Building an image dataset

Beginning

Imports

Python

from pathlib import Path

PyPi

The lecture uses javascript pasted into the browser to download images but I'm going to try a python library built to download images - Google Imaged Download. The documentation mentions that it uses Selenium but it doesn't explicitly state (or at least not that I could see) that it requires you to install Chrome Driver (not Gecko Driver like I originally did), and therefore you need a Chromium-based browser as well.

from google_images_download.google_images_download import googleimagesdownload as GoogleImages
from fastai.metrics import error_rate
from fastai.vision.data import (imagenet_stats, ImageDataBunch, verify_images)
from fastai.vision.learner import cnn_learner, ClassificationInterpretation
from fastai.vision import models
from fastai.vision.transform import get_transforms

import numpy

My Stuff

from graeae import EnvironmentLoader

Set Up

The Environment

environment = EnvironmentLoader()

The Download

google_images = GoogleImages()

The Output Path

weed_path = Path(environment["WEEDS"]).expanduser()

Middle

Downloading

Dandelions

keywords = dict(
    keywords="dandelion",
    limit=1000,
    type="photo",
    output_directory=str(weed_path),
    chromedriver="/usr/local/bin/chromedriver",
)

The library can't find the chromedriver for some reason, even though it's on the path. Also, in creating the output folder it appears to expect that the output directory is a string so you have to convert the path.

paths = google_images.download(keywords)

Item no.: 1 --> Item name = dandelion
Evaluating...
Getting you a lot of images. This may take a few moments...
Reached end of Page.
Starting Download...
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URLError on an image...trying next one... Error: <urlopen error [SSL: CERTIFICATE_VERIFY_FAILED] certificate verify failed: unable to get local issuer certificate (_ssl.c:1056)>
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Completed Image ====> 671.9f9ec10577b1098067c833188e86e64f--precious-children-beautiful-children.jpg


Unfortunately all 1000 could not be downloaded because some images were not downloadable. 671 is all we got for this search filter!

Errors: 34

Cat's Ear

keywords["keywords"] = "cat's ear weed"
cats_ear_paths = google_images.download(keywords)

Item no.: 1 --> Item name = cat's ear weed
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Getting you a lot of images. This may take a few moments...
Reached end of Page.
Starting Download...
Completed Image ====> 1.cats-ear-a.jpg
Completed Image ====> 2.hypochaerisleaves_bl.jpg
Completed Image ====> 3.commoncatsear4.jpg
Completed Image ====> 4.commoncatsear5.jpg
Completed Image ====> 5.catsear-root.jpg
Completed Image ====> 6.weeds2.jpg
Completed Image ====> 7.catsear%20N1.jpg
Completed Image ====> 8.cats-ear-dandelion-11666-weed5.jpg
Completed Image ====> 9.catsear-d.jpg
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Completed Image ====> 348.Cirsium_vulgare.1.jpg
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Completed Image ====> 365.dandelionleaf-300x268.jpg
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Completed Image ====> 370.weed_dandelionflower-e1401844344375.jpg
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Completed Image ====> 377.Cat%20Drug%20High%20Weed%20Animal%20Women%20BlackSweatshirt%20Wellcoda%20169.jpg
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Completed Image ====> 379.18417030228_6ce89c2449_b.jpg
Completed Image ====> 380.Hypochaeris-radicata_5374507_Joseph-M-DiTomaso.jpg
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Completed Image ====> 382.37-instagrams-of-cats-smoking-weed-1-5121-1356025825-0_big.jpg
Completed Image ====> 383.62001490_171579480524447_7750664418236853070_n.jpg
Completed Image ====> 384.180921-urban-foraging-edible-weeds-Sweet-Fennel-t-350x467.jpg
Completed Image ====> 385.2011-04-17%2BMesa%2BCity%2BCemetery%2BVisit%2BApr%2B17%252C%2B2011%2B5-02%2BPM.jpg
Completed Image ====> 386.foraged-greens-900x720.jpg
Completed Image ====> 387.Bindii.jpg
Completed Image ====> 388.Catsear-Flower-e1526729196211-1024x732.jpg
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Completed Image ====> 402.landscape-1516707756-dog-poisonous-plants.jpg
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Completed Image ====> 409.1200px-Starr_030612-0063_Tribulus_terrestris.jpg
Completed Image ====> 410.web_-_Marshmallow_weed.jpg
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Completed Image ====> 412.jimsonweed-thinkstockphotos-490349982-590lc030916.jpg
Completed Image ====> 413.kisspng-whiskers-cat-drawing-clip-art-weed-emoji-5b3ef8aaeacb84.9666256615308535469617.jpg
Completed Image ====> 414.weed_deadnettle_stock.jpg
Completed Image ====> 415.dog-15-new-marijuana-intoxication-image-01.jpg
Completed Image ====> 416.cute-grey-cat-play-hunter-with-kitten-doll-as-victim-lay-on-floor-keep-cats-from-eating-plants-weed-plant-video-why-does-my-eat-plastic.jpg
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Completed Image ====> 433.fathen_sm.jpg
Completed Image ====> 434.cats-ear-plant-Hypochaeris-radicata.jpg
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Completed Image ====> 435.purslaneedibleweed.JPG
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Completed Image ====> 437.Prunella_vulgaris.4.jpg
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Completed Image ====> 447.Golden_Chain__Laburnum_anagyroides_-001.JPG
Completed Image ====> 448.original-grid-image-16561-1389327124-4.jpg
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Completed Image ====> 451.13612.jpg
Completed Image ====> 452.Creeping-Oxalis.jpg
Completed Image ====> 453.weeds-white-arum-lily.jpg
Completed Image ====> 454.can-you-legally-get-your-pets-high-605-1433531189.jpg
Completed Image ====> 455.dogs-and-marijuana-jpg.jpg
Completed Image ====> 456.bracken-fern.jpg
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Completed Image ====> 458.Taraxacum%20officinale%20flower%20n%20leaves%20FOM%200305.JPG
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Completed Image ====> 461.Violet-MagicZoom.jpg
Completed Image ====> 462.weeds-english-ivy.jpg
Completed Image ====> 463.Pets-and-weed-killers5-2017.jpg
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Completed Image ====> 467.poison-hemlock-flowers-FML-small.jpg
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Completed Image ====> 469.spring-flower-display-surrounding-cat-on-table-154456721-57dbf41f5f9b58651657b7f7.jpg
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Completed Image ====> 475.Kerr-PoisonousPlants1007-2005-9.jpg
Completed Image ====> 476.queen-annes-lace-bcfarmsandfood-350.jpg
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Completed Image ====> 481.A-dog-looking-confused-and-surprised.jpg
Completed Image ====> 482.i-see-orange-weed-and-a-huge-chicken-and-a-idk-and-3-cats-and-2-little-kids_o_3780067.jpg
Completed Image ====> 483.hypochaerisradicata13.jpg
Completed Image ====> 484.cool-weed-dog-56cc88673df78cfb37a05c8d.jpg
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Completed Image ====> 489.Cannabis_d3df19_6276013.jpg
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Completed Image ====> 491.Bindii.jpg
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Completed Image ====> 495.THINGS-C.jpg
Completed Image ====> 496.e552a1409669b3da20115d918169fdae---day-blue-flowers.jpg
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Completed Image ====> 511.purslaneedibleweed.JPG
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Completed Image ====> 528.180921-urban-foraging-edible-weeds-chickweed-700x467.jpg
Completed Image ====> 529.buttercup_sm.jpg
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Completed Image ====> 533.8340094778_1ee96fd317_b.jpg
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Completed Image ====> 536.agriculture-weeds-smooth-catsear-hypochaeris-glabra-aka-false-dandelion-flatweed-glabrous-catsear-flowering-plants-california-usa-x432r3.jpg
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Completed Image ====> 543.tumblr_nb1icfniKz1qjof8lo1_500.jpg
Completed Image ====> 544.capeweed_plants.jpg
Completed Image ====> 545.P1010703.JPG
Completed Image ====> 546.Jimson-Weed-Thinkstock-146897299-335lc031213.jpg
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Completed Image ====> 549.Khasia_Berry___Cotoneaster_simonsii-002.JPG
Completed Image ====> 550.2011-04-17%2BMesa%2BCity%2BCemetery%2BVisit%2BApr%2B17%252C%2B2011%2B5-02%2BPM.jpg
Completed Image ====> 551.daisy2-bcfarmsandfood-350.jpg
Completed Image ====> 552.daisy-featured-300x225.jpg
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Completed Image ====> 558.lambsquartersedibleweeds.jpg
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Completed Image ====> 561.weed_garlicmustard.jpg
Completed Image ====> 562.Onion-Grass.jpg
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Completed Image ====> 563.unknown_weed_11-3-2017_th.JPG
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Completed Image ====> 565.Prunella_vulgaris.4.jpg
Completed Image ====> 566.hairy-cats-ear-hypochaeris-radicata-E7E59K.jpg
Completed Image ====> 567.1555099.jpg
Completed Image ====> 568.Mouse-Ear-Hawkweed-MagicZoom.jpg
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Completed Image ====> 570.p1010850-2.jpeg
Completed Image ====> 571.fathen.jpg
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Completed Image ====> 573.OHW_hairy-leaves.jpg
Completed Image ====> 574.Solanum_nigrum-003.JPG
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Completed Image ====> 576.sorell.jpg
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Completed Image ====> 577.catsear06.jpg
Completed Image ====> 578.chickweededible-1.jpg
Completed Image ====> 579.fleabane.jpg
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Completed Image ====> 581.cats-ear-dandelion-11666-backofleaf.jpg
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Completed Image ====> 582.weeds-sweet-pittosporum.jpg
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Completed Image ====> 584.cat-garden-1024x680.jpg
Completed Image ====> 585.Calluna_vulgaris.2.jpg
Completed Image ====> 586.2012-05-04+08.22.23.jpg
Completed Image ====> 587.Sick-cat-iStock_000024111758-335lc030314.jpg
Completed Image ====> 588.1555107.jpg
Completed Image ====> 589.spotted-cats-ear-FC9FY5.jpg
Completed Image ====> 590.mouse-ear-chickweed-featured-300x225.jpg
Completed Image ====> 591.Purple_toadflax__Linaria_purpurea_-1.JPG
Completed Image ====> 592.sl6.jpg
Completed Image ====> 593.OHW_impact-small.jpg
Completed Image ====> 594.Creeping-Buttercup-MagicZoom.jpg
Completed Image ====> 595.yorkshire_fog_flowerheads.jpg
Completed Image ====> 596.hedge-bindweed-morning-glory-bcfarmsandfood-350.jpg
Completed Image ====> 597.hryra8645w.jpg
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Completed Image ====> 598.cats-ear-dandelion-11666-p1060809-catseardandelion.jpg
Completed Image ====> 599.dandelion-growing-in-lawn-c836e0d1.jpg
Completed Image ====> 600.catsear14.jpg
Completed Image ====> 601.curlydock.jpg
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Completed Image ====> 602.Rubus_armeniacus.2.jpg
Completed Image ====> 603.2012-03-03+12.44.26.jpg
Completed Image ====> 604.hqdefault.jpg
Completed Image ====> 605.feathery_weed_30-12-2017_th.JPG
Completed Image ====> 606.wireweed1.jpg
Completed Image ====> 607.fathen.jpg
Completed Image ====> 608.weed-killer.jpg
Completed Image ====> 609.cats_ear_branching_stem.jpg
Completed Image ====> 610.vetch2-bcfarmsandfood-350.jpg
Completed Image ====> 611.yellow-salsify-broadleaf-biennial-perennial-weed-detail-ed4e71e5_0.jpg
Completed Image ====> 612.hryra3805w.jpg
Completed Image ====> 613.star-wars-weed-control.jpg
Completed Image ====> 614.wildflowers-cats-ear-bladder-campion-red-clover-on-the-side-of-a-path-with-mountains-in-the-background-fulpmes-austria-MMB3D0.jpg
Completed Image ====> 615.Use-a-Knapsack-Sprayer-for-Lawn-Care.jpg
Completed Image ====> 616.catsear08.jpg
Completed Image ====> 617.Leycesteria_formosa.2.jpg
Completed Image ====> 618.maxresdefault.jpg
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Completed Image ====> 619.aquilegia1_24-5-2013.JPG
Completed Image ====> 620.weed-killers.jpg
Completed Image ====> 621.mouseear-chickweed-11495-weed1.jpg
Completed Image ====> 622.4-plantain-bcfarmsandfood-600x450.jpg
Completed Image ====> 623.Poa_annua.jpg
Completed Image ====> 624.catsear10.jpg
Completed Image ====> 625.Cichorium_intybus.1.jpg
Completed Image ====> 626.low_rosette_weed_27-4-2015_th.jpg
Completed Image ====> 627.100873658.jpg
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Completed Image ====> 628.maxresdefault.jpg
Completed Image ====> 629.lawn-weeds-header.jpg
Completed Image ====> 630.6-horsetail-bcfarmsandfood-600x450.jpg
Completed Image ====> 631.cats-ear-spotted-cats-ear-gosmore-hairy-cats-ear-spotted-cats-ear-hypochaeris-radicata-hypochoeris-radicata-blooming-germany-XB4BT9.jpg
Completed Image ====> 632.Spot-Spray-Weeds.jpg
Completed Image ====> 633.mouse_ear_chickweed_mature.jpg
Completed Image ====> 634.Tragopogon_spp.3.jpg
Completed Image ====> 635.unknown_rosette_Pratt_St_16-2-2019.JPG
Completed Image ====> 636.SIP949359.jpg
Completed Image ====> 637.Hieracium_albiflorum.jpg
Completed Image ====> 638.wild%20radish.jpg
Completed Image ====> 639.maxresdefault.jpg
Completed Image ====> 640.unknown_rosette_St_Pancras_Way_16-2-2019.JPG
Completed Image ====> 641.Physalis_peruviana.1.jpg
Completed Image ====> 642.101298339.jpg
Completed Image ====> 643.maxresdefault.jpg
Completed Image ====> 644.maxresdefault.jpg


Unfortunately all 1000 could not be downloaded because some images were not downloadable. 644 is all we got for this search filter!

Errors: 60

Purslane

keywords["keywords"] = "purslane"
purslane_paths = google_images.download(keywords)

Item no.: 1 --> Item name = purslane
Evaluating...
Getting you a lot of images. This may take a few moments...
Reached end of Page.
Starting Download...
Completed Image ====> 1.A1mZr5a-KdL._SX425_.jpg
Completed Image ====> 2.portulaca_oleracea_jacopo_venturagettyimages-crop.jpg
Completed Image ====> 3.purslane-vertical-jpg.jpg
Completed Image ====> 4.purslane-jpg.jpg
Completed Image ====> 5.forageharvestfeast-purslane-banner-panorama.jpg
Completed Image ====> 6.image-e1478826507715.jpeg
Completed Image ====> 7.purslane-weed-520x390.jpg
Completed Image ====> 8.2017-08-07-purslane-3-1024x768.jpg
Completed Image ====> 9.purslane-1.jpg
Completed Image ====> 10.purslane-all-mixed-up.jpg
Completed Image ====> 11.Flowering-Purslane-900x1200.jpg
Completed Image ====> 12.dsc_0045.jpg
Completed Image ====> 13.Green-Leaf-French-Purslane-1.jpg
Completed Image ====> 14.B9318213314Z.1_20150726075335_000_GEFBELDG9.1-0.jpg
Completed Image ====> 15.costa-farms-annuals-4purspnk4pk-64_1000.jpg
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Errors: 24

Lamb's Quarters

keywords["keywords"] = "lamb's quarters"
lambs_ear_paths = google_images.download(keywords)

Item no.: 1 --> Item name = lamb's quarters
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Completed Image ====> 352.chenopodium-album-lambs-quarters-melde-450w-1034298304.jpg
Completed Image ====> 353.Peronospora_variabilis_on_Lamb%27s_Quarters_-_Chenopodium_album_%2845372554682%29.jpg
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Completed Image ====> 357.lambs-quarters-picked-plate-600x399.jpg
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Completed Image ====> 359.Lambs_quarters001_RMueller.jpg
Completed Image ====> 360.magenta-lambs-quarters-tree-spinach-chenopodium-giganteum-red-coloured-CNRCTJ.jpg
Completed Image ====> 361.il_570xN_1090248669_2gts.jpg
Completed Image ====> 362.RMRS-2012-15.jpg
Completed Image ====> 363.35942340585_1bd7ed663e_b.jpg
Completed Image ====> 364.Lambs-Quarters-Netseed-Pitseed-Goosefoot-Chenopodium-Berlandieri-1-Annual-FORB-Amaranth-Family-Amaranthaceae-NORTH-CENTRAL-A.-Blooms-Jul-Sep-Wet-Prairies-Meadows-Dry-Full-sun-1-4ft.jpg
Completed Image ====> 365.imgbin-quinoa-chenopodium-pallidicaule-lambs-quarters-chenopodium-giganteum-organic-food-quinoa-wheat-field-material-8A4P6AycGd8WeFetuzm359CYB.jpg
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Completed Image ====> 484.lambsquarter1.jpg
Completed Image ====> 485.Chenopodium%20album%20L,%20Lamb%27s%20quarters-1-2008.jpg
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Completed Image ====> 487.Chenopodium-album-25101.jpg
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Completed Image ====> 518.lambs-quarters-chenopodium-album-michael-earney.jpg
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Completed Image ====> 529.Lambsquarters%20seedling.jpg
Completed Image ====> 530.stock-photo-plant-lamb-s-quarters-fan-hen-chenopodium-album-1147154342.jpg
Completed Image ====> 531.lambs-quarters.jpg
Completed Image ====> 532.Chenopodium-LB0806-7371.jpg
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Completed Image ====> 539.lambsquarters1.jpg
Completed Image ====> 540.Pest-Patrol-March-I_opt4-660x420.jpg
Completed Image ====> 541.800px-Chenopodium_berlandieri_(3767482897)_(2).jpg
Completed Image ====> 542.lambsquarters_098.jpg
Completed Image ====> 543.cooking-lambs-quarters.jpg
Completed Image ====> 544.what_is_this_plant_1_m7.jpg
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Completed Image ====> 549.lambqunn.jpg
Completed Image ====> 550.3-Common-Edible-Weeds-Traditional-Cooking-School-GNOWFGLINS-lambs-quarter.jpg
Completed Image ====> 551.chenopodium_album_2.jpg
Completed Image ====> 552.23ee.jpg
Completed Image ====> 553.lamb_s_quarters_in_los_angeles_vacant_lot.jpg
Completed Image ====> 554.Lambs-quarters-Chenopodium-album.jpg
Completed Image ====> 555.Chenopodium_album.4.jpg
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Completed Image ====> 556.lambs-quarters-chenopodium-album-04.jpg
Completed Image ====> 557.i283163839594790006._szw1280h1280_.jpg
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Completed Image ====> 558.lambquartersbeans.jpg
Completed Image ====> 559.chal_fl.jpg
Completed Image ====> 560.t600-Lamb's%20quarters.jpg
Completed Image ====> 561.lambs-quarters-cookstown-greens-edible-weeds.jpg
Completed Image ====> 562.chenopodiumalbumandchenopodiummurale2.jpg
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Completed Image ====> 565.lambs_quarters_magenta_spreen.jpg
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Completed Image ====> 567.500_F_239866380_yFIUIz8lIXN1mQVYci5w0oYq9GrOTsJH.jpg
Completed Image ====> 568.lambs-quarters-e1465160106881.jpg
Completed Image ====> 569.0004.jpg
Completed Image ====> 570.Wild_Vegetables-Pets-Lambs_Quarters.jpg
Completed Image ====> 571.stock-photo-bathua-lambs-quarters-kathmandu-nepal-may-1400533223.jpg
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Completed Image ====> 573.DSC_0005-001.JPG
Completed Image ====> 574.img_2113.jpg
Completed Image ====> 575.bwi-blws180789.jpg
Completed Image ====> 576.weeds_lq_seedling_zoom.jpg
Completed Image ====> 577.trim+tender+lambs+quarters+017+%282%29.JPG
Completed Image ====> 578.lambs_quarters_9sh25_083110_640x480.jpg
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Completed Image ====> 580.Fat-Hen-Garden-Weeds-G017706.jpg
Completed Image ====> 581.lambs-quarters-seed-the-weed-that-wasnt-lambsquarters-image-of-lambsquarters-plant-and-flower.jpg
Completed Image ====> 582.jsc%209810%20lamb's%20quarters%201.jpg
Completed Image ====> 583.Lambs-quarters.jpg
Completed Image ====> 584.lambs_quarters_5sh25_091310_640x480.jpg
Completed Image ====> 585.105824014_lambs-quarters---fat-hen-chenopodium-album-x-50-seeds-.jpg
Completed Image ====> 586.6888226697_9568cd21e0_o.jpg
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Completed Image ====> 587.lambs-quarters-seed-lambs-quarter-seeds-are-totally-safe-to-eat-but-there-are-two-cautions-to-keep-image-of-lambsquarters-plant-and-flower.jpg
Completed Image ====> 588.aid8858777-v4-728px-Eat-Lamb%27s-Quarters-Step-10.jpg


Unfortunately all 1000 could not be downloaded because some images were not downloadable. 588 is all we got for this search filter!

Errors: 53

London Rocket

keywords["keywords"] = "london rocket"
london_rocket_paths = google_images.download(keywords)

Item no.: 1 --> Item name = london rocket
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Getting you a lot of images. This may take a few moments...
Reached end of Page.
Starting Download...
Completed Image ====> 1.220px-Sisymbrium_irio_flower.JPG
Completed Image ====> 2.DSC_0085_-_Sisymbrium_irio_London_rocket_large.jpg
Completed Image ====> 3.IMG_4245_-_London_rocket_in_urban_environment_large.jpg
Completed Image ====> 4.london-form2.jpg
Completed Image ====> 5.london_rocket.jpg
Completed Image ====> 6.london-rocket-flower.jpg
Completed Image ====> 7.o_19ogl35m815objf016ih6ra4238.jpg
Completed Image ====> 8.494.jpg
Completed Image ====> 9.Sisymbrium_ir_300.jpg
Completed Image ====> 10.londonrocket1.jpg
Completed Image ====> 11.sisymbrium-irio1.jpg
Completed Image ====> 12.london-rocket-leaf.jpg
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Completed Image ====> 13.51P9kTHuD%2BL._SR600%2C315_PIWhiteStrip%2CBottomLeft%2C0%2C35_SCLZZZZZZZ_.jpg
Completed Image ====> 14.3982Sisymbrium-irio600x375.jpg
Completed Image ====> 15.William%20Mason%20Regional%20Park,%20Irvine,%20CA%202-17-08%20008.jpg
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Completed Image ====> 16.london-rocket-2.jpg
Completed Image ====> 17.london-rocket.jpg
Completed Image ====> 18.londonrocketDSCN5624.jpg
Completed Image ====> 19.g-london-rocket-plant-2.jpg
Completed Image ====> 20.DSC_0010_2_-_London_rocket_greens_large.jpg
Completed Image ====> 21.51P9kTHuD%2BL._AC_SY400_.jpg
Completed Image ====> 22.Huntington%20Central%20Park,%20Huntington%20Beach,%20CA%202-15-09%20017.jpg
Completed Image ====> 23.day-8-london-rocket-in-my-yard-1-8-19-1.jpg
Completed Image ====> 24.1043.jpeg
Completed Image ====> 25.Sisymbrium_ir_400.jpg
Completed Image ====> 26.Sisymbrium_irio_[IMG_2592].jpg
Completed Image ====> 27.3860Sisymbrium-irio600x375.jpg
Completed Image ====> 28.London-Rocket.jpg
Completed Image ====> 29.140309sv.jpg
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Completed Image ====> 30.38639.jpg
Completed Image ====> 31.o_19ogl3ape1f4f1knlnc48ik1a98h.jpg
Completed Image ====> 32.maxresdefault.jpg
Completed Image ====> 33.londonrocket3.jpg
Completed Image ====> 34.london_rocket_bloom.jpg
Completed Image ====> 35.london-rocket1.jpg
Completed Image ====> 36.london_rocket_group.jpg
Completed Image ====> 37.f14605.jpg
Completed Image ====> 38.S120_29206a.jpg
Completed Image ====> 39.day-8-london-rocket-in-my-yard-1-8-19-2.jpg
Completed Image ====> 40.5c86b5627f629.image.jpg
Completed Image ====> 41.c86d9c.jpg
Completed Image ====> 42.1044.jpeg
Completed Image ====> 43.day-8-london-rocket-in-my-yard-1-8-19-3.jpg
Completed Image ====> 44.IMG_20180324_102901.jpg
Completed Image ====> 45.londonrocket4.jpg
Completed Image ====> 46.il_794xN.1506577530_kluz.jpg
Completed Image ====> 47.false-london-rocket-sisymbrium-loeselii-brassicaceae-CTMHBW.jpg
Completed Image ====> 48.cb_londrkt03f.jpg
Completed Image ====> 49.London%20Rocket.jpg
Completed Image ====> 50.London-Rocket-Kramer-Junction-Feb-2014_0.jpg
Completed Image ====> 51.3654Sisymbrium-irio600x377.jpg
Completed Image ====> 52.140309ss.jpg
Completed Image ====> 53.il_794xN.1227097048_e0cv.jpg
Completed Image ====> 54.5601383082_859b2daa06_b.jpg
Completed Image ====> 55.london-fruit.jpg
Completed Image ====> 56.DSC_0157_-_London_rocket_Pesto_on_pork_chop_breaded_with_toasted_ground_London_rocket_seed_large.jpg
Completed Image ====> 57.londonrocket.jpg
Completed Image ====> 58.original.jpeg
Completed Image ====> 59.3850Sisymbrium-irio600x375.jpg
Completed Image ====> 60.15FU4685o.jpg
Completed Image ====> 61.large.jpg
Completed Image ====> 62.4341089426_5707f36f5f_z.jpg
Completed Image ====> 63.da6811590f132add2ddcdb28404f5341.jpg
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Completed Image ====> 64.vd7-2989633.jpg
Completed Image ====> 65.SSYIR-Sisymbrium_irio_t.jpg
Completed Image ====> 66.London%20Rocket%2C%20Sisymbrium%20irio-L.jpg
Completed Image ====> 67.weed-LondonRocket1.jpg
Completed Image ====> 68.IMG_20180325_094411-1.jpg
Completed Image ====> 69.Sisymbrium-irio_London-rocket_JM-DiTomaso.jpg
Completed Image ====> 70.S120_29654a.jpg
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Completed Image ====> 72.Sisymbrium-irio-20080320_600.JPG
Completed Image ====> 73.londonrocketplant.jpg
Completed Image ====> 74.London_Rocket001_RMueller.jpg
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Completed Image ====> 76.londonrock.jpg
Completed Image ====> 77.London%20Rocket%2C%20Sisymbrium%20irio-L.jpg
Completed Image ====> 78.London_Rocket002_RMueller.jpg
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Completed Image ====> 79.weed-london-rocket-2-edited-for-book.jpg
Completed Image ====> 80.Sisymbrium%20loeselii%20Sagaredzjo%2C%20Imeretien%2C%20Georgia%2020180428_3135.jpg
Completed Image ====> 81.london-rocket-sisymbrium-irio-growing-in-sand-in-umm-al-quwayn-uae-H29K4J.jpg
Completed Image ====> 82.London%20Rocket.jpg
Completed Image ====> 83.409a41.jpg
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Completed Image ====> 619.vintage-street-style-london-rocket-originals-sophia-blue-wedge-sandals-navy-1940s-1950s-handbag-hat-chiffon-scarf.jpg
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Completed Image ====> 629.tOMwMEu2Dcqfr2PxVKu0BlLz6FBUIamZsQRQhDSX1Kg.jpg


Unfortunately all 1000 could not be downloaded because some images were not downloadable. 629 is all we got for this search filter!

Errors: 37

Sow Thistle

keywords["keywords"] = "smooth sow thistle"
sow_thistle_paths = google_images.download(keywords)

Item no.: 1 --> Item name = smooth sow thistle
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Getting you a lot of images. This may take a few moments...
Reached end of Page.
Starting Download...
Completed Image ====> 1.sowthistle_smooth.jpg
Completed Image ====> 2.SowThistle(Smooth)_DSC07766p1.JPG
Completed Image ====> 3.9652.jpg
Completed Image ====> 4.SowThistle(Smooth)_eastLancsRd_2010_09_21_003p9.jpg
Completed Image ====> 5.Sow-thistle,%20Smooth%20(Sonchus%20oleraceus)%20Church%20Walk%20Sapcote%20SP%204894%209320%20(taken%2011.10.2008).JPG
Completed Image ====> 6.Smooth_Sow_Thistle_sw_080716_60983c.jpg
Completed Image ====> 7.SowThistle(Smooth)_2010_09_05_Wigan_Parbold_BurscoughBridge_018p2.jpg
Completed Image ====> 8.sonch_oler.jpg
Completed Image ====> 9.large_Sowthistle1.jpg
Completed Image ====> 10.SowThistle(Smooth)_2009_04_03_BoatCrawl_LancasterCanal_KenBirchs_540p6.jpg
Completed Image ====> 11.sonchus_oleraceus_smooth_sow_thistle.jpg
Completed Image ====> 12.1200px-Sonchus_February_2008-1.jpg
Completed Image ====> 13.SowThistle(Smooth)_2009_04_03_BoatCrawl_LancasterCanal_KenBirchs_542p6.jpg
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Completed Image ====> 14.web%208.jpg
Completed Image ====> 15.5374204_8c2e7bdd.jpg
Completed Image ====> 16.Sow-Thistle-8.jpg
Completed Image ====> 17.common_sow_thistle_plant1.jpg
Completed Image ====> 18.Sow-thistle,%20Prickly%20(Sonchus%20asper)%20Old%20Fosse%20Sapcote%20SP%204909%209166%20(taken%202.6.2006)..JPG
Completed Image ====> 19.web%202.jpg
Completed Image ====> 20.flowering-tops-of-smooth-sow-thistle-sonchus-oleraceus-the-leaves-J4Y65Y.jpg
Completed Image ====> 21.Sow-Thistle-4.jpg
Completed Image ====> 22.ece0de.jpg
Completed Image ====> 23.Sow-thistle-Prickly-1.jpg
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Completed Image ====> 25.p18mjkdkkn9251qh3lht1n8m13sv3.jpg
Completed Image ====> 26.flowering-top-of-smooth-sow-thistle-sonchus-oleraceus-young-leaves-edible-as-a-foraged-food-common-uk-european-weed-T5KTH3.jpg
Completed Image ====> 27.Smooth%20Sowthistle.jpeg
Completed Image ====> 28.IMG_20190528_103650946.jpg
Completed Image ====> 29.sonchus_oleraceus_smooth_sow_thistle_common_flower_plant_side_view_19-09-08.jpg
Completed Image ====> 30.2011-06-23%20at%2012-41-40.jpeg
Completed Image ====> 31.ecf0a7.jpg
Completed Image ====> 32.flowering-top-of-smooth-sow-thistle-sonchus-oleraceus-young-leaves-edible-as-a-foraged-food-common-uk-european-weed-T5KTHD.jpg
Completed Image ====> 33.smooth_sowthistle_IMGP0261.jpg
Completed Image ====> 34.p179q2ticb1lro1rlg1koq1j3v18pf3l.jpg
Completed Image ====> 35.yellow-flowered-smooth-sow-thistle-sonchus-oleraceus-is-a-member-of-J0NPFP.jpg
Completed Image ====> 36.Common_sowthistle___Sonchus_oleraceus-005.JPG
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Completed Image ====> 37.IMG_1747.JPG
Completed Image ====> 38.yellow-flowers-flowering-top-of-smooth-sow-thistle-sonchus-oleraceus-young-leaves-edible-as-a-foraged-food-common-uk-european-weed-T7A95H.jpg
Completed Image ====> 39.sonchus_oleraceus_smooth_sow_thistle_close.jpg
Completed Image ====> 40.sonchus-oleraceus1.jpg
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Completed Image ====> 41.SS2521204.jpg
Completed Image ====> 42.Smooth-sow-thistle-seedling.jpg
Completed Image ====> 43.FOOD_sowthistle-1024x673.jpg
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Completed Image ====> 49.smooth-sow-thistle-sonchus-oleraceus-flowers-XE1RR3.jpg
Completed Image ====> 50.Sow-thistle-Smooth-1.jpg
Completed Image ====> 51.smooth-sow-thistle-sonchus-oleraceus-yellow-soft-79333227.jpg
Completed Image ====> 52.Common%20Sowthistle.jpg
Completed Image ====> 53.smooth_sow_thistle.jpg
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Completed Image ====> 55.29139600124_115d1a9af8_b.jpg
Completed Image ====> 56.yellow-flowered-smooth-sow-thistle-sonchus-oleraceus-is-a-member-of-J0NPG2.jpg
Completed Image ====> 57.common-sow-thistle-leaves.jpg
Completed Image ====> 58.5374202_0b7ad895.jpg
Completed Image ====> 59.common-sow-thistle-plant.jpg
Completed Image ====> 60.72225205.jpg
Completed Image ====> 61.SNCOL-Sonchus_oleraceus_t.jpg
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Completed Image ====> 63.IMG_1917.JPG
Completed Image ====> 64.Pricklysow-croprotect.jpg
Completed Image ====> 65.Smooth%20Sowthistle_P1020431.jpeg
Completed Image ====> 66.bd78cc.jpg
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Completed Image ====> 68.329121.jpg
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Completed Image ====> 70.ed85f8.jpg
Completed Image ====> 71.smooth_sowthistle_2909t_r22.jpg
Completed Image ====> 72.24.jpg
Completed Image ====> 73.29010992-smooth-sow-thistle-conchus-oleraceus-inflorescence.jpg
Completed Image ====> 74.Sonchus%20oleraceus%20Chersonesos%2C%20Sevastopol%2C%20Crimea%2C%20Russia%2020150914_0096.jpg
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Completed Image ====> 76.3535847370_6391db8170_b.jpg
Completed Image ====> 77.80125617.jpg
Completed Image ====> 78.Smooth-Sowthistle2.jpg
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Completed Image ====> 81.young-sonchus-oleraceus-common-sowthistle-sow-thistle-smooth-annual-hare-s-colwort-other-names-milky-tassel-milk-soft-swinies-117936556.jpg
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Completed Image ====> 83.IMG_1964.JPG
Completed Image ====> 84.sonchus-oleraceus1.jpg
Completed Image ====> 85.jcs-sonchus-oleraceus-63325.jpg
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Completed Image ====> 398.Smooth-Hawk_2700_s_2D00_beard-RM-10_2D00_7_2D00_15-HTV-_2800_39_2900_.jpg
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Completed Image ====> 416.Sonchus_arvensis,I_MWS28869.jpg
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Completed Image ====> 418.Gall_on_SonchusLeaves_2018_07_21_Ainsdale_GreenBeach_Botanisin_262p1.jpg
Completed Image ====> 419.red-sorrel-11621-p1010765.jpg
Completed Image ====> 420.Cats-ear-and-dandelion.jpg
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Completed Image ====> 447.sonchus-arvensis.jpg
Completed Image ====> 448.Majjistral%20June%202014%20(27).jpg
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Completed Image ====> 450.Sonchus%20oleraceus%204%2C%20Gewone%20melkdistel%2C%20Saxifraga-Jan%20van%20der%20Straaten.jpg
Completed Image ====> 451.Golovinomyces_sonchicola_mic1.jpg
Completed Image ====> 452.3598637700_77b4e28e18_z.jpg
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Completed Image ====> 494.15.jpg
URLError on an image...trying next one... Error: <urlopen error unknown url type: x-raw-image>
Completed Image ====> 495.SowThistle(Prickly)_2010_09_05_Wigan_Parbold_BurscoughBridge_040p3.jpg
Completed Image ====> 496.opium-lettuce-Lactuca-Serriola.jpg
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URLError on an image...trying next one... Error: HTTP Error 403: Forbidden
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Completed Image ====> 551.Sonchus%20oleraceus%20Yevpatoria%2C%20Crimea%2C%20Russia%2020150910_0219.jpg
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Completed Image ====> 553.ssthistle.png
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Completed Image ====> 562.Prickly%20sow%20thistle_LR_29.jpeg
Completed Image ====> 563.Closer-view-of-flower-of-Prickly-sow-thistle.jpg
Completed Image ====> 564.img_1458.jpg
Completed Image ====> 565.SmoothHawksbeard.jpg
Completed Image ====> 566.87186da60d4d275c993d6bf2e3614439--wild-edibles-medicinal-herbs.jpg
Completed Image ====> 567.winterhel-1.jpeg
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Completed Image ====> 581.smooth-sowthistle-seeds.JPG
Completed Image ====> 582.Sonchus%20oleraceus%204%2C%20Gewone%20melkdistel%2C%20Saxifraga-Jan%20van%20der%20Straaten.jpg
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Completed Image ====> 585.Leaves-of-Prickly-sow-thistle.jpg
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Completed Image ====> 593.Creeping-Thistle-RM-10_2D00_7_2D00_15-HTV-_2800_30_2900_.jpg
Completed Image ====> 594.nbnr_teasel_477x670.jpg
Completed Image ====> 595.geranium_molle_rosette_centre_close-up_30-1-2019_th.JPG
Completed Image ====> 596.Sonchus%20palustris%20Lagunens%20sm%C3%A5b%C3%A5tshamn%2C%20Ribersborg%2C%20Malm%C3%B6%2C%20Sk%C3%A5ne%2C%20Sweden%2020160725_0026.jpg
Completed Image ====> 597.rosette_750.jpg
Completed Image ====> 598.IMG_4393-Prickly-Sow-thistle-Sonchus-asper-at-post-box-Drumbeg-Stores-9-6-17.jpg
Completed Image ====> 599.5985044b-67df-48ad-bc53-5f253f0672ad.jpg
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Completed Image ====> 614.Kerr-PoisonousPlants1007-2005-13.jpg
Completed Image ====> 615.Sonchus%20palustris%20Lagunens%20sm%C3%A5b%C3%A5tshamn%2C%20Ribersborg%2C%20Malm%C3%B6%2C%20Sk%C3%A5ne%2C%20Sweden%2020160725_0032.jpg
Completed Image ====> 616.rosette_smooth_sow_thistle_2-12-2017_th.JPG
Completed Image ====> 617.SNCOL-Leaf03b.jpg
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Completed Image ====> 627.wall-group-web.jpg
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Completed Image ====> 629.web%205.jpg
Completed Image ====> 630.fieldsowthistseedhd300.jpg
Completed Image ====> 631.Leaf158.jpg
Completed Image ====> 632.Lactuca%20macrophylla%20Banvallen%2C%20Ribersborg%2C%20Malm%C3%B6%2C%20Sk%C3%A5ne%2C%20Sweden%2020180612_5.jpg
Completed Image ====> 633.50716178_245205593069909_667013002427659958_n.jpg
Completed Image ====> 634.15056529_1841355912759707_1091743041254850560_n.jpg
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Completed Image ====> 636.34137.jpg
Completed Image ====> 637.sonchus_oleraceus_smooth_sow-thistle_055891c66.jpg
Completed Image ====> 638.sonchus-arvensis.jpg
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Completed Image ====> 642.comparison_of_weed_roots_25-4-2015.jpg
Completed Image ====> 643.Sonchus%20palustris%20Lertagsdammen%2C%20Klagshamns%20udde%2C%20Malm%C3%B6%2C%20Sk%C3%A5ne%2C%20Sweden%2020140808_0109.jpg
Completed Image ====> 644.DXeKiImWsAArMaF.jpg
Completed Image ====> 645.d356c865bea0667d6be27f8f5cbc1396--smooth-thistles.jpg
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Completed Image ====> 647.sonchus_arvensis_perennial_sow_thistle_corn_leaf_06-07-04.jpg
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Completed Image ====> 660.RockSamphire083.jpg
Completed Image ====> 661.web%2013.jpg


Unfortunately all 1000 could not be downloaded because some images were not downloadable. 661 is all we got for this search filter!

Errors: 33

Checking the Images

for classification in weed_path.iterdir():
    verify_images(classification, delete=True, max_size=500)
cannot identify image file <_io.BufferedReader name='/home/athena/data/datasets/images/weeds/lambs-quarters/188.crop_common_lambsquarters_2_robert_videki_doronicum_kft_bugwood.jpg'>
cannot identify image file <_io.BufferedReader name='/home/athena/data/datasets/images/weeds/lambs-quarters/111.crop_common_lambsquarters_robert_videki_doronicum_kft_bugwood.jpg'>
/home/athena/.virtualenvs/In-Too-Deep/lib/python3.7/site-packages/PIL/Image.py:1018: UserWarning: Couldn't allocate palette entry for transparency
  warnings.warn("Couldn't allocate palette entry " +
/home/athena/.virtualenvs/In-Too-Deep/lib/python3.7/site-packages/PIL/Image.py:1018: UserWarning: Couldn't allocate palette entry for transparency
  warnings.warn("Couldn't allocate palette entry " +
/home/athena/.virtualenvs/In-Too-Deep/lib/python3.7/site-packages/PIL/Image.py:1018: UserWarning: Couldn't allocate palette entry for transparency
  warnings.warn("Couldn't allocate palette entry " +
/home/athena/.virtualenvs/In-Too-Deep/lib/python3.7/site-packages/PIL/Image.py:1018: UserWarning: Couldn't allocate palette entry for transparency
  warnings.warn("Couldn't allocate palette entry " +
cannot identify image file <_io.BufferedReader name='/home/athena/data/datasets/images/weeds/purslane/61.VELEA19595_3.jpg'>
/home/athena/.virtualenvs/In-Too-Deep/lib/python3.7/site-packages/PIL/Image.py:1018: UserWarning: Couldn't allocate palette entry for transparency
  warnings.warn("Couldn't allocate palette entry " +
Corrupt EXIF data.  Expecting to read 4 bytes but only got 0. 
/home/athena/.virtualenvs/In-Too-Deep/lib/python3.7/site-packages/PIL/Image.py:1018: UserWarning: Couldn't allocate palette entry for transparency
  warnings.warn("Couldn't allocate palette entry " +
cannot identify image file <_io.BufferedReader name='/home/athena/data/datasets/images/weeds/dandelion/568.775759.jpg'>
/home/athena/.virtualenvs/In-Too-Deep/lib/python3.7/site-packages/PIL/Image.py:965: UserWarning: Palette images with Transparency   expressed in bytes should be converted to RGBA images
  ' expressed in bytes should be converted ' +
/home/athena/.virtualenvs/In-Too-Deep/lib/python3.7/site-packages/PIL/Image.py:1018: UserWarning: Couldn't allocate palette entry for transparency
  warnings.warn("Couldn't allocate palette entry " +
/home/athena/data/datasets/images/weeds/cats-ear/298.Ammi-majus.jpg: Removing corrupt EXIF data
/home/athena/.virtualenvs/In-Too-Deep/lib/python3.7/site-packages/PIL/Image.py:1018: UserWarning: Couldn't allocate palette entry for transparency
  warnings.warn("Couldn't allocate palette entry " +
cannot identify image file <_io.BufferedReader name='/home/athena/data/datasets/images/weeds/smooth-sow-thistle/554.Sonchus%20oleraceus%20Smooth%20Sow-thistle%20p8200764%20thumb.jpg'>
cannot identify image file <_io.BufferedReader name='/home/athena/data/datasets/images/weeds/smooth-sow-thistle/431.Sonchus%20oleraceus%20Smooth%20Sow-thistle%20p8200764%20thumb.jpg'>
cannot identify image file <_io.BufferedReader name='/home/athena/data/datasets/images/weeds/london-rocket/510.UK-009916_large.jpg'>

View the Data

numpy.random.seed(42)
data = ImageDataBunch.from_folder(weed_path, train=".", valid_pct=0.2,
        ds_tfms=get_transforms(), size=224, num_workers=4).normalize(imagenet_stats)

print(data.classes)
['cats-ear', 'dandelion', 'lambs-quarters', 'london-rocket', 'purslane', 'smooth-sow-thistle']
data.show_batch(rows=3, figsize=(7, 8))

show_batch.png

show_batch.png

print("Classes:")
for classification in data.classes:
    print(f" - {classification}")
print(f"\nNumber of Classes: {data.c}"
      "\nSize of Training"
      f" Set: {len(data.train_ds):,}\nSize of validation set: "
      f"{len(data.valid_ds):,}")

Classes:

  • cats-ear
  • dandelion
  • lambs-quarters
  • london-rocket
  • purslane
  • smooth-sow-thistle

Number of Classes: 6 Size of Training Set: 3,112 Size of validation set: 777

The Resnet 34 Model

model = cnn_learner(data, models.resnet34, metrics=error_rate)
model.fit_one_cycle(4)
model.save('stage-1')
model.unfreeze()
print(model.lr_find())
LR Finder is complete, type {learner_name}.recorder.plot() to see the graph.
None
model.recorder.plot()

learning.png

learning.png

model.fit_one_cycle(2, max_lr=slice(3e-5,3e-4))
model.save('stage-2')

Interpretation

interp = ClassificationInterpretation.from_learner(model)
interp.plot_confusion_matrix()

# Out[88]: confusion_matrix.png

confusion_matrix.png

Looking at the mistakes

If you go and look at the actual images, you'll find that despite our reliance on google as the arbiter of search, there's a pretty large number of images that are wrong (for Cat's Ear this is a place where the prevelance of images of cats becomes a particular problem).

Take Two

It seems to struggle with Cat's Ear, which might not be surprising since it is one of the "false dandelions", although that fact would suggest that it would be misidentified as a dandelion, which wasn't generally the case. For dandelions it did provide the most false positives, but for the other plants "Smooth Sow Thistle" seems to have been the most problematic.

data = ImageDataBunch.from_folder(weed_path, train=".", valid_pct=0.2,
        ds_tfms=get_transforms(), size=224, num_workers=4).normalize(imagenet_stats)

model = cnn_learner(data, models.resnet34, metrics=error_rate)

model.fit_one_cycle(4)

model.save('stage-1')

model.unfreeze()
print(model.lr_find())
LR Finder is complete, type {learner_name}.recorder.plot() to see the graph.
None
model.recorder.plot()

learning_2.png

model.fit_one_cycle(2, max_lr=slice(3e-5,3e-4))
model.save('stage-2')

Interpretation

interp = ClassificationInterpretation.from_learner(model)
interp.plot_confusion_matrix()

End

Source

The original lesson was created by Francisco Ingham and Jeremy Howard. Inspired by Adrian Rosebrock. It accompanies Fast Ai Lesson 2.

from fastai.widgets import *

db = (ImageList.from_folder(path) .no_split() .label_from_folder() .transform(get_transforms(), size=224) .databunch() )

learn_cln = cnn_learner(db, models.resnet34, metrics=error_rate)

learn_cln.load('stage-2');

ds, idxs = DatasetFormatter().from_toplosses(learn_cln)

ImageCleaner(ds, idxs, path)

ds, idxs = DatasetFormatter().from_similars(learn_cln)

ImageCleaner(ds, idxs, path, duplicates=True)

learn.export()

defaults.device = torch.device('cpu')

img = open_image(path/'black'/'00000021.jpg') img

learn = load_learner(path)

pred_class,pred_idx,outputs = learn.predict(img) pred_class

learn = cnn_learner(data, models.resnet34, metrics=error_rate)

learn.fit_one_cycle(1, max_lr=0.5)

learn = cnn_learner(data, models.resnet34, metrics=error_rate)

learn.fit_one_cycle(5, max_lr=1e-5)

learn.recorder.plot_losses()

learn = cnn_learner(data, models.resnet34, metrics=error_rate, pretrained=False)

learn.fit_one_cycle(1)

np.random.seed(42) data = ImageDataBunch.from_folder(path, train=".", valid_pct=0.9, bs=32, ds_tfms=get_transforms(do_flip=False, max_rotate=0, max_zoom=1, max_lighting=0, max_warp=0 ),size=224, num_workers=4).normalize(imagenet_stats)

learn = cnn_learner(data, models.resnet50, metrics=error_rate, ps=0, wd=0) learn.unfreeze()

learn.fit_one_cycle(40, slice(1e-6,1e-4))