feat: added first dataset section

.gitignore

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+.DS_Store

image_metadata_extraction.ipynb

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+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Dependencies"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Requirement already satisfied: pillow in /Users/jordanlegg/.pyenv/versions/3.10.14/lib/python3.10/site-packages (10.4.0)\n",
+      "Requirement already satisfied: datasets in /Users/jordanlegg/.pyenv/versions/3.10.14/lib/python3.10/site-packages (2.20.0)\n",
+      "Requirement already satisfied: pandas in /Users/jordanlegg/.pyenv/versions/3.10.14/lib/python3.10/site-packages (2.2.2)\n",
+      "Requirement already satisfied: pypng in /Users/jordanlegg/.pyenv/versions/3.10.14/lib/python3.10/site-packages (0.20220715.0)\n",
+      "Collecting uuid\n",
+      "  Downloading uuid-1.30.tar.gz (5.8 kB)\n",
+      "  Preparing metadata (setup.py) ... \u001b[?25ldone\n",
+      "\u001b[?25hRequirement already satisfied: fsspec[http]<=2024.5.0,>=2023.1.0 in /Users/jordanlegg/.pyenv/versions/3.10.14/lib/python3.10/site-packages (from datasets) (2024.5.0)\n",
+      "Requirement already satisfied: pyyaml>=5.1 in /Users/jordanlegg/.pyenv/versions/3.10.14/lib/python3.10/site-packages (from datasets) (6.0.1)\n",
+      "Requirement already satisfied: pyarrow-hotfix in /Users/jordanlegg/.pyenv/versions/3.10.14/lib/python3.10/site-packages (from datasets) (0.6)\n",
+      "Requirement already satisfied: numpy>=1.17 in /Users/jordanlegg/.pyenv/versions/3.10.14/lib/python3.10/site-packages (from datasets) (1.26.4)\n",
+      "Requirement already satisfied: aiohttp in /Users/jordanlegg/.pyenv/versions/3.10.14/lib/python3.10/site-packages (from datasets) (3.9.5)\n",
+      "Requirement already satisfied: dill<0.3.9,>=0.3.0 in /Users/jordanlegg/.pyenv/versions/3.10.14/lib/python3.10/site-packages (from datasets) (0.3.8)\n",
+      "Requirement already satisfied: filelock in /Users/jordanlegg/.pyenv/versions/3.10.14/lib/python3.10/site-packages (from datasets) (3.15.4)\n",
+      "Requirement already satisfied: xxhash in /Users/jordanlegg/.pyenv/versions/3.10.14/lib/python3.10/site-packages (from datasets) (3.4.1)\n",
+      "Requirement already satisfied: tqdm>=4.66.3 in /Users/jordanlegg/.pyenv/versions/3.10.14/lib/python3.10/site-packages (from datasets) (4.66.4)\n",
+      "Requirement already satisfied: packaging in /Users/jordanlegg/.pyenv/versions/3.10.14/lib/python3.10/site-packages (from datasets) (23.2)\n",
+      "Requirement already satisfied: multiprocess in /Users/jordanlegg/.pyenv/versions/3.10.14/lib/python3.10/site-packages (from datasets) (0.70.16)\n",
+      "Requirement already satisfied: requests>=2.32.2 in /Users/jordanlegg/.pyenv/versions/3.10.14/lib/python3.10/site-packages (from datasets) (2.32.3)\n",
+      "Requirement already satisfied: huggingface-hub>=0.21.2 in /Users/jordanlegg/.pyenv/versions/3.10.14/lib/python3.10/site-packages (from datasets) (0.23.5)\n",
+      "Requirement already satisfied: pyarrow>=15.0.0 in /Users/jordanlegg/.pyenv/versions/3.10.14/lib/python3.10/site-packages (from datasets) (17.0.0)\n",
+      "Requirement already satisfied: pytz>=2020.1 in /Users/jordanlegg/.pyenv/versions/3.10.14/lib/python3.10/site-packages (from pandas) (2024.1)\n",
+      "Requirement already satisfied: python-dateutil>=2.8.2 in /Users/jordanlegg/.pyenv/versions/3.10.14/lib/python3.10/site-packages (from pandas) (2.9.0.post0)\n",
+      "Requirement already satisfied: tzdata>=2022.7 in /Users/jordanlegg/.pyenv/versions/3.10.14/lib/python3.10/site-packages (from pandas) (2024.1)\n",
+      "Requirement already satisfied: frozenlist>=1.1.1 in /Users/jordanlegg/.pyenv/versions/3.10.14/lib/python3.10/site-packages (from aiohttp->datasets) (1.4.1)\n",
+      "Requirement already satisfied: aiosignal>=1.1.2 in /Users/jordanlegg/.pyenv/versions/3.10.14/lib/python3.10/site-packages (from aiohttp->datasets) (1.3.1)\n",
+      "Requirement already satisfied: attrs>=17.3.0 in /Users/jordanlegg/.pyenv/versions/3.10.14/lib/python3.10/site-packages (from aiohttp->datasets) (23.2.0)\n",
+      "Requirement already satisfied: multidict<7.0,>=4.5 in /Users/jordanlegg/.pyenv/versions/3.10.14/lib/python3.10/site-packages (from aiohttp->datasets) (6.0.5)\n",
+      "Requirement already satisfied: yarl<2.0,>=1.0 in /Users/jordanlegg/.pyenv/versions/3.10.14/lib/python3.10/site-packages (from aiohttp->datasets) (1.9.4)\n",
+      "Requirement already satisfied: async-timeout<5.0,>=4.0 in /Users/jordanlegg/.pyenv/versions/3.10.14/lib/python3.10/site-packages (from aiohttp->datasets) (4.0.3)\n",
+      "Requirement already satisfied: typing-extensions>=3.7.4.3 in /Users/jordanlegg/.pyenv/versions/3.10.14/lib/python3.10/site-packages (from huggingface-hub>=0.21.2->datasets) (4.12.2)\n",
+      "Requirement already satisfied: six>=1.5 in /Users/jordanlegg/.pyenv/versions/3.10.14/lib/python3.10/site-packages (from python-dateutil>=2.8.2->pandas) (1.16.0)\n",
+      "Requirement already satisfied: idna<4,>=2.5 in /Users/jordanlegg/.pyenv/versions/3.10.14/lib/python3.10/site-packages (from requests>=2.32.2->datasets) (3.7)\n",
+      "Requirement already satisfied: urllib3<3,>=1.21.1 in /Users/jordanlegg/.pyenv/versions/3.10.14/lib/python3.10/site-packages (from requests>=2.32.2->datasets) (2.2.2)\n",
+      "Requirement already satisfied: certifi>=2017.4.17 in /Users/jordanlegg/.pyenv/versions/3.10.14/lib/python3.10/site-packages (from requests>=2.32.2->datasets) (2024.6.2)\n",
+      "Requirement already satisfied: charset-normalizer<4,>=2 in /Users/jordanlegg/.pyenv/versions/3.10.14/lib/python3.10/site-packages (from requests>=2.32.2->datasets) (3.3.2)\n",
+      "Installing collected packages: uuid\n",
+      "\u001b[33m  DEPRECATION: uuid is being installed using the legacy 'setup.py install' method, because it does not have a 'pyproject.toml' and the 'wheel' package is not installed. pip 23.1 will enforce this behaviour change. A possible replacement is to enable the '--use-pep517' option. Discussion can be found at https://github.com/pypa/pip/issues/8559\u001b[0m\u001b[33m\n",
+      "\u001b[0m  Running setup.py install for uuid ... \u001b[?25ldone\n",
+      "\u001b[?25hSuccessfully installed uuid-1.30\n",
+      "\n",
+      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.0.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m24.1.2\u001b[0m\n",
+      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n",
+      "Note: you may need to restart the kernel to use updated packages.\n"
+     ]
+    }
+   ],
+   "source": [
+    "pip install pillow datasets pandas pypng uuid\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Preproccessing"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Moved and renamed: images/japanese streetscapes_00125_.png -> train/63d84ebd-201f-45cc-8cfc-35e1ecbac724.png\n",
+      "Moved and renamed: images/japanese streetscapes_00430_.png -> train/a4bf9402-0c76-44cc-9ee6-3e613539c393.png\n",
+      "Moved and renamed: images/japanese streetscapes_00060_.png -> train/71ca8683-9822-4426-b338-a99e298dbbf5.png\n",
+      "Moved and renamed: images/japanese streetscapes_00349_.png -> train/bbd6507a-deff-49cc-8605-2b1ff93c028f.png\n",
+      "Moved and renamed: images/japanese streetscapes_00172_.png -> train/f32ef431-5ecc-4fbd-8983-db4cd7d9f778.png\n",
+      "Moved and renamed: images/japanese streetscapes_00488_.png -> train/fd4988e7-37d3-46cc-9c4f-864cf3f7dd47.png\n",
+      "Moved and renamed: images/japanese streetscapes_00037_.png -> train/efa318eb-fd21-4f1b-8878-356559aff973.png\n",
+      "Moved and renamed: images/japanese streetscapes_00467_.png -> train/8bc842d3-565d-4a0a-b612-a9a175e0cdff.png\n",
+      "Moved and renamed: images/japanese streetscapes_00164_.png -> train/0e3397d3-5d98-48a5-a19a-92498dddcff7.png\n",
+      "Moved and renamed: images/japanese streetscapes_00471_.png -> train/233e8d24-76a9-4d3f-876c-72687b85a947.png\n",
+      "Moved and renamed: images/japanese streetscapes_00021_.png -> train/26652675-d60f-4f50-ab1c-a38a01bee761.png\n",
+      "Moved and renamed: images/japanese streetscapes_00308_.png -> train/94a53346-ace2-4a84-ace8-b2dca9d0366f.png\n",
+      "Moved and renamed: images/japanese streetscapes_00133_.png -> train/735817c7-3ead-4077-83ce-b7d14ce3480e.png\n",
+      "Moved and renamed: images/japanese streetscapes_00099_.png -> train/7c8a795c-7dc7-434d-bd3e-289a22b3b5a1.png\n",
+      "Moved and renamed: images/japanese streetscapes_00076_.png -> train/fb717f2a-bc3c-4c3a-b4c2-c131e06e9267.png\n",
+      "Moved and renamed: images/japanese streetscapes_00426_.png -> train/92bb05a2-0eab-42bb-9f0a-03156142f37b.png\n",
+      "Moved and renamed: images/japanese streetscapes_00148_.png -> train/296cefcb-1f1e-4b5e-b9a4-814ca5bdfcf8.png\n",
+      "Moved and renamed: images/japanese streetscapes_00261_.png -> train/8fb07511-a2d7-42f3-a85e-4cf7e80dba2d.png\n",
+      "Moved and renamed: images/japanese streetscapes_00324_.png -> train/7c18144a-16e4-4b7a-a065-474706bc9ee5.png\n",
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+      "Moved and renamed: images/japanese streetscapes_00373_.png -> train/c3228715-7666-4e2f-8ceb-105f0a7517f9.png\n",
+      "Moved and renamed: images/japanese streetscapes_00109_.png -> train/6173980a-c4c2-4e43-b669-e1f5ee432aaf.png\n",
+      "Moved and renamed: images/japanese streetscapes_00220_.png -> train/dd985fec-52f5-4bd0-b809-14175d2d6b1d.png\n",
+      "Moved and renamed: images/japanese streetscapes_00365_.png -> train/4097a291-77ff-45bf-a3b1-4262e0ae038d.png\n",
+      "Moved and renamed: images/japanese streetscapes_00277_.png -> train/2f31635a-911c-448f-b454-c6adf521ad1c.png\n",
+      "Moved and renamed: images/japanese streetscapes_00332_.png -> train/52ddd613-a0e9-44c8-9e4a-fca5ebf5b676.png\n",
+      "Moved and renamed: images/japanese streetscapes_00298_.png -> train/8376203b-7245-4a70-99eb-a09723f6e7fd.png\n",
+      "Moved and renamed: images/japanese streetscapes_00345_.png -> train/1ccfa723-bd29-4c60-a4fc-31737967ae86.png\n",
+      "Moved and renamed: images/japanese streetscapes_00200_.png -> train/e2438a04-449c-49d4-bb61-28f9bbe5786b.png\n",
+      "Moved and renamed: images/japanese streetscapes_00129_.png -> train/8722f321-f3a0-46d6-b1a2-5a3cb79ff2a9.png\n",
+      "Moved and renamed: images/japanese streetscapes_00083_.png -> train/57249426-861e-4e33-bbc1-0bf67a831134.png\n",
+      "Moved and renamed: images/japanese streetscapes_00312_.png -> train/2620a8d6-5780-466a-a731-400f9a508fa2.png\n",
+      "Moved and renamed: images/japanese streetscapes_00257_.png -> train/ebf2bad9-cb7d-46bf-ba9f-0e5ee8face7a.png\n",
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+      "Moved and renamed: images/japanese streetscapes_00191_.png -> train/d7043785-8887-4a18-b88b-fa2c70470bb4.png\n",
+      "Moved and renamed: images/japanese streetscapes_00304_.png -> train/86351442-50b4-4fa7-97fb-9b8b94a81ac3.png\n",
+      "Moved and renamed: images/japanese streetscapes_00241_.png -> train/784f457f-b951-4350-a6ce-454bdb89e8c6.png\n",
+      "Moved and renamed: images/japanese streetscapes_00168_.png -> train/347e8378-275f-4d59-8c27-37b110af1902.png\n",
+      "Moved and renamed: images/japanese streetscapes_00492_.png -> train/933364c6-8aef-47d6-9794-a3243b2072dc.png\n",
+      "Moved and renamed: images/japanese streetscapes_00187_.png -> train/657fe028-1b1f-44d8-a421-0b6cf9a64908.png\n",
+      "Moved and renamed: images/japanese streetscapes_00353_.png -> train/fa469557-efd3-434f-a242-1d481c4c3026.png\n",
+      "Moved and renamed: images/japanese streetscapes_00216_.png -> train/822304c7-ce63-4e77-87be-b6021f61295a.png\n",
+      "Moved and renamed: images/japanese streetscapes_00095_.png -> train/0397275f-1e07-457c-9e86-806579a564f7.png\n",
+      "Moved and renamed: images/japanese streetscapes_00328_.png -> train/fb85b3e9-1dc0-4231-8674-00e0cbb1ee3d.png\n",
+      "Moved and renamed: images/japanese streetscapes_00282_.png -> train/103d1213-a4a2-49d1-8905-e837076ad317.png\n",
+      "Moved and renamed: images/japanese streetscapes_00451_.png -> train/408e4f1f-90bd-4ef4-826b-0ba31dcc5640.png\n",
+      "Moved and renamed: images/japanese streetscapes_00001_.png -> train/05049af8-c884-4d6a-b249-8f3a114b5165.png\n",
+      "Moved and renamed: images/japanese streetscapes_00144_.png -> train/7826f5eb-265c-4f90-a9cd-7fde4d9cb924.png\n",
+      "Moved and renamed: images/japanese streetscapes_00390_.png -> train/45bc6a3c-1903-4053-afda-35a418dc5e70.png\n",
+      "Moved and renamed: images/japanese streetscapes_00056_.png -> train/7203f019-b174-4eea-8d42-73fad9a90375.png\n",
+      "Moved and renamed: images/japanese streetscapes_00406_.png -> train/14b93d0e-521f-414c-9ac1-4d16f9f2bf62.png\n",
+      "Moved and renamed: images/japanese streetscapes_00113_.png -> train/79ac1b6d-5205-46f6-9f02-9c8e4b37e54f.png\n",
+      "Moved and renamed: images/japanese streetscapes_00386_.png -> train/33ad6ff9-595f-483f-a8e7-327fded63911.png\n",
+      "Moved and renamed: images/japanese streetscapes_00369_.png -> train/1013aa07-d3b8-4213-a94d-a6c44c171b12.png\n",
+      "Moved and renamed: images/japanese streetscapes_00410_.png -> train/34ac18b5-f3f3-444a-bdb1-d37146cbb6b6.png\n",
+      "Moved and renamed: images/japanese streetscapes_00040_.png -> train/76ec3bb6-e673-451f-9164-a319d5acf9df.png\n",
+      "Moved and renamed: images/japanese streetscapes_00105_.png -> train/b06ea774-d527-4861-9622-742a0907c37d.png\n",
+      "Moved and renamed: images/japanese streetscapes_00294_.png -> train/1bba4af7-ea50-403e-86a7-1ff39008353e.png\n",
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+      "Moved and renamed: images/japanese streetscapes_00344_.png -> train/bbefe337-cd89-4709-a7ef-845e5b0a011a.png\n",
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+      "Moved and renamed: images/japanese streetscapes_00442_.png -> train/bb7fcc87-b910-4851-9276-b6a57e0309aa.png\n",
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+      "Moved and renamed: images/japanese streetscapes_00218_.png -> train/195e8f1d-d8c7-420e-9079-7ce670934ab3.png\n",
+      "Moved and renamed: images/japanese streetscapes_00074_.png -> train/aed6722b-fc35-44f3-86fd-e598c1cdc26f.png\n",
+      "Moved and renamed: images/japanese streetscapes_00424_.png -> train/08456d6a-4076-4401-b10b-dd372ab4cbb3.png\n",
+      "Moved and renamed: images/japanese streetscapes_00131_.png -> train/dce6a439-f722-41b1-9ddb-095540f762b4.png\n",
+      "Moved and renamed: images/japanese streetscapes_00473_.png -> train/2f859938-1da3-4d62-b3ff-df6201833b65.png\n",
+      "Moved and renamed: images/japanese streetscapes_00189_.png -> train/6852ec60-3d8c-470e-b9dc-f17d72a5c5db.png\n",
+      "Moved and renamed: images/japanese streetscapes_00023_.png -> train/037b634e-b051-40ba-850d-8149bc473622.png\n",
+      "Moved and renamed: images/japanese streetscapes_00166_.png -> train/82ca0e19-c175-407e-8789-48ba47f0f219.png\n",
+      "Moved and renamed: images/japanese streetscapes_00259_.png -> train/99bc8a3b-162e-4e2c-aa57-71bd95c5e1ad.png\n",
+      "Moved and renamed: images/japanese streetscapes_00035_.png -> train/01ff1ebd-abf6-48b5-9c28-1cfe906ae7a9.png\n",
+      "Moved and renamed: images/japanese streetscapes_00465_.png -> train/2b13944b-1e9c-4aae-8224-fffab8011e72.png\n",
+      "Moved and renamed: images/japanese streetscapes_00170_.png -> train/44b1dcfa-63c1-46b6-b28c-0b8989feb195.png\n",
+      "Moved and renamed: images/japanese streetscapes_00432_.png -> train/0d83d08f-1eaa-4afc-9f5f-c0a7f2d6bd6e.png\n",
+      "Moved and renamed: images/japanese streetscapes_00062_.png -> train/dba04227-1d2a-4378-9e3d-93ce04a4186e.png\n",
+      "Moved and renamed: images/japanese streetscapes_00127_.png -> train/6b17e0e5-040d-4553-9e95-bd0bca1140e9.png\n",
+      "Moved and renamed: images/japanese streetscapes_00150_.png -> train/daa42dc9-e58a-484f-85c2-91ee0b00020b.png\n",
+      "Moved and renamed: images/japanese streetscapes_00500_.png -> train/576f5c01-dbfc-458e-a974-4f0915794347.png\n",
+      "Moved and renamed: images/japanese streetscapes_00015_.png -> train/5f0146c4-1587-42df-8f06-48f36195eb29.png\n",
+      "Moved and renamed: images/japanese streetscapes_00445_.png -> train/48d62b5e-c9c1-49c7-941e-11f86f28b349.png\n",
+      "Moved and renamed: images/japanese streetscapes_00296_.png -> train/ada8fd82-8400-418c-8ca4-112717eb3444.png\n",
+      "Moved and renamed: images/japanese streetscapes_00279_.png -> train/f0225a7a-9ee7-4838-bbf0-ad9f5d50e088.png\n",
+      "Moved and renamed: images/japanese streetscapes_00107_.png -> train/5aded54b-1999-40b8-b33e-86d5ae06e945.png\n",
+      "Moved and renamed: images/japanese streetscapes_00412_.png -> train/c85b1c54-1217-4355-8644-f2f4fc2866a2.png\n",
+      "Moved and renamed: images/japanese streetscapes_00042_.png -> train/0e9791da-0591-4fb0-a0f6-ecdc334977c0.png\n",
+      "Moved and renamed: images/japanese streetscapes_00384_.png -> train/4a97611b-5a2d-4298-a15a-5800327962ec.png\n",
+      "Moved and renamed: images/japanese streetscapes_00111_.png -> train/889fdf83-15ec-4e2e-9aec-083ddefe30b0.png\n",
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+      "Moved and renamed: images/japanese streetscapes_00404_.png -> train/ec8ad8fe-2c77-4bb8-a84c-ed323492f943.png\n",
+      "Moved and renamed: images/japanese streetscapes_00392_.png -> train/d1c623aa-79c1-4020-b735-510dea114108.png\n",
+      "Moved and renamed: images/japanese streetscapes_00238_.png -> train/d81bb115-199d-418c-b98c-5194cce17e4a.png\n",
+      "Moved and renamed: images/japanese streetscapes_00146_.png -> train/ae9194be-9b0a-4603-b60a-52754306f73d.png\n",
+      "Moved and renamed: images/japanese streetscapes_00453_.png -> train/70b8bbfa-eafc-4ae4-bd23-fdb92f5e7a48.png\n",
+      "Moved and renamed: images/japanese streetscapes_00003_.png -> train/a4930a56-b7e4-4dde-8eeb-7847705c9be8.png\n",
+      "Moved and renamed: images/japanese streetscapes_00280_.png -> train/ed972bef-cedf-4e83-af30-49c0432d1c50.png\n",
+      "Moved and renamed: images/japanese streetscapes_00428_.png -> train/4a687736-6d68-46fd-8327-cfedabe39984.png\n",
+      "Moved and renamed: images/japanese streetscapes_00078_.png -> train/9e130288-4adc-4304-915d-d998c8950971.png\n",
+      "Moved and renamed: images/japanese streetscapes_00097_.png -> train/77954651-7102-493a-8405-edb31321c376.png\n",
+      "Moved and renamed: images/japanese streetscapes_00214_.png -> train/fd5b31a0-7086-4bd5-a55d-5bf11fd87a63.png\n",
+      "Moved and renamed: images/japanese streetscapes_00351_.png -> train/c9a010d2-411f-4923-883b-61b2db9939c9.png\n",
+      "Moved and renamed: images/japanese streetscapes_00185_.png -> train/d2e6e71c-3ccc-470f-bc7c-06c3aec62dd8.png\n",
+      "Moved and renamed: images/japanese streetscapes_00490_.png -> train/fd582f44-df49-4443-9fe7-e87d2038cf61.png\n",
+      "Moved and renamed: images/japanese streetscapes_00243_.png -> train/e1f790e1-57c0-412b-ac0e-f551b6b3e762.png\n",
+      "Moved and renamed: images/japanese streetscapes_00306_.png -> train/ad4c8440-0d5b-45e7-bba1-fc35d17055d6.png\n",
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+      "Moved and renamed: images/japanese streetscapes_00193_.png -> train/bf9f916b-a455-4a53-ba2f-692559f531f5.png\n",
+      "Moved and renamed: images/japanese streetscapes_00039_.png -> train/41c52226-a0a3-4e97-ac6a-21bf69885679.png\n",
+      "Moved and renamed: images/japanese streetscapes_00486_.png -> train/c496052e-a3b5-4c62-8cf4-5530050a1dd4.png\n",
+      "Moved and renamed: images/japanese streetscapes_00255_.png -> train/6f3b7dba-bac2-4747-951f-7c70e3492ac0.png\n",
+      "Moved and renamed: images/japanese streetscapes_00310_.png -> train/e6da6c26-c32c-4c76-a2d2-decb0fb22682.png\n",
+      "Moved and renamed: images/japanese streetscapes_00081_.png -> train/469d34af-617c-440d-b5e4-9c1f43f61eae.png\n",
+      "Moved and renamed: images/japanese streetscapes_00202_.png -> train/07290a75-fbc3-443c-bd49-4105b3c7e68c.png\n",
+      "Moved and renamed: images/japanese streetscapes_00347_.png -> train/13da960a-e81f-410e-9a2f-b90cf2086c27.png\n",
+      "Moved and renamed: images/japanese streetscapes_00203_.png -> train/1c4661d2-b50d-4458-bfac-13999af0cc75.png\n",
+      "Moved and renamed: images/japanese streetscapes_00346_.png -> train/d7240e3b-ddd2-46da-96b6-118c89416d3f.png\n",
+      "Moved and renamed: images/japanese streetscapes_00080_.png -> train/bcee1b0d-7de6-461f-b720-e43fdac1a214.png\n",
+      "Moved and renamed: images/japanese streetscapes_00254_.png -> train/1863dacc-aa8b-41e1-8459-d55ac2049769.png\n",
+      "Moved and renamed: images/japanese streetscapes_00311_.png -> train/a8035d5c-4dd3-4ddc-9c8f-4bfc1fd579ca.png\n",
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+      "Moved and renamed: images/japanese streetscapes_00192_.png -> train/1248e5b7-b3f8-4f0e-8e1a-3d420f1b426f.png\n",
+      "Moved and renamed: images/japanese streetscapes_00038_.png -> train/6146ab2f-086e-4a43-9138-42682c8cfdcf.png\n",
+      "Moved and renamed: images/japanese streetscapes_00487_.png -> train/5e1fbc1a-d3af-4d72-bc1b-1c10cc612a92.png\n",
+      "Moved and renamed: images/japanese streetscapes_00242_.png -> train/8e942ff5-a55e-4f0a-ba78-c6dfcd06fc78.png\n",
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+      "Moved and renamed: images/japanese streetscapes_00184_.png -> train/a22e0559-d4b0-43fb-9d51-c4de1922ce1c.png\n",
+      "Moved and renamed: images/japanese streetscapes_00491_.png -> train/6b770cda-22ec-4940-8dac-c45faf8980b2.png\n",
+      "Moved and renamed: images/japanese streetscapes_00215_.png -> train/21195dca-e549-45b7-8989-1217ca345f3a.png\n",
+      "Moved and renamed: images/japanese streetscapes_00350_.png -> train/954ef632-75fe-4f9c-bbab-4e9b6db0d9f5.png\n",
+      "Moved and renamed: images/japanese streetscapes_00429_.png -> train/cf779cee-6894-4ef9-85f1-01efe1e2c76f.png\n",
+      "Moved and renamed: images/japanese streetscapes_00079_.png -> train/b0874471-99fc-475a-92ed-a399f4fb4547.png\n",
+      "Moved and renamed: images/japanese streetscapes_00096_.png -> train/c7aef3e1-336b-4c79-b7dc-b942ba186fff.png\n",
+      "Moved and renamed: images/japanese streetscapes_00281_.png -> train/2b5d2098-e2d8-4984-8b99-e1241073fd68.png\n",
+      "Moved and renamed: images/japanese streetscapes_00147_.png -> train/397ca74d-2e5c-4816-98e7-e8bfd561fb8b.png\n",
+      "Moved and renamed: images/japanese streetscapes_00452_.png -> train/f0454b2b-34c6-4b38-aa64-7e984a2ce9fe.png\n",
+      "Moved and renamed: images/japanese streetscapes_00002_.png -> train/36077120-eea9-4d70-9807-2dba43e33d8d.png\n",
+      "Moved and renamed: images/japanese streetscapes_00393_.png -> train/5e403011-a0e6-4c26-8c98-ff61a74f7a55.png\n",
+      "Moved and renamed: images/japanese streetscapes_00239_.png -> train/84ecb31c-7945-4b60-91c3-5f111a44a352.png\n",
+      "Moved and renamed: images/japanese streetscapes_00110_.png -> train/214f5271-8642-4f7b-8465-cfdd151f11eb.png\n",
+      "Moved and renamed: images/japanese streetscapes_00055_.png -> train/b26367ae-60c3-4369-97c2-705c6bc5990b.png\n",
+      "Moved and renamed: images/japanese streetscapes_00405_.png -> train/cd74d12e-b57a-40dc-9985-7018d4726264.png\n",
+      "Moved and renamed: images/japanese streetscapes_00385_.png -> train/5e5c263c-a324-49dd-8e0c-d205dcf2f767.png\n",
+      "Moved and renamed: images/japanese streetscapes_00106_.png -> train/44a2aeae-f16f-443e-8dc6-0e0d83be39a7.png\n",
+      "Moved and renamed: images/japanese streetscapes_00413_.png -> train/b03cde05-97a6-445a-9541-b5b985f09d31.png\n",
+      "Moved and renamed: images/japanese streetscapes_00043_.png -> train/6af3bcec-951a-4b03-ae96-a1c41b0441fe.png\n",
+      "Moved and renamed: images/japanese streetscapes_00297_.png -> train/7af3c22d-b754-411e-b05b-ab028d57cfb3.png\n",
+      "Moved and renamed: images/japanese streetscapes_00278_.png -> train/5b0c14ff-52aa-4d54-b991-bb9abae4348b.png\n",
+      "Moved and renamed: images/japanese streetscapes_00151_.png -> train/728f61cf-19d0-4701-be18-dc08870353dc.png\n",
+      "Moved and renamed: images/japanese streetscapes_00014_.png -> train/54f6dadd-8709-48fc-acaa-03124eae4be1.png\n",
+      "Moved and renamed: images/japanese streetscapes_00444_.png -> train/97b21805-a92d-4f53-8193-252d0eb2aa29.png\n",
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+      "Moved and renamed: images/japanese streetscapes_00063_.png -> train/9b30cfe5-1736-4764-b85d-21dd5044dc32.png\n",
+      "Moved and renamed: images/japanese streetscapes_00126_.png -> train/7f1ad444-1b99-446e-a5a1-a0262c1cbd7f.png\n",
+      "Moved and renamed: images/japanese streetscapes_00034_.png -> train/3bbf19de-fb1d-43ae-8688-b65bd73914c9.png\n",
+      "Moved and renamed: images/japanese streetscapes_00464_.png -> train/a4b818df-9f00-4432-ac22-bef31151b847.png\n",
+      "Moved and renamed: images/japanese streetscapes_00171_.png -> train/a94a8069-1845-49aa-92a0-610c0a99676f.png\n",
+      "Moved and renamed: images/japanese streetscapes_00258_.png -> train/54d15d2d-0cb4-4b93-8ab6-8eb65ef72a14.png\n",
+      "Moved and renamed: images/japanese streetscapes_00472_.png -> train/f269a1a0-f7a3-44ba-81fd-b4dea43c1b8b.png\n",
+      "Moved and renamed: images/japanese streetscapes_00188_.png -> train/62b2d086-cb4f-417b-8cbc-734dadb0f608.png\n",
+      "Moved and renamed: images/japanese streetscapes_00022_.png -> train/1b264ff0-3b7d-46e7-bcee-9dd8de1f2c33.png\n",
+      "Moved and renamed: images/japanese streetscapes_00167_.png -> train/456ad385-764d-4c46-bcb0-3803bf0be552.png\n",
+      "Moved and renamed: images/japanese streetscapes_00075_.png -> train/f306d8ff-a4f4-4322-b795-220b7427881d.png\n",
+      "Moved and renamed: images/japanese streetscapes_00425_.png -> train/95fc552f-51fc-46aa-9f0e-454c18bf4b68.png\n",
+      "Moved and renamed: images/japanese streetscapes_00130_.png -> train/acfaafac-97b6-4d6a-82cb-0e90f6ac250d.png\n",
+      "Moved and renamed: images/japanese streetscapes_00219_.png -> train/089043fb-9ecd-49b8-869c-0c8aca2997d8.png\n",
+      "Moved and renamed: images/japanese streetscapes_00327_.png -> train/5dfd8135-817b-4456-97d5-459e85842d89.png\n",
+      "Moved and renamed: images/japanese streetscapes_00262_.png -> train/64b3cf1e-ca82-4b69-acb3-acb85c3eb2ba.png\n",
+      "Moved and renamed: images/japanese streetscapes_00409_.png -> train/4aaeb5f0-c718-4218-97d0-165f5f445dea.png\n",
+      "Moved and renamed: images/japanese streetscapes_00059_.png -> train/547b22b6-207a-419e-a354-eebc21202122.png\n",
+      "Moved and renamed: images/japanese streetscapes_00370_.png -> train/1d0988dd-ef0e-4bc6-a6b9-cf6a471c54a6.png\n",
+      "Moved and renamed: images/japanese streetscapes_00235_.png -> train/2b311c2a-f8b1-4aa9-bf1c-6bc21c01f565.png\n",
+      "Moved and renamed: images/japanese streetscapes_00366_.png -> train/908be575-4e18-464e-8958-fccf4480043b.png\n",
+      "Moved and renamed: images/japanese streetscapes_00389_.png -> train/589cefa5-d6fd-4277-8e36-61b901b7ff5f.png\n",
+      "Moved and renamed: images/japanese streetscapes_00223_.png -> train/f2ebed3f-cf22-4362-bb1b-4df8ede77489.png\n",
+      "Moved and renamed: images/japanese streetscapes_00448_.png -> train/d4ed809a-e5f0-447e-9b8a-9b7810c14d0b.png\n",
+      "Moved and renamed: images/japanese streetscapes_00018_.png -> train/dbb1738b-f8a9-45c4-bfc5-967a303144b7.png\n",
+      "Moved and renamed: images/japanese streetscapes_00331_.png -> train/5e0a1232-bfa1-4cbb-9c6f-ddbe9f227a8a.png\n",
+      "Moved and renamed: images/japanese streetscapes_00274_.png -> train/230fa78e-7e13-44b1-a005-62044ceec782.png\n"
+     ]
+    }
+   ],
+   "source": [
+    "import os\n",
+    "import uuid\n",
+    "import shutil\n",
+    "\n",
+    "def rename_and_move_images(source_dir, target_dir):\n",
+    "    # Create the target directory if it doesn't exist\n",
+    "    os.makedirs(target_dir, exist_ok=True)\n",
+    "\n",
+    "    # List of common image file extensions\n",
+    "    image_extensions = ('.jpg', '.jpeg', '.png', '.gif', '.bmp', '.tiff')\n",
+    "\n",
+    "    # Walk through the source directory and its subdirectories\n",
+    "    for root, dirs, files in os.walk(source_dir):\n",
+    "        for file in files:\n",
+    "            # Check if the file has an image extension\n",
+    "            if file.lower().endswith(image_extensions):\n",
+    "                # Generate a new filename with UUID\n",
+    "                new_filename = str(uuid.uuid4()) + os.path.splitext(file)[1]\n",
+    "                \n",
+    "                # Construct full file paths\n",
+    "                old_path = os.path.join(root, file)\n",
+    "                new_path = os.path.join(target_dir, new_filename)\n",
+    "                \n",
+    "                # Move and rename the file\n",
+    "                shutil.move(old_path, new_path)\n",
+    "                print(f\"Moved and renamed: {old_path} -> {new_path}\")\n",
+    "\n",
+    "# Usage\n",
+    "source_directory = \"images\"\n",
+    "target_directory = \"train\"\n",
+    "\n",
+    "rename_and_move_images(source_directory, target_directory)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Extract the Metadata"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Metadata extraction complete. Metadata saved to: train/metadata.csv\n"
+     ]
+    }
+   ],
+   "source": [
+    "import os\n",
+    "import json\n",
+    "import png\n",
+    "import pandas as pd\n",
+    "\n",
+    "# Directory containing images\n",
+    "image_dir = 'train'\n",
+    "metadata_list = []\n",
+    "\n",
+    "# Function to extract the JSON data from the tEXt chunk in PNG images\n",
+    "def extract_metadata_from_png(image_path):\n",
+    "    with open(image_path, 'rb') as f:\n",
+    "        reader = png.Reader(file=f)\n",
+    "        chunks = reader.chunks()\n",
+    "        for chunk_type, chunk_data in chunks:\n",
+    "            if chunk_type == b'tEXt':\n",
+    "                # Convert bytes to string\n",
+    "                chunk_text = chunk_data.decode('latin1')\n",
+    "                if 'prompt' in chunk_text:\n",
+    "                    try:\n",
+    "                        # Extract JSON string after \"prompt\\0\"\n",
+    "                        json_str = chunk_text.split('prompt\\0', 1)[1]\n",
+    "                        json_data = json.loads(json_str)\n",
+    "                        inputs = json_data.get('3', {}).get('inputs', {})\n",
+    "                        seed = inputs.get('seed', 'N/A')\n",
+    "                        positive_prompt = json_data.get('6', {}).get('inputs', {}).get('text', 'N/A')\n",
+    "                        negative_prompt = json_data.get('7', {}).get('inputs', {}).get('text', 'N/A')\n",
+    "                        model = json_data.get('4', {}).get('inputs', {}).get('ckpt_name', 'N/A')\n",
+    "                        steps = inputs.get('steps', 'N/A')\n",
+    "                        cfg = inputs.get('cfg', 'N/A')\n",
+    "                        sampler_name = inputs.get('sampler_name', 'N/A')\n",
+    "                        scheduler = inputs.get('scheduler', 'N/A')\n",
+    "                        denoise = inputs.get('denoise', 'N/A')\n",
+    "                        return {\n",
+    "                            'seed': seed,\n",
+    "                            'positive_prompt': positive_prompt,\n",
+    "                            'negative_prompt': negative_prompt,\n",
+    "                            'model': model,\n",
+    "                            'steps': steps,\n",
+    "                            'cfg': cfg,\n",
+    "                            'sampler_name': sampler_name,\n",
+    "                            'scheduler': scheduler,\n",
+    "                            'denoise': denoise\n",
+    "                        }\n",
+    "                    except json.JSONDecodeError:\n",
+    "                        pass\n",
+    "    return {}\n",
+    "\n",
+    "# Loop through all images in the directory\n",
+    "for file_name in os.listdir(image_dir):\n",
+    "    if file_name.endswith('.png'):\n",
+    "        image_path = os.path.join(image_dir, file_name)\n",
+    "        metadata = extract_metadata_from_png(image_path)\n",
+    "        metadata['file_name'] = file_name\n",
+    "        metadata_list.append(metadata)\n",
+    "\n",
+    "# Convert metadata to DataFrame\n",
+    "metadata_df = pd.DataFrame(metadata_list)\n",
+    "\n",
+    "# Ensure 'file_name' is the first column\n",
+    "columns_order = ['file_name', 'seed', 'positive_prompt', 'negative_prompt', 'model', 'steps', 'cfg', 'sampler_name', 'scheduler', 'denoise']\n",
+    "metadata_df = metadata_df[columns_order]\n",
+    "\n",
+    "# Save metadata to a CSV file\n",
+    "metadata_csv_path = 'train/metadata.csv'\n",
+    "metadata_df.to_csv(metadata_csv_path, index=False)\n",
+    "\n",
+    "print(\"Metadata extraction complete. Metadata saved to:\", metadata_csv_path)\n",
+    "\n",
+    "\n"
+   ]
+  }
+ ],
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