sneaker_classification_res50.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%reload_ext autoreload\n",
    "%autoreload 2\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from fastai import *\n",
    "from fastai.vision import *\n",
    "\n",
    "import os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "PATH = Path('data')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading sneakers.zip to data\n",
      "100%|█████████████████████████████████████▉| 8.44G/8.46G [03:11<00:00, 44.5MB/s]\n",
      "100%|██████████████████████████████████████| 8.46G/8.46G [03:11<00:00, 47.4MB/s]\n"
     ]
    }
   ],
   "source": [
    "#!kaggle datasets download -d sneakers -p {PATH}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "7-Zip [64] 16.02 : Copyright (c) 1999-2016 Igor Pavlov : 2016-05-21\n",
      "p7zip Version 16.02 (locale=en_US.UTF-8,Utf16=on,HugeFiles=on,64 bits,8 CPUs Intel(R) Xeon(R) CPU @ 2.00GHz (50653),ASM,AES-NI)\n",
      "\n",
      "Scanning the drive for archives:\n",
      "  0M Sca        1 file, 9089165084 bytes (8669 MiB)\n",
      "\n",
      "Extracting archive: sneakers.zip\n",
      "  7% 4096 Op            --\n",
      "Path = sneakers.zip\n",
      "Type = zip\n",
      "Physical Size = 9089165084\n",
      "64-bit = +\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "      0% 1        0% 455 - sneaker_dataset/images/train/AS . onnie Fieg \"\"Mint Leaf\"\"\"/36.jp                                                                              1% 685 - sneaker_dataset/images/train/Air Fear Of God 1 Black/25.j                                                                      1% 895 - sneaker_dataset/images/train/Air Fear Of God 1 Yellow/24.jp                                                                        1% 1071 - sneaker_dataset/images/train . Moccasin Pure Platinum/62.j                                                                        2% 1201 - sneaker_dataset/images/train/Air Fear of God Raid Light Bone/54.jp                                                                                2% 1366 - sneaker_dataset/images/train/Ai . site One Albino Snakeskin/66.j                                                                              2% 1561 - sneaker_dataset/images/train/Air Foamposite One Navy Gum/28.jp                                                                            3% 1753 - sneaker_dataset/images/train/Air Foamposite One ParaNorman/69.jp                                                                              3% 1982 - sneaker_dataset/images/train/Air Foamposite Pro Sequoia/60.j                                                                          3% 2179 - sneaker_dataset/images/train/ . Emotionally Unavailable/19.j                                                                          4% 2366 - sneaker_dataset/images/train/Ai .  Low 3x1 Denim Raw Indigo/18.j                                                                              4% 2533 - sneaker_dataset/images/train/Air . Low Carhartt WIP Ale Brown/7.jp                                                                                4% 2697 - sneaker_dataset/images/train/Air Force 1 Low Equality/43.j                                                                        5% 2894 - sneaker_dataset/images/train/Ai . White MCA University Blue/22.j                                                                              5% 3088 - sneaker_dataset/images/train/A .  1 Low Retro Ivory Snake/7.jp                                                                            5% 3216 - sneaker_dataset/images/train/ . omme des Garcons (2018)/51.j                                                                          6% 3388 - sneaker_dataset/images/train/A .  1 Low Travis Scott Sail/73.j                                                                            6% 3638 - sneaker_dataset/images/train/A .  1 Mid Supreme NBA White/58.j                                                                            6% 3792 - sneaker_dataset/images/train/Air Huarache Drift South Beach/33.j                                                                              7% 4002 - sneaker_dataset/images/train/Air Max 1 AMS Parra Amsterdam/4.j                                                                            7% 4166 - sneaker_dataset/images/train/Air Max 1 Anniversary Obsidian/79.j                                                                              8% 4339 - sneaker_dataset/images/train/Ai . Anniversary Royal (2017)/74.jp                                                                              8% 4522 - sneaker_dataset/images/train/Air Max 1 Atmos Elephant (2017)/46.jp                                                                                8% 4687 - sneaker_dataset/images/train/Ai . Inside Out Phantom Black/14.jp                                                                              9% 4893 - sneaker_dataset/images/train/Air Max 1 Master/53.j                                                                9% 5073 - sneaker_dataset/images/train/Air . rra Patta \"\"Cherrywood\"\"\"/49.jp                                                                                9% 5177 - sneaker_dataset/images/train/Air Max 1 Puerto Rico (2019)/21.j                                                                           10% 5352 - sneaker_dataset/images/train/Air Max 1 Swipa/62.jp                                                               10% 5502 - sneaker_dataset/images/train/Air Max 1 Tokyo Maze/25.j                                                                   10% 5701 - sneaker_dataset/images/train/Air Max 1 Windbreaker/10.jp                                                                     11% 5889 - sneaker_dataset/images/train/Air Max 270 Black White/13.jp                                                                       11% 6063 - sneaker_dataset/images/train/Air Max 270 Throwback Future/11.j                                                                           11% 6204 - sneaker_dataset/images/train/Air Max 270 White Black/25.jp                                                                       12% 6409 - sneaker_dataset/images/train/Ai . r Young King of The Drip/36.jp                                                                             12% 6567 - sneaker_dataset/images/train/Air Max 90 Be True (2019)/17.jp                                                                         12% 662         13% 6794 - sneaker_dataset/images/train/Air Max 90 OFF-WHITE Black/26.j                                                                         13% 6990 - sneaker_dataset/images/train/Air Max 90 OG Infrared (2015)/32.jp                                                                             13% 7135 - sneaker_dataset/images/train/Air Max 90 Python/42.jp                                                                 14% 7253 - sneaker_dataset/images/train/Air Max 90 Triple Red/34.jp                                                                     14% 7465 - sneaker_dataset/images/train/Air Max 90/52.j                                                         14% 7651 - sneaker_dataset/images/train/Air Max 95 ERDL Party White/44.jp                                                                           15% 7873 - sneaker_dataset/images/train/Air Max 97 Bright Citron/14.j                                                                       15% 8066 - sneaker_dataset/images/train/Air Max 97 Country Camo (Italy)/15.jp                                                                               15% 8234 - sneaker_dataset/images/train/Ai . Ronaldo Portugal Patchwork/0.j                                                                             16% 8409 - sneaker_dataset/images/train/Air Max 97 Metallic Gold/18.j                                                                       16% 8614 - sneaker_dataset/images/train/Air Max 97 Pale Pink (W)/8.jp                                                                       16% 8835 - sneaker_dataset/images/train/Air Max 97 Silver Bullet (2016/61.j                                                                             17% 9056 - sneaker_dataset/images/train/Air Max 97 UNDFTD Black/68.jp                                                                       17% 9279 - sneaker_dataset/images/train/Air Max 98 La Mezcla/14.j                                                                   17% 9466 - sneaker_dataset/images/train/Air Max Lunar90 SP Moon Landing/54.jp                                                                               18% 9685 - sneaker_dataset/images/train/A . ailwind 4 Supreme White/59.jp                                                                           18% 9904 - sneaker_dataset/images/train/Ai . reme \"\"Suptempo\"\" Black\"/37.jp                                                                             18% 101         19% 10330 - sneaker_dataset/images/train/Air Presto Acronym Volt/19.j                                                                       19% 10513 - sneaker_dataset/images/train/A . o Mid Acronym Racer Pink/6.j                                                                           20% 10744 - sneaker_dataset/images/train/Ai .  2 Fear of God Black Sail/7.j                                                                             20% 10986 - sneaker_dataset/images/train/Ai . r 3 Medicine Ball (2019)/29.j                                                                             20% 11214 - sneaker_dataset/images/train/Air VaporMax 2 Safari/33.jpg                                                                     21% 11413 - sneaker_dataset/images/train/Air VaporMax 97 Metallic Gold/2.jp                                                                             21% 11579 - sneaker_dataset/images/train/Air VaporMax Flyknit 2 Orca/15.j                                                                           21% 11764 - sneaker_dataset/images/train . knit 3.0 Triple Black/35.j                                                                       22% 11917 - sneaker_dataset/images/train/A . Paris Works in Progress/32.j                                                                           22% 12139 - sneaker_dataset/images/train/Ai . ax Run Utility Blue Dusk/11.j                                                                             22% 12382 - sneaker_dataset/images/train/Air Yeezy 1 Zen Grey/42.jp                                                                     23% 12601 - sneaker_dataset/images/train/Air Yeezy 2 Solar Red/52.j                                                                     23% 12821 - sneaker_dataset/images/train/As . ayano 5 Ronnie Fieg Oasis/34.jp                                                                               23% 13026 - sneaker_dataset/images/train/Balenciaga Triple S\"/39.jp                                                                     24% 13248 - sneaker_dataset/images/train/Co . 70s Hi Fear of God Black/25.j                                                                             24% 13435 - sneaker_dataset/images/train/C .  Play Multi-Heart White/20.j                                                                           24% 13653 - sneaker_dataset/images/train/D . tEDition \"\"Castellers\"\"\"/37.jp                                                                             25% 13892 - sneaker_dataset/images/train/F . rainer White Black (2017)/2.jp                                                                             25% 14049 - sneaker_dataset/images/train/Jordan 1 Low Gold Toe/35.j                                                                     25% 14218 - sneaker_dataset/images/train/Jordan 1 Low SB UNC/1.jp                                                                   26% 14447 - sneaker_dataset/images/train/J . Low White Gum Hyper Pink/36.jp                                                                             26% 14657 - sneaker_dataset/images/train/Jo . here Grey Pale Ivory (W)/35.j                                                                             26% 14870 - sneaker_dataset/images/train/Jordan 1 Mid Bred Multi-Color/44.j                                                                             27% 15048 - sneaker_dataset/images/train/Jordan 1 Mid Gunsmoke Volt/35.jp                                                                           27% 15257 - sneaker_dataset/images/train/Jordan 1 Mid Lakers Top 3/62.j                                                                         27% 15461 - sneaker_dataset/images/train/Jordan 1 Mid Pine Green/8.jp                                                                       28% 15651 - sneaker_dataset/images/train/Jordan 1 Mid Team Orange Black/50.jp                                                                               28% 15874 - sneaker_dataset/images/train/Jordan 1 Mid White Black/21.jp                                                                         28% 16132 - sneaker_dataset/images/train . lack Royal Blue (2001)/8.j                                                                       29% 16322 - sneaker_dataset/images/train/Jordan 1 Retro Fragment/26.j                                                                       29% 16545 - sneaker_dataset/images/train/Jo . Aleali May Court Lux (W)/36.j                                                                             29% 16726 - sneaker_dataset/images/train/J . Retro High Black Gym Red/31.jp                                                                             30% 16880 - sneaker_dataset/images/train/Jordan 1 Retro High Bred Toe/65.jp                                                                             30% 17037 - sneaker_dataset/images/train/Jo . etro High City of Flight/75.j                                                                             31% 17254 - sneaker_dataset/images/train/Jordan 1 Retro High Game Royal/38.jp                                                                               31% 17451 - sneaker_dataset/images/train/Jo . etro High Gatorade Cyber/75.j                                                                             31% 17656 - sneaker_dataset/images/train/Jordan 1 Retro High Guava Ice/27.j                                                                             32% 17856 - sneaker_dataset/images/train/ .  Retro High Hyper Royal/54.jp                                                                           32% 18027 - sneaker_dataset/images/train/Jo . eutral Grey Hyper Crimson/68.jp                                                                               32% 18209 - sneaker_dataset/images/train . igh OG Defiant Couture/8.j                                                                       33% 18284 - sneaker_dataset/images/train . iant SB LA to Chicago/70.j                                                                       33% 18448 - sneaker_dataset/images/train . igh Off-White Chicago/35.j                                                                       33% 18653 - sneaker_dataset/images/train/Jo . etro High Pale Ivory (W)/26.j                                                                             34% 18856 - sneaker_dataset/images/train/Jordan 1 Retro High Pine Green/34.jp                                                                               34% 19041 - sneaker_dataset/images/train/ . hattered Backboard (W)/25.j                                                                         35% 19208 - sneaker_dataset/images/train/J . Retro High Shadow (2018)/81.jp                                                                             35% 19407 - sneaker_dataset/images/train/Jordan 1 Retro High Track Red/33.j                                                                             35% 19556 - sneaker_dataset/images/train/ .  Retro High Turbo Green/12.jp                                                                           36% 19649 - sneaker_dataset/images/train/Jordan 1 Retro High Twist (W)/2.jp                                                                             36% 19856 - sneaker_dataset/images/train . Los Angeles Black Toe/67.j                                                                       36% 20052 - sneaker_dataset/images/train/J . Retro High Yellow Ochre/45.j                                                                           37% 20274 - sneaker_dataset/images/train/Jordan 1 Retro Royal (2017)/24.j                                                                           37% 20414 - sneaker_dataset/images/train/ .  Retro Satin \"\"Royal\"\"\"/24.jp                                                                           37% 20604 - sneaker_dataset/images/train/Jordan 10 Retro Doernbecher/30.j                                                                           38% 20863 - sneaker_dataset/images/train/Jordan 10 Retro Orlando/82.j                                                                       38% 21008 - sneaker_dataset/images/train/Jordan 11 Retro 72-10/63.j                                                                     38% 21206 - sneaker_dataset/images/train/Jordan 11 Retro Concord (2018)/21.jp                                                                               39% 21477 - sneaker_dataset/images/train/Jo . ress Black Stingray (GS)/19.j                                                                             39% 21663 - sneaker_dataset/images/train/J .  Retro Low Cherry (2016)/38.jp                                                                             39% 21865 - sneaker_dataset/images/train/Jordan 11 Retro Low Concord/61.j                                                                           40% 22073 - sneaker_dataset/images/train/ . 1 Retro Low Golf Concord/3.jpg\b                                                                           40% 22291 - sneaker_dataset/images/train/Jordan 11 Retro Low Iridescent/34.jp                                                                               40% 22464 - sneaker_dataset/images/train/J .  Retro Low Rose Gold (W)/7.j                                                                           41% 22638 - sneaker_dataset/images/train/J . w University Blue (2017)/37.jp                                                                             41% 22798 - sneaker_dataset/images/train/Jordan 11 Retro Platinum Tint/58.j                                                                             41% 23012 - sneaker_dataset/images/train/Jordan 11 Retro Win Like 96/25.j                                                                           42% 23156 - sneaker_dataset/images/train/Jordan 12 Retro Bordeaux/52.jp                                                                         42% 23341 - sneaker_dataset/images/train/ . 2 Retro Deep Royal Blue/81.jp                                                                           42% 23537 - sneaker_dataset/images/train/Jo . Retro French Blue (2016)/45.j                                                                             43% 23732 - sneaker_dataset/images/train/Jordan 12 Retro Michigan/22.jp                                                                         43% 23947 - sneaker_dataset/images/train/Jordan 12 Retro PSNY Bordeaux/11.j                                                                             44% 24158 - sneaker_dataset/images/train/Jordan 12 Retro PSNY/33.jp                                                                     44% 24343 - sneaker_dataset/images/train/ . 3 Retro Altitude (2017)/51.jp                                                                           44% 24493 - sneaker_dataset/images/train/Jordan 13 Retro Bred (2017)/30.j                                                                           45% 24653 - sneaker_dataset/images/train/Jo . y Class Of 2002 (B-Grade)/3.j                                                                             45% 24854 - sneaker_dataset/images/train/Jordan 13 Retro Lakers/69.jp                                                                       45% 25062 - sneaker_dataset/images/train/Jordan 13 Retro Phantom (W)/7.jp                                                                           46% 25306 - sneaker_dataset/images/train/ . errari University Gold/54.j                                                                         46% 25562 - sneaker_dataset/images/train/Jo . tro Eminem (The Way I Am)/26.jp                                                                               46% 25807 - sneaker_dataset/images/train/Jordan 23 Titanium/34.jp                                                                   47% 25974 - sneaker_dataset/images/train/Jordan 3 Retro Chlorophyll/62.jp                                                                           47% 26140 - sneaker_dataset/images/train/Jordan 3 Retro Hall of Fame/72.j                                                                           47% 26322 - sneaker_dataset/images/train/Jordan 3 Retro Mocha (2018)/14.j                                                                           48% 26524 - sneaker_dataset/images/train/J . Retro Pure White (2018)/72.j                                                                           48% 267         49% 26970 - sneaker_dataset/images/train/J . ('88 Dunk Contest 2013)/25.j                                                                           49% 27187 - sneaker_dataset/images/train/Jordan 4 Retro Black Laser/33.jp                                                                           49% 27355 - sneaker_dataset/images/train/Jordan 4 Retro Columbia (2015)/37.jp                                                                               49% 27518 - sneaker_dataset/images/train/ .  Retro Cool Grey (2019)/31.jp                                                                           50% 27729 - sneaker_dataset/images/train/Jordan 4 Retro Eminem Carhartt/67.jp                                                                               50% 27885 - sneaker_dataset/images/train/Jordan 4 Retro Hot Punch (W)/24.jp                                                                             50% 28060 - sneaker_dataset/images/train/Jordan 4 Retro Kaws/44.j                                                                   51% 28223 - sneaker_dataset/images/train/ . vi's White (Levi's Tag)/19.jp                                                                           51% 28381 - sneaker_dataset/images/train/Jordan 4 Retro Oregon Ducks/52.j                                                                           51% 28473 - sneaker_dataset/images/train/ .  Retro Pure Money (2017)/7.jp                                                                           52% 28628 - sneaker_dataset/images/train/Jordan 4 Retro Royalty/55.jp                                                                       52% 28781 - sneaker_dataset/images/train/Jordan 4 Retro Tattoo (2018)/5.j                                                                           52% 28952 - sneaker_dataset/images/train/Jo . etro White Cement (2016)/47.j                                                                             53% 29121 - sneaker_dataset/images/train/Jordan 5 Retro Doernbecher/28.jp                                                                           53% 29321 - sneaker_dataset/images/train/J . Retro Grape Fresh Prince/32.jp                                                                             53% 29504 - sneaker_dataset/images/train/Jordan 5 Retro Michigan (2019)/57.jp                                                                               54% 29708 - sneaker_dataset/images/train/Jordan 5 Retro Satin Bred/34.j                                                                         54% 29883 - sneaker_dataset/images/train/Jordan 6 Retro Aleali May (W)/62.j                                                                             54% 30070 - sneaker_dataset/images/train/Jo . tro Black Infrared (2019)/88.jp                                                                               55% 30261 - sneaker_dataset/images/train/Jordan 6 Retro Gatorade Green/41.j                                                                             55% 30470 - sneaker_dataset/images/train/Jordan 6 Retro Maroon (2015)/13.jp                                                                             55% 30690 - sneaker_dataset/images/train/ . flections of a Champion/21.jp                                                                           56% 30833 - sneaker_dataset/images/train/Jordan 6 Retro Tinker/34.j                                                                     56% 31029 - sneaker_dataset/images/train/ . Fuchsia Green Abyss (GS)/9.jp                                                                           56% 31230 - sneaker_dataset/images/train/Jordan 7 Retro Hare (2015)/69.jp                                                                           57% 31414 - sneaker_dataset/images/train/Jordan 7 Retro Premio Bin 23/3.j                                                                           57% 31591 - sneaker_dataset/images/train/Jordan 7 Retro Topaz Mist (GS)/16.jp                                                                               57% 31809 - sneaker_dataset/images/train/Jordan 8 Retro OVO Black/17.jp                                                                         58% 31969 - sneaker_dataset/images/train/ . flections of a Champion/8.j                                                                         58% 32053 - sneaker_dataset/images/train/Jordan 8 Retro White Aqua (W) (200                                                                             58% 32170 - sneaker_dataset/images/train/Jordan 9 Retro Dream It Do It/71.j                                                                             58% 32314 - sneaker_dataset/images/train/Jo . cy 312 Rookie of the Year/41.jp                                                                               59% 32564 - sneaker_dataset/images/train/KD 12 EYBL/12.jpg"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b                                                           59% 32754 - sneaker_dataset/images/train/Kobe 1 Protro 81 Pt Game/10.jp                                                                         59% 32945 - sneaker_dataset/images/train/Kobe 4 Protro Carpe Diem/17.jp                                                                         60% 33169 - sneaker_dataset/images/train/Kyrie 4 Confetti/18.jp                                                                 60% 33328 - sneaker_dataset/images/train/Kyrie 5 Bandulu/28.j                                                               60% 33495 - sneaker_dataset/images/train/Kyrie 5 Friends/21.j                                                               61% 33671 - sneaker_dataset/images/train/Kyrie 5 Taco PE/4.jp                                                               61% 33833 - sneaker_dataset/images/train/Le . erformance KITH Rose Gold/29.jp                                                                               61% 34041 - sneaker_dataset/images/train/LeBron 16 Buzz Lightyear/77.jp                                                                         62% 34233 - sneaker_dataset/images/train/LeBron 16 Low Air Max Trainer 2/2.jp                                                                               62% 34380 - sneaker_dataset/images/train/LeBron 16 Low Atmos Safari/77.jp                                                                           62% 34569 - sneaker_dataset/images/train/LeBron 16 Oreo/86.jp                                                               63% 34789 - sneaker_dataset/images/train/LeBron 7 Christ the King (CTK)/18.jp                                                                               63% 35067 - sneaker_dataset/images/train/LeBron X Celebration Pack/9.jp                                                                         63% 35081 - sneaker_dataset/images/train/Louis Vuitton Don Kanye Red/19.j                                                                           63% 35232 - sneaker_dataset/images/train/N . ce 1500 Hanon Chosen Few/49.jp                                                                             64% 354         64% 35561 - sneaker_dataset/images/train/N . er High sacai Snow Beach/73.jp                                                                             64% 35744 - sneaker_dataset/images/train . 77 Vintage Multi-Color/30.jp                                                                         65% 35945 - sneaker_dataset/images/train/N . f-White All Hallow's Eve/66.jp                                                                             65% 361         65% 362         65% 36313 - sneaker_dataset/images/train/ . ercover Black Sail (W)/36.j                                                                         66% 36442 - sneaker_dataset/images/train/N . reak Undercover Blue Jay/45.jp                                                                             66% 36568 - sneaker_dataset/images/train/Ni . over Lucky Green Red (W)/19.j                                                                             66% 36684 - sneaker_dataset/images/train/Ni . ak Undercover Obsidian (W)/9.jp                                                                               67% 36835 - sneaker_dataset/images/train/ . upply Co. \"\"Tiffany\"\"\"/37.j                                                                         67% 36969 - sneaker_dataset/images/train/Ni . SB Low De La Soul (2015)/45.j                                                                             67% 37115 - sneaker_dataset/images/train/Nike Dunk SB Low Stussy Cherry/14.jp                                                                               68% 37281 - sneaker_dataset/images/train/Ni . preme  Red Cement (2012)/51.j                                                                             68% 37403 - sneaker_dataset/images/train/ . k SB Low Yellow Lobster/32.jp                                                                           68% 37587 - sneaker_dataset/images/train/ .  United We Rise (2016)/65.j                                                                         68% 37750 - sneaker_dataset/images/train/N .  React Low Summit White/25.j                                                                           69% 37809 - sneaker_dataset/images/train/N . Crew Sail Midnight Navy/11.j                                                                           69% 37990 - sneaker_dataset/images/train/N . affle Sacai Green Multi/39.j                                                                           69% 38195 - sneaker_dataset/images/train/N . .5 Playstation Wolf Grey/10.jp                                                                             70% 383         70% 38508 - sneaker_dataset/images/train/Ni . 5 Indigo Fog Mystic Navy/10.j                                                                             70% 38709 - sneaker_dataset/images/train . nt 87 Anthracite Black/36.jp                                                                         71% 38908 - sneaker_dataset/images/train/N .  87 Dark Grey Photo Blue/74.jp                                                                             71% 39059 - sneaker_dataset/images/train/N . t Element 87 Dusty Peach/59.jp                                                                             71% 39208 - sneaker_dataset/images/train/Nike React Element 87 Moss/29.jp                                                                           72% 39350 - sneaker_dataset/images/train/N . t Element 87 Royal Tint/80.j                                                                           72% 39562 - sneaker_dataset/images/train/Nike SB Blazer Low Parra/26.jp                                                                         72% 39754 - sneaker_dataset/images/train/Nike SB Dunk High Dog Walker/24.jp                                                                             72% 39941 - sneaker_dataset/images/train/Ni . nk Low Black Washed Coral/14.jp                                                                               73% 40074 - sneaker_dataset/images/train/ . Concepts Purple Lobster/3.j                                                                         73% 40256 - sneaker_dataset/images/train . upply Co Black Diamond/54.jp                                                                         74% 40478 - sneaker_dataset/images/train/Nike SB Dunk Low Parra/36.jp                                                                       74% 40654 - sneaker_dataset/images/train .  Pro Dark Russet Cedar/42.jp                                                                         74% 40828 - sneaker_dataset/images/train/Nike SB Gato Supreme Black/0.j                                                                         75% 41001 - sneaker_dataset/images/train/N . ngs Hawkins High School/16.j                                                                           75% 41153 - sneaker_dataset/images/train/Ni . ly Off-White Black Silver/10.jp                                                                               75% 41334 - sneaker_dataset/images/train/N .  Freak 1 Antetokounbros/22.j                                                                           75% 41489 - sneaker_dataset/images/train/Nike Zoom Rookie Galaxy (2019)/34.jp                                                                               76% 41649 - sneaker_dataset/images/train/N . ger 5 Off-White White (W)/2.jp                                                                             76% 41824 - sneaker_dataset/images/train/Nike ZoomX Vaporfly Next% Volt/52.jp                                                                               76% 419         77% 42059 - sneaker_dataset/images/train/O .  Black (Updated Stripes)/8.j                                                                           77% 42267 - sneaker_dataset/images/train/Re . ry Aape By a Bathing Ape/20.j                                                                             77% 42502 - sneaker_dataset/images/train/Revenge X Storm Low Top Blue/14.jp                                                                             78% 42706 - sneaker_dataset/images/train/Rick Owens Geobasket/11.jpg"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b                                                                     78% 42953 - sneaker_dataset/images/train/S . 0 Politics Cafe Du Monde/39.jp                                                                             78% 43145 - sneaker_dataset/images/train/Vans Era 95 Fear of God/1.jp                                                                       79% 43371 - sneaker_dataset/images/train/Vans Old Skool Flame (2017)/48.j                                                                           79% 43612 - sneaker_dataset/images/train . eme Black Checker Logo/0.j                                                                       79% 437         80% 43846 - sneaker_dataset/images/train/adidas 3D Runner Black/7.j                                                                     80% 44006 - sneaker_dataset/images/train . m Runner 4D Mid White/10.j                                                                       80% 44216 - sneaker_dataset/images/train/ad . 7 Ultra Boost Kith Cobras/53.jp                                                                               81% 44350 - sneaker_dataset/images/train/a . NMD Pharrell Multi-Color/0.j                                                                           81% 44351 - sneaker_dataset/images/train/a . NMD Pharrell Multi-Color/1.j                                                                           81% 44511 - sneaker_dataset/images/train . ragon Ball Z Majin Buu/15.jp                                                                         81% 44702 - sneaker_dataset/images/train/a . rell Human Race Scarlet/41.j                                                                           82% 44862 - sneaker_dataset/images/train . arrell Y.O.U. N.E.R.D./53.jp                                                                         82% 45060 - sneaker_dataset/images/train/a . ration Pack Powder Blue/55.j                                                                           82% 45252 - sneaker_dataset/images/train/ . rrell Solar Pack Orange/64.jp                                                                           83% 45382 - sneaker_dataset/images/train/ . rrell x BBC Blue Plaid/60.j                                                                         83% 45540 - sneaker_dataset/images/train/adidas NMD R1 Bape Olive Camo/16.j                                                                             83% 45708 - sneaker_dataset/images/train/a . D R1 Duck Camo Core Black/2.jp                                                                             84% 45919 - sneaker_dataset/images/train/a . D R1 Japan Triple Black/58.j                                                                           84% 46133 - sneaker_dataset/images/train/adidas NMD R1 NYC Red Apple/40.j                                                                           84% 46335 - sneaker_dataset/images/train/adidas NMD R1 Nice Kicks/8.j                                                                       84% 46440 - sneaker_dataset/images/train/ad . ell HU Hue Man Tangerine/48.j                                                                             85% 46601 - sneaker_dataset/images/train/ad . R1 STLT Parley Core Black/57.jp                                                                               85% 46808 - sneaker_dataset/images/train/ad .  TS1 Gore-Tex Triple Black/5.jp                                                                               85% 47011 - sneaker_dataset/images/train/ . r Grey Two Solar Orange/5.j                                                                         86% 47199 - sneaker_dataset/images/train . hinese New Year (2019)/21.jp                                                                         86% 47375 - sneaker_dataset/images/train/ad . n Smith White Green (OG)/47.j                                                                             86% 47506 - sneaker_dataset/images/train/ad . ra Boost 1.0 Cream White/42.j                                                                             87% 47705 - sneaker_dataset/images/train/ad . ra Boost 1.0 SNS Tee Time/63.jp                                                                               87% 47867 - sneaker_dataset/images/train/ . feated Stars and Stripes/1.jp                                                                           87% 48056 - sneaker_dataset/images/train/ . ltra Boost 2 City White/11.jp                                                                           88% 48241 - sneaker_dataset/images/train/ . t 2.0 Black Reflective/61.j                                                                         88% 48453 - sneaker_dataset/images/train . ear Brown Chalk White/54.j                                                                       88% 48644 - sneaker_dataset/images/train/adidas Ultra Boost 4 Grey/15.j                                                                         88% 48835 - sneaker_dataset/images/train/ . ltra Boost 4.0 Bape Camo/6.jp                                                                           89% 49005 - sneaker_dataset/images/train/ad . 0 Chinese New Year (2018)/39.jp                                                                               89% 49214 - sneaker_dataset/images/train/ .  of Thrones House Stark/11.jp                                                                           89% 49373 - sneaker_dataset/images/train/ad . Thrones Targaryen Dragons/21.jp                                                                               90% 49584 - sneaker_dataset/images/train/ . t 4.0 Miami Hurricanes/48.j                                                                         90% 49811 - sneaker_dataset/images/train/ad . ra Boost 4.0 Running White/4.jp                                                                               90% 50012 - sneaker_dataset/images/train/ . t 4.0 Triple White (W)/58.j                                                                         91% 50206 - sneaker_dataset/images/train/adidas Ultra Boost Legend Ivy/38.j                                                                             91% 50383 - sneaker_dataset/images/train/ . t Mid Kith x Nonnative/47.j                                                                         91% 50556 - sneaker_dataset/images/train/ad . a Boost Mid Run Thru Time/59.jp                                                                               92% 50628 - sneaker_dataset/images/train/adidas Ultra Boost OG (2018)/46.jp                                                                             92% 50784 - sneaker_dataset/images/train . st Undefeated Blackout/36.jp                                                                         92% 50958 - sneaker_dataset/images/train/adidas Yeezy 500 Salt/39.j                                                                     93% 51195 - sneaker_dataset/images/train/adidas Yeezy 700 Mauve/30.jp                                                                       93% 51411 - sneaker_dataset/images/train/ . eezy Boost 350 Moonrock/69.jp                                                                           93% 51559 - sneaker_dataset/images/train/a . ezy Boost 350 V2 Antlia/47.j                                                                           94% 51730 - sneaker_dataset/images/train/ . eezy Boost 350 V2 Beluga/8.jp                                                                           94% 51885 - sneaker_dataset/images/train/ad . zy Boost 350 V2 Blue Tint/45.jp                                                                               94% 52079 - sneaker_dataset/images/train/adidas Yeezy Boost 350 V2 Clay/64.jp                                                                               95% 52231 - sneaker_dataset/images/train/ . t 350 V2 Core Black Red/51.jp                                                                           95% 52469 - sneaker_dataset/images/train/adidas Yeezy Boost 350 V2 Glow/73.jp                                                                               95% 52640 - sneaker_dataset/images/train/ad . zy Boost 350 V2 Lundmark/76.j                                                                             96% 52831 - sneaker_dataset/images/train . st 350 V2 Static Black/25.jpg"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b                                                                         96% 52979 - sneaker_dataset/images/train/ . eezy Boost 350 V2 Synth/31.jp                                                                           96% 53142 - sneaker_dataset/images/train/ . eezy Boost 350 V2 Zebra/36.jp                                                                           97% 53306 - sneaker_dataset/images/train/adidas Yeezy Boost 700 Inertia/29.jp                                                                               97% 53462 - sneaker_dataset/images/train/ad . y Boost 700 Utility Black/21.jp                                                                               97% 53623 - sneaker_dataset/images/train/a . ezy Boost 700 V2 Tephra/23.j                                                                           98% 53730 - sneaker_dataset/images/train/ . eezy Boost 700 V2 Vanta/55.jp                                                                           98% 53920 - sneaker_dataset/images/train/ . t Brown Gum (Chocolate)/80.jp                                                                           98% 54070 - sneaker_dataset/images/train/ad . ase Calabasas Core Black/24.j                                                                             99% 54300 - sneaker_dataset/images/train/adidas Yung-1 Cloud White/15.j                                                                         99% 54511 - sneaker_dataset/images/train/adidas Yung-1 Hi-Res Orange/66.j                                                                           99% 54645 - sneaker_dataset/images/train . NDFTD x Bape \"\"Camo\"\"\"/36.jp                                                                        Everything is Ok\n",
      "\n",
      "Folders: 902\n",
      "Files: 53845\n",
      "Size:       9319355753\n",
      "Compressed: 9089165084\n"
     ]
    }
   ],
   "source": [
    "#!7z x sneakers.zip -o{PATH}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[PosixPath('data/sneaker_dataset'), PosixPath('data/.ipynb_checkpoints')]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "PATH.ls()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "img_path = Path(PATH/'sneaker_dataset/images/train')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "classes = [dI for dI in os.listdir('/home/jupyter/projects/sneaker_classification/data/sneaker_dataset/images/train') if os.path.isdir(os.path.join('/home/jupyter/projects/sneaker_classification/data/sneaker_dataset/images/train',dI))]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['adidas Yeezy Boost 700 V2 Vanta',\n",
       " 'Nike Zoom Freak 1 Antetokounbros',\n",
       " 'adidas NMD R1 White Gum (2018)',\n",
       " 'Kobe 1 Protro Purple Reign',\n",
       " 'Jordan 6 Retro White Laser Fuchsia Green Abyss (GS)']"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "classes[:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "np.random.seed(42)\n",
    "src = (ImageList.from_folder(img_path)\n",
    "       .split_by_rand_pct(0.2)\n",
    "       .label_from_folder())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "tfms = get_transforms()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = (src.transform(tfms, size=128)\n",
    "        .databunch()\n",
    "        .normalize(imagenet_stats))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(['A Bathing Ape Bapesta Kanye West College Dropout',\n",
       "  'A Bathing Ape Bapesta Ronnie Fieg Fiegsta Sand',\n",
       "  'ACE 16 PureControl Ultra Boost Kith Flamingos',\n",
       "  'ASICS GT-II Ronnie Fieg \"\"High Risk\"\"\"',\n",
       "  'ASICS Gel-Lyte III Afew \"\"Koi\"\"\"',\n",
       "  'ASICS Gel-Lyte III Hanon \"\"Wildcats\"\"\"',\n",
       "  'ASICS Gel-Lyte III Ronnie Fieg \"\"Flamingo\"\"\"',\n",
       "  'ASICS Gel-Lyte III Ronnie Fieg \"\"Homage\"\" (Special Box)\"',\n",
       "  'ASICS Gel-Lyte III Ronnie Fieg \"\"Leatherbacks\"\"\"',\n",
       "  'ASICS Gel-Lyte III Ronnie Fieg \"\"Mint Leaf\"\"\"',\n",
       "  'ASICS Gel-Lyte III Ronnie Fieg \"\"Salmon Toes\"\"\"',\n",
       "  'ASICS Gel-Lyte III Ronnie Fieg Militia (Special Box)',\n",
       "  'ASICS Gel-Lyte III Ronnie Fieg Super Green',\n",
       "  'ASICS Gel-Lyte III Woei \"\"Cervidae\"\"\"',\n",
       "  'Air Fear Of God 1 Black',\n",
       "  'Air Fear Of God 1 Frosted Spruce',\n",
       "  'Air Fear Of God 1 Orange Pulse',\n",
       "  'Air Fear Of God 1 Sail Black',\n",
       "  'Air Fear Of God 1 Yellow',\n",
       "  'Air Fear Of God Moccasin Black',\n",
       "  'Air Fear Of God Moccasin Particle Beige',\n",
       "  'Air Fear Of God Moccasin Pure Platinum',\n",
       "  'Air Fear Of God Raid Black',\n",
       "  'Air Fear of God Raid Light Bone',\n",
       "  'Air Flightposite 1 Black Topaz Mist',\n",
       "  'Air Foamposite One Albino Snakeskin',\n",
       "  'Air Foamposite One All-Star 2019 (GS)',\n",
       "  'Air Foamposite One Habanero Red',\n",
       "  'Air Foamposite One Iridescent (W)',\n",
       "  'Air Foamposite One Marble (W)',\n",
       "  'Air Foamposite One Navy Gum',\n",
       "  'Air Foamposite One Obsidian Glitter (W)',\n",
       "  'Air Foamposite One ParaNorman',\n",
       "  'Air Foamposite One Supreme Black',\n",
       "  'Air Foamposite One Supreme Red',\n",
       "  'Air Foamposite One USA (W)',\n",
       "  'Air Foamposite Pro Gym Blue (GS)',\n",
       "  'Air Foamposite Pro Sequoia',\n",
       "  'Air Force 1 Flyknit 2 White Pure Platinum',\n",
       "  'Air Force 1 Flyleather Steve Harrington Earth Day (2019)',\n",
       "  'Air Force 1 Foamposite Cup University Red',\n",
       "  'Air Force 1 High Emotionally Unavailable',\n",
       "  'Air Force 1 High Flax (2018)',\n",
       "  'Air Force 1 LX Vandalised White (W)',\n",
       "  'Air Force 1 Low 3x1 Denim Raw Indigo',\n",
       "  'Air Force 1 Low A Cold Wall Black',\n",
       "  'Air Force 1 Low Carhartt WIP Ale Brown',\n",
       "  'Air Force 1 Low De Lo Mio',\n",
       "  'Air Force 1 Low Devin Booker',\n",
       "  'Air Force 1 Low Equality',\n",
       "  'Air Force 1 Low Noise Cancelling Pack Odell Beckham Jr',\n",
       "  'Air Force 1 Low Off-White Black White',\n",
       "  'Air Force 1 Low Off-White MCA University Blue',\n",
       "  'Air Force 1 Low Off-White Volt',\n",
       "  'Air Force 1 Low Retro Ivory Snake',\n",
       "  'Air Force 1 Low Roc-A-Fella (AF100)',\n",
       "  'Air Force 1 Low Supreme x Comme des Garcons (2018)',\n",
       "  'Air Force 1 Low Travis Scott (AF100)',\n",
       "  'Air Force 1 Low Travis Scott Sail',\n",
       "  'Air Force 1 Low Utility Black White',\n",
       "  'Air Force 1 Low VLONE (2017)',\n",
       "  \"Air Force 1 Low White '07\",\n",
       "  'Air Force 1 Low White 2014 (GS)',\n",
       "  'Air Force 1 Low White Deep Royal',\n",
       "  'Air Force 1 Low White Gym Red',\n",
       "  'Air Force 1 Mid Supreme NBA White',\n",
       "  'Air Force 1 Type',\n",
       "  'Air Force 1 Type Black',\n",
       "  'Air Huarache Black Black White',\n",
       "  'Air Huarache Drift South Beach',\n",
       "  'Air Huarache White Platinum',\n",
       "  'Air Jordan 1 Mid Yellow Toe Black',\n",
       "  'Air Max 1 112 Pack',\n",
       "  'Air Max 1 AMS Parra Amsterdam',\n",
       "  'Air Max 1 Animal Pack',\n",
       "  'Air Max 1 Anniversary Obsidian',\n",
       "  'Air Max 1 Anniversary Red (2017)',\n",
       "  'Air Max 1 Anniversary Royal (2017)',\n",
       "  'Air Max 1 Armory Navy',\n",
       "  'Air Max 1 Atmos Animal Pack 2.0 (2018 All Black Box)',\n",
       "  'Air Max 1 Atmos Elephant (2017)',\n",
       "  'Air Max 1 Have a Nike Day',\n",
       "  'Air Max 1 Inside Out Club Gold Black',\n",
       "  'Air Max 1 Inside Out Phantom Black',\n",
       "  'Air Max 1 Just Do It Orange (W)',\n",
       "  'Air Max 1 Just Do It White (W)',\n",
       "  'Air Max 1 Kid Robot (2005)',\n",
       "  'Air Max 1 Master',\n",
       "  'Air Max 1 NL SP Clot \"\"Kiss of Death\"\" (2006)\"',\n",
       "  'Air Max 1 Parra (2018)',\n",
       "  'Air Max 1 Parra Patta \"\"Cherrywood\"\"\"',\n",
       "  'Air Max 1 Patta 5th Anniv Green',\n",
       "  'Air Max 1 Pro Purple Fade',\n",
       "  'Air Max 1 Puerto Rico (2019)',\n",
       "  'Air Max 1 Susan Missing Link',\n",
       "  'Air Max 1 Swipa',\n",
       "  'Air Max 1 Tinker Schematic',\n",
       "  'Air Max 1 Tinker Schematic Black',\n",
       "  'Air Max 1 Tinker Sketch to Shelf',\n",
       "  'Air Max 1 Tokyo Maze',\n",
       "  'Air Max 1 White Black Volt Rush Pink',\n",
       "  'Air Max 1 White Photo Blue Black',\n",
       "  'Air Max 1 White Pure Platinum',\n",
       "  'Air Max 1 Windbreaker',\n",
       "  'Air Max 1:97 Sean Wotherspoon',\n",
       "  'Air Max 2 Light Atmos',\n",
       "  'Air Max 270 Black White',\n",
       "  'Air Max 270 React Bauhaus',\n",
       "  'Air Max 270 React Hyper Jade',\n",
       "  'Air Max 270 Throwback Future',\n",
       "  'Air Max 270 Triple Black',\n",
       "  'Air Max 270 White Black',\n",
       "  'Air Max 720 Be True (2019)',\n",
       "  'Air Max 720 Black Mesh',\n",
       "  'Air Max 720 Black Neon Streaks',\n",
       "  'Air Max 720 OBJ Odell Beckham Jr Desert Ore',\n",
       "  'Air Max 720 OBJ Odell Beckham Jr Young King of The Drip',\n",
       "  'Air Max 720 Saturn White Black Red',\n",
       "  'Air Max 720 Sunrise',\n",
       "  'Air Max 90',\n",
       "  'Air Max 90 Be True (2019)',\n",
       "  'Air Max 90 Green Python',\n",
       "  'Air Max 90 Mars Landing',\n",
       "  'Air Max 90 OFF-WHITE',\n",
       "  'Air Max 90 OFF-WHITE Black',\n",
       "  'Air Max 90 OFF-WHITE Desert Ore',\n",
       "  'Air Max 90 OG Infrared (2015)',\n",
       "  'Air Max 90 Patta \"\"Homegrown Grass\"\"\"',\n",
       "  'Air Max 90 Python',\n",
       "  'Air Max 90 Triple Black (2018)',\n",
       "  'Air Max 90 Triple Red',\n",
       "  'Air Max 90 Triple White',\n",
       "  'Air Max 90 Viotech',\n",
       "  'Air Max 95 Atmos Animal Pack 2.0 (2018 All Black Box)',\n",
       "  'Air Max 95 ERDL Party Black',\n",
       "  'Air Max 95 ERDL Party White',\n",
       "  'Air Max 95 OG Neutral Olive Total Orange',\n",
       "  'Air Max 95 Stash',\n",
       "  'Air Max 97 Black White',\n",
       "  'Air Max 97 Bright Citron',\n",
       "  'Air Max 97 Country Camo (France)',\n",
       "  'Air Max 97 Country Camo (Germany)',\n",
       "  'Air Max 97 Country Camo (Italy)',\n",
       "  'Air Max 97 Country Camo (UK)',\n",
       "  'Air Max 97 Country Camo (USA)',\n",
       "  'Air Max 97 Cristiano Ronaldo Portugal Patchwork',\n",
       "  'Air Max 97 Game Royal Metallic Silver University Red',\n",
       "  'Air Max 97 Have a Nike Day',\n",
       "  'Air Max 97 Metallic Gold',\n",
       "  'Air Max 97 Moon Particle Bright Crimson',\n",
       "  'Air Max 97 Neon Seoul',\n",
       "  'Air Max 97 Off-White',\n",
       "  'Air Max 97 Pale Pink (W)',\n",
       "  'Air Max 97 Shanghai Kaleidoscope',\n",
       "  'Air Max 97 Shipping Box Ale Brown',\n",
       "  'Air Max 97 Silver Black',\n",
       "  'Air Max 97 Silver Bullet (2016',\n",
       "  'Air Max 97 Triple Black',\n",
       "  'Air Max 97 Triple White Wolf Grey',\n",
       "  'Air Max 97 UNDFTD Black',\n",
       "  'Air Max 97 Ultra 17 Skepta',\n",
       "  'Air Max 97 White Black Persian Violet (GS)',\n",
       "  'Air Max 97 White Pure Platinum (W)',\n",
       "  'Air Max 97 White Reflect Silver',\n",
       "  'Air Max 98 La Mezcla',\n",
       "  'Air Max 98 Supreme Black',\n",
       "  'Air Max Lunar90 SP Moon Landing',\n",
       "  'Air Max Plus OG Hyper Blue (2018)',\n",
       "  'Air Max Plus OG Voltage Purple',\n",
       "  'Air Max Tailwind 4 Supreme White',\n",
       "  'Air Max Tailwind 4 White Volt Black',\n",
       "  'Air More Uptempo 96 Camo',\n",
       "  'Air More Uptempo Peanut Butter & Jelly (GS)',\n",
       "  'Air More Uptempo Supreme \"\"Suptempo\"\" Black\"',\n",
       "  'Air More Uptempo Supreme \"\"Suptempo\"\" Gold\"',\n",
       "  'Air More Uptempo Supreme \"\"Suptempo\"\" Red\"',\n",
       "  'Air More Uptempo University Red Black White (GS)',\n",
       "  'Air More Uptempo What The 90s (GS)',\n",
       "  'Air More Uptempo White Midnight Navy (GS)',\n",
       "  'Air Presto Acronym Bamboo',\n",
       "  'Air Presto Acronym Olive',\n",
       "  'Air Presto Acronym Volt',\n",
       "  'Air Presto Mid Acronym Cool Grey',\n",
       "  'Air Presto Mid Acronym Racer Pink',\n",
       "  'Air Presto Off-White',\n",
       "  'Air Presto Off-White Black (2018)',\n",
       "  'Air Presto Off-White White (2018)',\n",
       "  'Air Skylon 2 Fear of God Black Sail',\n",
       "  'Air Skylon 2 Fear of God Light Bone',\n",
       "  'Air Skylon 2 Fear of God White',\n",
       "  'Air Tailwind 79 Stranger Things Sail Upside Down Pack',\n",
       "  'Air Tech Challenge II Wimbledon (2013)',\n",
       "  'Air Trainer 3 Medicine Ball (2019)',\n",
       "  'Air VaporMax 2 Black Dark Grey',\n",
       "  'Air VaporMax 2 Rust Pink (W)',\n",
       "  'Air VaporMax 2 Safari',\n",
       "  'Air VaporMax 2019 Cactus Plant Flea Market (W)',\n",
       "  'Air VaporMax 2019 Triple Black',\n",
       "  'Air VaporMax 2019 White University Gold Wolf Grey',\n",
       "  'Air VaporMax 97 Metallic Gold',\n",
       "  'Air VaporMax Clot Bright Crimson',\n",
       "  'Air VaporMax Flyknit 2 Orca',\n",
       "  'Air VaporMax Flyknit 3 Blue Fury',\n",
       "  'Air VaporMax Flyknit 3 Oreo',\n",
       "  'Air VaporMax Flyknit 3.0 Triple Black',\n",
       "  'Air VaporMax Off-White',\n",
       "  'Air VaporMax Off-White Black',\n",
       "  'Air VaporMax Oreo',\n",
       "  'Air VaporMax Plus Paris Works in Progress',\n",
       "  'Air VaporMax Plus Triple Black',\n",
       "  'Air VaporMax Plus White',\n",
       "  'Air VaporMax Run Utility Black Anthracite',\n",
       "  'Air VaporMax Run Utility Blue Dusk',\n",
       "  'Air VaporMax Run Utility Medium Olive',\n",
       "  'Air Vapormax Off White 2018',\n",
       "  'Air Yeezy 1 Blink',\n",
       "  'Air Yeezy 1 Zen Grey',\n",
       "  'Air Yeezy 2 Pure Platinum',\n",
       "  'Air Yeezy 2 Red October',\n",
       "  'Air Yeezy 2 Solar Red',\n",
       "  'Air Zoom Generation Black White Retro',\n",
       "  'Air Zoom Generation SVSM Retro',\n",
       "  'Air Zoom Generation Wheat (All-Star)',\n",
       "  'Asics Gel-Kayano 5 Ronnie Fieg Oasis',\n",
       "  'Balenciaga Speed Trainer Black White (2018)',\n",
       "  'Balenciaga Track sneakers\"',\n",
       "  'Balenciaga Triple S\"',\n",
       "  'Carol Christian Poell Drip Sneakers\"',\n",
       "  'Converse Chuck Taylor All-Star 70s Hi Chinatown Market UV',\n",
       "  'Converse Chuck Taylor All-Star 70s Hi Comme des Garcons PLAY Black',\n",
       "  'Converse Chuck Taylor All-Star 70s Hi Comme des Garcons PLAY White',\n",
       "  'Converse Chuck Taylor All-Star 70s Hi Comme des Garcons Play Multi-Heart White',\n",
       "  'Converse Chuck Taylor All-Star 70s Hi Fear of God Black',\n",
       "  'Converse Chuck Taylor All-Star 70s Hi Kith Coca-Cola Denim (2019)',\n",
       "  'Converse Chuck Taylor All-Star 70s Hi Off-White',\n",
       "  'Converse Chuck Taylor All-Star 70s Ox Chinatown Market UV',\n",
       "  'Converse Chuck Taylor All-Star 70s Ox Comme des Garcons PLAY Black',\n",
       "  'Converse Chuck Taylor All-Star 70s Ox Comme des Garcons PLAY White',\n",
       "  'Converse Chuck Taylor All-Star 70s Ox Comme des Garcons Play Multi-Heart White',\n",
       "  'Converse Chuck Taylor All-Star Vulcanized Hi  Off-White',\n",
       "  'Converse Run Star Hike Hi JW Anderson Glitter',\n",
       "  'Diadora Intrepid Kith From Seoul To Rio',\n",
       "  'Diadora N9000 LimitEDition \"\"Castellers\"\"\"',\n",
       "  'Diadora N9000 Packer Shoes x Raekwon \"\"Purple Tape\"\"\"',\n",
       "  'Dunk High Pro SB Supreme Blue Stars',\n",
       "  'Dunk High Pro SB Supreme Red Stars',\n",
       "  'Fear Of God Military Sneaker Canapa',\n",
       "  'Fear Of God Military Sneaker Kith Blue',\n",
       "  'Flyknit Trainer Multi-Color',\n",
       "  'Flyknit Trainer White Black (2017)',\n",
       "  'Jordan 1 Low Black Toe',\n",
       "  'Jordan 1 Low Gold Toe',\n",
       "  'Jordan 1 Low Lakers Top 3',\n",
       "  'Jordan 1 Low Royal Toe',\n",
       "  'Jordan 1 Low SB Midnight Navy',\n",
       "  'Jordan 1 Low SB UNC',\n",
       "  'Jordan 1 Low Sail University Gold Black',\n",
       "  'Jordan 1 Low Shattered Backboard',\n",
       "  'Jordan 1 Low White Black Mystic Green',\n",
       "  'Jordan 1 Low White Gum Hyper Pink',\n",
       "  'Jordan 1 Mid All Over Logos',\n",
       "  'Jordan 1 Mid Alternate Think 16',\n",
       "  'Jordan 1 Mid Atmosphere Grey Pale Ivory (W)',\n",
       "  'Jordan 1 Mid Black Cyber Mystic Green (GS)',\n",
       "  'Jordan 1 Mid Black Dark Concord',\n",
       "  'Jordan 1 Mid Black Particle Grey Gym Red',\n",
       "  'Jordan 1 Mid Bred Multi-Color',\n",
       "  'Jordan 1 Mid Coral Gold',\n",
       "  'Jordan 1 Mid Crimson Tint',\n",
       "  'Jordan 1 Mid Gunsmoke Volt',\n",
       "  'Jordan 1 Mid Gym Red Black',\n",
       "  'Jordan 1 Mid Infrared 23',\n",
       "  'Jordan 1 Mid Iridescent Black (W)',\n",
       "  'Jordan 1 Mid Lakers Top 3',\n",
       "  'Jordan 1 Mid Monsoon Blue (GS)',\n",
       "  'Jordan 1 Mid Patent Black White Gold',\n",
       "  'Jordan 1 Mid Pine Green',\n",
       "  'Jordan 1 Mid Quai54 (2019)',\n",
       "  'Jordan 1 Mid Reverse Black Toe (W)',\n",
       "  'Jordan 1 Mid SE Lakers',\n",
       "  'Jordan 1 Mid Team Orange Black',\n",
       "  'Jordan 1 Mid Top 3',\n",
       "  'Jordan 1 Mid Triple Black (2018)',\n",
       "  'Jordan 1 Mid Triple White (2018)',\n",
       "  'Jordan 1 Mid Triple White (2019)',\n",
       "  'Jordan 1 Mid White Black',\n",
       "  'Jordan 1 Mid White Black Gym Red',\n",
       "  'Jordan 1 Mid White Black Teal Tint (GS)',\n",
       "  'Jordan 1 Mid White Metallic Gold Obsidian',\n",
       "  'Jordan 1 Mid White Rose Gold (GS)',\n",
       "  'Jordan 1 Mid White Topaz Mist (GS)',\n",
       "  'Jordan 1 OG Chicago (1985)',\n",
       "  'Jordan 1 Retro Black Metallic Gold (2013)',\n",
       "  'Jordan 1 Retro Black Royal Blue (2001)',\n",
       "  'Jordan 1 Retro Black Toe (2016)',\n",
       "  'Jordan 1 Retro Bred \"\"Banned\"\" (2016)\"',\n",
       "  'Jordan 1 Retro Fragment',\n",
       "  'Jordan 1 Retro High \"\"Not for Resale\"\" Varsity Maize\"',\n",
       "  'Jordan 1 Retro High \"\"Not for Resale\"\" Varsity Red\"',\n",
       "  'Jordan 1 Retro High Aleali May Court Lux (W)',\n",
       "  'Jordan 1 Retro High Bio Beige Anthracite Mystic Green (W)',\n",
       "  'Jordan 1 Retro High Black Crimson Tint',\n",
       "  'Jordan 1 Retro High Black Gym Red',\n",
       "  'Jordan 1 Retro High Blue Moon',\n",
       "  'Jordan 1 Retro High Bred Toe',\n",
       "  'Jordan 1 Retro High Camo 3M Bred',\n",
       "  'Jordan 1 Retro High Camo 3M Shadow',\n",
       "  'Jordan 1 Retro High City of Flight',\n",
       "  'Jordan 1 Retro High Clay Green',\n",
       "  'Jordan 1 Retro High Court Purple',\n",
       "  'Jordan 1 Retro High Defiant White Black Gym Red',\n",
       "  'Jordan 1 Retro High Game Royal',\n",
       "  'Jordan 1 Retro High Gatorade Blue Lagoon',\n",
       "  'Jordan 1 Retro High Gatorade Cyber',\n",
       "  'Jordan 1 Retro High Gatorade Orange Peel',\n",
       "  'Jordan 1 Retro High Gold Top 3',\n",
       "  'Jordan 1 Retro High Guava Ice',\n",
       "  'Jordan 1 Retro High Homage To Home (Non-numbered)',\n",
       "  'Jordan 1 Retro High Hyper Royal',\n",
       "  'Jordan 1 Retro High NRG Patent Gold Toe',\n",
       "  'Jordan 1 Retro High Neutral Grey Hyper Crimson',\n",
       "  'Jordan 1 Retro High Nigel Sylvester',\n",
       "  'Jordan 1 Retro High OG Defiant Couture',\n",
       "  'Jordan 1 Retro High OG Defiant SB LA to Chicago',\n",
       "  'Jordan 1 Retro High OG Defiant SB NYC to Paris',\n",
       "  'Jordan 1 Retro High OG Spike Lee Fort Greene',\n",
       "  'Jordan 1 Retro High Off-White Chicago',\n",
       "  'Jordan 1 Retro High Off-White University Blue',\n",
       "  'Jordan 1 Retro High Off-White White',\n",
       "  'Jordan 1 Retro High Pale Ivory (W)',\n",
       "  'Jordan 1 Retro High Paris Saint Germain',\n",
       "  'Jordan 1 Retro High Phantom Gym Red',\n",
       "  'Jordan 1 Retro High Pine Green',\n",
       "  'Jordan 1 Retro High Rookie of the Year',\n",
       "  'Jordan 1 Retro High Satin Black Toe (W)',\n",
       "  'Jordan 1 Retro High Satin Shattered Backboard (W)',\n",
       "  'Jordan 1 Retro High Season of Her Mint Foam (W)',\n",
       "  'Jordan 1 Retro High Shadow (2018)',\n",
       "  'Jordan 1 Retro High Spider-Man Origin Story',\n",
       "  'Jordan 1 Retro High Sports Illustrated (A Star Is Born)',\n",
       "  'Jordan 1 Retro High Track Red',\n",
       "  'Jordan 1 Retro High Travis Scott',\n",
       "  'Jordan 1 Retro High Turbo Green',\n",
       "  'Jordan 1 Retro High Twist (W)',\n",
       "  'Jordan 1 Retro High UNC Leather',\n",
       "  'Jordan 1 Retro High UNC Patent (W)',\n",
       "  'Jordan 1 Retro High Union Los Angeles Black Toe',\n",
       "  'Jordan 1 Retro High Union Los Angeles Blue Toe',\n",
       "  'Jordan 1 Retro High Wheat',\n",
       "  'Jordan 1 Retro High Yellow Ochre',\n",
       "  'Jordan 1 Retro Low OG SP Travis Scott',\n",
       "  'Jordan 1 Retro Low Slip Chicago (W)',\n",
       "  'Jordan 1 Retro Reverse Shattered Backboard',\n",
       "  'Jordan 1 Retro Royal (2017)',\n",
       "  'Jordan 1 Retro Satin \"\"Banned\"\"\"',\n",
       "  'Jordan 1 Retro Satin \"\"Royal\"\"\"',\n",
       "  'Jordan 1 Retro Shattered Backboard',\n",
       "  'Jordan 1 Retro Top 3',\n",
       "  'Jordan 10 OG Sacramento Kings',\n",
       "  'Jordan 10 Retro Doernbecher',\n",
       "  'Jordan 10 Retro Drake OVO Black',\n",
       "  'Jordan 10 Retro Drake OVO White',\n",
       "  'Jordan 10 Retro Orlando',\n",
       "  'Jordan 10 Retro Shadow (2018)',\n",
       "  'Jordan 11 Retro 72-10',\n",
       "  'Jordan 11 Retro Cap and Gown',\n",
       "  'Jordan 11 Retro Concord (2011)',\n",
       "  'Jordan 11 Retro Concord (2018)',\n",
       "  'Jordan 11 Retro Concord DMP (2006)',\n",
       "  'Jordan 11 Retro Cool Grey (2010)',\n",
       "  'Jordan 11 Retro Gamma Blue',\n",
       "  'Jordan 11 Retro Heiress Black Stingray (GS)',\n",
       "  'Jordan 11 Retro Legend Blue (2014)',\n",
       "  'Jordan 11 Retro Low Cherry (2016)',\n",
       "  'Jordan 11 Retro Low Closing Ceremony',\n",
       "  'Jordan 11 Retro Low Concord',\n",
       "  'Jordan 11 Retro Low Cool Grey',\n",
       "  'Jordan 11 Retro Low Derek Jeter RE2PECT',\n",
       "  'Jordan 11 Retro Low Golf Concord',\n",
       "  'Jordan 11 Retro Low Golf White Metallic Gold',\n",
       "  'Jordan 11 Retro Low IE Space Jam',\n",
       "  'Jordan 11 Retro Low Infrared',\n",
       "  'Jordan 11 Retro Low Iridescent',\n",
       "  'Jordan 11 Retro Low Pink Snakeskin (W) (2019)',\n",
       "  'Jordan 11 Retro Low Rose Gold (W)',\n",
       "  'Jordan 11 Retro Low Snake Light Bone',\n",
       "  'Jordan 11 Retro Low Snake Navy (2019)',\n",
       "  'Jordan 11 Retro Low University Blue (2017)',\n",
       "  'Jordan 11 Retro Neutral Olive (W)',\n",
       "  'Jordan 11 Retro Platinum Tint',\n",
       "  'Jordan 11 Retro Playoffs (2012)',\n",
       "  'Jordan 11 Retro UNC Win Like 82',\n",
       "  'Jordan 11 Retro Win Like 96',\n",
       "  'Jordan 12 Retro Black Metallic Gold White (W)',\n",
       "  'Jordan 12 Retro Bordeaux',\n",
       "  'Jordan 12 Retro Chinese New Year (2019)',\n",
       "  'Jordan 12 Retro Deep Royal Blue',\n",
       "  'Jordan 12 Retro Fiba (2019)',\n",
       "  'Jordan 12 Retro Flu Game (2016)',\n",
       "  'Jordan 12 Retro French Blue (2016)',\n",
       "  'Jordan 12 Retro Gym Red',\n",
       "  'Jordan 12 Retro International Flight',\n",
       "  'Jordan 12 Retro Michigan',\n",
       "  'Jordan 12 Retro OVO Black',\n",
       "  'Jordan 12 Retro OVO White',\n",
       "  'Jordan 12 Retro PSNY',\n",
       "  'Jordan 12 Retro PSNY Bordeaux',\n",
       "  'Jordan 12 Retro PSNY Olive',\n",
       "  'Jordan 12 Retro PSNY Wheat',\n",
       "  'Jordan 12 Retro Winter Black',\n",
       "  'Jordan 13 OG Flint (1997)',\n",
       "  'Jordan 13 Retro Altitude (2017)',\n",
       "  'Jordan 13 Retro Atmosphere Grey',\n",
       "  'Jordan 13 Retro Bred (2017)',\n",
       "  'Jordan 13 Retro Cap and Gown',\n",
       "  'Jordan 13 Retro Carmelo Anthony Class Of 2002 (B-Grade)',\n",
       "  'Jordan 13 Retro He Got Game (2018)',\n",
       "  'Jordan 13 Retro Lakers',\n",
       "  'Jordan 13 Retro Low Clot Sepia Stone',\n",
       "  'Jordan 13 Retro OG Chicago (2017)',\n",
       "  'Jordan 13 Retro Phantom (W)',\n",
       "  'Jordan 13 Retro Premio Bin 23',\n",
       "  'Jordan 13 Retro Ray Allen PE',\n",
       "  'Jordan 13 Retro White Hyper Royal Black',\n",
       "  'Jordan 14 Retro Ferrari University Gold',\n",
       "  'Jordan 14 Retro Rip Hamilton',\n",
       "  'Jordan 14 Retro Supreme Black',\n",
       "  'Jordan 14 Retro Supreme White',\n",
       "  'Jordan 2 Retro Doernbecher Peacock',\n",
       "  'Jordan 2 Retro Eminem (The Way I Am)',\n",
       "  'Jordan 2 Retro Just Don Beach',\n",
       "  'Jordan 2 Retro Just Don Blue',\n",
       "  'Jordan 23 Finale',\n",
       "  'Jordan 23 Titanium',\n",
       "  'Jordan 3 Retro Black Cement',\n",
       "  'Jordan 3 Retro Chlorophyll',\n",
       "  'Jordan 3 Retro Doernbecher (2013)',\n",
       "  'Jordan 3 Retro Hall of Fame',\n",
       "  'Jordan 3 Retro International Flight',\n",
       "  'Jordan 3 Retro JTH Bio Beige',\n",
       "  'Jordan 3 Retro Mocha (2018)',\n",
       "  'Jordan 3 Retro Oregon Ducks Pit Crew Black',\n",
       "  'Jordan 3 Retro Pure White (2018)',\n",
       "  'Jordan 3 Retro Quai54 (2018)',\n",
       "  'Jordan 3 Retro Sport Blue',\n",
       "  'Jordan 3 Retro Tinker Black Cement Gold',\n",
       "  'Jordan 3 Retro Tinker Hatfield',\n",
       "  'Jordan 3 Retro Tinker White University Red',\n",
       "  'Jordan 3 Retro True Blue (2016)',\n",
       "  \"Jordan 3 Retro White Cement ('88 Dunk Contest 2013)\",\n",
       "  'Jordan 4 Retro 30th Anniversary Laser',\n",
       "  'Jordan 4 Retro Black Cement (2012)',\n",
       "  'Jordan 4 Retro Black Laser',\n",
       "  'Jordan 4 Retro Bred (2019)',\n",
       "  'Jordan 4 Retro Columbia (2015)',\n",
       "  'Jordan 4 Retro Cool Grey (2004)',\n",
       "  'Jordan 4 Retro Cool Grey (2019)',\n",
       "  'Jordan 4 Retro Doernbecher',\n",
       "  'Jordan 4 Retro Eminem Carhartt',\n",
       "  'Jordan 4 Retro Flight Nostalgia',\n",
       "  'Jordan 4 Retro Flyknit Red',\n",
       "  'Jordan 4 Retro Hot Punch (W)',\n",
       "  'Jordan 4 Retro Kaws',\n",
       "  'Jordan 4 Retro Kaws Black',\n",
       "  'Jordan 4 Retro Laser Black Gum',\n",
       "  \"Jordan 4 Retro Levi's Black (Levi's Tag)\",\n",
       "  \"Jordan 4 Retro Levi's White (Levi's Tag)\",\n",
       "  'Jordan 4 Retro Motorsports (2017)',\n",
       "  'Jordan 4 Retro Oregon Ducks',\n",
       "  'Jordan 4 Retro Pure Money (2017)',\n",
       "  'Jordan 4 Retro Raptors (2018)',\n",
       "  'Jordan 4 Retro Royalty',\n",
       "  'Jordan 4 Retro Silt Red Splatter (W)',\n",
       "  'Jordan 4 Retro Tattoo (2018)',\n",
       "  'Jordan 4 Retro Travis Scott Cactus Jack',\n",
       "  'Jordan 4 Retro White Cement (2016)',\n",
       "  'Jordan 4 Retro White Laser',\n",
       "  'Jordan 5 Retro Black Metallic (2016)',\n",
       "  'Jordan 5 Retro Doernbecher',\n",
       "  'Jordan 5 Retro Fire Red Black Tongue (2013)',\n",
       "  'Jordan 5 Retro Grape (2013)',\n",
       "  'Jordan 5 Retro Grape Fresh Prince',\n",
       "  'Jordan 5 Retro JSP Laney Varsity Royal',\n",
       "  'Jordan 5 Retro Michigan (2019)',\n",
       "  'Jordan 5 Retro Paris Saint-Germain',\n",
       "  'Jordan 5 Retro Red Suede',\n",
       "  'Jordan 5 Retro Satin Bred',\n",
       "  'Jordan 5 Retro Trophy Room Ice Blue',\n",
       "  'Jordan 6 Retro Aleali May (W)',\n",
       "  'Jordan 6 Retro Black Cat',\n",
       "  'Jordan 6 Retro Black Infrared (2019)',\n",
       "  'Jordan 6 Retro Carmine (2014)',\n",
       "  'Jordan 6 Retro Flight Nostalgia',\n",
       "  'Jordan 6 Retro Gatorade Green',\n",
       "  'Jordan 6 Retro Gatorade Like Mike White',\n",
       "  'Jordan 6 Retro Infrared Black (2014)',\n",
       "  'Jordan 6 Retro Maroon (2015)',\n",
       "  'Jordan 6 Retro Olympic London (2012)',\n",
       "  'Jordan 6 Retro PSG Paris Saint-Germain',\n",
       "  'Jordan 6 Retro Reflections of a Champion',\n",
       "  'Jordan 6 Retro Social Status',\n",
       "  'Jordan 6 Retro Tinker',\n",
       "  'Jordan 6 Retro UNC',\n",
       "  'Jordan 6 Retro White Laser Fuchsia Green Abyss (GS)',\n",
       "  'Jordan 6 Rings Black Varsity Red',\n",
       "  'Jordan 7 Retro Bordeaux (2015)',\n",
       "  'Jordan 7 Retro Hare (2015)',\n",
       "  'Jordan 7 Retro Miro',\n",
       "  'Jordan 7 Retro Patta Shimmer',\n",
       "  'Jordan 7 Retro Premio Bin 23',\n",
       "  'Jordan 7 Retro Ray Allen Bucks',\n",
       "  'Jordan 7 Retro Reflections of a Champion',\n",
       "  'Jordan 7 Retro Topaz Mist (GS)',\n",
       "  'Jordan 8 Retro Aqua (2015)',\n",
       "  'Jordan 8 Retro Doernbecher',\n",
       "  'Jordan 8 Retro OVO Black',\n",
       "  'Jordan 8 Retro Quai54 (2019)',\n",
       "  'Jordan 8 Retro Reflections of a Champion',\n",
       "  'Jordan 8 Retro Tinker Air Raid',\n",
       "  'Jordan 8 Retro White Aqua (W) (2007)',\n",
       "  'Jordan 9 Retro Dream It Do It',\n",
       "  'Jordan 9 Retro Pearl Blue',\n",
       "  'Jordan Future Bred Jumpman',\n",
       "  'Jordan Legacy 312 Olympic (GS)',\n",
       "  'Jordan Legacy 312 Rookie of the Year',\n",
       "  'Jordan Legacy 312 White Black Pink Foam (GS)',\n",
       "  'Jordan Spizike Black Gym Red',\n",
       "  'Jordan XX9 Hare',\n",
       "  'Jordan XXXIII Travis Scott',\n",
       "  'KD 12 EYBL',\n",
       "  'KD 4 Nerf',\n",
       "  'KD 4 Weatherman',\n",
       "  'Kobe 1 Protro 81 Pt Game',\n",
       "  'Kobe 1 Protro Purple Reign',\n",
       "  'Kobe 10 Elite HTM Shark Jaw',\n",
       "  'Kobe 4 Protro Carpe Diem',\n",
       "  'Kobe 6 Grinch',\n",
       "  'Kobe AD Red Orbit',\n",
       "  'Kyrie 2 Low Spongebob Mr Krabs',\n",
       "  'Kyrie 2 Low Spongebob Sandy Cheeks',\n",
       "  'Kyrie 4 Confetti',\n",
       "  'Kyrie 4 Lucky Charms',\n",
       "  'Kyrie 5 Bandulu',\n",
       "  'Kyrie 5 Black Rainbow Soles',\n",
       "  'Kyrie 5 Concepts Ikhet',\n",
       "  'Kyrie 5 EP Bandulu',\n",
       "  'Kyrie 5 Friends',\n",
       "  'Kyrie 5 Spongebob',\n",
       "  'Kyrie 5 Spongebob Patrick',\n",
       "  'Kyrie 5 Spongebob Squidward',\n",
       "  'Kyrie 5 Taco PE',\n",
       "  'LeBron 15 Lifestyle KITH Concrete',\n",
       "  'LeBron 15 Lifestyle KITH Stained Glass',\n",
       "  'LeBron 15 Performance KITH Rose Gold',\n",
       "  'LeBron 16 Air Trainer Medicine Ball',\n",
       "  'LeBron 16 Black Hot Lava',\n",
       "  'LeBron 16 Buzz Lightyear',\n",
       "  'LeBron 16 Equality Home (2019)',\n",
       "  'LeBron 16 Glow',\n",
       "  'LeBron 16 Low Air Max Trainer 2',\n",
       "  'LeBron 16 Low Atmos Safari',\n",
       "  'LeBron 16 Martin',\n",
       "  'LeBron 16 Oreo',\n",
       "  'LeBron 16 Watch the Throne',\n",
       "  'LeBron 16 White Hot Lava',\n",
       "  'LeBron 4 Graffiti NYC',\n",
       "  'LeBron 7 Christ the King (CTK)',\n",
       "  'LeBron 8 112 Pack (Clark Kent)',\n",
       "  'LeBron 8 South Beach (Pre-Heat)',\n",
       "  'LeBron 8 V',\n",
       "  'LeBron X Celebration Pack',\n",
       "  'Louis Vuitton Don Kanye Red',\n",
       "  'Louis Vuitton Jaspers Kanye Patchwork Grey',\n",
       "  'New Balance 1500 Hanon Chosen Few',\n",
       "  'New Balance 997.5 Phantaci',\n",
       "  'New Balance 999 Concepts \"\"The Kennedy\"\"\"',\n",
       "  'Nike Adapt BB Black Pure Platinum (US Charger)',\n",
       "  'Nike Adapt BB Mag (US Charger)',\n",
       "  \"Nike Air Force 1 '07 Black\",\n",
       "  'Nike Blazer High sacai Snow Beach',\n",
       "  'Nike Blazer High sacai White Black Legend Blue',\n",
       "  'Nike Blazer Mid 77 Lucid Green',\n",
       "  'Nike Blazer Mid 77 Vintage Multi-Color',\n",
       "  'Nike Blazer Mid 77 Vintage Optic Yellow',\n",
       "  'Nike Blazer Mid 77 Vintage Sail White',\n",
       "  'Nike Blazer Mid 77 Vintage White Black',\n",
       "  \"Nike Blazer Mid Off-White All Hallow's Eve\",\n",
       "  'Nike Blazer Mid Off-White Grim Reaper',\n",
       "  'Nike Blazer Mid Patchwork',\n",
       "  'Nike Blazer Mid Stranger Things Hawkins High School',\n",
       "  'Nike Blazer Mid Stranger Things Independence Day Pack',\n",
       "  'Nike Classic Cortez Stranger Things Hawkins High School',\n",
       "  'Nike Classic Cortez Stranger Things Independence Day Pack',\n",
       "  'Nike Cortez Los Angeles Blue',\n",
       "  'Nike Daybreak Undercover Black',\n",
       "  'Nike Daybreak Undercover Black Sail (W)',\n",
       "  'Nike Daybreak Undercover Blue Jay',\n",
       "  'Nike Daybreak Undercover Bright Citron',\n",
       "  'Nike Daybreak Undercover Lucky Green Red (W)',\n",
       "  'Nike Daybreak Undercover Obsidian (W)',\n",
       "  'Nike Daybreak Undercover University Red (W)',\n",
       "  'Nike Daybreak Vegas Gold College Orange',\n",
       "  'Nike Dunk SB High Diamond Supply Co. \"\"Tiffany\"\"\"',\n",
       "  'Nike Dunk SB Low Blue Lobster',\n",
       "  'Nike Dunk SB Low De La Soul (2015)',\n",
       "  'Nike Dunk SB Low Diamond Supply Co. \"\"Tiffany\"\"\"',\n",
       "  'Nike Dunk SB Low Paris',\n",
       "  'Nike Dunk SB Low Staple NYC Pigeon',\n",
       "  'Nike Dunk SB Low Stussy Cherry',\n",
       "  'Nike Dunk SB Low Supreme  Black Cement (2002)',\n",
       "  'Nike Dunk SB Low Supreme  Red Cement (2012)',\n",
       "  'Nike Dunk SB Low Supreme  White Cement (2002)',\n",
       "  'Nike Dunk SB Low What the Dunk',\n",
       "  'Nike Dunk SB Low Yellow Lobster',\n",
       "  'Nike Flyknit Lunar1+ Supreme Black',\n",
       "  'Nike HyperAdapt 1.0 Black (1st Release Pair Special Box)',\n",
       "  'Nike Hyperdunk 08 United We Rise (2016)',\n",
       "  'Nike Hyperdunk Marty McFly 2015',\n",
       "  'Nike Hyperdunk X TB Midnight Navy',\n",
       "  'Nike ISPA React Low Black',\n",
       "  'Nike ISPA React Low Summit White',\n",
       "  'Nike Joyride Run Flyknit White Sail',\n",
       "  'Nike Killshot 2 J Crew Sail Midnight Navy',\n",
       "  'Nike LD Waffle Sacai Blue Multi',\n",
       "  'Nike LD Waffle Sacai Green Multi',\n",
       "  'Nike MAG Back to the Future (2011)',\n",
       "  'Nike MAG Back to the Future (2016)',\n",
       "  'Nike PG 2.5 Playstation Wolf Grey',\n",
       "  'Nike PG 3 NASA',\n",
       "  'Nike PG 3 NASA 50th',\n",
       "  'Nike React Element 55 Black Aurora Green',\n",
       "  'Nike React Element 55 Black White',\n",
       "  'Nike React Element 55 Indigo Fog Mystic Navy',\n",
       "  'Nike React Element 55 Triple Black',\n",
       "  'Nike React Element 55 White Game Royal Habanero Red',\n",
       "  'Nike React Element 87 Anthracite Black',\n",
       "  'Nike React Element 87 Black Neptune Green',\n",
       "  'Nike React Element 87 Dark Grey Photo Blue',\n",
       "  'Nike React Element 87 Desert Sand',\n",
       "  'Nike React Element 87 Dusty Peach',\n",
       "  'Nike React Element 87 Light Orewood Brown',\n",
       "  'Nike React Element 87 Moss',\n",
       "  'Nike React Element 87 Royal Tint',\n",
       "  'Nike React Element 87 Sail Light Bone',\n",
       "  'Nike React Element 87 Volt Racer Pink',\n",
       "  'Nike React Presto Black White',\n",
       "  'Nike SB Blazer Low Parra',\n",
       "  'Nike SB Blazer Supreme Black (2006)',\n",
       "  'Nike SB Dunk High Black Sheep Hornet',\n",
       "  'Nike SB Dunk High Dog Walker',\n",
       "  'Nike SB Dunk High NBA Cavs',\n",
       "  'Nike SB Dunk High Pro Desert Camo',\n",
       "  'Nike SB Dunk Low Black Washed Coral',\n",
       "  'Nike SB Dunk Low Concepts Green Lobster',\n",
       "  'Nike SB Dunk Low Concepts Purple Lobster',\n",
       "  'Nike SB Dunk Low Corduroy Dusty Peach',\n",
       "  'Nike SB Dunk Low Diamond Supply Co Black Diamond',\n",
       "  'Nike SB Dunk Low Diamond Supply Co White Diamond',\n",
       "  'Nike SB Dunk Low Doernbecher (2018)',\n",
       "  'Nike SB Dunk Low Light Cream Thunderstorm',\n",
       "  'Nike SB Dunk Low Parra',\n",
       "  'Nike SB Dunk Low Premium White Game Royal',\n",
       "  'Nike SB Dunk Low Pro Black Pine Green',\n",
       "  'Nike SB Dunk Low Pro Dark Russet Cedar',\n",
       "  'Nike SB Dunk Low Rivals Pack (East)',\n",
       "  'Nike SB Dunk Low Staple Panda Pigeon',\n",
       "  'Nike SB Gato Supreme Black',\n",
       "  'Nike Shox TL Comme des Garcons Black (W)',\n",
       "  'Nike Shox TL Triple Black',\n",
       "  'Nike Tailwind 79 Stranger Things Hawkins High School',\n",
       "  'Nike Tailwind 79 Stranger Things Independence Day Pack',\n",
       "  'Nike Zoom Fly Mercurial Off-White Black',\n",
       "  'Nike Zoom Fly Off-White',\n",
       "  'Nike Zoom Fly Off-White Black Silver',\n",
       "  'Nike Zoom Fly Off-White Pink',\n",
       "  'Nike Zoom Freak 1 Antetokounbros',\n",
       "  'Nike Zoom Freak 1 Coming to America',\n",
       "  'Nike Zoom Pegasus 35 Turbo Wolf Grey Hot Punch',\n",
       "  'Nike Zoom Rookie Galaxy (2019)',\n",
       "  'Nike Zoom Terra Kiger 5 Off-White Black (W)',\n",
       "  'Nike Zoom Terra Kiger 5 Off-White Electric Green (W)',\n",
       "  'Nike Zoom Terra Kiger 5 Off-White White (W)',\n",
       "  'Nike Zoom Vomero 5 A Cold Wall Solarized',\n",
       "  'Nike Zoom Vomero 5 SP Vast Grey',\n",
       "  'Nike ZoomX Vaporfly Next% Volt',\n",
       "  'Nike ZoomX Vista Grind Volt (W)',\n",
       "  'NikeCraft Mars Yard Shoe 2.0 Tom Sachs Space Camp',\n",
       "  'Off-White Vulc Low Black (Updated Stripes)',\n",
       "  'Off-White Vulc Low White (Updated Stripes)',\n",
       "  'Puma Bow Slide Rihanna Fenty Olive (W)',\n",
       "  'Puma Disc Blaze Bape Camo Green',\n",
       "  'React Element 55 SE White',\n",
       "  'Reebok Instapump Fury Aape By a Bathing Ape',\n",
       "  'Reebok Instapump Fury CNCPTS Versace',\n",
       "  'Revenge X Storm Low Top Black',\n",
       "  'Revenge X Storm Low Top Black (with Flames)',\n",
       "  'Revenge X Storm Low Top Black Rag',\n",
       "  'Revenge X Storm Low Top Black Yellow',\n",
       "  'Revenge X Storm Low Top Blue',\n",
       "  'Revenge X Storm Low Top Green Camo',\n",
       "  'Revenge X Storm Low Top Red',\n",
       "  'Revenge X Storm Low Top Red (with Flames)',\n",
       "  'Revenge X Storm Low Top Teal (with Flames)',\n",
       "  'Rick Owens Geobasket',\n",
       "  'Rick Owens Ramones',\n",
       "  'SF Air Force 1 High Laser Orange',\n",
       "  'Saucony Shadow 5000 END \"\"Burger\"\"\"',\n",
       "  'Saucony Shadow 5000 Politics Cafe Du Monde',\n",
       "  'UA Curry 3Zer0 LTD Gold (Signed)',\n",
       "  'Vans Authentic Comme des Garcons',\n",
       "  'Vans Authentic Supreme Black Checker Logo',\n",
       "  'Vans Authentic Supreme Blue Checker Logo',\n",
       "  'Vans Chukka Boot LX Kaws \"\"The Simpsons\"\" (2007)\"',\n",
       "  'Vans Era 95 Fear of God',\n",
       "  'Vans Old Skool Black White',\n",
       "  'Vans Old Skool Checkerboard Racing Red',\n",
       "  'Vans Old Skool David Bowie Aladdin Sane',\n",
       "  'Vans Old Skool Flame (2017)',\n",
       "  'Vans Old Skool Yacht Club',\n",
       "  'Vans Sk8-Hi Fear of God',\n",
       "  'Vans Sk8-Hi Odd Future Donut',\n",
       "  'Vans Sk8-Hi Supreme Black Checker Logo',\n",
       "  'Vans Sk8-Hi Supreme Public Enemy Black White',\n",
       "  'Vans Style 36 Blends Bones',\n",
       "  'Vans Style 36 Marshmallow Racing Red',\n",
       "  'adidas 3D Runner Black',\n",
       "  'adidas Alphaedge 4D Black',\n",
       "  'adidas Alphaedge 4D White',\n",
       "  'adidas Consortium Runner 4D Mid White',\n",
       "  'adidas Continental 80 White Scarlet Navy',\n",
       "  'adidas Copa Mundial 17 Ultra Boost Kith Cobras',\n",
       "  'adidas D.O.N. Issue #1 Symbiote Spider Man',\n",
       "  'adidas Futurecraft MFG Made For Germany',\n",
       "  'adidas Human Race NMD Pharrell Multi-Color',\n",
       "  'adidas Human Race NMD Pharrell x Chanel',\n",
       "  'adidas Kamanda Dragon Ball Z Majin Buu',\n",
       "  'adidas LXCON Black Market',\n",
       "  'adidas NMD CS1 Parley Blue Spirit',\n",
       "  'adidas NMD HU Pharrell Human Race Scarlet',\n",
       "  'adidas NMD HU Pharrell Human Race Yellow',\n",
       "  'adidas NMD HU Pharrell Y.O.U. N.E.R.D.',\n",
       "  'adidas NMD Hu Pharrell Inspiration Pack Black',\n",
       "  'adidas NMD Hu Pharrell Inspiration Pack Clear Sky',\n",
       "  'adidas NMD Hu Pharrell Inspiration Pack Powder Blue',\n",
       "  'adidas NMD Hu Pharrell Inspiration Pack White',\n",
       "  'adidas NMD Hu Pharrell Solar Pack Mother',\n",
       "  'adidas NMD Hu Pharrell Solar Pack Orange',\n",
       "  'adidas NMD Hu Pharrell Solar Pack Red',\n",
       "  'adidas NMD Hu Pharrell x BBC Blue Plaid',\n",
       "  'adidas NMD Hu Pharrell x Billionaire Boys Club Multi-Color',\n",
       "  'adidas NMD R1 Bape Black Camo',\n",
       "  'adidas NMD R1 Bape Olive Camo',\n",
       "  'adidas NMD R1 Black Gum (2018)',\n",
       "  'adidas NMD R1 Core Black Lush Red',\n",
       "  'adidas NMD R1 Duck Camo Core Black',\n",
       "  'adidas NMD R1 Duck Camo Sesame',\n",
       "  'adidas NMD R1 Friends and Family Pitch Black',\n",
       "  'adidas NMD R1 Japan Black (2019)',\n",
       "  'adidas NMD R1 Japan Triple Black',\n",
       "  'adidas NMD R1 Japan Triple White',\n",
       "  'adidas NMD R1 Marble Aero Green',\n",
       "  'adidas NMD R1 NYC Red Apple',\n",
       "  'adidas NMD R1 Neighborhood x Invincible',\n",
       "  'adidas NMD R1 Nice Kicks',\n",
       "  'adidas NMD R1 Pharrell HU Friends and Family Burgundy',\n",
       "  'adidas NMD R1 Pharrell HU Hue Man Tangerine',\n",
       "  'adidas NMD R1 Primeknit Friends and Family',\n",
       "  'adidas NMD R1 STLT Grey Black',\n",
       "  'adidas NMD R1 STLT Parley Core Black',\n",
       "  'adidas NMD R1 STLT Triple Black',\n",
       "  'adidas NMD R1 White Gum (2018)',\n",
       "  'adidas NMD TS1 Gore-Tex Triple Black',\n",
       "  'adidas NMD XR1 OG Black',\n",
       "  'adidas Nemeziz Tango 17 Ultra Boost Triple Black',\n",
       "  'adidas Nite Jogger Grey Two Solar Orange',\n",
       "  'adidas Ozweego Raf Simons Clear Pink Silver Metallic',\n",
       "  'adidas Pharrell NMD HU China Pack Peace (Blue)',\n",
       "  'adidas Solar Hu Pharrell Chinese New Year (2019)',\n",
       "  'adidas Solar Hu Pharrell Greyscale Pack Black',\n",
       "  'adidas Solar Hu Pharrell Greyscale Pack Grey',\n",
       "  'adidas Solar Hu Pharrell Greyscale Pack Off White',\n",
       "  'adidas Solar Hu Pharrell Greyscale Pack White',\n",
       "  'adidas Stan Smith White Green (OG)',\n",
       "  'adidas Tennis HU Pharrell Multi-Color',\n",
       "  'adidas Ultra Boost 1.0 Cream White',\n",
       "  'adidas Ultra Boost 1.0 Multi-Color Toe Navy',\n",
       "  'adidas Ultra Boost 1.0 Multi-Color Toe White',\n",
       "  'adidas Ultra Boost 1.0 SNS Tee Time',\n",
       "  'adidas Ultra Boost 1.0 SNS X Social Status',\n",
       "  'adidas Ultra Boost 1.0 Triple Black',\n",
       "  'adidas Ultra Boost 1.0 Undefeated Stars and Stripes',\n",
       "  'adidas Ultra Boost 1.0 Wood Wood Black',\n",
       "  'adidas Ultra Boost 19 Black Glow',\n",
       "  'adidas Ultra Boost 2 City Stars and Stripes',\n",
       "  'adidas Ultra Boost 2 City White',\n",
       "  'adidas Ultra Boost 2.0 Antique Brass',\n",
       "  'adidas Ultra Boost 2.0 Black Reflective',\n",
       "  'adidas Ultra Boost 2.0 Gold Medal (2016',\n",
       "  'adidas Ultra Boost 2.0 Silver Medal (2018)',\n",
       "  'adidas Ultra Boost 2.0 White Reflective',\n",
       "  'adidas Ultra Boost 2019 Clear Brown Chalk White',\n",
       "  'adidas Ultra Boost 2019 Footwear White',\n",
       "  'adidas Ultra Boost 2019 Oreo',\n",
       "  'adidas Ultra Boost 2019 Panda',\n",
       "  'adidas Ultra Boost 2019 Triple Black',\n",
       "  'adidas Ultra Boost 4 Clear Brown Legend Ink',\n",
       "  'adidas Ultra Boost 4 Grey',\n",
       "  'adidas Ultra Boost 4 Show Your Stripes Black',\n",
       "  'adidas Ultra Boost 4.0 Bape Camo',\n",
       "  'adidas Ultra Boost 4.0 Bape Camo Black',\n",
       "  'adidas Ultra Boost 4.0 Black White Speckle',\n",
       "  'adidas Ultra Boost 4.0 Breast Cancer Awareness',\n",
       "  'adidas Ultra Boost 4.0 Chinese New Year (2018)',\n",
       "  'adidas Ultra Boost 4.0 Chinese New Year (2019)',\n",
       "  'adidas Ultra Boost 4.0 Cloud White Active Red',\n",
       "  'adidas Ultra Boost 4.0 Cloud White Maroon',\n",
       "  'adidas Ultra Boost 4.0 Core Black',\n",
       "  'adidas Ultra Boost 4.0 Game of Thrones House Lannister (W)',\n",
       "  'adidas Ultra Boost 4.0 Game of Thrones House Stark',\n",
       "  'adidas Ultra Boost 4.0 Game of Thrones House Targaryen White (W)',\n",
       "  'adidas Ultra Boost 4.0 Game of Thrones Nights Watch',\n",
       "  'adidas Ultra Boost 4.0 Game of Thrones Targaryen Dragons',\n",
       "  'adidas Ultra Boost 4.0 Game of Thrones White Walkers',\n",
       "  'adidas Ultra Boost 4.0 Grey Three',\n",
       "  'adidas Ultra Boost 4.0 Miami Hurricanes',\n",
       "  'adidas Ultra Boost 4.0 Non Dye Cloud White',\n",
       "  'adidas Ultra Boost 4.0 Orca',\n",
       "  'adidas Ultra Boost 4.0 Orchid Tint',\n",
       "  'adidas Ultra Boost 4.0 Parley Core Black Cloud White',\n",
       "  'adidas Ultra Boost 4.0 Running White',\n",
       "  'adidas Ultra Boost 4.0 Show Your Stripes Cloud White',\n",
       "  'adidas Ultra Boost 4.0 Triple Black',\n",
       "  'adidas Ultra Boost 4.0 Triple Black Gold (W)',\n",
       "  'adidas Ultra Boost 4.0 Triple White (W)',\n",
       "  'adidas Ultra Boost 4.0 White Multi-Color',\n",
       "  'adidas Ultra Boost Clima Black',\n",
       "  'adidas Ultra Boost Clima Missoni Multi-Color',\n",
       "  'adidas Ultra Boost Core Black Active Purple Shock Red',\n",
       "  'adidas Ultra Boost Legend Ivy',\n",
       "  'adidas Ultra Boost Lux Sneakersnstuff x Social Status Vintage White',\n",
       "  'adidas Ultra Boost Manchester United',\n",
       "  'adidas Ultra Boost Mid Kith x Nonnative',\n",
       "  'adidas Ultra Boost Mid Ronnie Fieg',\n",
       "  'adidas Ultra Boost Mid Run Thru Time',\n",
       "  'adidas Ultra Boost OG (2018)',\n",
       "  'adidas Ultra Boost Tech Ink Glow Blue',\n",
       "  'adidas Ultra Boost Uncaged Hypebeast',\n",
       "  'adidas Ultra Boost Undefeated Blackout',\n",
       "  'adidas Y-3 Pureboost White Black',\n",
       "  'adidas Yeezy 500 Blush',\n",
       "  'adidas Yeezy 500 Salt',\n",
       "  'adidas Yeezy 500 Super Moon Yellow',\n",
       "  'adidas Yeezy 500 Utility Black',\n",
       "  'adidas Yeezy 700 Mauve',\n",
       "  'adidas Yeezy 700 V2 Static',\n",
       "  'adidas Yeezy Boost 350 Moonrock',\n",
       "  'adidas Yeezy Boost 350 Turtledove',\n",
       "  'adidas Yeezy Boost 350 V2 Antlia',\n",
       "  'adidas Yeezy Boost 350 V2 Beluga',\n",
       "  'adidas Yeezy Boost 350 V2 Beluga 2.0',\n",
       "  'adidas Yeezy Boost 350 V2 Black',\n",
       "  'adidas Yeezy Boost 350 V2 Black Red',\n",
       "  'adidas Yeezy Boost 350 V2 Blue Tint',\n",
       "  'adidas Yeezy Boost 350 V2 Butter',\n",
       "  'adidas Yeezy Boost 350 V2 Clay',\n",
       "  'adidas Yeezy Boost 350 V2 Core Black Copper',\n",
       "  'adidas Yeezy Boost 350 V2 Core Black Red',\n",
       "  'adidas Yeezy Boost 350 V2 Core Black White',\n",
       "  'adidas Yeezy Boost 350 V2 Cream',\n",
       "  'adidas Yeezy Boost 350 V2 Glow',\n",
       "  'adidas Yeezy Boost 350 V2 Hyperspace',\n",
       "  'adidas Yeezy Boost 350 V2 Lundmark',\n",
       "  'adidas Yeezy Boost 350 V2 Semi Frozen Yellow',\n",
       "  'adidas Yeezy Boost 350 V2 Sesame',\n",
       "  'adidas Yeezy Boost 350 V2 Static',\n",
       "  'adidas Yeezy Boost 350 V2 Static Black',\n",
       "  'adidas Yeezy Boost 350 V2 Synth',\n",
       "  'adidas Yeezy Boost 350 V2 Trfrm',\n",
       "  'adidas Yeezy Boost 350 V2 Zebra',\n",
       "  'adidas Yeezy Boost 700 Analog',\n",
       "  'adidas Yeezy Boost 700 Inertia',\n",
       "  'adidas Yeezy Boost 700 Salt',\n",
       "  'adidas Yeezy Boost 700 Utility Black',\n",
       "  'adidas Yeezy Boost 700 V2 Geode',\n",
       "  'adidas Yeezy Boost 700 V2 Tephra',\n",
       "  'adidas Yeezy Boost 700 V2 Vanta',\n",
       "  'adidas Yeezy Boost 700 Wave Runner Solid Grey',\n",
       "  'adidas Yeezy Boost 750 Light Brown Gum (Chocolate)',\n",
       "  'adidas Yeezy Boost 750 Light Grey Glow In the Dark',\n",
       "  'adidas Yeezy Boost 750 OG Light Brown',\n",
       "  'adidas Yeezy Powerphase Calabasas Core Black',\n",
       "  'adidas Yeezy Powerphase Calabasas Core White',\n",
       "  'adidas Yeezy Powerphase Calabasas Grey',\n",
       "  'adidas Yung-1 Cloud White',\n",
       "  'adidas Yung-1 Dragon Ball Z Frieza',\n",
       "  'adidas Yung-1 Hi-Res Orange',\n",
       "  'adidas ZX 4000 4D Grey Three Hi Res Yellow',\n",
       "  'adidas ZX 5000 UNDFTD x Bape \"\"Camo\"\"\"',\n",
       "  'adidas ZX Flux Clot RWB'],\n",
       " 899,\n",
       " 42208,\n",
       " 10551)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.classes, data.c, len(data.train_ds), len(data.valid_ds)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data.show_batch(rows=3, figsize=(12,12))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "arch = models.resnet50"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "metrics = [accuracy, error_rate]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn = cnn_learner(data, arch, metrics=metrics)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "LR Finder is complete, type {learner_name}.recorder.plot() to see the graph.\n",
      "Min numerical gradient: 2.75E-02\n",
      "Min loss divided by 10: 5.75E-03\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn.lr_find()\n",
    "learn.recorder.plot(suggestion=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "lr = learn.recorder.min_grad_lr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>accuracy</th>\n",
       "      <th>error_rate</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>3.144085</td>\n",
       "      <td>2.540279</td>\n",
       "      <td>0.443465</td>\n",
       "      <td>0.556535</td>\n",
       "      <td>08:58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>2.418782</td>\n",
       "      <td>1.680919</td>\n",
       "      <td>0.611127</td>\n",
       "      <td>0.388873</td>\n",
       "      <td>09:03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>1.432854</td>\n",
       "      <td>0.909310</td>\n",
       "      <td>0.781348</td>\n",
       "      <td>0.218652</td>\n",
       "      <td>09:03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>0.937410</td>\n",
       "      <td>0.738463</td>\n",
       "      <td>0.821534</td>\n",
       "      <td>0.178466</td>\n",
       "      <td>08:57</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn.fit_one_cycle(4, slice(lr))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn.save('stage-1-res50')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn.unfreeze()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "LR Finder is complete, type {learner_name}.recorder.plot() to see the graph.\n",
      "Min numerical gradient: 1.32E-06\n",
      "Min loss divided by 10: 3.31E-07\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn.lr_find()\n",
    "learn.recorder.plot(suggestion=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>accuracy</th>\n",
       "      <th>error_rate</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>1.466355</td>\n",
       "      <td>1.171419</td>\n",
       "      <td>0.715856</td>\n",
       "      <td>0.284144</td>\n",
       "      <td>09:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>1.124329</td>\n",
       "      <td>0.813104</td>\n",
       "      <td>0.802104</td>\n",
       "      <td>0.197896</td>\n",
       "      <td>09:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>0.754781</td>\n",
       "      <td>0.563936</td>\n",
       "      <td>0.861624</td>\n",
       "      <td>0.138376</td>\n",
       "      <td>09:08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>0.518320</td>\n",
       "      <td>0.501872</td>\n",
       "      <td>0.878211</td>\n",
       "      <td>0.121789</td>\n",
       "      <td>09:08</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Better model found at epoch 0 with accuracy value: 0.7158563137054443.\n",
      "Better model found at epoch 1 with accuracy value: 0.8021040558815002.\n",
      "Better model found at epoch 2 with accuracy value: 0.8616244792938232.\n",
      "Better model found at epoch 3 with accuracy value: 0.8782106041908264.\n"
     ]
    }
   ],
   "source": [
    "learn.fit_one_cycle(4, slice(1e-04, lr/10), callbacks=[callbacks.SaveModelCallback(learn, every='improvement', monitor='accuracy', name='best')])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn.save('stage-2-res50')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn.recorder.plot_losses()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "interp = ClassificationInterpretation.from_learner(learn)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x1152 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "interp.plot_top_losses(4, figsize=(16,16), heatmap=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = (src.transform(tfms, size=256)\n",
    "        .databunch()\n",
    "        .normalize(imagenet_stats))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn.data = data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn.freeze()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "LR Finder is complete, type {learner_name}.recorder.plot() to see the graph.\n",
      "Min numerical gradient: 1.45E-03\n",
      "Min loss divided by 10: 2.29E-03\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn.lr_find()\n",
    "learn.recorder.plot(suggestion=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "lr = learn.recorder.min_grad_lr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>accuracy</th>\n",
       "      <th>error_rate</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>0.704112</td>\n",
       "      <td>0.514232</td>\n",
       "      <td>0.875936</td>\n",
       "      <td>0.124064</td>\n",
       "      <td>11:27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>0.590398</td>\n",
       "      <td>0.453085</td>\n",
       "      <td>0.890153</td>\n",
       "      <td>0.109847</td>\n",
       "      <td>11:30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>0.548885</td>\n",
       "      <td>0.429997</td>\n",
       "      <td>0.898114</td>\n",
       "      <td>0.101886</td>\n",
       "      <td>11:19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>0.457173</td>\n",
       "      <td>0.428862</td>\n",
       "      <td>0.897830</td>\n",
       "      <td>0.102170</td>\n",
       "      <td>11:22</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Better model found at epoch 0 with accuracy value: 0.8759359121322632.\n",
      "Better model found at epoch 1 with accuracy value: 0.8901525735855103.\n",
      "Better model found at epoch 2 with accuracy value: 0.8981139063835144.\n"
     ]
    }
   ],
   "source": [
    "learn.fit_one_cycle(4, slice(lr), callbacks=[callbacks.SaveModelCallback(learn, every='improvement', monitor='accuracy', name='best')])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn.save('stage-1-res50-256')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn.unfreeze()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "LR Finder is complete, type {learner_name}.recorder.plot() to see the graph.\n",
      "Min numerical gradient: 6.31E-07\n",
      "Min loss divided by 10: 1.45E-06\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn.lr_find()\n",
    "learn.recorder.plot(suggestion=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>accuracy</th>\n",
       "      <th>error_rate</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>0.462570</td>\n",
       "      <td>0.416185</td>\n",
       "      <td>0.900862</td>\n",
       "      <td>0.099138</td>\n",
       "      <td>11:39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>0.466577</td>\n",
       "      <td>0.401901</td>\n",
       "      <td>0.904085</td>\n",
       "      <td>0.095915</td>\n",
       "      <td>11:49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>0.409177</td>\n",
       "      <td>0.392434</td>\n",
       "      <td>0.905222</td>\n",
       "      <td>0.094778</td>\n",
       "      <td>12:06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>0.406400</td>\n",
       "      <td>0.389939</td>\n",
       "      <td>0.906739</td>\n",
       "      <td>0.093261</td>\n",
       "      <td>12:10</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Better model found at epoch 0 with accuracy value: 0.900862455368042.\n",
      "Better model found at epoch 1 with accuracy value: 0.9040849208831787.\n",
      "Better model found at epoch 2 with accuracy value: 0.9052222371101379.\n",
      "Better model found at epoch 3 with accuracy value: 0.9067386984825134.\n"
     ]
    }
   ],
   "source": [
    "learn.fit_one_cycle(4, slice(3e-06, lr/10), callbacks=[callbacks.SaveModelCallback(learn, every='improvement', monitor='accuracy', name='best')])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn.save('stage-2-res50-256')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn.recorder.plot_losses()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn.load('stage-2-res50-256');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>accuracy</th>\n",
       "      <th>error_rate</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>0.430381</td>\n",
       "      <td>0.388017</td>\n",
       "      <td>0.906075</td>\n",
       "      <td>0.093925</td>\n",
       "      <td>12:04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>0.384314</td>\n",
       "      <td>0.381443</td>\n",
       "      <td>0.909013</td>\n",
       "      <td>0.090987</td>\n",
       "      <td>11:56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>0.365757</td>\n",
       "      <td>0.375073</td>\n",
       "      <td>0.910245</td>\n",
       "      <td>0.089755</td>\n",
       "      <td>12:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>0.339715</td>\n",
       "      <td>0.373178</td>\n",
       "      <td>0.910719</td>\n",
       "      <td>0.089281</td>\n",
       "      <td>12:02</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Better model found at epoch 0 with accuracy value: 0.9060752391815186.\n",
      "Better model found at epoch 1 with accuracy value: 0.9090133905410767.\n",
      "Better model found at epoch 2 with accuracy value: 0.9102454781532288.\n",
      "Better model found at epoch 3 with accuracy value: 0.9107193350791931.\n"
     ]
    }
   ],
   "source": [
    "learn.fit_one_cycle(4, slice(3e-06, lr/10), callbacks=[callbacks.SaveModelCallback(learn, every='improvement', monitor='accuracy', name='best')])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn.save('stage-3-res50-256')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn.recorder.plot_losses()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn.export()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}