nyu depth segmentation/nyu depth segmentation (tmp).ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: fastai in /opt/conda/lib/python3.7/site-packages (1.0.55)\n",
      "Requirement already satisfied: fastprogress>=0.1.19 in /opt/conda/lib/python3.7/site-packages (from fastai) (0.1.21)\n",
      "Requirement already satisfied: spacy>=2.0.18 in /opt/conda/lib/python3.7/site-packages (from fastai) (2.1.6)\n",
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      "Requirement already satisfied: Pillow in /opt/conda/lib/python3.7/site-packages (from fastai) (5.3.0)\n",
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      "Requirement already satisfied: numpy>=1.15 in /opt/conda/lib/python3.7/site-packages (from fastai) (1.15.4)\n",
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      "Requirement already satisfied: plac<1.0.0,>=0.9.6 in /opt/conda/lib/python3.7/site-packages (from spacy>=2.0.18->fastai) (0.9.6)\n",
      "Requirement already satisfied: preshed<2.1.0,>=2.0.1 in /opt/conda/lib/python3.7/site-packages (from spacy>=2.0.18->fastai) (2.0.1)\n",
      "Requirement already satisfied: six in /opt/conda/lib/python3.7/site-packages (from torchvision->fastai) (1.11.0)\n",
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      "Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /opt/conda/lib/python3.7/site-packages (from matplotlib->fastai) (2.4.0)\n",
      "Requirement already satisfied: kiwisolver>=1.0.1 in /opt/conda/lib/python3.7/site-packages (from matplotlib->fastai) (1.1.0)\n",
      "Requirement already satisfied: chardet<3.1.0,>=3.0.2 in /opt/conda/lib/python3.7/site-packages (from requests->fastai) (3.0.4)\n",
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      "Requirement already satisfied: idna<2.8,>=2.5 in /opt/conda/lib/python3.7/site-packages (from requests->fastai) (2.7)\n",
      "Requirement already satisfied: urllib3<1.24,>=1.21.1 in /opt/conda/lib/python3.7/site-packages (from requests->fastai) (1.23)\n",
      "Requirement already satisfied: tqdm<5.0.0,>=4.10.0 in /opt/conda/lib/python3.7/site-packages (from thinc<7.1.0,>=7.0.8->spacy>=2.0.18->fastai) (4.32.2)\n",
      "Requirement already satisfied: setuptools in /opt/conda/lib/python3.7/site-packages (from kiwisolver>=1.0.1->matplotlib->fastai) (40.2.0)\n",
      "\u001b[33mYou are using pip version 10.0.1, however version 19.1.1 is available.\n",
      "You should consider upgrading via the 'pip install --upgrade pip' command.\u001b[0m\n",
      "Requirement already satisfied: tqdm in /opt/conda/lib/python3.7/site-packages (4.32.2)\n",
      "\u001b[33mYou are using pip version 10.0.1, however version 19.1.1 is available.\n",
      "You should consider upgrading via the 'pip install --upgrade pip' command.\u001b[0m\n",
      "Requirement already satisfied: imageio in /opt/conda/lib/python3.7/site-packages (2.5.0)\n",
      "Requirement already satisfied: numpy in /opt/conda/lib/python3.7/site-packages (from imageio) (1.15.4)\n",
      "Requirement already satisfied: pillow in /opt/conda/lib/python3.7/site-packages (from imageio) (5.3.0)\n",
      "\u001b[33mYou are using pip version 10.0.1, however version 19.1.1 is available.\n",
      "You should consider upgrading via the 'pip install --upgrade pip' command.\u001b[0m\n",
      "Requirement already satisfied: h5py in /opt/conda/lib/python3.7/site-packages (2.9.0)\n",
      "Requirement already satisfied: numpy>=1.7 in /opt/conda/lib/python3.7/site-packages (from h5py) (1.15.4)\n",
      "Requirement already satisfied: six in /opt/conda/lib/python3.7/site-packages (from h5py) (1.11.0)\n",
      "\u001b[33mYou are using pip version 10.0.1, however version 19.1.1 is available.\n",
      "You should consider upgrading via the 'pip install --upgrade pip' command.\u001b[0m\n"
     ]
    }
   ],
   "source": [
    "!pip install fastai\n",
    "!pip install tqdm\n",
    "!pip install imageio\n",
    "!pip install h5py"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from fastai.vision import *\n",
    "from pathlib import Path\n",
    "from matplotlib import pyplot as plt\n",
    "import imageio\n",
    "import h5py\n",
    "from tqdm import tqdm_notebook as tqdm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "f = h5py.File('./data/nyu_depth_v2_labeled.mat', 'r+')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "keys = []\n",
    "f.visit(keys.append) # append all keys to list\n",
    "images = f['images'][()]\n",
    "labels = f['labels'][()]\n",
    "names_ = f['names'][()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def ref_to_string(r):\n",
    "    s = ''\n",
    "    for c in f[r][()]:\n",
    "        s += chr(c[0])\n",
    "    return s"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['book',\n",
       " 'bottle',\n",
       " 'cabinet',\n",
       " 'ceiling',\n",
       " 'chair',\n",
       " 'cone',\n",
       " 'counter',\n",
       " 'dishwasher',\n",
       " 'faucet',\n",
       " 'fire extinguisher',\n",
       " 'floor',\n",
       " 'garbage bin',\n",
       " 'microwave',\n",
       " 'paper towel dispenser',\n",
       " 'paper',\n",
       " 'pot',\n",
       " 'refridgerator',\n",
       " 'stove burner',\n",
       " 'table',\n",
       " 'unknown',\n",
       " 'wall',\n",
       " 'bowl',\n",
       " 'magnet',\n",
       " 'sink',\n",
       " 'air vent',\n",
       " 'box',\n",
       " 'door knob',\n",
       " 'door',\n",
       " 'scissor',\n",
       " 'tape dispenser',\n",
       " 'telephone cord',\n",
       " 'telephone',\n",
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       " 'cork board',\n",
       " 'cup',\n",
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       " 'laptop',\n",
       " 'air duct',\n",
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       " 'camera',\n",
       " 'pipe',\n",
       " 'shelves',\n",
       " 'stacked chairs',\n",
       " 'styrofoam object',\n",
       " 'whiteboard',\n",
       " 'computer',\n",
       " 'keyboard',\n",
       " 'ladder',\n",
       " 'monitor',\n",
       " 'stand',\n",
       " 'bar',\n",
       " 'motion camera',\n",
       " 'projector screen',\n",
       " 'speaker',\n",
       " 'bag',\n",
       " 'clock',\n",
       " 'green screen',\n",
       " 'mantel',\n",
       " 'window',\n",
       " 'ball',\n",
       " 'hole puncher',\n",
       " 'light',\n",
       " 'manilla envelope',\n",
       " 'picture',\n",
       " 'mail shelf',\n",
       " 'printer',\n",
       " 'stapler',\n",
       " 'fax machine',\n",
       " 'folder',\n",
       " 'jar',\n",
       " 'magazine',\n",
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       " 'fan',\n",
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       " 'air conditioner',\n",
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       " 'sofa',\n",
       " 'stereo',\n",
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       " 'hooks',\n",
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       " 'eraser',\n",
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       " 'mouse',\n",
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       " 'wire rack',\n",
       " 'flipboard',\n",
       " 'map',\n",
       " 'paper cutter',\n",
       " 'tape',\n",
       " 'thermostat',\n",
       " 'heater',\n",
       " 'circuit breaker box',\n",
       " 'paper towel',\n",
       " 'stamp',\n",
       " 'duster',\n",
       " 'poster case',\n",
       " 'whiteboard marker',\n",
       " 'ethernet jack',\n",
       " 'pillow',\n",
       " 'hair brush',\n",
       " 'makeup brush',\n",
       " 'mirror',\n",
       " 'shower curtain',\n",
       " 'toilet',\n",
       " 'toiletries bag',\n",
       " 'toothbrush holder',\n",
       " 'toothbrush',\n",
       " 'toothpaste',\n",
       " 'platter',\n",
       " 'rug',\n",
       " 'squeeze tube',\n",
       " 'shower cap',\n",
       " 'soap',\n",
       " 'towel rod',\n",
       " 'towel',\n",
       " 'bathtub',\n",
       " 'candle',\n",
       " 'tissue box',\n",
       " 'toilet paper',\n",
       " 'container',\n",
       " 'clothes',\n",
       " 'electric toothbrush',\n",
       " 'floor mat',\n",
       " 'lamp',\n",
       " 'drum',\n",
       " 'flower pot',\n",
       " 'banana',\n",
       " 'candlestick',\n",
       " 'shoe',\n",
       " 'stool',\n",
       " 'urn',\n",
       " 'earplugs',\n",
       " 'mailshelf',\n",
       " 'placemat',\n",
       " 'excercise ball',\n",
       " 'alarm clock',\n",
       " 'bed',\n",
       " 'night stand',\n",
       " 'deoderant',\n",
       " 'headphones',\n",
       " 'headboard',\n",
       " 'basketball hoop',\n",
       " 'foot rest',\n",
       " 'laundry basket',\n",
       " 'sock',\n",
       " 'football',\n",
       " 'mens suit',\n",
       " 'cable box',\n",
       " 'dresser',\n",
       " 'dvd player',\n",
       " 'shaver',\n",
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       " 'contact lens solution bottle',\n",
       " 'drawer',\n",
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       " 'lint roller',\n",
       " 'tray',\n",
       " 'lock',\n",
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       " 'crate',\n",
       " 'vasoline',\n",
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       " 'wall decoration',\n",
       " 'hookah',\n",
       " 'radio',\n",
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       " 'pen box',\n",
       " 'mask',\n",
       " 'shorts',\n",
       " 'hat',\n",
       " 'hockey glove',\n",
       " 'hockey stick',\n",
       " 'vuvuzela',\n",
       " 'dvd',\n",
       " 'chessboard',\n",
       " 'suitcase',\n",
       " 'calculator',\n",
       " 'flashcard',\n",
       " 'staple remover',\n",
       " 'umbrella',\n",
       " 'bench',\n",
       " 'yoga mat',\n",
       " 'backpack',\n",
       " 'cd',\n",
       " 'sign',\n",
       " 'hangers',\n",
       " 'notebook',\n",
       " 'hanger',\n",
       " 'security camera',\n",
       " 'folders',\n",
       " 'clothing hanger',\n",
       " 'stairs',\n",
       " 'glass rack',\n",
       " 'saucer',\n",
       " 'tag',\n",
       " 'dolly',\n",
       " 'machine',\n",
       " 'trolly',\n",
       " 'shopping baskets',\n",
       " 'gate',\n",
       " 'bookrack',\n",
       " 'blackboard',\n",
       " 'coffee bag',\n",
       " 'coffee packet',\n",
       " 'hot water heater',\n",
       " 'muffins',\n",
       " 'napkin dispenser',\n",
       " 'plaque',\n",
       " 'plastic tub',\n",
       " 'plate',\n",
       " 'coffee machine',\n",
       " 'napkin holder',\n",
       " 'radiator',\n",
       " 'coffee grinder',\n",
       " 'oven',\n",
       " 'plant pot',\n",
       " 'scarf',\n",
       " 'spice rack',\n",
       " 'stove',\n",
       " 'tea kettle',\n",
       " 'napkin',\n",
       " 'bag of chips',\n",
       " 'bread',\n",
       " 'cutting board',\n",
       " 'dish brush',\n",
       " 'serving spoon',\n",
       " 'sponge',\n",
       " 'toaster',\n",
       " 'cooking pan',\n",
       " 'kitchen items',\n",
       " 'ladel',\n",
       " 'spatula',\n",
       " 'spice stand',\n",
       " 'trivet',\n",
       " 'knife rack',\n",
       " 'knife',\n",
       " 'baking dish',\n",
       " 'dish scrubber',\n",
       " 'drying rack',\n",
       " 'vessel',\n",
       " 'kichen towel',\n",
       " 'tin foil',\n",
       " 'kitchen utensil',\n",
       " 'utensil',\n",
       " 'blender',\n",
       " 'garbage bag',\n",
       " 'sink protector',\n",
       " 'box of ziplock bags',\n",
       " 'spice bottle',\n",
       " 'pitcher',\n",
       " 'pizza box',\n",
       " 'toaster oven',\n",
       " 'step stool',\n",
       " 'vegetable peeler',\n",
       " 'washing machine',\n",
       " 'can opener',\n",
       " 'can of food',\n",
       " 'paper towel holder',\n",
       " 'spoon stand',\n",
       " 'spoon',\n",
       " 'wooden kitchen utensils',\n",
       " 'bag of flour',\n",
       " 'fruit',\n",
       " 'sheet of metal',\n",
       " 'waffle maker',\n",
       " 'cake',\n",
       " 'cell phone',\n",
       " 'tv stand',\n",
       " 'tablecloth',\n",
       " 'wine glass',\n",
       " 'sculpture',\n",
       " 'wall stand',\n",
       " 'iphone',\n",
       " 'coke bottle',\n",
       " 'piano',\n",
       " 'wine rack',\n",
       " 'guitar',\n",
       " 'light switch',\n",
       " 'shirts in hanger',\n",
       " 'router',\n",
       " 'glass pot',\n",
       " 'cart',\n",
       " 'vacuum cleaner',\n",
       " 'bin',\n",
       " 'coins',\n",
       " 'hand sculpture',\n",
       " 'ipod',\n",
       " 'jersey',\n",
       " 'blanket',\n",
       " 'ironing board',\n",
       " 'pen stand',\n",
       " 'mens tie',\n",
       " 'glass baking dish',\n",
       " 'utensils',\n",
       " 'frying pan',\n",
       " 'shopping cart',\n",
       " 'plastic bowl',\n",
       " 'wooden container',\n",
       " 'onion',\n",
       " 'potato',\n",
       " 'jacket',\n",
       " 'dvds',\n",
       " 'surge protector',\n",
       " 'tumbler',\n",
       " 'broom',\n",
       " 'can',\n",
       " 'crock pot',\n",
       " 'person',\n",
       " 'salt shaker',\n",
       " 'wine bottle',\n",
       " 'apple',\n",
       " 'eye glasses',\n",
       " 'menorah',\n",
       " 'bicycle helmet',\n",
       " 'fire alarm',\n",
       " 'water fountain',\n",
       " 'humidifier',\n",
       " 'necklace',\n",
       " 'chandelier',\n",
       " 'barrel',\n",
       " 'chest',\n",
       " 'decanter',\n",
       " 'wooden utensils',\n",
       " 'globe',\n",
       " 'sheets',\n",
       " 'fork',\n",
       " 'napkin ring',\n",
       " 'gift wrapping',\n",
       " 'bed sheets',\n",
       " 'spot light',\n",
       " 'lighting track',\n",
       " 'cannister',\n",
       " 'coffee table',\n",
       " 'mortar and pestle',\n",
       " 'stack of plates',\n",
       " 'ottoman',\n",
       " 'server',\n",
       " 'salt container',\n",
       " 'utensil container',\n",
       " 'phone jack',\n",
       " 'switchbox',\n",
       " 'casserole dish',\n",
       " 'oven handle',\n",
       " 'whisk',\n",
       " 'dish cover',\n",
       " 'electric mixer',\n",
       " 'decorative platter',\n",
       " 'drawer handle',\n",
       " 'fireplace',\n",
       " 'stroller',\n",
       " 'bookend',\n",
       " 'table runner',\n",
       " 'typewriter',\n",
       " 'ashtray',\n",
       " 'key',\n",
       " 'suit jacket',\n",
       " 'range hood',\n",
       " 'cleaning wipes',\n",
       " 'six pack of beer',\n",
       " 'decorative plate',\n",
       " 'watch',\n",
       " 'balloon',\n",
       " 'ipad',\n",
       " 'coaster',\n",
       " 'whiteboard eraser',\n",
       " 'toy',\n",
       " 'toys basket',\n",
       " 'toy truck',\n",
       " 'classroom board',\n",
       " 'chart stand',\n",
       " 'picture of fish',\n",
       " 'plastic box',\n",
       " 'pencil',\n",
       " 'carton',\n",
       " 'walkie talkie',\n",
       " 'binder',\n",
       " 'coat hanger',\n",
       " 'filing shelves',\n",
       " 'plastic crate',\n",
       " 'plastic rack',\n",
       " 'plastic tray',\n",
       " 'flag',\n",
       " 'poster board',\n",
       " 'lunch bag',\n",
       " 'board',\n",
       " 'leg of a girl',\n",
       " 'file holder',\n",
       " 'chart',\n",
       " 'glass pane',\n",
       " 'cardboard tube',\n",
       " 'bassinet',\n",
       " 'toy car',\n",
       " 'toy shelf',\n",
       " 'toy bin',\n",
       " 'toys shelf',\n",
       " 'educational display',\n",
       " 'placard',\n",
       " 'soft toy group',\n",
       " 'soft toy',\n",
       " 'toy cube',\n",
       " 'toy cylinder',\n",
       " 'toy rectangle',\n",
       " 'toy triangle',\n",
       " 'bucket',\n",
       " 'chalkboard',\n",
       " 'game table',\n",
       " 'storage shelvesbooks',\n",
       " 'toy cuboid',\n",
       " 'toy tree',\n",
       " 'wooden toy',\n",
       " 'toy box',\n",
       " 'toy phone',\n",
       " 'toy sink',\n",
       " 'toyhouse',\n",
       " 'notecards',\n",
       " 'toy trucks',\n",
       " 'wall hand sanitizer dispenser',\n",
       " 'cap stand',\n",
       " 'music stereo',\n",
       " 'toys rack',\n",
       " 'display board',\n",
       " 'lid of jar',\n",
       " 'stacked bins  boxes',\n",
       " 'stacked plastic racks',\n",
       " 'storage rack',\n",
       " 'roll of paper towels',\n",
       " 'cables',\n",
       " 'power surge',\n",
       " 'cardboard sheet',\n",
       " 'banister',\n",
       " 'show piece',\n",
       " 'pepper shaker',\n",
       " 'kitchen island',\n",
       " 'excercise equipment',\n",
       " 'treadmill',\n",
       " 'ornamental plant',\n",
       " 'piano bench',\n",
       " 'sheet music',\n",
       " 'grandfather clock',\n",
       " 'iron grill',\n",
       " 'pen holder',\n",
       " 'toy doll',\n",
       " 'globe stand',\n",
       " 'telescope',\n",
       " 'magazine holder',\n",
       " 'file container',\n",
       " 'paper holder',\n",
       " 'flower box',\n",
       " 'pyramid',\n",
       " 'desk mat',\n",
       " 'cordless phone',\n",
       " 'desk drawer',\n",
       " 'envelope',\n",
       " 'window frame',\n",
       " 'id card',\n",
       " 'file stand',\n",
       " 'paper weight',\n",
       " 'toy plane',\n",
       " 'money',\n",
       " 'papers',\n",
       " 'comforter',\n",
       " 'crib',\n",
       " 'doll house',\n",
       " 'toy chair',\n",
       " 'toy sofa',\n",
       " 'plastic chair',\n",
       " 'toy house',\n",
       " 'child carrier',\n",
       " 'cloth bag',\n",
       " 'cradle',\n",
       " 'baby chair',\n",
       " 'chart roll',\n",
       " 'toys box',\n",
       " 'railing',\n",
       " 'clothing dryer',\n",
       " 'clothing washer',\n",
       " 'laundry detergent jug',\n",
       " 'clothing detergent',\n",
       " 'bottle of soap',\n",
       " 'box of paper',\n",
       " 'trolley',\n",
       " 'hand sanitizer dispenser',\n",
       " 'soap holder',\n",
       " 'water dispenser',\n",
       " 'photo',\n",
       " 'water cooler',\n",
       " 'foosball table',\n",
       " 'crayon',\n",
       " 'hoola hoop',\n",
       " 'horse toy',\n",
       " 'plastic toy container',\n",
       " 'pool table',\n",
       " 'game system',\n",
       " 'pool sticks',\n",
       " 'console system',\n",
       " 'video game',\n",
       " 'pool ball',\n",
       " 'trampoline',\n",
       " 'tricycle',\n",
       " 'wii',\n",
       " 'furniture',\n",
       " 'alarm',\n",
       " 'toy table',\n",
       " 'ornamental item',\n",
       " 'copper vessel',\n",
       " 'stick',\n",
       " 'car',\n",
       " 'mezuza',\n",
       " 'toy cash register',\n",
       " 'lid',\n",
       " 'paper bundle',\n",
       " 'business cards',\n",
       " 'clipboard',\n",
       " 'flatbed scanner',\n",
       " 'paper tray',\n",
       " 'mouse pad',\n",
       " 'display case',\n",
       " 'tree sculpture',\n",
       " 'basketball',\n",
       " 'fiberglass case',\n",
       " 'framed certificate',\n",
       " 'cordless telephone',\n",
       " 'shofar',\n",
       " 'trophy',\n",
       " 'cleaner',\n",
       " 'cloth drying stand',\n",
       " 'electric box',\n",
       " 'furnace',\n",
       " 'piece of wood',\n",
       " 'wooden pillar',\n",
       " 'drying stand',\n",
       " 'cane',\n",
       " 'clothing drying rack',\n",
       " 'iron box',\n",
       " 'excercise machine',\n",
       " 'sheet',\n",
       " 'rope',\n",
       " 'sticks',\n",
       " 'wooden planks',\n",
       " 'toilet plunger',\n",
       " 'bar of soap',\n",
       " 'toilet bowl brush',\n",
       " 'light bulb',\n",
       " 'drain',\n",
       " 'faucet handle',\n",
       " 'nailclipper',\n",
       " 'shaving cream',\n",
       " 'rolled carpet',\n",
       " 'clothing iron',\n",
       " 'window cover',\n",
       " 'charger and wire',\n",
       " 'quilt',\n",
       " 'mattress',\n",
       " 'hair dryer',\n",
       " 'stones',\n",
       " 'pepper grinder',\n",
       " 'cat cage',\n",
       " 'dish rack',\n",
       " 'curtain rod',\n",
       " 'calendar',\n",
       " 'head phones',\n",
       " 'cd disc',\n",
       " 'head phone',\n",
       " 'usb drive',\n",
       " 'water heater',\n",
       " 'pan',\n",
       " 'tuna cans',\n",
       " 'baby gate',\n",
       " 'spoon sets',\n",
       " 'cans of cat food',\n",
       " 'cat',\n",
       " 'flower basket',\n",
       " 'fruit platter',\n",
       " 'grapefruit',\n",
       " 'kiwi',\n",
       " 'hand blender',\n",
       " 'knobs',\n",
       " 'vessels',\n",
       " 'cell phone charger',\n",
       " 'wire basket',\n",
       " 'tub of tupperware',\n",
       " 'candelabra',\n",
       " 'litter box',\n",
       " 'shovel',\n",
       " 'cat bed',\n",
       " 'door way',\n",
       " 'belt',\n",
       " 'surge protect',\n",
       " 'glass',\n",
       " 'console controller',\n",
       " 'shoe rack',\n",
       " 'door frame',\n",
       " 'computer disk',\n",
       " 'briefcase',\n",
       " 'mail tray',\n",
       " 'file pad',\n",
       " 'letter stand',\n",
       " 'plastic cup of coffee',\n",
       " 'glass box',\n",
       " 'ping pong ball',\n",
       " 'ping pong racket',\n",
       " 'ping pong table',\n",
       " 'tennis racket',\n",
       " 'ping pong racquet',\n",
       " 'xbox',\n",
       " 'electric toothbrush base',\n",
       " 'toilet brush',\n",
       " 'toiletries',\n",
       " 'razor',\n",
       " 'bottle of contact lens solution',\n",
       " 'contact lens case',\n",
       " 'cream',\n",
       " 'glass container',\n",
       " 'container of skin cream',\n",
       " 'soap dish',\n",
       " 'scale',\n",
       " 'soap stand',\n",
       " 'cactus',\n",
       " 'door  window  reflection',\n",
       " 'ceramic frog',\n",
       " 'incense candle',\n",
       " 'storage space',\n",
       " 'door lock',\n",
       " 'toilet paper holder',\n",
       " 'tissue',\n",
       " 'personal care liquid',\n",
       " 'shower head',\n",
       " 'shower knob',\n",
       " 'knob',\n",
       " 'cream tube',\n",
       " 'perfume box',\n",
       " 'perfume',\n",
       " 'back scrubber',\n",
       " 'door facing trimreflection',\n",
       " 'doorreflection',\n",
       " 'light switchreflection',\n",
       " 'medicine tube',\n",
       " 'wallet',\n",
       " 'soap tray',\n",
       " 'door curtain',\n",
       " 'shower pipe',\n",
       " 'face wash cream',\n",
       " 'flashlight',\n",
       " 'shower base',\n",
       " 'window shelf',\n",
       " 'shower hose',\n",
       " 'toothpaste holder',\n",
       " 'soap box',\n",
       " 'incense holder',\n",
       " 'conch shell',\n",
       " 'roll of toilet paper',\n",
       " 'shower tube',\n",
       " 'bottle of listerine',\n",
       " 'bottle of hand wash liquid',\n",
       " 'tea pot',\n",
       " 'lazy susan',\n",
       " 'avocado',\n",
       " 'fruit stand',\n",
       " 'fruitplate',\n",
       " 'oil container',\n",
       " 'package of water',\n",
       " 'bottle of liquid',\n",
       " 'door way arch',\n",
       " 'jug',\n",
       " 'bulb',\n",
       " 'bagel',\n",
       " 'bag of bagels',\n",
       " 'banana peel',\n",
       " 'bag of oreo',\n",
       " 'flask',\n",
       " 'collander',\n",
       " 'brick',\n",
       " 'torch',\n",
       " 'dog bowl',\n",
       " 'wooden plank',\n",
       " 'eggs',\n",
       " 'grill',\n",
       " 'dog',\n",
       " 'chimney',\n",
       " 'dog cage',\n",
       " 'orange plastic cap',\n",
       " 'glass set',\n",
       " 'vessel set',\n",
       " 'mellon',\n",
       " 'aluminium foil',\n",
       " 'orange',\n",
       " 'peach',\n",
       " 'tea coaster',\n",
       " 'butterfly sculpture',\n",
       " 'corkscrew',\n",
       " 'heating tray',\n",
       " 'food processor',\n",
       " 'corn',\n",
       " 'squash',\n",
       " 'watermellon',\n",
       " 'vegetables',\n",
       " 'celery',\n",
       " 'glass dish',\n",
       " 'hot dogs',\n",
       " 'plastic dish',\n",
       " 'vegetable',\n",
       " 'sticker',\n",
       " 'chapstick',\n",
       " 'sifter',\n",
       " 'fruit basket',\n",
       " 'glove',\n",
       " 'measuring cup',\n",
       " 'water filter',\n",
       " 'wine accessory',\n",
       " 'dishes',\n",
       " 'file box',\n",
       " 'ornamental pot',\n",
       " 'dog toy',\n",
       " 'salt and pepper',\n",
       " 'electrical kettle',\n",
       " 'kitchen container plastic',\n",
       " 'pineapple',\n",
       " 'suger jar',\n",
       " 'steamer',\n",
       " 'charger',\n",
       " 'mug holder',\n",
       " 'orange juicer',\n",
       " 'juicer',\n",
       " 'bag of hot dog buns',\n",
       " 'hamburger bun',\n",
       " 'mug hanger',\n",
       " 'bottle of ketchup',\n",
       " 'toy kitchen',\n",
       " 'food wrapped on a tray',\n",
       " 'kitchen utensils',\n",
       " 'oven mitt',\n",
       " 'bottle of comet',\n",
       " 'wooden utensil',\n",
       " 'decorative dish',\n",
       " 'handle',\n",
       " 'label',\n",
       " 'flask set',\n",
       " 'cooking pot cover',\n",
       " 'tupperware',\n",
       " 'garlic',\n",
       " 'tissue roll',\n",
       " 'lemon',\n",
       " 'wine',\n",
       " 'decorative bottle',\n",
       " 'wire tray',\n",
       " 'tea cannister',\n",
       " 'clothing hamper',\n",
       " 'guitar case',\n",
       " 'wardrobe',\n",
       " 'boomerang',\n",
       " 'button',\n",
       " 'karate belts',\n",
       " 'medal',\n",
       " 'window seat',\n",
       " 'window box',\n",
       " 'necklace holder',\n",
       " 'beeper',\n",
       " 'webcam',\n",
       " 'fish tank',\n",
       " 'luggage',\n",
       " 'life jacket',\n",
       " 'shoelace',\n",
       " 'pen cup',\n",
       " 'eyeball plastic ball',\n",
       " 'toy pyramid',\n",
       " 'model boat',\n",
       " 'certificate',\n",
       " 'puppy toy',\n",
       " 'wire board',\n",
       " 'quill',\n",
       " 'canister',\n",
       " 'toy boat',\n",
       " 'antenna',\n",
       " 'bean bag',\n",
       " 'lint comb',\n",
       " 'travel bag',\n",
       " 'wall divider',\n",
       " 'toy chest',\n",
       " 'headband',\n",
       " 'luggage rack',\n",
       " 'bunk bed',\n",
       " 'lego',\n",
       " 'yarmulka',\n",
       " 'package of bedroom sheets',\n",
       " 'bedding package',\n",
       " 'comb',\n",
       " 'dollar bill',\n",
       " 'pig',\n",
       " 'storage bin',\n",
       " 'storage chest',\n",
       " 'slide',\n",
       " 'playpen',\n",
       " 'electronic drumset',\n",
       " 'ipod dock',\n",
       " 'microphone',\n",
       " 'music keyboard',\n",
       " 'music stand',\n",
       " 'microphone stand',\n",
       " 'album',\n",
       " 'kinect',\n",
       " 'inkwell',\n",
       " 'baseball',\n",
       " 'decorative bowl',\n",
       " 'book holder',\n",
       " 'toy horse',\n",
       " 'desser',\n",
       " 'toy apple',\n",
       " 'toy dog',\n",
       " 'scenary',\n",
       " 'drawer knob',\n",
       " 'shoe hanger',\n",
       " 'tent',\n",
       " 'figurine',\n",
       " 'soccer ball',\n",
       " 'hand weight',\n",
       " 'magic 8ball',\n",
       " 'bottle of perfume',\n",
       " 'sleeping bag',\n",
       " 'decoration item',\n",
       " 'envelopes',\n",
       " 'trinket',\n",
       " 'hand fan',\n",
       " 'sculpture of the chrysler building',\n",
       " 'sculpture of the eiffel tower',\n",
       " 'sculpture of the empire state building',\n",
       " 'jeans',\n",
       " 'garage door',\n",
       " 'case',\n",
       " 'rags',\n",
       " 'decorative item',\n",
       " 'toy stroller',\n",
       " 'shelf frame',\n",
       " 'cat house',\n",
       " 'can of beer',\n",
       " 'dog bed',\n",
       " 'lamp shade',\n",
       " 'bracelet',\n",
       " 'reflection of window shutters',\n",
       " 'decorative egg',\n",
       " 'indoor fountain',\n",
       " 'photo album',\n",
       " 'decorative candle',\n",
       " 'walkietalkie',\n",
       " 'serving dish',\n",
       " 'floor trim',\n",
       " 'mini display platform',\n",
       " 'american flag',\n",
       " 'vhs tapes',\n",
       " 'throw',\n",
       " 'newspapers',\n",
       " 'mantle',\n",
       " 'package of bottled water',\n",
       " 'serving platter',\n",
       " 'display platter',\n",
       " 'centerpiece',\n",
       " 'tea box',\n",
       " 'gold piece',\n",
       " 'wreathe',\n",
       " 'lectern',\n",
       " 'hammer',\n",
       " 'matchbox',\n",
       " 'pepper',\n",
       " 'yellow pepper',\n",
       " 'duck',\n",
       " 'eggplant',\n",
       " 'glass ware',\n",
       " 'sewing machine',\n",
       " 'rolled up rug',\n",
       " 'doily',\n",
       " 'coffee pot',\n",
       " 'torah']"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "names = [ref_to_string(names_[0][i]) for i in range(len(names_[0]))]\n",
    "names"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "!rm -rf seg\n",
    "!mkdir seg\n",
    "!mkdir seg/image\n",
    "!mkdir seg/depth"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "for i in tqdm(range(len(labels))):\n",
    "    imageio.imwrite(f'seg/depth/{i}.png', labels[i].transpose((1, 0)))\n",
    "    imageio.imwrite(f'seg/image/{i}.png', images[i].transpose((2, 1, 0)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(160, 213)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "size = (480//3, 640//3)\n",
    "size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = (SegmentationItemList.from_folder('seg/image')\n",
    "       .split_none()\n",
    "       .label_from_func(lambda x: str(x).replace('image', 'depth'), classes=names)\n",
    "       .transform(get_transforms(), size=size, tfm_y=True)\n",
    "       .databunch(bs=2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x504 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data.show_batch(2, figsize=(10,7))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn = unet_learner(data, models.resnet34)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "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"
     ]
    },
    {
     "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(start_lr=1e-5, end_lr=1e-01, num_it=100)\n",
    "learn.recorder.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "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>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>2.611986</td>\n",
       "      <td>#na#</td>\n",
       "      <td>00:52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>2.402691</td>\n",
       "      <td>#na#</td>\n",
       "      <td>00:52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>2.222180</td>\n",
       "      <td>#na#</td>\n",
       "      <td>00:52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>1.960838</td>\n",
       "      <td>#na#</td>\n",
       "      <td>00:52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>1.905691</td>\n",
       "      <td>#na#</td>\n",
       "      <td>00:52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5</td>\n",
       "      <td>1.810921</td>\n",
       "      <td>#na#</td>\n",
       "      <td>00:52</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn.fit_one_cycle(6, slice(4e-04))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "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": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn.save('stage-1')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn.unfreeze()"
   ]
  },
  {
   "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"
     ]
    }
   ],
   "source": [
    "learn.lr_find()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "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()"
   ]
  },
  {
   "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>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>1.796621</td>\n",
       "      <td>#na#</td>\n",
       "      <td>00:57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>1.843888</td>\n",
       "      <td>#na#</td>\n",
       "      <td>00:57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>1.832950</td>\n",
       "      <td>#na#</td>\n",
       "      <td>00:57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>1.664641</td>\n",
       "      <td>#na#</td>\n",
       "      <td>00:57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>1.628709</td>\n",
       "      <td>#na#</td>\n",
       "      <td>00:57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5</td>\n",
       "      <td>1.554917</td>\n",
       "      <td>#na#</td>\n",
       "      <td>00:57</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn.fit_one_cycle(6, slice(1.8e-04))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "#!unzip testset.zip"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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fAHwBuKbgenLpy0h2FzLHYeJThMLye9jyMtaTdKKNYa/f1ilMVZW6ozK0aF9o366cOHaQdPcdZvZfgKeB14A7GJTXL7p7WFNNA5XmxkXS7y4HmaZNvflN7H/8V4n3xQdtstw3LCiVGaySXqutwXCYpgJUVVcWHUf0e1tH6T12kDSzI4F1wBrgReCvgXNzPH89sB7gsKkl4zYD6F6/yiSaevObDt4+sO2p3M9PC6zqxxyocgJ7V787ZSU6ae+/yDzJ9wC/dvfn3P23wI+AdwDLzCzc41cBie/C3Te4+1p3Xzt/6vACzRARqU6RIPk08HYzW2hmBpwNPAL8FLggeMylwG3Fmphdnv8qKrWLiZba0SyyCjZv3qyfsh/fNTPbp0vPKocd9tgXafGgSJ/kRjO7BbgfmAH+HtgA/E/gJjP7T8Gy68ZdxzhG9VEqOHZfGPjCMnxUICwrUEbL/jYMXNTdP9mG99yEQnuPu38e+Hxs8Tbg9CKvW5QCYbJ49hHf6es8aUMZ6s4S48F50sxbvSr3ET19oGO3RURSTF6HjWTOCLuWObbFJGdXk/zexqUgOUEU9PpFAa0eKrdFRFIok5wAVWaQebKVcSaRi7SdgmTHVV1i9/X0WEkmdVRb0qnc7rC29EEOO4Z7UtW93auYPJ51vaIgKSKSSuX2hLMFCw7e9r17Z90XLaGVNXRPlUfcaH94nYJkB8V34GggTDMqYOqLMVzbDkmsSp59oC/91QqSAihzGCZpsKZPJ51NC4R92QbqkxQRSaEg2THjltpx4z4vqQ2Tqg1Tfurc1mnr6stnnkRBssOKBDqA/bueK6kl/ZsG1BZNBq+mpibVTX2SIi2kAZT2UCYpIpJCmWTP9aFcGkdT/ZH+yitjP7fKUfc+Z6kKkpKZAmp14sFxatlSAPa/+FKu16lzelJfAufIctvMrjezXWa2JbLsDWZ2p5k9Efw+MlhuZvZNM9tqZg+Z2WlVNl5EpGpZ+iS/y9zraV8F3OXuJwF3BX8DnAecFPysB64pp5nStGgW2ZcMIk2bs+pw1LnNbeySkUHS3X8O/GNs8TrghuD2DcAHIsu/5wP3MLgG94qyGivlm+RLr3aJLVmCLVky1nPnrV416yeqrEDZ54A77jdjubvvDG4/AywPbq8EtkceNx0s24lMjGFfmKyXeJ0UVUy9CQPlOFOAstw/rK19DoKjFJ4C5O4OeN7nmdl6M9tkZpv27X+taDNERCox7r/8Z81shbvvDMrpXcHyHcDqyONWBcvmcPcNwAaApQuW5w6y0l4+M9ObbLJrlDHmN24meTtwaXD7UuC2yPI/CUa53w68FCnLRVrPZ2Zyz5EsO/AokLVLlilAPwDuBt5iZtNmdhnwZeD3zewJ4D3B3wA/BrYBW4FrgT+rpNVSjv37m25BqxyyeNHYz1Vgm1wjayJ3v3jIXWcnPNaBK4o2SkSkLdRx1FO+d2+l/YbxkjW6riIZW9XGPdIFyhnt7kpGOqqdkzSXVkFSgPKPVQ6DTVc9dfOpQ+9bfMdijvrO3UPvn9QzlxeZltTl7aEg2TPxa9tUoYwA+ehXTzp4+61XPlHoddKev23DG3O/5qvnvAqcmRooZbYuH7GlU6WJiKSwwVhLs5YuWO6/e9wHm25GJ0T/I+c9M3nRKyQOyxDD/rvo/dFMsM0WLHl9m+x9ZcGsv7M6/sLNicvzZExd6YtMk7Y/plUwbcksf/L01+9z97Xx5cokJ5zv3XvwZ859r7zC1LKlmcrjtMdMLVvK49e9vm91JUDCIDCGP9G/80jrv+yLUf+wbcGCWT9RbT8hh4KkiEgKDdxMsDyDNFPLlmae9jIsU+xSBjlKPJscVYY/dfOpc8puXXtmuGGZZxtHxRUkO6ypkepwtHiSgmIZwrJ7WLCEuV/6tpaYTQmDZ7hvt2E6lYJkh5T9hdr/4kuzgmDX5zZ2gYJiNtFMs+npQ+qTFBFJoUyyA6rMPob1Q6ZllX0ss/NMDxpWdst4bMGCWeV3qLYLntWyFslNZVn7hIM5eYNlEgXQfOJ9lVDfwJiCZAvlDZDzVv5O+uvt+Ifcz3vki+mvKcXEA2iXg2begxqKris+YFl1sFSfpIhICmWSLZOURY7KFEfJ83xlkKONe/himmhmufiOxQdvJ51EY9ThoZMumrnWMQ1OQbIF5kygLRgUx6UA2Q6vnvPqwUD5wuVnHlx+7C2PNNWkTqhqTqWCZMOaCpC+ezcAtmhwAlwFyHyqyCaHyRoc8xw1NSmS+ijLluUaN9eb2S4z2xJZ9pdm9ksze8jMbjWzZZH7Pm1mW83sMTP7g6oaLiJShywDN98Fzo0tuxM4xd3/OfA48GkAMzsZuAj4Z8Fz/puZTZXW2gkSP+vJvJW/U0sW6bt347t3Y4sWHcwipb3ylthFj5oKzwqV9exQfZDlQmA/N7MTYsvuiPx5D3BBcHsdcJO77wV+bWZbgdMZXG1RAm3pg5T2WXzH4sJ9j+NepycpKEavTVT2JT66oowpQB8G/ja4vRLYHrlvOlgmgYNzuoLMUQGym6rqjxxcGqJ+k5I1VnEQRqGBGzP7LDAD3DjGc9cD6wEOm1pSpBkiIpUZO0ia2YeA9wFn++vXgNgBrI48bFWwbA533wBsgMHlG8ZtR1fE+x+bEu+H1Kj25MlaZufJHpNK7TqPtGnSWOW2mZ0LfAp4v7vvidx1O3CRmS0wszXAScDfFW9mt7UlQMYd+M2LTTehs/Je4qEuZU8B8pmZ3vZFhkZmkmb2A+BdwNFmNg18nsFo9gLgTjMDuMfd/9TdHzazm4FHGJThV7j7/qoaLyJStSyj2xcnLL4u5fFfAr5UpFGToq0ZJCiLbLNtG97Iieufzvz4cbLHogM1fSm1QUfcVKatATIeHP/pxwfTTX75X09uojkyxLYNbwTIFCyrOpa7q0fvlH1WIAXJCkSn+bSJssdy5T2/ZN3S5ksmXSu9q5LONVkmnSpNRCSFMskSdaXElnLVebKLoopkjlVnbG2lIFmC+Cz/QxYu5MBvXuSQI5cNeYZI/coIkH2kIFlAUnCMCjM4BUtpUhn9jr5378FA2baA2fip0kRE+kyZ5JhGZZF1OHDM7Az1kOfy9z1q6k9xXemPzKuOE9p2gYJkDm27zOs4QVHK16WBm6z2v/gStmBBJwdryr6Eg4JkRqMC5IE9e+Zkk23oi0wb2VYWKTKa+iRFRFIok6xAGzJI0PzIvtp1Qf4K4dhbHpl1ZE7bRrCbpCBZIt+3DxgMqLS1v9DmH9p0E6Qi4wTH+HOTrvPddyq3RURSKJMsQXixJDvlzQeXRafn1JlVppXYyiInT5HsMckLl58JwNHfv3/W8raW33WMuitIFhC9klyaugJmUoBUYGyn8BRo4SnRhomeWzJ87OI7FlfbOJlFQXJMWQNkXBgwm+6zfPSrJzW6/r6Knx/yxPVPZwqU0hz1SYqIpBgZJM3sejPbZWZbEu670szczI4O/jYz+6aZbTWzh8zstCoa3Va+5XF8y+OZHnvgmGUHf8oSn3qkUrs+RS4MludSDVK/LJnkd4Fz4wvNbDVwDhD9hM9jcIXEkxhcU/ua4k1sn1GldtZAGSozYB5y5DJs/qEKkB1z4vqnMwVL9UfWL8uFwH5uZick3PU1BpeVvS2ybB3wveA63PeY2TIzW+HuO8tobBPqPl676BxL37079X71RTYja7aYpY9SBpJGtss+bhvGv+72OmCHuz8Yu2slsD3y93SwTESkk3IP0ZrZQuAzDErtsZnZegYlOYdNLSnyUq0TnS85jqqO2FEW2W0qtZsxTib5JmAN8KCZPQmsAu43s+OAHcDqyGNXBcvmcPcN7r7W3dfOnzp8jGZMtrIHdaQbVGq3T+5M0t03A8eGfweBcq27P29mtwMfM7ObgDOAl7rcH9kGTR25I/VqS3CMH2kj2aYA/QC4G3iLmU2b2WUpD/8xsA3YClwL/FkprRQRaUiW0e2LR9x/QuS2A1cUb1Y3Fe2LHCVLX6UtWjRyhFvqF2aKSaPco7LIuvoij/rO3XhsWRuP2a77LOk6LFGkRqMC4vEXbuaFy888eMqy8IQTMH4p/Pwlc4/pGHZKtDYGxabpsEQRkRTKJEtSdaktk+n4CzfPWVb2iW/DDHRUmaosMpmCZAnslDfjWx5vTaC0RYuA14++0fzI9nrq5lNnBcpoeV22IkHw+UtOa8XIdxNXbVS53TGaOzlZwgD5wuVnjgyQSX2LZRn22s9fclql6+0CBUkRkRQqt0sQnvUn/N2WshtUarfdUzefmjrFp64Stw2ldFspSJYg7JNsm7BvUtorKUC2IWAlldjhsja0L0kVZwACBUkRSRAGwmiwbGtwrJr6JEVEUiiTLEEbS22pX3gJhwVLxp+m0rZsrS3taWLqT0iZ5IQ7+XP/0HQTRDpNmWQFqp5Y3pbL0spsk5RByuuUSYqIpFAmWZGs/ZTjZJx5MkidNq0+Rfokw1HkTV+8hnPXnFFqu7quyf5IUJBs3DiDPvuD31PLj019nHTHpi++fvXln/x6owJlDlXNjwyp3BYRSaFMsmXi5bemF02m+JE2az/3UaA95Xbbj66Jmtk+DeiIm97IExT3P7trTskd7YMMD0t865VPADqOu83CYHTu95sLkGmHIkI3AmYVFCRzsHnt3lzxQZr432+98gkFyhZIOl67C6cjK7ONXQq46pMUEUnR7tSoBdqePUZluVKiSu96HH/hZp66+dTE+14959XaroDYVsOy0qyXmoiqenTbBleBbZaZPQfsBp5vui3A0agdUWrHbGrHbJPUjuPd/Zj4wlYESQAz2+Tua9UOtUPtUDva1A71SYqIpFCQFBFJ0aYguaHpBgTUjtnUjtnUjtkmvh2t6ZMUEWmjNmWSIiKt03iQNLNzzewxM9tqZlfVuN7VZvZTM3vEzB42s08Ey79gZjvM7IHg5701tOVJM9scrG9TsOwNZnanmT0R/D6y4ja8JfKeHzCzl83sk3VsDzO73sx2mdmWyLLE928D3wz2l4fMrLTDQIa04y/N7JfBum41s2XB8hPM7LXIdvlWxe0Y+jmY2aeD7fGYmf1Bxe34YaQNT5rZA8HyKrfHsO9qPfuIuzf2A0wBvwJOBOYDDwIn17TuFcBpwe0lwOPAycAXgP9Y83Z4Ejg6tuw/A1cFt68CvlLz5/IMcHwd2wN4J3AasGXU+wfeC/wtYMDbgY0Vt+McYF5w+yuRdpwQfVwN2yPxcwj22QeBBcCa4Ps0VVU7Yvd/FfhcDdtj2He1ln2k6UzydGCru29z933ATcC6Olbs7jvd/f7g9ivAo8DKOtad0TrghuD2DcAHalz32cCv3P2pOlbm7j8H/jG2eNj7Xwd8zwfuAZaZ2Yqq2uHud7j7TPDnPUC1h3cMaUeKdcBN7r7X3X8NbGXwvaq0HWZmwIXAD8pY14h2DPuu1rKPNB0kVwLbI39P00CgMrMTgLcBG4NFHwvS9OurLnMDDtxhZveZ2fpg2XJ33xncfgZYXkM7Qhcxe+eve3vA8Pff5D7zYQYZSmiNmf29mf1fMzurhvUnfQ5NbY+zgGfd/YnIssq3R+y7Wss+0nSQbJyZLQb+Bviku78MXAO8CfiXwE4GJUXVfs/dTwPOA64ws3dG7/RBDVHLNAQzmw+8H/jrYFET22OWOt//MGb2WWAGuDFYtBN4o7u/Dfhz4H+Y2REVNqHxzyHmYmb/I618eyR8Vw+qch9pOkjuAFZH/l4VLKuFmR3KYKPf6O4/AnD3Z919v7sfAK6lpNIljbvvCH7vAm4N1vlsWCIEv3dV3Y7AecD97v5s0Kbat0dg2PuvfZ8xsw8B7wP+OPgyEpS3LwS372PQF1jZJTJTPocmtsc84F8DP4y0r9LtkfRdpaZ9pOkgeS9wkpmtCTKYi4Db61hx0KdyHfCou/9VZHm07+J8YEv8uSW3Y5GZLQlvMxgo2MJgO1waPOxS4LYq2xExK0Ooe3tEDHv/twN/Eoxgvh14KVJylc7MzgU+Bbzf3fdElh9jZlPB7ROBk4BtFbZj2OdwO3CRmS0wszVBO/6uqnYE3gP80t2nI+2rbHsM+65S1z5SxWhUzpGr9zIYrfoV8Nka1/t7DNLzh4AHgp/3At8HNgF5qX8AAACtSURBVAfLbwdWVNyOExmMTj4IPBxuA+Ao4C7gCeB/A2+oYZssAl4AlkaWVb49GATlncBvGfQfXTbs/TMYsbw62F82A2srbsdWBv1b4T7yreCx/yb4vB4A7gf+qOJ2DP0cgM8G2+Mx4Lwq2xEs/y7wp7HHVrk9hn1Xa9lHdMSNiEiKpsttEZFWU5AUEUmhICkikkJBUkQkhYKkiEgKBUkRkRQKkiIiKRQkRURS/H+APccSjZxA4gAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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9pF7WLrbRJgWbIjP91BGsFADrVWVwHCaDdtwsiwS+vcCy4PZK4OnIejuDZSMfJAHO/Y0j58aHA837rdc1WYFuGOeJ7KLxlSum3T+0a/fAr9X14XJphiGDDJXuuAmyxsJTCZnZRjPbamZbD06+WrYYIiK1GDSTfCasRpvZcmBfsHwXsDqy3qpg2QzuvgnYBL2p0gYsR2nxX+Eqe/SKZIxZg7jrus54Vrukqq4zxU/bTDs7Kp4p9lNlZinVGzSTvBW4OLh9MXBLZPkfBb3cbwVeGKX2yCLXuClapT7pqns56ap7BylWZ8y24TTx6/6Mr1xROEAmqeI1umyYqtqQI5M0s2/R66RZYmY7gc8BXwRuNLNLgCeBC4LVbwPWA9uBV4A/qaHMI+2kq+6d0XYxbG1OS6+8K7V9cliDaL/JP6oObNHX60JmOSqdNnnHRkbl6d3+YMpDZyes68BHixdDRKSbOnlaYhuKTnU1vnpVbWMcbXy81dmAqjCsGWMXhVllWkZZR5t1+JqjkkGWoSBZQjiAfJjPvc57OQdJN7bspEa20y9YVkHHwUwKkgOacS3hEhPWRnu2lYENj6aCYxOSguOoZZGDtEeCJrgQEcmkTLIi8XO3i1TB807TNWy93KGqZgBvU3TW9rYzyLFFCwGYfP4FoNxx0cRUaMNOQbIio96Ws2X3Ns5ZccaM23kMa2DsGn/55Wn3y/5ozoYqdhVU3RYRyTDrM8lRzwDL2rJ7GwDnrDhj6na4vEg2OQqqrGb366GODiaPZ5CVbL/FLDI+K3gT2ytj1gdJyScaIKWcPEN4ouuEAbOKYKk2yOIUJBs2tnT69bVve+AOgE5mZf0CYzTLlHwGGeMYfU7YaTPQtjvUBhlmd3VnlGWzSFCbpIhIplmbSdbdFpmWha1/07sSl4cZ5uT+/bWVScoJM7oyk1mMr1xR6owZW7Cg8HO6XMWuo32yiuwxalYFybYCY1RYvQ6DZTxoji1dOnSBcjZ24rRhWMfJ9lNloKw6QMIsC5JVKdqJsf5N75oKjuH9YRDv0c5aT2aq+hzrfj/yRSaQ7kIWGVWmjbKOwBilNkkRkQyzJpMctKpdZuhLNGPsavbYb78MepbNbNfGRLl5jvGuZZBxRTLKujPI0MgHyTLtkINUq4FpVesuK7JvhilARofJhOc3Z62TtZ60o6kAmMdIB8lBAmSewJgWDOOdMl1rhxy1s4vyjBnMO64wPmlElkO7dif2cHfhMgtZup5FtmHx5t68Aln7pm+bpJldY2b7zOyhyLK/NbNHzeynZnazmS2KPHa5mW03s8fM7Jxyb0FEpF15MslvAF8HrossuwO43N0PmdmXgMuBT5vZ6cCFwL8CVgA/MLM3uvtktcVu320P3DEtO4xmjUnV7bQqeDzDzBr+U/RC9KOWOUK5M05EBpHnQmA/NrNTYsu+H7l7N/CB4PYG4AZ3PwDsMLPtwJlAo3Nl1RUc4tXoePU6S7xNL6zWFx0TOYqBL0vTQXHQSyTUWdXutw/6NRGomt1fWO1OUkWb5J8C3w5ur6QXNEM7g2WNqTOIZAXF+FhIyO7sGKaOkCYNS6aY1i4pw2XaD8hVNyWuUypImtlngEPANwd47kZgI8DRY8VPtRIRacLAQdLM/hh4D3B2cL1tgF3A6shqq4JlM7j7JmATwMJ5yzxpnablHfITb4+MK5MlxmcJgvLncydNtVXnkJc5Z5zO4W0P51p3WDLHJF3vzZZqDBQkzexc4FPAv3H3VyIP3Qr8g5l9mV7HzanAP5cuZU5NjomMV63Xv+ldU4Fzy+47UgNlUhDsJ/qcqs7rHlu0sFSgnHPG6bkfzwqYk8+/0JlAafPnM/nsc73b8+YB4AcOTD3exCVdq6b2yPL6Bkkz+xbwe8ASM9sJfI5eb/Y84A4zA7jb3f/M3X9mZjcCD9Orhn90FHu2RWT2yNO7/cGExVdnrP83wN+UKVQdkhrZv3vvbZW8dm8iiOlV8C27t9UygHxs6VJs7lFT9/NkNUkzWtv8+YzPn5/7dfpljv2e29Vs0iL7IEv0+OlaRllkILwUNxJn3GRVs6cFx7lHwcHXEtcb5JTCeJW6idMRJ/fvH7hX1RYsgMOHpy3L+0U/vO3hgQNlnvbJ6Be8iV7jvJdCCKvdk88+x9iSxdMei5ezjaCZFRhV1a7G0AfJzAC55uSZCyNZWNHOl6zLFcSnFasyi4y3Q0Ynf+03ieuMwedzjpxkVbQNNxrs8gTMOfuf7z2v0FaakTeDjArbK+PBchBFsr9wna603Y6irHGSmipNRCTD0GeScXOOPTb3ujb3KDyl+l30IldjS5c2PolFrqvupZzKWHbQfbwKHc8swyyySUltzOe/ZX1j28/TVhnPBouMMgjbbnWGTbNGLkgWktBGGW+bnF5l7wXOLbu3cf7bN0wt9Zeio6DKi7Ztxr/kZa6RMkhgDNvkYPpwmLjD2x4u1ZY4fQhWdZevzds5F+7nsCodVq2rklVVLjJtmzpnmjcSQbJI9hhnx/WeGw90YbC0444siwbGpOdUJSv7qatzIBoMB10nGlii7XZZgb1r1/POExyTOnGqlGc+zKYsuf7+xOXPXrS24ZLU46V3vwTA4s3p66hNUkQkw9AHyTJZZJQdd+xUVhnlL70y9RdfXof4MKK6h5XYvHm5ssiiohlZ0nvYsntbJ7LI89+yfipzL7KvM0cUVDiEKakNswvSMsxhc/IFD3LyBQ9mrjMS1e0qJQXK1PVSOn3KqKOjIa0tso7gOG27HRlsnSXaZnn+W9YXaovMug53tImhbGBrKzCOSiBMs+T6+8kzacRQB8nwyx/PJucsK35+dKowEGYMRK9DExlk3ZLOfw5FLzDWFd+997apH6miwTIpUNYV3LLGWKpne6bnzjryvT3tI0eyxqyOyKihr26LiNRpKDPJePXx8Cu99sEibUGPfSR73dOueHL6ggazyDo1kUHm0aUMsgptTMJbdianfp69aG3nqtwn3ZR+iuu+D/TG6kYzxzR5s0gY0iDZVxDQHvtEwmmJOSU9d0bgrFHXJlEow+bNK3RQDoOk95TVRtmEOqra4VCftoJlVlCMqzo4hlTdFhHJMJKZZJkMMu/rNplVVqUrVe0uC7PBIoPr28ySm+qo6erg8Uf+7tTatzF0QbIrVwt87BMnD2WgbEve0xvbFj1nf9AflbB9MpxpKO+0bHJEWjW7iaAYN3RBcnz1qk4FShjOrLJNymjzi3fMRIcVhR0VUi+1SYqIZOgbJM3sGjPbZ2YPJTz2STNzM1sS3Dcz+5qZbTezn5pZNxsypHXnrlnHuWvWtV2MVFUOURpkgt80k8+/gM2fX+lrdsnizXexePNdTD7/QuuTe4TyVLe/AXwduC660MxWA+8GnoosPo/eFRJPBdYBVwb/R5Kq2eWdu2Ydt++4p+1izNA7I+hA7g6cKttZuxIcBrXk+vt59qK1mbN9h+IdT899+KzMYT+//cnHZyyru50yz4XAfmxmpyQ89BV6l5W9JbJsA3BdcB3uu81skZktd/c9VRQ2rzB41dXLPaz8QL4vfdO6FCjjkyyHwa/ffusXKGdDJ044ltIPHMgVIKGXOUYDZZFxkaGkwAnVBc+B2iTNbAOwy90fiD20Eng6cn9nsExEZCgV7t02s2OBv6JX1R6YmW0ENgIcPbagzEvJCAjbJ7uSUdbl8Kv/wpxjjk59PE9V+8hZWN2pKUXPyIln3fEMO2ls5yAZZFMGGQL0BmAN8ICZAawC7jezM4FdwOrIuquCZTO4+yZgE8DCecvyzFhU2GlXPFlblbvu9shRrpZlabPqnfd6RkXFZxQ6/Oq/TLs/55ijp5b1CzBxSdXars0EZPPmpQ5GrzM4/vYnH59R5f751RMAvPGSrblfp3CQdPcHgZPC+2b2S2DC3Z81s1uBj5nZDfQ6bF5ouj2yCeqwqVe017vJgPnzqycKfXmixpYsHvg8+3jQhHwD7vO2+1Vl0PO32zpbp1+bZBgwITto5hkC9C3gLuA0M9tpZpdkrH4b8ASwHbgK+Ei/1xcR6bI8vdsf7PP4KZHbDny0fLG6qYoM8vDSRTOWtXH51WFRd/V7zfc+DMCO8zaz47zNECSDZare4SxAVV9xsU1Fs8i82eO+D5xeeZU7LYOc1gteYELkoTstsaiyw4GqrlqHATEMlmkBctjHylWpiU6dMFiG3sj06le/4VOTzz439fhsDo7R57VVzU4bEjQonZYoIpJh5DPJQdXdOdNWFTvv4OhRFM8WixqWfRd26Dx547/muO8f12ftdE1MtNvm0J+k3u8ksyZI5hkONJt6rbt69k2W+LnedVa/y/R0d0X8UqlFhgZVESDD1+jqXJR5zZogCcMTBKu+ZEPSXI7DFiCTFO3U2XHe5tLZZBviV10ctL06PmSoqWMgqX2ya4PHxxYthF8lP6Y2SRGRDLMqkxxF/a7tHM06ujwjeBelVbm73FRR5AqK0eOh7vcTzWLruh75IPL0hCtIdoy//HLfA73IQTa2aGHiGR2ST7ivywzJiv849QtI/X7M4mWKHw/R+0UDZpXBclR+lIcySI6vXgV053o3MhzOWXEGXF3Na+XJJtOCRNngEQ18/X4wi7ZnVpVdxt9jl7LHotQmKSKSYSgzyTThVeqSzmZp43TApG2W3e4gv8ijUu0JRXu0Jz576YzHt/7nKyvbVjiObtiHA4WKVMWzssqkJoS042yYs0gYsSAZd3jposyAlBbEosoEtC6fk93lzod+ouMlt+64MjFQVi2pnTgtiGT9KCUFjLZOQc1TFc97jCS952EPjqGRDJL2y94Uln5K+UnR6w6kodk6f2QVXnr3S9Puh0GzyowSsjtx+v3oZAWMeHaXt52x6uCat2c8T81kVAIkqE1SRCTTyGWSk8/sY85xRy63mScTzFJ3lTk8u2aUfnnblpZBbtm9jTXfm0h8rA6DfKZFh3fVbdTaswcxckES4PBLvaqrDfDcKoNikdML08a8Ja1X5MuRVn0KX2O2jaHccd7mqdtrvvfhGR0y0dmq4UiHzWSO1w4Din7wRouq2yIiGUYuk/RDh7Dx3tvyh36O/c4bU9eNZo1h1nc4uD++ckXlE03k1a/xvEjWOeomPnspxDpufuufLpp2/9F3XJ/6/HjmGJe2j+vet0mvP7ZoIbZgAf7rX9e6bZlu5IIk9ALl1O1tR2YbmXPG6RyO3D9Muq4GyKx16+r17LpwzsR4L3coDJqPvuP6aZdleCNbM4Nk1nm9Rc6RLirtdSeff4HxBbr8ctOsd1madi2ct8zf9roPFX5entMSp7LKSOAcFVW2fQ1T22Se6zgnqXp6rn7tvV197TLbz2NY22S3/Orq+9x9xq+m2iRFRDKMZHU7atQyyGH9la5K0pCUcBqupIyyrsld627SGMbPeRjLnEcnqttmth94GXi27bIAS1A5olSO6VSO6UapHCe7+9L4wk4ESQAz25rUHqByqBwqh8rRZjnUJikikkFBUkQkQ5eC5Ka2CxBQOaZTOaZTOaYb+XJ0pk1SRKSLupRJioh0TutB0szONbPHzGy7mV3W4HZXm9kPzexhM/uZmX08WP7XZrbLzLYFf+sbKMsvzezBYHtbg2UnmtkdZvZ48P+EmstwWuQ9bzOzF83sE03sDzO7xsz2mdlDkWWJ7996vhYcLz81s7Xpr1xJOf7WzB4NtnWzmS0Klp9iZq9G9svf11yO1M/BzC4P9sdjZnZOzeX4dqQMvzSzbcHyOvdH2ne1mWPE3Vv7A8aAXwCvB+YCDwCnN7Tt5cDa4PYC4OfA6cBfA/+p4f3wS2BJbNl/BS4Lbl8GfKnhz2UvcHIT+wN4J7AWeKjf+wfWA9+jNxPeW4F7ai7Hu4Hx4PaXIuU4JbpeA/sj8XMIjtkHgHnAmuD7NFZXOWKP/x3w2Qb2R9p3tZFjpO1M8kxgu7s/4e4HgRuADU1s2N33uPv9we1fA48A5a/3UJ0NwLXB7WuB9zW47bOBX7j7k01szN1/DPy/2OK0978BuM577gYWmdnyusrh7t939/C0rbuBVVVsq2g5MmwAbnD3A+6+A9hO73tVaznMzIALgG9Vsa0+5Uj7rjZyjLQdJFcCT0fu76SFQGVmpwBvBqK9OooAAAKbSURBVMLL8H0sSNOvqbuaG3Dg+2Z2n5ltDJYtc/c9we29wLIGyhG6kOkHf9P7A9Lff5vHzJ/Sy1BCa8zsJ2b2f83sdxvYftLn0Nb++F3gGXePTpVU+/6IfVcbOUbaDpKtM7PjgH8EPuHuLwJXAm8AzgD20KtS1O0d7r4WOA/4qJm9M/qg9+oQjQxDMLO5wHuB/xksamN/TNPk+09jZp8BDgHfDBbtAX7D3d8M/CXwD2Z2fI1FaP1ziPkg039Ia98fCd/VKXUeI20HyV3A6sj9VcGyRpjZUfR2+jfd/TsA7v6Mu0+6+2HgKiqqumRx913B/33AzcE2nwmrCMH/fXWXI3AecL+7PxOUqfH9EUh7/40fM2b2x8B7gD8MvowE1dvngtv30WsLTJ/huaSMz6GN/TEO/Dvg25Hy1bo/kr6rNHSMtB0k7wVONbM1QQZzIXBrExsO2lSuBh5x9y9HlkfbLt4PPBR/bsXlmG9mC8Lb9DoKHqK3Hy4OVrsYuKXOckRMyxCa3h8Rae//VuCPgh7MtwIvRKpclTOzc4FPAe9191ciy5ea2Vhw+/XAqcATNZYj7XO4FbjQzOaZ2ZqgHP9cVzkCfwA86u5TE7rWuT/Svqs0dYzU0RtVsOdqPb3eql8An2lwu++gl57/FNgW/K0HrgceDJbfCiyvuRyvp9c7+QDws3AfAIuBO4HHgR8AJzawT+YDzwELI8tq3x/0gvIe4DV67UeXpL1/ej2W/z04Xh4EJmoux3Z67VvhMfL3wbr/Pvi8tgH3A/+25nKkfg7AZ4L98RhwXp3lCJZ/A/iz2Lp17o+072ojx4jOuBERydB2dVtEpNMUJEVEMihIiohkUJAUEcmgICkikkFBUkQkg4KkiEgGBUkRkQz/H4KrqDObiM/EAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "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": [
    "images = []\n",
    "for i in range(1, 9):\n",
    "    k = learn.predict(open_image(f'{i}.jpg'))[1]\n",
    "    plt.imshow(k.squeeze())\n",
    "    plt.show()"
   ]
  },
  {
   "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": "3.7.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}