Importing Kinetics 600 - Moshpits.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import json"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open(\"kinetics_train.json\", 'r') as training_json_file:\n",
    "    training_data = json.load(training_json_file)\n",
    "    \n",
    "with open(\"kinetics_600_test.json\", 'r') as test_json_file:\n",
    "    test_data = json.load(test_json_file)\n",
    "\n",
    "with open(\"kinetics_val.json\", 'r') as val_json_file:\n",
    "    val_data = json.load(val_json_file)\n",
    "    \n",
    "with open(\"kinetics_600_holdout_test.json\", 'r') as val_json_file:\n",
    "    holdout_data = json.load(val_json_file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
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       "  'url': 'https://www.youtube.com/watch?v=---aQ-tA5_A'},\n",
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       "  'url': 'https://www.youtube.com/watch?v=--0NTAs-fA0'},\n",
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       "  'url': 'https://www.youtube.com/watch?v=--6XapylEsA'},\n",
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       "  'url': 'https://www.youtube.com/watch?v=-8ZZ3bjL0qQ'},\n",
       " '-8_U4c4Phg4': {'annotations': {'label': 'smashing', 'segment': [10.0, 20.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=-8_U4c4Phg4'},\n",
       " '-8_b2W2Yb0s': {'annotations': {'label': 'rock scissors paper',\n",
       "   'segment': [2.0, 12.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=-8_b2W2Yb0s'},\n",
       " '-8b73CM3G5E': {'annotations': {'label': 'shooting basketball',\n",
       "   'segment': [1.0, 11.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=-8b73CM3G5E'},\n",
       " '-8bcWwFyNEU': {'annotations': {'label': 'applying cream',\n",
       "   'segment': [47.0, 57.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=-8bcWwFyNEU'},\n",
       " '-8berYHSnpY': {'annotations': {'label': 'ironing', 'segment': [0.0, 10.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=-8berYHSnpY'},\n",
       " '-8dDh2JSy_E': {'annotations': {'label': 'eating ice cream',\n",
       "   'segment': [3.0, 13.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=-8dDh2JSy_E'},\n",
       " '-8dTHQj-N4c': {'annotations': {'label': 'bouncing on trampoline',\n",
       "   'segment': [10.0, 20.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=-8dTHQj-N4c'},\n",
       " '-8fJuX9SV60': {'annotations': {'label': 'folding clothes',\n",
       "   'segment': [0.0, 10.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=-8fJuX9SV60'},\n",
       " '-8fvlRU8aAI': {'annotations': {'label': 'pumping fist',\n",
       "   'segment': [157.0, 167.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=-8fvlRU8aAI'},\n",
       " '-8gBYxnmL3g': {'annotations': {'label': 'tai chi',\n",
       "   'segment': [132.0, 142.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=-8gBYxnmL3g'},\n",
       " '-8hHncop5v0': {'annotations': {'label': 'breaking boards',\n",
       "   'segment': [7.0, 17.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=-8hHncop5v0'},\n",
       " '-8hKdGdvZdg': {'annotations': {'label': 'snowboarding',\n",
       "   'segment': [80.0, 90.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=-8hKdGdvZdg'},\n",
       " '-8hqun9tyfc': {'annotations': {'label': 'lock picking',\n",
       "   'segment': [16.0, 26.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=-8hqun9tyfc'},\n",
       " '-8iXSGgJapw': {'annotations': {'label': 'decorating the christmas tree',\n",
       "   'segment': [7.0, 17.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=-8iXSGgJapw'},\n",
       " '-8ieGoxXh0A': {'annotations': {'label': 'folding napkins',\n",
       "   'segment': [11.0, 21.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=-8ieGoxXh0A'},\n",
       " '-8k3AnXTBD8': {'annotations': {'label': 'front raises',\n",
       "   'segment': [47.0, 57.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=-8k3AnXTBD8'},\n",
       " '-8kap3Yv36A': {'annotations': {'label': 'krumping', 'segment': [31.0, 41.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=-8kap3Yv36A'},\n",
       " '-8khhEKByEM': {'annotations': {'label': 'air drumming',\n",
       "   'segment': [6.0, 16.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=-8khhEKByEM'},\n",
       " '-8n8BguY7_Y': {'annotations': {'label': 'water skiing',\n",
       "   'segment': [0.0, 10.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=-8n8BguY7_Y'},\n",
       " '-8o-Rn_L3VY': {'annotations': {'label': 'shooting basketball',\n",
       "   'segment': [0.0, 10.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=-8o-Rn_L3VY'},\n",
       " '-8oHib4HItg': {'annotations': {'label': 'using a sledge hammer',\n",
       "   'segment': [0.0, 10.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=-8oHib4HItg'},\n",
       " '-8p7pwxhob8': {'annotations': {'label': 'playing harmonica',\n",
       "   'segment': [2.0, 12.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=-8p7pwxhob8'},\n",
       " '-8pD5cFWVHo': {'annotations': {'label': 'playing polo',\n",
       "   'segment': [0.0, 10.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=-8pD5cFWVHo'},\n",
       " '-8q2bmXWoRw': {'annotations': {'label': 'rock scissors paper',\n",
       "   'segment': [2.0, 12.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=-8q2bmXWoRw'},\n",
       " ...}"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "training_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'abseiling',\n",
       " 'acting in play',\n",
       " 'adjusting glasses',\n",
       " 'air drumming',\n",
       " 'alligator wrestling',\n",
       " 'answering questions',\n",
       " 'applauding',\n",
       " 'applying cream',\n",
       " 'archaeological excavation',\n",
       " 'archery',\n",
       " 'arguing',\n",
       " 'arm wrestling',\n",
       " 'arranging flowers',\n",
       " 'assembling bicycle',\n",
       " 'assembling computer',\n",
       " 'attending conference',\n",
       " 'auctioning',\n",
       " 'backflip (human)',\n",
       " 'baking cookies',\n",
       " 'bandaging',\n",
       " 'barbequing',\n",
       " 'bartending',\n",
       " 'base jumping',\n",
       " 'bathing dog',\n",
       " 'battle rope training',\n",
       " 'beatboxing',\n",
       " 'bee keeping',\n",
       " 'belly dancing',\n",
       " 'bench pressing',\n",
       " 'bending back',\n",
       " 'bending metal',\n",
       " 'biking through snow',\n",
       " 'blasting sand',\n",
       " 'blowdrying hair',\n",
       " 'blowing bubble gum',\n",
       " 'blowing glass',\n",
       " 'blowing leaves',\n",
       " 'blowing nose',\n",
       " 'blowing out candles',\n",
       " 'bobsledding',\n",
       " 'bodysurfing',\n",
       " 'bookbinding',\n",
       " 'bottling',\n",
       " 'bouncing on bouncy castle',\n",
       " 'bouncing on trampoline',\n",
       " 'bowling',\n",
       " 'braiding hair',\n",
       " 'breading or breadcrumbing',\n",
       " 'breakdancing',\n",
       " 'breaking boards',\n",
       " 'breathing fire',\n",
       " 'brush painting',\n",
       " 'brushing hair',\n",
       " 'brushing teeth',\n",
       " 'building cabinet',\n",
       " 'building lego',\n",
       " 'building sandcastle',\n",
       " 'building shed',\n",
       " 'bull fighting',\n",
       " 'bulldozing',\n",
       " 'bungee jumping',\n",
       " 'burping',\n",
       " 'busking',\n",
       " 'calculating',\n",
       " 'calligraphy',\n",
       " 'canoeing or kayaking',\n",
       " 'capoeira',\n",
       " 'capsizing',\n",
       " 'card stacking',\n",
       " 'card throwing',\n",
       " 'carrying baby',\n",
       " 'cartwheeling',\n",
       " 'carving ice',\n",
       " 'carving pumpkin',\n",
       " 'casting fishing line',\n",
       " 'catching fish',\n",
       " 'catching or throwing baseball',\n",
       " 'catching or throwing frisbee',\n",
       " 'catching or throwing softball',\n",
       " 'celebrating',\n",
       " 'changing gear in car',\n",
       " 'changing oil',\n",
       " 'changing wheel (not on bike)',\n",
       " 'checking tires',\n",
       " 'cheerleading',\n",
       " 'chewing gum',\n",
       " 'chiseling stone',\n",
       " 'chiseling wood',\n",
       " 'chopping meat',\n",
       " 'chopping vegetables',\n",
       " 'chopping wood',\n",
       " 'clam digging',\n",
       " 'clapping',\n",
       " 'clay pottery making',\n",
       " 'clean and jerk',\n",
       " 'cleaning gutters',\n",
       " 'cleaning pool',\n",
       " 'cleaning shoes',\n",
       " 'cleaning toilet',\n",
       " 'cleaning windows',\n",
       " 'climbing a rope',\n",
       " 'climbing ladder',\n",
       " 'climbing tree',\n",
       " 'coloring in',\n",
       " 'combing hair',\n",
       " 'contact juggling',\n",
       " 'contorting',\n",
       " 'cooking egg',\n",
       " 'cooking on campfire',\n",
       " 'cooking sausages (not on barbeque)',\n",
       " 'cooking scallops',\n",
       " 'cosplaying',\n",
       " 'counting money',\n",
       " 'country line dancing',\n",
       " 'cracking back',\n",
       " 'cracking knuckles',\n",
       " 'cracking neck',\n",
       " 'crawling baby',\n",
       " 'crossing eyes',\n",
       " 'crossing river',\n",
       " 'crying',\n",
       " 'cumbia',\n",
       " 'curling (sport)',\n",
       " 'curling hair',\n",
       " 'cutting apple',\n",
       " 'cutting nails',\n",
       " 'cutting orange',\n",
       " 'cutting pineapple',\n",
       " 'cutting watermelon',\n",
       " 'dancing ballet',\n",
       " 'dancing charleston',\n",
       " 'dancing gangnam style',\n",
       " 'dancing macarena',\n",
       " 'deadlifting',\n",
       " 'decorating the christmas tree',\n",
       " 'delivering mail',\n",
       " 'dining',\n",
       " 'directing traffic',\n",
       " 'disc golfing',\n",
       " 'diving cliff',\n",
       " 'docking boat',\n",
       " 'dodgeball',\n",
       " 'doing aerobics',\n",
       " 'doing jigsaw puzzle',\n",
       " 'doing laundry',\n",
       " 'doing nails',\n",
       " 'drawing',\n",
       " 'dribbling basketball',\n",
       " 'drinking shots',\n",
       " 'driving car',\n",
       " 'driving tractor',\n",
       " 'drooling',\n",
       " 'drop kicking',\n",
       " 'drumming fingers',\n",
       " 'dumpster diving',\n",
       " 'dunking basketball',\n",
       " 'dyeing eyebrows',\n",
       " 'dyeing hair',\n",
       " 'eating burger',\n",
       " 'eating cake',\n",
       " 'eating carrots',\n",
       " 'eating chips',\n",
       " 'eating doughnuts',\n",
       " 'eating hotdog',\n",
       " 'eating ice cream',\n",
       " 'eating spaghetti',\n",
       " 'eating watermelon',\n",
       " 'egg hunting',\n",
       " 'embroidering',\n",
       " 'exercising with an exercise ball',\n",
       " 'extinguishing fire',\n",
       " 'faceplanting',\n",
       " 'falling off bike',\n",
       " 'falling off chair',\n",
       " 'feeding birds',\n",
       " 'feeding fish',\n",
       " 'feeding goats',\n",
       " 'fencing (sport)',\n",
       " 'fidgeting',\n",
       " 'finger snapping',\n",
       " 'fixing bicycle',\n",
       " 'fixing hair',\n",
       " 'flint knapping',\n",
       " 'flipping pancake',\n",
       " 'fly tying',\n",
       " 'flying kite',\n",
       " 'folding clothes',\n",
       " 'folding napkins',\n",
       " 'folding paper',\n",
       " 'front raises',\n",
       " 'frying vegetables',\n",
       " 'geocaching',\n",
       " 'getting a haircut',\n",
       " 'getting a piercing',\n",
       " 'getting a tattoo',\n",
       " 'giving or receiving award',\n",
       " 'gold panning',\n",
       " 'golf chipping',\n",
       " 'golf driving',\n",
       " 'golf putting',\n",
       " 'gospel singing in church',\n",
       " 'grinding meat',\n",
       " 'grooming dog',\n",
       " 'grooming horse',\n",
       " 'gymnastics tumbling',\n",
       " 'hammer throw',\n",
       " 'hand washing clothes',\n",
       " 'head stand',\n",
       " 'headbanging',\n",
       " 'headbutting',\n",
       " 'high jump',\n",
       " 'high kick',\n",
       " 'historical reenactment',\n",
       " 'hitting baseball',\n",
       " 'hockey stop',\n",
       " 'holding snake',\n",
       " 'home roasting coffee',\n",
       " 'hopscotch',\n",
       " 'hoverboarding',\n",
       " 'huddling',\n",
       " 'hugging (not baby)',\n",
       " 'hugging baby',\n",
       " 'hula hooping',\n",
       " 'hurdling',\n",
       " 'hurling (sport)',\n",
       " 'ice climbing',\n",
       " 'ice fishing',\n",
       " 'ice skating',\n",
       " 'ice swimming',\n",
       " 'inflating balloons',\n",
       " 'installing carpet',\n",
       " 'ironing',\n",
       " 'ironing hair',\n",
       " 'javelin throw',\n",
       " 'jaywalking',\n",
       " 'jetskiing',\n",
       " 'jogging',\n",
       " 'juggling balls',\n",
       " 'juggling fire',\n",
       " 'juggling soccer ball',\n",
       " 'jumping bicycle',\n",
       " 'jumping into pool',\n",
       " 'jumping jacks',\n",
       " 'jumpstyle dancing',\n",
       " 'karaoke',\n",
       " 'kicking field goal',\n",
       " 'kicking soccer ball',\n",
       " 'kissing',\n",
       " 'kitesurfing',\n",
       " 'knitting',\n",
       " 'krumping',\n",
       " 'land sailing',\n",
       " 'laughing',\n",
       " 'lawn mower racing',\n",
       " 'laying bricks',\n",
       " 'laying concrete',\n",
       " 'laying stone',\n",
       " 'laying tiles',\n",
       " 'leatherworking',\n",
       " 'licking',\n",
       " 'lifting hat',\n",
       " 'lighting fire',\n",
       " 'lock picking',\n",
       " 'long jump',\n",
       " 'longboarding',\n",
       " 'looking at phone',\n",
       " 'luge',\n",
       " 'lunge',\n",
       " 'making a cake',\n",
       " 'making a sandwich',\n",
       " 'making balloon shapes',\n",
       " 'making bubbles',\n",
       " 'making cheese',\n",
       " 'making horseshoes',\n",
       " 'making jewelry',\n",
       " 'making paper aeroplanes',\n",
       " 'making pizza',\n",
       " 'making snowman',\n",
       " 'making sushi',\n",
       " 'making tea',\n",
       " 'making the bed',\n",
       " 'marching',\n",
       " 'marriage proposal',\n",
       " 'massaging back',\n",
       " 'massaging feet',\n",
       " 'massaging legs',\n",
       " 'massaging neck',\n",
       " \"massaging person's head\",\n",
       " 'milking cow',\n",
       " 'moon walking',\n",
       " 'mopping floor',\n",
       " 'mosh pit dancing',\n",
       " 'motorcycling',\n",
       " 'mountain climber (exercise)',\n",
       " 'moving furniture',\n",
       " 'mowing lawn',\n",
       " 'mushroom foraging',\n",
       " 'needle felting',\n",
       " 'news anchoring',\n",
       " 'opening bottle (not wine)',\n",
       " 'opening door',\n",
       " 'opening present',\n",
       " 'opening refrigerator',\n",
       " 'opening wine bottle',\n",
       " 'packing',\n",
       " 'paragliding',\n",
       " 'parasailing',\n",
       " 'parkour',\n",
       " 'passing American football (in game)',\n",
       " 'passing american football (not in game)',\n",
       " 'passing soccer ball',\n",
       " 'peeling apples',\n",
       " 'peeling potatoes',\n",
       " 'person collecting garbage',\n",
       " 'petting animal (not cat)',\n",
       " 'petting cat',\n",
       " 'photobombing',\n",
       " 'photocopying',\n",
       " 'picking fruit',\n",
       " 'pillow fight',\n",
       " 'pinching',\n",
       " 'pirouetting',\n",
       " 'planing wood',\n",
       " 'planting trees',\n",
       " 'plastering',\n",
       " 'playing accordion',\n",
       " 'playing badminton',\n",
       " 'playing bagpipes',\n",
       " 'playing basketball',\n",
       " 'playing bass guitar',\n",
       " 'playing beer pong',\n",
       " 'playing blackjack',\n",
       " 'playing cello',\n",
       " 'playing chess',\n",
       " 'playing clarinet',\n",
       " 'playing controller',\n",
       " 'playing cricket',\n",
       " 'playing cymbals',\n",
       " 'playing darts',\n",
       " 'playing didgeridoo',\n",
       " 'playing dominoes',\n",
       " 'playing drums',\n",
       " 'playing field hockey',\n",
       " 'playing flute',\n",
       " 'playing gong',\n",
       " 'playing guitar',\n",
       " 'playing hand clapping games',\n",
       " 'playing harmonica',\n",
       " 'playing harp',\n",
       " 'playing ice hockey',\n",
       " 'playing keyboard',\n",
       " 'playing kickball',\n",
       " 'playing laser tag',\n",
       " 'playing lute',\n",
       " 'playing maracas',\n",
       " 'playing marbles',\n",
       " 'playing monopoly',\n",
       " 'playing netball',\n",
       " 'playing ocarina',\n",
       " 'playing organ',\n",
       " 'playing paintball',\n",
       " 'playing pan pipes',\n",
       " 'playing piano',\n",
       " 'playing pinball',\n",
       " 'playing ping pong',\n",
       " 'playing poker',\n",
       " 'playing polo',\n",
       " 'playing recorder',\n",
       " 'playing rubiks cube',\n",
       " 'playing saxophone',\n",
       " 'playing scrabble',\n",
       " 'playing squash or racquetball',\n",
       " 'playing tennis',\n",
       " 'playing trombone',\n",
       " 'playing trumpet',\n",
       " 'playing ukulele',\n",
       " 'playing violin',\n",
       " 'playing volleyball',\n",
       " 'playing with trains',\n",
       " 'playing xylophone',\n",
       " 'poking bellybutton',\n",
       " 'pole vault',\n",
       " 'polishing metal',\n",
       " 'popping balloons',\n",
       " 'pouring beer',\n",
       " 'preparing salad',\n",
       " 'presenting weather forecast',\n",
       " 'pull ups',\n",
       " 'pumping fist',\n",
       " 'pumping gas',\n",
       " 'punching bag',\n",
       " 'punching person (boxing)',\n",
       " 'push up',\n",
       " 'pushing car',\n",
       " 'pushing cart',\n",
       " 'pushing wheelbarrow',\n",
       " 'pushing wheelchair',\n",
       " 'putting in contact lenses',\n",
       " 'putting on eyeliner',\n",
       " 'putting on foundation',\n",
       " 'putting on lipstick',\n",
       " 'putting on mascara',\n",
       " 'putting on sari',\n",
       " 'putting on shoes',\n",
       " 'raising eyebrows',\n",
       " 'reading book',\n",
       " 'reading newspaper',\n",
       " 'recording music',\n",
       " 'repairing puncture',\n",
       " 'riding a bike',\n",
       " 'riding camel',\n",
       " 'riding elephant',\n",
       " 'riding mechanical bull',\n",
       " 'riding mule',\n",
       " 'riding or walking with horse',\n",
       " 'riding scooter',\n",
       " 'riding snow blower',\n",
       " 'riding unicycle',\n",
       " 'ripping paper',\n",
       " 'roasting marshmallows',\n",
       " 'roasting pig',\n",
       " 'robot dancing',\n",
       " 'rock climbing',\n",
       " 'rock scissors paper',\n",
       " 'roller skating',\n",
       " 'rolling pastry',\n",
       " 'rope pushdown',\n",
       " 'running on treadmill',\n",
       " 'sailing',\n",
       " 'salsa dancing',\n",
       " 'sanding floor',\n",
       " 'sausage making',\n",
       " 'sawing wood',\n",
       " 'scrambling eggs',\n",
       " 'scrapbooking',\n",
       " 'scrubbing face',\n",
       " 'scuba diving',\n",
       " 'separating eggs',\n",
       " 'setting table',\n",
       " 'sewing',\n",
       " 'shaking hands',\n",
       " 'shaking head',\n",
       " 'shaping bread dough',\n",
       " 'sharpening knives',\n",
       " 'sharpening pencil',\n",
       " 'shaving head',\n",
       " 'shaving legs',\n",
       " 'shearing sheep',\n",
       " 'shining flashlight',\n",
       " 'shining shoes',\n",
       " 'shooting basketball',\n",
       " 'shooting goal (soccer)',\n",
       " 'shopping',\n",
       " 'shot put',\n",
       " 'shoveling snow',\n",
       " 'shucking oysters',\n",
       " 'shuffling cards',\n",
       " 'shuffling feet',\n",
       " 'side kick',\n",
       " 'sign language interpreting',\n",
       " 'singing',\n",
       " 'sipping cup',\n",
       " 'situp',\n",
       " 'skateboarding',\n",
       " 'ski jumping',\n",
       " 'skiing crosscountry',\n",
       " 'skiing mono',\n",
       " 'skiing slalom',\n",
       " 'skipping rope',\n",
       " 'skipping stone',\n",
       " 'skydiving',\n",
       " 'slacklining',\n",
       " 'slapping',\n",
       " 'sled dog racing',\n",
       " 'sleeping',\n",
       " 'smashing',\n",
       " 'smelling feet',\n",
       " 'smoking',\n",
       " 'smoking hookah',\n",
       " 'smoking pipe',\n",
       " 'snatch weight lifting',\n",
       " 'sneezing',\n",
       " 'snorkeling',\n",
       " 'snowboarding',\n",
       " 'snowkiting',\n",
       " 'snowmobiling',\n",
       " 'somersaulting',\n",
       " 'spelunking',\n",
       " 'spinning poi',\n",
       " 'spray painting',\n",
       " 'springboard diving',\n",
       " 'square dancing',\n",
       " 'squat',\n",
       " 'standing on hands',\n",
       " 'staring',\n",
       " 'steer roping',\n",
       " 'sticking tongue out',\n",
       " 'stomping grapes',\n",
       " 'stretching arm',\n",
       " 'stretching leg',\n",
       " 'sucking lolly',\n",
       " 'surfing crowd',\n",
       " 'surfing water',\n",
       " 'sweeping floor',\n",
       " 'swimming backstroke',\n",
       " 'swimming breast stroke',\n",
       " 'swimming butterfly stroke',\n",
       " 'swimming front crawl',\n",
       " 'swing dancing',\n",
       " 'swinging baseball bat',\n",
       " 'swinging on something',\n",
       " 'sword fighting',\n",
       " 'sword swallowing',\n",
       " 'tackling',\n",
       " 'tagging graffiti',\n",
       " 'tai chi',\n",
       " 'talking on cell phone',\n",
       " 'tango dancing',\n",
       " 'tap dancing',\n",
       " 'tapping guitar',\n",
       " 'tapping pen',\n",
       " 'tasting beer',\n",
       " 'tasting food',\n",
       " 'tasting wine',\n",
       " 'testifying',\n",
       " 'texting',\n",
       " 'threading needle',\n",
       " 'throwing axe',\n",
       " 'throwing ball (not baseball or American football)',\n",
       " 'throwing discus',\n",
       " 'throwing knife',\n",
       " 'throwing snowballs',\n",
       " 'throwing tantrum',\n",
       " 'throwing water balloon',\n",
       " 'tickling',\n",
       " 'tie dying',\n",
       " 'tightrope walking',\n",
       " 'tiptoeing',\n",
       " 'tobogganing',\n",
       " 'tossing coin',\n",
       " 'training dog',\n",
       " 'trapezing',\n",
       " 'trimming or shaving beard',\n",
       " 'trimming shrubs',\n",
       " 'trimming trees',\n",
       " 'triple jump',\n",
       " 'twiddling fingers',\n",
       " 'tying bow tie',\n",
       " 'tying knot (not on a tie)',\n",
       " 'tying necktie',\n",
       " 'tying shoe laces',\n",
       " 'unboxing',\n",
       " 'unloading truck',\n",
       " 'using a microscope',\n",
       " 'using a paint roller',\n",
       " 'using a power drill',\n",
       " 'using a sledge hammer',\n",
       " 'using a wrench',\n",
       " 'using atm',\n",
       " 'using bagging machine',\n",
       " 'using circular saw',\n",
       " 'using inhaler',\n",
       " 'using puppets',\n",
       " 'using remote controller (not gaming)',\n",
       " 'using segway',\n",
       " 'vacuuming floor',\n",
       " 'visiting the zoo',\n",
       " 'wading through mud',\n",
       " 'wading through water',\n",
       " 'waiting in line',\n",
       " 'waking up',\n",
       " 'walking the dog',\n",
       " 'walking through snow',\n",
       " 'washing dishes',\n",
       " 'washing feet',\n",
       " 'washing hair',\n",
       " 'washing hands',\n",
       " 'watching tv',\n",
       " 'water skiing',\n",
       " 'water sliding',\n",
       " 'watering plants',\n",
       " 'waving hand',\n",
       " 'waxing back',\n",
       " 'waxing chest',\n",
       " 'waxing eyebrows',\n",
       " 'waxing legs',\n",
       " 'weaving basket',\n",
       " 'weaving fabric',\n",
       " 'welding',\n",
       " 'whistling',\n",
       " 'windsurfing',\n",
       " 'winking',\n",
       " 'wood burning (art)',\n",
       " 'wrapping present',\n",
       " 'wrestling',\n",
       " 'writing',\n",
       " 'yarn spinning',\n",
       " 'yawning',\n",
       " 'yoga',\n",
       " 'zumba'}"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# categories in the training dataset\n",
    "set([training_data[str(i)]['annotations']['label'] for i in training_data.keys()])\n",
    "\n",
    "# categories in the testing set\n",
    "set([test_data[str(i)]['annotations']['label'] for i in test_data.keys()])\n",
    "\n",
    "# categories in the validation set\n",
    "set([val_data[str(i)]['annotations']['label'] for i in val_data.keys()])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "600"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# number of categories in the training dataset\n",
    "len(set([training_data[str(i)]['annotations']['label'] for i in training_data.keys()]))\n",
    "\n",
    "# number of categories in test dataset\n",
    "len(set([test_data[str(i)]['annotations']['label'] for i in test_data.keys()]))\n",
    "\n",
    "# number of categories in validation dataset\n",
    "len(set([val_data[str(i)]['annotations']['label'] for i in val_data.keys()]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of mosh pit train videos:  487\n",
      "Number of mosh pit test videos:  100\n",
      "Number of mosh pit validation videos:  50\n"
     ]
    }
   ],
   "source": [
    "# number of mosh pit videos in training dataset\n",
    "print(\"Number of mosh pit train videos: \", len([training_data[i] for i in training_data.keys() if training_data[i]['annotations']['label'] == 'mosh pit dancing']))\n",
    "\n",
    "# number of mosh pit videos in testing dataset\n",
    "print(\"Number of mosh pit test videos: \", len([test_data[i] for i in test_data.keys() if test_data[i]['annotations']['label'] == 'mosh pit dancing']))\n",
    "\n",
    "# number of mosh pit videos in validation dataset\n",
    "print(\"Number of mosh pit validation videos: \", len([val_data[i] for i in val_data.keys() if val_data[i]['annotations']['label'] == 'mosh pit dancing']))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'annotations': {'label': 'mosh pit dancing', 'segment': [3.0, 13.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=-7kBVsJ5bDY'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [41.0, 51.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=-87nn_xb9h4'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [18.0, 28.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=-9N39otwJl8'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [71.0, 81.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=-FlmGrXekFk'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [57.0, 67.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=-JNUB_xFQO0'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [14.0, 24.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=-QLgWy2qB_E'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [65.0, 75.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=-ReLKbU_Xa8'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [8.0, 18.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=-SDy1wLQ6CQ'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [50.0, 60.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=-XEFidmMS6g'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [4.0, 14.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=-ZZ9N1fh-wE'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [38.0, 48.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=-afSjvCPyps'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [0.0, 10.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=-nMGxZgVw7w'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [115.0, 125.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=-uD1Rdt0mG0'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [110.0, 120.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=-z0etv311S4'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [2.0, 12.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=02ff4iB-AxU'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [0.0, 10.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=0926nXPz1gY'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [3.0, 13.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=0Koeugb8HGc'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [13.0, 23.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=0NGtbGdvmL0'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [0.0, 10.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=0hUHagLRaCw'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [0.0, 10.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=1-xQsI1tYXA'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [5.0, 15.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=15kl_7XzIAU'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [84.0, 94.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=17jWUZLYi8g'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [2.0, 12.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=1JenBZl53VM'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [15.0, 25.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=1Q7c4jHnXtg'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [0.0, 10.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=1RYyaxu1rdI'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [92.0, 102.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=1gwhKlcguJk'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [19.0, 29.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=1oPp9EJRpw0'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [4.0, 14.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=1r6E-w8rFoY'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [21.0, 31.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=1ua0EHTonwg'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [21.0, 31.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=1zKvaFx5-j4'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [81.0, 91.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=2A0XIY5H9x0'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [2.0, 12.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=2KOYqVSekbU'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [0.0, 10.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=2OIiC7cyeKE'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [0.0, 10.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=2OoAqoiNsQc'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [35.0, 45.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=2l3FTee3kvk'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [37.0, 47.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=30H4sGO0_B8'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [0.0, 10.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=310WFh9uXAc'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [6.0, 16.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=32mUvgWkBhQ'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [0.0, 10.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=3CKvIsaRppM'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [249.0, 259.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=3ctkTB5GZQQ'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [11.0, 21.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=3nU1Ccqu3mI'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [18.0, 28.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=3tjaYxGnXWU'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [43.0, 53.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=3u67nLZqRVs'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [1.0, 11.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=41E0MXgeZag'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [20.0, 30.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=4EV_JlF6PVA'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [0.0, 10.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=4EuaXY1-2Ds'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [335.0, 345.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=4Hp4f7JgUsA'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [0.0, 10.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=4TVce_5jjiM'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [0.0, 10.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=4zbkcUF8kw4'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [0.0, 10.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=5F25z88Cw2g'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [93.0, 103.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=5RxIfMtH9l8'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [5.0, 15.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=5dCGIXIpc44'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [0.0, 10.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=5h7b-x_MVVo'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [40.0, 50.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=5jKU7gdxncE'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [24.0, 34.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=62FxIQjYAOQ'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [0.0, 10.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=65uojzC-txs'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [38.0, 48.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=6NNGGcBeGo4'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [24.0, 34.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=6qXIx8vKsp8'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [0.0, 10.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=7-o0LdMpZqo'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [33.0, 43.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=73d8pMnMbKg'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [11.0, 21.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=74E7KgyCwUg'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [3.0, 13.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=75VaEVA14_4'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [0.0, 10.0]},\n",
       "  'duration': 10.0,\n",
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       " {'annotations': {'label': 'mosh pit dancing', 'segment': [33.0, 43.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=rdeYAti05Tw'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [16.0, 26.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=rmbflNBP5yw'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [0.0, 10.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=rvlfQV4YgHs'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [12.0, 22.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=rySvmGriIkI'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [28.0, 38.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=rzN845HcWow'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [6.0, 16.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=s3oJb7cSQHw'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [35.0, 45.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=s5GpxCy_xjw'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [50.0, 60.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=s7QOD9Xq8v0'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [5.0, 15.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=sAlmZtaEg_g'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [0.0, 10.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=sBsQtfnFQjs'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [66.0, 76.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=sdQymX8H8wk'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [0.0, 10.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=sif-4k_isf0'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [1.0, 11.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=svEl9mY5llo'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [8.0, 18.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=svUFY7gslxg'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [46.0, 56.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=swtr34Lvm3o'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [26.0, 36.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=sz3Iyyo2jBE'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [18.0, 28.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=t-14w88ogkw'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [7.0, 17.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=teD4aQttd0w'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [3.0, 13.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=tgw9lUQ-T0w'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [24.0, 34.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=tlyI5gsUZks'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [0.0, 10.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=tu7cFHJW4Bs'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [172.0, 182.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=u1UjHIU8nDo'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [122.0, 132.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=u5RPolT9Ius'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [76.0, 86.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=uVPR-reuG_8'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [17.0, 27.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=utJdZZ7Ke_Q'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [0.0, 10.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=uxalPdl8yfw'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [5.0, 15.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=v-vbir882jk'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [29.0, 39.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=v5SW6YARtCo'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [62.0, 72.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=vBe085KqHQs'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [46.0, 56.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=vZY9VLQR4h4'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [89.0, 99.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=vZz6wM1mpt8'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [2.0, 12.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=vh2YfW4SRKI'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [453.0, 463.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=vvvCcu6AeC8'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [55.0, 65.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=vx9KSNCwzcA'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [29.0, 39.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=w9M86NaU3oE'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [8.0, 18.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=wFVByNMThVY'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [4.0, 14.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=wZzMC5ZddJM'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [0.0, 10.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=w_RmsAt5CuM'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [0.0, 10.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=wfCYcDOqjrs'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [0.0, 10.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=wn19D0TDd7I'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [23.0, 33.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=wtaZlSS1hT0'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [10.0, 20.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=wwaglMWe7_8'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [80.0, 90.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=x0LzgIUDIes'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [22.0, 32.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=x1ZQMmhsDu8'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [0.0, 10.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=x4g9gtZgVFs'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [52.0, 62.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=x6dAQZHY450'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [20.0, 30.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=xBj_iHvp1As'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [6.0, 16.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=xPhZR4CS7Lo'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [185.0, 195.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=xT_q5qnF3gA'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [33.0, 43.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=xpjFZEpOI6I'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [0.0, 10.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=xzOzSBoJoKc'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [26.0, 36.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=y7bcuvpmz_s'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [30.0, 40.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=y8cejGaOHnQ'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [115.0, 125.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=yNNwLGZS9_8'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [9.0, 19.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=yNa2EF4VJ_E'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [26.0, 36.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=yRTEZGNjGCQ'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [20.0, 30.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=yXX7HNAMuts'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [7.0, 17.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=ycQQwGNBTtA'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [1.0, 11.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=ypw_9oZSi00'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [40.0, 50.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=yrcqvKgVo1A'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [72.0, 82.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=z8O0WUrPc3g'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [31.0, 41.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=zQc9W1suMGs'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [0.0, 10.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=zR68h1j1Ssc'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [0.0, 10.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=zgXHWCdauaA'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [0.0, 10.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=zjtS-6-KwOo'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [5.0, 15.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=zlGfEJFE4W8'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [9.0, 19.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=zmhYhsdaqu8'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [18.0, 28.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=zpCAv9ui_Cg'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [12.0, 22.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=zrajvQ0I_GE'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [42.0, 52.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=zsY9bKeIW9o'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [14.0, 24.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=zuT48rv-0wU'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [13.0, 23.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'train',\n",
       "  'url': 'https://www.youtube.com/watch?v=zxhj8Mg2oNE'}]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Actual mosh pit training videos \n",
    "training_moshpit_list = [training_data[i] for i in training_data.keys() if training_data[i]['annotations']['label'] == 'mosh pit dancing']\n",
    "training_moshpit_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'annotations': {'label': 'mosh pit dancing', 'segment': [22.0, 32.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=11B29DHp8Pw'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [0.0, 10.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=1FekqE_kUEQ'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [105.0, 115.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=1jF804rx_AI'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [0.0, 10.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=2S5LB2sHLFY'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [10.0, 20.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=2qzgHKsZWXA'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [97.0, 107.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=2vOTeppM63c'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [38.0, 48.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=3Cyw3IRoG8U'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [48.0, 58.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=3HSgxGA0ssg'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [0.0, 10.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=4s8TlaFCORw'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [0.0, 10.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=5AX9o3he6Nk'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [22.0, 32.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=5aGeo5GNdQs'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [2.0, 12.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=6PehvATWLhs'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [160.0, 170.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=758JnFuVv5U'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [13.0, 23.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=8YscXcbgf54'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [102.0, 112.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=97Ys5SgMbZY'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [17.0, 27.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=AwxvS26nEEU'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [1.0, 11.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=C3lLzFIvEmU'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [87.0, 97.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=Cb-CNwo8H90'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [18.0, 28.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=DoetEdiB1Dg'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [2.0, 12.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=EEc73hygCJA'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [8.0, 18.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=FWMgMk0IgC4'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [0.0, 10.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=Ff4Gde7btZo'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [11.0, 21.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=G473N_m4gE0'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [0.0, 10.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=HM2P3-ye74g'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [8.0, 18.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=HsrSEIQVGwg'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [78.0, 88.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=IWoZGYUUja8'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [0.0, 10.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=JFJrp63yMAo'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [0.0, 10.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=K2WoWSGIq40'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [0.0, 10.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=KYQLuPZIt6I'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [21.0, 31.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=KesufVn7Pmg'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [261.0, 271.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=KiLiKMv3RQQ'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [9.0, 19.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=KjmizjZi5NU'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [83.0, 93.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=KvAmASWOZAw'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [0.0, 10.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=LDf-VmM5UMU'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [20.0, 30.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=LYgHpvk31E0'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [2.0, 12.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=MRG45WL9JQw'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [20.0, 30.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=MlFVbzfgGTY'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [12.0, 22.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=NJEkCbghwj4'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [12.0, 22.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=OojkatJwPJg'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [36.0, 46.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=P8zzseufdUk'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [119.0, 129.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=PbTShakTFFw'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [0.0, 10.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=QnDdUEcqk30'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [0.0, 10.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=SOrwBnuDyT4'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [120.0, 130.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=Sz2OWr0LYJ4'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [10.0, 20.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=V16n0O2pWMc'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [0.0, 10.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=VEecn5Jl3G4'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [5.0, 15.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=W-jX-dIkHdY'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [5.0, 15.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=YpyJSc4ih7g'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [9.0, 19.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=ZKXeniD11Zg'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [0.0, 10.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=_OndrnaxT-M'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [0.0, 10.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=b2z51ez006g'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [0.0, 10.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=bATufyT7kkM'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [11.0, 21.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=b_Z5tff72lA'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [0.0, 10.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=bwzPlTWwHoM'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [37.0, 47.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=cbyu77UNzMQ'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [19.0, 29.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=crpsfGQd1hA'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [4.0, 14.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=d1MyttALOtc'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [4.0, 14.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=diBBG5wj2YI'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [43.0, 53.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=fUv1fc2GhT0'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [63.0, 73.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=gZKe_AuyXTo'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [11.0, 21.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=gbyHwcewzOc'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [6.0, 16.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=gctVkCJrStM'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [1.0, 11.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=gwCQQUIDYsI'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [0.0, 10.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=gxwV6SQ2A-Q'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [121.0, 131.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=iBZqa_S30lI'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [83.0, 93.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=iSiNHQEspC0'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [0.0, 10.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=iXUMc3JPWsg'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [0.0, 10.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=j7clUemCfh4'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [0.0, 10.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=jaW8bsg3zHc'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [7.0, 17.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=joGMmNNCwMc'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [0.0, 10.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=jsQcq2Ka92k'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [212.0, 222.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=kJmjdhXQIwg'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [6.0, 16.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=kelfyJR3xks'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [111.0, 121.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=ltz_SI-Im9o'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [26.0, 36.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=mOp2cCtDFYw'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [0.0, 10.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=mnqpetIHciw'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [0.0, 10.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=nUADTXws5lw'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [6.0, 16.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=nYfG7YgNhvw'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [212.0, 222.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=oPtxmzQMhIc'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [58.0, 68.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=orimZTtEFds'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [35.0, 45.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=pCe3fKx2ADA'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [132.0, 142.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=pb14r_dTU0k'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [0.0, 10.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=ppxhVo86RRQ'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [14.0, 24.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=puRHEwyst-k'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [62.0, 72.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=qh4ME7zpKJI'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [2.0, 12.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=qtuvqp7EOk8'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [96.0, 106.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=rBMyjoy93gk'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [8.0, 18.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=rZPSiUmR6Io'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [10.0, 20.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=t5EVEnR4bGg'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [17.0, 27.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=tSQ-AAHs1Ic'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [98.0, 108.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=vmP-X1_45BM'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [17.0, 27.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=xB6kAb2JOXM'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [6.0, 16.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=xKK35Bvwj0k'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [0.0, 10.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=xLsaIxtNXfk'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [27.0, 37.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=xkgcyqCkZzE'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [44.0, 54.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=y2yaxclrKbI'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [0.0, 10.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=yjmQsXHj6X0'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [94.0, 104.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=zJ_fB82Apw4'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [0.0, 10.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=zMLWA4oVkSg'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [21.0, 31.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'test',\n",
       "  'url': 'https://www.youtube.com/watch?v=zMatNDi5xrc'}]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Actual mosh pit testing videos\n",
    "[test_data[i] for i in test_data.keys() if test_data[i]['annotations']['label'] == 'mosh pit dancing']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'annotations': {'label': 'mosh pit dancing', 'segment': [1.0, 11.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'val',\n",
       "  'url': 'https://www.youtube.com/watch?v=-Vxhx6-lSzU'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [24.0, 34.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'val',\n",
       "  'url': 'https://www.youtube.com/watch?v=0LD-BeXuwJ8'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [1.0, 11.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'val',\n",
       "  'url': 'https://www.youtube.com/watch?v=2GE5P8hxWno'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [204.0, 214.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'val',\n",
       "  'url': 'https://www.youtube.com/watch?v=44wdOszl3Uk'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [10.0, 20.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'val',\n",
       "  'url': 'https://www.youtube.com/watch?v=4NJe4oRKxOU'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [0.0, 10.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'val',\n",
       "  'url': 'https://www.youtube.com/watch?v=53eg4ma4FIs'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [2.0, 12.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'val',\n",
       "  'url': 'https://www.youtube.com/watch?v=5PNJYpT8YMU'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [26.0, 36.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'val',\n",
       "  'url': 'https://www.youtube.com/watch?v=6ak1IED7SO4'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [2.0, 12.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'val',\n",
       "  'url': 'https://www.youtube.com/watch?v=70vOOj3e3D8'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [32.0, 42.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'val',\n",
       "  'url': 'https://www.youtube.com/watch?v=BIB1cqm7k9w'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [31.0, 41.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'val',\n",
       "  'url': 'https://www.youtube.com/watch?v=CAxgwVSwNMQ'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [0.0, 10.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'val',\n",
       "  'url': 'https://www.youtube.com/watch?v=D-hV8z_gNs0'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [0.0, 10.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'val',\n",
       "  'url': 'https://www.youtube.com/watch?v=E_Bv56ivtrA'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [0.0, 10.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'val',\n",
       "  'url': 'https://www.youtube.com/watch?v=FGWVGbP2OOQ'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [1.0, 11.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'val',\n",
       "  'url': 'https://www.youtube.com/watch?v=FN4bzVdySAA'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [23.0, 33.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'val',\n",
       "  'url': 'https://www.youtube.com/watch?v=GA7VF95VJZA'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [38.0, 48.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'val',\n",
       "  'url': 'https://www.youtube.com/watch?v=H08r2dav6fE'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [0.0, 10.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'val',\n",
       "  'url': 'https://www.youtube.com/watch?v=KHPwA6eoBGE'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [3.0, 13.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'val',\n",
       "  'url': 'https://www.youtube.com/watch?v=KJZLy5PVzvY'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [11.0, 21.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'val',\n",
       "  'url': 'https://www.youtube.com/watch?v=M6EAXJtUSNY'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [86.0, 96.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'val',\n",
       "  'url': 'https://www.youtube.com/watch?v=MVwDpSG5LcY'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [33.0, 43.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'val',\n",
       "  'url': 'https://www.youtube.com/watch?v=Nx3qnZtuyX8'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [34.0, 44.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'val',\n",
       "  'url': 'https://www.youtube.com/watch?v=O1PXECSNwr4'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [6.0, 16.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'val',\n",
       "  'url': 'https://www.youtube.com/watch?v=OCMDsZofTkU'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [14.0, 24.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'val',\n",
       "  'url': 'https://www.youtube.com/watch?v=TNf35_p6V6g'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [11.0, 21.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'val',\n",
       "  'url': 'https://www.youtube.com/watch?v=TOj-WjDFrjk'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [0.0, 10.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'val',\n",
       "  'url': 'https://www.youtube.com/watch?v=XxfHqUamiUY'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [5.0, 15.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'val',\n",
       "  'url': 'https://www.youtube.com/watch?v=a0T4rNFVrpI'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [0.0, 10.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'val',\n",
       "  'url': 'https://www.youtube.com/watch?v=bAuBBsNRcuY'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [1.0, 11.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'val',\n",
       "  'url': 'https://www.youtube.com/watch?v=bSj_I8A7dc8'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [77.0, 87.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'val',\n",
       "  'url': 'https://www.youtube.com/watch?v=bkU7KncK3e0'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [2.0, 12.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'val',\n",
       "  'url': 'https://www.youtube.com/watch?v=bm8etqEqbGk'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [0.0, 10.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'val',\n",
       "  'url': 'https://www.youtube.com/watch?v=dwxIjDovx04'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [137.0, 147.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'val',\n",
       "  'url': 'https://www.youtube.com/watch?v=fRHIsnfeKMs'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [0.0, 10.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'val',\n",
       "  'url': 'https://www.youtube.com/watch?v=fWyWqClqK3k'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [3.0, 13.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'val',\n",
       "  'url': 'https://www.youtube.com/watch?v=fXttQg71Q9k'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [0.0, 10.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'val',\n",
       "  'url': 'https://www.youtube.com/watch?v=hMoO-1XY7oI'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [50.0, 60.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'val',\n",
       "  'url': 'https://www.youtube.com/watch?v=iKDb6tfsQQ4'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [0.0, 10.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'val',\n",
       "  'url': 'https://www.youtube.com/watch?v=nXnsOZYTgqI'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [0.0, 10.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'val',\n",
       "  'url': 'https://www.youtube.com/watch?v=rTu2JAEIFVY'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [0.0, 10.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'val',\n",
       "  'url': 'https://www.youtube.com/watch?v=rnzTmZkGujc'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [0.0, 10.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'val',\n",
       "  'url': 'https://www.youtube.com/watch?v=rwmZANSTF2s'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [7.0, 17.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'val',\n",
       "  'url': 'https://www.youtube.com/watch?v=s6uinCc6itc'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [15.0, 25.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'val',\n",
       "  'url': 'https://www.youtube.com/watch?v=ttnIqyWNsb0'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [115.0, 125.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'val',\n",
       "  'url': 'https://www.youtube.com/watch?v=uDKeb5p2Xzg'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [1.0, 11.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'val',\n",
       "  'url': 'https://www.youtube.com/watch?v=uta8QsjTNTc'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [61.0, 71.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'val',\n",
       "  'url': 'https://www.youtube.com/watch?v=v1UEEaYF7NE'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [0.0, 10.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'val',\n",
       "  'url': 'https://www.youtube.com/watch?v=w0BD2S0tzA8'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [1.0, 11.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'val',\n",
       "  'url': 'https://www.youtube.com/watch?v=wFgky4tqX8g'},\n",
       " {'annotations': {'label': 'mosh pit dancing', 'segment': [0.0, 10.0]},\n",
       "  'duration': 10.0,\n",
       "  'subset': 'val',\n",
       "  'url': 'https://www.youtube.com/watch?v=wj_AkzTSivI'}]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Actual mosh pit validation videos\n",
    "[val_data[i] for i in val_data.keys() if val_data[i]['annotations']['label'] == 'mosh pit dancing']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Downloading from youtube"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pytube import YouTube\n",
    "import os\n",
    "from __future__ import unicode_literals\n",
    "import youtube_dl\n",
    "import urllib\n",
    "import shutil\n",
    "import ffmpeg\n",
    "import imageio\n",
    "from moviepy.editor import *\n",
    "from moviepy.video.io.ffmpeg_tools import ffmpeg_extract_subclip\n",
    "import glob"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "#download function\n",
    "def downloadYouTube(videourl, path):\n",
    "    yt = YouTube(videourl)\n",
    "    yt = yt.streams.filter(progressive=True, file_extension='mp4').order_by('resolution').desc().first()\n",
    "    if not os.path.exists(path):\n",
    "        os.makedirs(path)\n",
    "    yt.download(path)\n",
    "\n",
    "#downloadYouTube('https://www.youtube.com/watch?v=FN4bzVdySAA', './Youtube Videos')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "training_moshpit_list = [training_data[i] for i in training_data.keys() if training_data[i]['annotations']['label'] == 'mosh pit dancing']\n",
    "training_moshpit_list = training_moshpit_list[440:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Get the latest file in the folder\n",
    "def get_latest_file():\n",
    "    files_path = os.path.join('./Youtube Videos', '*')\n",
    "    files = sorted(glob.iglob(files_path), key=os.path.getctime, reverse=True) \n",
    "    #return(\"'\" + files[0] + \"'\")\n",
    "    return(files[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Moviepy - Running:\n",
      ">>> \"+ \" \".join(cmd)\n",
      "Moviepy - Command successful\n",
      "Moviepy - Running:\n",
      ">>> \"+ \" \".join(cmd)\n",
      "Moviepy - Command successful\n",
      "Moviepy - Running:\n",
      ">>> \"+ \" \".join(cmd)\n",
      "Moviepy - Command successful\n",
      "Moviepy - Running:\n",
      ">>> \"+ \" \".join(cmd)\n",
      "Moviepy - Command successful\n",
      "Moviepy - Running:\n",
      ">>> \"+ \" \".join(cmd)\n",
      "Moviepy - Command successful\n",
      "Moviepy - Running:\n",
      ">>> \"+ \" \".join(cmd)\n",
      "Moviepy - Command successful\n",
      "Moviepy - Running:\n",
      ">>> \"+ \" \".join(cmd)\n",
      "Moviepy - Command successful\n",
      "Moviepy - Running:\n",
      ">>> \"+ \" \".join(cmd)\n",
      "Moviepy - Command successful\n",
      "Moviepy - Running:\n",
      ">>> \"+ \" \".join(cmd)\n",
      "Moviepy - Command successful\n",
      "Moviepy - Running:\n",
      ">>> \"+ \" \".join(cmd)\n",
      "Moviepy - Command successful\n",
      "Moviepy - Running:\n",
      ">>> \"+ \" \".join(cmd)\n",
      "Moviepy - Command successful\n",
      "Moviepy - Running:\n",
      ">>> \"+ \" \".join(cmd)\n",
      "Moviepy - Command successful\n",
      "Moviepy - Running:\n",
      ">>> \"+ \" \".join(cmd)\n",
      "Moviepy - Command successful\n",
      "Moviepy - Running:\n",
      ">>> \"+ \" \".join(cmd)\n",
      "Moviepy - Command successful\n",
      "Moviepy - Running:\n",
      ">>> \"+ \" \".join(cmd)\n",
      "Moviepy - Command successful\n",
      "Moviepy - Running:\n",
      ">>> \"+ \" \".join(cmd)\n",
      "Moviepy - Command successful\n",
      "Moviepy - Running:\n",
      ">>> \"+ \" \".join(cmd)\n",
      "Moviepy - Command successful\n",
      "Moviepy - Running:\n",
      ">>> \"+ \" \".join(cmd)\n",
      "Moviepy - Command successful\n",
      "Moviepy - Running:\n",
      ">>> \"+ \" \".join(cmd)\n",
      "Moviepy - Command successful\n",
      "Moviepy - Running:\n",
      ">>> \"+ \" \".join(cmd)\n",
      "Moviepy - Command successful\n",
      "Moviepy - Running:\n",
      ">>> \"+ \" \".join(cmd)\n",
      "Moviepy - Command successful\n",
      "Moviepy - Running:\n",
      ">>> \"+ \" \".join(cmd)\n",
      "Moviepy - Command successful\n",
      "Moviepy - Running:\n",
      ">>> \"+ \" \".join(cmd)\n",
      "Moviepy - Command successful\n",
      "Moviepy - Running:\n",
      ">>> \"+ \" \".join(cmd)\n",
      "Moviepy - Command successful\n",
      "Moviepy - Running:\n",
      ">>> \"+ \" \".join(cmd)\n",
      "Moviepy - Command successful\n",
      "Moviepy - Running:\n",
      ">>> \"+ \" \".join(cmd)\n",
      "Moviepy - Command successful\n",
      "Moviepy - Running:\n",
      ">>> \"+ \" \".join(cmd)\n",
      "Moviepy - Command successful\n",
      "Moviepy - Running:\n",
      ">>> \"+ \" \".join(cmd)\n",
      "Moviepy - Command successful\n",
      "Moviepy - Running:\n",
      ">>> \"+ \" \".join(cmd)\n",
      "Moviepy - Command successful\n",
      "Moviepy - Running:\n",
      ">>> \"+ \" \".join(cmd)\n",
      "Moviepy - Command successful\n",
      "Moviepy - Running:\n",
      ">>> \"+ \" \".join(cmd)\n",
      "Moviepy - Command successful\n",
      "Moviepy - Running:\n",
      ">>> \"+ \" \".join(cmd)\n",
      "Moviepy - Command successful\n",
      "Moviepy - Running:\n",
      ">>> \"+ \" \".join(cmd)\n",
      "Moviepy - Command successful\n",
      "Moviepy - Running:\n",
      ">>> \"+ \" \".join(cmd)\n",
      "Moviepy - Command successful\n",
      "Moviepy - Running:\n",
      ">>> \"+ \" \".join(cmd)\n",
      "Moviepy - Command successful\n",
      "Moviepy - Running:\n",
      ">>> \"+ \" \".join(cmd)\n",
      "Moviepy - Command successful\n",
      "Moviepy - Running:\n",
      ">>> \"+ \" \".join(cmd)\n",
      "Moviepy - Command successful\n",
      "Moviepy - Running:\n",
      ">>> \"+ \" \".join(cmd)\n",
      "Moviepy - Command successful\n",
      "Moviepy - Running:\n",
      ">>> \"+ \" \".join(cmd)\n",
      "Moviepy - Command successful\n",
      "Moviepy - Running:\n",
      ">>> \"+ \" \".join(cmd)\n",
      "Moviepy - Command successful\n",
      "Moviepy - Running:\n",
      ">>> \"+ \" \".join(cmd)\n",
      "Moviepy - Command successful\n"
     ]
    },
    {
     "ename": "VideoUnavailable",
     "evalue": "This video is unavailable.",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mVideoUnavailable\u001b[0m                          Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-47-56d8d37f9fe0>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      9\u001b[0m         \u001b[0mi\u001b[0m \u001b[0;34m+=\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     10\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 11\u001b[0;31m \u001b[0mcut_all_videos\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m<ipython-input-47-56d8d37f9fe0>\u001b[0m in \u001b[0;36mcut_all_videos\u001b[0;34m()\u001b[0m\n\u001b[1;32m      5\u001b[0m     \u001b[0mi\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m441\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      6\u001b[0m     \u001b[0;32mfor\u001b[0m \u001b[0mvideo\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mtraining_moshpit_list\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 7\u001b[0;31m         \u001b[0mdownloadYouTube\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvideo\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'url'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'./Youtube Videos'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      8\u001b[0m         \u001b[0mffmpeg_extract_subclip\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mget_latest_file\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvideo\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'annotations'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'segment'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvideo\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'annotations'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'segment'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtargetname\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Moshpit Train Videos/'\u001b[0m\u001b[0;34m+\u001b[0m \u001b[0mstr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0;34m'.mp4'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      9\u001b[0m         \u001b[0mi\u001b[0m \u001b[0;34m+=\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m<ipython-input-10-7c8f97a71594>\u001b[0m in \u001b[0;36mdownloadYouTube\u001b[0;34m(videourl, path)\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0;31m#download function\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      2\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mdownloadYouTube\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvideourl\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpath\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m     \u001b[0myt\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mYouTube\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvideourl\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      4\u001b[0m     \u001b[0myt\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0myt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstreams\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfilter\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mprogressive\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfile_extension\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'mp4'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0morder_by\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'resolution'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdesc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfirst\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mos\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mexists\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.6/site-packages/pytube/__main__.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, url, defer_prefetch_init, on_progress_callback, on_complete_callback, proxies)\u001b[0m\n\u001b[1;32m     86\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     87\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mdefer_prefetch_init\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 88\u001b[0;31m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mprefetch_init\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     89\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     90\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mprefetch_init\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.6/site-packages/pytube/__main__.py\u001b[0m in \u001b[0;36mprefetch_init\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m     94\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     95\u001b[0m         \"\"\"\n\u001b[0;32m---> 96\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mprefetch\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     97\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0minit\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     98\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.6/site-packages/pytube/__main__.py\u001b[0m in \u001b[0;36mprefetch\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    160\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mwatch_html\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mrequest\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0murl\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mwatch_url\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    161\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0;34m'<img class=\"icon meh\" src=\"/yts/img'\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mwatch_html\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 162\u001b[0;31m             \u001b[0;32mraise\u001b[0m \u001b[0mVideoUnavailable\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'This video is unavailable.'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    163\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0membed_html\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mrequest\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0murl\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0membed_url\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    164\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mage_restricted\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mextract\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mis_age_restricted\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mwatch_html\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mVideoUnavailable\u001b[0m: This video is unavailable."
     ]
    }
   ],
   "source": [
    "# Final algo\n",
    "def cut_all_videos():\n",
    "    \"\"\" get a list of all video names in the folder, iterate over them and convert them according to their start and ending times\"\"\"\n",
    "    urls = [video['url'] for video in training_moshpit_list] #create list of urls\n",
    "    i = 441\n",
    "    for video in training_moshpit_list:\n",
    "        downloadYouTube(video['url'], './Youtube Videos')\n",
    "        ffmpeg_extract_subclip(get_latest_file(), int(video['annotations']['segment'][0]), int(video['annotations']['segment'][1]), targetname=('Moshpit Train Videos/'+ str(i) + '.mp4'))\n",
    "        i += 1\n",
    "\n",
    "cut_all_videos()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Using Darknet and YoloV2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cloning into 'darknet'...\n",
      "remote: Enumerating objects: 5901, done.\u001b[K\n",
      "remote: Total 5901 (delta 0), reused 0 (delta 0), pack-reused 5901\u001b[K\n",
      "Receiving objects: 100% (5901/5901), 6.15 MiB | 1.68 MiB/s, done.\n",
      "Resolving deltas: 100% (3933/3933), done.\n"
     ]
    }
   ],
   "source": [
    "!git clone https://github.com/pjreddie/darknet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/Users/rowanarts/AAA/darknet\n"
     ]
    }
   ],
   "source": [
    "cd darknet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [],
   "source": [
    "import wget"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'yolov3.weights'"
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wget.download('https://pjreddie.com/media/files/yolov3.weights')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "ename": "ModuleNotFoundError",
     "evalue": "No module named 'cv2'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mModuleNotFoundError\u001b[0m                       Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-17-555807e1e761>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0;32mimport\u001b[0m \u001b[0mcv2\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mcv\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      2\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mnumpy\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'cv2'"
     ]
    }
   ],
   "source": [
    "import cv2 as cv\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "moshpit_data = [training_data[i] for i in training_data.keys() if training_data[i]['annotations']['label'] == 'mosh pit dancing']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 203,
   "metadata": {},
   "outputs": [],
   "source": [
    "moshpit_list = [{'annotations': {'label': 'mosh pit dancing', 'segment': [3.0, 13.0]},\n",
    "  'duration': 10.0,\n",
    "  'subset': 'train',\n",
    "  'url': 'https://www.youtube.com/watch?v=-7kBVsJ5bDY'},\n",
    "               {'annotations': {'label': 'mosh pit dancing', 'segment': [3.0, 13.0]},\n",
    "  'duration': 10.0,\n",
    "  'subset': 'train',\n",
    "  'url': 'https://www.youtube.com/watch?v=-7kBVsJ5bDY'}]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 206,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://www.youtube.com/watch?v=-7kBVsJ5bDY'"
      ]
     },
     "execution_count": 206,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def function():\n",
    "    for video in moshpit_values[video]:\n",
    "        for url in video['url']:\n",
    "            print(url)\n",
    "\n",
    "urls = [video['url'] for video in moshpit_list]\n",
    "urls"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(3, 13)"
      ]
     },
     "execution_count": 127,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "int(moshpit_values[0]['annotations']['segment'][0]), int(moshpit_values[0]['annotations']['segment'][1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {},
   "outputs": [
    {
     "ename": "TypeError",
     "evalue": "int() argument must be a string, a bytes-like object or a number, not 'list'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-125-232b9e75f126>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mvalue\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mvideo\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'annotations'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'segment'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mvideo\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mmoshpit_values\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;31mTypeError\u001b[0m: int() argument must be a string, a bytes-like object or a number, not 'list'"
     ]
    }
   ],
   "source": [
    "value = int([video['annotations']['segment'][0] for video in moshpit_values])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[3, 41]"
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "[int(video['annotations']['segment'][0]) for video in moshpit_values]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os, fnmatch\n",
    "import glob"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 198,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3"
      ]
     },
     "execution_count": 198,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "start = [x for x in (int(video['annotations']['segment'][0]) for video in moshpit_list)][0]\n",
    "start"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 189,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<generator object <genexpr> at 0x11159a938>"
      ]
     },
     "execution_count": 189,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(int(video['annotations']['segment'][0]) for video in moshpit_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'Video' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-53-c886da3d59d4>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mVideo\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"/Moshpit Train Videos/0.mp4\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m: name 'Video' is not defined"
     ]
    }
   ],
   "source": [
    "Video(\"/Moshpit Train Videos/0.mp4\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "ename": "ModuleNotFoundError",
     "evalue": "No module named 'Video'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mModuleNotFoundError\u001b[0m                       Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-55-05aba5f92270>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0;32mimport\u001b[0m \u001b[0mVideo\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'Video'"
     ]
    }
   ],
   "source": [
    "import Video"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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