Classification of Robots in Movies.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Automatic Robot Classification in Movies\n",
    "\n",
    "## Overview\n",
    "There are lots of robots in various movies. Some robots might be similar, but some others looks different. \n",
    "We can guess that robots in movie have a kind of geological tree, and it might be generated automatically if we have enough data. In this notebook, I propose simple possibility of robot classification. \n",
    "\n",
    "## Environment\n",
    "* Data: Robots in Film (http://www.filmsite.org/robotsinfilm1.html ~ robotsinfilm12.html)\n",
    "* Sub-data: nltk.corpus.movie_reviews\n",
    "* Programming: Jupyter 4.1.0 with Python 3.5.1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Sentiments of robot\n",
    "\n",
    "### Overview\n",
    "I checked simple sentiment-positive/negative of each robots in movie with IMDB movie review corpus"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "train on 2000 instances, test on 498 instances\n",
      "accuracy: 0.9738955823293173\n",
      "Most Informative Features\n",
      "                  avoids = True              pos : neg    =     13.0 : 1.0\n",
      "              astounding = True              pos : neg    =     12.3 : 1.0\n",
      "                    slip = True              pos : neg    =     11.7 : 1.0\n",
      "             outstanding = True              pos : neg    =     11.5 : 1.0\n",
      "               ludicrous = True              neg : pos    =     11.0 : 1.0\n",
      "             fascination = True              pos : neg    =     11.0 : 1.0\n",
      "               insulting = True              neg : pos    =     11.0 : 1.0\n",
      "                    3000 = True              neg : pos    =     11.0 : 1.0\n",
      "                   sucks = True              neg : pos    =     10.6 : 1.0\n",
      "                thematic = True              pos : neg    =     10.3 : 1.0\n"
     ]
    }
   ],
   "source": [
    "import nltk.classify.util\n",
    "from nltk.classify import NaiveBayesClassifier\n",
    "from nltk.corpus import movie_reviews\n",
    " \n",
    "def word_feats(words):\n",
    "    return dict([(word, True) for word in words])\n",
    "\n",
    "\n",
    "negids = movie_reviews.fileids('neg')\n",
    "posids = movie_reviews.fileids('pos')\n",
    "\n",
    "\n",
    "negfeats = [(word_feats(movie_reviews.words(fileids=[f])), 'neg') for f in negids]\n",
    "posfeats = [(word_feats(movie_reviews.words(fileids=[f])), 'pos') for f in posids]\n",
    "\n",
    "negcutoff = len(negfeats)*3/4\n",
    "poscutoff = len(posfeats)*3/4\n",
    "\n",
    "#\n",
    "trainfeats = posfeats+negfeats \n",
    "testfeats = negfeats[751:1000] + posfeats[751:1000]\n",
    "print ('train on %d instances, test on %d instances' % (len(trainfeats), len(testfeats)))\n",
    " \n",
    "classifier = NaiveBayesClassifier.train(trainfeats)\n",
    "print ('accuracy:', nltk.classify.util.accuracy(classifier, testfeats))\n",
    "classifier.show_most_informative_features()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from pandas import Series, DataFrame\n",
    "\n",
    "## pre-crawled data from website\n",
    "robot_raw1 =  pd.read_csv('film15.csv')\n",
    "\n",
    "## cleansing\n",
    "robot_raw=robot_raw1.replace(np.nan, \"\")\n",
    "robot_raw = robot_raw[3:]\n",
    "robot_raw.price=robot_raw.price.replace(\"\", 0)\n",
    "def split_1(str):\n",
    "    return str.split(\")\", 1)[1]\n",
    "robot_raw.Contents = robot_raw.Contents.apply(split_1)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'pos', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'pos', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'pos', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'pos', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg', 'neg']\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "4"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## sentiment classification\n",
    "\n",
    "from IPython.display import Image, HTML\n",
    "from IPython.display import display\n",
    "from io import BytesIO\n",
    "from glob import glob\n",
    "\n",
    "import string\n",
    "from collections import Counter\n",
    "from nltk.corpus import stopwords\n",
    "from nltk.stem.porter import *\n",
    "\n",
    "robot_class=classifier.classify_many(robot_raw.Contents.apply(word_feats))\n",
    "robot_raw['class'] = robot_class\n",
    "print(robot_class)\n",
    "robot_class.count('pos')\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* SF movie review score is low -> lots of words in SF movie review are classified to negative. \n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Tf-Idf distance based classification\n",
    "The tf-idf, or term frequency-inverse document frequency, is a weight that ranks the importance of a term in its contextual document corpus. Term frequency is calculated as normalized frequency, a ratio of the number of occurrences of a word in its document to the total number of words in its document. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "## distance\n",
    "\n",
    "import string\n",
    "from collections import Counter\n",
    "from nltk.corpus import stopwords\n",
    "from nltk.stem.porter import *\n",
    "import os\n",
    "from sklearn.feature_extraction.text import TfidfVectorizer\n",
    "from nltk.stem.porter import PorterStemmer\n",
    "\n",
    "def get_tokens(text):\n",
    "    lowers = text.lower()\n",
    "    #remove the punctuation using the character deletion step of translate\n",
    "    no_punctuation = lowers.translate(string.punctuation)\n",
    "    tokens = nltk.word_tokenize(no_punctuation)\n",
    "    return tokens\n",
    "\n",
    "\n",
    "tokens = []\n",
    "for i in robot_raw.Contents:\n",
    "    tokens.extend(get_tokens(i))\n",
    "\n",
    "ps_filter= [\")\", \"(\", \".\",\"nan\", \"``\", \"''\", \":\", \"...\", \"!\", \"?\", \"'s\", \"'\", \"'m\", \"n't\", \"robot\", \"like\", \",\", \"-\"]\n",
    "filtered = [w for w in tokens if not w in stopwords.words('english')+ps_filter]\n",
    "\n",
    "def stem_tokens(tokens, stemmer):\n",
    "    stemmed = []\n",
    "    for item in tokens:\n",
    "        stemmed.append(stemmer.stem(item))\n",
    "    return stemmed\n",
    "\n",
    "stemmer = PorterStemmer()\n",
    "stemmed = stem_tokens(filtered, stemmer)\n",
    "\n",
    "def tokenize(text):\n",
    "    tokens = nltk.word_tokenize(text)\n",
    "    stems = stem_tokens(tokens, stemmer)\n",
    "    return stems\n",
    "\n",
    "token_dict = {}\n",
    "\n",
    "for strs in robot_raw.Contents:\n",
    "    lowers = strs.lower()\n",
    "    no_punctuation = lowers.translate(string.punctuation)\n",
    "    token_dict[strs] = no_punctuation\n",
    "\n",
    "tfidf = TfidfVectorizer(tokenizer=tokenize, stop_words='english')\n",
    "tfs = tfidf.fit_transform(token_dict.values())\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('film', 374),\n",
       " ('robot', 257),\n",
       " ('human', 154),\n",
       " ('one', 135),\n",
       " ('also', 131),\n",
       " ('name', 124),\n",
       " ('voic', 117),\n",
       " ('earth', 114),\n",
       " ('dr.', 114),\n",
       " ('android', 108)]"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## major words \n",
    "\n",
    "from collections import Counter\n",
    "tmp_cnt= Counter(stemmed)\n",
    "tmp_cnt.most_common(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
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       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Year</th>\n",
       "      <th>Robot_voice</th>\n",
       "      <th>Robot_dr</th>\n",
       "      <th>Robot_earth</th>\n",
       "      <th>Robot_android</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1941</td>\n",
       "      <td></td>\n",
       "      <td>\"Dynamo Dan\"</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1953</td>\n",
       "      <td>Ro-Man Great Guidance Death of Roy Ro-Man Kidn...</td>\n",
       "      <td>Ro-Man Great Guidance Death of Roy Ro-Man Kidn...</td>\n",
       "      <td>Ro-Man Great Guidance Death of Roy Ro-Man Kidn...</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1956</td>\n",
       "      <td>Robby the Robot Poster</td>\n",
       "      <td>Robby the Robot Poster</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1963</td>\n",
       "      <td>Gigantor Jimmy Sparks with his Control Box</td>\n",
       "      <td>Tobor the 8th Man</td>\n",
       "      <td></td>\n",
       "      <td>Tobor the 8th Man</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1965</td>\n",
       "      <td>Dr. Who &amp; the Daleks (1965, UK) Daleks' Invasi...</td>\n",
       "      <td>Dr. Who &amp; the Daleks (1965, UK) Daleks' Invasi...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1965</td>\n",
       "      <td>Dr. Who &amp; the Daleks (1965, UK) Daleks' Invasi...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1965</td>\n",
       "      <td></td>\n",
       "      <td>Dr. Who &amp; the Daleks (1965, UK) Daleks' Invasi...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1965</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1967</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1968</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1970</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1974</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1976</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>1977</td>\n",
       "      <td>Captain Rameses (Christopher Lee) Prof. Allan ...</td>\n",
       "      <td>Pyramidal Shape Wheelchair</td>\n",
       "      <td></td>\n",
       "      <td>Captain Rameses (Christopher Lee) Prof. Allan ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>1977</td>\n",
       "      <td>Captain Rameses (Christopher Lee) Prof. Allan ...</td>\n",
       "      <td>Artoo-Detoo (R2-D2) See-Threepio (C-3PO)</td>\n",
       "      <td></td>\n",
       "      <td>Captain Rameses (Christopher Lee) Prof. Allan ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>1977</td>\n",
       "      <td>Captain Rameses (Christopher Lee) Prof. Allan ...</td>\n",
       "      <td>Wiz in Orion Space Center Oko with MK-31 Space...</td>\n",
       "      <td></td>\n",
       "      <td>Captain Rameses (Christopher Lee) Prof. Allan ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>1977</td>\n",
       "      <td>Pyramidal Shape Wheelchair</td>\n",
       "      <td>Wiz in Orion Space Center Oko with MK-31 Space...</td>\n",
       "      <td></td>\n",
       "      <td>Captain Rameses (Christopher Lee) Prof. Allan ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>1977</td>\n",
       "      <td>Captain Rameses (Christopher Lee) Prof. Allan ...</td>\n",
       "      <td>Necron-99</td>\n",
       "      <td></td>\n",
       "      <td>Captain Rameses (Christopher Lee) Prof. Allan ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>1977</td>\n",
       "      <td>Wiz in Orion Space Center Oko with MK-31 Space...</td>\n",
       "      <td>Pyramidal Shape Wheelchair</td>\n",
       "      <td></td>\n",
       "      <td>Captain Rameses (Christopher Lee) Prof. Allan ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>1977</td>\n",
       "      <td>Wiz in Orion Space Center Oko with MK-31 Space...</td>\n",
       "      <td>Artoo-Detoo (R2-D2) See-Threepio (C-3PO)</td>\n",
       "      <td></td>\n",
       "      <td>Captain Rameses (Christopher Lee) Prof. Allan ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>1977</td>\n",
       "      <td>Wiz in Orion Space Center Oko with MK-31 Space...</td>\n",
       "      <td>Captain Rameses (Christopher Lee) Prof. Allan ...</td>\n",
       "      <td></td>\n",
       "      <td>Captain Rameses (Christopher Lee) Prof. Allan ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>1977</td>\n",
       "      <td>Wiz in Orion Space Center Oko with MK-31 Space...</td>\n",
       "      <td>Wiz in Orion Space Center Oko with MK-31 Space...</td>\n",
       "      <td></td>\n",
       "      <td>Captain Rameses (Christopher Lee) Prof. Allan ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>1977</td>\n",
       "      <td>Wiz in Orion Space Center Oko with MK-31 Space...</td>\n",
       "      <td>Necron-99</td>\n",
       "      <td></td>\n",
       "      <td>Captain Rameses (Christopher Lee) Prof. Allan ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>1977</td>\n",
       "      <td>Necron-99</td>\n",
       "      <td>Pyramidal Shape Wheelchair</td>\n",
       "      <td></td>\n",
       "      <td>Captain Rameses (Christopher Lee) Prof. Allan ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>1977</td>\n",
       "      <td>Necron-99</td>\n",
       "      <td>Artoo-Detoo (R2-D2) See-Threepio (C-3PO)</td>\n",
       "      <td></td>\n",
       "      <td>Captain Rameses (Christopher Lee) Prof. Allan ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>1977</td>\n",
       "      <td>Necron-99</td>\n",
       "      <td>Captain Rameses (Christopher Lee) Prof. Allan ...</td>\n",
       "      <td></td>\n",
       "      <td>Captain Rameses (Christopher Lee) Prof. Allan ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>1977</td>\n",
       "      <td>Necron-99</td>\n",
       "      <td>Wiz in Orion Space Center Oko with MK-31 Space...</td>\n",
       "      <td></td>\n",
       "      <td>Captain Rameses (Christopher Lee) Prof. Allan ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>1977</td>\n",
       "      <td>Necron-99</td>\n",
       "      <td>Necron-99</td>\n",
       "      <td></td>\n",
       "      <td>Captain Rameses (Christopher Lee) Prof. Allan ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>1977</td>\n",
       "      <td>Captain Rameses (Christopher Lee) Prof. Allan ...</td>\n",
       "      <td>Captain Rameses (Christopher Lee) Prof. Allan ...</td>\n",
       "      <td></td>\n",
       "      <td>Captain Rameses (Christopher Lee) Prof. Allan ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>1977</td>\n",
       "      <td>Pyramidal Shape Wheelchair</td>\n",
       "      <td>Captain Rameses (Christopher Lee) Prof. Allan ...</td>\n",
       "      <td></td>\n",
       "      <td>Captain Rameses (Christopher Lee) Prof. Allan ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>1977</td>\n",
       "      <td>Pyramidal Shape Wheelchair</td>\n",
       "      <td>Necron-99</td>\n",
       "      <td></td>\n",
       "      <td>Captain Rameses (Christopher Lee) Prof. Allan ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1977</td>\n",
       "      <td>Pyramidal Shape Wheelchair</td>\n",
       "      <td>Pyramidal Shape Wheelchair</td>\n",
       "      <td></td>\n",
       "      <td>Captain Rameses (Christopher Lee) Prof. Allan ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1977</td>\n",
       "      <td>Pyramidal Shape Wheelchair</td>\n",
       "      <td>Artoo-Detoo (R2-D2) See-Threepio (C-3PO)</td>\n",
       "      <td></td>\n",
       "      <td>Captain Rameses (Christopher Lee) Prof. Allan ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>1978</td>\n",
       "      <td>Beba-2 Robo-Waitress</td>\n",
       "      <td>Stella Star (Caroline Munro) 'Faithful Robot' ...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>1978</td>\n",
       "      <td>Beba-2 Robo-Waitress</td>\n",
       "      <td>Beba-2 Robo-Waitress</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>1979</td>\n",
       "      <td>Cargo Ship Robot Kim with \"Sparks\" One of Omus...</td>\n",
       "      <td>Cargo Ship Robot Kim with \"Sparks\" One of Omus...</td>\n",
       "      <td></td>\n",
       "      <td>Tom Trimble and Robotic Doppelganger Hermes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>1979</td>\n",
       "      <td>V.I.N.cent B.O.B. (l), V.I.N.cent (r) Maximill...</td>\n",
       "      <td>Lieut. Ilia Replacement Android Ilia V'Ger</td>\n",
       "      <td></td>\n",
       "      <td>Lieut. Ilia Replacement Android Ilia V'Ger</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>1979</td>\n",
       "      <td>V.I.N.cent B.O.B. (l), V.I.N.cent (r) Maximill...</td>\n",
       "      <td>Lieut. Ilia Replacement Android Ilia V'Ger</td>\n",
       "      <td></td>\n",
       "      <td>Tom Trimble and Robotic Doppelganger Hermes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>1979</td>\n",
       "      <td>V.I.N.cent B.O.B. (l), V.I.N.cent (r) Maximill...</td>\n",
       "      <td>Tom Trimble and Robotic Doppelganger Hermes</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>1979</td>\n",
       "      <td>V.I.N.cent B.O.B. (l), V.I.N.cent (r) Maximill...</td>\n",
       "      <td>Tom Trimble and Robotic Doppelganger Hermes</td>\n",
       "      <td></td>\n",
       "      <td>Alien Cyborg-Android Army Members Hercules IV ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>1979</td>\n",
       "      <td>V.I.N.cent B.O.B. (l), V.I.N.cent (r) Maximill...</td>\n",
       "      <td>Tom Trimble and Robotic Doppelganger Hermes</td>\n",
       "      <td></td>\n",
       "      <td>Lieut. Ilia Replacement Android Ilia V'Ger</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>1979</td>\n",
       "      <td>V.I.N.cent B.O.B. (l), V.I.N.cent (r) Maximill...</td>\n",
       "      <td>Tom Trimble and Robotic Doppelganger Hermes</td>\n",
       "      <td></td>\n",
       "      <td>Tom Trimble and Robotic Doppelganger Hermes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>1979</td>\n",
       "      <td>Cargo Ship Robot Kim with \"Sparks\" One of Omus...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>1979</td>\n",
       "      <td>Cargo Ship Robot Kim with \"Sparks\" One of Omus...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Alien Cyborg-Android Army Members Hercules IV ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>1979</td>\n",
       "      <td>Cargo Ship Robot Kim with \"Sparks\" One of Omus...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Lieut. Ilia Replacement Android Ilia V'Ger</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>1979</td>\n",
       "      <td>Cargo Ship Robot Kim with \"Sparks\" One of Omus...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Tom Trimble and Robotic Doppelganger Hermes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>1979</td>\n",
       "      <td>Cargo Ship Robot Kim with \"Sparks\" One of Omus...</td>\n",
       "      <td>V.I.N.cent B.O.B. (l), V.I.N.cent (r) Maximill...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>1979</td>\n",
       "      <td>Cargo Ship Robot Kim with \"Sparks\" One of Omus...</td>\n",
       "      <td>V.I.N.cent B.O.B. (l), V.I.N.cent (r) Maximill...</td>\n",
       "      <td></td>\n",
       "      <td>Alien Cyborg-Android Army Members Hercules IV ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>1979</td>\n",
       "      <td>Cargo Ship Robot Kim with \"Sparks\" One of Omus...</td>\n",
       "      <td>V.I.N.cent B.O.B. (l), V.I.N.cent (r) Maximill...</td>\n",
       "      <td></td>\n",
       "      <td>Tom Trimble and Robotic Doppelganger Hermes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>1979</td>\n",
       "      <td>Cargo Ship Robot Kim with \"Sparks\" One of Omus...</td>\n",
       "      <td>Cargo Ship Robot Kim with \"Sparks\" One of Omus...</td>\n",
       "      <td></td>\n",
       "      <td>Lieut. Ilia Replacement Android Ilia V'Ger</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>1979</td>\n",
       "      <td>Cargo Ship Robot Kim with \"Sparks\" One of Omus...</td>\n",
       "      <td>Cargo Ship Robot Kim with \"Sparks\" One of Omus...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>1979</td>\n",
       "      <td>Cargo Ship Robot Kim with \"Sparks\" One of Omus...</td>\n",
       "      <td>Cargo Ship Robot Kim with \"Sparks\" One of Omus...</td>\n",
       "      <td></td>\n",
       "      <td>Alien Cyborg-Android Army Members Hercules IV ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>1979</td>\n",
       "      <td>Cargo Ship Robot Kim with \"Sparks\" One of Omus...</td>\n",
       "      <td>Tom Trimble and Robotic Doppelganger Hermes</td>\n",
       "      <td></td>\n",
       "      <td>Tom Trimble and Robotic Doppelganger Hermes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>1979</td>\n",
       "      <td>Cargo Ship Robot Kim with \"Sparks\" One of Omus...</td>\n",
       "      <td>Tom Trimble and Robotic Doppelganger Hermes</td>\n",
       "      <td></td>\n",
       "      <td>Lieut. Ilia Replacement Android Ilia V'Ger</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>1979</td>\n",
       "      <td>Cargo Ship Robot Kim with \"Sparks\" One of Omus...</td>\n",
       "      <td>Tom Trimble and Robotic Doppelganger Hermes</td>\n",
       "      <td></td>\n",
       "      <td>Alien Cyborg-Android Army Members Hercules IV ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>1979</td>\n",
       "      <td>Cargo Ship Robot Kim with \"Sparks\" One of Omus...</td>\n",
       "      <td>Tom Trimble and Robotic Doppelganger Hermes</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>1979</td>\n",
       "      <td>Cargo Ship Robot Kim with \"Sparks\" One of Omus...</td>\n",
       "      <td>Lieut. Ilia Replacement Android Ilia V'Ger</td>\n",
       "      <td></td>\n",
       "      <td>Tom Trimble and Robotic Doppelganger Hermes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>1979</td>\n",
       "      <td>Cargo Ship Robot Kim with \"Sparks\" One of Omus...</td>\n",
       "      <td>Lieut. Ilia Replacement Android Ilia V'Ger</td>\n",
       "      <td></td>\n",
       "      <td>Lieut. Ilia Replacement Android Ilia V'Ger</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>1979</td>\n",
       "      <td>Cargo Ship Robot Kim with \"Sparks\" One of Omus...</td>\n",
       "      <td>Lieut. Ilia Replacement Android Ilia V'Ger</td>\n",
       "      <td></td>\n",
       "      <td>Alien Cyborg-Android Army Members Hercules IV ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>1979</td>\n",
       "      <td>Cargo Ship Robot Kim with \"Sparks\" One of Omus...</td>\n",
       "      <td>Lieut. Ilia Replacement Android Ilia V'Ger</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>1979</td>\n",
       "      <td>Cargo Ship Robot Kim with \"Sparks\" One of Omus...</td>\n",
       "      <td>Alien Cyborg-Android Army Members Hercules IV ...</td>\n",
       "      <td></td>\n",
       "      <td>Tom Trimble and Robotic Doppelganger Hermes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>1979</td>\n",
       "      <td>Cargo Ship Robot Kim with \"Sparks\" One of Omus...</td>\n",
       "      <td>Alien Cyborg-Android Army Members Hercules IV ...</td>\n",
       "      <td></td>\n",
       "      <td>Lieut. Ilia Replacement Android Ilia V'Ger</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>1979</td>\n",
       "      <td>Cargo Ship Robot Kim with \"Sparks\" One of Omus...</td>\n",
       "      <td>Alien Cyborg-Android Army Members Hercules IV ...</td>\n",
       "      <td></td>\n",
       "      <td>Alien Cyborg-Android Army Members Hercules IV ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>1979</td>\n",
       "      <td>Cargo Ship Robot Kim with \"Sparks\" One of Omus...</td>\n",
       "      <td>Alien Cyborg-Android Army Members Hercules IV ...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>1979</td>\n",
       "      <td>V.I.N.cent B.O.B. (l), V.I.N.cent (r) Maximill...</td>\n",
       "      <td>Lieut. Ilia Replacement Android Ilia V'Ger</td>\n",
       "      <td></td>\n",
       "      <td>Alien Cyborg-Android Army Members Hercules IV ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>1979</td>\n",
       "      <td>V.I.N.cent B.O.B. (l), V.I.N.cent (r) Maximill...</td>\n",
       "      <td>Lieut. Ilia Replacement Android Ilia V'Ger</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>1979</td>\n",
       "      <td>Cargo Ship Robot Kim with \"Sparks\" One of Omus...</td>\n",
       "      <td>V.I.N.cent B.O.B. (l), V.I.N.cent (r) Maximill...</td>\n",
       "      <td></td>\n",
       "      <td>Lieut. Ilia Replacement Android Ilia V'Ger</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>1979</td>\n",
       "      <td>V.I.N.cent B.O.B. (l), V.I.N.cent (r) Maximill...</td>\n",
       "      <td>Alien Cyborg-Android Army Members Hercules IV ...</td>\n",
       "      <td></td>\n",
       "      <td>Lieut. Ilia Replacement Android Ilia V'Ger</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>1979</td>\n",
       "      <td>V.I.N.cent B.O.B. (l), V.I.N.cent (r) Maximill...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>1979</td>\n",
       "      <td>V.I.N.cent B.O.B. (l), V.I.N.cent (r) Maximill...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Alien Cyborg-Android Army Members Hercules IV ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>1979</td>\n",
       "      <td>V.I.N.cent B.O.B. (l), V.I.N.cent (r) Maximill...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Lieut. Ilia Replacement Android Ilia V'Ger</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>1979</td>\n",
       "      <td>V.I.N.cent B.O.B. (l), V.I.N.cent (r) Maximill...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Tom Trimble and Robotic Doppelganger Hermes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>1979</td>\n",
       "      <td>V.I.N.cent B.O.B. (l), V.I.N.cent (r) Maximill...</td>\n",
       "      <td>V.I.N.cent B.O.B. (l), V.I.N.cent (r) Maximill...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>1979</td>\n",
       "      <td>V.I.N.cent B.O.B. (l), V.I.N.cent (r) Maximill...</td>\n",
       "      <td>Alien Cyborg-Android Army Members Hercules IV ...</td>\n",
       "      <td></td>\n",
       "      <td>Tom Trimble and Robotic Doppelganger Hermes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>1979</td>\n",
       "      <td>V.I.N.cent B.O.B. (l), V.I.N.cent (r) Maximill...</td>\n",
       "      <td>V.I.N.cent B.O.B. (l), V.I.N.cent (r) Maximill...</td>\n",
       "      <td></td>\n",
       "      <td>Lieut. Ilia Replacement Android Ilia V'Ger</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>1979</td>\n",
       "      <td>V.I.N.cent B.O.B. (l), V.I.N.cent (r) Maximill...</td>\n",
       "      <td>V.I.N.cent B.O.B. (l), V.I.N.cent (r) Maximill...</td>\n",
       "      <td></td>\n",
       "      <td>Alien Cyborg-Android Army Members Hercules IV ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>1979</td>\n",
       "      <td>V.I.N.cent B.O.B. (l), V.I.N.cent (r) Maximill...</td>\n",
       "      <td>Cargo Ship Robot Kim with \"Sparks\" One of Omus...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>1979</td>\n",
       "      <td>V.I.N.cent B.O.B. (l), V.I.N.cent (r) Maximill...</td>\n",
       "      <td>Cargo Ship Robot Kim with \"Sparks\" One of Omus...</td>\n",
       "      <td></td>\n",
       "      <td>Alien Cyborg-Android Army Members Hercules IV ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>1979</td>\n",
       "      <td>V.I.N.cent B.O.B. (l), V.I.N.cent (r) Maximill...</td>\n",
       "      <td>Cargo Ship Robot Kim with \"Sparks\" One of Omus...</td>\n",
       "      <td></td>\n",
       "      <td>Lieut. Ilia Replacement Android Ilia V'Ger</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>1979</td>\n",
       "      <td>V.I.N.cent B.O.B. (l), V.I.N.cent (r) Maximill...</td>\n",
       "      <td>Cargo Ship Robot Kim with \"Sparks\" One of Omus...</td>\n",
       "      <td></td>\n",
       "      <td>Tom Trimble and Robotic Doppelganger Hermes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>1979</td>\n",
       "      <td>V.I.N.cent B.O.B. (l), V.I.N.cent (r) Maximill...</td>\n",
       "      <td>Alien Cyborg-Android Army Members Hercules IV ...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>1979</td>\n",
       "      <td>V.I.N.cent B.O.B. (l), V.I.N.cent (r) Maximill...</td>\n",
       "      <td>Alien Cyborg-Android Army Members Hercules IV ...</td>\n",
       "      <td></td>\n",
       "      <td>Alien Cyborg-Android Army Members Hercules IV ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>1979</td>\n",
       "      <td>V.I.N.cent B.O.B. (l), V.I.N.cent (r) Maximill...</td>\n",
       "      <td>V.I.N.cent B.O.B. (l), V.I.N.cent (r) Maximill...</td>\n",
       "      <td></td>\n",
       "      <td>Tom Trimble and Robotic Doppelganger Hermes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>1981</td>\n",
       "      <td>Val Aqua Catskill Crimebuster Phil</td>\n",
       "      <td>Val Aqua Catskill Crimebuster Phil</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>1981</td>\n",
       "      <td>Val Aqua Catskill Crimebuster Phil</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>1981</td>\n",
       "      <td></td>\n",
       "      <td>Val Aqua Catskill Crimebuster Phil</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>1981</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>1981</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>1981</td>\n",
       "      <td>Val Aqua Catskill Crimebuster Phil</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>1982</td>\n",
       "      <td>Kevin/Clu (Jeff Bridges) Recognizer</td>\n",
       "      <td>Leon Zhora Pris Roy Batty Rachael</td>\n",
       "      <td></td>\n",
       "      <td>Leon Zhora Pris Roy Batty Rachael</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>1982</td>\n",
       "      <td>Kevin/Clu (Jeff Bridges) Recognizer</td>\n",
       "      <td>Leon Zhora Pris Roy Batty Rachael</td>\n",
       "      <td></td>\n",
       "      <td>Dr. Daniel with Max 404 Cassandra-1 Android Dr...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>1982</td>\n",
       "      <td>Kevin/Clu (Jeff Bridges) Recognizer</td>\n",
       "      <td>Dr. Daniel with Max 404 Cassandra-1 Android Dr...</td>\n",
       "      <td></td>\n",
       "      <td>Leon Zhora Pris Roy Batty Rachael</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>1982</td>\n",
       "      <td>Kevin/Clu (Jeff Bridges) Recognizer</td>\n",
       "      <td>Dr. Daniel with Max 404 Cassandra-1 Android Dr...</td>\n",
       "      <td></td>\n",
       "      <td>Dr. Daniel with Max 404 Cassandra-1 Android Dr...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>1984</td>\n",
       "      <td>T-800</td>\n",
       "      <td>T-800</td>\n",
       "      <td></td>\n",
       "      <td>Starfighter Video Game Android Duplicate Beta ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>1984</td>\n",
       "      <td>T-800</td>\n",
       "      <td>Starfighter Video Game Android Duplicate Beta ...</td>\n",
       "      <td></td>\n",
       "      <td>Starfighter Video Game Android Duplicate Beta ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>1984</td>\n",
       "      <td></td>\n",
       "      <td>T-800</td>\n",
       "      <td></td>\n",
       "      <td>Starfighter Video Game Android Duplicate Beta ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>1984</td>\n",
       "      <td></td>\n",
       "      <td>Starfighter Video Game Android Duplicate Beta ...</td>\n",
       "      <td></td>\n",
       "      <td>Starfighter Video Game Android Duplicate Beta ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>1985</td>\n",
       "      <td>Tik-Tok</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>1985</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>1985</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>1985</td>\n",
       "      <td>Tik-Tok</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>1985</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>1985</td>\n",
       "      <td>Tik-Tok</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>221</th>\n",
       "      <td>1986</td>\n",
       "      <td></td>\n",
       "      <td>Jinx</td>\n",
       "      <td></td>\n",
       "      <td>Bee Bee Deadly Friend</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>1986</td>\n",
       "      <td>Jinx</td>\n",
       "      <td>Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>1986</td>\n",
       "      <td>Jinx</td>\n",
       "      <td>Bee Bee Deadly Friend</td>\n",
       "      <td></td>\n",
       "      <td>Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>1986</td>\n",
       "      <td>Jinx</td>\n",
       "      <td>Bee Bee Deadly Friend</td>\n",
       "      <td></td>\n",
       "      <td>Bee Bee Deadly Friend</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>1986</td>\n",
       "      <td>Jinx</td>\n",
       "      <td>Bee Bee Deadly Friend</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>1986</td>\n",
       "      <td>Jinx</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>1986</td>\n",
       "      <td>Jinx</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Bee Bee Deadly Friend</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>1986</td>\n",
       "      <td>Jinx</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>1986</td>\n",
       "      <td>Jinx</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>1986</td>\n",
       "      <td>Jinx</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Bee Bee Deadly Friend</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181</th>\n",
       "      <td>1986</td>\n",
       "      <td>Jinx</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>1986</td>\n",
       "      <td>Johnny-5</td>\n",
       "      <td>Jinx</td>\n",
       "      <td></td>\n",
       "      <td>Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>1986</td>\n",
       "      <td>Johnny-5</td>\n",
       "      <td>Jinx</td>\n",
       "      <td></td>\n",
       "      <td>Bee Bee Deadly Friend</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>1986</td>\n",
       "      <td>Jinx</td>\n",
       "      <td>Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...</td>\n",
       "      <td></td>\n",
       "      <td>Bee Bee Deadly Friend</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>1986</td>\n",
       "      <td>Johnny-5</td>\n",
       "      <td>Jinx</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>1986</td>\n",
       "      <td>Johnny-5</td>\n",
       "      <td>Johnny-5</td>\n",
       "      <td></td>\n",
       "      <td>Bee Bee Deadly Friend</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>1986</td>\n",
       "      <td>Johnny-5</td>\n",
       "      <td>Johnny-5</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>1986</td>\n",
       "      <td>Johnny-5</td>\n",
       "      <td>R.A.L.F. Max</td>\n",
       "      <td></td>\n",
       "      <td>Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>1986</td>\n",
       "      <td>Johnny-5</td>\n",
       "      <td>R.A.L.F. Max</td>\n",
       "      <td></td>\n",
       "      <td>Bee Bee Deadly Friend</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>1986</td>\n",
       "      <td>Johnny-5</td>\n",
       "      <td>R.A.L.F. Max</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>1986</td>\n",
       "      <td>Johnny-5</td>\n",
       "      <td>Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...</td>\n",
       "      <td></td>\n",
       "      <td>Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>1986</td>\n",
       "      <td>Johnny-5</td>\n",
       "      <td>Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...</td>\n",
       "      <td></td>\n",
       "      <td>Bee Bee Deadly Friend</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>1986</td>\n",
       "      <td>Johnny-5</td>\n",
       "      <td>Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>1986</td>\n",
       "      <td>Johnny-5</td>\n",
       "      <td>Bee Bee Deadly Friend</td>\n",
       "      <td></td>\n",
       "      <td>Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167</th>\n",
       "      <td>1986</td>\n",
       "      <td>Johnny-5</td>\n",
       "      <td>Bee Bee Deadly Friend</td>\n",
       "      <td></td>\n",
       "      <td>Bee Bee Deadly Friend</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166</th>\n",
       "      <td>1986</td>\n",
       "      <td>Johnny-5</td>\n",
       "      <td>Bee Bee Deadly Friend</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>1986</td>\n",
       "      <td>Johnny-5</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>1986</td>\n",
       "      <td>Johnny-5</td>\n",
       "      <td>Johnny-5</td>\n",
       "      <td></td>\n",
       "      <td>Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>222</th>\n",
       "      <td>1986</td>\n",
       "      <td></td>\n",
       "      <td>Jinx</td>\n",
       "      <td></td>\n",
       "      <td>Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>1986</td>\n",
       "      <td>Jinx</td>\n",
       "      <td>Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...</td>\n",
       "      <td></td>\n",
       "      <td>Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td>1986</td>\n",
       "      <td>Jinx</td>\n",
       "      <td>R.A.L.F. Max</td>\n",
       "      <td></td>\n",
       "      <td>Bee Bee Deadly Friend</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>220</th>\n",
       "      <td>1986</td>\n",
       "      <td></td>\n",
       "      <td>Jinx</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>219</th>\n",
       "      <td>1986</td>\n",
       "      <td></td>\n",
       "      <td>Johnny-5</td>\n",
       "      <td></td>\n",
       "      <td>Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>218</th>\n",
       "      <td>1986</td>\n",
       "      <td></td>\n",
       "      <td>Johnny-5</td>\n",
       "      <td></td>\n",
       "      <td>Bee Bee Deadly Friend</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>217</th>\n",
       "      <td>1986</td>\n",
       "      <td></td>\n",
       "      <td>Johnny-5</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>216</th>\n",
       "      <td>1986</td>\n",
       "      <td></td>\n",
       "      <td>R.A.L.F. Max</td>\n",
       "      <td></td>\n",
       "      <td>Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>215</th>\n",
       "      <td>1986</td>\n",
       "      <td></td>\n",
       "      <td>R.A.L.F. Max</td>\n",
       "      <td></td>\n",
       "      <td>Bee Bee Deadly Friend</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>214</th>\n",
       "      <td>1986</td>\n",
       "      <td></td>\n",
       "      <td>R.A.L.F. Max</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213</th>\n",
       "      <td>1986</td>\n",
       "      <td></td>\n",
       "      <td>Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...</td>\n",
       "      <td></td>\n",
       "      <td>Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>212</th>\n",
       "      <td>1986</td>\n",
       "      <td></td>\n",
       "      <td>Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...</td>\n",
       "      <td></td>\n",
       "      <td>Bee Bee Deadly Friend</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>211</th>\n",
       "      <td>1986</td>\n",
       "      <td></td>\n",
       "      <td>Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209</th>\n",
       "      <td>1986</td>\n",
       "      <td></td>\n",
       "      <td>Bee Bee Deadly Friend</td>\n",
       "      <td></td>\n",
       "      <td>Bee Bee Deadly Friend</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208</th>\n",
       "      <td>1986</td>\n",
       "      <td></td>\n",
       "      <td>Bee Bee Deadly Friend</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>1986</td>\n",
       "      <td>Jinx</td>\n",
       "      <td>R.A.L.F. Max</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>207</th>\n",
       "      <td>1986</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206</th>\n",
       "      <td>1986</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Bee Bee Deadly Friend</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205</th>\n",
       "      <td>1986</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>1986</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203</th>\n",
       "      <td>1986</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Bee Bee Deadly Friend</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>1986</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>1986</td>\n",
       "      <td>Jinx</td>\n",
       "      <td>Jinx</td>\n",
       "      <td></td>\n",
       "      <td>Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>1986</td>\n",
       "      <td>Jinx</td>\n",
       "      <td>Jinx</td>\n",
       "      <td></td>\n",
       "      <td>Bee Bee Deadly Friend</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>1986</td>\n",
       "      <td>Jinx</td>\n",
       "      <td>Jinx</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>1986</td>\n",
       "      <td>Jinx</td>\n",
       "      <td>Johnny-5</td>\n",
       "      <td></td>\n",
       "      <td>Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>1986</td>\n",
       "      <td>Jinx</td>\n",
       "      <td>Johnny-5</td>\n",
       "      <td></td>\n",
       "      <td>Bee Bee Deadly Friend</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>1986</td>\n",
       "      <td>Jinx</td>\n",
       "      <td>Johnny-5</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>1986</td>\n",
       "      <td>Jinx</td>\n",
       "      <td>R.A.L.F. Max</td>\n",
       "      <td></td>\n",
       "      <td>Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td>1986</td>\n",
       "      <td>Johnny-5</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Bee Bee Deadly Friend</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>1986</td>\n",
       "      <td>Johnny-5</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>210</th>\n",
       "      <td>1986</td>\n",
       "      <td></td>\n",
       "      <td>Bee Bee Deadly Friend</td>\n",
       "      <td></td>\n",
       "      <td>Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>1986</td>\n",
       "      <td>Johnny-5</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Bee Bee Deadly Friend</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>1986</td>\n",
       "      <td>Bee Bee Deadly Friend</td>\n",
       "      <td>Johnny-5</td>\n",
       "      <td></td>\n",
       "      <td>Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>1986</td>\n",
       "      <td>Bee Bee Deadly Friend</td>\n",
       "      <td>Johnny-5</td>\n",
       "      <td></td>\n",
       "      <td>Bee Bee Deadly Friend</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>1986</td>\n",
       "      <td>Bee Bee Deadly Friend</td>\n",
       "      <td>Johnny-5</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>1986</td>\n",
       "      <td>Bee Bee Deadly Friend</td>\n",
       "      <td>R.A.L.F. Max</td>\n",
       "      <td></td>\n",
       "      <td>Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>1986</td>\n",
       "      <td>Bee Bee Deadly Friend</td>\n",
       "      <td>R.A.L.F. Max</td>\n",
       "      <td></td>\n",
       "      <td>Bee Bee Deadly Friend</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>1986</td>\n",
       "      <td>Bee Bee Deadly Friend</td>\n",
       "      <td>R.A.L.F. Max</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>1986</td>\n",
       "      <td>Bee Bee Deadly Friend</td>\n",
       "      <td>Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...</td>\n",
       "      <td></td>\n",
       "      <td>Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>1986</td>\n",
       "      <td>Bee Bee Deadly Friend</td>\n",
       "      <td>Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...</td>\n",
       "      <td></td>\n",
       "      <td>Bee Bee Deadly Friend</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>1986</td>\n",
       "      <td>Bee Bee Deadly Friend</td>\n",
       "      <td>Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>1986</td>\n",
       "      <td>Bee Bee Deadly Friend</td>\n",
       "      <td>Bee Bee Deadly Friend</td>\n",
       "      <td></td>\n",
       "      <td>Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>1986</td>\n",
       "      <td>Bee Bee Deadly Friend</td>\n",
       "      <td>Bee Bee Deadly Friend</td>\n",
       "      <td></td>\n",
       "      <td>Bee Bee Deadly Friend</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>1986</td>\n",
       "      <td>Bee Bee Deadly Friend</td>\n",
       "      <td>Bee Bee Deadly Friend</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>1986</td>\n",
       "      <td>Bee Bee Deadly Friend</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>1986</td>\n",
       "      <td>Bee Bee Deadly Friend</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Bee Bee Deadly Friend</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>1986</td>\n",
       "      <td>Bee Bee Deadly Friend</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>1986</td>\n",
       "      <td>Bee Bee Deadly Friend</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>1986</td>\n",
       "      <td>Bee Bee Deadly Friend</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Bee Bee Deadly Friend</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>1986</td>\n",
       "      <td>Bee Bee Deadly Friend</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>1986</td>\n",
       "      <td>Johnny-5</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>1986</td>\n",
       "      <td>Bee Bee Deadly Friend</td>\n",
       "      <td>Jinx</td>\n",
       "      <td></td>\n",
       "      <td>Bee Bee Deadly Friend</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>1986</td>\n",
       "      <td>Bee Bee Deadly Friend</td>\n",
       "      <td>Jinx</td>\n",
       "      <td></td>\n",
       "      <td>Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>1986</td>\n",
       "      <td>Bee Bee Deadly Friend</td>\n",
       "      <td>Jinx</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>1986</td>\n",
       "      <td>R.A.L.F. Max</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Bee Bee Deadly Friend</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>1986</td>\n",
       "      <td>Johnny-5</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>1986</td>\n",
       "      <td>R.A.L.F. Max</td>\n",
       "      <td>Jinx</td>\n",
       "      <td></td>\n",
       "      <td>Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>1986</td>\n",
       "      <td>R.A.L.F. Max</td>\n",
       "      <td>Jinx</td>\n",
       "      <td></td>\n",
       "      <td>Bee Bee Deadly Friend</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>1986</td>\n",
       "      <td>R.A.L.F. Max</td>\n",
       "      <td>Jinx</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>1986</td>\n",
       "      <td>R.A.L.F. Max</td>\n",
       "      <td>Johnny-5</td>\n",
       "      <td></td>\n",
       "      <td>Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>1986</td>\n",
       "      <td>R.A.L.F. Max</td>\n",
       "      <td>Johnny-5</td>\n",
       "      <td></td>\n",
       "      <td>Bee Bee Deadly Friend</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>1986</td>\n",
       "      <td>R.A.L.F. Max</td>\n",
       "      <td>Johnny-5</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>1986</td>\n",
       "      <td>R.A.L.F. Max</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>1986</td>\n",
       "      <td>R.A.L.F. Max</td>\n",
       "      <td>R.A.L.F. Max</td>\n",
       "      <td></td>\n",
       "      <td>Bee Bee Deadly Friend</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>1986</td>\n",
       "      <td>R.A.L.F. Max</td>\n",
       "      <td>R.A.L.F. Max</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>1986</td>\n",
       "      <td>R.A.L.F. Max</td>\n",
       "      <td>R.A.L.F. Max</td>\n",
       "      <td></td>\n",
       "      <td>Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>1986</td>\n",
       "      <td>R.A.L.F. Max</td>\n",
       "      <td>Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...</td>\n",
       "      <td></td>\n",
       "      <td>Bee Bee Deadly Friend</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>1986</td>\n",
       "      <td>R.A.L.F. Max</td>\n",
       "      <td>Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>1986</td>\n",
       "      <td>R.A.L.F. Max</td>\n",
       "      <td>Bee Bee Deadly Friend</td>\n",
       "      <td></td>\n",
       "      <td>Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>1986</td>\n",
       "      <td>R.A.L.F. Max</td>\n",
       "      <td>Bee Bee Deadly Friend</td>\n",
       "      <td></td>\n",
       "      <td>Bee Bee Deadly Friend</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>1986</td>\n",
       "      <td>R.A.L.F. Max</td>\n",
       "      <td>Bee Bee Deadly Friend</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>1986</td>\n",
       "      <td>R.A.L.F. Max</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>1986</td>\n",
       "      <td>R.A.L.F. Max</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Bee Bee Deadly Friend</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>1986</td>\n",
       "      <td>R.A.L.F. Max</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>1986</td>\n",
       "      <td>R.A.L.F. Max</td>\n",
       "      <td>Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...</td>\n",
       "      <td></td>\n",
       "      <td>Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>1986</td>\n",
       "      <td>R.A.L.F. Max</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226</th>\n",
       "      <td>1987</td>\n",
       "      <td>Dot Matrix</td>\n",
       "      <td>Dr. Peters and Ulysses</td>\n",
       "      <td></td>\n",
       "      <td>Chip (Jay Underwood)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>227</th>\n",
       "      <td>1987</td>\n",
       "      <td>Dot Matrix</td>\n",
       "      <td>Chip (Jay Underwood)</td>\n",
       "      <td></td>\n",
       "      <td>Dr. Peters and Ulysses</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>224</th>\n",
       "      <td>1987</td>\n",
       "      <td>Dot Matrix</td>\n",
       "      <td>Cherry 2000</td>\n",
       "      <td></td>\n",
       "      <td>Chip (Jay Underwood)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>229</th>\n",
       "      <td>1987</td>\n",
       "      <td>Dot Matrix</td>\n",
       "      <td>Robocop ED-209</td>\n",
       "      <td></td>\n",
       "      <td>Dr. Peters and Ulysses</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>230</th>\n",
       "      <td>1987</td>\n",
       "      <td>Dot Matrix</td>\n",
       "      <td>Robocop ED-209</td>\n",
       "      <td></td>\n",
       "      <td>Chip (Jay Underwood)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>228</th>\n",
       "      <td>1987</td>\n",
       "      <td>Dot Matrix</td>\n",
       "      <td>Chip (Jay Underwood)</td>\n",
       "      <td></td>\n",
       "      <td>Chip (Jay Underwood)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>223</th>\n",
       "      <td>1987</td>\n",
       "      <td>Dot Matrix</td>\n",
       "      <td>Cherry 2000</td>\n",
       "      <td></td>\n",
       "      <td>Dr. Peters and Ulysses</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>225</th>\n",
       "      <td>1987</td>\n",
       "      <td>Dot Matrix</td>\n",
       "      <td>Dr. Peters and Ulysses</td>\n",
       "      <td></td>\n",
       "      <td>Dr. Peters and Ulysses</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>236</th>\n",
       "      <td>1990</td>\n",
       "      <td>Johnny Cab</td>\n",
       "      <td>Johnny Cab</td>\n",
       "      <td></td>\n",
       "      <td>M.A.R.K. 13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>235</th>\n",
       "      <td>1990</td>\n",
       "      <td>Johnny Cab</td>\n",
       "      <td>Enforcer Drone Martians Costumed Kathy (Ariana...</td>\n",
       "      <td></td>\n",
       "      <td>M.A.R.K. 13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>234</th>\n",
       "      <td>1990</td>\n",
       "      <td>Johnny Cab</td>\n",
       "      <td>M.A.R.K. 13</td>\n",
       "      <td></td>\n",
       "      <td>M.A.R.K. 13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>233</th>\n",
       "      <td>1990</td>\n",
       "      <td>Enforcer Drone Martians Costumed Kathy (Ariana...</td>\n",
       "      <td>Johnny Cab</td>\n",
       "      <td></td>\n",
       "      <td>M.A.R.K. 13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232</th>\n",
       "      <td>1990</td>\n",
       "      <td>Enforcer Drone Martians Costumed Kathy (Ariana...</td>\n",
       "      <td>Enforcer Drone Martians Costumed Kathy (Ariana...</td>\n",
       "      <td></td>\n",
       "      <td>M.A.R.K. 13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>231</th>\n",
       "      <td>1990</td>\n",
       "      <td>Enforcer Drone Martians Costumed Kathy (Ariana...</td>\n",
       "      <td>M.A.R.K. 13</td>\n",
       "      <td></td>\n",
       "      <td>M.A.R.K. 13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>252</th>\n",
       "      <td>1991</td>\n",
       "      <td>Doppelgangers</td>\n",
       "      <td>Doppelgangers</td>\n",
       "      <td></td>\n",
       "      <td>Doppelgangers</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>249</th>\n",
       "      <td>1991</td>\n",
       "      <td>Doppelgangers</td>\n",
       "      <td>Newman</td>\n",
       "      <td></td>\n",
       "      <td>Doppelgangers</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>250</th>\n",
       "      <td>1991</td>\n",
       "      <td>Doppelgangers</td>\n",
       "      <td>Newman</td>\n",
       "      <td></td>\n",
       "      <td>Eve VIII</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>251</th>\n",
       "      <td>1991</td>\n",
       "      <td>Doppelgangers</td>\n",
       "      <td>Newman</td>\n",
       "      <td></td>\n",
       "      <td>Year 2029: Robotic skeletal machines Terminato...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272</th>\n",
       "      <td>1991</td>\n",
       "      <td>Year 2029: Robotic skeletal machines Terminato...</td>\n",
       "      <td>Year 2029: Robotic skeletal machines Terminato...</td>\n",
       "      <td></td>\n",
       "      <td>Year 2029: Robotic skeletal machines Terminato...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>253</th>\n",
       "      <td>1991</td>\n",
       "      <td>Doppelgangers</td>\n",
       "      <td>Doppelgangers</td>\n",
       "      <td></td>\n",
       "      <td>Eve VIII</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>254</th>\n",
       "      <td>1991</td>\n",
       "      <td>Doppelgangers</td>\n",
       "      <td>Doppelgangers</td>\n",
       "      <td></td>\n",
       "      <td>Year 2029: Robotic skeletal machines Terminato...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>255</th>\n",
       "      <td>1991</td>\n",
       "      <td>Doppelgangers</td>\n",
       "      <td>Eve VIII</td>\n",
       "      <td></td>\n",
       "      <td>Doppelgangers</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>256</th>\n",
       "      <td>1991</td>\n",
       "      <td>Doppelgangers</td>\n",
       "      <td>Eve VIII</td>\n",
       "      <td></td>\n",
       "      <td>Eve VIII</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>257</th>\n",
       "      <td>1991</td>\n",
       "      <td>Doppelgangers</td>\n",
       "      <td>Eve VIII</td>\n",
       "      <td></td>\n",
       "      <td>Year 2029: Robotic skeletal machines Terminato...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>258</th>\n",
       "      <td>1991</td>\n",
       "      <td>Doppelgangers</td>\n",
       "      <td>Year 2029: Robotic skeletal machines Terminato...</td>\n",
       "      <td></td>\n",
       "      <td>Doppelgangers</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>259</th>\n",
       "      <td>1991</td>\n",
       "      <td>Doppelgangers</td>\n",
       "      <td>Year 2029: Robotic skeletal machines Terminato...</td>\n",
       "      <td></td>\n",
       "      <td>Eve VIII</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>260</th>\n",
       "      <td>1991</td>\n",
       "      <td>Doppelgangers</td>\n",
       "      <td>Year 2029: Robotic skeletal machines Terminato...</td>\n",
       "      <td></td>\n",
       "      <td>Year 2029: Robotic skeletal machines Terminato...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>261</th>\n",
       "      <td>1991</td>\n",
       "      <td>Year 2029: Robotic skeletal machines Terminato...</td>\n",
       "      <td>Newman</td>\n",
       "      <td></td>\n",
       "      <td>Doppelgangers</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>262</th>\n",
       "      <td>1991</td>\n",
       "      <td>Year 2029: Robotic skeletal machines Terminato...</td>\n",
       "      <td>Newman</td>\n",
       "      <td></td>\n",
       "      <td>Eve VIII</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>263</th>\n",
       "      <td>1991</td>\n",
       "      <td>Year 2029: Robotic skeletal machines Terminato...</td>\n",
       "      <td>Newman</td>\n",
       "      <td></td>\n",
       "      <td>Year 2029: Robotic skeletal machines Terminato...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>264</th>\n",
       "      <td>1991</td>\n",
       "      <td>Year 2029: Robotic skeletal machines Terminato...</td>\n",
       "      <td>Doppelgangers</td>\n",
       "      <td></td>\n",
       "      <td>Doppelgangers</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265</th>\n",
       "      <td>1991</td>\n",
       "      <td>Year 2029: Robotic skeletal machines Terminato...</td>\n",
       "      <td>Doppelgangers</td>\n",
       "      <td></td>\n",
       "      <td>Eve VIII</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>266</th>\n",
       "      <td>1991</td>\n",
       "      <td>Year 2029: Robotic skeletal machines Terminato...</td>\n",
       "      <td>Doppelgangers</td>\n",
       "      <td></td>\n",
       "      <td>Year 2029: Robotic skeletal machines Terminato...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>267</th>\n",
       "      <td>1991</td>\n",
       "      <td>Year 2029: Robotic skeletal machines Terminato...</td>\n",
       "      <td>Eve VIII</td>\n",
       "      <td></td>\n",
       "      <td>Doppelgangers</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>268</th>\n",
       "      <td>1991</td>\n",
       "      <td>Year 2029: Robotic skeletal machines Terminato...</td>\n",
       "      <td>Eve VIII</td>\n",
       "      <td></td>\n",
       "      <td>Eve VIII</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>269</th>\n",
       "      <td>1991</td>\n",
       "      <td>Year 2029: Robotic skeletal machines Terminato...</td>\n",
       "      <td>Eve VIII</td>\n",
       "      <td></td>\n",
       "      <td>Year 2029: Robotic skeletal machines Terminato...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>248</th>\n",
       "      <td>1991</td>\n",
       "      <td>Newman</td>\n",
       "      <td>Year 2029: Robotic skeletal machines Terminato...</td>\n",
       "      <td></td>\n",
       "      <td>Year 2029: Robotic skeletal machines Terminato...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>247</th>\n",
       "      <td>1991</td>\n",
       "      <td>Newman</td>\n",
       "      <td>Year 2029: Robotic skeletal machines Terminato...</td>\n",
       "      <td></td>\n",
       "      <td>Eve VIII</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>1991</td>\n",
       "      <td>Newman</td>\n",
       "      <td>Eve VIII</td>\n",
       "      <td></td>\n",
       "      <td>Doppelgangers</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>245</th>\n",
       "      <td>1991</td>\n",
       "      <td>Newman</td>\n",
       "      <td>Eve VIII</td>\n",
       "      <td></td>\n",
       "      <td>Year 2029: Robotic skeletal machines Terminato...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246</th>\n",
       "      <td>1991</td>\n",
       "      <td>Newman</td>\n",
       "      <td>Year 2029: Robotic skeletal machines Terminato...</td>\n",
       "      <td></td>\n",
       "      <td>Doppelgangers</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237</th>\n",
       "      <td>1991</td>\n",
       "      <td>Newman</td>\n",
       "      <td>Newman</td>\n",
       "      <td></td>\n",
       "      <td>Doppelgangers</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238</th>\n",
       "      <td>1991</td>\n",
       "      <td>Newman</td>\n",
       "      <td>Newman</td>\n",
       "      <td></td>\n",
       "      <td>Eve VIII</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>1991</td>\n",
       "      <td>Newman</td>\n",
       "      <td>Newman</td>\n",
       "      <td></td>\n",
       "      <td>Year 2029: Robotic skeletal machines Terminato...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>271</th>\n",
       "      <td>1991</td>\n",
       "      <td>Year 2029: Robotic skeletal machines Terminato...</td>\n",
       "      <td>Year 2029: Robotic skeletal machines Terminato...</td>\n",
       "      <td></td>\n",
       "      <td>Eve VIII</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>1991</td>\n",
       "      <td>Newman</td>\n",
       "      <td>Doppelgangers</td>\n",
       "      <td></td>\n",
       "      <td>Eve VIII</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>1991</td>\n",
       "      <td>Newman</td>\n",
       "      <td>Doppelgangers</td>\n",
       "      <td></td>\n",
       "      <td>Year 2029: Robotic skeletal machines Terminato...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>270</th>\n",
       "      <td>1991</td>\n",
       "      <td>Year 2029: Robotic skeletal machines Terminato...</td>\n",
       "      <td>Year 2029: Robotic skeletal machines Terminato...</td>\n",
       "      <td></td>\n",
       "      <td>Doppelgangers</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>1991</td>\n",
       "      <td>Newman</td>\n",
       "      <td>Doppelgangers</td>\n",
       "      <td></td>\n",
       "      <td>Doppelgangers</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>244</th>\n",
       "      <td>1991</td>\n",
       "      <td>Newman</td>\n",
       "      <td>Eve VIII</td>\n",
       "      <td></td>\n",
       "      <td>Eve VIII</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276</th>\n",
       "      <td>1995</td>\n",
       "      <td>Evolver</td>\n",
       "      <td>SID 6.7</td>\n",
       "      <td></td>\n",
       "      <td>SID 6.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>274</th>\n",
       "      <td>1995</td>\n",
       "      <td>Evolver</td>\n",
       "      <td>Screamers</td>\n",
       "      <td></td>\n",
       "      <td>SID 6.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>273</th>\n",
       "      <td>1995</td>\n",
       "      <td>Evolver</td>\n",
       "      <td>Screamers</td>\n",
       "      <td></td>\n",
       "      <td>Screamers</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275</th>\n",
       "      <td>1995</td>\n",
       "      <td>Evolver</td>\n",
       "      <td>SID 6.7</td>\n",
       "      <td></td>\n",
       "      <td>Screamers</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>277</th>\n",
       "      <td>1996</td>\n",
       "      <td>(l to r) Tom Servo, Crow T. Robot, Mike Mike w...</td>\n",
       "      <td>Solo Solo II</td>\n",
       "      <td></td>\n",
       "      <td>Solo Solo II</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>278</th>\n",
       "      <td>1996</td>\n",
       "      <td>(l to r) Tom Servo, Crow T. Robot, Mike Mike w...</td>\n",
       "      <td>Solo Solo II</td>\n",
       "      <td></td>\n",
       "      <td>Borg Soldier Borg Queen Entrance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>280</th>\n",
       "      <td>1996</td>\n",
       "      <td>(l to r) Tom Servo, Crow T. Robot, Mike Mike w...</td>\n",
       "      <td>Borg Soldier Borg Queen Entrance</td>\n",
       "      <td></td>\n",
       "      <td>Borg Soldier Borg Queen Entrance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>279</th>\n",
       "      <td>1996</td>\n",
       "      <td>(l to r) Tom Servo, Crow T. Robot, Mike Mike w...</td>\n",
       "      <td>Borg Soldier Borg Queen Entrance</td>\n",
       "      <td></td>\n",
       "      <td>Solo Solo II</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>281</th>\n",
       "      <td>1997</td>\n",
       "      <td>Weebo Weebo's Hologram</td>\n",
       "      <td>Call (Winona Ryder)</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>282</th>\n",
       "      <td>1997</td>\n",
       "      <td>Weebo Weebo's Hologram</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>283</th>\n",
       "      <td>1998</td>\n",
       "      <td>Robby the Robot Unnamed Cyclops Robot Humanoid...</td>\n",
       "      <td>Astor (Stacey Williams) The Outsider (Adam Ken...</td>\n",
       "      <td></td>\n",
       "      <td>Astor (Stacey Williams) The Outsider (Adam Ken...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284</th>\n",
       "      <td>1998</td>\n",
       "      <td>Chip Hazard - Commando Elite Commando Elite me...</td>\n",
       "      <td>Astor (Stacey Williams) The Outsider (Adam Ken...</td>\n",
       "      <td></td>\n",
       "      <td>Astor (Stacey Williams) The Outsider (Adam Ken...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>292</th>\n",
       "      <td>1999</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Inspector Gadget (Broderick Crawford) Robo-Gad...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>308</th>\n",
       "      <td>1999</td>\n",
       "      <td>The Iron Giant</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Inspector Gadget (Broderick Crawford) Robo-Gad...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>299</th>\n",
       "      <td>1999</td>\n",
       "      <td>Inspector Gadget (Broderick Crawford) Robo-Gad...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>307</th>\n",
       "      <td>1999</td>\n",
       "      <td>The Iron Giant</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>306</th>\n",
       "      <td>1999</td>\n",
       "      <td>The Iron Giant</td>\n",
       "      <td>Inspector Gadget (Broderick Crawford) Robo-Gad...</td>\n",
       "      <td></td>\n",
       "      <td>Inspector Gadget (Broderick Crawford) Robo-Gad...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>305</th>\n",
       "      <td>1999</td>\n",
       "      <td>The Iron Giant</td>\n",
       "      <td>Inspector Gadget (Broderick Crawford) Robo-Gad...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>304</th>\n",
       "      <td>1999</td>\n",
       "      <td>The Iron Giant</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Inspector Gadget (Broderick Crawford) Robo-Gad...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>303</th>\n",
       "      <td>1999</td>\n",
       "      <td>The Iron Giant</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>290</th>\n",
       "      <td>1999</td>\n",
       "      <td></td>\n",
       "      <td>Inspector Gadget (Broderick Crawford) Robo-Gad...</td>\n",
       "      <td></td>\n",
       "      <td>Inspector Gadget (Broderick Crawford) Robo-Gad...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>302</th>\n",
       "      <td>1999</td>\n",
       "      <td>The Iron Giant</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Inspector Gadget (Broderick Crawford) Robo-Gad...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>301</th>\n",
       "      <td>1999</td>\n",
       "      <td>The Iron Giant</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>293</th>\n",
       "      <td>1999</td>\n",
       "      <td>Inspector Gadget (Broderick Crawford) Robo-Gad...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>294</th>\n",
       "      <td>1999</td>\n",
       "      <td>Inspector Gadget (Broderick Crawford) Robo-Gad...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Inspector Gadget (Broderick Crawford) Robo-Gad...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>295</th>\n",
       "      <td>1999</td>\n",
       "      <td>Inspector Gadget (Broderick Crawford) Robo-Gad...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>296</th>\n",
       "      <td>1999</td>\n",
       "      <td>Inspector Gadget (Broderick Crawford) Robo-Gad...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Inspector Gadget (Broderick Crawford) Robo-Gad...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297</th>\n",
       "      <td>1999</td>\n",
       "      <td>Inspector Gadget (Broderick Crawford) Robo-Gad...</td>\n",
       "      <td>Inspector Gadget (Broderick Crawford) Robo-Gad...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>298</th>\n",
       "      <td>1999</td>\n",
       "      <td>Inspector Gadget (Broderick Crawford) Robo-Gad...</td>\n",
       "      <td>Inspector Gadget (Broderick Crawford) Robo-Gad...</td>\n",
       "      <td></td>\n",
       "      <td>Inspector Gadget (Broderick Crawford) Robo-Gad...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300</th>\n",
       "      <td>1999</td>\n",
       "      <td>Inspector Gadget (Broderick Crawford) Robo-Gad...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Inspector Gadget (Broderick Crawford) Robo-Gad...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>289</th>\n",
       "      <td>1999</td>\n",
       "      <td></td>\n",
       "      <td>Inspector Gadget (Broderick Crawford) Robo-Gad...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>291</th>\n",
       "      <td>1999</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>287</th>\n",
       "      <td>1999</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>286</th>\n",
       "      <td>1999</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Inspector Gadget (Broderick Crawford) Robo-Gad...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285</th>\n",
       "      <td>1999</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>288</th>\n",
       "      <td>1999</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Inspector Gadget (Broderick Crawford) Robo-Gad...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>317</th>\n",
       "      <td>2001</td>\n",
       "      <td>David Gigolo Joe (Jude Law) Gigolo Jane (Ashle...</td>\n",
       "      <td>Tima</td>\n",
       "      <td></td>\n",
       "      <td>Tima</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>315</th>\n",
       "      <td>2001</td>\n",
       "      <td>David Gigolo Joe (Jude Law) Gigolo Jane (Ashle...</td>\n",
       "      <td>Tima</td>\n",
       "      <td></td>\n",
       "      <td>David Gigolo Joe (Jude Law) Gigolo Jane (Ashle...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>314</th>\n",
       "      <td>2001</td>\n",
       "      <td>David Gigolo Joe (Jude Law) Gigolo Jane (Ashle...</td>\n",
       "      <td>KAY-EM 14 (Lisa Ryder)</td>\n",
       "      <td></td>\n",
       "      <td>Tima</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>313</th>\n",
       "      <td>2001</td>\n",
       "      <td>David Gigolo Joe (Jude Law) Gigolo Jane (Ashle...</td>\n",
       "      <td>KAY-EM 14 (Lisa Ryder)</td>\n",
       "      <td></td>\n",
       "      <td>KAY-EM 14 (Lisa Ryder)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>312</th>\n",
       "      <td>2001</td>\n",
       "      <td>David Gigolo Joe (Jude Law) Gigolo Jane (Ashle...</td>\n",
       "      <td>KAY-EM 14 (Lisa Ryder)</td>\n",
       "      <td></td>\n",
       "      <td>David Gigolo Joe (Jude Law) Gigolo Jane (Ashle...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311</th>\n",
       "      <td>2001</td>\n",
       "      <td>David Gigolo Joe (Jude Law) Gigolo Jane (Ashle...</td>\n",
       "      <td>David Gigolo Joe (Jude Law) Gigolo Jane (Ashle...</td>\n",
       "      <td></td>\n",
       "      <td>Tima</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>310</th>\n",
       "      <td>2001</td>\n",
       "      <td>David Gigolo Joe (Jude Law) Gigolo Jane (Ashle...</td>\n",
       "      <td>David Gigolo Joe (Jude Law) Gigolo Jane (Ashle...</td>\n",
       "      <td></td>\n",
       "      <td>KAY-EM 14 (Lisa Ryder)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>309</th>\n",
       "      <td>2001</td>\n",
       "      <td>David Gigolo Joe (Jude Law) Gigolo Jane (Ashle...</td>\n",
       "      <td>David Gigolo Joe (Jude Law) Gigolo Jane (Ashle...</td>\n",
       "      <td></td>\n",
       "      <td>David Gigolo Joe (Jude Law) Gigolo Jane (Ashle...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>316</th>\n",
       "      <td>2001</td>\n",
       "      <td>David Gigolo Joe (Jude Law) Gigolo Jane (Ashle...</td>\n",
       "      <td>Tima</td>\n",
       "      <td></td>\n",
       "      <td>KAY-EM 14 (Lisa Ryder)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>323</th>\n",
       "      <td>2002</td>\n",
       "      <td>S1m0ne</td>\n",
       "      <td>Toy Santa (Tim Allen) Toy Soldiers The Return ...</td>\n",
       "      <td></td>\n",
       "      <td>Lt. Cmdr. Data (Brent Spiner) B-4's Head Befor...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>324</th>\n",
       "      <td>2002</td>\n",
       "      <td>S1m0ne</td>\n",
       "      <td>S1m0ne</td>\n",
       "      <td></td>\n",
       "      <td>Bruno (Randy Quaid)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>327</th>\n",
       "      <td>2002</td>\n",
       "      <td>S1m0ne</td>\n",
       "      <td>Lt. Cmdr. Data (Brent Spiner) B-4's Head Befor...</td>\n",
       "      <td></td>\n",
       "      <td>Lt. Cmdr. Data (Brent Spiner) B-4's Head Befor...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>322</th>\n",
       "      <td>2002</td>\n",
       "      <td>S1m0ne</td>\n",
       "      <td>Toy Santa (Tim Allen) Toy Soldiers The Return ...</td>\n",
       "      <td></td>\n",
       "      <td>Bruno (Randy Quaid)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>321</th>\n",
       "      <td>2002</td>\n",
       "      <td>S1m0ne</td>\n",
       "      <td>Spyder-Bots Blindfolded Anderton (Tom Cruise) ...</td>\n",
       "      <td></td>\n",
       "      <td>Lt. Cmdr. Data (Brent Spiner) B-4's Head Befor...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>320</th>\n",
       "      <td>2002</td>\n",
       "      <td>S1m0ne</td>\n",
       "      <td>Spyder-Bots Blindfolded Anderton (Tom Cruise) ...</td>\n",
       "      <td></td>\n",
       "      <td>Bruno (Randy Quaid)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319</th>\n",
       "      <td>2002</td>\n",
       "      <td>S1m0ne</td>\n",
       "      <td>Bruno (Randy Quaid)</td>\n",
       "      <td></td>\n",
       "      <td>Lt. Cmdr. Data (Brent Spiner) B-4's Head Befor...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>318</th>\n",
       "      <td>2002</td>\n",
       "      <td>S1m0ne</td>\n",
       "      <td>Bruno (Randy Quaid)</td>\n",
       "      <td></td>\n",
       "      <td>Bruno (Randy Quaid)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>328</th>\n",
       "      <td>2002</td>\n",
       "      <td>S1m0ne</td>\n",
       "      <td>B.E.N. B.E.N. with Morph B.E.N. Rebooting John...</td>\n",
       "      <td></td>\n",
       "      <td>Bruno (Randy Quaid)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>329</th>\n",
       "      <td>2002</td>\n",
       "      <td>S1m0ne</td>\n",
       "      <td>B.E.N. B.E.N. with Morph B.E.N. Rebooting John...</td>\n",
       "      <td></td>\n",
       "      <td>Lt. Cmdr. Data (Brent Spiner) B-4's Head Befor...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>330</th>\n",
       "      <td>2002</td>\n",
       "      <td>B.E.N. B.E.N. with Morph B.E.N. Rebooting John...</td>\n",
       "      <td>Bruno (Randy Quaid)</td>\n",
       "      <td></td>\n",
       "      <td>Bruno (Randy Quaid)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>331</th>\n",
       "      <td>2002</td>\n",
       "      <td>B.E.N. B.E.N. with Morph B.E.N. Rebooting John...</td>\n",
       "      <td>Bruno (Randy Quaid)</td>\n",
       "      <td></td>\n",
       "      <td>Lt. Cmdr. Data (Brent Spiner) B-4's Head Befor...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>332</th>\n",
       "      <td>2002</td>\n",
       "      <td>B.E.N. B.E.N. with Morph B.E.N. Rebooting John...</td>\n",
       "      <td>Spyder-Bots Blindfolded Anderton (Tom Cruise) ...</td>\n",
       "      <td></td>\n",
       "      <td>Bruno (Randy Quaid)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>333</th>\n",
       "      <td>2002</td>\n",
       "      <td>B.E.N. B.E.N. with Morph B.E.N. Rebooting John...</td>\n",
       "      <td>Spyder-Bots Blindfolded Anderton (Tom Cruise) ...</td>\n",
       "      <td></td>\n",
       "      <td>Lt. Cmdr. Data (Brent Spiner) B-4's Head Befor...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>334</th>\n",
       "      <td>2002</td>\n",
       "      <td>B.E.N. B.E.N. with Morph B.E.N. Rebooting John...</td>\n",
       "      <td>Toy Santa (Tim Allen) Toy Soldiers The Return ...</td>\n",
       "      <td></td>\n",
       "      <td>Bruno (Randy Quaid)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>335</th>\n",
       "      <td>2002</td>\n",
       "      <td>B.E.N. B.E.N. with Morph B.E.N. Rebooting John...</td>\n",
       "      <td>Toy Santa (Tim Allen) Toy Soldiers The Return ...</td>\n",
       "      <td></td>\n",
       "      <td>Lt. Cmdr. Data (Brent Spiner) B-4's Head Befor...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>336</th>\n",
       "      <td>2002</td>\n",
       "      <td>B.E.N. B.E.N. with Morph B.E.N. Rebooting John...</td>\n",
       "      <td>S1m0ne</td>\n",
       "      <td></td>\n",
       "      <td>Bruno (Randy Quaid)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>337</th>\n",
       "      <td>2002</td>\n",
       "      <td>B.E.N. B.E.N. with Morph B.E.N. Rebooting John...</td>\n",
       "      <td>S1m0ne</td>\n",
       "      <td></td>\n",
       "      <td>Lt. Cmdr. Data (Brent Spiner) B-4's Head Befor...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>338</th>\n",
       "      <td>2002</td>\n",
       "      <td>B.E.N. B.E.N. with Morph B.E.N. Rebooting John...</td>\n",
       "      <td>Lt. Cmdr. Data (Brent Spiner) B-4's Head Befor...</td>\n",
       "      <td></td>\n",
       "      <td>Bruno (Randy Quaid)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>339</th>\n",
       "      <td>2002</td>\n",
       "      <td>B.E.N. B.E.N. with Morph B.E.N. Rebooting John...</td>\n",
       "      <td>Lt. Cmdr. Data (Brent Spiner) B-4's Head Befor...</td>\n",
       "      <td></td>\n",
       "      <td>Lt. Cmdr. Data (Brent Spiner) B-4's Head Befor...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>340</th>\n",
       "      <td>2002</td>\n",
       "      <td>B.E.N. B.E.N. with Morph B.E.N. Rebooting John...</td>\n",
       "      <td>B.E.N. B.E.N. with Morph B.E.N. Rebooting John...</td>\n",
       "      <td></td>\n",
       "      <td>Bruno (Randy Quaid)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>341</th>\n",
       "      <td>2002</td>\n",
       "      <td>B.E.N. B.E.N. with Morph B.E.N. Rebooting John...</td>\n",
       "      <td>B.E.N. B.E.N. with Morph B.E.N. Rebooting John...</td>\n",
       "      <td></td>\n",
       "      <td>Lt. Cmdr. Data (Brent Spiner) B-4's Head Befor...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>325</th>\n",
       "      <td>2002</td>\n",
       "      <td>S1m0ne</td>\n",
       "      <td>S1m0ne</td>\n",
       "      <td></td>\n",
       "      <td>Lt. Cmdr. Data (Brent Spiner) B-4's Head Befor...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>326</th>\n",
       "      <td>2002</td>\n",
       "      <td>S1m0ne</td>\n",
       "      <td>Lt. Cmdr. Data (Brent Spiner) B-4's Head Befor...</td>\n",
       "      <td></td>\n",
       "      <td>Bruno (Randy Quaid)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>343</th>\n",
       "      <td>2003</td>\n",
       "      <td>Gadgetmobile G2 (Elaine Hendrix)</td>\n",
       "      <td>T-850 Terminatrix, or T-X</td>\n",
       "      <td></td>\n",
       "      <td>T-850 Terminatrix, or T-X</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>342</th>\n",
       "      <td>2003</td>\n",
       "      <td>Gadgetmobile G2 (Elaine Hendrix)</td>\n",
       "      <td>Gadgetmobile G2 (Elaine Hendrix)</td>\n",
       "      <td></td>\n",
       "      <td>T-850 Terminatrix, or T-X</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>344</th>\n",
       "      <td>2004</td>\n",
       "      <td>Omnidroid</td>\n",
       "      <td>Omnidroid</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>345</th>\n",
       "      <td>2004</td>\n",
       "      <td>Omnidroid</td>\n",
       "      <td>Giant Robots Tentacled Mechanical Monsters</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>346</th>\n",
       "      <td>2004</td>\n",
       "      <td>Sonny (NS-5 Robot)</td>\n",
       "      <td>Omnidroid</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>347</th>\n",
       "      <td>2004</td>\n",
       "      <td>Sonny (NS-5 Robot)</td>\n",
       "      <td>Giant Robots Tentacled Mechanical Monsters</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>351</th>\n",
       "      <td>2005</td>\n",
       "      <td>EDI's CPU EDI Refueling EDI's Self-Sacrifice E...</td>\n",
       "      <td>Rodney Rodney and Fender</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>348</th>\n",
       "      <td>2005</td>\n",
       "      <td>Marvin</td>\n",
       "      <td>Marvin</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>350</th>\n",
       "      <td>2005</td>\n",
       "      <td>EDI's CPU EDI Refueling EDI's Self-Sacrifice E...</td>\n",
       "      <td>Marvin</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>349</th>\n",
       "      <td>2005</td>\n",
       "      <td>Marvin</td>\n",
       "      <td>Rodney Rodney and Fender</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>359</th>\n",
       "      <td>2007</td>\n",
       "      <td></td>\n",
       "      <td>Transmorphers (or Z-Bots) Warren Mitchell (Mat...</td>\n",
       "      <td></td>\n",
       "      <td>Transmorphers (or Z-Bots) Warren Mitchell (Mat...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>358</th>\n",
       "      <td>2007</td>\n",
       "      <td></td>\n",
       "      <td>Transmorphers (or Z-Bots) Warren Mitchell (Mat...</td>\n",
       "      <td></td>\n",
       "      <td>DOR-15 Carl</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>357</th>\n",
       "      <td>2007</td>\n",
       "      <td></td>\n",
       "      <td>DOR-15 Carl</td>\n",
       "      <td></td>\n",
       "      <td>Transmorphers (or Z-Bots) Warren Mitchell (Mat...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>356</th>\n",
       "      <td>2007</td>\n",
       "      <td></td>\n",
       "      <td>DOR-15 Carl</td>\n",
       "      <td></td>\n",
       "      <td>DOR-15 Carl</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>354</th>\n",
       "      <td>2007</td>\n",
       "      <td>DOR-15 Carl</td>\n",
       "      <td>Transmorphers (or Z-Bots) Warren Mitchell (Mat...</td>\n",
       "      <td></td>\n",
       "      <td>DOR-15 Carl</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>353</th>\n",
       "      <td>2007</td>\n",
       "      <td>DOR-15 Carl</td>\n",
       "      <td>DOR-15 Carl</td>\n",
       "      <td></td>\n",
       "      <td>Transmorphers (or Z-Bots) Warren Mitchell (Mat...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>352</th>\n",
       "      <td>2007</td>\n",
       "      <td>DOR-15 Carl</td>\n",
       "      <td>DOR-15 Carl</td>\n",
       "      <td></td>\n",
       "      <td>DOR-15 Carl</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>355</th>\n",
       "      <td>2007</td>\n",
       "      <td>DOR-15 Carl</td>\n",
       "      <td>Transmorphers (or Z-Bots) Warren Mitchell (Mat...</td>\n",
       "      <td></td>\n",
       "      <td>Transmorphers (or Z-Bots) Warren Mitchell (Mat...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>360</th>\n",
       "      <td>2008</td>\n",
       "      <td>(l to r): Abe, Hellboy, and Liz Prince Nuada (...</td>\n",
       "      <td>WALL-E WALL-E and EVE M-O AUTO</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>361</th>\n",
       "      <td>2008</td>\n",
       "      <td>WALL-E WALL-E and EVE M-O AUTO</td>\n",
       "      <td>WALL-E WALL-E and EVE M-O AUTO</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>380</th>\n",
       "      <td>2009</td>\n",
       "      <td>1,2,5,6,7,8,9</td>\n",
       "      <td>Toby Astro Orrin Cora Trashcan Hamegg ZOG Peac...</td>\n",
       "      <td></td>\n",
       "      <td>Astroboy (1963-66)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>381</th>\n",
       "      <td>2009</td>\n",
       "      <td>1,2,5,6,7,8,9</td>\n",
       "      <td>Toby Astro Orrin Cora Trashcan Hamegg ZOG Peac...</td>\n",
       "      <td></td>\n",
       "      <td>Toby Astro Orrin Cora Trashcan Hamegg ZOG Peac...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2009</td>\n",
       "      <td>Astroboy (1963-66)</td>\n",
       "      <td>T-600 Terminator Aerostat (\"Hunter-killer\") Ha...</td>\n",
       "      <td></td>\n",
       "      <td>RoboDoc (William Haze) Diagnosing a Patient Ja...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>383</th>\n",
       "      <td>2009</td>\n",
       "      <td>1,2,5,6,7,8,9</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Astroboy (1963-66)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>384</th>\n",
       "      <td>2009</td>\n",
       "      <td>1,2,5,6,7,8,9</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Toby Astro Orrin Cora Trashcan Hamegg ZOG Peac...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>385</th>\n",
       "      <td>2009</td>\n",
       "      <td>1,2,5,6,7,8,9</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>RoboDoc (William Haze) Diagnosing a Patient Ja...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>386</th>\n",
       "      <td>2009</td>\n",
       "      <td>1,2,5,6,7,8,9</td>\n",
       "      <td>RoboDoc (William Haze) Diagnosing a Patient Ja...</td>\n",
       "      <td></td>\n",
       "      <td>Astroboy (1963-66)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>387</th>\n",
       "      <td>2009</td>\n",
       "      <td>1,2,5,6,7,8,9</td>\n",
       "      <td>RoboDoc (William Haze) Diagnosing a Patient Ja...</td>\n",
       "      <td></td>\n",
       "      <td>Toby Astro Orrin Cora Trashcan Hamegg ZOG Peac...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>388</th>\n",
       "      <td>2009</td>\n",
       "      <td>1,2,5,6,7,8,9</td>\n",
       "      <td>RoboDoc (William Haze) Diagnosing a Patient Ja...</td>\n",
       "      <td></td>\n",
       "      <td>RoboDoc (William Haze) Diagnosing a Patient Ja...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389</th>\n",
       "      <td>2009</td>\n",
       "      <td>1,2,5,6,7,8,9</td>\n",
       "      <td>T-600 Terminator Aerostat (\"Hunter-killer\") Ha...</td>\n",
       "      <td></td>\n",
       "      <td>Astroboy (1963-66)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>390</th>\n",
       "      <td>2009</td>\n",
       "      <td>1,2,5,6,7,8,9</td>\n",
       "      <td>T-600 Terminator Aerostat (\"Hunter-killer\") Ha...</td>\n",
       "      <td></td>\n",
       "      <td>Toby Astro Orrin Cora Trashcan Hamegg ZOG Peac...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>391</th>\n",
       "      <td>2009</td>\n",
       "      <td>1,2,5,6,7,8,9</td>\n",
       "      <td>T-600 Terminator Aerostat (\"Hunter-killer\") Ha...</td>\n",
       "      <td></td>\n",
       "      <td>RoboDoc (William Haze) Diagnosing a Patient Ja...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>392</th>\n",
       "      <td>2009</td>\n",
       "      <td>Ed Gruberman The Judge Red Dark Winged Vesper ...</td>\n",
       "      <td>Astroboy (1963-66)</td>\n",
       "      <td></td>\n",
       "      <td>Astroboy (1963-66)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2009</td>\n",
       "      <td>Astroboy (1963-66)</td>\n",
       "      <td>T-600 Terminator Aerostat (\"Hunter-killer\") Ha...</td>\n",
       "      <td></td>\n",
       "      <td>Toby Astro Orrin Cora Trashcan Hamegg ZOG Peac...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>393</th>\n",
       "      <td>2009</td>\n",
       "      <td>Ed Gruberman The Judge Red Dark Winged Vesper ...</td>\n",
       "      <td>Astroboy (1963-66)</td>\n",
       "      <td></td>\n",
       "      <td>Toby Astro Orrin Cora Trashcan Hamegg ZOG Peac...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>394</th>\n",
       "      <td>2009</td>\n",
       "      <td>Ed Gruberman The Judge Red Dark Winged Vesper ...</td>\n",
       "      <td>Astroboy (1963-66)</td>\n",
       "      <td></td>\n",
       "      <td>RoboDoc (William Haze) Diagnosing a Patient Ja...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>395</th>\n",
       "      <td>2009</td>\n",
       "      <td>Ed Gruberman The Judge Red Dark Winged Vesper ...</td>\n",
       "      <td>Toby Astro Orrin Cora Trashcan Hamegg ZOG Peac...</td>\n",
       "      <td></td>\n",
       "      <td>Astroboy (1963-66)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>396</th>\n",
       "      <td>2009</td>\n",
       "      <td>Ed Gruberman The Judge Red Dark Winged Vesper ...</td>\n",
       "      <td>Toby Astro Orrin Cora Trashcan Hamegg ZOG Peac...</td>\n",
       "      <td></td>\n",
       "      <td>Toby Astro Orrin Cora Trashcan Hamegg ZOG Peac...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>397</th>\n",
       "      <td>2009</td>\n",
       "      <td>Ed Gruberman The Judge Red Dark Winged Vesper ...</td>\n",
       "      <td>Toby Astro Orrin Cora Trashcan Hamegg ZOG Peac...</td>\n",
       "      <td></td>\n",
       "      <td>RoboDoc (William Haze) Diagnosing a Patient Ja...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>398</th>\n",
       "      <td>2009</td>\n",
       "      <td>Ed Gruberman The Judge Red Dark Winged Vesper ...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Astroboy (1963-66)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>399</th>\n",
       "      <td>2009</td>\n",
       "      <td>Ed Gruberman The Judge Red Dark Winged Vesper ...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Toby Astro Orrin Cora Trashcan Hamegg ZOG Peac...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>400</th>\n",
       "      <td>2009</td>\n",
       "      <td>Ed Gruberman The Judge Red Dark Winged Vesper ...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>RoboDoc (William Haze) Diagnosing a Patient Ja...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>401</th>\n",
       "      <td>2009</td>\n",
       "      <td>Ed Gruberman The Judge Red Dark Winged Vesper ...</td>\n",
       "      <td>RoboDoc (William Haze) Diagnosing a Patient Ja...</td>\n",
       "      <td></td>\n",
       "      <td>Astroboy (1963-66)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>402</th>\n",
       "      <td>2009</td>\n",
       "      <td>Ed Gruberman The Judge Red Dark Winged Vesper ...</td>\n",
       "      <td>RoboDoc (William Haze) Diagnosing a Patient Ja...</td>\n",
       "      <td></td>\n",
       "      <td>Toby Astro Orrin Cora Trashcan Hamegg ZOG Peac...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>403</th>\n",
       "      <td>2009</td>\n",
       "      <td>Ed Gruberman The Judge Red Dark Winged Vesper ...</td>\n",
       "      <td>RoboDoc (William Haze) Diagnosing a Patient Ja...</td>\n",
       "      <td></td>\n",
       "      <td>RoboDoc (William Haze) Diagnosing a Patient Ja...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404</th>\n",
       "      <td>2009</td>\n",
       "      <td>Ed Gruberman The Judge Red Dark Winged Vesper ...</td>\n",
       "      <td>T-600 Terminator Aerostat (\"Hunter-killer\") Ha...</td>\n",
       "      <td></td>\n",
       "      <td>Astroboy (1963-66)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405</th>\n",
       "      <td>2009</td>\n",
       "      <td>Ed Gruberman The Judge Red Dark Winged Vesper ...</td>\n",
       "      <td>T-600 Terminator Aerostat (\"Hunter-killer\") Ha...</td>\n",
       "      <td></td>\n",
       "      <td>Toby Astro Orrin Cora Trashcan Hamegg ZOG Peac...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406</th>\n",
       "      <td>2009</td>\n",
       "      <td>Ed Gruberman The Judge Red Dark Winged Vesper ...</td>\n",
       "      <td>T-600 Terminator Aerostat (\"Hunter-killer\") Ha...</td>\n",
       "      <td></td>\n",
       "      <td>RoboDoc (William Haze) Diagnosing a Patient Ja...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>379</th>\n",
       "      <td>2009</td>\n",
       "      <td>1,2,5,6,7,8,9</td>\n",
       "      <td>Astroboy (1963-66)</td>\n",
       "      <td></td>\n",
       "      <td>RoboDoc (William Haze) Diagnosing a Patient Ja...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>378</th>\n",
       "      <td>2009</td>\n",
       "      <td>1,2,5,6,7,8,9</td>\n",
       "      <td>Astroboy (1963-66)</td>\n",
       "      <td></td>\n",
       "      <td>Toby Astro Orrin Cora Trashcan Hamegg ZOG Peac...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>382</th>\n",
       "      <td>2009</td>\n",
       "      <td>1,2,5,6,7,8,9</td>\n",
       "      <td>Toby Astro Orrin Cora Trashcan Hamegg ZOG Peac...</td>\n",
       "      <td></td>\n",
       "      <td>RoboDoc (William Haze) Diagnosing a Patient Ja...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>376</th>\n",
       "      <td>2009</td>\n",
       "      <td></td>\n",
       "      <td>T-600 Terminator Aerostat (\"Hunter-killer\") Ha...</td>\n",
       "      <td></td>\n",
       "      <td>RoboDoc (William Haze) Diagnosing a Patient Ja...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2009</td>\n",
       "      <td>Astroboy (1963-66)</td>\n",
       "      <td>T-600 Terminator Aerostat (\"Hunter-killer\") Ha...</td>\n",
       "      <td></td>\n",
       "      <td>Astroboy (1963-66)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2009</td>\n",
       "      <td>Astroboy (1963-66)</td>\n",
       "      <td>RoboDoc (William Haze) Diagnosing a Patient Ja...</td>\n",
       "      <td></td>\n",
       "      <td>RoboDoc (William Haze) Diagnosing a Patient Ja...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2009</td>\n",
       "      <td>Astroboy (1963-66)</td>\n",
       "      <td>RoboDoc (William Haze) Diagnosing a Patient Ja...</td>\n",
       "      <td></td>\n",
       "      <td>Toby Astro Orrin Cora Trashcan Hamegg ZOG Peac...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2009</td>\n",
       "      <td>Astroboy (1963-66)</td>\n",
       "      <td>RoboDoc (William Haze) Diagnosing a Patient Ja...</td>\n",
       "      <td></td>\n",
       "      <td>Astroboy (1963-66)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2009</td>\n",
       "      <td>Astroboy (1963-66)</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>RoboDoc (William Haze) Diagnosing a Patient Ja...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2009</td>\n",
       "      <td>Astroboy (1963-66)</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Toby Astro Orrin Cora Trashcan Hamegg ZOG Peac...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>377</th>\n",
       "      <td>2009</td>\n",
       "      <td>1,2,5,6,7,8,9</td>\n",
       "      <td>Astroboy (1963-66)</td>\n",
       "      <td></td>\n",
       "      <td>Astroboy (1963-66)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2009</td>\n",
       "      <td>Astroboy (1963-66)</td>\n",
       "      <td>Toby Astro Orrin Cora Trashcan Hamegg ZOG Peac...</td>\n",
       "      <td></td>\n",
       "      <td>RoboDoc (William Haze) Diagnosing a Patient Ja...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2009</td>\n",
       "      <td>Astroboy (1963-66)</td>\n",
       "      <td>Toby Astro Orrin Cora Trashcan Hamegg ZOG Peac...</td>\n",
       "      <td></td>\n",
       "      <td>Toby Astro Orrin Cora Trashcan Hamegg ZOG Peac...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2009</td>\n",
       "      <td>Astroboy (1963-66)</td>\n",
       "      <td>Toby Astro Orrin Cora Trashcan Hamegg ZOG Peac...</td>\n",
       "      <td></td>\n",
       "      <td>Astroboy (1963-66)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2009</td>\n",
       "      <td>Astroboy (1963-66)</td>\n",
       "      <td>Astroboy (1963-66)</td>\n",
       "      <td></td>\n",
       "      <td>RoboDoc (William Haze) Diagnosing a Patient Ja...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2009</td>\n",
       "      <td>Astroboy (1963-66)</td>\n",
       "      <td>Astroboy (1963-66)</td>\n",
       "      <td></td>\n",
       "      <td>Toby Astro Orrin Cora Trashcan Hamegg ZOG Peac...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2009</td>\n",
       "      <td>Astroboy (1963-66)</td>\n",
       "      <td>Astroboy (1963-66)</td>\n",
       "      <td></td>\n",
       "      <td>Astroboy (1963-66)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2009</td>\n",
       "      <td>Astroboy (1963-66)</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Astroboy (1963-66)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>363</th>\n",
       "      <td>2009</td>\n",
       "      <td></td>\n",
       "      <td>Astroboy (1963-66)</td>\n",
       "      <td></td>\n",
       "      <td>Toby Astro Orrin Cora Trashcan Hamegg ZOG Peac...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>362</th>\n",
       "      <td>2009</td>\n",
       "      <td></td>\n",
       "      <td>Astroboy (1963-66)</td>\n",
       "      <td></td>\n",
       "      <td>Astroboy (1963-66)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>374</th>\n",
       "      <td>2009</td>\n",
       "      <td></td>\n",
       "      <td>T-600 Terminator Aerostat (\"Hunter-killer\") Ha...</td>\n",
       "      <td></td>\n",
       "      <td>Astroboy (1963-66)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>373</th>\n",
       "      <td>2009</td>\n",
       "      <td></td>\n",
       "      <td>RoboDoc (William Haze) Diagnosing a Patient Ja...</td>\n",
       "      <td></td>\n",
       "      <td>RoboDoc (William Haze) Diagnosing a Patient Ja...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>372</th>\n",
       "      <td>2009</td>\n",
       "      <td></td>\n",
       "      <td>RoboDoc (William Haze) Diagnosing a Patient Ja...</td>\n",
       "      <td></td>\n",
       "      <td>Toby Astro Orrin Cora Trashcan Hamegg ZOG Peac...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>371</th>\n",
       "      <td>2009</td>\n",
       "      <td></td>\n",
       "      <td>RoboDoc (William Haze) Diagnosing a Patient Ja...</td>\n",
       "      <td></td>\n",
       "      <td>Astroboy (1963-66)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>370</th>\n",
       "      <td>2009</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>RoboDoc (William Haze) Diagnosing a Patient Ja...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>375</th>\n",
       "      <td>2009</td>\n",
       "      <td></td>\n",
       "      <td>T-600 Terminator Aerostat (\"Hunter-killer\") Ha...</td>\n",
       "      <td></td>\n",
       "      <td>Toby Astro Orrin Cora Trashcan Hamegg ZOG Peac...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>368</th>\n",
       "      <td>2009</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Astroboy (1963-66)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>367</th>\n",
       "      <td>2009</td>\n",
       "      <td></td>\n",
       "      <td>Toby Astro Orrin Cora Trashcan Hamegg ZOG Peac...</td>\n",
       "      <td></td>\n",
       "      <td>RoboDoc (William Haze) Diagnosing a Patient Ja...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>366</th>\n",
       "      <td>2009</td>\n",
       "      <td></td>\n",
       "      <td>Toby Astro Orrin Cora Trashcan Hamegg ZOG Peac...</td>\n",
       "      <td></td>\n",
       "      <td>Toby Astro Orrin Cora Trashcan Hamegg ZOG Peac...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>365</th>\n",
       "      <td>2009</td>\n",
       "      <td></td>\n",
       "      <td>Toby Astro Orrin Cora Trashcan Hamegg ZOG Peac...</td>\n",
       "      <td></td>\n",
       "      <td>Astroboy (1963-66)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>364</th>\n",
       "      <td>2009</td>\n",
       "      <td></td>\n",
       "      <td>Astroboy (1963-66)</td>\n",
       "      <td></td>\n",
       "      <td>RoboDoc (William Haze) Diagnosing a Patient Ja...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>369</th>\n",
       "      <td>2009</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Toby Astro Orrin Cora Trashcan Hamegg ZOG Peac...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>414</th>\n",
       "      <td>2011</td>\n",
       "      <td>Android Blanks Candy Droober Ermus Running the...</td>\n",
       "      <td>Atom Noisy Boy Midas Zeus</td>\n",
       "      <td></td>\n",
       "      <td>Android SI-9 Eva (Claudia Vega) Max (Lluis Hom...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>413</th>\n",
       "      <td>2011</td>\n",
       "      <td>Android Blanks Candy Droober Ermus Running the...</td>\n",
       "      <td>Atom Noisy Boy Midas Zeus</td>\n",
       "      <td></td>\n",
       "      <td>Android Blanks Candy Droober Ermus Running the...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>412</th>\n",
       "      <td>2011</td>\n",
       "      <td>Android Blanks Candy Droober Ermus Running the...</td>\n",
       "      <td>80's Robot</td>\n",
       "      <td></td>\n",
       "      <td>Android SI-9 Eva (Claudia Vega) Max (Lluis Hom...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>411</th>\n",
       "      <td>2011</td>\n",
       "      <td>Android Blanks Candy Droober Ermus Running the...</td>\n",
       "      <td>80's Robot</td>\n",
       "      <td></td>\n",
       "      <td>Android Blanks Candy Droober Ermus Running the...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>410</th>\n",
       "      <td>2011</td>\n",
       "      <td>Android Blanks Candy Droober Ermus Running the...</td>\n",
       "      <td>Android SI-9 Eva (Claudia Vega) Max (Lluis Hom...</td>\n",
       "      <td></td>\n",
       "      <td>Android SI-9 Eva (Claudia Vega) Max (Lluis Hom...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>408</th>\n",
       "      <td>2011</td>\n",
       "      <td>Android Blanks Candy Droober Ermus Running the...</td>\n",
       "      <td>Android Blanks Candy Droober Ermus Running the...</td>\n",
       "      <td></td>\n",
       "      <td>Android SI-9 Eva (Claudia Vega) Max (Lluis Hom...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>407</th>\n",
       "      <td>2011</td>\n",
       "      <td>Android Blanks Candy Droober Ermus Running the...</td>\n",
       "      <td>Android Blanks Candy Droober Ermus Running the...</td>\n",
       "      <td></td>\n",
       "      <td>Android Blanks Candy Droober Ermus Running the...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>409</th>\n",
       "      <td>2011</td>\n",
       "      <td>Android Blanks Candy Droober Ermus Running the...</td>\n",
       "      <td>Android SI-9 Eva (Claudia Vega) Max (Lluis Hom...</td>\n",
       "      <td></td>\n",
       "      <td>Android Blanks Candy Droober Ermus Running the...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>415</th>\n",
       "      <td>2013</td>\n",
       "      <td>Theodore (Joaquin Phoenix) Samantha's picture</td>\n",
       "      <td>Theodore (Joaquin Phoenix) Samantha's picture</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416</th>\n",
       "      <td>2013</td>\n",
       "      <td>Theodore (Joaquin Phoenix) Samantha's picture</td>\n",
       "      <td>Harper's Bubble Helicopter Drone Repair Sally ...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>417</th>\n",
       "      <td>2014</td>\n",
       "      <td>TARS CASE</td>\n",
       "      <td>Baymax Baymax - Reprogrammed A Single Microbot...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>418</th>\n",
       "      <td>2014</td>\n",
       "      <td>TARS CASE</td>\n",
       "      <td>TARS CASE</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>419</th>\n",
       "      <td>2015</td>\n",
       "      <td>SCOUT MOOSE Chappie</td>\n",
       "      <td>SCOUT MOOSE Chappie</td>\n",
       "      <td></td>\n",
       "      <td>Ava (Alicia Vikander) Ava and Caleb One Last L...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>420</th>\n",
       "      <td>2015</td>\n",
       "      <td>SCOUT MOOSE Chappie</td>\n",
       "      <td>Ava (Alicia Vikander) Ava and Caleb One Last L...</td>\n",
       "      <td></td>\n",
       "      <td>Ava (Alicia Vikander) Ava and Caleb One Last L...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Year                                        Robot_voice  \\\n",
       "0    1941                                                      \n",
       "1    1953  Ro-Man Great Guidance Death of Roy Ro-Man Kidn...   \n",
       "2    1956                             Robby the Robot Poster   \n",
       "18   1963         Gigantor Jimmy Sparks with his Control Box   \n",
       "22   1965  Dr. Who & the Daleks (1965, UK) Daleks' Invasi...   \n",
       "21   1965  Dr. Who & the Daleks (1965, UK) Daleks' Invasi...   \n",
       "20   1965                                                      \n",
       "19   1965                                                      \n",
       "23   1967                                                      \n",
       "24   1968                                                      \n",
       "25   1970                                                      \n",
       "26   1974                                                      \n",
       "27   1976                                                      \n",
       "33   1977  Captain Rameses (Christopher Lee) Prof. Allan ...   \n",
       "34   1977  Captain Rameses (Christopher Lee) Prof. Allan ...   \n",
       "36   1977  Captain Rameses (Christopher Lee) Prof. Allan ...   \n",
       "31   1977                         Pyramidal Shape Wheelchair   \n",
       "37   1977  Captain Rameses (Christopher Lee) Prof. Allan ...   \n",
       "38   1977  Wiz in Orion Space Center Oko with MK-31 Space...   \n",
       "39   1977  Wiz in Orion Space Center Oko with MK-31 Space...   \n",
       "40   1977  Wiz in Orion Space Center Oko with MK-31 Space...   \n",
       "41   1977  Wiz in Orion Space Center Oko with MK-31 Space...   \n",
       "42   1977  Wiz in Orion Space Center Oko with MK-31 Space...   \n",
       "43   1977                                          Necron-99   \n",
       "44   1977                                          Necron-99   \n",
       "45   1977                                          Necron-99   \n",
       "46   1977                                          Necron-99   \n",
       "47   1977                                          Necron-99   \n",
       "35   1977  Captain Rameses (Christopher Lee) Prof. Allan ...   \n",
       "30   1977                         Pyramidal Shape Wheelchair   \n",
       "32   1977                         Pyramidal Shape Wheelchair   \n",
       "28   1977                         Pyramidal Shape Wheelchair   \n",
       "29   1977                         Pyramidal Shape Wheelchair   \n",
       "49   1978                               Beba-2 Robo-Waitress   \n",
       "48   1978                               Beba-2 Robo-Waitress   \n",
       "85   1979  Cargo Ship Robot Kim with \"Sparks\" One of Omus...   \n",
       "68   1979  V.I.N.cent B.O.B. (l), V.I.N.cent (r) Maximill...   \n",
       "69   1979  V.I.N.cent B.O.B. (l), V.I.N.cent (r) Maximill...   \n",
       "70   1979  V.I.N.cent B.O.B. (l), V.I.N.cent (r) Maximill...   \n",
       "71   1979  V.I.N.cent B.O.B. (l), V.I.N.cent (r) Maximill...   \n",
       "72   1979  V.I.N.cent B.O.B. (l), V.I.N.cent (r) Maximill...   \n",
       "73   1979  V.I.N.cent B.O.B. (l), V.I.N.cent (r) Maximill...   \n",
       "74   1979  Cargo Ship Robot Kim with \"Sparks\" One of Omus...   \n",
       "75   1979  Cargo Ship Robot Kim with \"Sparks\" One of Omus...   \n",
       "76   1979  Cargo Ship Robot Kim with \"Sparks\" One of Omus...   \n",
       "77   1979  Cargo Ship Robot Kim with \"Sparks\" One of Omus...   \n",
       "78   1979  Cargo Ship Robot Kim with \"Sparks\" One of Omus...   \n",
       "79   1979  Cargo Ship Robot Kim with \"Sparks\" One of Omus...   \n",
       "81   1979  Cargo Ship Robot Kim with \"Sparks\" One of Omus...   \n",
       "84   1979  Cargo Ship Robot Kim with \"Sparks\" One of Omus...   \n",
       "82   1979  Cargo Ship Robot Kim with \"Sparks\" One of Omus...   \n",
       "83   1979  Cargo Ship Robot Kim with \"Sparks\" One of Omus...   \n",
       "97   1979  Cargo Ship Robot Kim with \"Sparks\" One of Omus...   \n",
       "96   1979  Cargo Ship Robot Kim with \"Sparks\" One of Omus...   \n",
       "95   1979  Cargo Ship Robot Kim with \"Sparks\" One of Omus...   \n",
       "94   1979  Cargo Ship Robot Kim with \"Sparks\" One of Omus...   \n",
       "93   1979  Cargo Ship Robot Kim with \"Sparks\" One of Omus...   \n",
       "92   1979  Cargo Ship Robot Kim with \"Sparks\" One of Omus...   \n",
       "91   1979  Cargo Ship Robot Kim with \"Sparks\" One of Omus...   \n",
       "90   1979  Cargo Ship Robot Kim with \"Sparks\" One of Omus...   \n",
       "89   1979  Cargo Ship Robot Kim with \"Sparks\" One of Omus...   \n",
       "88   1979  Cargo Ship Robot Kim with \"Sparks\" One of Omus...   \n",
       "87   1979  Cargo Ship Robot Kim with \"Sparks\" One of Omus...   \n",
       "86   1979  Cargo Ship Robot Kim with \"Sparks\" One of Omus...   \n",
       "67   1979  V.I.N.cent B.O.B. (l), V.I.N.cent (r) Maximill...   \n",
       "66   1979  V.I.N.cent B.O.B. (l), V.I.N.cent (r) Maximill...   \n",
       "80   1979  Cargo Ship Robot Kim with \"Sparks\" One of Omus...   \n",
       "64   1979  V.I.N.cent B.O.B. (l), V.I.N.cent (r) Maximill...   \n",
       "50   1979  V.I.N.cent B.O.B. (l), V.I.N.cent (r) Maximill...   \n",
       "51   1979  V.I.N.cent B.O.B. (l), V.I.N.cent (r) Maximill...   \n",
       "52   1979  V.I.N.cent B.O.B. (l), V.I.N.cent (r) Maximill...   \n",
       "53   1979  V.I.N.cent B.O.B. (l), V.I.N.cent (r) Maximill...   \n",
       "54   1979  V.I.N.cent B.O.B. (l), V.I.N.cent (r) Maximill...   \n",
       "65   1979  V.I.N.cent B.O.B. (l), V.I.N.cent (r) Maximill...   \n",
       "56   1979  V.I.N.cent B.O.B. (l), V.I.N.cent (r) Maximill...   \n",
       "55   1979  V.I.N.cent B.O.B. (l), V.I.N.cent (r) Maximill...   \n",
       "58   1979  V.I.N.cent B.O.B. (l), V.I.N.cent (r) Maximill...   \n",
       "59   1979  V.I.N.cent B.O.B. (l), V.I.N.cent (r) Maximill...   \n",
       "60   1979  V.I.N.cent B.O.B. (l), V.I.N.cent (r) Maximill...   \n",
       "61   1979  V.I.N.cent B.O.B. (l), V.I.N.cent (r) Maximill...   \n",
       "62   1979  V.I.N.cent B.O.B. (l), V.I.N.cent (r) Maximill...   \n",
       "63   1979  V.I.N.cent B.O.B. (l), V.I.N.cent (r) Maximill...   \n",
       "57   1979  V.I.N.cent B.O.B. (l), V.I.N.cent (r) Maximill...   \n",
       "99   1981                 Val Aqua Catskill Crimebuster Phil   \n",
       "98   1981                 Val Aqua Catskill Crimebuster Phil   \n",
       "102  1981                                                      \n",
       "103  1981                                                      \n",
       "101  1981                                                      \n",
       "100  1981                 Val Aqua Catskill Crimebuster Phil   \n",
       "107  1982                Kevin/Clu (Jeff Bridges) Recognizer   \n",
       "106  1982                Kevin/Clu (Jeff Bridges) Recognizer   \n",
       "105  1982                Kevin/Clu (Jeff Bridges) Recognizer   \n",
       "104  1982                Kevin/Clu (Jeff Bridges) Recognizer   \n",
       "111  1984                                              T-800   \n",
       "110  1984                                              T-800   \n",
       "109  1984                                                      \n",
       "108  1984                                                      \n",
       "113  1985                                            Tik-Tok   \n",
       "116  1985                                                      \n",
       "117  1985                                                      \n",
       "112  1985                                            Tik-Tok   \n",
       "115  1985                                                      \n",
       "114  1985                                            Tik-Tok   \n",
       "221  1986                                                      \n",
       "190  1986                                               Jinx   \n",
       "189  1986                                               Jinx   \n",
       "188  1986                                               Jinx   \n",
       "187  1986                                               Jinx   \n",
       "186  1986                                               Jinx   \n",
       "185  1986                                               Jinx   \n",
       "184  1986                                               Jinx   \n",
       "183  1986                                               Jinx   \n",
       "182  1986                                               Jinx   \n",
       "181  1986                                               Jinx   \n",
       "180  1986                                           Johnny-5   \n",
       "179  1986                                           Johnny-5   \n",
       "191  1986                                               Jinx   \n",
       "178  1986                                           Johnny-5   \n",
       "176  1986                                           Johnny-5   \n",
       "175  1986                                           Johnny-5   \n",
       "174  1986                                           Johnny-5   \n",
       "173  1986                                           Johnny-5   \n",
       "172  1986                                           Johnny-5   \n",
       "171  1986                                           Johnny-5   \n",
       "170  1986                                           Johnny-5   \n",
       "169  1986                                           Johnny-5   \n",
       "168  1986                                           Johnny-5   \n",
       "167  1986                                           Johnny-5   \n",
       "166  1986                                           Johnny-5   \n",
       "165  1986                                           Johnny-5   \n",
       "177  1986                                           Johnny-5   \n",
       "222  1986                                                      \n",
       "192  1986                                               Jinx   \n",
       "194  1986                                               Jinx   \n",
       "220  1986                                                      \n",
       "219  1986                                                      \n",
       "218  1986                                                      \n",
       "217  1986                                                      \n",
       "216  1986                                                      \n",
       "215  1986                                                      \n",
       "214  1986                                                      \n",
       "213  1986                                                      \n",
       "212  1986                                                      \n",
       "211  1986                                                      \n",
       "209  1986                                                      \n",
       "208  1986                                                      \n",
       "193  1986                                               Jinx   \n",
       "207  1986                                                      \n",
       "206  1986                                                      \n",
       "205  1986                                                      \n",
       "204  1986                                                      \n",
       "203  1986                                                      \n",
       "202  1986                                                      \n",
       "201  1986                                               Jinx   \n",
       "200  1986                                               Jinx   \n",
       "199  1986                                               Jinx   \n",
       "198  1986                                               Jinx   \n",
       "197  1986                                               Jinx   \n",
       "196  1986                                               Jinx   \n",
       "195  1986                                               Jinx   \n",
       "164  1986                                           Johnny-5   \n",
       "163  1986                                           Johnny-5   \n",
       "210  1986                                                      \n",
       "161  1986                                           Johnny-5   \n",
       "135  1986                              Bee Bee Deadly Friend   \n",
       "134  1986                              Bee Bee Deadly Friend   \n",
       "133  1986                              Bee Bee Deadly Friend   \n",
       "132  1986                              Bee Bee Deadly Friend   \n",
       "131  1986                              Bee Bee Deadly Friend   \n",
       "130  1986                              Bee Bee Deadly Friend   \n",
       "129  1986                              Bee Bee Deadly Friend   \n",
       "128  1986                              Bee Bee Deadly Friend   \n",
       "127  1986                              Bee Bee Deadly Friend   \n",
       "126  1986                              Bee Bee Deadly Friend   \n",
       "125  1986                              Bee Bee Deadly Friend   \n",
       "124  1986                              Bee Bee Deadly Friend   \n",
       "123  1986                              Bee Bee Deadly Friend   \n",
       "122  1986                              Bee Bee Deadly Friend   \n",
       "121  1986                              Bee Bee Deadly Friend   \n",
       "120  1986                              Bee Bee Deadly Friend   \n",
       "119  1986                              Bee Bee Deadly Friend   \n",
       "118  1986                              Bee Bee Deadly Friend   \n",
       "162  1986                                           Johnny-5   \n",
       "137  1986                              Bee Bee Deadly Friend   \n",
       "138  1986                              Bee Bee Deadly Friend   \n",
       "136  1986                              Bee Bee Deadly Friend   \n",
       "140  1986                                       R.A.L.F. Max   \n",
       "160  1986                                           Johnny-5   \n",
       "159  1986                                       R.A.L.F. Max   \n",
       "158  1986                                       R.A.L.F. Max   \n",
       "157  1986                                       R.A.L.F. Max   \n",
       "156  1986                                       R.A.L.F. Max   \n",
       "155  1986                                       R.A.L.F. Max   \n",
       "154  1986                                       R.A.L.F. Max   \n",
       "139  1986                                       R.A.L.F. Max   \n",
       "152  1986                                       R.A.L.F. Max   \n",
       "151  1986                                       R.A.L.F. Max   \n",
       "153  1986                                       R.A.L.F. Max   \n",
       "149  1986                                       R.A.L.F. Max   \n",
       "148  1986                                       R.A.L.F. Max   \n",
       "147  1986                                       R.A.L.F. Max   \n",
       "146  1986                                       R.A.L.F. Max   \n",
       "145  1986                                       R.A.L.F. Max   \n",
       "144  1986                                       R.A.L.F. Max   \n",
       "143  1986                                       R.A.L.F. Max   \n",
       "142  1986                                       R.A.L.F. Max   \n",
       "150  1986                                       R.A.L.F. Max   \n",
       "141  1986                                       R.A.L.F. Max   \n",
       "226  1987                                         Dot Matrix   \n",
       "227  1987                                         Dot Matrix   \n",
       "224  1987                                         Dot Matrix   \n",
       "229  1987                                         Dot Matrix   \n",
       "230  1987                                         Dot Matrix   \n",
       "228  1987                                         Dot Matrix   \n",
       "223  1987                                         Dot Matrix   \n",
       "225  1987                                         Dot Matrix   \n",
       "236  1990                                         Johnny Cab   \n",
       "235  1990                                         Johnny Cab   \n",
       "234  1990                                         Johnny Cab   \n",
       "233  1990  Enforcer Drone Martians Costumed Kathy (Ariana...   \n",
       "232  1990  Enforcer Drone Martians Costumed Kathy (Ariana...   \n",
       "231  1990  Enforcer Drone Martians Costumed Kathy (Ariana...   \n",
       "252  1991                                      Doppelgangers   \n",
       "249  1991                                      Doppelgangers   \n",
       "250  1991                                      Doppelgangers   \n",
       "251  1991                                      Doppelgangers   \n",
       "272  1991  Year 2029: Robotic skeletal machines Terminato...   \n",
       "253  1991                                      Doppelgangers   \n",
       "254  1991                                      Doppelgangers   \n",
       "255  1991                                      Doppelgangers   \n",
       "256  1991                                      Doppelgangers   \n",
       "257  1991                                      Doppelgangers   \n",
       "258  1991                                      Doppelgangers   \n",
       "259  1991                                      Doppelgangers   \n",
       "260  1991                                      Doppelgangers   \n",
       "261  1991  Year 2029: Robotic skeletal machines Terminato...   \n",
       "262  1991  Year 2029: Robotic skeletal machines Terminato...   \n",
       "263  1991  Year 2029: Robotic skeletal machines Terminato...   \n",
       "264  1991  Year 2029: Robotic skeletal machines Terminato...   \n",
       "265  1991  Year 2029: Robotic skeletal machines Terminato...   \n",
       "266  1991  Year 2029: Robotic skeletal machines Terminato...   \n",
       "267  1991  Year 2029: Robotic skeletal machines Terminato...   \n",
       "268  1991  Year 2029: Robotic skeletal machines Terminato...   \n",
       "269  1991  Year 2029: Robotic skeletal machines Terminato...   \n",
       "248  1991                                             Newman   \n",
       "247  1991                                             Newman   \n",
       "243  1991                                             Newman   \n",
       "245  1991                                             Newman   \n",
       "246  1991                                             Newman   \n",
       "237  1991                                             Newman   \n",
       "238  1991                                             Newman   \n",
       "239  1991                                             Newman   \n",
       "271  1991  Year 2029: Robotic skeletal machines Terminato...   \n",
       "241  1991                                             Newman   \n",
       "242  1991                                             Newman   \n",
       "270  1991  Year 2029: Robotic skeletal machines Terminato...   \n",
       "240  1991                                             Newman   \n",
       "244  1991                                             Newman   \n",
       "276  1995                                            Evolver   \n",
       "274  1995                                            Evolver   \n",
       "273  1995                                            Evolver   \n",
       "275  1995                                            Evolver   \n",
       "277  1996  (l to r) Tom Servo, Crow T. Robot, Mike Mike w...   \n",
       "278  1996  (l to r) Tom Servo, Crow T. Robot, Mike Mike w...   \n",
       "280  1996  (l to r) Tom Servo, Crow T. Robot, Mike Mike w...   \n",
       "279  1996  (l to r) Tom Servo, Crow T. Robot, Mike Mike w...   \n",
       "281  1997                             Weebo Weebo's Hologram   \n",
       "282  1997                             Weebo Weebo's Hologram   \n",
       "283  1998  Robby the Robot Unnamed Cyclops Robot Humanoid...   \n",
       "284  1998  Chip Hazard - Commando Elite Commando Elite me...   \n",
       "292  1999                                                      \n",
       "308  1999                                     The Iron Giant   \n",
       "299  1999  Inspector Gadget (Broderick Crawford) Robo-Gad...   \n",
       "307  1999                                     The Iron Giant   \n",
       "306  1999                                     The Iron Giant   \n",
       "305  1999                                     The Iron Giant   \n",
       "304  1999                                     The Iron Giant   \n",
       "303  1999                                     The Iron Giant   \n",
       "290  1999                                                      \n",
       "302  1999                                     The Iron Giant   \n",
       "301  1999                                     The Iron Giant   \n",
       "293  1999  Inspector Gadget (Broderick Crawford) Robo-Gad...   \n",
       "294  1999  Inspector Gadget (Broderick Crawford) Robo-Gad...   \n",
       "295  1999  Inspector Gadget (Broderick Crawford) Robo-Gad...   \n",
       "296  1999  Inspector Gadget (Broderick Crawford) Robo-Gad...   \n",
       "297  1999  Inspector Gadget (Broderick Crawford) Robo-Gad...   \n",
       "298  1999  Inspector Gadget (Broderick Crawford) Robo-Gad...   \n",
       "300  1999  Inspector Gadget (Broderick Crawford) Robo-Gad...   \n",
       "289  1999                                                      \n",
       "291  1999                                                      \n",
       "287  1999                                                      \n",
       "286  1999                                                      \n",
       "285  1999                                                      \n",
       "288  1999                                                      \n",
       "317  2001  David Gigolo Joe (Jude Law) Gigolo Jane (Ashle...   \n",
       "315  2001  David Gigolo Joe (Jude Law) Gigolo Jane (Ashle...   \n",
       "314  2001  David Gigolo Joe (Jude Law) Gigolo Jane (Ashle...   \n",
       "313  2001  David Gigolo Joe (Jude Law) Gigolo Jane (Ashle...   \n",
       "312  2001  David Gigolo Joe (Jude Law) Gigolo Jane (Ashle...   \n",
       "311  2001  David Gigolo Joe (Jude Law) Gigolo Jane (Ashle...   \n",
       "310  2001  David Gigolo Joe (Jude Law) Gigolo Jane (Ashle...   \n",
       "309  2001  David Gigolo Joe (Jude Law) Gigolo Jane (Ashle...   \n",
       "316  2001  David Gigolo Joe (Jude Law) Gigolo Jane (Ashle...   \n",
       "323  2002                                             S1m0ne   \n",
       "324  2002                                             S1m0ne   \n",
       "327  2002                                             S1m0ne   \n",
       "322  2002                                             S1m0ne   \n",
       "321  2002                                             S1m0ne   \n",
       "320  2002                                             S1m0ne   \n",
       "319  2002                                             S1m0ne   \n",
       "318  2002                                             S1m0ne   \n",
       "328  2002                                             S1m0ne   \n",
       "329  2002                                             S1m0ne   \n",
       "330  2002  B.E.N. B.E.N. with Morph B.E.N. Rebooting John...   \n",
       "331  2002  B.E.N. B.E.N. with Morph B.E.N. Rebooting John...   \n",
       "332  2002  B.E.N. B.E.N. with Morph B.E.N. Rebooting John...   \n",
       "333  2002  B.E.N. B.E.N. with Morph B.E.N. Rebooting John...   \n",
       "334  2002  B.E.N. B.E.N. with Morph B.E.N. Rebooting John...   \n",
       "335  2002  B.E.N. B.E.N. with Morph B.E.N. Rebooting John...   \n",
       "336  2002  B.E.N. B.E.N. with Morph B.E.N. Rebooting John...   \n",
       "337  2002  B.E.N. B.E.N. with Morph B.E.N. Rebooting John...   \n",
       "338  2002  B.E.N. B.E.N. with Morph B.E.N. Rebooting John...   \n",
       "339  2002  B.E.N. B.E.N. with Morph B.E.N. Rebooting John...   \n",
       "340  2002  B.E.N. B.E.N. with Morph B.E.N. Rebooting John...   \n",
       "341  2002  B.E.N. B.E.N. with Morph B.E.N. Rebooting John...   \n",
       "325  2002                                             S1m0ne   \n",
       "326  2002                                             S1m0ne   \n",
       "343  2003                   Gadgetmobile G2 (Elaine Hendrix)   \n",
       "342  2003                   Gadgetmobile G2 (Elaine Hendrix)   \n",
       "344  2004                                          Omnidroid   \n",
       "345  2004                                          Omnidroid   \n",
       "346  2004                                 Sonny (NS-5 Robot)   \n",
       "347  2004                                 Sonny (NS-5 Robot)   \n",
       "351  2005  EDI's CPU EDI Refueling EDI's Self-Sacrifice E...   \n",
       "348  2005                                             Marvin   \n",
       "350  2005  EDI's CPU EDI Refueling EDI's Self-Sacrifice E...   \n",
       "349  2005                                             Marvin   \n",
       "359  2007                                                      \n",
       "358  2007                                                      \n",
       "357  2007                                                      \n",
       "356  2007                                                      \n",
       "354  2007                                        DOR-15 Carl   \n",
       "353  2007                                        DOR-15 Carl   \n",
       "352  2007                                        DOR-15 Carl   \n",
       "355  2007                                        DOR-15 Carl   \n",
       "360  2008  (l to r): Abe, Hellboy, and Liz Prince Nuada (...   \n",
       "361  2008                     WALL-E WALL-E and EVE M-O AUTO   \n",
       "380  2009                                      1,2,5,6,7,8,9   \n",
       "381  2009                                      1,2,5,6,7,8,9   \n",
       "17   2009                                 Astroboy (1963-66)   \n",
       "383  2009                                      1,2,5,6,7,8,9   \n",
       "384  2009                                      1,2,5,6,7,8,9   \n",
       "385  2009                                      1,2,5,6,7,8,9   \n",
       "386  2009                                      1,2,5,6,7,8,9   \n",
       "387  2009                                      1,2,5,6,7,8,9   \n",
       "388  2009                                      1,2,5,6,7,8,9   \n",
       "389  2009                                      1,2,5,6,7,8,9   \n",
       "390  2009                                      1,2,5,6,7,8,9   \n",
       "391  2009                                      1,2,5,6,7,8,9   \n",
       "392  2009  Ed Gruberman The Judge Red Dark Winged Vesper ...   \n",
       "16   2009                                 Astroboy (1963-66)   \n",
       "393  2009  Ed Gruberman The Judge Red Dark Winged Vesper ...   \n",
       "394  2009  Ed Gruberman The Judge Red Dark Winged Vesper ...   \n",
       "395  2009  Ed Gruberman The Judge Red Dark Winged Vesper ...   \n",
       "396  2009  Ed Gruberman The Judge Red Dark Winged Vesper ...   \n",
       "397  2009  Ed Gruberman The Judge Red Dark Winged Vesper ...   \n",
       "398  2009  Ed Gruberman The Judge Red Dark Winged Vesper ...   \n",
       "399  2009  Ed Gruberman The Judge Red Dark Winged Vesper ...   \n",
       "400  2009  Ed Gruberman The Judge Red Dark Winged Vesper ...   \n",
       "401  2009  Ed Gruberman The Judge Red Dark Winged Vesper ...   \n",
       "402  2009  Ed Gruberman The Judge Red Dark Winged Vesper ...   \n",
       "403  2009  Ed Gruberman The Judge Red Dark Winged Vesper ...   \n",
       "404  2009  Ed Gruberman The Judge Red Dark Winged Vesper ...   \n",
       "405  2009  Ed Gruberman The Judge Red Dark Winged Vesper ...   \n",
       "406  2009  Ed Gruberman The Judge Red Dark Winged Vesper ...   \n",
       "379  2009                                      1,2,5,6,7,8,9   \n",
       "378  2009                                      1,2,5,6,7,8,9   \n",
       "382  2009                                      1,2,5,6,7,8,9   \n",
       "376  2009                                                      \n",
       "15   2009                                 Astroboy (1963-66)   \n",
       "14   2009                                 Astroboy (1963-66)   \n",
       "13   2009                                 Astroboy (1963-66)   \n",
       "12   2009                                 Astroboy (1963-66)   \n",
       "11   2009                                 Astroboy (1963-66)   \n",
       "10   2009                                 Astroboy (1963-66)   \n",
       "377  2009                                      1,2,5,6,7,8,9   \n",
       "8    2009                                 Astroboy (1963-66)   \n",
       "7    2009                                 Astroboy (1963-66)   \n",
       "6    2009                                 Astroboy (1963-66)   \n",
       "5    2009                                 Astroboy (1963-66)   \n",
       "4    2009                                 Astroboy (1963-66)   \n",
       "3    2009                                 Astroboy (1963-66)   \n",
       "9    2009                                 Astroboy (1963-66)   \n",
       "363  2009                                                      \n",
       "362  2009                                                      \n",
       "374  2009                                                      \n",
       "373  2009                                                      \n",
       "372  2009                                                      \n",
       "371  2009                                                      \n",
       "370  2009                                                      \n",
       "375  2009                                                      \n",
       "368  2009                                                      \n",
       "367  2009                                                      \n",
       "366  2009                                                      \n",
       "365  2009                                                      \n",
       "364  2009                                                      \n",
       "369  2009                                                      \n",
       "414  2011  Android Blanks Candy Droober Ermus Running the...   \n",
       "413  2011  Android Blanks Candy Droober Ermus Running the...   \n",
       "412  2011  Android Blanks Candy Droober Ermus Running the...   \n",
       "411  2011  Android Blanks Candy Droober Ermus Running the...   \n",
       "410  2011  Android Blanks Candy Droober Ermus Running the...   \n",
       "408  2011  Android Blanks Candy Droober Ermus Running the...   \n",
       "407  2011  Android Blanks Candy Droober Ermus Running the...   \n",
       "409  2011  Android Blanks Candy Droober Ermus Running the...   \n",
       "415  2013      Theodore (Joaquin Phoenix) Samantha's picture   \n",
       "416  2013      Theodore (Joaquin Phoenix) Samantha's picture   \n",
       "417  2014                                          TARS CASE   \n",
       "418  2014                                          TARS CASE   \n",
       "419  2015                                SCOUT MOOSE Chappie   \n",
       "420  2015                                SCOUT MOOSE Chappie   \n",
       "\n",
       "                                              Robot_dr  \\\n",
       "0                                         \"Dynamo Dan\"   \n",
       "1    Ro-Man Great Guidance Death of Roy Ro-Man Kidn...   \n",
       "2                               Robby the Robot Poster   \n",
       "18                                   Tobor the 8th Man   \n",
       "22   Dr. Who & the Daleks (1965, UK) Daleks' Invasi...   \n",
       "21                                                       \n",
       "20   Dr. Who & the Daleks (1965, UK) Daleks' Invasi...   \n",
       "19                                                       \n",
       "23                                                       \n",
       "24                                                       \n",
       "25                                                       \n",
       "26                                                       \n",
       "27                                                       \n",
       "33                          Pyramidal Shape Wheelchair   \n",
       "34            Artoo-Detoo (R2-D2) See-Threepio (C-3PO)   \n",
       "36   Wiz in Orion Space Center Oko with MK-31 Space...   \n",
       "31   Wiz in Orion Space Center Oko with MK-31 Space...   \n",
       "37                                           Necron-99   \n",
       "38                          Pyramidal Shape Wheelchair   \n",
       "39            Artoo-Detoo (R2-D2) See-Threepio (C-3PO)   \n",
       "40   Captain Rameses (Christopher Lee) Prof. Allan ...   \n",
       "41   Wiz in Orion Space Center Oko with MK-31 Space...   \n",
       "42                                           Necron-99   \n",
       "43                          Pyramidal Shape Wheelchair   \n",
       "44            Artoo-Detoo (R2-D2) See-Threepio (C-3PO)   \n",
       "45   Captain Rameses (Christopher Lee) Prof. Allan ...   \n",
       "46   Wiz in Orion Space Center Oko with MK-31 Space...   \n",
       "47                                           Necron-99   \n",
       "35   Captain Rameses (Christopher Lee) Prof. Allan ...   \n",
       "30   Captain Rameses (Christopher Lee) Prof. Allan ...   \n",
       "32                                           Necron-99   \n",
       "28                          Pyramidal Shape Wheelchair   \n",
       "29            Artoo-Detoo (R2-D2) See-Threepio (C-3PO)   \n",
       "49   Stella Star (Caroline Munro) 'Faithful Robot' ...   \n",
       "48                                Beba-2 Robo-Waitress   \n",
       "85   Cargo Ship Robot Kim with \"Sparks\" One of Omus...   \n",
       "68          Lieut. Ilia Replacement Android Ilia V'Ger   \n",
       "69          Lieut. Ilia Replacement Android Ilia V'Ger   \n",
       "70         Tom Trimble and Robotic Doppelganger Hermes   \n",
       "71         Tom Trimble and Robotic Doppelganger Hermes   \n",
       "72         Tom Trimble and Robotic Doppelganger Hermes   \n",
       "73         Tom Trimble and Robotic Doppelganger Hermes   \n",
       "74                                                       \n",
       "75                                                       \n",
       "76                                                       \n",
       "77                                                       \n",
       "78   V.I.N.cent B.O.B. (l), V.I.N.cent (r) Maximill...   \n",
       "79   V.I.N.cent B.O.B. (l), V.I.N.cent (r) Maximill...   \n",
       "81   V.I.N.cent B.O.B. (l), V.I.N.cent (r) Maximill...   \n",
       "84   Cargo Ship Robot Kim with \"Sparks\" One of Omus...   \n",
       "82   Cargo Ship Robot Kim with \"Sparks\" One of Omus...   \n",
       "83   Cargo Ship Robot Kim with \"Sparks\" One of Omus...   \n",
       "97         Tom Trimble and Robotic Doppelganger Hermes   \n",
       "96         Tom Trimble and Robotic Doppelganger Hermes   \n",
       "95         Tom Trimble and Robotic Doppelganger Hermes   \n",
       "94         Tom Trimble and Robotic Doppelganger Hermes   \n",
       "93          Lieut. Ilia Replacement Android Ilia V'Ger   \n",
       "92          Lieut. Ilia Replacement Android Ilia V'Ger   \n",
       "91          Lieut. Ilia Replacement Android Ilia V'Ger   \n",
       "90          Lieut. Ilia Replacement Android Ilia V'Ger   \n",
       "89   Alien Cyborg-Android Army Members Hercules IV ...   \n",
       "88   Alien Cyborg-Android Army Members Hercules IV ...   \n",
       "87   Alien Cyborg-Android Army Members Hercules IV ...   \n",
       "86   Alien Cyborg-Android Army Members Hercules IV ...   \n",
       "67          Lieut. Ilia Replacement Android Ilia V'Ger   \n",
       "66          Lieut. Ilia Replacement Android Ilia V'Ger   \n",
       "80   V.I.N.cent B.O.B. (l), V.I.N.cent (r) Maximill...   \n",
       "64   Alien Cyborg-Android Army Members Hercules IV ...   \n",
       "50                                                       \n",
       "51                                                       \n",
       "52                                                       \n",
       "53                                                       \n",
       "54   V.I.N.cent B.O.B. (l), V.I.N.cent (r) Maximill...   \n",
       "65   Alien Cyborg-Android Army Members Hercules IV ...   \n",
       "56   V.I.N.cent B.O.B. (l), V.I.N.cent (r) Maximill...   \n",
       "55   V.I.N.cent B.O.B. (l), V.I.N.cent (r) Maximill...   \n",
       "58   Cargo Ship Robot Kim with \"Sparks\" One of Omus...   \n",
       "59   Cargo Ship Robot Kim with \"Sparks\" One of Omus...   \n",
       "60   Cargo Ship Robot Kim with \"Sparks\" One of Omus...   \n",
       "61   Cargo Ship Robot Kim with \"Sparks\" One of Omus...   \n",
       "62   Alien Cyborg-Android Army Members Hercules IV ...   \n",
       "63   Alien Cyborg-Android Army Members Hercules IV ...   \n",
       "57   V.I.N.cent B.O.B. (l), V.I.N.cent (r) Maximill...   \n",
       "99                  Val Aqua Catskill Crimebuster Phil   \n",
       "98                                                       \n",
       "102                 Val Aqua Catskill Crimebuster Phil   \n",
       "103                                                      \n",
       "101                                                      \n",
       "100                                                      \n",
       "107                  Leon Zhora Pris Roy Batty Rachael   \n",
       "106                  Leon Zhora Pris Roy Batty Rachael   \n",
       "105  Dr. Daniel with Max 404 Cassandra-1 Android Dr...   \n",
       "104  Dr. Daniel with Max 404 Cassandra-1 Android Dr...   \n",
       "111                                              T-800   \n",
       "110  Starfighter Video Game Android Duplicate Beta ...   \n",
       "109                                              T-800   \n",
       "108  Starfighter Video Game Android Duplicate Beta ...   \n",
       "113                                                      \n",
       "116                                                      \n",
       "117                                                      \n",
       "112                                                      \n",
       "115                                                      \n",
       "114                                                      \n",
       "221                                               Jinx   \n",
       "190  Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...   \n",
       "189                              Bee Bee Deadly Friend   \n",
       "188                              Bee Bee Deadly Friend   \n",
       "187                              Bee Bee Deadly Friend   \n",
       "186                                                      \n",
       "185                                                      \n",
       "184                                                      \n",
       "183                                                      \n",
       "182                                                      \n",
       "181                                                      \n",
       "180                                               Jinx   \n",
       "179                                               Jinx   \n",
       "191  Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...   \n",
       "178                                               Jinx   \n",
       "176                                           Johnny-5   \n",
       "175                                           Johnny-5   \n",
       "174                                       R.A.L.F. Max   \n",
       "173                                       R.A.L.F. Max   \n",
       "172                                       R.A.L.F. Max   \n",
       "171  Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...   \n",
       "170  Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...   \n",
       "169  Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...   \n",
       "168                              Bee Bee Deadly Friend   \n",
       "167                              Bee Bee Deadly Friend   \n",
       "166                              Bee Bee Deadly Friend   \n",
       "165                                                      \n",
       "177                                           Johnny-5   \n",
       "222                                               Jinx   \n",
       "192  Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...   \n",
       "194                                       R.A.L.F. Max   \n",
       "220                                               Jinx   \n",
       "219                                           Johnny-5   \n",
       "218                                           Johnny-5   \n",
       "217                                           Johnny-5   \n",
       "216                                       R.A.L.F. Max   \n",
       "215                                       R.A.L.F. Max   \n",
       "214                                       R.A.L.F. Max   \n",
       "213  Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...   \n",
       "212  Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...   \n",
       "211  Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...   \n",
       "209                              Bee Bee Deadly Friend   \n",
       "208                              Bee Bee Deadly Friend   \n",
       "193                                       R.A.L.F. Max   \n",
       "207                                                      \n",
       "206                                                      \n",
       "205                                                      \n",
       "204                                                      \n",
       "203                                                      \n",
       "202                                                      \n",
       "201                                               Jinx   \n",
       "200                                               Jinx   \n",
       "199                                               Jinx   \n",
       "198                                           Johnny-5   \n",
       "197                                           Johnny-5   \n",
       "196                                           Johnny-5   \n",
       "195                                       R.A.L.F. Max   \n",
       "164                                                      \n",
       "163                                                      \n",
       "210                              Bee Bee Deadly Friend   \n",
       "161                                                      \n",
       "135                                           Johnny-5   \n",
       "134                                           Johnny-5   \n",
       "133                                           Johnny-5   \n",
       "132                                       R.A.L.F. Max   \n",
       "131                                       R.A.L.F. Max   \n",
       "130                                       R.A.L.F. Max   \n",
       "129  Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...   \n",
       "128  Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...   \n",
       "127  Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...   \n",
       "126                              Bee Bee Deadly Friend   \n",
       "125                              Bee Bee Deadly Friend   \n",
       "124                              Bee Bee Deadly Friend   \n",
       "123                                                      \n",
       "122                                                      \n",
       "121                                                      \n",
       "120                                                      \n",
       "119                                                      \n",
       "118                                                      \n",
       "162                                                      \n",
       "137                                               Jinx   \n",
       "138                                               Jinx   \n",
       "136                                               Jinx   \n",
       "140                                                      \n",
       "160                                                      \n",
       "159                                               Jinx   \n",
       "158                                               Jinx   \n",
       "157                                               Jinx   \n",
       "156                                           Johnny-5   \n",
       "155                                           Johnny-5   \n",
       "154                                           Johnny-5   \n",
       "139                                                      \n",
       "152                                       R.A.L.F. Max   \n",
       "151                                       R.A.L.F. Max   \n",
       "153                                       R.A.L.F. Max   \n",
       "149  Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...   \n",
       "148  Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...   \n",
       "147                              Bee Bee Deadly Friend   \n",
       "146                              Bee Bee Deadly Friend   \n",
       "145                              Bee Bee Deadly Friend   \n",
       "144                                                      \n",
       "143                                                      \n",
       "142                                                      \n",
       "150  Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...   \n",
       "141                                                      \n",
       "226                             Dr. Peters and Ulysses   \n",
       "227                               Chip (Jay Underwood)   \n",
       "224                                        Cherry 2000   \n",
       "229                                     Robocop ED-209   \n",
       "230                                     Robocop ED-209   \n",
       "228                               Chip (Jay Underwood)   \n",
       "223                                        Cherry 2000   \n",
       "225                             Dr. Peters and Ulysses   \n",
       "236                                         Johnny Cab   \n",
       "235  Enforcer Drone Martians Costumed Kathy (Ariana...   \n",
       "234                                        M.A.R.K. 13   \n",
       "233                                         Johnny Cab   \n",
       "232  Enforcer Drone Martians Costumed Kathy (Ariana...   \n",
       "231                                        M.A.R.K. 13   \n",
       "252                                      Doppelgangers   \n",
       "249                                             Newman   \n",
       "250                                             Newman   \n",
       "251                                             Newman   \n",
       "272  Year 2029: Robotic skeletal machines Terminato...   \n",
       "253                                      Doppelgangers   \n",
       "254                                      Doppelgangers   \n",
       "255                                           Eve VIII   \n",
       "256                                           Eve VIII   \n",
       "257                                           Eve VIII   \n",
       "258  Year 2029: Robotic skeletal machines Terminato...   \n",
       "259  Year 2029: Robotic skeletal machines Terminato...   \n",
       "260  Year 2029: Robotic skeletal machines Terminato...   \n",
       "261                                             Newman   \n",
       "262                                             Newman   \n",
       "263                                             Newman   \n",
       "264                                      Doppelgangers   \n",
       "265                                      Doppelgangers   \n",
       "266                                      Doppelgangers   \n",
       "267                                           Eve VIII   \n",
       "268                                           Eve VIII   \n",
       "269                                           Eve VIII   \n",
       "248  Year 2029: Robotic skeletal machines Terminato...   \n",
       "247  Year 2029: Robotic skeletal machines Terminato...   \n",
       "243                                           Eve VIII   \n",
       "245                                           Eve VIII   \n",
       "246  Year 2029: Robotic skeletal machines Terminato...   \n",
       "237                                             Newman   \n",
       "238                                             Newman   \n",
       "239                                             Newman   \n",
       "271  Year 2029: Robotic skeletal machines Terminato...   \n",
       "241                                      Doppelgangers   \n",
       "242                                      Doppelgangers   \n",
       "270  Year 2029: Robotic skeletal machines Terminato...   \n",
       "240                                      Doppelgangers   \n",
       "244                                           Eve VIII   \n",
       "276                                            SID 6.7   \n",
       "274                                          Screamers   \n",
       "273                                          Screamers   \n",
       "275                                            SID 6.7   \n",
       "277                                       Solo Solo II   \n",
       "278                                       Solo Solo II   \n",
       "280                   Borg Soldier Borg Queen Entrance   \n",
       "279                   Borg Soldier Borg Queen Entrance   \n",
       "281                                Call (Winona Ryder)   \n",
       "282                                                      \n",
       "283  Astor (Stacey Williams) The Outsider (Adam Ken...   \n",
       "284  Astor (Stacey Williams) The Outsider (Adam Ken...   \n",
       "292                                                      \n",
       "308                                                      \n",
       "299                                                      \n",
       "307                                                      \n",
       "306  Inspector Gadget (Broderick Crawford) Robo-Gad...   \n",
       "305  Inspector Gadget (Broderick Crawford) Robo-Gad...   \n",
       "304                                                      \n",
       "303                                                      \n",
       "290  Inspector Gadget (Broderick Crawford) Robo-Gad...   \n",
       "302                                                      \n",
       "301                                                      \n",
       "293                                                      \n",
       "294                                                      \n",
       "295                                                      \n",
       "296                                                      \n",
       "297  Inspector Gadget (Broderick Crawford) Robo-Gad...   \n",
       "298  Inspector Gadget (Broderick Crawford) Robo-Gad...   \n",
       "300                                                      \n",
       "289  Inspector Gadget (Broderick Crawford) Robo-Gad...   \n",
       "291                                                      \n",
       "287                                                      \n",
       "286                                                      \n",
       "285                                                      \n",
       "288                                                      \n",
       "317                                               Tima   \n",
       "315                                               Tima   \n",
       "314                             KAY-EM 14 (Lisa Ryder)   \n",
       "313                             KAY-EM 14 (Lisa Ryder)   \n",
       "312                             KAY-EM 14 (Lisa Ryder)   \n",
       "311  David Gigolo Joe (Jude Law) Gigolo Jane (Ashle...   \n",
       "310  David Gigolo Joe (Jude Law) Gigolo Jane (Ashle...   \n",
       "309  David Gigolo Joe (Jude Law) Gigolo Jane (Ashle...   \n",
       "316                                               Tima   \n",
       "323  Toy Santa (Tim Allen) Toy Soldiers The Return ...   \n",
       "324                                             S1m0ne   \n",
       "327  Lt. Cmdr. Data (Brent Spiner) B-4's Head Befor...   \n",
       "322  Toy Santa (Tim Allen) Toy Soldiers The Return ...   \n",
       "321  Spyder-Bots Blindfolded Anderton (Tom Cruise) ...   \n",
       "320  Spyder-Bots Blindfolded Anderton (Tom Cruise) ...   \n",
       "319                                Bruno (Randy Quaid)   \n",
       "318                                Bruno (Randy Quaid)   \n",
       "328  B.E.N. B.E.N. with Morph B.E.N. Rebooting John...   \n",
       "329  B.E.N. B.E.N. with Morph B.E.N. Rebooting John...   \n",
       "330                                Bruno (Randy Quaid)   \n",
       "331                                Bruno (Randy Quaid)   \n",
       "332  Spyder-Bots Blindfolded Anderton (Tom Cruise) ...   \n",
       "333  Spyder-Bots Blindfolded Anderton (Tom Cruise) ...   \n",
       "334  Toy Santa (Tim Allen) Toy Soldiers The Return ...   \n",
       "335  Toy Santa (Tim Allen) Toy Soldiers The Return ...   \n",
       "336                                             S1m0ne   \n",
       "337                                             S1m0ne   \n",
       "338  Lt. Cmdr. Data (Brent Spiner) B-4's Head Befor...   \n",
       "339  Lt. Cmdr. Data (Brent Spiner) B-4's Head Befor...   \n",
       "340  B.E.N. B.E.N. with Morph B.E.N. Rebooting John...   \n",
       "341  B.E.N. B.E.N. with Morph B.E.N. Rebooting John...   \n",
       "325                                             S1m0ne   \n",
       "326  Lt. Cmdr. Data (Brent Spiner) B-4's Head Befor...   \n",
       "343                          T-850 Terminatrix, or T-X   \n",
       "342                   Gadgetmobile G2 (Elaine Hendrix)   \n",
       "344                                          Omnidroid   \n",
       "345         Giant Robots Tentacled Mechanical Monsters   \n",
       "346                                          Omnidroid   \n",
       "347         Giant Robots Tentacled Mechanical Monsters   \n",
       "351                           Rodney Rodney and Fender   \n",
       "348                                             Marvin   \n",
       "350                                             Marvin   \n",
       "349                           Rodney Rodney and Fender   \n",
       "359  Transmorphers (or Z-Bots) Warren Mitchell (Mat...   \n",
       "358  Transmorphers (or Z-Bots) Warren Mitchell (Mat...   \n",
       "357                                        DOR-15 Carl   \n",
       "356                                        DOR-15 Carl   \n",
       "354  Transmorphers (or Z-Bots) Warren Mitchell (Mat...   \n",
       "353                                        DOR-15 Carl   \n",
       "352                                        DOR-15 Carl   \n",
       "355  Transmorphers (or Z-Bots) Warren Mitchell (Mat...   \n",
       "360                     WALL-E WALL-E and EVE M-O AUTO   \n",
       "361                     WALL-E WALL-E and EVE M-O AUTO   \n",
       "380  Toby Astro Orrin Cora Trashcan Hamegg ZOG Peac...   \n",
       "381  Toby Astro Orrin Cora Trashcan Hamegg ZOG Peac...   \n",
       "17   T-600 Terminator Aerostat (\"Hunter-killer\") Ha...   \n",
       "383                                                      \n",
       "384                                                      \n",
       "385                                                      \n",
       "386  RoboDoc (William Haze) Diagnosing a Patient Ja...   \n",
       "387  RoboDoc (William Haze) Diagnosing a Patient Ja...   \n",
       "388  RoboDoc (William Haze) Diagnosing a Patient Ja...   \n",
       "389  T-600 Terminator Aerostat (\"Hunter-killer\") Ha...   \n",
       "390  T-600 Terminator Aerostat (\"Hunter-killer\") Ha...   \n",
       "391  T-600 Terminator Aerostat (\"Hunter-killer\") Ha...   \n",
       "392                                 Astroboy (1963-66)   \n",
       "16   T-600 Terminator Aerostat (\"Hunter-killer\") Ha...   \n",
       "393                                 Astroboy (1963-66)   \n",
       "394                                 Astroboy (1963-66)   \n",
       "395  Toby Astro Orrin Cora Trashcan Hamegg ZOG Peac...   \n",
       "396  Toby Astro Orrin Cora Trashcan Hamegg ZOG Peac...   \n",
       "397  Toby Astro Orrin Cora Trashcan Hamegg ZOG Peac...   \n",
       "398                                                      \n",
       "399                                                      \n",
       "400                                                      \n",
       "401  RoboDoc (William Haze) Diagnosing a Patient Ja...   \n",
       "402  RoboDoc (William Haze) Diagnosing a Patient Ja...   \n",
       "403  RoboDoc (William Haze) Diagnosing a Patient Ja...   \n",
       "404  T-600 Terminator Aerostat (\"Hunter-killer\") Ha...   \n",
       "405  T-600 Terminator Aerostat (\"Hunter-killer\") Ha...   \n",
       "406  T-600 Terminator Aerostat (\"Hunter-killer\") Ha...   \n",
       "379                                 Astroboy (1963-66)   \n",
       "378                                 Astroboy (1963-66)   \n",
       "382  Toby Astro Orrin Cora Trashcan Hamegg ZOG Peac...   \n",
       "376  T-600 Terminator Aerostat (\"Hunter-killer\") Ha...   \n",
       "15   T-600 Terminator Aerostat (\"Hunter-killer\") Ha...   \n",
       "14   RoboDoc (William Haze) Diagnosing a Patient Ja...   \n",
       "13   RoboDoc (William Haze) Diagnosing a Patient Ja...   \n",
       "12   RoboDoc (William Haze) Diagnosing a Patient Ja...   \n",
       "11                                                       \n",
       "10                                                       \n",
       "377                                 Astroboy (1963-66)   \n",
       "8    Toby Astro Orrin Cora Trashcan Hamegg ZOG Peac...   \n",
       "7    Toby Astro Orrin Cora Trashcan Hamegg ZOG Peac...   \n",
       "6    Toby Astro Orrin Cora Trashcan Hamegg ZOG Peac...   \n",
       "5                                   Astroboy (1963-66)   \n",
       "4                                   Astroboy (1963-66)   \n",
       "3                                   Astroboy (1963-66)   \n",
       "9                                                        \n",
       "363                                 Astroboy (1963-66)   \n",
       "362                                 Astroboy (1963-66)   \n",
       "374  T-600 Terminator Aerostat (\"Hunter-killer\") Ha...   \n",
       "373  RoboDoc (William Haze) Diagnosing a Patient Ja...   \n",
       "372  RoboDoc (William Haze) Diagnosing a Patient Ja...   \n",
       "371  RoboDoc (William Haze) Diagnosing a Patient Ja...   \n",
       "370                                                      \n",
       "375  T-600 Terminator Aerostat (\"Hunter-killer\") Ha...   \n",
       "368                                                      \n",
       "367  Toby Astro Orrin Cora Trashcan Hamegg ZOG Peac...   \n",
       "366  Toby Astro Orrin Cora Trashcan Hamegg ZOG Peac...   \n",
       "365  Toby Astro Orrin Cora Trashcan Hamegg ZOG Peac...   \n",
       "364                                 Astroboy (1963-66)   \n",
       "369                                                      \n",
       "414                          Atom Noisy Boy Midas Zeus   \n",
       "413                          Atom Noisy Boy Midas Zeus   \n",
       "412                                         80's Robot   \n",
       "411                                         80's Robot   \n",
       "410  Android SI-9 Eva (Claudia Vega) Max (Lluis Hom...   \n",
       "408  Android Blanks Candy Droober Ermus Running the...   \n",
       "407  Android Blanks Candy Droober Ermus Running the...   \n",
       "409  Android SI-9 Eva (Claudia Vega) Max (Lluis Hom...   \n",
       "415      Theodore (Joaquin Phoenix) Samantha's picture   \n",
       "416  Harper's Bubble Helicopter Drone Repair Sally ...   \n",
       "417  Baymax Baymax - Reprogrammed A Single Microbot...   \n",
       "418                                          TARS CASE   \n",
       "419                                SCOUT MOOSE Chappie   \n",
       "420  Ava (Alicia Vikander) Ava and Caleb One Last L...   \n",
       "\n",
       "                                           Robot_earth  \\\n",
       "0                                                        \n",
       "1    Ro-Man Great Guidance Death of Roy Ro-Man Kidn...   \n",
       "2                                                        \n",
       "18                                                       \n",
       "22                                                       \n",
       "21                                                       \n",
       "20                                                       \n",
       "19                                                       \n",
       "23                                                       \n",
       "24                                                       \n",
       "25                                                       \n",
       "26                                                       \n",
       "27                                                       \n",
       "33                                                       \n",
       "34                                                       \n",
       "36                                                       \n",
       "31                                                       \n",
       "37                                                       \n",
       "38                                                       \n",
       "39                                                       \n",
       "40                                                       \n",
       "41                                                       \n",
       "42                                                       \n",
       "43                                                       \n",
       "44                                                       \n",
       "45                                                       \n",
       "46                                                       \n",
       "47                                                       \n",
       "35                                                       \n",
       "30                                                       \n",
       "32                                                       \n",
       "28                                                       \n",
       "29                                                       \n",
       "49                                                       \n",
       "48                                                       \n",
       "85                                                       \n",
       "68                                                       \n",
       "69                                                       \n",
       "70                                                       \n",
       "71                                                       \n",
       "72                                                       \n",
       "73                                                       \n",
       "74                                                       \n",
       "75                                                       \n",
       "76                                                       \n",
       "77                                                       \n",
       "78                                                       \n",
       "79                                                       \n",
       "81                                                       \n",
       "84                                                       \n",
       "82                                                       \n",
       "83                                                       \n",
       "97                                                       \n",
       "96                                                       \n",
       "95                                                       \n",
       "94                                                       \n",
       "93                                                       \n",
       "92                                                       \n",
       "91                                                       \n",
       "90                                                       \n",
       "89                                                       \n",
       "88                                                       \n",
       "87                                                       \n",
       "86                                                       \n",
       "67                                                       \n",
       "66                                                       \n",
       "80                                                       \n",
       "64                                                       \n",
       "50                                                       \n",
       "51                                                       \n",
       "52                                                       \n",
       "53                                                       \n",
       "54                                                       \n",
       "65                                                       \n",
       "56                                                       \n",
       "55                                                       \n",
       "58                                                       \n",
       "59                                                       \n",
       "60                                                       \n",
       "61                                                       \n",
       "62                                                       \n",
       "63                                                       \n",
       "57                                                       \n",
       "99                                                       \n",
       "98                                                       \n",
       "102                                                      \n",
       "103                                                      \n",
       "101                                                      \n",
       "100                                                      \n",
       "107                                                      \n",
       "106                                                      \n",
       "105                                                      \n",
       "104                                                      \n",
       "111                                                      \n",
       "110                                                      \n",
       "109                                                      \n",
       "108                                                      \n",
       "113                                                      \n",
       "116                                                      \n",
       "117                                                      \n",
       "112                                                      \n",
       "115                                                      \n",
       "114                                                      \n",
       "221                                                      \n",
       "190                                                      \n",
       "189                                                      \n",
       "188                                                      \n",
       "187                                                      \n",
       "186                                                      \n",
       "185                                                      \n",
       "184                                                      \n",
       "183                                                      \n",
       "182                                                      \n",
       "181                                                      \n",
       "180                                                      \n",
       "179                                                      \n",
       "191                                                      \n",
       "178                                                      \n",
       "176                                                      \n",
       "175                                                      \n",
       "174                                                      \n",
       "173                                                      \n",
       "172                                                      \n",
       "171                                                      \n",
       "170                                                      \n",
       "169                                                      \n",
       "168                                                      \n",
       "167                                                      \n",
       "166                                                      \n",
       "165                                                      \n",
       "177                                                      \n",
       "222                                                      \n",
       "192                                                      \n",
       "194                                                      \n",
       "220                                                      \n",
       "219                                                      \n",
       "218                                                      \n",
       "217                                                      \n",
       "216                                                      \n",
       "215                                                      \n",
       "214                                                      \n",
       "213                                                      \n",
       "212                                                      \n",
       "211                                                      \n",
       "209                                                      \n",
       "208                                                      \n",
       "193                                                      \n",
       "207                                                      \n",
       "206                                                      \n",
       "205                                                      \n",
       "204                                                      \n",
       "203                                                      \n",
       "202                                                      \n",
       "201                                                      \n",
       "200                                                      \n",
       "199                                                      \n",
       "198                                                      \n",
       "197                                                      \n",
       "196                                                      \n",
       "195                                                      \n",
       "164                                                      \n",
       "163                                                      \n",
       "210                                                      \n",
       "161                                                      \n",
       "135                                                      \n",
       "134                                                      \n",
       "133                                                      \n",
       "132                                                      \n",
       "131                                                      \n",
       "130                                                      \n",
       "129                                                      \n",
       "128                                                      \n",
       "127                                                      \n",
       "126                                                      \n",
       "125                                                      \n",
       "124                                                      \n",
       "123                                                      \n",
       "122                                                      \n",
       "121                                                      \n",
       "120                                                      \n",
       "119                                                      \n",
       "118                                                      \n",
       "162                                                      \n",
       "137                                                      \n",
       "138                                                      \n",
       "136                                                      \n",
       "140                                                      \n",
       "160                                                      \n",
       "159                                                      \n",
       "158                                                      \n",
       "157                                                      \n",
       "156                                                      \n",
       "155                                                      \n",
       "154                                                      \n",
       "139                                                      \n",
       "152                                                      \n",
       "151                                                      \n",
       "153                                                      \n",
       "149                                                      \n",
       "148                                                      \n",
       "147                                                      \n",
       "146                                                      \n",
       "145                                                      \n",
       "144                                                      \n",
       "143                                                      \n",
       "142                                                      \n",
       "150                                                      \n",
       "141                                                      \n",
       "226                                                      \n",
       "227                                                      \n",
       "224                                                      \n",
       "229                                                      \n",
       "230                                                      \n",
       "228                                                      \n",
       "223                                                      \n",
       "225                                                      \n",
       "236                                                      \n",
       "235                                                      \n",
       "234                                                      \n",
       "233                                                      \n",
       "232                                                      \n",
       "231                                                      \n",
       "252                                                      \n",
       "249                                                      \n",
       "250                                                      \n",
       "251                                                      \n",
       "272                                                      \n",
       "253                                                      \n",
       "254                                                      \n",
       "255                                                      \n",
       "256                                                      \n",
       "257                                                      \n",
       "258                                                      \n",
       "259                                                      \n",
       "260                                                      \n",
       "261                                                      \n",
       "262                                                      \n",
       "263                                                      \n",
       "264                                                      \n",
       "265                                                      \n",
       "266                                                      \n",
       "267                                                      \n",
       "268                                                      \n",
       "269                                                      \n",
       "248                                                      \n",
       "247                                                      \n",
       "243                                                      \n",
       "245                                                      \n",
       "246                                                      \n",
       "237                                                      \n",
       "238                                                      \n",
       "239                                                      \n",
       "271                                                      \n",
       "241                                                      \n",
       "242                                                      \n",
       "270                                                      \n",
       "240                                                      \n",
       "244                                                      \n",
       "276                                                      \n",
       "274                                                      \n",
       "273                                                      \n",
       "275                                                      \n",
       "277                                                      \n",
       "278                                                      \n",
       "280                                                      \n",
       "279                                                      \n",
       "281                                                      \n",
       "282                                                      \n",
       "283                                                      \n",
       "284                                                      \n",
       "292                                                      \n",
       "308                                                      \n",
       "299                                                      \n",
       "307                                                      \n",
       "306                                                      \n",
       "305                                                      \n",
       "304                                                      \n",
       "303                                                      \n",
       "290                                                      \n",
       "302                                                      \n",
       "301                                                      \n",
       "293                                                      \n",
       "294                                                      \n",
       "295                                                      \n",
       "296                                                      \n",
       "297                                                      \n",
       "298                                                      \n",
       "300                                                      \n",
       "289                                                      \n",
       "291                                                      \n",
       "287                                                      \n",
       "286                                                      \n",
       "285                                                      \n",
       "288                                                      \n",
       "317                                                      \n",
       "315                                                      \n",
       "314                                                      \n",
       "313                                                      \n",
       "312                                                      \n",
       "311                                                      \n",
       "310                                                      \n",
       "309                                                      \n",
       "316                                                      \n",
       "323                                                      \n",
       "324                                                      \n",
       "327                                                      \n",
       "322                                                      \n",
       "321                                                      \n",
       "320                                                      \n",
       "319                                                      \n",
       "318                                                      \n",
       "328                                                      \n",
       "329                                                      \n",
       "330                                                      \n",
       "331                                                      \n",
       "332                                                      \n",
       "333                                                      \n",
       "334                                                      \n",
       "335                                                      \n",
       "336                                                      \n",
       "337                                                      \n",
       "338                                                      \n",
       "339                                                      \n",
       "340                                                      \n",
       "341                                                      \n",
       "325                                                      \n",
       "326                                                      \n",
       "343                                                      \n",
       "342                                                      \n",
       "344                                                      \n",
       "345                                                      \n",
       "346                                                      \n",
       "347                                                      \n",
       "351                                                      \n",
       "348                                                      \n",
       "350                                                      \n",
       "349                                                      \n",
       "359                                                      \n",
       "358                                                      \n",
       "357                                                      \n",
       "356                                                      \n",
       "354                                                      \n",
       "353                                                      \n",
       "352                                                      \n",
       "355                                                      \n",
       "360                                                      \n",
       "361                                                      \n",
       "380                                                      \n",
       "381                                                      \n",
       "17                                                       \n",
       "383                                                      \n",
       "384                                                      \n",
       "385                                                      \n",
       "386                                                      \n",
       "387                                                      \n",
       "388                                                      \n",
       "389                                                      \n",
       "390                                                      \n",
       "391                                                      \n",
       "392                                                      \n",
       "16                                                       \n",
       "393                                                      \n",
       "394                                                      \n",
       "395                                                      \n",
       "396                                                      \n",
       "397                                                      \n",
       "398                                                      \n",
       "399                                                      \n",
       "400                                                      \n",
       "401                                                      \n",
       "402                                                      \n",
       "403                                                      \n",
       "404                                                      \n",
       "405                                                      \n",
       "406                                                      \n",
       "379                                                      \n",
       "378                                                      \n",
       "382                                                      \n",
       "376                                                      \n",
       "15                                                       \n",
       "14                                                       \n",
       "13                                                       \n",
       "12                                                       \n",
       "11                                                       \n",
       "10                                                       \n",
       "377                                                      \n",
       "8                                                        \n",
       "7                                                        \n",
       "6                                                        \n",
       "5                                                        \n",
       "4                                                        \n",
       "3                                                        \n",
       "9                                                        \n",
       "363                                                      \n",
       "362                                                      \n",
       "374                                                      \n",
       "373                                                      \n",
       "372                                                      \n",
       "371                                                      \n",
       "370                                                      \n",
       "375                                                      \n",
       "368                                                      \n",
       "367                                                      \n",
       "366                                                      \n",
       "365                                                      \n",
       "364                                                      \n",
       "369                                                      \n",
       "414                                                      \n",
       "413                                                      \n",
       "412                                                      \n",
       "411                                                      \n",
       "410                                                      \n",
       "408                                                      \n",
       "407                                                      \n",
       "409                                                      \n",
       "415                                                      \n",
       "416                                                      \n",
       "417                                                      \n",
       "418                                                      \n",
       "419                                                      \n",
       "420                                                      \n",
       "\n",
       "                                         Robot_android  \n",
       "0                                                       \n",
       "1                                                       \n",
       "2                                                       \n",
       "18                                   Tobor the 8th Man  \n",
       "22                                                      \n",
       "21                                                      \n",
       "20                                                      \n",
       "19                                                      \n",
       "23                                                      \n",
       "24                                                      \n",
       "25                                                      \n",
       "26                                                      \n",
       "27                                                      \n",
       "33   Captain Rameses (Christopher Lee) Prof. Allan ...  \n",
       "34   Captain Rameses (Christopher Lee) Prof. Allan ...  \n",
       "36   Captain Rameses (Christopher Lee) Prof. Allan ...  \n",
       "31   Captain Rameses (Christopher Lee) Prof. Allan ...  \n",
       "37   Captain Rameses (Christopher Lee) Prof. Allan ...  \n",
       "38   Captain Rameses (Christopher Lee) Prof. Allan ...  \n",
       "39   Captain Rameses (Christopher Lee) Prof. Allan ...  \n",
       "40   Captain Rameses (Christopher Lee) Prof. Allan ...  \n",
       "41   Captain Rameses (Christopher Lee) Prof. Allan ...  \n",
       "42   Captain Rameses (Christopher Lee) Prof. Allan ...  \n",
       "43   Captain Rameses (Christopher Lee) Prof. Allan ...  \n",
       "44   Captain Rameses (Christopher Lee) Prof. Allan ...  \n",
       "45   Captain Rameses (Christopher Lee) Prof. Allan ...  \n",
       "46   Captain Rameses (Christopher Lee) Prof. Allan ...  \n",
       "47   Captain Rameses (Christopher Lee) Prof. Allan ...  \n",
       "35   Captain Rameses (Christopher Lee) Prof. Allan ...  \n",
       "30   Captain Rameses (Christopher Lee) Prof. Allan ...  \n",
       "32   Captain Rameses (Christopher Lee) Prof. Allan ...  \n",
       "28   Captain Rameses (Christopher Lee) Prof. Allan ...  \n",
       "29   Captain Rameses (Christopher Lee) Prof. Allan ...  \n",
       "49                                                      \n",
       "48                                                      \n",
       "85         Tom Trimble and Robotic Doppelganger Hermes  \n",
       "68          Lieut. Ilia Replacement Android Ilia V'Ger  \n",
       "69         Tom Trimble and Robotic Doppelganger Hermes  \n",
       "70                                                      \n",
       "71   Alien Cyborg-Android Army Members Hercules IV ...  \n",
       "72          Lieut. Ilia Replacement Android Ilia V'Ger  \n",
       "73         Tom Trimble and Robotic Doppelganger Hermes  \n",
       "74                                                      \n",
       "75   Alien Cyborg-Android Army Members Hercules IV ...  \n",
       "76          Lieut. Ilia Replacement Android Ilia V'Ger  \n",
       "77         Tom Trimble and Robotic Doppelganger Hermes  \n",
       "78                                                      \n",
       "79   Alien Cyborg-Android Army Members Hercules IV ...  \n",
       "81         Tom Trimble and Robotic Doppelganger Hermes  \n",
       "84          Lieut. Ilia Replacement Android Ilia V'Ger  \n",
       "82                                                      \n",
       "83   Alien Cyborg-Android Army Members Hercules IV ...  \n",
       "97         Tom Trimble and Robotic Doppelganger Hermes  \n",
       "96          Lieut. Ilia Replacement Android Ilia V'Ger  \n",
       "95   Alien Cyborg-Android Army Members Hercules IV ...  \n",
       "94                                                      \n",
       "93         Tom Trimble and Robotic Doppelganger Hermes  \n",
       "92          Lieut. Ilia Replacement Android Ilia V'Ger  \n",
       "91   Alien Cyborg-Android Army Members Hercules IV ...  \n",
       "90                                                      \n",
       "89         Tom Trimble and Robotic Doppelganger Hermes  \n",
       "88          Lieut. Ilia Replacement Android Ilia V'Ger  \n",
       "87   Alien Cyborg-Android Army Members Hercules IV ...  \n",
       "86                                                      \n",
       "67   Alien Cyborg-Android Army Members Hercules IV ...  \n",
       "66                                                      \n",
       "80          Lieut. Ilia Replacement Android Ilia V'Ger  \n",
       "64          Lieut. Ilia Replacement Android Ilia V'Ger  \n",
       "50                                                      \n",
       "51   Alien Cyborg-Android Army Members Hercules IV ...  \n",
       "52          Lieut. Ilia Replacement Android Ilia V'Ger  \n",
       "53         Tom Trimble and Robotic Doppelganger Hermes  \n",
       "54                                                      \n",
       "65         Tom Trimble and Robotic Doppelganger Hermes  \n",
       "56          Lieut. Ilia Replacement Android Ilia V'Ger  \n",
       "55   Alien Cyborg-Android Army Members Hercules IV ...  \n",
       "58                                                      \n",
       "59   Alien Cyborg-Android Army Members Hercules IV ...  \n",
       "60          Lieut. Ilia Replacement Android Ilia V'Ger  \n",
       "61         Tom Trimble and Robotic Doppelganger Hermes  \n",
       "62                                                      \n",
       "63   Alien Cyborg-Android Army Members Hercules IV ...  \n",
       "57         Tom Trimble and Robotic Doppelganger Hermes  \n",
       "99                                                      \n",
       "98                                                      \n",
       "102                                                     \n",
       "103                                                     \n",
       "101                                                     \n",
       "100                                                     \n",
       "107                  Leon Zhora Pris Roy Batty Rachael  \n",
       "106  Dr. Daniel with Max 404 Cassandra-1 Android Dr...  \n",
       "105                  Leon Zhora Pris Roy Batty Rachael  \n",
       "104  Dr. Daniel with Max 404 Cassandra-1 Android Dr...  \n",
       "111  Starfighter Video Game Android Duplicate Beta ...  \n",
       "110  Starfighter Video Game Android Duplicate Beta ...  \n",
       "109  Starfighter Video Game Android Duplicate Beta ...  \n",
       "108  Starfighter Video Game Android Duplicate Beta ...  \n",
       "113                                                     \n",
       "116                                                     \n",
       "117                                                     \n",
       "112                                                     \n",
       "115                                                     \n",
       "114                                                     \n",
       "221                              Bee Bee Deadly Friend  \n",
       "190                                                     \n",
       "189  Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...  \n",
       "188                              Bee Bee Deadly Friend  \n",
       "187                                                     \n",
       "186  Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...  \n",
       "185                              Bee Bee Deadly Friend  \n",
       "184                                                     \n",
       "183  Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...  \n",
       "182                              Bee Bee Deadly Friend  \n",
       "181                                                     \n",
       "180  Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...  \n",
       "179                              Bee Bee Deadly Friend  \n",
       "191                              Bee Bee Deadly Friend  \n",
       "178                                                     \n",
       "176                              Bee Bee Deadly Friend  \n",
       "175                                                     \n",
       "174  Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...  \n",
       "173                              Bee Bee Deadly Friend  \n",
       "172                                                     \n",
       "171  Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...  \n",
       "170                              Bee Bee Deadly Friend  \n",
       "169                                                     \n",
       "168  Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...  \n",
       "167                              Bee Bee Deadly Friend  \n",
       "166                                                     \n",
       "165  Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...  \n",
       "177  Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...  \n",
       "222  Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...  \n",
       "192  Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...  \n",
       "194                              Bee Bee Deadly Friend  \n",
       "220                                                     \n",
       "219  Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...  \n",
       "218                              Bee Bee Deadly Friend  \n",
       "217                                                     \n",
       "216  Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...  \n",
       "215                              Bee Bee Deadly Friend  \n",
       "214                                                     \n",
       "213  Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...  \n",
       "212                              Bee Bee Deadly Friend  \n",
       "211                                                     \n",
       "209                              Bee Bee Deadly Friend  \n",
       "208                                                     \n",
       "193                                                     \n",
       "207  Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...  \n",
       "206                              Bee Bee Deadly Friend  \n",
       "205                                                     \n",
       "204  Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...  \n",
       "203                              Bee Bee Deadly Friend  \n",
       "202                                                     \n",
       "201  Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...  \n",
       "200                              Bee Bee Deadly Friend  \n",
       "199                                                     \n",
       "198  Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...  \n",
       "197                              Bee Bee Deadly Friend  \n",
       "196                                                     \n",
       "195  Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...  \n",
       "164                              Bee Bee Deadly Friend  \n",
       "163                                                     \n",
       "210  Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...  \n",
       "161                              Bee Bee Deadly Friend  \n",
       "135  Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...  \n",
       "134                              Bee Bee Deadly Friend  \n",
       "133                                                     \n",
       "132  Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...  \n",
       "131                              Bee Bee Deadly Friend  \n",
       "130                                                     \n",
       "129  Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...  \n",
       "128                              Bee Bee Deadly Friend  \n",
       "127                                                     \n",
       "126  Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...  \n",
       "125                              Bee Bee Deadly Friend  \n",
       "124                                                     \n",
       "123  Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...  \n",
       "122                              Bee Bee Deadly Friend  \n",
       "121                                                     \n",
       "120  Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...  \n",
       "119                              Bee Bee Deadly Friend  \n",
       "118                                                     \n",
       "162  Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...  \n",
       "137                              Bee Bee Deadly Friend  \n",
       "138  Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...  \n",
       "136                                                     \n",
       "140                              Bee Bee Deadly Friend  \n",
       "160                                                     \n",
       "159  Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...  \n",
       "158                              Bee Bee Deadly Friend  \n",
       "157                                                     \n",
       "156  Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...  \n",
       "155                              Bee Bee Deadly Friend  \n",
       "154                                                     \n",
       "139                                                     \n",
       "152                              Bee Bee Deadly Friend  \n",
       "151                                                     \n",
       "153  Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...  \n",
       "149                              Bee Bee Deadly Friend  \n",
       "148                                                     \n",
       "147  Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...  \n",
       "146                              Bee Bee Deadly Friend  \n",
       "145                                                     \n",
       "144  Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...  \n",
       "143                              Bee Bee Deadly Friend  \n",
       "142                                                     \n",
       "150  Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...  \n",
       "141  Abbott Reeves (Roy Dotrice) (l to r): Col. Hun...  \n",
       "226                               Chip (Jay Underwood)  \n",
       "227                             Dr. Peters and Ulysses  \n",
       "224                               Chip (Jay Underwood)  \n",
       "229                             Dr. Peters and Ulysses  \n",
       "230                               Chip (Jay Underwood)  \n",
       "228                               Chip (Jay Underwood)  \n",
       "223                             Dr. Peters and Ulysses  \n",
       "225                             Dr. Peters and Ulysses  \n",
       "236                                        M.A.R.K. 13  \n",
       "235                                        M.A.R.K. 13  \n",
       "234                                        M.A.R.K. 13  \n",
       "233                                        M.A.R.K. 13  \n",
       "232                                        M.A.R.K. 13  \n",
       "231                                        M.A.R.K. 13  \n",
       "252                                      Doppelgangers  \n",
       "249                                      Doppelgangers  \n",
       "250                                           Eve VIII  \n",
       "251  Year 2029: Robotic skeletal machines Terminato...  \n",
       "272  Year 2029: Robotic skeletal machines Terminato...  \n",
       "253                                           Eve VIII  \n",
       "254  Year 2029: Robotic skeletal machines Terminato...  \n",
       "255                                      Doppelgangers  \n",
       "256                                           Eve VIII  \n",
       "257  Year 2029: Robotic skeletal machines Terminato...  \n",
       "258                                      Doppelgangers  \n",
       "259                                           Eve VIII  \n",
       "260  Year 2029: Robotic skeletal machines Terminato...  \n",
       "261                                      Doppelgangers  \n",
       "262                                           Eve VIII  \n",
       "263  Year 2029: Robotic skeletal machines Terminato...  \n",
       "264                                      Doppelgangers  \n",
       "265                                           Eve VIII  \n",
       "266  Year 2029: Robotic skeletal machines Terminato...  \n",
       "267                                      Doppelgangers  \n",
       "268                                           Eve VIII  \n",
       "269  Year 2029: Robotic skeletal machines Terminato...  \n",
       "248  Year 2029: Robotic skeletal machines Terminato...  \n",
       "247                                           Eve VIII  \n",
       "243                                      Doppelgangers  \n",
       "245  Year 2029: Robotic skeletal machines Terminato...  \n",
       "246                                      Doppelgangers  \n",
       "237                                      Doppelgangers  \n",
       "238                                           Eve VIII  \n",
       "239  Year 2029: Robotic skeletal machines Terminato...  \n",
       "271                                           Eve VIII  \n",
       "241                                           Eve VIII  \n",
       "242  Year 2029: Robotic skeletal machines Terminato...  \n",
       "270                                      Doppelgangers  \n",
       "240                                      Doppelgangers  \n",
       "244                                           Eve VIII  \n",
       "276                                            SID 6.7  \n",
       "274                                            SID 6.7  \n",
       "273                                          Screamers  \n",
       "275                                          Screamers  \n",
       "277                                       Solo Solo II  \n",
       "278                   Borg Soldier Borg Queen Entrance  \n",
       "280                   Borg Soldier Borg Queen Entrance  \n",
       "279                                       Solo Solo II  \n",
       "281                                                     \n",
       "282                                                     \n",
       "283  Astor (Stacey Williams) The Outsider (Adam Ken...  \n",
       "284  Astor (Stacey Williams) The Outsider (Adam Ken...  \n",
       "292  Inspector Gadget (Broderick Crawford) Robo-Gad...  \n",
       "308  Inspector Gadget (Broderick Crawford) Robo-Gad...  \n",
       "299                                                     \n",
       "307                                                     \n",
       "306  Inspector Gadget (Broderick Crawford) Robo-Gad...  \n",
       "305                                                     \n",
       "304  Inspector Gadget (Broderick Crawford) Robo-Gad...  \n",
       "303                                                     \n",
       "290  Inspector Gadget (Broderick Crawford) Robo-Gad...  \n",
       "302  Inspector Gadget (Broderick Crawford) Robo-Gad...  \n",
       "301                                                     \n",
       "293                                                     \n",
       "294  Inspector Gadget (Broderick Crawford) Robo-Gad...  \n",
       "295                                                     \n",
       "296  Inspector Gadget (Broderick Crawford) Robo-Gad...  \n",
       "297                                                     \n",
       "298  Inspector Gadget (Broderick Crawford) Robo-Gad...  \n",
       "300  Inspector Gadget (Broderick Crawford) Robo-Gad...  \n",
       "289                                                     \n",
       "291                                                     \n",
       "287                                                     \n",
       "286  Inspector Gadget (Broderick Crawford) Robo-Gad...  \n",
       "285                                                     \n",
       "288  Inspector Gadget (Broderick Crawford) Robo-Gad...  \n",
       "317                                               Tima  \n",
       "315  David Gigolo Joe (Jude Law) Gigolo Jane (Ashle...  \n",
       "314                                               Tima  \n",
       "313                             KAY-EM 14 (Lisa Ryder)  \n",
       "312  David Gigolo Joe (Jude Law) Gigolo Jane (Ashle...  \n",
       "311                                               Tima  \n",
       "310                             KAY-EM 14 (Lisa Ryder)  \n",
       "309  David Gigolo Joe (Jude Law) Gigolo Jane (Ashle...  \n",
       "316                             KAY-EM 14 (Lisa Ryder)  \n",
       "323  Lt. Cmdr. Data (Brent Spiner) B-4's Head Befor...  \n",
       "324                                Bruno (Randy Quaid)  \n",
       "327  Lt. Cmdr. Data (Brent Spiner) B-4's Head Befor...  \n",
       "322                                Bruno (Randy Quaid)  \n",
       "321  Lt. Cmdr. Data (Brent Spiner) B-4's Head Befor...  \n",
       "320                                Bruno (Randy Quaid)  \n",
       "319  Lt. Cmdr. Data (Brent Spiner) B-4's Head Befor...  \n",
       "318                                Bruno (Randy Quaid)  \n",
       "328                                Bruno (Randy Quaid)  \n",
       "329  Lt. Cmdr. Data (Brent Spiner) B-4's Head Befor...  \n",
       "330                                Bruno (Randy Quaid)  \n",
       "331  Lt. Cmdr. Data (Brent Spiner) B-4's Head Befor...  \n",
       "332                                Bruno (Randy Quaid)  \n",
       "333  Lt. Cmdr. Data (Brent Spiner) B-4's Head Befor...  \n",
       "334                                Bruno (Randy Quaid)  \n",
       "335  Lt. Cmdr. Data (Brent Spiner) B-4's Head Befor...  \n",
       "336                                Bruno (Randy Quaid)  \n",
       "337  Lt. Cmdr. Data (Brent Spiner) B-4's Head Befor...  \n",
       "338                                Bruno (Randy Quaid)  \n",
       "339  Lt. Cmdr. Data (Brent Spiner) B-4's Head Befor...  \n",
       "340                                Bruno (Randy Quaid)  \n",
       "341  Lt. Cmdr. Data (Brent Spiner) B-4's Head Befor...  \n",
       "325  Lt. Cmdr. Data (Brent Spiner) B-4's Head Befor...  \n",
       "326                                Bruno (Randy Quaid)  \n",
       "343                          T-850 Terminatrix, or T-X  \n",
       "342                          T-850 Terminatrix, or T-X  \n",
       "344                                                     \n",
       "345                                                     \n",
       "346                                                     \n",
       "347                                                     \n",
       "351                                                     \n",
       "348                                                     \n",
       "350                                                     \n",
       "349                                                     \n",
       "359  Transmorphers (or Z-Bots) Warren Mitchell (Mat...  \n",
       "358                                        DOR-15 Carl  \n",
       "357  Transmorphers (or Z-Bots) Warren Mitchell (Mat...  \n",
       "356                                        DOR-15 Carl  \n",
       "354                                        DOR-15 Carl  \n",
       "353  Transmorphers (or Z-Bots) Warren Mitchell (Mat...  \n",
       "352                                        DOR-15 Carl  \n",
       "355  Transmorphers (or Z-Bots) Warren Mitchell (Mat...  \n",
       "360                                                     \n",
       "361                                                     \n",
       "380                                 Astroboy (1963-66)  \n",
       "381  Toby Astro Orrin Cora Trashcan Hamegg ZOG Peac...  \n",
       "17   RoboDoc (William Haze) Diagnosing a Patient Ja...  \n",
       "383                                 Astroboy (1963-66)  \n",
       "384  Toby Astro Orrin Cora Trashcan Hamegg ZOG Peac...  \n",
       "385  RoboDoc (William Haze) Diagnosing a Patient Ja...  \n",
       "386                                 Astroboy (1963-66)  \n",
       "387  Toby Astro Orrin Cora Trashcan Hamegg ZOG Peac...  \n",
       "388  RoboDoc (William Haze) Diagnosing a Patient Ja...  \n",
       "389                                 Astroboy (1963-66)  \n",
       "390  Toby Astro Orrin Cora Trashcan Hamegg ZOG Peac...  \n",
       "391  RoboDoc (William Haze) Diagnosing a Patient Ja...  \n",
       "392                                 Astroboy (1963-66)  \n",
       "16   Toby Astro Orrin Cora Trashcan Hamegg ZOG Peac...  \n",
       "393  Toby Astro Orrin Cora Trashcan Hamegg ZOG Peac...  \n",
       "394  RoboDoc (William Haze) Diagnosing a Patient Ja...  \n",
       "395                                 Astroboy (1963-66)  \n",
       "396  Toby Astro Orrin Cora Trashcan Hamegg ZOG Peac...  \n",
       "397  RoboDoc (William Haze) Diagnosing a Patient Ja...  \n",
       "398                                 Astroboy (1963-66)  \n",
       "399  Toby Astro Orrin Cora Trashcan Hamegg ZOG Peac...  \n",
       "400  RoboDoc (William Haze) Diagnosing a Patient Ja...  \n",
       "401                                 Astroboy (1963-66)  \n",
       "402  Toby Astro Orrin Cora Trashcan Hamegg ZOG Peac...  \n",
       "403  RoboDoc (William Haze) Diagnosing a Patient Ja...  \n",
       "404                                 Astroboy (1963-66)  \n",
       "405  Toby Astro Orrin Cora Trashcan Hamegg ZOG Peac...  \n",
       "406  RoboDoc (William Haze) Diagnosing a Patient Ja...  \n",
       "379  RoboDoc (William Haze) Diagnosing a Patient Ja...  \n",
       "378  Toby Astro Orrin Cora Trashcan Hamegg ZOG Peac...  \n",
       "382  RoboDoc (William Haze) Diagnosing a Patient Ja...  \n",
       "376  RoboDoc (William Haze) Diagnosing a Patient Ja...  \n",
       "15                                  Astroboy (1963-66)  \n",
       "14   RoboDoc (William Haze) Diagnosing a Patient Ja...  \n",
       "13   Toby Astro Orrin Cora Trashcan Hamegg ZOG Peac...  \n",
       "12                                  Astroboy (1963-66)  \n",
       "11   RoboDoc (William Haze) Diagnosing a Patient Ja...  \n",
       "10   Toby Astro Orrin Cora Trashcan Hamegg ZOG Peac...  \n",
       "377                                 Astroboy (1963-66)  \n",
       "8    RoboDoc (William Haze) Diagnosing a Patient Ja...  \n",
       "7    Toby Astro Orrin Cora Trashcan Hamegg ZOG Peac...  \n",
       "6                                   Astroboy (1963-66)  \n",
       "5    RoboDoc (William Haze) Diagnosing a Patient Ja...  \n",
       "4    Toby Astro Orrin Cora Trashcan Hamegg ZOG Peac...  \n",
       "3                                   Astroboy (1963-66)  \n",
       "9                                   Astroboy (1963-66)  \n",
       "363  Toby Astro Orrin Cora Trashcan Hamegg ZOG Peac...  \n",
       "362                                 Astroboy (1963-66)  \n",
       "374                                 Astroboy (1963-66)  \n",
       "373  RoboDoc (William Haze) Diagnosing a Patient Ja...  \n",
       "372  Toby Astro Orrin Cora Trashcan Hamegg ZOG Peac...  \n",
       "371                                 Astroboy (1963-66)  \n",
       "370  RoboDoc (William Haze) Diagnosing a Patient Ja...  \n",
       "375  Toby Astro Orrin Cora Trashcan Hamegg ZOG Peac...  \n",
       "368                                 Astroboy (1963-66)  \n",
       "367  RoboDoc (William Haze) Diagnosing a Patient Ja...  \n",
       "366  Toby Astro Orrin Cora Trashcan Hamegg ZOG Peac...  \n",
       "365                                 Astroboy (1963-66)  \n",
       "364  RoboDoc (William Haze) Diagnosing a Patient Ja...  \n",
       "369  Toby Astro Orrin Cora Trashcan Hamegg ZOG Peac...  \n",
       "414  Android SI-9 Eva (Claudia Vega) Max (Lluis Hom...  \n",
       "413  Android Blanks Candy Droober Ermus Running the...  \n",
       "412  Android SI-9 Eva (Claudia Vega) Max (Lluis Hom...  \n",
       "411  Android Blanks Candy Droober Ermus Running the...  \n",
       "410  Android SI-9 Eva (Claudia Vega) Max (Lluis Hom...  \n",
       "408  Android SI-9 Eva (Claudia Vega) Max (Lluis Hom...  \n",
       "407  Android Blanks Candy Droober Ermus Running the...  \n",
       "409  Android Blanks Candy Droober Ermus Running the...  \n",
       "415                                                     \n",
       "416                                                     \n",
       "417                                                     \n",
       "418                                                     \n",
       "419  Ava (Alicia Vikander) Ava and Caleb One Last L...  \n",
       "420  Ava (Alicia Vikander) Ava and Caleb One Last L...  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## major keyword classification\n",
    "\n",
    "robot_year_voice = pd.DataFrame(robot_raw[robot_raw.Contents.str.contains(\"voice\")], columns =['Year', 'RobotName'])\n",
    "robot_year_voice.columns = ['Year', 'Robot_voice']\n",
    "robot_year_dr = pd.DataFrame(robot_raw[robot_raw.Contents.str.contains(\"dr.\")], columns =['RobotName', 'Year'])\n",
    "robot_year_dr.columns = ['Robot_dr', 'Year']\n",
    "robot_year_earth = pd.DataFrame(robot_raw[robot_raw.Contents.str.contains(\"earth\")], columns =['RobotName', 'Year'])\n",
    "robot_year_earth.columns = ['Robot_earth', 'Year']\n",
    "robot_year_android = pd.DataFrame(robot_raw[robot_raw.Contents.str.contains(\"android\")], columns =['RobotName', 'Year'])\n",
    "robot_year_android.columns = ['Robot_android', 'Year']\n",
    "\n",
    "robot_year = pd.merge(robot_year_voice, robot_year_dr, how = \"left\", on = \"Year\")\n",
    "robot_year = pd.merge(robot_year, robot_year_earth, how = \"left\", on = \"Year\")\n",
    "robot_year = pd.merge(robot_year, robot_year_android, how = \"left\", on = \"Year\")\n",
    "robot_year=robot_year.fillna(\" \").sort_values(by=['Year'], ascending= [1])\n",
    "display(robot_year)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "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>Year</th>\n",
       "      <th>Robot_big</th>\n",
       "      <th>Robot_micro</th>\n",
       "      <th>Robot_humanoid</th>\n",
       "      <th>Robot_metal</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>1927</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>1940</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>\"Killer\" Robot</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1941</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1951</td>\n",
       "      <td></td>\n",
       "      <td>Gort Klaatu The 2008 Remake</td>\n",
       "      <td>Gort Klaatu The 2008 Remake</td>\n",
       "      <td>Gort Klaatu The 2008 Remake</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>1954</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Venutian Robot</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>1957</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Kronos</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>1961</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Neptune Men</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>1962</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Humanoids Dr. Raven's Closing Speech</td>\n",
       "      <td>Dr. No (Joseph Wiseman) Dr. No's Demise</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1965</td>\n",
       "      <td>Dr. Who &amp; the Daleks (1965, UK) Daleks' Invasi...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Dr. Who &amp; the Daleks (1965, UK) Daleks' Invasi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>1967</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Alien Robot</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>1970</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>1972</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>1973</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>1976</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1977</td>\n",
       "      <td>Captain Rameses (Christopher Lee) Prof. Allan ...</td>\n",
       "      <td></td>\n",
       "      <td>Wiz in Orion Space Center Oko with MK-31 Space...</td>\n",
       "      <td>Pyramidal Shape Wheelchair</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1977</td>\n",
       "      <td>Wiz in Orion Space Center Oko with MK-31 Space...</td>\n",
       "      <td></td>\n",
       "      <td>Wiz in Orion Space Center Oko with MK-31 Space...</td>\n",
       "      <td>Pyramidal Shape Wheelchair</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1977</td>\n",
       "      <td>Captain Rameses (Christopher Lee) Prof. Allan ...</td>\n",
       "      <td></td>\n",
       "      <td>Wiz in Orion Space Center Oko with MK-31 Space...</td>\n",
       "      <td>Captain Rameses (Christopher Lee) Prof. Allan ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1977</td>\n",
       "      <td>Captain Rameses (Christopher Lee) Prof. Allan ...</td>\n",
       "      <td></td>\n",
       "      <td>Wiz in Orion Space Center Oko with MK-31 Space...</td>\n",
       "      <td>Artoo-Detoo (R2-D2) See-Threepio (C-3PO)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1977</td>\n",
       "      <td>Wiz in Orion Space Center Oko with MK-31 Space...</td>\n",
       "      <td></td>\n",
       "      <td>Wiz in Orion Space Center Oko with MK-31 Space...</td>\n",
       "      <td>Artoo-Detoo (R2-D2) See-Threepio (C-3PO)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1977</td>\n",
       "      <td>Wiz in Orion Space Center Oko with MK-31 Space...</td>\n",
       "      <td></td>\n",
       "      <td>Wiz in Orion Space Center Oko with MK-31 Space...</td>\n",
       "      <td>Captain Rameses (Christopher Lee) Prof. Allan ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1979</td>\n",
       "      <td></td>\n",
       "      <td>Lieut. Ilia Replacement Android Ilia V'Ger</td>\n",
       "      <td>V.I.N.cent B.O.B. (l), V.I.N.cent (r) Maximill...</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1979</td>\n",
       "      <td></td>\n",
       "      <td>Lieut. Ilia Replacement Android Ilia V'Ger</td>\n",
       "      <td>Alien Cyborg-Android Army Members Hercules IV ...</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>1980</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1981</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1981</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1984</td>\n",
       "      <td></td>\n",
       "      <td>Reprogrammed Household Robotic Sentry Heat-See...</td>\n",
       "      <td>T-800</td>\n",
       "      <td>T-800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1984</td>\n",
       "      <td></td>\n",
       "      <td>T-800</td>\n",
       "      <td>T-800</td>\n",
       "      <td>T-800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1985</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1986</td>\n",
       "      <td></td>\n",
       "      <td>Bee Bee Deadly Friend</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1986</td>\n",
       "      <td></td>\n",
       "      <td>Bee Bee Deadly Friend</td>\n",
       "      <td></td>\n",
       "      <td>Bee Bee Deadly Friend</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1986</td>\n",
       "      <td></td>\n",
       "      <td>Bee Bee Deadly Friend</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1986</td>\n",
       "      <td></td>\n",
       "      <td>Bee Bee Deadly Friend</td>\n",
       "      <td></td>\n",
       "      <td>Bee Bee Deadly Friend</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1990</td>\n",
       "      <td>Enforcer Drone Martians Costumed Kathy (Ariana...</td>\n",
       "      <td></td>\n",
       "      <td>M.A.R.K. 13</td>\n",
       "      <td>M.A.R.K. 13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1990</td>\n",
       "      <td>Darkman The Skin-Making Mold Machine</td>\n",
       "      <td></td>\n",
       "      <td>M.A.R.K. 13</td>\n",
       "      <td>M.A.R.K. 13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>1991</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Year 2029: Robotic skeletal machines Terminato...</td>\n",
       "      <td>Year 2029: Robotic skeletal machines Terminato...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>1991</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Year 2029: Robotic skeletal machines Terminato...</td>\n",
       "      <td>The Guyver</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>1991</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Year 2029: Robotic skeletal machines Terminato...</td>\n",
       "      <td>Doppelgangers</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>1992</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Bishop 341-B Bishop II</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>1993</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Destruction of Otomo (Bruce Locke) by RoboCop</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>1994</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>The Death Machine - \"Warbeast\"</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>1995</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Judge Dredd</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>1996</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Borg Soldier Borg Queen Entrance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1997</td>\n",
       "      <td>Weebo Weebo's Hologram</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1998</td>\n",
       "      <td></td>\n",
       "      <td>Chip Hazard - Commando Elite Commando Elite me...</td>\n",
       "      <td>Robby the Robot Unnamed Cyclops Robot Humanoid...</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>1999</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Inspector Gadget (Broderick Crawford) Robo-Gad...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>1999</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>The Iron Giant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>1999</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>1999</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Sentinels</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>2000</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>2001</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>KAY-EM 14 (Lisa Ryder)</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2002</td>\n",
       "      <td>S1m0ne</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>2003</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>T-850 Terminatrix, or T-X</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2004</td>\n",
       "      <td>Omnidroid</td>\n",
       "      <td></td>\n",
       "      <td>Sonny (NS-5 Robot)</td>\n",
       "      <td>Giant Robots Tentacled Mechanical Monsters</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2005</td>\n",
       "      <td>EDI's CPU EDI Refueling EDI's Self-Sacrifice E...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>2006</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>(l to r, Wolverine, Colossus) Sentinel head, d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2007</td>\n",
       "      <td>Transmorphers (or Z-Bots) Warren Mitchell (Mat...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>2008</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>2009</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>T-600 Terminator Aerostat (\"Hunter-killer\") Ha...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2010</td>\n",
       "      <td>Sana (Aishwarya Rai) Chitti (Rajinikanth) Chit...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Sana (Aishwarya Rai) Chitti (Rajinikanth) Chit...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>2011</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Atom Noisy Boy Midas Zeus</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>2011</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Android SI-9 Eva (Claudia Vega) Max (Lluis Hom...</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>2011</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Android Blanks Candy Droober Ermus Running the...</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>2014</td>\n",
       "      <td></td>\n",
       "      <td>Baymax Baymax - Reprogrammed A Single Microbot...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>2015</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Ava (Alicia Vikander) Ava and Caleb One Last L...</td>\n",
       "      <td>Ava (Alicia Vikander) Ava and Caleb One Last L...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Year                                          Robot_big  \\\n",
       "46  1927                                                      \n",
       "30  1940                                                      \n",
       "0   1941                                                      \n",
       "22  1951                                                      \n",
       "47  1954                                                      \n",
       "48  1957                                                      \n",
       "49  1961                                                      \n",
       "31  1962                                                      \n",
       "1   1965  Dr. Who & the Daleks (1965, UK) Daleks' Invasi...   \n",
       "50  1967                                                      \n",
       "51  1970                                                      \n",
       "32  1972                                                      \n",
       "33  1973                                                      \n",
       "52  1976                                                      \n",
       "2   1977  Captain Rameses (Christopher Lee) Prof. Allan ...   \n",
       "5   1977  Wiz in Orion Space Center Oko with MK-31 Space...   \n",
       "4   1977  Captain Rameses (Christopher Lee) Prof. Allan ...   \n",
       "3   1977  Captain Rameses (Christopher Lee) Prof. Allan ...   \n",
       "6   1977  Wiz in Orion Space Center Oko with MK-31 Space...   \n",
       "7   1977  Wiz in Orion Space Center Oko with MK-31 Space...   \n",
       "23  1979                                                      \n",
       "24  1979                                                      \n",
       "53  1980                                                      \n",
       "9   1981                                                      \n",
       "8   1981                                                      \n",
       "25  1984                                                      \n",
       "26  1984                                                      \n",
       "27  1985                                                      \n",
       "13  1986                                                      \n",
       "12  1986                                                      \n",
       "11  1986                                                      \n",
       "10  1986                                                      \n",
       "15  1990  Enforcer Drone Martians Costumed Kathy (Ariana...   \n",
       "14  1990               Darkman The Skin-Making Mold Machine   \n",
       "36  1991                                                      \n",
       "35  1991                                                      \n",
       "34  1991                                                      \n",
       "37  1992                                                      \n",
       "38  1993                                                      \n",
       "39  1994                                                      \n",
       "54  1995                                                      \n",
       "55  1996                                                      \n",
       "16  1997                             Weebo Weebo's Hologram   \n",
       "28  1998                                                      \n",
       "56  1999                                                      \n",
       "57  1999                                                      \n",
       "59  1999                                                      \n",
       "58  1999                                                      \n",
       "60  2000                                                      \n",
       "40  2001                                                      \n",
       "17  2002                                             S1m0ne   \n",
       "61  2003                                                      \n",
       "18  2004                                          Omnidroid   \n",
       "19  2005  EDI's CPU EDI Refueling EDI's Self-Sacrifice E...   \n",
       "62  2006                                                      \n",
       "20  2007  Transmorphers (or Z-Bots) Warren Mitchell (Mat...   \n",
       "41  2008                                                      \n",
       "63  2009                                                      \n",
       "21  2010  Sana (Aishwarya Rai) Chitti (Rajinikanth) Chit...   \n",
       "44  2011                                                      \n",
       "43  2011                                                      \n",
       "42  2011                                                      \n",
       "29  2014                                                      \n",
       "45  2015                                                      \n",
       "\n",
       "                                          Robot_micro  \\\n",
       "46                                                      \n",
       "30                                                      \n",
       "0                                                       \n",
       "22                        Gort Klaatu The 2008 Remake   \n",
       "47                                                      \n",
       "48                                                      \n",
       "49                                                      \n",
       "31                                                      \n",
       "1                                                       \n",
       "50                                                      \n",
       "51                                                      \n",
       "32                                                      \n",
       "33                                                      \n",
       "52                                                      \n",
       "2                                                       \n",
       "5                                                       \n",
       "4                                                       \n",
       "3                                                       \n",
       "6                                                       \n",
       "7                                                       \n",
       "23         Lieut. Ilia Replacement Android Ilia V'Ger   \n",
       "24         Lieut. Ilia Replacement Android Ilia V'Ger   \n",
       "53                                                      \n",
       "9                                                       \n",
       "8                                                       \n",
       "25  Reprogrammed Household Robotic Sentry Heat-See...   \n",
       "26                                              T-800   \n",
       "27                                                      \n",
       "13                              Bee Bee Deadly Friend   \n",
       "12                              Bee Bee Deadly Friend   \n",
       "11                              Bee Bee Deadly Friend   \n",
       "10                              Bee Bee Deadly Friend   \n",
       "15                                                      \n",
       "14                                                      \n",
       "36                                                      \n",
       "35                                                      \n",
       "34                                                      \n",
       "37                                                      \n",
       "38                                                      \n",
       "39                                                      \n",
       "54                                                      \n",
       "55                                                      \n",
       "16                                                      \n",
       "28  Chip Hazard - Commando Elite Commando Elite me...   \n",
       "56                                                      \n",
       "57                                                      \n",
       "59                                                      \n",
       "58                                                      \n",
       "60                                                      \n",
       "40                                                      \n",
       "17                                                      \n",
       "61                                                      \n",
       "18                                                      \n",
       "19                                                      \n",
       "62                                                      \n",
       "20                                                      \n",
       "41                                                      \n",
       "63                                                      \n",
       "21                                                      \n",
       "44                                                      \n",
       "43                                                      \n",
       "42                                                      \n",
       "29  Baymax Baymax - Reprogrammed A Single Microbot...   \n",
       "45                                                      \n",
       "\n",
       "                                       Robot_humanoid  \\\n",
       "46                                                      \n",
       "30                                     \"Killer\" Robot   \n",
       "0                                                       \n",
       "22                        Gort Klaatu The 2008 Remake   \n",
       "47                                                      \n",
       "48                                                      \n",
       "49                                                      \n",
       "31               Humanoids Dr. Raven's Closing Speech   \n",
       "1                                                       \n",
       "50                                                      \n",
       "51                                                      \n",
       "32                                                      \n",
       "33                                                      \n",
       "52                                                      \n",
       "2   Wiz in Orion Space Center Oko with MK-31 Space...   \n",
       "5   Wiz in Orion Space Center Oko with MK-31 Space...   \n",
       "4   Wiz in Orion Space Center Oko with MK-31 Space...   \n",
       "3   Wiz in Orion Space Center Oko with MK-31 Space...   \n",
       "6   Wiz in Orion Space Center Oko with MK-31 Space...   \n",
       "7   Wiz in Orion Space Center Oko with MK-31 Space...   \n",
       "23  V.I.N.cent B.O.B. (l), V.I.N.cent (r) Maximill...   \n",
       "24  Alien Cyborg-Android Army Members Hercules IV ...   \n",
       "53                                                      \n",
       "9                                                       \n",
       "8                                                       \n",
       "25                                              T-800   \n",
       "26                                              T-800   \n",
       "27                                                      \n",
       "13                                                      \n",
       "12                                                      \n",
       "11                                                      \n",
       "10                                                      \n",
       "15                                        M.A.R.K. 13   \n",
       "14                                        M.A.R.K. 13   \n",
       "36  Year 2029: Robotic skeletal machines Terminato...   \n",
       "35  Year 2029: Robotic skeletal machines Terminato...   \n",
       "34  Year 2029: Robotic skeletal machines Terminato...   \n",
       "37                             Bishop 341-B Bishop II   \n",
       "38      Destruction of Otomo (Bruce Locke) by RoboCop   \n",
       "39                     The Death Machine - \"Warbeast\"   \n",
       "54                                                      \n",
       "55                                                      \n",
       "16                                                      \n",
       "28  Robby the Robot Unnamed Cyclops Robot Humanoid...   \n",
       "56                                                      \n",
       "57                                                      \n",
       "59                                                      \n",
       "58                                                      \n",
       "60                                                      \n",
       "40                             KAY-EM 14 (Lisa Ryder)   \n",
       "17                                                      \n",
       "61                                                      \n",
       "18                                 Sonny (NS-5 Robot)   \n",
       "19                                                      \n",
       "62                                                      \n",
       "20                                                      \n",
       "41                                                      \n",
       "63                                                      \n",
       "21                                                      \n",
       "44                          Atom Noisy Boy Midas Zeus   \n",
       "43  Android SI-9 Eva (Claudia Vega) Max (Lluis Hom...   \n",
       "42  Android Blanks Candy Droober Ermus Running the...   \n",
       "29                                                      \n",
       "45  Ava (Alicia Vikander) Ava and Caleb One Last L...   \n",
       "\n",
       "                                          Robot_metal  \n",
       "46                                                     \n",
       "30                                                     \n",
       "0                                                      \n",
       "22                        Gort Klaatu The 2008 Remake  \n",
       "47                                     Venutian Robot  \n",
       "48                                             Kronos  \n",
       "49                                        Neptune Men  \n",
       "31            Dr. No (Joseph Wiseman) Dr. No's Demise  \n",
       "1   Dr. Who & the Daleks (1965, UK) Daleks' Invasi...  \n",
       "50                                        Alien Robot  \n",
       "51                                                     \n",
       "32                                                     \n",
       "33                                                     \n",
       "52                                                     \n",
       "2                          Pyramidal Shape Wheelchair  \n",
       "5                          Pyramidal Shape Wheelchair  \n",
       "4   Captain Rameses (Christopher Lee) Prof. Allan ...  \n",
       "3            Artoo-Detoo (R2-D2) See-Threepio (C-3PO)  \n",
       "6            Artoo-Detoo (R2-D2) See-Threepio (C-3PO)  \n",
       "7   Captain Rameses (Christopher Lee) Prof. Allan ...  \n",
       "23                                                     \n",
       "24                                                     \n",
       "53                                                     \n",
       "9                                                      \n",
       "8                                                      \n",
       "25                                              T-800  \n",
       "26                                              T-800  \n",
       "27                                                     \n",
       "13                                                     \n",
       "12                              Bee Bee Deadly Friend  \n",
       "11                                                     \n",
       "10                              Bee Bee Deadly Friend  \n",
       "15                                        M.A.R.K. 13  \n",
       "14                                        M.A.R.K. 13  \n",
       "36  Year 2029: Robotic skeletal machines Terminato...  \n",
       "35                                         The Guyver  \n",
       "34                                      Doppelgangers  \n",
       "37                                                     \n",
       "38                                                     \n",
       "39                                                     \n",
       "54                                        Judge Dredd  \n",
       "55                   Borg Soldier Borg Queen Entrance  \n",
       "16                                                     \n",
       "28                                                     \n",
       "56  Inspector Gadget (Broderick Crawford) Robo-Gad...  \n",
       "57                                     The Iron Giant  \n",
       "59                                                     \n",
       "58                                          Sentinels  \n",
       "60                                                     \n",
       "40                                                     \n",
       "17                                                     \n",
       "61                          T-850 Terminatrix, or T-X  \n",
       "18         Giant Robots Tentacled Mechanical Monsters  \n",
       "19                                                     \n",
       "62  (l to r, Wolverine, Colossus) Sentinel head, d...  \n",
       "20                                                     \n",
       "41                                                     \n",
       "63  T-600 Terminator Aerostat (\"Hunter-killer\") Ha...  \n",
       "21  Sana (Aishwarya Rai) Chitti (Rajinikanth) Chit...  \n",
       "44                                                     \n",
       "43                                                     \n",
       "42                                                     \n",
       "29                                                     \n",
       "45  Ava (Alicia Vikander) Ava and Caleb One Last L...  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## feature-related word classification\n",
    "\n",
    "robot_year_big = pd.DataFrame(robot_raw[robot_raw.Contents.str.contains(\"big\")], columns =['Year', 'RobotName'])\n",
    "robot_year_big.columns = ['Year','Robot_big']\n",
    "robot_year_micro = pd.DataFrame(robot_raw[robot_raw.Contents.str.contains(\"micro\")], columns =['RobotName', 'Year'])\n",
    "robot_year_micro.columns = ['Robot_micro', 'Year']\n",
    "robot_year_humanoid = pd.DataFrame(robot_raw[robot_raw.Contents.str.contains(\"humanoid\")], columns =['RobotName', 'Year'])\n",
    "robot_year_humanoid.columns = ['Robot_humanoid', 'Year']\n",
    "robot_year_metal = pd.DataFrame(robot_raw[robot_raw.Contents.str.contains(\"metal\")], columns =['RobotName', 'Year'])\n",
    "robot_year_metal.columns = ['Robot_metal', 'Year']\n",
    "\n",
    "robot_years = pd.merge(robot_year_big, robot_year_micro, how = \"outer\", on = \"Year\")\n",
    "robot_years = pd.merge(robot_years, robot_year_humanoid, how = \"outer\", on = \"Year\")\n",
    "robot_years = pd.merge(robot_years, robot_year_metal, how = \"outer\", on = \"Year\")\n",
    "robot_years=robot_years.fillna(\" \").sort_values(by=['Year'], ascending= [1])\n",
    "display(robot_years)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Clustering\n",
    "K-means clustering is simple and easy to understand and visualize. \n",
    "I can get better result to iterate k-means multiple times and choose the clustering that minimizes overall error."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 85.1 ms, sys: 1.52 ms, total: 86.6 ms\n",
      "Wall time: 88.9 ms\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "1    136\n",
       "3     39\n",
       "0     14\n",
       "2      7\n",
       "4      3\n",
       "Name: clusters, dtype: int64"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.cluster import KMeans\n",
    "\n",
    "num_clusters = 5\n",
    "\n",
    "km = KMeans(n_clusters=num_clusters)\n",
    "\n",
    "%time km.fit(tfs)\n",
    "\n",
    "clusters = km.labels_.tolist()\n",
    "\n",
    "robot_raw[\"clusters\"]=clusters\n",
    "robot_raw['clusters'].value_counts() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>3</th>\n",
       "      <th>2</th>\n",
       "      <th>4</th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Not Quite Human</td>\n",
       "      <td>Eve of Destruction</td>\n",
       "      <td>Alphaville</td>\n",
       "      <td>Alien</td>\n",
       "      <td>Star Wars</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Star Trek Nemesis</td>\n",
       "      <td>Oblivion</td>\n",
       "      <td>Wallace and Gromit</td>\n",
       "      <td>Transmorphers</td>\n",
       "      <td>Westworld</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Astro Boy</td>\n",
       "      <td>Invasion of The Neptune Men</td>\n",
       "      <td>The Day The Earth Stood Still</td>\n",
       "      <td>RoboDoc</td>\n",
       "      <td>Message From Space</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Bicentennial Man</td>\n",
       "      <td>Red Planet</td>\n",
       "      <td></td>\n",
       "      <td>Runaway</td>\n",
       "      <td>Chopping Mall</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Austin Powers: International Man of Mystery</td>\n",
       "      <td>Heartbeeps</td>\n",
       "      <td></td>\n",
       "      <td>Aliens</td>\n",
       "      <td>Tron</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Wizards</td>\n",
       "      <td>Blankman</td>\n",
       "      <td></td>\n",
       "      <td>Starcrash</td>\n",
       "      <td>Flight of the Navigator</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Short Circuit</td>\n",
       "      <td>Forbidden Planet</td>\n",
       "      <td></td>\n",
       "      <td>Blade Runner</td>\n",
       "      <td>The Terrornauts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Eva</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Darkman</td>\n",
       "      <td>Star Odyssey</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Total Recall</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Santa Claus Conquers the Martians</td>\n",
       "      <td>Minority Report</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Guyver</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>The Iron Giant</td>\n",
       "      <td>Logan's Run</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>The Terminator</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Small Soldiers</td>\n",
       "      <td>The Outsider</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Solo</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Mystery Science Theater 3000: The Movie</td>\n",
       "      <td>Hellboy II: The Golden Army</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Ex Machina</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Sky Captain and the World of Tomorrow</td>\n",
       "      <td>Bill &amp; Ted's Bogus Journey</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>The Fairylogue and Radio-Plays</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Spaceballs</td>\n",
       "      <td>Planeta Bur</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>The Mechanical Monsters</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Back to the Future Part II</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Godzilla vs. MechaGodzilla</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Death Machine</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>The Phantom Creeps</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>The Wizard of Oz</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>WALL___E</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>S1m0ne</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Screamers</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>*batteries not included</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Cyborg</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Toys</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>The Wrong Trousers</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Demon Seed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Weird Science</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>King Kong Escapes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Futurama</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>X-Men: The Last Stand</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>The Creation of the Humanoids</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Android Re-Enactment</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Cyborg Cop</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Tetsujin 28-gou</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Transformers: The Movie</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Galaxina</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Heavy Metal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Metropolis</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Clash of the Titans</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>The Shape of Things to Come</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Silent Running</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Dr. Goldfoot and the Bikini Machine</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Superargo and the Faceless Giants</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Super Capers: The Origins of Ed and the Missin...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Dark Star</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Rocky IV</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Artificial Intelligence: A.I.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Jason X</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Target Earth</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Saturn 3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>RoboCop 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Robot Jox</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>The Golem</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Robot Wars</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Star Trek: First Contact</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Lost in Space</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Prometheus</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Return to Oz</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Making Mr. Right</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Judge Dredd</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Alien 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>The Last Starfighter</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Superman III</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Moon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Rottweiler</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Hardware</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Terminator Salvation</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Star Trek: The Motion Picture</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Inspector Gadget</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Barbarella</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>The Adventures of Pluto Nash</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Star Trek</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Dr. No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1960s 1980s 2000s Astroboy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Jason and the Argonauts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Big Hero 6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Transformers</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Treasure Planet</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Who ?</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>The Mechanical Man</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Robo Warriors</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Cherry 2000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Android</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Virtuosity</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1940 serial Dr. Satan's Robot</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>SpaceCamp</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Robot Monster</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>The Perfect Woman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Man Made Monster</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Devil Girl From Mars</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Undersea Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Pee-wee's Playhouse</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>The Earth Dies Screaming</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Scooby-Doo! and the Samurai Sword</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>RoboCop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>The Black Hole</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>The Colossus of New York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>The Incredibles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>THX 1138</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Eliminators</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Mysterious Doctor Satan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Universal Soldier</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>I, Robot</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Interstellar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>The LEGO Movie</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Evolver</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>The Aztec Mummy Against the Humanoid Robot</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Colossus: The Forbin Project</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Unidentified Flying Oddball</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>The Matrix</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>ROBOTS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>The Hitchhiker's Guide to the Galaxy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Meet Dave</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Real Steel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Edward Scissorhands</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Robot</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Alien: Resurrection</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>The Mysterians</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Inspector Gadget 2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Mother Riley Meets the Vampire</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Stealth</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Flash Gordon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>APEX</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Homunculus</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Meet the Robinsons</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Terminator 2: Judgment Day</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>The Muppets</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Dr. Who &amp; the Daleks</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Fantastic Planet</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>And You Thought Your Parents Were Weird</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Electric Dreams</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2001: A Space Odyssey</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Terminator 3: Rise of the Machines</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>War of the Planets</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Cyborg 2087</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Austin Powers: The Spy Who Shagged Me</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>D.A.R.Y.L.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>8-Man</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Der Herr Der Welt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>The Santa Clause 2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Spaced Invaders</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Tobor the Great</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Gog</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Deadly Friend</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>The Master Mystery</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Starship Invasions</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>The Stepford Wives</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Chappie</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>C.H.O.M.P.S.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Sleeper</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Automatons</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Star Wars: Episode I - The Phantom Menace</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Gojira Tai Megaro</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Flubber</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Her</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Kronos</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                     3  \\\n",
       "0                                     Not Quite Human    \n",
       "1                                   Star Trek Nemesis    \n",
       "2                                           Astro Boy    \n",
       "3                                    Bicentennial Man    \n",
       "4         Austin Powers: International Man of Mystery    \n",
       "5                                             Wizards    \n",
       "6                                       Short Circuit    \n",
       "7                                                 Eva    \n",
       "8                                        Total Recall    \n",
       "9                                              Guyver    \n",
       "10                                     The Terminator    \n",
       "11                                               Solo    \n",
       "12                                         Ex Machina    \n",
       "13                     The Fairylogue and Radio-Plays    \n",
       "14                            The Mechanical Monsters    \n",
       "15                         Godzilla vs. MechaGodzilla    \n",
       "16                                 The Phantom Creeps    \n",
       "17                                           WALL___E    \n",
       "18                                          Screamers    \n",
       "19                                             Cyborg    \n",
       "20                                 The Wrong Trousers    \n",
       "21                                      Weird Science    \n",
       "22                                           Futurama    \n",
       "23                      The Creation of the Humanoids    \n",
       "24                                         Cyborg Cop    \n",
       "25                            Transformers: The Movie    \n",
       "26                                           Galaxina    \n",
       "27                                         Metropolis    \n",
       "28                         The Shape of Things to Come   \n",
       "29                Dr. Goldfoot and the Bikini Machine    \n",
       "30   Super Capers: The Origins of Ed and the Missin...   \n",
       "31                                           Rocky IV    \n",
       "32                                            Jason X    \n",
       "33                                           Saturn 3    \n",
       "34                                          Robot Jox    \n",
       "35                                         Robot Wars    \n",
       "36                                      Lost in Space    \n",
       "37                                       Return to Oz    \n",
       "38                                                       \n",
       "39                                                       \n",
       "40                                                       \n",
       "41                                                       \n",
       "42                                                       \n",
       "43                                                       \n",
       "44                                                       \n",
       "45                                                       \n",
       "46                                                       \n",
       "47                                                       \n",
       "48                                                       \n",
       "49                                                       \n",
       "50                                                       \n",
       "51                                                       \n",
       "52                                                       \n",
       "53                                                       \n",
       "54                                                       \n",
       "55                                                       \n",
       "56                                                       \n",
       "57                                                       \n",
       "58                                                       \n",
       "59                                                       \n",
       "60                                                       \n",
       "61                                                       \n",
       "62                                                       \n",
       "63                                                       \n",
       "64                                                       \n",
       "65                                                       \n",
       "66                                                       \n",
       "67                                                       \n",
       "68                                                       \n",
       "69                                                       \n",
       "70                                                       \n",
       "71                                                       \n",
       "72                                                       \n",
       "73                                                       \n",
       "74                                                       \n",
       "75                                                       \n",
       "76                                                       \n",
       "77                                                       \n",
       "78                                                       \n",
       "79                                                       \n",
       "80                                                       \n",
       "81                                                       \n",
       "82                                                       \n",
       "83                                                       \n",
       "84                                                       \n",
       "85                                                       \n",
       "86                                                       \n",
       "87                                                       \n",
       "88                                                       \n",
       "89                                                       \n",
       "90                                                       \n",
       "91                                                       \n",
       "92                                                       \n",
       "93                                                       \n",
       "94                                                       \n",
       "95                                                       \n",
       "96                                                       \n",
       "97                                                       \n",
       "98                                                       \n",
       "99                                                       \n",
       "100                                                      \n",
       "101                                                      \n",
       "102                                                      \n",
       "103                                                      \n",
       "104                                                      \n",
       "105                                                      \n",
       "106                                                      \n",
       "107                                                      \n",
       "108                                                      \n",
       "109                                                      \n",
       "110                                                      \n",
       "111                                                      \n",
       "112                                                      \n",
       "113                                                      \n",
       "114                                                      \n",
       "115                                                      \n",
       "116                                                      \n",
       "117                                                      \n",
       "118                                                      \n",
       "119                                                      \n",
       "120                                                      \n",
       "121                                                      \n",
       "122                                                      \n",
       "123                                                      \n",
       "124                                                      \n",
       "125                                                      \n",
       "126                                                      \n",
       "127                                                      \n",
       "128                                                      \n",
       "129                                                      \n",
       "130                                                      \n",
       "131                                                      \n",
       "132                                                      \n",
       "133                                                      \n",
       "134                                                      \n",
       "\n",
       "                                2                               4  \\\n",
       "0             Eve of Destruction                      Alphaville    \n",
       "1                       Oblivion              Wallace and Gromit    \n",
       "2    Invasion of The Neptune Men   The Day The Earth Stood Still    \n",
       "3                     Red Planet                                    \n",
       "4                     Heartbeeps                                    \n",
       "5                       Blankman                                    \n",
       "6               Forbidden Planet                                    \n",
       "7                                                                   \n",
       "8                                                                   \n",
       "9                                                                   \n",
       "10                                                                  \n",
       "11                                                                  \n",
       "12                                                                  \n",
       "13                                                                  \n",
       "14                                                                  \n",
       "15                                                                  \n",
       "16                                                                  \n",
       "17                                                                  \n",
       "18                                                                  \n",
       "19                                                                  \n",
       "20                                                                  \n",
       "21                                                                  \n",
       "22                                                                  \n",
       "23                                                                  \n",
       "24                                                                  \n",
       "25                                                                  \n",
       "26                                                                  \n",
       "27                                                                  \n",
       "28                                                                  \n",
       "29                                                                  \n",
       "30                                                                  \n",
       "31                                                                  \n",
       "32                                                                  \n",
       "33                                                                  \n",
       "34                                                                  \n",
       "35                                                                  \n",
       "36                                                                  \n",
       "37                                                                  \n",
       "38                                                                  \n",
       "39                                                                  \n",
       "40                                                                  \n",
       "41                                                                  \n",
       "42                                                                  \n",
       "43                                                                  \n",
       "44                                                                  \n",
       "45                                                                  \n",
       "46                                                                  \n",
       "47                                                                  \n",
       "48                                                                  \n",
       "49                                                                  \n",
       "50                                                                  \n",
       "51                                                                  \n",
       "52                                                                  \n",
       "53                                                                  \n",
       "54                                                                  \n",
       "55                                                                  \n",
       "56                                                                  \n",
       "57                                                                  \n",
       "58                                                                  \n",
       "59                                                                  \n",
       "60                                                                  \n",
       "61                                                                  \n",
       "62                                                                  \n",
       "63                                                                  \n",
       "64                                                                  \n",
       "65                                                                  \n",
       "66                                                                  \n",
       "67                                                                  \n",
       "68                                                                  \n",
       "69                                                                  \n",
       "70                                                                  \n",
       "71                                                                  \n",
       "72                                                                  \n",
       "73                                                                  \n",
       "74                                                                  \n",
       "75                                                                  \n",
       "76                                                                  \n",
       "77                                                                  \n",
       "78                                                                  \n",
       "79                                                                  \n",
       "80                                                                  \n",
       "81                                                                  \n",
       "82                                                                  \n",
       "83                                                                  \n",
       "84                                                                  \n",
       "85                                                                  \n",
       "86                                                                  \n",
       "87                                                                  \n",
       "88                                                                  \n",
       "89                                                                  \n",
       "90                                                                  \n",
       "91                                                                  \n",
       "92                                                                  \n",
       "93                                                                  \n",
       "94                                                                  \n",
       "95                                                                  \n",
       "96                                                                  \n",
       "97                                                                  \n",
       "98                                                                  \n",
       "99                                                                  \n",
       "100                                                                 \n",
       "101                                                                 \n",
       "102                                                                 \n",
       "103                                                                 \n",
       "104                                                                 \n",
       "105                                                                 \n",
       "106                                                                 \n",
       "107                                                                 \n",
       "108                                                                 \n",
       "109                                                                 \n",
       "110                                                                 \n",
       "111                                                                 \n",
       "112                                                                 \n",
       "113                                                                 \n",
       "114                                                                 \n",
       "115                                                                 \n",
       "116                                                                 \n",
       "117                                                                 \n",
       "118                                                                 \n",
       "119                                                                 \n",
       "120                                                                 \n",
       "121                                                                 \n",
       "122                                                                 \n",
       "123                                                                 \n",
       "124                                                                 \n",
       "125                                                                 \n",
       "126                                                                 \n",
       "127                                                                 \n",
       "128                                                                 \n",
       "129                                                                 \n",
       "130                                                                 \n",
       "131                                                                 \n",
       "132                                                                 \n",
       "133                                                                 \n",
       "134                                                                 \n",
       "\n",
       "                                            0  \\\n",
       "0                                      Alien    \n",
       "1                              Transmorphers    \n",
       "2                                    RoboDoc    \n",
       "3                                    Runaway    \n",
       "4                                     Aliens    \n",
       "5                                  Starcrash    \n",
       "6                               Blade Runner    \n",
       "7                                    Darkman    \n",
       "8          Santa Claus Conquers the Martians    \n",
       "9                             The Iron Giant    \n",
       "10                            Small Soldiers    \n",
       "11   Mystery Science Theater 3000: The Movie    \n",
       "12     Sky Captain and the World of Tomorrow    \n",
       "13                                Spaceballs    \n",
       "14                                              \n",
       "15                                              \n",
       "16                                              \n",
       "17                                              \n",
       "18                                              \n",
       "19                                              \n",
       "20                                              \n",
       "21                                              \n",
       "22                                              \n",
       "23                                              \n",
       "24                                              \n",
       "25                                              \n",
       "26                                              \n",
       "27                                              \n",
       "28                                              \n",
       "29                                              \n",
       "30                                              \n",
       "31                                              \n",
       "32                                              \n",
       "33                                              \n",
       "34                                              \n",
       "35                                              \n",
       "36                                              \n",
       "37                                              \n",
       "38                                              \n",
       "39                                              \n",
       "40                                              \n",
       "41                                              \n",
       "42                                              \n",
       "43                                              \n",
       "44                                              \n",
       "45                                              \n",
       "46                                              \n",
       "47                                              \n",
       "48                                              \n",
       "49                                              \n",
       "50                                              \n",
       "51                                              \n",
       "52                                              \n",
       "53                                              \n",
       "54                                              \n",
       "55                                              \n",
       "56                                              \n",
       "57                                              \n",
       "58                                              \n",
       "59                                              \n",
       "60                                              \n",
       "61                                              \n",
       "62                                              \n",
       "63                                              \n",
       "64                                              \n",
       "65                                              \n",
       "66                                              \n",
       "67                                              \n",
       "68                                              \n",
       "69                                              \n",
       "70                                              \n",
       "71                                              \n",
       "72                                              \n",
       "73                                              \n",
       "74                                              \n",
       "75                                              \n",
       "76                                              \n",
       "77                                              \n",
       "78                                              \n",
       "79                                              \n",
       "80                                              \n",
       "81                                              \n",
       "82                                              \n",
       "83                                              \n",
       "84                                              \n",
       "85                                              \n",
       "86                                              \n",
       "87                                              \n",
       "88                                              \n",
       "89                                              \n",
       "90                                              \n",
       "91                                              \n",
       "92                                              \n",
       "93                                              \n",
       "94                                              \n",
       "95                                              \n",
       "96                                              \n",
       "97                                              \n",
       "98                                              \n",
       "99                                              \n",
       "100                                             \n",
       "101                                             \n",
       "102                                             \n",
       "103                                             \n",
       "104                                             \n",
       "105                                             \n",
       "106                                             \n",
       "107                                             \n",
       "108                                             \n",
       "109                                             \n",
       "110                                             \n",
       "111                                             \n",
       "112                                             \n",
       "113                                             \n",
       "114                                             \n",
       "115                                             \n",
       "116                                             \n",
       "117                                             \n",
       "118                                             \n",
       "119                                             \n",
       "120                                             \n",
       "121                                             \n",
       "122                                             \n",
       "123                                             \n",
       "124                                             \n",
       "125                                             \n",
       "126                                             \n",
       "127                                             \n",
       "128                                             \n",
       "129                                             \n",
       "130                                             \n",
       "131                                             \n",
       "132                                             \n",
       "133                                             \n",
       "134                                             \n",
       "\n",
       "                                               1  \n",
       "0                                     Star Wars   \n",
       "1                                     Westworld   \n",
       "2                            Message From Space   \n",
       "3                                 Chopping Mall   \n",
       "4                                          Tron   \n",
       "5                       Flight of the Navigator   \n",
       "6                               The Terrornauts   \n",
       "7                                  Star Odyssey   \n",
       "8                               Minority Report   \n",
       "9                                   Logan's Run   \n",
       "10                                 The Outsider   \n",
       "11                  Hellboy II: The Golden Army   \n",
       "12                   Bill & Ted's Bogus Journey   \n",
       "13                                  Planeta Bur   \n",
       "14                   Back to the Future Part II   \n",
       "15                                Death Machine   \n",
       "16                             The Wizard of Oz   \n",
       "17                                       S1m0ne   \n",
       "18                      *batteries not included   \n",
       "19                                         Toys   \n",
       "20                                   Demon Seed   \n",
       "21                            King Kong Escapes   \n",
       "22                        X-Men: The Last Stand   \n",
       "23                         Android Re-Enactment   \n",
       "24                              Tetsujin 28-gou   \n",
       "25                                             9  \n",
       "26                                  Heavy Metal   \n",
       "27                          Clash of the Titans   \n",
       "28                               Silent Running   \n",
       "29            Superargo and the Faceless Giants   \n",
       "30                                    Dark Star   \n",
       "31                Artificial Intelligence: A.I.   \n",
       "32                                 Target Earth   \n",
       "33                                    RoboCop 3   \n",
       "34                                    The Golem   \n",
       "35                     Star Trek: First Contact   \n",
       "36                                   Prometheus   \n",
       "37                             Making Mr. Right   \n",
       "38                                  Judge Dredd   \n",
       "39                                      Alien 3   \n",
       "40                         The Last Starfighter   \n",
       "41                                 Superman III   \n",
       "42                                         Moon   \n",
       "43                                   Rottweiler   \n",
       "44                                     Hardware   \n",
       "45                         Terminator Salvation   \n",
       "46                Star Trek: The Motion Picture   \n",
       "47                             Inspector Gadget   \n",
       "48                                   Barbarella   \n",
       "49                 The Adventures of Pluto Nash   \n",
       "50                                    Star Trek   \n",
       "51                                       Dr. No   \n",
       "52                   1960s 1980s 2000s Astroboy   \n",
       "53                      Jason and the Argonauts   \n",
       "54                                   Big Hero 6   \n",
       "55                                 Transformers   \n",
       "56                              Treasure Planet   \n",
       "57                                        Who ?   \n",
       "58                           The Mechanical Man   \n",
       "59                                Robo Warriors   \n",
       "60                                  Cherry 2000   \n",
       "61                                      Android   \n",
       "62                                   Virtuosity   \n",
       "63                1940 serial Dr. Satan's Robot   \n",
       "64                                    SpaceCamp   \n",
       "65                                Robot Monster   \n",
       "66                            The Perfect Woman   \n",
       "67                             Man Made Monster   \n",
       "68                         Devil Girl From Mars   \n",
       "69                             Undersea Kingdom   \n",
       "70                          Pee-wee's Playhouse   \n",
       "71                     The Earth Dies Screaming   \n",
       "72            Scooby-Doo! and the Samurai Sword   \n",
       "73                                      RoboCop   \n",
       "74                               The Black Hole   \n",
       "75                     The Colossus of New York   \n",
       "76                              The Incredibles   \n",
       "77                                     THX 1138   \n",
       "78                                  Eliminators   \n",
       "79                      Mysterious Doctor Satan   \n",
       "80                            Universal Soldier   \n",
       "81                                     I, Robot   \n",
       "82                                 Interstellar   \n",
       "83                               The LEGO Movie   \n",
       "84                                      Evolver   \n",
       "85   The Aztec Mummy Against the Humanoid Robot   \n",
       "86                 Colossus: The Forbin Project   \n",
       "87                  Unidentified Flying Oddball   \n",
       "88                                   The Matrix   \n",
       "89                                       ROBOTS   \n",
       "90         The Hitchhiker's Guide to the Galaxy   \n",
       "91                                    Meet Dave   \n",
       "92                                   Real Steel   \n",
       "93                          Edward Scissorhands   \n",
       "94                                        Robot   \n",
       "95                          Alien: Resurrection   \n",
       "96                               The Mysterians   \n",
       "97                           Inspector Gadget 2   \n",
       "98               Mother Riley Meets the Vampire   \n",
       "99                                      Stealth   \n",
       "100                                Flash Gordon   \n",
       "101                                        APEX   \n",
       "102                                  Homunculus   \n",
       "103                          Meet the Robinsons   \n",
       "104                  Terminator 2: Judgment Day   \n",
       "105                                 The Muppets   \n",
       "106                        Dr. Who & the Daleks   \n",
       "107                            Fantastic Planet   \n",
       "108     And You Thought Your Parents Were Weird   \n",
       "109                             Electric Dreams   \n",
       "110                       2001: A Space Odyssey   \n",
       "111          Terminator 3: Rise of the Machines   \n",
       "112                          War of the Planets   \n",
       "113                                 Cyborg 2087   \n",
       "114       Austin Powers: The Spy Who Shagged Me   \n",
       "115                                  D.A.R.Y.L.   \n",
       "116                                       8-Man   \n",
       "117                           Der Herr Der Welt   \n",
       "118                          The Santa Clause 2   \n",
       "119                             Spaced Invaders   \n",
       "120                             Tobor the Great   \n",
       "121                                         Gog   \n",
       "122                               Deadly Friend   \n",
       "123                          The Master Mystery   \n",
       "124                          Starship Invasions   \n",
       "125                          The Stepford Wives   \n",
       "126                                     Chappie   \n",
       "127                                C.H.O.M.P.S.   \n",
       "128                                     Sleeper   \n",
       "129                                  Automatons   \n",
       "130   Star Wars: Episode I - The Phantom Menace   \n",
       "131                           Gojira Tai Megaro   \n",
       "132                                     Flubber   \n",
       "133                                         Her   \n",
       "134                                      Kronos   "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## check the results with movie name. \n",
    "rd = {'0':set(robot_raw.MovieName[robot_raw.clusters==0]),'1':set(robot_raw.MovieName[robot_raw.clusters==1]),'2':set(robot_raw.MovieName[robot_raw.clusters==2]),'3':set(robot_raw.MovieName[robot_raw.clusters==3]), '4':set(robot_raw.MovieName[robot_raw.clusters==4]) }\n",
    "rdf = pd.DataFrame.from_dict(rd, orient='index')\n",
    "rdf=rdf.fillna(\" \").transpose()\n",
    "\n",
    "pd.options.display.max_rows = 999\n",
    "\n",
    "display(rdf)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Cluster results with keywords"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Top terms per cluster:\n",
      "\n",
      "Cluster 0 words: nan, nan, nan, nan, robots, nan, boy, satan, astro, nan, tobor, animated, golem, nan, eve, kong, aka, doctor, episodes, tv, gigantor, steel, nan, japanese, atomic, characters, manga, dr., nan, nan, omnidroid, syndrome, man, 8, series, necron-99, version, nan, film, many, known, viii, republic, killer, father, city, bob, son, evil, der,\n",
      "\n",
      "\n",
      "Cluster 0 Movie: Santa Claus Conquers the Martians , Starcrash , Alien , Blade Runner , Runaway , Aliens , Spaceballs , Darkman , Mystery Science Theater 3000: The Movie , Small Soldiers , The Iron Giant , Sky Captain and the World of Tomorrow , Transmorphers , RoboDoc ,\n",
      "\n",
      "Cluster 0 Robot: Trog, Stella Star (Caroline Munro) 'Faithful Robot' Elle Elle with Stella Star, , Leon Zhora Pris Roy Batty Rachael, Reprogrammed Household Robotic Sentry Heat-Seeking \"Smart\" Bullet Explosive Remote- Control \"Smart\" Bombs Death of Luther, , Dot Matrix, Darkman The Skin-Making Mold Machine, (l to r) Tom Servo, Crow T. Robot, Mike Mike with Gypsy Tom Servo Crow T. Robot, Chip Hazard - Commando Elite Commando Elite member Archer - Gorgonite, The Iron Giant, Giant Robots Tentacled Mechanical Monsters, Transmorphers (or Z-Bots) Warren Mitchell (Matthew Wolf) - Android, RoboDoc (William Haze) Diagnosing a Patient Jake Gorman (Kenny Babel),\n",
      "\n",
      "Cluster 1 words: nan, nan, nan, nan, nan, nan, robots, nan, nan, film, nan, nan, nan, planet, nan, voice, space, human, alien, earth, starred, nan, dr., android, giant, year, mechanical, machine, cyborg, computer, director, created, world, aka, wars, head, scientist, featured, evil, characters, nan, man, order, army, body, spaceship, destroying, nan, killed, included,\n",
      "\n",
      "\n",
      "Cluster 1 Movie: Homunculus , The Golem , The Master Mystery , The Mechanical Man , Der Herr Der Welt , Flash Gordon , Undersea Kingdom , The Wizard of Oz , Mysterious Doctor Satan , Man Made Monster , The Perfect Woman , Mother Riley Meets the Vampire , Robot Monster , Devil Girl From Mars , Gog , Target Earth , Tobor the Great , Kronos , The Mysterians , The Aztec Mummy Against the Humanoid Robot , The Colossus of New York , Dr. No , Planeta Bur , 1960s 1980s 2000s Astroboy , 8-Man , Jason and the Argonauts , The Earth Dies Screaming , Tetsujin 28-gou , Dr. Who & the Daleks , Cyborg 2087 , 1940 serial Dr. Satan's Robot , King Kong Escapes , The Terrornauts , Barbarella , Superargo and the Faceless Giants , 2001: A Space Odyssey , Colossus: The Forbin Project , THX 1138 , Silent Running , Fantastic Planet , Gojira Tai Megaro , Sleeper , Westworld , Who ? , Dark Star , The Stepford Wives , Logan's Run , Demon Seed , Star Wars , Starship Invasions , War of the Planets , Message From Space , The Black Hole , C.H.O.M.P.S. , Star Odyssey , Star Trek: The Motion Picture , Unidentified Flying Oddball , Clash of the Titans , Heavy Metal , Android , Tron , Superman III , Electric Dreams , The Last Starfighter , D.A.R.Y.L. , Chopping Mall , Deadly Friend , Eliminators , Flight of the Navigator , Pee-wee's Playhouse , SpaceCamp , *batteries not included , Cherry 2000 , Making Mr. Right , RoboCop , Back to the Future Part II , Edward Scissorhands , Hardware , Spaced Invaders , And You Thought Your Parents Were Weird , Bill & Ted's Bogus Journey , Terminator 2: Judgment Day , Alien 3 , Toys , Universal Soldier , RoboCop 3 , APEX , Star Trek , Death Machine , Evolver , Judge Dredd , Virtuosity , Robo Warriors , Star Trek: First Contact , Alien: Resurrection , Flubber , The Outsider , Austin Powers: The Spy Who Shagged Me , Inspector Gadget , The Matrix , Star Wars: Episode I - The Phantom Menace , Artificial Intelligence: A.I. , The Adventures of Pluto Nash , Minority Report , The Santa Clause 2 , S1m0ne , Treasure Planet , Inspector Gadget 2 , Terminator 3: Rise of the Machines , The Incredibles , I, Robot , Rottweiler , The Stepford Wives , The Hitchhiker's Guide to the Galaxy , ROBOTS , Stealth , Automatons , X-Men: The Last Stand , Meet the Robinsons , Transformers , Hellboy II: The Golden Army , Meet Dave , Moon , 9, Scooby-Doo! and the Samurai Sword , Terminator Salvation , Robot , Android Re-Enactment , The Muppets , Real Steel , Prometheus , Her , Big Hero 6 , Interstellar , The LEGO Movie , Chappie ,\n",
      "\n",
      "Cluster 1 Robot: The Automatic Motorist (1911, UK) Homunculus (1916, Ger.) A Clever Dummy (1917), , , , Giant Robot, Armor-Suited Robots, , The Tin Woodman (Jack Haley), \"Killer\" Robot, \"Dynamo Dan\", Penelope Belman (Patricia Roc) (l to r): Olga, Penelope, Professor Belman, , Ro-Man Great Guidance Death of Roy Ro-Man Kidnapping Alice Great Guidance Zapping Ro-Man, Martian Spacecraft Nyah (Patricia Laffan) Chani, Gog and Magog NOVAC Super-Computer, Venutian Robot, Tobor the Great Tobor's Head Tobor in a Jeep!, Kronos, Moguera Alien Mysteroids, The Human-Robot, Colossus, Dr. No (Joseph Wiseman) Dr. No's Demise, John, Astroboy (1963-66), Tobor the 8th Man, Talos, Alien Robots, Gigantor Jimmy Sparks with his Control Box, Dr. Who & the Daleks (1965, UK) Daleks' Invasion Earth 2150 A.D. (1966, UK), Cyborg Garth A7, , , Alien Robot, , , , , , , , , , , , , , , Pyramidal Shape Wheelchair, Artoo-Detoo (R2-D2) See-Threepio (C-3PO), Captain Rameses (Christopher Lee) Prof. Allan Duncan (Robert Vaughn) with a League Alien Robot Durbal (Paul Campbell), Wiz in Orion Space Center Oko with MK-31 Spaceship's Computer Hamilton with Crew Monstrous Robot Alien Computer, Beba-2 Robo-Waitress, V.I.N.cent B.O.B. (l), V.I.N.cent (r) Maximillian Sentinel Army Robots, , Alien Cyborg-Android Army Members Hercules IV Robots: Tiki and Tilly, Lieut. Ilia Replacement Android Ilia V'Ger, Tom Trimble and Robotic Doppelganger Hermes, , , Dr. Daniel with Max 404 Cassandra-1 Android Dr. Daniel, Kevin/Clu (Jeff Bridges) Recognizer, , , Starfighter Video Game Android Duplicate Beta Beta with Maggie Alex Beta's Wig, , , Bee Bee Deadly Friend, Abbott Reeves (Roy Dotrice) (l to r): Col. Hunter, Harry Fontana, Mandroid S.P.O.T., R.A.L.F. Max, , Jinx, \"Fix-It\" Robots, Cherry 2000, Dr. Peters and Ulysses, Robocop ED-209, Biff Tannen (Thomas F. Wilson) Biff Tannen in 2015 (Thomas F. Wilson) Griff in 2015 (Thomas F. Wilson), Edward Scissorhands With 'Father' Inventor (Vincent Price), M.A.R.K. 13, Enforcer Drone Martians Costumed Kathy (Ariana Richards) and Brian (the Duck) (J.J. Anderson) Shortstuff, Newman, Doppelgangers, Year 2029: Robotic skeletal machines Terminator T-800, Bishop 341-B Bishop II, Alsatia Zevo, UniSols, Destruction of Otomo (Bruce Locke) by RoboCop, APEX Probe A.P.E.X. Sterilization Units, Lt. Commander Data, The Death Machine - \"Warbeast\", Evolver, Judge Dredd, SID 6.7, , Borg Soldier Borg Queen Entrance, Call (Winona Ryder), Weebo Weebo's Hologram, Astor (Stacey Williams) The Outsider (Adam Kendrick) An Android's Brain, , Inspector Gadget (Broderick Crawford) Robo-Gadget Robo-Gadget Decapitated, Sentinels, , David Gigolo Joe (Jude Law) Gigolo Jane (Ashley Scott) Gigolo Joe and David The Blue Fairy David with Monica, Bruno (Randy Quaid), Spyder-Bots Blindfolded Anderton (Tom Cruise) Submerged in Tub of Ice Water Spyder-Bot Hovering Just Above Water Level, Toy Santa (Tim Allen) Toy Soldiers The Return of the Real Santa Clause (Tim Allen), S1m0ne, B.E.N. B.E.N. with Morph B.E.N. Rebooting John Silver Scroop, Gadgetmobile G2 (Elaine Hendrix), T-850 Terminatrix, or T-X, Omnidroid, Sonny (NS-5 Robot), Rottweiler, , Marvin, Rodney Rodney and Fender, EDI's CPU EDI Refueling EDI's Self-Sacrifice EDI's CPU Still Functioning, , (l to r, Wolverine, Colossus) Sentinel head, decapitated, DOR-15 Carl, , (l to r): Abe, Hellboy, and Liz Prince Nuada (Luke Goss) Nuada and Golden Army Warrior Hellboy vs. Golden Army, , , 1,2,5,6,7,8,9, Mystery, Inc. The Black Samurai Robot Ninjas Daphne and Sojo, T-600 Terminator Aerostat (\"Hunter-killer\") Harvester Moto-Terminator H-K Aerial Hydrobots, Sana (Aishwarya Rai) Chitti (Rajinikanth) Chitti and Sana Bohra's Malfunctioning Robot Chitti's Robot Clones, Android Blanks Candy Droober Ermus Running the Dinner Party Simulation, 80's Robot, Atom Noisy Boy Midas Zeus, Android David (Michael Fassbender) Surviving Engineer David's Decapitation, Theodore (Joaquin Phoenix) Samantha's picture, Baymax Baymax - Reprogrammed A Single Microbot Microbots Linked Together to Form a Hand, TARS CASE, Sheriff Not-a-Robot Robo Pilot, SCOUT MOOSE Chappie,\n",
      "\n",
      "Cluster 2 words: nan, terminator, nan, nan, nan, series, t-800, evolved, nan, t-x, future, connor, t-1000, resistance, killed, marvin, kyle, dog, dante, machine, cyborg, cyberdyne, nan, skynet, nan, human, videogame, cybernetic, nan, film, t-850, nan, nan, infiltrate, modeled, gpp, prototypical, kufard, genuine, programmed, robots, sent, tissue, year, personality, schwarzenegger, nan, john, arnold, t-rip,\n",
      "\n",
      "\n",
      "Cluster 2 Movie: Forbidden Planet , Invasion of The Neptune Men , Heartbeeps , Eve of Destruction , Blankman , Red Planet , Oblivion ,\n",
      "\n",
      "Cluster 2 Robot: Robby the Robot Poster, Neptune Men, Val Aqua Catskill Crimebuster Phil, Eve VIII, Blankman J-5, , Harper's Bubble Helicopter Drone Repair Sally Tet in Orbit Tet's Core,\n",
      "\n",
      "Cluster 3 words: nan, nan, nan, nan, nan, nan, robots, nan, nan, nan, nan, nan, nan, nan, film, nan, alien, nan, nan, droid, human, likeness, ripley, iron, android, alex, cab, killed, nan, eva, sam, metal, ash, perfect, ted, man, 're, johnny, bishop, energy, santa, real, sexes, told, sid, nan, olga, weapons, wallace, girl,\n",
      "\n",
      "\n",
      "Cluster 3 Movie: The Fairylogue and Radio-Plays , Metropolis , The Phantom Creeps , The Mechanical Monsters , The Creation of the Humanoids , Dr. Goldfoot and the Bikini Machine , Godzilla vs. MechaGodzilla , Wizards , The Shape of Things to Come, Galaxina , Saturn 3 , The Terminator , Return to Oz , Rocky IV , Weird Science , Short Circuit , Transformers: The Movie , Not Quite Human , Cyborg , Robot Jox , Total Recall , Guyver , Cyborg Cop , Robot Wars , The Wrong Trousers , Screamers , Solo , Austin Powers: International Man of Mystery , Lost in Space , Bicentennial Man , Futurama , Jason X , Metropolis , Star Trek Nemesis , WALL___E , Astro Boy , Super Capers: The Origins of Ed and the Missing Bullion , Eva , Ex Machina ,\n",
      "\n",
      "Cluster 3 Robot: , , , , Humanoids Dr. Raven's Closing Speech, Sexbots Robot # 11 - Diane (Susan Hart), , Necron-99, Cargo Ship Robot Kim with \"Sparks\" One of Omus' Robots The Death of Omus with Two of His Robots, , , T-800, Tik-Tok, , , Johnny-5, , Chip (Jay Underwood), Pearl Prophet, Giant Mega Robots, Johnny Cab, The Guyver, , , Techno-Trousers Feathers Modifying the Trousers \"It's the wrong trousers\", Screamers, Solo Solo II, , Robby the Robot Unnamed Cyclops Robot Humanoid Spider, , , KAY-EM 14 (Lisa Ryder), Tima, Lt. Cmdr. Data (Brent Spiner) B-4's Head Before Reassembly Data Deactivating B-4 Data Saying Goodbye to Picard Last Scene: Picard with B-4, WALL-E WALL-E and EVE M-O AUTO, Toby Astro Orrin Cora Trashcan Hamegg ZOG Peacekeeper, Ed Gruberman The Judge Red Dark Winged Vesper Herbert Q Robo Captain Sludge Cretin, Android SI-9 Eva (Claudia Vega) Max (Lluis Homar) Robotic Cat Gris, Ava (Alicia Vikander) Ava and Caleb One Last Look at Caleb,\n",
      "\n",
      "Cluster 4 words: fembots, austin, powerful, nan, nan, nan, nan, kensington, vanessa, sexbots, goldfoot, breasts, myers, dr., avalon, machine-gun, spy, nan, nan, diane, [, ], frankie, kamikaze, hurley, jubblies, nan, mike, 11, 1997, bride, newly-wed, nan, enticing, elizabeth, nan, husband, evil, attempted, second, charming, robots, international, self-destructively, film, sexy, soon, cold, eligible, assets,\n",
      "\n",
      "\n",
      "Cluster 4 Movie: The Day The Earth Stood Still , Alphaville , Wallace and Gromit ,\n",
      "\n",
      "Cluster 4 Robot: Gort Klaatu The 2008 Remake, , Preston Cyber-Dog,\n",
      "\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "from __future__ import print_function\n",
    "import codecs\n",
    "\n",
    "vocab_frame = pd.DataFrame({'words': filtered}, index = stemmed)\n",
    "\n",
    "terms = tfidf.get_feature_names()\n",
    "\n",
    "print(\"Top terms per cluster:\")\n",
    "print()\n",
    "#sort cluster centers by proximity to centroid\n",
    "order_centroids = km.cluster_centers_.argsort()[:, ::-1] \n",
    "order = []\n",
    "for i in range(num_clusters):\n",
    "    zi = order_centroids[i, :50]\n",
    "    order.append(zi)\n",
    "\n",
    "order_c =[]\n",
    "for i in range(num_clusters):\n",
    "    iz = order[i]\n",
    "    for j in range(1,num_clusters):\n",
    "        if i!=j:\n",
    "            iz = [x for x in iz if not x in order[j]]\n",
    "    order_c.append(iz)\n",
    "\n",
    "for i in range(num_clusters):\n",
    "    print(\"Cluster %d words:\" % i, end='')\n",
    "    \n",
    "    for ind in order[i]: #replace 6 with n words per cluster\n",
    "        ii = vocab_frame.ix[terms[ind].split(' ')].values.tolist()[0][0]\n",
    "        print(' %s' % ii, end=',')\n",
    "       \n",
    "    print() #add whitespace\n",
    "    print() #add whitespace\n",
    "    \n",
    "    print()\n",
    "    print(\"Cluster %d Movie:\" % i, end='')\n",
    "    for title in robot_raw.MovieName[robot_raw.clusters==i]:\n",
    "        print(' %s,' % title, end='')\n",
    "    \n",
    "    print()\n",
    "    print()\n",
    "    print(\"Cluster %d Robot:\" % i, end='')\n",
    "    for ts in robot_raw.RobotName[robot_raw.clusters==i]:\n",
    "        if len(title)>1:\n",
    "            print(' %s,' % ts, end='')\n",
    "        \n",
    "    print() #add whitespace\n",
    "    print() #add whitespace\n",
    "    \n",
    "print()\n",
    "print()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualization with plot.ly\n",
    "### Histogram\n",
    "https://plot.ly/~cojette/171/ \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 293,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<iframe id=\"igraph\" scrolling=\"no\" style=\"border:none;\"seamless=\"seamless\" src=\"https://plot.ly/~cojette/151.embed\" height=\"525px\" width=\"100%\"></iframe>"
      ],
      "text/plain": [
       "<plotly.tools.PlotlyDisplay object>"
      ]
     },
     "execution_count": 293,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "robots = robot_raw\n",
    "import plotly.plotly as py\n",
    "import plotly.graph_objs as go\n",
    "\n",
    "temp= robot_raw[\"Year\"].value_counts()\n",
    "\n",
    "data = [\n",
    "    go.Histogram(\n",
    "        x=robot_raw[\"Year\"],\n",
    "    )\n",
    "]\n",
    "#help(py.offline.plot)\n",
    "py.iplot(data)\n",
    "\n",
    "#robot_raw.to_csv(\"~/Documents/robot_raw1.csv\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Histogram with clustering results \n",
    "https://plot.ly/~cojette/175/\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<iframe id=\"igraph\" scrolling=\"no\" style=\"border:none;\"seamless=\"seamless\" src=\"https://plot.ly/~cojette/161.embed\" height=\"525px\" width=\"100%\"></iframe>"
      ],
      "text/plain": [
       "<plotly.tools.PlotlyDisplay object>"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "data1 = [\n",
    "    go.Histogram(\n",
    "        x=robot_raw.Year[robot_raw.clusters==0],\n",
    "        opacity = 0.70\n",
    "    ), go.Histogram(\n",
    "        x=robot_raw.Year[robot_raw.clusters==1],\n",
    "        opacity = 0.70\n",
    "    ), go.Histogram(\n",
    "        x=robot_raw.Year[robot_raw.clusters==2],\n",
    "        opacity = 0.70\n",
    "    ),  go.Histogram(\n",
    "        x=robot_raw.Year[robot_raw.clusters==3],\n",
    "        opacity = 0.70\n",
    "    ), go.Histogram(\n",
    "        x=robot_raw.Year[robot_raw.clusters==4],\n",
    "        opacity = 0.70\n",
    "    )\n",
    "]\n",
    "\n",
    "layout = go.Layout(\n",
    "    barmode='overlay'\n",
    ")\n",
    "fig = go.Figure(data=data1, layout=layout)\n",
    "py.iplot(fig)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<iframe id=\"igraph\" scrolling=\"no\" style=\"border:none;\"seamless=\"seamless\" src=\"https://plot.ly/~cojette/163.embed\" height=\"525px\" width=\"100%\"></iframe>"
      ],
      "text/plain": [
       "<plotly.tools.PlotlyDisplay object>"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "data2 = [\n",
    "    go.Histogram(\n",
    "        x=robot_raw.Year[robot_raw.Contents.str.contains(\"voice\")],\n",
    "        opacity = 0.70\n",
    "    ), go.Histogram(\n",
    "        x=robot_raw.Year[robot_raw.Contents.str.contains(\"dr.\")],\n",
    "        opacity = 0.70\n",
    "    ), go.Histogram(\n",
    "        x=robot_raw.Year[robot_raw.Contents.str.contains(\"earth\")],\n",
    "        opacity = 0.70\n",
    "    ),  go.Histogram(\n",
    "        x=robot_raw.Year[robot_raw.Contents.str.contains(\"android\")],\n",
    "        opacity = 0.70\n",
    "    )\n",
    "]\n",
    "\n",
    "layout = go.Layout(\n",
    "    barmode='overlay'\n",
    ")\n",
    "fig2 = go.Figure(data=data2,layout=layout)\n",
    "py.iplot(fig2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Scatter plot with clusters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 401,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib as mpl\n",
    "\n",
    "from sklearn.manifold import MDS\n",
    "from sklearn.metrics.pairwise import cosine_similarity\n",
    "\n",
    "MDS()\n",
    "dist = 1 - cosine_similarity(tfs)\n",
    "# convert two components as we're plotting points in a two-dimensional plane\n",
    "# \"precomputed\" because we provide a distance matrix\n",
    "# we will also specify `random_state` so the plot is reproducible.\n",
    "mds = MDS(n_components=2, dissimilarity=\"precomputed\", random_state=1)\n",
    "\n",
    "pos = mds.fit_transform(dist)  # shape (n_components, n_samples)\n",
    "\n",
    "xs, ys = pos[:, 0], pos[:, 1]\n",
    "print()\n",
    "print()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 402,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "ename": "KeyError",
     "evalue": "0",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-402-156e1e818e17>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m     45\u001b[0m \u001b[0;31m#add label in x,y position with the label as the film title\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     46\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 47\u001b[0;31m     \u001b[0max\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtext\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mix\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'x'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mix\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'y'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mix\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'title'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;36m20\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msize\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m8\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     48\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     49\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/Library/Frameworks/Python.framework/Versions/3.5/lib/python3.5/site-packages/pandas/core/indexing.py\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m     68\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_getitem_tuple\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     69\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 70\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_getitem_axis\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     71\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     72\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m_get_label\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlabel\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/Library/Frameworks/Python.framework/Versions/3.5/lib/python3.5/site-packages/pandas/core/indexing.py\u001b[0m in \u001b[0;36m_getitem_axis\u001b[0;34m(self, key, axis)\u001b[0m\n\u001b[1;32m    965\u001b[0m                     \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_get_loc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0maxis\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    966\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 967\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_get_label\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0maxis\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    968\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    969\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m_getitem_iterable\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/Library/Frameworks/Python.framework/Versions/3.5/lib/python3.5/site-packages/pandas/core/indexing.py\u001b[0m in \u001b[0;36m_get_label\u001b[0;34m(self, label, axis)\u001b[0m\n\u001b[1;32m     84\u001b[0m             \u001b[0;32mraise\u001b[0m \u001b[0mIndexingError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'no slices here, handle elsewhere'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     85\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 86\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mobj\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_xs\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlabel\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0maxis\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     87\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     88\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m_get_loc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/Library/Frameworks/Python.framework/Versions/3.5/lib/python3.5/site-packages/pandas/core/generic.py\u001b[0m in \u001b[0;36mxs\u001b[0;34m(self, key, axis, level, copy, drop_level)\u001b[0m\n\u001b[1;32m   1484\u001b[0m                                                       drop_level=drop_level)\n\u001b[1;32m   1485\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1486\u001b[0;31m             \u001b[0mloc\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1487\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1488\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mloc\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mndarray\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/Library/Frameworks/Python.framework/Versions/3.5/lib/python3.5/site-packages/pandas/core/index.py\u001b[0m in \u001b[0;36mget_loc\u001b[0;34m(self, key, method, tolerance)\u001b[0m\n\u001b[1;32m   1757\u001b[0m                                  'backfill or nearest lookups')\n\u001b[1;32m   1758\u001b[0m             \u001b[0mkey\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_values_from_object\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1759\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1760\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1761\u001b[0m         indexer = self.get_indexer([key], method=method,\n",
      "\u001b[0;32mpandas/index.pyx\u001b[0m in \u001b[0;36mpandas.index.IndexEngine.get_loc (pandas/index.c:3979)\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;32mpandas/index.pyx\u001b[0m in \u001b[0;36mpandas.index.IndexEngine.get_loc (pandas/index.c:3843)\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;32mpandas/hashtable.pyx\u001b[0m in \u001b[0;36mpandas.hashtable.Int64HashTable.get_item (pandas/hashtable.c:6525)\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;32mpandas/hashtable.pyx\u001b[0m in \u001b[0;36mpandas.hashtable.Int64HashTable.get_item (pandas/hashtable.c:6463)\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;31mKeyError\u001b[0m: 0"
     ]
    },
    {
     "data": {
      "image/png": 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bQCdbDxY+sovtp5cQn3bAqGVaqbAi2HcMU0NicLL1aMUsjbXnWWvbor79vNnz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\nZrtxqOZj5E8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10f1b5390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "%matplotlib inline \n",
    "\n",
    "\n",
    "#create data frame that has the result of the MDS plus the cluster numbers and titles\n",
    "df = pd.DataFrame(dict(x=xs, y=ys, label=robot_raw.clusters, title=robot_raw.MovieName)) \n",
    "\n",
    "#group by cluster\n",
    "groups = df.groupby('label')\n",
    "\n",
    "#set up colors per clusters using a dict\n",
    "cluster_colors = {0: '#1b9e77', 1: '#d95f02', 2: '#7570b3', 3: '#e7298a', 4: '#66a61e'}\n",
    "\n",
    "#set up cluster names using a dict\n",
    "cluster_names = {0: 'android, series, programmed', \n",
    "                 1: 'alien, planet, invaders', \n",
    "                 2: 'killed, voice, space', \n",
    "                 3: 'evil, scientist, termination', \n",
    "                 4: 'cyborg, starship, human'}\n",
    "\n",
    "# set up plot\n",
    "fig, ax = plt.subplots(figsize=(17, 9)) # set size\n",
    "ax.margins(0.05) # Optional, just adds 5% padding to the autoscaling\n",
    "\n",
    "#iterate through groups to layer the plot\n",
    "#note that I use the cluster_name and cluster_color dicts with the 'name' lookup to return the appropriate color/label\n",
    "for name, group in groups:\n",
    "    ax.plot(group.x, group.y, marker='o', linestyle='', ms=12, \n",
    "            label=cluster_names[name], color=cluster_colors[name], \n",
    "            mec='none')\n",
    "    ax.set_aspect('auto')\n",
    "    ax.tick_params(\\\n",
    "        axis= 'x',          # changes apply to the x-axis\n",
    "        which='both',      # both major and minor ticks are affected\n",
    "        bottom='off',      # ticks along the bottom edge are off\n",
    "        top='off',         # ticks along the top edge are off\n",
    "        labelbottom='off')\n",
    "    ax.tick_params(\\\n",
    "        axis= 'y',         # changes apply to the y-axis\n",
    "        which='both',      # both major and minor ticks are affected\n",
    "        left='off',      # ticks along the bottom edge are off\n",
    "        top='off',         # ticks along the top edge are off\n",
    "        labelleft='off')\n",
    "    \n",
    "ax.legend(numpoints=1)  #show legend with only 1 point\n",
    "\n",
    "#add label in x,y position with the label as the film title\n",
    "for i in range(len(df)):\n",
    "    ax.text(df.ix[i]['x'], df.ix[i]['y'], df.ix[i]['title'][0:20], size=8)  \n",
    "\n",
    "    \n",
    "py.iplot_mpl(fig)   \n",
    "#plt.show() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'xs' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-40-658b6c7dc4cd>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mnumpy\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m \u001b[0mdf\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mDataFrame\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdict\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mxs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mys\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlabel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mrobot_raw\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mclusters\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtitle\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mrobot_raw\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mMovieName\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mimage\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mrobot_raw\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mimage\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      6\u001b[0m \u001b[0mgroups\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgroupby\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'label'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      7\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mNameError\u001b[0m: name 'xs' is not defined"
     ]
    }
   ],
   "source": [
    "import plotly.plotly as py\n",
    "import plotly.graph_objs as go\n",
    "import numpy as np\n",
    "\n",
    "df = pd.DataFrame(dict(x=xs, y=ys, label=robot_raw.clusters, title=robot_raw.MovieName, image = robot_raw.image)) \n",
    "groups = df.groupby('label')\n",
    "\n",
    "\n",
    "trace0 = go.Scatter(\n",
    "    x=df.x[df.label==0],\n",
    "    y=df.y[df.label==0],\n",
    "    mode='markers',\n",
    "    text = df.title[df.label==0], \n",
    "    name= cluster_names[0],\n",
    "    marker=dict(\n",
    "        size='10',\n",
    "        color = df.label[0], #set color equal to a variable\n",
    "    )\n",
    ")\n",
    "trace1 = go.Scatter(\n",
    "    x=df.x[df.label==1],\n",
    "    y=df.y[df.label==1],\n",
    "    mode='markers',\n",
    "    text = df.title[df.label==1], \n",
    "    name= cluster_names[1],\n",
    "    marker=dict(\n",
    "        size='10',\n",
    "        color = df.label[1], #set color equal to a variable\n",
    "    )\n",
    ")\n",
    "trace2 = go.Scatter(\n",
    "    x=df.x[df.label==2],\n",
    "    y=df.y[df.label==2],\n",
    "    mode='markers',\n",
    "    text = df.title[df.label==2], \n",
    "    name= cluster_names[2],\n",
    "    marker=dict(\n",
    "        size='10',\n",
    "        color = df.label[2], #set color equal to a variable\n",
    "    )\n",
    ")\n",
    "trace3 = go.Scatter(\n",
    "    x=df.x[df.label==3],\n",
    "    y=df.y[df.label==3],\n",
    "    mode='markers',\n",
    "    text = df.title[df.label==3], \n",
    "    name= cluster_names[3],\n",
    "    marker=dict(\n",
    "        size='10',\n",
    "        color = df.label[3], #set color equal to a variable\n",
    "    )\n",
    ")\n",
    "trace4 = go.Scatter(\n",
    "    x=df.x[df.label==4],\n",
    "    y=df.y[df.label==4],\n",
    "    mode='markers',\n",
    "    text = df.title[df.label==4], \n",
    "    name= cluster_names[4],\n",
    "    marker=dict(\n",
    "        size='10',\n",
    "        color = df.label[4], #set color equal to a variable\n",
    "    )\n",
    ")\n",
    "\n",
    "\n",
    "layout = {\n",
    "    'xaxis': {\n",
    "        'showticklabels': False,\n",
    "        'autotick': True,\n",
    "        'showgrid': False,\n",
    "        'zeroline': False,\n",
    "    },\n",
    "    'yaxis': {\n",
    "        'showticklabels': False,\n",
    "        'autotick': True,\n",
    "        'showgrid': False,\n",
    "        'zeroline': False,\n",
    "    },\n",
    "    'shapes': [\n",
    "        {\n",
    "            'type': 'circle',\n",
    "            'xref': 'x',\n",
    "            'yref': 'y',\n",
    "            'x0': min(df.x[df.label==0]),\n",
    "            'y0': min(df.y[df.label==0]),\n",
    "            'x1': max(df.x[df.label==0]),\n",
    "            'y1': max(df.y[df.label==0]),\n",
    "            'opacity': 0.15,\n",
    "            'fillcolor': 'blue',\n",
    "            'line': {\n",
    "                'color': 'blue',\n",
    "            },\n",
    "            \n",
    "        },\n",
    "        {\n",
    "            'type': 'circle',\n",
    "            'xref': 'x',\n",
    "            'yref': 'y',\n",
    "            'x0': min(df.x[df.label==1]),\n",
    "            'y0': min(df.y[df.label==1]),\n",
    "            'x1': max(df.x[df.label==1]),\n",
    "            'y1': max(df.y[df.label==1]),\n",
    "            'opacity': 0.15,\n",
    "            'fillcolor': 'orange',\n",
    "            'line': {\n",
    "                'color': 'orange',\n",
    "            },\n",
    "           \n",
    "        },\n",
    "        {\n",
    "            'type': 'circle',\n",
    "            'xref': 'x',\n",
    "            'yref': 'y',\n",
    "            'x0': min(df.x[df.label==2]),\n",
    "            'y0': min(df.y[df.label==2]),\n",
    "            'x1': max(df.x[df.label==2]),\n",
    "            'y1': max(df.y[df.label==2]),\n",
    "            'opacity': 0.15,\n",
    "            'fillcolor': 'violet',\n",
    "            'line': {\n",
    "                'color': 'violet',\n",
    "            },\n",
    "           \n",
    "        },\n",
    "        {\n",
    "            'type': 'circle',\n",
    "            'xref': 'x',\n",
    "            'yref': 'y',\n",
    "            'x0': min(df.x[df.label==3]),\n",
    "            'y0': min(df.y[df.label==3]),\n",
    "            'x1': max(df.x[df.label==3]),\n",
    "            'y1': max(df.y[df.label==3]),\n",
    "            'opacity': 0.15,\n",
    "            'fillcolor': 'red',\n",
    "            'line': {\n",
    "                'color': 'red',\n",
    "            },\n",
    "         \n",
    "        },\n",
    "        {\n",
    "            'type': 'circle',\n",
    "            'xref': 'x',\n",
    "            'yref': 'y',\n",
    "            'x0': min(df.x[df.label==4]),\n",
    "            'y0': min(df.y[df.label==4]),\n",
    "            'x1': max(df.x[df.label==4]),\n",
    "            'y1': max(df.y[df.label==4]),\n",
    "            'opacity': 0.15,\n",
    "            'fillcolor': 'yellow',\n",
    "            'line': {\n",
    "                'color': 'yellow',\n",
    "            },\n",
    "       \n",
    "        },\n",
    "    ],\n",
    "    'height': 600,\n",
    "    'width': 800,\n",
    "}\n",
    "\n",
    "fig = {\n",
    "    'data': [trace0, trace1, trace2, trace3, trace4],\n",
    "    'layout': layout,\n",
    "}\n",
    "fig1 = go.Figure(data=[trace0, trace1, trace2, trace3, trace4], layout=layout)\n",
    "py.iplot(fig1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'df' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-1-09ffa0dfdfae>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      6\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      7\u001b[0m \u001b[0mG\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mnx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mGraph\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 8\u001b[0;31m \u001b[0mG\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0madd_node\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtitle\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      9\u001b[0m \u001b[0mG\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0madd_edge\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpos\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     10\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mNameError\u001b[0m: name 'df' is not defined"
     ]
    }
   ],
   "source": [
    "##https://plot.ly/~cojette/177/literature-automaton-original-android-dr-human-killed-battle-metal-monster-giant/ \n",
    "\n",
    "import plotly.plotly as py\n",
    "from plotly.graph_objs import *\n",
    "\n",
    "import networkx as nx\n",
    "\n",
    "G=nx.Graph()\n",
    "G.add_node(df.title)\n",
    "G.add_edge(pos)\n",
    "\n",
    "edge_trace = Scatter(\n",
    "    x=[], \n",
    "    y=[], \n",
    "    line=Line(width=0.5,color='#888'),\n",
    "    hoverinfo='none',\n",
    "    mode='lines')\n",
    "\n",
    "for edge in G.edges():\n",
    "    x0, y0 = G.node[edge[0]]['pos']\n",
    "    x1, y1 = G.node[edge[1]]['pos']\n",
    "    edge_trace['x'] += [x0, x1, None]\n",
    "    edge_trace['y'] += [y0, y1, None]\n",
    "\n",
    "node_trace = Scatter(\n",
    "    x=[], \n",
    "    y=[], \n",
    "    text=[],\n",
    "    mode='markers', \n",
    "    hoverinfo='text',\n",
    "    marker=Marker(\n",
    "        showscale=True,\n",
    "        # colorscale options\n",
    "        # 'Greys' | 'Greens' | 'Bluered' | 'Hot' | 'Picnic' | 'Portland' |\n",
    "        # Jet' | 'RdBu' | 'Blackbody' | 'Earth' | 'Electric' | 'YIOrRd' | 'YIGnBu'\n",
    "        colorscale='YIGnBu',\n",
    "        reversescale=True,\n",
    "        color=[], \n",
    "        size=10,         \n",
    "        colorbar=dict(\n",
    "            thickness=15,\n",
    "            title='Node Connections',\n",
    "            xanchor='left',\n",
    "            titleside='right'\n",
    "        ),\n",
    "        line=dict(width=2)))\n",
    "\n",
    "for node in G.nodes():\n",
    "    x, y = G.node[node]['pos']\n",
    "    node_trace['x'].append(x)\n",
    "    node_trace['y'].append(y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  (0, 2794)\t0.0707514766688\n",
      "  (0, 5081)\t0.0535604203241\n",
      "  (0, 2066)\t0.0504203305327\n",
      "  (0, 417)\t0.0879425330136\n",
      "  (0, 4684)\t0.0418680289173\n",
      "  (0, 3806)\t0.0227426646243\n",
      "  (0, 6784)\t0.0736044396186\n",
      "  (0, 337)\t0.0879425330136\n",
      "  (0, 2386)\t0.05114827452\n",
      "  (0, 756)\t0.0414615651858\n",
      "  (0, 3221)\t0.0662498351272\n",
      "  (0, 4033)\t0.0612666794759\n",
      "  (0, 5)\t0.0253787930583\n",
      "  (0, 1671)\t0.0574929819215\n",
      "  (0, 40)\t0.0879425330136\n",
      "  (0, 3299)\t0.081597825612\n",
      "  (0, 2866)\t0.0574929819215\n",
      "  (0, 2747)\t0.0544548336882\n",
      "  (0, 2926)\t0.0574929819215\n",
      "  (0, 2757)\t0.081597825612\n",
      "  (0, 8626)\t0.0662498351272\n",
      "  (0, 8424)\t0.0574929819215\n",
      "  (0, 7641)\t0.0879425330136\n",
      "  (0, 5083)\t0.0535604203241\n",
      "  (0, 6150)\t0.081597825612\n",
      "  :\t:\n",
      "  (201, 7768)\t0.0704793528636\n",
      "  (201, 8437)\t0.0474374549206\n",
      "  (201, 6660)\t0.0267761664629\n",
      "  (201, 4060)\t0.0532565049014\n",
      "  (201, 2971)\t0.0661164605457\n",
      "  (201, 3342)\t0.0889526759196\n",
      "  (201, 5953)\t0.0541619072698\n",
      "  (201, 510)\t0.0831336259388\n",
      "  (201, 6866)\t0.0503503926327\n",
      "  (201, 5)\t0.0359716417414\n",
      "  (201, 1289)\t0.0747168200891\n",
      "  (201, 6)\t0.0538219906326\n",
      "  (201, 436)\t0.0538219906326\n",
      "  (201, 7463)\t0.10432617999\n",
      "  (201, 5654)\t0.0968634686867\n",
      "  (201, 122)\t0.0891552224215\n",
      "  (201, 2054)\t0.0467653041467\n",
      "  (201, 119)\t0.221792780836\n",
      "  (201, 94)\t0.0243588406521\n",
      "  (201, 688)\t0.0519641425845\n",
      "  (201, 8459)\t0.0463701199868\n",
      "  (201, 117)\t0.0665378342508\n",
      "  (201, 116)\t0.0665378342508\n",
      "  (201, 7003)\t0.161113759095\n",
      "  (201, 3095)\t0.0258546395732\n"
     ]
    }
   ],
   "source": [
    "print(pos)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 365,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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    }
   ],
   "source": [
    "## image preview function\n",
    "def disp_image(url):\n",
    "    if len(url)>3:\n",
    "        display(Image(url))\n",
    "    else:\n",
    "       display(Image(\"https://upload.wikimedia.org/wikipedia/en/4/48/Blank.JPG\"))\n",
    "        \n",
    "def spl_url(url):\n",
    "    r_url = url.split(';')[0].strip()\n",
    "    print(len(r_url))\n",
    "    if (len(r_url)<3):\n",
    "        r_url=\"https://upload.wikimedia.org/wikipedia/en/4/48/Blank.JPG\"\n",
    "    elif(r_url[len(r_url)-2]=='.'):\n",
    "        r_url=\"https://upload.wikimedia.org/wikipedia/en/4/48/Blank.JPG\"\n",
    "    return r_url;\n",
    "\n",
    "\n",
    "robot_raw['image']=robot_raw[\"image\"].apply(spl_url)\n",
    "\n",
    "#robot_raw['image'].apply(disp_image)\n",
    "\n"
   ]
  }
 ],
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