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{
"cells": [
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"metadata": {
"hide_input": false
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"cell_type": "markdown",
"source": "# Creating your own dataset from Google Images - Hummingbird Species of Trinidad and Tobago\n*by: Nissan Dookeran based on the lesson2_download notebook*\n\n**Original notebook by: Francisco Ingham and Jeremy Howard. Inspired by [Adrian Rosebrock](https://www.pyimagesearch.com/2017/12/04/how-to-create-a-deep-learning-dataset-using-google-images/)**"
},
{
"metadata": {
"hide_input": true
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"cell_type": "markdown",
"source": "I use Lesson 2 notebook to see how to easily create an image dataset through Google Images for 9 of the species of hummingbirds in Trinidad and Tobago."
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## Get a list of URLs"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "### Search and scroll"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "I followed the instructions as given:\n\nGo to [Google Images](http://images.google.com) and search for the images you are interested in. The more specific you are in your Google Search, the better the results and the less manual pruning you will have to do.\n\nScroll down until you've seen all the images you want to download, or until you see a button that says 'Show more results'. All the images you scrolled past are now available to download. To get more, click on the button, and continue scrolling. The maximum number of images Google Images shows is 700.\n\nIt is a good idea to put things you want to exclude into the search query, for instance if you are searching for the Eurasian wolf, \"canis lupus lupus\", it might be a good idea to exclude other variants:\n\n \"canis lupus lupus\" -dog -arctos -familiaris -baileyi -occidentalis\n\nYou can also limit your results to show only photos by clicking on Tools and selecting Photos from the Type dropdown."
},
{
"metadata": {},
"cell_type": "markdown",
"source": "### Download into file"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "Now you must run some Javascript code in your browser which will save the URLs of all the images you want for you dataset.\n\nPress <kbd>Ctrl</kbd><kbd>Shift</kbd><kbd>J</kbd> in Windows/Linux and <kbd>Cmd</kbd><kbd>Opt</kbd><kbd>J</kbd> in Mac, and a small window the javascript 'Console' will appear. That is where you will paste the JavaScript commands.\n\nYou will need to get the urls of each of the images. You can do this by running the following commands:\n\n```javascript\nurls = Array.from(document.querySelectorAll('.rg_di .rg_meta')).map(el=>JSON.parse(el.textContent).ou);\nwindow.open('data:text/csv;charset=utf-8,' + escape(urls.join('\\n')));\n```"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "### Create directory and upload urls file into your server"
},
{
"metadata": {
"hide_input": false,
"trusted": false
},
"cell_type": "code",
"source": "from fastai import *\nfrom fastai.vision import *",
"execution_count": 1,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "Choose an appropriate name for your labeled images. You can run these steps multiple times to grab different labels."
},
{
"metadata": {
"trusted": false
},
"cell_type": "code",
"source": "folder = 'ruby_topaz'\nfile = 'urls_ruby_topaz.txt'\npath = Path('data/hummingbirds')\ndest = path/folder\ndest.mkdir(parents=True, exist_ok=True)\ndownload_images(path/file, dest, max_pics=200)",
"execution_count": 2,
"outputs": [
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"data": {
"text/html": "\n <div>\n <style>\n \t/* Turns off some styling */\n \tprogress {\n\n \t/* gets rid of default border in Firefox and Opera. */\n \tborder: none;\n\n \t/* Needs to be in here for Safari polyfill so background images work as expected. */\n \tbackground-size: auto;\n }\n\n .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n background: #F44336;\n }\n </style>\n <progress value='200' class='' max='200', style='width:300px; height:20px; vertical-align: middle;'></progress>\n 100.00% [200/200 00:18<00:00]\n </div>\n ",
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"text": "Error https://c8.alamy.com/comp/DXRND7/ruby-topaz-hummingbird-chrysolampus-mosquitus-hovering-while-feeding-DXRND7.jpg 'content-length'\nError https://c8.alamy.com/comp/HMF8R0/male-ruby-topaz-hummingbird-chrysolampis-mosquitus-trinidad-tobago-HMF8R0.jpg 'content-length'\nError https://c8.alamy.com/comp/B9N6T8/male-ruby-topaz-hummingbird-perched-on-twig-curacao-dutch-antilles-B9N6T8.jpg 'content-length'\nError https://c8.alamy.com/comp/PRFHND/female-ruby-topaz-hummingbird-in-flight-PRFHND.jpg 'content-length'\nError https://static2.bigstockphoto.com/1/2/2/large1500/221025241.jpg 'content-length'\nError https://c8.alamy.com/comp/PRFJ97/ruby-topaz-hummingbird-with-his-tail-flared-PRFJ97.jpg 'content-length'\n"
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"cell_type": "code",
"source": "folder = 'long_billed_starthroat'\nfile = 'urls_long_billed_starthroat.txt'\npath = Path('data/hummingbirds')\ndest = path/folder\ndest.mkdir(parents=True, exist_ok=True)\ndownload_images(path/file, dest, max_pics=200)",
"execution_count": 3,
"outputs": [
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"text/html": "\n <div>\n <style>\n \t/* Turns off some styling */\n \tprogress {\n\n \t/* gets rid of default border in Firefox and Opera. */\n \tborder: none;\n\n \t/* Needs to be in here for Safari polyfill so background images work as expected. */\n \tbackground-size: auto;\n }\n\n .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n background: #F44336;\n }\n </style>\n <progress value='200' class='' max='200', style='width:300px; height:20px; vertical-align: middle;'></progress>\n 100.00% [200/200 00:13<00:00]\n </div>\n ",
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"text": "Error https://c8.alamy.com/comp/BFJ1RF/long-billed-starthroat-heliomaster-longirostris-feeding-at-a-flower-BFJ1RF.jpg 'content-length'\nError https://c8.alamy.com/comp/EE0GWA/long-billed-starthroat-hummingbird-heliomaster-longirostris-single-EE0GWA.jpg 'content-length'\nError https://c8.alamy.com/comp/B3FNMB/long-billed-starthroat-heliomaster-longirostris-male-in-flight-B3FNMB.jpg 'content-length'\nError http://www.pixoto.com/images-photography/animals/birds/long-billed-starthroat-4598773698265088.jpg 'content-length'\nError https://c8.alamy.com/comp/B3GDDY/long-billed-starthroat-heliomaster-longirostris-in-flight-B3GDDY.jpg 'content-length'\nError https://www.photo.net/long-billed-starthroat-seeking-critique-cooper-ray-10329125-photo.jpg 'content-length'\nError https://c8.alamy.com/comp/HFAD17/long-billed-starthroat-heliomaster-longirostris-hummingbird-HFAD17.jpg 'content-length'\nError http://www.sugar-beach.com/wp-content/uploads/2011/11/a-long-billed-starthroat-shows-a-glimmer-of-red-gorget.jpg 'content-length'\nError https://static1.bigstockphoto.com/0/6/1/large1500/160048319.jpg 'content-length'\nError https://c8.alamy.com/comp/B3FP2G/long-billed-starthroat-heliomaster-longirostris-male-in-flight-B3FP2G.jpg 'content-length'\nError https://s3.amazonaws.com/media.jungledragon.com/images/1429/25850_medium.jpg?AWSAccessKeyId=05GMT0V3GWVNE7GGM1R2&Expires=1533168010&Signature=HsfA7Gj163bgMbZAyaicXCoBSgo%3D 'content-length'\nError https://lookaside.fbsbx.com/lookaside/crawler/media/?media_id=1150814838317082 'content-length'\nError https://www.photo.net/female-long-billed-star-throat-seeking-critique-cooper-ray-10903273-photo.jpg 'content-length'\nError https://c7.alamy.com/comp/XCCYTY/long-billed-starthroat-heliomaster-longirostris-digital-composite-trinidad-XCCYTY.jpg 'content-length'\nError http://www.tropicalbirding.com/wp-content/blogs.dir/1/files/central-south-amer-northern-peru-photo-tour/1806131119051Long-billed_Starthroat_BH2U2922.jpg 'content-length'\nError https://thumbs.imagekind.com/canvas2/blurred/945022bf-cd89-4083-9647-d1197339a216_13_650/Longbilled-Starthroat-Heliomaster-longirostris_art.png?v=04102014-1492067539 'content-length'\n"
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"cell_type": "code",
"source": "folder = 'black_throated_mango'\nfile = 'urls_black_throated_mango.txt'\npath = Path('data/hummingbirds')\ndest = path/folder\ndest.mkdir(parents=True, exist_ok=True)\ndownload_images(path/file, dest, max_pics=200)",
"execution_count": 4,
"outputs": [
{
"data": {
"text/html": "\n <div>\n <style>\n \t/* Turns off some styling */\n \tprogress {\n\n \t/* gets rid of default border in Firefox and Opera. */\n \tborder: none;\n\n \t/* Needs to be in here for Safari polyfill so background images work as expected. */\n \tbackground-size: auto;\n }\n\n .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n background: #F44336;\n }\n </style>\n <progress value='200' class='' max='200', style='width:300px; height:20px; vertical-align: middle;'></progress>\n 100.00% [200/200 00:21<00:00]\n </div>\n ",
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"output_type": "stream",
"text": "Error http://www.canopytower.com/images/Black-throated_Mango_11_600_US.jpg 'content-length'\nError http://www.canopytower.com/images/Black-throated_Mango_2_600_US.jpg 'content-length'\nError https://s1.stabroeknews.com/images/2017/11/Black-throated-Mango.jpg 'content-length'\nError https://c8.alamy.com/comp/E551PN/black-throated-mango-anthracothorax-nigricollis-adult-female-perched-E551PN.jpg 'content-length'\nError https://c8.alamy.com/comp/DXRNDB/black-throated-mango-hummingbird-anthracothorax-nigricollis-hovering-DXRNDB.jpg 'content-length'\nError https://c8.alamy.com/comp/DXRNDE/black-throated-mango-hummingbird-anthracothorax-nigricollis-hovering-DXRNDE.jpg 'content-length'\nError https://c8.alamy.com/comp/DWWJ47/black-throated-mango-hummingbird-in-tobago-anthracothorax-nigricollis-DWWJ47.jpg 'content-length'\nError https://images.freeart.com/comp/art-print/fa8152495/black-throated-mango-hummingbird-anthracothorax-nigricollis.jpg 'content-length'\nError https://steemitimages.com/0x0/https://cdn.steemitimages.com/DQmSyUbTsC3zbJv7k1zdc41AL3P1Fr5fURjdck7kUz3q3VJ/2U0B1392_L.jpg 'content-length'\nError https://static3.bigstockphoto.com/8/4/2/large1500/248725135.jpg 'content-length'\nError https://c8.alamy.com/comp/M90MTD/zwartkeelmango-adult-mannetje-zwevend-boven-voedersilo-tobago-black-throated-mango-adult-male-hovering-above-feeder-tobago-M90MTD.jpg 'content-length'\nError https://c8.alamy.com/comp/DXRNDR/black-throated-mango-hummingbird-anthracothorax-nigricollis-hovering-DXRNDR.jpg 'content-length'\nError http://c8.alamy.com/comp/CFACK8/black-throated-mango-anthracothorax-nigricollis-nigricollis-flying-CFACK8.jpg 'content-length'\nError https://lookaside.fbsbx.com/lookaside/crawler/media/?media_id=1114559628609270 'content-length'\nError https://c8.alamy.com/comp/FAYTBK/male-black-throated-mango-hummingbird-FAYTBK.jpg 'content-length'\nError https://c8.alamy.com/comp/J0NG33/a-male-black-throated-mango-anthracothorax-nigricollis-perched-on-J0NG33.jpg 'content-length'\nError https://images.freeart.com/comp/art-print/fa29650220/hummingbird-flying-against-black-background.jpg 'content-length'\n"
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"trusted": false
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"cell_type": "code",
"source": "folder = 'tufted_coquette'\nfile = 'urls_tufted_coquette.txt'\npath = Path('data/hummingbirds')\ndest = path/folder\ndest.mkdir(parents=True, exist_ok=True)\ndownload_images(path/file, dest, max_pics=200)",
"execution_count": 5,
"outputs": [
{
"data": {
"text/html": "\n <div>\n <style>\n \t/* Turns off some styling */\n \tprogress {\n\n \t/* gets rid of default border in Firefox and Opera. */\n \tborder: none;\n\n \t/* Needs to be in here for Safari polyfill so background images work as expected. */\n \tbackground-size: auto;\n }\n\n .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n background: #F44336;\n }\n </style>\n <progress value='200' class='' max='200', style='width:300px; height:20px; vertical-align: middle;'></progress>\n 100.00% [200/200 00:11<00:00]\n </div>\n ",
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"text": "Error http://www.kaieteurnewsonline.com/images/2009/07/tuft.jpg 'content-length'\nError https://c8.alamy.com/comp/E5516F/tufted-coquette-lophornis-ornatus-adult-male-perched-on-flowerhead-E5516F.jpg 'content-length'\nError https://c7.alamy.com/comp/X9C0YC/tufted-coquette-lophornis-ornatus-flying-while-feeding-at-a-flower-in-trinidad-and-tobago-X9C0YC.jpg 'content-length'\nError https://c7.alamy.com/comp/X7FABD/tufted-coquette-lophornis-ornatus-perched-on-a-branch-in-trinidad-and-tobago-X7FABD.jpg 'content-length'\nError https://lookaside.fbsbx.com/lookaside/crawler/media/?media_id=1127023790696187 'content-length'\nError http://c8.alamy.com/comp/M6B2DE/tufted-coquette-lophornis-ornatus-female-M6B2DE.jpg 'content-length'\nError https://lookaside.fbsbx.com/lookaside/crawler/media/?media_id=1126198897445343 'content-length'\nError https://lookaside.fbsbx.com/lookaside/crawler/media/?media_id=1161628973902335 'content-length'\nError https://c8.alamy.com/comp/HMF8NA/male-tufted-coquette-hummingbird-lophornis-ornata-asa-wright-nature-HMF8NA.jpg 'content-length'\nError http://c8.alamy.com/comp/M0CY06/tufted-coquette-lophornis-ornatus-M0CY06.jpg 'content-length'\nError https://img.rawpixel.com/s3fs-private/rawpixel_images/website_content/pd13-h-filmful-141-animals_2.jpg?w=480&dpr=1&fit=default&crop=default&auto=format&fm=jpg&q=75&vib=3&con=3&usm=15&ixlib=js-1.1.1&s=26a4a7970e6e38af7eff34a56c1a2939 'content-length'\nError https://c7.alamy.com/comp/B0GT9D/tufted-coquette-lophornis-ornata-B0GT9D.jpg 'content-length'\n"
}
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{
"metadata": {
"trusted": false
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"cell_type": "code",
"source": "folder = 'green_throated_mango'\nfile = 'urls_green_throated_mango.txt'\npath = Path('data/hummingbirds')\ndest = path/folder\ndest.mkdir(parents=True, exist_ok=True)\ndownload_images(path/file, dest, max_pics=200)",
"execution_count": 6,
"outputs": [
{
"data": {
"text/html": "\n <div>\n <style>\n \t/* Turns off some styling */\n \tprogress {\n\n \t/* gets rid of default border in Firefox and Opera. */\n \tborder: none;\n\n \t/* Needs to be in here for Safari polyfill so background images work as expected. */\n \tbackground-size: auto;\n }\n\n .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n background: #F44336;\n }\n </style>\n <progress value='200' class='' max='200', style='width:300px; height:20px; vertical-align: middle;'></progress>\n 100.00% [200/200 00:08<00:00]\n </div>\n ",
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"text": "Error http://www.canopytower.com/images/Black-throated_Mango_11_600_US.jpg 'content-length'\nError https://lookaside.fbsbx.com/lookaside/crawler/media/?media_id=1109910482407518 'content-length'\nError https://c8.alamy.com/comp/P6B4HE/green-throated-mango-hummingbird-anthracothorax-viridigula-illustration-drawn-by-george-shaw-handcolored-copperplate-engraving-from-george-shaw-and-frederick-nodders-the-naturalists-miscellany-london-1798-most-of-the-1064-illustrations-of-animals-birds-insects-crustaceans-fishes-marine-life-and-microscopic-creatures-were-drawn-by-george-shaw-frederick-nodder-and-richard-nodder-and-engraved-and-published-by-the-nodder-family-frederick-drew-and-engraved-many-of-the-copperplates-until-his-death-around-1800-and-son-richard-17741823-was-responsible-for-the-plates-signed-rn-or-P6B4HE.jpg 'content-length'\nError https://c8.alamy.com/comp/D7M4RW/green-throated-mango-anthracothorax-viridigula-D7M4RW.jpg 'content-length'\nError https://c8.alamy.com/comp/XEA1NA/black-throated-mango-anthracothorax-nigricollis-nigricollis-flying-while-feeding-at-a-flower-in-trinidad-and-tobago-XEA1NA.jpg 'content-length'\nError https://steemitimages.com/0x0/https://cdn.steemitimages.com/DQmYsMTUGnNDvSyER1ASCu1knfixKYJt9edNMG8AikvKwUV/2U0B0996_L.jpg 'content-length'\nError https://c8.alamy.com/comp/DGGCN7/green-throated-mango-anthracothorax-viridigula-adult-male-perched-DGGCN7.jpg 'content-length'\nError https://c8.alamy.com/comp/EJJFP5/green-throated-mango-anthracothorax-viridigula-drinking-from-flower-EJJFP5.jpg 'content-length'\nError https://lookaside.fbsbx.com/lookaside/crawler/media/?media_id=1119231218142111 'content-length'\nError http://www.canopytower.com/images/Black-throated_Mango_2_600_US.jpg 'content-length'\nError https://c8.alamy.com/comp/P7EXG1/green-throated-mango-anthracothorax-viridigula-young-black-breasted-hummingbird-trochilus-gramineus-handcoloured-steel-engraving-by-william-lizars-from-sir-william-jardines-naturalists-library-ornithology-hummingbirds-edinburgh-wh-lizars-1834-P7EXG1.jpg 'content-length'\nError https://static3.bigstockphoto.com/8/4/2/large1500/248725135.jpg 'content-length'\nError https://c8.alamy.com/comp/HN30K2/black-throated-mango-female-anthracothorax-nigricollis-cali-valle-HN30K2.jpg 'content-length'\nError https://steemitimages.com/0x0/https://cdn.steemitimages.com/DQmSyUbTsC3zbJv7k1zdc41AL3P1Fr5fURjdck7kUz3q3VJ/2U0B1392_L.jpg 'content-length'\nError http://www.world-birds.com/files/comworld-birds/database/photo-trochilinae-anthracothorax-nigricollis-3369_large.jpg HTTPConnectionPool(host='www.world-birds.com', port=80): Max retries exceeded with url: /files/comworld-birds/database/photo-trochilinae-anthracothorax-nigricollis-3369_large.jpg (Caused by NewConnectionError('<urllib3.connection.HTTPConnection object at 0x7fec7ae69ba8>: Failed to establish a new connection: [Errno -2] Name or service not known'))\nError https://c8.alamy.com/comp/C80E2T/black-throated-mango-anthracothorax-nigricollis-hovering-C80E2T.jpg 'content-length'\nError https://lookaside.fbsbx.com/lookaside/crawler/media/?media_id=1114559628609270 'content-length'\n"
}
]
},
{
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"trusted": false
},
"cell_type": "code",
"source": "folder = 'blue_chinned_sapphire'\nfile = 'urls_blue_chinned_sapphire.txt'\npath = Path('data/hummingbirds')\ndest = path/folder\ndest.mkdir(parents=True, exist_ok=True)\ndownload_images(path/file, dest, max_pics=200)",
"execution_count": 7,
"outputs": [
{
"data": {
"text/html": "\n <div>\n <style>\n \t/* Turns off some styling */\n \tprogress {\n\n \t/* gets rid of default border in Firefox and Opera. */\n \tborder: none;\n\n \t/* Needs to be in here for Safari polyfill so background images work as expected. */\n \tbackground-size: auto;\n }\n\n .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n background: #F44336;\n }\n </style>\n <progress value='200' class='' max='200', style='width:300px; height:20px; vertical-align: middle;'></progress>\n 100.00% [200/200 00:22<00:00]\n </div>\n ",
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"name": "stdout",
"output_type": "stream",
"text": "Error x-raw-image:///10e4eb83f6f47ac426641199790e27cbdcac3ea4c996f9aa47de701c50ce8723 No connection adapters were found for 'x-raw-image:///10e4eb83f6f47ac426641199790e27cbdcac3ea4c996f9aa47de701c50ce8723'\nError http://www.world-birds.com/files/comworld-birds/database/photo-trochilinae-chlorestes-notata-1647_large.jpg HTTPConnectionPool(host='www.world-birds.com', port=80): Max retries exceeded with url: /files/comworld-birds/database/photo-trochilinae-chlorestes-notata-1647_large.jpg (Caused by NewConnectionError('<urllib3.connection.HTTPConnection object at 0x7fec7ae54940>: Failed to establish a new connection: [Errno -2] Name or service not known'))\nError https://c8.alamy.com/comp/ECXNA6/blue-chinned-sapphire-hummingbird-chlorestes-notatus-single-adult-ECXNA6.jpg 'content-length'\nError https://c8.alamy.com/comp/JG54KD/blue-chinned-sapphire-chlorestes-notata-trinidad-JG54KD.jpg 'content-length'\nError https://lookaside.fbsbx.com/lookaside/crawler/media/?media_id=1149185508480015 'content-length'\nError http://c8.alamy.com/comp/KYRY9N/blue-chinned-sapphire-asa-wright-nature-centre-trinidad-KYRY9N.jpg 'content-length'\nError http://www.sarabophotography.com/wp-content/uploads/2014/04/Blue-chinned-Sapphire-VIC_1683-web.jpg HTTPConnectionPool(host='www.sarabophotography.com', port=80): Max retries exceeded with url: /wp-content/uploads/2014/04/Blue-chinned-Sapphire-VIC_1683-web.jpg (Caused by NewConnectionError('<urllib3.connection.HTTPConnection object at 0x7fec7ae69da0>: Failed to establish a new connection: [Errno -2] Name or service not known'))\nError https://c8.alamy.com/comp/ECXNA8/blue-chinned-sapphire-hummingbird-chlorestes-notatus-single-adult-ECXNA8.jpg 'content-length'\nError https://lookaside.fbsbx.com/lookaside/crawler/media/?media_id=1200213163377249 'content-length'\nError https://c8.alamy.com/comp/PW4HPA/blue-chinned-sapphire-feeding-on-a-wild-lantana-PW4HPA.jpg 'content-length'\nError https://www.diomedia.com/imagePreview/01ASZ36C?imageId=17607486&imageCode=01ASZ36C&contributor=Ardea&siteName=www.diomedia.com&title=&location=&ds=800&newStyle=1&tc=FFFFFF&tbc=333333&qv=95&icc=1&cl=1 'content-length'\nError https://c8.alamy.com/comp/PW4HE0/blue-chinned-sapphire-perching-on-a-branch-PW4HE0.jpg 'content-length'\nError https://c8.alamy.com/comp/PW4HTM/blue-chinned-sapphire-feeding-on-a-pink-vervain-PW4HTM.jpg 'content-length'\nError https://s1.stabroeknews.com/images/2018/09/Black-crested-Antshrike-250x167.jpg 'content-length'\n"
}
]
},
{
"metadata": {
"trusted": false
},
"cell_type": "code",
"source": "folder = 'blue_tailed_emerald'\nfile = 'urls_blue_tailed_emerald.txt'\npath = Path('data/hummingbirds')\ndest = path/folder\ndest.mkdir(parents=True, exist_ok=True)\ndownload_images(path/file, dest, max_pics=150)",
"execution_count": 8,
"outputs": [
{
"data": {
"text/html": "\n <div>\n <style>\n \t/* Turns off some styling */\n \tprogress {\n\n \t/* gets rid of default border in Firefox and Opera. */\n \tborder: none;\n\n \t/* Needs to be in here for Safari polyfill so background images work as expected. */\n \tbackground-size: auto;\n }\n\n .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n background: #F44336;\n }\n </style>\n <progress value='150' class='' max='150', style='width:300px; height:20px; vertical-align: middle;'></progress>\n 100.00% [150/150 00:06<00:00]\n </div>\n ",
"text/plain": "<IPython.core.display.HTML object>"
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": "Error https://c7.alamy.com/comp/X1X5AM/blue-tailed-emerald-chlorostilbon-mellisugus-flying-while-feeding-at-a-flower-in-peru-X1X5AM.jpg 'content-length'\nError https://c8.alamy.com/comp/E1W2D3/blue-tailed-emerald-chlorostilbon-mellisugus-flying-while-feeding-E1W2D3.jpg 'content-length'\nError http://www.wildhorizons.com/photos/gallery/2014_Barry/BAR-2406_hummingbird-nest.JPG 'content-length'\nError https://c8.alamy.com/comp/JEFGXW/hummingbird-canivets-emerald-chlorostilbon-canivetii-sitting-on-a-JEFGXW.jpg 'content-length'\nError https://s1.stabroeknews.com/images/2016/03/20160320birdy.jpg 'content-length'\nError https://c8.alamy.com/comp/F2MEHW/horizontal-view-of-a-blue-tailed-emerald-hummingbird-in-topes-de-collantes-F2MEHW.jpg 'content-length'\nError https://www.pixoto.com/images-photography/animals/birds/blue-tailed-green-emerald-hummingbird-6282882270625792.jpg 'content-length'\nError http://www.wildhorizons.com/photos/gallery/2014_Barry/BAR-2285_Emerald-Hummingbird.JPG 'content-length'\nError https://s3.amazonaws.com/media.jungledragon.com/images/2298/57473_medium.jpg?AWSAccessKeyId=05GMT0V3GWVNE7GGM1R2&Expires=1540425610&Signature=xDV%2FM78MbBBORQtYoD6aGVVOQwc%3D 'content-length'\nError http://www.wildhorizons.com/photos/gallery/2014_Barry/BAR-2290_emerald-hummingbird.JPG 'content-length'\nError https://c8.alamy.com/comp/EJM8GA/blue-tailed-emerald-chlorostilbon-mellisugus-kabalebo-nature-resort-EJM8GA.jpg 'content-length'\nError https://c7.alamy.com/comp/F0K8X4/horizontal-view-of-a-blue-tailed-emerald-hummingbird-in-topes-de-collantes-F0K8X4.jpg 'content-length'\n"
}
]
},
{
"metadata": {
"trusted": false
},
"cell_type": "code",
"source": "folder = 'brown_violetear'\nfile = 'urls_brown_violetear.txt'\npath = Path('data/hummingbirds')\ndest = path/folder\ndest.mkdir(parents=True, exist_ok=True)\ndownload_images(path/file, dest, max_pics=150)",
"execution_count": 9,
"outputs": [
{
"data": {
"text/html": "\n <div>\n <style>\n \t/* Turns off some styling */\n \tprogress {\n\n \t/* gets rid of default border in Firefox and Opera. */\n \tborder: none;\n\n \t/* Needs to be in here for Safari polyfill so background images work as expected. */\n \tbackground-size: auto;\n }\n\n .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n background: #F44336;\n }\n </style>\n <progress value='150' class='' max='150', style='width:300px; height:20px; vertical-align: middle;'></progress>\n 100.00% [150/150 00:06<00:00]\n </div>\n ",
"text/plain": "<IPython.core.display.HTML object>"
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": "Error x-raw-image:///178588728cc8189513f5fc2fe6c0deab112b8e0f881f2e6443ad4e4d06e65bd0 No connection adapters were found for 'x-raw-image:///178588728cc8189513f5fc2fe6c0deab112b8e0f881f2e6443ad4e4d06e65bd0'\nError https://c8.alamy.com/comp/BFJ6WJ/brown-violetear-hummingbird-colibri-delphinae-feeding-at-a-flower-BFJ6WJ.jpg 'content-length'\nError http://c8.alamy.com/comp/X4C234/brown-violetear-hummingbird-colibri-delphinae-perched-on-a-branch-in-the-mountains-of-colombia-south-america-X4C234.jpg 'content-length'\nError https://www.shetzers.com/wp-content/uploads/2018/02/Brown-violet-ear-hummingbird-in-flight-20150526-095420-880x704.jpg 'content-length'\nError https://c8.alamy.com/comp/KCHK9W/brown-violetear-hummingbird-colibri-delphinae-perched-on-a-branch-KCHK9W.jpg 'content-length'\nError https://fscomps.fotosearch.com/compc/UNS/UNS081/brown-violetear-hummingbird-colibri-stock-image__u24379415.jpg 'content-length'\nError https://c8.alamy.com/comp/BFEJKN/brown-violet-ear-BFEJKN.jpg 'content-length'\nError https://www.shetzers.com/wp-content/uploads/2018/02/Brown-Violetear-Hummingbird-20120603-114411-880x704.jpg 'content-length'\nError https://www.shetzers.com/wp-content/uploads/2018/02/Brown-Violet-ear-hummingbird-in-Ecuador-20150531-072019-704x880.jpg 'content-length'\nError x-raw-image:///cf6da090f25917bfcbbdebc51de43f4094051d2ac91654a3534805113a784ccc No connection adapters were found for 'x-raw-image:///cf6da090f25917bfcbbdebc51de43f4094051d2ac91654a3534805113a784ccc'\nError https://c8.alamy.com/comp/PC8HRX/lesser-violetear-in-flight-also-known-as-brown-violet-ear-colibri-cyanotus-PC8HRX.jpg 'content-length'\nError https://c8.alamy.com/comp/B0AND4/brown-violet-ear-hummingbird-B0AND4.jpg 'content-length'\nError https://c8.alamy.com/comp/KGE5J8/a-brown-violetear-hummingbird-stretches-on-a-twig-in-the-ecuadorian-KGE5J8.jpg 'content-length'\n"
}
]
},
{
"metadata": {
"trusted": false
},
"cell_type": "code",
"source": "folder = 'copper_rumped'\nfile = 'urls_copper_rumped.txt'\npath = Path('data/hummingbirds')\ndest = path/folder\ndest.mkdir(parents=True, exist_ok=True)\ndownload_images(path/file, dest, max_pics=200)",
"execution_count": 10,
"outputs": [
{
"data": {
"text/html": "\n <div>\n <style>\n \t/* Turns off some styling */\n \tprogress {\n\n \t/* gets rid of default border in Firefox and Opera. */\n \tborder: none;\n\n \t/* Needs to be in here for Safari polyfill so background images work as expected. */\n \tbackground-size: auto;\n }\n\n .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n background: #F44336;\n }\n </style>\n <progress value='200' class='' max='200', style='width:300px; height:20px; vertical-align: middle;'></progress>\n 100.00% [200/200 00:10<00:00]\n </div>\n ",
"text/plain": "<IPython.core.display.HTML object>"
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": "Error https://c8.alamy.com/comp/X41FFY/copper-rumped-hummingbird-amazilia-tobaci-erythronotus-flying-while-feeding-at-a-flower-in-trinidad-and-tobago-X41FFY.jpg 'content-length'\nError http://c8.alamy.com/comp/M0CXMD/copper-rumped-hummingbird-amazilia-tobaci-M0CXMD.jpg 'content-length'\nError https://c8.alamy.com/comp/DXRNDA/copper-rumped-hummingbird-amazilia-tobaci-erythronotus-hovering-trinidad-DXRNDA.jpg 'content-length'\nError https://s3.amazonaws.com/media.jungledragon.com/images/1429/38832_medium.jpg?AWSAccessKeyId=05GMT0V3GWVNE7GGM1R2&Expires=1533168010&Signature=TIotE6wrKAgH5wzEB2HRvJNm10Q%3D 'content-length'\nError https://static1.bigstockphoto.com/9/0/2/large1500/209163799.jpg 'content-length'\nError http://c8.alamy.com/comp/BR7PEP/copper-rumped-hummingbird-BR7PEP.jpg 'content-length'\nError https://c8.alamy.com/comp/DXRNDY/copper-rumped-hummingbird-amazilia-tobaci-erythronotus-perched-tobago-DXRNDY.jpg 'content-length'\nError https://lookaside.fbsbx.com/lookaside/crawler/media/?media_id=1224591137633885 'content-length'\nError https://c8.alamy.com/comp/EE0GT8/copper-rumped-hummingbird-amazilia-tobaci-adult-perched-on-bracnh-EE0GT8.jpg 'content-length'\nError https://c8.alamy.com/comp/M0CXWH/copper-rumped-hummingbird-amazilia-tobaci-M0CXWH.jpg 'content-length'\nError https://c7.alamy.com/comp/CR976T/copper-rumped-hummingbird-amazilia-tobaci-in-nest-west-indies-caribbean-CR976T.jpg 'content-length'\nError https://thumbs.imagekind.com/canvas2/blurred/9f7ac6cc-b33e-4e45-85ea-5fae62e40e6f_8_650/Copperrumped-Emerald-Hummingbird_art.png?v=04102014-1492740941 'content-length'\n"
}
]
},
{
"metadata": {
"trusted": false
},
"cell_type": "code",
"source": "classes = ['ruby_topaz',\n 'copper_rumped',\n 'long_billed_starthroat',\n 'brown_violetear',\n 'blue_tailed_emerald',\n 'blue_chinned_sapphire', \n 'green_throated_mango', \n 'tufted_coquette', \n 'black_throated_mango'\n ]",
"execution_count": 11,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "Then we can remove any images that can't be opened:"
},
{
"metadata": {
"trusted": false
},
"cell_type": "code",
"source": "for c in classes:\n print(c)\n verify_images(path/c, delete=True, max_workers=8)",
"execution_count": 12,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": "ruby_topaz\n"
},
{
"data": {
"text/html": "\n <div>\n <style>\n \t/* Turns off some styling */\n \tprogress {\n\n \t/* gets rid of default border in Firefox and Opera. */\n \tborder: none;\n\n \t/* Needs to be in here for Safari polyfill so background images work as expected. */\n \tbackground-size: auto;\n }\n\n .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n background: #F44336;\n }\n </style>\n <progress value='194' class='' max='194', style='width:300px; height:20px; vertical-align: middle;'></progress>\n 100.00% [194/194 00:00<00:00]\n </div>\n ",
"text/plain": "<IPython.core.display.HTML object>"
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": "cannot identify image file '/home/nbuser/courses/fast-ai/course-v3/nbs/dl1/data/hummingbirds/ruby_topaz/00000003.jpg'\ncannot identify image file '/home/nbuser/courses/fast-ai/course-v3/nbs/dl1/data/hummingbirds/ruby_topaz/00000198.jpg'\ncannot identify image file '/home/nbuser/courses/fast-ai/course-v3/nbs/dl1/data/hummingbirds/ruby_topaz/00000187.jpg'\ncopper_rumped\n"
},
{
"data": {
"text/html": "\n <div>\n <style>\n \t/* Turns off some styling */\n \tprogress {\n\n \t/* gets rid of default border in Firefox and Opera. */\n \tborder: none;\n\n \t/* Needs to be in here for Safari polyfill so background images work as expected. */\n \tbackground-size: auto;\n }\n\n .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n background: #F44336;\n }\n </style>\n <progress value='188' class='' max='188', style='width:300px; height:20px; vertical-align: middle;'></progress>\n 100.00% [188/188 00:00<00:00]\n </div>\n ",
"text/plain": "<IPython.core.display.HTML object>"
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": "cannot identify image file '/home/nbuser/courses/fast-ai/course-v3/nbs/dl1/data/hummingbirds/copper_rumped/00000179.jpg'\nlong_billed_starthroat\n"
},
{
"data": {
"text/html": "\n <div>\n <style>\n \t/* Turns off some styling */\n \tprogress {\n\n \t/* gets rid of default border in Firefox and Opera. */\n \tborder: none;\n\n \t/* Needs to be in here for Safari polyfill so background images work as expected. */\n \tbackground-size: auto;\n }\n\n .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n background: #F44336;\n }\n </style>\n <progress value='184' class='' max='184', style='width:300px; height:20px; vertical-align: middle;'></progress>\n 100.00% [184/184 00:00<00:00]\n </div>\n ",
"text/plain": "<IPython.core.display.HTML object>"
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": "cannot identify image file '/home/nbuser/courses/fast-ai/course-v3/nbs/dl1/data/hummingbirds/long_billed_starthroat/00000178.jpg'\ncannot identify image file '/home/nbuser/courses/fast-ai/course-v3/nbs/dl1/data/hummingbirds/long_billed_starthroat/00000179.jpg'\ncannot identify image file '/home/nbuser/courses/fast-ai/course-v3/nbs/dl1/data/hummingbirds/long_billed_starthroat/00000020.jpg'\ncannot identify image file '/home/nbuser/courses/fast-ai/course-v3/nbs/dl1/data/hummingbirds/long_billed_starthroat/00000194.jpg'\ncannot identify image file '/home/nbuser/courses/fast-ai/course-v3/nbs/dl1/data/hummingbirds/long_billed_starthroat/00000190.jpg'\nbrown_violetear\n"
},
{
"data": {
"text/html": "\n <div>\n <style>\n \t/* Turns off some styling */\n \tprogress {\n\n \t/* gets rid of default border in Firefox and Opera. */\n \tborder: none;\n\n \t/* Needs to be in here for Safari polyfill so background images work as expected. */\n \tbackground-size: auto;\n }\n\n .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n background: #F44336;\n }\n </style>\n <progress value='137' class='' max='137', style='width:300px; height:20px; vertical-align: middle;'></progress>\n 100.00% [137/137 00:00<00:00]\n </div>\n ",
"text/plain": "<IPython.core.display.HTML object>"
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": "cannot identify image file '/home/nbuser/courses/fast-ai/course-v3/nbs/dl1/data/hummingbirds/brown_violetear/00000112.jpg'\ncannot identify image file '/home/nbuser/courses/fast-ai/course-v3/nbs/dl1/data/hummingbirds/brown_violetear/00000096.jpg'\ncannot identify image file '/home/nbuser/courses/fast-ai/course-v3/nbs/dl1/data/hummingbirds/brown_violetear/00000149.jpg'\ncannot identify image file '/home/nbuser/courses/fast-ai/course-v3/nbs/dl1/data/hummingbirds/brown_violetear/00000076.jpg'\ncannot identify image file '/home/nbuser/courses/fast-ai/course-v3/nbs/dl1/data/hummingbirds/brown_violetear/00000102.jpg'\ncannot identify image file '/home/nbuser/courses/fast-ai/course-v3/nbs/dl1/data/hummingbirds/brown_violetear/00000121.jpg'\ncannot identify image file '/home/nbuser/courses/fast-ai/course-v3/nbs/dl1/data/hummingbirds/brown_violetear/00000100.jpg'\nblue_tailed_emerald\n"
},
{
"data": {
"text/html": "\n <div>\n <style>\n \t/* Turns off some styling */\n \tprogress {\n\n \t/* gets rid of default border in Firefox and Opera. */\n \tborder: none;\n\n \t/* Needs to be in here for Safari polyfill so background images work as expected. */\n \tbackground-size: auto;\n }\n\n .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n background: #F44336;\n }\n </style>\n <progress value='138' class='' max='138', style='width:300px; height:20px; vertical-align: middle;'></progress>\n 100.00% [138/138 00:00<00:00]\n </div>\n ",
"text/plain": "<IPython.core.display.HTML object>"
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": "cannot identify image file '/home/nbuser/courses/fast-ai/course-v3/nbs/dl1/data/hummingbirds/blue_tailed_emerald/00000095.jpg'\ncannot identify image file '/home/nbuser/courses/fast-ai/course-v3/nbs/dl1/data/hummingbirds/blue_tailed_emerald/00000146.jpg'\ncannot identify image file '/home/nbuser/courses/fast-ai/course-v3/nbs/dl1/data/hummingbirds/blue_tailed_emerald/00000037.jpg'\ncannot identify image file '/home/nbuser/courses/fast-ai/course-v3/nbs/dl1/data/hummingbirds/blue_tailed_emerald/00000027.jpg'\nblue_chinned_sapphire\n"
},
{
"data": {
"text/html": "\n <div>\n <style>\n \t/* Turns off some styling */\n \tprogress {\n\n \t/* gets rid of default border in Firefox and Opera. */\n \tborder: none;\n\n \t/* Needs to be in here for Safari polyfill so background images work as expected. */\n \tbackground-size: auto;\n }\n\n .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n background: #F44336;\n }\n </style>\n <progress value='186' class='' max='186', style='width:300px; height:20px; vertical-align: middle;'></progress>\n 100.00% [186/186 00:00<00:00]\n </div>\n ",
"text/plain": "<IPython.core.display.HTML object>"
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": "cannot identify image file '/home/nbuser/courses/fast-ai/course-v3/nbs/dl1/data/hummingbirds/blue_chinned_sapphire/00000022.jpg'\ncannot identify image file '/home/nbuser/courses/fast-ai/course-v3/nbs/dl1/data/hummingbirds/blue_chinned_sapphire/00000053.jpg'\ncannot identify image file '/home/nbuser/courses/fast-ai/course-v3/nbs/dl1/data/hummingbirds/blue_chinned_sapphire/00000122.jpg'\ncannot identify image file '/home/nbuser/courses/fast-ai/course-v3/nbs/dl1/data/hummingbirds/blue_chinned_sapphire/00000024.jpg'\ncannot identify image file '/home/nbuser/courses/fast-ai/course-v3/nbs/dl1/data/hummingbirds/blue_chinned_sapphire/00000199.jpg'\ncannot identify image file '/home/nbuser/courses/fast-ai/course-v3/nbs/dl1/data/hummingbirds/blue_chinned_sapphire/00000186.jpg'\ncannot identify image file '/home/nbuser/courses/fast-ai/course-v3/nbs/dl1/data/hummingbirds/blue_chinned_sapphire/00000141.jpg'\ngreen_throated_mango\n"
},
{
"data": {
"text/html": "\n <div>\n <style>\n \t/* Turns off some styling */\n \tprogress {\n\n \t/* gets rid of default border in Firefox and Opera. */\n \tborder: none;\n\n \t/* Needs to be in here for Safari polyfill so background images work as expected. */\n \tbackground-size: auto;\n }\n\n .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n background: #F44336;\n }\n </style>\n <progress value='183' class='' max='183', style='width:300px; height:20px; vertical-align: middle;'></progress>\n 100.00% [183/183 00:00<00:00]\n </div>\n ",
"text/plain": "<IPython.core.display.HTML object>"
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": "cannot identify image file '/home/nbuser/courses/fast-ai/course-v3/nbs/dl1/data/hummingbirds/green_throated_mango/00000003.jpg'\ncannot identify image file '/home/nbuser/courses/fast-ai/course-v3/nbs/dl1/data/hummingbirds/green_throated_mango/00000157.jpg'\ncannot identify image file '/home/nbuser/courses/fast-ai/course-v3/nbs/dl1/data/hummingbirds/green_throated_mango/00000102.jpg'\ncannot identify image file '/home/nbuser/courses/fast-ai/course-v3/nbs/dl1/data/hummingbirds/green_throated_mango/00000000.jpg'\ncannot identify image file '/home/nbuser/courses/fast-ai/course-v3/nbs/dl1/data/hummingbirds/green_throated_mango/00000043.jpg'\ncannot identify image file '/home/nbuser/courses/fast-ai/course-v3/nbs/dl1/data/hummingbirds/green_throated_mango/00000015.jpg'\ncannot identify image file '/home/nbuser/courses/fast-ai/course-v3/nbs/dl1/data/hummingbirds/green_throated_mango/00000136.jpg'\ncannot identify image file '/home/nbuser/courses/fast-ai/course-v3/nbs/dl1/data/hummingbirds/green_throated_mango/00000061.jpg'\ncannot identify image file '/home/nbuser/courses/fast-ai/course-v3/nbs/dl1/data/hummingbirds/green_throated_mango/00000017.jpg'\ncannot identify image file '/home/nbuser/courses/fast-ai/course-v3/nbs/dl1/data/hummingbirds/green_throated_mango/00000106.jpg'\ntufted_coquette\n"
},
{
"data": {
"text/html": "\n <div>\n <style>\n \t/* Turns off some styling */\n \tprogress {\n\n \t/* gets rid of default border in Firefox and Opera. */\n \tborder: none;\n\n \t/* Needs to be in here for Safari polyfill so background images work as expected. */\n \tbackground-size: auto;\n }\n\n .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n background: #F44336;\n }\n </style>\n <progress value='188' class='' max='188', style='width:300px; height:20px; vertical-align: middle;'></progress>\n 100.00% [188/188 00:00<00:00]\n </div>\n ",
"text/plain": "<IPython.core.display.HTML object>"
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": "cannot identify image file '/home/nbuser/courses/fast-ai/course-v3/nbs/dl1/data/hummingbirds/tufted_coquette/00000122.jpg'\ncannot identify image file '/home/nbuser/courses/fast-ai/course-v3/nbs/dl1/data/hummingbirds/tufted_coquette/00000174.jpg'\ncannot identify image file '/home/nbuser/courses/fast-ai/course-v3/nbs/dl1/data/hummingbirds/tufted_coquette/00000107.jpg'\ncannot identify image file '/home/nbuser/courses/fast-ai/course-v3/nbs/dl1/data/hummingbirds/tufted_coquette/00000097.jpg'\nblack_throated_mango\n"
},
{
"data": {
"text/html": "\n <div>\n <style>\n \t/* Turns off some styling */\n \tprogress {\n\n \t/* gets rid of default border in Firefox and Opera. */\n \tborder: none;\n\n \t/* Needs to be in here for Safari polyfill so background images work as expected. */\n \tbackground-size: auto;\n }\n\n .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n background: #F44336;\n }\n </style>\n <progress value='183' class='' max='183', style='width:300px; height:20px; vertical-align: middle;'></progress>\n 100.00% [183/183 00:00<00:00]\n </div>\n ",
"text/plain": "<IPython.core.display.HTML object>"
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": "cannot identify image file '/home/nbuser/courses/fast-ai/course-v3/nbs/dl1/data/hummingbirds/black_throated_mango/00000147.jpg'\ncannot identify image file '/home/nbuser/courses/fast-ai/course-v3/nbs/dl1/data/hummingbirds/black_throated_mango/00000017.jpg'\n"
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## View data"
},
{
"metadata": {
"trusted": false
},
"cell_type": "code",
"source": "np.random.seed(42)\ndata = ImageDataBunch.from_folder(path, train=\".\", valid_pct=0.2,\n ds_tfms=get_transforms(), size=224, num_workers=4).normalize(imagenet_stats)",
"execution_count": 15,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "Good! Let's take a look at some of our pictures then."
},
{
"metadata": {
"trusted": false
},
"cell_type": "code",
"source": "data.classes",
"execution_count": 16,
"outputs": [
{
"data": {
"text/plain": "['black_throated_mango',\n 'blue_chinned_sapphire',\n 'blue_tailed_emerald',\n 'brown_violetear',\n 'copper_rumped',\n 'green_throated_mango',\n 'long_billed_starthroat',\n 'ruby_topaz',\n 'tufted_coquette']"
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"trusted": false
},
"cell_type": "code",
"source": "data.show_batch(rows=3, figsize=(7,8))",
"execution_count": 17,
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": "<Figure size 504x576 with 9 Axes>"
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
},
{
"metadata": {
"trusted": false
},
"cell_type": "code",
"source": "data.classes, data.c, len(data.train_ds), len(data.valid_ds)",
"execution_count": 18,
"outputs": [
{
"data": {
"text/plain": "(['black_throated_mango',\n 'blue_chinned_sapphire',\n 'blue_tailed_emerald',\n 'brown_violetear',\n 'copper_rumped',\n 'green_throated_mango',\n 'long_billed_starthroat',\n 'ruby_topaz',\n 'tufted_coquette'],\n 9,\n 1207,\n 331)"
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## Train model"
},
{
"metadata": {
"trusted": false
},
"cell_type": "code",
"source": "learn = create_cnn(data, models.resnet34, metrics=error_rate)",
"execution_count": 22,
"outputs": []
},
{
"metadata": {
"trusted": false
},
"cell_type": "code",
"source": "learn.fit_one_cycle(8)",
"execution_count": 23,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": "Total time: 02:38\nepoch train_loss valid_loss error_rate\n1 2.333454 1.726202 0.561934 (00:19)\n2 1.817333 1.367800 0.465257 (00:19)\n3 1.467729 1.296390 0.429003 (00:19)\n4 1.226823 1.274136 0.432024 (00:19)\n5 1.053560 1.227940 0.407855 (00:20)\n6 0.915804 1.226127 0.410876 (00:20)\n7 0.817056 1.222592 0.407855 (00:19)\n8 0.745230 1.216261 0.407855 (00:19)\n\n"
}
]
},
{
"metadata": {
"trusted": false
},
"cell_type": "code",
"source": "learn.save('stage-1')",
"execution_count": 24,
"outputs": []
},
{
"metadata": {
"trusted": false
},
"cell_type": "code",
"source": "learn.load('stage-1')",
"execution_count": 35,
"outputs": []
},
{
"metadata": {
"trusted": false
},
"cell_type": "code",
"source": "learn.unfreeze()",
"execution_count": 36,
"outputs": []
},
{
"metadata": {
"trusted": false
},
"cell_type": "code",
"source": "learn.lr_find()",
"execution_count": 26,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": "LR Finder complete, type {learner_name}.recorder.plot() to see the graph.\n"
}
]
},
{
"metadata": {
"trusted": false
},
"cell_type": "code",
"source": "learn.recorder.plot()",
"execution_count": 29,
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": "<Figure size 432x288 with 1 Axes>"
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
},
{
"metadata": {
"trusted": false
},
"cell_type": "code",
"source": "learn.fit_one_cycle(10, max_lr=slice(1e-4,1e-3))",
"execution_count": 37,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": "Total time: 03:35\nepoch train_loss valid_loss error_rate\n1 0.597267 1.204534 0.407855 (00:21)\n2 0.521106 1.341956 0.422961 (00:21)\n3 0.494833 1.613458 0.419940 (00:21)\n4 0.504582 1.529027 0.419940 (00:22)\n5 0.480012 1.508638 0.435045 (00:20)\n6 0.406417 1.276324 0.389728 (00:22)\n7 0.338109 1.368917 0.401813 (00:21)\n8 0.287059 1.385188 0.377643 (00:20)\n9 0.241106 1.377430 0.374622 (00:21)\n10 0.207914 1.385774 0.365559 (00:22)\n\n"
}
]
},
{
"metadata": {
"trusted": false
},
"cell_type": "code",
"source": "learn.recorder.plot_losses()",
"execution_count": 39,
"outputs": [
{
"data": {
"image/png": 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grSM9aGazgFkAeXl97CrNmAQo+CrkTIT8KcGuRkTkqAIW7mZ2Pl64n3OkNs652XjDNhQUFLhAvXavmfLtYFcgItIlAQl3MxsLPAbMcM6VB+I5RUTk+HV7diIzywNeAm52zm3qfkkiItJdXTkV8jlgKpBpZoXA/UA0gHPuEeA+IAN42LyzRlqccwU9VbCIiHSuK2fL3NDJ418DvhawikREpNs0abSISBhSuIuIhCGFu4hIGFK4i4iEIYW7iEgYUriLiIQhhbuISBhSuIuIhCGFu4hIGFK4i4iEIYW7iEgYUriLiIQhhbuISBhSuIuIhCGFu4hIGFK4i4iEIYW7iEgYUriLiIQhhbuISBjqNNzN7HEzKzWzNUd43Mzsd2a22cxWmdmEwJcpIiLHois99yeB6Ud5fAYw0v81C/hj98sSEZHu6DTcnXMLgIqjNLkcmOM8C4E0M8sOVIEiInLsAjHmngPsanO/0L9NRESCJBDhbh1scx02NJtlZkvMbElZWVkAXlpERDoSiHAvBAa3uZ8LFHXU0Dk32zlX4JwryMrKCsBLi4hIRwIR7vOAW/xnzUwG9jvn9gTgeUVE5DhFddbAzJ4DpgKZZlYI3A9EAzjnHgHeBGYCm4E64PaeKlZERLqm03B3zt3QyeMO+FbAKhIRkW7TFaoiImFI4S4iEoYU7iIiYUjhLiIShhTuIiJhSOEuIhKGFO4iImFI4S4iEoYU7iIiYUjhLiIShhTuIiJhSOEuIhKGFO4iImFI4S4iEoYU7iIiYUjhLiIShhTuIiJhSOEuIhKGFO4iImGoS+FuZtPNbKOZbTazH3bweJ6ZvW9my81slZnNDHypIiLSVZ2Gu5lFAn8AZgCjgRvMbHS7Zj8GXnDOjQeuBx4OdKEiItJ1Xem5nwlsds5tdc41AXOBy9u1cUCK/3YqUBS4EkVE5FhFdaFNDrCrzf1CYFK7Ng8A883sX4FE4IKAVCciIselKz1362Cba3f/BuBJ51wuMBN4yswOe24zm2VmS8xsSVlZ2bFXKyIiXdKVcC8EBre5n8vhwy53AC8AOOc+AeKAzPZP5Jyb7ZwrcM4VZGVlHV/FIiLSqa6E+2JgpJkNNbMYvAOm89q12QlMAzCzU/DCXV1zEZEg6TTcnXMtwJ3AO8B6vLNi1prZg2Z2mb/Z94Gvm9lK4DngNudc+6EbERHpJV05oIpz7k3gzXbb7mtzex0wJbCliYjI8dIVqiIiYUjhLiIShhTuIiJhSOEuIhKGFO4iImFI4S4iEoYU7iIiYUjhLiIShhTuIiJhSOEuIhKGFO4iImFI4S4iEoYU7iIiYUjhLiIShhTuIiJhqM+F+7qiKr7x1FLqm1qDXYqISMjqc+Fe1dDM22uL+c17m4JdiohIyOpz4T55WAbXFQzmsX9sY23R/mCXIyISkvpcuAPcO/Nk0hOieeidjcEuRUQkJHUp3M1supltNLPNZvbDI7S51szWmdlaM3s2sGUeKi0hhgtOGcCqQvXcRUQ60mm4m1kk8AdgBjAauMHMRrdrMxK4F5jinBsD3NUDtR5iRP8kKmqbKK9p7OmXEhHpc7rScz8T2Oyc2+qcawLmApe3a/N14A/OuUoA51xpYMs83MgByQB8VlrTY6+xo7yW3/x9E8t2VvbYa4iI9ISoLrTJAXa1uV8ITGrX5iQAM/sIiAQecM69HZAKj2Bk/yTAC/fJwzKO2nZLWQ3vrS/h1EGpvLx8N6+tKuKsYRlcMT6Hi0YPJD4m8mDbqoZm1hVV8fziXcxbWUSrz/Hb9z7jpklDuOuCkWQkxfbkP0tEJCC6Eu7WwTbXwfOMBKYCucA/zOxU59y+Q57IbBYwCyAvL++Yi20rOzWOpNgoNpdUH7VdRW0Tt/z5U3bvqwcgOtK4eMxAlu6o5DtzV5AUG8W1BYM5aUASD3+whZ0VdQAkx0Zx8+Qh3HLWEOZ8soM5n2znpWWF/PjS0dxwZvdqFxHpaV0J90JgcJv7uUBRB20WOueagW1mthEv7Be3beScmw3MBigoKGj/BnFMzIwR/ZMODss0t/qIjjx0lKmkqoHvzF1OWU0jT91xJo3NPkYOSGJIRiI+n2PRtgpeWLKLv3yynVaf49ScFO6dcTJ5/RI4b1QWCTHe7nngsjHcNHkIP31tLfe+tJrymka+df4IzDp63xMRCT5z7ugZa2ZRwCZgGrAbL7BvdM6tbdNmOnCDc+5WM8sElgPjnHPlR3regoICt2TJkm4Vf8+LK/lgUxnXTMzlr0sLefXOKWSnxtPQ3Mov39nInE920OocD109lqsm5B7xeQor6yisrOfM/H5ERBw5sJtbfdzz4kpeWVHE6YPT+Mklp1CQ369b/wYRkWNhZkudcwWdtev0gKpzrgW4E3gHWA+84Jxba2YPmtll/mbvAOVmtg54H7jnaMEeKCMHJFFW3cijC7ZSWt3I955fycdb9nLlwx/z2D+3ceX4HD64e+pRgx0gNz2BycMyjhrsANGREfz62nH819VjKatq4MbHFvHR5r2B/CeJiAREpz33nhKInvv7G0q5/cnFpMRF8X/OH8HP39oAQFZyLD+/6jSmnTIgEKV2aF9dE9c9upBdlXU8/bVJTMhL77HXEhE5oKs9966MuYesMYNSiImM4J6LR3HT5CH4nCM5LpprJuYSFx3Z+RN0Q1pCDE/dcSbXPPoJtz3+KXNnncXoQSk9+poiIl3Vp3vu4J26mBIXHYCKjs+uijquffQTquqbmXbKAC4aM4DzTsoiOYg1iUj4OiF67kBQgx1gcL8E5s6azMPvb+Hv60uYt7KImMgIzh6RwYS8dBJjo7h4zABy0xOCWqeInFj6fM89lLT6HMt2VjJ/bTHz15Wwo9w7Zz4mKoLpYwZS29hCTno8F40eyNnDOz+AKyLSXld77gr3HtTc6mPPvgZ+894mFmwqIzMplu3ltTQ0+zhpQBLfOn8El5yWTVRkn5ycU0SCQOEeohqaW3l7TTEPf7CZTSU1DMlIYHR2ChFm1DS2MLhfPFNP6k9BfjrLdlby6IdbGZ+Xzp1fHEFSbJ8fRRORblK4hzifzzF/XQlzPtnO3ppGWnyOxJgotpTVUNdmCcGBKXEUVzUwICWWP9w4IewummpobiU2KkJX+4p0kcK9j2psaWXZjn0s31VJclw01xUMZt2eKr4zdzlF++q5d8Yp3HZ2fp8ery+tbmD+2hLeXL2HhVvLOTUnlR9fMpqCIelsK6/lzVV7GDs4jSnDMzRkJdKOwj3M7K9v5vsvrODv60s5d2Qm9106+uC0x8ejvKaRnRV1ZCXHkpMWj5mxv66ZFp+PjKRYKmqbiDQjNaF7ZyPVNLYQFWHUN7Xy6ordvL5qD0t3VuIcDMtM5LxRWby5eg8lVY0kx0ZR09TCgT/J5NgoxuWl8YWRWYwamMz8dcVkJsXyjfOG9/h1DCKhSuEehpxzPPvpTv7jjfXUNbdy6dhBfGfaCNITYti2t5ate2vZvreWsupGZo7NZupJWZgZW8pqmPPxdj7eUk5khDEwNY6PNu+ludX73Y8ZlMLEIem8sGQXDc0+0hKi2VfXTHx0JP935sl8ZdKQLn9S2F/fzOP/3EZsdARby2p5dcVumlsdEQY+BycPTGbGqdnMOG0gI/snYWbUNrbw1ppilu2spH9yLNcWDGZV4X4WfFbGsh2VbCj2Zv6Mi46godnHsKxE7rrgJM4bmcXOijpS4qMYlBZPVX0zibFRhwR/S6uPyAjTsI+EDYV7GKuobWL2gq3M+WT7IePzAFERRnxMJNUNLQzJSOC0nFTmry0hIgImDc3ADHaU1zF1VBZnD8+ksLKOpxbuYNveWq4Yl8Mp2clsLaslPzORj7eUs2BTGWcPz+DBy8fQ4nMU7aunpKqRSDOyUmI5I7/fwQO9VQ3N3PzYIlb6lz+Mj47k6om5DEiJpaHZx8zTso/rKt6d5XVsLKnm7OEZLNtZyf2vrmXr3toO28ZFR3D28EwSY6Mo2lfPqsJ9DE5P4MrxOZw1PIPE2Ch2VtRheKeoxkRFUN/USkOzjyEZCYwckERslD4VSOhSuJ8AymsaeXFpITGREQzNTGRoZiK56fH4HLy2sog3Vu9h6Y5Kzh+VxY8uGU1WcscLjbT6HDWNLaTGHzoE45xj7uJd/Oz1ddS2exM5IDLCSI2P9p/t00yrz/HHr0zk7BHeAioHpk0OJJ/P8cGmUjYW1zA0M4H99c0U7WsgLSGabXtr+WjzXnwO+iXGMG5wGqt37+fTbRVdeu6UuCguH5fDtQWDOTUnRT1+CTkKdwmYwso63l1XQmZSLDnp8QxIicM5x47yOhZuLaeyrolWnyM+OoqLxgzodGWsYNhb08iyHZU0tng99AgzGlt8NLX4iI+JJDrS2La3lnfXlfD2mmIaW3ycPDCZawoGc01BbtCvhBY5QOEucpz21zfz2soiXlxayMpd+xiUGsevrh3HWcND701LTjwKd5EAWLazku+/sJJte2uZcepAvnvhSZzUjbOURLpL4S4SIHVNLTzywRYe/2g7tU0tfGnsIK6akMP4vHQSYyJ1Lr70KoW7SIBV1jYx+x9b+cvHh56l9MWT+/PTy8YwuJ9m/pSep3AX6SENza18uq2CDcVVlNc08fTCHTT7HNPHDOTC0QM4JTuZ4VlJOtNGeoTCXaSXFO2r55EPt/DqiiL21zcDMCQjgYvHDGREVhJnj8jQfP4SMAENdzObDvwWiAQec879/AjtrgZeBM5wzh01uRXuEm6aWnx8VlrN6sL9vL5qD4u2ldPc6jCDs4dnMLJ/MuPz0jTNs3RLwMLdzCKBTcCFQCGwGLjBObeuXbtk4A0gBrhT4S4nupZWHzsq6nh1RRHvrClm9776g9M6f3FUf8bmpjE2N5VhWUlE9uGJ4KR3BTLczwIecM5d7L9/L4Bz7j/btfsN8HfgbuBuhbvIoXw+x3sbSnny420s37nv4EHZxJhITstNZcap2cw8LfuIVxKLQGDXUM0BdrW5XwhMavdi44HBzrnXzezuY6pU5AQREWFcOHoAF44eQKvPsbWshlWF+1m9ez8Lt5Zz/7y1/PS1tUwZkclNk4dw3klZbCiuptXnyPVfGSzSVV0J944+Lx7s7ptZBPDfwG2dPpHZLGAWQF5eXtcqFAlDkRHGyAHJjByQzJcn5gKwqaSaeSuKeHn5bv7lqaUHZ9I8YHxeGjecmccV43KIidKYvRxdt4dlzCwV2ALU+H9kIFABXHa0oRkNy4h0rKXVx1trillTtJ/Tc9OIj45kQ3E1Ly0r5LPSGnLS4pl52kCmjurPWcO00PqJJpBj7lF4B1SnAbvxDqje6Jxbe4T2H6Axd5GAc87xwaYy/vyPbXy6rYKmVm8StJsmDeGaglzSEmKCXaL0goCNuTvnWszsTuAdvFMhH3fOrTWzB4Elzrl53S9XRDpjZpw/qj/nj+pPfVMr89cV8/TCHfz7m+v55fyNXHb6IG4+awhjc9OCXaqEAF3EJNLHrd9TxVMLd/DK8t3UNbVy+uA0risYzCVjsw+bo1/6Pl2hKnKCqWpo5qWlhTyzaCefldYQExXBhaMHcMlp2ZwzMlNz0ocJhbvICco5x+rd+3lp2W7mrSyioraJKP9pmFdNyOVs/3KD0jcp3EWEllYfy3ft4+01xby0rJDKumaiI428fgmMGpjMl8YO4oun9Ne6sX2Iwl1EDtHU4mPx9gr+uXkv28pqWbazktLqRlLjo7lkbDbjB6cxcUg6w7KSgl2qHEUgr1AVkTAQExXBlBGZTBmRCXgLo/9z817+trSQl5ft5tlFOwEYnZ3C8P5JZCTGMD4vjTPy+zEoLT6YpctxUM9dRGj1ObaX1/LhxjLeXlvM3upGiqsaDs5/k5kUg3OQkRTD9FOzmZCXxskDUxiYqikRepuGZUSkW1pafWwormbJ9grW7akiKjKCLaU1fLq9ggOxMWZQChOHpJPXL4FLxw5S2PcChbuI9IjK2iY+K61h+c5K/r6+hI3F1VQ1tBAVYcw8LZvbp+QzbnCaVqLqIQp3Eek1O8vrmPPJdp5fvIvqxhYGpcYxaVgGk4b2Y1xeGkMzE3VGToAo3EWk19U0tjBvRREfbd7Lom3l7K1pArxZMPMzEpg4JJ12YJyXAAAIwklEQVRrCwZzak4qcdEK++OhcBeRoHLOsaWslnV7qthUXM2mkmo+3lJOTWMLAJlJsVw5fhCXjh3EmEEpWnqwixTuIhJyahtb+Pv6Egor61mzez/vriuhxeeIj45kYGocGYkxZCXHMmZQCpOHZTA2N01z17ej89xFJOQkxkZx+bicg/fLaxr5eEs5y3fuo7S6gfKaJjYWV/PWmmIA4qMjKchPZ0JeOrHRESTHRTMuN42Ts5OJVk//qNRzF5GQU1nbxKJtFSzcWs7CreVsKK4+5PHYqAhOy0ll3OA0xuelMz4v7YS50ErDMiISNhqavYup9tY0smLXPpbv3MeKXftYvXs/TS0+AHLT45k8LIOzhmUweXgGOWEa9gp3EQl7TS0+NhRXsXRHJYu2VrBwWzn76poByOuXwORh/ThreAaTh2WQnRoeYa9wF5ETjs/n2FhSzSdbvOGcRdsq2F/vhX1+RgKnD05jYGocCdFRpMRHcfbwTE4akNSnLrjSAVUROeFERBinZKdwSnYKXz1nKK0+x4biqoNhv2R7JWXVjTS1+g7+THJcFMOykjg9N5WJQ7yDt7np8X0q8DuinruInHBafY6SqgYWbCpjbVEVn5VWs6pw/8GJ0volxjA6O4Xs1DjyMxMZMyiFM/L7hcQiJwHtuZvZdOC3eAtkP+ac+3m7x78HfA1oAcqArzrndhxz1SIivSAywhiUFs/1Z+Yd3NbS6mNjSTXLdu5jdeE+NpbU8NlnZby4tBCAmMgIxuR4gZ/XL5HhWYkM75/E4PQEMhJjDn4aCJUrbzsNdzOLBP4AXAgUAovNbJ5zbl2bZsuBAudcnZl9E/gv4LqeKFhEpCdERUYwZlAqYwalAkMObq9qaGbVrv18uKmUNbur2LCnmnfXldDc2vGoR1JsFCcPTD54AVZqfDTDsxI5I78f6YkxvfSv6VrP/Uxgs3NuK4CZzQUuBw6Gu3Pu/TbtFwI3BbJIEZFgSYmL5pyRmZwzMvPgtpZWH7sq69lSWkPR/nr21jQR67+Stqy6kZWF+3ju0520OnfwVM0Igwl56Tz79cm9ctVtV8I9B9jV5n4hMOko7e8A3upOUSIioSwqMoKhmYkMzUzstG1VQzObiqtZ8NleivbV99p0Cl0J944OGXf4ecTMbgIKgPOO8PgsYBZAXl5eR01ERMJKSlw0Bfn9KMjv16uv25W3kEJgcJv7uUBR+0ZmdgHwI+Ay51xjR0/knJvtnCtwzhVkZWUdT70iItIFXQn3xcBIMxtqZjHA9cC8tg3MbDzwKF6wlwa+TBERORadhrtzrgW4E3gHWA+84Jxba2YPmtll/mYPAUnAi2a2wszmHeHpRESkF3TpPHfn3JvAm+223dfm9gUBrktERLpBEyKLiIQhhbuISBhSuIuIhCGFu4hIGArarJBmVgYc7+RimcDeAJYTaKFeH4R+jaqve1Rf94RyfUOcc51eKBS0cO8OM1vSlSkvgyXU64PQr1H1dY/q655Qr68rNCwjIhKGFO4iImGor4b77GAX0IlQrw9Cv0bV1z2qr3tCvb5O9ckxdxERObq+2nMXEZGj6HPhbmbTzWyjmW02sx+GQD2Dzex9M1tvZmvN7Dv+7Q+Y2W7/RGorzGxmEGvcbmar/XUs8W/rZ2bvmtln/u/pQaptVJt9tMLMqszsrmDuPzN73MxKzWxNm20d7i/z/M7/97jKzCYEqb6HzGyDv4aXzSzNvz3fzOrb7MdHglTfEX+fZnavf/9tNLOLg1Tf821q225mK/zbe33/BYxzrs984S3QvQUYBsQAK4HRQa4pG5jgv50MbAJGAw8Adwd7n/nr2g5kttv2X8AP/bd/CPwiBOqMBIrxFrAM2v4DvgBMANZ0tr+AmXgrjxkwGVgUpPouAqL8t3/Rpr78tu2CuP86/H36/6+sBGKBof7/35G9XV+7x38F3Bes/Reor77Wcz+4nqtzrgk4sJ5r0Djn9jjnlvlvV+NNi5wTzJq66HLgL/7bfwGuCGItB0wDtjjnjvfitoBwzi0AKtptPtL+uhyY4zwLgTQzy+7t+pxz8503PTd46xjn9mQNR3OE/XcklwNznXONzrltwGa8/+c95mj1mZkB1wLP9WQNvaGvhXtH67mGTJCaWT4wHljk33Sn/2Py48Ea9vBzwHwzW+pf6hBggHNuD3hvUED/oFX3ues59D9VqOw/OPL+CsW/ya9y6DrGQ81suZl9aGbnBqsoOv59htr+Oxcocc591mZbqOy/Y9LXwr3L67n2NjNLAv4G3OWcqwL+CAwHxgF78D7qBcsU59wEYAbwLTP7QhBr6ZB5q3xdBrzo3xRK++9oQupv0sx+BLQAz/g37QHynHPjge8Bz5pZShBKO9LvM6T2H3ADh3YwQmX/HbO+Fu5dWs+1t5lZNF6wP+OcewnAOVfinGt1zvmAP9HDHzWPxjlX5P9eCrzsr6XkwPCB/3uwl0ecASxzzpVAaO0/vyPtr5D5mzSzW4FLga84/4Cxf7ij3H97Kd6Y9km9XdtRfp+htP+igKuA5w9sC5X9dzz6Wrh3up5rb/OP0f0ZWO+c+3Wb7W3HXa8E1rT/2d5gZolmlnzgNt6BtzV4++1Wf7NbgVeDUV8bh/SYQmX/tXGk/TUPuMV/1sxkYP+B4ZveZGbTgR/grWNc12Z7lplF+m8PA0YCW4NQ35F+n/OA680s1syG+uv7tLfr87sA2OCcKzywIVT233EJ9hHdY/3COzthE9476I9CoJ5z8D5GrgJW+L9mAk8Bq/3b5wHZQapvGN7ZCCuBtQf2GZABvAd85v/eL4j7MAEoB1LbbAva/sN7k9kDNOP1LO840v7CG1b4g//vcTVQEKT6NuONXR/4G3zE3/bL/t/7SmAZ8KUg1XfE3yfwI//+2wjMCEZ9/u1PAt9o17bX91+gvnSFqohIGOprwzIiItIFCncRkTCkcBcRCUMKdxGRMKRwFxEJQwp3EZEwpHAXEQlDCncRkTD0/wE0NIgN3mcm0gAAAABJRU5ErkJggg==\n",
"text/plain": "<Figure size 432x288 with 1 Axes>"
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
},
{
"metadata": {
"trusted": false
},
"cell_type": "code",
"source": "learn.save('stage-2')",
"execution_count": 40,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## Interpretation"
},
{
"metadata": {
"trusted": false
},
"cell_type": "code",
"source": "learn.load('stage-2')",
"execution_count": 41,
"outputs": []
},
{
"metadata": {
"trusted": false
},
"cell_type": "code",
"source": "interp = ClassificationInterpretation.from_learner(learn)",
"execution_count": 42,
"outputs": []
},
{
"metadata": {
"trusted": false
},
"cell_type": "code",
"source": "interp.plot_confusion_matrix()",
"execution_count": 43,
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": "<Figure size 432x288 with 1 Axes>"
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
},
{
"metadata": {
"trusted": false
},
"cell_type": "code",
"source": "interp.plot_top_losses(5)",
"execution_count": 45,
"outputs": [
{
"data": {
"image/png": 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