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Capstone - Image Scraper 🍡🍦
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Capstone - Image Scraper 🍡🍦
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⛺️ **Image Scraper** 🌠🎭\n","Customized Image Scraper for Bangkit Team C22-PS072's Product Based Capstone Project.\n","Here's a list of image types that will be needed:\n","\n","\n","1. 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\n"," \"img_type\": ImgType.Photo,\n"," \"img_layout\": ImgLayout.All\n","}\n","\n","duckduckgo_search(root, \"situp\", \"sit up\", **params)\n"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"W2IKoyz-NvFq"},"source":["## Displaying the image cleaner\n","\n","Use this to get rid of unsuitable images without leaving your notebook"]},{"cell_type":"code","metadata":{"id":"ZWwjDsJDOGrO","cellView":"code","colab":{"base_uri":"https://localhost:8080/","height":853,"referenced_widgets":["f43dae1b61d649a0875df748b8139c72","e495f868556247c48a186cc5f3cb5ff5","009568ed99744fecb1746c043cbaa8c9","86b138fb6b1c4bbfbe2ca65a340da942","bcc354dd09ee412bb1fa77e2cc500cea","5a7c0f7487bc4121a698f81035207b30","8e3146d53c654f2d8b10b93f9412ebba","95c2f78083064d1b94df93e418b86967","abdfa6c3b4ea4731bc59c4205fefac53","bc76887146154d4781025778c44e4988","7c326c8fe43c4a1ba2d99e6a6f873e5f","296164d50ebd4ca99606c0b4980a1736","8c31daebe81340d6891ea0dd519da535","77b159be72ea4e509ee5048d66ebd5f5","54ac26cdea1b4cd38da9adaef7290e34","0d7ef804f4324af7befbd7ff68eb30ff","d99c1762b72442a18b84b1ebec0ef108","f5b179b5d6814905947fca1da404b90f","ef4f2da8afd3429a8f10f871a6829735","7f4af455c2d44e59979e3bbd12a16777","86ee61a541934391a7857312582e8984","1e7cb12796e04a78b5eda3f14d830602","8829f434572f41aea08c1b980edd35f4","ed592317a1584976b06fdc63943d3d74","6d723f131d9947d087a22f03da3518ba","46ba64ffc1974666a5b62d6eeca92a4a","5cdff0ebe7d84206b7b2965257f901aa","f3793737fe5f4ed1a4b4191bd0f571cd","52e4fe7d17d5408d8c8c0c941c177aa6","50c4e943bd464a9ba471b356e0a4c170","42aae0078ab44e83b10229e2eeb73ba1","8dac411c3358490c8cf12a45afd931dd","bccad8950b664df28de00d19cb23879d","36b49f58b2004fd69febc3daa89738e6","de01908bb7c141aab76fade805463368","5b1880f95d7842ff8592cd71d8eb2c99","69cb5a3e0161494795daeae2bcb57e01","147dacb88a294c8b862e407242799aa5","004569daa5004586a0db75669fc75591","45831555ec7a47f997200c6a9490c366","2901c1660a254967a7aa1a7e102c2120","3cf4ea2df1574280864d08f11349871c","1706222b4c6743c4a63dbe584aa361ca","926babcde7e24863852694f3df66b108","9a3e95c4e7f047b19b2b2861fc170a6a","0185969d28414a4eb9d95afd4ce4ebd2","c5a609ae987444a080d9a2bbcce9a41d","95d7fb528e7948dca00f73c9a29f6e99","53241229fe1b4da3b897d67be3b646dc","7fec8bfa1a1d4a909a3e3960d740673e","c2765011e9bc459083b7d87dc3bf6838","6a7041442df0482cbc4ebc9e99d28d31","af90a07166d24fda9bbf8283ca9b70a6","1d38e1c1469440328ccc0a3efebf5815","019981f228524ea9b33d575b2f0085b6","9c26fe63790a45d0a3f3845d86e89495","aa8c660815704e00bbe964e9babf60c2","6424c68953d745b49b15319aabfec5a1","9cbcf694a68347e79b43230d87386c98","bf86e7e69f6143d79ce78b36f0902e0f","7a81435a3c79449894bf68e0a9d1c58b","3447fe7c131045fdbf991b309e59bd36","341ac9b859194c82b0f87305b4211614","53291ecf3d24458b8f1f9851c92f43d2","fcd9ed1f3fb94fcb8f10706c01e701fe","a0ba6f0d29b04d45862e9f435d1d8177","3410a85e7f8348fd90b42057367fb80b","31927f04ac7745cf9b640827a155ea08","a84fb33ed80f4ab3b8ac6808eef7a2a8","a695666c21084688a924cf742e085a88","9a6517242edd4333a07254b92a0d0e6a","29437055bc9747b6bee14e936cd0e9f3","adcf47c2ad0041939377c9ba44c66b1f","d5e24645d8d34caab80e87e026a6ba53","57d3fac61fa248abb239eede77123c58","8a611e57512a47899731b0a1303dd7d9","92f43fa4631b426987113bff4f3843c3","08886cb1a9ea4ec8a0df68bf820f3fc5","066bec920c9f4e759f8fb63076b8c259","b0ec1fabdc3c48869644581a1867863a","be86d4b321884aa6aead28b84d81e851","6d935ff143ea46429e201b692c6e8f41","36bcbc8176e147ca944349a9552390d0","ef4c283c4ea04e0b838eabf7b942e7e4"]},"executionInfo":{"status":"error","timestamp":1653798115369,"user_tz":-420,"elapsed":1136,"user":{"displayName":"Deandra Setyaputri M2010F1120","userId":"08611358996117971618"}},"outputId":"ee06ca3e-0fff-475a-ace8-c5a0feabf165"},"source":["from jmd_imagescraper.imagecleaner import *\n","\n","display_image_cleaner(root)"],"execution_count":6,"outputs":[{"output_type":"display_data","data":{"text/plain":["HBox(children=(Button(description='|<<', layout=Layout(width='60px'), style=ButtonStyle()), Button(description…"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"f43dae1b61d649a0875df748b8139c72"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["HTML(value='<h2>No images left to display in this folder.</h2>', layout=Layout(visibility='hidden'))"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"e495f868556247c48a186cc5f3cb5ff5"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["GridBox(children=(VBox(children=(Image(value=b'', layout=\"Layout(width='150px')\"), Button(description='Delete'…"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"5cdff0ebe7d84206b7b2965257f901aa"}},"metadata":{}},{"output_type":"error","ename":"FileNotFoundError","evalue":"ignored","traceback":["\u001b[0;31m---------------------------------------------------------------------------\u001b[0m","\u001b[0;31mFileNotFoundError\u001b[0m Traceback (most recent call last)","\u001b[0;32m<ipython-input-6-f9ff279dcb0c>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mjmd_imagescraper\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mimagecleaner\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0mdisplay_image_cleaner\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mroot\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m","\u001b[0;32m/usr/local/lib/python3.7/dist-packages/jmd_imagescraper/imagecleaner.py\u001b[0m in \u001b[0;36mdisplay_image_cleaner\u001b[0;34m(path)\u001b[0m\n\u001b[1;32m 187\u001b[0m \u001b[0micln_create_widgets\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mICLN_BATCH_SZ\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 188\u001b[0m \u001b[0m_\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0m_\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0m_\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0m_\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0m_\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mddlFolder\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0m_\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0micln_pager\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mchildren\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 189\u001b[0;31m \u001b[0micln_render_batch\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mddlFolder\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalue\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m","\u001b[0;32m/usr/local/lib/python3.7/dist-packages/jmd_imagescraper/imagecleaner.py\u001b[0m in \u001b[0;36micln_render_batch\u001b[0;34m(folder, batch, force_reload)\u001b[0m\n\u001b[1;32m 162\u001b[0m \u001b[0mbtn\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdisabled\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 163\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 164\u001b[0;31m \u001b[0mimg\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalue\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfp\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"rb\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 165\u001b[0m \u001b[0mbtn\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtag\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mfp\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mimg\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbatch\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mi\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 166\u001b[0m \u001b[0mbtn\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdisabled\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mFalse\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: '/content/images/situp/279_a22fccef.jpg'"]}]},{"cell_type":"markdown","metadata":{"id":"H6KTdjEY0Fix"},"source":["## Create a zip to download or transfer to google drive"]},{"cell_type":"code","metadata":{"id":"O8CT2yVzfZXb","executionInfo":{"status":"ok","timestamp":1653799343216,"user_tz":-420,"elapsed":449,"user":{"displayName":"Deandra Setyaputri M2010F1120","userId":"08611358996117971618"}}},"source":["# create zip\n","\n","ZIP_NAME = \"situp.zip\" # maybe change this?\n","\n","!rm -f {ZIP_NAME}\n","!zip -q -r {ZIP_NAME} {root}"],"execution_count":9,"outputs":[]},{"cell_type":"code","metadata":{"id":"-BfkU4_u2kdp","executionInfo":{"status":"error","timestamp":1653660584418,"user_tz":-420,"elapsed":9642,"user":{"displayName":"Wilma Elysia M7013F1348","userId":"13340172710356351461"}},"outputId":"97c83291-791c-4997-a133-c41124049552","colab":{"base_uri":"https://localhost:8080/","height":399}},"source":["# copy to google drive \n","\n","from google.colab import drive\n","import shutil\n","\n","DESTINATION_FOLDER = \"Datasets\" # where would you like this in Google Drive?\n","\n","drive.mount(\"/content/drive\") \n","folder = Path(\"/content/drive/My Drive\")/DESTINATION_FOLDER\n","folder.mkdir(parents=True, exist_ok=True)\n","\n","shutil.copyfile(ZIP_NAME, str(folder/ZIP_NAME))"],"execution_count":null,"outputs":[{"output_type":"error","ename":"MessageError","evalue":"ignored","traceback":["\u001b[0;31m---------------------------------------------------------------------------\u001b[0m","\u001b[0;31mMessageError\u001b[0m Traceback (most recent call last)","\u001b[0;32m<ipython-input-2-41a81ebd7bc1>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m 6\u001b[0m \u001b[0mDESTINATION_FOLDER\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m\"Datasets\"\u001b[0m \u001b[0;31m# where would you like this in Google Drive?\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 7\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 8\u001b[0;31m \u001b[0mdrive\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmount\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"/content/drive\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 9\u001b[0m \u001b[0mfolder\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mPath\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"/content/drive/My Drive\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m/\u001b[0m\u001b[0mDESTINATION_FOLDER\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 10\u001b[0m \u001b[0mfolder\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmkdir\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mparents\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mexist_ok\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/usr/local/lib/python3.7/dist-packages/google/colab/drive.py\u001b[0m in \u001b[0;36mmount\u001b[0;34m(mountpoint, force_remount, timeout_ms)\u001b[0m\n\u001b[1;32m 107\u001b[0m \u001b[0mforce_remount\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mforce_remount\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 108\u001b[0m \u001b[0mtimeout_ms\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtimeout_ms\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 109\u001b[0;31m ephemeral=True)\n\u001b[0m\u001b[1;32m 110\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 111\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/usr/local/lib/python3.7/dist-packages/google/colab/drive.py\u001b[0m in \u001b[0;36m_mount\u001b[0;34m(mountpoint, force_remount, timeout_ms, ephemeral)\u001b[0m\n\u001b[1;32m 122\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mephemeral\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 123\u001b[0m _message.blocking_request(\n\u001b[0;32m--> 124\u001b[0;31m 'request_auth', request={'authType': 'dfs_ephemeral'}, timeout_sec=None)\n\u001b[0m\u001b[1;32m 125\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 126\u001b[0m \u001b[0mmountpoint\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_os\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mexpanduser\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmountpoint\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/usr/local/lib/python3.7/dist-packages/google/colab/_message.py\u001b[0m in \u001b[0;36mblocking_request\u001b[0;34m(request_type, request, timeout_sec, parent)\u001b[0m\n\u001b[1;32m 173\u001b[0m request_id = send_request(\n\u001b[1;32m 174\u001b[0m request_type, request, parent=parent, expect_reply=True)\n\u001b[0;32m--> 175\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mread_reply_from_input\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrequest_id\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtimeout_sec\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m","\u001b[0;32m/usr/local/lib/python3.7/dist-packages/google/colab/_message.py\u001b[0m in \u001b[0;36mread_reply_from_input\u001b[0;34m(message_id, timeout_sec)\u001b[0m\n\u001b[1;32m 104\u001b[0m reply.get('colab_msg_id') == message_id):\n\u001b[1;32m 105\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;34m'error'\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mreply\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 106\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mMessageError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mreply\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'error'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 107\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mreply\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'data'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 108\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;31mMessageError\u001b[0m: Error: credential propagation was unsuccessful"]}]},{"cell_type":"code","metadata":{"id":"rmnndlPN1yTY","colab":{"base_uri":"https://localhost:8080/","height":17},"executionInfo":{"status":"ok","timestamp":1653799346547,"user_tz":-420,"elapsed":11,"user":{"displayName":"Deandra Setyaputri M2010F1120","userId":"08611358996117971618"}},"outputId":"8cb526b0-4a69-4f5f-a9f9-de31b294a25f"},"source":["# download to your local system\n","\n","from google.colab import files\n","files.download(ZIP_NAME)"],"execution_count":10,"outputs":[{"output_type":"display_data","data":{"text/plain":["<IPython.core.display.Javascript object>"],"application/javascript":["\n"," async function download(id, filename, size) {\n"," if (!google.colab.kernel.accessAllowed) {\n"," return;\n"," }\n"," const div = document.createElement('div');\n"," const label = document.createElement('label');\n"," label.textContent = `Downloading \"${filename}\": `;\n"," div.appendChild(label);\n"," const progress = document.createElement('progress');\n"," progress.max = size;\n"," div.appendChild(progress);\n"," document.body.appendChild(div);\n","\n"," const buffers = [];\n"," let downloaded = 0;\n","\n"," const channel = await google.colab.kernel.comms.open(id);\n"," // Send a message to notify the kernel that we're ready.\n"," channel.send({})\n","\n"," for await (const message of channel.messages) {\n"," // Send a message to notify the kernel that we're ready.\n"," channel.send({})\n"," if (message.buffers) {\n"," for (const buffer of message.buffers) {\n"," buffers.push(buffer);\n"," downloaded += buffer.byteLength;\n"," progress.value = downloaded;\n"," }\n"," }\n"," }\n"," const blob = new Blob(buffers, {type: 'application/binary'});\n"," const a = document.createElement('a');\n"," a.href = window.URL.createObjectURL(blob);\n"," a.download = filename;\n"," div.appendChild(a);\n"," a.click();\n"," div.remove();\n"," }\n"," "]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<IPython.core.display.Javascript object>"],"application/javascript":["download(\"download_ebb5d18f-78bb-45db-afe3-ecd98ec88f04\", \"situp.zip\", 2906029)"]},"metadata":{}}]},{"cell_type":"markdown","metadata":{"id":"wlqGB5jtNWgs"},"source":["## Deleting all images"]},{"cell_type":"code","metadata":{"id":"3jSRRz9jNVi0","executionInfo":{"status":"ok","timestamp":1653797915265,"user_tz":-420,"elapsed":308,"user":{"displayName":"Deandra Setyaputri M2010F1120","userId":"08611358996117971618"}}},"source":["rmtree(root)"],"execution_count":4,"outputs":[]}]}