From da61b43686cd111ec96c4e78fe40067995a8057a Mon Sep 17 00:00:00 2001
From: Tyler <41713505+Tylersuard@users.noreply.github.com>
Date: Thu, 17 Dec 2020 14:19:18 -0800
Subject: [PATCH 01/13] Added label names for top 5 confidence scores

---
 pytorch_vision_resnext.md | 16 +++++++++++++++-
 1 file changed, 15 insertions(+), 1 deletion(-)

diff --git a/pytorch_vision_resnext.md b/pytorch_vision_resnext.md
index 857c422d..7e572a28 100644
--- a/pytorch_vision_resnext.md
+++ b/pytorch_vision_resnext.md
@@ -63,8 +63,22 @@ with torch.no_grad():
 # Tensor of shape 1000, with confidence scores over Imagenet's 1000 classes
 print(output[0])
 # The output has unnormalized scores. To get probabilities, you can run a softmax on it.
-print(torch.nn.functional.softmax(output[0], dim=0))
+probabilities = torch.nn.functional.softmax(output[0], dim=0)
+print(probabilities)
 
+#add labels:
+import pandas as pd
+import numpy
+
+probabilities = probabilities.cpu()
+probabilities_to_numpy = probabilities.numpy()
+label_indices = numpy.argpartition(probabilities_to_numpy, -10)[-10:]
+
+df = pd.read_csv("/content/imagenet_classes.csv")
+df["Confidence"] = probabilities_to_numpy
+df = df.loc[label_indices,"Label Name":"Confidence"]
+df = df.sort_values(by=['Confidence'], ascending=False)
+df
 ```
 
 ### Model Description

From b18b0748d946f955d928d54bf4576d67a91bfa7f Mon Sep 17 00:00:00 2001
From: Tyler <41713505+Tylersuard@users.noreply.github.com>
Date: Thu, 17 Dec 2020 14:20:30 -0800
Subject: [PATCH 02/13] Update pytorch_vision_resnext.md

---
 pytorch_vision_resnext.md | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/pytorch_vision_resnext.md b/pytorch_vision_resnext.md
index 7e572a28..8183c381 100644
--- a/pytorch_vision_resnext.md
+++ b/pytorch_vision_resnext.md
@@ -65,7 +65,9 @@ print(output[0])
 # The output has unnormalized scores. To get probabilities, you can run a softmax on it.
 probabilities = torch.nn.functional.softmax(output[0], dim=0)
 print(probabilities)
+```
 
+```
 #add labels:
 import pandas as pd
 import numpy

From 45a6d09e07f9f889112717859667bfe514efa8da Mon Sep 17 00:00:00 2001
From: Tyler <41713505+Tylersuard@users.noreply.github.com>
Date: Thu, 17 Dec 2020 14:40:45 -0800
Subject: [PATCH 03/13] Added ImageNet classes .csv file

---
 imagenet_classes.csv | 1001 ++++++++++++++++++++++++++++++++++++++++++
 1 file changed, 1001 insertions(+)
 create mode 100644 imagenet_classes.csv

diff --git a/imagenet_classes.csv b/imagenet_classes.csv
new file mode 100644
index 00000000..dd8a15d0
--- /dev/null
+++ b/imagenet_classes.csv
@@ -0,0 +1,1001 @@
+Label Name
+ tench
+ goldfish
+ great_white_shark
+ tiger_shark
+ hammerhead
+ electric_ray
+ stingray
+ cock
+ hen
+ ostrich
+ brambling
+ goldfinch
+ house_finch
+ junco
+ indigo_bunting
+ robin
+ bulbul
+ jay
+ magpie
+ chickadee
+ water_ouzel
+ kite
+ bald_eagle
+ vulture
+ great_grey_owl
+ European_fire_salamander
+ common_newt
+ eft
+ spotted_salamander
+ axolotl
+ bullfrog
+ tree_frog
+ tailed_frog
+ loggerhead
+ leatherback_turtle
+ mud_turtle
+ terrapin
+ box_turtle
+ banded_gecko
+ common_iguana
+ American_chameleon
+ whiptail
+ agama
+ frilled_lizard
+ alligator_lizard
+ Gila_monster
+ green_lizard
+ African_chameleon
+ Komodo_dragon
+ African_crocodile
+ American_alligator
+ triceratops
+ thunder_snake
+ ringneck_snake
+ hognose_snake
+ green_snake
+ king_snake
+ garter_snake
+ water_snake
+ vine_snake
+ night_snake
+ boa_constrictor
+ rock_python
+ Indian_cobra
+ green_mamba
+ sea_snake
+ horned_viper
+ diamondback
+ sidewinder
+ trilobite
+ harvestman
+ scorpion
+ black_and_gold_garden_spider
+ barn_spider
+ garden_spider
+ black_widow
+ tarantula
+ wolf_spider
+ tick
+ centipede
+ black_grouse
+ ptarmigan
+ ruffed_grouse
+ prairie_chicken
+ peacock
+ quail
+ partridge
+ African_grey
+ macaw
+ sulphur-crested_cockatoo
+ lorikeet
+ coucal
+ bee_eater
+ hornbill
+ hummingbird
+ jacamar
+ toucan
+ drake
+ red-breasted_merganser
+ goose
+ black_swan
+ tusker
+ echidna
+ platypus
+ wallaby
+ koala
+ wombat
+ jellyfish
+ sea_anemone
+ brain_coral
+ flatworm
+ nematode
+ conch
+ snail
+ slug
+ sea_slug
+ chiton
+ chambered_nautilus
+ Dungeness_crab
+ rock_crab
+ fiddler_crab
+ king_crab
+ American_lobster
+ spiny_lobster
+ crayfish
+ hermit_crab
+ isopod
+ white_stork
+ black_stork
+ spoonbill
+ flamingo
+ little_blue_heron
+ American_egret
+ bittern
+ crane
+ limpkin
+ European_gallinule
+ American_coot
+ bustard
+ ruddy_turnstone
+ red-backed_sandpiper
+ redshank
+ dowitcher
+ oystercatcher
+ pelican
+ king_penguin
+ albatross
+ grey_whale
+ killer_whale
+ dugong
+ sea_lion
+ Chihuahua
+ Japanese_spaniel
+ Maltese_dog
+ Pekinese
+ Shih-Tzu
+ Blenheim_spaniel
+ papillon
+ toy_terrier
+ Rhodesian_ridgeback
+ Afghan_hound
+ basset
+ beagle
+ bloodhound
+ bluetick
+ black-and-tan_coonhound
+ Walker_hound
+ English_foxhound
+ redbone
+ borzoi
+ Irish_wolfhound
+ Italian_greyhound
+ whippet
+ Ibizan_hound
+ Norwegian_elkhound
+ otterhound
+ Saluki
+ Scottish_deerhound
+ Weimaraner
+ Staffordshire_bullterrier
+ American_Staffordshire_terrier
+ Bedlington_terrier
+ Border_terrier
+ Kerry_blue_terrier
+ Irish_terrier
+ Norfolk_terrier
+ Norwich_terrier
+ Yorkshire_terrier
+ wire-haired_fox_terrier
+ Lakeland_terrier
+ Sealyham_terrier
+ Airedale
+ cairn
+ Australian_terrier
+ Dandie_Dinmont
+ Boston_bull
+ miniature_schnauzer
+ giant_schnauzer
+ standard_schnauzer
+ Scotch_terrier
+ Tibetan_terrier
+ silky_terrier
+ soft-coated_wheaten_terrier
+ West_Highland_white_terrier
+ Lhasa
+ flat-coated_retriever
+ curly-coated_retriever
+ golden_retriever
+ Labrador_retriever
+ Chesapeake_Bay_retriever
+ German_short-haired_pointer
+ vizsla
+ English_setter
+ Irish_setter
+ Gordon_setter
+ Brittany_spaniel
+ clumber
+ English_springer
+ Welsh_springer_spaniel
+ cocker_spaniel
+ Sussex_spaniel
+ Irish_water_spaniel
+ kuvasz
+ schipperke
+ groenendael
+ malinois
+ briard
+ kelpie
+ komondor
+ Old_English_sheepdog
+ Shetland_sheepdog
+ collie
+ Border_collie
+ Bouvier_des_Flandres
+ Rottweiler
+ German_shepherd
+ Doberman
+ miniature_pinscher
+ Greater_Swiss_Mountain_dog
+ Bernese_mountain_dog
+ Appenzeller
+ EntleBucher
+ boxer
+ bull_mastiff
+ Tibetan_mastiff
+ French_bulldog
+ Great_Dane
+ Saint_Bernard
+ Eskimo_dog
+ malamute
+ Siberian_husky
+ dalmatian
+ affenpinscher
+ basenji
+ pug
+ Leonberg
+ Newfoundland
+ Great_Pyrenees
+ Samoyed
+ Pomeranian
+ chow
+ keeshond
+ Brabancon_griffon
+ Pembroke
+ Cardigan
+ toy_poodle
+ miniature_poodle
+ standard_poodle
+ Mexican_hairless
+ timber_wolf
+ white_wolf
+ red_wolf
+ coyote
+ dingo
+ dhole
+ African_hunting_dog
+ hyena
+ red_fox
+ kit_fox
+ Arctic_fox
+ grey_fox
+ tabby
+ tiger_cat
+ Persian_cat
+ Siamese_cat
+ Egyptian_cat
+ cougar
+ lynx
+ leopard
+ snow_leopard
+ jaguar
+ lion
+ tiger
+ cheetah
+ brown_bear
+ American_black_bear
+ ice_bear
+ sloth_bear
+ mongoose
+ meerkat
+ tiger_beetle
+ ladybug
+ ground_beetle
+ long-horned_beetle
+ leaf_beetle
+ dung_beetle
+ rhinoceros_beetle
+ weevil
+ fly
+ bee
+ ant
+ grasshopper
+ cricket
+ walking_stick
+ cockroach
+ mantis
+ cicada
+ leafhopper
+ lacewing
+ dragonfly
+ damselfly
+ admiral
+ ringlet
+ monarch
+ cabbage_butterfly
+ sulphur_butterfly
+ lycaenid
+ starfish
+ sea_urchin
+ sea_cucumber
+ wood_rabbit
+ hare
+ Angora
+ hamster
+ porcupine
+ fox_squirrel
+ marmot
+ beaver
+ guinea_pig
+ sorrel
+ zebra
+ hog
+ wild_boar
+ warthog
+ hippopotamus
+ ox
+ water_buffalo
+ bison
+ ram
+ bighorn
+ ibex
+ hartebeest
+ impala
+ gazelle
+ Arabian_camel
+ llama
+ weasel
+ mink
+ polecat
+ black-footed_ferret
+ otter
+ skunk
+ badger
+ armadillo
+ three-toed_sloth
+ orangutan
+ gorilla
+ chimpanzee
+ gibbon
+ siamang
+ guenon
+ patas
+ baboon
+ macaque
+ langur
+ colobus
+ proboscis_monkey
+ marmoset
+ capuchin
+ howler_monkey
+ titi
+ spider_monkey
+ squirrel_monkey
+ Madagascar_cat
+ indri
+ Indian_elephant
+ African_elephant
+ lesser_panda
+ giant_panda
+ barracouta
+ eel
+ coho
+ rock_beauty
+ anemone_fish
+ sturgeon
+ gar
+ lionfish
+ puffer
+ abacus
+ abaya
+ academic_gown
+ accordion
+ acoustic_guitar
+ aircraft_carrier
+ airliner
+ airship
+ altar
+ ambulance
+ amphibian
+ analog_clock
+ apiary
+ apron
+ ashcan
+ assault_rifle
+ backpack
+ bakery
+ balance_beam
+ balloon
+ ballpoint
+ Band_Aid
+ banjo
+ bannister
+ barbell
+ barber_chair
+ barbershop
+ barn
+ barometer
+ barrel
+ barrow
+ baseball
+ basketball
+ bassinet
+ bassoon
+ bathing_cap
+ bath_towel
+ bathtub
+ beach_wagon
+ beacon
+ beaker
+ bearskin
+ beer_bottle
+ beer_glass
+ bell_cote
+ bib
+ bicycle-built-for-two
+ bikini
+ binder
+ binoculars
+ birdhouse
+ boathouse
+ bobsled
+ bolo_tie
+ bonnet
+ bookcase
+ bookshop
+ bottlecap
+ bow
+ bow_tie
+ brass
+ brassiere
+ breakwater
+ breastplate
+ broom
+ bucket
+ buckle
+ bulletproof_vest
+ bullet_train
+ butcher_shop
+ cab
+ caldron
+ candle
+ cannon
+ canoe
+ can_opener
+ cardigan
+ car_mirror
+ carousel
+ carpenter's_kit
+ carton
+ car_wheel
+ cash_machine
+ cassette
+ cassette_player
+ castle
+ catamaran
+ CD_player
+ cello
+ cellular_telephone
+ chain
+ chainlink_fence
+ chain_mail
+ chain_saw
+ chest
+ chiffonier
+ chime
+ china_cabinet
+ Christmas_stocking
+ church
+ cinema
+ cleaver
+ cliff_dwelling
+ cloak
+ clog
+ cocktail_shaker
+ coffee_mug
+ coffeepot
+ coil
+ combination_lock
+ computer_keyboard
+ confectionery
+ container_ship
+ convertible
+ corkscrew
+ cornet
+ cowboy_boot
+ cowboy_hat
+ cradle
+ crane
+ crash_helmet
+ crate
+ crib
+ Crock_Pot
+ croquet_ball
+ crutch
+ cuirass
+ dam
+ desk
+ desktop_computer
+ dial_telephone
+ diaper
+ digital_clock
+ digital_watch
+ dining_table
+ dishrag
+ dishwasher
+ disk_brake
+ dock
+ dogsled
+ dome
+ doormat
+ drilling_platform
+ drum
+ drumstick
+ dumbbell
+ Dutch_oven
+ electric_fan
+ electric_guitar
+ electric_locomotive
+ entertainment_center
+ envelope
+ espresso_maker
+ face_powder
+ feather_boa
+ file
+ fireboat
+ fire_engine
+ fire_screen
+ flagpole
+ flute
+ folding_chair
+ football_helmet
+ forklift
+ fountain
+ fountain_pen
+ four-poster
+ freight_car
+ French_horn
+ frying_pan
+ fur_coat
+ garbage_truck
+ gasmask
+ gas_pump
+ goblet
+ go-kart
+ golf_ball
+ golfcart
+ gondola
+ gong
+ gown
+ grand_piano
+ greenhouse
+ grille
+ grocery_store
+ guillotine
+ hair_slide
+ hair_spray
+ half_track
+ hammer
+ hamper
+ hand_blower
+ hand-held_computer
+ handkerchief
+ hard_disc
+ harmonica
+ harp
+ harvester
+ hatchet
+ holster
+ home_theater
+ honeycomb
+ hook
+ hoopskirt
+ horizontal_bar
+ horse_cart
+ hourglass
+ iPod
+ iron
+ jack-o'-lantern
+ jean
+ jeep
+ jersey
+ jigsaw_puzzle
+ jinrikisha
+ joystick
+ kimono
+ knee_pad
+ knot
+ lab_coat
+ ladle
+ lampshade
+ laptop
+ lawn_mower
+ lens_cap
+ letter_opener
+ library
+ lifeboat
+ lighter
+ limousine
+ liner
+ lipstick
+ Loafer
+ lotion
+ loudspeaker
+ loupe
+ lumbermill
+ magnetic_compass
+ mailbag
+ mailbox
+ maillot
+ maillot
+ manhole_cover
+ maraca
+ marimba
+ mask
+ matchstick
+ maypole
+ maze
+ measuring_cup
+ medicine_chest
+ megalith
+ microphone
+ microwave
+ military_uniform
+ milk_can
+ minibus
+ miniskirt
+ minivan
+ missile
+ mitten
+ mixing_bowl
+ mobile_home
+ Model_T
+ modem
+ monastery
+ monitor
+ moped
+ mortar
+ mortarboard
+ mosque
+ mosquito_net
+ motor_scooter
+ mountain_bike
+ mountain_tent
+ mouse
+ mousetrap
+ moving_van
+ muzzle
+ nail
+ neck_brace
+ necklace
+ nipple
+ notebook
+ obelisk
+ oboe
+ ocarina
+ odometer
+ oil_filter
+ organ
+ oscilloscope
+ overskirt
+ oxcart
+ oxygen_mask
+ packet
+ paddle
+ paddlewheel
+ padlock
+ paintbrush
+ pajama
+ palace
+ panpipe
+ paper_towel
+ parachute
+ parallel_bars
+ park_bench
+ parking_meter
+ passenger_car
+ patio
+ pay-phone
+ pedestal
+ pencil_box
+ pencil_sharpener
+ perfume
+ Petri_dish
+ photocopier
+ pick
+ pickelhaube
+ picket_fence
+ pickup
+ pier
+ piggy_bank
+ pill_bottle
+ pillow
+ ping-pong_ball
+ pinwheel
+ pirate
+ pitcher
+ plane
+ planetarium
+ plastic_bag
+ plate_rack
+ plow
+ plunger
+ Polaroid_camera
+ pole
+ police_van
+ poncho
+ pool_table
+ pop_bottle
+ pot
+ potter's_wheel
+ power_drill
+ prayer_rug
+ printer
+ prison
+ projectile
+ projector
+ puck
+ punching_bag
+ purse
+ quill
+ quilt
+ racer
+ racket
+ radiator
+ radio
+ radio_telescope
+ rain_barrel
+ recreational_vehicle
+ reel
+ reflex_camera
+ refrigerator
+ remote_control
+ restaurant
+ revolver
+ rifle
+ rocking_chair
+ rotisserie
+ rubber_eraser
+ rugby_ball
+ rule
+ running_shoe
+ safe
+ safety_pin
+ saltshaker
+ sandal
+ sarong
+ sax
+ scabbard
+ scale
+ school_bus
+ schooner
+ scoreboard
+ screen
+ screw
+ screwdriver
+ seat_belt
+ sewing_machine
+ shield
+ shoe_shop
+ shoji
+ shopping_basket
+ shopping_cart
+ shovel
+ shower_cap
+ shower_curtain
+ ski
+ ski_mask
+ sleeping_bag
+ slide_rule
+ sliding_door
+ slot
+ snorkel
+ snowmobile
+ snowplow
+ soap_dispenser
+ soccer_ball
+ sock
+ solar_dish
+ sombrero
+ soup_bowl
+ space_bar
+ space_heater
+ space_shuttle
+ spatula
+ speedboat
+ spider_web
+ spindle
+ sports_car
+ spotlight
+ stage
+ steam_locomotive
+ steel_arch_bridge
+ steel_drum
+ stethoscope
+ stole
+ stone_wall
+ stopwatch
+ stove
+ strainer
+ streetcar
+ stretcher
+ studio_couch
+ stupa
+ submarine
+ suit
+ sundial
+ sunglass
+ sunglasses
+ sunscreen
+ suspension_bridge
+ swab
+ sweatshirt
+ swimming_trunks
+ swing
+ switch
+ syringe
+ table_lamp
+ tank
+ tape_player
+ teapot
+ teddy
+ television
+ tennis_ball
+ thatch
+ theater_curtain
+ thimble
+ thresher
+ throne
+ tile_roof
+ toaster
+ tobacco_shop
+ toilet_seat
+ torch
+ totem_pole
+ tow_truck
+ toyshop
+ tractor
+ trailer_truck
+ tray
+ trench_coat
+ tricycle
+ trimaran
+ tripod
+ triumphal_arch
+ trolleybus
+ trombone
+ tub
+ turnstile
+ typewriter_keyboard
+ umbrella
+ unicycle
+ upright
+ vacuum
+ vase
+ vault
+ velvet
+ vending_machine
+ vestment
+ viaduct
+ violin
+ volleyball
+ waffle_iron
+ wall_clock
+ wallet
+ wardrobe
+ warplane
+ washbasin
+ washer
+ water_bottle
+ water_jug
+ water_tower
+ whiskey_jug
+ whistle
+ wig
+ window_screen
+ window_shade
+ Windsor_tie
+ wine_bottle
+ wing
+ wok
+ wooden_spoon
+ wool
+ worm_fence
+ wreck
+ yawl
+ yurt
+ web_site
+ comic_book
+ crossword_puzzle
+ street_sign
+ traffic_light
+ book_jacket
+ menu
+ plate
+ guacamole
+ consomme
+ hot_pot
+ trifle
+ ice_cream
+ ice_lolly
+ French_loaf
+ bagel
+ pretzel
+ cheeseburger
+ hotdog
+ mashed_potato
+ head_cabbage
+ broccoli
+ cauliflower
+ zucchini
+ spaghetti_squash
+ acorn_squash
+ butternut_squash
+ cucumber
+ artichoke
+ bell_pepper
+ cardoon
+ mushroom
+ Granny_Smith
+ strawberry
+ orange
+ lemon
+ fig
+ pineapple
+ banana
+ jackfruit
+ custard_apple
+ pomegranate
+ hay
+ carbonara
+ chocolate_sauce
+ dough
+ meat_loaf
+ pizza
+ potpie
+ burrito
+ red_wine
+ espresso
+ cup
+ eggnog
+ alp
+ bubble
+ cliff
+ coral_reef
+ geyser
+ lakeside
+ promontory
+ sandbar
+ seashore
+ valley
+ volcano
+ ballplayer
+ groom
+ scuba_diver
+ rapeseed
+ daisy
+ yellow_lady's_slipper
+ corn
+ acorn
+ hip
+ buckeye
+ coral_fungus
+ agaric
+ gyromitra
+ stinkhorn
+ earthstar
+ hen-of-the-woods
+ bolete
+ ear
+ toilet_tissue

From a52a9bff382f9bc9dec761498785598be728c8d7 Mon Sep 17 00:00:00 2001
From: Tyler <41713505+Tylersuard@users.noreply.github.com>
Date: Thu, 17 Dec 2020 14:42:37 -0800
Subject: [PATCH 04/13] Added !wget for downloading imagenet classes .csv

---
 pytorch_vision_resnext.md | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/pytorch_vision_resnext.md b/pytorch_vision_resnext.md
index 8183c381..108a55e5 100644
--- a/pytorch_vision_resnext.md
+++ b/pytorch_vision_resnext.md
@@ -72,6 +72,8 @@ print(probabilities)
 import pandas as pd
 import numpy
 
+!wget https://github.com/Tylersuard/hub/blob/master/imagenet_classes.csv
+
 probabilities = probabilities.cpu()
 probabilities_to_numpy = probabilities.numpy()
 label_indices = numpy.argpartition(probabilities_to_numpy, -10)[-10:]

From bc8c2731be8baca95b2b33819fe2df3d0a98acf5 Mon Sep 17 00:00:00 2001
From: Tyler <41713505+Tylersuard@users.noreply.github.com>
Date: Fri, 18 Dec 2020 18:13:01 -0800
Subject: [PATCH 05/13] Update imagenet_classes.csv

---
 imagenet_classes.csv | 1 -
 1 file changed, 1 deletion(-)

diff --git a/imagenet_classes.csv b/imagenet_classes.csv
index dd8a15d0..996804d5 100644
--- a/imagenet_classes.csv
+++ b/imagenet_classes.csv
@@ -1,4 +1,3 @@
-Label Name
  tench
  goldfish
  great_white_shark

From 5491fa4f926b5a13a8621dfbf7173d80bf9b4c2c Mon Sep 17 00:00:00 2001
From: Tyler <41713505+Tylersuard@users.noreply.github.com>
Date: Fri, 18 Dec 2020 18:19:01 -0800
Subject: [PATCH 06/13] Update imagenet_classes.csv

---
 imagenet_classes.csv | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/imagenet_classes.csv b/imagenet_classes.csv
index 996804d5..41ec8ef2 100644
--- a/imagenet_classes.csv
+++ b/imagenet_classes.csv
@@ -1,4 +1,4 @@
- tench
+Label 
  goldfish
  great_white_shark
  tiger_shark

From 13e3eef72252eecccc4863aa4df79024342228e7 Mon Sep 17 00:00:00 2001
From: Tyler <41713505+Tylersuard@users.noreply.github.com>
Date: Fri, 18 Dec 2020 18:23:35 -0800
Subject: [PATCH 07/13] Update imagenet_classes.csv

---
 imagenet_classes.csv | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/imagenet_classes.csv b/imagenet_classes.csv
index 41ec8ef2..996804d5 100644
--- a/imagenet_classes.csv
+++ b/imagenet_classes.csv
@@ -1,4 +1,4 @@
-Label 
+ tench
  goldfish
  great_white_shark
  tiger_shark

From 3658dec5a4542903230047c6a7b9e8d5a0cf996c Mon Sep 17 00:00:00 2001
From: Tyler <41713505+Tylersuard@users.noreply.github.com>
Date: Fri, 18 Dec 2020 18:36:13 -0800
Subject: [PATCH 08/13] Add files via upload

---
 imagenet_classes.txt | 1004 ++++++++++++++++++++++++++++++++++++++++++
 1 file changed, 1004 insertions(+)
 create mode 100644 imagenet_classes.txt

diff --git a/imagenet_classes.txt b/imagenet_classes.txt
new file mode 100644
index 00000000..e144f6eb
--- /dev/null
+++ b/imagenet_classes.txt
@@ -0,0 +1,1004 @@
+List of ImageNet class numbers and names as used in Keras' pre-trained models.
+
+Extracted from https://s3.amazonaws.com/deep-learning-models/image-models/imagenet_class_index.json
+
+0, tench
+1, goldfish
+2, great_white_shark
+3, tiger_shark
+4, hammerhead
+5, electric_ray
+6, stingray
+7, cock
+8, hen
+9, ostrich
+10, brambling
+11, goldfinch
+12, house_finch
+13, junco
+14, indigo_bunting
+15, robin
+16, bulbul
+17, jay
+18, magpie
+19, chickadee
+20, water_ouzel
+21, kite
+22, bald_eagle
+23, vulture
+24, great_grey_owl
+25, European_fire_salamander
+26, common_newt
+27, eft
+28, spotted_salamander
+29, axolotl
+30, bullfrog
+31, tree_frog
+32, tailed_frog
+33, loggerhead
+34, leatherback_turtle
+35, mud_turtle
+36, terrapin
+37, box_turtle
+38, banded_gecko
+39, common_iguana
+40, American_chameleon
+41, whiptail
+42, agama
+43, frilled_lizard
+44, alligator_lizard
+45, Gila_monster
+46, green_lizard
+47, African_chameleon
+48, Komodo_dragon
+49, African_crocodile
+50, American_alligator
+51, triceratops
+52, thunder_snake
+53, ringneck_snake
+54, hognose_snake
+55, green_snake
+56, king_snake
+57, garter_snake
+58, water_snake
+59, vine_snake
+60, night_snake
+61, boa_constrictor
+62, rock_python
+63, Indian_cobra
+64, green_mamba
+65, sea_snake
+66, horned_viper
+67, diamondback
+68, sidewinder
+69, trilobite
+70, harvestman
+71, scorpion
+72, black_and_gold_garden_spider
+73, barn_spider
+74, garden_spider
+75, black_widow
+76, tarantula
+77, wolf_spider
+78, tick
+79, centipede
+80, black_grouse
+81, ptarmigan
+82, ruffed_grouse
+83, prairie_chicken
+84, peacock
+85, quail
+86, partridge
+87, African_grey
+88, macaw
+89, sulphur-crested_cockatoo
+90, lorikeet
+91, coucal
+92, bee_eater
+93, hornbill
+94, hummingbird
+95, jacamar
+96, toucan
+97, drake
+98, red-breasted_merganser
+99, goose
+100, black_swan
+101, tusker
+102, echidna
+103, platypus
+104, wallaby
+105, koala
+106, wombat
+107, jellyfish
+108, sea_anemone
+109, brain_coral
+110, flatworm
+111, nematode
+112, conch
+113, snail
+114, slug
+115, sea_slug
+116, chiton
+117, chambered_nautilus
+118, Dungeness_crab
+119, rock_crab
+120, fiddler_crab
+121, king_crab
+122, American_lobster
+123, spiny_lobster
+124, crayfish
+125, hermit_crab
+126, isopod
+127, white_stork
+128, black_stork
+129, spoonbill
+130, flamingo
+131, little_blue_heron
+132, American_egret
+133, bittern
+134, crane
+135, limpkin
+136, European_gallinule
+137, American_coot
+138, bustard
+139, ruddy_turnstone
+140, red-backed_sandpiper
+141, redshank
+142, dowitcher
+143, oystercatcher
+144, pelican
+145, king_penguin
+146, albatross
+147, grey_whale
+148, killer_whale
+149, dugong
+150, sea_lion
+151, Chihuahua
+152, Japanese_spaniel
+153, Maltese_dog
+154, Pekinese
+155, Shih-Tzu
+156, Blenheim_spaniel
+157, papillon
+158, toy_terrier
+159, Rhodesian_ridgeback
+160, Afghan_hound
+161, basset
+162, beagle
+163, bloodhound
+164, bluetick
+165, black-and-tan_coonhound
+166, Walker_hound
+167, English_foxhound
+168, redbone
+169, borzoi
+170, Irish_wolfhound
+171, Italian_greyhound
+172, whippet
+173, Ibizan_hound
+174, Norwegian_elkhound
+175, otterhound
+176, Saluki
+177, Scottish_deerhound
+178, Weimaraner
+179, Staffordshire_bullterrier
+180, American_Staffordshire_terrier
+181, Bedlington_terrier
+182, Border_terrier
+183, Kerry_blue_terrier
+184, Irish_terrier
+185, Norfolk_terrier
+186, Norwich_terrier
+187, Yorkshire_terrier
+188, wire-haired_fox_terrier
+189, Lakeland_terrier
+190, Sealyham_terrier
+191, Airedale
+192, cairn
+193, Australian_terrier
+194, Dandie_Dinmont
+195, Boston_bull
+196, miniature_schnauzer
+197, giant_schnauzer
+198, standard_schnauzer
+199, Scotch_terrier
+200, Tibetan_terrier
+201, silky_terrier
+202, soft-coated_wheaten_terrier
+203, West_Highland_white_terrier
+204, Lhasa
+205, flat-coated_retriever
+206, curly-coated_retriever
+207, golden_retriever
+208, Labrador_retriever
+209, Chesapeake_Bay_retriever
+210, German_short-haired_pointer
+211, vizsla
+212, English_setter
+213, Irish_setter
+214, Gordon_setter
+215, Brittany_spaniel
+216, clumber
+217, English_springer
+218, Welsh_springer_spaniel
+219, cocker_spaniel
+220, Sussex_spaniel
+221, Irish_water_spaniel
+222, kuvasz
+223, schipperke
+224, groenendael
+225, malinois
+226, briard
+227, kelpie
+228, komondor
+229, Old_English_sheepdog
+230, Shetland_sheepdog
+231, collie
+232, Border_collie
+233, Bouvier_des_Flandres
+234, Rottweiler
+235, German_shepherd
+236, Doberman
+237, miniature_pinscher
+238, Greater_Swiss_Mountain_dog
+239, Bernese_mountain_dog
+240, Appenzeller
+241, EntleBucher
+242, boxer
+243, bull_mastiff
+244, Tibetan_mastiff
+245, French_bulldog
+246, Great_Dane
+247, Saint_Bernard
+248, Eskimo_dog
+249, malamute
+250, Siberian_husky
+251, dalmatian
+252, affenpinscher
+253, basenji
+254, pug
+255, Leonberg
+256, Newfoundland
+257, Great_Pyrenees
+258, Samoyed
+259, Pomeranian
+260, chow
+261, keeshond
+262, Brabancon_griffon
+263, Pembroke
+264, Cardigan
+265, toy_poodle
+266, miniature_poodle
+267, standard_poodle
+268, Mexican_hairless
+269, timber_wolf
+270, white_wolf
+271, red_wolf
+272, coyote
+273, dingo
+274, dhole
+275, African_hunting_dog
+276, hyena
+277, red_fox
+278, kit_fox
+279, Arctic_fox
+280, grey_fox
+281, tabby
+282, tiger_cat
+283, Persian_cat
+284, Siamese_cat
+285, Egyptian_cat
+286, cougar
+287, lynx
+288, leopard
+289, snow_leopard
+290, jaguar
+291, lion
+292, tiger
+293, cheetah
+294, brown_bear
+295, American_black_bear
+296, ice_bear
+297, sloth_bear
+298, mongoose
+299, meerkat
+300, tiger_beetle
+301, ladybug
+302, ground_beetle
+303, long-horned_beetle
+304, leaf_beetle
+305, dung_beetle
+306, rhinoceros_beetle
+307, weevil
+308, fly
+309, bee
+310, ant
+311, grasshopper
+312, cricket
+313, walking_stick
+314, cockroach
+315, mantis
+316, cicada
+317, leafhopper
+318, lacewing
+319, dragonfly
+320, damselfly
+321, admiral
+322, ringlet
+323, monarch
+324, cabbage_butterfly
+325, sulphur_butterfly
+326, lycaenid
+327, starfish
+328, sea_urchin
+329, sea_cucumber
+330, wood_rabbit
+331, hare
+332, Angora
+333, hamster
+334, porcupine
+335, fox_squirrel
+336, marmot
+337, beaver
+338, guinea_pig
+339, sorrel
+340, zebra
+341, hog
+342, wild_boar
+343, warthog
+344, hippopotamus
+345, ox
+346, water_buffalo
+347, bison
+348, ram
+349, bighorn
+350, ibex
+351, hartebeest
+352, impala
+353, gazelle
+354, Arabian_camel
+355, llama
+356, weasel
+357, mink
+358, polecat
+359, black-footed_ferret
+360, otter
+361, skunk
+362, badger
+363, armadillo
+364, three-toed_sloth
+365, orangutan
+366, gorilla
+367, chimpanzee
+368, gibbon
+369, siamang
+370, guenon
+371, patas
+372, baboon
+373, macaque
+374, langur
+375, colobus
+376, proboscis_monkey
+377, marmoset
+378, capuchin
+379, howler_monkey
+380, titi
+381, spider_monkey
+382, squirrel_monkey
+383, Madagascar_cat
+384, indri
+385, Indian_elephant
+386, African_elephant
+387, lesser_panda
+388, giant_panda
+389, barracouta
+390, eel
+391, coho
+392, rock_beauty
+393, anemone_fish
+394, sturgeon
+395, gar
+396, lionfish
+397, puffer
+398, abacus
+399, abaya
+400, academic_gown
+401, accordion
+402, acoustic_guitar
+403, aircraft_carrier
+404, airliner
+405, airship
+406, altar
+407, ambulance
+408, amphibian
+409, analog_clock
+410, apiary
+411, apron
+412, ashcan
+413, assault_rifle
+414, backpack
+415, bakery
+416, balance_beam
+417, balloon
+418, ballpoint
+419, Band_Aid
+420, banjo
+421, bannister
+422, barbell
+423, barber_chair
+424, barbershop
+425, barn
+426, barometer
+427, barrel
+428, barrow
+429, baseball
+430, basketball
+431, bassinet
+432, bassoon
+433, bathing_cap
+434, bath_towel
+435, bathtub
+436, beach_wagon
+437, beacon
+438, beaker
+439, bearskin
+440, beer_bottle
+441, beer_glass
+442, bell_cote
+443, bib
+444, bicycle-built-for-two
+445, bikini
+446, binder
+447, binoculars
+448, birdhouse
+449, boathouse
+450, bobsled
+451, bolo_tie
+452, bonnet
+453, bookcase
+454, bookshop
+455, bottlecap
+456, bow
+457, bow_tie
+458, brass
+459, brassiere
+460, breakwater
+461, breastplate
+462, broom
+463, bucket
+464, buckle
+465, bulletproof_vest
+466, bullet_train
+467, butcher_shop
+468, cab
+469, caldron
+470, candle
+471, cannon
+472, canoe
+473, can_opener
+474, cardigan
+475, car_mirror
+476, carousel
+477, carpenter's_kit
+478, carton
+479, car_wheel
+480, cash_machine
+481, cassette
+482, cassette_player
+483, castle
+484, catamaran
+485, CD_player
+486, cello
+487, cellular_telephone
+488, chain
+489, chainlink_fence
+490, chain_mail
+491, chain_saw
+492, chest
+493, chiffonier
+494, chime
+495, china_cabinet
+496, Christmas_stocking
+497, church
+498, cinema
+499, cleaver
+500, cliff_dwelling
+501, cloak
+502, clog
+503, cocktail_shaker
+504, coffee_mug
+505, coffeepot
+506, coil
+507, combination_lock
+508, computer_keyboard
+509, confectionery
+510, container_ship
+511, convertible
+512, corkscrew
+513, cornet
+514, cowboy_boot
+515, cowboy_hat
+516, cradle
+517, crane
+518, crash_helmet
+519, crate
+520, crib
+521, Crock_Pot
+522, croquet_ball
+523, crutch
+524, cuirass
+525, dam
+526, desk
+527, desktop_computer
+528, dial_telephone
+529, diaper
+530, digital_clock
+531, digital_watch
+532, dining_table
+533, dishrag
+534, dishwasher
+535, disk_brake
+536, dock
+537, dogsled
+538, dome
+539, doormat
+540, drilling_platform
+541, drum
+542, drumstick
+543, dumbbell
+544, Dutch_oven
+545, electric_fan
+546, electric_guitar
+547, electric_locomotive
+548, entertainment_center
+549, envelope
+550, espresso_maker
+551, face_powder
+552, feather_boa
+553, file
+554, fireboat
+555, fire_engine
+556, fire_screen
+557, flagpole
+558, flute
+559, folding_chair
+560, football_helmet
+561, forklift
+562, fountain
+563, fountain_pen
+564, four-poster
+565, freight_car
+566, French_horn
+567, frying_pan
+568, fur_coat
+569, garbage_truck
+570, gasmask
+571, gas_pump
+572, goblet
+573, go-kart
+574, golf_ball
+575, golfcart
+576, gondola
+577, gong
+578, gown
+579, grand_piano
+580, greenhouse
+581, grille
+582, grocery_store
+583, guillotine
+584, hair_slide
+585, hair_spray
+586, half_track
+587, hammer
+588, hamper
+589, hand_blower
+590, hand-held_computer
+591, handkerchief
+592, hard_disc
+593, harmonica
+594, harp
+595, harvester
+596, hatchet
+597, holster
+598, home_theater
+599, honeycomb
+600, hook
+601, hoopskirt
+602, horizontal_bar
+603, horse_cart
+604, hourglass
+605, iPod
+606, iron
+607, jack-o'-lantern
+608, jean
+609, jeep
+610, jersey
+611, jigsaw_puzzle
+612, jinrikisha
+613, joystick
+614, kimono
+615, knee_pad
+616, knot
+617, lab_coat
+618, ladle
+619, lampshade
+620, laptop
+621, lawn_mower
+622, lens_cap
+623, letter_opener
+624, library
+625, lifeboat
+626, lighter
+627, limousine
+628, liner
+629, lipstick
+630, Loafer
+631, lotion
+632, loudspeaker
+633, loupe
+634, lumbermill
+635, magnetic_compass
+636, mailbag
+637, mailbox
+638, maillot
+639, maillot
+640, manhole_cover
+641, maraca
+642, marimba
+643, mask
+644, matchstick
+645, maypole
+646, maze
+647, measuring_cup
+648, medicine_chest
+649, megalith
+650, microphone
+651, microwave
+652, military_uniform
+653, milk_can
+654, minibus
+655, miniskirt
+656, minivan
+657, missile
+658, mitten
+659, mixing_bowl
+660, mobile_home
+661, Model_T
+662, modem
+663, monastery
+664, monitor
+665, moped
+666, mortar
+667, mortarboard
+668, mosque
+669, mosquito_net
+670, motor_scooter
+671, mountain_bike
+672, mountain_tent
+673, mouse
+674, mousetrap
+675, moving_van
+676, muzzle
+677, nail
+678, neck_brace
+679, necklace
+680, nipple
+681, notebook
+682, obelisk
+683, oboe
+684, ocarina
+685, odometer
+686, oil_filter
+687, organ
+688, oscilloscope
+689, overskirt
+690, oxcart
+691, oxygen_mask
+692, packet
+693, paddle
+694, paddlewheel
+695, padlock
+696, paintbrush
+697, pajama
+698, palace
+699, panpipe
+700, paper_towel
+701, parachute
+702, parallel_bars
+703, park_bench
+704, parking_meter
+705, passenger_car
+706, patio
+707, pay-phone
+708, pedestal
+709, pencil_box
+710, pencil_sharpener
+711, perfume
+712, Petri_dish
+713, photocopier
+714, pick
+715, pickelhaube
+716, picket_fence
+717, pickup
+718, pier
+719, piggy_bank
+720, pill_bottle
+721, pillow
+722, ping-pong_ball
+723, pinwheel
+724, pirate
+725, pitcher
+726, plane
+727, planetarium
+728, plastic_bag
+729, plate_rack
+730, plow
+731, plunger
+732, Polaroid_camera
+733, pole
+734, police_van
+735, poncho
+736, pool_table
+737, pop_bottle
+738, pot
+739, potter's_wheel
+740, power_drill
+741, prayer_rug
+742, printer
+743, prison
+744, projectile
+745, projector
+746, puck
+747, punching_bag
+748, purse
+749, quill
+750, quilt
+751, racer
+752, racket
+753, radiator
+754, radio
+755, radio_telescope
+756, rain_barrel
+757, recreational_vehicle
+758, reel
+759, reflex_camera
+760, refrigerator
+761, remote_control
+762, restaurant
+763, revolver
+764, rifle
+765, rocking_chair
+766, rotisserie
+767, rubber_eraser
+768, rugby_ball
+769, rule
+770, running_shoe
+771, safe
+772, safety_pin
+773, saltshaker
+774, sandal
+775, sarong
+776, sax
+777, scabbard
+778, scale
+779, school_bus
+780, schooner
+781, scoreboard
+782, screen
+783, screw
+784, screwdriver
+785, seat_belt
+786, sewing_machine
+787, shield
+788, shoe_shop
+789, shoji
+790, shopping_basket
+791, shopping_cart
+792, shovel
+793, shower_cap
+794, shower_curtain
+795, ski
+796, ski_mask
+797, sleeping_bag
+798, slide_rule
+799, sliding_door
+800, slot
+801, snorkel
+802, snowmobile
+803, snowplow
+804, soap_dispenser
+805, soccer_ball
+806, sock
+807, solar_dish
+808, sombrero
+809, soup_bowl
+810, space_bar
+811, space_heater
+812, space_shuttle
+813, spatula
+814, speedboat
+815, spider_web
+816, spindle
+817, sports_car
+818, spotlight
+819, stage
+820, steam_locomotive
+821, steel_arch_bridge
+822, steel_drum
+823, stethoscope
+824, stole
+825, stone_wall
+826, stopwatch
+827, stove
+828, strainer
+829, streetcar
+830, stretcher
+831, studio_couch
+832, stupa
+833, submarine
+834, suit
+835, sundial
+836, sunglass
+837, sunglasses
+838, sunscreen
+839, suspension_bridge
+840, swab
+841, sweatshirt
+842, swimming_trunks
+843, swing
+844, switch
+845, syringe
+846, table_lamp
+847, tank
+848, tape_player
+849, teapot
+850, teddy
+851, television
+852, tennis_ball
+853, thatch
+854, theater_curtain
+855, thimble
+856, thresher
+857, throne
+858, tile_roof
+859, toaster
+860, tobacco_shop
+861, toilet_seat
+862, torch
+863, totem_pole
+864, tow_truck
+865, toyshop
+866, tractor
+867, trailer_truck
+868, tray
+869, trench_coat
+870, tricycle
+871, trimaran
+872, tripod
+873, triumphal_arch
+874, trolleybus
+875, trombone
+876, tub
+877, turnstile
+878, typewriter_keyboard
+879, umbrella
+880, unicycle
+881, upright
+882, vacuum
+883, vase
+884, vault
+885, velvet
+886, vending_machine
+887, vestment
+888, viaduct
+889, violin
+890, volleyball
+891, waffle_iron
+892, wall_clock
+893, wallet
+894, wardrobe
+895, warplane
+896, washbasin
+897, washer
+898, water_bottle
+899, water_jug
+900, water_tower
+901, whiskey_jug
+902, whistle
+903, wig
+904, window_screen
+905, window_shade
+906, Windsor_tie
+907, wine_bottle
+908, wing
+909, wok
+910, wooden_spoon
+911, wool
+912, worm_fence
+913, wreck
+914, yawl
+915, yurt
+916, web_site
+917, comic_book
+918, crossword_puzzle
+919, street_sign
+920, traffic_light
+921, book_jacket
+922, menu
+923, plate
+924, guacamole
+925, consomme
+926, hot_pot
+927, trifle
+928, ice_cream
+929, ice_lolly
+930, French_loaf
+931, bagel
+932, pretzel
+933, cheeseburger
+934, hotdog
+935, mashed_potato
+936, head_cabbage
+937, broccoli
+938, cauliflower
+939, zucchini
+940, spaghetti_squash
+941, acorn_squash
+942, butternut_squash
+943, cucumber
+944, artichoke
+945, bell_pepper
+946, cardoon
+947, mushroom
+948, Granny_Smith
+949, strawberry
+950, orange
+951, lemon
+952, fig
+953, pineapple
+954, banana
+955, jackfruit
+956, custard_apple
+957, pomegranate
+958, hay
+959, carbonara
+960, chocolate_sauce
+961, dough
+962, meat_loaf
+963, pizza
+964, potpie
+965, burrito
+966, red_wine
+967, espresso
+968, cup
+969, eggnog
+970, alp
+971, bubble
+972, cliff
+973, coral_reef
+974, geyser
+975, lakeside
+976, promontory
+977, sandbar
+978, seashore
+979, valley
+980, volcano
+981, ballplayer
+982, groom
+983, scuba_diver
+984, rapeseed
+985, daisy
+986, yellow_lady's_slipper
+987, corn
+988, acorn
+989, hip
+990, buckeye
+991, coral_fungus
+992, agaric
+993, gyromitra
+994, stinkhorn
+995, earthstar
+996, hen-of-the-woods
+997, bolete
+998, ear
+999, toilet_tissue
\ No newline at end of file

From 6bb7ade92447ed6f5569cfc035ed64ef3e4b633b Mon Sep 17 00:00:00 2001
From: Tyler <41713505+Tylersuard@users.noreply.github.com>
Date: Fri, 18 Dec 2020 18:39:20 -0800
Subject: [PATCH 09/13] Update imagenet_classes.txt

---
 imagenet_classes.txt | 6 +-----
 1 file changed, 1 insertion(+), 5 deletions(-)

diff --git a/imagenet_classes.txt b/imagenet_classes.txt
index e144f6eb..34c3324c 100644
--- a/imagenet_classes.txt
+++ b/imagenet_classes.txt
@@ -1,7 +1,3 @@
-List of ImageNet class numbers and names as used in Keras' pre-trained models.
-
-Extracted from https://s3.amazonaws.com/deep-learning-models/image-models/imagenet_class_index.json
-
 0, tench
 1, goldfish
 2, great_white_shark
@@ -1001,4 +997,4 @@ Extracted from https://s3.amazonaws.com/deep-learning-models/image-models/imagen
 996, hen-of-the-woods
 997, bolete
 998, ear
-999, toilet_tissue
\ No newline at end of file
+999, toilet_tissue

From 31e957a245164ce9a0296c351699dad5958edc99 Mon Sep 17 00:00:00 2001
From: Tyler <41713505+Tylersuard@users.noreply.github.com>
Date: Fri, 18 Dec 2020 18:45:31 -0800
Subject: [PATCH 10/13] Altered labeling code to use torch.topk for the top 5
 predictions.

---
 pytorch_vision_resnext.md | 27 +++++++++++++++------------
 1 file changed, 15 insertions(+), 12 deletions(-)

diff --git a/pytorch_vision_resnext.md b/pytorch_vision_resnext.md
index 108a55e5..5a57706b 100644
--- a/pytorch_vision_resnext.md
+++ b/pytorch_vision_resnext.md
@@ -68,21 +68,24 @@ print(probabilities)
 ```
 
 ```
-#add labels:
-import pandas as pd
-import numpy
+#Download ImageNet labels
+!wget https://raw.githubusercontent.com/Tylersuard/hub/master/imagenet_classes.txt
+```
 
-!wget https://github.com/Tylersuard/hub/blob/master/imagenet_classes.csv
+```
+#Apply labels to the tensor
+with open ("imagenet_classes.txt", "r") as myfile:
+    data=myfile.read()
+    processed = [s.strip() for s in data.splitlines()]
+    #print(processed)
 
 probabilities = probabilities.cpu()
-probabilities_to_numpy = probabilities.numpy()
-label_indices = numpy.argpartition(probabilities_to_numpy, -10)[-10:]
-
-df = pd.read_csv("/content/imagenet_classes.csv")
-df["Confidence"] = probabilities_to_numpy
-df = df.loc[label_indices,"Label Name":"Confidence"]
-df = df.sort_values(by=['Confidence'], ascending=False)
-df
+top5 = torch.topk(probabilities,5)
+top5_list = [a.tolist() for a in top5]
+#print(top5_list)
+
+for i in range(5):
+  print(processed[top5_list[1][i]],top5_list[0][i])
 ```
 
 ### Model Description

From a3a34fe83afa25a0b1ab93ac9e31ad9a9b5fb335 Mon Sep 17 00:00:00 2001
From: Vasilis Vryniotis <datumbox@users.noreply.github.com>
Date: Sat, 19 Dec 2020 15:38:45 +0000
Subject: [PATCH 11/13] Delete imagenet_classes.csv

---
 imagenet_classes.csv | 1000 ------------------------------------------
 1 file changed, 1000 deletions(-)
 delete mode 100644 imagenet_classes.csv

diff --git a/imagenet_classes.csv b/imagenet_classes.csv
deleted file mode 100644
index 996804d5..00000000
--- a/imagenet_classes.csv
+++ /dev/null
@@ -1,1000 +0,0 @@
- tench
- goldfish
- great_white_shark
- tiger_shark
- hammerhead
- electric_ray
- stingray
- cock
- hen
- ostrich
- brambling
- goldfinch
- house_finch
- junco
- indigo_bunting
- robin
- bulbul
- jay
- magpie
- chickadee
- water_ouzel
- kite
- bald_eagle
- vulture
- great_grey_owl
- European_fire_salamander
- common_newt
- eft
- spotted_salamander
- axolotl
- bullfrog
- tree_frog
- tailed_frog
- loggerhead
- leatherback_turtle
- mud_turtle
- terrapin
- box_turtle
- banded_gecko
- common_iguana
- American_chameleon
- whiptail
- agama
- frilled_lizard
- alligator_lizard
- Gila_monster
- green_lizard
- African_chameleon
- Komodo_dragon
- African_crocodile
- American_alligator
- triceratops
- thunder_snake
- ringneck_snake
- hognose_snake
- green_snake
- king_snake
- garter_snake
- water_snake
- vine_snake
- night_snake
- boa_constrictor
- rock_python
- Indian_cobra
- green_mamba
- sea_snake
- horned_viper
- diamondback
- sidewinder
- trilobite
- harvestman
- scorpion
- black_and_gold_garden_spider
- barn_spider
- garden_spider
- black_widow
- tarantula
- wolf_spider
- tick
- centipede
- black_grouse
- ptarmigan
- ruffed_grouse
- prairie_chicken
- peacock
- quail
- partridge
- African_grey
- macaw
- sulphur-crested_cockatoo
- lorikeet
- coucal
- bee_eater
- hornbill
- hummingbird
- jacamar
- toucan
- drake
- red-breasted_merganser
- goose
- black_swan
- tusker
- echidna
- platypus
- wallaby
- koala
- wombat
- jellyfish
- sea_anemone
- brain_coral
- flatworm
- nematode
- conch
- snail
- slug
- sea_slug
- chiton
- chambered_nautilus
- Dungeness_crab
- rock_crab
- fiddler_crab
- king_crab
- American_lobster
- spiny_lobster
- crayfish
- hermit_crab
- isopod
- white_stork
- black_stork
- spoonbill
- flamingo
- little_blue_heron
- American_egret
- bittern
- crane
- limpkin
- European_gallinule
- American_coot
- bustard
- ruddy_turnstone
- red-backed_sandpiper
- redshank
- dowitcher
- oystercatcher
- pelican
- king_penguin
- albatross
- grey_whale
- killer_whale
- dugong
- sea_lion
- Chihuahua
- Japanese_spaniel
- Maltese_dog
- Pekinese
- Shih-Tzu
- Blenheim_spaniel
- papillon
- toy_terrier
- Rhodesian_ridgeback
- Afghan_hound
- basset
- beagle
- bloodhound
- bluetick
- black-and-tan_coonhound
- Walker_hound
- English_foxhound
- redbone
- borzoi
- Irish_wolfhound
- Italian_greyhound
- whippet
- Ibizan_hound
- Norwegian_elkhound
- otterhound
- Saluki
- Scottish_deerhound
- Weimaraner
- Staffordshire_bullterrier
- American_Staffordshire_terrier
- Bedlington_terrier
- Border_terrier
- Kerry_blue_terrier
- Irish_terrier
- Norfolk_terrier
- Norwich_terrier
- Yorkshire_terrier
- wire-haired_fox_terrier
- Lakeland_terrier
- Sealyham_terrier
- Airedale
- cairn
- Australian_terrier
- Dandie_Dinmont
- Boston_bull
- miniature_schnauzer
- giant_schnauzer
- standard_schnauzer
- Scotch_terrier
- Tibetan_terrier
- silky_terrier
- soft-coated_wheaten_terrier
- West_Highland_white_terrier
- Lhasa
- flat-coated_retriever
- curly-coated_retriever
- golden_retriever
- Labrador_retriever
- Chesapeake_Bay_retriever
- German_short-haired_pointer
- vizsla
- English_setter
- Irish_setter
- Gordon_setter
- Brittany_spaniel
- clumber
- English_springer
- Welsh_springer_spaniel
- cocker_spaniel
- Sussex_spaniel
- Irish_water_spaniel
- kuvasz
- schipperke
- groenendael
- malinois
- briard
- kelpie
- komondor
- Old_English_sheepdog
- Shetland_sheepdog
- collie
- Border_collie
- Bouvier_des_Flandres
- Rottweiler
- German_shepherd
- Doberman
- miniature_pinscher
- Greater_Swiss_Mountain_dog
- Bernese_mountain_dog
- Appenzeller
- EntleBucher
- boxer
- bull_mastiff
- Tibetan_mastiff
- French_bulldog
- Great_Dane
- Saint_Bernard
- Eskimo_dog
- malamute
- Siberian_husky
- dalmatian
- affenpinscher
- basenji
- pug
- Leonberg
- Newfoundland
- Great_Pyrenees
- Samoyed
- Pomeranian
- chow
- keeshond
- Brabancon_griffon
- Pembroke
- Cardigan
- toy_poodle
- miniature_poodle
- standard_poodle
- Mexican_hairless
- timber_wolf
- white_wolf
- red_wolf
- coyote
- dingo
- dhole
- African_hunting_dog
- hyena
- red_fox
- kit_fox
- Arctic_fox
- grey_fox
- tabby
- tiger_cat
- Persian_cat
- Siamese_cat
- Egyptian_cat
- cougar
- lynx
- leopard
- snow_leopard
- jaguar
- lion
- tiger
- cheetah
- brown_bear
- American_black_bear
- ice_bear
- sloth_bear
- mongoose
- meerkat
- tiger_beetle
- ladybug
- ground_beetle
- long-horned_beetle
- leaf_beetle
- dung_beetle
- rhinoceros_beetle
- weevil
- fly
- bee
- ant
- grasshopper
- cricket
- walking_stick
- cockroach
- mantis
- cicada
- leafhopper
- lacewing
- dragonfly
- damselfly
- admiral
- ringlet
- monarch
- cabbage_butterfly
- sulphur_butterfly
- lycaenid
- starfish
- sea_urchin
- sea_cucumber
- wood_rabbit
- hare
- Angora
- hamster
- porcupine
- fox_squirrel
- marmot
- beaver
- guinea_pig
- sorrel
- zebra
- hog
- wild_boar
- warthog
- hippopotamus
- ox
- water_buffalo
- bison
- ram
- bighorn
- ibex
- hartebeest
- impala
- gazelle
- Arabian_camel
- llama
- weasel
- mink
- polecat
- black-footed_ferret
- otter
- skunk
- badger
- armadillo
- three-toed_sloth
- orangutan
- gorilla
- chimpanzee
- gibbon
- siamang
- guenon
- patas
- baboon
- macaque
- langur
- colobus
- proboscis_monkey
- marmoset
- capuchin
- howler_monkey
- titi
- spider_monkey
- squirrel_monkey
- Madagascar_cat
- indri
- Indian_elephant
- African_elephant
- lesser_panda
- giant_panda
- barracouta
- eel
- coho
- rock_beauty
- anemone_fish
- sturgeon
- gar
- lionfish
- puffer
- abacus
- abaya
- academic_gown
- accordion
- acoustic_guitar
- aircraft_carrier
- airliner
- airship
- altar
- ambulance
- amphibian
- analog_clock
- apiary
- apron
- ashcan
- assault_rifle
- backpack
- bakery
- balance_beam
- balloon
- ballpoint
- Band_Aid
- banjo
- bannister
- barbell
- barber_chair
- barbershop
- barn
- barometer
- barrel
- barrow
- baseball
- basketball
- bassinet
- bassoon
- bathing_cap
- bath_towel
- bathtub
- beach_wagon
- beacon
- beaker
- bearskin
- beer_bottle
- beer_glass
- bell_cote
- bib
- bicycle-built-for-two
- bikini
- binder
- binoculars
- birdhouse
- boathouse
- bobsled
- bolo_tie
- bonnet
- bookcase
- bookshop
- bottlecap
- bow
- bow_tie
- brass
- brassiere
- breakwater
- breastplate
- broom
- bucket
- buckle
- bulletproof_vest
- bullet_train
- butcher_shop
- cab
- caldron
- candle
- cannon
- canoe
- can_opener
- cardigan
- car_mirror
- carousel
- carpenter's_kit
- carton
- car_wheel
- cash_machine
- cassette
- cassette_player
- castle
- catamaran
- CD_player
- cello
- cellular_telephone
- chain
- chainlink_fence
- chain_mail
- chain_saw
- chest
- chiffonier
- chime
- china_cabinet
- Christmas_stocking
- church
- cinema
- cleaver
- cliff_dwelling
- cloak
- clog
- cocktail_shaker
- coffee_mug
- coffeepot
- coil
- combination_lock
- computer_keyboard
- confectionery
- container_ship
- convertible
- corkscrew
- cornet
- cowboy_boot
- cowboy_hat
- cradle
- crane
- crash_helmet
- crate
- crib
- Crock_Pot
- croquet_ball
- crutch
- cuirass
- dam
- desk
- desktop_computer
- dial_telephone
- diaper
- digital_clock
- digital_watch
- dining_table
- dishrag
- dishwasher
- disk_brake
- dock
- dogsled
- dome
- doormat
- drilling_platform
- drum
- drumstick
- dumbbell
- Dutch_oven
- electric_fan
- electric_guitar
- electric_locomotive
- entertainment_center
- envelope
- espresso_maker
- face_powder
- feather_boa
- file
- fireboat
- fire_engine
- fire_screen
- flagpole
- flute
- folding_chair
- football_helmet
- forklift
- fountain
- fountain_pen
- four-poster
- freight_car
- French_horn
- frying_pan
- fur_coat
- garbage_truck
- gasmask
- gas_pump
- goblet
- go-kart
- golf_ball
- golfcart
- gondola
- gong
- gown
- grand_piano
- greenhouse
- grille
- grocery_store
- guillotine
- hair_slide
- hair_spray
- half_track
- hammer
- hamper
- hand_blower
- hand-held_computer
- handkerchief
- hard_disc
- harmonica
- harp
- harvester
- hatchet
- holster
- home_theater
- honeycomb
- hook
- hoopskirt
- horizontal_bar
- horse_cart
- hourglass
- iPod
- iron
- jack-o'-lantern
- jean
- jeep
- jersey
- jigsaw_puzzle
- jinrikisha
- joystick
- kimono
- knee_pad
- knot
- lab_coat
- ladle
- lampshade
- laptop
- lawn_mower
- lens_cap
- letter_opener
- library
- lifeboat
- lighter
- limousine
- liner
- lipstick
- Loafer
- lotion
- loudspeaker
- loupe
- lumbermill
- magnetic_compass
- mailbag
- mailbox
- maillot
- maillot
- manhole_cover
- maraca
- marimba
- mask
- matchstick
- maypole
- maze
- measuring_cup
- medicine_chest
- megalith
- microphone
- microwave
- military_uniform
- milk_can
- minibus
- miniskirt
- minivan
- missile
- mitten
- mixing_bowl
- mobile_home
- Model_T
- modem
- monastery
- monitor
- moped
- mortar
- mortarboard
- mosque
- mosquito_net
- motor_scooter
- mountain_bike
- mountain_tent
- mouse
- mousetrap
- moving_van
- muzzle
- nail
- neck_brace
- necklace
- nipple
- notebook
- obelisk
- oboe
- ocarina
- odometer
- oil_filter
- organ
- oscilloscope
- overskirt
- oxcart
- oxygen_mask
- packet
- paddle
- paddlewheel
- padlock
- paintbrush
- pajama
- palace
- panpipe
- paper_towel
- parachute
- parallel_bars
- park_bench
- parking_meter
- passenger_car
- patio
- pay-phone
- pedestal
- pencil_box
- pencil_sharpener
- perfume
- Petri_dish
- photocopier
- pick
- pickelhaube
- picket_fence
- pickup
- pier
- piggy_bank
- pill_bottle
- pillow
- ping-pong_ball
- pinwheel
- pirate
- pitcher
- plane
- planetarium
- plastic_bag
- plate_rack
- plow
- plunger
- Polaroid_camera
- pole
- police_van
- poncho
- pool_table
- pop_bottle
- pot
- potter's_wheel
- power_drill
- prayer_rug
- printer
- prison
- projectile
- projector
- puck
- punching_bag
- purse
- quill
- quilt
- racer
- racket
- radiator
- radio
- radio_telescope
- rain_barrel
- recreational_vehicle
- reel
- reflex_camera
- refrigerator
- remote_control
- restaurant
- revolver
- rifle
- rocking_chair
- rotisserie
- rubber_eraser
- rugby_ball
- rule
- running_shoe
- safe
- safety_pin
- saltshaker
- sandal
- sarong
- sax
- scabbard
- scale
- school_bus
- schooner
- scoreboard
- screen
- screw
- screwdriver
- seat_belt
- sewing_machine
- shield
- shoe_shop
- shoji
- shopping_basket
- shopping_cart
- shovel
- shower_cap
- shower_curtain
- ski
- ski_mask
- sleeping_bag
- slide_rule
- sliding_door
- slot
- snorkel
- snowmobile
- snowplow
- soap_dispenser
- soccer_ball
- sock
- solar_dish
- sombrero
- soup_bowl
- space_bar
- space_heater
- space_shuttle
- spatula
- speedboat
- spider_web
- spindle
- sports_car
- spotlight
- stage
- steam_locomotive
- steel_arch_bridge
- steel_drum
- stethoscope
- stole
- stone_wall
- stopwatch
- stove
- strainer
- streetcar
- stretcher
- studio_couch
- stupa
- submarine
- suit
- sundial
- sunglass
- sunglasses
- sunscreen
- suspension_bridge
- swab
- sweatshirt
- swimming_trunks
- swing
- switch
- syringe
- table_lamp
- tank
- tape_player
- teapot
- teddy
- television
- tennis_ball
- thatch
- theater_curtain
- thimble
- thresher
- throne
- tile_roof
- toaster
- tobacco_shop
- toilet_seat
- torch
- totem_pole
- tow_truck
- toyshop
- tractor
- trailer_truck
- tray
- trench_coat
- tricycle
- trimaran
- tripod
- triumphal_arch
- trolleybus
- trombone
- tub
- turnstile
- typewriter_keyboard
- umbrella
- unicycle
- upright
- vacuum
- vase
- vault
- velvet
- vending_machine
- vestment
- viaduct
- violin
- volleyball
- waffle_iron
- wall_clock
- wallet
- wardrobe
- warplane
- washbasin
- washer
- water_bottle
- water_jug
- water_tower
- whiskey_jug
- whistle
- wig
- window_screen
- window_shade
- Windsor_tie
- wine_bottle
- wing
- wok
- wooden_spoon
- wool
- worm_fence
- wreck
- yawl
- yurt
- web_site
- comic_book
- crossword_puzzle
- street_sign
- traffic_light
- book_jacket
- menu
- plate
- guacamole
- consomme
- hot_pot
- trifle
- ice_cream
- ice_lolly
- French_loaf
- bagel
- pretzel
- cheeseburger
- hotdog
- mashed_potato
- head_cabbage
- broccoli
- cauliflower
- zucchini
- spaghetti_squash
- acorn_squash
- butternut_squash
- cucumber
- artichoke
- bell_pepper
- cardoon
- mushroom
- Granny_Smith
- strawberry
- orange
- lemon
- fig
- pineapple
- banana
- jackfruit
- custard_apple
- pomegranate
- hay
- carbonara
- chocolate_sauce
- dough
- meat_loaf
- pizza
- potpie
- burrito
- red_wine
- espresso
- cup
- eggnog
- alp
- bubble
- cliff
- coral_reef
- geyser
- lakeside
- promontory
- sandbar
- seashore
- valley
- volcano
- ballplayer
- groom
- scuba_diver
- rapeseed
- daisy
- yellow_lady's_slipper
- corn
- acorn
- hip
- buckeye
- coral_fungus
- agaric
- gyromitra
- stinkhorn
- earthstar
- hen-of-the-woods
- bolete
- ear
- toilet_tissue

From b1d33a62d4d897766b46664fdbd99f0e4f56f699 Mon Sep 17 00:00:00 2001
From: Tyler <41713505+Tylersuard@users.noreply.github.com>
Date: Mon, 21 Dec 2020 12:49:10 -0800
Subject: [PATCH 12/13] Removed number labels

---
 imagenet_classes.txt | 2000 +++++++++++++++++++++---------------------
 1 file changed, 1000 insertions(+), 1000 deletions(-)

diff --git a/imagenet_classes.txt b/imagenet_classes.txt
index 34c3324c..996804d5 100644
--- a/imagenet_classes.txt
+++ b/imagenet_classes.txt
@@ -1,1000 +1,1000 @@
-0, tench
-1, goldfish
-2, great_white_shark
-3, tiger_shark
-4, hammerhead
-5, electric_ray
-6, stingray
-7, cock
-8, hen
-9, ostrich
-10, brambling
-11, goldfinch
-12, house_finch
-13, junco
-14, indigo_bunting
-15, robin
-16, bulbul
-17, jay
-18, magpie
-19, chickadee
-20, water_ouzel
-21, kite
-22, bald_eagle
-23, vulture
-24, great_grey_owl
-25, European_fire_salamander
-26, common_newt
-27, eft
-28, spotted_salamander
-29, axolotl
-30, bullfrog
-31, tree_frog
-32, tailed_frog
-33, loggerhead
-34, leatherback_turtle
-35, mud_turtle
-36, terrapin
-37, box_turtle
-38, banded_gecko
-39, common_iguana
-40, American_chameleon
-41, whiptail
-42, agama
-43, frilled_lizard
-44, alligator_lizard
-45, Gila_monster
-46, green_lizard
-47, African_chameleon
-48, Komodo_dragon
-49, African_crocodile
-50, American_alligator
-51, triceratops
-52, thunder_snake
-53, ringneck_snake
-54, hognose_snake
-55, green_snake
-56, king_snake
-57, garter_snake
-58, water_snake
-59, vine_snake
-60, night_snake
-61, boa_constrictor
-62, rock_python
-63, Indian_cobra
-64, green_mamba
-65, sea_snake
-66, horned_viper
-67, diamondback
-68, sidewinder
-69, trilobite
-70, harvestman
-71, scorpion
-72, black_and_gold_garden_spider
-73, barn_spider
-74, garden_spider
-75, black_widow
-76, tarantula
-77, wolf_spider
-78, tick
-79, centipede
-80, black_grouse
-81, ptarmigan
-82, ruffed_grouse
-83, prairie_chicken
-84, peacock
-85, quail
-86, partridge
-87, African_grey
-88, macaw
-89, sulphur-crested_cockatoo
-90, lorikeet
-91, coucal
-92, bee_eater
-93, hornbill
-94, hummingbird
-95, jacamar
-96, toucan
-97, drake
-98, red-breasted_merganser
-99, goose
-100, black_swan
-101, tusker
-102, echidna
-103, platypus
-104, wallaby
-105, koala
-106, wombat
-107, jellyfish
-108, sea_anemone
-109, brain_coral
-110, flatworm
-111, nematode
-112, conch
-113, snail
-114, slug
-115, sea_slug
-116, chiton
-117, chambered_nautilus
-118, Dungeness_crab
-119, rock_crab
-120, fiddler_crab
-121, king_crab
-122, American_lobster
-123, spiny_lobster
-124, crayfish
-125, hermit_crab
-126, isopod
-127, white_stork
-128, black_stork
-129, spoonbill
-130, flamingo
-131, little_blue_heron
-132, American_egret
-133, bittern
-134, crane
-135, limpkin
-136, European_gallinule
-137, American_coot
-138, bustard
-139, ruddy_turnstone
-140, red-backed_sandpiper
-141, redshank
-142, dowitcher
-143, oystercatcher
-144, pelican
-145, king_penguin
-146, albatross
-147, grey_whale
-148, killer_whale
-149, dugong
-150, sea_lion
-151, Chihuahua
-152, Japanese_spaniel
-153, Maltese_dog
-154, Pekinese
-155, Shih-Tzu
-156, Blenheim_spaniel
-157, papillon
-158, toy_terrier
-159, Rhodesian_ridgeback
-160, Afghan_hound
-161, basset
-162, beagle
-163, bloodhound
-164, bluetick
-165, black-and-tan_coonhound
-166, Walker_hound
-167, English_foxhound
-168, redbone
-169, borzoi
-170, Irish_wolfhound
-171, Italian_greyhound
-172, whippet
-173, Ibizan_hound
-174, Norwegian_elkhound
-175, otterhound
-176, Saluki
-177, Scottish_deerhound
-178, Weimaraner
-179, Staffordshire_bullterrier
-180, American_Staffordshire_terrier
-181, Bedlington_terrier
-182, Border_terrier
-183, Kerry_blue_terrier
-184, Irish_terrier
-185, Norfolk_terrier
-186, Norwich_terrier
-187, Yorkshire_terrier
-188, wire-haired_fox_terrier
-189, Lakeland_terrier
-190, Sealyham_terrier
-191, Airedale
-192, cairn
-193, Australian_terrier
-194, Dandie_Dinmont
-195, Boston_bull
-196, miniature_schnauzer
-197, giant_schnauzer
-198, standard_schnauzer
-199, Scotch_terrier
-200, Tibetan_terrier
-201, silky_terrier
-202, soft-coated_wheaten_terrier
-203, West_Highland_white_terrier
-204, Lhasa
-205, flat-coated_retriever
-206, curly-coated_retriever
-207, golden_retriever
-208, Labrador_retriever
-209, Chesapeake_Bay_retriever
-210, German_short-haired_pointer
-211, vizsla
-212, English_setter
-213, Irish_setter
-214, Gordon_setter
-215, Brittany_spaniel
-216, clumber
-217, English_springer
-218, Welsh_springer_spaniel
-219, cocker_spaniel
-220, Sussex_spaniel
-221, Irish_water_spaniel
-222, kuvasz
-223, schipperke
-224, groenendael
-225, malinois
-226, briard
-227, kelpie
-228, komondor
-229, Old_English_sheepdog
-230, Shetland_sheepdog
-231, collie
-232, Border_collie
-233, Bouvier_des_Flandres
-234, Rottweiler
-235, German_shepherd
-236, Doberman
-237, miniature_pinscher
-238, Greater_Swiss_Mountain_dog
-239, Bernese_mountain_dog
-240, Appenzeller
-241, EntleBucher
-242, boxer
-243, bull_mastiff
-244, Tibetan_mastiff
-245, French_bulldog
-246, Great_Dane
-247, Saint_Bernard
-248, Eskimo_dog
-249, malamute
-250, Siberian_husky
-251, dalmatian
-252, affenpinscher
-253, basenji
-254, pug
-255, Leonberg
-256, Newfoundland
-257, Great_Pyrenees
-258, Samoyed
-259, Pomeranian
-260, chow
-261, keeshond
-262, Brabancon_griffon
-263, Pembroke
-264, Cardigan
-265, toy_poodle
-266, miniature_poodle
-267, standard_poodle
-268, Mexican_hairless
-269, timber_wolf
-270, white_wolf
-271, red_wolf
-272, coyote
-273, dingo
-274, dhole
-275, African_hunting_dog
-276, hyena
-277, red_fox
-278, kit_fox
-279, Arctic_fox
-280, grey_fox
-281, tabby
-282, tiger_cat
-283, Persian_cat
-284, Siamese_cat
-285, Egyptian_cat
-286, cougar
-287, lynx
-288, leopard
-289, snow_leopard
-290, jaguar
-291, lion
-292, tiger
-293, cheetah
-294, brown_bear
-295, American_black_bear
-296, ice_bear
-297, sloth_bear
-298, mongoose
-299, meerkat
-300, tiger_beetle
-301, ladybug
-302, ground_beetle
-303, long-horned_beetle
-304, leaf_beetle
-305, dung_beetle
-306, rhinoceros_beetle
-307, weevil
-308, fly
-309, bee
-310, ant
-311, grasshopper
-312, cricket
-313, walking_stick
-314, cockroach
-315, mantis
-316, cicada
-317, leafhopper
-318, lacewing
-319, dragonfly
-320, damselfly
-321, admiral
-322, ringlet
-323, monarch
-324, cabbage_butterfly
-325, sulphur_butterfly
-326, lycaenid
-327, starfish
-328, sea_urchin
-329, sea_cucumber
-330, wood_rabbit
-331, hare
-332, Angora
-333, hamster
-334, porcupine
-335, fox_squirrel
-336, marmot
-337, beaver
-338, guinea_pig
-339, sorrel
-340, zebra
-341, hog
-342, wild_boar
-343, warthog
-344, hippopotamus
-345, ox
-346, water_buffalo
-347, bison
-348, ram
-349, bighorn
-350, ibex
-351, hartebeest
-352, impala
-353, gazelle
-354, Arabian_camel
-355, llama
-356, weasel
-357, mink
-358, polecat
-359, black-footed_ferret
-360, otter
-361, skunk
-362, badger
-363, armadillo
-364, three-toed_sloth
-365, orangutan
-366, gorilla
-367, chimpanzee
-368, gibbon
-369, siamang
-370, guenon
-371, patas
-372, baboon
-373, macaque
-374, langur
-375, colobus
-376, proboscis_monkey
-377, marmoset
-378, capuchin
-379, howler_monkey
-380, titi
-381, spider_monkey
-382, squirrel_monkey
-383, Madagascar_cat
-384, indri
-385, Indian_elephant
-386, African_elephant
-387, lesser_panda
-388, giant_panda
-389, barracouta
-390, eel
-391, coho
-392, rock_beauty
-393, anemone_fish
-394, sturgeon
-395, gar
-396, lionfish
-397, puffer
-398, abacus
-399, abaya
-400, academic_gown
-401, accordion
-402, acoustic_guitar
-403, aircraft_carrier
-404, airliner
-405, airship
-406, altar
-407, ambulance
-408, amphibian
-409, analog_clock
-410, apiary
-411, apron
-412, ashcan
-413, assault_rifle
-414, backpack
-415, bakery
-416, balance_beam
-417, balloon
-418, ballpoint
-419, Band_Aid
-420, banjo
-421, bannister
-422, barbell
-423, barber_chair
-424, barbershop
-425, barn
-426, barometer
-427, barrel
-428, barrow
-429, baseball
-430, basketball
-431, bassinet
-432, bassoon
-433, bathing_cap
-434, bath_towel
-435, bathtub
-436, beach_wagon
-437, beacon
-438, beaker
-439, bearskin
-440, beer_bottle
-441, beer_glass
-442, bell_cote
-443, bib
-444, bicycle-built-for-two
-445, bikini
-446, binder
-447, binoculars
-448, birdhouse
-449, boathouse
-450, bobsled
-451, bolo_tie
-452, bonnet
-453, bookcase
-454, bookshop
-455, bottlecap
-456, bow
-457, bow_tie
-458, brass
-459, brassiere
-460, breakwater
-461, breastplate
-462, broom
-463, bucket
-464, buckle
-465, bulletproof_vest
-466, bullet_train
-467, butcher_shop
-468, cab
-469, caldron
-470, candle
-471, cannon
-472, canoe
-473, can_opener
-474, cardigan
-475, car_mirror
-476, carousel
-477, carpenter's_kit
-478, carton
-479, car_wheel
-480, cash_machine
-481, cassette
-482, cassette_player
-483, castle
-484, catamaran
-485, CD_player
-486, cello
-487, cellular_telephone
-488, chain
-489, chainlink_fence
-490, chain_mail
-491, chain_saw
-492, chest
-493, chiffonier
-494, chime
-495, china_cabinet
-496, Christmas_stocking
-497, church
-498, cinema
-499, cleaver
-500, cliff_dwelling
-501, cloak
-502, clog
-503, cocktail_shaker
-504, coffee_mug
-505, coffeepot
-506, coil
-507, combination_lock
-508, computer_keyboard
-509, confectionery
-510, container_ship
-511, convertible
-512, corkscrew
-513, cornet
-514, cowboy_boot
-515, cowboy_hat
-516, cradle
-517, crane
-518, crash_helmet
-519, crate
-520, crib
-521, Crock_Pot
-522, croquet_ball
-523, crutch
-524, cuirass
-525, dam
-526, desk
-527, desktop_computer
-528, dial_telephone
-529, diaper
-530, digital_clock
-531, digital_watch
-532, dining_table
-533, dishrag
-534, dishwasher
-535, disk_brake
-536, dock
-537, dogsled
-538, dome
-539, doormat
-540, drilling_platform
-541, drum
-542, drumstick
-543, dumbbell
-544, Dutch_oven
-545, electric_fan
-546, electric_guitar
-547, electric_locomotive
-548, entertainment_center
-549, envelope
-550, espresso_maker
-551, face_powder
-552, feather_boa
-553, file
-554, fireboat
-555, fire_engine
-556, fire_screen
-557, flagpole
-558, flute
-559, folding_chair
-560, football_helmet
-561, forklift
-562, fountain
-563, fountain_pen
-564, four-poster
-565, freight_car
-566, French_horn
-567, frying_pan
-568, fur_coat
-569, garbage_truck
-570, gasmask
-571, gas_pump
-572, goblet
-573, go-kart
-574, golf_ball
-575, golfcart
-576, gondola
-577, gong
-578, gown
-579, grand_piano
-580, greenhouse
-581, grille
-582, grocery_store
-583, guillotine
-584, hair_slide
-585, hair_spray
-586, half_track
-587, hammer
-588, hamper
-589, hand_blower
-590, hand-held_computer
-591, handkerchief
-592, hard_disc
-593, harmonica
-594, harp
-595, harvester
-596, hatchet
-597, holster
-598, home_theater
-599, honeycomb
-600, hook
-601, hoopskirt
-602, horizontal_bar
-603, horse_cart
-604, hourglass
-605, iPod
-606, iron
-607, jack-o'-lantern
-608, jean
-609, jeep
-610, jersey
-611, jigsaw_puzzle
-612, jinrikisha
-613, joystick
-614, kimono
-615, knee_pad
-616, knot
-617, lab_coat
-618, ladle
-619, lampshade
-620, laptop
-621, lawn_mower
-622, lens_cap
-623, letter_opener
-624, library
-625, lifeboat
-626, lighter
-627, limousine
-628, liner
-629, lipstick
-630, Loafer
-631, lotion
-632, loudspeaker
-633, loupe
-634, lumbermill
-635, magnetic_compass
-636, mailbag
-637, mailbox
-638, maillot
-639, maillot
-640, manhole_cover
-641, maraca
-642, marimba
-643, mask
-644, matchstick
-645, maypole
-646, maze
-647, measuring_cup
-648, medicine_chest
-649, megalith
-650, microphone
-651, microwave
-652, military_uniform
-653, milk_can
-654, minibus
-655, miniskirt
-656, minivan
-657, missile
-658, mitten
-659, mixing_bowl
-660, mobile_home
-661, Model_T
-662, modem
-663, monastery
-664, monitor
-665, moped
-666, mortar
-667, mortarboard
-668, mosque
-669, mosquito_net
-670, motor_scooter
-671, mountain_bike
-672, mountain_tent
-673, mouse
-674, mousetrap
-675, moving_van
-676, muzzle
-677, nail
-678, neck_brace
-679, necklace
-680, nipple
-681, notebook
-682, obelisk
-683, oboe
-684, ocarina
-685, odometer
-686, oil_filter
-687, organ
-688, oscilloscope
-689, overskirt
-690, oxcart
-691, oxygen_mask
-692, packet
-693, paddle
-694, paddlewheel
-695, padlock
-696, paintbrush
-697, pajama
-698, palace
-699, panpipe
-700, paper_towel
-701, parachute
-702, parallel_bars
-703, park_bench
-704, parking_meter
-705, passenger_car
-706, patio
-707, pay-phone
-708, pedestal
-709, pencil_box
-710, pencil_sharpener
-711, perfume
-712, Petri_dish
-713, photocopier
-714, pick
-715, pickelhaube
-716, picket_fence
-717, pickup
-718, pier
-719, piggy_bank
-720, pill_bottle
-721, pillow
-722, ping-pong_ball
-723, pinwheel
-724, pirate
-725, pitcher
-726, plane
-727, planetarium
-728, plastic_bag
-729, plate_rack
-730, plow
-731, plunger
-732, Polaroid_camera
-733, pole
-734, police_van
-735, poncho
-736, pool_table
-737, pop_bottle
-738, pot
-739, potter's_wheel
-740, power_drill
-741, prayer_rug
-742, printer
-743, prison
-744, projectile
-745, projector
-746, puck
-747, punching_bag
-748, purse
-749, quill
-750, quilt
-751, racer
-752, racket
-753, radiator
-754, radio
-755, radio_telescope
-756, rain_barrel
-757, recreational_vehicle
-758, reel
-759, reflex_camera
-760, refrigerator
-761, remote_control
-762, restaurant
-763, revolver
-764, rifle
-765, rocking_chair
-766, rotisserie
-767, rubber_eraser
-768, rugby_ball
-769, rule
-770, running_shoe
-771, safe
-772, safety_pin
-773, saltshaker
-774, sandal
-775, sarong
-776, sax
-777, scabbard
-778, scale
-779, school_bus
-780, schooner
-781, scoreboard
-782, screen
-783, screw
-784, screwdriver
-785, seat_belt
-786, sewing_machine
-787, shield
-788, shoe_shop
-789, shoji
-790, shopping_basket
-791, shopping_cart
-792, shovel
-793, shower_cap
-794, shower_curtain
-795, ski
-796, ski_mask
-797, sleeping_bag
-798, slide_rule
-799, sliding_door
-800, slot
-801, snorkel
-802, snowmobile
-803, snowplow
-804, soap_dispenser
-805, soccer_ball
-806, sock
-807, solar_dish
-808, sombrero
-809, soup_bowl
-810, space_bar
-811, space_heater
-812, space_shuttle
-813, spatula
-814, speedboat
-815, spider_web
-816, spindle
-817, sports_car
-818, spotlight
-819, stage
-820, steam_locomotive
-821, steel_arch_bridge
-822, steel_drum
-823, stethoscope
-824, stole
-825, stone_wall
-826, stopwatch
-827, stove
-828, strainer
-829, streetcar
-830, stretcher
-831, studio_couch
-832, stupa
-833, submarine
-834, suit
-835, sundial
-836, sunglass
-837, sunglasses
-838, sunscreen
-839, suspension_bridge
-840, swab
-841, sweatshirt
-842, swimming_trunks
-843, swing
-844, switch
-845, syringe
-846, table_lamp
-847, tank
-848, tape_player
-849, teapot
-850, teddy
-851, television
-852, tennis_ball
-853, thatch
-854, theater_curtain
-855, thimble
-856, thresher
-857, throne
-858, tile_roof
-859, toaster
-860, tobacco_shop
-861, toilet_seat
-862, torch
-863, totem_pole
-864, tow_truck
-865, toyshop
-866, tractor
-867, trailer_truck
-868, tray
-869, trench_coat
-870, tricycle
-871, trimaran
-872, tripod
-873, triumphal_arch
-874, trolleybus
-875, trombone
-876, tub
-877, turnstile
-878, typewriter_keyboard
-879, umbrella
-880, unicycle
-881, upright
-882, vacuum
-883, vase
-884, vault
-885, velvet
-886, vending_machine
-887, vestment
-888, viaduct
-889, violin
-890, volleyball
-891, waffle_iron
-892, wall_clock
-893, wallet
-894, wardrobe
-895, warplane
-896, washbasin
-897, washer
-898, water_bottle
-899, water_jug
-900, water_tower
-901, whiskey_jug
-902, whistle
-903, wig
-904, window_screen
-905, window_shade
-906, Windsor_tie
-907, wine_bottle
-908, wing
-909, wok
-910, wooden_spoon
-911, wool
-912, worm_fence
-913, wreck
-914, yawl
-915, yurt
-916, web_site
-917, comic_book
-918, crossword_puzzle
-919, street_sign
-920, traffic_light
-921, book_jacket
-922, menu
-923, plate
-924, guacamole
-925, consomme
-926, hot_pot
-927, trifle
-928, ice_cream
-929, ice_lolly
-930, French_loaf
-931, bagel
-932, pretzel
-933, cheeseburger
-934, hotdog
-935, mashed_potato
-936, head_cabbage
-937, broccoli
-938, cauliflower
-939, zucchini
-940, spaghetti_squash
-941, acorn_squash
-942, butternut_squash
-943, cucumber
-944, artichoke
-945, bell_pepper
-946, cardoon
-947, mushroom
-948, Granny_Smith
-949, strawberry
-950, orange
-951, lemon
-952, fig
-953, pineapple
-954, banana
-955, jackfruit
-956, custard_apple
-957, pomegranate
-958, hay
-959, carbonara
-960, chocolate_sauce
-961, dough
-962, meat_loaf
-963, pizza
-964, potpie
-965, burrito
-966, red_wine
-967, espresso
-968, cup
-969, eggnog
-970, alp
-971, bubble
-972, cliff
-973, coral_reef
-974, geyser
-975, lakeside
-976, promontory
-977, sandbar
-978, seashore
-979, valley
-980, volcano
-981, ballplayer
-982, groom
-983, scuba_diver
-984, rapeseed
-985, daisy
-986, yellow_lady's_slipper
-987, corn
-988, acorn
-989, hip
-990, buckeye
-991, coral_fungus
-992, agaric
-993, gyromitra
-994, stinkhorn
-995, earthstar
-996, hen-of-the-woods
-997, bolete
-998, ear
-999, toilet_tissue
+ tench
+ goldfish
+ great_white_shark
+ tiger_shark
+ hammerhead
+ electric_ray
+ stingray
+ cock
+ hen
+ ostrich
+ brambling
+ goldfinch
+ house_finch
+ junco
+ indigo_bunting
+ robin
+ bulbul
+ jay
+ magpie
+ chickadee
+ water_ouzel
+ kite
+ bald_eagle
+ vulture
+ great_grey_owl
+ European_fire_salamander
+ common_newt
+ eft
+ spotted_salamander
+ axolotl
+ bullfrog
+ tree_frog
+ tailed_frog
+ loggerhead
+ leatherback_turtle
+ mud_turtle
+ terrapin
+ box_turtle
+ banded_gecko
+ common_iguana
+ American_chameleon
+ whiptail
+ agama
+ frilled_lizard
+ alligator_lizard
+ Gila_monster
+ green_lizard
+ African_chameleon
+ Komodo_dragon
+ African_crocodile
+ American_alligator
+ triceratops
+ thunder_snake
+ ringneck_snake
+ hognose_snake
+ green_snake
+ king_snake
+ garter_snake
+ water_snake
+ vine_snake
+ night_snake
+ boa_constrictor
+ rock_python
+ Indian_cobra
+ green_mamba
+ sea_snake
+ horned_viper
+ diamondback
+ sidewinder
+ trilobite
+ harvestman
+ scorpion
+ black_and_gold_garden_spider
+ barn_spider
+ garden_spider
+ black_widow
+ tarantula
+ wolf_spider
+ tick
+ centipede
+ black_grouse
+ ptarmigan
+ ruffed_grouse
+ prairie_chicken
+ peacock
+ quail
+ partridge
+ African_grey
+ macaw
+ sulphur-crested_cockatoo
+ lorikeet
+ coucal
+ bee_eater
+ hornbill
+ hummingbird
+ jacamar
+ toucan
+ drake
+ red-breasted_merganser
+ goose
+ black_swan
+ tusker
+ echidna
+ platypus
+ wallaby
+ koala
+ wombat
+ jellyfish
+ sea_anemone
+ brain_coral
+ flatworm
+ nematode
+ conch
+ snail
+ slug
+ sea_slug
+ chiton
+ chambered_nautilus
+ Dungeness_crab
+ rock_crab
+ fiddler_crab
+ king_crab
+ American_lobster
+ spiny_lobster
+ crayfish
+ hermit_crab
+ isopod
+ white_stork
+ black_stork
+ spoonbill
+ flamingo
+ little_blue_heron
+ American_egret
+ bittern
+ crane
+ limpkin
+ European_gallinule
+ American_coot
+ bustard
+ ruddy_turnstone
+ red-backed_sandpiper
+ redshank
+ dowitcher
+ oystercatcher
+ pelican
+ king_penguin
+ albatross
+ grey_whale
+ killer_whale
+ dugong
+ sea_lion
+ Chihuahua
+ Japanese_spaniel
+ Maltese_dog
+ Pekinese
+ Shih-Tzu
+ Blenheim_spaniel
+ papillon
+ toy_terrier
+ Rhodesian_ridgeback
+ Afghan_hound
+ basset
+ beagle
+ bloodhound
+ bluetick
+ black-and-tan_coonhound
+ Walker_hound
+ English_foxhound
+ redbone
+ borzoi
+ Irish_wolfhound
+ Italian_greyhound
+ whippet
+ Ibizan_hound
+ Norwegian_elkhound
+ otterhound
+ Saluki
+ Scottish_deerhound
+ Weimaraner
+ Staffordshire_bullterrier
+ American_Staffordshire_terrier
+ Bedlington_terrier
+ Border_terrier
+ Kerry_blue_terrier
+ Irish_terrier
+ Norfolk_terrier
+ Norwich_terrier
+ Yorkshire_terrier
+ wire-haired_fox_terrier
+ Lakeland_terrier
+ Sealyham_terrier
+ Airedale
+ cairn
+ Australian_terrier
+ Dandie_Dinmont
+ Boston_bull
+ miniature_schnauzer
+ giant_schnauzer
+ standard_schnauzer
+ Scotch_terrier
+ Tibetan_terrier
+ silky_terrier
+ soft-coated_wheaten_terrier
+ West_Highland_white_terrier
+ Lhasa
+ flat-coated_retriever
+ curly-coated_retriever
+ golden_retriever
+ Labrador_retriever
+ Chesapeake_Bay_retriever
+ German_short-haired_pointer
+ vizsla
+ English_setter
+ Irish_setter
+ Gordon_setter
+ Brittany_spaniel
+ clumber
+ English_springer
+ Welsh_springer_spaniel
+ cocker_spaniel
+ Sussex_spaniel
+ Irish_water_spaniel
+ kuvasz
+ schipperke
+ groenendael
+ malinois
+ briard
+ kelpie
+ komondor
+ Old_English_sheepdog
+ Shetland_sheepdog
+ collie
+ Border_collie
+ Bouvier_des_Flandres
+ Rottweiler
+ German_shepherd
+ Doberman
+ miniature_pinscher
+ Greater_Swiss_Mountain_dog
+ Bernese_mountain_dog
+ Appenzeller
+ EntleBucher
+ boxer
+ bull_mastiff
+ Tibetan_mastiff
+ French_bulldog
+ Great_Dane
+ Saint_Bernard
+ Eskimo_dog
+ malamute
+ Siberian_husky
+ dalmatian
+ affenpinscher
+ basenji
+ pug
+ Leonberg
+ Newfoundland
+ Great_Pyrenees
+ Samoyed
+ Pomeranian
+ chow
+ keeshond
+ Brabancon_griffon
+ Pembroke
+ Cardigan
+ toy_poodle
+ miniature_poodle
+ standard_poodle
+ Mexican_hairless
+ timber_wolf
+ white_wolf
+ red_wolf
+ coyote
+ dingo
+ dhole
+ African_hunting_dog
+ hyena
+ red_fox
+ kit_fox
+ Arctic_fox
+ grey_fox
+ tabby
+ tiger_cat
+ Persian_cat
+ Siamese_cat
+ Egyptian_cat
+ cougar
+ lynx
+ leopard
+ snow_leopard
+ jaguar
+ lion
+ tiger
+ cheetah
+ brown_bear
+ American_black_bear
+ ice_bear
+ sloth_bear
+ mongoose
+ meerkat
+ tiger_beetle
+ ladybug
+ ground_beetle
+ long-horned_beetle
+ leaf_beetle
+ dung_beetle
+ rhinoceros_beetle
+ weevil
+ fly
+ bee
+ ant
+ grasshopper
+ cricket
+ walking_stick
+ cockroach
+ mantis
+ cicada
+ leafhopper
+ lacewing
+ dragonfly
+ damselfly
+ admiral
+ ringlet
+ monarch
+ cabbage_butterfly
+ sulphur_butterfly
+ lycaenid
+ starfish
+ sea_urchin
+ sea_cucumber
+ wood_rabbit
+ hare
+ Angora
+ hamster
+ porcupine
+ fox_squirrel
+ marmot
+ beaver
+ guinea_pig
+ sorrel
+ zebra
+ hog
+ wild_boar
+ warthog
+ hippopotamus
+ ox
+ water_buffalo
+ bison
+ ram
+ bighorn
+ ibex
+ hartebeest
+ impala
+ gazelle
+ Arabian_camel
+ llama
+ weasel
+ mink
+ polecat
+ black-footed_ferret
+ otter
+ skunk
+ badger
+ armadillo
+ three-toed_sloth
+ orangutan
+ gorilla
+ chimpanzee
+ gibbon
+ siamang
+ guenon
+ patas
+ baboon
+ macaque
+ langur
+ colobus
+ proboscis_monkey
+ marmoset
+ capuchin
+ howler_monkey
+ titi
+ spider_monkey
+ squirrel_monkey
+ Madagascar_cat
+ indri
+ Indian_elephant
+ African_elephant
+ lesser_panda
+ giant_panda
+ barracouta
+ eel
+ coho
+ rock_beauty
+ anemone_fish
+ sturgeon
+ gar
+ lionfish
+ puffer
+ abacus
+ abaya
+ academic_gown
+ accordion
+ acoustic_guitar
+ aircraft_carrier
+ airliner
+ airship
+ altar
+ ambulance
+ amphibian
+ analog_clock
+ apiary
+ apron
+ ashcan
+ assault_rifle
+ backpack
+ bakery
+ balance_beam
+ balloon
+ ballpoint
+ Band_Aid
+ banjo
+ bannister
+ barbell
+ barber_chair
+ barbershop
+ barn
+ barometer
+ barrel
+ barrow
+ baseball
+ basketball
+ bassinet
+ bassoon
+ bathing_cap
+ bath_towel
+ bathtub
+ beach_wagon
+ beacon
+ beaker
+ bearskin
+ beer_bottle
+ beer_glass
+ bell_cote
+ bib
+ bicycle-built-for-two
+ bikini
+ binder
+ binoculars
+ birdhouse
+ boathouse
+ bobsled
+ bolo_tie
+ bonnet
+ bookcase
+ bookshop
+ bottlecap
+ bow
+ bow_tie
+ brass
+ brassiere
+ breakwater
+ breastplate
+ broom
+ bucket
+ buckle
+ bulletproof_vest
+ bullet_train
+ butcher_shop
+ cab
+ caldron
+ candle
+ cannon
+ canoe
+ can_opener
+ cardigan
+ car_mirror
+ carousel
+ carpenter's_kit
+ carton
+ car_wheel
+ cash_machine
+ cassette
+ cassette_player
+ castle
+ catamaran
+ CD_player
+ cello
+ cellular_telephone
+ chain
+ chainlink_fence
+ chain_mail
+ chain_saw
+ chest
+ chiffonier
+ chime
+ china_cabinet
+ Christmas_stocking
+ church
+ cinema
+ cleaver
+ cliff_dwelling
+ cloak
+ clog
+ cocktail_shaker
+ coffee_mug
+ coffeepot
+ coil
+ combination_lock
+ computer_keyboard
+ confectionery
+ container_ship
+ convertible
+ corkscrew
+ cornet
+ cowboy_boot
+ cowboy_hat
+ cradle
+ crane
+ crash_helmet
+ crate
+ crib
+ Crock_Pot
+ croquet_ball
+ crutch
+ cuirass
+ dam
+ desk
+ desktop_computer
+ dial_telephone
+ diaper
+ digital_clock
+ digital_watch
+ dining_table
+ dishrag
+ dishwasher
+ disk_brake
+ dock
+ dogsled
+ dome
+ doormat
+ drilling_platform
+ drum
+ drumstick
+ dumbbell
+ Dutch_oven
+ electric_fan
+ electric_guitar
+ electric_locomotive
+ entertainment_center
+ envelope
+ espresso_maker
+ face_powder
+ feather_boa
+ file
+ fireboat
+ fire_engine
+ fire_screen
+ flagpole
+ flute
+ folding_chair
+ football_helmet
+ forklift
+ fountain
+ fountain_pen
+ four-poster
+ freight_car
+ French_horn
+ frying_pan
+ fur_coat
+ garbage_truck
+ gasmask
+ gas_pump
+ goblet
+ go-kart
+ golf_ball
+ golfcart
+ gondola
+ gong
+ gown
+ grand_piano
+ greenhouse
+ grille
+ grocery_store
+ guillotine
+ hair_slide
+ hair_spray
+ half_track
+ hammer
+ hamper
+ hand_blower
+ hand-held_computer
+ handkerchief
+ hard_disc
+ harmonica
+ harp
+ harvester
+ hatchet
+ holster
+ home_theater
+ honeycomb
+ hook
+ hoopskirt
+ horizontal_bar
+ horse_cart
+ hourglass
+ iPod
+ iron
+ jack-o'-lantern
+ jean
+ jeep
+ jersey
+ jigsaw_puzzle
+ jinrikisha
+ joystick
+ kimono
+ knee_pad
+ knot
+ lab_coat
+ ladle
+ lampshade
+ laptop
+ lawn_mower
+ lens_cap
+ letter_opener
+ library
+ lifeboat
+ lighter
+ limousine
+ liner
+ lipstick
+ Loafer
+ lotion
+ loudspeaker
+ loupe
+ lumbermill
+ magnetic_compass
+ mailbag
+ mailbox
+ maillot
+ maillot
+ manhole_cover
+ maraca
+ marimba
+ mask
+ matchstick
+ maypole
+ maze
+ measuring_cup
+ medicine_chest
+ megalith
+ microphone
+ microwave
+ military_uniform
+ milk_can
+ minibus
+ miniskirt
+ minivan
+ missile
+ mitten
+ mixing_bowl
+ mobile_home
+ Model_T
+ modem
+ monastery
+ monitor
+ moped
+ mortar
+ mortarboard
+ mosque
+ mosquito_net
+ motor_scooter
+ mountain_bike
+ mountain_tent
+ mouse
+ mousetrap
+ moving_van
+ muzzle
+ nail
+ neck_brace
+ necklace
+ nipple
+ notebook
+ obelisk
+ oboe
+ ocarina
+ odometer
+ oil_filter
+ organ
+ oscilloscope
+ overskirt
+ oxcart
+ oxygen_mask
+ packet
+ paddle
+ paddlewheel
+ padlock
+ paintbrush
+ pajama
+ palace
+ panpipe
+ paper_towel
+ parachute
+ parallel_bars
+ park_bench
+ parking_meter
+ passenger_car
+ patio
+ pay-phone
+ pedestal
+ pencil_box
+ pencil_sharpener
+ perfume
+ Petri_dish
+ photocopier
+ pick
+ pickelhaube
+ picket_fence
+ pickup
+ pier
+ piggy_bank
+ pill_bottle
+ pillow
+ ping-pong_ball
+ pinwheel
+ pirate
+ pitcher
+ plane
+ planetarium
+ plastic_bag
+ plate_rack
+ plow
+ plunger
+ Polaroid_camera
+ pole
+ police_van
+ poncho
+ pool_table
+ pop_bottle
+ pot
+ potter's_wheel
+ power_drill
+ prayer_rug
+ printer
+ prison
+ projectile
+ projector
+ puck
+ punching_bag
+ purse
+ quill
+ quilt
+ racer
+ racket
+ radiator
+ radio
+ radio_telescope
+ rain_barrel
+ recreational_vehicle
+ reel
+ reflex_camera
+ refrigerator
+ remote_control
+ restaurant
+ revolver
+ rifle
+ rocking_chair
+ rotisserie
+ rubber_eraser
+ rugby_ball
+ rule
+ running_shoe
+ safe
+ safety_pin
+ saltshaker
+ sandal
+ sarong
+ sax
+ scabbard
+ scale
+ school_bus
+ schooner
+ scoreboard
+ screen
+ screw
+ screwdriver
+ seat_belt
+ sewing_machine
+ shield
+ shoe_shop
+ shoji
+ shopping_basket
+ shopping_cart
+ shovel
+ shower_cap
+ shower_curtain
+ ski
+ ski_mask
+ sleeping_bag
+ slide_rule
+ sliding_door
+ slot
+ snorkel
+ snowmobile
+ snowplow
+ soap_dispenser
+ soccer_ball
+ sock
+ solar_dish
+ sombrero
+ soup_bowl
+ space_bar
+ space_heater
+ space_shuttle
+ spatula
+ speedboat
+ spider_web
+ spindle
+ sports_car
+ spotlight
+ stage
+ steam_locomotive
+ steel_arch_bridge
+ steel_drum
+ stethoscope
+ stole
+ stone_wall
+ stopwatch
+ stove
+ strainer
+ streetcar
+ stretcher
+ studio_couch
+ stupa
+ submarine
+ suit
+ sundial
+ sunglass
+ sunglasses
+ sunscreen
+ suspension_bridge
+ swab
+ sweatshirt
+ swimming_trunks
+ swing
+ switch
+ syringe
+ table_lamp
+ tank
+ tape_player
+ teapot
+ teddy
+ television
+ tennis_ball
+ thatch
+ theater_curtain
+ thimble
+ thresher
+ throne
+ tile_roof
+ toaster
+ tobacco_shop
+ toilet_seat
+ torch
+ totem_pole
+ tow_truck
+ toyshop
+ tractor
+ trailer_truck
+ tray
+ trench_coat
+ tricycle
+ trimaran
+ tripod
+ triumphal_arch
+ trolleybus
+ trombone
+ tub
+ turnstile
+ typewriter_keyboard
+ umbrella
+ unicycle
+ upright
+ vacuum
+ vase
+ vault
+ velvet
+ vending_machine
+ vestment
+ viaduct
+ violin
+ volleyball
+ waffle_iron
+ wall_clock
+ wallet
+ wardrobe
+ warplane
+ washbasin
+ washer
+ water_bottle
+ water_jug
+ water_tower
+ whiskey_jug
+ whistle
+ wig
+ window_screen
+ window_shade
+ Windsor_tie
+ wine_bottle
+ wing
+ wok
+ wooden_spoon
+ wool
+ worm_fence
+ wreck
+ yawl
+ yurt
+ web_site
+ comic_book
+ crossword_puzzle
+ street_sign
+ traffic_light
+ book_jacket
+ menu
+ plate
+ guacamole
+ consomme
+ hot_pot
+ trifle
+ ice_cream
+ ice_lolly
+ French_loaf
+ bagel
+ pretzel
+ cheeseburger
+ hotdog
+ mashed_potato
+ head_cabbage
+ broccoli
+ cauliflower
+ zucchini
+ spaghetti_squash
+ acorn_squash
+ butternut_squash
+ cucumber
+ artichoke
+ bell_pepper
+ cardoon
+ mushroom
+ Granny_Smith
+ strawberry
+ orange
+ lemon
+ fig
+ pineapple
+ banana
+ jackfruit
+ custard_apple
+ pomegranate
+ hay
+ carbonara
+ chocolate_sauce
+ dough
+ meat_loaf
+ pizza
+ potpie
+ burrito
+ red_wine
+ espresso
+ cup
+ eggnog
+ alp
+ bubble
+ cliff
+ coral_reef
+ geyser
+ lakeside
+ promontory
+ sandbar
+ seashore
+ valley
+ volcano
+ ballplayer
+ groom
+ scuba_diver
+ rapeseed
+ daisy
+ yellow_lady's_slipper
+ corn
+ acorn
+ hip
+ buckeye
+ coral_fungus
+ agaric
+ gyromitra
+ stinkhorn
+ earthstar
+ hen-of-the-woods
+ bolete
+ ear
+ toilet_tissue

From a6fc887fbbbda0dd37c440bf8a145f1da6707d6b Mon Sep 17 00:00:00 2001
From: Vasilis Vryniotis <vvryniotis@fb.com>
Date: Tue, 22 Dec 2020 09:51:16 +0000
Subject: [PATCH 13/13] Minor changes: - Remove unnecessary spaces - Coding
 styles - Simplify code

---
 imagenet_classes.txt      | 2000 ++++++++++++++++++-------------------
 pytorch_vision_resnext.md |   26 +-
 2 files changed, 1011 insertions(+), 1015 deletions(-)

diff --git a/imagenet_classes.txt b/imagenet_classes.txt
index 996804d5..888d6f51 100644
--- a/imagenet_classes.txt
+++ b/imagenet_classes.txt
@@ -1,1000 +1,1000 @@
- tench
- goldfish
- great_white_shark
- tiger_shark
- hammerhead
- electric_ray
- stingray
- cock
- hen
- ostrich
- brambling
- goldfinch
- house_finch
- junco
- indigo_bunting
- robin
- bulbul
- jay
- magpie
- chickadee
- water_ouzel
- kite
- bald_eagle
- vulture
- great_grey_owl
- European_fire_salamander
- common_newt
- eft
- spotted_salamander
- axolotl
- bullfrog
- tree_frog
- tailed_frog
- loggerhead
- leatherback_turtle
- mud_turtle
- terrapin
- box_turtle
- banded_gecko
- common_iguana
- American_chameleon
- whiptail
- agama
- frilled_lizard
- alligator_lizard
- Gila_monster
- green_lizard
- African_chameleon
- Komodo_dragon
- African_crocodile
- American_alligator
- triceratops
- thunder_snake
- ringneck_snake
- hognose_snake
- green_snake
- king_snake
- garter_snake
- water_snake
- vine_snake
- night_snake
- boa_constrictor
- rock_python
- Indian_cobra
- green_mamba
- sea_snake
- horned_viper
- diamondback
- sidewinder
- trilobite
- harvestman
- scorpion
- black_and_gold_garden_spider
- barn_spider
- garden_spider
- black_widow
- tarantula
- wolf_spider
- tick
- centipede
- black_grouse
- ptarmigan
- ruffed_grouse
- prairie_chicken
- peacock
- quail
- partridge
- African_grey
- macaw
- sulphur-crested_cockatoo
- lorikeet
- coucal
- bee_eater
- hornbill
- hummingbird
- jacamar
- toucan
- drake
- red-breasted_merganser
- goose
- black_swan
- tusker
- echidna
- platypus
- wallaby
- koala
- wombat
- jellyfish
- sea_anemone
- brain_coral
- flatworm
- nematode
- conch
- snail
- slug
- sea_slug
- chiton
- chambered_nautilus
- Dungeness_crab
- rock_crab
- fiddler_crab
- king_crab
- American_lobster
- spiny_lobster
- crayfish
- hermit_crab
- isopod
- white_stork
- black_stork
- spoonbill
- flamingo
- little_blue_heron
- American_egret
- bittern
- crane
- limpkin
- European_gallinule
- American_coot
- bustard
- ruddy_turnstone
- red-backed_sandpiper
- redshank
- dowitcher
- oystercatcher
- pelican
- king_penguin
- albatross
- grey_whale
- killer_whale
- dugong
- sea_lion
- Chihuahua
- Japanese_spaniel
- Maltese_dog
- Pekinese
- Shih-Tzu
- Blenheim_spaniel
- papillon
- toy_terrier
- Rhodesian_ridgeback
- Afghan_hound
- basset
- beagle
- bloodhound
- bluetick
- black-and-tan_coonhound
- Walker_hound
- English_foxhound
- redbone
- borzoi
- Irish_wolfhound
- Italian_greyhound
- whippet
- Ibizan_hound
- Norwegian_elkhound
- otterhound
- Saluki
- Scottish_deerhound
- Weimaraner
- Staffordshire_bullterrier
- American_Staffordshire_terrier
- Bedlington_terrier
- Border_terrier
- Kerry_blue_terrier
- Irish_terrier
- Norfolk_terrier
- Norwich_terrier
- Yorkshire_terrier
- wire-haired_fox_terrier
- Lakeland_terrier
- Sealyham_terrier
- Airedale
- cairn
- Australian_terrier
- Dandie_Dinmont
- Boston_bull
- miniature_schnauzer
- giant_schnauzer
- standard_schnauzer
- Scotch_terrier
- Tibetan_terrier
- silky_terrier
- soft-coated_wheaten_terrier
- West_Highland_white_terrier
- Lhasa
- flat-coated_retriever
- curly-coated_retriever
- golden_retriever
- Labrador_retriever
- Chesapeake_Bay_retriever
- German_short-haired_pointer
- vizsla
- English_setter
- Irish_setter
- Gordon_setter
- Brittany_spaniel
- clumber
- English_springer
- Welsh_springer_spaniel
- cocker_spaniel
- Sussex_spaniel
- Irish_water_spaniel
- kuvasz
- schipperke
- groenendael
- malinois
- briard
- kelpie
- komondor
- Old_English_sheepdog
- Shetland_sheepdog
- collie
- Border_collie
- Bouvier_des_Flandres
- Rottweiler
- German_shepherd
- Doberman
- miniature_pinscher
- Greater_Swiss_Mountain_dog
- Bernese_mountain_dog
- Appenzeller
- EntleBucher
- boxer
- bull_mastiff
- Tibetan_mastiff
- French_bulldog
- Great_Dane
- Saint_Bernard
- Eskimo_dog
- malamute
- Siberian_husky
- dalmatian
- affenpinscher
- basenji
- pug
- Leonberg
- Newfoundland
- Great_Pyrenees
- Samoyed
- Pomeranian
- chow
- keeshond
- Brabancon_griffon
- Pembroke
- Cardigan
- toy_poodle
- miniature_poodle
- standard_poodle
- Mexican_hairless
- timber_wolf
- white_wolf
- red_wolf
- coyote
- dingo
- dhole
- African_hunting_dog
- hyena
- red_fox
- kit_fox
- Arctic_fox
- grey_fox
- tabby
- tiger_cat
- Persian_cat
- Siamese_cat
- Egyptian_cat
- cougar
- lynx
- leopard
- snow_leopard
- jaguar
- lion
- tiger
- cheetah
- brown_bear
- American_black_bear
- ice_bear
- sloth_bear
- mongoose
- meerkat
- tiger_beetle
- ladybug
- ground_beetle
- long-horned_beetle
- leaf_beetle
- dung_beetle
- rhinoceros_beetle
- weevil
- fly
- bee
- ant
- grasshopper
- cricket
- walking_stick
- cockroach
- mantis
- cicada
- leafhopper
- lacewing
- dragonfly
- damselfly
- admiral
- ringlet
- monarch
- cabbage_butterfly
- sulphur_butterfly
- lycaenid
- starfish
- sea_urchin
- sea_cucumber
- wood_rabbit
- hare
- Angora
- hamster
- porcupine
- fox_squirrel
- marmot
- beaver
- guinea_pig
- sorrel
- zebra
- hog
- wild_boar
- warthog
- hippopotamus
- ox
- water_buffalo
- bison
- ram
- bighorn
- ibex
- hartebeest
- impala
- gazelle
- Arabian_camel
- llama
- weasel
- mink
- polecat
- black-footed_ferret
- otter
- skunk
- badger
- armadillo
- three-toed_sloth
- orangutan
- gorilla
- chimpanzee
- gibbon
- siamang
- guenon
- patas
- baboon
- macaque
- langur
- colobus
- proboscis_monkey
- marmoset
- capuchin
- howler_monkey
- titi
- spider_monkey
- squirrel_monkey
- Madagascar_cat
- indri
- Indian_elephant
- African_elephant
- lesser_panda
- giant_panda
- barracouta
- eel
- coho
- rock_beauty
- anemone_fish
- sturgeon
- gar
- lionfish
- puffer
- abacus
- abaya
- academic_gown
- accordion
- acoustic_guitar
- aircraft_carrier
- airliner
- airship
- altar
- ambulance
- amphibian
- analog_clock
- apiary
- apron
- ashcan
- assault_rifle
- backpack
- bakery
- balance_beam
- balloon
- ballpoint
- Band_Aid
- banjo
- bannister
- barbell
- barber_chair
- barbershop
- barn
- barometer
- barrel
- barrow
- baseball
- basketball
- bassinet
- bassoon
- bathing_cap
- bath_towel
- bathtub
- beach_wagon
- beacon
- beaker
- bearskin
- beer_bottle
- beer_glass
- bell_cote
- bib
- bicycle-built-for-two
- bikini
- binder
- binoculars
- birdhouse
- boathouse
- bobsled
- bolo_tie
- bonnet
- bookcase
- bookshop
- bottlecap
- bow
- bow_tie
- brass
- brassiere
- breakwater
- breastplate
- broom
- bucket
- buckle
- bulletproof_vest
- bullet_train
- butcher_shop
- cab
- caldron
- candle
- cannon
- canoe
- can_opener
- cardigan
- car_mirror
- carousel
- carpenter's_kit
- carton
- car_wheel
- cash_machine
- cassette
- cassette_player
- castle
- catamaran
- CD_player
- cello
- cellular_telephone
- chain
- chainlink_fence
- chain_mail
- chain_saw
- chest
- chiffonier
- chime
- china_cabinet
- Christmas_stocking
- church
- cinema
- cleaver
- cliff_dwelling
- cloak
- clog
- cocktail_shaker
- coffee_mug
- coffeepot
- coil
- combination_lock
- computer_keyboard
- confectionery
- container_ship
- convertible
- corkscrew
- cornet
- cowboy_boot
- cowboy_hat
- cradle
- crane
- crash_helmet
- crate
- crib
- Crock_Pot
- croquet_ball
- crutch
- cuirass
- dam
- desk
- desktop_computer
- dial_telephone
- diaper
- digital_clock
- digital_watch
- dining_table
- dishrag
- dishwasher
- disk_brake
- dock
- dogsled
- dome
- doormat
- drilling_platform
- drum
- drumstick
- dumbbell
- Dutch_oven
- electric_fan
- electric_guitar
- electric_locomotive
- entertainment_center
- envelope
- espresso_maker
- face_powder
- feather_boa
- file
- fireboat
- fire_engine
- fire_screen
- flagpole
- flute
- folding_chair
- football_helmet
- forklift
- fountain
- fountain_pen
- four-poster
- freight_car
- French_horn
- frying_pan
- fur_coat
- garbage_truck
- gasmask
- gas_pump
- goblet
- go-kart
- golf_ball
- golfcart
- gondola
- gong
- gown
- grand_piano
- greenhouse
- grille
- grocery_store
- guillotine
- hair_slide
- hair_spray
- half_track
- hammer
- hamper
- hand_blower
- hand-held_computer
- handkerchief
- hard_disc
- harmonica
- harp
- harvester
- hatchet
- holster
- home_theater
- honeycomb
- hook
- hoopskirt
- horizontal_bar
- horse_cart
- hourglass
- iPod
- iron
- jack-o'-lantern
- jean
- jeep
- jersey
- jigsaw_puzzle
- jinrikisha
- joystick
- kimono
- knee_pad
- knot
- lab_coat
- ladle
- lampshade
- laptop
- lawn_mower
- lens_cap
- letter_opener
- library
- lifeboat
- lighter
- limousine
- liner
- lipstick
- Loafer
- lotion
- loudspeaker
- loupe
- lumbermill
- magnetic_compass
- mailbag
- mailbox
- maillot
- maillot
- manhole_cover
- maraca
- marimba
- mask
- matchstick
- maypole
- maze
- measuring_cup
- medicine_chest
- megalith
- microphone
- microwave
- military_uniform
- milk_can
- minibus
- miniskirt
- minivan
- missile
- mitten
- mixing_bowl
- mobile_home
- Model_T
- modem
- monastery
- monitor
- moped
- mortar
- mortarboard
- mosque
- mosquito_net
- motor_scooter
- mountain_bike
- mountain_tent
- mouse
- mousetrap
- moving_van
- muzzle
- nail
- neck_brace
- necklace
- nipple
- notebook
- obelisk
- oboe
- ocarina
- odometer
- oil_filter
- organ
- oscilloscope
- overskirt
- oxcart
- oxygen_mask
- packet
- paddle
- paddlewheel
- padlock
- paintbrush
- pajama
- palace
- panpipe
- paper_towel
- parachute
- parallel_bars
- park_bench
- parking_meter
- passenger_car
- patio
- pay-phone
- pedestal
- pencil_box
- pencil_sharpener
- perfume
- Petri_dish
- photocopier
- pick
- pickelhaube
- picket_fence
- pickup
- pier
- piggy_bank
- pill_bottle
- pillow
- ping-pong_ball
- pinwheel
- pirate
- pitcher
- plane
- planetarium
- plastic_bag
- plate_rack
- plow
- plunger
- Polaroid_camera
- pole
- police_van
- poncho
- pool_table
- pop_bottle
- pot
- potter's_wheel
- power_drill
- prayer_rug
- printer
- prison
- projectile
- projector
- puck
- punching_bag
- purse
- quill
- quilt
- racer
- racket
- radiator
- radio
- radio_telescope
- rain_barrel
- recreational_vehicle
- reel
- reflex_camera
- refrigerator
- remote_control
- restaurant
- revolver
- rifle
- rocking_chair
- rotisserie
- rubber_eraser
- rugby_ball
- rule
- running_shoe
- safe
- safety_pin
- saltshaker
- sandal
- sarong
- sax
- scabbard
- scale
- school_bus
- schooner
- scoreboard
- screen
- screw
- screwdriver
- seat_belt
- sewing_machine
- shield
- shoe_shop
- shoji
- shopping_basket
- shopping_cart
- shovel
- shower_cap
- shower_curtain
- ski
- ski_mask
- sleeping_bag
- slide_rule
- sliding_door
- slot
- snorkel
- snowmobile
- snowplow
- soap_dispenser
- soccer_ball
- sock
- solar_dish
- sombrero
- soup_bowl
- space_bar
- space_heater
- space_shuttle
- spatula
- speedboat
- spider_web
- spindle
- sports_car
- spotlight
- stage
- steam_locomotive
- steel_arch_bridge
- steel_drum
- stethoscope
- stole
- stone_wall
- stopwatch
- stove
- strainer
- streetcar
- stretcher
- studio_couch
- stupa
- submarine
- suit
- sundial
- sunglass
- sunglasses
- sunscreen
- suspension_bridge
- swab
- sweatshirt
- swimming_trunks
- swing
- switch
- syringe
- table_lamp
- tank
- tape_player
- teapot
- teddy
- television
- tennis_ball
- thatch
- theater_curtain
- thimble
- thresher
- throne
- tile_roof
- toaster
- tobacco_shop
- toilet_seat
- torch
- totem_pole
- tow_truck
- toyshop
- tractor
- trailer_truck
- tray
- trench_coat
- tricycle
- trimaran
- tripod
- triumphal_arch
- trolleybus
- trombone
- tub
- turnstile
- typewriter_keyboard
- umbrella
- unicycle
- upright
- vacuum
- vase
- vault
- velvet
- vending_machine
- vestment
- viaduct
- violin
- volleyball
- waffle_iron
- wall_clock
- wallet
- wardrobe
- warplane
- washbasin
- washer
- water_bottle
- water_jug
- water_tower
- whiskey_jug
- whistle
- wig
- window_screen
- window_shade
- Windsor_tie
- wine_bottle
- wing
- wok
- wooden_spoon
- wool
- worm_fence
- wreck
- yawl
- yurt
- web_site
- comic_book
- crossword_puzzle
- street_sign
- traffic_light
- book_jacket
- menu
- plate
- guacamole
- consomme
- hot_pot
- trifle
- ice_cream
- ice_lolly
- French_loaf
- bagel
- pretzel
- cheeseburger
- hotdog
- mashed_potato
- head_cabbage
- broccoli
- cauliflower
- zucchini
- spaghetti_squash
- acorn_squash
- butternut_squash
- cucumber
- artichoke
- bell_pepper
- cardoon
- mushroom
- Granny_Smith
- strawberry
- orange
- lemon
- fig
- pineapple
- banana
- jackfruit
- custard_apple
- pomegranate
- hay
- carbonara
- chocolate_sauce
- dough
- meat_loaf
- pizza
- potpie
- burrito
- red_wine
- espresso
- cup
- eggnog
- alp
- bubble
- cliff
- coral_reef
- geyser
- lakeside
- promontory
- sandbar
- seashore
- valley
- volcano
- ballplayer
- groom
- scuba_diver
- rapeseed
- daisy
- yellow_lady's_slipper
- corn
- acorn
- hip
- buckeye
- coral_fungus
- agaric
- gyromitra
- stinkhorn
- earthstar
- hen-of-the-woods
- bolete
- ear
- toilet_tissue
+tench
+goldfish
+great white shark
+tiger shark
+hammerhead
+electric ray
+stingray
+cock
+hen
+ostrich
+brambling
+goldfinch
+house finch
+junco
+indigo bunting
+robin
+bulbul
+jay
+magpie
+chickadee
+water ouzel
+kite
+bald eagle
+vulture
+great grey owl
+European fire salamander
+common newt
+eft
+spotted salamander
+axolotl
+bullfrog
+tree frog
+tailed frog
+loggerhead
+leatherback turtle
+mud turtle
+terrapin
+box turtle
+banded gecko
+common iguana
+American chameleon
+whiptail
+agama
+frilled lizard
+alligator lizard
+Gila monster
+green lizard
+African chameleon
+Komodo dragon
+African crocodile
+American alligator
+triceratops
+thunder snake
+ringneck snake
+hognose snake
+green snake
+king snake
+garter snake
+water snake
+vine snake
+night snake
+boa constrictor
+rock python
+Indian cobra
+green mamba
+sea snake
+horned viper
+diamondback
+sidewinder
+trilobite
+harvestman
+scorpion
+black and gold garden spider
+barn spider
+garden spider
+black widow
+tarantula
+wolf spider
+tick
+centipede
+black grouse
+ptarmigan
+ruffed grouse
+prairie chicken
+peacock
+quail
+partridge
+African grey
+macaw
+sulphur-crested cockatoo
+lorikeet
+coucal
+bee eater
+hornbill
+hummingbird
+jacamar
+toucan
+drake
+red-breasted merganser
+goose
+black swan
+tusker
+echidna
+platypus
+wallaby
+koala
+wombat
+jellyfish
+sea anemone
+brain coral
+flatworm
+nematode
+conch
+snail
+slug
+sea slug
+chiton
+chambered nautilus
+Dungeness crab
+rock crab
+fiddler crab
+king crab
+American lobster
+spiny lobster
+crayfish
+hermit crab
+isopod
+white stork
+black stork
+spoonbill
+flamingo
+little blue heron
+American egret
+bittern
+crane
+limpkin
+European gallinule
+American coot
+bustard
+ruddy turnstone
+red-backed sandpiper
+redshank
+dowitcher
+oystercatcher
+pelican
+king penguin
+albatross
+grey whale
+killer whale
+dugong
+sea lion
+Chihuahua
+Japanese spaniel
+Maltese dog
+Pekinese
+Shih-Tzu
+Blenheim spaniel
+papillon
+toy terrier
+Rhodesian ridgeback
+Afghan hound
+basset
+beagle
+bloodhound
+bluetick
+black-and-tan coonhound
+Walker hound
+English foxhound
+redbone
+borzoi
+Irish wolfhound
+Italian greyhound
+whippet
+Ibizan hound
+Norwegian elkhound
+otterhound
+Saluki
+Scottish deerhound
+Weimaraner
+Staffordshire bullterrier
+American Staffordshire terrier
+Bedlington terrier
+Border terrier
+Kerry blue terrier
+Irish terrier
+Norfolk terrier
+Norwich terrier
+Yorkshire terrier
+wire-haired fox terrier
+Lakeland terrier
+Sealyham terrier
+Airedale
+cairn
+Australian terrier
+Dandie Dinmont
+Boston bull
+miniature schnauzer
+giant schnauzer
+standard schnauzer
+Scotch terrier
+Tibetan terrier
+silky terrier
+soft-coated wheaten terrier
+West Highland white terrier
+Lhasa
+flat-coated retriever
+curly-coated retriever
+golden retriever
+Labrador retriever
+Chesapeake Bay retriever
+German short-haired pointer
+vizsla
+English setter
+Irish setter
+Gordon setter
+Brittany spaniel
+clumber
+English springer
+Welsh springer spaniel
+cocker spaniel
+Sussex spaniel
+Irish water spaniel
+kuvasz
+schipperke
+groenendael
+malinois
+briard
+kelpie
+komondor
+Old English sheepdog
+Shetland sheepdog
+collie
+Border collie
+Bouvier des Flandres
+Rottweiler
+German shepherd
+Doberman
+miniature pinscher
+Greater Swiss Mountain dog
+Bernese mountain dog
+Appenzeller
+EntleBucher
+boxer
+bull mastiff
+Tibetan mastiff
+French bulldog
+Great Dane
+Saint Bernard
+Eskimo dog
+malamute
+Siberian husky
+dalmatian
+affenpinscher
+basenji
+pug
+Leonberg
+Newfoundland
+Great Pyrenees
+Samoyed
+Pomeranian
+chow
+keeshond
+Brabancon griffon
+Pembroke
+Cardigan
+toy poodle
+miniature poodle
+standard poodle
+Mexican hairless
+timber wolf
+white wolf
+red wolf
+coyote
+dingo
+dhole
+African hunting dog
+hyena
+red fox
+kit fox
+Arctic fox
+grey fox
+tabby
+tiger cat
+Persian cat
+Siamese cat
+Egyptian cat
+cougar
+lynx
+leopard
+snow leopard
+jaguar
+lion
+tiger
+cheetah
+brown bear
+American black bear
+ice bear
+sloth bear
+mongoose
+meerkat
+tiger beetle
+ladybug
+ground beetle
+long-horned beetle
+leaf beetle
+dung beetle
+rhinoceros beetle
+weevil
+fly
+bee
+ant
+grasshopper
+cricket
+walking stick
+cockroach
+mantis
+cicada
+leafhopper
+lacewing
+dragonfly
+damselfly
+admiral
+ringlet
+monarch
+cabbage butterfly
+sulphur butterfly
+lycaenid
+starfish
+sea urchin
+sea cucumber
+wood rabbit
+hare
+Angora
+hamster
+porcupine
+fox squirrel
+marmot
+beaver
+guinea pig
+sorrel
+zebra
+hog
+wild boar
+warthog
+hippopotamus
+ox
+water buffalo
+bison
+ram
+bighorn
+ibex
+hartebeest
+impala
+gazelle
+Arabian camel
+llama
+weasel
+mink
+polecat
+black-footed ferret
+otter
+skunk
+badger
+armadillo
+three-toed sloth
+orangutan
+gorilla
+chimpanzee
+gibbon
+siamang
+guenon
+patas
+baboon
+macaque
+langur
+colobus
+proboscis monkey
+marmoset
+capuchin
+howler monkey
+titi
+spider monkey
+squirrel monkey
+Madagascar cat
+indri
+Indian elephant
+African elephant
+lesser panda
+giant panda
+barracouta
+eel
+coho
+rock beauty
+anemone fish
+sturgeon
+gar
+lionfish
+puffer
+abacus
+abaya
+academic gown
+accordion
+acoustic guitar
+aircraft carrier
+airliner
+airship
+altar
+ambulance
+amphibian
+analog clock
+apiary
+apron
+ashcan
+assault rifle
+backpack
+bakery
+balance beam
+balloon
+ballpoint
+Band Aid
+banjo
+bannister
+barbell
+barber chair
+barbershop
+barn
+barometer
+barrel
+barrow
+baseball
+basketball
+bassinet
+bassoon
+bathing cap
+bath towel
+bathtub
+beach wagon
+beacon
+beaker
+bearskin
+beer bottle
+beer glass
+bell cote
+bib
+bicycle-built-for-two
+bikini
+binder
+binoculars
+birdhouse
+boathouse
+bobsled
+bolo tie
+bonnet
+bookcase
+bookshop
+bottlecap
+bow
+bow tie
+brass
+brassiere
+breakwater
+breastplate
+broom
+bucket
+buckle
+bulletproof vest
+bullet train
+butcher shop
+cab
+caldron
+candle
+cannon
+canoe
+can opener
+cardigan
+car mirror
+carousel
+carpenter's kit
+carton
+car wheel
+cash machine
+cassette
+cassette player
+castle
+catamaran
+CD player
+cello
+cellular telephone
+chain
+chainlink fence
+chain mail
+chain saw
+chest
+chiffonier
+chime
+china cabinet
+Christmas stocking
+church
+cinema
+cleaver
+cliff dwelling
+cloak
+clog
+cocktail shaker
+coffee mug
+coffeepot
+coil
+combination lock
+computer keyboard
+confectionery
+container ship
+convertible
+corkscrew
+cornet
+cowboy boot
+cowboy hat
+cradle
+crane
+crash helmet
+crate
+crib
+Crock Pot
+croquet ball
+crutch
+cuirass
+dam
+desk
+desktop computer
+dial telephone
+diaper
+digital clock
+digital watch
+dining table
+dishrag
+dishwasher
+disk brake
+dock
+dogsled
+dome
+doormat
+drilling platform
+drum
+drumstick
+dumbbell
+Dutch oven
+electric fan
+electric guitar
+electric locomotive
+entertainment center
+envelope
+espresso maker
+face powder
+feather boa
+file
+fireboat
+fire engine
+fire screen
+flagpole
+flute
+folding chair
+football helmet
+forklift
+fountain
+fountain pen
+four-poster
+freight car
+French horn
+frying pan
+fur coat
+garbage truck
+gasmask
+gas pump
+goblet
+go-kart
+golf ball
+golfcart
+gondola
+gong
+gown
+grand piano
+greenhouse
+grille
+grocery store
+guillotine
+hair slide
+hair spray
+half track
+hammer
+hamper
+hand blower
+hand-held computer
+handkerchief
+hard disc
+harmonica
+harp
+harvester
+hatchet
+holster
+home theater
+honeycomb
+hook
+hoopskirt
+horizontal bar
+horse cart
+hourglass
+iPod
+iron
+jack-o'-lantern
+jean
+jeep
+jersey
+jigsaw puzzle
+jinrikisha
+joystick
+kimono
+knee pad
+knot
+lab coat
+ladle
+lampshade
+laptop
+lawn mower
+lens cap
+letter opener
+library
+lifeboat
+lighter
+limousine
+liner
+lipstick
+Loafer
+lotion
+loudspeaker
+loupe
+lumbermill
+magnetic compass
+mailbag
+mailbox
+maillot
+maillot
+manhole cover
+maraca
+marimba
+mask
+matchstick
+maypole
+maze
+measuring cup
+medicine chest
+megalith
+microphone
+microwave
+military uniform
+milk can
+minibus
+miniskirt
+minivan
+missile
+mitten
+mixing bowl
+mobile home
+Model T
+modem
+monastery
+monitor
+moped
+mortar
+mortarboard
+mosque
+mosquito net
+motor scooter
+mountain bike
+mountain tent
+mouse
+mousetrap
+moving van
+muzzle
+nail
+neck brace
+necklace
+nipple
+notebook
+obelisk
+oboe
+ocarina
+odometer
+oil filter
+organ
+oscilloscope
+overskirt
+oxcart
+oxygen mask
+packet
+paddle
+paddlewheel
+padlock
+paintbrush
+pajama
+palace
+panpipe
+paper towel
+parachute
+parallel bars
+park bench
+parking meter
+passenger car
+patio
+pay-phone
+pedestal
+pencil box
+pencil sharpener
+perfume
+Petri dish
+photocopier
+pick
+pickelhaube
+picket fence
+pickup
+pier
+piggy bank
+pill bottle
+pillow
+ping-pong ball
+pinwheel
+pirate
+pitcher
+plane
+planetarium
+plastic bag
+plate rack
+plow
+plunger
+Polaroid camera
+pole
+police van
+poncho
+pool table
+pop bottle
+pot
+potter's wheel
+power drill
+prayer rug
+printer
+prison
+projectile
+projector
+puck
+punching bag
+purse
+quill
+quilt
+racer
+racket
+radiator
+radio
+radio telescope
+rain barrel
+recreational vehicle
+reel
+reflex camera
+refrigerator
+remote control
+restaurant
+revolver
+rifle
+rocking chair
+rotisserie
+rubber eraser
+rugby ball
+rule
+running shoe
+safe
+safety pin
+saltshaker
+sandal
+sarong
+sax
+scabbard
+scale
+school bus
+schooner
+scoreboard
+screen
+screw
+screwdriver
+seat belt
+sewing machine
+shield
+shoe shop
+shoji
+shopping basket
+shopping cart
+shovel
+shower cap
+shower curtain
+ski
+ski mask
+sleeping bag
+slide rule
+sliding door
+slot
+snorkel
+snowmobile
+snowplow
+soap dispenser
+soccer ball
+sock
+solar dish
+sombrero
+soup bowl
+space bar
+space heater
+space shuttle
+spatula
+speedboat
+spider web
+spindle
+sports car
+spotlight
+stage
+steam locomotive
+steel arch bridge
+steel drum
+stethoscope
+stole
+stone wall
+stopwatch
+stove
+strainer
+streetcar
+stretcher
+studio couch
+stupa
+submarine
+suit
+sundial
+sunglass
+sunglasses
+sunscreen
+suspension bridge
+swab
+sweatshirt
+swimming trunks
+swing
+switch
+syringe
+table lamp
+tank
+tape player
+teapot
+teddy
+television
+tennis ball
+thatch
+theater curtain
+thimble
+thresher
+throne
+tile roof
+toaster
+tobacco shop
+toilet seat
+torch
+totem pole
+tow truck
+toyshop
+tractor
+trailer truck
+tray
+trench coat
+tricycle
+trimaran
+tripod
+triumphal arch
+trolleybus
+trombone
+tub
+turnstile
+typewriter keyboard
+umbrella
+unicycle
+upright
+vacuum
+vase
+vault
+velvet
+vending machine
+vestment
+viaduct
+violin
+volleyball
+waffle iron
+wall clock
+wallet
+wardrobe
+warplane
+washbasin
+washer
+water bottle
+water jug
+water tower
+whiskey jug
+whistle
+wig
+window screen
+window shade
+Windsor tie
+wine bottle
+wing
+wok
+wooden spoon
+wool
+worm fence
+wreck
+yawl
+yurt
+web site
+comic book
+crossword puzzle
+street sign
+traffic light
+book jacket
+menu
+plate
+guacamole
+consomme
+hot pot
+trifle
+ice cream
+ice lolly
+French loaf
+bagel
+pretzel
+cheeseburger
+hotdog
+mashed potato
+head cabbage
+broccoli
+cauliflower
+zucchini
+spaghetti squash
+acorn squash
+butternut squash
+cucumber
+artichoke
+bell pepper
+cardoon
+mushroom
+Granny Smith
+strawberry
+orange
+lemon
+fig
+pineapple
+banana
+jackfruit
+custard apple
+pomegranate
+hay
+carbonara
+chocolate sauce
+dough
+meat loaf
+pizza
+potpie
+burrito
+red wine
+espresso
+cup
+eggnog
+alp
+bubble
+cliff
+coral reef
+geyser
+lakeside
+promontory
+sandbar
+seashore
+valley
+volcano
+ballplayer
+groom
+scuba diver
+rapeseed
+daisy
+yellow lady's slipper
+corn
+acorn
+hip
+buckeye
+coral fungus
+agaric
+gyromitra
+stinkhorn
+earthstar
+hen-of-the-woods
+bolete
+ear
+toilet tissue
\ No newline at end of file
diff --git a/pytorch_vision_resnext.md b/pytorch_vision_resnext.md
index 5a57706b..7d4f56b0 100644
--- a/pytorch_vision_resnext.md
+++ b/pytorch_vision_resnext.md
@@ -68,24 +68,20 @@ print(probabilities)
 ```
 
 ```
-#Download ImageNet labels
-!wget https://raw.githubusercontent.com/Tylersuard/hub/master/imagenet_classes.txt
+# Download ImageNet labels
+!wget https://raw.githubusercontent.com/pytorch/hub/master/imagenet_classes.txt
 ```
 
 ```
-#Apply labels to the tensor
-with open ("imagenet_classes.txt", "r") as myfile:
-    data=myfile.read()
-    processed = [s.strip() for s in data.splitlines()]
-    #print(processed)
-
-probabilities = probabilities.cpu()
-top5 = torch.topk(probabilities,5)
-top5_list = [a.tolist() for a in top5]
-#print(top5_list)
-
-for i in range(5):
-  print(processed[top5_list[1][i]],top5_list[0][i])
+# Read the categories
+with open("imagenet_classes.txt", "r") as f:
+    categories = [s.strip() for s in f.readlines()]
+
+# Show top categories per image
+top5_prob, top5_catid = torch.topk(probabilities, 5)
+
+for i in range(top5_prob.size(0)):
+    print(categories[top5_catid[i]], top5_prob[i].item())
 ```
 
 ### Model Description