{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Smash Ultimate Viewership Analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Hi. In this notebook I will begin analyzing smash ultimate viewership data. My goal is to identify trends in viewershp and help the smash scene expand its fanbase. This notebook is written in python and is running inside a jupyter notebook. I will not explain my code in great detail, but I will describe what each block of code does at a high level. The focus of this analysis is on character diversity and its impact on video views. Lets get started!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First let's import some useful libraries. These will make analysis faster down the line"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import requests\n",
    "import json\n",
    "from io import StringIO\n",
    "from datetime import datetime\n",
    "from datetime import date\n",
    "from datetime import timedelta\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import random\n",
    "import seaborn as sns\n",
    "import re\n",
    "pd.options.display.max_colwidth=200\n",
    "pd.set_option('display.max_rows',200)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To begin this analysis, we need to gather video data from youtube. Normally this is done with Youtube Data API, but using the API requires creating a google console account and creating your own API_KEY. to save time and to prevent having to request the same informsation multiple times, I stored the relevant data in smash_supermajor_set_info.csv. This csv contains data on every taped set from the 11 largest smash ultimate tournaments. The data was requested in early June 2020. If you want to get the data yourself use the gather_smash_ultimate_videos(api_key) function. However, for most people the csv should provide everything they need.\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "tl;dr the next four blocks of code are about gathering data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#Insert your API key within the double quotes\n",
    "API_KEY=\"\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#This function gathers data directly from youtube. You will need an API key to use it \n",
    "def gather_smash_ultimate_videos(api_key):\n",
    "    smash_data=\"\"\"Rank,Name,Date,Entrants,Winner,Youtube_Playlist_ID\n",
    "    1,EVO 2019,\"August 2nd-4th, 2019\",\"3,534\",MkLeo,PLcMdMmtHkPpQX3Gkwse0Ptgkmzm5OhoHZ\n",
    "    2,Super Smash Con 2019,August 8th-11th 2019,\"2,708\",MkLeo,PLcMdMmtHkPpT154Vl0sb7Seo5fqj7jyvz\n",
    "    3,GENESIS 6,\"February 1st-3rd, 2019\",\"2,105\",MkLeo,PLcMdMmtHkPpRcLptz1CA5GHU3LtbO7DNX\n",
    "    4,EVO Japan 2020,\"January 24th-26th, 2020\",\"1,819\",Shuton,PLngX9JPOCelZ3UEcPc8MHCk-DDLo3mk6f\n",
    "    5,GENESIS 7,\"January 24th-26th, 2020\",\"1,699\",Marss,PLCR3KcbG-XGuwSWV2O88CGH4sP_l1m61R\n",
    "    6,Smash 'N' Splash 5,\"May 31st-June 2nd, 2019\",\"1,610\",MkLeo,PLcMdMmtHkPpTudntthjfaWbteUcj1RGvF\n",
    "    7,Frostbite 2020,\"February 21st-23rd, 2019\",\"1,280\",MkLeo,PLcMdMmtHkPpTfUyp8O-4JME0VwekNUCaR\n",
    "    8,Frostbite 2019,\"February 22nd-24th, 2019\",\"1,239\",Tweek,PLdA_P2NSglcg6kgh2z6GinTQUldVfVaam\n",
    "    9,CEO 2019,June 28th-30th 2019,\"1,164\",MkLeo,PLcMdMmtHkPpSjtPeJlrclN0BsDDJfh9Bz\n",
    "    10,The Big House 9,\"October 4th-6th, 2019\",\"1,017\",Zackray,PLCR3KcbG-XGvV9HM4V_enegPUZq7RVgss\n",
    "    11,Umebura Japan Major 2019,\"May 1st-2nd, 2019\",\"1,015\",kameme,PLcMdMmtHkPpSxyhjVHhAjO9lVVhrrEsSC\"\"\"\n",
    "    csv_formatting=StringIO(smash_data)\n",
    "    smash_tournament_info=pd.read_csv(csv_formatting)\n",
    "    tournamentt_dict={}\n",
    "    for i in range(len(smash_tournament_info)):\n",
    "        tournament_dict[smash_tournament_info.iloc[i,1]]=smash_tournament_info.iloc[i,5]\n",
    "    video_dataframe=pd.DataFrame(columns=['video_title','video_length','video_views','published_date','tournament'])\n",
    "    columns=video_dataframe.columns\n",
    "    for key, value in tournament_dict.items():\n",
    "        \n",
    "        playlistItems = json.loads(requests.get(\"https://www.googleapis.com/youtube/v3/playlistItems?part=contentDetails&key={}&playlistId={}&maxResults=50\".format(api_key,value)).text)\n",
    "        videos=playlistItems['items']\n",
    "        for i in videos:\n",
    "            contentDetails=i['contentDetails']\n",
    "            videoID=contentDetails['videoId']\n",
    "            videoInfo = json.loads(requests.get(\"https://www.googleapis.com/youtube/v3/videos?part=snippet,contentDetails,statistics&key={}&id={}\".format(api_key,videoID)).text)\n",
    "            videoTitle=videoInfo['items'][0]['snippet']['title']\n",
    "            videoLength=videoInfo['items'][0]['contentDetails']['duration']\n",
    "            videoViews=videoInfo['items'][0]['statistics']['viewCount']\n",
    "            videoPublishDate=videoInfo['items'][0]['snippet']['publishedAt']\n",
    "            newEntry=pd.Series([videoTitle,videoLength,videoViews,videoPublishDate,key],index=columns)\n",
    "            video_dataframe=video_dataframe.append(newEntry, ignore_index=True)\n",
    "        while 'nextPageToken' in playlistItems:\n",
    "            nextpageToken=playlistItems['nextPageToken']\n",
    "            playlistItems = json.loads(requests.get(\"https://www.googleapis.com/youtube/v3/playlistItems?part=contentDetails&key={}&playlistId={}&maxResults=50&pageToken={}\".format(api_key,value,nextpageToken)).text)\n",
    "            videos=playlistItems['items']\n",
    "            for i in videos:\n",
    "                contentDetails=i['contentDetails']\n",
    "                videoID=contentDetails['videoId']\n",
    "                videoInfo = json.loads(requests.get(\"https://www.googleapis.com/youtube/v3/videos?part=snippet,contentDetails,statistics&key={}&id={}\".format(api_key,videoID)).text)\n",
    "                videoTitle=videoInfo['items'][0]['snippet']['title']\n",
    "                videoLength=videoInfo['items'][0]['contentDetails']['duration']\n",
    "                videoViews=videoInfo['items'][0]['statistics']['viewCount']\n",
    "                videoPublishDate=videoInfo['items'][0]['snippet']['publishedAt']\n",
    "                newEntry=pd.Series([videoTitle,videoLength,videoViews,videoPublishDate,key],index=columns)\n",
    "                video_dataframe=video_dataframe.append(newEntry, ignore_index=True)\n",
    "        \n",
    "    return video_dataframe\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#uncomment the following line of code and add your API Key to gather data directly from Youtube\n",
    "#gather_smash_ultimate_videos(API_KEY)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#the below line of_code gathers data from the csv containing video view data\n",
    "smash_videos=pd.read_csv('smash_supermajor_set_info.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We gathered the data and stored it in a dataframe (dataframes are like tables). Let's take a lokk at some sample rows to get an idea what we are working with"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1139 entries, 0 to 1138\n",
      "Data columns (total 5 columns):\n",
      "video_title       1139 non-null object\n",
      "video_length      1139 non-null object\n",
      "video_views       1139 non-null int64\n",
      "published_date    1139 non-null object\n",
      "tournament        1139 non-null object\n",
      "dtypes: int64(1), object(4)\n",
      "memory usage: 44.6+ KB\n"
     ]
    }
   ],
   "source": [
    "smash_videos.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>video_title</th>\n",
       "      <th>video_length</th>\n",
       "      <th>video_views</th>\n",
       "      <th>published_date</th>\n",
       "      <th>tournament</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>Frostbite 2020 SSBU Losers Top 12 - MkLeo (Joker) Vs. NRG | Nairo (Palutena) Smash Ultimate Singles</td>\n",
       "      <td>PT19M25S</td>\n",
       "      <td>178659</td>\n",
       "      <td>2020-02-24T00:03:07Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>449</th>\n",
       "      <td>saj. (Daisy/Peach) vs. Ronin (Pichu) - Ultimate Pools - Frostbite 2019</td>\n",
       "      <td>PT11M59S</td>\n",
       "      <td>1097</td>\n",
       "      <td>2019-02-23T17:08:35Z</td>\n",
       "      <td>Frostbite 2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>746</th>\n",
       "      <td>Sekai Doggo vs insomniac - Ultimate Singles: Pools Winners' Finals - Genesis 7</td>\n",
       "      <td>PT15M9S</td>\n",
       "      <td>1448</td>\n",
       "      <td>2020-01-24T22:22:02Z</td>\n",
       "      <td>GENESIS 7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>Frostbite 2020 SSBU Pools - Liquid | Dabuz (Olimar) Vs. WP | Suinoko (Young Link) Ultimate Singles</td>\n",
       "      <td>PT8M25S</td>\n",
       "      <td>6070</td>\n",
       "      <td>2020-02-22T23:57:29Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>693</th>\n",
       "      <td>CEO 2019 SSBU - Wrath (Joker) Vs. SL | Osiris197 (Falco) Smash Ultimate Tournament Top 192 Losers</td>\n",
       "      <td>PT9M20S</td>\n",
       "      <td>2890</td>\n",
       "      <td>2019-06-29T18:13:03Z</td>\n",
       "      <td>CEO 2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>566</th>\n",
       "      <td>eU | Samsora (Peach) vs. Armada | Ned (Pokemon Trainer) - Ultimate Top 48 - Frostbite 2019</td>\n",
       "      <td>PT19M11S</td>\n",
       "      <td>8789</td>\n",
       "      <td>2019-02-24T22:37:36Z</td>\n",
       "      <td>Frostbite 2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>882</th>\n",
       "      <td>Marss vs Prodigy - Ultimate Singles: Top 64 Winners Round 2 - Genesis 7 | ZSS vs Mario</td>\n",
       "      <td>PT10M37S</td>\n",
       "      <td>13116</td>\n",
       "      <td>2020-01-26T06:45:56Z</td>\n",
       "      <td>GENESIS 7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1116</th>\n",
       "      <td>[OFFSTREAM] EVO 2019 SSBU - NRG | Nairo (Palutena) Vs. kept (Isabelle, Villager) Smash Ultimate LT32</td>\n",
       "      <td>PT16M42S</td>\n",
       "      <td>9762</td>\n",
       "      <td>2019-08-20T18:00:00Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>657</th>\n",
       "      <td>CEO 2019 SSBU - Ally (Snake) Vs. FP | Kiwi (Pac-Man) Smash Ultimate Tournament Pools</td>\n",
       "      <td>PT17M15S</td>\n",
       "      <td>12347</td>\n",
       "      <td>2019-06-28T21:59:01Z</td>\n",
       "      <td>CEO 2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1009</th>\n",
       "      <td>SNS5 SSBU - Armada | Ned (Chrom) Vs. Gomakenpi (Olimar) Smash Ultimate Tournament Division 2 Winners</td>\n",
       "      <td>PT9M11S</td>\n",
       "      <td>950</td>\n",
       "      <td>2019-06-01T19:27:46Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>710</th>\n",
       "      <td>CEO 2019 SSBU - NRG | Nairo (ZSS) Vs. Rogue | Light (Fox) Smash Ultimate Tournament Top 48 Losers</td>\n",
       "      <td>PT7M47S</td>\n",
       "      <td>49731</td>\n",
       "      <td>2019-06-29T22:39:36Z</td>\n",
       "      <td>CEO 2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>604</th>\n",
       "      <td>Umebura JM2019 SSBU - Natsu (Ness) Vs. DoubleA (Shulk) Japan Smash Ultimate Tournament Pools</td>\n",
       "      <td>PT14M14S</td>\n",
       "      <td>4428</td>\n",
       "      <td>2019-05-01T20:47:47Z</td>\n",
       "      <td>Umebura Japan Major 2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1061</th>\n",
       "      <td>SNS5 SSBU - FOX MVG | Mkleo (Joker) Vs. Ally (Snake) Smash Ultimate Winner's Finals</td>\n",
       "      <td>PT14M41S</td>\n",
       "      <td>229581</td>\n",
       "      <td>2019-06-03T02:43:39Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246</th>\n",
       "      <td>SSC 2019 SSBU - FOX MVG Mew2king (Bowser) VS HTS Suarez (Yoshi) Smash Ultimate Round 2 Pools</td>\n",
       "      <td>PT6M15S</td>\n",
       "      <td>55586</td>\n",
       "      <td>2019-08-11T01:08:09Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>443</th>\n",
       "      <td>Reach | Bearseal (Young Link) vs. Amadeus (Snake) - Ultimate Pools - FB2019</td>\n",
       "      <td>PT6M5S</td>\n",
       "      <td>1355</td>\n",
       "      <td>2019-02-23T16:32:56Z</td>\n",
       "      <td>Frostbite 2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>324</th>\n",
       "      <td>SSC 2019 SSBU - eUnited Samsora (Peach) VS TSM Tweek (Trainer) Smash Ultimate Winner's Finals</td>\n",
       "      <td>PT16M30S</td>\n",
       "      <td>54267</td>\n",
       "      <td>2019-08-12T03:34:31Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>486</th>\n",
       "      <td>MVG | Dark Wizzy (Mario) vs. Ozone (Duck Hunt) - Ultimate Pools - Frostbite 2019</td>\n",
       "      <td>PT12M28S</td>\n",
       "      <td>4689</td>\n",
       "      <td>2019-02-23T21:39:55Z</td>\n",
       "      <td>Frostbite 2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>Frostbite 2020 SSBU Losers Top 16 - Rogue | Light  (Fox) Vs CLG | VoiD (Pichu, Sheik) Smash Ultimate</td>\n",
       "      <td>PT19M29S</td>\n",
       "      <td>107936</td>\n",
       "      <td>2020-02-23T23:42:45Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>361</th>\n",
       "      <td>Genesis 6 SSBU -  Teb (Mario) VS  Hokage (Inkling) Smash Ultimate Pools</td>\n",
       "      <td>PT4M56S</td>\n",
       "      <td>6977</td>\n",
       "      <td>2019-02-02T00:53:27Z</td>\n",
       "      <td>GENESIS 6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>691</th>\n",
       "      <td>CEO 2019 SSBU - T1 | ANTi (Mario, Lucario) Vs. UncivilNinja (Shulk) Smash Ultimate Tournament L T192</td>\n",
       "      <td>PT8M42S</td>\n",
       "      <td>5462</td>\n",
       "      <td>2019-06-29T18:12:22Z</td>\n",
       "      <td>CEO 2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>395</th>\n",
       "      <td>Genesis 6 SSBU - 6WX (Sonic) VS K9 (Wolf) Smash Ultimate R2 Pools</td>\n",
       "      <td>PT12M53S</td>\n",
       "      <td>6953</td>\n",
       "      <td>2019-02-02T23:06:19Z</td>\n",
       "      <td>GENESIS 6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>304</th>\n",
       "      <td>SSC 2019 SSBU - PG Marss (ZSS) VS NRG Nairo (ZSS, Palutena) Smash Ultimate Winner's Quarters</td>\n",
       "      <td>PT25M46S</td>\n",
       "      <td>29844</td>\n",
       "      <td>2019-08-11T18:56:56Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>816</th>\n",
       "      <td>Sinji vs Kusa - Ultimate Singles: Pools R1 Winners Final - Genesis 7 | Pac-Man vs R.O.B</td>\n",
       "      <td>PT9M32S</td>\n",
       "      <td>637</td>\n",
       "      <td>2020-01-25T20:57:46Z</td>\n",
       "      <td>GENESIS 7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>871</th>\n",
       "      <td>Tweek vs Kofi - Ultimate Singles: Pools R2 Winners Semifinal - Genesis 7 | Wario vs Falco</td>\n",
       "      <td>PT8M29S</td>\n",
       "      <td>3409</td>\n",
       "      <td>2020-01-26T05:44:45Z</td>\n",
       "      <td>GENESIS 7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>252</th>\n",
       "      <td>SSC 2019 SSBU - PG Marss (ZSS) VS HO3K Alan (Palutena) Smash Ultimate Winner's Top 64</td>\n",
       "      <td>PT14M54S</td>\n",
       "      <td>4947</td>\n",
       "      <td>2019-08-11T14:32:53Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                               video_title  \\\n",
       "159    Frostbite 2020 SSBU Losers Top 12 - MkLeo (Joker) Vs. NRG | Nairo (Palutena) Smash Ultimate Singles   \n",
       "449                                 saj. (Daisy/Peach) vs. Ronin (Pichu) - Ultimate Pools - Frostbite 2019   \n",
       "746                         Sekai Doggo vs insomniac - Ultimate Singles: Pools Winners' Finals - Genesis 7   \n",
       "74      Frostbite 2020 SSBU Pools - Liquid | Dabuz (Olimar) Vs. WP | Suinoko (Young Link) Ultimate Singles   \n",
       "693      CEO 2019 SSBU - Wrath (Joker) Vs. SL | Osiris197 (Falco) Smash Ultimate Tournament Top 192 Losers   \n",
       "566             eU | Samsora (Peach) vs. Armada | Ned (Pokemon Trainer) - Ultimate Top 48 - Frostbite 2019   \n",
       "882                 Marss vs Prodigy - Ultimate Singles: Top 64 Winners Round 2 - Genesis 7 | ZSS vs Mario   \n",
       "1116  [OFFSTREAM] EVO 2019 SSBU - NRG | Nairo (Palutena) Vs. kept (Isabelle, Villager) Smash Ultimate LT32   \n",
       "657                   CEO 2019 SSBU - Ally (Snake) Vs. FP | Kiwi (Pac-Man) Smash Ultimate Tournament Pools   \n",
       "1009  SNS5 SSBU - Armada | Ned (Chrom) Vs. Gomakenpi (Olimar) Smash Ultimate Tournament Division 2 Winners   \n",
       "710      CEO 2019 SSBU - NRG | Nairo (ZSS) Vs. Rogue | Light (Fox) Smash Ultimate Tournament Top 48 Losers   \n",
       "604           Umebura JM2019 SSBU - Natsu (Ness) Vs. DoubleA (Shulk) Japan Smash Ultimate Tournament Pools   \n",
       "1061                   SNS5 SSBU - FOX MVG | Mkleo (Joker) Vs. Ally (Snake) Smash Ultimate Winner's Finals   \n",
       "246           SSC 2019 SSBU - FOX MVG Mew2king (Bowser) VS HTS Suarez (Yoshi) Smash Ultimate Round 2 Pools   \n",
       "443                            Reach | Bearseal (Young Link) vs. Amadeus (Snake) - Ultimate Pools - FB2019   \n",
       "324          SSC 2019 SSBU - eUnited Samsora (Peach) VS TSM Tweek (Trainer) Smash Ultimate Winner's Finals   \n",
       "486                       MVG | Dark Wizzy (Mario) vs. Ozone (Duck Hunt) - Ultimate Pools - Frostbite 2019   \n",
       "157   Frostbite 2020 SSBU Losers Top 16 - Rogue | Light  (Fox) Vs CLG | VoiD (Pichu, Sheik) Smash Ultimate   \n",
       "361                                Genesis 6 SSBU -  Teb (Mario) VS  Hokage (Inkling) Smash Ultimate Pools   \n",
       "691   CEO 2019 SSBU - T1 | ANTi (Mario, Lucario) Vs. UncivilNinja (Shulk) Smash Ultimate Tournament L T192   \n",
       "395                                      Genesis 6 SSBU - 6WX (Sonic) VS K9 (Wolf) Smash Ultimate R2 Pools   \n",
       "304           SSC 2019 SSBU - PG Marss (ZSS) VS NRG Nairo (ZSS, Palutena) Smash Ultimate Winner's Quarters   \n",
       "816                Sinji vs Kusa - Ultimate Singles: Pools R1 Winners Final - Genesis 7 | Pac-Man vs R.O.B   \n",
       "871              Tweek vs Kofi - Ultimate Singles: Pools R2 Winners Semifinal - Genesis 7 | Wario vs Falco   \n",
       "252                  SSC 2019 SSBU - PG Marss (ZSS) VS HO3K Alan (Palutena) Smash Ultimate Winner's Top 64   \n",
       "\n",
       "     video_length  video_views        published_date                tournament  \n",
       "159      PT19M25S       178659  2020-02-24T00:03:07Z            Frostbite 2020  \n",
       "449      PT11M59S         1097  2019-02-23T17:08:35Z            Frostbite 2019  \n",
       "746       PT15M9S         1448  2020-01-24T22:22:02Z                 GENESIS 7  \n",
       "74        PT8M25S         6070  2020-02-22T23:57:29Z            Frostbite 2020  \n",
       "693       PT9M20S         2890  2019-06-29T18:13:03Z                  CEO 2019  \n",
       "566      PT19M11S         8789  2019-02-24T22:37:36Z            Frostbite 2019  \n",
       "882      PT10M37S        13116  2020-01-26T06:45:56Z                 GENESIS 7  \n",
       "1116     PT16M42S         9762  2019-08-20T18:00:00Z                  EVO 2019  \n",
       "657      PT17M15S        12347  2019-06-28T21:59:01Z                  CEO 2019  \n",
       "1009      PT9M11S          950  2019-06-01T19:27:46Z        Smash 'N' Splash 5  \n",
       "710       PT7M47S        49731  2019-06-29T22:39:36Z                  CEO 2019  \n",
       "604      PT14M14S         4428  2019-05-01T20:47:47Z  Umebura Japan Major 2019  \n",
       "1061     PT14M41S       229581  2019-06-03T02:43:39Z        Smash 'N' Splash 5  \n",
       "246       PT6M15S        55586  2019-08-11T01:08:09Z      Super Smash Con 2019  \n",
       "443        PT6M5S         1355  2019-02-23T16:32:56Z            Frostbite 2019  \n",
       "324      PT16M30S        54267  2019-08-12T03:34:31Z      Super Smash Con 2019  \n",
       "486      PT12M28S         4689  2019-02-23T21:39:55Z            Frostbite 2019  \n",
       "157      PT19M29S       107936  2020-02-23T23:42:45Z            Frostbite 2020  \n",
       "361       PT4M56S         6977  2019-02-02T00:53:27Z                 GENESIS 6  \n",
       "691       PT8M42S         5462  2019-06-29T18:12:22Z                  CEO 2019  \n",
       "395      PT12M53S         6953  2019-02-02T23:06:19Z                 GENESIS 6  \n",
       "304      PT25M46S        29844  2019-08-11T18:56:56Z      Super Smash Con 2019  \n",
       "816       PT9M32S          637  2020-01-25T20:57:46Z                 GENESIS 7  \n",
       "871       PT8M29S         3409  2020-01-26T05:44:45Z                 GENESIS 7  \n",
       "252      PT14M54S         4947  2019-08-11T14:32:53Z      Super Smash Con 2019  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "smash_videos.sample(25)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The dataframe contains 5 columns and 1139 rows. Each row represents a video, and each column represents information we know about the video. Most of the columns should be self explanatory. The video length may look weird, but it's just representing the time in a weird format. I will convert it in the next cell block into an HH:MM:SS format, but if you are curious PT stands for playtime, H stands for Hour, M stands for minute, and S stands for second."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>video_title</th>\n",
       "      <th>video_length</th>\n",
       "      <th>video_views</th>\n",
       "      <th>published_date</th>\n",
       "      <th>tournament</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1123</th>\n",
       "      <td>EVO 2019 SSBU - TL | Dabuz (Olimar, Rosa) Vs Rogue | Light (Fox) Smash Ultimate Tournament L. Top 12</td>\n",
       "      <td>00:15:02</td>\n",
       "      <td>54687</td>\n",
       "      <td>2019-08-04T05:26:20Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>517</th>\n",
       "      <td>Advo (Dark Samus/Game &amp; Watch) vs. Demise | ZD (Fox/Wolf) - Phase 2 Pools - Frostbite 2019</td>\n",
       "      <td>00:22:53</td>\n",
       "      <td>5738</td>\n",
       "      <td>2019-02-24T01:42:05Z</td>\n",
       "      <td>Frostbite 2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1133</th>\n",
       "      <td>EVO 2019 SSBU - eU | Samsora (Peach) Vs. Protobanham (Lucina) Smash Ultimate Tournament L. Quarters</td>\n",
       "      <td>00:14:04</td>\n",
       "      <td>50056</td>\n",
       "      <td>2019-08-05T03:38:54Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208</th>\n",
       "      <td>SSC 2019 SSBU -  Ten (Greninja) VS  Puppeh (Trainer) Smash Ultimate Round 1 Pools</td>\n",
       "      <td>00:09:51</td>\n",
       "      <td>2114</td>\n",
       "      <td>2019-08-10T17:36:38Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>Frostbite 2020 SSBU Losers Finals - TSM | Tweek (Wolf) Vs. MkLeo (Joker) Smash Ultimate Singles</td>\n",
       "      <td>00:19:18</td>\n",
       "      <td>282636</td>\n",
       "      <td>2020-02-24T04:43:55Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1134</th>\n",
       "      <td>EVO 2019 SSBU - FOX | MkLeo (Joker) Vs. Raito (Duck Hunt) Smash Ultimate Tournament Losers Quarters</td>\n",
       "      <td>00:10:01</td>\n",
       "      <td>74680</td>\n",
       "      <td>2019-08-05T03:49:27Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>587</th>\n",
       "      <td>Armada | Myran (Olimar) vs. FOX MVG | MkLeo (Lucina) - Losers Finals - Frostbite 2019</td>\n",
       "      <td>00:09:08</td>\n",
       "      <td>22088</td>\n",
       "      <td>2019-02-25T03:39:17Z</td>\n",
       "      <td>Frostbite 2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>480</th>\n",
       "      <td>Gomakenpi (Olimar) vs. DOG | Blank (Chrom) - Ultimate Pools - Frostbite 2019</td>\n",
       "      <td>00:08:09</td>\n",
       "      <td>887</td>\n",
       "      <td>2019-02-23T20:47:22Z</td>\n",
       "      <td>Frostbite 2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>560</th>\n",
       "      <td>Ryuga (Ike) vs. TGS | Captain L (Pichu) - Top 48 - Frostbite 2019</td>\n",
       "      <td>00:14:38</td>\n",
       "      <td>2928</td>\n",
       "      <td>2019-02-24T21:55:12Z</td>\n",
       "      <td>Frostbite 2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>675</th>\n",
       "      <td>CEO 2019 SSBU - Havilar (Yoshi) Vs. 1L2P | Daybreak (Wolf) Smash Ultimate Tournament Pools</td>\n",
       "      <td>00:10:01</td>\n",
       "      <td>3748</td>\n",
       "      <td>2019-06-29T02:29:22Z</td>\n",
       "      <td>CEO 2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>334</th>\n",
       "      <td>Genesis 6 SSBU -  Nowi (Ness) VS  Jazara (Palutena) Smash Ultimate Pools</td>\n",
       "      <td>00:10:03</td>\n",
       "      <td>8703</td>\n",
       "      <td>2019-02-01T19:30:42Z</td>\n",
       "      <td>GENESIS 6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>569</th>\n",
       "      <td>CLG | VoiD (Pichu) vs. Dabuz (Olimar) - Ultimate Top 48 - Frostbite 2019</td>\n",
       "      <td>00:17:52</td>\n",
       "      <td>4640</td>\n",
       "      <td>2019-02-24T23:01:04Z</td>\n",
       "      <td>Frostbite 2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>351</th>\n",
       "      <td>Genesis 6 SSBU -  C9 | Mango (Wario) VS  Adair (Toon Link) Smash Ultimate Pools</td>\n",
       "      <td>00:06:09</td>\n",
       "      <td>33557</td>\n",
       "      <td>2019-02-01T22:51:33Z</td>\n",
       "      <td>GENESIS 6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>352</th>\n",
       "      <td>Genesis 6 SSBU -  Captain Zack (Bayonetta, Daisy) VS  Stylez (Pichu) Smash Ultimate Pools</td>\n",
       "      <td>00:07:08</td>\n",
       "      <td>10453</td>\n",
       "      <td>2019-02-01T23:02:04Z</td>\n",
       "      <td>GENESIS 6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1099</th>\n",
       "      <td>EVO 2019 SSBU - EM | SuperTurboRyan (Captain Falcon) Vs. T1 | Larry Lurr (Wolf) Smash Ultimate Pools</td>\n",
       "      <td>00:05:51</td>\n",
       "      <td>9633</td>\n",
       "      <td>2019-08-03T23:42:27Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>383</th>\n",
       "      <td>Genesis 6 SSBU - SST | Shuton (Olimar) VS SSB100 (Olimar) Smash Ultimate Pools</td>\n",
       "      <td>00:06:08</td>\n",
       "      <td>5201</td>\n",
       "      <td>2019-02-02T19:45:50Z</td>\n",
       "      <td>GENESIS 6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1018</th>\n",
       "      <td>SNS5 SSBU - GG | Xeno (Lucina) Vs. Blank- (Pichu) Smash Ultimate Division 2 Winners</td>\n",
       "      <td>00:06:28</td>\n",
       "      <td>817</td>\n",
       "      <td>2019-06-01T21:27:23Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Frostbite 2020 SSBU Pools - LSG | Cyanide (Greninja) Vs. Armada | Smirk (Ken) Smash Ultimate Singles</td>\n",
       "      <td>00:00:06</td>\n",
       "      <td>6689</td>\n",
       "      <td>2020-02-22T16:19:21Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>428</th>\n",
       "      <td>Genesis 6 SSBU - eUnited | Samsora (Peach) Vs. FOX MVG | MKleo (Ike) Smash Ultimate Tournament WS</td>\n",
       "      <td>00:23:53</td>\n",
       "      <td>149093</td>\n",
       "      <td>2019-02-04T07:00:05Z</td>\n",
       "      <td>GENESIS 6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>324</th>\n",
       "      <td>SSC 2019 SSBU - eUnited Samsora (Peach) VS TSM Tweek (Trainer) Smash Ultimate Winner's Finals</td>\n",
       "      <td>00:16:30</td>\n",
       "      <td>54267</td>\n",
       "      <td>2019-08-12T03:34:31Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                               video_title  \\\n",
       "1123  EVO 2019 SSBU - TL | Dabuz (Olimar, Rosa) Vs Rogue | Light (Fox) Smash Ultimate Tournament L. Top 12   \n",
       "517             Advo (Dark Samus/Game & Watch) vs. Demise | ZD (Fox/Wolf) - Phase 2 Pools - Frostbite 2019   \n",
       "1133   EVO 2019 SSBU - eU | Samsora (Peach) Vs. Protobanham (Lucina) Smash Ultimate Tournament L. Quarters   \n",
       "208                      SSC 2019 SSBU -  Ten (Greninja) VS  Puppeh (Trainer) Smash Ultimate Round 1 Pools   \n",
       "169        Frostbite 2020 SSBU Losers Finals - TSM | Tweek (Wolf) Vs. MkLeo (Joker) Smash Ultimate Singles   \n",
       "1134   EVO 2019 SSBU - FOX | MkLeo (Joker) Vs. Raito (Duck Hunt) Smash Ultimate Tournament Losers Quarters   \n",
       "587                  Armada | Myran (Olimar) vs. FOX MVG | MkLeo (Lucina) - Losers Finals - Frostbite 2019   \n",
       "480                           Gomakenpi (Olimar) vs. DOG | Blank (Chrom) - Ultimate Pools - Frostbite 2019   \n",
       "560                                      Ryuga (Ike) vs. TGS | Captain L (Pichu) - Top 48 - Frostbite 2019   \n",
       "675             CEO 2019 SSBU - Havilar (Yoshi) Vs. 1L2P | Daybreak (Wolf) Smash Ultimate Tournament Pools   \n",
       "334                               Genesis 6 SSBU -  Nowi (Ness) VS  Jazara (Palutena) Smash Ultimate Pools   \n",
       "569                               CLG | VoiD (Pichu) vs. Dabuz (Olimar) - Ultimate Top 48 - Frostbite 2019   \n",
       "351                        Genesis 6 SSBU -  C9 | Mango (Wario) VS  Adair (Toon Link) Smash Ultimate Pools   \n",
       "352              Genesis 6 SSBU -  Captain Zack (Bayonetta, Daisy) VS  Stylez (Pichu) Smash Ultimate Pools   \n",
       "1099  EVO 2019 SSBU - EM | SuperTurboRyan (Captain Falcon) Vs. T1 | Larry Lurr (Wolf) Smash Ultimate Pools   \n",
       "383                         Genesis 6 SSBU - SST | Shuton (Olimar) VS SSB100 (Olimar) Smash Ultimate Pools   \n",
       "1018                   SNS5 SSBU - GG | Xeno (Lucina) Vs. Blank- (Pichu) Smash Ultimate Division 2 Winners   \n",
       "5     Frostbite 2020 SSBU Pools - LSG | Cyanide (Greninja) Vs. Armada | Smirk (Ken) Smash Ultimate Singles   \n",
       "428      Genesis 6 SSBU - eUnited | Samsora (Peach) Vs. FOX MVG | MKleo (Ike) Smash Ultimate Tournament WS   \n",
       "324          SSC 2019 SSBU - eUnited Samsora (Peach) VS TSM Tweek (Trainer) Smash Ultimate Winner's Finals   \n",
       "\n",
       "      video_length  video_views        published_date            tournament  \n",
       "1123      00:15:02        54687  2019-08-04T05:26:20Z              EVO 2019  \n",
       "517       00:22:53         5738  2019-02-24T01:42:05Z        Frostbite 2019  \n",
       "1133      00:14:04        50056  2019-08-05T03:38:54Z              EVO 2019  \n",
       "208       00:09:51         2114  2019-08-10T17:36:38Z  Super Smash Con 2019  \n",
       "169       00:19:18       282636  2020-02-24T04:43:55Z        Frostbite 2020  \n",
       "1134      00:10:01        74680  2019-08-05T03:49:27Z              EVO 2019  \n",
       "587       00:09:08        22088  2019-02-25T03:39:17Z        Frostbite 2019  \n",
       "480       00:08:09          887  2019-02-23T20:47:22Z        Frostbite 2019  \n",
       "560       00:14:38         2928  2019-02-24T21:55:12Z        Frostbite 2019  \n",
       "675       00:10:01         3748  2019-06-29T02:29:22Z              CEO 2019  \n",
       "334       00:10:03         8703  2019-02-01T19:30:42Z             GENESIS 6  \n",
       "569       00:17:52         4640  2019-02-24T23:01:04Z        Frostbite 2019  \n",
       "351       00:06:09        33557  2019-02-01T22:51:33Z             GENESIS 6  \n",
       "352       00:07:08        10453  2019-02-01T23:02:04Z             GENESIS 6  \n",
       "1099      00:05:51         9633  2019-08-03T23:42:27Z              EVO 2019  \n",
       "383       00:06:08         5201  2019-02-02T19:45:50Z             GENESIS 6  \n",
       "1018      00:06:28          817  2019-06-01T21:27:23Z    Smash 'N' Splash 5  \n",
       "5         00:00:06         6689  2020-02-22T16:19:21Z        Frostbite 2020  \n",
       "428       00:23:53       149093  2019-02-04T07:00:05Z             GENESIS 6  \n",
       "324       00:16:30        54267  2019-08-12T03:34:31Z  Super Smash Con 2019  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "testing=smash_videos.video_length\n",
    "testing=testing.apply(lambda x: x[2:])\n",
    "testing=testing.apply(lambda x: x if 'S' in x else x+'0S')\n",
    "testing=testing.apply(lambda x: x if 'M' in x else '0M'+x)\n",
    "testing=testing.apply(lambda x: x if 'H' in x else '0H'+x)\n",
    "smash_videos.video_length=testing.apply(lambda x: datetime.strptime(x,'%HH%MM%SS'))\n",
    "smash_videos.video_length=smash_videos.video_length.apply(lambda x: timedelta(hours=x.hour,minutes=x.minute,seconds=x.second))\n",
    "smash_videos.sample(20)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "That's more familiar. Now the goal of this analysis is to identify trends that are indicative of high view count. The video Title probably has the most relevant information to this regard; top 8 sets are likely to have a high view count. However, getting data out of the titles is tricky and requires some explanation. Before we get to that, lets see how set views vary over time and by video duration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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YEySWiBljjDHGBEmZSMREpJ6IjBeRHSKyX0QWiYgvIGaUiGx26z8XkfCA+goi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wYnByDpTqAPsAAwEXgKuJ0QTxxh+80SzWsYhWvbk9DNOoDQXvqE0Bt6BPgbMND2uPIs7TiS9iEC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\nJpPJZDKZTEnkQCyTyWQymUymJP4f72A4btOw5YkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7faae0db9860>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "views_vs_publish_date=smash_videos[['video_views','tournament','published_date']].groupby(smash_videos.tournament).agg({'video_views':'sum','published_date':'first','tournament':'first'})\n",
    "views_vs_publish_date.published_date=pd.to_datetime(views_vs_publish_date.published_date)\n",
    "views_vs_publish_date=views_vs_publish_date.sort_values('published_date')\n",
    "views_vs_publish_date=views_vs_publish_date.set_index('published_date')\n",
    "x=views_vs_publish_date.index\n",
    "y=views_vs_publish_date.video_views\n",
    "plt.scatter(x,y)\n",
    "for i in range(len(x)):\n",
    "    plt.text(x[i],y[i]*1.01,views_vs_publish_date.tournament[i],fontsize=8)\n",
    "plt.xticks(rotation=70)\n",
    "plt.ylabel('Views')\n",
    "plt.title('Views over Time')\n",
    "plt.xlabel('Publish Date')\n",
    "plt.ylim(0)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Views per Tournament\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "tournament\n",
       "CEO 2019                    3099149\n",
       "EVO 2019                    4873077\n",
       "EVO Japan 2020               329867\n",
       "Frostbite 2019              4453771\n",
       "Frostbite 2020              6975594\n",
       "GENESIS 6                   6572319\n",
       "GENESIS 7                   2726444\n",
       "Smash 'N' Splash 5          2541248\n",
       "Super Smash Con 2019        5798881\n",
       "The Big House 9             1390655\n",
       "Umebura Japan Major 2019     743211\n",
       "Name: video_views, dtype: int64"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print('Views per Tournament')\n",
    "smash_videos.video_views.groupby(smash_videos.tournament).sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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UjTe5kjCNvi1jhUSkI0rdv5Z9491r4MT7WmuIjR8AdiT0s38pdn8TcGKsTmZZ9YOi+3tF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\nFf4PajclgUVYxkMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7faae0d71400>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(x=smash_videos.tournament,y=smash_videos.video_views)\n",
    "plt.xticks(rotation=70)\n",
    "plt.title('Boxplot of Views by Tournament')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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7T+aP3Ut6fIuXKHrzekn7547XTuoXsTjfuhMRfyA9fu8jXXq6PiKeqeL41bqO9CV0aqF8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\nYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7faade3245f8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(x=smash_videos.tournament,y=smash_videos.video_views,showfliers=False)\n",
    "plt.xticks(rotation=70)\n",
    "plt.title('Boxplot of Views by Tournament excluding outliers')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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byc11zJs3mNWrV+vxSxE5RrnmOnHO/eCcy8w/1Lhz7r/OuW+CF5qIVCSa4EtE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\nwBcnHJGIiIicNspz6+R/gTlm1sa//93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rp2LFiowcOdJpHIq6OWTN/ePpOQprjMYhIAZP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\ng/7oytMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7faade0636a0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "views_vs_length=smash_videos[['video_length','video_views']].groupby(smash_videos.tournament).agg({'video_length':'sum','video_views':'sum'})\n",
    "x=views_vs_length['video_length'].dt.total_seconds()/3600.0\n",
    "y=views_vs_length['video_views']/1000000.0\n",
    "plt.scatter(x=x,y=y)\n",
    "plt.xlabel('Hours of Content')\n",
    "plt.ylabel('Views (in Millions)')\n",
    "plt.ylim(0,10)\n",
    "plt.xlim(0,50)\n",
    "plt.title('Views per Hour of Content')\n",
    "for i in range(len(x)):\n",
    "    plt.text(x[i]*1.01,y[i]*1.01,x.index[i],fontsize=8)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/neil_s_oza/anaconda3/lib/python3.5/site-packages/ipykernel/__main__.py:7: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n"
     ]
    },
    {
     "data": {
      "image/png": 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R+7/Y8OkBYmPh7LO96QOCzZ4NgSjfBA8dir7aVVElJCRQt27do/7cXePGjYmN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\noGvXrrz66qucOXPGfHTG5s2beeWVV6hbty4Ab7zxBt9//z1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mV1hYGDNnzmTGjBmFBotG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ZAAAg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\nuf3oPGIEhZVv0aVvGQf2dWfTo8VJSeXRb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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7faade081e10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "views_vs_length=smash_videos[['video_length','video_views']].groupby(smash_videos.tournament)\n",
    "plt.plot()\n",
    "i=0\n",
    "colors=['blue','red','black','green','purple','pink', 'yellow', 'orange', 'silver','gold','brown']\n",
    "for name, group in views_vs_length:\n",
    "    \n",
    "    group['color']=random.randrange(100)\n",
    "    plt.scatter(x=group['video_length'].dt.total_seconds()/60,y=group['video_views'],label=name,color=colors[i])\n",
    "    i=i+1\n",
    "plt.title('Scatterplot of video length vs views')\n",
    "plt.xlabel('Video Length (minutes)')\n",
    "plt.ylabel('Views')\n",
    "plt.ylim(0)\n",
    "plt.xlim(0)\n",
    "\n",
    "plt.legend(loc=[1.1,0])\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The above five plots reveal some interesting trends. From a ratings perspective, the largest smash ultimate tournament in 2019 was the first one: Genesis 6. no other tournament in 2019 managed to match the spectator interest of the very first tournament. On the one hand this is expected because it was the first tournament after the games release, but on the other hand one would hope viewer interest increases over time. Frostbite 2020 managed increase viewership to almost 7 million total views. I attribute this to a combination of Smash World Tour hype and the fact it was the last tournament before the corona shutdown.\n",
    "\n",
    "The two boxplots show the distribution of video views by video for each tournament. It turns out that most smash ultimate videos get between 5,000-20,000 views, with a handful of videos going viral, attaining 100,000 views+. Understanding what causes a video to reach that 100000k + threshold will be important to expanding spectator appeal.\n",
    "\n",
    "There doesn't seem to be a strong correlation between video length and video views. If a video is over an hour long, no one will watch it, but videos as short as 10 minutes and as long as 50 minutes have gone viral. Also, only one video has ever attained over 1 million views, and that's EVO 2019 Grand Finals Tweek v MKLeo. If smash players want to make a living playing this game, that needs to improve significantly.\n",
    "\n",
    "On that cheery note, let's move on to video titles. lets pull up some sample videos for reference"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>video_title</th>\n",
       "      <th>video_length</th>\n",
       "      <th>video_views</th>\n",
       "      <th>published_date</th>\n",
       "      <th>tournament</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>938</th>\n",
       "      <td>Zenyou vs Samsora - Pools Winners' Semifinals: Ultimate Singles - TBH9 | Mario vs Daisy</td>\n",
       "      <td>00:10:49</td>\n",
       "      <td>7017</td>\n",
       "      <td>2019-10-06T01:27:10Z</td>\n",
       "      <td>The Big House 9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>834</th>\n",
       "      <td>Nairo vs Mystearica - Ultimate Singles: Pools R2 Winners SF - Genesis 7 |Palutena vs Zelda, Palutena</td>\n",
       "      <td>00:07:45</td>\n",
       "      <td>5659</td>\n",
       "      <td>2020-01-25T23:46:31Z</td>\n",
       "      <td>GENESIS 7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>624</th>\n",
       "      <td>Umebura JM2019 SSBU - ProtoBanaham (Lucina) Vs. Choco (ZSS) Japan Smash Ultimate Tournament L. T12</td>\n",
       "      <td>00:06:52</td>\n",
       "      <td>6705</td>\n",
       "      <td>2019-05-02T05:40:28Z</td>\n",
       "      <td>Umebura Japan Major 2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>739</th>\n",
       "      <td>Schlocked vs Willy P - Ultimate Singles: Pools Round 2 - Genesis 7 | Wario vs Banjo</td>\n",
       "      <td>00:11:51</td>\n",
       "      <td>1578</td>\n",
       "      <td>2020-01-24T20:13:19Z</td>\n",
       "      <td>GENESIS 7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>880</th>\n",
       "      <td>Tweek vs Meme - Ultimate Singles: Top 64 Winners Round 1 - Genesis 7 | Wario vs Yoshi</td>\n",
       "      <td>00:21:47</td>\n",
       "      <td>9517</td>\n",
       "      <td>2020-01-26T06:40:50Z</td>\n",
       "      <td>GENESIS 7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>Frostbite 2020 SSBU Pools - TSM | Tweek (Wario) Vs. Ven (Zelda) Smash Ultimate Singles</td>\n",
       "      <td>00:10:05</td>\n",
       "      <td>23172</td>\n",
       "      <td>2020-02-23T03:44:55Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>377</th>\n",
       "      <td>Genesis 6 SSBU -  Babycakes (Donkey Kong) VS  Sinai | Player 4 (Daisy) Smash Ultimate Pools</td>\n",
       "      <td>00:13:59</td>\n",
       "      <td>7226</td>\n",
       "      <td>2019-02-02T16:50:07Z</td>\n",
       "      <td>GENESIS 6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>793</th>\n",
       "      <td>Blacktwins13 vs Tumultus - Ultimate Singles: Pools R1 Winners Finals - Genesis 7 | Pichu vs Palutena</td>\n",
       "      <td>00:12:07</td>\n",
       "      <td>1192</td>\n",
       "      <td>2020-01-25T05:56:15Z</td>\n",
       "      <td>GENESIS 7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>350</th>\n",
       "      <td>Genesis 6 SSBU -  Anti (Mario) VS  WooF (Olimar) Smash Ultimate Pools</td>\n",
       "      <td>00:07:15</td>\n",
       "      <td>6963</td>\n",
       "      <td>2019-02-01T22:41:50Z</td>\n",
       "      <td>GENESIS 6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>817</th>\n",
       "      <td>Prodigy vs Chubs - Ultimate Singles: Pools R1 Winners Final - Genesis 7 | Mario vs Yoshi</td>\n",
       "      <td>00:07:01</td>\n",
       "      <td>1104</td>\n",
       "      <td>2020-01-25T20:58:17Z</td>\n",
       "      <td>GENESIS 7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>Frostbite 2020 SSBU Losers Top 24 - Solary | Glutonny (Wario) Vs. eUnited | Samsora (Peach) Singles</td>\n",
       "      <td>00:24:58</td>\n",
       "      <td>55015</td>\n",
       "      <td>2020-02-23T22:17:14Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1062</th>\n",
       "      <td>SNS5 SSBU - eUnited | Samsora (Peach) Vs. PG | Marss (ZSS) Smash Ultimate Loser's Semifinals</td>\n",
       "      <td>00:14:28</td>\n",
       "      <td>12991</td>\n",
       "      <td>2019-06-03T03:04:07Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>309</th>\n",
       "      <td>SSC 2019 SSBU - NPT Blazing Pasta (Peach) VS Rogue Light (Fox) Smash Ultimate Loser's Top 16</td>\n",
       "      <td>00:15:56</td>\n",
       "      <td>4489</td>\n",
       "      <td>2019-08-11T19:06:16Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>521</th>\n",
       "      <td>HIKARU (Donkey Kong/Pichu) vs. MnT | Shoyo James (Chrom) - Phase 2 Pools - Frostbite 2019</td>\n",
       "      <td>00:07:11</td>\n",
       "      <td>38977</td>\n",
       "      <td>2019-02-24T02:17:55Z</td>\n",
       "      <td>Frostbite 2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>729</th>\n",
       "      <td>CEO 2019 SSBU - Liquid | Dabuz (Rosa, Olimar) Vs. SLY | Glutonny (Wario) Smash Ultimate L Quarters</td>\n",
       "      <td>00:14:20</td>\n",
       "      <td>18388</td>\n",
       "      <td>2019-07-01T02:09:18Z</td>\n",
       "      <td>CEO 2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>366</th>\n",
       "      <td>Genesis 6 SSBU -  Ally (Snake) VS  Mage (Donkey Kong) Smash Ultimate Pools</td>\n",
       "      <td>00:06:43</td>\n",
       "      <td>23509</td>\n",
       "      <td>2019-02-02T02:30:37Z</td>\n",
       "      <td>GENESIS 6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>622</th>\n",
       "      <td>Umebura JM2019 SSBU - DNG | Nietono (Pichu) Vs. Rotsuku (Yoshi) Japan Smash Ultimate Tournament T24</td>\n",
       "      <td>00:10:18</td>\n",
       "      <td>3264</td>\n",
       "      <td>2019-05-02T04:58:57Z</td>\n",
       "      <td>Umebura Japan Major 2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>Frostbite 2020 SSBU Pools - LSG | Zie (Palutena) Vs. DNA (Dark Pit) Smash Ultimate Singles</td>\n",
       "      <td>00:08:52</td>\n",
       "      <td>2723</td>\n",
       "      <td>2020-02-22T22:13:11Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>221</th>\n",
       "      <td>SSC 2019 SSBU -  Makibaz (Palutena) VS  Steelix (Falco) Smash Ultimate Round 1 Pools</td>\n",
       "      <td>00:08:32</td>\n",
       "      <td>1090</td>\n",
       "      <td>2019-08-10T20:14:31Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>263</th>\n",
       "      <td>SSC 2019 SSBU - RCS Fatality (C. Falcon) VS NPT Blazing Pasta (Peach) Smash Ultimate Loser's Top 32</td>\n",
       "      <td>00:12:27</td>\n",
       "      <td>24570</td>\n",
       "      <td>2019-08-11T15:36:53Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                               video_title  \\\n",
       "938                Zenyou vs Samsora - Pools Winners' Semifinals: Ultimate Singles - TBH9 | Mario vs Daisy   \n",
       "834   Nairo vs Mystearica - Ultimate Singles: Pools R2 Winners SF - Genesis 7 |Palutena vs Zelda, Palutena   \n",
       "624     Umebura JM2019 SSBU - ProtoBanaham (Lucina) Vs. Choco (ZSS) Japan Smash Ultimate Tournament L. T12   \n",
       "739                    Schlocked vs Willy P - Ultimate Singles: Pools Round 2 - Genesis 7 | Wario vs Banjo   \n",
       "880                  Tweek vs Meme - Ultimate Singles: Top 64 Winners Round 1 - Genesis 7 | Wario vs Yoshi   \n",
       "105                 Frostbite 2020 SSBU Pools - TSM | Tweek (Wario) Vs. Ven (Zelda) Smash Ultimate Singles   \n",
       "377            Genesis 6 SSBU -  Babycakes (Donkey Kong) VS  Sinai | Player 4 (Daisy) Smash Ultimate Pools   \n",
       "793   Blacktwins13 vs Tumultus - Ultimate Singles: Pools R1 Winners Finals - Genesis 7 | Pichu vs Palutena   \n",
       "350                                  Genesis 6 SSBU -  Anti (Mario) VS  WooF (Olimar) Smash Ultimate Pools   \n",
       "817               Prodigy vs Chubs - Ultimate Singles: Pools R1 Winners Final - Genesis 7 | Mario vs Yoshi   \n",
       "145    Frostbite 2020 SSBU Losers Top 24 - Solary | Glutonny (Wario) Vs. eUnited | Samsora (Peach) Singles   \n",
       "1062          SNS5 SSBU - eUnited | Samsora (Peach) Vs. PG | Marss (ZSS) Smash Ultimate Loser's Semifinals   \n",
       "309           SSC 2019 SSBU - NPT Blazing Pasta (Peach) VS Rogue Light (Fox) Smash Ultimate Loser's Top 16   \n",
       "521              HIKARU (Donkey Kong/Pichu) vs. MnT | Shoyo James (Chrom) - Phase 2 Pools - Frostbite 2019   \n",
       "729     CEO 2019 SSBU - Liquid | Dabuz (Rosa, Olimar) Vs. SLY | Glutonny (Wario) Smash Ultimate L Quarters   \n",
       "366                             Genesis 6 SSBU -  Ally (Snake) VS  Mage (Donkey Kong) Smash Ultimate Pools   \n",
       "622    Umebura JM2019 SSBU - DNG | Nietono (Pichu) Vs. Rotsuku (Yoshi) Japan Smash Ultimate Tournament T24   \n",
       "57              Frostbite 2020 SSBU Pools - LSG | Zie (Palutena) Vs. DNA (Dark Pit) Smash Ultimate Singles   \n",
       "221                   SSC 2019 SSBU -  Makibaz (Palutena) VS  Steelix (Falco) Smash Ultimate Round 1 Pools   \n",
       "263    SSC 2019 SSBU - RCS Fatality (C. Falcon) VS NPT Blazing Pasta (Peach) Smash Ultimate Loser's Top 32   \n",
       "\n",
       "      video_length  video_views        published_date  \\\n",
       "938       00:10:49         7017  2019-10-06T01:27:10Z   \n",
       "834       00:07:45         5659  2020-01-25T23:46:31Z   \n",
       "624       00:06:52         6705  2019-05-02T05:40:28Z   \n",
       "739       00:11:51         1578  2020-01-24T20:13:19Z   \n",
       "880       00:21:47         9517  2020-01-26T06:40:50Z   \n",
       "105       00:10:05        23172  2020-02-23T03:44:55Z   \n",
       "377       00:13:59         7226  2019-02-02T16:50:07Z   \n",
       "793       00:12:07         1192  2020-01-25T05:56:15Z   \n",
       "350       00:07:15         6963  2019-02-01T22:41:50Z   \n",
       "817       00:07:01         1104  2020-01-25T20:58:17Z   \n",
       "145       00:24:58        55015  2020-02-23T22:17:14Z   \n",
       "1062      00:14:28        12991  2019-06-03T03:04:07Z   \n",
       "309       00:15:56         4489  2019-08-11T19:06:16Z   \n",
       "521       00:07:11        38977  2019-02-24T02:17:55Z   \n",
       "729       00:14:20        18388  2019-07-01T02:09:18Z   \n",
       "366       00:06:43        23509  2019-02-02T02:30:37Z   \n",
       "622       00:10:18         3264  2019-05-02T04:58:57Z   \n",
       "57        00:08:52         2723  2020-02-22T22:13:11Z   \n",
       "221       00:08:32         1090  2019-08-10T20:14:31Z   \n",
       "263       00:12:27        24570  2019-08-11T15:36:53Z   \n",
       "\n",
       "                    tournament  \n",
       "938            The Big House 9  \n",
       "834                  GENESIS 7  \n",
       "624   Umebura Japan Major 2019  \n",
       "739                  GENESIS 7  \n",
       "880                  GENESIS 7  \n",
       "105             Frostbite 2020  \n",
       "377                  GENESIS 6  \n",
       "793                  GENESIS 7  \n",
       "350                  GENESIS 6  \n",
       "817                  GENESIS 7  \n",
       "145             Frostbite 2020  \n",
       "1062        Smash 'N' Splash 5  \n",
       "309       Super Smash Con 2019  \n",
       "521             Frostbite 2019  \n",
       "729                   CEO 2019  \n",
       "366                  GENESIS 6  \n",
       "622   Umebura Japan Major 2019  \n",
       "57              Frostbite 2020  \n",
       "221       Super Smash Con 2019  \n",
       "263       Super Smash Con 2019  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "smash_videos.sample(20)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "it's time to start analyzing video titles. Video titles are consistently formatted within a particular tournament, but different tournaments use different title formatting. let's isolate three examples for reference:\n",
    "\n",
    "Larry Lurr vs Zinoto - Ultimate Singles: Pools R2 Winners Semifinal - Genesis 7 | Wolf vs Peach\n",
    "Genesis 6 SSBU - FOX MVG | MKleo (Ike) Vs. GRV | Dabuz (Olimar) Smash Ultimate Tournament LS\n",
    "TSM | Tweek (Wario/Wolf) vs. PG | Cosmos (Inkling) - Winners Semis - Frostbite 2019\n",
    "\n",
    "most video titles contain 4 peices of information: the players, the characters used, the bracket/round, and the tournament name. none of this information is in any consistent order, and this causes problems. It is very difficult to extract info from a title without knowing the format. To illustrate this, suppose I wanted to find all videos where someone uses Fox. for most video titles, characters used in that video are placed in parentheses. However, some tournaments, such as Genesis 7, don't do this, and instead place characters used at the very end of the title. to find these occurences of Fox i would need to search the entire string for the word Fox, but if I did that, I would end up with false positives. For instance, the following would be considered a game with Fox:\n",
    "\n",
    "Genesis 6 SSBU - FOX MVG | MKleo (Ike) Vs. GRV | Dabuz (Olimar) Smash Ultimate Tournament LS\n",
    "\n",
    "MKleo's tag contains the word fox. In order to catch occurences of Fox in genesis 6, you end up with false positives in Gensis 7 and other tournaments. There are similar issues with identifying top 8 matches. most videos aren't labeled TOP 8. Instead they are often labeled winners semis or Losers Finals. Here's the problem with that:\n",
    "\n",
    "Larry Lurr vs Zinoto - Ultimate Singles: Pools R2 Winners Semifinal - Genesis 7 | Wolf vs Peach\n",
    "\n",
    "Pools matches have winners finals, winners semis, etc., just like top 8. Whenever I try to find all of the top 8 matches and group them I end up with a bunch of pools matches in the mix. I could create an individual parsing algorithm for each tournament, but that's a lot of work, and I would have to do it again for every new tournament. Instead I would like to make a request of the community. From now on, title smash ultimate sets using the following format\n",
    "\n",
    "player1 (character1, character2, character3) vs player2 (character1, character2, character3)-Round-Format-Tournament\n",
    "\n",
    "I recommend putting the players and characters first, because thats what viewers care the most about. Characters should be put in parentheses so that they are easy to distinguish from names. The round, format, and tournament should be seperated by - for easy parsing. Standard formatting is a small thing but it would go a long way \n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I may come back and extract more data from the titles in the future, but for now I will use the titles to identify the characters used in sets when the characters are stored in parentheses. I will identify the number of characters used in the set and the names of those characters. If the video title does not store the character name in parentheses, it's number_of_characters and characters_in_set columns will be left blank. The below block of code accomplishes that for us"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>video_title</th>\n",
       "      <th>video_length</th>\n",
       "      <th>video_views</th>\n",
       "      <th>published_date</th>\n",
       "      <th>tournament</th>\n",
       "      <th>number_of_characters</th>\n",
       "      <th>characters_in_set</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>576</th>\n",
       "      <td>Ryuga (Ike) vs. SST | Shuton (Olimar) - Losers Top 8 Qualifier - Frostbite 2019</td>\n",
       "      <td>00:11:36</td>\n",
       "      <td>5169</td>\n",
       "      <td>2019-02-24T23:46:52Z</td>\n",
       "      <td>Frostbite 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Ike-Olimar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>323</th>\n",
       "      <td>SSC 2019 SSBU - NRG Nairo (Palutena) VS FOX MVG MkLeo (Joker) Smash Ultimate Loser's Quarters</td>\n",
       "      <td>00:21:29</td>\n",
       "      <td>204633</td>\n",
       "      <td>2019-08-12T03:17:44Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Palutena-Joker</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Frostbite 2020 SSBU Pools - MkLeo (Joker) Vs. Arconi (Meta Knight) Smash Ultimate Singles - SSBU</td>\n",
       "      <td>00:07:50</td>\n",
       "      <td>75763</td>\n",
       "      <td>2020-02-22T17:42:02Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Joker-Meta Knight</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969</th>\n",
       "      <td>Dabuz vs Maister - Top 8 Winners' Finals: Ultimate Singles - TBH9 | Olimar vs Game &amp; Watch</td>\n",
       "      <td>00:24:56</td>\n",
       "      <td>9639</td>\n",
       "      <td>2019-10-07T04:51:40Z</td>\n",
       "      <td>The Big House 9</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>559</th>\n",
       "      <td>UtopianRay (Palutena) vs. WBG | MVD (Snake) - Top 48 - Frostbite 2019</td>\n",
       "      <td>00:16:00</td>\n",
       "      <td>2618</td>\n",
       "      <td>2019-02-24T21:42:46Z</td>\n",
       "      <td>Frostbite 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Palutena-Snake</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1082</th>\n",
       "      <td>EVO 2019 SSBU - Zenyou (Mario) Vs. ZerO.exe (Lucina, Inkling) Smash Ultimate Tournament Pools</td>\n",
       "      <td>00:07:58</td>\n",
       "      <td>12291</td>\n",
       "      <td>2019-08-03T20:04:46Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "      <td>3</td>\n",
       "      <td>-Mario-Lucina-Inkling</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>847</th>\n",
       "      <td>Glutonny vs Dakpo - Ultimate Singles: Pools R2 Winners Semifinal - Genesis 7 | Wario vs Diddy Kong</td>\n",
       "      <td>00:12:33</td>\n",
       "      <td>36072</td>\n",
       "      <td>2020-01-26T02:44:33Z</td>\n",
       "      <td>GENESIS 7</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>871</th>\n",
       "      <td>Tweek vs Kofi - Ultimate Singles: Pools R2 Winners Semifinal - Genesis 7 | Wario vs Falco</td>\n",
       "      <td>00:08:29</td>\n",
       "      <td>3409</td>\n",
       "      <td>2020-01-26T05:44:45Z</td>\n",
       "      <td>GENESIS 7</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>346</th>\n",
       "      <td>Genesis 6 SSBU -  FOX MVG | MkLeo (Ike) VS  Condor Correct (Shulk) Smash Ultimate Pools</td>\n",
       "      <td>00:05:21</td>\n",
       "      <td>26392</td>\n",
       "      <td>2019-02-01T21:48:21Z</td>\n",
       "      <td>GENESIS 6</td>\n",
       "      <td>2</td>\n",
       "      <td>-Ike-Shulk</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>324</th>\n",
       "      <td>SSC 2019 SSBU - eUnited Samsora (Peach) VS TSM Tweek (Trainer) Smash Ultimate Winner's Finals</td>\n",
       "      <td>00:16:30</td>\n",
       "      <td>54267</td>\n",
       "      <td>2019-08-12T03:34:31Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Peach-Trainer</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                             video_title  \\\n",
       "576                      Ryuga (Ike) vs. SST | Shuton (Olimar) - Losers Top 8 Qualifier - Frostbite 2019   \n",
       "323        SSC 2019 SSBU - NRG Nairo (Palutena) VS FOX MVG MkLeo (Joker) Smash Ultimate Loser's Quarters   \n",
       "16      Frostbite 2020 SSBU Pools - MkLeo (Joker) Vs. Arconi (Meta Knight) Smash Ultimate Singles - SSBU   \n",
       "969           Dabuz vs Maister - Top 8 Winners' Finals: Ultimate Singles - TBH9 | Olimar vs Game & Watch   \n",
       "559                                UtopianRay (Palutena) vs. WBG | MVD (Snake) - Top 48 - Frostbite 2019   \n",
       "1082       EVO 2019 SSBU - Zenyou (Mario) Vs. ZerO.exe (Lucina, Inkling) Smash Ultimate Tournament Pools   \n",
       "847   Glutonny vs Dakpo - Ultimate Singles: Pools R2 Winners Semifinal - Genesis 7 | Wario vs Diddy Kong   \n",
       "871            Tweek vs Kofi - Ultimate Singles: Pools R2 Winners Semifinal - Genesis 7 | Wario vs Falco   \n",
       "346              Genesis 6 SSBU -  FOX MVG | MkLeo (Ike) VS  Condor Correct (Shulk) Smash Ultimate Pools   \n",
       "324        SSC 2019 SSBU - eUnited Samsora (Peach) VS TSM Tweek (Trainer) Smash Ultimate Winner's Finals   \n",
       "\n",
       "      video_length  video_views        published_date            tournament  \\\n",
       "576       00:11:36         5169  2019-02-24T23:46:52Z        Frostbite 2019   \n",
       "323       00:21:29       204633  2019-08-12T03:17:44Z  Super Smash Con 2019   \n",
       "16        00:07:50        75763  2020-02-22T17:42:02Z        Frostbite 2020   \n",
       "969       00:24:56         9639  2019-10-07T04:51:40Z       The Big House 9   \n",
       "559       00:16:00         2618  2019-02-24T21:42:46Z        Frostbite 2019   \n",
       "1082      00:07:58        12291  2019-08-03T20:04:46Z              EVO 2019   \n",
       "847       00:12:33        36072  2020-01-26T02:44:33Z             GENESIS 7   \n",
       "871       00:08:29         3409  2020-01-26T05:44:45Z             GENESIS 7   \n",
       "346       00:05:21        26392  2019-02-01T21:48:21Z             GENESIS 6   \n",
       "324       00:16:30        54267  2019-08-12T03:34:31Z  Super Smash Con 2019   \n",
       "\n",
       "      number_of_characters      characters_in_set  \n",
       "576                      2            -Ike-Olimar  \n",
       "323                      2        -Palutena-Joker  \n",
       "16                       2     -Joker-Meta Knight  \n",
       "969                      0                         \n",
       "559                      2        -Palutena-Snake  \n",
       "1082                     3  -Mario-Lucina-Inkling  \n",
       "847                      0                         \n",
       "871                      0                         \n",
       "346                      2             -Ike-Shulk  \n",
       "324                      2         -Peach-Trainer  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "smash_characters=set([])\n",
    "smash_videos['number_of_characters']=0\n",
    "smash_videos['characters_in_set']=\"\"\n",
    "for row in range(len(smash_videos)):\n",
    "    characters_in_set=re.findall('\\(([^)]+)',smash_videos.iloc[row,0]) \n",
    "    for i in characters_in_set:\n",
    "        individual_characters=re.split('[,/]+',i)\n",
    "        smash_videos.iloc[row,5]+=len(individual_characters)\n",
    "        for j in range(len(individual_characters)):\n",
    "            smash_videos.iloc[row,6]+='-'+individual_characters[j].strip()\n",
    "            smash_characters.add(individual_characters[j].strip().lower())\n",
    "smash_videos.sample(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The two new rows look accurate. Now that we have character information for a lot of the videos, we can see if certain characters are more popular than others and if sets with more characters get more views. Let's start by analyzing the effect of number of characters on view count, since that's simpler"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>number_of_characters</th>\n",
       "      <th>0</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>average_views</th>\n",
       "      <td>17036.969811</td>\n",
       "      <td>37636.862162</td>\n",
       "      <td>43543.644068</td>\n",
       "      <td>124999.4375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median_views</th>\n",
       "      <td>3086.000000</td>\n",
       "      <td>9176.500000</td>\n",
       "      <td>7265.500000</td>\n",
       "      <td>21957.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>number_of_videos</th>\n",
       "      <td>265.000000</td>\n",
       "      <td>740.000000</td>\n",
       "      <td>118.000000</td>\n",
       "      <td>16.0000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "number_of_characters             0             2             3            4\n",
       "average_views         17036.969811  37636.862162  43543.644068  124999.4375\n",
       "median_views           3086.000000   9176.500000   7265.500000   21957.0000\n",
       "number_of_videos        265.000000    740.000000    118.000000      16.0000"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a=smash_videos.video_views.groupby(smash_videos.number_of_characters).agg('mean')\n",
    "b=smash_videos.video_views.groupby(smash_videos.number_of_characters).agg('median')\n",
    "c=smash_videos.video_views.groupby(smash_videos.number_of_characters).agg('count')\n",
    "character_count_views=pd.DataFrame([a,b,c])\n",
    "character_count_views.index=['average_views','median_views','number_of_videos']\n",
    "character_count_views"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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fybLNHs/TeDnkI8D33P2cVIXumt1j6+UvgV+a2U6ES5TfJXzgNsdq6+OlpIzMrIXwZZcp\ntrdn2R8Ir7URXutFacsmkv+5nO5FwmVeCO+vVt64lPlnwiXtv8Xl2Vp6UufJ/xAuKffVp2M8NfH8\nAMDMvtwP62gm7PM+hP5D3enuM6uZ0Bfwb90sz4m7txKS9t/HFv/rge+a2U98YIfI5/NDNvmc1LnQ\n0tP7pMeV9fwdkPpM2JjD+vP+UQ66NFaS4pujhtAxLdUadBMhOTo5rfoswi/4mxPPP5rQonGau88j\ntHb8qJsvhU9ZYqiume1LmFekp/mLbiK8Ab6ZVv5twgl5Y6LsNUJylL6PnYY0u/vrhOx+RA/bTW17\nXzPbL7GubQgjJp519/S+OTmJfV+uBY4gjIQYSpbkIfZZeRA4wcxGJ+I5lK6tcNcQXr8us/damIog\n1YT/V0KSkT4U+SvAGOAvOezOXwnN2J8jnAf3u3u2L9XriB10My1Mvl4xkfsn4df2m+ncIjQqxt4c\nk40uz09ItbZle80h+3ma+vWa/pk2i8SHpIVh/WOSFdx9FWGkVyqOxcQRavHc6iQmTniYi6kpxpac\nYmBvwi/cbP5FuIzw9cQlWczscEJin8trnZW7b0j0D6omdAL/G+GS2AjgisSl+Uy/7JOWEFqXvmlZ\npnPI0WbC67PlR7mZ7UFoJSj0Om6I9b5v1uPw8oyfWYT38AfMrMtra2FY/dBsgWb43NtE+Iw3Qivr\nQOpuP3PVRLgMf4ZlmHIh9T7pTrbvAHdvIfxAONFCf8ye1v8a4RjmtT9qESo+Az4WPzwhXPP8POFa\n/E8SnXD/TPjVdk7sz/BvQrJ0BGHo5bOwpVXmF8Bt7n5hfO7JhBaO3xAukyQ9Ddwdf52PJAw9bQHq\nuwvY3f9jZr8h/JrfHriD8KV0PHCdu9+RqL6Y8EH/3bitlfFD+FEzWxSXv0IYBXQ08PMsx2sO4Qu4\n0cx+Hp/7BUJ/ik9neW42/wfMJIygeShTp8wMTid8Yd1jYSLMHQnH+2HeaM3D3e80s4uA78RLRLcQ\nEp63Efb7G4Rjt8rC3DvfN7NGwmW6txOa/O8njArrkbtvMrPrCInQ1oQENdtznjGzM4Efx/PrBkLn\n7D2BTxE6ZJ6beMpdhMtta1KXD+PlrycIrRmXpW3ikvjBdzvhC3iPeJwecPdcLv32eJ66+/p4uasu\n9nN5gZCM7EHnyxijgeVmdi1vXD47lHAZ+VtxXW5mXyEkWY+Y2WVxfW8ivI/W8saX7FmESxx3m9mF\nhC+z1Ov/rp52KL5OpxF+/d5pZguBXQjnwjN07TDfJzFZqyZ0dofwWfCyu2fqo9RdzG5mJxHOywfj\nsfkv4Rzdx90P73EFXd1IOO5NZnY1YYTjdEIH/R6PX2/X4e7NZnYOYfTXXfE9soHw2fOCu383Vu3u\nM6ueMOz8L2Z2eay3TdzGpwnnWnrn6HS3WOjDdg/hctI+hIEtf8nQ/7O/dbefkPnSX6fy+J47iXAp\ndYmZ/Y7wnqwmdPS/m64/6JJy+Q6YQfisecjMLia8L8YRLsu/idB5H+J0FYRL3NsRXtfb4o+c7DyP\noWb6K8wfb8wjlPx7LZ4YX81Qf2vC9dLnCUNeHwdmpdW5ltAaMD6t/Ii4/tr4ONXh+VuElp3nCMP2\n/wb8T9pzzwI2pZUNIXygpCYLe45wKWlYWr2dCR+aa+L2b4/lpxOG8b5M+DJ6BDiNHubJSaxzD0LS\n8nI8Xn8nzleTVm8z8LNeviZL4/O+k2HZ7nHZ8WnlnyJ88aXmTTmSkAg0Z1jHlwkJzavxmDxIGH47\nLq3eSfGYtBFaKxaQmFcmh/04JMa6Edgtw/Iur2liX+4g/NJbF2P4GbBXWr3D4/r/nFb+KzIM8yf0\nx7mZ8KXZSmhVaAB2zrIfqWM+K4fzdFfC+f8y4YN1IeFDczPhkhmERGUOoWVjTdzHJcDXMmz7XYRL\nGCvjNp+J65ySVu/A+Jq2Er58v0qGeZp62MejCa1Dr/PGLQ92TatzGbA219exm+18Jr5fhiZeqz/2\n5v2RWNcHCB3zU8fwAeCkfOIl/JB5PO7/I4QfVF2OHz28n3NdR6x7QuJ4ryIk5x9JLM/4mRWXbQ38\niNAloJWQzNwVz83Ucd1yzmbY9lfiuZs6p54k3Opm20z7leF9kD58Pu9zorv95I3vpUlp9T9EhiHq\nhEvkNxHec6/FfbqUOP9aD9vP6TuA8Hmf+jHSRpj/6I/Ap9LqfYnw/mvPFGdPfxZXIBXGzHYnfBnV\nuvu52eqLiIiUo6L3ETKz083sfgtTc79kZteb2dsy1Puhma2wMH36ren9XSzMG9JgYZru9Ram5N45\nrc72ZnaVhen9V5vZJel9AMzszWZ2o4Xpz1+0MKRvSFqdd1mYUrzVzJaaWZebFZrZFDNbbGEa9iet\nNO9mLCIiUtGKnggRRp0sIPQx+Sih6foWC3faBSBeRz+Z0CF2X0LzW5N1nvPifMJ1yaMITXW7EeaG\nSbqa0AnxkFj3YBKTUcWEJ9UpeX9CE+EXSEzAFTvFNhFaUyYRpk+fHfsUpOrsQeg3chthwr2fEfpI\nHNqrIyMiIiL9quQujcWe4CsJ1/fujmUrgHp3Py8+HkO4NnuCu18TH7cQblNwfawzkdAbf393vz92\nRn4EmOzuD8Q6NYSOduPd/cU4WuNPhOvzq2KdEwl9Cqo8dG48idAXZhePQzVj59Yj3T11Q8u5hHvc\nbOmoFztCjnX3nmZsHjDx0tgzhEtj6TNEi4iIVIRSaBFKtx1hiOMrAHEEyy6E1hUAPEzbfx9vTOf/\nPkIrTrLOE4ROVak6+xPudfRAYlt/jdvaL1HnIe/c07yJMDvpOxJ17vTEfBWxzsTEcNL947pJq/MB\nSoS7L3X3oUqCRESkkpXU8Pk4t8P5wN3+xnwwuxCSlfT5LV6KyyCMDGn3N+5rlKnOLoSWpi3cfbOZ\nvZJWJ9N2Usv+Hf9Nn/wtWWdtD+sZY2YjPMOEehamu68hjIppS18uIiIi3RpJGGHW5F1vO9KjkkqE\nCLMh70PXuW4Gg54m6MpFDTnMESMiIiLd+jyhP3DOSiYRMrMLCDcAPMjd/5tY9CIhyRhH51aWcYS5\nK1J1hpvZmLRWoXFxWapO+iiyoYQ7ZyfrvD8ttHGJZal/x2Wo4znUWZepNSh6DuDKK69k77337qZK\naZg1axbnnVf6V9QGS5wweGIdLHGKSGV57LHHOPbYY6Hn20NlVBKJUEyCjgQ+5O7Lksvc/dk4E+ch\nxPvDxM7R+xEmZIMwAeGmWCfZWbqaMGET8d/tzOy9iX5ChxCSrPsSdc4ws50S/YQOI1zuejRR50dm\nNtTDXctTdZ5w97WJOukzrB6WiCWTNoC9996bSZMm9VCt+MaOHVvyMcLgiRMGT6yDJU4RqVi97lpS\n9M7ScVr6zxPuyv2amY2Lf8k7O58PnGlmR5jZOwlTei8nzC6Z6jx9KXBunL9nMmHa+nvc/f5Y53FC\nh+WLzez9ZnYAYdj+Qg/3jIJw24NHgSviXEE1hBFiF7j7xljnasLMlb82s33M7LOEacR/moj3l8Ce\nZjbXzCZauAv40XS+RYGIiIgUWSm0CH2dcFlpUVr5FwkJD+4+z8KdaS8ijCq7izA8PXmn3lmEabWv\nJdy0rZFwn5KkY4ALCCO6OmLdU1IL3b3DzD5BuFfXvYT5ii4ncSNKd19n4aZ7DYRp2lcBs9390kSd\n58zs48B5hCRpOfBld08fSSYiIiJFVPREyN1zapVy99nA7B6WbyDcMHNmD3XWAMdm2c7zwCey1HmY\ncN+VnurcCUzuqY6IiIgUV9EvjcngM23atGKHkJPBEicMnlgHS5wiIrkquZmlK5WZTQIWL168WJ1R\nRUREemHJkiVMnjwZwt0jlvTmuWoREhERkYqlREhEREQqlhIhERERqVhKhERERKRiKRESERGRiqVE\nSERERCqWEiERERGpWEqEREREpGIpERIREZGKpURIREREKpYSIREREalYSoRERESkYikREhERkYql\nREjKUmtrKzNnzqStra3YoYiISAlTIiRlaf78+SxatIj58+cXOxQRESlhSoSk7CxdupSmpiba29tp\nbGxk2bJlxQ5JRERKlBIhKSvuTl1dHS0tLQC0tLRQV1eHuxc5MhERKUVKhKSsNDU10dzc3KmsubmZ\npqamIkUkIiKlTImQlJWGhgbWr1/fqWzdunU0NDQUKSIRESllSoSkrMyYMYPRo0d3KhszZgwzZswo\nUkQiIlLKlAhJWampqWHChAmdyiZMmEBNTU2RIhIRkVKmREjKiplRX19PVVUVAFVVVcybNw8zK3Jk\nIiJSipQISdmprq6mpqaG4cOHM3XqVKqrq4sdkoiIlKitih2ASH+ora1l5cqV1NbWFjsUEREpYUqE\npCyNGjWKBQsWFDsMEREpcbo0JiIiIhVLiZCIiIhULCVCIiIiUrGUCImIiEjFUiIkIiIiFUuJkIiI\niFQsJUIiIiJSsZQIiYiISMVSIiQiIiIVS4mQiIiIVCwlQiIiIlKxlAiJiIhIxVIiJCIiIhVLiZCI\niIhULCVCIiIiUrGUCImIiEjFUiIkIiIiFUuJkIiIiFQsJUIiIiJSsZQIiYiISMVSIiQiIiIVS4mQ\niIiIVCwlQiIiIlKxlAiJiIhIxVIiJCIiIhVLiZCIiIhULCVCIiIiUrGUCImIiEjFUiIkIiIiFUuJ\nkIiIiFQsJUIiIiJSsZQIiYiISMVSIiQiIiIVS4mQiIiIVCwlQiIiIlKxlAiJiIhIxVIiJCIiIhVL\niZCIiIhULCVCIiIiUrFKIhEys4PM7E9m9oKZdZjZJ9OWXxbLk383pdUZYWYNZrbKzNab2bVmtnNa\nne3N7CozW2tmq83sEjPbJq3Om83sRjN7zcxeNLN5ZjYkrc67zOxOM2s1s6VmdmqGfZpiZovNrM3M\nnjSzE/p+pERERKSQSiIRArYBHgSmA95NnZuBccAu8W9a2vLzgY8DRwEHA7sBf0irczWwN3BIrHsw\ncFFqYUx4bgK2AvYHTgC+APwwUWc00AQ8C0wCTgVmm9lXEnX2AP4C3Aa8G/gZcImZHdrjURAREZEB\ntVWxAwBw90agEcDMrJtqG9y9JdMCMxsDfAn4nLvfEcu+CDxmZvu6+/1mtjdQA0x29wdinZnAjWZW\n6+4vxuVvBz7s7quAh8zse8AcM5vt7puAY4FhwJfj48fM7L3At4BLYkgnAc+4e118/ISZHQjMAm7N\n7yiJiIhIoZVKi1AuppjZS2b2uJldaGY7JJZNJiR1t6UK3P0JYBnwgVi0P7A6lQRFfyW0QO2XqPNQ\nTIJSmoCxwDsSde6MSVCyzkQzG5uo89e0+JsSsYiIiEgJGCyJ0M3A8cBHgDrgQ8BNidajXYB2d1+X\n9ryX4rJUnZXJhe6+GXglrc5LGdZBgeqMMbMRGfZPREREiqAkLo1l4+7XJB4+YmYPAc3AFOBvRQmq\nq+4u6YmIiEiJGhSJUDp3f9bMVgF7ERKhF4HhZjYmrVVoXFxG/Dd9FNlQYIe0Ou9P29y4xLLUv+My\n1PEc6qxz9w097dusWbMYO3Zsp7Jp06YxbVp633AREZHKs3DhQhYuXNipbO3atXmvb1AmQmY2HtgR\n+G8sWgxsIowGuz7WmQhUA3+Pdf4ObGdm7030EzqE0JJzX6LOGWa2U6Kf0GHAWuDRRJ0fmdnQeGkt\nVecJd1+bqHN4WtiHJWLp1nnnncekSZOyVRMREalImRoHlixZwuTJk/NaX0n0ETKzbczs3Wb2nli0\nZ3z85rhsnpntZ2a7m9khwA3Ak4QOyMRWoEuBc+P8PZOBXwP3uPv9sc7jsf7FZvZ+MzsAWAAsjCPG\nAG4hJDxXxLmCaoCzgQvcfWOsczXQDvzazPYxs88C3wB+mtilX8Z9mGtmE81sOnA0cG6hj52IiIjk\nr1RahN5HuMTl8S+VVPyGMLfQuwidpbcDVhASmu8nkhMIQ9M3A9cCIwjD8WekbecY4ALCiK6OWPeU\n1EJ37zCzTwC/AO4FXgMuB85K1FlnZocBDcC/gFXAbHe/NFHnOTP7OHAeIUlaThhunz6STERERIqo\nJBKhOPdPT61TU3NYxwZgZvzrrs4awjxAPa3neeATWeo8TBi51lOdOwnD+kVERKRElcSlMREREZFi\nUCIkIiKrAnPdAAAgAElEQVQiFUuJkIiIiFQsJUIiIiJSsZQIiYiISMVSIiQiIiIVS4mQiIiIVCwl\nQiIiIlKxlAiJiIhIxVIiJCIiIhVLiZCIiIhULCVCIiIiUrGUCImIiEjFUiIkIiIiFUuJkIiIiFQs\nJUIiIiJSsZQIiYiISMVSIiQiIiIVS4mQiIiIVCwlQiIiIlKxlAiJiIhIxVIiJCIiIhVLiZCIiIhU\nLCVCIiIiUrGUCImIiEjFUiIkIiIiFUuJkIiIiFQsJUIiIiJSsZQIiYiISMVSIiQiIiIVS4mQiIiI\nVCwlQiIiIlKxlAiJiIhIxcorETKzUWa2deLx7mb2TTM7rHChiYiIiPSvfFuE/ggcD2Bm2wH3Ad8G\n/mhmJxUoNhEREZF+lW8iNAm4K/7/aOAlYHdCcvSNAsQlIiIi0u/yTYS2BtbH/x8GXOfuHcA/CAmR\niIiISMnLNxF6GviUmb0ZqAFuieU7A+sKEZiIiIhIf8s3EfohMB94DrjP3f8eyw8DHihAXCIiIiL9\nbqt8nuTu15rZ3cCuwL8Ti24Dri9EYCIiIiL9La9EyMw+Atzr7i8my939/oJEJSIiIjIA8kqEgD8B\nW5nZP4FFwB3APe7eWqjARERERPpbvn2EtgcOAW4G9iVcDltjZveY2Y8KFZyIiIhIf8orEXL3je5+\nj7v/2N1rgP2BhYSk6PRCBigiIiLSX/LtI/Q2YEr8+xAwgjDBYi3hUpmIiIhIycu3j9DjQAvwM2AO\n8JC7e8GiEhERERkA+fYR+jnwAvB94JfAOWZ2WPJGrCIiIiKlLt8+Qt9090nALsBPgOHAOcAqM7un\ngPGJiIiI9Jt8W4RShgLDCH2ERsZ/J/Y1KBEREZGBkFciZGY/N7P/EO46fxGwG3Ax8F6gqnDhiYiI\niPSffDtL7wr8Cljk7g8XMB4RERGRAZPvvcb+X6EDERERERloefcRMrPj4kzSK8xs91j2TTM7snDh\niYiIiPSffPsInQScC9wEbEfoNA2wBvhmYUITERER6V/5tgjNBL7q7ucAmxPl/wLe2eeoRERERAZA\nvonQW4AHMpRvALbJPxwRERGRgZNvIvQs8J4M5VOBx/IPR0RERGTg5Dt8/lygwcxGAgbsa2bTCHee\n/0qhghMRERHpT/kOn7/EzFqBHwFbA1cDK4BT3P13BYxPREREpN/k2yKEu18FXBVvtLqtu68sXFgi\nIiIi/S/vRCjF3V8HXi9ALCIiIiIDKudEyMyWAIe4+2ozewDw7urGO9OLiIiIlLTetAj9kTA8PvX/\nbhMhERERkcEg50TI3X+Q+P/sfolGREREZADle4uNS8xsSoFjERERERlQ+U6oWAU0mtnzZlZvZu8u\nZFAiIiIiAyGvRMjdjwR2Bc4G3g8sMbNHzOwMM9ujcOGJiIiI9J98W4Rw99Xu/it3nwLsDlwOHAc8\n3dt1mdlBZvYnM3vBzDrM7JMZ6vzQzFaY2etmdquZ7ZW2fISZNZjZKjNbb2bXmtnOaXW2N7OrzGyt\nma2Ol/i2SavzZjO70cxeM7MXzWyemQ1Jq/MuM7vTzFrNbKmZnZoh3ilmttjM2szsSTM7obfHRURE\nRPpX3olQipkNA94H7AfsAbyUx2q2AR4EppNhNJqZnQacDHwN2Bd4DWgys+GJaucDHweOAg4GdgP+\nkLaqq4G9gUNi3YOBixLbGQLcROhEvj9wAvAF4IeJOqOBJsL91iYBpwKzzewriTp7AH8BbgPeDfwM\nuMTMDs3xeIiIiMgAyHtCRTP7MHAMIfEYAlwHfAK4vbfrcvdGoDGu1zJUOQU4293/EuscT0i4PgVc\nY2ZjgC8Bn3P3O2KdLwKPmdm+7n6/me0N1ACT3f2BWGcmcKOZ1br7i3H524EPu/sq4CEz+x4wx8xm\nu/sm4FhgGPDl+PgxM3sv8C3gkhjvScAz7l4XHz9hZgcCs4Bbe3t8REREpH/kO2rsBULLyU6EVppx\n7v4ld7/N3Qs6v5CZvQXYhdC6AoC7rwPuAz4Qi95HSOqSdZ4AliXq7A+sTiVB0V8JLVD7Jeo8FJOg\nlCZgLPCORJ07YxKUrDPRzMYm6vw1bVeaErGIiIhICcj30thsYFd3/193v9bdN2SqZGbj0/vX5GEX\nQrKSfsntpbgMYBzQHhOk7ursAnS6H5q7bwZeSauTaTsUqM4YMxuBiIiIlIR87z5/cY5VHwXeAzyT\nz3YGmUyX9Hpt1qxZjB07tlPZtGnTmDZtWiFWXzFaW1upq6ujvr6ekSNHFjscEREpkIULF7Jw4cJO\nZWvXrs17fX2+6WoWhUgOXozrGUfnVpZxwAOJOsPNbExaq9C4uCxVJ30U2VBgh7Q670/b/rjEstS/\n4zLU8RzqrOuu9SzlvPPOY9Ik3aqtr+bPn8+iRYuYP38+Z555ZrHDERGRAsnUOLBkyRImT56c1/r6\nPGqsv7n7s4TE4pBUWewcvR9wbyxaDGxKqzMRqAb+Hov+DmwXOzanHEJIsu5L1Hmnme2UqHMYsJbQ\nupWqc3BMopJ1nnD3tYk6h9DZYYlYpB8tXbqUpqYm2tvbaWxsZNmyZcUOSURESlRJJEJmto2ZvdvM\n3hOL9oyP3xwfnw+caWZHmNk7gd8Cywk3f011nr4UODfO3zMZ+DVwj7vfH+s8TuiwfLGZvd/MDgAW\nAAvjiDGAWwgJzxVxrqAawqSRF7j7xljnaqAd+LWZ7WNmnwW+Afw0sUu/jPsw18wmmtl04Gjg3MId\nNcnE3amrq6OlpQWAlpYW6urqKHAffhERKRMlkQgRRn09QGjZcUJSsQT4AYC7zyMkLRcRWm9GAYe7\ne3tiHbMIc/dcCywCVhCG9icdAzxOGNH1F+BO4MTUQnfvIEwBsJnQ2vRbwkSRZyXqrCO07uwB/Auo\nB2a7+6WJOs8R5in6KGF+pFmE4fbpI8mkwJqammhubu5U1tzcTFNTU5EiEhGRUmb9+UvZzNYB73H3\nSugs3SdmNglYvHjxYvUR6oMjjjiCJ598skv52972Nv785z8XISIREelviT5Ck919SW+e298tQgUZ\nSSWSqxkzZjB69OhOZWPGjGHGjBlFikhEREpZIW6xMd7MxnezeB9gaV+3IZKrmpoaJkyY0KlswoQJ\n1NTUFCkiEREpZfnOLD3EzL5vZmsJic5SM1tjZt9LTqDo7s/HSQtFBoSZUV9fT1VVFQBVVVXMmzeP\nzHduERGRSpdvi9A5hJugfgd4b/w7A5hJGGUlUjTV1dXU1NQwfPhwpk6dSnV1dbFDEhGREpVvInQC\n8BV3/4W7/yf+XQh8lXC3dpGiqq2tZcqUKdTW1hY7lLLR2trKzJkzaWtrK3YoIiIFk28itANhGHq6\nx+MykaIaNWoUCxYs0O01Cig5W7eISLnINxH6N+HSWLqT4zIRKSOarVtEylW+iVAd8CUze9TMLo1/\njxIui51asOhEpOg0W7eIlLO8EiF3vwN4G3A9sF38uw6Y6O53FS48ESk2zdYtIuUs77vPu/sK4LsF\njEVESlBDQwPr16/vVLZu3ToaGhqYOnVqkaISESmMvCdUNLODzOxKM7vXzN4Uy44zswMLF56IFJtm\n6xaRcpbvhIpHEe7k3gpMAkbERWMJ8wmJSJnQbN0iUs7ybRE6E/i6u38V2Jgov4eQGIlImdBs3SJS\nzvJNhCYCd2YoX0voOC0iZUSzdYtIucq3s/SLwF7Ac2nlBwLP9CUgESlNtbW1rFy5UrN1i0hZybdF\n6GLgZ2a2H+DAbmb2eWA+8ItCBScipUOzdYtIOcq3RWgOIYm6DdiacJlsAzDf3RcUKDYRERGRfpVX\nIuRhStlzzKyecIlsW+BRd3+1kMGJiIiI9Ke8J1QEcPd24NECxSIiIiIyoHJOhMzsulzruvun8wtH\nREREZOD0prP02sTfOuAQ4H2J5ZNj2dqCRSciIiLSj3JuEXL3L6b+b2ZzgWsIkypujmVDgQsJSZKI\niIhIyct3+PyXCCPENqcK4v/PjctEJEetra3MnDmTtra2YociIlJx8k2EtgLenqH87X1Yp0hFmj9/\nPosWLWL+/PnFDkVEpOLkm7RcBlxqZt8yswPj37eBS+IyEcnB0qVLaWpqor29ncbGRpYtW1bskERE\nKkq+w+drCbfZ+Dawayz7L1AP/LQAcYmUPXenrq6OlpYWAFpaWqirq2PhwoW6oamIyADJq0XI3Tvc\nfZ67v4lwk9Xt3P1NsWxztueLCDQ1NdHc3NyprLm5maampiJFJCJSefrcn8fd17m7RoqJ9FJDQwPr\n16/vVLZu3ToaGhqKFJGISOXJOREysyVmtn38/wPxcca//gtXpHzMmDGD0aNHdyobM2YMM2bMKFJE\nIiKVpzd9hP5IuLEqwA39EItIRampqeGyyy7jwQcf3FI2YcIEampqihiViEhl6c2Eij9IPHwzcJW7\n/63wIYlUBjOjvr6eadOmsWrVKnbaaSfmzZunjtIiIgMo3z5CVcDNZva8mc0zs3cXMiiRSlFdXc0O\nO+wAwI477kh1dXWRIxIRqSz5jho7kjBs/mxgX2CJmT1iZmeY2R6FC0+kvC1dupRXXnkFgJdfflnz\nCImIDLC8R425+2p3/5W7TwF2By4HjgOeLkxoIuUtNY/QqlWrAFi1ahV1dXW4e5EjExGpHH0ePm9m\nwwh3od8P2AN4qa/rFKkEmkdIRKT48k6EzOzDZnYxIfG5nHDX+U8A4wsTmkh50zxCIiLFl1ciZGYv\nADcBOwFfA8a5+5fc/TZXu75ITjSPkIhI8eXbIjQb2NXd/9fdr3X3DdmeICKd1dTUMGHChE5lmkdI\nRGRg5Ttq7GJ3X1PoYEQqSWoeoaqqKgCqqqo0j5CIyADrc2dpEclfdXU1NTU1DB8+nKlTp5b0PEKt\nra3MnDmTtra2YociIlIwSoREimzGjBlst912nHzyycUOpUfz589n0aJFzJ8/v9ihiIgUjBIhkSJr\naGhgzZo1XHDBBcUOpVtLly6lqamJ9vZ2GhsbNfGjiJQNJUIiRTQYEozUxI8tLS0AtLS0aOJHESkb\nSoREimSwJBia+FFEypkSIZEiGSwJhiZ+FJFypkRIpEgGS4KhiR9FpJwpERIpksGSYGjiRxEpZ0qE\nRIpksCQYmvhRRMqZEiGRIhlMCcZgmvhRRKQ3lAhJWRossyAPpgSjtraWKVOmUFtbW+xQREQKRomQ\nlKU5c+Zw6623MmfOnGKHktVgSTBGjRrFggULGDlyZLFDEREpGCVCUnaWLl3KDTfcgLtz/fXXl+Qk\nhUlKMEREikeJkJQVd+eUU07Zckmsra2NU045peQmKRQRkdKgREjKSmNjI0888USnsscff7zkJikU\nEZHSoERIysrcuXPp6OjoVNbR0TEo+gqJiMjAUyIkZaW1tbVX5SIiUtmUCElZGTFiRMZydUQWEZFM\nlAhJWTn99NO7TEhoZnznO98pUkQiIlLKlAhJWZk6dSp77rlnp7IJEyYwderUIkUkIiKlTImQlJ30\ny2PDhw8vUiQiIlLqlAhJWWlqauL555/vVLZ8+XINnxcRkYyUCElZaWhoYP369Z3K1q1bR0NDQ5Ei\nEhGRUqZESMrKjBkzGD16dKeyMWPGMGPGjCJFJCIipUyJkJSVmpoaJkyY0KlswoQJ1NTUFCkiEREp\nZUqEpKyYGfX19VRVVQFQVVXFvHnzugypFxERASVC0kutra3MnDlzy01NS1F1dTU1NTUMHz6cqVOn\nUl1dXeyQRESkRA2KRMjMzjKzjrS/R9Pq/NDMVpjZ62Z2q5ntlbZ8hJk1mNkqM1tvZtea2c5pdbY3\ns6vMbK2ZrTazS8xsm7Q6bzazG83sNTN70czmmdmQtDrvMrM7zazVzJaa2amFPibFMn/+fBYtWsT8\n+fOLHUqPamtrmTJlCrW1tcUORUREStigSISih4FxwC7x78DUAjM7DTgZ+BqwL/Aa0GRmyQlkzgc+\nDhwFHAzsBvwhbRtXA3sDh8S6BwMXJbYzBLgJ2ArYHzgB+ALww0Sd0UAT8CwwCTgVmG1mX+nDvpeE\npUuX0tTURHt7O42NjSxbtqzYIXVr1KhRLFiwQLfWEBGRHg2mRGiTu7e4+8r490pi2SnA2e7+F3d/\nGDiekOh8CsDMxgBfAma5+x3u/gDwReAAM9s31tkbqAG+7O7/cvd7gZnA58xsl7idGuDtwOfd/SF3\nbwK+B8wws61inWOBYXE9j7n7NcDPgW/103EZEO5OXV0dLS0tALS0tFBXV4e7FzmyzAbDJTwRESm+\nwZQIvdXMXjCzZjO70szeDGBmbyG0EN2Wquju64D7gA/EovcRWnGSdZ4AliXq7A+sjklSyl8BB/ZL\n1HnI3Vcl6jQBY4F3JOrc6e6b0upMNLOxee15CWhqaqK5ublTWXNzc8lOVDhnzhxuvfVW5syZU+xQ\nRESkhA2WROgfhEtQNcDXgbcAd8b+O7sQkpWX0p7zUlwG4ZJae0yQuquzC7AyudDdNwOvpNXJtB16\nWWfQGUwTFS5dupQbbrgBd+f6668v6Ut4IiJSXIMiEXL3Jnf/g7s/7O63Ah8Dtgc+U+TQKsZgmajQ\n3TnllFO2XBJra2vjlFNOKdlLeCIiUlxbZa9Setx9rZk9CewFLAKM0OqTbIkZB6Quc70IDDezMWmt\nQuPislSd9FFkQ4Ed0uq8Py2ccYllqX/HZanTrVmzZjF2bOcraNOmTWPatGnZntqvampquOyyy3jw\nwQe3lJXiRIWNjY088cQTncoef/xxmpqadAd6EZEysHDhQhYuXNipbO3atXmvzwbjL2Uz25bQv+d7\n7t5gZiuAenc/Ly4fQ0iKjnf338fHLcDn3P36WGci8Biwv7vfb2ZvBx4B3pfqJ2RmhxFGiY139xfN\nbCrwZ2DXVD8hM/saMBfY2d03mtnXgR8B4+KlNczsx8Cn3H2fHvZpErB48eLFTJo0qaDHq1CWLVvG\nMcccQ0tLC1VVVVx99dUlN0fPlClT+O9//9ulfNddd2XRokUDH5CIiPS7JUuWMHnyZIDJ7r6kN88d\nFJfGzKzezA42s93N7IPA9cBG4HexyvnAmWZ2hJm9E/gtsBz4I2zpPH0pcK6ZTTGzycCvgXvc/f5Y\n53FCp+aLzez9ZnYAsABY6O6plpxbgEeBK+JcQTXA2cAF7r4x1rkaaAd+bWb7mNlngW8AP+2v4zNQ\nBsNEhYMxsRcRkeIZFIkQMJ6QYDxOSH5aCC05LwO4+zxC0nIRYbTYKOBwd29PrGMW8BfgWsLltBWE\nOYWSjonb+GuseydwYmqhu3cAnwA2A/cSEq7LgbMSddYBhwF7AP8C6oHZ7n5pXw5AqSj1iQpPO+20\njOV1dXUDHImIiAwGg6KPkLtn7SDj7rOB2T0s30CYF2hmD3XWEOYB6mk7zxOSoZ7qPAx8qKc6g1Vq\nosJSZWaYWaeWITNjyJDBkvOLiMhA0reDlJULL7ywy+Uxdy/JYf4iIlJ8SoSkrAyWYf4iIlIalAhJ\nWampqWHChAmdykpxmL+IiJQGJUJSVsyM+vp6qqqqAKiqqmLevHmYWZEjExGRUqRESMrOYBjmLyIi\npWFQjBoT6a3a2lpWrlxZssP8RUSkNCgRkrJU6sP8RUSkNOjSmJSlV155hYMOOog1a9YUOxQRESlh\nSoSkLB133HGsXLmSY4/tcX5MERGpcEqEpOzce++9PP300wA89dRT/OMf/yhyRCIiUqqUCElZ6ejo\n4KSTTupUduKJJ9LR0VGkiEREpJQpEZKyMmfOHNra2jqVtbW1MXfu3CJFJCIipUyJkJSVK6+8MmP5\nFVdcMcCRiIjIYKBESMrKmDFjelUuIiKVTYmQlJXvf//7GcvPOuusAY5EREQGAyVCUlYOP/zwLrfU\n2H333Zk6dWqRIhIRkVKmREjKzrbbbtvp8TbbbFOkSEREpNQpEZKy0tTUxPPPP9+pbPny5TQ1NRUp\nIhERKWVKhKSsNDQ0sH79+k5l69ato6GhoUgRiYhIKVMiJGVl+vTpDBnS+bQeMmQIM2bMKFJEIiJS\nypQISUVw92KHICIiJUiJkJSVCy+8sMvtNDo6OrjwwguLFJGIiJQyJUJSVj74wQ9mLD/ggAMGOBIR\nERkMlAhJWbnnnnsylt99990DHImIiAwGSoSkrJx88smMGDGiU9nIkSM5+eSTixRRdq2trcycObPL\nzWJFRKT/KRGSsnLooYfS3t7eqWzDhg0ceuihRYoou/nz57No0SLmz59f7FBERCqOEiEpK3Pnzu0y\nQszdqa+vL1JEPVu6dClNTU20t7fT2NjIsmXLih2SiEhFUSIkZeXKK6/MWP7b3/52gCPJzt2pq6uj\npaUFgJaWFurq6jTUX0RkACkRkrKSPpliytChQwc4kuyamppobm7uVNbc3KzbgYiIDCAlQtIrpd6x\nN30OoZTNmzcPcCTZ6XYgIiLFp0RIeqXUO/YeeOCBGcsPOuigAY4kuxkzZjB69OhOZWPGjNHtQERE\nBpASIcnZYOjYu2LFiozlL7zwwgBHkl1NTQ0TJkzoVDZhwgRqamqKFJGISOVRIiQ5GSwde08++WRG\njhzZqaxU5xEyM+rr66mqqgKgqqqKefPmYWZFjkxEpHIoEZKcDJaOvYcddljG5Oywww4rQjTZVVdX\nU1NTw/Dhw5k6dSrV1dXFDklEpKIoEZKcDJaOvY2NjWzYsKFTWVtbG42NjUWKKLva2lqmTJlCbW1t\nsUMREak4SoQkJ9OnT+8yNH3IkCFMnz69SBFldtZZZ2Usnz179sAG0gujRo1iwYIFXS7piYhI/1Mi\nJH1Sav1ZXn311Yzl6a1ZIiIioERIcnThhRd2maOno6Oj5C6NjRkzJmP52LFjBziS3JX63EwiIuVM\niZDkZLDMedPdpbHuyktBqc/NJCJSzpQISU4Gy5w3U6dOZdiwYZ3Khg0bVnJxpixdupTGxkba29u5\n+eabS3JuJhGRcqZESHKSmvNmxx13BGDHHXcsyTlvGhsb2bhxY6eyjRs3luSosdTcTKtWrQJg1apV\nJTk3k4hIOVMiJDmrrq5m06ZNQLh3VynOedPd6LAf/OAHAxtIDpqamnjqqac6lT311FMlNzeTiEg5\nUyIkObv33ntZu3YtAGvWrOEf//hHkSPq6rXXXstY3t1osmK64IILusT76quvcsEFFxQpIhGRyqNE\nSHLS0dHRpWP0SSed1O3d3ovlmGOOyVj++c9/foAjye6AAw7IWN7djWNFRKTwlAhJTubOncvrr7/e\nqez1119n3rx5RYoos+7615Riv5t77703Y/k999wzwJGIiFQuJUKSk6uvvjpj+VVXXTXAkfSsu3iu\nvPLKAY4kuw9+8IMZy7trKRIRkcJTIiQ5GSyXnAZTi9Ddd9+dsfyuu+4a4Ehyo4kfRaQcKRGSnNTV\n1XUZKm9mnHrqqUWKKLODDjooY/nBBx88wJFk111foO72odg08aOIlCMlQpKTW265JWP5rbfeOsCR\n9Gzx4sUZy//1r38NcCTZDaY+QkuXLqWpqYn29nYaGxs18aOIlA0lQpKTuXPndrm85O7MmTOnSBFl\n1t3w+e7Ki2n69OkMGdL5LThkyBCmT59epIgyS0382NLSAkBLS4smfhSRsqFESHIyWL700hOLbOWl\nqNRm625qaqK5ublTWXNzsyZ+FJGyMHi+HaSoTjvttF6VF0t38xqV2nxHABdeeGGXuDo6OmhoaChS\nRJk1NDSwfv36TmXr1q0ruThFRPKhREj6ZLC0FJWiGTNmMHr06E5lY8aM6TJxZbENljhFRPKhREhy\n0l1foLlz5w5wJOWjpqaG8ePHdyobP348NTU1RYoos5qaGiZMmNCpbMKECSUXp4hIPpQISU42bNiQ\nsVxzyvRNe3t7j49LgZlRX19PVVUVAFVVVcybN6/k+jKJiORDiZDkZNSoUb0ql+waGxt55plnOpU1\nNzfT2NhYpIi6V11dTU1NDcOHD2fq1KlUV1cXOyQRkYJQIiQ56W7ixLq6ugGOpHz85Cc/GRRTEqTU\n1tYyZcoUamtrix2KiEjBKBGSnDzwwAO9KpfsBtvlxlGjRrFgwQJGjhxZ7FBERApGiZDkpLublpbi\nzUwHixEjRvSqXERECk+JkPSJhs/nb4cddshYvuOOOw5wJCIilUuJkORk6NChGcu32mqrAY6kfDz2\n2GMZyx999NEBjkREpHLpW0xysnnz5ozlmzZtGuBIgtbW1i4jrrJ55JFHMpbvueeeGv0mIlKhlAhJ\nTsaMGcPatWszlhfDM888w6c//elePae7+tdddx3veMc7ChFWrxx33HFcccUVXcqPP/74AY8ll8Ry\nw4YNLF++nPHjx/fYj0mJpYgMJkqEJCfdjWTqbuRTf9tzzz257rrrupS/+uqrGROJ3/72t2y77bbd\nrqu/9JRgHHnkkfzud79j48aNW8qGDRvGJz/5yYytV31NMFasWMHq1aszLmtubu52ioTeqq+v7zIT\nddL222/PbrvtVpBtiYj0lRIhyUmpDfUeNWpUt604e+65Z6fkY88992S//fYbqNA66W3L1caNGzn6\n6KMzLutLy9WKFSuoOfxw2gfg9cqWUA0fOZKmm29WMiQiJUGJkJSdm2++mYkTJ3Z6XCzdtVwlnXji\nibS0tFBVVcVFF13U47rytXr1atrb2nj9qKPo2Gmn/FaycSND1qyhY7vtYNiwvFYxZNUq+MMfWL16\ntRIhESkJSoSk19atW1e0vkG5OvHEE6mvr+eMM84oahw9tVyl1NfX8+lPf5rf/OY3/d5XqWOnnejo\nQwLy2vLljHr3uwsYkYhIcSkR6kdmNgOoBXYB/g3MdPd/FjeqnuXSaXb9+vWdEqGB7s+Si7322ov1\n69ez++67dztaLBe59Gfpa6wtLS2sX7+elStX5h3rQPW7abv3XkYdcEC/b0dEZKAoEeonZvZZ4KfA\n14D7gVlAk5m9zd1XFTW4HhRqNFaf+7NMraF9Q9/vxN7XDsDDRwynqbGp2yRjxYoVHF5TQ1sB7hrf\nlwDEqr0AAAwpSURBVFhHDh/OzU3dx5nq4zWkpSXvbQDQ1saQFSvyfnpq+8XqZC8ikk6JUP+ZBVzk\n7r8FMLOvAx8HvgTMK2ZgPemuT8vZZ5+d8b5ikyZN4swzz8y4nnytXr2a9g3trH33WjZvm3n+oqw2\nw8ZbN/LK/q9A5rkgsxr66lDG/ntsj/1ZVq9eTVt7O6dt2sSb85xlux34rjvnbNzI8Dye/7wZc2Ms\n3cW5fPlyALbO0l8pm7UvvMC2PfRjytXy5cuZNGlSn9cjItJXSoT6gZkNAyYDP06Vubub2V+BDxQt\nMPK/jHPGGWfwmc98ptMtNcyM008/PWP9bJfXerqUU5DWgqGEszvPJCipp3i2LOvDrUaGA6Piv3mJ\n2+4pzvHjxwPQ+pGP4Nttl992Nm1i8+9/z+uf/CTkOaO4rVnDqNtv3xKPiEixKRHqHzsRvoJfSit/\nCZjYtToAI6H72y4UwvLly/nmN7/F5s0bs1fuQUdHx5Zh80cccURe6xg6dBjnn39uxi/EO+64g7a2\nNkbc17ebj7626jW2vm3rPq2jjTbuuOOObpenYv1Bn7YCLe58pZvZu3OyeXOPcba0tLC5owO76SYs\n/61gLS0MueaaPqwBNg8fTktLC0uWLOnTekREUhLfnSN7+1zTTTMLz8x2BV4APuDu9yXK5wIHu3uX\nViEzOwa4auCiFBERKTufd/ere/MEtQj1j1XAZmBcWvk44MVuntMEfB54DijOLIUiIiKD00hgD8J3\naa+oRaifmNk/gPvc/ZT42IBlwM/dvb6owYmIiAigFqH+dC5wuZkt5o3h81sDlxczKBEREXmDEqF+\n4u7XmNlOwA8Jl8QeBGrcvY8TuYiIiEih6NKYiIiIVKwhxQ5AREREpFiUCImIiEjFUiIkOTOzGWb2\nrJm1mtk/zOz9xY4pnZmdbmb3m9k6M3vJzK43s7cVO650ZvZ1M/u3ma2Nf/ea2dRix5WNmX3HzDrM\n7NxixyIiUghKhCQniZvIngW8F/g34SayOxU1sK4OAhYA+wEfBYYBt5jZqKJG1dXzwGnAJMLtWG4H\n/mhmexc1qh7ExPdrhNdeRKQsqLO05KSbeZGeJ8yLVLI3kY2J2krCjN53FzuenpjZy0Ctu19W7FjS\nmdm2wGLgJOB7wAPu/q3iRiUi0ndqEZKsEjeRvS1V5iGDLvpNZHOw3f9v796DrSrLOI5/f5BoXoKx\nRE2DKe1GKpi3UQtSC80yx8nUtMlL5nTBvDXeSlBzNNBUvDYqTVHJTE2jZYZTppag6KAoIKkYXvFY\nXrkcQBGe/njfk+ss9ubsc9ywz2H9PjNr9nnXu9a7nvXuM5yH933X3kAAr7U6kHok9ZN0FOlzpu5v\ndTx1XAvcFhF3tToQM7Nm8ucIWSN68iWyLZdHra4EpkXEvFbHUyZpJ1LiswmwBDgsIh5vbVRrykna\nCGD3VsdiZtZsToRsQ3YdMAzYt9WB1PE4MBwYCBwOTJY0sjclQ5K2JyWTn4+Ila2Ox8ys2ZwIWSN6\n8iWyLSXpGuBg4LMR0dbqeGqJiLeBBbk4S9KewCmkdTi9xW7AVsDDeYQN0ujgSEljgI3DCw3NrA/z\nGiHrUh4JeAg4oGNf/qN4AHBfq+KqJydBhwL7RcRzrY6nG/oBG7c6iJI7gZ1JU2PD8zYT+A0w3EmQ\nmfV1HhGyRvWJL5GVdB3wdeArQLukjlGsRRGxonWRdSbpYmAq8BywBXAMMAoY3cq4yiKiHei0vkpS\nO/BqRPyrNVGZmTWPEyFrSB/6EtnvkJ4Su6e0/3hg8nqPpr7BwK+AbYFFwGxgdB95KsujQGa2wfDn\nCJmZmVlleY2QmZmZVZYTITMzM6ssJ0JmZmZWWU6EzMzMrLKcCJmZmVllOREyMzOzynIiZGZmZpXl\nRMjMzMwqy4mQmZmZVZYTITNbryTdLenyVsdRi6SPS7pf0nJJD7/LtsZJmtWs2Mxs3XAiZGb2jguA\npcBHgQOa0F6v/A4jSUMlrZa0S6tjMWs1J0Jm1udJ6idJTWhqB2BaRLwQEa83ob2mk9SML8sWTUrS\nmhSPWcs4ETKrqDxFNVHSeEmvSmqTNC7XrTFiIGlg3jcyl0fl8mhJD0taJulOSVtJ+qKkeZIWSfqt\npE1Kl3+PpKslvSHpZUkXlmIbIOkySS9IWpqnq0YV6o+V9LqkQyQ9BqwAPtTF/UrSWEnPS1ohaZak\nAwv1q4FPA+MkrZI0toE+3E7SlNx/SyU9KGmP0jHfkPR0vtcpkjYr1B0o6d58L69Iuk3SRwr1He/D\nEZLukbQMOFrSlpJuzv3TLmm2pKNq3O+Zkubn+31G0jm5ekF+fSS3f1fhvBPze7c8v363gXiG5Nhf\ny/0wR9JBXfWfWW/gTN6s2r4JXA7sCewD/FLSNOApGh8xGAd8D1gO/B74HSkxOQrYArgVOBm4tHDO\nccBNwB7A7sCNkp6NiEm5/lrgE8ARQBtwGDBV0s4R8e98zKbAmcC3gFeB/3YR56nAacBJwCP5vD9J\nGpbb3Ab4OzAVuIw0RVZXTmj+CTwPfBl4CRhB5/9g7ggcChwMbJn752zgvFy/GfAz4FFSX10I3AIM\nL13uEuD0HPcKYBNgZt6/BPgSMFnSUxExM5/z03yPpwLTgcHAsFy3J/AgsD8wD3gr39MxwPnA9/O1\ndiW9N0sj4teleM4AZgFvAjcCGwGfAZbl66y1/8x6jYjw5s1bBTfgbuAfpX0PABcDQ4HVwC6FuoF5\n38hcHgWsAj5XOOasvG9oYd/1wF9K151buu4lHfuAIcBKYJvSMX8DLso/H5uvs1M37vcF4Kwa93t1\noTwLGNtgeycBbwAD69SPIyUpmxb2jQfuW0ubH8h9PCyXO96HMQ3EcxswIf+8OSkxPb7OsWu8v3n/\nfODI0r4fAdPXFg8pkTuv1b/T3rz1ZPOIkFm1zS6V20gjB90xp/Dzf4BlEfFsad8enU9hRql8P3B6\nXuezE9AfeLK07mcA8Eqh/FZEzG0kQElbAB8E7itVTQd6umB4ODArIhat5ZhnImJZodypfyXtSBoF\n2ouUBPUjjcQNIY3UdHio2KikfqQE5WvAdqS+GQC050M+mct30SBJm5LWSE2SdFOhqj8p4St6qFS+\nCrg+TzXeCfwhIuZg1gc4ETKrtpWlcpD+GK/O5WIislEDbcRa2mzU5sDbpPU6q0t1xemW5d1oc11o\n5Ppd9cWfgaeBE4EXc91jpCSmqL1UPpM03XgKMDfXTyyc15O+2Ty/nkiaNitatbZ4ImKSpDtIU3Sj\ngbMlnRER1/YgDrP1youlzayWl/PrtoV9u9K8x8H3KpX3BuZHRJCmp/oDW0fEgtLW1TqgmiJiCSnR\n2LdUtS+dR166YzYwQtKgnpwsaUvgY6Tpvrsj4gng/TUOrdXn+wB/jIgpeeTl6dxWh/mktUT1PgLg\nrfza//8XSX37IrBDjX4vjvDV/B2IiIURcUNEHE5ad/btOtc261U8ImRma4iIFZJmkP5n/wywNfCT\nGof29JH1IZIuA24AdgPGkBYyExHzJd1MWvz7Q1JiNJi0sPfRiJjaw2teCpwvaQFpIfAJpOmto3vY\n3hTgXOBWSeeSpr12BRZGxAMNnP86aZH3SZJeIq2/uYQ1E41afTwf+KqkvUnTVqeR3qPHACLiTUnj\ngQmSVpKmALcCPhURvyAtLF8OHCRpIbAiIhaT1jVNlLQYuAPYmLSYfVBEXFkvHklXkBaZP0laFL4f\nPU8wzdYrJ0Jm1dXV6M4JpCe7ZgJPkKZj/trNNupddzLwXtIUzNvAFRFRXJdyHPBj0tNb25HWBs0g\nLQjuqauA9+U2B5P+UB8S7zyF1hFbQyJipaQvkJ76up307+k80hNXjZwfko7Mcc0h9fEPgHvKh9Y4\n/SLgw6RkZRkpobyFtKC9o/0LcxJ0AWl9VBvw81y3StLJwFjSGqV7gf3zFFc76b2eQJoCmwN0JEH1\n4ukPXANsDywmJUWnN9IPZq2mNBJtZmZmVj1eI2RmZmaV5UTIzDYIkpZIWpxfi9tiSeVF0o20d06N\ntjq229fFPZjZ+uepMTPbIBS/mqKGhRHxZjfbG0Ra+FvL8oho6057ZtY7OREyMzOzyvLUmJmZmVWW\nEyEzMzOrLCdCZmZmVllOhMzMzKyynAiZmZlZZTkRMjMzs8pyImRmZmaV9T9m8s9AAbz+xQAAAABJ\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7faade0584a8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(smash_videos.number_of_characters,smash_videos.video_views)\n",
    "plt.xlim(-1,10)\n",
    "plt.ylim(0,2000000)\n",
    "plt.title('Boxplots of video views based on # characters in the set')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "If number_of_characters=0, that means the video did not encapsulate the characters in parentheses. 2 means both players used exactly one character,3 means one player switched character midset, and 4 means fun things happened #NoBias. Some interesting trends. Firstly, videos that do not put the characters used inside parentheses get significantly fewer views, 20000 fewer on average and 5000 fewer views in median. TO's and Youtuber's, PLEASE put characters that are used in a set within parentheses. It will make analysis easier and it will get you more views.\n",
    "\n",
    "There is some evidence suggesting more characters per set leads to more views, but the evidence isn't strong. Games with 4 characters average 125k views while games with  2 characters average 37k views. However, there were only 16 games total which featured 4 characters so the sample size isn't large enough to use as conclusive evidence. The median also suggests that 4 characters lead to more views than 2 characters, but interestingly the median set with 2 characters has more views than the median set with 3 characters. This might have something to do with counterpicking being more common in pools, but i'm not sure.\n",
    "\n",
    "Dittos are recorded under 2 because each player picked 1 character. This is a bug. I would like Dittos to be represented by a 1 character count, but I will fix this later. There are no measurements for 5+ characters in a set because it doesn't happen"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "That was an overview of the impact that number of characters has on a video's views. Now let's see if certain characters are more popular than others. Are there fan favorites? To figure this out let's group videos by the characters used in them. This is a bit harder than it sounds, because some characters go by multiple names. I'll show you what I mean"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>video_title</th>\n",
       "      <th>video_length</th>\n",
       "      <th>video_views</th>\n",
       "      <th>published_date</th>\n",
       "      <th>tournament</th>\n",
       "      <th>number_of_characters</th>\n",
       "      <th>characters_in_set</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>787</th>\n",
       "      <td>Venia vs Death Arcana - Ultimate Singles: Pools R1 Winners Final - Genesis 7 | Greninja vs Toon Link</td>\n",
       "      <td>00:07:57</td>\n",
       "      <td>1940</td>\n",
       "      <td>2020-01-25T05:47:35Z</td>\n",
       "      <td>GENESIS 7</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>824</th>\n",
       "      <td>Lui$ vs Blacktwins13 - Ultimate Singles: Pools R2 Winners Semifinal - Genesis 7 | Fox vs Pichu</td>\n",
       "      <td>00:14:14</td>\n",
       "      <td>1462</td>\n",
       "      <td>2020-01-25T23:12:56Z</td>\n",
       "      <td>GENESIS 7</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>431</th>\n",
       "      <td>Genesis 6 SSBU - Dabuz (Olimar) Vs. Zackray (Wolf) Smash Ultimate Tournament LQ</td>\n",
       "      <td>00:22:54</td>\n",
       "      <td>70605</td>\n",
       "      <td>2019-02-04T08:45:00Z</td>\n",
       "      <td>GENESIS 6</td>\n",
       "      <td>2</td>\n",
       "      <td>-Olimar-Wolf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>Frostbite 2020 SSBU Winners Quarters - NFT | Toast (Young Link) Vs SSG | Maister (G&amp;W) Smash Singles</td>\n",
       "      <td>00:13:55</td>\n",
       "      <td>37186</td>\n",
       "      <td>2020-02-23T21:52:48Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Young Link-G&amp;W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Frostbite 2020 SSBU Pools - Naga (Marth) Vs. Gidy (Roy) Ultimate Singles - SSBU</td>\n",
       "      <td>00:06:16</td>\n",
       "      <td>4116</td>\n",
       "      <td>2020-02-22T18:05:25Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Marth-Roy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Frostbite 2020 SSBU Pools - TG | MVD (Snake) Vs Aexw (Zero Suit Samus) Smash Ultimate Singles - SSBU</td>\n",
       "      <td>00:07:59</td>\n",
       "      <td>4792</td>\n",
       "      <td>2020-02-22T20:34:26Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Snake-Zero Suit Samus</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>772</th>\n",
       "      <td>Magister vs Bulby - Ultimate Singles: Pools R1 Winners Finals - Genesis 7 | Incineroar vs G&amp;W</td>\n",
       "      <td>00:15:22</td>\n",
       "      <td>2790</td>\n",
       "      <td>2020-01-25T04:07:21Z</td>\n",
       "      <td>GENESIS 7</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404</th>\n",
       "      <td>Genesis 6 SSBU - eU | Samsora (Peach) VS La Luna (Palutena) Smash Ultimate R2 Pools</td>\n",
       "      <td>00:07:58</td>\n",
       "      <td>8365</td>\n",
       "      <td>2019-02-03T01:00:56Z</td>\n",
       "      <td>GENESIS 6</td>\n",
       "      <td>2</td>\n",
       "      <td>-Peach-Palutena</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>469</th>\n",
       "      <td>HIKARU (Donkey Kong/Wario) vs. MTS | Suarez (Yoshi) - Ultimate Pools - Frostbite 2019</td>\n",
       "      <td>00:14:01</td>\n",
       "      <td>11538</td>\n",
       "      <td>2019-02-23T19:42:55Z</td>\n",
       "      <td>Frostbite 2019</td>\n",
       "      <td>3</td>\n",
       "      <td>-Donkey Kong-Wario-Yoshi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>811</th>\n",
       "      <td>August vs Indignation - Ultimate Singles: Pools R1 Winners Round 1 - Genesis 7 | Inkling vs Link</td>\n",
       "      <td>00:10:44</td>\n",
       "      <td>503</td>\n",
       "      <td>2020-01-25T20:54:36Z</td>\n",
       "      <td>GENESIS 7</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>532</th>\n",
       "      <td>BxA | Tachyon (Pichu) vs. Larry Lurr (Falco/Lucina) - Top 48 - Frostbite 2019</td>\n",
       "      <td>00:09:49</td>\n",
       "      <td>4399</td>\n",
       "      <td>2019-02-24T18:14:18Z</td>\n",
       "      <td>Frostbite 2019</td>\n",
       "      <td>3</td>\n",
       "      <td>-Pichu-Falco-Lucina</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1056</th>\n",
       "      <td>SNS5 SSBU - Wizzrobe (Wolf) Vs. Liquid'Dabuz (Olimar) Smash Ultimate Loser's Eighths</td>\n",
       "      <td>00:14:39</td>\n",
       "      <td>17083</td>\n",
       "      <td>2019-06-03T00:51:56Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Wolf-Olimar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>277</th>\n",
       "      <td>SSC 2019 SSBU -  LingLing (Peach) VS FS SaltOne (Cloud) Smash Ultimate Winner's Top 48</td>\n",
       "      <td>00:08:33</td>\n",
       "      <td>3308</td>\n",
       "      <td>2019-08-11T16:58:33Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Peach-Cloud</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>577</th>\n",
       "      <td>NRG | Nairo (Palutena) vs. MnT | Shoyo James (Chrom) - Losers Top 8 Qualifier - Frostbite 2019</td>\n",
       "      <td>00:20:06</td>\n",
       "      <td>31407</td>\n",
       "      <td>2019-02-25T00:03:05Z</td>\n",
       "      <td>Frostbite 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Palutena-Chrom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>493</th>\n",
       "      <td>MuteAce (Peach) vs. Goblin (Roy) - Ultimate Pools - Frostbite 2019</td>\n",
       "      <td>00:12:49</td>\n",
       "      <td>3339</td>\n",
       "      <td>2019-02-23T22:20:31Z</td>\n",
       "      <td>Frostbite 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Peach-Roy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>Frostbite 2020 SSBU Pools - R2G | Kameme (Wario) Vs. Temptation (Fox) Smash Ultimate Singles</td>\n",
       "      <td>00:10:00</td>\n",
       "      <td>4458</td>\n",
       "      <td>2020-02-22T21:45:00Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Wario-Fox</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>654</th>\n",
       "      <td>CEO 2019 SSBU - C10 | VinnyG (Snake) Vs. Frostehy (Lucina) Smash Ultimate Tournament Pools</td>\n",
       "      <td>00:07:35</td>\n",
       "      <td>1919</td>\n",
       "      <td>2019-06-28T21:21:28Z</td>\n",
       "      <td>CEO 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Snake-Lucina</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>SSC 2019 SSBU -  Laksa (Villager) VS  Toast (Young Link) Smash Ultimate Round 1 Pools</td>\n",
       "      <td>00:08:46</td>\n",
       "      <td>5007</td>\n",
       "      <td>2019-08-09T17:33:52Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Villager-Young Link</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>637</th>\n",
       "      <td>CEO 2019 SSBU - Duffo (Little Mac) Vs. Radda (Game &amp; Watch) Smash Ultimate Tournament Pools</td>\n",
       "      <td>00:07:29</td>\n",
       "      <td>4503</td>\n",
       "      <td>2019-06-28T18:31:23Z</td>\n",
       "      <td>CEO 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Little Mac-Game &amp; Watch</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Frostbite 2020 SSBU Pools - DNG | Nietono (Pichu) Vs. Rawk (Dark Samus) Smash Ultimate Singles</td>\n",
       "      <td>00:13:42</td>\n",
       "      <td>9686</td>\n",
       "      <td>2020-02-22T20:06:42Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Pichu-Dark Samus</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                               video_title  \\\n",
       "787   Venia vs Death Arcana - Ultimate Singles: Pools R1 Winners Final - Genesis 7 | Greninja vs Toon Link   \n",
       "824         Lui$ vs Blacktwins13 - Ultimate Singles: Pools R2 Winners Semifinal - Genesis 7 | Fox vs Pichu   \n",
       "431                        Genesis 6 SSBU - Dabuz (Olimar) Vs. Zackray (Wolf) Smash Ultimate Tournament LQ   \n",
       "144   Frostbite 2020 SSBU Winners Quarters - NFT | Toast (Young Link) Vs SSG | Maister (G&W) Smash Singles   \n",
       "22                         Frostbite 2020 SSBU Pools - Naga (Marth) Vs. Gidy (Roy) Ultimate Singles - SSBU   \n",
       "45    Frostbite 2020 SSBU Pools - TG | MVD (Snake) Vs Aexw (Zero Suit Samus) Smash Ultimate Singles - SSBU   \n",
       "772          Magister vs Bulby - Ultimate Singles: Pools R1 Winners Finals - Genesis 7 | Incineroar vs G&W   \n",
       "404                    Genesis 6 SSBU - eU | Samsora (Peach) VS La Luna (Palutena) Smash Ultimate R2 Pools   \n",
       "469                  HIKARU (Donkey Kong/Wario) vs. MTS | Suarez (Yoshi) - Ultimate Pools - Frostbite 2019   \n",
       "811       August vs Indignation - Ultimate Singles: Pools R1 Winners Round 1 - Genesis 7 | Inkling vs Link   \n",
       "532                          BxA | Tachyon (Pichu) vs. Larry Lurr (Falco/Lucina) - Top 48 - Frostbite 2019   \n",
       "1056                  SNS5 SSBU - Wizzrobe (Wolf) Vs. Liquid'Dabuz (Olimar) Smash Ultimate Loser's Eighths   \n",
       "277                 SSC 2019 SSBU -  LingLing (Peach) VS FS SaltOne (Cloud) Smash Ultimate Winner's Top 48   \n",
       "577         NRG | Nairo (Palutena) vs. MnT | Shoyo James (Chrom) - Losers Top 8 Qualifier - Frostbite 2019   \n",
       "493                                     MuteAce (Peach) vs. Goblin (Roy) - Ultimate Pools - Frostbite 2019   \n",
       "53            Frostbite 2020 SSBU Pools - R2G | Kameme (Wario) Vs. Temptation (Fox) Smash Ultimate Singles   \n",
       "654             CEO 2019 SSBU - C10 | VinnyG (Snake) Vs. Frostehy (Lucina) Smash Ultimate Tournament Pools   \n",
       "179                  SSC 2019 SSBU -  Laksa (Villager) VS  Toast (Young Link) Smash Ultimate Round 1 Pools   \n",
       "637            CEO 2019 SSBU - Duffo (Little Mac) Vs. Radda (Game & Watch) Smash Ultimate Tournament Pools   \n",
       "40          Frostbite 2020 SSBU Pools - DNG | Nietono (Pichu) Vs. Rawk (Dark Samus) Smash Ultimate Singles   \n",
       "\n",
       "      video_length  video_views        published_date            tournament  \\\n",
       "787       00:07:57         1940  2020-01-25T05:47:35Z             GENESIS 7   \n",
       "824       00:14:14         1462  2020-01-25T23:12:56Z             GENESIS 7   \n",
       "431       00:22:54        70605  2019-02-04T08:45:00Z             GENESIS 6   \n",
       "144       00:13:55        37186  2020-02-23T21:52:48Z        Frostbite 2020   \n",
       "22        00:06:16         4116  2020-02-22T18:05:25Z        Frostbite 2020   \n",
       "45        00:07:59         4792  2020-02-22T20:34:26Z        Frostbite 2020   \n",
       "772       00:15:22         2790  2020-01-25T04:07:21Z             GENESIS 7   \n",
       "404       00:07:58         8365  2019-02-03T01:00:56Z             GENESIS 6   \n",
       "469       00:14:01        11538  2019-02-23T19:42:55Z        Frostbite 2019   \n",
       "811       00:10:44          503  2020-01-25T20:54:36Z             GENESIS 7   \n",
       "532       00:09:49         4399  2019-02-24T18:14:18Z        Frostbite 2019   \n",
       "1056      00:14:39        17083  2019-06-03T00:51:56Z    Smash 'N' Splash 5   \n",
       "277       00:08:33         3308  2019-08-11T16:58:33Z  Super Smash Con 2019   \n",
       "577       00:20:06        31407  2019-02-25T00:03:05Z        Frostbite 2019   \n",
       "493       00:12:49         3339  2019-02-23T22:20:31Z        Frostbite 2019   \n",
       "53        00:10:00         4458  2020-02-22T21:45:00Z        Frostbite 2020   \n",
       "654       00:07:35         1919  2019-06-28T21:21:28Z              CEO 2019   \n",
       "179       00:08:46         5007  2019-08-09T17:33:52Z  Super Smash Con 2019   \n",
       "637       00:07:29         4503  2019-06-28T18:31:23Z              CEO 2019   \n",
       "40        00:13:42         9686  2020-02-22T20:06:42Z        Frostbite 2020   \n",
       "\n",
       "      number_of_characters         characters_in_set  \n",
       "787                      0                            \n",
       "824                      0                            \n",
       "431                      2              -Olimar-Wolf  \n",
       "144                      2           -Young Link-G&W  \n",
       "22                       2                -Marth-Roy  \n",
       "45                       2    -Snake-Zero Suit Samus  \n",
       "772                      0                            \n",
       "404                      2           -Peach-Palutena  \n",
       "469                      3  -Donkey Kong-Wario-Yoshi  \n",
       "811                      0                            \n",
       "532                      3       -Pichu-Falco-Lucina  \n",
       "1056                     2              -Wolf-Olimar  \n",
       "277                      2              -Peach-Cloud  \n",
       "577                      2           -Palutena-Chrom  \n",
       "493                      2                -Peach-Roy  \n",
       "53                       2                -Wario-Fox  \n",
       "654                      2             -Snake-Lucina  \n",
       "179                      2      -Villager-Young Link  \n",
       "637                      2  -Little Mac-Game & Watch  \n",
       "40                       2         -Pichu-Dark Samus  "
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "smash_videos.sample(20)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Palutena goes by Palutena and Palu. Multiple characters have multiple names like this. Below is a lst of all character names used in these smash videos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'banjo',\n",
       " 'bayonetta',\n",
       " 'bowser',\n",
       " 'brawler',\n",
       " 'byleth',\n",
       " 'c. falcon',\n",
       " 'c.falcon',\n",
       " 'captain falcon',\n",
       " 'captian falcon',\n",
       " 'chrom',\n",
       " 'cloud',\n",
       " 'corrin',\n",
       " 'daisy',\n",
       " 'dark pit',\n",
       " 'dark samus',\n",
       " 'dedede',\n",
       " 'diddy',\n",
       " 'diddy kong',\n",
       " 'dk',\n",
       " 'doctor mario',\n",
       " 'donkey kong',\n",
       " 'duck hunt',\n",
       " 'duckhunt',\n",
       " 'falco',\n",
       " 'falcon',\n",
       " 'fox',\n",
       " 'g&w',\n",
       " 'game & watch',\n",
       " 'ganon',\n",
       " 'ganondorf',\n",
       " 'greninja',\n",
       " 'hero',\n",
       " 'ice climbers',\n",
       " 'icies',\n",
       " 'ike',\n",
       " 'incineroar',\n",
       " 'ink',\n",
       " 'inking',\n",
       " 'inkling',\n",
       " 'isabelle',\n",
       " 'jigglypuff',\n",
       " 'joker',\n",
       " 'k. rool',\n",
       " 'ken',\n",
       " 'king dedede',\n",
       " 'king k. rool',\n",
       " 'kirby',\n",
       " 'l. mac',\n",
       " 'link',\n",
       " 'little mac',\n",
       " 'lucario',\n",
       " 'lucas',\n",
       " 'lucina',\n",
       " 'luigi',\n",
       " 'mac',\n",
       " 'mario',\n",
       " 'marth',\n",
       " 'mega man',\n",
       " 'meta knight',\n",
       " 'mewtwo',\n",
       " 'mii brawler',\n",
       " 'mii gunner',\n",
       " 'mii sword',\n",
       " 'mii swordfighter',\n",
       " 'mr. g&w',\n",
       " 'ness',\n",
       " 'olimar',\n",
       " 'pac-man',\n",
       " 'palu',\n",
       " 'palutena',\n",
       " 'peach',\n",
       " 'pichu',\n",
       " 'pikachu',\n",
       " 'piranha plant',\n",
       " 'pit',\n",
       " 'pokemon trainer',\n",
       " 'pokémon trainer',\n",
       " 'pt',\n",
       " 'puff',\n",
       " 'richter',\n",
       " 'ridley',\n",
       " 'rob',\n",
       " 'robin',\n",
       " 'rosa',\n",
       " 'rosalina',\n",
       " 'rosalina & luma',\n",
       " 'roy',\n",
       " 'ryu',\n",
       " 'samus',\n",
       " 'sheik',\n",
       " 'shulk',\n",
       " 'simon',\n",
       " 'snake',\n",
       " 'sonic',\n",
       " 'swordfighter',\n",
       " 'terry',\n",
       " 'toon link',\n",
       " 'trainer',\n",
       " 'villager',\n",
       " 'wario',\n",
       " 'wft',\n",
       " 'wii fit trainer',\n",
       " 'wolf',\n",
       " 'y. link',\n",
       " 'y.link',\n",
       " 'yoshi',\n",
       " 'young link',\n",
       " 'zekda',\n",
       " 'zelda',\n",
       " 'zero suit samus',\n",
       " 'zss'}"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "smash_characters"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "These names should be grouped together if we want an accurate reading of character popularity. This isn't too hard. However, if a new psuedonym is used in the future, that psuedonym must manually be added to the code. For instance, if someone decides to call young link ylink in a future video, the code must be told that ylink is just another name for young link. With that in mind, let's aggregate!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "videos_by_character={}\n",
    "for character in smash_characters:\n",
    "    sets_with_character=smash_videos[smash_videos.characters_in_set.str.lower().str.contains('-'+character)]\n",
    "    videos_by_character[character]=sets_with_character\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['captain falcon', 'mewtwo', 'meta knight', 'lucas', 'king dedede', 'snake', 'ganondorf', 'joker', 'ken', 'little mac', 'incineroar', 'young link', 'luigi', 'falco', 'rob', 'pac-man', 'sonic', 'king k. rool', 'pikachu', 'corrin', 'doctor mario', 'ice climbers', 'wii fit trainer', 'ryu', 'chrom', 'donkey kong', 'palutena', 'dark pit', 'lucario', 'yoshi', 'isabelle', 'marth', 'greninja', 'shulk', 'ridley', 'fox', 'wario', 'pit', 'robin', 'cloud', 'ness', 'toon link', 'pichu', 'rosalina & luma', 'hero', 'kirby', 'villager', 'olimar', 'bayonetta', 'mii gunner', 'link', 'bowser', 'mega man', 'ike', 'daisy', 'richter', 'roy', 'diddy kong', 'game & watch', 'simon', 'pokemon trainer', 'sheik', 'terry', 'mii brawler', 'mii swordfighter', 'banjo', 'piranha plant', 'peach', 'duck hunt', 'samus', 'inkling', 'lucina', 'zelda', 'byleth', 'wolf', 'mario', 'zero suit samus', 'dark samus', 'jigglypuff'])"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#lets consolidate duplicate entris\n",
    "videos_by_character['captain falcon']=pd.concat([videos_by_character['captain falcon'],videos_by_character['c. falcon'],videos_by_character['c.falcon'],videos_by_character['captian falcon'],videos_by_character['falcon']])\n",
    "videos_by_character.pop('c. falcon',None)\n",
    "videos_by_character.pop('c.falcon',None)\n",
    "videos_by_character.pop('captian falcon',None)\n",
    "videos_by_character.pop('falcon',None)\n",
    "videos_by_character['diddy kong']=pd.concat([videos_by_character['diddy kong'],videos_by_character['diddy']])\n",
    "videos_by_character.pop('diddy',None)\n",
    "videos_by_character['donkey kong']=pd.concat([videos_by_character['donkey kong'],videos_by_character['dk']])\n",
    "videos_by_character.pop('dk',None)\n",
    "videos_by_character['duck hunt']=pd.concat([videos_by_character['duck hunt'],videos_by_character['duckhunt']])\n",
    "videos_by_character.pop('duckhunt',None)\n",
    "videos_by_character['game & watch']=pd.concat([videos_by_character['mr. g&w'],videos_by_character['game & watch'],videos_by_character['g&w']])\n",
    "videos_by_character.pop('g&w',None)\n",
    "videos_by_character.pop('mr. g&w',None)\n",
    "videos_by_character['ganondorf']=pd.concat([videos_by_character['ganon'],videos_by_character['ganondorf']])\n",
    "videos_by_character.pop('ganon',None)\n",
    "videos_by_character['ice climbers']=pd.concat([videos_by_character['ice climbers'],videos_by_character['icies']])\n",
    "videos_by_character.pop('icies',None)\n",
    "videos_by_character['inkling']=pd.concat([videos_by_character['inkling'],videos_by_character['ink'],videos_by_character['inking']])\n",
    "videos_by_character.pop('inking',None)\n",
    "videos_by_character.pop('ink',None)\n",
    "videos_by_character['jigglypuff']=pd.concat([videos_by_character['jigglypuff'],videos_by_character['puff']])\n",
    "videos_by_character.pop('puff',None)\n",
    "videos_by_character['king k. rool']=pd.concat([videos_by_character['king k. rool'],videos_by_character['k. rool']])\n",
    "videos_by_character.pop('k. rool',None)\n",
    "videos_by_character['king dedede']=pd.concat([videos_by_character['king dedede'],videos_by_character['dedede']])\n",
    "videos_by_character.pop('dedede',None)\n",
    "videos_by_character['little mac']=pd.concat([videos_by_character['little mac'],videos_by_character['l. mac'],videos_by_character['mac']])\n",
    "videos_by_character.pop('l. mac',None)\n",
    "videos_by_character.pop('mac',None)\n",
    "videos_by_character['mii brawler']=pd.concat([videos_by_character['mii brawler'],videos_by_character['brawler']])\n",
    "videos_by_character.pop('brawler',None)\n",
    "videos_by_character['mii swordfighter']=pd.concat([videos_by_character['mii swordfighter'],videos_by_character['swordfighter'],videos_by_character['mii sword']])\n",
    "videos_by_character.pop('swordfighter',None)\n",
    "videos_by_character.pop('mii sword',None)\n",
    "videos_by_character['palutena']=pd.concat([videos_by_character['palutena'],videos_by_character['palu']])\n",
    "videos_by_character.pop('palu',None)\n",
    "videos_by_character['pokemon trainer']=pd.concat([videos_by_character['pokemon trainer'],videos_by_character['pt'],videos_by_character['trainer'],videos_by_character['pokémon trainer']])\n",
    "videos_by_character.pop('pt',None)\n",
    "videos_by_character.pop('trainer',None)\n",
    "videos_by_character.pop('pokémon trainer',None)\n",
    "videos_by_character['rosalina & luma']=pd.concat([videos_by_character['rosalina & luma'],videos_by_character['rosa'],videos_by_character['rosalina']])\n",
    "videos_by_character.pop('rosa',None)\n",
    "videos_by_character.pop('rosalina',None)\n",
    "videos_by_character['wii fit trainer']=pd.concat([videos_by_character['wii fit trainer'],videos_by_character['wft']])\n",
    "videos_by_character.pop('wft',None)\n",
    "videos_by_character['young link']=pd.concat([videos_by_character['y. link'],videos_by_character['y.link'],videos_by_character['young link']])\n",
    "videos_by_character.pop('y.link',None)\n",
    "videos_by_character.pop('y. link',None)\n",
    "videos_by_character['zero suit samus']=pd.concat([videos_by_character['zero suit samus'],videos_by_character['zss']])\n",
    "videos_by_character.pop('zss',None)\n",
    "videos_by_character['zelda']=pd.concat([videos_by_character['zelda'],videos_by_character['zekda']])\n",
    "videos_by_character.pop('zekda',None)\n",
    "videos_by_character.keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/neil_s_oza/anaconda3/lib/python3.5/site-packages/ipykernel/__main__.py:8: FutureWarning: sort(columns=....) is deprecated, use sort_values(by=.....)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>character</th>\n",
       "      <th>median_views</th>\n",
       "      <th>video_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>byleth</td>\n",
       "      <td>344223</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>corrin</td>\n",
       "      <td>143930</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>terry</td>\n",
       "      <td>125650</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ganondorf</td>\n",
       "      <td>45750</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>sheik</td>\n",
       "      <td>45571</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>luigi</td>\n",
       "      <td>36223</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>joker</td>\n",
       "      <td>36117</td>\n",
       "      <td>83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>captain falcon</td>\n",
       "      <td>29936</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>marth</td>\n",
       "      <td>24831.5</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>jigglypuff</td>\n",
       "      <td>24380</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>wario</td>\n",
       "      <td>23172</td>\n",
       "      <td>59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>mii gunner</td>\n",
       "      <td>22590.5</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>meta knight</td>\n",
       "      <td>20997</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>isabelle</td>\n",
       "      <td>18164</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>zero suit samus</td>\n",
       "      <td>18042</td>\n",
       "      <td>53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>samus</td>\n",
       "      <td>17068.5</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>ryu</td>\n",
       "      <td>17022</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>pokemon trainer</td>\n",
       "      <td>16931</td>\n",
       "      <td>78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>little mac</td>\n",
       "      <td>16151</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>mii brawler</td>\n",
       "      <td>15481.5</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>kirby</td>\n",
       "      <td>14943</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>hero</td>\n",
       "      <td>14397</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>pac-man</td>\n",
       "      <td>13244</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>bowser</td>\n",
       "      <td>12976.5</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>ken</td>\n",
       "      <td>12962.5</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>inkling</td>\n",
       "      <td>12860</td>\n",
       "      <td>105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>ike</td>\n",
       "      <td>12669.5</td>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>richter</td>\n",
       "      <td>12605</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>rosalina &amp; luma</td>\n",
       "      <td>11225</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>ice climbers</td>\n",
       "      <td>11122</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>duck hunt</td>\n",
       "      <td>11090.5</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>sonic</td>\n",
       "      <td>11058</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>link</td>\n",
       "      <td>10603.5</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>bayonetta</td>\n",
       "      <td>10528.5</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>ridley</td>\n",
       "      <td>10281</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>pit</td>\n",
       "      <td>10125</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>game &amp; watch</td>\n",
       "      <td>9935</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>villager</td>\n",
       "      <td>9397</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>zelda</td>\n",
       "      <td>9035.5</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>mario</td>\n",
       "      <td>8958</td>\n",
       "      <td>57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>peach</td>\n",
       "      <td>8900.5</td>\n",
       "      <td>80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>doctor mario</td>\n",
       "      <td>8760.5</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>wolf</td>\n",
       "      <td>8736.5</td>\n",
       "      <td>78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>wii fit trainer</td>\n",
       "      <td>8685</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>fox</td>\n",
       "      <td>8644</td>\n",
       "      <td>83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>lucina</td>\n",
       "      <td>8609</td>\n",
       "      <td>65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>toon link</td>\n",
       "      <td>8589.5</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>shulk</td>\n",
       "      <td>8529</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>robin</td>\n",
       "      <td>8353</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>lucario</td>\n",
       "      <td>8341.5</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>snake</td>\n",
       "      <td>8231</td>\n",
       "      <td>80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>donkey kong</td>\n",
       "      <td>8152</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>olimar</td>\n",
       "      <td>7991</td>\n",
       "      <td>63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>king k. rool</td>\n",
       "      <td>7942.5</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>pikachu</td>\n",
       "      <td>7847</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>young link</td>\n",
       "      <td>7501</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>palutena</td>\n",
       "      <td>7271</td>\n",
       "      <td>173</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>ness</td>\n",
       "      <td>6937</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>simon</td>\n",
       "      <td>6895.5</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>chrom</td>\n",
       "      <td>6632</td>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>pichu</td>\n",
       "      <td>6578</td>\n",
       "      <td>65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>greninja</td>\n",
       "      <td>6329</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>mii swordfighter</td>\n",
       "      <td>6304</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>cloud</td>\n",
       "      <td>6289</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>diddy kong</td>\n",
       "      <td>6228</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>lucas</td>\n",
       "      <td>6164</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>mega man</td>\n",
       "      <td>6097</td>\n",
       "      <td>47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>incineroar</td>\n",
       "      <td>5746</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>dark samus</td>\n",
       "      <td>5738</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>rob</td>\n",
       "      <td>5603.5</td>\n",
       "      <td>58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>piranha plant</td>\n",
       "      <td>5290</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>mewtwo</td>\n",
       "      <td>5133.5</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>yoshi</td>\n",
       "      <td>4884</td>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>falco</td>\n",
       "      <td>4844</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>roy</td>\n",
       "      <td>4780</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>daisy</td>\n",
       "      <td>4095</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>king dedede</td>\n",
       "      <td>3192.5</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>dark pit</td>\n",
       "      <td>2955</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>banjo</td>\n",
       "      <td>2492</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           character median_views video_count\n",
       "0             byleth       344223           2\n",
       "1             corrin       143930           2\n",
       "2              terry       125650           1\n",
       "3          ganondorf        45750          13\n",
       "4              sheik        45571           9\n",
       "5              luigi        36223          17\n",
       "6              joker        36117          83\n",
       "7     captain falcon        29936          28\n",
       "8              marth      24831.5           4\n",
       "9         jigglypuff        24380           5\n",
       "10             wario        23172          59\n",
       "11        mii gunner      22590.5           2\n",
       "12       meta knight        20997          12\n",
       "13          isabelle        18164           4\n",
       "14   zero suit samus        18042          53\n",
       "15             samus      17068.5           4\n",
       "16               ryu        17022           2\n",
       "17   pokemon trainer        16931          78\n",
       "18        little mac        16151          10\n",
       "19       mii brawler      15481.5           2\n",
       "20             kirby        14943           5\n",
       "21              hero        14397           9\n",
       "22           pac-man        13244          28\n",
       "23            bowser      12976.5          24\n",
       "24               ken      12962.5           6\n",
       "25           inkling        12860         105\n",
       "26               ike      12669.5          38\n",
       "27           richter        12605           7\n",
       "28   rosalina & luma        11225          34\n",
       "29      ice climbers        11122           5\n",
       "30         duck hunt      11090.5          16\n",
       "31             sonic        11058          23\n",
       "32              link      10603.5          18\n",
       "33         bayonetta      10528.5          20\n",
       "34            ridley        10281           9\n",
       "35               pit        10125           1\n",
       "36      game & watch         9935          29\n",
       "37          villager         9397          13\n",
       "38             zelda       9035.5          14\n",
       "39             mario         8958          57\n",
       "40             peach       8900.5          80\n",
       "41      doctor mario       8760.5           2\n",
       "42              wolf       8736.5          78\n",
       "43   wii fit trainer         8685           5\n",
       "44               fox         8644          83\n",
       "45            lucina         8609          65\n",
       "46         toon link       8589.5           6\n",
       "47             shulk         8529          15\n",
       "48             robin         8353           5\n",
       "49           lucario       8341.5          10\n",
       "50             snake         8231          80\n",
       "51       donkey kong         8152          22\n",
       "52            olimar         7991          63\n",
       "53      king k. rool       7942.5           2\n",
       "54           pikachu         7847          31\n",
       "55        young link         7501          26\n",
       "56          palutena         7271         173\n",
       "57              ness         6937          31\n",
       "58             simon       6895.5           4\n",
       "59             chrom         6632          38\n",
       "60             pichu         6578          65\n",
       "61          greninja         6329          22\n",
       "62  mii swordfighter         6304           6\n",
       "63             cloud         6289          19\n",
       "64        diddy kong         6228          22\n",
       "65             lucas         6164           8\n",
       "66          mega man         6097          47\n",
       "67        incineroar         5746          11\n",
       "68        dark samus         5738           9\n",
       "69               rob       5603.5          58\n",
       "70     piranha plant         5290           1\n",
       "71            mewtwo       5133.5           4\n",
       "72             yoshi         4884          38\n",
       "73             falco         4844          25\n",
       "74               roy         4780          29\n",
       "75             daisy         4095          17\n",
       "76       king dedede       3192.5           6\n",
       "77          dark pit         2955           2\n",
       "78             banjo         2492           1"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "views_per_character=pd.DataFrame(columns=['character','median_views','video_count'])\n",
    "counter=0\n",
    "for character in videos_by_character:\n",
    "    views_per_character.loc[counter, 'character']=character\n",
    "    views_per_character.loc[counter, 'median_views']=videos_by_character[character].video_views.median()\n",
    "    views_per_character.loc[counter, 'video_count']=len(videos_by_character[character])\n",
    "    counter+=1\n",
    "views_per_character.sort('median_views',ascending=False).reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The above table shows the median number of views a character gets per video. Byleth, Corrin, and Terry all have median view counts over 100k because they are rare characters that were used in top 8's or other high stakes sets. This suggests that viewers like high character variety at high levels of play. When they get it they give you a lot of extra views. \n",
    "\n",
    "The table organizes the characters from most median views to fewest median views, so the characters at the top are the most popular. Considering characters with at least 10 vudeos, the 5 most popular characters from a spectator's perspective are Ganondorf, Luigi, Joker, Captain Falcon, and Wario. Note that TOP TIER=/= popular. ROB, Roy, and Palutena are all Top Tier characters, but viewers don't like watching them. OHKO's are very popular with viewers. Jigglypuff, Luigi, and Wario all basically have a tactical nuke in their back pocket, and it seems viewers like watching them go off.\n",
    "\n",
    "In my opinion, the above table highly suggests adjusting Smash Ultimate's ruleset to increase character diversity. Unexpected character picks get tons of views, and certain characters are way more popular than oters; if your grand finals involves a Palutena main, it's not going to do well. If somehow you can encourage the Palutena main to play Ganondorf, that video=hype. \n",
    "\n",
    "Armada says that Smash Ultimate has a lot of characters, but Melee's characters are deeper. If that's true, play to your strength. Lean into the character diversity. Even if Melee's mechanics are deeper, you win in breadth."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Appendix/Misc."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "That concludes the bulk of my analysis. We looked at video views over time, based on video duration, and based on character diversity. Below are peices of code that never quite led anywhere. I wanted to do some analysis, but due to time/resource limitations I will save these parts for another day. Feel free to pick at them yourself if you are bored"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The below shows characters organized by their average views. The data is similar to the results from the median. I used Median instead of mean in my analysis because the mean is more senssitive to outliers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/neil_s_oza/anaconda3/lib/python3.5/site-packages/ipykernel/__main__.py:8: FutureWarning: sort(columns=....) is deprecated, use sort_values(by=.....)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>character</th>\n",
       "      <th>average_views</th>\n",
       "      <th>video_count</th>\n",
       "      <th>median_views</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>captain falcon</td>\n",
       "      <td>NaN</td>\n",
       "      <td>28</td>\n",
       "      <td>72791.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>mewtwo</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>13359.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>meta knight</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12</td>\n",
       "      <td>56947.416667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>lucas</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8</td>\n",
       "      <td>6338.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>king dedede</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6</td>\n",
       "      <td>4266.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>snake</td>\n",
       "      <td>NaN</td>\n",
       "      <td>80</td>\n",
       "      <td>26257.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>ganondorf</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13</td>\n",
       "      <td>42483.846154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>joker</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83</td>\n",
       "      <td>143949.325301</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>ken</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6</td>\n",
       "      <td>111915.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>little mac</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10</td>\n",
       "      <td>18964.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>incineroar</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11</td>\n",
       "      <td>15180.272727</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>young link</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26</td>\n",
       "      <td>20581.192308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>luigi</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17</td>\n",
       "      <td>48264.176471</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>falco</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25</td>\n",
       "      <td>49283.160000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>rob</td>\n",
       "      <td>NaN</td>\n",
       "      <td>58</td>\n",
       "      <td>42277.155172</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>pac-man</td>\n",
       "      <td>NaN</td>\n",
       "      <td>28</td>\n",
       "      <td>33967.928571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>sonic</td>\n",
       "      <td>NaN</td>\n",
       "      <td>23</td>\n",
       "      <td>18039.478261</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>king k. rool</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>7942.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>pikachu</td>\n",
       "      <td>NaN</td>\n",
       "      <td>31</td>\n",
       "      <td>41308.258065</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>corrin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>143929.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>doctor mario</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>8760.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>ice climbers</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5</td>\n",
       "      <td>8803.200000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>wii fit trainer</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5</td>\n",
       "      <td>29590.200000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>ryu</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>17022.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>chrom</td>\n",
       "      <td>NaN</td>\n",
       "      <td>38</td>\n",
       "      <td>20922.394737</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>donkey kong</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22</td>\n",
       "      <td>62239.727273</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>palutena</td>\n",
       "      <td>NaN</td>\n",
       "      <td>173</td>\n",
       "      <td>28777.572254</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>dark pit</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>2955.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>lucario</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10</td>\n",
       "      <td>35338.600000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>yoshi</td>\n",
       "      <td>NaN</td>\n",
       "      <td>38</td>\n",
       "      <td>11778.894737</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>isabelle</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>22009.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>marth</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>22395.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>greninja</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22</td>\n",
       "      <td>18748.363636</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>shulk</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15</td>\n",
       "      <td>14703.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>ridley</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9</td>\n",
       "      <td>44529.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>fox</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83</td>\n",
       "      <td>28078.072289</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>wario</td>\n",
       "      <td>NaN</td>\n",
       "      <td>59</td>\n",
       "      <td>48756.932203</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>pit</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>10125.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>robin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5</td>\n",
       "      <td>16895.200000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>cloud</td>\n",
       "      <td>NaN</td>\n",
       "      <td>19</td>\n",
       "      <td>16074.105263</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>ness</td>\n",
       "      <td>NaN</td>\n",
       "      <td>31</td>\n",
       "      <td>18110.516129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>toon link</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6</td>\n",
       "      <td>21247.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>pichu</td>\n",
       "      <td>NaN</td>\n",
       "      <td>65</td>\n",
       "      <td>47527.676923</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>rosalina &amp; luma</td>\n",
       "      <td>NaN</td>\n",
       "      <td>34</td>\n",
       "      <td>21262.470588</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>hero</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9</td>\n",
       "      <td>109990.444444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>kirby</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5</td>\n",
       "      <td>37524.800000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>villager</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13</td>\n",
       "      <td>13692.384615</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>olimar</td>\n",
       "      <td>NaN</td>\n",
       "      <td>63</td>\n",
       "      <td>16274.746032</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>bayonetta</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20</td>\n",
       "      <td>22849.200000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>mii gunner</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>22590.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>link</td>\n",
       "      <td>NaN</td>\n",
       "      <td>18</td>\n",
       "      <td>12967.833333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>bowser</td>\n",
       "      <td>NaN</td>\n",
       "      <td>24</td>\n",
       "      <td>53955.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>mega man</td>\n",
       "      <td>NaN</td>\n",
       "      <td>47</td>\n",
       "      <td>27262.872340</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>ike</td>\n",
       "      <td>NaN</td>\n",
       "      <td>38</td>\n",
       "      <td>89811.894737</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>daisy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17</td>\n",
       "      <td>4804.470588</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>richter</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>38966.857143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>roy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>29</td>\n",
       "      <td>20008.275862</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>diddy kong</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22</td>\n",
       "      <td>10787.909091</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>game &amp; watch</td>\n",
       "      <td>NaN</td>\n",
       "      <td>29</td>\n",
       "      <td>48724.517241</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>simon</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>11977.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>pokemon trainer</td>\n",
       "      <td>NaN</td>\n",
       "      <td>78</td>\n",
       "      <td>82558.833333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>sheik</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9</td>\n",
       "      <td>68027.777778</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>terry</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>125650.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>mii brawler</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>15481.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>mii swordfighter</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6</td>\n",
       "      <td>5978.166667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>banjo</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>2492.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>piranha plant</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>5290.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>peach</td>\n",
       "      <td>NaN</td>\n",
       "      <td>80</td>\n",
       "      <td>30412.962500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>duck hunt</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16</td>\n",
       "      <td>21153.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>samus</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>16072.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>inkling</td>\n",
       "      <td>NaN</td>\n",
       "      <td>105</td>\n",
       "      <td>28576.571429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>lucina</td>\n",
       "      <td>NaN</td>\n",
       "      <td>65</td>\n",
       "      <td>57082.446154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>zelda</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14</td>\n",
       "      <td>11879.571429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>byleth</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>344223.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>wolf</td>\n",
       "      <td>NaN</td>\n",
       "      <td>78</td>\n",
       "      <td>45135.346154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>mario</td>\n",
       "      <td>NaN</td>\n",
       "      <td>57</td>\n",
       "      <td>32380.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>zero suit samus</td>\n",
       "      <td>NaN</td>\n",
       "      <td>53</td>\n",
       "      <td>53437.452830</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>dark samus</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9</td>\n",
       "      <td>58400.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>jigglypuff</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5</td>\n",
       "      <td>71732.400000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           character average_views video_count   median_views\n",
       "0     captain falcon           NaN          28   72791.250000\n",
       "1             mewtwo           NaN           4   13359.750000\n",
       "2        meta knight           NaN          12   56947.416667\n",
       "3              lucas           NaN           8    6338.500000\n",
       "4        king dedede           NaN           6    4266.666667\n",
       "5              snake           NaN          80   26257.062500\n",
       "6          ganondorf           NaN          13   42483.846154\n",
       "7              joker           NaN          83  143949.325301\n",
       "8                ken           NaN           6  111915.333333\n",
       "9         little mac           NaN          10   18964.500000\n",
       "10        incineroar           NaN          11   15180.272727\n",
       "11        young link           NaN          26   20581.192308\n",
       "12             luigi           NaN          17   48264.176471\n",
       "13             falco           NaN          25   49283.160000\n",
       "14               rob           NaN          58   42277.155172\n",
       "15           pac-man           NaN          28   33967.928571\n",
       "16             sonic           NaN          23   18039.478261\n",
       "17      king k. rool           NaN           2    7942.500000\n",
       "18           pikachu           NaN          31   41308.258065\n",
       "19            corrin           NaN           2  143929.500000\n",
       "20      doctor mario           NaN           2    8760.500000\n",
       "21      ice climbers           NaN           5    8803.200000\n",
       "22   wii fit trainer           NaN           5   29590.200000\n",
       "23               ryu           NaN           2   17022.000000\n",
       "24             chrom           NaN          38   20922.394737\n",
       "25       donkey kong           NaN          22   62239.727273\n",
       "26          palutena           NaN         173   28777.572254\n",
       "27          dark pit           NaN           2    2955.000000\n",
       "28           lucario           NaN          10   35338.600000\n",
       "29             yoshi           NaN          38   11778.894737\n",
       "30          isabelle           NaN           4   22009.500000\n",
       "31             marth           NaN           4   22395.000000\n",
       "32          greninja           NaN          22   18748.363636\n",
       "33             shulk           NaN          15   14703.000000\n",
       "34            ridley           NaN           9   44529.666667\n",
       "35               fox           NaN          83   28078.072289\n",
       "36             wario           NaN          59   48756.932203\n",
       "37               pit           NaN           1   10125.000000\n",
       "38             robin           NaN           5   16895.200000\n",
       "39             cloud           NaN          19   16074.105263\n",
       "40              ness           NaN          31   18110.516129\n",
       "41         toon link           NaN           6   21247.500000\n",
       "42             pichu           NaN          65   47527.676923\n",
       "43   rosalina & luma           NaN          34   21262.470588\n",
       "44              hero           NaN           9  109990.444444\n",
       "45             kirby           NaN           5   37524.800000\n",
       "46          villager           NaN          13   13692.384615\n",
       "47            olimar           NaN          63   16274.746032\n",
       "48         bayonetta           NaN          20   22849.200000\n",
       "49        mii gunner           NaN           2   22590.500000\n",
       "50              link           NaN          18   12967.833333\n",
       "51            bowser           NaN          24   53955.250000\n",
       "52          mega man           NaN          47   27262.872340\n",
       "53               ike           NaN          38   89811.894737\n",
       "54             daisy           NaN          17    4804.470588\n",
       "55           richter           NaN           7   38966.857143\n",
       "56               roy           NaN          29   20008.275862\n",
       "57        diddy kong           NaN          22   10787.909091\n",
       "58      game & watch           NaN          29   48724.517241\n",
       "59             simon           NaN           4   11977.250000\n",
       "60   pokemon trainer           NaN          78   82558.833333\n",
       "61             sheik           NaN           9   68027.777778\n",
       "62             terry           NaN           1  125650.000000\n",
       "63       mii brawler           NaN           2   15481.500000\n",
       "64  mii swordfighter           NaN           6    5978.166667\n",
       "65             banjo           NaN           1    2492.000000\n",
       "66     piranha plant           NaN           1    5290.000000\n",
       "67             peach           NaN          80   30412.962500\n",
       "68         duck hunt           NaN          16   21153.250000\n",
       "69             samus           NaN           4   16072.750000\n",
       "70           inkling           NaN         105   28576.571429\n",
       "71            lucina           NaN          65   57082.446154\n",
       "72             zelda           NaN          14   11879.571429\n",
       "73            byleth           NaN           2  344223.000000\n",
       "74              wolf           NaN          78   45135.346154\n",
       "75             mario           NaN          57   32380.000000\n",
       "76   zero suit samus           NaN          53   53437.452830\n",
       "77        dark samus           NaN           9   58400.666667\n",
       "78        jigglypuff           NaN           5   71732.400000"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "views_per_character=pd.DataFrame(columns=['character','average_views','video_count'])\n",
    "counter=0\n",
    "for character in videos_by_character:\n",
    "    views_per_character.loc[counter, 'character']=character\n",
    "    views_per_character.loc[counter, 'median_views']=videos_by_character[character].video_views.mean()\n",
    "    views_per_character.loc[counter, 'video_count']=len(videos_by_character[character])\n",
    "    counter+=1\n",
    "views_per_character.sort('average_views',ascending=False).reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Below are all of the videos with over 100k views. I wanted to analyze what causes a video to hit 100k views, but analyzing the titles for all the relevant information was tricky. Also, sometimes a video gets 100k views because it was an upset, and that sort of stuff is hard to identify using video titles. I understand that smash gg might have this bracket info. I don't know how to get it, but if I had it I could merge it with the video view data. I the meantime here is a list of all the videos with over 100k views. Let me know if you see any cool patterns!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>video_title</th>\n",
       "      <th>video_length</th>\n",
       "      <th>video_views</th>\n",
       "      <th>published_date</th>\n",
       "      <th>tournament</th>\n",
       "      <th>number_of_characters</th>\n",
       "      <th>characters_in_set</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Frostbite 2020 SSBU Pools - NEO! (Luigi) Vs. Armada | Elegant (Luigi) Ultimate Singles - SSBU</td>\n",
       "      <td>00:05:21</td>\n",
       "      <td>100066</td>\n",
       "      <td>2020-02-22T18:20:26Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Luigi-Luigi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>Frostbite 2020 SSBU Pools - Liquid | Hungrybox (Puff) Vs. RFang (Young Link) Smash Ultimate Singles</td>\n",
       "      <td>00:07:33</td>\n",
       "      <td>127558</td>\n",
       "      <td>2020-02-22T21:27:23Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Puff-Young Link</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>Frostbite 2020 SSBU Pools - Armada | Prodigy (Mario) Vs. Riddles (Terry) Smash Ultimate Singles</td>\n",
       "      <td>00:10:02</td>\n",
       "      <td>125650</td>\n",
       "      <td>2020-02-23T02:53:12Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Mario-Terry</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>Frostbite 2020 SSBU Pools - APE | Goblin (Roy) Vs. CLG | Void (Sheik) Smash Ultimate Singles</td>\n",
       "      <td>00:08:18</td>\n",
       "      <td>115944</td>\n",
       "      <td>2020-02-23T03:02:33Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Roy-Sheik</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>Frostbite 2020 SSBU Winners Top 96 - MkLeo (Joker) Vs. Armada | Prodigy (Mario) Smash Ultimate</td>\n",
       "      <td>00:11:18</td>\n",
       "      <td>599665</td>\n",
       "      <td>2020-02-23T19:11:14Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Joker-Mario</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>Frostbite 2020 SSBU Winners Top 96 - GW | zackray (G&amp;W, ROB) Vs. CLG | VoiD (Sheik) Smash Singles</td>\n",
       "      <td>00:15:36</td>\n",
       "      <td>171816</td>\n",
       "      <td>2020-02-23T20:31:07Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>3</td>\n",
       "      <td>-G&amp;W-ROB-Sheik</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>Frostbite 2020 SSBU Losers Top 32 - MkLeo (Joker) Vs MVG | Salem (Hero, Dark Samus) Ultimate Singles</td>\n",
       "      <td>00:19:27</td>\n",
       "      <td>196469</td>\n",
       "      <td>2020-02-23T21:10:51Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>3</td>\n",
       "      <td>-Joker-Hero-Dark Samus</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>Frostbite 2020 SSBU Losers Top 24 - Armada | Prodigy (Mario) Vs. djb | MattyG (Chrom) Singles</td>\n",
       "      <td>00:13:59</td>\n",
       "      <td>108510</td>\n",
       "      <td>2020-02-23T21:20:48Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Mario-Chrom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>Frostbite 2020 SSBU Losers Top 24 - PG | Marss (ZSS) Vs GW | Zackray (Joker) Ultimate Singles</td>\n",
       "      <td>00:18:00</td>\n",
       "      <td>110543</td>\n",
       "      <td>2020-02-23T22:53:29Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-ZSS-Joker</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>Frostbite 2020 SSBU Losers Top 16 - GW | zackray (ROB) Vs. Armada | Elegant (Luigi) Ultimate Singles</td>\n",
       "      <td>00:08:55</td>\n",
       "      <td>240567</td>\n",
       "      <td>2020-02-23T23:12:01Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-ROB-Luigi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>Frostbite 2020 SSBU Losers Top 16 - Rogue | Light  (Fox) Vs CLG | VoiD (Pichu, Sheik) Smash Ultimate</td>\n",
       "      <td>00:19:29</td>\n",
       "      <td>107936</td>\n",
       "      <td>2020-02-23T23:42:45Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>3</td>\n",
       "      <td>-Fox-Pichu-Sheik</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>Frostbite 2020 SSBU Losers Top 12 - NFT | Toast (Young Link) Vs. Rogue | Light (Fox) Smash Singles</td>\n",
       "      <td>00:17:32</td>\n",
       "      <td>101338</td>\n",
       "      <td>2020-02-24T00:00:06Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Young Link-Fox</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>Frostbite 2020 SSBU Losers Top 12 - MkLeo (Joker) Vs. NRG | Nairo (Palutena) Smash Ultimate Singles</td>\n",
       "      <td>00:19:25</td>\n",
       "      <td>178659</td>\n",
       "      <td>2020-02-24T00:03:07Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Joker-Palutena</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>Frostbite 2020 SSBU Losers Top 8 - GW | Zackray (ROB) Vs MkLeo (Joker) Smash Ultimate Singles</td>\n",
       "      <td>00:20:07</td>\n",
       "      <td>484841</td>\n",
       "      <td>2020-02-24T01:29:35Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-ROB-Joker</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>Frostbite 2020 SSBU Losers Semis - SG8 | Tea (Pac-Man) Vs. MkLeo (Joker) Smash Ultimate Singles</td>\n",
       "      <td>00:26:46</td>\n",
       "      <td>287030</td>\n",
       "      <td>2020-02-24T04:22:05Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Pac-Man-Joker</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>Frostbite 2020 SSBU Losers Finals - TSM | Tweek (Wolf) Vs. MkLeo (Joker) Smash Ultimate Singles</td>\n",
       "      <td>00:19:18</td>\n",
       "      <td>282636</td>\n",
       "      <td>2020-02-24T04:43:55Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Wolf-Joker</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>Frostbite 2020 SSBU Grand Finals - SSG  Maister (G&amp;W, Pichu) Vs MkLeo (Joker, Byleth) Smash Ultimate</td>\n",
       "      <td>00:47:17</td>\n",
       "      <td>681550</td>\n",
       "      <td>2020-02-24T05:57:26Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>4</td>\n",
       "      <td>-G&amp;W-Pichu-Joker-Byleth</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>228</th>\n",
       "      <td>SSC 2019 SSBU - RCS Fatality (Captain Falcon) VS PG Plup (Ridley) Round 2 Pools</td>\n",
       "      <td>00:07:05</td>\n",
       "      <td>291382</td>\n",
       "      <td>2019-08-10T21:42:55Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Captain Falcon-Ridley</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>SSC 2019 SSBU - TSM Leffen (Trainer) VS MVG Salem (Snake, Hero) Smash Ultimate Round 2 Pools</td>\n",
       "      <td>00:16:23</td>\n",
       "      <td>674518</td>\n",
       "      <td>2019-08-10T23:58:12Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "      <td>3</td>\n",
       "      <td>-Trainer-Snake-Hero</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>250</th>\n",
       "      <td>SSC 2019 SSBU - FOX MVG MkLeo (Joker) VS  Riddles (Ken) Smash Ultimate Round 2 Pools</td>\n",
       "      <td>00:11:05</td>\n",
       "      <td>609893</td>\n",
       "      <td>2019-08-11T02:13:34Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Joker-Ken</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>255</th>\n",
       "      <td>SSC 2019 SSBU - NRG Nairo (ZSS, Palutena) VS RCS Fatality (Falcon) Smash Ultimate Winner's Top 64</td>\n",
       "      <td>00:11:03</td>\n",
       "      <td>184854</td>\n",
       "      <td>2019-08-11T14:43:10Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "      <td>3</td>\n",
       "      <td>-ZSS-Palutena-Falcon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>269</th>\n",
       "      <td>SSC 2019 SSBU - TSM Tweek (Trainer) VS TSM Leffen (Trainer) Smash Ultimate Winner's Top 32</td>\n",
       "      <td>00:12:12</td>\n",
       "      <td>124933</td>\n",
       "      <td>2019-08-11T16:18:42Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Trainer-Trainer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311</th>\n",
       "      <td>SSC 2019 SSBU - FOX MVG MkLeo (Joker) VS GW Zackray (Wolf, ROB) Smash Ultimate Winner's Quarters</td>\n",
       "      <td>00:23:01</td>\n",
       "      <td>789602</td>\n",
       "      <td>2019-08-11T19:35:49Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "      <td>3</td>\n",
       "      <td>-Joker-Wolf-ROB</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>323</th>\n",
       "      <td>SSC 2019 SSBU - NRG Nairo (Palutena) VS FOX MVG MkLeo (Joker) Smash Ultimate Loser's Quarters</td>\n",
       "      <td>00:21:29</td>\n",
       "      <td>204633</td>\n",
       "      <td>2019-08-12T03:17:44Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Palutena-Joker</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>326</th>\n",
       "      <td>SSC 2019 SSBU - TSM Tweek (Trainer) VS FOX MVG MkLeo (Joker) Smash Ultimate Loser's Finals</td>\n",
       "      <td>00:18:19</td>\n",
       "      <td>234455</td>\n",
       "      <td>2019-08-12T04:15:31Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Trainer-Joker</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>327</th>\n",
       "      <td>SSC 2019 Smash Ultimate Grand Finals - eUnited | Samsora (Peach) VS FOX MVG | MkLeo (Joker)</td>\n",
       "      <td>00:37:18</td>\n",
       "      <td>465750</td>\n",
       "      <td>2019-08-12T13:36:07Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Peach-Joker</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>355</th>\n",
       "      <td>Genesis 6 SSBU -  TSM | Leffen (Pokemon Trainer) VS  MissMochaMae (Bowser) Smash Ultimate Pools</td>\n",
       "      <td>00:09:29</td>\n",
       "      <td>198304</td>\n",
       "      <td>2019-02-01T23:34:29Z</td>\n",
       "      <td>GENESIS 6</td>\n",
       "      <td>2</td>\n",
       "      <td>-Pokemon Trainer-Bowser</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>356</th>\n",
       "      <td>Genesis 6 SSBU -  SNB | Abadango (Meta Knight) VS  BTLC | Houston (WFT) Smash Ultimate Pools</td>\n",
       "      <td>00:14:09</td>\n",
       "      <td>105117</td>\n",
       "      <td>2019-02-01T23:52:49Z</td>\n",
       "      <td>GENESIS 6</td>\n",
       "      <td>2</td>\n",
       "      <td>-Meta Knight-WFT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>392</th>\n",
       "      <td>Genesis 6 SSBU - FOX MVG | Mew2King (Bowser) VS Zeta (Snake) Smash Ultimate R2 Pools</td>\n",
       "      <td>00:10:16</td>\n",
       "      <td>129278</td>\n",
       "      <td>2019-02-02T22:09:38Z</td>\n",
       "      <td>GENESIS 6</td>\n",
       "      <td>2</td>\n",
       "      <td>-Bowser-Snake</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>407</th>\n",
       "      <td>Genesis 6 SSBU - FOX MVG | MkLeo (Ike) VS ESE | Fatality (Captain Falcon) Smash Ultimate R2 Pools</td>\n",
       "      <td>00:05:29</td>\n",
       "      <td>121152</td>\n",
       "      <td>2019-02-03T01:32:40Z</td>\n",
       "      <td>GENESIS 6</td>\n",
       "      <td>2</td>\n",
       "      <td>-Ike-Captain Falcon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>411</th>\n",
       "      <td>Genesis 6 SSBU - TSM | Leffen (Pokemon Trainer) VS WaDi (ROB) Smash Ultimate Winner's Top 64</td>\n",
       "      <td>00:17:05</td>\n",
       "      <td>232903</td>\n",
       "      <td>2019-02-03T02:39:36Z</td>\n",
       "      <td>GENESIS 6</td>\n",
       "      <td>2</td>\n",
       "      <td>-Pokemon Trainer-ROB</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>417</th>\n",
       "      <td>Genesis 6 SSBU - FOX MVG | MkLeo (Ike) VS TSM | Leffen (Pokemon Trainer) Smash Ultimate W. Top 64</td>\n",
       "      <td>00:14:36</td>\n",
       "      <td>968613</td>\n",
       "      <td>2019-02-03T04:36:06Z</td>\n",
       "      <td>GENESIS 6</td>\n",
       "      <td>2</td>\n",
       "      <td>-Ike-Pokemon Trainer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>418</th>\n",
       "      <td>Genesis 6 SSBU - CLG.VoiD (Pichu) VS PG | ESAM (Pikachu) Smash Ultimate Winner's Quarters</td>\n",
       "      <td>00:14:33</td>\n",
       "      <td>492198</td>\n",
       "      <td>2019-02-03T05:03:56Z</td>\n",
       "      <td>GENESIS 6</td>\n",
       "      <td>2</td>\n",
       "      <td>-Pichu-Pikachu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>419</th>\n",
       "      <td>Genesis 6 SSBU - GW | ZackRay (Wolf) VS Light (Fox) Smash Ultimate Winner's Quarters</td>\n",
       "      <td>00:10:18</td>\n",
       "      <td>387262</td>\n",
       "      <td>2019-02-03T05:13:33Z</td>\n",
       "      <td>GENESIS 6</td>\n",
       "      <td>2</td>\n",
       "      <td>-Wolf-Fox</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>421</th>\n",
       "      <td>Genesis 6 SSBU - FOX MVG | MkLeo (Ike) VS GRV | Dabuz (Palutena) Smash Ultimate Winner's Quarters</td>\n",
       "      <td>00:20:32</td>\n",
       "      <td>106220</td>\n",
       "      <td>2019-02-03T06:10:39Z</td>\n",
       "      <td>GENESIS 6</td>\n",
       "      <td>2</td>\n",
       "      <td>-Ike-Palutena</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>428</th>\n",
       "      <td>Genesis 6 SSBU - eUnited | Samsora (Peach) Vs. FOX MVG | MKleo (Ike) Smash Ultimate Tournament WS</td>\n",
       "      <td>00:23:53</td>\n",
       "      <td>149093</td>\n",
       "      <td>2019-02-04T07:00:05Z</td>\n",
       "      <td>GENESIS 6</td>\n",
       "      <td>2</td>\n",
       "      <td>-Peach-Ike</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>429</th>\n",
       "      <td>Genesis 6 SSBU - GW | Zackray (Wolf) Vs. CLG | VoiD (Pichu) Smash Ultimate Tournament WS</td>\n",
       "      <td>00:22:00</td>\n",
       "      <td>315733</td>\n",
       "      <td>2019-02-04T07:15:02Z</td>\n",
       "      <td>GENESIS 6</td>\n",
       "      <td>2</td>\n",
       "      <td>-Wolf-Pichu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>430</th>\n",
       "      <td>Genesis 6 SSBU - Light (Fox) Vs. FOX MVG | MKleo (Lucina) Smash Ultimate Tournament Losers Quarters</td>\n",
       "      <td>00:20:26</td>\n",
       "      <td>389359</td>\n",
       "      <td>2019-02-04T08:38:39Z</td>\n",
       "      <td>GENESIS 6</td>\n",
       "      <td>2</td>\n",
       "      <td>-Fox-Lucina</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>434</th>\n",
       "      <td>Genesis 6 SSBU - eUnited | Samsora (Peach) Vs. FOX MVG | MKleo (Ike) Smash Ultimate Tournament LF</td>\n",
       "      <td>00:21:51</td>\n",
       "      <td>168495</td>\n",
       "      <td>2019-02-04T09:30:02Z</td>\n",
       "      <td>GENESIS 6</td>\n",
       "      <td>2</td>\n",
       "      <td>-Peach-Ike</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>435</th>\n",
       "      <td>Genesis 6 SSBU - CLG | VoiD (Pichu) Vs. FOX MVG | MKleo (Lucina) Smash Ultimate Tournament GF</td>\n",
       "      <td>00:36:56</td>\n",
       "      <td>571517</td>\n",
       "      <td>2019-02-04T17:52:08Z</td>\n",
       "      <td>GENESIS 6</td>\n",
       "      <td>2</td>\n",
       "      <td>-Pichu-Lucina</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>452</th>\n",
       "      <td>Liquid | Hungrybox (Jigglypuff) vs. NTICE | Camel (Pikachu) - Ultimate Pools - Frostbite 2019</td>\n",
       "      <td>00:20:38</td>\n",
       "      <td>194872</td>\n",
       "      <td>2019-02-23T17:24:40Z</td>\n",
       "      <td>Frostbite 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Jigglypuff-Pikachu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>460</th>\n",
       "      <td>SNB | Abadango (Meta Knight) vs. Runes (Donkey Kong) - Ultimate Pools - Frostbite 2019</td>\n",
       "      <td>00:06:52</td>\n",
       "      <td>269484</td>\n",
       "      <td>2019-02-23T18:16:10Z</td>\n",
       "      <td>Frostbite 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Meta Knight-Donkey Kong</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>464</th>\n",
       "      <td>HPT | Rickles (Ganondorf) vs. DRN (Bowser) - Ultimate Pools - Frostbite 2019</td>\n",
       "      <td>00:06:27</td>\n",
       "      <td>102014</td>\n",
       "      <td>2019-02-23T18:51:15Z</td>\n",
       "      <td>Frostbite 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Ganondorf-Bowser</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>467</th>\n",
       "      <td>CLG | VoiD (Pichu) vs. Komota (Kirby) - Ultimate Pools - Frostbite 2019</td>\n",
       "      <td>00:12:00</td>\n",
       "      <td>134625</td>\n",
       "      <td>2019-02-23T19:12:34Z</td>\n",
       "      <td>Frostbite 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Pichu-Kirby</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>503</th>\n",
       "      <td>FOX MVG | MkLeo (Ike) vs. Advo (Dark Samus) - Pools - Frostbite 2019</td>\n",
       "      <td>00:09:39</td>\n",
       "      <td>290082</td>\n",
       "      <td>2019-02-23T23:32:46Z</td>\n",
       "      <td>Frostbite 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Ike-Dark Samus</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>542</th>\n",
       "      <td>ESE | Fatality (Captain Falcon) vs. DOG | Blank (Chrom) - Top 48 - Frostbite 2019</td>\n",
       "      <td>00:13:48</td>\n",
       "      <td>100540</td>\n",
       "      <td>2019-02-24T19:27:54Z</td>\n",
       "      <td>Frostbite 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Captain Falcon-Chrom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>556</th>\n",
       "      <td>CLG | VoiD (Pichu) vs. Lea (Greninja) - Top 48 - Frostbite 2019</td>\n",
       "      <td>00:13:03</td>\n",
       "      <td>174579</td>\n",
       "      <td>2019-02-24T21:16:05Z</td>\n",
       "      <td>Frostbite 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Pichu-Greninja</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>561</th>\n",
       "      <td>NRG | Nairo (Palutena/ZSS) vs. FOX MVG | MkLeo (Ike/Wolf) - Top 8 Qualifier - Frostbie 2019</td>\n",
       "      <td>00:16:02</td>\n",
       "      <td>136789</td>\n",
       "      <td>2019-02-24T21:55:59Z</td>\n",
       "      <td>Frostbite 2019</td>\n",
       "      <td>4</td>\n",
       "      <td>-Palutena-ZSS-Ike-Wolf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>585</th>\n",
       "      <td>FOX MVG | MkLeo (Ike/Lucina) vs. TSM | Tweek (DK/Wario) - Winners Finals - Frostbite 2019</td>\n",
       "      <td>00:18:57</td>\n",
       "      <td>902794</td>\n",
       "      <td>2019-02-25T03:12:08Z</td>\n",
       "      <td>Frostbite 2019</td>\n",
       "      <td>4</td>\n",
       "      <td>-Ike-Lucina-DK-Wario</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>586</th>\n",
       "      <td>Armada | Myran (Olimar) vs. SST | Shuton (Richter) - Losers Semis - Frostbite 2019</td>\n",
       "      <td>00:17:42</td>\n",
       "      <td>131877</td>\n",
       "      <td>2019-02-25T03:28:21Z</td>\n",
       "      <td>Frostbite 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Olimar-Richter</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>588</th>\n",
       "      <td>TSM | Tweek (Wario) vs. FOX MVG | MkLeo (Lucina) - Grand Finals - Frostbite 2019</td>\n",
       "      <td>00:11:59</td>\n",
       "      <td>279492</td>\n",
       "      <td>2019-02-25T03:58:54Z</td>\n",
       "      <td>Frostbite 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Wario-Lucina</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>628</th>\n",
       "      <td>Umebura JM2019 SSBU - Tsu (Lucario) Vs PG | Cosmos (Inkling) Japan Smash Ultimate Tournament LQF</td>\n",
       "      <td>00:17:31</td>\n",
       "      <td>109837</td>\n",
       "      <td>2019-05-02T16:19:02Z</td>\n",
       "      <td>Umebura Japan Major 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Lucario-Inkling</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>698</th>\n",
       "      <td>CEO 2019 SSBU - NB | Ryuga (Ike) Vs. FOX MVG | MkLeo (Joker) Smash Ultimate Tournament W Top 192</td>\n",
       "      <td>00:09:18</td>\n",
       "      <td>132162</td>\n",
       "      <td>2019-06-29T19:32:14Z</td>\n",
       "      <td>CEO 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Ike-Joker</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>709</th>\n",
       "      <td>CEO 2019 SSBU - FOX MVG | MkLeo (Joker) Vs. ProtoBanham (Lucina) Smash Ultimate Tournament W Top 48</td>\n",
       "      <td>00:09:37</td>\n",
       "      <td>382834</td>\n",
       "      <td>2019-06-29T22:39:12Z</td>\n",
       "      <td>CEO 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Joker-Lucina</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>725</th>\n",
       "      <td>CEO 2019 SSBU - FOX | MkLeo (Joker) Vs. Puppeh (PT) Smash Ultimate Tournament Winners Semis</td>\n",
       "      <td>00:11:03</td>\n",
       "      <td>100047</td>\n",
       "      <td>2019-07-01T01:03:12Z</td>\n",
       "      <td>CEO 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Joker-PT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>730</th>\n",
       "      <td>CEO 2019 SSBU - FOX | MkLeo (Joker) Vs. Ally (Snake, Mario) Smash Ultimate Winners Finals</td>\n",
       "      <td>00:11:51</td>\n",
       "      <td>155073</td>\n",
       "      <td>2019-07-01T02:29:35Z</td>\n",
       "      <td>CEO 2019</td>\n",
       "      <td>3</td>\n",
       "      <td>-Joker-Snake-Mario</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>733</th>\n",
       "      <td>CEO 2019 SSBU - FOX | MkLeo (Joker) Vs. PG | Marss (ZSS, Falcon) Smash Ultimate Grand Finals</td>\n",
       "      <td>00:17:37</td>\n",
       "      <td>739696</td>\n",
       "      <td>2019-07-01T03:43:42Z</td>\n",
       "      <td>CEO 2019</td>\n",
       "      <td>3</td>\n",
       "      <td>-Joker-ZSS-Falcon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>881</th>\n",
       "      <td>MkLeo vs Larry Lurr - Ultimate Singles: Top 64 Winners Round 1 - Genesis 7 | Joker vs Wolf</td>\n",
       "      <td>00:22:13</td>\n",
       "      <td>124703</td>\n",
       "      <td>2020-01-26T06:41:42Z</td>\n",
       "      <td>GENESIS 7</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>895</th>\n",
       "      <td>Nairo vs Glutonny - Ultimate Singles: Top 64 Losers Round 6 - Genesis 7 | Palutena vs Wario</td>\n",
       "      <td>00:22:22</td>\n",
       "      <td>143552</td>\n",
       "      <td>2020-01-26T09:15:01Z</td>\n",
       "      <td>GENESIS 7</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>899</th>\n",
       "      <td>MkLeo vs Samsora - Winners Semifinal: Top 8 Ultimate Singles - Genesis 7 | Joker vs Peach</td>\n",
       "      <td>00:30:25</td>\n",
       "      <td>177165</td>\n",
       "      <td>2020-01-27T04:26:15Z</td>\n",
       "      <td>GENESIS 7</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>900</th>\n",
       "      <td>ESAM vs Dark Wizzy - Losers Quarterfinal: Top 8 Ultimate Singles - Genesis 7 | Pikachu vs Mario</td>\n",
       "      <td>00:29:09</td>\n",
       "      <td>120498</td>\n",
       "      <td>2020-01-27T04:51:14Z</td>\n",
       "      <td>GENESIS 7</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>903</th>\n",
       "      <td>ESAM vs MkLeo - Losers Semifinal: Top 8 Ultimate Singles - Genesis 7 | Pikachu vs Joker</td>\n",
       "      <td>00:26:19</td>\n",
       "      <td>248960</td>\n",
       "      <td>2020-01-27T05:58:26Z</td>\n",
       "      <td>GENESIS 7</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>905</th>\n",
       "      <td>Marss vs MkLeo - GRAND FINALS: Top 8 Ultimate Singles - Genesis 7 | ZSS vs Joker</td>\n",
       "      <td>00:40:04</td>\n",
       "      <td>513134</td>\n",
       "      <td>2020-01-27T06:51:05Z</td>\n",
       "      <td>GENESIS 7</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>955</th>\n",
       "      <td>Tweek vs zackray - Top 64 Winners' Quarterfinals: Ultimate Singles - TBH9 | Pokemon Trainer vs R.O.B</td>\n",
       "      <td>00:20:54</td>\n",
       "      <td>178173</td>\n",
       "      <td>2019-10-06T19:59:51Z</td>\n",
       "      <td>The Big House 9</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>970</th>\n",
       "      <td>Nairo vs zackray - Top 8 Losers' Semifinals: Ultimate Singles - TBH9 | Palutena vs Wolf, Joker</td>\n",
       "      <td>00:20:17</td>\n",
       "      <td>109597</td>\n",
       "      <td>2019-10-07T05:01:16Z</td>\n",
       "      <td>The Big House 9</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>971</th>\n",
       "      <td>Maister vs zackray - Top 8 Losers' Finals: Ultimate Singles - TBH9 | Game &amp; Watch vs Sonic, Joker</td>\n",
       "      <td>00:29:07</td>\n",
       "      <td>148950</td>\n",
       "      <td>2019-10-07T05:35:55Z</td>\n",
       "      <td>The Big House 9</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>972</th>\n",
       "      <td>Dabuz vs zackray - GRAND FINALS: Ultimate Singles Top 8 - TBH9 | Olimar, Rosalina vs Wolf, R.O.B</td>\n",
       "      <td>00:39:57</td>\n",
       "      <td>228421</td>\n",
       "      <td>2019-10-07T06:18:33Z</td>\n",
       "      <td>The Big House 9</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1024</th>\n",
       "      <td>SNS5 SSBU - TSM | Tweek (Joker, Roy) Vs. Wizzrobe (Wolf) Smash Ultimate Winners Top 64</td>\n",
       "      <td>00:18:50</td>\n",
       "      <td>138645</td>\n",
       "      <td>2019-06-01T23:01:20Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>3</td>\n",
       "      <td>-Joker-Roy-Wolf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1028</th>\n",
       "      <td>SNS5 SSBU - NRG | Nairo (Palutena) Vs. PA | CaptainZack (Bayonetta) Smash Ultimate Winners Top 64</td>\n",
       "      <td>00:22:28</td>\n",
       "      <td>141274</td>\n",
       "      <td>2019-06-01T23:21:29Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Palutena-Bayonetta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1038</th>\n",
       "      <td>SNS5 SSBU - FOX MVG | MkLeo (Joker) Vs. Wishes (Pokemon Trainer) Smash Ultimate Winners Top 32</td>\n",
       "      <td>00:19:57</td>\n",
       "      <td>329440</td>\n",
       "      <td>2019-06-02T01:11:35Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Joker-Pokemon Trainer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1047</th>\n",
       "      <td>SNS5 SSBU - FOX | MVG | MkLeo (Joker) Vs. eUnited | Samsora (Peach) Smash Ultimate Winners Quarters</td>\n",
       "      <td>00:11:57</td>\n",
       "      <td>101743</td>\n",
       "      <td>2019-06-02T02:45:40Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Joker-Peach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1048</th>\n",
       "      <td>SNS5 SSBU - LeoN (Bowser) Vs. PG | Cosmos (Inkling, Corrin) Smash Ultimate Losers Top 16</td>\n",
       "      <td>00:08:43</td>\n",
       "      <td>280938</td>\n",
       "      <td>2019-06-02T02:53:24Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>3</td>\n",
       "      <td>-Bowser-Inkling-Corrin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1053</th>\n",
       "      <td>SNS5 SSBU - eUnited | Samsora (Peach) Vs. LeoN (Bowser) Smash Ultimate Losers Top 12</td>\n",
       "      <td>00:14:41</td>\n",
       "      <td>148379</td>\n",
       "      <td>2019-06-02T03:47:56Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Peach-Bowser</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1058</th>\n",
       "      <td>SNS5 SSBU - PG | Marss (ZSS) Vs. FOX MVG | Mkleo (Joker) Smash Ultimate Winner's Semifinals</td>\n",
       "      <td>00:16:21</td>\n",
       "      <td>126309</td>\n",
       "      <td>2019-06-03T01:53:02Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-ZSS-Joker</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1061</th>\n",
       "      <td>SNS5 SSBU - FOX MVG | Mkleo (Joker) Vs. Ally (Snake) Smash Ultimate Winner's Finals</td>\n",
       "      <td>00:14:41</td>\n",
       "      <td>229581</td>\n",
       "      <td>2019-06-03T02:43:39Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Joker-Snake</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1064</th>\n",
       "      <td>SNS5 SSBU - FOX MVG | Mkleo (Joker) Vs. eUnited | Samsora (Palutena) Smash Ultimate Grand Finals</td>\n",
       "      <td>00:10:34</td>\n",
       "      <td>347627</td>\n",
       "      <td>2019-06-03T04:11:08Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Joker-Palutena</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1111</th>\n",
       "      <td>EVO 2019 SSBU - PG | Marss (ZSS) Vs. NVR | Elegant (Luigi) Smash Ultimate Tournament Top 256</td>\n",
       "      <td>00:12:35</td>\n",
       "      <td>123039</td>\n",
       "      <td>2019-08-04T02:59:02Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-ZSS-Luigi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1112</th>\n",
       "      <td>EVO 2019 SSBU - FOX | MkLeo (Joker) Vs. R2G | Kameme (Mega Man) Smash Ultimate Tournament Top 32</td>\n",
       "      <td>00:10:01</td>\n",
       "      <td>614391</td>\n",
       "      <td>2019-08-04T03:26:45Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Joker-Mega Man</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1114</th>\n",
       "      <td>EVO 2019 SSBU - TSM | Tweek (Pokemon Trainer) Vs. Protobanham (Lucina) Smash Ultimate Tournament T32</td>\n",
       "      <td>00:13:48</td>\n",
       "      <td>138931</td>\n",
       "      <td>2019-08-04T04:03:52Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Pokemon Trainer-Lucina</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1126</th>\n",
       "      <td>EVO 2019 SSBU - FOX | MkLeo (Joker) Vs. SNB | Abadango (Wario) Smash Ultimate Tournament L. Top 12</td>\n",
       "      <td>00:10:01</td>\n",
       "      <td>149406</td>\n",
       "      <td>2019-08-04T06:08:17Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Joker-Wario</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1131</th>\n",
       "      <td>EVO 2019 SSBU - Rogue | Light (Fox) Vs Protobanham (Lucina) Smash Ultimate Tournament Losers Eighths</td>\n",
       "      <td>00:10:01</td>\n",
       "      <td>170427</td>\n",
       "      <td>2019-08-05T03:14:28Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Fox-Lucina</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1132</th>\n",
       "      <td>EVO 2019 SSBU - FOX | MkLeo (Joker) Vs. GW | Zackray (Wolf) Smash Ultimate Tournament Losers Eighths</td>\n",
       "      <td>00:10:04</td>\n",
       "      <td>155593</td>\n",
       "      <td>2019-08-05T03:15:07Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Joker-Wolf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1137</th>\n",
       "      <td>EVO 2019 SSBU - SLY | Glutonny (Wario) Vs FOX | MkLeo (Joker) Smash Ultimate Tournament Losers Final</td>\n",
       "      <td>00:11:46</td>\n",
       "      <td>108058</td>\n",
       "      <td>2019-08-05T04:48:04Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Wario-Joker</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1138</th>\n",
       "      <td>EVO 2019 Smash Ultimate Grand Finals - TSM | Tweek (Pokemon Trainer) Vs. FOX | MkLeo (Joker)</td>\n",
       "      <td>00:38:03</td>\n",
       "      <td>1836317</td>\n",
       "      <td>2019-08-05T06:04:24Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Pokemon Trainer-Joker</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                               video_title  \\\n",
       "24           Frostbite 2020 SSBU Pools - NEO! (Luigi) Vs. Armada | Elegant (Luigi) Ultimate Singles - SSBU   \n",
       "51     Frostbite 2020 SSBU Pools - Liquid | Hungrybox (Puff) Vs. RFang (Young Link) Smash Ultimate Singles   \n",
       "98         Frostbite 2020 SSBU Pools - Armada | Prodigy (Mario) Vs. Riddles (Terry) Smash Ultimate Singles   \n",
       "99            Frostbite 2020 SSBU Pools - APE | Goblin (Roy) Vs. CLG | Void (Sheik) Smash Ultimate Singles   \n",
       "125         Frostbite 2020 SSBU Winners Top 96 - MkLeo (Joker) Vs. Armada | Prodigy (Mario) Smash Ultimate   \n",
       "135      Frostbite 2020 SSBU Winners Top 96 - GW | zackray (G&W, ROB) Vs. CLG | VoiD (Sheik) Smash Singles   \n",
       "136   Frostbite 2020 SSBU Losers Top 32 - MkLeo (Joker) Vs MVG | Salem (Hero, Dark Samus) Ultimate Singles   \n",
       "139          Frostbite 2020 SSBU Losers Top 24 - Armada | Prodigy (Mario) Vs. djb | MattyG (Chrom) Singles   \n",
       "152          Frostbite 2020 SSBU Losers Top 24 - PG | Marss (ZSS) Vs GW | Zackray (Joker) Ultimate Singles   \n",
       "154   Frostbite 2020 SSBU Losers Top 16 - GW | zackray (ROB) Vs. Armada | Elegant (Luigi) Ultimate Singles   \n",
       "157   Frostbite 2020 SSBU Losers Top 16 - Rogue | Light  (Fox) Vs CLG | VoiD (Pichu, Sheik) Smash Ultimate   \n",
       "158     Frostbite 2020 SSBU Losers Top 12 - NFT | Toast (Young Link) Vs. Rogue | Light (Fox) Smash Singles   \n",
       "159    Frostbite 2020 SSBU Losers Top 12 - MkLeo (Joker) Vs. NRG | Nairo (Palutena) Smash Ultimate Singles   \n",
       "162          Frostbite 2020 SSBU Losers Top 8 - GW | Zackray (ROB) Vs MkLeo (Joker) Smash Ultimate Singles   \n",
       "168        Frostbite 2020 SSBU Losers Semis - SG8 | Tea (Pac-Man) Vs. MkLeo (Joker) Smash Ultimate Singles   \n",
       "169        Frostbite 2020 SSBU Losers Finals - TSM | Tweek (Wolf) Vs. MkLeo (Joker) Smash Ultimate Singles   \n",
       "170   Frostbite 2020 SSBU Grand Finals - SSG  Maister (G&W, Pichu) Vs MkLeo (Joker, Byleth) Smash Ultimate   \n",
       "228                        SSC 2019 SSBU - RCS Fatality (Captain Falcon) VS PG Plup (Ridley) Round 2 Pools   \n",
       "241           SSC 2019 SSBU - TSM Leffen (Trainer) VS MVG Salem (Snake, Hero) Smash Ultimate Round 2 Pools   \n",
       "250                   SSC 2019 SSBU - FOX MVG MkLeo (Joker) VS  Riddles (Ken) Smash Ultimate Round 2 Pools   \n",
       "255      SSC 2019 SSBU - NRG Nairo (ZSS, Palutena) VS RCS Fatality (Falcon) Smash Ultimate Winner's Top 64   \n",
       "269             SSC 2019 SSBU - TSM Tweek (Trainer) VS TSM Leffen (Trainer) Smash Ultimate Winner's Top 32   \n",
       "311       SSC 2019 SSBU - FOX MVG MkLeo (Joker) VS GW Zackray (Wolf, ROB) Smash Ultimate Winner's Quarters   \n",
       "323          SSC 2019 SSBU - NRG Nairo (Palutena) VS FOX MVG MkLeo (Joker) Smash Ultimate Loser's Quarters   \n",
       "326             SSC 2019 SSBU - TSM Tweek (Trainer) VS FOX MVG MkLeo (Joker) Smash Ultimate Loser's Finals   \n",
       "327            SSC 2019 Smash Ultimate Grand Finals - eUnited | Samsora (Peach) VS FOX MVG | MkLeo (Joker)   \n",
       "355        Genesis 6 SSBU -  TSM | Leffen (Pokemon Trainer) VS  MissMochaMae (Bowser) Smash Ultimate Pools   \n",
       "356           Genesis 6 SSBU -  SNB | Abadango (Meta Knight) VS  BTLC | Houston (WFT) Smash Ultimate Pools   \n",
       "392                   Genesis 6 SSBU - FOX MVG | Mew2King (Bowser) VS Zeta (Snake) Smash Ultimate R2 Pools   \n",
       "407      Genesis 6 SSBU - FOX MVG | MkLeo (Ike) VS ESE | Fatality (Captain Falcon) Smash Ultimate R2 Pools   \n",
       "411           Genesis 6 SSBU - TSM | Leffen (Pokemon Trainer) VS WaDi (ROB) Smash Ultimate Winner's Top 64   \n",
       "417      Genesis 6 SSBU - FOX MVG | MkLeo (Ike) VS TSM | Leffen (Pokemon Trainer) Smash Ultimate W. Top 64   \n",
       "418              Genesis 6 SSBU - CLG.VoiD (Pichu) VS PG | ESAM (Pikachu) Smash Ultimate Winner's Quarters   \n",
       "419                   Genesis 6 SSBU - GW | ZackRay (Wolf) VS Light (Fox) Smash Ultimate Winner's Quarters   \n",
       "421      Genesis 6 SSBU - FOX MVG | MkLeo (Ike) VS GRV | Dabuz (Palutena) Smash Ultimate Winner's Quarters   \n",
       "428      Genesis 6 SSBU - eUnited | Samsora (Peach) Vs. FOX MVG | MKleo (Ike) Smash Ultimate Tournament WS   \n",
       "429               Genesis 6 SSBU - GW | Zackray (Wolf) Vs. CLG | VoiD (Pichu) Smash Ultimate Tournament WS   \n",
       "430    Genesis 6 SSBU - Light (Fox) Vs. FOX MVG | MKleo (Lucina) Smash Ultimate Tournament Losers Quarters   \n",
       "434      Genesis 6 SSBU - eUnited | Samsora (Peach) Vs. FOX MVG | MKleo (Ike) Smash Ultimate Tournament LF   \n",
       "435          Genesis 6 SSBU - CLG | VoiD (Pichu) Vs. FOX MVG | MKleo (Lucina) Smash Ultimate Tournament GF   \n",
       "452          Liquid | Hungrybox (Jigglypuff) vs. NTICE | Camel (Pikachu) - Ultimate Pools - Frostbite 2019   \n",
       "460                 SNB | Abadango (Meta Knight) vs. Runes (Donkey Kong) - Ultimate Pools - Frostbite 2019   \n",
       "464                           HPT | Rickles (Ganondorf) vs. DRN (Bowser) - Ultimate Pools - Frostbite 2019   \n",
       "467                                CLG | VoiD (Pichu) vs. Komota (Kirby) - Ultimate Pools - Frostbite 2019   \n",
       "503                                   FOX MVG | MkLeo (Ike) vs. Advo (Dark Samus) - Pools - Frostbite 2019   \n",
       "542                      ESE | Fatality (Captain Falcon) vs. DOG | Blank (Chrom) - Top 48 - Frostbite 2019   \n",
       "556                                        CLG | VoiD (Pichu) vs. Lea (Greninja) - Top 48 - Frostbite 2019   \n",
       "561            NRG | Nairo (Palutena/ZSS) vs. FOX MVG | MkLeo (Ike/Wolf) - Top 8 Qualifier - Frostbie 2019   \n",
       "585              FOX MVG | MkLeo (Ike/Lucina) vs. TSM | Tweek (DK/Wario) - Winners Finals - Frostbite 2019   \n",
       "586                     Armada | Myran (Olimar) vs. SST | Shuton (Richter) - Losers Semis - Frostbite 2019   \n",
       "588                       TSM | Tweek (Wario) vs. FOX MVG | MkLeo (Lucina) - Grand Finals - Frostbite 2019   \n",
       "628       Umebura JM2019 SSBU - Tsu (Lucario) Vs PG | Cosmos (Inkling) Japan Smash Ultimate Tournament LQF   \n",
       "698       CEO 2019 SSBU - NB | Ryuga (Ike) Vs. FOX MVG | MkLeo (Joker) Smash Ultimate Tournament W Top 192   \n",
       "709    CEO 2019 SSBU - FOX MVG | MkLeo (Joker) Vs. ProtoBanham (Lucina) Smash Ultimate Tournament W Top 48   \n",
       "725            CEO 2019 SSBU - FOX | MkLeo (Joker) Vs. Puppeh (PT) Smash Ultimate Tournament Winners Semis   \n",
       "730              CEO 2019 SSBU - FOX | MkLeo (Joker) Vs. Ally (Snake, Mario) Smash Ultimate Winners Finals   \n",
       "733           CEO 2019 SSBU - FOX | MkLeo (Joker) Vs. PG | Marss (ZSS, Falcon) Smash Ultimate Grand Finals   \n",
       "881             MkLeo vs Larry Lurr - Ultimate Singles: Top 64 Winners Round 1 - Genesis 7 | Joker vs Wolf   \n",
       "895            Nairo vs Glutonny - Ultimate Singles: Top 64 Losers Round 6 - Genesis 7 | Palutena vs Wario   \n",
       "899              MkLeo vs Samsora - Winners Semifinal: Top 8 Ultimate Singles - Genesis 7 | Joker vs Peach   \n",
       "900        ESAM vs Dark Wizzy - Losers Quarterfinal: Top 8 Ultimate Singles - Genesis 7 | Pikachu vs Mario   \n",
       "903                ESAM vs MkLeo - Losers Semifinal: Top 8 Ultimate Singles - Genesis 7 | Pikachu vs Joker   \n",
       "905                       Marss vs MkLeo - GRAND FINALS: Top 8 Ultimate Singles - Genesis 7 | ZSS vs Joker   \n",
       "955   Tweek vs zackray - Top 64 Winners' Quarterfinals: Ultimate Singles - TBH9 | Pokemon Trainer vs R.O.B   \n",
       "970         Nairo vs zackray - Top 8 Losers' Semifinals: Ultimate Singles - TBH9 | Palutena vs Wolf, Joker   \n",
       "971      Maister vs zackray - Top 8 Losers' Finals: Ultimate Singles - TBH9 | Game & Watch vs Sonic, Joker   \n",
       "972       Dabuz vs zackray - GRAND FINALS: Ultimate Singles Top 8 - TBH9 | Olimar, Rosalina vs Wolf, R.O.B   \n",
       "1024                SNS5 SSBU - TSM | Tweek (Joker, Roy) Vs. Wizzrobe (Wolf) Smash Ultimate Winners Top 64   \n",
       "1028     SNS5 SSBU - NRG | Nairo (Palutena) Vs. PA | CaptainZack (Bayonetta) Smash Ultimate Winners Top 64   \n",
       "1038        SNS5 SSBU - FOX MVG | MkLeo (Joker) Vs. Wishes (Pokemon Trainer) Smash Ultimate Winners Top 32   \n",
       "1047   SNS5 SSBU - FOX | MVG | MkLeo (Joker) Vs. eUnited | Samsora (Peach) Smash Ultimate Winners Quarters   \n",
       "1048              SNS5 SSBU - LeoN (Bowser) Vs. PG | Cosmos (Inkling, Corrin) Smash Ultimate Losers Top 16   \n",
       "1053                  SNS5 SSBU - eUnited | Samsora (Peach) Vs. LeoN (Bowser) Smash Ultimate Losers Top 12   \n",
       "1058           SNS5 SSBU - PG | Marss (ZSS) Vs. FOX MVG | Mkleo (Joker) Smash Ultimate Winner's Semifinals   \n",
       "1061                   SNS5 SSBU - FOX MVG | Mkleo (Joker) Vs. Ally (Snake) Smash Ultimate Winner's Finals   \n",
       "1064      SNS5 SSBU - FOX MVG | Mkleo (Joker) Vs. eUnited | Samsora (Palutena) Smash Ultimate Grand Finals   \n",
       "1111          EVO 2019 SSBU - PG | Marss (ZSS) Vs. NVR | Elegant (Luigi) Smash Ultimate Tournament Top 256   \n",
       "1112      EVO 2019 SSBU - FOX | MkLeo (Joker) Vs. R2G | Kameme (Mega Man) Smash Ultimate Tournament Top 32   \n",
       "1114  EVO 2019 SSBU - TSM | Tweek (Pokemon Trainer) Vs. Protobanham (Lucina) Smash Ultimate Tournament T32   \n",
       "1126    EVO 2019 SSBU - FOX | MkLeo (Joker) Vs. SNB | Abadango (Wario) Smash Ultimate Tournament L. Top 12   \n",
       "1131  EVO 2019 SSBU - Rogue | Light (Fox) Vs Protobanham (Lucina) Smash Ultimate Tournament Losers Eighths   \n",
       "1132  EVO 2019 SSBU - FOX | MkLeo (Joker) Vs. GW | Zackray (Wolf) Smash Ultimate Tournament Losers Eighths   \n",
       "1137  EVO 2019 SSBU - SLY | Glutonny (Wario) Vs FOX | MkLeo (Joker) Smash Ultimate Tournament Losers Final   \n",
       "1138          EVO 2019 Smash Ultimate Grand Finals - TSM | Tweek (Pokemon Trainer) Vs. FOX | MkLeo (Joker)   \n",
       "\n",
       "      video_length  video_views        published_date  \\\n",
       "24        00:05:21       100066  2020-02-22T18:20:26Z   \n",
       "51        00:07:33       127558  2020-02-22T21:27:23Z   \n",
       "98        00:10:02       125650  2020-02-23T02:53:12Z   \n",
       "99        00:08:18       115944  2020-02-23T03:02:33Z   \n",
       "125       00:11:18       599665  2020-02-23T19:11:14Z   \n",
       "135       00:15:36       171816  2020-02-23T20:31:07Z   \n",
       "136       00:19:27       196469  2020-02-23T21:10:51Z   \n",
       "139       00:13:59       108510  2020-02-23T21:20:48Z   \n",
       "152       00:18:00       110543  2020-02-23T22:53:29Z   \n",
       "154       00:08:55       240567  2020-02-23T23:12:01Z   \n",
       "157       00:19:29       107936  2020-02-23T23:42:45Z   \n",
       "158       00:17:32       101338  2020-02-24T00:00:06Z   \n",
       "159       00:19:25       178659  2020-02-24T00:03:07Z   \n",
       "162       00:20:07       484841  2020-02-24T01:29:35Z   \n",
       "168       00:26:46       287030  2020-02-24T04:22:05Z   \n",
       "169       00:19:18       282636  2020-02-24T04:43:55Z   \n",
       "170       00:47:17       681550  2020-02-24T05:57:26Z   \n",
       "228       00:07:05       291382  2019-08-10T21:42:55Z   \n",
       "241       00:16:23       674518  2019-08-10T23:58:12Z   \n",
       "250       00:11:05       609893  2019-08-11T02:13:34Z   \n",
       "255       00:11:03       184854  2019-08-11T14:43:10Z   \n",
       "269       00:12:12       124933  2019-08-11T16:18:42Z   \n",
       "311       00:23:01       789602  2019-08-11T19:35:49Z   \n",
       "323       00:21:29       204633  2019-08-12T03:17:44Z   \n",
       "326       00:18:19       234455  2019-08-12T04:15:31Z   \n",
       "327       00:37:18       465750  2019-08-12T13:36:07Z   \n",
       "355       00:09:29       198304  2019-02-01T23:34:29Z   \n",
       "356       00:14:09       105117  2019-02-01T23:52:49Z   \n",
       "392       00:10:16       129278  2019-02-02T22:09:38Z   \n",
       "407       00:05:29       121152  2019-02-03T01:32:40Z   \n",
       "411       00:17:05       232903  2019-02-03T02:39:36Z   \n",
       "417       00:14:36       968613  2019-02-03T04:36:06Z   \n",
       "418       00:14:33       492198  2019-02-03T05:03:56Z   \n",
       "419       00:10:18       387262  2019-02-03T05:13:33Z   \n",
       "421       00:20:32       106220  2019-02-03T06:10:39Z   \n",
       "428       00:23:53       149093  2019-02-04T07:00:05Z   \n",
       "429       00:22:00       315733  2019-02-04T07:15:02Z   \n",
       "430       00:20:26       389359  2019-02-04T08:38:39Z   \n",
       "434       00:21:51       168495  2019-02-04T09:30:02Z   \n",
       "435       00:36:56       571517  2019-02-04T17:52:08Z   \n",
       "452       00:20:38       194872  2019-02-23T17:24:40Z   \n",
       "460       00:06:52       269484  2019-02-23T18:16:10Z   \n",
       "464       00:06:27       102014  2019-02-23T18:51:15Z   \n",
       "467       00:12:00       134625  2019-02-23T19:12:34Z   \n",
       "503       00:09:39       290082  2019-02-23T23:32:46Z   \n",
       "542       00:13:48       100540  2019-02-24T19:27:54Z   \n",
       "556       00:13:03       174579  2019-02-24T21:16:05Z   \n",
       "561       00:16:02       136789  2019-02-24T21:55:59Z   \n",
       "585       00:18:57       902794  2019-02-25T03:12:08Z   \n",
       "586       00:17:42       131877  2019-02-25T03:28:21Z   \n",
       "588       00:11:59       279492  2019-02-25T03:58:54Z   \n",
       "628       00:17:31       109837  2019-05-02T16:19:02Z   \n",
       "698       00:09:18       132162  2019-06-29T19:32:14Z   \n",
       "709       00:09:37       382834  2019-06-29T22:39:12Z   \n",
       "725       00:11:03       100047  2019-07-01T01:03:12Z   \n",
       "730       00:11:51       155073  2019-07-01T02:29:35Z   \n",
       "733       00:17:37       739696  2019-07-01T03:43:42Z   \n",
       "881       00:22:13       124703  2020-01-26T06:41:42Z   \n",
       "895       00:22:22       143552  2020-01-26T09:15:01Z   \n",
       "899       00:30:25       177165  2020-01-27T04:26:15Z   \n",
       "900       00:29:09       120498  2020-01-27T04:51:14Z   \n",
       "903       00:26:19       248960  2020-01-27T05:58:26Z   \n",
       "905       00:40:04       513134  2020-01-27T06:51:05Z   \n",
       "955       00:20:54       178173  2019-10-06T19:59:51Z   \n",
       "970       00:20:17       109597  2019-10-07T05:01:16Z   \n",
       "971       00:29:07       148950  2019-10-07T05:35:55Z   \n",
       "972       00:39:57       228421  2019-10-07T06:18:33Z   \n",
       "1024      00:18:50       138645  2019-06-01T23:01:20Z   \n",
       "1028      00:22:28       141274  2019-06-01T23:21:29Z   \n",
       "1038      00:19:57       329440  2019-06-02T01:11:35Z   \n",
       "1047      00:11:57       101743  2019-06-02T02:45:40Z   \n",
       "1048      00:08:43       280938  2019-06-02T02:53:24Z   \n",
       "1053      00:14:41       148379  2019-06-02T03:47:56Z   \n",
       "1058      00:16:21       126309  2019-06-03T01:53:02Z   \n",
       "1061      00:14:41       229581  2019-06-03T02:43:39Z   \n",
       "1064      00:10:34       347627  2019-06-03T04:11:08Z   \n",
       "1111      00:12:35       123039  2019-08-04T02:59:02Z   \n",
       "1112      00:10:01       614391  2019-08-04T03:26:45Z   \n",
       "1114      00:13:48       138931  2019-08-04T04:03:52Z   \n",
       "1126      00:10:01       149406  2019-08-04T06:08:17Z   \n",
       "1131      00:10:01       170427  2019-08-05T03:14:28Z   \n",
       "1132      00:10:04       155593  2019-08-05T03:15:07Z   \n",
       "1137      00:11:46       108058  2019-08-05T04:48:04Z   \n",
       "1138      00:38:03      1836317  2019-08-05T06:04:24Z   \n",
       "\n",
       "                    tournament  number_of_characters         characters_in_set  \n",
       "24              Frostbite 2020                     2              -Luigi-Luigi  \n",
       "51              Frostbite 2020                     2          -Puff-Young Link  \n",
       "98              Frostbite 2020                     2              -Mario-Terry  \n",
       "99              Frostbite 2020                     2                -Roy-Sheik  \n",
       "125             Frostbite 2020                     2              -Joker-Mario  \n",
       "135             Frostbite 2020                     3            -G&W-ROB-Sheik  \n",
       "136             Frostbite 2020                     3    -Joker-Hero-Dark Samus  \n",
       "139             Frostbite 2020                     2              -Mario-Chrom  \n",
       "152             Frostbite 2020                     2                -ZSS-Joker  \n",
       "154             Frostbite 2020                     2                -ROB-Luigi  \n",
       "157             Frostbite 2020                     3          -Fox-Pichu-Sheik  \n",
       "158             Frostbite 2020                     2           -Young Link-Fox  \n",
       "159             Frostbite 2020                     2           -Joker-Palutena  \n",
       "162             Frostbite 2020                     2                -ROB-Joker  \n",
       "168             Frostbite 2020                     2            -Pac-Man-Joker  \n",
       "169             Frostbite 2020                     2               -Wolf-Joker  \n",
       "170             Frostbite 2020                     4   -G&W-Pichu-Joker-Byleth  \n",
       "228       Super Smash Con 2019                     2    -Captain Falcon-Ridley  \n",
       "241       Super Smash Con 2019                     3       -Trainer-Snake-Hero  \n",
       "250       Super Smash Con 2019                     2                -Joker-Ken  \n",
       "255       Super Smash Con 2019                     3      -ZSS-Palutena-Falcon  \n",
       "269       Super Smash Con 2019                     2          -Trainer-Trainer  \n",
       "311       Super Smash Con 2019                     3           -Joker-Wolf-ROB  \n",
       "323       Super Smash Con 2019                     2           -Palutena-Joker  \n",
       "326       Super Smash Con 2019                     2            -Trainer-Joker  \n",
       "327       Super Smash Con 2019                     2              -Peach-Joker  \n",
       "355                  GENESIS 6                     2   -Pokemon Trainer-Bowser  \n",
       "356                  GENESIS 6                     2          -Meta Knight-WFT  \n",
       "392                  GENESIS 6                     2             -Bowser-Snake  \n",
       "407                  GENESIS 6                     2       -Ike-Captain Falcon  \n",
       "411                  GENESIS 6                     2      -Pokemon Trainer-ROB  \n",
       "417                  GENESIS 6                     2      -Ike-Pokemon Trainer  \n",
       "418                  GENESIS 6                     2            -Pichu-Pikachu  \n",
       "419                  GENESIS 6                     2                 -Wolf-Fox  \n",
       "421                  GENESIS 6                     2             -Ike-Palutena  \n",
       "428                  GENESIS 6                     2                -Peach-Ike  \n",
       "429                  GENESIS 6                     2               -Wolf-Pichu  \n",
       "430                  GENESIS 6                     2               -Fox-Lucina  \n",
       "434                  GENESIS 6                     2                -Peach-Ike  \n",
       "435                  GENESIS 6                     2             -Pichu-Lucina  \n",
       "452             Frostbite 2019                     2       -Jigglypuff-Pikachu  \n",
       "460             Frostbite 2019                     2  -Meta Knight-Donkey Kong  \n",
       "464             Frostbite 2019                     2         -Ganondorf-Bowser  \n",
       "467             Frostbite 2019                     2              -Pichu-Kirby  \n",
       "503             Frostbite 2019                     2           -Ike-Dark Samus  \n",
       "542             Frostbite 2019                     2     -Captain Falcon-Chrom  \n",
       "556             Frostbite 2019                     2           -Pichu-Greninja  \n",
       "561             Frostbite 2019                     4    -Palutena-ZSS-Ike-Wolf  \n",
       "585             Frostbite 2019                     4      -Ike-Lucina-DK-Wario  \n",
       "586             Frostbite 2019                     2           -Olimar-Richter  \n",
       "588             Frostbite 2019                     2             -Wario-Lucina  \n",
       "628   Umebura Japan Major 2019                     2          -Lucario-Inkling  \n",
       "698                   CEO 2019                     2                -Ike-Joker  \n",
       "709                   CEO 2019                     2             -Joker-Lucina  \n",
       "725                   CEO 2019                     2                 -Joker-PT  \n",
       "730                   CEO 2019                     3        -Joker-Snake-Mario  \n",
       "733                   CEO 2019                     3         -Joker-ZSS-Falcon  \n",
       "881                  GENESIS 7                     0                            \n",
       "895                  GENESIS 7                     0                            \n",
       "899                  GENESIS 7                     0                            \n",
       "900                  GENESIS 7                     0                            \n",
       "903                  GENESIS 7                     0                            \n",
       "905                  GENESIS 7                     0                            \n",
       "955            The Big House 9                     0                            \n",
       "970            The Big House 9                     0                            \n",
       "971            The Big House 9                     0                            \n",
       "972            The Big House 9                     0                            \n",
       "1024        Smash 'N' Splash 5                     3           -Joker-Roy-Wolf  \n",
       "1028        Smash 'N' Splash 5                     2       -Palutena-Bayonetta  \n",
       "1038        Smash 'N' Splash 5                     2    -Joker-Pokemon Trainer  \n",
       "1047        Smash 'N' Splash 5                     2              -Joker-Peach  \n",
       "1048        Smash 'N' Splash 5                     3    -Bowser-Inkling-Corrin  \n",
       "1053        Smash 'N' Splash 5                     2             -Peach-Bowser  \n",
       "1058        Smash 'N' Splash 5                     2                -ZSS-Joker  \n",
       "1061        Smash 'N' Splash 5                     2              -Joker-Snake  \n",
       "1064        Smash 'N' Splash 5                     2           -Joker-Palutena  \n",
       "1111                  EVO 2019                     2                -ZSS-Luigi  \n",
       "1112                  EVO 2019                     2           -Joker-Mega Man  \n",
       "1114                  EVO 2019                     2   -Pokemon Trainer-Lucina  \n",
       "1126                  EVO 2019                     2              -Joker-Wario  \n",
       "1131                  EVO 2019                     2               -Fox-Lucina  \n",
       "1132                  EVO 2019                     2               -Joker-Wolf  \n",
       "1137                  EVO 2019                     2              -Wario-Joker  \n",
       "1138                  EVO 2019                     2    -Pokemon Trainer-Joker  "
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "smash_videos[smash_videos.video_views>100000]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Below are character frequencies in 100k videos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/neil_s_oza/anaconda3/lib/python3.5/site-packages/ipykernel/__main__.py:8: FutureWarning: sort(columns=....) is deprecated, use sort_values(by=.....)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>character</th>\n",
       "      <th>median_views</th>\n",
       "      <th>video_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>byleth</td>\n",
       "      <td>681550</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>mega man</td>\n",
       "      <td>614391</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>ken</td>\n",
       "      <td>609893</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>donkey kong</td>\n",
       "      <td>586139</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>falco</td>\n",
       "      <td>462275</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>hero</td>\n",
       "      <td>435494</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>game &amp; watch</td>\n",
       "      <td>426683</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>lucina</td>\n",
       "      <td>382834</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>pikachu</td>\n",
       "      <td>343535</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>pichu</td>\n",
       "      <td>315733</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>ridley</td>\n",
       "      <td>291382</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>pac-man</td>\n",
       "      <td>287030</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>wolf</td>\n",
       "      <td>282636</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>corrin</td>\n",
       "      <td>280938</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>dark samus</td>\n",
       "      <td>243276</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>rob</td>\n",
       "      <td>240567</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>joker</td>\n",
       "      <td>234455</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>pokemon trainer</td>\n",
       "      <td>233679</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>wario</td>\n",
       "      <td>214449</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>inkling</td>\n",
       "      <td>195388</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>snake</td>\n",
       "      <td>192327</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>meta knight</td>\n",
       "      <td>187300</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>captain falcon</td>\n",
       "      <td>184854</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>palutena</td>\n",
       "      <td>178659</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>greninja</td>\n",
       "      <td>174579</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>fox</td>\n",
       "      <td>170427</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>jigglypuff</td>\n",
       "      <td>161215</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>peach</td>\n",
       "      <td>149093</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>ike</td>\n",
       "      <td>149093</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>bowser</td>\n",
       "      <td>148379</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>bayonetta</td>\n",
       "      <td>141274</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>mario</td>\n",
       "      <td>140362</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>kirby</td>\n",
       "      <td>134625</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>richter</td>\n",
       "      <td>131877</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>olimar</td>\n",
       "      <td>131877</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>zero suit samus</td>\n",
       "      <td>131549</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>roy</td>\n",
       "      <td>127294</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>terry</td>\n",
       "      <td>125650</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>luigi</td>\n",
       "      <td>123039</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>sheik</td>\n",
       "      <td>115944</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>young link</td>\n",
       "      <td>114448</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>lucario</td>\n",
       "      <td>109837</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>wii fit trainer</td>\n",
       "      <td>105117</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>chrom</td>\n",
       "      <td>104525</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>ganondorf</td>\n",
       "      <td>102014</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>mewtwo</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>lucas</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>king dedede</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>little mac</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>incineroar</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>sonic</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>king k. rool</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>doctor mario</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>ice climbers</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>ryu</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>dark pit</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>yoshi</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>isabelle</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>marth</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>shulk</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>pit</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>robin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>cloud</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>ness</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>toon link</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>rosalina &amp; luma</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>villager</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>mii gunner</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>link</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>daisy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>diddy kong</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>simon</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>mii brawler</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>mii swordfighter</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>banjo</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>piranha plant</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>duck hunt</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>samus</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>zelda</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           character median_views video_count\n",
       "73            byleth       681550           1\n",
       "52          mega man       614391           1\n",
       "8                ken       609893           1\n",
       "25       donkey kong       586139           2\n",
       "13             falco       462275           2\n",
       "44              hero       435494           2\n",
       "58      game & watch       426683           2\n",
       "71            lucina       382834           7\n",
       "18           pikachu       343535           2\n",
       "42             pichu       315733           7\n",
       "34            ridley       291382           1\n",
       "15           pac-man       287030           1\n",
       "74              wolf       282636           7\n",
       "19            corrin       280938           1\n",
       "77        dark samus       243276           2\n",
       "14               rob       240567           5\n",
       "7              joker       234455          29\n",
       "60   pokemon trainer       233679          10\n",
       "36             wario       214449           4\n",
       "70           inkling       195388           4\n",
       "5              snake       192327           4\n",
       "2        meta knight       187300           2\n",
       "0     captain falcon       184854           5\n",
       "26          palutena       178659          14\n",
       "32          greninja       174579           1\n",
       "35               fox       170427           5\n",
       "78        jigglypuff       161215           2\n",
       "67             peach       149093           5\n",
       "53               ike       149093           9\n",
       "51            bowser       148379           5\n",
       "48         bayonetta       141274           1\n",
       "75             mario       140362           4\n",
       "45             kirby       134625           1\n",
       "55           richter       131877           1\n",
       "47            olimar       131877           1\n",
       "76   zero suit samus       131549           6\n",
       "56               roy       127294           2\n",
       "62             terry       125650           1\n",
       "12             luigi       123039           3\n",
       "61             sheik       115944           3\n",
       "11        young link       114448           2\n",
       "28           lucario       109837           1\n",
       "22   wii fit trainer       105117           1\n",
       "24             chrom       104525           2\n",
       "6          ganondorf       102014           2\n",
       "1             mewtwo          NaN           0\n",
       "3              lucas          NaN           0\n",
       "4        king dedede          NaN           0\n",
       "9         little mac          NaN           0\n",
       "10        incineroar          NaN           0\n",
       "16             sonic          NaN           0\n",
       "17      king k. rool          NaN           0\n",
       "20      doctor mario          NaN           0\n",
       "21      ice climbers          NaN           0\n",
       "23               ryu          NaN           0\n",
       "27          dark pit          NaN           0\n",
       "29             yoshi          NaN           0\n",
       "30          isabelle          NaN           0\n",
       "31             marth          NaN           0\n",
       "33             shulk          NaN           0\n",
       "37               pit          NaN           0\n",
       "38             robin          NaN           0\n",
       "39             cloud          NaN           0\n",
       "40              ness          NaN           0\n",
       "41         toon link          NaN           0\n",
       "43   rosalina & luma          NaN           0\n",
       "46          villager          NaN           0\n",
       "49        mii gunner          NaN           0\n",
       "50              link          NaN           0\n",
       "54             daisy          NaN           0\n",
       "57        diddy kong          NaN           0\n",
       "59             simon          NaN           0\n",
       "63       mii brawler          NaN           0\n",
       "64  mii swordfighter          NaN           0\n",
       "65             banjo          NaN           0\n",
       "66     piranha plant          NaN           0\n",
       "68         duck hunt          NaN           0\n",
       "69             samus          NaN           0\n",
       "72             zelda          NaN           0"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "views_100k=pd.DataFrame(columns=['character','median_views','video_count'])\n",
    "counter=0\n",
    "for character in videos_by_character:\n",
    "    views_100k.loc[counter, 'character']=character\n",
    "    views_100k.loc[counter, 'median_views']=videos_by_character[character][videos_by_character[character].video_views>100000].video_views.median()\n",
    "    views_100k.loc[counter, 'video_count']=len(videos_by_character[character][videos_by_character[character].video_views>100000])\n",
    "    counter+=1\n",
    "views_100k.sort('median_views',ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "The below block of code gets all of the words in the titles. might be useful at some point"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'',\n",
       " 'cage',\n",
       " 'bearonstilts',\n",
       " '256',\n",
       " 'eggs',\n",
       " 'lucas',\n",
       " 'tamim',\n",
       " 'gidy',\n",
       " 'kola',\n",
       " 'raito',\n",
       " 'larry',\n",
       " 'mac',\n",
       " 'mystearica',\n",
       " 'game',\n",
       " 'milk',\n",
       " 'whitefang',\n",
       " 'red',\n",
       " 'hippo',\n",
       " 'koi',\n",
       " 'angryalph',\n",
       " 'kusa',\n",
       " 'alan',\n",
       " 'toon',\n",
       " 'sharp',\n",
       " 'correct',\n",
       " 'laksa',\n",
       " 'kite',\n",
       " 'palu',\n",
       " 'l',\n",
       " 'captainjack',\n",
       " 'tadavidid',\n",
       " 'a9',\n",
       " 'dm',\n",
       " 'toranoonisan',\n",
       " 'yokainels',\n",
       " 'burntsocks',\n",
       " 'nietono',\n",
       " 'ese',\n",
       " 'hiero7',\n",
       " 'dude',\n",
       " 'day',\n",
       " 'wonderbread',\n",
       " 'richardicecube',\n",
       " 'con',\n",
       " 'phantom',\n",
       " 'ecg',\n",
       " 'bungllo',\n",
       " 'bonren',\n",
       " 'lr1',\n",
       " 'plant',\n",
       " 'cashew',\n",
       " 'legit',\n",
       " 'bringus',\n",
       " 'blank-',\n",
       " 'mugen',\n",
       " 'regi',\n",
       " 'finals:',\n",
       " 'fp',\n",
       " 'singles',\n",
       " \"liquid'hungrybox\",\n",
       " 'wadi',\n",
       " 'frostbie',\n",
       " 'chrom',\n",
       " 'melody',\n",
       " 'rng',\n",
       " 'tloreo',\n",
       " 'z',\n",
       " 'limewire',\n",
       " 'carlos',\n",
       " 'zenma',\n",
       " 'celxius',\n",
       " 'moist',\n",
       " 'brr',\n",
       " 'eu',\n",
       " '_seba_',\n",
       " 'jabes',\n",
       " 'interviews',\n",
       " 'k9sbruce',\n",
       " 'astrus',\n",
       " 'burgandy',\n",
       " 'jehtt',\n",
       " 'abadango',\n",
       " 'cyan',\n",
       " 'diabeo',\n",
       " 'fyc',\n",
       " 'eon',\n",
       " 'cosmos',\n",
       " 'myth',\n",
       " 'rool',\n",
       " 'fishbait',\n",
       " 'glacey',\n",
       " 'dyr',\n",
       " 'donkey',\n",
       " 'yikes!',\n",
       " 'nevermore',\n",
       " 'cloud',\n",
       " 'bigapple',\n",
       " 'cpu',\n",
       " 'k9',\n",
       " 'ncg',\n",
       " 'amg',\n",
       " 'focus',\n",
       " 'chimera',\n",
       " 'bread',\n",
       " 'angelo',\n",
       " '96',\n",
       " 'morpheus',\n",
       " 'haram',\n",
       " 'dingle',\n",
       " 'dtn',\n",
       " 'synkratos',\n",
       " 'round',\n",
       " 'venia',\n",
       " 'oryon',\n",
       " 'hautboys',\n",
       " 'momo',\n",
       " 'villager',\n",
       " 'ismon',\n",
       " 'rwby',\n",
       " 'psg',\n",
       " 'lurr',\n",
       " 'snatcher',\n",
       " 'zack',\n",
       " 'semifinal',\n",
       " 'dd',\n",
       " 'sdi',\n",
       " 'rat',\n",
       " 'giefkid',\n",
       " 'daisy',\n",
       " 'frostbite',\n",
       " 'faint',\n",
       " 'void',\n",
       " 'c10',\n",
       " 'matt',\n",
       " 'saj',\n",
       " 'plague_2',\n",
       " 'pennini',\n",
       " 'chia',\n",
       " 'lumps',\n",
       " 'mukyu',\n",
       " 'pandarian',\n",
       " 'sinji',\n",
       " 'yg',\n",
       " 'banana',\n",
       " 'arm',\n",
       " 'pwndahbear',\n",
       " 'colinies',\n",
       " 'ez',\n",
       " 'cojam',\n",
       " 'utg',\n",
       " 'bobby',\n",
       " 'novapixl',\n",
       " 'one',\n",
       " 't',\n",
       " \"loser's\",\n",
       " 'lqf',\n",
       " 'andrewt',\n",
       " 'pool',\n",
       " 'pkchris',\n",
       " 'copter',\n",
       " 'prospect',\n",
       " 'kirihara',\n",
       " 'bananas',\n",
       " 'bear',\n",
       " 'usa',\n",
       " 'pa',\n",
       " 'mad',\n",
       " 'koopa',\n",
       " 'du',\n",
       " 'notes',\n",
       " 'pokemon',\n",
       " 'schlocked',\n",
       " 'geist',\n",
       " 'swamp',\n",
       " 'zurge',\n",
       " 'blacktwins',\n",
       " 'lemmon',\n",
       " 'choco',\n",
       " 'ryu',\n",
       " 'scy',\n",
       " 'raid',\n",
       " 'lsf',\n",
       " 'pikmanz',\n",
       " 'tone',\n",
       " 'lq',\n",
       " 'fistern',\n",
       " 'splat',\n",
       " 'stream',\n",
       " 'ls',\n",
       " 'magister',\n",
       " 'l.',\n",
       " 'sol',\n",
       " 'tournamen',\n",
       " 'bishop',\n",
       " 'gen',\n",
       " 'bxa',\n",
       " 'nabster',\n",
       " '808',\n",
       " 'winners',\n",
       " 'ten',\n",
       " 'ramonm64',\n",
       " 'yeet',\n",
       " 'j',\n",
       " 'yep',\n",
       " 'drn',\n",
       " '2020',\n",
       " 'sunfish',\n",
       " '24',\n",
       " 'nintoonist',\n",
       " 'adair',\n",
       " 'cero',\n",
       " 'rob',\n",
       " 'ned',\n",
       " 'la',\n",
       " 'pac-man',\n",
       " 'smasher1001',\n",
       " 'finals',\n",
       " 'masterraven',\n",
       " 'mii',\n",
       " 'somo',\n",
       " 'rishi',\n",
       " 'demise',\n",
       " 'tgs',\n",
       " 'da',\n",
       " 'sa-x',\n",
       " 'kwaz',\n",
       " 'gummy',\n",
       " 's',\n",
       " 'singles:',\n",
       " 'piranha',\n",
       " 'slaps',\n",
       " 'ganondorf',\n",
       " 'ogey',\n",
       " 'gang',\n",
       " 'neo!',\n",
       " 'atu',\n",
       " 'gn',\n",
       " 'tort',\n",
       " 'suyun',\n",
       " 'grayson',\n",
       " 'cstream',\n",
       " 'man',\n",
       " 'rody',\n",
       " 'kyro',\n",
       " 'salvato',\n",
       " 'kai_kido',\n",
       " 'lucario',\n",
       " 'lhdc',\n",
       " 'crits',\n",
       " 'roberto',\n",
       " 'final:',\n",
       " 'ally',\n",
       " 't24',\n",
       " 'dr.mario',\n",
       " 'train',\n",
       " 'mvg',\n",
       " 'haubs',\n",
       " 'ifih',\n",
       " 'rags',\n",
       " 'blacktwins13',\n",
       " 'casper',\n",
       " 'tiberius',\n",
       " 'protégé',\n",
       " '8bitman',\n",
       " 'jay',\n",
       " 'idk',\n",
       " 'naga',\n",
       " 'herc',\n",
       " 'ath',\n",
       " 'robin',\n",
       " 'quarterfinal:',\n",
       " 'pt',\n",
       " 'kingwati',\n",
       " 'wario',\n",
       " 'condor',\n",
       " 'w',\n",
       " 'suinoko',\n",
       " 'zant',\n",
       " 'babycakes',\n",
       " 'mazer',\n",
       " 'noble',\n",
       " 'house',\n",
       " 'leet',\n",
       " 'cinnpie',\n",
       " 'exs',\n",
       " 'kirby',\n",
       " 'l7ths',\n",
       " 'klaatu',\n",
       " 'doodlebob',\n",
       " 'typhy',\n",
       " 'thunder',\n",
       " 'rokmon',\n",
       " 'xit',\n",
       " 'ito',\n",
       " 'vs',\n",
       " 'btb',\n",
       " 'justaaron',\n",
       " 'sayuki',\n",
       " 'komorikiri',\n",
       " 'hmo',\n",
       " 'big',\n",
       " 'chii',\n",
       " 'slither2hunter',\n",
       " 'basher',\n",
       " 'cyanide',\n",
       " 'cyro',\n",
       " 'wishes',\n",
       " 'double',\n",
       " 'winner',\n",
       " 'stylesx2',\n",
       " 'salem',\n",
       " 'remo',\n",
       " 'javi',\n",
       " 'dante',\n",
       " 'fry',\n",
       " 'skuniar',\n",
       " 'luxxy',\n",
       " 'v.',\n",
       " 'nothe',\n",
       " 'runes',\n",
       " 'lea',\n",
       " 'gunner',\n",
       " 'wft',\n",
       " 'ho3k',\n",
       " 'ouch!?',\n",
       " \"winners'\",\n",
       " 'chudat',\n",
       " 'bc',\n",
       " 'c.falcon',\n",
       " 'w.',\n",
       " 'emg',\n",
       " 'scatt',\n",
       " 'genesis',\n",
       " 'h',\n",
       " 'j12',\n",
       " 'kepler',\n",
       " 'goblin',\n",
       " 'quarterfinals',\n",
       " 'manzoku',\n",
       " 'licon',\n",
       " 'quarterfinals:',\n",
       " 'trenton',\n",
       " 'cje',\n",
       " 'sga',\n",
       " 'lingling',\n",
       " 'shuton',\n",
       " 'luco',\n",
       " 'stbn',\n",
       " 'cse',\n",
       " 'tenni',\n",
       " 'xl',\n",
       " 'riddles',\n",
       " 'mastamario',\n",
       " 'et',\n",
       " 'hazmatt',\n",
       " 'losers',\n",
       " 'tkm',\n",
       " 'cakeassault',\n",
       " 'rideae',\n",
       " 'qf',\n",
       " 'troid',\n",
       " '0mart',\n",
       " 'joker',\n",
       " '2',\n",
       " 'trela',\n",
       " 'incineroar',\n",
       " 'hungrybox',\n",
       " 'steamedklams',\n",
       " 'fow',\n",
       " 'smitty',\n",
       " 'syzygy',\n",
       " '2019',\n",
       " 'advo',\n",
       " 'indignation',\n",
       " 'vermillion',\n",
       " 'wayne',\n",
       " 'shoyo',\n",
       " 'p3',\n",
       " \"losers'\",\n",
       " 'vng',\n",
       " 'winnes',\n",
       " 'wormy',\n",
       " 'darkshad',\n",
       " 'cube',\n",
       " 'josh',\n",
       " '3',\n",
       " 'ap',\n",
       " 'gooshi',\n",
       " 'akashic',\n",
       " 'ssn',\n",
       " 'osiris197',\n",
       " 'sweett',\n",
       " 'dk',\n",
       " 'hollywood',\n",
       " '????',\n",
       " 'mirage',\n",
       " 'loaf',\n",
       " 'pajamas',\n",
       " 'ozone',\n",
       " 'fs',\n",
       " 'zero',\n",
       " 'jimboschlice',\n",
       " 'felix',\n",
       " 'mars',\n",
       " 'marss',\n",
       " 'alsoda',\n",
       " 'gohan',\n",
       " 'tourbear',\n",
       " 'tonysherbert',\n",
       " 'doc',\n",
       " 'trevonte',\n",
       " 'sharpy',\n",
       " 'vinny',\n",
       " 'hokage',\n",
       " 'dylster',\n",
       " 'willy',\n",
       " 'jebailey',\n",
       " 'mr.',\n",
       " 'sauce',\n",
       " 'blazing',\n",
       " 'zeta',\n",
       " 'fastwalker',\n",
       " 'regulating_mofo',\n",
       " 'strike',\n",
       " 'afmbot',\n",
       " 'icite',\n",
       " 'thexan',\n",
       " 'normie',\n",
       " 'tday4444',\n",
       " 'tfl',\n",
       " 'infamous',\n",
       " 'mr',\n",
       " 'yoyi',\n",
       " 'peabnut',\n",
       " 'king',\n",
       " 'ocm',\n",
       " 'zekda',\n",
       " '1l2p',\n",
       " 'rivyx',\n",
       " 'tamushika',\n",
       " 'dadzie',\n",
       " 'em',\n",
       " 'snowblack',\n",
       " '1:',\n",
       " 'wbg',\n",
       " 'tdor',\n",
       " 'ugs',\n",
       " 'sinai',\n",
       " 'waldo',\n",
       " 'nitemarezen',\n",
       " 'pelca',\n",
       " 'vs.',\n",
       " 'ako',\n",
       " '5',\n",
       " 'dan',\n",
       " 'shogun',\n",
       " 'rhythm',\n",
       " 'nelvin',\n",
       " 'rogue',\n",
       " '16',\n",
       " 'juanpi',\n",
       " 'richter',\n",
       " 'dabuz',\n",
       " 'zen',\n",
       " 'clg.void',\n",
       " 'y.',\n",
       " 'sparg0',\n",
       " 'iggy',\n",
       " 'hydratedstorm',\n",
       " 'twerkmastr',\n",
       " 'smirk',\n",
       " 'gvsu',\n",
       " 'ri-ma',\n",
       " 'yellowrello',\n",
       " 'bedgar',\n",
       " 'point_',\n",
       " 'player-4',\n",
       " 'wii',\n",
       " 'noe3',\n",
       " 'kold',\n",
       " 'sc',\n",
       " 'yoda',\n",
       " 'obsidian',\n",
       " 'peach',\n",
       " 'atomsk',\n",
       " 'woof',\n",
       " 'diablo',\n",
       " 'jm2019',\n",
       " 'duck',\n",
       " 'kobe',\n",
       " 'tdk',\n",
       " 'zelda',\n",
       " 'linkstorm',\n",
       " 'kishiru',\n",
       " 'papa',\n",
       " 'icies',\n",
       " 'cjfc',\n",
       " 'wolf',\n",
       " 'bn',\n",
       " 'nebula',\n",
       " 'ander',\n",
       " 'katar',\n",
       " 'shady',\n",
       " 'jigglypuff',\n",
       " 'hawk',\n",
       " 'lt8',\n",
       " 'btyamato',\n",
       " 'toast',\n",
       " 'falco',\n",
       " 'gossamer',\n",
       " 'hauberk',\n",
       " 'marcel',\n",
       " 'nito',\n",
       " 'wizzy',\n",
       " 'k.',\n",
       " 'mage',\n",
       " 'colm',\n",
       " 'alph',\n",
       " 'frks',\n",
       " 'utopian',\n",
       " 'shoe',\n",
       " 'luisdg',\n",
       " '4',\n",
       " 'mr.speedman',\n",
       " 'carls493',\n",
       " 'arconi',\n",
       " 'gomakenpi',\n",
       " 'tweek',\n",
       " 'arkhangelsk',\n",
       " 'epic_gabriel',\n",
       " 'ken',\n",
       " 'shaky',\n",
       " 'tm06',\n",
       " 'yikarur',\n",
       " 'eslick',\n",
       " 'houston',\n",
       " 'great',\n",
       " 'lt32',\n",
       " 'triple',\n",
       " 'attk',\n",
       " 'ame',\n",
       " 'boobear',\n",
       " 'ven',\n",
       " 'pong',\n",
       " 'stylez',\n",
       " 'captainzack',\n",
       " 'doctor',\n",
       " 'tsm',\n",
       " 'psychomyko',\n",
       " 'sethsational',\n",
       " 'ssb100',\n",
       " 'kofi',\n",
       " 'ie',\n",
       " 'biggiecheeze',\n",
       " 'dr.',\n",
       " 'joe',\n",
       " 'sinker',\n",
       " 'tg',\n",
       " 'kameme',\n",
       " 'anon.',\n",
       " 'hard',\n",
       " 'dark',\n",
       " 'player',\n",
       " 'utopianray',\n",
       " 'charliedaking',\n",
       " 'gain',\n",
       " 'brian',\n",
       " 'aag',\n",
       " 'sunnyt',\n",
       " 'qf-',\n",
       " 'bo',\n",
       " 'eunited',\n",
       " 'semis',\n",
       " 'kogatem',\n",
       " 'jj',\n",
       " 'puff',\n",
       " 'fusion',\n",
       " 'dedede',\n",
       " 'mir',\n",
       " 'haystack',\n",
       " 'itheta',\n",
       " 'nobody',\n",
       " 'kong',\n",
       " \"winner's\",\n",
       " 'lavi',\n",
       " 'tournament',\n",
       " 'grandmaster',\n",
       " 'keitaro',\n",
       " 'h4ds',\n",
       " 'dragon',\n",
       " 'ag',\n",
       " 'lr2',\n",
       " 'ace',\n",
       " 'benn',\n",
       " 'nft',\n",
       " 'ice',\n",
       " 'umeki',\n",
       " 'final',\n",
       " 'aaron',\n",
       " 'sealing',\n",
       " 'uvamaro',\n",
       " 'nfinite',\n",
       " 'samsora',\n",
       " 'ray',\n",
       " 'tortuga',\n",
       " 'climbers',\n",
       " 'a',\n",
       " 'paolodude~',\n",
       " 'fit',\n",
       " 'eking',\n",
       " '#fixfalcon',\n",
       " 'ridley',\n",
       " 'fox',\n",
       " 'terry',\n",
       " 'wammer',\n",
       " 'prince',\n",
       " 'ecryptic',\n",
       " 'sfy',\n",
       " 'snaggletooth',\n",
       " 'zackray',\n",
       " 'semifinals',\n",
       " 't12',\n",
       " 'deis',\n",
       " 'buzzeh',\n",
       " 'tns',\n",
       " 'wade',\n",
       " 'ee',\n",
       " 'bayonetta',\n",
       " 'trav',\n",
       " 'doggo',\n",
       " 'plup',\n",
       " 'link',\n",
       " 'qualifiers:',\n",
       " 'jebb',\n",
       " 'kuma',\n",
       " 'sst',\n",
       " 'ps',\n",
       " 'mona',\n",
       " 'd.p.p.',\n",
       " 'protobanham',\n",
       " 'precookedbread',\n",
       " 'ssbu',\n",
       " \"liquid'\",\n",
       " 'coney',\n",
       " 'arma',\n",
       " 'cuddy',\n",
       " 'leffen',\n",
       " 'jojobinkz',\n",
       " 'ryuga',\n",
       " 'pow',\n",
       " 'sinnyboo242',\n",
       " 'smiley',\n",
       " 'p',\n",
       " 'armada',\n",
       " 'npt',\n",
       " 'pokémon',\n",
       " 'lsg',\n",
       " 'geki',\n",
       " 'ravenking',\n",
       " 'thor',\n",
       " 'young',\n",
       " 'nakat',\n",
       " 'ur',\n",
       " 'numa',\n",
       " 'karina',\n",
       " 'linh',\n",
       " 'kiwi',\n",
       " 'toski',\n",
       " 'liquid`',\n",
       " 'w8',\n",
       " 'agn',\n",
       " 'byleth',\n",
       " 'bair',\n",
       " '[partial]',\n",
       " 'oc',\n",
       " 'uwu',\n",
       " 'mario',\n",
       " 'teemo_57',\n",
       " 'sg8',\n",
       " 'prodigy',\n",
       " 'glutonny',\n",
       " 'primid',\n",
       " 'nectar',\n",
       " 'juuuuul',\n",
       " 'tremendo',\n",
       " 'tachyon',\n",
       " 'cookietic',\n",
       " '7',\n",
       " 'nyanko',\n",
       " 'bird',\n",
       " 'sly',\n",
       " 'evo',\n",
       " 'konga',\n",
       " 'sugar',\n",
       " 'zurak',\n",
       " 'winter',\n",
       " 'tosty',\n",
       " '2fb',\n",
       " 'zephyr',\n",
       " 'donquavious',\n",
       " 'sandstorm',\n",
       " 'mewtwo',\n",
       " 'fb2019',\n",
       " 'paseriman',\n",
       " 'stu',\n",
       " 'ou',\n",
       " 'next',\n",
       " 'snoop',\n",
       " 'fuwa',\n",
       " 'eden',\n",
       " 'kofu',\n",
       " 'sin',\n",
       " 'lvd',\n",
       " 'leon',\n",
       " 'laid',\n",
       " 'kome',\n",
       " 'kasen',\n",
       " 'sonix',\n",
       " 'chocotaco',\n",
       " 'dingus',\n",
       " 'pillow',\n",
       " 'san',\n",
       " 'mvd',\n",
       " 'topsquid',\n",
       " 'dna',\n",
       " 'stretch',\n",
       " 'kraken',\n",
       " 'r1',\n",
       " 'skip',\n",
       " 'tengu',\n",
       " 'wes',\n",
       " 'fluff',\n",
       " 'try',\n",
       " 'v',\n",
       " 'yamanyon',\n",
       " 'doublea',\n",
       " 'strong',\n",
       " 'ovie',\n",
       " 't32',\n",
       " 'zss',\n",
       " 'hpt',\n",
       " 'muteace',\n",
       " 'ur2slow',\n",
       " 'inking',\n",
       " 'jazara',\n",
       " 'salt',\n",
       " 'mr.tee',\n",
       " 'sonido',\n",
       " 'rosalina',\n",
       " 'iluz',\n",
       " 'yipes',\n",
       " 'j3',\n",
       " 'falcon',\n",
       " 'amadeus',\n",
       " 'zinoto',\n",
       " 'fatality',\n",
       " 'razo',\n",
       " 'kezzup',\n",
       " 'insomniac',\n",
       " 'dig',\n",
       " 'pup',\n",
       " 'kh',\n",
       " 'hdnights',\n",
       " 'jaq_',\n",
       " 'wutdoido',\n",
       " 'bestness',\n",
       " 'rfang',\n",
       " 'broadway!',\n",
       " 'gw',\n",
       " 'whiteface',\n",
       " 'ar',\n",
       " 'saj.',\n",
       " 'ness',\n",
       " 'missmochamae',\n",
       " 'fastcree',\n",
       " 'brooklyn',\n",
       " 'rinshi',\n",
       " 'timor',\n",
       " 'rit',\n",
       " 'jevin',\n",
       " 'jw',\n",
       " 'luna',\n",
       " 'you',\n",
       " 'nochillager',\n",
       " 't192',\n",
       " 'tea',\n",
       " 'yoomoo',\n",
       " 'of',\n",
       " 'the',\n",
       " 'okamisalami',\n",
       " 'luz',\n",
       " 'broseidon',\n",
       " 'puusuke',\n",
       " 'panda',\n",
       " 'bull',\n",
       " 'c9',\n",
       " 'dro',\n",
       " 'off',\n",
       " 'asylum',\n",
       " 'gshark54',\n",
       " 'baa',\n",
       " 'zie',\n",
       " 'azin',\n",
       " 'halo',\n",
       " 'future',\n",
       " 'ganon',\n",
       " 'slendymang',\n",
       " 'login',\n",
       " 'blap',\n",
       " 'pxg',\n",
       " 'xeno',\n",
       " 'manny',\n",
       " 'nairo',\n",
       " 'kirbykid',\n",
       " 'rosa',\n",
       " 'kamiki',\n",
       " 'ross',\n",
       " 'wisdom',\n",
       " 'tl',\n",
       " 'reach',\n",
       " 'evil',\n",
       " 'recap',\n",
       " 'kazma',\n",
       " 'synergy',\n",
       " 'solary',\n",
       " 'djrelly',\n",
       " 'teb',\n",
       " 'ceo',\n",
       " 'riotlettuce',\n",
       " 'yarsrevengerson',\n",
       " 'sam',\n",
       " 'sv',\n",
       " '48',\n",
       " 'axiom',\n",
       " 'wrath',\n",
       " 'raffi-x',\n",
       " 'wasabi',\n",
       " 'almakashi',\n",
       " 'sekai',\n",
       " 'waymas',\n",
       " '32',\n",
       " 'pepsi',\n",
       " 'wizzrobe',\n",
       " 'sdx',\n",
       " 'kisa',\n",
       " 'gonzales',\n",
       " 'poet',\n",
       " 'makibaz',\n",
       " 'firefly!',\n",
       " 'marth',\n",
       " 'hikaru',\n",
       " 'k-taro',\n",
       " '8bit',\n",
       " 'snoofl',\n",
       " 'lordtet',\n",
       " 'suarez',\n",
       " 'dynomyte',\n",
       " 'hearts',\n",
       " 'd2da',\n",
       " 'file',\n",
       " 'aexw',\n",
       " 'acara',\n",
       " 'weekums',\n",
       " 'anivia',\n",
       " 'grv',\n",
       " 'mango',\n",
       " 'johann',\n",
       " 'bored',\n",
       " 'acnologia',\n",
       " 'valor',\n",
       " 'apologyman',\n",
       " 'unknown',\n",
       " 'flufftea',\n",
       " 'gecki',\n",
       " 'manifest',\n",
       " 'utde',\n",
       " '64',\n",
       " '16-bit',\n",
       " 'burst',\n",
       " 'promaelia',\n",
       " 'semifinals:',\n",
       " 'triv',\n",
       " 'swordfighter',\n",
       " 'blanc',\n",
       " 'akota',\n",
       " 'masa',\n",
       " 'yungzootie',\n",
       " 'amiiboking313',\n",
       " 'pipp',\n",
       " 'ws',\n",
       " 'sugoi',\n",
       " 'myr',\n",
       " 'pasta',\n",
       " 'sns5',\n",
       " 'tnb',\n",
       " 'blank',\n",
       " 'grape',\n",
       " 'wqf',\n",
       " 'omegascizor',\n",
       " 'aze',\n",
       " 'duckhunt',\n",
       " 'gmu',\n",
       " '-',\n",
       " 'blade',\n",
       " 'ssc',\n",
       " 'mrconcon',\n",
       " 'deviant',\n",
       " 'nick',\n",
       " 'riflip',\n",
       " 'nb',\n",
       " 'anti',\n",
       " 'watts',\n",
       " '3d',\n",
       " 'rg',\n",
       " 'bushi',\n",
       " 'shadow_pr',\n",
       " 'saltsplash!',\n",
       " 'fd',\n",
       " 'melonhead',\n",
       " 'yoshi',\n",
       " 'little',\n",
       " 'rude',\n",
       " 'jrkz',\n",
       " 'sean',\n",
       " 'dlx',\n",
       " 'supertrace',\n",
       " 'bum',\n",
       " 'raziek',\n",
       " 'greninja',\n",
       " 'fanfu',\n",
       " 'datzmagik',\n",
       " 'maister',\n",
       " 'drdelicious',\n",
       " 'dog',\n",
       " 'seven',\n",
       " 'lupin',\n",
       " 'mnt',\n",
       " 'sl',\n",
       " 'bokinchan',\n",
       " 'sp4',\n",
       " 'jacob',\n",
       " 'lubba',\n",
       " 'g&w',\n",
       " 'sandbag',\n",
       " 'frostehy',\n",
       " 'phase',\n",
       " 'justice',\n",
       " 'duffo',\n",
       " \"liquid'dabuz\",\n",
       " 'rafi',\n",
       " 'temptation',\n",
       " 'maxketchum',\n",
       " 'blazingpasta',\n",
       " 'rcg',\n",
       " 'weegee',\n",
       " 'hero',\n",
       " '1',\n",
       " 'tsu',\n",
       " 'junior',\n",
       " 'utd',\n",
       " 'trainer',\n",
       " 'lightning_tiberius',\n",
       " 'bearseal',\n",
       " 'izzy',\n",
       " 'ultimate',\n",
       " 'bowser',\n",
       " 'roxas',\n",
       " 'wintershorts',\n",
       " 'gf',\n",
       " 'emma',\n",
       " 'waffles',\n",
       " 'death',\n",
       " 'tsubasasp',\n",
       " 'mew2king',\n",
       " 'brawler',\n",
       " 'linky',\n",
       " 'versed',\n",
       " 'nvr',\n",
       " 'part',\n",
       " 'sakuto',\n",
       " '6wx',\n",
       " 'psu',\n",
       " 'ralphie',\n",
       " 'zion',\n",
       " 'konbu',\n",
       " 'tyrant',\n",
       " 'glaive',\n",
       " 'zero.exe',\n",
       " 'dank',\n",
       " 'blackguygamer',\n",
       " 'lgcy',\n",
       " 'snake',\n",
       " 'keti',\n",
       " 'gum',\n",
       " 'jayy',\n",
       " '@8',\n",
       " 'pega',\n",
       " 'masashi',\n",
       " 'ss',\n",
       " 'jopan',\n",
       " ...}"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_words_in_titles=set()\n",
    "for row in range(len(smash_videos)):\n",
    "    all_words=re.split('[)(,/| ]+',smash_videos.iloc[row,0].lower())\n",
    "    for i in range(len(all_words)):\n",
    "        all_words_in_titles.add(all_words[i])\n",
    "all_words_in_titles"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "All videos that contain the word final. A lot of these are ools matches which made getting top 8 info tricky"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>video_title</th>\n",
       "      <th>video_length</th>\n",
       "      <th>video_views</th>\n",
       "      <th>published_date</th>\n",
       "      <th>tournament</th>\n",
       "      <th>number_of_characters</th>\n",
       "      <th>characters_in_set</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>909</th>\n",
       "      <td>Shadow_PR vs Ryoku - Pools Winners' Semifinals: Ultimate Singles - TBH9 | Bayonetta vs Samus</td>\n",
       "      <td>00:09:23</td>\n",
       "      <td>1562</td>\n",
       "      <td>2019-10-04T23:59:50Z</td>\n",
       "      <td>The Big House 9</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>837</th>\n",
       "      <td>Mystearica vs colinies - Ultimate Singles: Pools R2 Losers Quarterfinal - Genesis 7 |Palutena vs Roy</td>\n",
       "      <td>00:07:13</td>\n",
       "      <td>823</td>\n",
       "      <td>2020-01-25T23:49:25Z</td>\n",
       "      <td>GENESIS 7</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>953</th>\n",
       "      <td>Nairo vs ScAtt - Top 64 Winners' Semifinals: Ultimate Singles - TBH9 | Palutena vs Snake</td>\n",
       "      <td>00:19:16</td>\n",
       "      <td>7446</td>\n",
       "      <td>2019-10-06T18:16:36Z</td>\n",
       "      <td>The Big House 9</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>820</th>\n",
       "      <td>Goblin vs Pollo - Ultimate Singles: Pools R1 Winners Final - Genesis 7 | Roy vs Marth</td>\n",
       "      <td>00:08:23</td>\n",
       "      <td>2685</td>\n",
       "      <td>2020-01-25T21:00:01Z</td>\n",
       "      <td>GENESIS 7</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>932</th>\n",
       "      <td>Toast vs TM4 - Pools Winners' Semifinals: Ultimate Singles - TBH9 | Young Link vs Ness</td>\n",
       "      <td>00:14:50</td>\n",
       "      <td>1791</td>\n",
       "      <td>2019-10-06T01:01:59Z</td>\n",
       "      <td>The Big House 9</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>828</th>\n",
       "      <td>Stroder Ame vs Shoe - Ultimate Singles: Pools R2 Losers Quarterfinal - Genesis 7 | Greninja vs ZSS</td>\n",
       "      <td>00:08:45</td>\n",
       "      <td>1117</td>\n",
       "      <td>2020-01-25T23:15:35Z</td>\n",
       "      <td>GENESIS 7</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>958</th>\n",
       "      <td>Samsora vs Maister - Top 64 Winners' Semifinals: Ultimate Singles - TBH9 | Daisy vs Game &amp; Watch</td>\n",
       "      <td>00:15:23</td>\n",
       "      <td>18474</td>\n",
       "      <td>2019-10-06T20:08:42Z</td>\n",
       "      <td>The Big House 9</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>760</th>\n",
       "      <td>NAKAT vs CaiusRed - Ultimate Singles: Pools R1 Winners Finals - Genesis 7 | Pichu vs Cloud</td>\n",
       "      <td>00:08:57</td>\n",
       "      <td>1175</td>\n",
       "      <td>2020-01-25T03:34:41Z</td>\n",
       "      <td>GENESIS 7</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>832</th>\n",
       "      <td>Dabuz vs Banana Boy - Ultimate Singles: Pools R2 Winners Quarterfinals - Genesis 7 | Alph vs Yoshi</td>\n",
       "      <td>00:10:35</td>\n",
       "      <td>5432</td>\n",
       "      <td>2020-01-25T23:45:04Z</td>\n",
       "      <td>GENESIS 7</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>916</th>\n",
       "      <td>Shaid vs Moon - Pools Losers' Quarterfinals: Ultimate Singles - TBH9 | Pichu vs Dark Samus</td>\n",
       "      <td>00:12:11</td>\n",
       "      <td>687</td>\n",
       "      <td>2019-10-05T02:49:44Z</td>\n",
       "      <td>The Big House 9</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>866</th>\n",
       "      <td>Eon vs King Koopa - Ultimate Singles: Pools R2 Winner Quarterfinal - Genesis 7 |Joker, Fox vs Bowser</td>\n",
       "      <td>00:10:10</td>\n",
       "      <td>1445</td>\n",
       "      <td>2020-01-26T05:40:55Z</td>\n",
       "      <td>GENESIS 7</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>856</th>\n",
       "      <td>Regi Shikimi vs Shadow_PR - Ultimate Singles: Pools R2 Winners Quarterfinal - Genesis 7</td>\n",
       "      <td>00:15:13</td>\n",
       "      <td>1082</td>\n",
       "      <td>2020-01-26T03:28:13Z</td>\n",
       "      <td>GENESIS 7</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>845</th>\n",
       "      <td>Bulby vs Doodlebob - Ultimate Singles: Pools R2 Winners Semifinal - Genesis 7 | G&amp;W vs Wario</td>\n",
       "      <td>00:13:07</td>\n",
       "      <td>565</td>\n",
       "      <td>2020-01-26T02:43:30Z</td>\n",
       "      <td>GENESIS 7</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>966</th>\n",
       "      <td>zackray vs Maister - Top 8 Winners' Semifinals: Ultimate Singles - TBH9 | Corrin vs Game &amp; Watch</td>\n",
       "      <td>00:18:04</td>\n",
       "      <td>49746</td>\n",
       "      <td>2019-10-07T03:07:42Z</td>\n",
       "      <td>The Big House 9</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>585</th>\n",
       "      <td>FOX MVG | MkLeo (Ike/Lucina) vs. TSM | Tweek (DK/Wario) - Winners Finals - Frostbite 2019</td>\n",
       "      <td>00:18:57</td>\n",
       "      <td>902794</td>\n",
       "      <td>2019-02-25T03:12:08Z</td>\n",
       "      <td>Frostbite 2019</td>\n",
       "      <td>4</td>\n",
       "      <td>-Ike-Lucina-DK-Wario</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>983</th>\n",
       "      <td>EVO Japan 2020 - Super Smash Bros. Ultimate - Quarterfinals Part 2 - Day 2</td>\n",
       "      <td>01:54:46</td>\n",
       "      <td>9348</td>\n",
       "      <td>2020-01-25T09:49:27Z</td>\n",
       "      <td>EVO Japan 2020</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>764</th>\n",
       "      <td>Normie vs TaDavidID - Ultimate Singles: Pools R1 Winners Quarterfinal - Genesis 7 | Link vs Villager</td>\n",
       "      <td>00:09:03</td>\n",
       "      <td>807</td>\n",
       "      <td>2020-01-25T03:37:06Z</td>\n",
       "      <td>GENESIS 7</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>824</th>\n",
       "      <td>Lui$ vs Blacktwins13 - Ultimate Singles: Pools R2 Winners Semifinal - Genesis 7 | Fox vs Pichu</td>\n",
       "      <td>00:14:14</td>\n",
       "      <td>1462</td>\n",
       "      <td>2020-01-25T23:12:56Z</td>\n",
       "      <td>GENESIS 7</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>768</th>\n",
       "      <td>Marss vs Bonren - Ultimate Singles: Pools R1 Winners Finals - Genesis 7 | ZSS vs Zelda</td>\n",
       "      <td>00:08:43</td>\n",
       "      <td>6319</td>\n",
       "      <td>2020-01-25T04:05:18Z</td>\n",
       "      <td>GENESIS 7</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>783</th>\n",
       "      <td>Ako vs SynKratos - Ultimate Singles: Pools R1 Winners Semifinals - Genesis 7 | Lucina vs Roy</td>\n",
       "      <td>00:09:09</td>\n",
       "      <td>816</td>\n",
       "      <td>2020-01-25T05:42:53Z</td>\n",
       "      <td>GENESIS 7</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                              video_title  \\\n",
       "909          Shadow_PR vs Ryoku - Pools Winners' Semifinals: Ultimate Singles - TBH9 | Bayonetta vs Samus   \n",
       "837  Mystearica vs colinies - Ultimate Singles: Pools R2 Losers Quarterfinal - Genesis 7 |Palutena vs Roy   \n",
       "953              Nairo vs ScAtt - Top 64 Winners' Semifinals: Ultimate Singles - TBH9 | Palutena vs Snake   \n",
       "820                 Goblin vs Pollo - Ultimate Singles: Pools R1 Winners Final - Genesis 7 | Roy vs Marth   \n",
       "932                Toast vs TM4 - Pools Winners' Semifinals: Ultimate Singles - TBH9 | Young Link vs Ness   \n",
       "828    Stroder Ame vs Shoe - Ultimate Singles: Pools R2 Losers Quarterfinal - Genesis 7 | Greninja vs ZSS   \n",
       "958      Samsora vs Maister - Top 64 Winners' Semifinals: Ultimate Singles - TBH9 | Daisy vs Game & Watch   \n",
       "760            NAKAT vs CaiusRed - Ultimate Singles: Pools R1 Winners Finals - Genesis 7 | Pichu vs Cloud   \n",
       "832    Dabuz vs Banana Boy - Ultimate Singles: Pools R2 Winners Quarterfinals - Genesis 7 | Alph vs Yoshi   \n",
       "916            Shaid vs Moon - Pools Losers' Quarterfinals: Ultimate Singles - TBH9 | Pichu vs Dark Samus   \n",
       "866  Eon vs King Koopa - Ultimate Singles: Pools R2 Winner Quarterfinal - Genesis 7 |Joker, Fox vs Bowser   \n",
       "856               Regi Shikimi vs Shadow_PR - Ultimate Singles: Pools R2 Winners Quarterfinal - Genesis 7   \n",
       "845          Bulby vs Doodlebob - Ultimate Singles: Pools R2 Winners Semifinal - Genesis 7 | G&W vs Wario   \n",
       "966      zackray vs Maister - Top 8 Winners' Semifinals: Ultimate Singles - TBH9 | Corrin vs Game & Watch   \n",
       "585             FOX MVG | MkLeo (Ike/Lucina) vs. TSM | Tweek (DK/Wario) - Winners Finals - Frostbite 2019   \n",
       "983                            EVO Japan 2020 - Super Smash Bros. Ultimate - Quarterfinals Part 2 - Day 2   \n",
       "764  Normie vs TaDavidID - Ultimate Singles: Pools R1 Winners Quarterfinal - Genesis 7 | Link vs Villager   \n",
       "824        Lui$ vs Blacktwins13 - Ultimate Singles: Pools R2 Winners Semifinal - Genesis 7 | Fox vs Pichu   \n",
       "768                Marss vs Bonren - Ultimate Singles: Pools R1 Winners Finals - Genesis 7 | ZSS vs Zelda   \n",
       "783          Ako vs SynKratos - Ultimate Singles: Pools R1 Winners Semifinals - Genesis 7 | Lucina vs Roy   \n",
       "\n",
       "     video_length  video_views        published_date       tournament  \\\n",
       "909      00:09:23         1562  2019-10-04T23:59:50Z  The Big House 9   \n",
       "837      00:07:13          823  2020-01-25T23:49:25Z        GENESIS 7   \n",
       "953      00:19:16         7446  2019-10-06T18:16:36Z  The Big House 9   \n",
       "820      00:08:23         2685  2020-01-25T21:00:01Z        GENESIS 7   \n",
       "932      00:14:50         1791  2019-10-06T01:01:59Z  The Big House 9   \n",
       "828      00:08:45         1117  2020-01-25T23:15:35Z        GENESIS 7   \n",
       "958      00:15:23        18474  2019-10-06T20:08:42Z  The Big House 9   \n",
       "760      00:08:57         1175  2020-01-25T03:34:41Z        GENESIS 7   \n",
       "832      00:10:35         5432  2020-01-25T23:45:04Z        GENESIS 7   \n",
       "916      00:12:11          687  2019-10-05T02:49:44Z  The Big House 9   \n",
       "866      00:10:10         1445  2020-01-26T05:40:55Z        GENESIS 7   \n",
       "856      00:15:13         1082  2020-01-26T03:28:13Z        GENESIS 7   \n",
       "845      00:13:07          565  2020-01-26T02:43:30Z        GENESIS 7   \n",
       "966      00:18:04        49746  2019-10-07T03:07:42Z  The Big House 9   \n",
       "585      00:18:57       902794  2019-02-25T03:12:08Z   Frostbite 2019   \n",
       "983      01:54:46         9348  2020-01-25T09:49:27Z   EVO Japan 2020   \n",
       "764      00:09:03          807  2020-01-25T03:37:06Z        GENESIS 7   \n",
       "824      00:14:14         1462  2020-01-25T23:12:56Z        GENESIS 7   \n",
       "768      00:08:43         6319  2020-01-25T04:05:18Z        GENESIS 7   \n",
       "783      00:09:09          816  2020-01-25T05:42:53Z        GENESIS 7   \n",
       "\n",
       "     number_of_characters     characters_in_set  \n",
       "909                     0                        \n",
       "837                     0                        \n",
       "953                     0                        \n",
       "820                     0                        \n",
       "932                     0                        \n",
       "828                     0                        \n",
       "958                     0                        \n",
       "760                     0                        \n",
       "832                     0                        \n",
       "916                     0                        \n",
       "866                     0                        \n",
       "856                     0                        \n",
       "845                     0                        \n",
       "966                     0                        \n",
       "585                     4  -Ike-Lucina-DK-Wario  \n",
       "983                     0                        \n",
       "764                     0                        \n",
       "824                     0                        \n",
       "768                     0                        \n",
       "783                     0                        "
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "smash_videos[smash_videos.video_title.str.lower().str.contains('final')].sample(20)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "It is hard to identify Top 8 matches based on video titles because there isn't consistent naming across the tournaments. In addition, a lot of pools matches have titles like Pools Winners Semifinals or Pools Loser Finals. These sort of titles make it hard to identify the true winners finals videos. In the future, please identify top 8 videos by Calling them top 8 in the video title. it would make analyzing trends much easier and effective. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>video_title</th>\n",
       "      <th>video_length</th>\n",
       "      <th>video_views</th>\n",
       "      <th>published_date</th>\n",
       "      <th>tournament</th>\n",
       "      <th>number_of_characters</th>\n",
       "      <th>characters_in_set</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Frostbite 2020 SSBU  - Skilly (Hero, Palutena) Vs. Kazma (ROB) Ultimate Singles - SSBU</td>\n",
       "      <td>00:07:57</td>\n",
       "      <td>2657</td>\n",
       "      <td>2020-02-22T19:25:45Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>3</td>\n",
       "      <td>-Hero-Palutena-ROB</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>Frostbite 2020 SSBU Winners Top 96 - PG | Marss (ZSS) Vs. SSG | LeoN (Bowser) Ultimate Singles</td>\n",
       "      <td>00:10:01</td>\n",
       "      <td>86312</td>\n",
       "      <td>2020-02-23T16:45:26Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-ZSS-Bowser</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>Frostbite 2020 SSBU Winners Top 96 - Roxas (Joker) Vs. R2G | Paseriman (Fox) Smash Ultimate Singles</td>\n",
       "      <td>00:10:34</td>\n",
       "      <td>7065</td>\n",
       "      <td>2020-02-23T16:46:17Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Joker-Fox</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>Frostbite 2020 SSBU Winners Top 96 - PG | Marss (ZSS) Vs. SSG | LeoN (Bowser) Ultimate Singles</td>\n",
       "      <td>00:10:01</td>\n",
       "      <td>86312</td>\n",
       "      <td>2020-02-23T16:45:26Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-ZSS-Bowser</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>Frostbite 2020 SSBU Winners Top 96 - Roxas (Joker) Vs. R2G | Paseriman (Fox) Smash Ultimate Singles</td>\n",
       "      <td>00:10:34</td>\n",
       "      <td>7065</td>\n",
       "      <td>2020-02-23T16:46:17Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Joker-Fox</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>Frostbite 2020 SSBU Winners Top 96 - SST | Shuton (Olimar) Vs. Armada | Elegant (Luigi) Singles</td>\n",
       "      <td>00:12:16</td>\n",
       "      <td>36223</td>\n",
       "      <td>2020-02-23T16:53:47Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Olimar-Luigi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>Frostbite 2020 SSBU Winners Top 96 - Liquid | Dabuz (Rosalina) Vs. MuteAce (Peach) Ultimate Singles</td>\n",
       "      <td>00:15:43</td>\n",
       "      <td>6764</td>\n",
       "      <td>2020-02-23T17:19:26Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Rosalina-Peach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>Frostbite 2020 SSBU Winners Top 96 - djb | MattyG (Chrom, Wolf) Vs. SSG | Maister (Mr. G&amp;W) Singles</td>\n",
       "      <td>00:14:54</td>\n",
       "      <td>9935</td>\n",
       "      <td>2020-02-23T17:23:18Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>3</td>\n",
       "      <td>-Chrom-Wolf-Mr. G&amp;W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>Frostbite 2020 SSBU Winners Top 96 - eUnited | Samsora (Peach) Vs. Charliedaking (Wolf) Singles</td>\n",
       "      <td>00:16:20</td>\n",
       "      <td>19184</td>\n",
       "      <td>2020-02-23T17:21:52Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Peach-Wolf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>Frostbite 2020 SSBU Winners Top 96 - R2G | Kameme (Sheik, Wario) Vs. Toast (Young Link) Singles</td>\n",
       "      <td>00:17:02</td>\n",
       "      <td>30083</td>\n",
       "      <td>2020-02-23T17:49:43Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>3</td>\n",
       "      <td>-Sheik-Wario-Young Link</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>Frostbite 2020 SSBU Winners Top 96 - FRKS | Grayson (ROB) Vs. MVG | Dark Wizzy (Mario) Singles</td>\n",
       "      <td>00:24:17</td>\n",
       "      <td>19024</td>\n",
       "      <td>2020-02-23T18:09:05Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-ROB-Mario</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>Frostbite 2020 SSBU Winners Top 96 - PG | Marss (ZSS) Vs. R2G | Paseriman (Fox) Ultimate Singles</td>\n",
       "      <td>00:10:12</td>\n",
       "      <td>53585</td>\n",
       "      <td>2020-02-23T17:55:34Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-ZSS-Fox</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>Frostbite 2020 SSBU Winners Top 96 - eUnited | Samsora (Peach) Vs. Toast (Young Link) Smash Ultimate</td>\n",
       "      <td>00:15:00</td>\n",
       "      <td>71707</td>\n",
       "      <td>2020-02-23T18:13:49Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Peach-Young Link</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>Frostbite 2020 SSBU Winners Top 96 - IluZ | Raffi-X (ROB) Vs. SSG | LeoN (Bowser) Ultimate Singles</td>\n",
       "      <td>00:16:39</td>\n",
       "      <td>11729</td>\n",
       "      <td>2020-02-23T18:21:17Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-ROB-Bowser</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>Frostbite 2020 SSBU Winners Top 32 - Liquid | Dabuz (Rosalina) Vs. Armada | Elegant (Luigi) Singles</td>\n",
       "      <td>00:25:30</td>\n",
       "      <td>55252</td>\n",
       "      <td>2020-02-23T18:34:27Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Rosalina-Luigi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>Frostbite 2020 SSBU Losers Top 32 - R2G | Kameme (Wario) Vs. Charliedaking (Wolf) Ultimate Singles</td>\n",
       "      <td>00:17:02</td>\n",
       "      <td>9023</td>\n",
       "      <td>2020-02-23T18:40:37Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Wario-Wolf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>Frostbite 2020 SSBU Losers Top 96 - FRKS | Grayson (ROB) Vs. djb | MattyG (Chrom) Ultimate Singles</td>\n",
       "      <td>00:17:30</td>\n",
       "      <td>5920</td>\n",
       "      <td>2020-02-23T18:55:57Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-ROB-Chrom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>Frostbite 2020 SSBU Winners Top 32 - MVG | Dark Wizzy (Mario) Vs. SSG | Maister (Mr. G&amp;W) Singles</td>\n",
       "      <td>00:19:36</td>\n",
       "      <td>39226</td>\n",
       "      <td>2020-02-23T19:04:44Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Mario-Mr. G&amp;W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>Frostbite 2020 SSBU Winners Top 96 - SG8 | Kome (Shulk) Vs. DNG | Nietono (Pichu) Ultimate Singles</td>\n",
       "      <td>00:15:52</td>\n",
       "      <td>8529</td>\n",
       "      <td>2020-02-23T19:07:34Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Shulk-Pichu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>Frostbite 2020 SSBU Winners Top 96 - MkLeo (Joker) Vs. Armada | Prodigy (Mario) Smash Ultimate</td>\n",
       "      <td>00:11:18</td>\n",
       "      <td>599665</td>\n",
       "      <td>2020-02-23T19:11:14Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Joker-Mario</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>Frostbite 2020 SSBU Losers Top 96 - Mazer | NAKAT (Pichu) Vs. Comet (Fox) Smash Ultimate Singles</td>\n",
       "      <td>00:10:01</td>\n",
       "      <td>3943</td>\n",
       "      <td>2020-02-23T19:17:01Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Pichu-Fox</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>Frostbite 2020 SSBU Winners Top 96 - Solary | Glutonny (Wario) Vs. Wrath (Sonic) Ultimate Singles</td>\n",
       "      <td>00:20:52</td>\n",
       "      <td>31685</td>\n",
       "      <td>2020-02-23T19:39:37Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Wario-Sonic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>Frostbite 2020 SSBU Winners Top 96 - SG8 | Tea (Pac-Man) Vs. Mystearica (Palutena) Ultimate Singles</td>\n",
       "      <td>00:18:45</td>\n",
       "      <td>10970</td>\n",
       "      <td>2020-02-23T19:41:53Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Pac-Man-Palutena</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>Frostbite 2020 SSBU Losers Top 96 - Cosmos (Inkling) Vs. Gooshi | ???? (Icies) Ultimate Singles</td>\n",
       "      <td>00:23:08</td>\n",
       "      <td>13054</td>\n",
       "      <td>2020-02-23T19:49:16Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Inkling-Icies</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>Frostbite 2020 SSBU Winners Top 96 - Rogue | Light (Fox) Vs. DLX | varun (Wii Fit Trainer) Singles</td>\n",
       "      <td>00:12:07</td>\n",
       "      <td>8685</td>\n",
       "      <td>2020-02-23T19:50:21Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Fox-Wii Fit Trainer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>Frostbite 2020 SSBU Winners Top 96 - Kola (Roy) Vs. NRG | Nairo (Palutena) Smash Ultimate Singles</td>\n",
       "      <td>00:16:58</td>\n",
       "      <td>71125</td>\n",
       "      <td>2020-02-23T20:12:10Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Roy-Palutena</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>Frostbite 2020 SSBU Winners Top 96 - TSM | Tweek (Wario, Trainer) Vs. UGS | Ravenking (Ike) Singles</td>\n",
       "      <td>00:18:05</td>\n",
       "      <td>30375</td>\n",
       "      <td>2020-02-23T20:21:28Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>3</td>\n",
       "      <td>-Wario-Trainer-Ike</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>Frostbite 2020 SSBU Losers Top 96 - sugoi | ven (Zelda) Vs. SLY | Glutonny (Wario) Smash Ultimate</td>\n",
       "      <td>00:22:18</td>\n",
       "      <td>15336</td>\n",
       "      <td>2020-02-23T20:26:46Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Zelda-Wario</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>Frostbite 2020 SSBU Losers Top 96 - Armada | BestNess (Ness) Vs. Mystearica (Palu) Ultimate Singles</td>\n",
       "      <td>00:19:09</td>\n",
       "      <td>6937</td>\n",
       "      <td>2020-02-23T20:44:15Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Ness-Palu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>Frostbite 2020 SSBU Winners Top 96 - GW | zackray (G&amp;W, ROB) Vs. CLG | VoiD (Sheik) Smash Singles</td>\n",
       "      <td>00:15:36</td>\n",
       "      <td>171816</td>\n",
       "      <td>2020-02-23T20:31:07Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>3</td>\n",
       "      <td>-G&amp;W-ROB-Sheik</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>Frostbite 2020 SSBU Losers Top 32 - MkLeo (Joker) Vs MVG | Salem (Hero, Dark Samus) Ultimate Singles</td>\n",
       "      <td>00:19:27</td>\n",
       "      <td>196469</td>\n",
       "      <td>2020-02-23T21:10:51Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>3</td>\n",
       "      <td>-Joker-Hero-Dark Samus</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>Frostbite 2020 SSBU Winners Top 96 - Armada | Prodigy (Mario) Vs DNG | Nietono (Pichu) Smash Singles</td>\n",
       "      <td>00:12:08</td>\n",
       "      <td>52733</td>\n",
       "      <td>2020-02-23T20:56:38Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Mario-Pichu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>Frostbite 2020 SSBU Winners Top 96 - SG8 | Tea (Pac-Man) Vs. Wrath (Sonic) Smash Ultimate Singles</td>\n",
       "      <td>00:21:47</td>\n",
       "      <td>12154</td>\n",
       "      <td>2020-02-23T21:21:58Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Pac-Man-Sonic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>Frostbite 2020 SSBU Losers Top 24 - Armada | Prodigy (Mario) Vs. djb | MattyG (Chrom) Singles</td>\n",
       "      <td>00:13:59</td>\n",
       "      <td>108510</td>\n",
       "      <td>2020-02-23T21:20:48Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Mario-Chrom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>Frostbite 2020 SSBU Losers Top 96 - Cosmos (Inkling) Vs. Kola (Roy) Smash Ultimate Singles</td>\n",
       "      <td>00:14:41</td>\n",
       "      <td>20566</td>\n",
       "      <td>2020-02-23T21:27:07Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Inkling-Roy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>Frostbite 2020 SSBU Winners Top 96 - Rogue | Light  (Fox) Vs NRG | Nairo (Palutena) Ultimate Singles</td>\n",
       "      <td>00:12:43</td>\n",
       "      <td>41727</td>\n",
       "      <td>2020-02-23T21:23:05Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Fox-Palutena</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>Frostbite 2020 SSBU Winners Top 96 - TSM | Tweek (Trainer) Vs. CLG | VoiD  (Sheik) Ultimate Singles</td>\n",
       "      <td>00:04:40</td>\n",
       "      <td>45571</td>\n",
       "      <td>2020-02-23T21:51:35Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Trainer-Sheik</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>Frostbite 2020 SSBU Losers Top 24 - MVG | Dark Wizzy (Mario) Vs. MkLeo (Joker) Ultimate Singles</td>\n",
       "      <td>00:13:52</td>\n",
       "      <td>80979</td>\n",
       "      <td>2020-02-23T21:44:02Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Mario-Joker</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>Frostbite 2020 SSBU Winners Quarters - NFT | Toast (Young Link) Vs SSG | Maister (G&amp;W) Smash Singles</td>\n",
       "      <td>00:13:55</td>\n",
       "      <td>37186</td>\n",
       "      <td>2020-02-23T21:52:48Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Young Link-G&amp;W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>Frostbite 2020 SSBU Losers Top 24 - Solary | Glutonny (Wario) Vs. eUnited | Samsora (Peach) Singles</td>\n",
       "      <td>00:24:58</td>\n",
       "      <td>55015</td>\n",
       "      <td>2020-02-23T22:17:14Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Wario-Peach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>Frostbite 2020 SSBU Losers Top 24 - R2G | Kameme (Mega Man) Vs. Wrath (Sonic) Ultimate Singles</td>\n",
       "      <td>00:28:24</td>\n",
       "      <td>22592</td>\n",
       "      <td>2020-02-23T22:19:34Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Mega Man-Sonic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>Frostbite 2020 SSBU Winners Quarters - Liquid | Dabuz (Rosalina) Vs. R2G | Paseriman (Fox) Singles</td>\n",
       "      <td>00:13:52</td>\n",
       "      <td>11225</td>\n",
       "      <td>2020-02-23T22:18:09Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Rosalina-Fox</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>Frostbite 2020 SSBU Losers Top 24 - Kola (Cloud) Vs. Armada | Elegant (Luigi) Ultimate Singles</td>\n",
       "      <td>00:17:47</td>\n",
       "      <td>52446</td>\n",
       "      <td>2020-02-23T22:40:31Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Cloud-Luigi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>Frostbite 2020 SSBU Winners Quarters - SG8 | Tea (Pac-Man) Vs. DNG | Nietono (Pichu) Smash Singles</td>\n",
       "      <td>00:12:12</td>\n",
       "      <td>16864</td>\n",
       "      <td>2020-02-23T22:42:19Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Pac-Man-Pichu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>Frostbite 2020 SSBU Losers Top 24 - Rogue | Light (Fox) Vs. SST | Shuton (Olimar) Ultimate Singles</td>\n",
       "      <td>00:14:43</td>\n",
       "      <td>13553</td>\n",
       "      <td>2020-02-23T22:50:37Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Fox-Olimar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>Frostbite 2020 SSBU Winners Quarters - TSM | Tweek (Trainer) Vs NRG | Nairo (Palutena) Smash Singles</td>\n",
       "      <td>00:13:50</td>\n",
       "      <td>95029</td>\n",
       "      <td>2020-02-23T22:46:11Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Trainer-Palutena</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>Frostbite 2020 SSBU Losers Top 24 - PG | Marss (ZSS) Vs GW | Zackray (Joker) Ultimate Singles</td>\n",
       "      <td>00:18:00</td>\n",
       "      <td>110543</td>\n",
       "      <td>2020-02-23T22:53:29Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-ZSS-Joker</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>Frostbite 2020 SSBU Losers Top 24 - IluZ | Raffi-X (ROB) Vs. CLG | VoiD (Sheik) Ultimate Singles</td>\n",
       "      <td>00:23:08</td>\n",
       "      <td>42848</td>\n",
       "      <td>2020-02-23T23:03:46Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-ROB-Sheik</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>Frostbite 2020 SSBU Losers Top 16 - GW | zackray (ROB) Vs. Armada | Elegant (Luigi) Ultimate Singles</td>\n",
       "      <td>00:08:55</td>\n",
       "      <td>240567</td>\n",
       "      <td>2020-02-23T23:12:01Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-ROB-Luigi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>Frostbite 2020 SSBU Losers Top 16 - Wrath (Sonic) Vs. djb | MattyG (Chrom, Wolf) Ultimate Singles</td>\n",
       "      <td>00:13:21</td>\n",
       "      <td>8450</td>\n",
       "      <td>2020-02-23T23:28:06Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>3</td>\n",
       "      <td>-Sonic-Chrom-Wolf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>Frostbite 2020 SSBU Losers Top 12 - Wrath (Sonic) Vs. Paseriman (Fox, Diddy Kong) Ultimate Singles</td>\n",
       "      <td>00:13:59</td>\n",
       "      <td>13477</td>\n",
       "      <td>2020-02-23T23:33:03Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>3</td>\n",
       "      <td>-Sonic-Fox-Diddy Kong</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>Frostbite 2020 SSBU Losers Top 16 - Rogue | Light  (Fox) Vs CLG | VoiD (Pichu, Sheik) Smash Ultimate</td>\n",
       "      <td>00:19:29</td>\n",
       "      <td>107936</td>\n",
       "      <td>2020-02-23T23:42:45Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>3</td>\n",
       "      <td>-Fox-Pichu-Sheik</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>Frostbite 2020 SSBU Losers Top 12 - NFT | Toast (Young Link) Vs. Rogue | Light (Fox) Smash Singles</td>\n",
       "      <td>00:17:32</td>\n",
       "      <td>101338</td>\n",
       "      <td>2020-02-24T00:00:06Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Young Link-Fox</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>Frostbite 2020 SSBU Losers Top 12 - MkLeo (Joker) Vs. NRG | Nairo (Palutena) Smash Ultimate Singles</td>\n",
       "      <td>00:19:25</td>\n",
       "      <td>178659</td>\n",
       "      <td>2020-02-24T00:03:07Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Joker-Palutena</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>Frostbite 2020 SSBU Losers Top 12 - GW | zackray (ROB) Vs. DNG | Nietono (Pichu) Ultimate Singles</td>\n",
       "      <td>00:11:14</td>\n",
       "      <td>31376</td>\n",
       "      <td>2020-02-24T00:12:36Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-ROB-Pichu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>Frostbite 2020 SSBU Losers Top 8 - Wrath (Sonic) Vs. NFT | Toast (Young Link) Smash Ultimate Singles</td>\n",
       "      <td>00:10:54</td>\n",
       "      <td>31658</td>\n",
       "      <td>2020-02-24T00:46:39Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Sonic-Young Link</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>Frostbite 2020 SSBU Losers Top 8 - GW | Zackray (ROB) Vs MkLeo (Joker) Smash Ultimate Singles</td>\n",
       "      <td>00:20:07</td>\n",
       "      <td>484841</td>\n",
       "      <td>2020-02-24T01:29:35Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-ROB-Joker</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>Frostbite 2020 SSBU Winnes Semis - SGA | Tea (Pac-Man) Vs. TSM | Tweek (Trainer, Wolf) Smash Singles</td>\n",
       "      <td>00:20:59</td>\n",
       "      <td>76135</td>\n",
       "      <td>2020-02-24T01:49:35Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>3</td>\n",
       "      <td>-Pac-Man-Trainer-Wolf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td>Frostbite 2020 SSBU Winnes Semis - SSG | Maister (G&amp;W) Vs. Liquid | Dabuz (Olimar) Ultimate Singles</td>\n",
       "      <td>00:16:50</td>\n",
       "      <td>24302</td>\n",
       "      <td>2020-02-24T02:11:14Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-G&amp;W-Olimar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>Frostbite 2020 SSBU Losers Quarters - Wrath (Sonic) Vs. SG8 | Tea (Pac-Man) Smash Ultimate Singles</td>\n",
       "      <td>00:23:21</td>\n",
       "      <td>60955</td>\n",
       "      <td>2020-02-24T02:41:09Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Sonic-Pac-Man</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166</th>\n",
       "      <td>Frostbite 2020 SSBU Losers Quarters - Liquid | Dabuz (Rosalina) Vs. MkLeo (Joker) Ultimate Singles</td>\n",
       "      <td>00:15:40</td>\n",
       "      <td>47130</td>\n",
       "      <td>2020-02-24T02:56:12Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Rosalina-Joker</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167</th>\n",
       "      <td>Frostbite 2020 SSBU Winners Finals - SSG | Maister (G&amp;W) Vs. TSM | Tweek (Trainer, Wario) Singles</td>\n",
       "      <td>00:15:46</td>\n",
       "      <td>99358</td>\n",
       "      <td>2020-02-24T03:38:18Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>3</td>\n",
       "      <td>-G&amp;W-Trainer-Wario</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>Frostbite 2020 SSBU Losers Semis - SG8 | Tea (Pac-Man) Vs. MkLeo (Joker) Smash Ultimate Singles</td>\n",
       "      <td>00:26:46</td>\n",
       "      <td>287030</td>\n",
       "      <td>2020-02-24T04:22:05Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Pac-Man-Joker</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>Frostbite 2020 SSBU Losers Finals - TSM | Tweek (Wolf) Vs. MkLeo (Joker) Smash Ultimate Singles</td>\n",
       "      <td>00:19:18</td>\n",
       "      <td>282636</td>\n",
       "      <td>2020-02-24T04:43:55Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Wolf-Joker</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>Frostbite 2020 SSBU Grand Finals - SSG  Maister (G&amp;W, Pichu) Vs MkLeo (Joker, Byleth) Smash Ultimate</td>\n",
       "      <td>00:47:17</td>\n",
       "      <td>681550</td>\n",
       "      <td>2020-02-24T05:57:26Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>4</td>\n",
       "      <td>-G&amp;W-Pichu-Joker-Byleth</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>SSC 2019 SSBU - NFINITE CStream (Pokemon Trainer) VS  Brekker (Inkling, Hero) Smash Ultimate Round 1</td>\n",
       "      <td>00:07:18</td>\n",
       "      <td>5735</td>\n",
       "      <td>2019-08-10T00:00:57Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "      <td>3</td>\n",
       "      <td>-Pokemon Trainer-Inkling-Hero</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205</th>\n",
       "      <td>SSC 2019 SSBU - Rat Gang Onii-chan (Game &amp; Watch) VS WP Suinoko (Young Link) Smash Ultimate Round 1</td>\n",
       "      <td>00:10:01</td>\n",
       "      <td>2299</td>\n",
       "      <td>2019-08-10T17:13:16Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Game &amp; Watch-Young Link</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>251</th>\n",
       "      <td>SSC 2019 SSBU -  NickC (Captain Falcon) VS  NPT Blazing Pasta (Peach) Smash Ultimate Winner's Top 64</td>\n",
       "      <td>00:09:55</td>\n",
       "      <td>4622</td>\n",
       "      <td>2019-08-11T14:29:50Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Captain Falcon-Peach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>252</th>\n",
       "      <td>SSC 2019 SSBU - PG Marss (ZSS) VS HO3K Alan (Palutena) Smash Ultimate Winner's Top 64</td>\n",
       "      <td>00:14:54</td>\n",
       "      <td>4947</td>\n",
       "      <td>2019-08-11T14:32:53Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-ZSS-Palutena</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>253</th>\n",
       "      <td>SSC 2019 SSBU - MVG Dark Wizzy (Mario) VS FAINT Kept (Villager) Smash Ultimate Winner's Top 64</td>\n",
       "      <td>00:10:43</td>\n",
       "      <td>20317</td>\n",
       "      <td>2019-08-11T14:33:36Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Mario-Villager</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>254</th>\n",
       "      <td>SSC 2019 SSBU - NVR Elegant (Luigi) VS  Shuton (Olimar) Smash Ultimate Winner's Top 64</td>\n",
       "      <td>00:06:37</td>\n",
       "      <td>9443</td>\n",
       "      <td>2019-08-11T14:36:33Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Luigi-Olimar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>255</th>\n",
       "      <td>SSC 2019 SSBU - NRG Nairo (ZSS, Palutena) VS RCS Fatality (Falcon) Smash Ultimate Winner's Top 64</td>\n",
       "      <td>00:11:03</td>\n",
       "      <td>184854</td>\n",
       "      <td>2019-08-11T14:43:10Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "      <td>3</td>\n",
       "      <td>-ZSS-Palutena-Falcon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>256</th>\n",
       "      <td>SSC 2019 SSBU - RCS Fatality (Captain Falcon) VS SINAI Pelca (Snake) Smash Ultimate Loser's Top 64</td>\n",
       "      <td>00:07:09</td>\n",
       "      <td>7145</td>\n",
       "      <td>2019-08-11T14:59:04Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Captain Falcon-Snake</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>257</th>\n",
       "      <td>SSC 2019 SSBU - TSM Leffen (Trainer) VS ANAHUAC Maister (G&amp;W) Smash Ultimate Winner's Top 64</td>\n",
       "      <td>00:07:44</td>\n",
       "      <td>27170</td>\n",
       "      <td>2019-08-11T14:59:07Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Trainer-G&amp;W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>258</th>\n",
       "      <td>SSC 2019 SSBU - DA Sinji (Pac-Man) VS Rogue Light (Fox) Smash Ultimate Winner's Top 64</td>\n",
       "      <td>00:21:25</td>\n",
       "      <td>14141</td>\n",
       "      <td>2019-08-11T15:09:19Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Pac-Man-Fox</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>259</th>\n",
       "      <td>SSC 2019 SSBU - MVG Dark Wizzy (Mario) VS  Mega Fox (Fox) Smash Ultimate Loser's Top 64</td>\n",
       "      <td>00:13:19</td>\n",
       "      <td>4044</td>\n",
       "      <td>2019-08-11T15:12:47Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Mario-Fox</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>260</th>\n",
       "      <td>SSC 2019 SSBU - DB Yeti (Mega Man) VS TSM Tweek (Trainer) Smash Ultimate Winner's Top 64</td>\n",
       "      <td>00:15:20</td>\n",
       "      <td>20389</td>\n",
       "      <td>2019-08-11T15:15:08Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Mega Man-Trainer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>261</th>\n",
       "      <td>SSC 2019 SSBU - PG Marss (ZSS) VS FAINT Kept (Villager) Smash Ultimate Winner's Top 32</td>\n",
       "      <td>00:20:52</td>\n",
       "      <td>31176</td>\n",
       "      <td>2019-08-11T15:31:56Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-ZSS-Villager</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>262</th>\n",
       "      <td>SSC 2019 SSBU - CLG VoiD (Joker) VS  Puppeh (Trainer) Smash Ultimate Loser's Top 32</td>\n",
       "      <td>00:16:29</td>\n",
       "      <td>11561</td>\n",
       "      <td>2019-08-11T15:37:38Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Joker-Trainer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>263</th>\n",
       "      <td>SSC 2019 SSBU - RCS Fatality (C. Falcon) VS NPT Blazing Pasta (Peach) Smash Ultimate Loser's Top 32</td>\n",
       "      <td>00:12:27</td>\n",
       "      <td>24570</td>\n",
       "      <td>2019-08-11T15:36:53Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-C. Falcon-Peach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>264</th>\n",
       "      <td>SSC 2019 SSBU - NRG Nairo (ZSS) VS  NickC (Captain Falcon) Smash Ultimate Winner's Top 32</td>\n",
       "      <td>00:15:26</td>\n",
       "      <td>35917</td>\n",
       "      <td>2019-08-11T15:49:45Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-ZSS-Captain Falcon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265</th>\n",
       "      <td>SSC 2019 SSBU - Rogue Light (Fox) VS SST Shuton (Olimar) Smash Ultimate Winner's Top 32</td>\n",
       "      <td>00:09:53</td>\n",
       "      <td>5945</td>\n",
       "      <td>2019-08-11T16:02:09Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Fox-Olimar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>266</th>\n",
       "      <td>SSC 2019 SSBU - DB Yeti (Mega Man) VS ANAHUAC Maister (Game &amp; Watch) Smash Ultimate Loser's Top 32</td>\n",
       "      <td>00:18:19</td>\n",
       "      <td>4255</td>\n",
       "      <td>2019-08-11T16:03:14Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Mega Man-Game &amp; Watch</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>267</th>\n",
       "      <td>SSC 2019 SSBU -  FAINTKept (Villager) VS Puppeh (Trainer) Smash Ultimate Loser's Top 32</td>\n",
       "      <td>00:22:22</td>\n",
       "      <td>28329</td>\n",
       "      <td>2019-08-11T16:09:04Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Villager-Trainer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>268</th>\n",
       "      <td>SSC 2019 SSBU - Rogue Light (Fox) VS MVG Dark Wizzy (Mario) Smash Ultimate Loser's Top 24</td>\n",
       "      <td>00:15:05</td>\n",
       "      <td>21895</td>\n",
       "      <td>2019-08-11T16:22:41Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Fox-Mario</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>269</th>\n",
       "      <td>SSC 2019 SSBU - TSM Tweek (Trainer) VS TSM Leffen (Trainer) Smash Ultimate Winner's Top 32</td>\n",
       "      <td>00:12:12</td>\n",
       "      <td>124933</td>\n",
       "      <td>2019-08-11T16:18:42Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Trainer-Trainer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>270</th>\n",
       "      <td>SSC 2019 SSBU - ANAHUAC Maister (G&amp;W) VS RCS Fatality (Falcon) Smash Ultimate Loser's Top 32</td>\n",
       "      <td>00:10:00</td>\n",
       "      <td>6842</td>\n",
       "      <td>2019-08-11T16:22:08Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-G&amp;W-Falcon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>271</th>\n",
       "      <td>SSC 2019 SSBU - FOX MVG MkLeo (Joker) VS Armada Myran (Olimar) Smash Ultimate Winner's Top 48</td>\n",
       "      <td>00:07:21</td>\n",
       "      <td>13674</td>\n",
       "      <td>2019-08-11T16:29:40Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Joker-Olimar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272</th>\n",
       "      <td>SSC 2019 SSBU - FOX MVG Mew2king (Bowser) VS  Lui$ (Falco) Smash Ultimate Winner's Top 48</td>\n",
       "      <td>00:06:05</td>\n",
       "      <td>11804</td>\n",
       "      <td>2019-08-11T16:31:33Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Bowser-Falco</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>273</th>\n",
       "      <td>SSC 2019 SSBU - TSM Leffen (Trainer) VS  NPT Blazing Pasta (Peach) Smash Ultimate Loser's Top 24</td>\n",
       "      <td>00:13:21</td>\n",
       "      <td>11265</td>\n",
       "      <td>2019-08-11T16:42:45Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Trainer-Peach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>274</th>\n",
       "      <td>SSC 2019 SSBU - GW Zackray (Wolf) VS  MuteAce (Peach) Smash Ultimate Winner's Top 48</td>\n",
       "      <td>00:11:39</td>\n",
       "      <td>7103</td>\n",
       "      <td>2019-08-11T16:49:24Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Wolf-Peach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275</th>\n",
       "      <td>SSC 2019 SSBU - MTS PKChris (Ness) VS Armada BestNess (Ness) Smash Ultimate Winner's Top 48</td>\n",
       "      <td>00:07:26</td>\n",
       "      <td>4348</td>\n",
       "      <td>2019-08-11T16:49:35Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Ness-Ness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276</th>\n",
       "      <td>SSC 2019 SSBU - PG ESAM (Pikachu) VS  Lemmon (Joker) Smash Ultimate Winner's Top 48</td>\n",
       "      <td>00:06:52</td>\n",
       "      <td>6184</td>\n",
       "      <td>2019-08-11T16:49:46Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Pikachu-Joker</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>277</th>\n",
       "      <td>SSC 2019 SSBU -  LingLing (Peach) VS FS SaltOne (Cloud) Smash Ultimate Winner's Top 48</td>\n",
       "      <td>00:08:33</td>\n",
       "      <td>3308</td>\n",
       "      <td>2019-08-11T16:58:33Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Peach-Cloud</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>278</th>\n",
       "      <td>SSC 2019 SSBU - MVG Scatt (Snake) VS eUnited Samsora (Peach) Smash Ultimate Winner's Top 48</td>\n",
       "      <td>00:11:25</td>\n",
       "      <td>2555</td>\n",
       "      <td>2019-08-11T17:05:47Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Snake-Peach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>279</th>\n",
       "      <td>SSC 2019 SSBU - Demise Mr. E (Lucina) VS THOR Raffi-X (ROB) Winner's Top 48</td>\n",
       "      <td>00:07:57</td>\n",
       "      <td>1989</td>\n",
       "      <td>2019-08-11T17:01:27Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Lucina-ROB</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>281</th>\n",
       "      <td>SSC 2019 SSBU - FS SaltOne (Roy) VS FOX MVG MkLeo (Joker) Smash Ultimate Winner's Top 24</td>\n",
       "      <td>00:11:18</td>\n",
       "      <td>90622</td>\n",
       "      <td>2019-08-11T17:19:13Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Roy-Joker</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>283</th>\n",
       "      <td>SSC 2019 SSBU -  Lui$ (Fox) VS GW Zackray (Wolf) Smash Ultimate Winner's Top 32</td>\n",
       "      <td>00:15:06</td>\n",
       "      <td>26236</td>\n",
       "      <td>2019-08-11T17:27:17Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Fox-Wolf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>289</th>\n",
       "      <td>SSC 2019 SSBU - PG ESAM (Pikachu) VS THOR Raffi-X (ROB) Smash Ultimate Winner's Top 24</td>\n",
       "      <td>00:20:02</td>\n",
       "      <td>20444</td>\n",
       "      <td>2019-08-11T17:47:01Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Pikachu-ROB</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>293</th>\n",
       "      <td>SSC 2019 SSBU -  Akota (Mii Gunner) VS  Lemmon (Joker) Loser's Top 32</td>\n",
       "      <td>00:13:09</td>\n",
       "      <td>2724</td>\n",
       "      <td>2019-08-11T17:44:56Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Mii Gunner-Joker</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1002</th>\n",
       "      <td>SNS5 SSBU - BL | WhiteFace (Ridley) Vs. SM | Trenton (Peach) Smash Ultimate Division 3 Winners</td>\n",
       "      <td>00:08:16</td>\n",
       "      <td>2079</td>\n",
       "      <td>2019-06-01T17:58:46Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Ridley-Peach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1003</th>\n",
       "      <td>SNS5 SSBU - Aqua (Falco) Vs. GiefKid (Bowser) Smash Ultimate Division 3 Winners</td>\n",
       "      <td>00:10:44</td>\n",
       "      <td>4044</td>\n",
       "      <td>2019-06-01T17:58:40Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Falco-Bowser</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1004</th>\n",
       "      <td>SNS5 SSBU - DU | Yoda Cage (Donkey Kong) Vs. ESlick (Wolf) Smash Ultimate Division 2 Losers</td>\n",
       "      <td>00:04:46</td>\n",
       "      <td>1540</td>\n",
       "      <td>2019-06-01T18:07:42Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Donkey Kong-Wolf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1005</th>\n",
       "      <td>SNS5 SSBU - skuniar (C.Falcon) Vs. Mystearica (Zelda) Smash Ultimate Division 3 Winners</td>\n",
       "      <td>00:06:22</td>\n",
       "      <td>4217</td>\n",
       "      <td>2019-06-01T18:07:50Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-C.Falcon-Zelda</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1006</th>\n",
       "      <td>SNS5 SSBU - Blank (Chrom) Vs. Blank (Daisy) Smash Ultimate Tournament Division 2 Winners</td>\n",
       "      <td>00:08:19</td>\n",
       "      <td>3142</td>\n",
       "      <td>2019-06-01T18:49:24Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Chrom-Daisy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1007</th>\n",
       "      <td>SNS5 SSBU - Mazer | NAKAT (Lucina) Vs. Pipp (Snake) Smash Ultimate Tournament Division 2 Winners</td>\n",
       "      <td>00:06:56</td>\n",
       "      <td>1156</td>\n",
       "      <td>2019-06-01T19:04:53Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Lucina-Snake</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1008</th>\n",
       "      <td>SNS5 SSBU - Timor | Raffi-X (ROB) Vs. Broadway! (Snake) Smash Ultimate Tournament Division 2 Winners</td>\n",
       "      <td>00:07:07</td>\n",
       "      <td>876</td>\n",
       "      <td>2019-06-01T19:10:54Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-ROB-Snake</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1009</th>\n",
       "      <td>SNS5 SSBU - Armada | Ned (Chrom) Vs. Gomakenpi (Olimar) Smash Ultimate Tournament Division 2 Winners</td>\n",
       "      <td>00:09:11</td>\n",
       "      <td>950</td>\n",
       "      <td>2019-06-01T19:27:46Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Chrom-Olimar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1010</th>\n",
       "      <td>SNS5 SSBU - Blank (Chrom) Vs. SCY | Lucky (Piranha Plant) Smash Ultimate Division 2 Winners</td>\n",
       "      <td>00:05:41</td>\n",
       "      <td>5290</td>\n",
       "      <td>2019-06-01T19:37:34Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Chrom-Piranha Plant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1011</th>\n",
       "      <td>SNS5 SSBU - Corazón (Peach) Vs. Ozone (Duck Hunt) Smash Ultimate Division 2 Losers</td>\n",
       "      <td>00:08:23</td>\n",
       "      <td>1458</td>\n",
       "      <td>2019-06-01T20:00:59Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Peach-Duck Hunt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1012</th>\n",
       "      <td>SNS5 SSBU - Armada | Ned (Pokemon Trainer) Vs. Strike (Young Link) Smash Ultimate Division 2 Losers</td>\n",
       "      <td>00:11:31</td>\n",
       "      <td>2902</td>\n",
       "      <td>2019-06-01T20:11:29Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Pokemon Trainer-Young Link</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1013</th>\n",
       "      <td>SNS5 SSBU - Broadway! (Snake) Vs. SCY | Loaf (Wario) Smash Ultimate Division 2 Losers</td>\n",
       "      <td>00:07:11</td>\n",
       "      <td>1179</td>\n",
       "      <td>2019-06-01T20:14:39Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Snake-Wario</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1014</th>\n",
       "      <td>SNS5 SSBU - GG | Xeno (Lucina) Vs. Dr. Blackguygamer (Wario) Smash Ultimate Division 2 Winners</td>\n",
       "      <td>00:08:02</td>\n",
       "      <td>1031</td>\n",
       "      <td>2019-06-01T20:38:47Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Lucina-Wario</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1015</th>\n",
       "      <td>SNS5 SSBU - Abe (Pokemon Trainer) Vs. Regulating_mofo (Mega Man) Smash Ultimate Division 2 Winners</td>\n",
       "      <td>00:13:34</td>\n",
       "      <td>949</td>\n",
       "      <td>2019-06-01T21:05:08Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Pokemon Trainer-Mega Man</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1016</th>\n",
       "      <td>SNS5 SSBU - PG | Plup (Mega Man) Vs. GEKI | Gackt (Ness) Smash Ultimate Division 2 Winners</td>\n",
       "      <td>00:09:07</td>\n",
       "      <td>5814</td>\n",
       "      <td>2019-06-01T21:12:19Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Mega Man-Ness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1017</th>\n",
       "      <td>SNS5 SSBU - NLG | Amiiboking313 (Inkling) Vs. bc | Mr.R (Chrom) Smash Ultimate Division 2 Winners</td>\n",
       "      <td>00:06:33</td>\n",
       "      <td>1524</td>\n",
       "      <td>2019-06-01T21:12:22Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Inkling-Chrom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1018</th>\n",
       "      <td>SNS5 SSBU - GG | Xeno (Lucina) Vs. Blank- (Pichu) Smash Ultimate Division 2 Winners</td>\n",
       "      <td>00:06:28</td>\n",
       "      <td>817</td>\n",
       "      <td>2019-06-01T21:27:23Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Lucina-Pichu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1019</th>\n",
       "      <td>SNS5 SSBU - The Great Gonzales (Palutena) Vs. Skilly (Palutena) Smash Ultimate Division 2 Winners</td>\n",
       "      <td>00:09:36</td>\n",
       "      <td>891</td>\n",
       "      <td>2019-06-01T21:39:06Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Palutena-Palutena</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1020</th>\n",
       "      <td>SNS5 SSBU - Regulating_mofo (Mega Man) Vs. GMU | File (Bowser) Smash Ultimate Division 2 Winners</td>\n",
       "      <td>00:05:33</td>\n",
       "      <td>1220</td>\n",
       "      <td>2019-06-01T21:44:01Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Mega Man-Bowser</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1021</th>\n",
       "      <td>SNS5 SSBU - UGS | Bushi (Snake) Vs. BlazingPasta (Peach) Smash Ultimate Division 2 Winners</td>\n",
       "      <td>00:06:26</td>\n",
       "      <td>780</td>\n",
       "      <td>2019-06-01T21:49:40Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Snake-Peach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1022</th>\n",
       "      <td>SNS5 SSBU - Elegant (Luigi) Vs. GEKI | Gackt (Ness) Smash Ultimate Division 2 Winners</td>\n",
       "      <td>00:07:14</td>\n",
       "      <td>38666</td>\n",
       "      <td>2019-06-01T22:06:02Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Luigi-Ness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1023</th>\n",
       "      <td>SNS5 SSBU - Lui$ (Fox) Vs. eU | Samsora (Peach) Smash Ultimate Winner's Top 64</td>\n",
       "      <td>00:11:36</td>\n",
       "      <td>3073</td>\n",
       "      <td>2019-06-01T22:33:25Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Fox-Peach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1024</th>\n",
       "      <td>SNS5 SSBU - TSM | Tweek (Joker, Roy) Vs. Wizzrobe (Wolf) Smash Ultimate Winners Top 64</td>\n",
       "      <td>00:18:50</td>\n",
       "      <td>138645</td>\n",
       "      <td>2019-06-01T23:01:20Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>3</td>\n",
       "      <td>-Joker-Roy-Wolf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1025</th>\n",
       "      <td>SNS5 SSBU - FOX MVG | Mkleo (Joker) Vs. Ho3K | Gen (Palutena) Smash Ultimate Winner's Top 64</td>\n",
       "      <td>00:12:27</td>\n",
       "      <td>12114</td>\n",
       "      <td>2019-06-01T23:01:27Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Joker-Palutena</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1026</th>\n",
       "      <td>SNS5 SSBU - PG | Marss (Zero Suit Samus) Vs. Demise | ZD (Fox) Smash Ultimate Winners Top 64</td>\n",
       "      <td>00:10:11</td>\n",
       "      <td>4794</td>\n",
       "      <td>2019-06-01T23:01:24Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Zero Suit Samus-Fox</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1027</th>\n",
       "      <td>SNS5 SSBU - CLG | VoiD (Pichu) Vs. MVG | Dark Wizzy (Mario) Smash Ultimate Winner's Top 64</td>\n",
       "      <td>00:12:12</td>\n",
       "      <td>8509</td>\n",
       "      <td>2019-06-01T23:11:04Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Pichu-Mario</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1028</th>\n",
       "      <td>SNS5 SSBU - NRG | Nairo (Palutena) Vs. PA | CaptainZack (Bayonetta) Smash Ultimate Winners Top 64</td>\n",
       "      <td>00:22:28</td>\n",
       "      <td>141274</td>\n",
       "      <td>2019-06-01T23:21:29Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Palutena-Bayonetta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1029</th>\n",
       "      <td>SNS5 SSBU - NA | Sinnyboo242 (Inkling) Vs. EMG | Blacktwins13 (Pichu) Smash Ultimate Loser's Top 48</td>\n",
       "      <td>00:11:55</td>\n",
       "      <td>1176</td>\n",
       "      <td>2019-06-01T23:28:24Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Inkling-Pichu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1030</th>\n",
       "      <td>SNS5 SSBU - Rogue | Light (Fox) Vs. AMG | 8BitMan (ROB) Smash Ultimate Winners Top 64</td>\n",
       "      <td>00:11:31</td>\n",
       "      <td>4368</td>\n",
       "      <td>2019-06-01T23:39:00Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Fox-ROB</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1031</th>\n",
       "      <td>SNS5 SSBU - The Great Gonzales (Palutena) Vs. TSM | Tweek (Y.Link) Smash Ultimate Loser's Top 48</td>\n",
       "      <td>00:14:37</td>\n",
       "      <td>20794</td>\n",
       "      <td>2019-06-01T23:36:28Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Palutena-Y.Link</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1032</th>\n",
       "      <td>SNS5 SSBU - BC | Mr. R (Chrom) Vs. OES | RFang (Pichu) Smash Ultimate Losers Top 32</td>\n",
       "      <td>00:15:45</td>\n",
       "      <td>3821</td>\n",
       "      <td>2019-06-01T23:57:47Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Chrom-Pichu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1033</th>\n",
       "      <td>SNS5 SSBU - Wizzrobe (Wolf) Vs. LeeT (Mii Brawler) Smash Ultimate Winners Top 32</td>\n",
       "      <td>00:18:49</td>\n",
       "      <td>27494</td>\n",
       "      <td>2019-06-02T00:10:21Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Wolf-Mii Brawler</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1034</th>\n",
       "      <td>SNS5 SSBU - eUnited | Samsora (Peach) Vs. MVG | Salem (Shulk) Smash Ultimate Winners Top 32</td>\n",
       "      <td>00:11:17</td>\n",
       "      <td>10580</td>\n",
       "      <td>2019-06-02T00:20:13Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Peach-Shulk</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1035</th>\n",
       "      <td>SNS5 SSBU - Rogue | Light (Fox) Vs. Demise | Mr E (Lucina) Smash Ultimate Winners Top 32</td>\n",
       "      <td>00:09:34</td>\n",
       "      <td>12337</td>\n",
       "      <td>2019-06-02T00:33:35Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Fox-Lucina</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1036</th>\n",
       "      <td>SNS5 SSBU - PG | Marss (Zero Suit Samus) Vs. HPT | Seth (Yoshi) Smash Ultimate Winners Top 32</td>\n",
       "      <td>00:17:40</td>\n",
       "      <td>18850</td>\n",
       "      <td>2019-06-02T00:52:33Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Zero Suit Samus-Yoshi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1037</th>\n",
       "      <td>SNS5 SSBU - Dark Wizzy (Mario) Vs. PA | CaptainZack (Bayonetta) Smash Ultimate Losers Top 32</td>\n",
       "      <td>00:17:31</td>\n",
       "      <td>10604</td>\n",
       "      <td>2019-06-02T01:01:59Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Mario-Bayonetta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1038</th>\n",
       "      <td>SNS5 SSBU - FOX MVG | MkLeo (Joker) Vs. Wishes (Pokemon Trainer) Smash Ultimate Winners Top 32</td>\n",
       "      <td>00:19:57</td>\n",
       "      <td>329440</td>\n",
       "      <td>2019-06-02T01:11:35Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Joker-Pokemon Trainer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1039</th>\n",
       "      <td>SNS5 SSBU - Liquid'Dabuz (Rosalina &amp; Luma) Vs. Shoyo James (Chrom) Smash Ultimate Winners Top 32</td>\n",
       "      <td>00:17:57</td>\n",
       "      <td>47732</td>\n",
       "      <td>2019-06-02T01:22:23Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Rosalina &amp; Luma-Chrom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1040</th>\n",
       "      <td>SNS5 SSBU - NRG | Nairo (Lucina) Vs. CLG | VoiD (Pichu) Smash Ultimate Winners Top 32</td>\n",
       "      <td>00:15:11</td>\n",
       "      <td>17939</td>\n",
       "      <td>2019-06-02T01:40:51Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Lucina-Pichu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1041</th>\n",
       "      <td>SNS5 SSBU - Ally (Snake) Vs. Wizzrobe (Wolf) Smash Ultimate Winners Quarters</td>\n",
       "      <td>00:12:35</td>\n",
       "      <td>13527</td>\n",
       "      <td>2019-06-02T01:46:59Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Snake-Wolf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042</th>\n",
       "      <td>SNS5 SSBU - MVG | ScAtt (Snake) Vs. AMG | 8bitman (ROB) Smash Ultimate Losers Top 32</td>\n",
       "      <td>00:27:42</td>\n",
       "      <td>2058</td>\n",
       "      <td>2019-06-02T01:51:17Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Snake-ROB</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1043</th>\n",
       "      <td>SNS5 SSBU - LeoN (Bowser) Vs. DOG | Blank (Chrom) Smash Ultimate Losers Top 24</td>\n",
       "      <td>00:11:13</td>\n",
       "      <td>28150</td>\n",
       "      <td>2019-06-02T02:03:22Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Bowser-Chrom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044</th>\n",
       "      <td>SNS5 SSBU - CLG | VoiD (Pichu) Vs. Rogue | Light  (Fox) Smash Ultimate Winners Quarters</td>\n",
       "      <td>00:13:19</td>\n",
       "      <td>24361</td>\n",
       "      <td>2019-06-02T02:09:25Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Pichu-Fox</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1045</th>\n",
       "      <td>SNS5 SSBU - Wishes (PT) Vs. PA | CaptainZack (Bayonetta) Smash Ultimate Losers Top 24</td>\n",
       "      <td>00:17:17</td>\n",
       "      <td>35366</td>\n",
       "      <td>2019-06-02T02:23:52Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-PT-Bayonetta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1046</th>\n",
       "      <td>SNS5 SSBU - PG | Marss  (Zero Suit Samus ) Vs. Shoyo James (Chrom) Smash Ultimate Winners Quarters</td>\n",
       "      <td>00:17:37</td>\n",
       "      <td>92274</td>\n",
       "      <td>2019-06-02T02:37:29Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Zero Suit Samus-Chrom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1047</th>\n",
       "      <td>SNS5 SSBU - FOX | MVG | MkLeo (Joker) Vs. eUnited | Samsora (Peach) Smash Ultimate Winners Quarters</td>\n",
       "      <td>00:11:57</td>\n",
       "      <td>101743</td>\n",
       "      <td>2019-06-02T02:45:40Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Joker-Peach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1048</th>\n",
       "      <td>SNS5 SSBU - LeoN (Bowser) Vs. PG | Cosmos (Inkling, Corrin) Smash Ultimate Losers Top 16</td>\n",
       "      <td>00:08:43</td>\n",
       "      <td>280938</td>\n",
       "      <td>2019-06-02T02:53:24Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>3</td>\n",
       "      <td>-Bowser-Inkling-Corrin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1049</th>\n",
       "      <td>SNS5 SSBU - Demise | Mr E (Lucina) Vs. Mazer | NAKAT (Pichu) Smash Ultimate Losers Top 16</td>\n",
       "      <td>00:10:10</td>\n",
       "      <td>3303</td>\n",
       "      <td>2019-06-02T02:59:56Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Lucina-Pichu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1050</th>\n",
       "      <td>SNS5 SSBU - Rogue | Light (Fox) Vs. Liquid'Dabuz (Olimar) Smash Ultimate Losers Top 12</td>\n",
       "      <td>00:11:23</td>\n",
       "      <td>7764</td>\n",
       "      <td>2019-06-02T03:17:16Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Fox-Olimar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1051</th>\n",
       "      <td>SNS5 SSBU - MVG | ScAtt (Snake) Vs. PA | CaptainZack (Bayonetta) Smash Ultimate Losers Top 16</td>\n",
       "      <td>00:21:12</td>\n",
       "      <td>24932</td>\n",
       "      <td>2019-06-02T03:27:21Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Snake-Bayonetta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1052</th>\n",
       "      <td>SNS5 SSBU - Shoyo James  (Chrom) Vs. Mazer | NAKAT  (Pichu) Smash Ultimate Losers Top 12</td>\n",
       "      <td>00:14:18</td>\n",
       "      <td>8370</td>\n",
       "      <td>2019-06-02T03:31:42Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Chrom-Pichu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1053</th>\n",
       "      <td>SNS5 SSBU - eUnited | Samsora (Peach) Vs. LeoN (Bowser) Smash Ultimate Losers Top 12</td>\n",
       "      <td>00:14:41</td>\n",
       "      <td>148379</td>\n",
       "      <td>2019-06-02T03:47:56Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Peach-Bowser</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1054</th>\n",
       "      <td>SNS5 SSBU - Wizzrobe (Wolf) Vs. MVG | ScAtt (Snake, Inkling) Smash Ultimate Losers Top 12</td>\n",
       "      <td>00:22:18</td>\n",
       "      <td>24649</td>\n",
       "      <td>2019-06-02T04:20:29Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>3</td>\n",
       "      <td>-Wolf-Snake-Inkling</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1055</th>\n",
       "      <td>SNS5 SSBU - Mazer | NAKAT (Pichu) Vs. eUnited | Samsora (Peach) Smash Ultimate Loser's Eighths</td>\n",
       "      <td>00:20:03</td>\n",
       "      <td>6578</td>\n",
       "      <td>2019-06-03T00:29:21Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Pichu-Peach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1056</th>\n",
       "      <td>SNS5 SSBU - Wizzrobe (Wolf) Vs. Liquid'Dabuz (Olimar) Smash Ultimate Loser's Eighths</td>\n",
       "      <td>00:14:39</td>\n",
       "      <td>17083</td>\n",
       "      <td>2019-06-03T00:51:56Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Wolf-Olimar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1057</th>\n",
       "      <td>SNS5 SSBU - Ally (Snake) Vs. CLG.VoiD (Pichu) Smash Ultimate Winner's Semifinals</td>\n",
       "      <td>00:18:55</td>\n",
       "      <td>24970</td>\n",
       "      <td>2019-06-03T01:15:43Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Snake-Pichu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1058</th>\n",
       "      <td>SNS5 SSBU - PG | Marss (ZSS) Vs. FOX MVG | Mkleo (Joker) Smash Ultimate Winner's Semifinals</td>\n",
       "      <td>00:16:21</td>\n",
       "      <td>126309</td>\n",
       "      <td>2019-06-03T01:53:02Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-ZSS-Joker</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1059</th>\n",
       "      <td>SNS5 SSBU - CLG | VoiD (Joker, Pichu) Vs. eUnited | Samsora (Peach) Smash Ultimate Loser's Quarters</td>\n",
       "      <td>00:13:19</td>\n",
       "      <td>10073</td>\n",
       "      <td>2019-06-03T01:56:34Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>3</td>\n",
       "      <td>-Joker-Pichu-Peach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1060</th>\n",
       "      <td>SNS5 SSBU - Liquid'Dabuz (Olimar, Rosa, Palu) Vs. PG | Marss (ZSS) Smash Ultimate Loser's Quarters</td>\n",
       "      <td>00:15:14</td>\n",
       "      <td>11011</td>\n",
       "      <td>2019-06-03T02:22:18Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>4</td>\n",
       "      <td>-Olimar-Rosa-Palu-ZSS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1061</th>\n",
       "      <td>SNS5 SSBU - FOX MVG | Mkleo (Joker) Vs. Ally (Snake) Smash Ultimate Winner's Finals</td>\n",
       "      <td>00:14:41</td>\n",
       "      <td>229581</td>\n",
       "      <td>2019-06-03T02:43:39Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Joker-Snake</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1062</th>\n",
       "      <td>SNS5 SSBU - eUnited | Samsora (Peach) Vs. PG | Marss (ZSS) Smash Ultimate Loser's Semifinals</td>\n",
       "      <td>00:14:28</td>\n",
       "      <td>12991</td>\n",
       "      <td>2019-06-03T03:04:07Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Peach-ZSS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1063</th>\n",
       "      <td>SNS5 SSBU - eUnited | Samsora (Peach) Vs. Ally (Snake) Smash Ultimate Loser's Finals</td>\n",
       "      <td>00:12:21</td>\n",
       "      <td>14798</td>\n",
       "      <td>2019-06-03T03:13:45Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Peach-Snake</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1064</th>\n",
       "      <td>SNS5 SSBU - FOX MVG | Mkleo (Joker) Vs. eUnited | Samsora (Palutena) Smash Ultimate Grand Finals</td>\n",
       "      <td>00:10:34</td>\n",
       "      <td>347627</td>\n",
       "      <td>2019-06-03T04:11:08Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Joker-Palutena</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1065</th>\n",
       "      <td>SNS5 - Liquid'Hungrybox Interviews FOX MVG | Mkleo</td>\n",
       "      <td>00:08:58</td>\n",
       "      <td>24066</td>\n",
       "      <td>2019-06-03T04:11:11Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1066</th>\n",
       "      <td>SNS5 - Liquid'Hungrybox Interviews Mazer | NAKAT</td>\n",
       "      <td>00:07:55</td>\n",
       "      <td>4328</td>\n",
       "      <td>2019-06-03T04:16:14Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1067</th>\n",
       "      <td>EVO 2019 SSBU - Lui$ (Fox) Vs. ProtoBanham (Lucina) Smash Ultimate Tournament Top 256</td>\n",
       "      <td>00:08:08</td>\n",
       "      <td>9736</td>\n",
       "      <td>2019-08-04T02:46:03Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Fox-Lucina</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1105</th>\n",
       "      <td>EVO 2019 SSBU - NVR | Elegant (Luigi) Vs. ARM | Banana Boy (Yoshi) Smash Ultimate Tournament Top 256</td>\n",
       "      <td>00:06:13</td>\n",
       "      <td>41326</td>\n",
       "      <td>2019-08-04T01:20:44Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Luigi-Yoshi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1106</th>\n",
       "      <td>EVO 2019 SSBU - Liquid` Dabuz (Olimar) Vs. ATH | DD (Wario) Smash Ultimate Tournament Top 256</td>\n",
       "      <td>00:08:20</td>\n",
       "      <td>6228</td>\n",
       "      <td>2019-08-04T01:36:19Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Olimar-Wario</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1107</th>\n",
       "      <td>EVO 2019 SSBU - Kome (Shulk) Vs. eU | Samsora (Peach) Smash Ultimate Tournament Top 256</td>\n",
       "      <td>00:13:17</td>\n",
       "      <td>33192</td>\n",
       "      <td>2019-08-04T01:57:19Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Shulk-Peach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1108</th>\n",
       "      <td>EVO 2019 SSBU - Rogue | Light (Fox) Vs. FOW (Ness) Smash Ultimate Tournament Top 256</td>\n",
       "      <td>00:07:26</td>\n",
       "      <td>31392</td>\n",
       "      <td>2019-08-04T02:03:48Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Fox-Ness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1109</th>\n",
       "      <td>EVO 2019 SSBU - NRG | Nairo (Palutena) Vs. BC | Mr. R (Chrom) Smash Ultimate Tournament Top 256</td>\n",
       "      <td>00:11:22</td>\n",
       "      <td>72101</td>\n",
       "      <td>2019-08-04T02:40:57Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Palutena-Chrom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1110</th>\n",
       "      <td>EVO 2019 SSBU - Lui$ (Fox) Vs. ProtoBanham (Lucina) Smash Ultimate Tournament Top 256</td>\n",
       "      <td>00:11:51</td>\n",
       "      <td>15319</td>\n",
       "      <td>2019-08-07T17:13:14Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Fox-Lucina</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1111</th>\n",
       "      <td>EVO 2019 SSBU - PG | Marss (ZSS) Vs. NVR | Elegant (Luigi) Smash Ultimate Tournament Top 256</td>\n",
       "      <td>00:12:35</td>\n",
       "      <td>123039</td>\n",
       "      <td>2019-08-04T02:59:02Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-ZSS-Luigi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1112</th>\n",
       "      <td>EVO 2019 SSBU - FOX | MkLeo (Joker) Vs. R2G | Kameme (Mega Man) Smash Ultimate Tournament Top 32</td>\n",
       "      <td>00:10:01</td>\n",
       "      <td>614391</td>\n",
       "      <td>2019-08-04T03:26:45Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Joker-Mega Man</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1113</th>\n",
       "      <td>EVO 2019 SSBU - SLY | Glutonny (Wario) Vs. Shogun (Snake) Smash Ultimate Tournament Top 32</td>\n",
       "      <td>00:08:54</td>\n",
       "      <td>48420</td>\n",
       "      <td>2019-08-04T03:40:24Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Wario-Snake</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1114</th>\n",
       "      <td>EVO 2019 SSBU - TSM | Tweek (Pokemon Trainer) Vs. Protobanham (Lucina) Smash Ultimate Tournament T32</td>\n",
       "      <td>00:13:48</td>\n",
       "      <td>138931</td>\n",
       "      <td>2019-08-04T04:03:52Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Pokemon Trainer-Lucina</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1115</th>\n",
       "      <td>[OFFSTREAM] EVO 2019 SSBU - PG | Marss (ZSS) Vs. Nietono (Wario) Smash Ultimate Winners Top 32</td>\n",
       "      <td>00:13:19</td>\n",
       "      <td>4551</td>\n",
       "      <td>2019-08-20T17:45:00Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-ZSS-Wario</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1116</th>\n",
       "      <td>[OFFSTREAM] EVO 2019 SSBU - NRG | Nairo (Palutena) Vs. kept (Isabelle, Villager) Smash Ultimate LT32</td>\n",
       "      <td>00:16:42</td>\n",
       "      <td>9762</td>\n",
       "      <td>2019-08-20T18:00:00Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "      <td>3</td>\n",
       "      <td>-Palutena-Isabelle-Villager</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1117</th>\n",
       "      <td>EVO 2019 SSBU - Liquid` Dabuz (Olimar) Vs. Raito (Duck Hunt) Smash Ultimate Tournament W. Quarters</td>\n",
       "      <td>00:14:19</td>\n",
       "      <td>63635</td>\n",
       "      <td>2019-08-04T04:22:56Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Olimar-Duck Hunt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1118</th>\n",
       "      <td>EVO 2019 SSBU - DNG | Nietono (Wario) Vs. eU | Samsora (Peach) Smash Ultimate Tournament W. Quarters</td>\n",
       "      <td>00:08:36</td>\n",
       "      <td>23301</td>\n",
       "      <td>2019-08-04T04:40:02Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Wario-Peach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1119</th>\n",
       "      <td>EVO 2019 SSBU - SLY | Glutonny (Wario) Vs. R2G | Kameme (Mega Man) Smash Ultimate Tournament WQ</td>\n",
       "      <td>00:13:41</td>\n",
       "      <td>89903</td>\n",
       "      <td>2019-08-04T04:53:33Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Wario-Mega Man</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1120</th>\n",
       "      <td>EVO 2019 SSBU - TSM | Tweek (Pokemon Trainer) Vs SNB | Abadango (Wario) Smash Ultimate Tournament WQ</td>\n",
       "      <td>00:07:24</td>\n",
       "      <td>42576</td>\n",
       "      <td>2019-08-04T05:04:19Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Pokemon Trainer-Wario</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1121</th>\n",
       "      <td>[OFFSTREAM] EVO 2019 SSBU - NRG | Nairo (Palutena) Vs. PG | Marss (ZSS) Smash Ultimate Losers Top 24</td>\n",
       "      <td>00:10:01</td>\n",
       "      <td>9429</td>\n",
       "      <td>2019-08-20T18:15:00Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Palutena-ZSS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1122</th>\n",
       "      <td>[OFFSTREAM] EVO 2019 SSBU - BC | Mr. R (Snake, Chrom) Vs. ProtoBanham (Lucina, Ink) Ultimate Top 16</td>\n",
       "      <td>00:10:59</td>\n",
       "      <td>8052</td>\n",
       "      <td>2019-08-20T18:30:01Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "      <td>4</td>\n",
       "      <td>-Snake-Chrom-Lucina-Ink</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1123</th>\n",
       "      <td>EVO 2019 SSBU - TL | Dabuz (Olimar, Rosa) Vs Rogue | Light (Fox) Smash Ultimate Tournament L. Top 12</td>\n",
       "      <td>00:15:02</td>\n",
       "      <td>54687</td>\n",
       "      <td>2019-08-04T05:26:20Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "      <td>3</td>\n",
       "      <td>-Olimar-Rosa-Fox</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1124</th>\n",
       "      <td>EVO 2019 SSBU - GV | Zackray (Wolf) Vs. DNG | Nietono (Wario) Smash Ultimate Tournament L. Top 12</td>\n",
       "      <td>00:08:01</td>\n",
       "      <td>67322</td>\n",
       "      <td>2019-08-04T05:36:41Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Wolf-Wario</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1125</th>\n",
       "      <td>EVO 2019 SSBU - R2G | Kameme (Mega Man) Vs. Protobanham (Lucina) Smash Ultimate Tournament L. Top 12</td>\n",
       "      <td>00:15:29</td>\n",
       "      <td>86402</td>\n",
       "      <td>2019-08-04T06:04:04Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Mega Man-Lucina</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1126</th>\n",
       "      <td>EVO 2019 SSBU - FOX | MkLeo (Joker) Vs. SNB | Abadango (Wario) Smash Ultimate Tournament L. Top 12</td>\n",
       "      <td>00:10:01</td>\n",
       "      <td>149406</td>\n",
       "      <td>2019-08-04T06:08:17Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Joker-Wario</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1127</th>\n",
       "      <td>EVO 2019 OFF STREAM - Maister (Game &amp; Watch) Vs. Raito (Duck Hunt) Smash Ultimate Tournament</td>\n",
       "      <td>00:10:36</td>\n",
       "      <td>30047</td>\n",
       "      <td>2019-08-04T17:15:16Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Game &amp; Watch-Duck Hunt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1128</th>\n",
       "      <td>EVO 2019 OFF STREAM - MVD (Snake) Vs. Konga (Donkey Kong) Smash Ultimate Tournament Top 256</td>\n",
       "      <td>00:08:53</td>\n",
       "      <td>8883</td>\n",
       "      <td>2019-08-06T16:00:07Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Snake-Donkey Kong</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1129</th>\n",
       "      <td>EVO 2019 SSBU - Raito (Duck Hunt) Vs. SLY | Glutonny (Wario) Smash Ultimate Tournament Winners Semis</td>\n",
       "      <td>00:14:20</td>\n",
       "      <td>59551</td>\n",
       "      <td>2019-08-05T02:46:59Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Duck Hunt-Wario</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1130</th>\n",
       "      <td>EVO 2019 SSBU - TSM | Tweek (Pokemon Trainer) Vs. eU | Samsora (Peach) Smash Ultimate Winners Semis</td>\n",
       "      <td>00:10:01</td>\n",
       "      <td>43552</td>\n",
       "      <td>2019-08-05T02:53:32Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Pokemon Trainer-Peach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1131</th>\n",
       "      <td>EVO 2019 SSBU - Rogue | Light (Fox) Vs Protobanham (Lucina) Smash Ultimate Tournament Losers Eighths</td>\n",
       "      <td>00:10:01</td>\n",
       "      <td>170427</td>\n",
       "      <td>2019-08-05T03:14:28Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Fox-Lucina</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1132</th>\n",
       "      <td>EVO 2019 SSBU - FOX | MkLeo (Joker) Vs. GW | Zackray (Wolf) Smash Ultimate Tournament Losers Eighths</td>\n",
       "      <td>00:10:04</td>\n",
       "      <td>155593</td>\n",
       "      <td>2019-08-05T03:15:07Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Joker-Wolf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1133</th>\n",
       "      <td>EVO 2019 SSBU - eU | Samsora (Peach) Vs. Protobanham (Lucina) Smash Ultimate Tournament L. Quarters</td>\n",
       "      <td>00:14:04</td>\n",
       "      <td>50056</td>\n",
       "      <td>2019-08-05T03:38:54Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Peach-Lucina</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1134</th>\n",
       "      <td>EVO 2019 SSBU - FOX | MkLeo (Joker) Vs. Raito (Duck Hunt) Smash Ultimate Tournament Losers Quarters</td>\n",
       "      <td>00:10:01</td>\n",
       "      <td>74680</td>\n",
       "      <td>2019-08-05T03:49:27Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Joker-Duck Hunt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1135</th>\n",
       "      <td>EVO 2019 SSBU - SLY | Glutonny (Wario) Vs. TSM | Tweek (PT) Smash Ultimate Tournament Winners Finals</td>\n",
       "      <td>00:20:58</td>\n",
       "      <td>92554</td>\n",
       "      <td>2019-08-05T04:25:49Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Wario-PT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1136</th>\n",
       "      <td>EVO 2019 SSBU - FOX | MkLeo (Joker) Vs. eU | Samsora (Peach) Smash Ultimate Tournament Losers Semis</td>\n",
       "      <td>00:10:01</td>\n",
       "      <td>45171</td>\n",
       "      <td>2019-08-05T04:26:32Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Joker-Peach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1137</th>\n",
       "      <td>EVO 2019 SSBU - SLY | Glutonny (Wario) Vs FOX | MkLeo (Joker) Smash Ultimate Tournament Losers Final</td>\n",
       "      <td>00:11:46</td>\n",
       "      <td>108058</td>\n",
       "      <td>2019-08-05T04:48:04Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Wario-Joker</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1138</th>\n",
       "      <td>EVO 2019 Smash Ultimate Grand Finals - TSM | Tweek (Pokemon Trainer) Vs. FOX | MkLeo (Joker)</td>\n",
       "      <td>00:38:03</td>\n",
       "      <td>1836317</td>\n",
       "      <td>2019-08-05T06:04:24Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Pokemon Trainer-Joker</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>472 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                               video_title  \\\n",
       "35                  Frostbite 2020 SSBU  - Skilly (Hero, Palutena) Vs. Kazma (ROB) Ultimate Singles - SSBU   \n",
       "107         Frostbite 2020 SSBU Winners Top 96 - PG | Marss (ZSS) Vs. SSG | LeoN (Bowser) Ultimate Singles   \n",
       "108    Frostbite 2020 SSBU Winners Top 96 - Roxas (Joker) Vs. R2G | Paseriman (Fox) Smash Ultimate Singles   \n",
       "109         Frostbite 2020 SSBU Winners Top 96 - PG | Marss (ZSS) Vs. SSG | LeoN (Bowser) Ultimate Singles   \n",
       "110    Frostbite 2020 SSBU Winners Top 96 - Roxas (Joker) Vs. R2G | Paseriman (Fox) Smash Ultimate Singles   \n",
       "111        Frostbite 2020 SSBU Winners Top 96 - SST | Shuton (Olimar) Vs. Armada | Elegant (Luigi) Singles   \n",
       "112    Frostbite 2020 SSBU Winners Top 96 - Liquid | Dabuz (Rosalina) Vs. MuteAce (Peach) Ultimate Singles   \n",
       "113    Frostbite 2020 SSBU Winners Top 96 - djb | MattyG (Chrom, Wolf) Vs. SSG | Maister (Mr. G&W) Singles   \n",
       "114        Frostbite 2020 SSBU Winners Top 96 - eUnited | Samsora (Peach) Vs. Charliedaking (Wolf) Singles   \n",
       "115        Frostbite 2020 SSBU Winners Top 96 - R2G | Kameme (Sheik, Wario) Vs. Toast (Young Link) Singles   \n",
       "116         Frostbite 2020 SSBU Winners Top 96 - FRKS | Grayson (ROB) Vs. MVG | Dark Wizzy (Mario) Singles   \n",
       "117       Frostbite 2020 SSBU Winners Top 96 - PG | Marss (ZSS) Vs. R2G | Paseriman (Fox) Ultimate Singles   \n",
       "118   Frostbite 2020 SSBU Winners Top 96 - eUnited | Samsora (Peach) Vs. Toast (Young Link) Smash Ultimate   \n",
       "119     Frostbite 2020 SSBU Winners Top 96 - IluZ | Raffi-X (ROB) Vs. SSG | LeoN (Bowser) Ultimate Singles   \n",
       "120    Frostbite 2020 SSBU Winners Top 32 - Liquid | Dabuz (Rosalina) Vs. Armada | Elegant (Luigi) Singles   \n",
       "121     Frostbite 2020 SSBU Losers Top 32 - R2G | Kameme (Wario) Vs. Charliedaking (Wolf) Ultimate Singles   \n",
       "122     Frostbite 2020 SSBU Losers Top 96 - FRKS | Grayson (ROB) Vs. djb | MattyG (Chrom) Ultimate Singles   \n",
       "123      Frostbite 2020 SSBU Winners Top 32 - MVG | Dark Wizzy (Mario) Vs. SSG | Maister (Mr. G&W) Singles   \n",
       "124     Frostbite 2020 SSBU Winners Top 96 - SG8 | Kome (Shulk) Vs. DNG | Nietono (Pichu) Ultimate Singles   \n",
       "125         Frostbite 2020 SSBU Winners Top 96 - MkLeo (Joker) Vs. Armada | Prodigy (Mario) Smash Ultimate   \n",
       "126       Frostbite 2020 SSBU Losers Top 96 - Mazer | NAKAT (Pichu) Vs. Comet (Fox) Smash Ultimate Singles   \n",
       "127      Frostbite 2020 SSBU Winners Top 96 - Solary | Glutonny (Wario) Vs. Wrath (Sonic) Ultimate Singles   \n",
       "128    Frostbite 2020 SSBU Winners Top 96 - SG8 | Tea (Pac-Man) Vs. Mystearica (Palutena) Ultimate Singles   \n",
       "129        Frostbite 2020 SSBU Losers Top 96 - Cosmos (Inkling) Vs. Gooshi | ???? (Icies) Ultimate Singles   \n",
       "130     Frostbite 2020 SSBU Winners Top 96 - Rogue | Light (Fox) Vs. DLX | varun (Wii Fit Trainer) Singles   \n",
       "131      Frostbite 2020 SSBU Winners Top 96 - Kola (Roy) Vs. NRG | Nairo (Palutena) Smash Ultimate Singles   \n",
       "132    Frostbite 2020 SSBU Winners Top 96 - TSM | Tweek (Wario, Trainer) Vs. UGS | Ravenking (Ike) Singles   \n",
       "133      Frostbite 2020 SSBU Losers Top 96 - sugoi | ven (Zelda) Vs. SLY | Glutonny (Wario) Smash Ultimate   \n",
       "134    Frostbite 2020 SSBU Losers Top 96 - Armada | BestNess (Ness) Vs. Mystearica (Palu) Ultimate Singles   \n",
       "135      Frostbite 2020 SSBU Winners Top 96 - GW | zackray (G&W, ROB) Vs. CLG | VoiD (Sheik) Smash Singles   \n",
       "136   Frostbite 2020 SSBU Losers Top 32 - MkLeo (Joker) Vs MVG | Salem (Hero, Dark Samus) Ultimate Singles   \n",
       "137   Frostbite 2020 SSBU Winners Top 96 - Armada | Prodigy (Mario) Vs DNG | Nietono (Pichu) Smash Singles   \n",
       "138      Frostbite 2020 SSBU Winners Top 96 - SG8 | Tea (Pac-Man) Vs. Wrath (Sonic) Smash Ultimate Singles   \n",
       "139          Frostbite 2020 SSBU Losers Top 24 - Armada | Prodigy (Mario) Vs. djb | MattyG (Chrom) Singles   \n",
       "140             Frostbite 2020 SSBU Losers Top 96 - Cosmos (Inkling) Vs. Kola (Roy) Smash Ultimate Singles   \n",
       "141   Frostbite 2020 SSBU Winners Top 96 - Rogue | Light  (Fox) Vs NRG | Nairo (Palutena) Ultimate Singles   \n",
       "142    Frostbite 2020 SSBU Winners Top 96 - TSM | Tweek (Trainer) Vs. CLG | VoiD  (Sheik) Ultimate Singles   \n",
       "143        Frostbite 2020 SSBU Losers Top 24 - MVG | Dark Wizzy (Mario) Vs. MkLeo (Joker) Ultimate Singles   \n",
       "144   Frostbite 2020 SSBU Winners Quarters - NFT | Toast (Young Link) Vs SSG | Maister (G&W) Smash Singles   \n",
       "145    Frostbite 2020 SSBU Losers Top 24 - Solary | Glutonny (Wario) Vs. eUnited | Samsora (Peach) Singles   \n",
       "146         Frostbite 2020 SSBU Losers Top 24 - R2G | Kameme (Mega Man) Vs. Wrath (Sonic) Ultimate Singles   \n",
       "147     Frostbite 2020 SSBU Winners Quarters - Liquid | Dabuz (Rosalina) Vs. R2G | Paseriman (Fox) Singles   \n",
       "148         Frostbite 2020 SSBU Losers Top 24 - Kola (Cloud) Vs. Armada | Elegant (Luigi) Ultimate Singles   \n",
       "149     Frostbite 2020 SSBU Winners Quarters - SG8 | Tea (Pac-Man) Vs. DNG | Nietono (Pichu) Smash Singles   \n",
       "150     Frostbite 2020 SSBU Losers Top 24 - Rogue | Light (Fox) Vs. SST | Shuton (Olimar) Ultimate Singles   \n",
       "151   Frostbite 2020 SSBU Winners Quarters - TSM | Tweek (Trainer) Vs NRG | Nairo (Palutena) Smash Singles   \n",
       "152          Frostbite 2020 SSBU Losers Top 24 - PG | Marss (ZSS) Vs GW | Zackray (Joker) Ultimate Singles   \n",
       "153       Frostbite 2020 SSBU Losers Top 24 - IluZ | Raffi-X (ROB) Vs. CLG | VoiD (Sheik) Ultimate Singles   \n",
       "154   Frostbite 2020 SSBU Losers Top 16 - GW | zackray (ROB) Vs. Armada | Elegant (Luigi) Ultimate Singles   \n",
       "155      Frostbite 2020 SSBU Losers Top 16 - Wrath (Sonic) Vs. djb | MattyG (Chrom, Wolf) Ultimate Singles   \n",
       "156     Frostbite 2020 SSBU Losers Top 12 - Wrath (Sonic) Vs. Paseriman (Fox, Diddy Kong) Ultimate Singles   \n",
       "157   Frostbite 2020 SSBU Losers Top 16 - Rogue | Light  (Fox) Vs CLG | VoiD (Pichu, Sheik) Smash Ultimate   \n",
       "158     Frostbite 2020 SSBU Losers Top 12 - NFT | Toast (Young Link) Vs. Rogue | Light (Fox) Smash Singles   \n",
       "159    Frostbite 2020 SSBU Losers Top 12 - MkLeo (Joker) Vs. NRG | Nairo (Palutena) Smash Ultimate Singles   \n",
       "160      Frostbite 2020 SSBU Losers Top 12 - GW | zackray (ROB) Vs. DNG | Nietono (Pichu) Ultimate Singles   \n",
       "161   Frostbite 2020 SSBU Losers Top 8 - Wrath (Sonic) Vs. NFT | Toast (Young Link) Smash Ultimate Singles   \n",
       "162          Frostbite 2020 SSBU Losers Top 8 - GW | Zackray (ROB) Vs MkLeo (Joker) Smash Ultimate Singles   \n",
       "163   Frostbite 2020 SSBU Winnes Semis - SGA | Tea (Pac-Man) Vs. TSM | Tweek (Trainer, Wolf) Smash Singles   \n",
       "164    Frostbite 2020 SSBU Winnes Semis - SSG | Maister (G&W) Vs. Liquid | Dabuz (Olimar) Ultimate Singles   \n",
       "165     Frostbite 2020 SSBU Losers Quarters - Wrath (Sonic) Vs. SG8 | Tea (Pac-Man) Smash Ultimate Singles   \n",
       "166     Frostbite 2020 SSBU Losers Quarters - Liquid | Dabuz (Rosalina) Vs. MkLeo (Joker) Ultimate Singles   \n",
       "167      Frostbite 2020 SSBU Winners Finals - SSG | Maister (G&W) Vs. TSM | Tweek (Trainer, Wario) Singles   \n",
       "168        Frostbite 2020 SSBU Losers Semis - SG8 | Tea (Pac-Man) Vs. MkLeo (Joker) Smash Ultimate Singles   \n",
       "169        Frostbite 2020 SSBU Losers Finals - TSM | Tweek (Wolf) Vs. MkLeo (Joker) Smash Ultimate Singles   \n",
       "170   Frostbite 2020 SSBU Grand Finals - SSG  Maister (G&W, Pichu) Vs MkLeo (Joker, Byleth) Smash Ultimate   \n",
       "200   SSC 2019 SSBU - NFINITE CStream (Pokemon Trainer) VS  Brekker (Inkling, Hero) Smash Ultimate Round 1   \n",
       "205    SSC 2019 SSBU - Rat Gang Onii-chan (Game & Watch) VS WP Suinoko (Young Link) Smash Ultimate Round 1   \n",
       "251   SSC 2019 SSBU -  NickC (Captain Falcon) VS  NPT Blazing Pasta (Peach) Smash Ultimate Winner's Top 64   \n",
       "252                  SSC 2019 SSBU - PG Marss (ZSS) VS HO3K Alan (Palutena) Smash Ultimate Winner's Top 64   \n",
       "253         SSC 2019 SSBU - MVG Dark Wizzy (Mario) VS FAINT Kept (Villager) Smash Ultimate Winner's Top 64   \n",
       "254                 SSC 2019 SSBU - NVR Elegant (Luigi) VS  Shuton (Olimar) Smash Ultimate Winner's Top 64   \n",
       "255      SSC 2019 SSBU - NRG Nairo (ZSS, Palutena) VS RCS Fatality (Falcon) Smash Ultimate Winner's Top 64   \n",
       "256     SSC 2019 SSBU - RCS Fatality (Captain Falcon) VS SINAI Pelca (Snake) Smash Ultimate Loser's Top 64   \n",
       "257           SSC 2019 SSBU - TSM Leffen (Trainer) VS ANAHUAC Maister (G&W) Smash Ultimate Winner's Top 64   \n",
       "258                 SSC 2019 SSBU - DA Sinji (Pac-Man) VS Rogue Light (Fox) Smash Ultimate Winner's Top 64   \n",
       "259                SSC 2019 SSBU - MVG Dark Wizzy (Mario) VS  Mega Fox (Fox) Smash Ultimate Loser's Top 64   \n",
       "260               SSC 2019 SSBU - DB Yeti (Mega Man) VS TSM Tweek (Trainer) Smash Ultimate Winner's Top 64   \n",
       "261                 SSC 2019 SSBU - PG Marss (ZSS) VS FAINT Kept (Villager) Smash Ultimate Winner's Top 32   \n",
       "262                    SSC 2019 SSBU - CLG VoiD (Joker) VS  Puppeh (Trainer) Smash Ultimate Loser's Top 32   \n",
       "263    SSC 2019 SSBU - RCS Fatality (C. Falcon) VS NPT Blazing Pasta (Peach) Smash Ultimate Loser's Top 32   \n",
       "264              SSC 2019 SSBU - NRG Nairo (ZSS) VS  NickC (Captain Falcon) Smash Ultimate Winner's Top 32   \n",
       "265                SSC 2019 SSBU - Rogue Light (Fox) VS SST Shuton (Olimar) Smash Ultimate Winner's Top 32   \n",
       "266     SSC 2019 SSBU - DB Yeti (Mega Man) VS ANAHUAC Maister (Game & Watch) Smash Ultimate Loser's Top 32   \n",
       "267                SSC 2019 SSBU -  FAINTKept (Villager) VS Puppeh (Trainer) Smash Ultimate Loser's Top 32   \n",
       "268              SSC 2019 SSBU - Rogue Light (Fox) VS MVG Dark Wizzy (Mario) Smash Ultimate Loser's Top 24   \n",
       "269             SSC 2019 SSBU - TSM Tweek (Trainer) VS TSM Leffen (Trainer) Smash Ultimate Winner's Top 32   \n",
       "270           SSC 2019 SSBU - ANAHUAC Maister (G&W) VS RCS Fatality (Falcon) Smash Ultimate Loser's Top 32   \n",
       "271          SSC 2019 SSBU - FOX MVG MkLeo (Joker) VS Armada Myran (Olimar) Smash Ultimate Winner's Top 48   \n",
       "272              SSC 2019 SSBU - FOX MVG Mew2king (Bowser) VS  Lui$ (Falco) Smash Ultimate Winner's Top 48   \n",
       "273       SSC 2019 SSBU - TSM Leffen (Trainer) VS  NPT Blazing Pasta (Peach) Smash Ultimate Loser's Top 24   \n",
       "274                   SSC 2019 SSBU - GW Zackray (Wolf) VS  MuteAce (Peach) Smash Ultimate Winner's Top 48   \n",
       "275            SSC 2019 SSBU - MTS PKChris (Ness) VS Armada BestNess (Ness) Smash Ultimate Winner's Top 48   \n",
       "276                    SSC 2019 SSBU - PG ESAM (Pikachu) VS  Lemmon (Joker) Smash Ultimate Winner's Top 48   \n",
       "277                 SSC 2019 SSBU -  LingLing (Peach) VS FS SaltOne (Cloud) Smash Ultimate Winner's Top 48   \n",
       "278            SSC 2019 SSBU - MVG Scatt (Snake) VS eUnited Samsora (Peach) Smash Ultimate Winner's Top 48   \n",
       "279                            SSC 2019 SSBU - Demise Mr. E (Lucina) VS THOR Raffi-X (ROB) Winner's Top 48   \n",
       "281               SSC 2019 SSBU - FS SaltOne (Roy) VS FOX MVG MkLeo (Joker) Smash Ultimate Winner's Top 24   \n",
       "283                        SSC 2019 SSBU -  Lui$ (Fox) VS GW Zackray (Wolf) Smash Ultimate Winner's Top 32   \n",
       "289                 SSC 2019 SSBU - PG ESAM (Pikachu) VS THOR Raffi-X (ROB) Smash Ultimate Winner's Top 24   \n",
       "293                                  SSC 2019 SSBU -  Akota (Mii Gunner) VS  Lemmon (Joker) Loser's Top 32   \n",
       "...                                                                                                    ...   \n",
       "1002        SNS5 SSBU - BL | WhiteFace (Ridley) Vs. SM | Trenton (Peach) Smash Ultimate Division 3 Winners   \n",
       "1003                       SNS5 SSBU - Aqua (Falco) Vs. GiefKid (Bowser) Smash Ultimate Division 3 Winners   \n",
       "1004           SNS5 SSBU - DU | Yoda Cage (Donkey Kong) Vs. ESlick (Wolf) Smash Ultimate Division 2 Losers   \n",
       "1005               SNS5 SSBU - skuniar (C.Falcon) Vs. Mystearica (Zelda) Smash Ultimate Division 3 Winners   \n",
       "1006              SNS5 SSBU - Blank (Chrom) Vs. Blank (Daisy) Smash Ultimate Tournament Division 2 Winners   \n",
       "1007      SNS5 SSBU - Mazer | NAKAT (Lucina) Vs. Pipp (Snake) Smash Ultimate Tournament Division 2 Winners   \n",
       "1008  SNS5 SSBU - Timor | Raffi-X (ROB) Vs. Broadway! (Snake) Smash Ultimate Tournament Division 2 Winners   \n",
       "1009  SNS5 SSBU - Armada | Ned (Chrom) Vs. Gomakenpi (Olimar) Smash Ultimate Tournament Division 2 Winners   \n",
       "1010           SNS5 SSBU - Blank (Chrom) Vs. SCY | Lucky (Piranha Plant) Smash Ultimate Division 2 Winners   \n",
       "1011                    SNS5 SSBU - Corazón (Peach) Vs. Ozone (Duck Hunt) Smash Ultimate Division 2 Losers   \n",
       "1012   SNS5 SSBU - Armada | Ned (Pokemon Trainer) Vs. Strike (Young Link) Smash Ultimate Division 2 Losers   \n",
       "1013                 SNS5 SSBU - Broadway! (Snake) Vs. SCY | Loaf (Wario) Smash Ultimate Division 2 Losers   \n",
       "1014        SNS5 SSBU - GG | Xeno (Lucina) Vs. Dr. Blackguygamer (Wario) Smash Ultimate Division 2 Winners   \n",
       "1015    SNS5 SSBU - Abe (Pokemon Trainer) Vs. Regulating_mofo (Mega Man) Smash Ultimate Division 2 Winners   \n",
       "1016            SNS5 SSBU - PG | Plup (Mega Man) Vs. GEKI | Gackt (Ness) Smash Ultimate Division 2 Winners   \n",
       "1017     SNS5 SSBU - NLG | Amiiboking313 (Inkling) Vs. bc | Mr.R (Chrom) Smash Ultimate Division 2 Winners   \n",
       "1018                   SNS5 SSBU - GG | Xeno (Lucina) Vs. Blank- (Pichu) Smash Ultimate Division 2 Winners   \n",
       "1019     SNS5 SSBU - The Great Gonzales (Palutena) Vs. Skilly (Palutena) Smash Ultimate Division 2 Winners   \n",
       "1020      SNS5 SSBU - Regulating_mofo (Mega Man) Vs. GMU | File (Bowser) Smash Ultimate Division 2 Winners   \n",
       "1021            SNS5 SSBU - UGS | Bushi (Snake) Vs. BlazingPasta (Peach) Smash Ultimate Division 2 Winners   \n",
       "1022                 SNS5 SSBU - Elegant (Luigi) Vs. GEKI | Gackt (Ness) Smash Ultimate Division 2 Winners   \n",
       "1023                        SNS5 SSBU - Lui$ (Fox) Vs. eU | Samsora (Peach) Smash Ultimate Winner's Top 64   \n",
       "1024                SNS5 SSBU - TSM | Tweek (Joker, Roy) Vs. Wizzrobe (Wolf) Smash Ultimate Winners Top 64   \n",
       "1025          SNS5 SSBU - FOX MVG | Mkleo (Joker) Vs. Ho3K | Gen (Palutena) Smash Ultimate Winner's Top 64   \n",
       "1026          SNS5 SSBU - PG | Marss (Zero Suit Samus) Vs. Demise | ZD (Fox) Smash Ultimate Winners Top 64   \n",
       "1027            SNS5 SSBU - CLG | VoiD (Pichu) Vs. MVG | Dark Wizzy (Mario) Smash Ultimate Winner's Top 64   \n",
       "1028     SNS5 SSBU - NRG | Nairo (Palutena) Vs. PA | CaptainZack (Bayonetta) Smash Ultimate Winners Top 64   \n",
       "1029   SNS5 SSBU - NA | Sinnyboo242 (Inkling) Vs. EMG | Blacktwins13 (Pichu) Smash Ultimate Loser's Top 48   \n",
       "1030                 SNS5 SSBU - Rogue | Light (Fox) Vs. AMG | 8BitMan (ROB) Smash Ultimate Winners Top 64   \n",
       "1031      SNS5 SSBU - The Great Gonzales (Palutena) Vs. TSM | Tweek (Y.Link) Smash Ultimate Loser's Top 48   \n",
       "1032                   SNS5 SSBU - BC | Mr. R (Chrom) Vs. OES | RFang (Pichu) Smash Ultimate Losers Top 32   \n",
       "1033                      SNS5 SSBU - Wizzrobe (Wolf) Vs. LeeT (Mii Brawler) Smash Ultimate Winners Top 32   \n",
       "1034           SNS5 SSBU - eUnited | Samsora (Peach) Vs. MVG | Salem (Shulk) Smash Ultimate Winners Top 32   \n",
       "1035              SNS5 SSBU - Rogue | Light (Fox) Vs. Demise | Mr E (Lucina) Smash Ultimate Winners Top 32   \n",
       "1036         SNS5 SSBU - PG | Marss (Zero Suit Samus) Vs. HPT | Seth (Yoshi) Smash Ultimate Winners Top 32   \n",
       "1037          SNS5 SSBU - Dark Wizzy (Mario) Vs. PA | CaptainZack (Bayonetta) Smash Ultimate Losers Top 32   \n",
       "1038        SNS5 SSBU - FOX MVG | MkLeo (Joker) Vs. Wishes (Pokemon Trainer) Smash Ultimate Winners Top 32   \n",
       "1039      SNS5 SSBU - Liquid'Dabuz (Rosalina & Luma) Vs. Shoyo James (Chrom) Smash Ultimate Winners Top 32   \n",
       "1040                 SNS5 SSBU - NRG | Nairo (Lucina) Vs. CLG | VoiD (Pichu) Smash Ultimate Winners Top 32   \n",
       "1041                          SNS5 SSBU - Ally (Snake) Vs. Wizzrobe (Wolf) Smash Ultimate Winners Quarters   \n",
       "1042                  SNS5 SSBU - MVG | ScAtt (Snake) Vs. AMG | 8bitman (ROB) Smash Ultimate Losers Top 32   \n",
       "1043                        SNS5 SSBU - LeoN (Bowser) Vs. DOG | Blank (Chrom) Smash Ultimate Losers Top 24   \n",
       "1044               SNS5 SSBU - CLG | VoiD (Pichu) Vs. Rogue | Light  (Fox) Smash Ultimate Winners Quarters   \n",
       "1045                 SNS5 SSBU - Wishes (PT) Vs. PA | CaptainZack (Bayonetta) Smash Ultimate Losers Top 24   \n",
       "1046    SNS5 SSBU - PG | Marss  (Zero Suit Samus ) Vs. Shoyo James (Chrom) Smash Ultimate Winners Quarters   \n",
       "1047   SNS5 SSBU - FOX | MVG | MkLeo (Joker) Vs. eUnited | Samsora (Peach) Smash Ultimate Winners Quarters   \n",
       "1048              SNS5 SSBU - LeoN (Bowser) Vs. PG | Cosmos (Inkling, Corrin) Smash Ultimate Losers Top 16   \n",
       "1049             SNS5 SSBU - Demise | Mr E (Lucina) Vs. Mazer | NAKAT (Pichu) Smash Ultimate Losers Top 16   \n",
       "1050                SNS5 SSBU - Rogue | Light (Fox) Vs. Liquid'Dabuz (Olimar) Smash Ultimate Losers Top 12   \n",
       "1051         SNS5 SSBU - MVG | ScAtt (Snake) Vs. PA | CaptainZack (Bayonetta) Smash Ultimate Losers Top 16   \n",
       "1052              SNS5 SSBU - Shoyo James  (Chrom) Vs. Mazer | NAKAT  (Pichu) Smash Ultimate Losers Top 12   \n",
       "1053                  SNS5 SSBU - eUnited | Samsora (Peach) Vs. LeoN (Bowser) Smash Ultimate Losers Top 12   \n",
       "1054             SNS5 SSBU - Wizzrobe (Wolf) Vs. MVG | ScAtt (Snake, Inkling) Smash Ultimate Losers Top 12   \n",
       "1055        SNS5 SSBU - Mazer | NAKAT (Pichu) Vs. eUnited | Samsora (Peach) Smash Ultimate Loser's Eighths   \n",
       "1056                  SNS5 SSBU - Wizzrobe (Wolf) Vs. Liquid'Dabuz (Olimar) Smash Ultimate Loser's Eighths   \n",
       "1057                      SNS5 SSBU - Ally (Snake) Vs. CLG.VoiD (Pichu) Smash Ultimate Winner's Semifinals   \n",
       "1058           SNS5 SSBU - PG | Marss (ZSS) Vs. FOX MVG | Mkleo (Joker) Smash Ultimate Winner's Semifinals   \n",
       "1059   SNS5 SSBU - CLG | VoiD (Joker, Pichu) Vs. eUnited | Samsora (Peach) Smash Ultimate Loser's Quarters   \n",
       "1060    SNS5 SSBU - Liquid'Dabuz (Olimar, Rosa, Palu) Vs. PG | Marss (ZSS) Smash Ultimate Loser's Quarters   \n",
       "1061                   SNS5 SSBU - FOX MVG | Mkleo (Joker) Vs. Ally (Snake) Smash Ultimate Winner's Finals   \n",
       "1062          SNS5 SSBU - eUnited | Samsora (Peach) Vs. PG | Marss (ZSS) Smash Ultimate Loser's Semifinals   \n",
       "1063                  SNS5 SSBU - eUnited | Samsora (Peach) Vs. Ally (Snake) Smash Ultimate Loser's Finals   \n",
       "1064      SNS5 SSBU - FOX MVG | Mkleo (Joker) Vs. eUnited | Samsora (Palutena) Smash Ultimate Grand Finals   \n",
       "1065                                                    SNS5 - Liquid'Hungrybox Interviews FOX MVG | Mkleo   \n",
       "1066                                                      SNS5 - Liquid'Hungrybox Interviews Mazer | NAKAT   \n",
       "1067                 EVO 2019 SSBU - Lui$ (Fox) Vs. ProtoBanham (Lucina) Smash Ultimate Tournament Top 256   \n",
       "1105  EVO 2019 SSBU - NVR | Elegant (Luigi) Vs. ARM | Banana Boy (Yoshi) Smash Ultimate Tournament Top 256   \n",
       "1106         EVO 2019 SSBU - Liquid` Dabuz (Olimar) Vs. ATH | DD (Wario) Smash Ultimate Tournament Top 256   \n",
       "1107               EVO 2019 SSBU - Kome (Shulk) Vs. eU | Samsora (Peach) Smash Ultimate Tournament Top 256   \n",
       "1108                  EVO 2019 SSBU - Rogue | Light (Fox) Vs. FOW (Ness) Smash Ultimate Tournament Top 256   \n",
       "1109       EVO 2019 SSBU - NRG | Nairo (Palutena) Vs. BC | Mr. R (Chrom) Smash Ultimate Tournament Top 256   \n",
       "1110                 EVO 2019 SSBU - Lui$ (Fox) Vs. ProtoBanham (Lucina) Smash Ultimate Tournament Top 256   \n",
       "1111          EVO 2019 SSBU - PG | Marss (ZSS) Vs. NVR | Elegant (Luigi) Smash Ultimate Tournament Top 256   \n",
       "1112      EVO 2019 SSBU - FOX | MkLeo (Joker) Vs. R2G | Kameme (Mega Man) Smash Ultimate Tournament Top 32   \n",
       "1113            EVO 2019 SSBU - SLY | Glutonny (Wario) Vs. Shogun (Snake) Smash Ultimate Tournament Top 32   \n",
       "1114  EVO 2019 SSBU - TSM | Tweek (Pokemon Trainer) Vs. Protobanham (Lucina) Smash Ultimate Tournament T32   \n",
       "1115        [OFFSTREAM] EVO 2019 SSBU - PG | Marss (ZSS) Vs. Nietono (Wario) Smash Ultimate Winners Top 32   \n",
       "1116  [OFFSTREAM] EVO 2019 SSBU - NRG | Nairo (Palutena) Vs. kept (Isabelle, Villager) Smash Ultimate LT32   \n",
       "1117    EVO 2019 SSBU - Liquid` Dabuz (Olimar) Vs. Raito (Duck Hunt) Smash Ultimate Tournament W. Quarters   \n",
       "1118  EVO 2019 SSBU - DNG | Nietono (Wario) Vs. eU | Samsora (Peach) Smash Ultimate Tournament W. Quarters   \n",
       "1119       EVO 2019 SSBU - SLY | Glutonny (Wario) Vs. R2G | Kameme (Mega Man) Smash Ultimate Tournament WQ   \n",
       "1120  EVO 2019 SSBU - TSM | Tweek (Pokemon Trainer) Vs SNB | Abadango (Wario) Smash Ultimate Tournament WQ   \n",
       "1121  [OFFSTREAM] EVO 2019 SSBU - NRG | Nairo (Palutena) Vs. PG | Marss (ZSS) Smash Ultimate Losers Top 24   \n",
       "1122   [OFFSTREAM] EVO 2019 SSBU - BC | Mr. R (Snake, Chrom) Vs. ProtoBanham (Lucina, Ink) Ultimate Top 16   \n",
       "1123  EVO 2019 SSBU - TL | Dabuz (Olimar, Rosa) Vs Rogue | Light (Fox) Smash Ultimate Tournament L. Top 12   \n",
       "1124     EVO 2019 SSBU - GV | Zackray (Wolf) Vs. DNG | Nietono (Wario) Smash Ultimate Tournament L. Top 12   \n",
       "1125  EVO 2019 SSBU - R2G | Kameme (Mega Man) Vs. Protobanham (Lucina) Smash Ultimate Tournament L. Top 12   \n",
       "1126    EVO 2019 SSBU - FOX | MkLeo (Joker) Vs. SNB | Abadango (Wario) Smash Ultimate Tournament L. Top 12   \n",
       "1127          EVO 2019 OFF STREAM - Maister (Game & Watch) Vs. Raito (Duck Hunt) Smash Ultimate Tournament   \n",
       "1128           EVO 2019 OFF STREAM - MVD (Snake) Vs. Konga (Donkey Kong) Smash Ultimate Tournament Top 256   \n",
       "1129  EVO 2019 SSBU - Raito (Duck Hunt) Vs. SLY | Glutonny (Wario) Smash Ultimate Tournament Winners Semis   \n",
       "1130   EVO 2019 SSBU - TSM | Tweek (Pokemon Trainer) Vs. eU | Samsora (Peach) Smash Ultimate Winners Semis   \n",
       "1131  EVO 2019 SSBU - Rogue | Light (Fox) Vs Protobanham (Lucina) Smash Ultimate Tournament Losers Eighths   \n",
       "1132  EVO 2019 SSBU - FOX | MkLeo (Joker) Vs. GW | Zackray (Wolf) Smash Ultimate Tournament Losers Eighths   \n",
       "1133   EVO 2019 SSBU - eU | Samsora (Peach) Vs. Protobanham (Lucina) Smash Ultimate Tournament L. Quarters   \n",
       "1134   EVO 2019 SSBU - FOX | MkLeo (Joker) Vs. Raito (Duck Hunt) Smash Ultimate Tournament Losers Quarters   \n",
       "1135  EVO 2019 SSBU - SLY | Glutonny (Wario) Vs. TSM | Tweek (PT) Smash Ultimate Tournament Winners Finals   \n",
       "1136   EVO 2019 SSBU - FOX | MkLeo (Joker) Vs. eU | Samsora (Peach) Smash Ultimate Tournament Losers Semis   \n",
       "1137  EVO 2019 SSBU - SLY | Glutonny (Wario) Vs FOX | MkLeo (Joker) Smash Ultimate Tournament Losers Final   \n",
       "1138          EVO 2019 Smash Ultimate Grand Finals - TSM | Tweek (Pokemon Trainer) Vs. FOX | MkLeo (Joker)   \n",
       "\n",
       "      video_length  video_views        published_date            tournament  \\\n",
       "35        00:07:57         2657  2020-02-22T19:25:45Z        Frostbite 2020   \n",
       "107       00:10:01        86312  2020-02-23T16:45:26Z        Frostbite 2020   \n",
       "108       00:10:34         7065  2020-02-23T16:46:17Z        Frostbite 2020   \n",
       "109       00:10:01        86312  2020-02-23T16:45:26Z        Frostbite 2020   \n",
       "110       00:10:34         7065  2020-02-23T16:46:17Z        Frostbite 2020   \n",
       "111       00:12:16        36223  2020-02-23T16:53:47Z        Frostbite 2020   \n",
       "112       00:15:43         6764  2020-02-23T17:19:26Z        Frostbite 2020   \n",
       "113       00:14:54         9935  2020-02-23T17:23:18Z        Frostbite 2020   \n",
       "114       00:16:20        19184  2020-02-23T17:21:52Z        Frostbite 2020   \n",
       "115       00:17:02        30083  2020-02-23T17:49:43Z        Frostbite 2020   \n",
       "116       00:24:17        19024  2020-02-23T18:09:05Z        Frostbite 2020   \n",
       "117       00:10:12        53585  2020-02-23T17:55:34Z        Frostbite 2020   \n",
       "118       00:15:00        71707  2020-02-23T18:13:49Z        Frostbite 2020   \n",
       "119       00:16:39        11729  2020-02-23T18:21:17Z        Frostbite 2020   \n",
       "120       00:25:30        55252  2020-02-23T18:34:27Z        Frostbite 2020   \n",
       "121       00:17:02         9023  2020-02-23T18:40:37Z        Frostbite 2020   \n",
       "122       00:17:30         5920  2020-02-23T18:55:57Z        Frostbite 2020   \n",
       "123       00:19:36        39226  2020-02-23T19:04:44Z        Frostbite 2020   \n",
       "124       00:15:52         8529  2020-02-23T19:07:34Z        Frostbite 2020   \n",
       "125       00:11:18       599665  2020-02-23T19:11:14Z        Frostbite 2020   \n",
       "126       00:10:01         3943  2020-02-23T19:17:01Z        Frostbite 2020   \n",
       "127       00:20:52        31685  2020-02-23T19:39:37Z        Frostbite 2020   \n",
       "128       00:18:45        10970  2020-02-23T19:41:53Z        Frostbite 2020   \n",
       "129       00:23:08        13054  2020-02-23T19:49:16Z        Frostbite 2020   \n",
       "130       00:12:07         8685  2020-02-23T19:50:21Z        Frostbite 2020   \n",
       "131       00:16:58        71125  2020-02-23T20:12:10Z        Frostbite 2020   \n",
       "132       00:18:05        30375  2020-02-23T20:21:28Z        Frostbite 2020   \n",
       "133       00:22:18        15336  2020-02-23T20:26:46Z        Frostbite 2020   \n",
       "134       00:19:09         6937  2020-02-23T20:44:15Z        Frostbite 2020   \n",
       "135       00:15:36       171816  2020-02-23T20:31:07Z        Frostbite 2020   \n",
       "136       00:19:27       196469  2020-02-23T21:10:51Z        Frostbite 2020   \n",
       "137       00:12:08        52733  2020-02-23T20:56:38Z        Frostbite 2020   \n",
       "138       00:21:47        12154  2020-02-23T21:21:58Z        Frostbite 2020   \n",
       "139       00:13:59       108510  2020-02-23T21:20:48Z        Frostbite 2020   \n",
       "140       00:14:41        20566  2020-02-23T21:27:07Z        Frostbite 2020   \n",
       "141       00:12:43        41727  2020-02-23T21:23:05Z        Frostbite 2020   \n",
       "142       00:04:40        45571  2020-02-23T21:51:35Z        Frostbite 2020   \n",
       "143       00:13:52        80979  2020-02-23T21:44:02Z        Frostbite 2020   \n",
       "144       00:13:55        37186  2020-02-23T21:52:48Z        Frostbite 2020   \n",
       "145       00:24:58        55015  2020-02-23T22:17:14Z        Frostbite 2020   \n",
       "146       00:28:24        22592  2020-02-23T22:19:34Z        Frostbite 2020   \n",
       "147       00:13:52        11225  2020-02-23T22:18:09Z        Frostbite 2020   \n",
       "148       00:17:47        52446  2020-02-23T22:40:31Z        Frostbite 2020   \n",
       "149       00:12:12        16864  2020-02-23T22:42:19Z        Frostbite 2020   \n",
       "150       00:14:43        13553  2020-02-23T22:50:37Z        Frostbite 2020   \n",
       "151       00:13:50        95029  2020-02-23T22:46:11Z        Frostbite 2020   \n",
       "152       00:18:00       110543  2020-02-23T22:53:29Z        Frostbite 2020   \n",
       "153       00:23:08        42848  2020-02-23T23:03:46Z        Frostbite 2020   \n",
       "154       00:08:55       240567  2020-02-23T23:12:01Z        Frostbite 2020   \n",
       "155       00:13:21         8450  2020-02-23T23:28:06Z        Frostbite 2020   \n",
       "156       00:13:59        13477  2020-02-23T23:33:03Z        Frostbite 2020   \n",
       "157       00:19:29       107936  2020-02-23T23:42:45Z        Frostbite 2020   \n",
       "158       00:17:32       101338  2020-02-24T00:00:06Z        Frostbite 2020   \n",
       "159       00:19:25       178659  2020-02-24T00:03:07Z        Frostbite 2020   \n",
       "160       00:11:14        31376  2020-02-24T00:12:36Z        Frostbite 2020   \n",
       "161       00:10:54        31658  2020-02-24T00:46:39Z        Frostbite 2020   \n",
       "162       00:20:07       484841  2020-02-24T01:29:35Z        Frostbite 2020   \n",
       "163       00:20:59        76135  2020-02-24T01:49:35Z        Frostbite 2020   \n",
       "164       00:16:50        24302  2020-02-24T02:11:14Z        Frostbite 2020   \n",
       "165       00:23:21        60955  2020-02-24T02:41:09Z        Frostbite 2020   \n",
       "166       00:15:40        47130  2020-02-24T02:56:12Z        Frostbite 2020   \n",
       "167       00:15:46        99358  2020-02-24T03:38:18Z        Frostbite 2020   \n",
       "168       00:26:46       287030  2020-02-24T04:22:05Z        Frostbite 2020   \n",
       "169       00:19:18       282636  2020-02-24T04:43:55Z        Frostbite 2020   \n",
       "170       00:47:17       681550  2020-02-24T05:57:26Z        Frostbite 2020   \n",
       "200       00:07:18         5735  2019-08-10T00:00:57Z  Super Smash Con 2019   \n",
       "205       00:10:01         2299  2019-08-10T17:13:16Z  Super Smash Con 2019   \n",
       "251       00:09:55         4622  2019-08-11T14:29:50Z  Super Smash Con 2019   \n",
       "252       00:14:54         4947  2019-08-11T14:32:53Z  Super Smash Con 2019   \n",
       "253       00:10:43        20317  2019-08-11T14:33:36Z  Super Smash Con 2019   \n",
       "254       00:06:37         9443  2019-08-11T14:36:33Z  Super Smash Con 2019   \n",
       "255       00:11:03       184854  2019-08-11T14:43:10Z  Super Smash Con 2019   \n",
       "256       00:07:09         7145  2019-08-11T14:59:04Z  Super Smash Con 2019   \n",
       "257       00:07:44        27170  2019-08-11T14:59:07Z  Super Smash Con 2019   \n",
       "258       00:21:25        14141  2019-08-11T15:09:19Z  Super Smash Con 2019   \n",
       "259       00:13:19         4044  2019-08-11T15:12:47Z  Super Smash Con 2019   \n",
       "260       00:15:20        20389  2019-08-11T15:15:08Z  Super Smash Con 2019   \n",
       "261       00:20:52        31176  2019-08-11T15:31:56Z  Super Smash Con 2019   \n",
       "262       00:16:29        11561  2019-08-11T15:37:38Z  Super Smash Con 2019   \n",
       "263       00:12:27        24570  2019-08-11T15:36:53Z  Super Smash Con 2019   \n",
       "264       00:15:26        35917  2019-08-11T15:49:45Z  Super Smash Con 2019   \n",
       "265       00:09:53         5945  2019-08-11T16:02:09Z  Super Smash Con 2019   \n",
       "266       00:18:19         4255  2019-08-11T16:03:14Z  Super Smash Con 2019   \n",
       "267       00:22:22        28329  2019-08-11T16:09:04Z  Super Smash Con 2019   \n",
       "268       00:15:05        21895  2019-08-11T16:22:41Z  Super Smash Con 2019   \n",
       "269       00:12:12       124933  2019-08-11T16:18:42Z  Super Smash Con 2019   \n",
       "270       00:10:00         6842  2019-08-11T16:22:08Z  Super Smash Con 2019   \n",
       "271       00:07:21        13674  2019-08-11T16:29:40Z  Super Smash Con 2019   \n",
       "272       00:06:05        11804  2019-08-11T16:31:33Z  Super Smash Con 2019   \n",
       "273       00:13:21        11265  2019-08-11T16:42:45Z  Super Smash Con 2019   \n",
       "274       00:11:39         7103  2019-08-11T16:49:24Z  Super Smash Con 2019   \n",
       "275       00:07:26         4348  2019-08-11T16:49:35Z  Super Smash Con 2019   \n",
       "276       00:06:52         6184  2019-08-11T16:49:46Z  Super Smash Con 2019   \n",
       "277       00:08:33         3308  2019-08-11T16:58:33Z  Super Smash Con 2019   \n",
       "278       00:11:25         2555  2019-08-11T17:05:47Z  Super Smash Con 2019   \n",
       "279       00:07:57         1989  2019-08-11T17:01:27Z  Super Smash Con 2019   \n",
       "281       00:11:18        90622  2019-08-11T17:19:13Z  Super Smash Con 2019   \n",
       "283       00:15:06        26236  2019-08-11T17:27:17Z  Super Smash Con 2019   \n",
       "289       00:20:02        20444  2019-08-11T17:47:01Z  Super Smash Con 2019   \n",
       "293       00:13:09         2724  2019-08-11T17:44:56Z  Super Smash Con 2019   \n",
       "...            ...          ...                   ...                   ...   \n",
       "1002      00:08:16         2079  2019-06-01T17:58:46Z    Smash 'N' Splash 5   \n",
       "1003      00:10:44         4044  2019-06-01T17:58:40Z    Smash 'N' Splash 5   \n",
       "1004      00:04:46         1540  2019-06-01T18:07:42Z    Smash 'N' Splash 5   \n",
       "1005      00:06:22         4217  2019-06-01T18:07:50Z    Smash 'N' Splash 5   \n",
       "1006      00:08:19         3142  2019-06-01T18:49:24Z    Smash 'N' Splash 5   \n",
       "1007      00:06:56         1156  2019-06-01T19:04:53Z    Smash 'N' Splash 5   \n",
       "1008      00:07:07          876  2019-06-01T19:10:54Z    Smash 'N' Splash 5   \n",
       "1009      00:09:11          950  2019-06-01T19:27:46Z    Smash 'N' Splash 5   \n",
       "1010      00:05:41         5290  2019-06-01T19:37:34Z    Smash 'N' Splash 5   \n",
       "1011      00:08:23         1458  2019-06-01T20:00:59Z    Smash 'N' Splash 5   \n",
       "1012      00:11:31         2902  2019-06-01T20:11:29Z    Smash 'N' Splash 5   \n",
       "1013      00:07:11         1179  2019-06-01T20:14:39Z    Smash 'N' Splash 5   \n",
       "1014      00:08:02         1031  2019-06-01T20:38:47Z    Smash 'N' Splash 5   \n",
       "1015      00:13:34          949  2019-06-01T21:05:08Z    Smash 'N' Splash 5   \n",
       "1016      00:09:07         5814  2019-06-01T21:12:19Z    Smash 'N' Splash 5   \n",
       "1017      00:06:33         1524  2019-06-01T21:12:22Z    Smash 'N' Splash 5   \n",
       "1018      00:06:28          817  2019-06-01T21:27:23Z    Smash 'N' Splash 5   \n",
       "1019      00:09:36          891  2019-06-01T21:39:06Z    Smash 'N' Splash 5   \n",
       "1020      00:05:33         1220  2019-06-01T21:44:01Z    Smash 'N' Splash 5   \n",
       "1021      00:06:26          780  2019-06-01T21:49:40Z    Smash 'N' Splash 5   \n",
       "1022      00:07:14        38666  2019-06-01T22:06:02Z    Smash 'N' Splash 5   \n",
       "1023      00:11:36         3073  2019-06-01T22:33:25Z    Smash 'N' Splash 5   \n",
       "1024      00:18:50       138645  2019-06-01T23:01:20Z    Smash 'N' Splash 5   \n",
       "1025      00:12:27        12114  2019-06-01T23:01:27Z    Smash 'N' Splash 5   \n",
       "1026      00:10:11         4794  2019-06-01T23:01:24Z    Smash 'N' Splash 5   \n",
       "1027      00:12:12         8509  2019-06-01T23:11:04Z    Smash 'N' Splash 5   \n",
       "1028      00:22:28       141274  2019-06-01T23:21:29Z    Smash 'N' Splash 5   \n",
       "1029      00:11:55         1176  2019-06-01T23:28:24Z    Smash 'N' Splash 5   \n",
       "1030      00:11:31         4368  2019-06-01T23:39:00Z    Smash 'N' Splash 5   \n",
       "1031      00:14:37        20794  2019-06-01T23:36:28Z    Smash 'N' Splash 5   \n",
       "1032      00:15:45         3821  2019-06-01T23:57:47Z    Smash 'N' Splash 5   \n",
       "1033      00:18:49        27494  2019-06-02T00:10:21Z    Smash 'N' Splash 5   \n",
       "1034      00:11:17        10580  2019-06-02T00:20:13Z    Smash 'N' Splash 5   \n",
       "1035      00:09:34        12337  2019-06-02T00:33:35Z    Smash 'N' Splash 5   \n",
       "1036      00:17:40        18850  2019-06-02T00:52:33Z    Smash 'N' Splash 5   \n",
       "1037      00:17:31        10604  2019-06-02T01:01:59Z    Smash 'N' Splash 5   \n",
       "1038      00:19:57       329440  2019-06-02T01:11:35Z    Smash 'N' Splash 5   \n",
       "1039      00:17:57        47732  2019-06-02T01:22:23Z    Smash 'N' Splash 5   \n",
       "1040      00:15:11        17939  2019-06-02T01:40:51Z    Smash 'N' Splash 5   \n",
       "1041      00:12:35        13527  2019-06-02T01:46:59Z    Smash 'N' Splash 5   \n",
       "1042      00:27:42         2058  2019-06-02T01:51:17Z    Smash 'N' Splash 5   \n",
       "1043      00:11:13        28150  2019-06-02T02:03:22Z    Smash 'N' Splash 5   \n",
       "1044      00:13:19        24361  2019-06-02T02:09:25Z    Smash 'N' Splash 5   \n",
       "1045      00:17:17        35366  2019-06-02T02:23:52Z    Smash 'N' Splash 5   \n",
       "1046      00:17:37        92274  2019-06-02T02:37:29Z    Smash 'N' Splash 5   \n",
       "1047      00:11:57       101743  2019-06-02T02:45:40Z    Smash 'N' Splash 5   \n",
       "1048      00:08:43       280938  2019-06-02T02:53:24Z    Smash 'N' Splash 5   \n",
       "1049      00:10:10         3303  2019-06-02T02:59:56Z    Smash 'N' Splash 5   \n",
       "1050      00:11:23         7764  2019-06-02T03:17:16Z    Smash 'N' Splash 5   \n",
       "1051      00:21:12        24932  2019-06-02T03:27:21Z    Smash 'N' Splash 5   \n",
       "1052      00:14:18         8370  2019-06-02T03:31:42Z    Smash 'N' Splash 5   \n",
       "1053      00:14:41       148379  2019-06-02T03:47:56Z    Smash 'N' Splash 5   \n",
       "1054      00:22:18        24649  2019-06-02T04:20:29Z    Smash 'N' Splash 5   \n",
       "1055      00:20:03         6578  2019-06-03T00:29:21Z    Smash 'N' Splash 5   \n",
       "1056      00:14:39        17083  2019-06-03T00:51:56Z    Smash 'N' Splash 5   \n",
       "1057      00:18:55        24970  2019-06-03T01:15:43Z    Smash 'N' Splash 5   \n",
       "1058      00:16:21       126309  2019-06-03T01:53:02Z    Smash 'N' Splash 5   \n",
       "1059      00:13:19        10073  2019-06-03T01:56:34Z    Smash 'N' Splash 5   \n",
       "1060      00:15:14        11011  2019-06-03T02:22:18Z    Smash 'N' Splash 5   \n",
       "1061      00:14:41       229581  2019-06-03T02:43:39Z    Smash 'N' Splash 5   \n",
       "1062      00:14:28        12991  2019-06-03T03:04:07Z    Smash 'N' Splash 5   \n",
       "1063      00:12:21        14798  2019-06-03T03:13:45Z    Smash 'N' Splash 5   \n",
       "1064      00:10:34       347627  2019-06-03T04:11:08Z    Smash 'N' Splash 5   \n",
       "1065      00:08:58        24066  2019-06-03T04:11:11Z    Smash 'N' Splash 5   \n",
       "1066      00:07:55         4328  2019-06-03T04:16:14Z    Smash 'N' Splash 5   \n",
       "1067      00:08:08         9736  2019-08-04T02:46:03Z              EVO 2019   \n",
       "1105      00:06:13        41326  2019-08-04T01:20:44Z              EVO 2019   \n",
       "1106      00:08:20         6228  2019-08-04T01:36:19Z              EVO 2019   \n",
       "1107      00:13:17        33192  2019-08-04T01:57:19Z              EVO 2019   \n",
       "1108      00:07:26        31392  2019-08-04T02:03:48Z              EVO 2019   \n",
       "1109      00:11:22        72101  2019-08-04T02:40:57Z              EVO 2019   \n",
       "1110      00:11:51        15319  2019-08-07T17:13:14Z              EVO 2019   \n",
       "1111      00:12:35       123039  2019-08-04T02:59:02Z              EVO 2019   \n",
       "1112      00:10:01       614391  2019-08-04T03:26:45Z              EVO 2019   \n",
       "1113      00:08:54        48420  2019-08-04T03:40:24Z              EVO 2019   \n",
       "1114      00:13:48       138931  2019-08-04T04:03:52Z              EVO 2019   \n",
       "1115      00:13:19         4551  2019-08-20T17:45:00Z              EVO 2019   \n",
       "1116      00:16:42         9762  2019-08-20T18:00:00Z              EVO 2019   \n",
       "1117      00:14:19        63635  2019-08-04T04:22:56Z              EVO 2019   \n",
       "1118      00:08:36        23301  2019-08-04T04:40:02Z              EVO 2019   \n",
       "1119      00:13:41        89903  2019-08-04T04:53:33Z              EVO 2019   \n",
       "1120      00:07:24        42576  2019-08-04T05:04:19Z              EVO 2019   \n",
       "1121      00:10:01         9429  2019-08-20T18:15:00Z              EVO 2019   \n",
       "1122      00:10:59         8052  2019-08-20T18:30:01Z              EVO 2019   \n",
       "1123      00:15:02        54687  2019-08-04T05:26:20Z              EVO 2019   \n",
       "1124      00:08:01        67322  2019-08-04T05:36:41Z              EVO 2019   \n",
       "1125      00:15:29        86402  2019-08-04T06:04:04Z              EVO 2019   \n",
       "1126      00:10:01       149406  2019-08-04T06:08:17Z              EVO 2019   \n",
       "1127      00:10:36        30047  2019-08-04T17:15:16Z              EVO 2019   \n",
       "1128      00:08:53         8883  2019-08-06T16:00:07Z              EVO 2019   \n",
       "1129      00:14:20        59551  2019-08-05T02:46:59Z              EVO 2019   \n",
       "1130      00:10:01        43552  2019-08-05T02:53:32Z              EVO 2019   \n",
       "1131      00:10:01       170427  2019-08-05T03:14:28Z              EVO 2019   \n",
       "1132      00:10:04       155593  2019-08-05T03:15:07Z              EVO 2019   \n",
       "1133      00:14:04        50056  2019-08-05T03:38:54Z              EVO 2019   \n",
       "1134      00:10:01        74680  2019-08-05T03:49:27Z              EVO 2019   \n",
       "1135      00:20:58        92554  2019-08-05T04:25:49Z              EVO 2019   \n",
       "1136      00:10:01        45171  2019-08-05T04:26:32Z              EVO 2019   \n",
       "1137      00:11:46       108058  2019-08-05T04:48:04Z              EVO 2019   \n",
       "1138      00:38:03      1836317  2019-08-05T06:04:24Z              EVO 2019   \n",
       "\n",
       "      number_of_characters              characters_in_set  \n",
       "35                       3             -Hero-Palutena-ROB  \n",
       "107                      2                    -ZSS-Bowser  \n",
       "108                      2                     -Joker-Fox  \n",
       "109                      2                    -ZSS-Bowser  \n",
       "110                      2                     -Joker-Fox  \n",
       "111                      2                  -Olimar-Luigi  \n",
       "112                      2                -Rosalina-Peach  \n",
       "113                      3            -Chrom-Wolf-Mr. G&W  \n",
       "114                      2                    -Peach-Wolf  \n",
       "115                      3        -Sheik-Wario-Young Link  \n",
       "116                      2                     -ROB-Mario  \n",
       "117                      2                       -ZSS-Fox  \n",
       "118                      2              -Peach-Young Link  \n",
       "119                      2                    -ROB-Bowser  \n",
       "120                      2                -Rosalina-Luigi  \n",
       "121                      2                    -Wario-Wolf  \n",
       "122                      2                     -ROB-Chrom  \n",
       "123                      2                 -Mario-Mr. G&W  \n",
       "124                      2                   -Shulk-Pichu  \n",
       "125                      2                   -Joker-Mario  \n",
       "126                      2                     -Pichu-Fox  \n",
       "127                      2                   -Wario-Sonic  \n",
       "128                      2              -Pac-Man-Palutena  \n",
       "129                      2                 -Inkling-Icies  \n",
       "130                      2           -Fox-Wii Fit Trainer  \n",
       "131                      2                  -Roy-Palutena  \n",
       "132                      3             -Wario-Trainer-Ike  \n",
       "133                      2                   -Zelda-Wario  \n",
       "134                      2                     -Ness-Palu  \n",
       "135                      3                 -G&W-ROB-Sheik  \n",
       "136                      3         -Joker-Hero-Dark Samus  \n",
       "137                      2                   -Mario-Pichu  \n",
       "138                      2                 -Pac-Man-Sonic  \n",
       "139                      2                   -Mario-Chrom  \n",
       "140                      2                   -Inkling-Roy  \n",
       "141                      2                  -Fox-Palutena  \n",
       "142                      2                 -Trainer-Sheik  \n",
       "143                      2                   -Mario-Joker  \n",
       "144                      2                -Young Link-G&W  \n",
       "145                      2                   -Wario-Peach  \n",
       "146                      2                -Mega Man-Sonic  \n",
       "147                      2                  -Rosalina-Fox  \n",
       "148                      2                   -Cloud-Luigi  \n",
       "149                      2                 -Pac-Man-Pichu  \n",
       "150                      2                    -Fox-Olimar  \n",
       "151                      2              -Trainer-Palutena  \n",
       "152                      2                     -ZSS-Joker  \n",
       "153                      2                     -ROB-Sheik  \n",
       "154                      2                     -ROB-Luigi  \n",
       "155                      3              -Sonic-Chrom-Wolf  \n",
       "156                      3          -Sonic-Fox-Diddy Kong  \n",
       "157                      3               -Fox-Pichu-Sheik  \n",
       "158                      2                -Young Link-Fox  \n",
       "159                      2                -Joker-Palutena  \n",
       "160                      2                     -ROB-Pichu  \n",
       "161                      2              -Sonic-Young Link  \n",
       "162                      2                     -ROB-Joker  \n",
       "163                      3          -Pac-Man-Trainer-Wolf  \n",
       "164                      2                    -G&W-Olimar  \n",
       "165                      2                 -Sonic-Pac-Man  \n",
       "166                      2                -Rosalina-Joker  \n",
       "167                      3             -G&W-Trainer-Wario  \n",
       "168                      2                 -Pac-Man-Joker  \n",
       "169                      2                    -Wolf-Joker  \n",
       "170                      4        -G&W-Pichu-Joker-Byleth  \n",
       "200                      3  -Pokemon Trainer-Inkling-Hero  \n",
       "205                      2       -Game & Watch-Young Link  \n",
       "251                      2          -Captain Falcon-Peach  \n",
       "252                      2                  -ZSS-Palutena  \n",
       "253                      2                -Mario-Villager  \n",
       "254                      2                  -Luigi-Olimar  \n",
       "255                      3           -ZSS-Palutena-Falcon  \n",
       "256                      2          -Captain Falcon-Snake  \n",
       "257                      2                   -Trainer-G&W  \n",
       "258                      2                   -Pac-Man-Fox  \n",
       "259                      2                     -Mario-Fox  \n",
       "260                      2              -Mega Man-Trainer  \n",
       "261                      2                  -ZSS-Villager  \n",
       "262                      2                 -Joker-Trainer  \n",
       "263                      2               -C. Falcon-Peach  \n",
       "264                      2            -ZSS-Captain Falcon  \n",
       "265                      2                    -Fox-Olimar  \n",
       "266                      2         -Mega Man-Game & Watch  \n",
       "267                      2              -Villager-Trainer  \n",
       "268                      2                     -Fox-Mario  \n",
       "269                      2               -Trainer-Trainer  \n",
       "270                      2                    -G&W-Falcon  \n",
       "271                      2                  -Joker-Olimar  \n",
       "272                      2                  -Bowser-Falco  \n",
       "273                      2                 -Trainer-Peach  \n",
       "274                      2                    -Wolf-Peach  \n",
       "275                      2                     -Ness-Ness  \n",
       "276                      2                 -Pikachu-Joker  \n",
       "277                      2                   -Peach-Cloud  \n",
       "278                      2                   -Snake-Peach  \n",
       "279                      2                    -Lucina-ROB  \n",
       "281                      2                     -Roy-Joker  \n",
       "283                      2                      -Fox-Wolf  \n",
       "289                      2                   -Pikachu-ROB  \n",
       "293                      2              -Mii Gunner-Joker  \n",
       "...                    ...                            ...  \n",
       "1002                     2                  -Ridley-Peach  \n",
       "1003                     2                  -Falco-Bowser  \n",
       "1004                     2              -Donkey Kong-Wolf  \n",
       "1005                     2                -C.Falcon-Zelda  \n",
       "1006                     2                   -Chrom-Daisy  \n",
       "1007                     2                  -Lucina-Snake  \n",
       "1008                     2                     -ROB-Snake  \n",
       "1009                     2                  -Chrom-Olimar  \n",
       "1010                     2           -Chrom-Piranha Plant  \n",
       "1011                     2               -Peach-Duck Hunt  \n",
       "1012                     2    -Pokemon Trainer-Young Link  \n",
       "1013                     2                   -Snake-Wario  \n",
       "1014                     2                  -Lucina-Wario  \n",
       "1015                     2      -Pokemon Trainer-Mega Man  \n",
       "1016                     2                 -Mega Man-Ness  \n",
       "1017                     2                 -Inkling-Chrom  \n",
       "1018                     2                  -Lucina-Pichu  \n",
       "1019                     2             -Palutena-Palutena  \n",
       "1020                     2               -Mega Man-Bowser  \n",
       "1021                     2                   -Snake-Peach  \n",
       "1022                     2                    -Luigi-Ness  \n",
       "1023                     2                     -Fox-Peach  \n",
       "1024                     3                -Joker-Roy-Wolf  \n",
       "1025                     2                -Joker-Palutena  \n",
       "1026                     2           -Zero Suit Samus-Fox  \n",
       "1027                     2                   -Pichu-Mario  \n",
       "1028                     2            -Palutena-Bayonetta  \n",
       "1029                     2                 -Inkling-Pichu  \n",
       "1030                     2                       -Fox-ROB  \n",
       "1031                     2               -Palutena-Y.Link  \n",
       "1032                     2                   -Chrom-Pichu  \n",
       "1033                     2              -Wolf-Mii Brawler  \n",
       "1034                     2                   -Peach-Shulk  \n",
       "1035                     2                    -Fox-Lucina  \n",
       "1036                     2         -Zero Suit Samus-Yoshi  \n",
       "1037                     2               -Mario-Bayonetta  \n",
       "1038                     2         -Joker-Pokemon Trainer  \n",
       "1039                     2         -Rosalina & Luma-Chrom  \n",
       "1040                     2                  -Lucina-Pichu  \n",
       "1041                     2                    -Snake-Wolf  \n",
       "1042                     2                     -Snake-ROB  \n",
       "1043                     2                  -Bowser-Chrom  \n",
       "1044                     2                     -Pichu-Fox  \n",
       "1045                     2                  -PT-Bayonetta  \n",
       "1046                     2         -Zero Suit Samus-Chrom  \n",
       "1047                     2                   -Joker-Peach  \n",
       "1048                     3         -Bowser-Inkling-Corrin  \n",
       "1049                     2                  -Lucina-Pichu  \n",
       "1050                     2                    -Fox-Olimar  \n",
       "1051                     2               -Snake-Bayonetta  \n",
       "1052                     2                   -Chrom-Pichu  \n",
       "1053                     2                  -Peach-Bowser  \n",
       "1054                     3            -Wolf-Snake-Inkling  \n",
       "1055                     2                   -Pichu-Peach  \n",
       "1056                     2                   -Wolf-Olimar  \n",
       "1057                     2                   -Snake-Pichu  \n",
       "1058                     2                     -ZSS-Joker  \n",
       "1059                     3             -Joker-Pichu-Peach  \n",
       "1060                     4          -Olimar-Rosa-Palu-ZSS  \n",
       "1061                     2                   -Joker-Snake  \n",
       "1062                     2                     -Peach-ZSS  \n",
       "1063                     2                   -Peach-Snake  \n",
       "1064                     2                -Joker-Palutena  \n",
       "1065                     0                                 \n",
       "1066                     0                                 \n",
       "1067                     2                    -Fox-Lucina  \n",
       "1105                     2                   -Luigi-Yoshi  \n",
       "1106                     2                  -Olimar-Wario  \n",
       "1107                     2                   -Shulk-Peach  \n",
       "1108                     2                      -Fox-Ness  \n",
       "1109                     2                -Palutena-Chrom  \n",
       "1110                     2                    -Fox-Lucina  \n",
       "1111                     2                     -ZSS-Luigi  \n",
       "1112                     2                -Joker-Mega Man  \n",
       "1113                     2                   -Wario-Snake  \n",
       "1114                     2        -Pokemon Trainer-Lucina  \n",
       "1115                     2                     -ZSS-Wario  \n",
       "1116                     3    -Palutena-Isabelle-Villager  \n",
       "1117                     2              -Olimar-Duck Hunt  \n",
       "1118                     2                   -Wario-Peach  \n",
       "1119                     2                -Wario-Mega Man  \n",
       "1120                     2         -Pokemon Trainer-Wario  \n",
       "1121                     2                  -Palutena-ZSS  \n",
       "1122                     4        -Snake-Chrom-Lucina-Ink  \n",
       "1123                     3               -Olimar-Rosa-Fox  \n",
       "1124                     2                    -Wolf-Wario  \n",
       "1125                     2               -Mega Man-Lucina  \n",
       "1126                     2                   -Joker-Wario  \n",
       "1127                     2        -Game & Watch-Duck Hunt  \n",
       "1128                     2             -Snake-Donkey Kong  \n",
       "1129                     2               -Duck Hunt-Wario  \n",
       "1130                     2         -Pokemon Trainer-Peach  \n",
       "1131                     2                    -Fox-Lucina  \n",
       "1132                     2                    -Joker-Wolf  \n",
       "1133                     2                  -Peach-Lucina  \n",
       "1134                     2               -Joker-Duck Hunt  \n",
       "1135                     2                      -Wario-PT  \n",
       "1136                     2                   -Joker-Peach  \n",
       "1137                     2                   -Wario-Joker  \n",
       "1138                     2         -Pokemon Trainer-Joker  \n",
       "\n",
       "[472 rows x 7 columns]"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "smash_videos[~smash_videos.video_title.str.lower().str.contains('pool')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>video_title</th>\n",
       "      <th>video_length</th>\n",
       "      <th>video_views</th>\n",
       "      <th>published_date</th>\n",
       "      <th>tournament</th>\n",
       "      <th>number_of_characters</th>\n",
       "      <th>characters_in_set</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Frostbite 2020 SSBU  - Skilly (Hero, Palutena) Vs. Kazma (ROB) Ultimate Singles - SSBU</td>\n",
       "      <td>00:07:57</td>\n",
       "      <td>2657</td>\n",
       "      <td>2020-02-22T19:25:45Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>3</td>\n",
       "      <td>-Hero-Palutena-ROB</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>Frostbite 2020 SSBU Winners Top 96 - PG | Marss (ZSS) Vs. SSG | LeoN (Bowser) Ultimate Singles</td>\n",
       "      <td>00:10:01</td>\n",
       "      <td>86312</td>\n",
       "      <td>2020-02-23T16:45:26Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-ZSS-Bowser</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>Frostbite 2020 SSBU Winners Top 96 - Roxas (Joker) Vs. R2G | Paseriman (Fox) Smash Ultimate Singles</td>\n",
       "      <td>00:10:34</td>\n",
       "      <td>7065</td>\n",
       "      <td>2020-02-23T16:46:17Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Joker-Fox</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>Frostbite 2020 SSBU Winners Top 96 - PG | Marss (ZSS) Vs. SSG | LeoN (Bowser) Ultimate Singles</td>\n",
       "      <td>00:10:01</td>\n",
       "      <td>86312</td>\n",
       "      <td>2020-02-23T16:45:26Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-ZSS-Bowser</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>Frostbite 2020 SSBU Winners Top 96 - Roxas (Joker) Vs. R2G | Paseriman (Fox) Smash Ultimate Singles</td>\n",
       "      <td>00:10:34</td>\n",
       "      <td>7065</td>\n",
       "      <td>2020-02-23T16:46:17Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Joker-Fox</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>Frostbite 2020 SSBU Winners Top 96 - SST | Shuton (Olimar) Vs. Armada | Elegant (Luigi) Singles</td>\n",
       "      <td>00:12:16</td>\n",
       "      <td>36223</td>\n",
       "      <td>2020-02-23T16:53:47Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Olimar-Luigi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>Frostbite 2020 SSBU Winners Top 96 - Liquid | Dabuz (Rosalina) Vs. MuteAce (Peach) Ultimate Singles</td>\n",
       "      <td>00:15:43</td>\n",
       "      <td>6764</td>\n",
       "      <td>2020-02-23T17:19:26Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Rosalina-Peach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>Frostbite 2020 SSBU Winners Top 96 - djb | MattyG (Chrom, Wolf) Vs. SSG | Maister (Mr. G&amp;W) Singles</td>\n",
       "      <td>00:14:54</td>\n",
       "      <td>9935</td>\n",
       "      <td>2020-02-23T17:23:18Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>3</td>\n",
       "      <td>-Chrom-Wolf-Mr. G&amp;W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>Frostbite 2020 SSBU Winners Top 96 - eUnited | Samsora (Peach) Vs. Charliedaking (Wolf) Singles</td>\n",
       "      <td>00:16:20</td>\n",
       "      <td>19184</td>\n",
       "      <td>2020-02-23T17:21:52Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Peach-Wolf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>Frostbite 2020 SSBU Winners Top 96 - R2G | Kameme (Sheik, Wario) Vs. Toast (Young Link) Singles</td>\n",
       "      <td>00:17:02</td>\n",
       "      <td>30083</td>\n",
       "      <td>2020-02-23T17:49:43Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>3</td>\n",
       "      <td>-Sheik-Wario-Young Link</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>Frostbite 2020 SSBU Winners Top 96 - FRKS | Grayson (ROB) Vs. MVG | Dark Wizzy (Mario) Singles</td>\n",
       "      <td>00:24:17</td>\n",
       "      <td>19024</td>\n",
       "      <td>2020-02-23T18:09:05Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-ROB-Mario</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>Frostbite 2020 SSBU Winners Top 96 - PG | Marss (ZSS) Vs. R2G | Paseriman (Fox) Ultimate Singles</td>\n",
       "      <td>00:10:12</td>\n",
       "      <td>53585</td>\n",
       "      <td>2020-02-23T17:55:34Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-ZSS-Fox</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>Frostbite 2020 SSBU Winners Top 96 - eUnited | Samsora (Peach) Vs. Toast (Young Link) Smash Ultimate</td>\n",
       "      <td>00:15:00</td>\n",
       "      <td>71707</td>\n",
       "      <td>2020-02-23T18:13:49Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Peach-Young Link</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>Frostbite 2020 SSBU Winners Top 96 - IluZ | Raffi-X (ROB) Vs. SSG | LeoN (Bowser) Ultimate Singles</td>\n",
       "      <td>00:16:39</td>\n",
       "      <td>11729</td>\n",
       "      <td>2020-02-23T18:21:17Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-ROB-Bowser</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>Frostbite 2020 SSBU Winners Top 32 - Liquid | Dabuz (Rosalina) Vs. Armada | Elegant (Luigi) Singles</td>\n",
       "      <td>00:25:30</td>\n",
       "      <td>55252</td>\n",
       "      <td>2020-02-23T18:34:27Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Rosalina-Luigi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>Frostbite 2020 SSBU Losers Top 32 - R2G | Kameme (Wario) Vs. Charliedaking (Wolf) Ultimate Singles</td>\n",
       "      <td>00:17:02</td>\n",
       "      <td>9023</td>\n",
       "      <td>2020-02-23T18:40:37Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Wario-Wolf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>Frostbite 2020 SSBU Losers Top 96 - FRKS | Grayson (ROB) Vs. djb | MattyG (Chrom) Ultimate Singles</td>\n",
       "      <td>00:17:30</td>\n",
       "      <td>5920</td>\n",
       "      <td>2020-02-23T18:55:57Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-ROB-Chrom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>Frostbite 2020 SSBU Winners Top 32 - MVG | Dark Wizzy (Mario) Vs. SSG | Maister (Mr. G&amp;W) Singles</td>\n",
       "      <td>00:19:36</td>\n",
       "      <td>39226</td>\n",
       "      <td>2020-02-23T19:04:44Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Mario-Mr. G&amp;W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>Frostbite 2020 SSBU Winners Top 96 - SG8 | Kome (Shulk) Vs. DNG | Nietono (Pichu) Ultimate Singles</td>\n",
       "      <td>00:15:52</td>\n",
       "      <td>8529</td>\n",
       "      <td>2020-02-23T19:07:34Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Shulk-Pichu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>Frostbite 2020 SSBU Winners Top 96 - MkLeo (Joker) Vs. Armada | Prodigy (Mario) Smash Ultimate</td>\n",
       "      <td>00:11:18</td>\n",
       "      <td>599665</td>\n",
       "      <td>2020-02-23T19:11:14Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Joker-Mario</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>Frostbite 2020 SSBU Losers Top 96 - Mazer | NAKAT (Pichu) Vs. Comet (Fox) Smash Ultimate Singles</td>\n",
       "      <td>00:10:01</td>\n",
       "      <td>3943</td>\n",
       "      <td>2020-02-23T19:17:01Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Pichu-Fox</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>Frostbite 2020 SSBU Winners Top 96 - Solary | Glutonny (Wario) Vs. Wrath (Sonic) Ultimate Singles</td>\n",
       "      <td>00:20:52</td>\n",
       "      <td>31685</td>\n",
       "      <td>2020-02-23T19:39:37Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Wario-Sonic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>Frostbite 2020 SSBU Winners Top 96 - SG8 | Tea (Pac-Man) Vs. Mystearica (Palutena) Ultimate Singles</td>\n",
       "      <td>00:18:45</td>\n",
       "      <td>10970</td>\n",
       "      <td>2020-02-23T19:41:53Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Pac-Man-Palutena</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>Frostbite 2020 SSBU Losers Top 96 - Cosmos (Inkling) Vs. Gooshi | ???? (Icies) Ultimate Singles</td>\n",
       "      <td>00:23:08</td>\n",
       "      <td>13054</td>\n",
       "      <td>2020-02-23T19:49:16Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Inkling-Icies</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>Frostbite 2020 SSBU Winners Top 96 - Rogue | Light (Fox) Vs. DLX | varun (Wii Fit Trainer) Singles</td>\n",
       "      <td>00:12:07</td>\n",
       "      <td>8685</td>\n",
       "      <td>2020-02-23T19:50:21Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Fox-Wii Fit Trainer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>Frostbite 2020 SSBU Winners Top 96 - Kola (Roy) Vs. NRG | Nairo (Palutena) Smash Ultimate Singles</td>\n",
       "      <td>00:16:58</td>\n",
       "      <td>71125</td>\n",
       "      <td>2020-02-23T20:12:10Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Roy-Palutena</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>Frostbite 2020 SSBU Winners Top 96 - TSM | Tweek (Wario, Trainer) Vs. UGS | Ravenking (Ike) Singles</td>\n",
       "      <td>00:18:05</td>\n",
       "      <td>30375</td>\n",
       "      <td>2020-02-23T20:21:28Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>3</td>\n",
       "      <td>-Wario-Trainer-Ike</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>Frostbite 2020 SSBU Losers Top 96 - sugoi | ven (Zelda) Vs. SLY | Glutonny (Wario) Smash Ultimate</td>\n",
       "      <td>00:22:18</td>\n",
       "      <td>15336</td>\n",
       "      <td>2020-02-23T20:26:46Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Zelda-Wario</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>Frostbite 2020 SSBU Losers Top 96 - Armada | BestNess (Ness) Vs. Mystearica (Palu) Ultimate Singles</td>\n",
       "      <td>00:19:09</td>\n",
       "      <td>6937</td>\n",
       "      <td>2020-02-23T20:44:15Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Ness-Palu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>Frostbite 2020 SSBU Winners Top 96 - GW | zackray (G&amp;W, ROB) Vs. CLG | VoiD (Sheik) Smash Singles</td>\n",
       "      <td>00:15:36</td>\n",
       "      <td>171816</td>\n",
       "      <td>2020-02-23T20:31:07Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>3</td>\n",
       "      <td>-G&amp;W-ROB-Sheik</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>Frostbite 2020 SSBU Losers Top 32 - MkLeo (Joker) Vs MVG | Salem (Hero, Dark Samus) Ultimate Singles</td>\n",
       "      <td>00:19:27</td>\n",
       "      <td>196469</td>\n",
       "      <td>2020-02-23T21:10:51Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>3</td>\n",
       "      <td>-Joker-Hero-Dark Samus</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>Frostbite 2020 SSBU Winners Top 96 - Armada | Prodigy (Mario) Vs DNG | Nietono (Pichu) Smash Singles</td>\n",
       "      <td>00:12:08</td>\n",
       "      <td>52733</td>\n",
       "      <td>2020-02-23T20:56:38Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Mario-Pichu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>Frostbite 2020 SSBU Winners Top 96 - SG8 | Tea (Pac-Man) Vs. Wrath (Sonic) Smash Ultimate Singles</td>\n",
       "      <td>00:21:47</td>\n",
       "      <td>12154</td>\n",
       "      <td>2020-02-23T21:21:58Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Pac-Man-Sonic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>Frostbite 2020 SSBU Losers Top 24 - Armada | Prodigy (Mario) Vs. djb | MattyG (Chrom) Singles</td>\n",
       "      <td>00:13:59</td>\n",
       "      <td>108510</td>\n",
       "      <td>2020-02-23T21:20:48Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Mario-Chrom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>Frostbite 2020 SSBU Losers Top 96 - Cosmos (Inkling) Vs. Kola (Roy) Smash Ultimate Singles</td>\n",
       "      <td>00:14:41</td>\n",
       "      <td>20566</td>\n",
       "      <td>2020-02-23T21:27:07Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Inkling-Roy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>Frostbite 2020 SSBU Winners Top 96 - Rogue | Light  (Fox) Vs NRG | Nairo (Palutena) Ultimate Singles</td>\n",
       "      <td>00:12:43</td>\n",
       "      <td>41727</td>\n",
       "      <td>2020-02-23T21:23:05Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Fox-Palutena</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>Frostbite 2020 SSBU Winners Top 96 - TSM | Tweek (Trainer) Vs. CLG | VoiD  (Sheik) Ultimate Singles</td>\n",
       "      <td>00:04:40</td>\n",
       "      <td>45571</td>\n",
       "      <td>2020-02-23T21:51:35Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Trainer-Sheik</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>Frostbite 2020 SSBU Losers Top 24 - MVG | Dark Wizzy (Mario) Vs. MkLeo (Joker) Ultimate Singles</td>\n",
       "      <td>00:13:52</td>\n",
       "      <td>80979</td>\n",
       "      <td>2020-02-23T21:44:02Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Mario-Joker</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>Frostbite 2020 SSBU Winners Quarters - NFT | Toast (Young Link) Vs SSG | Maister (G&amp;W) Smash Singles</td>\n",
       "      <td>00:13:55</td>\n",
       "      <td>37186</td>\n",
       "      <td>2020-02-23T21:52:48Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Young Link-G&amp;W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>Frostbite 2020 SSBU Losers Top 24 - Solary | Glutonny (Wario) Vs. eUnited | Samsora (Peach) Singles</td>\n",
       "      <td>00:24:58</td>\n",
       "      <td>55015</td>\n",
       "      <td>2020-02-23T22:17:14Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Wario-Peach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>Frostbite 2020 SSBU Losers Top 24 - R2G | Kameme (Mega Man) Vs. Wrath (Sonic) Ultimate Singles</td>\n",
       "      <td>00:28:24</td>\n",
       "      <td>22592</td>\n",
       "      <td>2020-02-23T22:19:34Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Mega Man-Sonic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>Frostbite 2020 SSBU Winners Quarters - Liquid | Dabuz (Rosalina) Vs. R2G | Paseriman (Fox) Singles</td>\n",
       "      <td>00:13:52</td>\n",
       "      <td>11225</td>\n",
       "      <td>2020-02-23T22:18:09Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Rosalina-Fox</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>Frostbite 2020 SSBU Losers Top 24 - Kola (Cloud) Vs. Armada | Elegant (Luigi) Ultimate Singles</td>\n",
       "      <td>00:17:47</td>\n",
       "      <td>52446</td>\n",
       "      <td>2020-02-23T22:40:31Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Cloud-Luigi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>Frostbite 2020 SSBU Winners Quarters - SG8 | Tea (Pac-Man) Vs. DNG | Nietono (Pichu) Smash Singles</td>\n",
       "      <td>00:12:12</td>\n",
       "      <td>16864</td>\n",
       "      <td>2020-02-23T22:42:19Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Pac-Man-Pichu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>Frostbite 2020 SSBU Losers Top 24 - Rogue | Light (Fox) Vs. SST | Shuton (Olimar) Ultimate Singles</td>\n",
       "      <td>00:14:43</td>\n",
       "      <td>13553</td>\n",
       "      <td>2020-02-23T22:50:37Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Fox-Olimar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>Frostbite 2020 SSBU Winners Quarters - TSM | Tweek (Trainer) Vs NRG | Nairo (Palutena) Smash Singles</td>\n",
       "      <td>00:13:50</td>\n",
       "      <td>95029</td>\n",
       "      <td>2020-02-23T22:46:11Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Trainer-Palutena</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>Frostbite 2020 SSBU Losers Top 24 - PG | Marss (ZSS) Vs GW | Zackray (Joker) Ultimate Singles</td>\n",
       "      <td>00:18:00</td>\n",
       "      <td>110543</td>\n",
       "      <td>2020-02-23T22:53:29Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-ZSS-Joker</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>Frostbite 2020 SSBU Losers Top 24 - IluZ | Raffi-X (ROB) Vs. CLG | VoiD (Sheik) Ultimate Singles</td>\n",
       "      <td>00:23:08</td>\n",
       "      <td>42848</td>\n",
       "      <td>2020-02-23T23:03:46Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-ROB-Sheik</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>Frostbite 2020 SSBU Losers Top 16 - GW | zackray (ROB) Vs. Armada | Elegant (Luigi) Ultimate Singles</td>\n",
       "      <td>00:08:55</td>\n",
       "      <td>240567</td>\n",
       "      <td>2020-02-23T23:12:01Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-ROB-Luigi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>Frostbite 2020 SSBU Losers Top 16 - Wrath (Sonic) Vs. djb | MattyG (Chrom, Wolf) Ultimate Singles</td>\n",
       "      <td>00:13:21</td>\n",
       "      <td>8450</td>\n",
       "      <td>2020-02-23T23:28:06Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>3</td>\n",
       "      <td>-Sonic-Chrom-Wolf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>Frostbite 2020 SSBU Losers Top 12 - Wrath (Sonic) Vs. Paseriman (Fox, Diddy Kong) Ultimate Singles</td>\n",
       "      <td>00:13:59</td>\n",
       "      <td>13477</td>\n",
       "      <td>2020-02-23T23:33:03Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>3</td>\n",
       "      <td>-Sonic-Fox-Diddy Kong</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>Frostbite 2020 SSBU Losers Top 16 - Rogue | Light  (Fox) Vs CLG | VoiD (Pichu, Sheik) Smash Ultimate</td>\n",
       "      <td>00:19:29</td>\n",
       "      <td>107936</td>\n",
       "      <td>2020-02-23T23:42:45Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>3</td>\n",
       "      <td>-Fox-Pichu-Sheik</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>Frostbite 2020 SSBU Losers Top 12 - NFT | Toast (Young Link) Vs. Rogue | Light (Fox) Smash Singles</td>\n",
       "      <td>00:17:32</td>\n",
       "      <td>101338</td>\n",
       "      <td>2020-02-24T00:00:06Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Young Link-Fox</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>Frostbite 2020 SSBU Losers Top 12 - MkLeo (Joker) Vs. NRG | Nairo (Palutena) Smash Ultimate Singles</td>\n",
       "      <td>00:19:25</td>\n",
       "      <td>178659</td>\n",
       "      <td>2020-02-24T00:03:07Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Joker-Palutena</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>Frostbite 2020 SSBU Losers Top 12 - GW | zackray (ROB) Vs. DNG | Nietono (Pichu) Ultimate Singles</td>\n",
       "      <td>00:11:14</td>\n",
       "      <td>31376</td>\n",
       "      <td>2020-02-24T00:12:36Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-ROB-Pichu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>Frostbite 2020 SSBU Losers Top 8 - Wrath (Sonic) Vs. NFT | Toast (Young Link) Smash Ultimate Singles</td>\n",
       "      <td>00:10:54</td>\n",
       "      <td>31658</td>\n",
       "      <td>2020-02-24T00:46:39Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Sonic-Young Link</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>Frostbite 2020 SSBU Losers Top 8 - GW | Zackray (ROB) Vs MkLeo (Joker) Smash Ultimate Singles</td>\n",
       "      <td>00:20:07</td>\n",
       "      <td>484841</td>\n",
       "      <td>2020-02-24T01:29:35Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-ROB-Joker</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>Frostbite 2020 SSBU Winnes Semis - SGA | Tea (Pac-Man) Vs. TSM | Tweek (Trainer, Wolf) Smash Singles</td>\n",
       "      <td>00:20:59</td>\n",
       "      <td>76135</td>\n",
       "      <td>2020-02-24T01:49:35Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>3</td>\n",
       "      <td>-Pac-Man-Trainer-Wolf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td>Frostbite 2020 SSBU Winnes Semis - SSG | Maister (G&amp;W) Vs. Liquid | Dabuz (Olimar) Ultimate Singles</td>\n",
       "      <td>00:16:50</td>\n",
       "      <td>24302</td>\n",
       "      <td>2020-02-24T02:11:14Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-G&amp;W-Olimar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>Frostbite 2020 SSBU Losers Quarters - Wrath (Sonic) Vs. SG8 | Tea (Pac-Man) Smash Ultimate Singles</td>\n",
       "      <td>00:23:21</td>\n",
       "      <td>60955</td>\n",
       "      <td>2020-02-24T02:41:09Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Sonic-Pac-Man</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166</th>\n",
       "      <td>Frostbite 2020 SSBU Losers Quarters - Liquid | Dabuz (Rosalina) Vs. MkLeo (Joker) Ultimate Singles</td>\n",
       "      <td>00:15:40</td>\n",
       "      <td>47130</td>\n",
       "      <td>2020-02-24T02:56:12Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Rosalina-Joker</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167</th>\n",
       "      <td>Frostbite 2020 SSBU Winners Finals - SSG | Maister (G&amp;W) Vs. TSM | Tweek (Trainer, Wario) Singles</td>\n",
       "      <td>00:15:46</td>\n",
       "      <td>99358</td>\n",
       "      <td>2020-02-24T03:38:18Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>3</td>\n",
       "      <td>-G&amp;W-Trainer-Wario</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>Frostbite 2020 SSBU Losers Semis - SG8 | Tea (Pac-Man) Vs. MkLeo (Joker) Smash Ultimate Singles</td>\n",
       "      <td>00:26:46</td>\n",
       "      <td>287030</td>\n",
       "      <td>2020-02-24T04:22:05Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Pac-Man-Joker</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>Frostbite 2020 SSBU Losers Finals - TSM | Tweek (Wolf) Vs. MkLeo (Joker) Smash Ultimate Singles</td>\n",
       "      <td>00:19:18</td>\n",
       "      <td>282636</td>\n",
       "      <td>2020-02-24T04:43:55Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>2</td>\n",
       "      <td>-Wolf-Joker</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>Frostbite 2020 SSBU Grand Finals - SSG  Maister (G&amp;W, Pichu) Vs MkLeo (Joker, Byleth) Smash Ultimate</td>\n",
       "      <td>00:47:17</td>\n",
       "      <td>681550</td>\n",
       "      <td>2020-02-24T05:57:26Z</td>\n",
       "      <td>Frostbite 2020</td>\n",
       "      <td>4</td>\n",
       "      <td>-G&amp;W-Pichu-Joker-Byleth</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>SSC 2019 SSBU - NFINITE CStream (Pokemon Trainer) VS  Brekker (Inkling, Hero) Smash Ultimate Round 1</td>\n",
       "      <td>00:07:18</td>\n",
       "      <td>5735</td>\n",
       "      <td>2019-08-10T00:00:57Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "      <td>3</td>\n",
       "      <td>-Pokemon Trainer-Inkling-Hero</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205</th>\n",
       "      <td>SSC 2019 SSBU - Rat Gang Onii-chan (Game &amp; Watch) VS WP Suinoko (Young Link) Smash Ultimate Round 1</td>\n",
       "      <td>00:10:01</td>\n",
       "      <td>2299</td>\n",
       "      <td>2019-08-10T17:13:16Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Game &amp; Watch-Young Link</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>251</th>\n",
       "      <td>SSC 2019 SSBU -  NickC (Captain Falcon) VS  NPT Blazing Pasta (Peach) Smash Ultimate Winner's Top 64</td>\n",
       "      <td>00:09:55</td>\n",
       "      <td>4622</td>\n",
       "      <td>2019-08-11T14:29:50Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Captain Falcon-Peach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>252</th>\n",
       "      <td>SSC 2019 SSBU - PG Marss (ZSS) VS HO3K Alan (Palutena) Smash Ultimate Winner's Top 64</td>\n",
       "      <td>00:14:54</td>\n",
       "      <td>4947</td>\n",
       "      <td>2019-08-11T14:32:53Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-ZSS-Palutena</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>253</th>\n",
       "      <td>SSC 2019 SSBU - MVG Dark Wizzy (Mario) VS FAINT Kept (Villager) Smash Ultimate Winner's Top 64</td>\n",
       "      <td>00:10:43</td>\n",
       "      <td>20317</td>\n",
       "      <td>2019-08-11T14:33:36Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Mario-Villager</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>254</th>\n",
       "      <td>SSC 2019 SSBU - NVR Elegant (Luigi) VS  Shuton (Olimar) Smash Ultimate Winner's Top 64</td>\n",
       "      <td>00:06:37</td>\n",
       "      <td>9443</td>\n",
       "      <td>2019-08-11T14:36:33Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Luigi-Olimar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>255</th>\n",
       "      <td>SSC 2019 SSBU - NRG Nairo (ZSS, Palutena) VS RCS Fatality (Falcon) Smash Ultimate Winner's Top 64</td>\n",
       "      <td>00:11:03</td>\n",
       "      <td>184854</td>\n",
       "      <td>2019-08-11T14:43:10Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "      <td>3</td>\n",
       "      <td>-ZSS-Palutena-Falcon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>256</th>\n",
       "      <td>SSC 2019 SSBU - RCS Fatality (Captain Falcon) VS SINAI Pelca (Snake) Smash Ultimate Loser's Top 64</td>\n",
       "      <td>00:07:09</td>\n",
       "      <td>7145</td>\n",
       "      <td>2019-08-11T14:59:04Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Captain Falcon-Snake</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>257</th>\n",
       "      <td>SSC 2019 SSBU - TSM Leffen (Trainer) VS ANAHUAC Maister (G&amp;W) Smash Ultimate Winner's Top 64</td>\n",
       "      <td>00:07:44</td>\n",
       "      <td>27170</td>\n",
       "      <td>2019-08-11T14:59:07Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Trainer-G&amp;W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>258</th>\n",
       "      <td>SSC 2019 SSBU - DA Sinji (Pac-Man) VS Rogue Light (Fox) Smash Ultimate Winner's Top 64</td>\n",
       "      <td>00:21:25</td>\n",
       "      <td>14141</td>\n",
       "      <td>2019-08-11T15:09:19Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Pac-Man-Fox</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>259</th>\n",
       "      <td>SSC 2019 SSBU - MVG Dark Wizzy (Mario) VS  Mega Fox (Fox) Smash Ultimate Loser's Top 64</td>\n",
       "      <td>00:13:19</td>\n",
       "      <td>4044</td>\n",
       "      <td>2019-08-11T15:12:47Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Mario-Fox</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>260</th>\n",
       "      <td>SSC 2019 SSBU - DB Yeti (Mega Man) VS TSM Tweek (Trainer) Smash Ultimate Winner's Top 64</td>\n",
       "      <td>00:15:20</td>\n",
       "      <td>20389</td>\n",
       "      <td>2019-08-11T15:15:08Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Mega Man-Trainer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>261</th>\n",
       "      <td>SSC 2019 SSBU - PG Marss (ZSS) VS FAINT Kept (Villager) Smash Ultimate Winner's Top 32</td>\n",
       "      <td>00:20:52</td>\n",
       "      <td>31176</td>\n",
       "      <td>2019-08-11T15:31:56Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-ZSS-Villager</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>262</th>\n",
       "      <td>SSC 2019 SSBU - CLG VoiD (Joker) VS  Puppeh (Trainer) Smash Ultimate Loser's Top 32</td>\n",
       "      <td>00:16:29</td>\n",
       "      <td>11561</td>\n",
       "      <td>2019-08-11T15:37:38Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Joker-Trainer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>263</th>\n",
       "      <td>SSC 2019 SSBU - RCS Fatality (C. Falcon) VS NPT Blazing Pasta (Peach) Smash Ultimate Loser's Top 32</td>\n",
       "      <td>00:12:27</td>\n",
       "      <td>24570</td>\n",
       "      <td>2019-08-11T15:36:53Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-C. Falcon-Peach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>264</th>\n",
       "      <td>SSC 2019 SSBU - NRG Nairo (ZSS) VS  NickC (Captain Falcon) Smash Ultimate Winner's Top 32</td>\n",
       "      <td>00:15:26</td>\n",
       "      <td>35917</td>\n",
       "      <td>2019-08-11T15:49:45Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-ZSS-Captain Falcon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265</th>\n",
       "      <td>SSC 2019 SSBU - Rogue Light (Fox) VS SST Shuton (Olimar) Smash Ultimate Winner's Top 32</td>\n",
       "      <td>00:09:53</td>\n",
       "      <td>5945</td>\n",
       "      <td>2019-08-11T16:02:09Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Fox-Olimar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>266</th>\n",
       "      <td>SSC 2019 SSBU - DB Yeti (Mega Man) VS ANAHUAC Maister (Game &amp; Watch) Smash Ultimate Loser's Top 32</td>\n",
       "      <td>00:18:19</td>\n",
       "      <td>4255</td>\n",
       "      <td>2019-08-11T16:03:14Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Mega Man-Game &amp; Watch</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>267</th>\n",
       "      <td>SSC 2019 SSBU -  FAINTKept (Villager) VS Puppeh (Trainer) Smash Ultimate Loser's Top 32</td>\n",
       "      <td>00:22:22</td>\n",
       "      <td>28329</td>\n",
       "      <td>2019-08-11T16:09:04Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Villager-Trainer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>268</th>\n",
       "      <td>SSC 2019 SSBU - Rogue Light (Fox) VS MVG Dark Wizzy (Mario) Smash Ultimate Loser's Top 24</td>\n",
       "      <td>00:15:05</td>\n",
       "      <td>21895</td>\n",
       "      <td>2019-08-11T16:22:41Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Fox-Mario</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>269</th>\n",
       "      <td>SSC 2019 SSBU - TSM Tweek (Trainer) VS TSM Leffen (Trainer) Smash Ultimate Winner's Top 32</td>\n",
       "      <td>00:12:12</td>\n",
       "      <td>124933</td>\n",
       "      <td>2019-08-11T16:18:42Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Trainer-Trainer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>270</th>\n",
       "      <td>SSC 2019 SSBU - ANAHUAC Maister (G&amp;W) VS RCS Fatality (Falcon) Smash Ultimate Loser's Top 32</td>\n",
       "      <td>00:10:00</td>\n",
       "      <td>6842</td>\n",
       "      <td>2019-08-11T16:22:08Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-G&amp;W-Falcon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>271</th>\n",
       "      <td>SSC 2019 SSBU - FOX MVG MkLeo (Joker) VS Armada Myran (Olimar) Smash Ultimate Winner's Top 48</td>\n",
       "      <td>00:07:21</td>\n",
       "      <td>13674</td>\n",
       "      <td>2019-08-11T16:29:40Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Joker-Olimar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272</th>\n",
       "      <td>SSC 2019 SSBU - FOX MVG Mew2king (Bowser) VS  Lui$ (Falco) Smash Ultimate Winner's Top 48</td>\n",
       "      <td>00:06:05</td>\n",
       "      <td>11804</td>\n",
       "      <td>2019-08-11T16:31:33Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Bowser-Falco</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>273</th>\n",
       "      <td>SSC 2019 SSBU - TSM Leffen (Trainer) VS  NPT Blazing Pasta (Peach) Smash Ultimate Loser's Top 24</td>\n",
       "      <td>00:13:21</td>\n",
       "      <td>11265</td>\n",
       "      <td>2019-08-11T16:42:45Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Trainer-Peach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>274</th>\n",
       "      <td>SSC 2019 SSBU - GW Zackray (Wolf) VS  MuteAce (Peach) Smash Ultimate Winner's Top 48</td>\n",
       "      <td>00:11:39</td>\n",
       "      <td>7103</td>\n",
       "      <td>2019-08-11T16:49:24Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Wolf-Peach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275</th>\n",
       "      <td>SSC 2019 SSBU - MTS PKChris (Ness) VS Armada BestNess (Ness) Smash Ultimate Winner's Top 48</td>\n",
       "      <td>00:07:26</td>\n",
       "      <td>4348</td>\n",
       "      <td>2019-08-11T16:49:35Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Ness-Ness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276</th>\n",
       "      <td>SSC 2019 SSBU - PG ESAM (Pikachu) VS  Lemmon (Joker) Smash Ultimate Winner's Top 48</td>\n",
       "      <td>00:06:52</td>\n",
       "      <td>6184</td>\n",
       "      <td>2019-08-11T16:49:46Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Pikachu-Joker</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>277</th>\n",
       "      <td>SSC 2019 SSBU -  LingLing (Peach) VS FS SaltOne (Cloud) Smash Ultimate Winner's Top 48</td>\n",
       "      <td>00:08:33</td>\n",
       "      <td>3308</td>\n",
       "      <td>2019-08-11T16:58:33Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Peach-Cloud</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>278</th>\n",
       "      <td>SSC 2019 SSBU - MVG Scatt (Snake) VS eUnited Samsora (Peach) Smash Ultimate Winner's Top 48</td>\n",
       "      <td>00:11:25</td>\n",
       "      <td>2555</td>\n",
       "      <td>2019-08-11T17:05:47Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Snake-Peach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>279</th>\n",
       "      <td>SSC 2019 SSBU - Demise Mr. E (Lucina) VS THOR Raffi-X (ROB) Winner's Top 48</td>\n",
       "      <td>00:07:57</td>\n",
       "      <td>1989</td>\n",
       "      <td>2019-08-11T17:01:27Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Lucina-ROB</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>281</th>\n",
       "      <td>SSC 2019 SSBU - FS SaltOne (Roy) VS FOX MVG MkLeo (Joker) Smash Ultimate Winner's Top 24</td>\n",
       "      <td>00:11:18</td>\n",
       "      <td>90622</td>\n",
       "      <td>2019-08-11T17:19:13Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Roy-Joker</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>283</th>\n",
       "      <td>SSC 2019 SSBU -  Lui$ (Fox) VS GW Zackray (Wolf) Smash Ultimate Winner's Top 32</td>\n",
       "      <td>00:15:06</td>\n",
       "      <td>26236</td>\n",
       "      <td>2019-08-11T17:27:17Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Fox-Wolf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>289</th>\n",
       "      <td>SSC 2019 SSBU - PG ESAM (Pikachu) VS THOR Raffi-X (ROB) Smash Ultimate Winner's Top 24</td>\n",
       "      <td>00:20:02</td>\n",
       "      <td>20444</td>\n",
       "      <td>2019-08-11T17:47:01Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Pikachu-ROB</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>293</th>\n",
       "      <td>SSC 2019 SSBU -  Akota (Mii Gunner) VS  Lemmon (Joker) Loser's Top 32</td>\n",
       "      <td>00:13:09</td>\n",
       "      <td>2724</td>\n",
       "      <td>2019-08-11T17:44:56Z</td>\n",
       "      <td>Super Smash Con 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Mii Gunner-Joker</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1002</th>\n",
       "      <td>SNS5 SSBU - BL | WhiteFace (Ridley) Vs. SM | Trenton (Peach) Smash Ultimate Division 3 Winners</td>\n",
       "      <td>00:08:16</td>\n",
       "      <td>2079</td>\n",
       "      <td>2019-06-01T17:58:46Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Ridley-Peach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1003</th>\n",
       "      <td>SNS5 SSBU - Aqua (Falco) Vs. GiefKid (Bowser) Smash Ultimate Division 3 Winners</td>\n",
       "      <td>00:10:44</td>\n",
       "      <td>4044</td>\n",
       "      <td>2019-06-01T17:58:40Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Falco-Bowser</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1004</th>\n",
       "      <td>SNS5 SSBU - DU | Yoda Cage (Donkey Kong) Vs. ESlick (Wolf) Smash Ultimate Division 2 Losers</td>\n",
       "      <td>00:04:46</td>\n",
       "      <td>1540</td>\n",
       "      <td>2019-06-01T18:07:42Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Donkey Kong-Wolf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1005</th>\n",
       "      <td>SNS5 SSBU - skuniar (C.Falcon) Vs. Mystearica (Zelda) Smash Ultimate Division 3 Winners</td>\n",
       "      <td>00:06:22</td>\n",
       "      <td>4217</td>\n",
       "      <td>2019-06-01T18:07:50Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-C.Falcon-Zelda</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1006</th>\n",
       "      <td>SNS5 SSBU - Blank (Chrom) Vs. Blank (Daisy) Smash Ultimate Tournament Division 2 Winners</td>\n",
       "      <td>00:08:19</td>\n",
       "      <td>3142</td>\n",
       "      <td>2019-06-01T18:49:24Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Chrom-Daisy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1007</th>\n",
       "      <td>SNS5 SSBU - Mazer | NAKAT (Lucina) Vs. Pipp (Snake) Smash Ultimate Tournament Division 2 Winners</td>\n",
       "      <td>00:06:56</td>\n",
       "      <td>1156</td>\n",
       "      <td>2019-06-01T19:04:53Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Lucina-Snake</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1008</th>\n",
       "      <td>SNS5 SSBU - Timor | Raffi-X (ROB) Vs. Broadway! (Snake) Smash Ultimate Tournament Division 2 Winners</td>\n",
       "      <td>00:07:07</td>\n",
       "      <td>876</td>\n",
       "      <td>2019-06-01T19:10:54Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-ROB-Snake</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1009</th>\n",
       "      <td>SNS5 SSBU - Armada | Ned (Chrom) Vs. Gomakenpi (Olimar) Smash Ultimate Tournament Division 2 Winners</td>\n",
       "      <td>00:09:11</td>\n",
       "      <td>950</td>\n",
       "      <td>2019-06-01T19:27:46Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Chrom-Olimar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1010</th>\n",
       "      <td>SNS5 SSBU - Blank (Chrom) Vs. SCY | Lucky (Piranha Plant) Smash Ultimate Division 2 Winners</td>\n",
       "      <td>00:05:41</td>\n",
       "      <td>5290</td>\n",
       "      <td>2019-06-01T19:37:34Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Chrom-Piranha Plant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1011</th>\n",
       "      <td>SNS5 SSBU - Corazón (Peach) Vs. Ozone (Duck Hunt) Smash Ultimate Division 2 Losers</td>\n",
       "      <td>00:08:23</td>\n",
       "      <td>1458</td>\n",
       "      <td>2019-06-01T20:00:59Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Peach-Duck Hunt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1012</th>\n",
       "      <td>SNS5 SSBU - Armada | Ned (Pokemon Trainer) Vs. Strike (Young Link) Smash Ultimate Division 2 Losers</td>\n",
       "      <td>00:11:31</td>\n",
       "      <td>2902</td>\n",
       "      <td>2019-06-01T20:11:29Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Pokemon Trainer-Young Link</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1013</th>\n",
       "      <td>SNS5 SSBU - Broadway! (Snake) Vs. SCY | Loaf (Wario) Smash Ultimate Division 2 Losers</td>\n",
       "      <td>00:07:11</td>\n",
       "      <td>1179</td>\n",
       "      <td>2019-06-01T20:14:39Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Snake-Wario</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1014</th>\n",
       "      <td>SNS5 SSBU - GG | Xeno (Lucina) Vs. Dr. Blackguygamer (Wario) Smash Ultimate Division 2 Winners</td>\n",
       "      <td>00:08:02</td>\n",
       "      <td>1031</td>\n",
       "      <td>2019-06-01T20:38:47Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Lucina-Wario</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1015</th>\n",
       "      <td>SNS5 SSBU - Abe (Pokemon Trainer) Vs. Regulating_mofo (Mega Man) Smash Ultimate Division 2 Winners</td>\n",
       "      <td>00:13:34</td>\n",
       "      <td>949</td>\n",
       "      <td>2019-06-01T21:05:08Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Pokemon Trainer-Mega Man</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1016</th>\n",
       "      <td>SNS5 SSBU - PG | Plup (Mega Man) Vs. GEKI | Gackt (Ness) Smash Ultimate Division 2 Winners</td>\n",
       "      <td>00:09:07</td>\n",
       "      <td>5814</td>\n",
       "      <td>2019-06-01T21:12:19Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Mega Man-Ness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1017</th>\n",
       "      <td>SNS5 SSBU - NLG | Amiiboking313 (Inkling) Vs. bc | Mr.R (Chrom) Smash Ultimate Division 2 Winners</td>\n",
       "      <td>00:06:33</td>\n",
       "      <td>1524</td>\n",
       "      <td>2019-06-01T21:12:22Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Inkling-Chrom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1018</th>\n",
       "      <td>SNS5 SSBU - GG | Xeno (Lucina) Vs. Blank- (Pichu) Smash Ultimate Division 2 Winners</td>\n",
       "      <td>00:06:28</td>\n",
       "      <td>817</td>\n",
       "      <td>2019-06-01T21:27:23Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Lucina-Pichu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1019</th>\n",
       "      <td>SNS5 SSBU - The Great Gonzales (Palutena) Vs. Skilly (Palutena) Smash Ultimate Division 2 Winners</td>\n",
       "      <td>00:09:36</td>\n",
       "      <td>891</td>\n",
       "      <td>2019-06-01T21:39:06Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Palutena-Palutena</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1020</th>\n",
       "      <td>SNS5 SSBU - Regulating_mofo (Mega Man) Vs. GMU | File (Bowser) Smash Ultimate Division 2 Winners</td>\n",
       "      <td>00:05:33</td>\n",
       "      <td>1220</td>\n",
       "      <td>2019-06-01T21:44:01Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Mega Man-Bowser</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1021</th>\n",
       "      <td>SNS5 SSBU - UGS | Bushi (Snake) Vs. BlazingPasta (Peach) Smash Ultimate Division 2 Winners</td>\n",
       "      <td>00:06:26</td>\n",
       "      <td>780</td>\n",
       "      <td>2019-06-01T21:49:40Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Snake-Peach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1022</th>\n",
       "      <td>SNS5 SSBU - Elegant (Luigi) Vs. GEKI | Gackt (Ness) Smash Ultimate Division 2 Winners</td>\n",
       "      <td>00:07:14</td>\n",
       "      <td>38666</td>\n",
       "      <td>2019-06-01T22:06:02Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Luigi-Ness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1023</th>\n",
       "      <td>SNS5 SSBU - Lui$ (Fox) Vs. eU | Samsora (Peach) Smash Ultimate Winner's Top 64</td>\n",
       "      <td>00:11:36</td>\n",
       "      <td>3073</td>\n",
       "      <td>2019-06-01T22:33:25Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Fox-Peach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1024</th>\n",
       "      <td>SNS5 SSBU - TSM | Tweek (Joker, Roy) Vs. Wizzrobe (Wolf) Smash Ultimate Winners Top 64</td>\n",
       "      <td>00:18:50</td>\n",
       "      <td>138645</td>\n",
       "      <td>2019-06-01T23:01:20Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>3</td>\n",
       "      <td>-Joker-Roy-Wolf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1025</th>\n",
       "      <td>SNS5 SSBU - FOX MVG | Mkleo (Joker) Vs. Ho3K | Gen (Palutena) Smash Ultimate Winner's Top 64</td>\n",
       "      <td>00:12:27</td>\n",
       "      <td>12114</td>\n",
       "      <td>2019-06-01T23:01:27Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Joker-Palutena</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1026</th>\n",
       "      <td>SNS5 SSBU - PG | Marss (Zero Suit Samus) Vs. Demise | ZD (Fox) Smash Ultimate Winners Top 64</td>\n",
       "      <td>00:10:11</td>\n",
       "      <td>4794</td>\n",
       "      <td>2019-06-01T23:01:24Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Zero Suit Samus-Fox</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1027</th>\n",
       "      <td>SNS5 SSBU - CLG | VoiD (Pichu) Vs. MVG | Dark Wizzy (Mario) Smash Ultimate Winner's Top 64</td>\n",
       "      <td>00:12:12</td>\n",
       "      <td>8509</td>\n",
       "      <td>2019-06-01T23:11:04Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Pichu-Mario</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1028</th>\n",
       "      <td>SNS5 SSBU - NRG | Nairo (Palutena) Vs. PA | CaptainZack (Bayonetta) Smash Ultimate Winners Top 64</td>\n",
       "      <td>00:22:28</td>\n",
       "      <td>141274</td>\n",
       "      <td>2019-06-01T23:21:29Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Palutena-Bayonetta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1029</th>\n",
       "      <td>SNS5 SSBU - NA | Sinnyboo242 (Inkling) Vs. EMG | Blacktwins13 (Pichu) Smash Ultimate Loser's Top 48</td>\n",
       "      <td>00:11:55</td>\n",
       "      <td>1176</td>\n",
       "      <td>2019-06-01T23:28:24Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Inkling-Pichu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1030</th>\n",
       "      <td>SNS5 SSBU - Rogue | Light (Fox) Vs. AMG | 8BitMan (ROB) Smash Ultimate Winners Top 64</td>\n",
       "      <td>00:11:31</td>\n",
       "      <td>4368</td>\n",
       "      <td>2019-06-01T23:39:00Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Fox-ROB</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1031</th>\n",
       "      <td>SNS5 SSBU - The Great Gonzales (Palutena) Vs. TSM | Tweek (Y.Link) Smash Ultimate Loser's Top 48</td>\n",
       "      <td>00:14:37</td>\n",
       "      <td>20794</td>\n",
       "      <td>2019-06-01T23:36:28Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Palutena-Y.Link</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1032</th>\n",
       "      <td>SNS5 SSBU - BC | Mr. R (Chrom) Vs. OES | RFang (Pichu) Smash Ultimate Losers Top 32</td>\n",
       "      <td>00:15:45</td>\n",
       "      <td>3821</td>\n",
       "      <td>2019-06-01T23:57:47Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Chrom-Pichu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1033</th>\n",
       "      <td>SNS5 SSBU - Wizzrobe (Wolf) Vs. LeeT (Mii Brawler) Smash Ultimate Winners Top 32</td>\n",
       "      <td>00:18:49</td>\n",
       "      <td>27494</td>\n",
       "      <td>2019-06-02T00:10:21Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Wolf-Mii Brawler</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1034</th>\n",
       "      <td>SNS5 SSBU - eUnited | Samsora (Peach) Vs. MVG | Salem (Shulk) Smash Ultimate Winners Top 32</td>\n",
       "      <td>00:11:17</td>\n",
       "      <td>10580</td>\n",
       "      <td>2019-06-02T00:20:13Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Peach-Shulk</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1035</th>\n",
       "      <td>SNS5 SSBU - Rogue | Light (Fox) Vs. Demise | Mr E (Lucina) Smash Ultimate Winners Top 32</td>\n",
       "      <td>00:09:34</td>\n",
       "      <td>12337</td>\n",
       "      <td>2019-06-02T00:33:35Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Fox-Lucina</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1036</th>\n",
       "      <td>SNS5 SSBU - PG | Marss (Zero Suit Samus) Vs. HPT | Seth (Yoshi) Smash Ultimate Winners Top 32</td>\n",
       "      <td>00:17:40</td>\n",
       "      <td>18850</td>\n",
       "      <td>2019-06-02T00:52:33Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Zero Suit Samus-Yoshi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1037</th>\n",
       "      <td>SNS5 SSBU - Dark Wizzy (Mario) Vs. PA | CaptainZack (Bayonetta) Smash Ultimate Losers Top 32</td>\n",
       "      <td>00:17:31</td>\n",
       "      <td>10604</td>\n",
       "      <td>2019-06-02T01:01:59Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Mario-Bayonetta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1038</th>\n",
       "      <td>SNS5 SSBU - FOX MVG | MkLeo (Joker) Vs. Wishes (Pokemon Trainer) Smash Ultimate Winners Top 32</td>\n",
       "      <td>00:19:57</td>\n",
       "      <td>329440</td>\n",
       "      <td>2019-06-02T01:11:35Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Joker-Pokemon Trainer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1039</th>\n",
       "      <td>SNS5 SSBU - Liquid'Dabuz (Rosalina &amp; Luma) Vs. Shoyo James (Chrom) Smash Ultimate Winners Top 32</td>\n",
       "      <td>00:17:57</td>\n",
       "      <td>47732</td>\n",
       "      <td>2019-06-02T01:22:23Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Rosalina &amp; Luma-Chrom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1040</th>\n",
       "      <td>SNS5 SSBU - NRG | Nairo (Lucina) Vs. CLG | VoiD (Pichu) Smash Ultimate Winners Top 32</td>\n",
       "      <td>00:15:11</td>\n",
       "      <td>17939</td>\n",
       "      <td>2019-06-02T01:40:51Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Lucina-Pichu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1041</th>\n",
       "      <td>SNS5 SSBU - Ally (Snake) Vs. Wizzrobe (Wolf) Smash Ultimate Winners Quarters</td>\n",
       "      <td>00:12:35</td>\n",
       "      <td>13527</td>\n",
       "      <td>2019-06-02T01:46:59Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Snake-Wolf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042</th>\n",
       "      <td>SNS5 SSBU - MVG | ScAtt (Snake) Vs. AMG | 8bitman (ROB) Smash Ultimate Losers Top 32</td>\n",
       "      <td>00:27:42</td>\n",
       "      <td>2058</td>\n",
       "      <td>2019-06-02T01:51:17Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Snake-ROB</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1043</th>\n",
       "      <td>SNS5 SSBU - LeoN (Bowser) Vs. DOG | Blank (Chrom) Smash Ultimate Losers Top 24</td>\n",
       "      <td>00:11:13</td>\n",
       "      <td>28150</td>\n",
       "      <td>2019-06-02T02:03:22Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Bowser-Chrom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044</th>\n",
       "      <td>SNS5 SSBU - CLG | VoiD (Pichu) Vs. Rogue | Light  (Fox) Smash Ultimate Winners Quarters</td>\n",
       "      <td>00:13:19</td>\n",
       "      <td>24361</td>\n",
       "      <td>2019-06-02T02:09:25Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Pichu-Fox</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1045</th>\n",
       "      <td>SNS5 SSBU - Wishes (PT) Vs. PA | CaptainZack (Bayonetta) Smash Ultimate Losers Top 24</td>\n",
       "      <td>00:17:17</td>\n",
       "      <td>35366</td>\n",
       "      <td>2019-06-02T02:23:52Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-PT-Bayonetta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1046</th>\n",
       "      <td>SNS5 SSBU - PG | Marss  (Zero Suit Samus ) Vs. Shoyo James (Chrom) Smash Ultimate Winners Quarters</td>\n",
       "      <td>00:17:37</td>\n",
       "      <td>92274</td>\n",
       "      <td>2019-06-02T02:37:29Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Zero Suit Samus-Chrom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1047</th>\n",
       "      <td>SNS5 SSBU - FOX | MVG | MkLeo (Joker) Vs. eUnited | Samsora (Peach) Smash Ultimate Winners Quarters</td>\n",
       "      <td>00:11:57</td>\n",
       "      <td>101743</td>\n",
       "      <td>2019-06-02T02:45:40Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Joker-Peach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1048</th>\n",
       "      <td>SNS5 SSBU - LeoN (Bowser) Vs. PG | Cosmos (Inkling, Corrin) Smash Ultimate Losers Top 16</td>\n",
       "      <td>00:08:43</td>\n",
       "      <td>280938</td>\n",
       "      <td>2019-06-02T02:53:24Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>3</td>\n",
       "      <td>-Bowser-Inkling-Corrin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1049</th>\n",
       "      <td>SNS5 SSBU - Demise | Mr E (Lucina) Vs. Mazer | NAKAT (Pichu) Smash Ultimate Losers Top 16</td>\n",
       "      <td>00:10:10</td>\n",
       "      <td>3303</td>\n",
       "      <td>2019-06-02T02:59:56Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Lucina-Pichu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1050</th>\n",
       "      <td>SNS5 SSBU - Rogue | Light (Fox) Vs. Liquid'Dabuz (Olimar) Smash Ultimate Losers Top 12</td>\n",
       "      <td>00:11:23</td>\n",
       "      <td>7764</td>\n",
       "      <td>2019-06-02T03:17:16Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Fox-Olimar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1051</th>\n",
       "      <td>SNS5 SSBU - MVG | ScAtt (Snake) Vs. PA | CaptainZack (Bayonetta) Smash Ultimate Losers Top 16</td>\n",
       "      <td>00:21:12</td>\n",
       "      <td>24932</td>\n",
       "      <td>2019-06-02T03:27:21Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Snake-Bayonetta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1052</th>\n",
       "      <td>SNS5 SSBU - Shoyo James  (Chrom) Vs. Mazer | NAKAT  (Pichu) Smash Ultimate Losers Top 12</td>\n",
       "      <td>00:14:18</td>\n",
       "      <td>8370</td>\n",
       "      <td>2019-06-02T03:31:42Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Chrom-Pichu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1053</th>\n",
       "      <td>SNS5 SSBU - eUnited | Samsora (Peach) Vs. LeoN (Bowser) Smash Ultimate Losers Top 12</td>\n",
       "      <td>00:14:41</td>\n",
       "      <td>148379</td>\n",
       "      <td>2019-06-02T03:47:56Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Peach-Bowser</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1054</th>\n",
       "      <td>SNS5 SSBU - Wizzrobe (Wolf) Vs. MVG | ScAtt (Snake, Inkling) Smash Ultimate Losers Top 12</td>\n",
       "      <td>00:22:18</td>\n",
       "      <td>24649</td>\n",
       "      <td>2019-06-02T04:20:29Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>3</td>\n",
       "      <td>-Wolf-Snake-Inkling</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1055</th>\n",
       "      <td>SNS5 SSBU - Mazer | NAKAT (Pichu) Vs. eUnited | Samsora (Peach) Smash Ultimate Loser's Eighths</td>\n",
       "      <td>00:20:03</td>\n",
       "      <td>6578</td>\n",
       "      <td>2019-06-03T00:29:21Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Pichu-Peach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1056</th>\n",
       "      <td>SNS5 SSBU - Wizzrobe (Wolf) Vs. Liquid'Dabuz (Olimar) Smash Ultimate Loser's Eighths</td>\n",
       "      <td>00:14:39</td>\n",
       "      <td>17083</td>\n",
       "      <td>2019-06-03T00:51:56Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Wolf-Olimar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1057</th>\n",
       "      <td>SNS5 SSBU - Ally (Snake) Vs. CLG.VoiD (Pichu) Smash Ultimate Winner's Semifinals</td>\n",
       "      <td>00:18:55</td>\n",
       "      <td>24970</td>\n",
       "      <td>2019-06-03T01:15:43Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Snake-Pichu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1058</th>\n",
       "      <td>SNS5 SSBU - PG | Marss (ZSS) Vs. FOX MVG | Mkleo (Joker) Smash Ultimate Winner's Semifinals</td>\n",
       "      <td>00:16:21</td>\n",
       "      <td>126309</td>\n",
       "      <td>2019-06-03T01:53:02Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-ZSS-Joker</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1059</th>\n",
       "      <td>SNS5 SSBU - CLG | VoiD (Joker, Pichu) Vs. eUnited | Samsora (Peach) Smash Ultimate Loser's Quarters</td>\n",
       "      <td>00:13:19</td>\n",
       "      <td>10073</td>\n",
       "      <td>2019-06-03T01:56:34Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>3</td>\n",
       "      <td>-Joker-Pichu-Peach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1060</th>\n",
       "      <td>SNS5 SSBU - Liquid'Dabuz (Olimar, Rosa, Palu) Vs. PG | Marss (ZSS) Smash Ultimate Loser's Quarters</td>\n",
       "      <td>00:15:14</td>\n",
       "      <td>11011</td>\n",
       "      <td>2019-06-03T02:22:18Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>4</td>\n",
       "      <td>-Olimar-Rosa-Palu-ZSS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1061</th>\n",
       "      <td>SNS5 SSBU - FOX MVG | Mkleo (Joker) Vs. Ally (Snake) Smash Ultimate Winner's Finals</td>\n",
       "      <td>00:14:41</td>\n",
       "      <td>229581</td>\n",
       "      <td>2019-06-03T02:43:39Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Joker-Snake</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1062</th>\n",
       "      <td>SNS5 SSBU - eUnited | Samsora (Peach) Vs. PG | Marss (ZSS) Smash Ultimate Loser's Semifinals</td>\n",
       "      <td>00:14:28</td>\n",
       "      <td>12991</td>\n",
       "      <td>2019-06-03T03:04:07Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Peach-ZSS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1063</th>\n",
       "      <td>SNS5 SSBU - eUnited | Samsora (Peach) Vs. Ally (Snake) Smash Ultimate Loser's Finals</td>\n",
       "      <td>00:12:21</td>\n",
       "      <td>14798</td>\n",
       "      <td>2019-06-03T03:13:45Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Peach-Snake</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1064</th>\n",
       "      <td>SNS5 SSBU - FOX MVG | Mkleo (Joker) Vs. eUnited | Samsora (Palutena) Smash Ultimate Grand Finals</td>\n",
       "      <td>00:10:34</td>\n",
       "      <td>347627</td>\n",
       "      <td>2019-06-03T04:11:08Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>2</td>\n",
       "      <td>-Joker-Palutena</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1065</th>\n",
       "      <td>SNS5 - Liquid'Hungrybox Interviews FOX MVG | Mkleo</td>\n",
       "      <td>00:08:58</td>\n",
       "      <td>24066</td>\n",
       "      <td>2019-06-03T04:11:11Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1066</th>\n",
       "      <td>SNS5 - Liquid'Hungrybox Interviews Mazer | NAKAT</td>\n",
       "      <td>00:07:55</td>\n",
       "      <td>4328</td>\n",
       "      <td>2019-06-03T04:16:14Z</td>\n",
       "      <td>Smash 'N' Splash 5</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1067</th>\n",
       "      <td>EVO 2019 SSBU - Lui$ (Fox) Vs. ProtoBanham (Lucina) Smash Ultimate Tournament Top 256</td>\n",
       "      <td>00:08:08</td>\n",
       "      <td>9736</td>\n",
       "      <td>2019-08-04T02:46:03Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Fox-Lucina</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1105</th>\n",
       "      <td>EVO 2019 SSBU - NVR | Elegant (Luigi) Vs. ARM | Banana Boy (Yoshi) Smash Ultimate Tournament Top 256</td>\n",
       "      <td>00:06:13</td>\n",
       "      <td>41326</td>\n",
       "      <td>2019-08-04T01:20:44Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Luigi-Yoshi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1106</th>\n",
       "      <td>EVO 2019 SSBU - Liquid` Dabuz (Olimar) Vs. ATH | DD (Wario) Smash Ultimate Tournament Top 256</td>\n",
       "      <td>00:08:20</td>\n",
       "      <td>6228</td>\n",
       "      <td>2019-08-04T01:36:19Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Olimar-Wario</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1107</th>\n",
       "      <td>EVO 2019 SSBU - Kome (Shulk) Vs. eU | Samsora (Peach) Smash Ultimate Tournament Top 256</td>\n",
       "      <td>00:13:17</td>\n",
       "      <td>33192</td>\n",
       "      <td>2019-08-04T01:57:19Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Shulk-Peach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1108</th>\n",
       "      <td>EVO 2019 SSBU - Rogue | Light (Fox) Vs. FOW (Ness) Smash Ultimate Tournament Top 256</td>\n",
       "      <td>00:07:26</td>\n",
       "      <td>31392</td>\n",
       "      <td>2019-08-04T02:03:48Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Fox-Ness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1109</th>\n",
       "      <td>EVO 2019 SSBU - NRG | Nairo (Palutena) Vs. BC | Mr. R (Chrom) Smash Ultimate Tournament Top 256</td>\n",
       "      <td>00:11:22</td>\n",
       "      <td>72101</td>\n",
       "      <td>2019-08-04T02:40:57Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Palutena-Chrom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1110</th>\n",
       "      <td>EVO 2019 SSBU - Lui$ (Fox) Vs. ProtoBanham (Lucina) Smash Ultimate Tournament Top 256</td>\n",
       "      <td>00:11:51</td>\n",
       "      <td>15319</td>\n",
       "      <td>2019-08-07T17:13:14Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Fox-Lucina</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1111</th>\n",
       "      <td>EVO 2019 SSBU - PG | Marss (ZSS) Vs. NVR | Elegant (Luigi) Smash Ultimate Tournament Top 256</td>\n",
       "      <td>00:12:35</td>\n",
       "      <td>123039</td>\n",
       "      <td>2019-08-04T02:59:02Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-ZSS-Luigi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1112</th>\n",
       "      <td>EVO 2019 SSBU - FOX | MkLeo (Joker) Vs. R2G | Kameme (Mega Man) Smash Ultimate Tournament Top 32</td>\n",
       "      <td>00:10:01</td>\n",
       "      <td>614391</td>\n",
       "      <td>2019-08-04T03:26:45Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Joker-Mega Man</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1113</th>\n",
       "      <td>EVO 2019 SSBU - SLY | Glutonny (Wario) Vs. Shogun (Snake) Smash Ultimate Tournament Top 32</td>\n",
       "      <td>00:08:54</td>\n",
       "      <td>48420</td>\n",
       "      <td>2019-08-04T03:40:24Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Wario-Snake</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1114</th>\n",
       "      <td>EVO 2019 SSBU - TSM | Tweek (Pokemon Trainer) Vs. Protobanham (Lucina) Smash Ultimate Tournament T32</td>\n",
       "      <td>00:13:48</td>\n",
       "      <td>138931</td>\n",
       "      <td>2019-08-04T04:03:52Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Pokemon Trainer-Lucina</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1115</th>\n",
       "      <td>[OFFSTREAM] EVO 2019 SSBU - PG | Marss (ZSS) Vs. Nietono (Wario) Smash Ultimate Winners Top 32</td>\n",
       "      <td>00:13:19</td>\n",
       "      <td>4551</td>\n",
       "      <td>2019-08-20T17:45:00Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-ZSS-Wario</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1116</th>\n",
       "      <td>[OFFSTREAM] EVO 2019 SSBU - NRG | Nairo (Palutena) Vs. kept (Isabelle, Villager) Smash Ultimate LT32</td>\n",
       "      <td>00:16:42</td>\n",
       "      <td>9762</td>\n",
       "      <td>2019-08-20T18:00:00Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "      <td>3</td>\n",
       "      <td>-Palutena-Isabelle-Villager</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1117</th>\n",
       "      <td>EVO 2019 SSBU - Liquid` Dabuz (Olimar) Vs. Raito (Duck Hunt) Smash Ultimate Tournament W. Quarters</td>\n",
       "      <td>00:14:19</td>\n",
       "      <td>63635</td>\n",
       "      <td>2019-08-04T04:22:56Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Olimar-Duck Hunt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1118</th>\n",
       "      <td>EVO 2019 SSBU - DNG | Nietono (Wario) Vs. eU | Samsora (Peach) Smash Ultimate Tournament W. Quarters</td>\n",
       "      <td>00:08:36</td>\n",
       "      <td>23301</td>\n",
       "      <td>2019-08-04T04:40:02Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Wario-Peach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1119</th>\n",
       "      <td>EVO 2019 SSBU - SLY | Glutonny (Wario) Vs. R2G | Kameme (Mega Man) Smash Ultimate Tournament WQ</td>\n",
       "      <td>00:13:41</td>\n",
       "      <td>89903</td>\n",
       "      <td>2019-08-04T04:53:33Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Wario-Mega Man</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1120</th>\n",
       "      <td>EVO 2019 SSBU - TSM | Tweek (Pokemon Trainer) Vs SNB | Abadango (Wario) Smash Ultimate Tournament WQ</td>\n",
       "      <td>00:07:24</td>\n",
       "      <td>42576</td>\n",
       "      <td>2019-08-04T05:04:19Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Pokemon Trainer-Wario</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1121</th>\n",
       "      <td>[OFFSTREAM] EVO 2019 SSBU - NRG | Nairo (Palutena) Vs. PG | Marss (ZSS) Smash Ultimate Losers Top 24</td>\n",
       "      <td>00:10:01</td>\n",
       "      <td>9429</td>\n",
       "      <td>2019-08-20T18:15:00Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Palutena-ZSS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1122</th>\n",
       "      <td>[OFFSTREAM] EVO 2019 SSBU - BC | Mr. R (Snake, Chrom) Vs. ProtoBanham (Lucina, Ink) Ultimate Top 16</td>\n",
       "      <td>00:10:59</td>\n",
       "      <td>8052</td>\n",
       "      <td>2019-08-20T18:30:01Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "      <td>4</td>\n",
       "      <td>-Snake-Chrom-Lucina-Ink</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1123</th>\n",
       "      <td>EVO 2019 SSBU - TL | Dabuz (Olimar, Rosa) Vs Rogue | Light (Fox) Smash Ultimate Tournament L. Top 12</td>\n",
       "      <td>00:15:02</td>\n",
       "      <td>54687</td>\n",
       "      <td>2019-08-04T05:26:20Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "      <td>3</td>\n",
       "      <td>-Olimar-Rosa-Fox</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1124</th>\n",
       "      <td>EVO 2019 SSBU - GV | Zackray (Wolf) Vs. DNG | Nietono (Wario) Smash Ultimate Tournament L. Top 12</td>\n",
       "      <td>00:08:01</td>\n",
       "      <td>67322</td>\n",
       "      <td>2019-08-04T05:36:41Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Wolf-Wario</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1125</th>\n",
       "      <td>EVO 2019 SSBU - R2G | Kameme (Mega Man) Vs. Protobanham (Lucina) Smash Ultimate Tournament L. Top 12</td>\n",
       "      <td>00:15:29</td>\n",
       "      <td>86402</td>\n",
       "      <td>2019-08-04T06:04:04Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Mega Man-Lucina</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1126</th>\n",
       "      <td>EVO 2019 SSBU - FOX | MkLeo (Joker) Vs. SNB | Abadango (Wario) Smash Ultimate Tournament L. Top 12</td>\n",
       "      <td>00:10:01</td>\n",
       "      <td>149406</td>\n",
       "      <td>2019-08-04T06:08:17Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Joker-Wario</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1127</th>\n",
       "      <td>EVO 2019 OFF STREAM - Maister (Game &amp; Watch) Vs. Raito (Duck Hunt) Smash Ultimate Tournament</td>\n",
       "      <td>00:10:36</td>\n",
       "      <td>30047</td>\n",
       "      <td>2019-08-04T17:15:16Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Game &amp; Watch-Duck Hunt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1128</th>\n",
       "      <td>EVO 2019 OFF STREAM - MVD (Snake) Vs. Konga (Donkey Kong) Smash Ultimate Tournament Top 256</td>\n",
       "      <td>00:08:53</td>\n",
       "      <td>8883</td>\n",
       "      <td>2019-08-06T16:00:07Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Snake-Donkey Kong</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1129</th>\n",
       "      <td>EVO 2019 SSBU - Raito (Duck Hunt) Vs. SLY | Glutonny (Wario) Smash Ultimate Tournament Winners Semis</td>\n",
       "      <td>00:14:20</td>\n",
       "      <td>59551</td>\n",
       "      <td>2019-08-05T02:46:59Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Duck Hunt-Wario</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1130</th>\n",
       "      <td>EVO 2019 SSBU - TSM | Tweek (Pokemon Trainer) Vs. eU | Samsora (Peach) Smash Ultimate Winners Semis</td>\n",
       "      <td>00:10:01</td>\n",
       "      <td>43552</td>\n",
       "      <td>2019-08-05T02:53:32Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Pokemon Trainer-Peach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1131</th>\n",
       "      <td>EVO 2019 SSBU - Rogue | Light (Fox) Vs Protobanham (Lucina) Smash Ultimate Tournament Losers Eighths</td>\n",
       "      <td>00:10:01</td>\n",
       "      <td>170427</td>\n",
       "      <td>2019-08-05T03:14:28Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Fox-Lucina</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1132</th>\n",
       "      <td>EVO 2019 SSBU - FOX | MkLeo (Joker) Vs. GW | Zackray (Wolf) Smash Ultimate Tournament Losers Eighths</td>\n",
       "      <td>00:10:04</td>\n",
       "      <td>155593</td>\n",
       "      <td>2019-08-05T03:15:07Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Joker-Wolf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1133</th>\n",
       "      <td>EVO 2019 SSBU - eU | Samsora (Peach) Vs. Protobanham (Lucina) Smash Ultimate Tournament L. Quarters</td>\n",
       "      <td>00:14:04</td>\n",
       "      <td>50056</td>\n",
       "      <td>2019-08-05T03:38:54Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Peach-Lucina</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1134</th>\n",
       "      <td>EVO 2019 SSBU - FOX | MkLeo (Joker) Vs. Raito (Duck Hunt) Smash Ultimate Tournament Losers Quarters</td>\n",
       "      <td>00:10:01</td>\n",
       "      <td>74680</td>\n",
       "      <td>2019-08-05T03:49:27Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Joker-Duck Hunt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1135</th>\n",
       "      <td>EVO 2019 SSBU - SLY | Glutonny (Wario) Vs. TSM | Tweek (PT) Smash Ultimate Tournament Winners Finals</td>\n",
       "      <td>00:20:58</td>\n",
       "      <td>92554</td>\n",
       "      <td>2019-08-05T04:25:49Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Wario-PT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1136</th>\n",
       "      <td>EVO 2019 SSBU - FOX | MkLeo (Joker) Vs. eU | Samsora (Peach) Smash Ultimate Tournament Losers Semis</td>\n",
       "      <td>00:10:01</td>\n",
       "      <td>45171</td>\n",
       "      <td>2019-08-05T04:26:32Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Joker-Peach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1137</th>\n",
       "      <td>EVO 2019 SSBU - SLY | Glutonny (Wario) Vs FOX | MkLeo (Joker) Smash Ultimate Tournament Losers Final</td>\n",
       "      <td>00:11:46</td>\n",
       "      <td>108058</td>\n",
       "      <td>2019-08-05T04:48:04Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Wario-Joker</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1138</th>\n",
       "      <td>EVO 2019 Smash Ultimate Grand Finals - TSM | Tweek (Pokemon Trainer) Vs. FOX | MkLeo (Joker)</td>\n",
       "      <td>00:38:03</td>\n",
       "      <td>1836317</td>\n",
       "      <td>2019-08-05T06:04:24Z</td>\n",
       "      <td>EVO 2019</td>\n",
       "      <td>2</td>\n",
       "      <td>-Pokemon Trainer-Joker</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>472 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                               video_title  \\\n",
       "35                  Frostbite 2020 SSBU  - Skilly (Hero, Palutena) Vs. Kazma (ROB) Ultimate Singles - SSBU   \n",
       "107         Frostbite 2020 SSBU Winners Top 96 - PG | Marss (ZSS) Vs. SSG | LeoN (Bowser) Ultimate Singles   \n",
       "108    Frostbite 2020 SSBU Winners Top 96 - Roxas (Joker) Vs. R2G | Paseriman (Fox) Smash Ultimate Singles   \n",
       "109         Frostbite 2020 SSBU Winners Top 96 - PG | Marss (ZSS) Vs. SSG | LeoN (Bowser) Ultimate Singles   \n",
       "110    Frostbite 2020 SSBU Winners Top 96 - Roxas (Joker) Vs. R2G | Paseriman (Fox) Smash Ultimate Singles   \n",
       "111        Frostbite 2020 SSBU Winners Top 96 - SST | Shuton (Olimar) Vs. Armada | Elegant (Luigi) Singles   \n",
       "112    Frostbite 2020 SSBU Winners Top 96 - Liquid | Dabuz (Rosalina) Vs. MuteAce (Peach) Ultimate Singles   \n",
       "113    Frostbite 2020 SSBU Winners Top 96 - djb | MattyG (Chrom, Wolf) Vs. SSG | Maister (Mr. G&W) Singles   \n",
       "114        Frostbite 2020 SSBU Winners Top 96 - eUnited | Samsora (Peach) Vs. Charliedaking (Wolf) Singles   \n",
       "115        Frostbite 2020 SSBU Winners Top 96 - R2G | Kameme (Sheik, Wario) Vs. Toast (Young Link) Singles   \n",
       "116         Frostbite 2020 SSBU Winners Top 96 - FRKS | Grayson (ROB) Vs. MVG | Dark Wizzy (Mario) Singles   \n",
       "117       Frostbite 2020 SSBU Winners Top 96 - PG | Marss (ZSS) Vs. R2G | Paseriman (Fox) Ultimate Singles   \n",
       "118   Frostbite 2020 SSBU Winners Top 96 - eUnited | Samsora (Peach) Vs. Toast (Young Link) Smash Ultimate   \n",
       "119     Frostbite 2020 SSBU Winners Top 96 - IluZ | Raffi-X (ROB) Vs. SSG | LeoN (Bowser) Ultimate Singles   \n",
       "120    Frostbite 2020 SSBU Winners Top 32 - Liquid | Dabuz (Rosalina) Vs. Armada | Elegant (Luigi) Singles   \n",
       "121     Frostbite 2020 SSBU Losers Top 32 - R2G | Kameme (Wario) Vs. Charliedaking (Wolf) Ultimate Singles   \n",
       "122     Frostbite 2020 SSBU Losers Top 96 - FRKS | Grayson (ROB) Vs. djb | MattyG (Chrom) Ultimate Singles   \n",
       "123      Frostbite 2020 SSBU Winners Top 32 - MVG | Dark Wizzy (Mario) Vs. SSG | Maister (Mr. G&W) Singles   \n",
       "124     Frostbite 2020 SSBU Winners Top 96 - SG8 | Kome (Shulk) Vs. DNG | Nietono (Pichu) Ultimate Singles   \n",
       "125         Frostbite 2020 SSBU Winners Top 96 - MkLeo (Joker) Vs. Armada | Prodigy (Mario) Smash Ultimate   \n",
       "126       Frostbite 2020 SSBU Losers Top 96 - Mazer | NAKAT (Pichu) Vs. Comet (Fox) Smash Ultimate Singles   \n",
       "127      Frostbite 2020 SSBU Winners Top 96 - Solary | Glutonny (Wario) Vs. Wrath (Sonic) Ultimate Singles   \n",
       "128    Frostbite 2020 SSBU Winners Top 96 - SG8 | Tea (Pac-Man) Vs. Mystearica (Palutena) Ultimate Singles   \n",
       "129        Frostbite 2020 SSBU Losers Top 96 - Cosmos (Inkling) Vs. Gooshi | ???? (Icies) Ultimate Singles   \n",
       "130     Frostbite 2020 SSBU Winners Top 96 - Rogue | Light (Fox) Vs. DLX | varun (Wii Fit Trainer) Singles   \n",
       "131      Frostbite 2020 SSBU Winners Top 96 - Kola (Roy) Vs. NRG | Nairo (Palutena) Smash Ultimate Singles   \n",
       "132    Frostbite 2020 SSBU Winners Top 96 - TSM | Tweek (Wario, Trainer) Vs. UGS | Ravenking (Ike) Singles   \n",
       "133      Frostbite 2020 SSBU Losers Top 96 - sugoi | ven (Zelda) Vs. SLY | Glutonny (Wario) Smash Ultimate   \n",
       "134    Frostbite 2020 SSBU Losers Top 96 - Armada | BestNess (Ness) Vs. Mystearica (Palu) Ultimate Singles   \n",
       "135      Frostbite 2020 SSBU Winners Top 96 - GW | zackray (G&W, ROB) Vs. CLG | VoiD (Sheik) Smash Singles   \n",
       "136   Frostbite 2020 SSBU Losers Top 32 - MkLeo (Joker) Vs MVG | Salem (Hero, Dark Samus) Ultimate Singles   \n",
       "137   Frostbite 2020 SSBU Winners Top 96 - Armada | Prodigy (Mario) Vs DNG | Nietono (Pichu) Smash Singles   \n",
       "138      Frostbite 2020 SSBU Winners Top 96 - SG8 | Tea (Pac-Man) Vs. Wrath (Sonic) Smash Ultimate Singles   \n",
       "139          Frostbite 2020 SSBU Losers Top 24 - Armada | Prodigy (Mario) Vs. djb | MattyG (Chrom) Singles   \n",
       "140             Frostbite 2020 SSBU Losers Top 96 - Cosmos (Inkling) Vs. Kola (Roy) Smash Ultimate Singles   \n",
       "141   Frostbite 2020 SSBU Winners Top 96 - Rogue | Light  (Fox) Vs NRG | Nairo (Palutena) Ultimate Singles   \n",
       "142    Frostbite 2020 SSBU Winners Top 96 - TSM | Tweek (Trainer) Vs. CLG | VoiD  (Sheik) Ultimate Singles   \n",
       "143        Frostbite 2020 SSBU Losers Top 24 - MVG | Dark Wizzy (Mario) Vs. MkLeo (Joker) Ultimate Singles   \n",
       "144   Frostbite 2020 SSBU Winners Quarters - NFT | Toast (Young Link) Vs SSG | Maister (G&W) Smash Singles   \n",
       "145    Frostbite 2020 SSBU Losers Top 24 - Solary | Glutonny (Wario) Vs. eUnited | Samsora (Peach) Singles   \n",
       "146         Frostbite 2020 SSBU Losers Top 24 - R2G | Kameme (Mega Man) Vs. Wrath (Sonic) Ultimate Singles   \n",
       "147     Frostbite 2020 SSBU Winners Quarters - Liquid | Dabuz (Rosalina) Vs. R2G | Paseriman (Fox) Singles   \n",
       "148         Frostbite 2020 SSBU Losers Top 24 - Kola (Cloud) Vs. Armada | Elegant (Luigi) Ultimate Singles   \n",
       "149     Frostbite 2020 SSBU Winners Quarters - SG8 | Tea (Pac-Man) Vs. DNG | Nietono (Pichu) Smash Singles   \n",
       "150     Frostbite 2020 SSBU Losers Top 24 - Rogue | Light (Fox) Vs. SST | Shuton (Olimar) Ultimate Singles   \n",
       "151   Frostbite 2020 SSBU Winners Quarters - TSM | Tweek (Trainer) Vs NRG | Nairo (Palutena) Smash Singles   \n",
       "152          Frostbite 2020 SSBU Losers Top 24 - PG | Marss (ZSS) Vs GW | Zackray (Joker) Ultimate Singles   \n",
       "153       Frostbite 2020 SSBU Losers Top 24 - IluZ | Raffi-X (ROB) Vs. CLG | VoiD (Sheik) Ultimate Singles   \n",
       "154   Frostbite 2020 SSBU Losers Top 16 - GW | zackray (ROB) Vs. Armada | Elegant (Luigi) Ultimate Singles   \n",
       "155      Frostbite 2020 SSBU Losers Top 16 - Wrath (Sonic) Vs. djb | MattyG (Chrom, Wolf) Ultimate Singles   \n",
       "156     Frostbite 2020 SSBU Losers Top 12 - Wrath (Sonic) Vs. Paseriman (Fox, Diddy Kong) Ultimate Singles   \n",
       "157   Frostbite 2020 SSBU Losers Top 16 - Rogue | Light  (Fox) Vs CLG | VoiD (Pichu, Sheik) Smash Ultimate   \n",
       "158     Frostbite 2020 SSBU Losers Top 12 - NFT | Toast (Young Link) Vs. Rogue | Light (Fox) Smash Singles   \n",
       "159    Frostbite 2020 SSBU Losers Top 12 - MkLeo (Joker) Vs. NRG | Nairo (Palutena) Smash Ultimate Singles   \n",
       "160      Frostbite 2020 SSBU Losers Top 12 - GW | zackray (ROB) Vs. DNG | Nietono (Pichu) Ultimate Singles   \n",
       "161   Frostbite 2020 SSBU Losers Top 8 - Wrath (Sonic) Vs. NFT | Toast (Young Link) Smash Ultimate Singles   \n",
       "162          Frostbite 2020 SSBU Losers Top 8 - GW | Zackray (ROB) Vs MkLeo (Joker) Smash Ultimate Singles   \n",
       "163   Frostbite 2020 SSBU Winnes Semis - SGA | Tea (Pac-Man) Vs. TSM | Tweek (Trainer, Wolf) Smash Singles   \n",
       "164    Frostbite 2020 SSBU Winnes Semis - SSG | Maister (G&W) Vs. Liquid | Dabuz (Olimar) Ultimate Singles   \n",
       "165     Frostbite 2020 SSBU Losers Quarters - Wrath (Sonic) Vs. SG8 | Tea (Pac-Man) Smash Ultimate Singles   \n",
       "166     Frostbite 2020 SSBU Losers Quarters - Liquid | Dabuz (Rosalina) Vs. MkLeo (Joker) Ultimate Singles   \n",
       "167      Frostbite 2020 SSBU Winners Finals - SSG | Maister (G&W) Vs. TSM | Tweek (Trainer, Wario) Singles   \n",
       "168        Frostbite 2020 SSBU Losers Semis - SG8 | Tea (Pac-Man) Vs. MkLeo (Joker) Smash Ultimate Singles   \n",
       "169        Frostbite 2020 SSBU Losers Finals - TSM | Tweek (Wolf) Vs. MkLeo (Joker) Smash Ultimate Singles   \n",
       "170   Frostbite 2020 SSBU Grand Finals - SSG  Maister (G&W, Pichu) Vs MkLeo (Joker, Byleth) Smash Ultimate   \n",
       "200   SSC 2019 SSBU - NFINITE CStream (Pokemon Trainer) VS  Brekker (Inkling, Hero) Smash Ultimate Round 1   \n",
       "205    SSC 2019 SSBU - Rat Gang Onii-chan (Game & Watch) VS WP Suinoko (Young Link) Smash Ultimate Round 1   \n",
       "251   SSC 2019 SSBU -  NickC (Captain Falcon) VS  NPT Blazing Pasta (Peach) Smash Ultimate Winner's Top 64   \n",
       "252                  SSC 2019 SSBU - PG Marss (ZSS) VS HO3K Alan (Palutena) Smash Ultimate Winner's Top 64   \n",
       "253         SSC 2019 SSBU - MVG Dark Wizzy (Mario) VS FAINT Kept (Villager) Smash Ultimate Winner's Top 64   \n",
       "254                 SSC 2019 SSBU - NVR Elegant (Luigi) VS  Shuton (Olimar) Smash Ultimate Winner's Top 64   \n",
       "255      SSC 2019 SSBU - NRG Nairo (ZSS, Palutena) VS RCS Fatality (Falcon) Smash Ultimate Winner's Top 64   \n",
       "256     SSC 2019 SSBU - RCS Fatality (Captain Falcon) VS SINAI Pelca (Snake) Smash Ultimate Loser's Top 64   \n",
       "257           SSC 2019 SSBU - TSM Leffen (Trainer) VS ANAHUAC Maister (G&W) Smash Ultimate Winner's Top 64   \n",
       "258                 SSC 2019 SSBU - DA Sinji (Pac-Man) VS Rogue Light (Fox) Smash Ultimate Winner's Top 64   \n",
       "259                SSC 2019 SSBU - MVG Dark Wizzy (Mario) VS  Mega Fox (Fox) Smash Ultimate Loser's Top 64   \n",
       "260               SSC 2019 SSBU - DB Yeti (Mega Man) VS TSM Tweek (Trainer) Smash Ultimate Winner's Top 64   \n",
       "261                 SSC 2019 SSBU - PG Marss (ZSS) VS FAINT Kept (Villager) Smash Ultimate Winner's Top 32   \n",
       "262                    SSC 2019 SSBU - CLG VoiD (Joker) VS  Puppeh (Trainer) Smash Ultimate Loser's Top 32   \n",
       "263    SSC 2019 SSBU - RCS Fatality (C. Falcon) VS NPT Blazing Pasta (Peach) Smash Ultimate Loser's Top 32   \n",
       "264              SSC 2019 SSBU - NRG Nairo (ZSS) VS  NickC (Captain Falcon) Smash Ultimate Winner's Top 32   \n",
       "265                SSC 2019 SSBU - Rogue Light (Fox) VS SST Shuton (Olimar) Smash Ultimate Winner's Top 32   \n",
       "266     SSC 2019 SSBU - DB Yeti (Mega Man) VS ANAHUAC Maister (Game & Watch) Smash Ultimate Loser's Top 32   \n",
       "267                SSC 2019 SSBU -  FAINTKept (Villager) VS Puppeh (Trainer) Smash Ultimate Loser's Top 32   \n",
       "268              SSC 2019 SSBU - Rogue Light (Fox) VS MVG Dark Wizzy (Mario) Smash Ultimate Loser's Top 24   \n",
       "269             SSC 2019 SSBU - TSM Tweek (Trainer) VS TSM Leffen (Trainer) Smash Ultimate Winner's Top 32   \n",
       "270           SSC 2019 SSBU - ANAHUAC Maister (G&W) VS RCS Fatality (Falcon) Smash Ultimate Loser's Top 32   \n",
       "271          SSC 2019 SSBU - FOX MVG MkLeo (Joker) VS Armada Myran (Olimar) Smash Ultimate Winner's Top 48   \n",
       "272              SSC 2019 SSBU - FOX MVG Mew2king (Bowser) VS  Lui$ (Falco) Smash Ultimate Winner's Top 48   \n",
       "273       SSC 2019 SSBU - TSM Leffen (Trainer) VS  NPT Blazing Pasta (Peach) Smash Ultimate Loser's Top 24   \n",
       "274                   SSC 2019 SSBU - GW Zackray (Wolf) VS  MuteAce (Peach) Smash Ultimate Winner's Top 48   \n",
       "275            SSC 2019 SSBU - MTS PKChris (Ness) VS Armada BestNess (Ness) Smash Ultimate Winner's Top 48   \n",
       "276                    SSC 2019 SSBU - PG ESAM (Pikachu) VS  Lemmon (Joker) Smash Ultimate Winner's Top 48   \n",
       "277                 SSC 2019 SSBU -  LingLing (Peach) VS FS SaltOne (Cloud) Smash Ultimate Winner's Top 48   \n",
       "278            SSC 2019 SSBU - MVG Scatt (Snake) VS eUnited Samsora (Peach) Smash Ultimate Winner's Top 48   \n",
       "279                            SSC 2019 SSBU - Demise Mr. E (Lucina) VS THOR Raffi-X (ROB) Winner's Top 48   \n",
       "281               SSC 2019 SSBU - FS SaltOne (Roy) VS FOX MVG MkLeo (Joker) Smash Ultimate Winner's Top 24   \n",
       "283                        SSC 2019 SSBU -  Lui$ (Fox) VS GW Zackray (Wolf) Smash Ultimate Winner's Top 32   \n",
       "289                 SSC 2019 SSBU - PG ESAM (Pikachu) VS THOR Raffi-X (ROB) Smash Ultimate Winner's Top 24   \n",
       "293                                  SSC 2019 SSBU -  Akota (Mii Gunner) VS  Lemmon (Joker) Loser's Top 32   \n",
       "...                                                                                                    ...   \n",
       "1002        SNS5 SSBU - BL | WhiteFace (Ridley) Vs. SM | Trenton (Peach) Smash Ultimate Division 3 Winners   \n",
       "1003                       SNS5 SSBU - Aqua (Falco) Vs. GiefKid (Bowser) Smash Ultimate Division 3 Winners   \n",
       "1004           SNS5 SSBU - DU | Yoda Cage (Donkey Kong) Vs. ESlick (Wolf) Smash Ultimate Division 2 Losers   \n",
       "1005               SNS5 SSBU - skuniar (C.Falcon) Vs. Mystearica (Zelda) Smash Ultimate Division 3 Winners   \n",
       "1006              SNS5 SSBU - Blank (Chrom) Vs. Blank (Daisy) Smash Ultimate Tournament Division 2 Winners   \n",
       "1007      SNS5 SSBU - Mazer | NAKAT (Lucina) Vs. Pipp (Snake) Smash Ultimate Tournament Division 2 Winners   \n",
       "1008  SNS5 SSBU - Timor | Raffi-X (ROB) Vs. Broadway! (Snake) Smash Ultimate Tournament Division 2 Winners   \n",
       "1009  SNS5 SSBU - Armada | Ned (Chrom) Vs. Gomakenpi (Olimar) Smash Ultimate Tournament Division 2 Winners   \n",
       "1010           SNS5 SSBU - Blank (Chrom) Vs. SCY | Lucky (Piranha Plant) Smash Ultimate Division 2 Winners   \n",
       "1011                    SNS5 SSBU - Corazón (Peach) Vs. Ozone (Duck Hunt) Smash Ultimate Division 2 Losers   \n",
       "1012   SNS5 SSBU - Armada | Ned (Pokemon Trainer) Vs. Strike (Young Link) Smash Ultimate Division 2 Losers   \n",
       "1013                 SNS5 SSBU - Broadway! (Snake) Vs. SCY | Loaf (Wario) Smash Ultimate Division 2 Losers   \n",
       "1014        SNS5 SSBU - GG | Xeno (Lucina) Vs. Dr. Blackguygamer (Wario) Smash Ultimate Division 2 Winners   \n",
       "1015    SNS5 SSBU - Abe (Pokemon Trainer) Vs. Regulating_mofo (Mega Man) Smash Ultimate Division 2 Winners   \n",
       "1016            SNS5 SSBU - PG | Plup (Mega Man) Vs. GEKI | Gackt (Ness) Smash Ultimate Division 2 Winners   \n",
       "1017     SNS5 SSBU - NLG | Amiiboking313 (Inkling) Vs. bc | Mr.R (Chrom) Smash Ultimate Division 2 Winners   \n",
       "1018                   SNS5 SSBU - GG | Xeno (Lucina) Vs. Blank- (Pichu) Smash Ultimate Division 2 Winners   \n",
       "1019     SNS5 SSBU - The Great Gonzales (Palutena) Vs. Skilly (Palutena) Smash Ultimate Division 2 Winners   \n",
       "1020      SNS5 SSBU - Regulating_mofo (Mega Man) Vs. GMU | File (Bowser) Smash Ultimate Division 2 Winners   \n",
       "1021            SNS5 SSBU - UGS | Bushi (Snake) Vs. BlazingPasta (Peach) Smash Ultimate Division 2 Winners   \n",
       "1022                 SNS5 SSBU - Elegant (Luigi) Vs. GEKI | Gackt (Ness) Smash Ultimate Division 2 Winners   \n",
       "1023                        SNS5 SSBU - Lui$ (Fox) Vs. eU | Samsora (Peach) Smash Ultimate Winner's Top 64   \n",
       "1024                SNS5 SSBU - TSM | Tweek (Joker, Roy) Vs. Wizzrobe (Wolf) Smash Ultimate Winners Top 64   \n",
       "1025          SNS5 SSBU - FOX MVG | Mkleo (Joker) Vs. Ho3K | Gen (Palutena) Smash Ultimate Winner's Top 64   \n",
       "1026          SNS5 SSBU - PG | Marss (Zero Suit Samus) Vs. Demise | ZD (Fox) Smash Ultimate Winners Top 64   \n",
       "1027            SNS5 SSBU - CLG | VoiD (Pichu) Vs. MVG | Dark Wizzy (Mario) Smash Ultimate Winner's Top 64   \n",
       "1028     SNS5 SSBU - NRG | Nairo (Palutena) Vs. PA | CaptainZack (Bayonetta) Smash Ultimate Winners Top 64   \n",
       "1029   SNS5 SSBU - NA | Sinnyboo242 (Inkling) Vs. EMG | Blacktwins13 (Pichu) Smash Ultimate Loser's Top 48   \n",
       "1030                 SNS5 SSBU - Rogue | Light (Fox) Vs. AMG | 8BitMan (ROB) Smash Ultimate Winners Top 64   \n",
       "1031      SNS5 SSBU - The Great Gonzales (Palutena) Vs. TSM | Tweek (Y.Link) Smash Ultimate Loser's Top 48   \n",
       "1032                   SNS5 SSBU - BC | Mr. R (Chrom) Vs. OES | RFang (Pichu) Smash Ultimate Losers Top 32   \n",
       "1033                      SNS5 SSBU - Wizzrobe (Wolf) Vs. LeeT (Mii Brawler) Smash Ultimate Winners Top 32   \n",
       "1034           SNS5 SSBU - eUnited | Samsora (Peach) Vs. MVG | Salem (Shulk) Smash Ultimate Winners Top 32   \n",
       "1035              SNS5 SSBU - Rogue | Light (Fox) Vs. Demise | Mr E (Lucina) Smash Ultimate Winners Top 32   \n",
       "1036         SNS5 SSBU - PG | Marss (Zero Suit Samus) Vs. HPT | Seth (Yoshi) Smash Ultimate Winners Top 32   \n",
       "1037          SNS5 SSBU - Dark Wizzy (Mario) Vs. PA | CaptainZack (Bayonetta) Smash Ultimate Losers Top 32   \n",
       "1038        SNS5 SSBU - FOX MVG | MkLeo (Joker) Vs. Wishes (Pokemon Trainer) Smash Ultimate Winners Top 32   \n",
       "1039      SNS5 SSBU - Liquid'Dabuz (Rosalina & Luma) Vs. Shoyo James (Chrom) Smash Ultimate Winners Top 32   \n",
       "1040                 SNS5 SSBU - NRG | Nairo (Lucina) Vs. CLG | VoiD (Pichu) Smash Ultimate Winners Top 32   \n",
       "1041                          SNS5 SSBU - Ally (Snake) Vs. Wizzrobe (Wolf) Smash Ultimate Winners Quarters   \n",
       "1042                  SNS5 SSBU - MVG | ScAtt (Snake) Vs. AMG | 8bitman (ROB) Smash Ultimate Losers Top 32   \n",
       "1043                        SNS5 SSBU - LeoN (Bowser) Vs. DOG | Blank (Chrom) Smash Ultimate Losers Top 24   \n",
       "1044               SNS5 SSBU - CLG | VoiD (Pichu) Vs. Rogue | Light  (Fox) Smash Ultimate Winners Quarters   \n",
       "1045                 SNS5 SSBU - Wishes (PT) Vs. PA | CaptainZack (Bayonetta) Smash Ultimate Losers Top 24   \n",
       "1046    SNS5 SSBU - PG | Marss  (Zero Suit Samus ) Vs. Shoyo James (Chrom) Smash Ultimate Winners Quarters   \n",
       "1047   SNS5 SSBU - FOX | MVG | MkLeo (Joker) Vs. eUnited | Samsora (Peach) Smash Ultimate Winners Quarters   \n",
       "1048              SNS5 SSBU - LeoN (Bowser) Vs. PG | Cosmos (Inkling, Corrin) Smash Ultimate Losers Top 16   \n",
       "1049             SNS5 SSBU - Demise | Mr E (Lucina) Vs. Mazer | NAKAT (Pichu) Smash Ultimate Losers Top 16   \n",
       "1050                SNS5 SSBU - Rogue | Light (Fox) Vs. Liquid'Dabuz (Olimar) Smash Ultimate Losers Top 12   \n",
       "1051         SNS5 SSBU - MVG | ScAtt (Snake) Vs. PA | CaptainZack (Bayonetta) Smash Ultimate Losers Top 16   \n",
       "1052              SNS5 SSBU - Shoyo James  (Chrom) Vs. Mazer | NAKAT  (Pichu) Smash Ultimate Losers Top 12   \n",
       "1053                  SNS5 SSBU - eUnited | Samsora (Peach) Vs. LeoN (Bowser) Smash Ultimate Losers Top 12   \n",
       "1054             SNS5 SSBU - Wizzrobe (Wolf) Vs. MVG | ScAtt (Snake, Inkling) Smash Ultimate Losers Top 12   \n",
       "1055        SNS5 SSBU - Mazer | NAKAT (Pichu) Vs. eUnited | Samsora (Peach) Smash Ultimate Loser's Eighths   \n",
       "1056                  SNS5 SSBU - Wizzrobe (Wolf) Vs. Liquid'Dabuz (Olimar) Smash Ultimate Loser's Eighths   \n",
       "1057                      SNS5 SSBU - Ally (Snake) Vs. CLG.VoiD (Pichu) Smash Ultimate Winner's Semifinals   \n",
       "1058           SNS5 SSBU - PG | Marss (ZSS) Vs. FOX MVG | Mkleo (Joker) Smash Ultimate Winner's Semifinals   \n",
       "1059   SNS5 SSBU - CLG | VoiD (Joker, Pichu) Vs. eUnited | Samsora (Peach) Smash Ultimate Loser's Quarters   \n",
       "1060    SNS5 SSBU - Liquid'Dabuz (Olimar, Rosa, Palu) Vs. PG | Marss (ZSS) Smash Ultimate Loser's Quarters   \n",
       "1061                   SNS5 SSBU - FOX MVG | Mkleo (Joker) Vs. Ally (Snake) Smash Ultimate Winner's Finals   \n",
       "1062          SNS5 SSBU - eUnited | Samsora (Peach) Vs. PG | Marss (ZSS) Smash Ultimate Loser's Semifinals   \n",
       "1063                  SNS5 SSBU - eUnited | Samsora (Peach) Vs. Ally (Snake) Smash Ultimate Loser's Finals   \n",
       "1064      SNS5 SSBU - FOX MVG | Mkleo (Joker) Vs. eUnited | Samsora (Palutena) Smash Ultimate Grand Finals   \n",
       "1065                                                    SNS5 - Liquid'Hungrybox Interviews FOX MVG | Mkleo   \n",
       "1066                                                      SNS5 - Liquid'Hungrybox Interviews Mazer | NAKAT   \n",
       "1067                 EVO 2019 SSBU - Lui$ (Fox) Vs. ProtoBanham (Lucina) Smash Ultimate Tournament Top 256   \n",
       "1105  EVO 2019 SSBU - NVR | Elegant (Luigi) Vs. ARM | Banana Boy (Yoshi) Smash Ultimate Tournament Top 256   \n",
       "1106         EVO 2019 SSBU - Liquid` Dabuz (Olimar) Vs. ATH | DD (Wario) Smash Ultimate Tournament Top 256   \n",
       "1107               EVO 2019 SSBU - Kome (Shulk) Vs. eU | Samsora (Peach) Smash Ultimate Tournament Top 256   \n",
       "1108                  EVO 2019 SSBU - Rogue | Light (Fox) Vs. FOW (Ness) Smash Ultimate Tournament Top 256   \n",
       "1109       EVO 2019 SSBU - NRG | Nairo (Palutena) Vs. BC | Mr. R (Chrom) Smash Ultimate Tournament Top 256   \n",
       "1110                 EVO 2019 SSBU - Lui$ (Fox) Vs. ProtoBanham (Lucina) Smash Ultimate Tournament Top 256   \n",
       "1111          EVO 2019 SSBU - PG | Marss (ZSS) Vs. NVR | Elegant (Luigi) Smash Ultimate Tournament Top 256   \n",
       "1112      EVO 2019 SSBU - FOX | MkLeo (Joker) Vs. R2G | Kameme (Mega Man) Smash Ultimate Tournament Top 32   \n",
       "1113            EVO 2019 SSBU - SLY | Glutonny (Wario) Vs. Shogun (Snake) Smash Ultimate Tournament Top 32   \n",
       "1114  EVO 2019 SSBU - TSM | Tweek (Pokemon Trainer) Vs. Protobanham (Lucina) Smash Ultimate Tournament T32   \n",
       "1115        [OFFSTREAM] EVO 2019 SSBU - PG | Marss (ZSS) Vs. Nietono (Wario) Smash Ultimate Winners Top 32   \n",
       "1116  [OFFSTREAM] EVO 2019 SSBU - NRG | Nairo (Palutena) Vs. kept (Isabelle, Villager) Smash Ultimate LT32   \n",
       "1117    EVO 2019 SSBU - Liquid` Dabuz (Olimar) Vs. Raito (Duck Hunt) Smash Ultimate Tournament W. Quarters   \n",
       "1118  EVO 2019 SSBU - DNG | Nietono (Wario) Vs. eU | Samsora (Peach) Smash Ultimate Tournament W. Quarters   \n",
       "1119       EVO 2019 SSBU - SLY | Glutonny (Wario) Vs. R2G | Kameme (Mega Man) Smash Ultimate Tournament WQ   \n",
       "1120  EVO 2019 SSBU - TSM | Tweek (Pokemon Trainer) Vs SNB | Abadango (Wario) Smash Ultimate Tournament WQ   \n",
       "1121  [OFFSTREAM] EVO 2019 SSBU - NRG | Nairo (Palutena) Vs. PG | Marss (ZSS) Smash Ultimate Losers Top 24   \n",
       "1122   [OFFSTREAM] EVO 2019 SSBU - BC | Mr. R (Snake, Chrom) Vs. ProtoBanham (Lucina, Ink) Ultimate Top 16   \n",
       "1123  EVO 2019 SSBU - TL | Dabuz (Olimar, Rosa) Vs Rogue | Light (Fox) Smash Ultimate Tournament L. Top 12   \n",
       "1124     EVO 2019 SSBU - GV | Zackray (Wolf) Vs. DNG | Nietono (Wario) Smash Ultimate Tournament L. Top 12   \n",
       "1125  EVO 2019 SSBU - R2G | Kameme (Mega Man) Vs. Protobanham (Lucina) Smash Ultimate Tournament L. Top 12   \n",
       "1126    EVO 2019 SSBU - FOX | MkLeo (Joker) Vs. SNB | Abadango (Wario) Smash Ultimate Tournament L. Top 12   \n",
       "1127          EVO 2019 OFF STREAM - Maister (Game & Watch) Vs. Raito (Duck Hunt) Smash Ultimate Tournament   \n",
       "1128           EVO 2019 OFF STREAM - MVD (Snake) Vs. Konga (Donkey Kong) Smash Ultimate Tournament Top 256   \n",
       "1129  EVO 2019 SSBU - Raito (Duck Hunt) Vs. SLY | Glutonny (Wario) Smash Ultimate Tournament Winners Semis   \n",
       "1130   EVO 2019 SSBU - TSM | Tweek (Pokemon Trainer) Vs. eU | Samsora (Peach) Smash Ultimate Winners Semis   \n",
       "1131  EVO 2019 SSBU - Rogue | Light (Fox) Vs Protobanham (Lucina) Smash Ultimate Tournament Losers Eighths   \n",
       "1132  EVO 2019 SSBU - FOX | MkLeo (Joker) Vs. GW | Zackray (Wolf) Smash Ultimate Tournament Losers Eighths   \n",
       "1133   EVO 2019 SSBU - eU | Samsora (Peach) Vs. Protobanham (Lucina) Smash Ultimate Tournament L. Quarters   \n",
       "1134   EVO 2019 SSBU - FOX | MkLeo (Joker) Vs. Raito (Duck Hunt) Smash Ultimate Tournament Losers Quarters   \n",
       "1135  EVO 2019 SSBU - SLY | Glutonny (Wario) Vs. TSM | Tweek (PT) Smash Ultimate Tournament Winners Finals   \n",
       "1136   EVO 2019 SSBU - FOX | MkLeo (Joker) Vs. eU | Samsora (Peach) Smash Ultimate Tournament Losers Semis   \n",
       "1137  EVO 2019 SSBU - SLY | Glutonny (Wario) Vs FOX | MkLeo (Joker) Smash Ultimate Tournament Losers Final   \n",
       "1138          EVO 2019 Smash Ultimate Grand Finals - TSM | Tweek (Pokemon Trainer) Vs. FOX | MkLeo (Joker)   \n",
       "\n",
       "      video_length  video_views        published_date            tournament  \\\n",
       "35        00:07:57         2657  2020-02-22T19:25:45Z        Frostbite 2020   \n",
       "107       00:10:01        86312  2020-02-23T16:45:26Z        Frostbite 2020   \n",
       "108       00:10:34         7065  2020-02-23T16:46:17Z        Frostbite 2020   \n",
       "109       00:10:01        86312  2020-02-23T16:45:26Z        Frostbite 2020   \n",
       "110       00:10:34         7065  2020-02-23T16:46:17Z        Frostbite 2020   \n",
       "111       00:12:16        36223  2020-02-23T16:53:47Z        Frostbite 2020   \n",
       "112       00:15:43         6764  2020-02-23T17:19:26Z        Frostbite 2020   \n",
       "113       00:14:54         9935  2020-02-23T17:23:18Z        Frostbite 2020   \n",
       "114       00:16:20        19184  2020-02-23T17:21:52Z        Frostbite 2020   \n",
       "115       00:17:02        30083  2020-02-23T17:49:43Z        Frostbite 2020   \n",
       "116       00:24:17        19024  2020-02-23T18:09:05Z        Frostbite 2020   \n",
       "117       00:10:12        53585  2020-02-23T17:55:34Z        Frostbite 2020   \n",
       "118       00:15:00        71707  2020-02-23T18:13:49Z        Frostbite 2020   \n",
       "119       00:16:39        11729  2020-02-23T18:21:17Z        Frostbite 2020   \n",
       "120       00:25:30        55252  2020-02-23T18:34:27Z        Frostbite 2020   \n",
       "121       00:17:02         9023  2020-02-23T18:40:37Z        Frostbite 2020   \n",
       "122       00:17:30         5920  2020-02-23T18:55:57Z        Frostbite 2020   \n",
       "123       00:19:36        39226  2020-02-23T19:04:44Z        Frostbite 2020   \n",
       "124       00:15:52         8529  2020-02-23T19:07:34Z        Frostbite 2020   \n",
       "125       00:11:18       599665  2020-02-23T19:11:14Z        Frostbite 2020   \n",
       "126       00:10:01         3943  2020-02-23T19:17:01Z        Frostbite 2020   \n",
       "127       00:20:52        31685  2020-02-23T19:39:37Z        Frostbite 2020   \n",
       "128       00:18:45        10970  2020-02-23T19:41:53Z        Frostbite 2020   \n",
       "129       00:23:08        13054  2020-02-23T19:49:16Z        Frostbite 2020   \n",
       "130       00:12:07         8685  2020-02-23T19:50:21Z        Frostbite 2020   \n",
       "131       00:16:58        71125  2020-02-23T20:12:10Z        Frostbite 2020   \n",
       "132       00:18:05        30375  2020-02-23T20:21:28Z        Frostbite 2020   \n",
       "133       00:22:18        15336  2020-02-23T20:26:46Z        Frostbite 2020   \n",
       "134       00:19:09         6937  2020-02-23T20:44:15Z        Frostbite 2020   \n",
       "135       00:15:36       171816  2020-02-23T20:31:07Z        Frostbite 2020   \n",
       "136       00:19:27       196469  2020-02-23T21:10:51Z        Frostbite 2020   \n",
       "137       00:12:08        52733  2020-02-23T20:56:38Z        Frostbite 2020   \n",
       "138       00:21:47        12154  2020-02-23T21:21:58Z        Frostbite 2020   \n",
       "139       00:13:59       108510  2020-02-23T21:20:48Z        Frostbite 2020   \n",
       "140       00:14:41        20566  2020-02-23T21:27:07Z        Frostbite 2020   \n",
       "141       00:12:43        41727  2020-02-23T21:23:05Z        Frostbite 2020   \n",
       "142       00:04:40        45571  2020-02-23T21:51:35Z        Frostbite 2020   \n",
       "143       00:13:52        80979  2020-02-23T21:44:02Z        Frostbite 2020   \n",
       "144       00:13:55        37186  2020-02-23T21:52:48Z        Frostbite 2020   \n",
       "145       00:24:58        55015  2020-02-23T22:17:14Z        Frostbite 2020   \n",
       "146       00:28:24        22592  2020-02-23T22:19:34Z        Frostbite 2020   \n",
       "147       00:13:52        11225  2020-02-23T22:18:09Z        Frostbite 2020   \n",
       "148       00:17:47        52446  2020-02-23T22:40:31Z        Frostbite 2020   \n",
       "149       00:12:12        16864  2020-02-23T22:42:19Z        Frostbite 2020   \n",
       "150       00:14:43        13553  2020-02-23T22:50:37Z        Frostbite 2020   \n",
       "151       00:13:50        95029  2020-02-23T22:46:11Z        Frostbite 2020   \n",
       "152       00:18:00       110543  2020-02-23T22:53:29Z        Frostbite 2020   \n",
       "153       00:23:08        42848  2020-02-23T23:03:46Z        Frostbite 2020   \n",
       "154       00:08:55       240567  2020-02-23T23:12:01Z        Frostbite 2020   \n",
       "155       00:13:21         8450  2020-02-23T23:28:06Z        Frostbite 2020   \n",
       "156       00:13:59        13477  2020-02-23T23:33:03Z        Frostbite 2020   \n",
       "157       00:19:29       107936  2020-02-23T23:42:45Z        Frostbite 2020   \n",
       "158       00:17:32       101338  2020-02-24T00:00:06Z        Frostbite 2020   \n",
       "159       00:19:25       178659  2020-02-24T00:03:07Z        Frostbite 2020   \n",
       "160       00:11:14        31376  2020-02-24T00:12:36Z        Frostbite 2020   \n",
       "161       00:10:54        31658  2020-02-24T00:46:39Z        Frostbite 2020   \n",
       "162       00:20:07       484841  2020-02-24T01:29:35Z        Frostbite 2020   \n",
       "163       00:20:59        76135  2020-02-24T01:49:35Z        Frostbite 2020   \n",
       "164       00:16:50        24302  2020-02-24T02:11:14Z        Frostbite 2020   \n",
       "165       00:23:21        60955  2020-02-24T02:41:09Z        Frostbite 2020   \n",
       "166       00:15:40        47130  2020-02-24T02:56:12Z        Frostbite 2020   \n",
       "167       00:15:46        99358  2020-02-24T03:38:18Z        Frostbite 2020   \n",
       "168       00:26:46       287030  2020-02-24T04:22:05Z        Frostbite 2020   \n",
       "169       00:19:18       282636  2020-02-24T04:43:55Z        Frostbite 2020   \n",
       "170       00:47:17       681550  2020-02-24T05:57:26Z        Frostbite 2020   \n",
       "200       00:07:18         5735  2019-08-10T00:00:57Z  Super Smash Con 2019   \n",
       "205       00:10:01         2299  2019-08-10T17:13:16Z  Super Smash Con 2019   \n",
       "251       00:09:55         4622  2019-08-11T14:29:50Z  Super Smash Con 2019   \n",
       "252       00:14:54         4947  2019-08-11T14:32:53Z  Super Smash Con 2019   \n",
       "253       00:10:43        20317  2019-08-11T14:33:36Z  Super Smash Con 2019   \n",
       "254       00:06:37         9443  2019-08-11T14:36:33Z  Super Smash Con 2019   \n",
       "255       00:11:03       184854  2019-08-11T14:43:10Z  Super Smash Con 2019   \n",
       "256       00:07:09         7145  2019-08-11T14:59:04Z  Super Smash Con 2019   \n",
       "257       00:07:44        27170  2019-08-11T14:59:07Z  Super Smash Con 2019   \n",
       "258       00:21:25        14141  2019-08-11T15:09:19Z  Super Smash Con 2019   \n",
       "259       00:13:19         4044  2019-08-11T15:12:47Z  Super Smash Con 2019   \n",
       "260       00:15:20        20389  2019-08-11T15:15:08Z  Super Smash Con 2019   \n",
       "261       00:20:52        31176  2019-08-11T15:31:56Z  Super Smash Con 2019   \n",
       "262       00:16:29        11561  2019-08-11T15:37:38Z  Super Smash Con 2019   \n",
       "263       00:12:27        24570  2019-08-11T15:36:53Z  Super Smash Con 2019   \n",
       "264       00:15:26        35917  2019-08-11T15:49:45Z  Super Smash Con 2019   \n",
       "265       00:09:53         5945  2019-08-11T16:02:09Z  Super Smash Con 2019   \n",
       "266       00:18:19         4255  2019-08-11T16:03:14Z  Super Smash Con 2019   \n",
       "267       00:22:22        28329  2019-08-11T16:09:04Z  Super Smash Con 2019   \n",
       "268       00:15:05        21895  2019-08-11T16:22:41Z  Super Smash Con 2019   \n",
       "269       00:12:12       124933  2019-08-11T16:18:42Z  Super Smash Con 2019   \n",
       "270       00:10:00         6842  2019-08-11T16:22:08Z  Super Smash Con 2019   \n",
       "271       00:07:21        13674  2019-08-11T16:29:40Z  Super Smash Con 2019   \n",
       "272       00:06:05        11804  2019-08-11T16:31:33Z  Super Smash Con 2019   \n",
       "273       00:13:21        11265  2019-08-11T16:42:45Z  Super Smash Con 2019   \n",
       "274       00:11:39         7103  2019-08-11T16:49:24Z  Super Smash Con 2019   \n",
       "275       00:07:26         4348  2019-08-11T16:49:35Z  Super Smash Con 2019   \n",
       "276       00:06:52         6184  2019-08-11T16:49:46Z  Super Smash Con 2019   \n",
       "277       00:08:33         3308  2019-08-11T16:58:33Z  Super Smash Con 2019   \n",
       "278       00:11:25         2555  2019-08-11T17:05:47Z  Super Smash Con 2019   \n",
       "279       00:07:57         1989  2019-08-11T17:01:27Z  Super Smash Con 2019   \n",
       "281       00:11:18        90622  2019-08-11T17:19:13Z  Super Smash Con 2019   \n",
       "283       00:15:06        26236  2019-08-11T17:27:17Z  Super Smash Con 2019   \n",
       "289       00:20:02        20444  2019-08-11T17:47:01Z  Super Smash Con 2019   \n",
       "293       00:13:09         2724  2019-08-11T17:44:56Z  Super Smash Con 2019   \n",
       "...            ...          ...                   ...                   ...   \n",
       "1002      00:08:16         2079  2019-06-01T17:58:46Z    Smash 'N' Splash 5   \n",
       "1003      00:10:44         4044  2019-06-01T17:58:40Z    Smash 'N' Splash 5   \n",
       "1004      00:04:46         1540  2019-06-01T18:07:42Z    Smash 'N' Splash 5   \n",
       "1005      00:06:22         4217  2019-06-01T18:07:50Z    Smash 'N' Splash 5   \n",
       "1006      00:08:19         3142  2019-06-01T18:49:24Z    Smash 'N' Splash 5   \n",
       "1007      00:06:56         1156  2019-06-01T19:04:53Z    Smash 'N' Splash 5   \n",
       "1008      00:07:07          876  2019-06-01T19:10:54Z    Smash 'N' Splash 5   \n",
       "1009      00:09:11          950  2019-06-01T19:27:46Z    Smash 'N' Splash 5   \n",
       "1010      00:05:41         5290  2019-06-01T19:37:34Z    Smash 'N' Splash 5   \n",
       "1011      00:08:23         1458  2019-06-01T20:00:59Z    Smash 'N' Splash 5   \n",
       "1012      00:11:31         2902  2019-06-01T20:11:29Z    Smash 'N' Splash 5   \n",
       "1013      00:07:11         1179  2019-06-01T20:14:39Z    Smash 'N' Splash 5   \n",
       "1014      00:08:02         1031  2019-06-01T20:38:47Z    Smash 'N' Splash 5   \n",
       "1015      00:13:34          949  2019-06-01T21:05:08Z    Smash 'N' Splash 5   \n",
       "1016      00:09:07         5814  2019-06-01T21:12:19Z    Smash 'N' Splash 5   \n",
       "1017      00:06:33         1524  2019-06-01T21:12:22Z    Smash 'N' Splash 5   \n",
       "1018      00:06:28          817  2019-06-01T21:27:23Z    Smash 'N' Splash 5   \n",
       "1019      00:09:36          891  2019-06-01T21:39:06Z    Smash 'N' Splash 5   \n",
       "1020      00:05:33         1220  2019-06-01T21:44:01Z    Smash 'N' Splash 5   \n",
       "1021      00:06:26          780  2019-06-01T21:49:40Z    Smash 'N' Splash 5   \n",
       "1022      00:07:14        38666  2019-06-01T22:06:02Z    Smash 'N' Splash 5   \n",
       "1023      00:11:36         3073  2019-06-01T22:33:25Z    Smash 'N' Splash 5   \n",
       "1024      00:18:50       138645  2019-06-01T23:01:20Z    Smash 'N' Splash 5   \n",
       "1025      00:12:27        12114  2019-06-01T23:01:27Z    Smash 'N' Splash 5   \n",
       "1026      00:10:11         4794  2019-06-01T23:01:24Z    Smash 'N' Splash 5   \n",
       "1027      00:12:12         8509  2019-06-01T23:11:04Z    Smash 'N' Splash 5   \n",
       "1028      00:22:28       141274  2019-06-01T23:21:29Z    Smash 'N' Splash 5   \n",
       "1029      00:11:55         1176  2019-06-01T23:28:24Z    Smash 'N' Splash 5   \n",
       "1030      00:11:31         4368  2019-06-01T23:39:00Z    Smash 'N' Splash 5   \n",
       "1031      00:14:37        20794  2019-06-01T23:36:28Z    Smash 'N' Splash 5   \n",
       "1032      00:15:45         3821  2019-06-01T23:57:47Z    Smash 'N' Splash 5   \n",
       "1033      00:18:49        27494  2019-06-02T00:10:21Z    Smash 'N' Splash 5   \n",
       "1034      00:11:17        10580  2019-06-02T00:20:13Z    Smash 'N' Splash 5   \n",
       "1035      00:09:34        12337  2019-06-02T00:33:35Z    Smash 'N' Splash 5   \n",
       "1036      00:17:40        18850  2019-06-02T00:52:33Z    Smash 'N' Splash 5   \n",
       "1037      00:17:31        10604  2019-06-02T01:01:59Z    Smash 'N' Splash 5   \n",
       "1038      00:19:57       329440  2019-06-02T01:11:35Z    Smash 'N' Splash 5   \n",
       "1039      00:17:57        47732  2019-06-02T01:22:23Z    Smash 'N' Splash 5   \n",
       "1040      00:15:11        17939  2019-06-02T01:40:51Z    Smash 'N' Splash 5   \n",
       "1041      00:12:35        13527  2019-06-02T01:46:59Z    Smash 'N' Splash 5   \n",
       "1042      00:27:42         2058  2019-06-02T01:51:17Z    Smash 'N' Splash 5   \n",
       "1043      00:11:13        28150  2019-06-02T02:03:22Z    Smash 'N' Splash 5   \n",
       "1044      00:13:19        24361  2019-06-02T02:09:25Z    Smash 'N' Splash 5   \n",
       "1045      00:17:17        35366  2019-06-02T02:23:52Z    Smash 'N' Splash 5   \n",
       "1046      00:17:37        92274  2019-06-02T02:37:29Z    Smash 'N' Splash 5   \n",
       "1047      00:11:57       101743  2019-06-02T02:45:40Z    Smash 'N' Splash 5   \n",
       "1048      00:08:43       280938  2019-06-02T02:53:24Z    Smash 'N' Splash 5   \n",
       "1049      00:10:10         3303  2019-06-02T02:59:56Z    Smash 'N' Splash 5   \n",
       "1050      00:11:23         7764  2019-06-02T03:17:16Z    Smash 'N' Splash 5   \n",
       "1051      00:21:12        24932  2019-06-02T03:27:21Z    Smash 'N' Splash 5   \n",
       "1052      00:14:18         8370  2019-06-02T03:31:42Z    Smash 'N' Splash 5   \n",
       "1053      00:14:41       148379  2019-06-02T03:47:56Z    Smash 'N' Splash 5   \n",
       "1054      00:22:18        24649  2019-06-02T04:20:29Z    Smash 'N' Splash 5   \n",
       "1055      00:20:03         6578  2019-06-03T00:29:21Z    Smash 'N' Splash 5   \n",
       "1056      00:14:39        17083  2019-06-03T00:51:56Z    Smash 'N' Splash 5   \n",
       "1057      00:18:55        24970  2019-06-03T01:15:43Z    Smash 'N' Splash 5   \n",
       "1058      00:16:21       126309  2019-06-03T01:53:02Z    Smash 'N' Splash 5   \n",
       "1059      00:13:19        10073  2019-06-03T01:56:34Z    Smash 'N' Splash 5   \n",
       "1060      00:15:14        11011  2019-06-03T02:22:18Z    Smash 'N' Splash 5   \n",
       "1061      00:14:41       229581  2019-06-03T02:43:39Z    Smash 'N' Splash 5   \n",
       "1062      00:14:28        12991  2019-06-03T03:04:07Z    Smash 'N' Splash 5   \n",
       "1063      00:12:21        14798  2019-06-03T03:13:45Z    Smash 'N' Splash 5   \n",
       "1064      00:10:34       347627  2019-06-03T04:11:08Z    Smash 'N' Splash 5   \n",
       "1065      00:08:58        24066  2019-06-03T04:11:11Z    Smash 'N' Splash 5   \n",
       "1066      00:07:55         4328  2019-06-03T04:16:14Z    Smash 'N' Splash 5   \n",
       "1067      00:08:08         9736  2019-08-04T02:46:03Z              EVO 2019   \n",
       "1105      00:06:13        41326  2019-08-04T01:20:44Z              EVO 2019   \n",
       "1106      00:08:20         6228  2019-08-04T01:36:19Z              EVO 2019   \n",
       "1107      00:13:17        33192  2019-08-04T01:57:19Z              EVO 2019   \n",
       "1108      00:07:26        31392  2019-08-04T02:03:48Z              EVO 2019   \n",
       "1109      00:11:22        72101  2019-08-04T02:40:57Z              EVO 2019   \n",
       "1110      00:11:51        15319  2019-08-07T17:13:14Z              EVO 2019   \n",
       "1111      00:12:35       123039  2019-08-04T02:59:02Z              EVO 2019   \n",
       "1112      00:10:01       614391  2019-08-04T03:26:45Z              EVO 2019   \n",
       "1113      00:08:54        48420  2019-08-04T03:40:24Z              EVO 2019   \n",
       "1114      00:13:48       138931  2019-08-04T04:03:52Z              EVO 2019   \n",
       "1115      00:13:19         4551  2019-08-20T17:45:00Z              EVO 2019   \n",
       "1116      00:16:42         9762  2019-08-20T18:00:00Z              EVO 2019   \n",
       "1117      00:14:19        63635  2019-08-04T04:22:56Z              EVO 2019   \n",
       "1118      00:08:36        23301  2019-08-04T04:40:02Z              EVO 2019   \n",
       "1119      00:13:41        89903  2019-08-04T04:53:33Z              EVO 2019   \n",
       "1120      00:07:24        42576  2019-08-04T05:04:19Z              EVO 2019   \n",
       "1121      00:10:01         9429  2019-08-20T18:15:00Z              EVO 2019   \n",
       "1122      00:10:59         8052  2019-08-20T18:30:01Z              EVO 2019   \n",
       "1123      00:15:02        54687  2019-08-04T05:26:20Z              EVO 2019   \n",
       "1124      00:08:01        67322  2019-08-04T05:36:41Z              EVO 2019   \n",
       "1125      00:15:29        86402  2019-08-04T06:04:04Z              EVO 2019   \n",
       "1126      00:10:01       149406  2019-08-04T06:08:17Z              EVO 2019   \n",
       "1127      00:10:36        30047  2019-08-04T17:15:16Z              EVO 2019   \n",
       "1128      00:08:53         8883  2019-08-06T16:00:07Z              EVO 2019   \n",
       "1129      00:14:20        59551  2019-08-05T02:46:59Z              EVO 2019   \n",
       "1130      00:10:01        43552  2019-08-05T02:53:32Z              EVO 2019   \n",
       "1131      00:10:01       170427  2019-08-05T03:14:28Z              EVO 2019   \n",
       "1132      00:10:04       155593  2019-08-05T03:15:07Z              EVO 2019   \n",
       "1133      00:14:04        50056  2019-08-05T03:38:54Z              EVO 2019   \n",
       "1134      00:10:01        74680  2019-08-05T03:49:27Z              EVO 2019   \n",
       "1135      00:20:58        92554  2019-08-05T04:25:49Z              EVO 2019   \n",
       "1136      00:10:01        45171  2019-08-05T04:26:32Z              EVO 2019   \n",
       "1137      00:11:46       108058  2019-08-05T04:48:04Z              EVO 2019   \n",
       "1138      00:38:03      1836317  2019-08-05T06:04:24Z              EVO 2019   \n",
       "\n",
       "      number_of_characters              characters_in_set  \n",
       "35                       3             -Hero-Palutena-ROB  \n",
       "107                      2                    -ZSS-Bowser  \n",
       "108                      2                     -Joker-Fox  \n",
       "109                      2                    -ZSS-Bowser  \n",
       "110                      2                     -Joker-Fox  \n",
       "111                      2                  -Olimar-Luigi  \n",
       "112                      2                -Rosalina-Peach  \n",
       "113                      3            -Chrom-Wolf-Mr. G&W  \n",
       "114                      2                    -Peach-Wolf  \n",
       "115                      3        -Sheik-Wario-Young Link  \n",
       "116                      2                     -ROB-Mario  \n",
       "117                      2                       -ZSS-Fox  \n",
       "118                      2              -Peach-Young Link  \n",
       "119                      2                    -ROB-Bowser  \n",
       "120                      2                -Rosalina-Luigi  \n",
       "121                      2                    -Wario-Wolf  \n",
       "122                      2                     -ROB-Chrom  \n",
       "123                      2                 -Mario-Mr. G&W  \n",
       "124                      2                   -Shulk-Pichu  \n",
       "125                      2                   -Joker-Mario  \n",
       "126                      2                     -Pichu-Fox  \n",
       "127                      2                   -Wario-Sonic  \n",
       "128                      2              -Pac-Man-Palutena  \n",
       "129                      2                 -Inkling-Icies  \n",
       "130                      2           -Fox-Wii Fit Trainer  \n",
       "131                      2                  -Roy-Palutena  \n",
       "132                      3             -Wario-Trainer-Ike  \n",
       "133                      2                   -Zelda-Wario  \n",
       "134                      2                     -Ness-Palu  \n",
       "135                      3                 -G&W-ROB-Sheik  \n",
       "136                      3         -Joker-Hero-Dark Samus  \n",
       "137                      2                   -Mario-Pichu  \n",
       "138                      2                 -Pac-Man-Sonic  \n",
       "139                      2                   -Mario-Chrom  \n",
       "140                      2                   -Inkling-Roy  \n",
       "141                      2                  -Fox-Palutena  \n",
       "142                      2                 -Trainer-Sheik  \n",
       "143                      2                   -Mario-Joker  \n",
       "144                      2                -Young Link-G&W  \n",
       "145                      2                   -Wario-Peach  \n",
       "146                      2                -Mega Man-Sonic  \n",
       "147                      2                  -Rosalina-Fox  \n",
       "148                      2                   -Cloud-Luigi  \n",
       "149                      2                 -Pac-Man-Pichu  \n",
       "150                      2                    -Fox-Olimar  \n",
       "151                      2              -Trainer-Palutena  \n",
       "152                      2                     -ZSS-Joker  \n",
       "153                      2                     -ROB-Sheik  \n",
       "154                      2                     -ROB-Luigi  \n",
       "155                      3              -Sonic-Chrom-Wolf  \n",
       "156                      3          -Sonic-Fox-Diddy Kong  \n",
       "157                      3               -Fox-Pichu-Sheik  \n",
       "158                      2                -Young Link-Fox  \n",
       "159                      2                -Joker-Palutena  \n",
       "160                      2                     -ROB-Pichu  \n",
       "161                      2              -Sonic-Young Link  \n",
       "162                      2                     -ROB-Joker  \n",
       "163                      3          -Pac-Man-Trainer-Wolf  \n",
       "164                      2                    -G&W-Olimar  \n",
       "165                      2                 -Sonic-Pac-Man  \n",
       "166                      2                -Rosalina-Joker  \n",
       "167                      3             -G&W-Trainer-Wario  \n",
       "168                      2                 -Pac-Man-Joker  \n",
       "169                      2                    -Wolf-Joker  \n",
       "170                      4        -G&W-Pichu-Joker-Byleth  \n",
       "200                      3  -Pokemon Trainer-Inkling-Hero  \n",
       "205                      2       -Game & Watch-Young Link  \n",
       "251                      2          -Captain Falcon-Peach  \n",
       "252                      2                  -ZSS-Palutena  \n",
       "253                      2                -Mario-Villager  \n",
       "254                      2                  -Luigi-Olimar  \n",
       "255                      3           -ZSS-Palutena-Falcon  \n",
       "256                      2          -Captain Falcon-Snake  \n",
       "257                      2                   -Trainer-G&W  \n",
       "258                      2                   -Pac-Man-Fox  \n",
       "259                      2                     -Mario-Fox  \n",
       "260                      2              -Mega Man-Trainer  \n",
       "261                      2                  -ZSS-Villager  \n",
       "262                      2                 -Joker-Trainer  \n",
       "263                      2               -C. Falcon-Peach  \n",
       "264                      2            -ZSS-Captain Falcon  \n",
       "265                      2                    -Fox-Olimar  \n",
       "266                      2         -Mega Man-Game & Watch  \n",
       "267                      2              -Villager-Trainer  \n",
       "268                      2                     -Fox-Mario  \n",
       "269                      2               -Trainer-Trainer  \n",
       "270                      2                    -G&W-Falcon  \n",
       "271                      2                  -Joker-Olimar  \n",
       "272                      2                  -Bowser-Falco  \n",
       "273                      2                 -Trainer-Peach  \n",
       "274                      2                    -Wolf-Peach  \n",
       "275                      2                     -Ness-Ness  \n",
       "276                      2                 -Pikachu-Joker  \n",
       "277                      2                   -Peach-Cloud  \n",
       "278                      2                   -Snake-Peach  \n",
       "279                      2                    -Lucina-ROB  \n",
       "281                      2                     -Roy-Joker  \n",
       "283                      2                      -Fox-Wolf  \n",
       "289                      2                   -Pikachu-ROB  \n",
       "293                      2              -Mii Gunner-Joker  \n",
       "...                    ...                            ...  \n",
       "1002                     2                  -Ridley-Peach  \n",
       "1003                     2                  -Falco-Bowser  \n",
       "1004                     2              -Donkey Kong-Wolf  \n",
       "1005                     2                -C.Falcon-Zelda  \n",
       "1006                     2                   -Chrom-Daisy  \n",
       "1007                     2                  -Lucina-Snake  \n",
       "1008                     2                     -ROB-Snake  \n",
       "1009                     2                  -Chrom-Olimar  \n",
       "1010                     2           -Chrom-Piranha Plant  \n",
       "1011                     2               -Peach-Duck Hunt  \n",
       "1012                     2    -Pokemon Trainer-Young Link  \n",
       "1013                     2                   -Snake-Wario  \n",
       "1014                     2                  -Lucina-Wario  \n",
       "1015                     2      -Pokemon Trainer-Mega Man  \n",
       "1016                     2                 -Mega Man-Ness  \n",
       "1017                     2                 -Inkling-Chrom  \n",
       "1018                     2                  -Lucina-Pichu  \n",
       "1019                     2             -Palutena-Palutena  \n",
       "1020                     2               -Mega Man-Bowser  \n",
       "1021                     2                   -Snake-Peach  \n",
       "1022                     2                    -Luigi-Ness  \n",
       "1023                     2                     -Fox-Peach  \n",
       "1024                     3                -Joker-Roy-Wolf  \n",
       "1025                     2                -Joker-Palutena  \n",
       "1026                     2           -Zero Suit Samus-Fox  \n",
       "1027                     2                   -Pichu-Mario  \n",
       "1028                     2            -Palutena-Bayonetta  \n",
       "1029                     2                 -Inkling-Pichu  \n",
       "1030                     2                       -Fox-ROB  \n",
       "1031                     2               -Palutena-Y.Link  \n",
       "1032                     2                   -Chrom-Pichu  \n",
       "1033                     2              -Wolf-Mii Brawler  \n",
       "1034                     2                   -Peach-Shulk  \n",
       "1035                     2                    -Fox-Lucina  \n",
       "1036                     2         -Zero Suit Samus-Yoshi  \n",
       "1037                     2               -Mario-Bayonetta  \n",
       "1038                     2         -Joker-Pokemon Trainer  \n",
       "1039                     2         -Rosalina & Luma-Chrom  \n",
       "1040                     2                  -Lucina-Pichu  \n",
       "1041                     2                    -Snake-Wolf  \n",
       "1042                     2                     -Snake-ROB  \n",
       "1043                     2                  -Bowser-Chrom  \n",
       "1044                     2                     -Pichu-Fox  \n",
       "1045                     2                  -PT-Bayonetta  \n",
       "1046                     2         -Zero Suit Samus-Chrom  \n",
       "1047                     2                   -Joker-Peach  \n",
       "1048                     3         -Bowser-Inkling-Corrin  \n",
       "1049                     2                  -Lucina-Pichu  \n",
       "1050                     2                    -Fox-Olimar  \n",
       "1051                     2               -Snake-Bayonetta  \n",
       "1052                     2                   -Chrom-Pichu  \n",
       "1053                     2                  -Peach-Bowser  \n",
       "1054                     3            -Wolf-Snake-Inkling  \n",
       "1055                     2                   -Pichu-Peach  \n",
       "1056                     2                   -Wolf-Olimar  \n",
       "1057                     2                   -Snake-Pichu  \n",
       "1058                     2                     -ZSS-Joker  \n",
       "1059                     3             -Joker-Pichu-Peach  \n",
       "1060                     4          -Olimar-Rosa-Palu-ZSS  \n",
       "1061                     2                   -Joker-Snake  \n",
       "1062                     2                     -Peach-ZSS  \n",
       "1063                     2                   -Peach-Snake  \n",
       "1064                     2                -Joker-Palutena  \n",
       "1065                     0                                 \n",
       "1066                     0                                 \n",
       "1067                     2                    -Fox-Lucina  \n",
       "1105                     2                   -Luigi-Yoshi  \n",
       "1106                     2                  -Olimar-Wario  \n",
       "1107                     2                   -Shulk-Peach  \n",
       "1108                     2                      -Fox-Ness  \n",
       "1109                     2                -Palutena-Chrom  \n",
       "1110                     2                    -Fox-Lucina  \n",
       "1111                     2                     -ZSS-Luigi  \n",
       "1112                     2                -Joker-Mega Man  \n",
       "1113                     2                   -Wario-Snake  \n",
       "1114                     2        -Pokemon Trainer-Lucina  \n",
       "1115                     2                     -ZSS-Wario  \n",
       "1116                     3    -Palutena-Isabelle-Villager  \n",
       "1117                     2              -Olimar-Duck Hunt  \n",
       "1118                     2                   -Wario-Peach  \n",
       "1119                     2                -Wario-Mega Man  \n",
       "1120                     2         -Pokemon Trainer-Wario  \n",
       "1121                     2                  -Palutena-ZSS  \n",
       "1122                     4        -Snake-Chrom-Lucina-Ink  \n",
       "1123                     3               -Olimar-Rosa-Fox  \n",
       "1124                     2                    -Wolf-Wario  \n",
       "1125                     2               -Mega Man-Lucina  \n",
       "1126                     2                   -Joker-Wario  \n",
       "1127                     2        -Game & Watch-Duck Hunt  \n",
       "1128                     2             -Snake-Donkey Kong  \n",
       "1129                     2               -Duck Hunt-Wario  \n",
       "1130                     2         -Pokemon Trainer-Peach  \n",
       "1131                     2                    -Fox-Lucina  \n",
       "1132                     2                    -Joker-Wolf  \n",
       "1133                     2                  -Peach-Lucina  \n",
       "1134                     2               -Joker-Duck Hunt  \n",
       "1135                     2                      -Wario-PT  \n",
       "1136                     2                   -Joker-Peach  \n",
       "1137                     2                   -Wario-Joker  \n",
       "1138                     2         -Pokemon Trainer-Joker  \n",
       "\n",
       "[472 rows x 7 columns]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "smash_videos[~smash_videos.video_title.str.lower().str.contains('pool')]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Videos with strange titles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
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       "      <th>328</th>\n",
       "      <td>Super Smash Con 2019 - bc | EE Interviews FOX MVG | MkLeo</td>\n",
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       "      <td>GENESIS 6 - ULTIMATE TOP 8</td>\n",
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       "      <td>Rogue | Light (Fox) v. MTS | Suarez (Yoshi) - Phase 2 Pools - Frostbite 2019</td>\n",
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       "      <td>EVO Japan 2020 - Super Smash Bros. Ultimate - Pools Part 1 - Day 1</td>\n",
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       "      <td>EVO Japan 2020 - Super Smash Bros. Ultimate - Pools Part 3 - Day 1</td>\n",
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      ],
      "text/plain": [
       "                                                                       video_title  \\\n",
       "328                      Super Smash Con 2019 - bc | EE Interviews FOX MVG | MkLeo   \n",
       "436                                                     GENESIS 6 - ULTIMATE TOP 8   \n",
       "519   Rogue | Light (Fox) v. MTS | Suarez (Yoshi) - Phase 2 Pools - Frostbite 2019   \n",
       "973                                                        The Big House 9 - Recap   \n",
       "974             EVO Japan 2020 - Super Smash Bros. Ultimate - Pools Part 1 - Day 1   \n",
       "975             EVO Japan 2020 - Super Smash Bros. Ultimate - Pools Part 2 - Day 1   \n",
       "976             EVO Japan 2020 - Super Smash Bros. Ultimate - Pools Part 3 - Day 1   \n",
       "977             EVO Japan 2020 - Super Smash Bros. Ultimate - Pools Part 4 - Day 1   \n",
       "978             EVO Japan 2020 - Super Smash Bros. Ultimate - Pools Part 5 - Day 1   \n",
       "979             EVO Japan 2020 - Super Smash Bros. Ultimate - Pools Part 6 - Day 1   \n",
       "980     EVO Japan 2020 - Super Smash Bros. Ultimate - Round 2 Pools Part 1 - Day 2   \n",
       "981     EVO Japan 2020 - Super Smash Bros. Ultimate - Round 2 Pools Part 2 - Day 2   \n",
       "982     EVO Japan 2020 - Super Smash Bros. Ultimate - Quarterfinals Part 1 - Day 2   \n",
       "983     EVO Japan 2020 - Super Smash Bros. Ultimate - Quarterfinals Part 2 - Day 2   \n",
       "984               EVO Japan 2020 - Super Smash Bros. Ultimate - Semifinals - Day 2   \n",
       "1065                            SNS5 - Liquid'Hungrybox Interviews FOX MVG | Mkleo   \n",
       "1066                              SNS5 - Liquid'Hungrybox Interviews Mazer | NAKAT   \n",
       "\n",
       "      video_length  video_views        published_date            tournament  \\\n",
       "328       00:06:05        14670  2019-08-12T13:36:30Z  Super Smash Con 2019   \n",
       "436       04:18:50        24767  2019-02-09T05:13:15Z             GENESIS 6   \n",
       "519       00:21:03        14897  2019-02-24T02:07:40Z        Frostbite 2019   \n",
       "973       00:03:37         8378  2019-10-07T06:39:11Z       The Big House 9   \n",
       "974       01:38:34        12323  2020-01-24T08:39:05Z        EVO Japan 2020   \n",
       "975       01:42:46         5558  2020-01-24T08:52:01Z        EVO Japan 2020   \n",
       "976       01:40:43         3100  2020-01-24T08:52:14Z        EVO Japan 2020   \n",
       "977       01:46:24         4475  2020-01-24T09:39:02Z        EVO Japan 2020   \n",
       "978       01:40:14         3409  2020-01-24T11:26:40Z        EVO Japan 2020   \n",
       "979       02:14:18         5249  2020-01-24T13:26:52Z        EVO Japan 2020   \n",
       "980       01:36:30         1761  2020-01-25T07:03:04Z        EVO Japan 2020   \n",
       "981       02:08:42         3324  2020-01-25T07:13:51Z        EVO Japan 2020   \n",
       "982       01:11:27        25457  2020-01-25T07:21:03Z        EVO Japan 2020   \n",
       "983       01:54:46         9348  2020-01-25T09:49:27Z        EVO Japan 2020   \n",
       "984       01:45:16        14699  2020-01-25T12:09:04Z        EVO Japan 2020   \n",
       "1065      00:08:58        24066  2019-06-03T04:11:11Z    Smash 'N' Splash 5   \n",
       "1066      00:07:55         4328  2019-06-03T04:16:14Z    Smash 'N' Splash 5   \n",
       "\n",
       "      number_of_characters characters_in_set  \n",
       "328                      0                    \n",
       "436                      0                    \n",
       "519                      2        -Fox-Yoshi  \n",
       "973                      0                    \n",
       "974                      0                    \n",
       "975                      0                    \n",
       "976                      0                    \n",
       "977                      0                    \n",
       "978                      0                    \n",
       "979                      0                    \n",
       "980                      0                    \n",
       "981                      0                    \n",
       "982                      0                    \n",
       "983                      0                    \n",
       "984                      0                    \n",
       "1065                     0                    \n",
       "1066                     0                    "
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "strange_titles=smash_videos[smash_videos.video_title.apply(lambda x: False if 'vs' in x.lower() else True)]\n",
    "strange_titles"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The ten most viewed videos in competitive smash history!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/neil_s_oza/anaconda3/lib/python3.5/site-packages/ipykernel/__main__.py:3: FutureWarning: sort(columns=....) is deprecated, use sort_values(by=.....)\n",
      "  app.launch_new_instance()\n"
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       "      <th>1138</th>\n",
       "      <td>EVO 2019 Smash Ultimate Grand Finals - TSM | Tweek (Pokemon Trainer) Vs. FOX | MkLeo (Joker)</td>\n",
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       "      <td>SSC 2019 SSBU - FOX MVG MkLeo (Joker) VS GW Zackray (Wolf, ROB) Smash Ultimate Winner's Quarters</td>\n",
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       "      <td>CEO 2019 SSBU - FOX | MkLeo (Joker) Vs. PG | Marss (ZSS, Falcon) Smash Ultimate Grand Finals</td>\n",
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       "      <td>Frostbite 2020 SSBU Grand Finals - SSG  Maister (G&amp;W, Pichu) Vs MkLeo (Joker, Byleth) Smash Ultimate</td>\n",
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       "      <td>SSC 2019 SSBU - TSM Leffen (Trainer) VS MVG Salem (Snake, Hero) Smash Ultimate Round 2 Pools</td>\n",
       "      <td>00:16:23</td>\n",
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       "      <td>2019-08-10T23:58:12Z</td>\n",
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       "      <td>EVO 2019 SSBU - FOX | MkLeo (Joker) Vs. R2G | Kameme (Mega Man) Smash Ultimate Tournament Top 32</td>\n",
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       "      <td>2019-08-04T03:26:45Z</td>\n",
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       "      <td>SSC 2019 SSBU - FOX MVG MkLeo (Joker) VS  Riddles (Ken) Smash Ultimate Round 2 Pools</td>\n",
       "      <td>00:11:05</td>\n",
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       "      <td>2019-08-11T02:13:34Z</td>\n",
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      ],
      "text/plain": [
       "                                                                                               video_title  \\\n",
       "1138          EVO 2019 Smash Ultimate Grand Finals - TSM | Tweek (Pokemon Trainer) Vs. FOX | MkLeo (Joker)   \n",
       "417      Genesis 6 SSBU - FOX MVG | MkLeo (Ike) VS TSM | Leffen (Pokemon Trainer) Smash Ultimate W. Top 64   \n",
       "585              FOX MVG | MkLeo (Ike/Lucina) vs. TSM | Tweek (DK/Wario) - Winners Finals - Frostbite 2019   \n",
       "311       SSC 2019 SSBU - FOX MVG MkLeo (Joker) VS GW Zackray (Wolf, ROB) Smash Ultimate Winner's Quarters   \n",
       "733           CEO 2019 SSBU - FOX | MkLeo (Joker) Vs. PG | Marss (ZSS, Falcon) Smash Ultimate Grand Finals   \n",
       "170   Frostbite 2020 SSBU Grand Finals - SSG  Maister (G&W, Pichu) Vs MkLeo (Joker, Byleth) Smash Ultimate   \n",
       "241           SSC 2019 SSBU - TSM Leffen (Trainer) VS MVG Salem (Snake, Hero) Smash Ultimate Round 2 Pools   \n",
       "1112      EVO 2019 SSBU - FOX | MkLeo (Joker) Vs. R2G | Kameme (Mega Man) Smash Ultimate Tournament Top 32   \n",
       "250                   SSC 2019 SSBU - FOX MVG MkLeo (Joker) VS  Riddles (Ken) Smash Ultimate Round 2 Pools   \n",
       "125         Frostbite 2020 SSBU Winners Top 96 - MkLeo (Joker) Vs. Armada | Prodigy (Mario) Smash Ultimate   \n",
       "\n",
       "      video_length  video_views        published_date            tournament  \\\n",
       "1138      00:38:03      1836317  2019-08-05T06:04:24Z              EVO 2019   \n",
       "417       00:14:36       968613  2019-02-03T04:36:06Z             GENESIS 6   \n",
       "585       00:18:57       902794  2019-02-25T03:12:08Z        Frostbite 2019   \n",
       "311       00:23:01       789602  2019-08-11T19:35:49Z  Super Smash Con 2019   \n",
       "733       00:17:37       739696  2019-07-01T03:43:42Z              CEO 2019   \n",
       "170       00:47:17       681550  2020-02-24T05:57:26Z        Frostbite 2020   \n",
       "241       00:16:23       674518  2019-08-10T23:58:12Z  Super Smash Con 2019   \n",
       "1112      00:10:01       614391  2019-08-04T03:26:45Z              EVO 2019   \n",
       "250       00:11:05       609893  2019-08-11T02:13:34Z  Super Smash Con 2019   \n",
       "125       00:11:18       599665  2020-02-23T19:11:14Z        Frostbite 2020   \n",
       "\n",
       "      number_of_characters        characters_in_set  \n",
       "1138                     2   -Pokemon Trainer-Joker  \n",
       "417                      2     -Ike-Pokemon Trainer  \n",
       "585                      4     -Ike-Lucina-DK-Wario  \n",
       "311                      3          -Joker-Wolf-ROB  \n",
       "733                      3        -Joker-ZSS-Falcon  \n",
       "170                      4  -G&W-Pichu-Joker-Byleth  \n",
       "241                      3      -Trainer-Snake-Hero  \n",
       "1112                     2          -Joker-Mega Man  \n",
       "250                      2               -Joker-Ken  \n",
       "125                      2             -Joker-Mario  "
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Ten most viewed videos\n",
    "\n",
    "smash_videos.sort('video_views',ascending=False).head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
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