Datasets

This notebook contains some of the scraped datasets for Fastai courses and stored in my datasette instance for reproducibility. Datasette can be found on Data Tab

Imports

from aiking.data.external import *
from aiking.core import aiking_settings
import pathlib
datasette_dir = pathlib.Path(aiking_settings.AIKING_HOME)/"datasette"; datasette_dir
Path('/mnt/d/rahuketu/programming/AIKING_HOME/datasette')

Birds vs Forest

clstypes = ["Bird", "Forest"]
dest = "BirdsVsForest"
count = 150
path = construct_image_dataset(clstypes,dest, count=count, prefixes=["sun photo", "shade photo"], sep=" "); path
Dowloading images in Bird
Finished Dowloading images in Bird
Dowloading images in Forest
Finished Dowloading images in Forest
Removing Bad images
[Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/BirdsVsForest/Bird/0e836666-fa11-4b98-922d-7b2c25c93112.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/BirdsVsForest/Bird/163e01e8-fcbc-4a67-beef-da6a9c0452e1.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/BirdsVsForest/Bird/2246ce6c-1877-42da-8b04-5a784f6ad41f.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/BirdsVsForest/Bird/3977a5df-09f7-4545-a41d-c9bef0053409.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/BirdsVsForest/Bird/3abd812e-5add-4d36-a6d5-506428fbe3a8.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/BirdsVsForest/Bird/4d6d74ff-7a4f-4017-b534-81f6a2c999f4.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/BirdsVsForest/Bird/55a46133-dd44-4786-ab94-da3f27a36a56.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/BirdsVsForest/Bird/9702e56b-39f6-4c3b-bdb5-30f90c88e69b.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/BirdsVsForest/Bird/a47305f7-7202-4b12-9556-8dbfdedc40f8.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/BirdsVsForest/Bird/a50d0865-c493-4ea8-8341-f6881fb9256a.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/BirdsVsForest/Bird/c04b98b1-03eb-41b9-86b4-6120397b7170.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/BirdsVsForest/Bird/c0716d04-dc64-497b-a106-64080304286e.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/BirdsVsForest/Bird/c6a6a4f6-747c-4b75-b038-c293d22fa4c9.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/BirdsVsForest/Bird/c8ecdfa9-6d83-48a9-9933-96d80afe0d19.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/BirdsVsForest/Bird/df40104d-b9ed-40b7-9d8c-905e3bd1fa9c.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/BirdsVsForest/Forest/15ffb68f-9702-4ec2-a6f5-b96e7bddce56.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/BirdsVsForest/Forest/24adfb5a-4e2e-4e38-a8f0-32e7a82c6109.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/BirdsVsForest/Forest/e35044bb-3f0a-4826-82c3-09524533da7e.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/BirdsVsForest/Forest/e7c8d47a-dc40-47ae-b059-a85f04ecfd82.jpg')]
[]
[]
Generating image.csv
Removing Duplicated images across levels
[]
Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/BirdsVsForest')

DoppelGanger

clstypes = ["Sarah Shahi", "Mercedes Masohn", "Jeffrey Dean Morgan", "Javier Bardem", "Benicio Del Toro", "Brad Pitt", "Cuba Gooding Jr", "Donald Faison"]
dest = "DoppelGanger"
count = 150
path = construct_image_dataset(clstypes,dest, count=count); path
Dowloading images in Sarah_Shahi
Finished Dowloading images in Sarah_Shahi
Dowloading images in Mercedes_Masohn
Finished Dowloading images in Mercedes_Masohn
Dowloading images in Jeffrey_Dean_Morgan
Finished Dowloading images in Jeffrey_Dean_Morgan
Dowloading images in Javier_Bardem
Finished Dowloading images in Javier_Bardem
Dowloading images in Benicio_Del_Toro
Finished Dowloading images in Benicio_Del_Toro
Dowloading images in Brad_Pitt
Finished Dowloading images in Brad_Pitt
Dowloading images in Cuba_Gooding_Jr
Finished Dowloading images in Cuba_Gooding_Jr
Dowloading images in Donald_Faison
Finished Dowloading images in Donald_Faison
Removing Bad images
[Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/DoppelGanger/Benicio_Del_Toro/39817cbc-8502-4811-89cb-0071f8980c7f.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/DoppelGanger/Benicio_Del_Toro/7a0dedaa-943e-4be2-8292-0873084f65f5.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/DoppelGanger/Benicio_Del_Toro/ecee9d98-1d4e-4a70-95b6-70d640541250.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/DoppelGanger/Brad_Pitt/02fb7345-5b20-4b27-8944-1f5a3cbd09cb.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/DoppelGanger/Cuba_Gooding_Jr/331651d7-3b6b-45d8-b600-65afedbb34a7.jpeg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/DoppelGanger/Cuba_Gooding_Jr/38070f36-4e4c-45ab-82f7-914537c4b436.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/DoppelGanger/Cuba_Gooding_Jr/7f377155-c988-4618-bf79-b13ae86643ba.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/DoppelGanger/Cuba_Gooding_Jr/9a46291b-50f1-4015-b149-676980cfb145.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/DoppelGanger/Cuba_Gooding_Jr/cf2e489a-04e4-4924-ace3-5833b23eb288.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/DoppelGanger/Cuba_Gooding_Jr/f77dc2a4-7cb9-4f33-bd88-31ec3c6a632b.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/DoppelGanger/Cuba_Gooding_Jr/f7b5cab2-68a4-46bb-b8f2-a78b49db5b02.jpeg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/DoppelGanger/Cuba_Gooding_Jr/fb4e8006-aec0-42a8-a363-c717a30c710d.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/DoppelGanger/Donald_Faison/038bc659-5db9-4702-b01e-a0678f73b75a.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/DoppelGanger/Donald_Faison/4e60d744-5505-488c-b785-73b380110796.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/DoppelGanger/Donald_Faison/9b2a1729-a7d0-4a7a-9223-3ce2445af96d.jpeg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/DoppelGanger/Donald_Faison/a0e2127c-2486-4309-86c0-f17ba579b705.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/DoppelGanger/Donald_Faison/b9b92542-7e39-4523-b63f-839ecef5d194.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/DoppelGanger/Donald_Faison/bd67ee48-642e-45cd-afcd-fc2226f00ff1.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/DoppelGanger/Donald_Faison/e61465a8-38e9-415e-9773-378add164086.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/DoppelGanger/Donald_Faison/fb30f148-d6c3-4e65-9fac-215180f92618.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/DoppelGanger/Javier_Bardem/3ad7cbdb-c5ff-4b6e-9ddc-6abd07496ea2.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/DoppelGanger/Javier_Bardem/3fae2676-b0af-4a0c-aad4-f43042fd5fc4.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/DoppelGanger/Javier_Bardem/589ab012-b3b9-474c-8fcb-f7e992c4c5c6.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/DoppelGanger/Javier_Bardem/5aa921d2-9c0c-4678-888b-9bef4861067f.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/DoppelGanger/Javier_Bardem/7be9dcd1-d6a6-4a0e-a3df-4a32f12c099b.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/DoppelGanger/Javier_Bardem/839fdf5f-a7a8-43f4-9f71-20f5121c96fc.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/DoppelGanger/Javier_Bardem/b586868a-6670-4802-9c36-179d6b48b357.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/DoppelGanger/Jeffrey_Dean_Morgan/3586a4df-a389-4a72-bd01-ed074541e0b4.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/DoppelGanger/Jeffrey_Dean_Morgan/7ca912e9-f65b-494b-8aef-ca80be4a9dc2.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/DoppelGanger/Sarah_Shahi/42fcc7ac-c57b-4699-8d21-95b62d8ca8da.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/DoppelGanger/Sarah_Shahi/462886cf-84a1-44a2-b7ca-4e72bf564fb5.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/DoppelGanger/Sarah_Shahi/7246fe11-da48-4b43-8b37-1cd8bed065bc.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/DoppelGanger/Sarah_Shahi/8ef34713-f455-481e-adbb-95330a8b1291.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/DoppelGanger/Sarah_Shahi/b9e00d24-7987-4a48-b39d-ce67ef53ad36.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/DoppelGanger/Sarah_Shahi/dd5c10c7-7ee3-49e0-b599-6c85cfa30574.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/DoppelGanger/Sarah_Shahi/e6360dbe-04a2-422f-8179-c4e090b61ea4.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/DoppelGanger/Sarah_Shahi/fd7431f1-b62a-4c7c-a538-abf5f8dc007d.jpg')]
[]
[]
Generating image.csv
Removing Duplicated images across levels
[]
Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/DoppelGanger')

Artsie

clstypes = ["Impressionism", "Cubism", "Fauvism", "Graffiti", "Fantasy", "Contemporary"]
dest = "Artsie"
count = 200
path = construct_image_dataset(clstypes,dest, count=count); path
Dowloading images in Impressionism
Finished Dowloading images in Impressionism
Dowloading images in Cubism
Finished Dowloading images in Cubism
Dowloading images in Fauvism
Finished Dowloading images in Fauvism
Dowloading images in Graffiti
Finished Dowloading images in Graffiti
Dowloading images in Fantasy
Finished Dowloading images in Fantasy
Dowloading images in Contemporary
Finished Dowloading images in Contemporary
Removing Bad images
[Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/Artsie/Contemporary/25499d24-96ac-446d-b3c9-18cf62187696.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/Artsie/Contemporary/42d379c4-aad8-4d90-b399-7ab3624544b4.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/Artsie/Contemporary/464ef0b3-5708-484e-9c6a-9ad8bd941817.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/Artsie/Contemporary/92af5d3a-1fa3-4a64-8595-e02af76b30f5.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/Artsie/Contemporary/98b51a0a-352b-4aa6-afce-a23c93dca406.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/Artsie/Contemporary/a63cfe04-2bf0-4583-883b-236b5f625fbd.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/Artsie/Contemporary/c5e628ae-c11b-4681-8933-766bbfe1bcc4.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/Artsie/Cubism/269f87f2-6543-470d-b21e-11eaa91f67e8.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/Artsie/Cubism/2a85b94a-c6d6-4a8f-aa45-4ebcb8620b3c.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/Artsie/Cubism/303810f6-27b0-4cd5-982d-9c94ca0ef950.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/Artsie/Cubism/41ddd676-5ff2-4217-aa59-c78685458138.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/Artsie/Cubism/42b01bee-a4a4-4be7-82d5-22a28bc4f722.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/Artsie/Cubism/47aa7173-5f3d-4aa2-b647-8eeb9c2430c5.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/Artsie/Cubism/6eeaea4f-86a2-46ae-bb4d-9baa96af8322.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/Artsie/Cubism/9640fd03-0599-4127-b042-a9d298bfa5e6.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/Artsie/Cubism/9e22bacf-73ba-492a-8533-b87465c35e7e.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/Artsie/Cubism/a4e0eff1-7aca-4cac-aefc-4de0387725ae.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/Artsie/Cubism/dcd93a93-9e33-4f55-8a61-08b18898fa95.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/Artsie/Cubism/dd60ad8a-2c17-492c-976a-e09e02e4205c.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/Artsie/Cubism/ebb93a45-6ccd-441a-b283-2e48429dc18c.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/Artsie/Fantasy/05ddd1c4-f55c-4a0b-85f1-8be4fe2728ed.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/Artsie/Fantasy/096275d4-cd25-4925-8698-6c1efded3ee4.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/Artsie/Fantasy/33d63ba2-fcc1-4625-8c29-8419161b9917.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/Artsie/Fauvism/5bbe6030-a2c3-475f-9285-9e5ee59ff94c.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/Artsie/Fauvism/7194dfd2-5935-428a-8a05-b7e17746ad49.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/Artsie/Fauvism/983178ec-7b98-492a-a17f-7bbe1dabece9.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/Artsie/Fauvism/b79db51e-20b4-46df-8705-bbcc041f334f.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/Artsie/Fauvism/c5b334ad-bbaa-4e68-97f9-2ed218c09760.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/Artsie/Graffiti/8f10b327-fe97-425a-a507-d32837861bac.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/Artsie/Graffiti/a9eb6078-7f68-427c-a8d1-6eaaa0d036b2.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/Artsie/Graffiti/ae83cee0-0638-45a7-962d-2b62c5a77b7c.jpeg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/Artsie/Graffiti/bcb46988-9360-49ee-95b2-845d0684b852.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/Artsie/Graffiti/feabb18f-e7bf-4e75-8664-6ab7102f4502.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/Artsie/Impressionism/2fc35a82-b5e2-4f33-bd30-6df5961698ab.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/Artsie/Impressionism/351c54d1-43f5-40b7-8a4a-14f481be9aec.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/Artsie/Impressionism/85ab6d6e-e96b-4c98-874b-ebe0a5a6db12.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/Artsie/Impressionism/9215eed2-6ced-448c-bdc0-7e64e3b6fb21.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/Artsie/Impressionism/9302e6f7-d2b0-48aa-813d-8eb9eab15308.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/Artsie/Impressionism/e4d0a75f-6ffb-4d42-b5c9-5c206c20015e.jpg')]
[]
[]
Generating image.csv
Removing Duplicated images across levels
[]
Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/Artsie')

PandemicSafety

clsdots = {'No Mask':['person face photo in city or road', 'person'], 'Mask':['person wearing covid mask', 'person wearing covid mask in city']}
dest = "PandemicSafety"
count = 100
path = construct_image_dataset(clsdots, dest, count=count); path
Dowloading images in No_Mask
Finished Dowloading images in No_Mask
Dowloading images in Mask
Finished Dowloading images in Mask
Removing Bad images
[Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/PandemicSafety/Mask/5f53bb5d-49a0-4171-9de5-3b01839d81f0.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/PandemicSafety/Mask/65cf832a-b029-4523-8c67-48fd6143611b.jpeg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/PandemicSafety/Mask/994c186a-0e27-4b9c-931e-6826f53a23b8.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/PandemicSafety/Mask/cd27d8cc-2ff6-44ae-a05e-baa900047f43.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/PandemicSafety/No_Mask/02ae515b-5adb-4d7a-8400-529974bd456c.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/PandemicSafety/No_Mask/03ed4663-86f0-45cf-a625-699648dfb097.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/PandemicSafety/No_Mask/15ef3ece-c022-42a1-989e-3a14d0cf64b5.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/PandemicSafety/No_Mask/26c45ecf-2232-475d-8ad3-a973af78cd4c.gif'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/PandemicSafety/No_Mask/476dfc79-089d-4ee4-bfc2-292dee1e53ae.png'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/PandemicSafety/No_Mask/5291190b-8359-4c28-97d9-94222ea8d803.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/PandemicSafety/No_Mask/65492485-59b6-445a-936d-409eba9c3b68.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/PandemicSafety/No_Mask/6692ca56-7687-49a7-9016-3d7ea15afb68.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/PandemicSafety/No_Mask/7de955e0-1fa4-4504-8ec2-72039f4b910c.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/PandemicSafety/No_Mask/a4de4214-71db-465e-95b2-fb255f3a49c4.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/PandemicSafety/No_Mask/ae97d80f-2bb7-42c0-98b8-7739b4fd49a1.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/PandemicSafety/No_Mask/dca1d92b-8d13-41f6-aa14-2c2aeed72c7b.jpg')]
[]
[]
Generating image.csv
Removing Duplicated images across levels
[]
Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/PandemicSafety')

Bears

clstypes = ["grizzly", "black", "teddy", "polar", "pandas"]
dest = "Bears"
count = 150
path = construct_image_dataset(clstypes,dest, count=count, prefixes=["bear"], sep=" "); path

# https://www.greenbelly.co/pages/types-of-bears
Dowloading images in grizzly
Finished Dowloading images in grizzly
Dowloading images in black
Finished Dowloading images in black
Dowloading images in teddy
Finished Dowloading images in teddy
Dowloading images in polar
Finished Dowloading images in polar
Dowloading images in pandas
Finished Dowloading images in pandas
Removing Bad images
[Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/Bears/black/2c489361-996d-4787-bd5a-fba241763ed8.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/Bears/black/6a03389a-071d-4457-ace8-45485465f9ef.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/Bears/black/88d349ca-47b3-426e-96b2-7f127d20e5e2.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/Bears/black/9d8997c7-13d9-4d67-898b-85bbe04376a5.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/Bears/black/a3675522-ca8f-4aee-949a-1a75dee7d8f4.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/Bears/grizzly/e63f3cd8-d242-4a9a-828f-5accb11a3d7c.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/Bears/grizzly/eed261a8-36a4-4cc5-afda-b8d2a5a3c10b.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/Bears/pandas/6452751a-1d15-4da5-87c5-30f90fc06695.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/Bears/pandas/6bf44406-ab7e-4913-9f8a-40e51bdef12e.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/Bears/pandas/6d72b264-36a4-4406-912b-b3def15b9cb8.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/Bears/pandas/6dad57c9-7990-457c-a7ac-71ad73951b6d.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/Bears/pandas/90878503-ce26-41d6-9ee5-8a5e669e3fcf.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/Bears/pandas/b04bfa22-ea8f-4e7f-a3ac-67684b146a4a.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/Bears/polar/2a731577-3c32-44ae-8476-fea298970034.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/Bears/polar/4684b9b5-d280-4407-b6fd-d46e91df6c00.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/Bears/polar/8bd6c46e-cbf3-47e6-9f17-2a701b9f6a9e.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/Bears/polar/a5792945-5fc8-4a08-8cd5-fab7a6c553d9.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/Bears/polar/f3f314c6-c236-4ad6-a42f-44d27986b158.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/Bears/teddy/00874f94-0203-4fe5-93a3-e6673393ce7e.JPG'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/Bears/teddy/0dd7286a-8d56-4101-8135-59142446d77e.JPG'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/Bears/teddy/2f667e2c-9b6c-48cf-a656-9d150924e0a5.JPG'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/Bears/teddy/341496c8-f8e9-4728-863e-92a6c8f97d9f.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/Bears/teddy/6c31b943-2ab2-4f98-9d88-d459e5df7b30.png'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/Bears/teddy/702ce7f9-7536-4e1a-a839-14c15d2674a2.JPG'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/Bears/teddy/cfcdf50a-6a59-4574-9cc0-f8db6024df19.JPG'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/Bears/teddy/f01787e2-25d7-4646-ba96-b65a6ed68827.jpg')]
[]
[]
Some good_fns
[Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/Bears/black/003db54d-9f70-4c4b-b293-52ca87486b0c.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/Bears/black/006778fb-7e76-4a4d-a0c7-ed41ef115342.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/Bears/black/02a5e546-341b-47f6-b718-149b5b117f68.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/Bears/black/0581bef6-61e5-459f-bea2-585791c2e7cd.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/Bears/black/07624758-67e1-41c3-ab1d-4312a0dfe90d.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/Bears/black/0a2282b5-b4bb-4b21-ab88-895fcab26e6c.jpeg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/Bears/black/0c605877-4af7-47e9-a4a1-82559906d57e.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/Bears/black/0e2ee7b2-c565-4593-8db6-eca942842cf9.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/Bears/black/0ec5a253-fce4-493a-9cef-6db35939341e.jpg'), Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/Bears/black/0fc9bc85-1971-4d87-a58f-a4b2540f56d5.jpg')]
Generating image.csv
Removing Duplicated images across levels. It will reduce size from 673 to 670
[Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/Bears/black/64c578a4-58d6-4002-9582-68491fc4bff0.jpg')]
Path('/mnt/d/rahuketu/programming/AIKING_HOME/data/Bears')