures, 710.9ms\n", "image 47/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/gpq38e00-page02_1.jpg: 640x512 1 DLSignature, 741.5ms\n", "image 48/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/grm00d00.jpg: 640x512 1 DLSignature, 707.9ms\n", "image 49/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/hbk41e00.jpg: 640x512 1 DLSignature, 781.6ms\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "image 50/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/hna35f00.jpg: 640x512 1 DLSignature, 892.3ms\n", "image 51/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/hti31a00_1.jpg: 640x512 1 DLSignature, 676.8ms\n", "image 52/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/hty24f00-page02_2.jpg: 640x512 3 DLSignatures, 681.4ms\n", "image 53/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/hua33a00-init.jpg: 640x512 2 DLSignatures, 781.7ms\n", "image 54/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/huz50e00_1.jpg: 640x512 1 DLSignature, 714.6ms\n", "image 55/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/icr55d00.jpg: 640x512 7 DLSignatures, 762.7ms\n", "image 56/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/idr55d00.jpg: 640x512 3 DLSignatures, 697.1ms\n", "image 57/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/iln90f00.jpg: 640x512 1 DLSignature, 738.7ms\n", "image 58/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/irx55e00.jpg: 640x544 1 DLSignature, 811.9ms\n", "image 59/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/jci90c00.jpg: 640x512 1 DLSignature, 903.1ms\n", "image 60/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/jgs60f00-page03_1.jpg: 640x512 (no detections), 742.1ms\n", "image 61/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/juo75f00_1.jpg: 640x512 1 DLSignature, 745.4ms\n", "image 62/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/kcv85f00_1.jpg: 640x512 2 DLSignatures, 786.5ms\n", "image 63/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/kde44c00-page02_2.jpg: 640x512 1 DLSignature, 759.2ms\n", "image 64/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/kfw39d00.jpg: 640x512 9 DLSignatures, 806.6ms\n", "image 65/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/kgb30f00.jpg: 640x512 1 DLSignature, 801.9ms\n", "image 66/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/kma35f00.jpg: 640x512 1 DLSignature, 782.1ms\n", "image 67/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/kmw13f00.jpg: 640x512 1 DLSignature, 858.2ms\n", "image 68/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/llq11e00-page02_2.jpg: 640x512 1 DLSignature, 698.0ms\n", "image 69/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/lwd23f00-page02_2.jpg: 640x512 1 DLSignature, 712.0ms\n", "image 70/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/men75f00.jpg: 640x512 1 DLSignature, 837.8ms\n", "image 71/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/mma35f00.jpg: 640x512 2 DLSignatures, 809.5ms\n", "image 72/125 /Users/vivekgupta/DS/Signature/1. 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Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/nul00a00.jpg: 640x544 1 DLSignature, 735.3ms\n", "image 79/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/oen75f00.jpg: 640x512 3 DLSignatures, 740.4ms\n", "image 80/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/oib30f00-first-var.jpg: 640x512 1 DLSignature, 797.0ms\n", "image 81/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/pdg62d00-page02_2.jpg: 640x512 2 DLSignatures, 748.2ms\n", "image 82/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/pfk90c00.jpg: 640x512 2 DLSignatures, 781.9ms\n", "image 83/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/ppz95d00.jpg: 640x512 1 DLSignature, 938.2ms\n", "image 84/125 /Users/vivekgupta/DS/Signature/1. 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Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/sla48c00.jpg: 640x512 2 DLSignatures, 713.2ms\n", "image 97/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/sma35f00.jpg: 640x512 1 DLSignature, 762.3ms\n", "image 98/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/ubd60f00.jpg: 640x512 1 DLSignature, 705.6ms\n", "image 99/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/ufw98c00.jpg: 640x512 1 DLSignature, 752.3ms\n", "image 100/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/uji44a00.jpg: 640x512 2 DLSignatures, 872.1ms\n", "image 101/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/ukd41a00-ernest.jpg: 640x512 1 DLSignature, 676.8ms\n", "image 102/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/uzm55d00-page02_1.jpg: 640x512 (no detections), 689.3ms\n", "image 103/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/vdr55d00.jpg: 640x512 1 DLSignature, 747.2ms\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "image 104/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/vff43c00.jpg: 640x512 1 DLSignature, 736.8ms\n", "image 105/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/vfs60f00.jpg: 640x512 1 DLSignature, 786.7ms\n", "image 106/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/vss86d00.jpg: 640x512 1 DLSignature, 757.6ms\n", "image 107/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/wab91d00-var.jpg: 640x512 1 DLSignature, 741.4ms\n", "image 108/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/wat01f00.jpg: 640x512 1 DLSignature, 872.7ms\n", "image 109/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/wbo3aa00.jpg: 640x512 1 DLSignature, 673.6ms\n", "image 110/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/wbv90c00-page02_1.jpg: 640x512 (no detections), 665.9ms\n", "image 111/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/wfg55f00.jpg: 640x512 1 DLSignature, 705.6ms\n", "image 112/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/wjf44f00.jpg: 640x512 1 DLSignature, 788.4ms\n", "image 113/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/wlp51a00.jpg: 640x512 1 DLSignature, 757.4ms\n", "image 114/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/wzk36d00page02-first_2.jpg: 640x512 1 DLSignature, 730.1ms\n", "image 115/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/xjw13f00.jpg: 640x512 2 DLSignatures, 719.0ms\n", "image 116/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/xyr15f00.jpg: 640x512 1 DLSignature, 769.4ms\n", "image 117/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/yhw13f00_1.jpg: 640x512 1 DLSignature, 873.7ms\n", "image 118/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/yme01e00-page01_1.jpg: 640x544 1 DLSignature, 665.2ms\n", "image 119/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/ymp51a00.jpg: 640x512 1 DLSignature, 683.1ms\n", "image 120/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/yyo25f00.jpg: 640x512 1 DLSignature, 701.8ms\n", "image 121/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/zkd43f00_3.jpg: 640x512 4 DLSignatures, 677.3ms\n", "image 122/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/zny04f00_2.jpg: 640x512 1 DLSignature, 735.3ms\n", "image 123/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/zpz83f00_1.jpg: 640x512 1 DLSignature, 720.1ms\n", "image 124/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/zqr09c00.jpg: 640x512 1 DLSignature, 727.4ms\n", "image 125/125 /Users/vivekgupta/DS/Signature/1. Detection/TobaccoData_Raw/tobacco_yolo_format/images/valid/zrt45f00.jpg: 640x512 1 DLSignature, 848.2ms\n", "Speed: 0.7ms pre-process, 755.2ms inference, 0.9ms NMS per image at shape (1, 3, 640, 640)\n", "Results saved to \u001b[1myolov5/runs/detect/exp3\u001b[0m\n" ] } ], "source": [ "!python yolov5/detect.py --source TobaccoData_Raw/tobacco_yolo_format/images/valid/ --weights 'yolo_model/best.pt' \\\n", " --hide-labels --hide-conf --classes 1 --line-thickness 2 --save-crop" ] }, { "cell_type": "code", "execution_count": null, "id": "b53e1c44", "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": "3.8.13" } }, "nbformat": 4, "nbformat_minor": 5 }