coref/coref.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "! pip -q install neuralcoref"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import spacy\n",
    "import pickle\n",
    "from collections import Counter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import neuralcoref"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: en_core_web_lg==2.1.0 from https://github.com/explosion/spacy-models/releases/download/en_core_web_lg-2.1.0/en_core_web_lg-2.1.0.tar.gz#egg=en_core_web_lg==2.1.0 in /home/ismail/anaconda3/lib/python3.7/site-packages (2.1.0)\n",
      "\u001b[38;5;2m✔ Download and installation successful\u001b[0m\n",
      "You can now load the model via spacy.load('en_core_web_lg')\n"
     ]
    }
   ],
   "source": [
    "! python -m spacy download en_core_web_lg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "nlp = spacy.load('en_core_web_lg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<spacy.lang.en.English at 0x7f514441a790>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "neuralcoref.add_to_pipe(nlp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "coref.ipynb\t      episodes_data.pickle\t\tsummaries.txt\r\n",
      "coref_results.pickle  query_character_summaries.pickle\tSummary.ipynb\r\n"
     ]
    }
   ],
   "source": [
    "! ls "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "d = pickle.load(open('episodes_data.pickle', 'rb'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "full_text = {}\n",
    "for ep in d:\n",
    "    full_text[ep] = [s[1].replace('\\n', ' ').replace('Billie', 'Billy') for s in d[ep]['summaries']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Kat persuades Stacey and Jean to come to R&R with her and Kim, leaving Charlie and Alfie to look after Lily. Alfie quickly escapes to the barrel store. There, Alfie fixes the new television to the wall, it falls off and smashes. Alfie joins the girls in R&R. Charlie has to pick up Mo and leaves Lily with Pat. Lily won’t settle so Pat takes her for a walk. Janine accuses Ryan of wanting to go to R&R because he knew Stacey would be there. Ryan denies it and leaves, Janine stays in the club. Julie explains that she was moved to another home when pregnant, their baby was taken away a week after she gave birth. Billy’s angry, first saying the baby should have stayed with them, then insisting Julie shouldn’t have told him about their son at all. Julie leaves, telling Billy he hasn’t changed. Carol ends up in R&R, Billy joins her. The pair get drunk together. Carol cries, Billy tries to kiss her. When Carol rejects his advances, Billy insults her. Billy then unsuccessfully propositions Jean. Stacey realises Billy’s upset her mum, Janine and Kat get drawn into their argument before Alfie steps in. Ricky takes Carol home, Bianca storms to R&R to confront Billy. Giving Lily to Ryan, Pat follows Bianca into the club, worried. Bianca shouts at Billy. When Bianca backs off, Billy says she’s just like all the other ‘scrubbers’ there. Billy then turns on Stacey, who hits him. Janine pulls out a chunk of Stacey’s hair. Kat and Janine hit each other. Billy staggers away from the fight. Someone puts their hand on Billy’s shoulder, he instinctively turns round and hits them - unfortunately it’s a policeman. Roxy’s jealous when Christian brings Syed to R&R. Christian’s furious when Roxy deliberately spikes Syed’s drink. ',\n",
       " 'Kim, Kat, Stacey, Pat and Janine are shut in a cell together. Stacey’s worried about Lily, and Pat admits she’s with Ryan, not Charlie. Stacey asks the police officer to phone Ryan. The girls play a game,\\xa0each saying something they’ve never done, to discover who else has done it. When Janine taunts Stacey, Stacey blurts out ‘I’ve never been engaged to a dirty old rapist’. Janine doesn’t believe it. Stacey quickly backtracks, then becomes distressed and when Pat gently asks if Archie raped her, she nods. Pat and Kat think this explains why Bradley killed Archie. Pat and Janine discuss Ryan, Stacey’s lies awake, listening. The next morning, the police let the women go with a caution. Billy and Alfie are locked in another cell. Billy talks about the horrors he experienced in care. An officer tells Billy they’re not going to press charges. Alfie’s frustrated when this doesn’t cheer Billy up. Billy has a panic attack and Alfie calmly talks him through it. Billy thanks Alfie and remembers Julie used to calm him down like that. Billy admits he always hated Alfie, especially when he was with Little Mo. He’s sure Alfie will always be better off than him, until Alfie admits Kat’s baby isn’t his. Billy assures Alfie the baby’s lucky to have him. Later, Billy calls Julie. Ryan’s terrified, he doesn’t know what to do with Lily. He asks Whitney to look after the baby, he can’t do it. Later, when Ryan’s out of the room, Whitney leaves. Ryan finds a note on Lily – ‘you can’. Anxious, after discovering there was no answer when the police called Ryan, Stacey and Janine rush home. They find Lily asleep with doting father Ryan lying next to her. Ryan tells them he doesn’t care what either of them say, he’s doing this. ',\n",
       " 'Ryan remains adamant that he wants to be a father to Lily, much to Janine’s displeasure. Ryan grows frustrated when his attempts to see Lily are thwarted by the Slaters. Feeling for Ryan, Janine decides to intervene. Having researched the official channels for Ryan to gain access to Lily, Janine presents her findings to a dismayed Stacey. With Ryan unwilling to back down, Stacey relents that he can be involved, provided he pays child maintenance. Ryan sets about finding another job in order to raise the maintenance funds. Having sought work at the Arches, Ryan returns to Stacey to visit Lily. Having witnessed Ryan and Stacey together with their daughter, Kat is convinced that Stacey fancies Ryan and that they should make a family. Stacey’s dismissive; she doesn’t want to wreck another marriage, but Kat deviously assures her that she’ll take care of it. With the deadline looming for paying the Vic rent, Alfie avoids Phil. He assures Kat that he has everything under control. Alfie decides to get involved in Jack’s poker night in an effort to raise funds. The game begins, with Jack, Alfie, Max and Patrick unimpressed when Roxy and Christian arrive to join in. With everyone else out of the game, Alfie and Roxy are left facing off. As the stakes get increasingly high with both parties putting in all their money, a quietly confident Alfie reveals his hand. He’s devastated when Roxy trumps him with a straight flush and pockets all the winnings. Unable to face Billy’s death, an increasingly fraught Carol begins to unravel. Taking out her anguish on the family, she brands Jim a racist. When Morgan spills ketchup on Billy’s jumper, Liam takes the blame. At breaking point, a furious Carol lashes out; hitting Liam across the head. ',\n",
       " 'With Liam sporting a cut on his head, Carol’s wracked with guilt for having struck him. She organises a family dinner in an effort to regain some normality, but as one by one the family cancel, Carol’s left despondent. Concerned for her mother, Bianca tries to impress upon everyone the importance of the meal. Carol’s touched when the family rally round her for the dinner. The atmosphere quickly changes when Bianca discovers the gash on Liam’s head. As Carol confesses, a horrified Bianca berates her. Carol bites back, blaming Bianca for Billy’s death and slamming everyone in turn for their part in it. They’re shocked as she reveals that they’re all banned from Billy’s funeral. Stacey agrees to let Ryan look after Lily, but is adamant she doesn’t want Janine involved. Janine attempts to play the role of adoring stepmother, but finds it a struggle to keep up the pretence. Ryan’s forced to leave Lily with Janine when he visits Phil for a job. Ryan manages to impress Phil by offering his skills in the car-nicking business. Discovering that Lily was left with Janine, a furious Stacey lambasts Ryan, but finds herself disarmed when he shows the effort he’s making to be responsible and provide. Billy’s bolstered when Julie helps on the stall and they make a great team. As they reminisce about their youths, talk turns to their son. Billy’s wistful about him, but Julie maintains that it should be left in the past. Alone later, Billy contacts the adoption agency in search of his son. With the Vic rent due, a panicked Alfie desperately tries to raise the funds. Having been unable to come up with the money, Alfie goes to face Phil. He’s stunned to discover that Roxy’s paid the rent for him as a goodwill gesture. ']"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "full_text['5531550228324592939.mp4']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "87"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_chars = []\n",
    "for ep in d:\n",
    "    all_chars.extend(d[ep]['characters'])\n",
    "len(set(all_chars))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "ep_characters = {}\n",
    "for ep in d:\n",
    "    ep_characters[ep] = [c.split(' ')[0] for c in d[ep]['characters']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'5531550228324592939.mp4': ['Carol',\n",
       "  'Bianca',\n",
       "  'Liam',\n",
       "  'Ricky',\n",
       "  'Whitney',\n",
       "  'Max',\n",
       "  'Jack',\n",
       "  'Dot',\n",
       "  'Lauren',\n",
       "  'Pat',\n",
       "  'Ryan',\n",
       "  'Janine',\n",
       "  'Stacey',\n",
       "  'Kat',\n",
       "  'Alfie',\n",
       "  'Roxy',\n",
       "  'Phil',\n",
       "  'Billy',\n",
       "  'Julie',\n",
       "  'Jay',\n",
       "  'Christian',\n",
       "  'Syed',\n",
       "  'Kim',\n",
       "  'Jean',\n",
       "  'Jim',\n",
       "  'Charlie',\n",
       "  'Patrick',\n",
       "  'Morgan',\n",
       "  'Sgt'],\n",
       " '5534228999422914578.mp4': ['Janine',\n",
       "  'Ryan',\n",
       "  'Stacey',\n",
       "  'Kat',\n",
       "  'Alfie',\n",
       "  'Carol',\n",
       "  'Glenda',\n",
       "  'Pat',\n",
       "  'Bianca',\n",
       "  'Ricky',\n",
       "  'Max',\n",
       "  'Lauren',\n",
       "  'Jack',\n",
       "  'Vanessa',\n",
       "  'Darren',\n",
       "  'Jodie',\n",
       "  'Jay',\n",
       "  'Billy',\n",
       "  'Julie',\n",
       "  'Charlie',\n",
       "  'Jean',\n",
       "  'Masood',\n",
       "  'Arthur',\n",
       "  'Mercy',\n",
       "  'Tanya',\n",
       "  'Greg',\n",
       "  'Dot',\n",
       "  'Jim',\n",
       "  'Alan',\n",
       "  'Blossom',\n",
       "  'Harry',\n",
       "  'Abi',\n",
       "  'Liam',\n",
       "  'Morgan',\n",
       "  'Whitney',\n",
       "  'Peter',\n",
       "  'Tracey',\n",
       "  'Connor',\n",
       "  'Mitch',\n",
       "  'Mr',\n",
       "  'Vicky'],\n",
       " '5539381671692122744.mp4': ['Vanessa',\n",
       "  'Jodie',\n",
       "  'Harry',\n",
       "  'Max',\n",
       "  'Darren',\n",
       "  'Kat',\n",
       "  'Alfie',\n",
       "  'Roxy',\n",
       "  'Ronnie',\n",
       "  'Jack',\n",
       "  'Ian',\n",
       "  'Jane',\n",
       "  'Connor',\n",
       "  'Sal',\n",
       "  'Bianca',\n",
       "  'Stacey',\n",
       "  'Mo',\n",
       "  'Charlie',\n",
       "  'Jean',\n",
       "  'Glenda',\n",
       "  'Carol',\n",
       "  'Billy',\n",
       "  'Jay',\n",
       "  'Kim',\n",
       "  'Heather',\n",
       "  'Phil',\n",
       "  'Shirley',\n",
       "  'Masood',\n",
       "  'Tamwar',\n",
       "  'Julie',\n",
       "  'Dot',\n",
       "  'Lauren',\n",
       "  'Jim',\n",
       "  'Hotel',\n",
       "  'Superintendent',\n",
       "  'Stripper'],\n",
       " '5542003749222140011.mp4': ['Max',\n",
       "  'Jean',\n",
       "  'Ryan',\n",
       "  'Stacey',\n",
       "  'Lauren',\n",
       "  'Vanessa',\n",
       "  'Shirley',\n",
       "  'Phil',\n",
       "  'Billy',\n",
       "  'Julie',\n",
       "  'Roxy',\n",
       "  'Tamwar',\n",
       "  'Afia',\n",
       "  'Zainab',\n",
       "  'Masood',\n",
       "  'Jodie',\n",
       "  'Darren',\n",
       "  'Bianca',\n",
       "  'Carol',\n",
       "  'Connor',\n",
       "  'Connor',\n",
       "  'Janine',\n",
       "  'Heather',\n",
       "  'Whitney',\n",
       "  'Peter',\n",
       "  'Tiffany',\n",
       "  'Abi'],\n",
       " '5544574287152993687.mp4': ['Masood',\n",
       "  'Jane',\n",
       "  'Ian',\n",
       "  'Zainab',\n",
       "  'Janine',\n",
       "  'Ryan',\n",
       "  'Pat',\n",
       "  'Phil',\n",
       "  'Glenda',\n",
       "  'Shirley',\n",
       "  'Alfie',\n",
       "  'Kat',\n",
       "  'Bianca',\n",
       "  'Carol',\n",
       "  'Connor',\n",
       "  'Patrick',\n",
       "  'Billy',\n",
       "  'Christian',\n",
       "  'Peter',\n",
       "  'Tamwar',\n",
       "  'Afia',\n",
       "  'Yusef',\n",
       "  'Ricky',\n",
       "  'Denise',\n",
       "  'Mo',\n",
       "  'Whitney',\n",
       "  'Jay',\n",
       "  'Vanessa',\n",
       "  'Lauren',\n",
       "  'Max',\n",
       "  'Roxy',\n",
       "  'Heather',\n",
       "  'Mr',\n",
       "  'Bushra',\n",
       "  'Maria',\n",
       "  'Lad'],\n",
       " '5544620672795594434.mp4': ['Masood',\n",
       "  'Jane',\n",
       "  'Ian',\n",
       "  'Zainab',\n",
       "  'Janine',\n",
       "  'Ryan',\n",
       "  'Pat',\n",
       "  'Phil',\n",
       "  'Glenda',\n",
       "  'Shirley',\n",
       "  'Alfie',\n",
       "  'Kat',\n",
       "  'Bianca',\n",
       "  'Carol',\n",
       "  'Connor',\n",
       "  'Patrick',\n",
       "  'Billy',\n",
       "  'Christian',\n",
       "  'Peter',\n",
       "  'Tamwar',\n",
       "  'Afia',\n",
       "  'Yusef',\n",
       "  'Ricky',\n",
       "  'Denise',\n",
       "  'Mo',\n",
       "  'Whitney',\n",
       "  'Jay',\n",
       "  'Vanessa',\n",
       "  'Lauren',\n",
       "  'Max',\n",
       "  'Roxy',\n",
       "  'Heather',\n",
       "  'Mr',\n",
       "  'Bushra',\n",
       "  'Maria',\n",
       "  'Lad'],\n",
       " '5547193787702629969.mp4': ['Billy',\n",
       "  'Julie',\n",
       "  'Ryan',\n",
       "  'Stacey',\n",
       "  'Masood',\n",
       "  'Zainab',\n",
       "  'Jane',\n",
       "  'Ian',\n",
       "  'Glenda',\n",
       "  'Kat',\n",
       "  'Janine',\n",
       "  'Syed',\n",
       "  'Christian',\n",
       "  'Tamwar',\n",
       "  'Afia',\n",
       "  'Dot',\n",
       "  'Heather',\n",
       "  'Arthur',\n",
       "  'Phil',\n",
       "  'Carol',\n",
       "  'Charlie',\n",
       "  'Jean',\n",
       "  'Mo',\n",
       "  'Patrick',\n",
       "  'Jim',\n",
       "  'Peter',\n",
       "  'Lauren',\n",
       "  'Grace',\n",
       "  'Mercy',\n",
       "  'Edward',\n",
       "  'Cab'],\n",
       " '5549784941472309008.mp4': ['Janine',\n",
       "  'Ryan',\n",
       "  'Stacey',\n",
       "  'Kat',\n",
       "  'Jean',\n",
       "  'Pat',\n",
       "  'Glenda',\n",
       "  'Phil',\n",
       "  'Billy',\n",
       "  'Julie',\n",
       "  'Ian',\n",
       "  'Jane',\n",
       "  'Peter',\n",
       "  'Whitney',\n",
       "  'Christian',\n",
       "  'Syed',\n",
       "  'Lauren',\n",
       "  'Arthur',\n",
       "  'Dot',\n",
       "  'Alfie',\n",
       "  'Shirley',\n",
       "  'Jay',\n",
       "  'Mo',\n",
       "  'Bobby',\n",
       "  'Connor',\n",
       "  'Maria',\n",
       "  'Roger',\n",
       "  'Policeman'],\n",
       " '5552368364300855101.mp4': ['Janine',\n",
       "  'Ryan',\n",
       "  'Stacey',\n",
       "  'Ronnie',\n",
       "  'Jack',\n",
       "  'Max',\n",
       "  'Glenda',\n",
       "  'Ian',\n",
       "  'Jane',\n",
       "  'Peter',\n",
       "  'Phil',\n",
       "  'Shirley',\n",
       "  'Ben',\n",
       "  'Jay',\n",
       "  'Whitney',\n",
       "  'Carol',\n",
       "  'Bianca',\n",
       "  'Ricky',\n",
       "  'Kat',\n",
       "  'Jean',\n",
       "  'Denise',\n",
       "  'Kim',\n",
       "  'Dot',\n",
       "  'Arthur',\n",
       "  'Billy',\n",
       "  'Julie',\n",
       "  'Roxy',\n",
       "  'Lauren',\n",
       "  'Abi',\n",
       "  'Heather',\n",
       "  'Alfie',\n",
       "  'Pat',\n",
       "  'Connor',\n",
       "  'Morgan'],\n",
       " '5555325449284154780.mp4': ['Ryan',\n",
       "  'Janine',\n",
       "  'Stacey',\n",
       "  'Max',\n",
       "  'Jean',\n",
       "  'Ronnie',\n",
       "  'Roxy',\n",
       "  'Kat',\n",
       "  'Alfie',\n",
       "  'Lauren',\n",
       "  'Tanya',\n",
       "  'Abi',\n",
       "  'Greg',\n",
       "  'Vanessa',\n",
       "  'Dot',\n",
       "  'Pat',\n",
       "  'Bianca',\n",
       "  'Ricky',\n",
       "  'Charlie',\n",
       "  'Mo',\n",
       "  'Phil',\n",
       "  'Shirley',\n",
       "  'Heather',\n",
       "  'Billy',\n",
       "  'Julie',\n",
       "  'Jay',\n",
       "  'Ben',\n",
       "  'Kim',\n",
       "  'Denise',\n",
       "  'Jordan',\n",
       "  'Gloria',\n",
       "  'Arthur',\n",
       "  'Darren',\n",
       "  'Jodie',\n",
       "  'Mercy',\n",
       "  'Patrick',\n",
       "  'Ian',\n",
       "  'Jane',\n",
       "  'Peter',\n",
       "  'Glenda',\n",
       "  'Carol',\n",
       "  'Whitney',\n",
       "  'Connor',\n",
       "  'Zainab',\n",
       "  'Edward',\n",
       "  'Liam',\n",
       "  'Tiffany',\n",
       "  'Morgan',\n",
       "  'Bobby',\n",
       "  'PC',\n",
       "  'PC',\n",
       "  'Stallholder',\n",
       "  'Doctor',\n",
       "  'Nurse'],\n",
       " '5555360238519252381.mp4': ['Ryan',\n",
       "  'Janine',\n",
       "  'Stacey',\n",
       "  'Max',\n",
       "  'Jean',\n",
       "  'Ronnie',\n",
       "  'Roxy',\n",
       "  'Kat',\n",
       "  'Alfie',\n",
       "  'Lauren',\n",
       "  'Tanya',\n",
       "  'Abi',\n",
       "  'Greg',\n",
       "  'Vanessa',\n",
       "  'Dot',\n",
       "  'Pat',\n",
       "  'Bianca',\n",
       "  'Ricky',\n",
       "  'Charlie',\n",
       "  'Mo',\n",
       "  'Phil',\n",
       "  'Shirley',\n",
       "  'Heather',\n",
       "  'Billy',\n",
       "  'Julie',\n",
       "  'Jay',\n",
       "  'Ben',\n",
       "  'Kim',\n",
       "  'Denise',\n",
       "  'Jordan',\n",
       "  'Gloria',\n",
       "  'Arthur',\n",
       "  'Darren',\n",
       "  'Jodie',\n",
       "  'Mercy',\n",
       "  'Patrick',\n",
       "  'Ian',\n",
       "  'Jane',\n",
       "  'Peter',\n",
       "  'Glenda',\n",
       "  'Carol',\n",
       "  'Whitney',\n",
       "  'Connor',\n",
       "  'Zainab',\n",
       "  'Edward',\n",
       "  'Liam',\n",
       "  'Tiffany',\n",
       "  'Morgan',\n",
       "  'Bobby',\n",
       "  'PC',\n",
       "  'PC',\n",
       "  'Stallholder',\n",
       "  'Doctor',\n",
       "  'Nurse']}"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ep_characters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "query_characters = ['Janine', 'Ryan', 'Stacey']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "l = doc._.coref_clusters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Janine',\n",
       " 'recovers',\n",
       " 'from',\n",
       " 'the',\n",
       " 'dramatic',\n",
       " 'events',\n",
       " 'of',\n",
       " 'Christmas',\n",
       " 'Day',\n",
       " 'while',\n",
       " 'the',\n",
       " 'Square',\n",
       " 'deals',\n",
       " 'with',\n",
       " 'the',\n",
       " 'fallout',\n",
       " 'from',\n",
       " 'Stacey',\n",
       " \"'s\",\n",
       " 'departure',\n",
       " '.',\n",
       " 'Pat',\n",
       " 'struggles',\n",
       " 'to',\n",
       " 'come',\n",
       " 'to',\n",
       " 'terms',\n",
       " 'with',\n",
       " 'an',\n",
       " 'awful',\n",
       " 'truth',\n",
       " ',',\n",
       " 'and',\n",
       " 'has',\n",
       " 'Kat',\n",
       " \"'s\",\n",
       " 'Christmas',\n",
       " 'wish',\n",
       " 'finally',\n",
       " 'come',\n",
       " 'true',\n",
       " '?',\n",
       " 'Bianca',\n",
       " 'and',\n",
       " 'Phil',\n",
       " 'form',\n",
       " 'an',\n",
       " 'uneasy',\n",
       " 'alliance',\n",
       " 'in',\n",
       " 'order',\n",
       " 'to',\n",
       " 'trap',\n",
       " 'Connor',\n",
       " ',',\n",
       " 'and',\n",
       " 'Dot',\n",
       " 'hosts',\n",
       " 'a',\n",
       " 'Boxing',\n",
       " 'Day',\n",
       " 'party',\n",
       " '.']"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "[l.text for l in doc]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "marked = {}\n",
    "for ep in d:\n",
    "    marked[ep] = []\n",
    "    for i, episode_summary in enumerate(full_text[ep]):\n",
    "        episode_characters = all_characters[ep]\n",
    "        doc = nlp(episode_summary)\n",
    "        \n",
    "        marks = []\n",
    "        \n",
    "        for c in doc._.coref_clusters:\n",
    "            for m in c.mentions:\n",
    "                if c.main.text in query_characters:\n",
    "                    marks.append(('@', m.start, c.main.text,  m.text))\n",
    "                elif c.main.text in episode_characters:\n",
    "                    marks.append(('#', m.start, c.main.text,  m.text))\n",
    "                elif len(c.main.text.split(' ')) == 1 :\n",
    "                    marks.append(('~', m.start, c.main.text,  m.text))\n",
    "        \n",
    "        summary_chars = [l.text for l in doc]\n",
    "        marks = sorted(marks, key=lambda x: x[1])\n",
    "        \n",
    "        # print(marks)\n",
    "        \n",
    "        for i, (m, ix, text, original) in enumerate(marks):\n",
    "            at = ix\n",
    "            try:\n",
    "                summary_chars.pop(at)\n",
    "                summary_chars.insert(at, m + text)\n",
    "            except:\n",
    "                print(i + ix)\n",
    "        \n",
    "        # print(' '.join(summary_chars))\n",
    "        marked[ep].append(summary_chars)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['#Kat',\n",
       "  'persuades',\n",
       "  '@Stacey',\n",
       "  'and',\n",
       "  'Jean',\n",
       "  'to',\n",
       "  'come',\n",
       "  'to',\n",
       "  '~R&R',\n",
       "  'with',\n",
       "  '#Kat',\n",
       "  'and',\n",
       "  'Kim',\n",
       "  ',',\n",
       "  'leaving',\n",
       "  '#Charlie',\n",
       "  'and',\n",
       "  '#Alfie',\n",
       "  'to',\n",
       "  'look',\n",
       "  'after',\n",
       "  '~Lily',\n",
       "  '.',\n",
       "  '#Alfie',\n",
       "  'quickly',\n",
       "  'escapes',\n",
       "  'to',\n",
       "  'the',\n",
       "  'barrel',\n",
       "  'store',\n",
       "  '.',\n",
       "  'There',\n",
       "  ',',\n",
       "  '#Alfie',\n",
       "  'fixes',\n",
       "  'the',\n",
       "  'new',\n",
       "  'television',\n",
       "  'to',\n",
       "  'the',\n",
       "  'wall',\n",
       "  ',',\n",
       "  'it',\n",
       "  'falls',\n",
       "  'off',\n",
       "  'and',\n",
       "  'smashes',\n",
       "  '.',\n",
       "  '#Alfie',\n",
       "  'joins',\n",
       "  'the',\n",
       "  'girls',\n",
       "  'in',\n",
       "  'R&R.',\n",
       "  '#Charlie',\n",
       "  'has',\n",
       "  'to',\n",
       "  'pick',\n",
       "  'up',\n",
       "  'Mo',\n",
       "  'and',\n",
       "  'leaves',\n",
       "  '~Lily',\n",
       "  'with',\n",
       "  '#Pat',\n",
       "  '.',\n",
       "  '~Lily',\n",
       "  'wo',\n",
       "  'n’t',\n",
       "  'settle',\n",
       "  'so',\n",
       "  '#Pat',\n",
       "  'takes',\n",
       "  '~Lily',\n",
       "  'for',\n",
       "  'a',\n",
       "  'walk',\n",
       "  '.',\n",
       "  '@Janine',\n",
       "  'accuses',\n",
       "  '@Ryan',\n",
       "  'of',\n",
       "  'wanting',\n",
       "  'to',\n",
       "  'go',\n",
       "  'to',\n",
       "  '~R&R',\n",
       "  'because',\n",
       "  '~R&R',\n",
       "  'knew',\n",
       "  '@Stacey',\n",
       "  'would',\n",
       "  'be',\n",
       "  'there',\n",
       "  '.',\n",
       "  '@Ryan',\n",
       "  'denies',\n",
       "  'it',\n",
       "  'and',\n",
       "  'leaves',\n",
       "  ',',\n",
       "  '@Janine',\n",
       "  'stays',\n",
       "  'in',\n",
       "  'the',\n",
       "  'club',\n",
       "  '.',\n",
       "  '#Julie',\n",
       "  'explains',\n",
       "  'that',\n",
       "  '@Janine',\n",
       "  'was',\n",
       "  'moved',\n",
       "  'to',\n",
       "  'another',\n",
       "  'home',\n",
       "  'when',\n",
       "  'pregnant',\n",
       "  ',',\n",
       "  '~their',\n",
       "  'baby',\n",
       "  'was',\n",
       "  'taken',\n",
       "  'away',\n",
       "  'a',\n",
       "  'week',\n",
       "  'after',\n",
       "  '@Janine',\n",
       "  'gave',\n",
       "  'birth',\n",
       "  '.',\n",
       "  '#Billy',\n",
       "  '’s',\n",
       "  'angry',\n",
       "  ',',\n",
       "  'first',\n",
       "  'saying',\n",
       "  'the',\n",
       "  'baby',\n",
       "  'should',\n",
       "  'have',\n",
       "  'stayed',\n",
       "  'with',\n",
       "  '~their',\n",
       "  ',',\n",
       "  'then',\n",
       "  'insisting',\n",
       "  '#Julie',\n",
       "  'should',\n",
       "  'n’t',\n",
       "  'have',\n",
       "  'told',\n",
       "  'him',\n",
       "  'about',\n",
       "  '~their',\n",
       "  'son',\n",
       "  'at',\n",
       "  'all',\n",
       "  '.',\n",
       "  '#Julie',\n",
       "  'leaves',\n",
       "  ',',\n",
       "  'telling',\n",
       "  '#Billy',\n",
       "  '#Billy',\n",
       "  'has',\n",
       "  'n’t',\n",
       "  'changed',\n",
       "  '.',\n",
       "  '#Carol',\n",
       "  'ends',\n",
       "  'up',\n",
       "  'in',\n",
       "  '~R&R',\n",
       "  ',',\n",
       "  '#Billy',\n",
       "  'joins',\n",
       "  '#Carol',\n",
       "  '.',\n",
       "  'The',\n",
       "  'pair',\n",
       "  'get',\n",
       "  'drunk',\n",
       "  'together',\n",
       "  '.',\n",
       "  '#Carol',\n",
       "  'cries',\n",
       "  ',',\n",
       "  '#Billy',\n",
       "  'tries',\n",
       "  'to',\n",
       "  'kiss',\n",
       "  '#Carol',\n",
       "  '.',\n",
       "  'When',\n",
       "  '#Carol',\n",
       "  'rejects',\n",
       "  '#Billy',\n",
       "  'advances',\n",
       "  ',',\n",
       "  '#Billy',\n",
       "  'insults',\n",
       "  '#Carol',\n",
       "  '.',\n",
       "  '#Billy',\n",
       "  'then',\n",
       "  'unsuccessfully',\n",
       "  'propositions',\n",
       "  'Jean',\n",
       "  '.',\n",
       "  '@Stacey',\n",
       "  'realises',\n",
       "  '#Billy',\n",
       "  '’s',\n",
       "  'upset',\n",
       "  '@Stacey',\n",
       "  'mum',\n",
       "  ',',\n",
       "  '@Janine',\n",
       "  'and',\n",
       "  '#Kat',\n",
       "  'get',\n",
       "  'drawn',\n",
       "  'into',\n",
       "  'their',\n",
       "  'argument',\n",
       "  'before',\n",
       "  'Alfie',\n",
       "  'steps',\n",
       "  'in',\n",
       "  '.',\n",
       "  'Ricky',\n",
       "  'takes',\n",
       "  '#Carol',\n",
       "  'home',\n",
       "  ',',\n",
       "  '#Bianca',\n",
       "  'storms',\n",
       "  'to',\n",
       "  '~R&R',\n",
       "  'to',\n",
       "  'confront',\n",
       "  '#Billy',\n",
       "  '.',\n",
       "  'Giving',\n",
       "  'Lily',\n",
       "  'to',\n",
       "  'Ryan',\n",
       "  ',',\n",
       "  'Pat',\n",
       "  'follows',\n",
       "  '#Bianca',\n",
       "  'into',\n",
       "  'the',\n",
       "  'club',\n",
       "  ',',\n",
       "  'worried',\n",
       "  '.',\n",
       "  '#Bianca',\n",
       "  'shouts',\n",
       "  'at',\n",
       "  '#Billy',\n",
       "  '.',\n",
       "  'When',\n",
       "  '#Bianca',\n",
       "  'backs',\n",
       "  'off',\n",
       "  ',',\n",
       "  '#Billy',\n",
       "  'says',\n",
       "  '#Bianca',\n",
       "  '’s',\n",
       "  'just',\n",
       "  'like',\n",
       "  'all',\n",
       "  'the',\n",
       "  'other',\n",
       "  '‘',\n",
       "  'scrubbers',\n",
       "  '’',\n",
       "  'there',\n",
       "  '.',\n",
       "  '#Billy',\n",
       "  'then',\n",
       "  'turns',\n",
       "  'on',\n",
       "  'Stacey',\n",
       "  ',',\n",
       "  'who',\n",
       "  'hits',\n",
       "  '#Billy',\n",
       "  '.',\n",
       "  '@Janine',\n",
       "  'pulls',\n",
       "  'out',\n",
       "  'a',\n",
       "  'chunk',\n",
       "  'of',\n",
       "  '@Stacey',\n",
       "  '’s',\n",
       "  'hair',\n",
       "  '.',\n",
       "  '#Kat',\n",
       "  'and',\n",
       "  '@Janine',\n",
       "  'hit',\n",
       "  'each',\n",
       "  'other',\n",
       "  '.',\n",
       "  '#Billy',\n",
       "  'staggers',\n",
       "  'away',\n",
       "  'from',\n",
       "  'the',\n",
       "  'fight',\n",
       "  '.',\n",
       "  'Someone',\n",
       "  'puts',\n",
       "  'their',\n",
       "  'hand',\n",
       "  'on',\n",
       "  '#Billy',\n",
       "  '’s',\n",
       "  'shoulder',\n",
       "  ',',\n",
       "  '#Billy',\n",
       "  'instinctively',\n",
       "  'turns',\n",
       "  'round',\n",
       "  'and',\n",
       "  'hits',\n",
       "  'them',\n",
       "  '-',\n",
       "  'unfortunately',\n",
       "  'it',\n",
       "  '’s',\n",
       "  'a',\n",
       "  'policeman',\n",
       "  '.',\n",
       "  '#Roxy',\n",
       "  '’s',\n",
       "  'jealous',\n",
       "  'when',\n",
       "  'Christian',\n",
       "  'brings',\n",
       "  '#Syed',\n",
       "  'to',\n",
       "  'R&R.',\n",
       "  'Christian',\n",
       "  '’s',\n",
       "  'furious',\n",
       "  'when',\n",
       "  '#Roxy',\n",
       "  'deliberately',\n",
       "  'spikes',\n",
       "  '#Syed',\n",
       "  '’s',\n",
       "  'drink',\n",
       "  '.'],\n",
       " ['Kim',\n",
       "  ',',\n",
       "  'Kat',\n",
       "  ',',\n",
       "  'Stacey',\n",
       "  ',',\n",
       "  '#Pat',\n",
       "  'and',\n",
       "  '@Janine',\n",
       "  'are',\n",
       "  'shut',\n",
       "  'in',\n",
       "  'a',\n",
       "  'cell',\n",
       "  'together',\n",
       "  '.',\n",
       "  '~Stacey’s',\n",
       "  '’s',\n",
       "  'worried',\n",
       "  'about',\n",
       "  'Lily',\n",
       "  ',',\n",
       "  'and',\n",
       "  '#Pat',\n",
       "  'admits',\n",
       "  '@Stacey',\n",
       "  '’s',\n",
       "  'with',\n",
       "  '@Ryan',\n",
       "  ',',\n",
       "  'not',\n",
       "  'Charlie',\n",
       "  '.',\n",
       "  '@Stacey',\n",
       "  'asks',\n",
       "  'the',\n",
       "  'police',\n",
       "  'officer',\n",
       "  'to',\n",
       "  'phone',\n",
       "  '@Ryan',\n",
       "  '.',\n",
       "  'The',\n",
       "  'girls',\n",
       "  'play',\n",
       "  'a',\n",
       "  'game',\n",
       "  ',',\n",
       "  '\\xa0',\n",
       "  'each',\n",
       "  'saying',\n",
       "  'something',\n",
       "  'they',\n",
       "  '’ve',\n",
       "  'never',\n",
       "  'done',\n",
       "  ',',\n",
       "  'to',\n",
       "  'discover',\n",
       "  'who',\n",
       "  'else',\n",
       "  'has',\n",
       "  'done',\n",
       "  '~it',\n",
       "  '.',\n",
       "  'When',\n",
       "  '@Janine',\n",
       "  'taunts',\n",
       "  '@Stacey',\n",
       "  ',',\n",
       "  '@Stacey',\n",
       "  'blurts',\n",
       "  'out',\n",
       "  '‘',\n",
       "  'I',\n",
       "  '’ve',\n",
       "  'never',\n",
       "  'been',\n",
       "  'engaged',\n",
       "  'to',\n",
       "  'a',\n",
       "  'dirty',\n",
       "  'old',\n",
       "  'rapist',\n",
       "  '’',\n",
       "  '.',\n",
       "  '@Janine',\n",
       "  'does',\n",
       "  'n’t',\n",
       "  'believe',\n",
       "  '~it',\n",
       "  '.',\n",
       "  '@Stacey',\n",
       "  'quickly',\n",
       "  'backtracks',\n",
       "  ',',\n",
       "  'then',\n",
       "  'becomes',\n",
       "  'distressed',\n",
       "  'and',\n",
       "  'when',\n",
       "  '#Pat',\n",
       "  'gently',\n",
       "  'asks',\n",
       "  'if',\n",
       "  '~Archie',\n",
       "  'raped',\n",
       "  '@Stacey',\n",
       "  ',',\n",
       "  '@Stacey',\n",
       "  'nods',\n",
       "  '.',\n",
       "  '#Pat',\n",
       "  'and',\n",
       "  '#Kat',\n",
       "  'think',\n",
       "  'this',\n",
       "  'explains',\n",
       "  'why',\n",
       "  'Bradley',\n",
       "  'killed',\n",
       "  '~Archie',\n",
       "  '.',\n",
       "  '#Pat',\n",
       "  'and',\n",
       "  '@Janine',\n",
       "  'discuss',\n",
       "  '@Ryan',\n",
       "  ',',\n",
       "  '~Stacey’s',\n",
       "  '’s',\n",
       "  'lies',\n",
       "  'awake',\n",
       "  ',',\n",
       "  'listening',\n",
       "  '.',\n",
       "  'The',\n",
       "  'next',\n",
       "  'morning',\n",
       "  ',',\n",
       "  'the',\n",
       "  'police',\n",
       "  'let',\n",
       "  'the',\n",
       "  'women',\n",
       "  'go',\n",
       "  'with',\n",
       "  'a',\n",
       "  'caution',\n",
       "  '.',\n",
       "  '#Billy',\n",
       "  'and',\n",
       "  '#Alfie',\n",
       "  'are',\n",
       "  'locked',\n",
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       "  'another',\n",
       "  'cell',\n",
       "  '.',\n",
       "  '#Billy',\n",
       "  'talks',\n",
       "  'about',\n",
       "  'the',\n",
       "  'horrors',\n",
       "  '#Billy',\n",
       "  'experienced',\n",
       "  'in',\n",
       "  'care',\n",
       "  '.',\n",
       "  'An',\n",
       "  'officer',\n",
       "  'tells',\n",
       "  '#Billy',\n",
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       "  '’re',\n",
       "  'not',\n",
       "  'going',\n",
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       "  'press',\n",
       "  'charges',\n",
       "  '.',\n",
       "  '#Alfie',\n",
       "  '’s',\n",
       "  'frustrated',\n",
       "  'when',\n",
       "  'this',\n",
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       "  'n’t',\n",
       "  'cheer',\n",
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       "  '#Billy',\n",
       "  'has',\n",
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       "  'panic',\n",
       "  'attack',\n",
       "  'and',\n",
       "  '#Alfie',\n",
       "  'calmly',\n",
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       "  '#Alfie',\n",
       "  'and',\n",
       "  'remembers',\n",
       "  '#Julie',\n",
       "  'used',\n",
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       "  'down',\n",
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       "  '.',\n",
       "  '#Billy',\n",
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       "  'always',\n",
       "  'hated',\n",
       "  '#Alfie',\n",
       "  ',',\n",
       "  'especially',\n",
       "  'when',\n",
       "  '#Billy',\n",
       "  'was',\n",
       "  'with',\n",
       "  'Little',\n",
       "  'Mo.',\n",
       "  '#Billy',\n",
       "  '’s',\n",
       "  'sure',\n",
       "  '#Alfie',\n",
       "  'will',\n",
       "  'always',\n",
       "  'be',\n",
       "  'better',\n",
       "  'off',\n",
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       "  '#Billy',\n",
       "  ',',\n",
       "  'until',\n",
       "  '#Alfie',\n",
       "  'admits',\n",
       "  '#Kat',\n",
       "  '’s',\n",
       "  'baby',\n",
       "  'is',\n",
       "  'n’t',\n",
       "  '#Billy',\n",
       "  '.',\n",
       "  '#Billy',\n",
       "  'assures',\n",
       "  '#Alfie',\n",
       "  'the',\n",
       "  'baby',\n",
       "  '’s',\n",
       "  'lucky',\n",
       "  'to',\n",
       "  'have',\n",
       "  '#Billy',\n",
       "  '.',\n",
       "  'Later',\n",
       "  ',',\n",
       "  '#Billy',\n",
       "  'calls',\n",
       "  '#Julie',\n",
       "  '.',\n",
       "  '#Billy',\n",
       "  '’s',\n",
       "  'terrified',\n",
       "  ',',\n",
       "  '#Billy',\n",
       "  'does',\n",
       "  'n’t',\n",
       "  'know',\n",
       "  'what',\n",
       "  'to',\n",
       "  'do',\n",
       "  'with',\n",
       "  '~Lily',\n",
       "  '.',\n",
       "  '#Billy',\n",
       "  'asks',\n",
       "  '#Whitney',\n",
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       "  'as',\n",
       "  'a',\n",
       "  'goodwill',\n",
       "  'gesture',\n",
       "  '.']]"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "marked['5531550228324592939.mp4']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "marked_2 = {}\n",
    "for ep in marked:\n",
    "    marked_2[ep] = []\n",
    "    for i, tokens in enumerate(marked[ep]):\n",
    "        episode_characters = ep_characters[ep]\n",
    "        tokens_all = ['@' + token if token in query_characters else token for token in tokens ]\n",
    "        tokens_all = ['#' + token if token in episode_characters else token for token in tokens ]\n",
    "        marked_2[ep].append(' '.join(tokens_all))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5531550228324592939.mp4 ['#Kat persuades @Stacey and #Jean to come to ~R&R with #Kat and #Kim , leaving #Charlie and #Alfie to look after ~Lily . #Alfie quickly escapes to the barrel store . There , #Alfie fixes the new television to the wall , it falls off and smashes . #Alfie joins the girls in R&R. #Charlie has to pick up Mo and leaves ~Lily with #Pat . ~Lily wo n’t settle so #Pat takes ~Lily for a walk . @Janine accuses @Ryan of wanting to go to ~R&R because ~R&R knew @Stacey would be there . @Ryan denies it and leaves , @Janine stays in the club . #Julie explains that @Janine was moved to another home when pregnant , ~their baby was taken away a week after @Janine gave birth . #Billy ’s angry , first saying the baby should have stayed with ~their , then insisting #Julie should n’t have told him about ~their son at all . #Julie leaves , telling #Billy #Billy has n’t changed . #Carol ends up in ~R&R , #Billy joins #Carol . The pair get drunk together . #Carol cries , #Billy tries to kiss #Carol . When #Carol rejects #Billy advances , #Billy insults #Carol . #Billy then unsuccessfully propositions #Jean . @Stacey realises #Billy ’s upset @Stacey mum , @Janine and #Kat get drawn into their argument before #Alfie steps in . #Ricky takes #Carol home , #Bianca storms to ~R&R to confront #Billy . Giving Lily to #Ryan , #Pat follows #Bianca into the club , worried . #Bianca shouts at #Billy . When #Bianca backs off , #Billy says #Bianca ’s just like all the other ‘ scrubbers ’ there . #Billy then turns on #Stacey , who hits #Billy . @Janine pulls out a chunk of @Stacey ’s hair . #Kat and @Janine hit each other . #Billy staggers away from the fight . Someone puts their hand on #Billy ’s shoulder , #Billy instinctively turns round and hits them - unfortunately it ’s a policeman . #Roxy ’s jealous when #Christian brings #Syed to R&R. #Christian ’s furious when #Roxy deliberately spikes #Syed ’s drink .', '#Kim , #Kat , #Stacey , #Pat and @Janine are shut in a cell together . ~Stacey’s ’s worried about Lily , and #Pat admits @Stacey ’s with @Ryan , not #Charlie . @Stacey asks the police officer to phone @Ryan . The girls play a game , \\xa0 each saying something they ’ve never done , to discover who else has done ~it . When @Janine taunts @Stacey , @Stacey blurts out ‘ I ’ve never been engaged to a dirty old rapist ’ . @Janine does n’t believe ~it . @Stacey quickly backtracks , then becomes distressed and when #Pat gently asks if ~Archie raped @Stacey , @Stacey nods . #Pat and #Kat think this explains why Bradley killed ~Archie . #Pat and @Janine discuss @Ryan , ~Stacey’s ’s lies awake , listening . The next morning , the police let the women go with a caution . #Billy and #Alfie are locked in another cell . #Billy talks about the horrors #Billy experienced in care . An officer tells #Billy they ’re not going to press charges . #Alfie ’s frustrated when this does n’t cheer #Billy up . #Billy has a panic attack and #Alfie calmly talks #Billy through it . #Billy thanks #Alfie and remembers #Julie used to calm #Billy down like that . #Billy admits #Billy always hated #Alfie , especially when #Billy was with Little Mo. #Billy ’s sure #Alfie will always be better off than #Billy , until #Alfie admits #Kat ’s baby is n’t #Billy . #Billy assures #Alfie the baby ’s lucky to have #Billy . Later , #Billy calls #Julie . #Billy ’s terrified , #Billy does n’t know what to do with ~Lily . #Billy asks #Whitney to look after the baby , #Billy ca n’t do it . Later , when #Billy ’s out of the room , #Whitney leaves . #Billy finds a note on ~Lily – ‘ you can ’ . Anxious , after discovering there was no answer when the police called #Billy , #Stacey and #Janine rush home . They find ~Lily asleep with #Billy father #Billy lying next to ~Lily . #Billy tells them #Billy does n’t care what either of them say , #Billy ’s doing this .', '@Ryan remains adamant that @Ryan wants to be a father to Lily , much to @Janine ’s displeasure . @Ryan grows frustrated when @Ryan attempts to see ~Lily are thwarted by the Slaters . Feeling for @Ryan , @Janine decides to intervene . Having researched the official channels for @Ryan to gain access to ~Lily , @Janine presents @Janine findings to a dismayed #Stacey . With @Ryan unwilling to back down , #Stacey relents that @Ryan can be involved , provided @Ryan pays child maintenance . @Ryan sets about finding another job in order to raise the maintenance funds . Having sought work at the Arches , @Ryan returns to #Stacey to visit ~Lily . Having witnessed @Ryan and #Stacey together with their daughter , #Kat is convinced that #Stacey fancies @Ryan and that they should make a family . #Stacey ’s dismissive ; she does n’t want to wreck another marriage , but #Kat deviously assures her that she ’ll take care of it . With the deadline looming for paying the Vic rent , #Alfie avoids #Phil . #Alfie assures #Kat that #Alfie has everything under control . #Alfie decides to get involved in #Jack ’s poker night in an effort to raise funds . The game begins , with #Jack , #Alfie , #Max and #Patrick unimpressed when #Roxy and #Christian arrive to join in . With everyone else out of the game , #Alfie and #Roxy are left facing off . As the stakes get increasingly high with both parties putting in all their money , a quietly confident #Alfie reveals his hand . He ’s devastated when #Roxy trumps him with a straight flush and pockets all the winnings . Unable to face #Billy ’s death , an increasingly fraught #Carol begins to unravel . Taking out her anguish on the family , she brands #Jim a racist . When #Morgan spills ketchup on #Billy ’s jumper , #Liam takes the blame . At breaking point , a furious #Carol lashes out ; hitting #Liam across the head .', 'With #Liam sporting a cut on #Liam head , #Carol ’s wracked with guilt for having struck #Liam . #Carol organises a family dinner in an effort to regain some normality , but as one by one the family cancel , ~Carol’s ’s left despondent . Concerned for #Carol mother , #Carol tries to impress upon everyone the importance of the meal . ~Carol’s ’s touched when the family rally round ~Carol’s for the dinner . The atmosphere quickly changes when #Carol discovers the gash on #Liam ’s head . As #Carol confesses , a horrified #Carol berates #Carol . #Carol bites back , blaming #Carol for #Billy ’s death and slamming ~everyone in turn for ~everyone part in it . ~everyone ’re shocked as #Carol reveals that ~everyone ’re all banned from #Billy ’s funeral . @Stacey agrees to let @Ryan look after ~Lily , but is adamant @Stacey does n’t want @Janine involved . @Janine attempts to play the role of adoring stepmother , but finds it a struggle to keep up the pretence . @Ryan ’s forced to leave ~Lily with @Janine when ~Carol’s visits #Phil for a job . @Ryan manages to impress #Phil by offering @Ryan skills in the car - nicking business . Discovering that ~Lily was left with @Janine , a furious @Stacey lambasts @Ryan , but finds ~Lily disarmed when @Ryan shows the effort @Ryan ’s making to be responsible and provide . #Billy ’s bolstered when #Julie helps on the stall and ~they make a great team . As ~they reminisce about ~they youths , talk turns to ~they son . #Billy ’s wistful about him , but #Julie maintains that it should be left in the past . Alone later , #Billy contacts the adoption agency in search of #Billy son . With the Vic rent due , a panicked #Alfie desperately tries to raise the funds . Having been unable to come up with the money , #Alfie goes to face #Phil . #Alfie ’s stunned to discover that #Roxy ’s paid the rent for #Alfie as a goodwill gesture .']\n",
      "5534228999422914578.mp4 ['It ’s the day of #Billy ’s funeral and #Carol ’s determined to go alone . When #Connor and #Connor crew turn up to show their respects , #Carol tells them they ’re not welcome and #Connor only backs down when #Bianca threatens to call the police . Despite #Bianca ’s loyalty , #Carol sends #Bianca and the Brannings away and #Dot takes them to #Bianca for an impromptu wake . #Alan and #Blossom arrive and , when #Carol crumbles , convince #Carol to make it to the funeral . When the three return and enter the wake #Carol ca n’t cope . #Bianca sneaks home on #Bianca own , finds some alcohol and leaves a note on the door ... #Bianca tries to support #Max but feels rejected when #Max sends #Bianca home alone , telling #Bianca that the day ’s ‘ just for family ’ . Things get worse when #Harry turns up with divorce papers , telling #Bianca #Bianca ’ll get nothing for humiliating #Harry , despite helping #Harry build #Harry business . #Harry ’s got hard evidence of #Bianca misdemeanour , and knows that #Bianca has no proof of #Harry . When #Harry threatens to turn #Jodie on #Jodie , #Bianca snaps and reveals that #Jodie is n’t #Harry daughter . When #Greg announces that the Vic ’s nearly finished , #Alfie and #Kat plan a grand opening night . While #Alfie starts a recruitment drive and hires #Tracey , #Kat and @Stacey sell shedloads of tickets for the party . @Stacey ’s sad to lose @Stacey sidekick on the market until #Kat has an idea . When #Mr Lister issues @Stacey with a written warning , ~they rip it up - @Stacey does n’t need the stall anymore . ~they tell #Alfie the good news – looks like #Alfie ’s got #Alfie some rhyming barmaids . A devastated #Whitney is found at #Billy ’s shrine by Fatboy , #Mercy , #Lauren and #Peter . #Lauren wants to spice up proceedings and celebrate #Billy ’s life . #Peter sends them all away to comfort #Whitney .', '#Carol finishes #Carol suicide note and starts swallowing the pills when #Carol hears banging on the door . #Connor bursts in , still angry at being shut out of #Billy ’s funeral . #Carol admits #Carol ’s made mistakes and the two soften and bond over #Carol memory . When #Carol realises #Carol ’s bleak plan , #Carol tells #Carol #Carol ’s desperate to see #Billy again and #Connor breaks down . #Carol comforts #Connor before instigating a passionate kiss . The two are interrupted by #Jack and #Bianca and #Connor disappears just in time while #Carol quickly clears up . However , later , #Bianca finds #Bianca mother ’s note : ‘ I ’m sorry I had to leave you . ’ At the wake , #Blossom asks after ~Bradley and the room goes silent . #Max tells #Carol #Max ’s dead , but #Lauren misreads #Max ’s awkwardness for shame . #Vanessa gets jealous when #Vanessa spots #Max and #Tanya talking closely . #Max tells #Vanessa that they were talking about ~Bradley but changes the subject when ~Bradley asks what the matter is , the secret weighing ~Bradley down . #Lauren puts loud music on in #Dot ’s in an effort to celebrate #Billy ’s life , accusing #Dot of trying to make proceedings too stifling . #Max takes #Lauren aside and tells #Lauren to be more sensitive . #Lauren refuses to apologise , saying #Lauren ’s sick of feeling like a freak because of what ~Bradley did . Heartbroken for #Lauren and desperate to protect ~Bradley ’s memory , #Max breaks and tells #Lauren that ~Bradley did n’t do it . #Jodie almost overhears when #Harry demands to know if #Vanessa has told #Jodie that #Harry ’s not #Vanessa father . #Vanessa begs #Harry not to tell #Jodie the truth just to get to #Jodie . #Kat , #Alfie and #Stacey get excited about the Vic ’s opening - #Kat ’ve cleared a big profit already . Scared of being roped into the catering , #Kat offers the job to an unsure #Jean .', 'It ’s @Janine ’s birthday and @Ryan ’s planned a day of treats , but the Slater girls have other ideas . @Stacey tells @Ryan @Stacey ’s going to change Lily ’s birth certificate - if @Ryan ’s serious about @Ryan daughter , @Ryan ’ll come . @Ryan makes excuses to @Janine and enjoys @Ryan day out with @Stacey and Lily . When #Kat tells #Kat where @Ryan is , @Janine ’s furious and tells #Pat @Janine plans to take @Ryan away from Walford . #Pat says that @Ryan wo n’t go anywhere with @Ryan baby still on the scene . When @Ryan turns up with a present , @Janine plays dumb and #Pat and @Ryan are suspicious when @Janine announces that @Janine wants to go to the Slaters ’ party . Once there , @Janine lets @Stacey think that @Janine ’s got one up on @Stacey and sneaks upstairs into Lily ’s room . #Bianca confronts #Carol , who pretends #Bianca note was about moving out and not a suicide letter . Moving in with #Max is a no - go , #Max ’s got #Max arms full with #Lauren . Later #Carol sees a scar on #Glenda ’s wrist and #Glenda admits that #Glenda hurt #Glenda when #Glenda family were shutting #Glenda out , before realising #Glenda should leave them and live for #Glenda . #Carol ’s inspired and the pair decide to become housemates . #Bianca finds the empty pill packet and begs #Carol to stay when #Bianca comes home to pack , but #Carol reassures #Bianca . #Pat overhears them . #Lauren pressurises #Max for the truth about Archie ’s murderer . #Carol goes to probe #Jack , who tells #Lauren #Carol Dad ’s just trying to protect #Carol . When #Jay tells #Billy to man up about #Julie , #Billy challenges #Jay ’s own bravado . #Jay tries to prove #Jay by asking #Lauren out , but #Lauren brushes #Jay off . #Alfie ’s devastated when #Greg announces that the Vic is n’t ready for its opening and decides to have the party at the Slaters ’ .', '@Janine sneaks out of the Slaters ’ party unnoticed with baby Lily . When #Pat refuses to lend her any money , @Janine steals @Janine purse and #Ricky ’s car keys before packing for a long trip . @Stacey gets @Ryan alone and ~they start having a water - fight . @Janine catches ~they and orders a sheepish @Ryan into the car - ~they ’re going away for @Janine birthday . When @Ryan realises too late that Lily ’s in the car , @Janine reveals that @Janine wants ~they to start again in France , away from @Stacey . @Ryan begs @Janine to turn back , insisting that @Janine jealousy is unfounded but @Janine confronts @Ryan about @Ryan secret day out , insisting @Ryan ’s in love with @Stacey . When @Janine stops the car on some train tracks , ~they look like ~they might be in serious trouble ... #Vanessa ’s worried when #Jodie turns up to stay at #Max ’s house , sent by #Harry . Unlike #Jodie , #Darren is n’t such a fan of ‘ ~nesting ’ and worries when ~nesting find ‘ Slapper ’ painted across the front door . When #Max asks #Lauren to make #Jodie and #Vanessa feel welcome #Lauren tells #Max to stop trying to force their family ’s happiness by protecting #Lauren . At the party , #Max steps in when #Lauren rebuffs #Jay . #Billy and #Julie have fun at the party and #Jay and #Alfie encourage him to take things further , but #Billy does n’t want to risk moving too soon . When @Stacey abandons @Stacey new shoes , #Julie ca n’t resist and steals off with them , leaving #Billy like a Walford Prince Charming . #Carol moves into #Glenda ’s , feeling lonely with #Carol ill - suited new housemate and in the first place #Carol ’s lived without #Billy . When old foe #Pat turns up to celebrate with #Carol , #Carol ’s suspicious . #Pat admits that #Carol overheard #Carol ’s conversation with #Bianca and insists that they should all look out for each other .']\n",
      "5539381671692122744.mp4 ['#Harry continues to terrorise #Max and #Vanessa , vandalising cars at the lot , ruining #Vanessa ’s clothes and killing Crystal the cat . #Max phones #Jack , they decide it ’s time to get in some trouble - show #Harry he ’s out of order . #Max gives @Stacey a birthday present . #Lauren ’s upset when #Lauren sees them together . #Max tells #Lauren #Max promised to look after @Stacey after Bradley ’s death . #Ronnie insists on going to court with #Jack and #Carol for ~Kylie ’s sentencing . There , #Connor talks to #Carol , complimenting #Carol , and telling #Carol #Connor ’s been hoping she ’d call #Connor . #Jack confronts #Connor - #Connor ’s got scores to settle , #Connor better watch #Connor back . #Ronnie calms #Jack down , #Connor does n’t want this to be the start of another grudge . ~Kylie ’s sentenced to fifteen years in prison . #Jack and #Ronnie kiss goodbye – they ’ wo n’t see each other again until the wedding . #Glenda looks through #Roxy ’s unopened bank statements , it ’s clear ~Kylie ’s been spending money with wild abandon and there ’s none left to pay for the wedding . #Roxy remembers a bag of money ~Kylie ’s stashed in ~Kylie car and tries to bet it all on a horse . #Roxy ’s thrilled when the horse wins , until #Glenda admits #Glenda did n’t place the bet . #Jane works hard on #Jane menus for the Vic . #Jane ’s furious when #Jane realises that #Ian ’s thrown them away and cooked a different sample dish to impress #Alfie . #Ian explains that #Alfie was thrilled with the dish ‘ ~she’ ’ cooked – it was ~she’ nana ’s favourite . #Ian reassures #Jane , #Jane menu was great – just too sophisticated for #Alfie ’s taste . ~Jane’s ’s got the contract and any money ~Jane’s makes is ~Jane’s to keep . #Darren wants to spend all #Darren time with #Jodie . #Tamwar bemoans #Tamwar single status and #Masood ’s jokes just make #Masood feel worse .', '#Jodie asks #Vanessa who #Jodie real dad was #Vanessa #Vanessa claims #Vanessa was a Portuguese fisherman #Vanessa met on holiday . #Lauren spots #Max leaving the house with a rounders bat . #Max and #Jack lure #Harry to ~R&R with a text sent from #Vanessa ’s phone . Full of pent up aggression after Kylie ’s sentencing , #Jack ’s keen to physically attack #Harry , and is disappointed when #Max just wants to talk , threatening #Harry and telling #Harry to stay away from #Vanessa . #Harry leaves . #Max suggests a few drinks in town , but #Jack ca n’t be bothered . #Jack locks up the club , A car pulls up , something ’s thrown over #Jack ’s head and #Jack ’s bundled into the car . #Ronnie waits for #Roxy at the Argee Bhajee , it ’s supposed to be #Roxy hen night . Eventually #Roxy orders take away . #Roxy ’s still furious with #Glenda for not placing #Glenda bet . #Alfie finds #Roxy in tears . #Alfie helps #Glenda raise the money for the wedding by selling everything #Glenda owns – including the contents of ~R&R and #Glenda car . #Ronnie eats #Glenda takeaway at #Glenda ’s . #Glenda ’s about to tell #Ronnie about #Roxy ’s lack of money when #Roxy arrives with champagne . #Kat and @Stacey have a combined hen / birthday party , but the focus is firmly on #Kat . #Glenda ’s had t - shirts specially printed and booked #Glenda a stripper . #Tamwar ’s at the Vic ‘ on the pull ’ . #Tamwar ineptly flirts with @Stacey , then upsets @Stacey , saying it would be weird to go out with a widow . #Kat pours a drink over #Tamwar ’s head . #Tamwar tells #Masood #Tamwar ’s hoping to meet a girl at one of the weddings tomorrow . #Carol visits #Connor at #Carol flat . #Carol thinks #Carol ’s there for sex , but #Carol asks if #Carol can cook for #Carol .', '#Kat ’s thrilled , the Slaters have decorated the Vic and filled it with flowers for #Kat wedding . #Jane brings over the food and wedding cake . Preparations for #Ronnie and #Jack ’s wedding are n’t going so smoothly , but #Roxy conceals #Roxy panic from #Ronnie . #Jack ’s missing and there are no flowers or wedding cars . The last of #Roxy ’s money ’s in a pink handbag ready to pay the hotel . #Roxy persuades #Alfie to help , but is n’t impressed when #Alfie appears with a rickshaw . #Roxy tells #Alfie about Archie ’s abuse , #Alfie desperately wants to make today special for #Ronnie . Back at the Vic , #Mo ’s customised #Kat ’s original wedding dress with a large bow . #Kat ’s furious when #Kat discovers all #Kat wedding decorations and food have disappeared – #Alfie ’s given them to the Mitchells . #Kat shouts at #Alfie , asking what ’s so special about #Roxy and #Ronnie . #Alfie retorts , #Alfie and #Ronnie have got more in common than #Alfie thinks . #Kat sulks in the bar until @Stacey talks some sense into @Stacey . #Kat finds #Alfie and insists #Kat wants #Alfie , not a fancy wedding . #Kat asks what #Alfie meant about #Kat and #Ronnie . #Alfie ’s found an old London bus to take the guests to #Ronnie ’s wedding . #Jack ’s still missing . At the hotel , #Max hears a noise from the boot of #Max car and finds #Jack inside , bound and gagged . #Jack runs into the hotel . #Roxy and #Ronnie await their signal to walk up the aisle . The hotel manager insists #Roxy pay him before the ceremony . #Roxy hands over #Roxy bag but it ’s full of confetti - #Roxy money ’s gone . #Roxy tells #Ronnie the wedding ’s off . #Max ’s confident the feud with #Harry ’s over until #Harry discovers that #Jack ’s missing and finds #Jack phone lying on the ground . Worried about #Max dad ’s violent tendencies , #Lauren refuses to go to the wedding .', '#Roxy admits #Roxy ’s broke and begs the #Hotel Manager to give #Roxy five minutes . #Roxy accuses first #Billy , then #Julie , #Shirley and #Glenda of stealing #Glenda money . #Ronnie could n’t care less about the disastrous wedding ; #Glenda just wants to marry #Jack . Eventually , #Glenda distracts the hotel manager long enough for the marriage ceremony to take place . Back in Walford , #Kat and #Alfie return to the Vic , but their celebrant has already left . They agree to combine #Jack and #Ronnie ’s reception with theirs . #Ronnie asks #Kat why #Kat sacrificed #Kat day . #Kat reveals #Kat knows about #Ronnie ’s abuse and tells #Ronnie #Kat understands – a similar thing happened to #Kat . Later , #Ronnie leads #Kat out to the Square where #Alfie ’s waiting in a heart made of candles . @Stacey realises ~Julie’s ’s wearing @Stacey shoes . #Roxy ’s searches ~Julie’s ’s handbag , finding stolen items but not #Roxy money . #Julie flees , #Billy follows . #Julie reveals #Julie ’s wearing an electronic tag . #Julie admits #Julie stole things to make #Julie room at the hostel feel like home . #Billy is n’t fazed by #Julie ’s revelations and gives #Julie #Billy shoes . Back at the Vic , the reception ’s in full swing . #Ronnie tells #Roxy #Julie ’s glad #Julie money ’s gone , they ’re finally free of ~Archie . #Jack and #Ronnie head off on honeymoon . #Phil and #Shirley celebrate in a hotel room , on a bed covered in #Roxy ’s cash . #Lauren packs #Lauren bags , #Lauren ’s going to live with Tanya . #Lauren thinks #Max killed ~Archie . #Max insists #Max did n’t and reassures #Lauren that ~Archie ’s killer is n’t dangerous . At the wedding reception , #Max and #Vanessa dance and @Stacey cuts in . #Lauren accuses @Stacey of throwing #Lauren at #Max . @Stacey tries to reassure #Lauren , they ’re just friends , #Max promised to look out for #Lauren . #Lauren tells #Max she ’s worked it out – @Stacey precious @Stacey is ~Archie ’s killer .']\n",
      "5542003749222140011.mp4 ['#Max swears on #Lauren ’s life that @Stacey did n’t kill ~Archie . #Lauren confronts @Stacey . Afterwards , @Stacey runs straight to #Max and #Lauren ’s conviction of #Lauren guilt strengthens . Seeing #Lauren walk into the Vic , @Stacey escapes to the toilets , #Lauren follows and barricades them both inside . #Lauren accuses @Stacey of not just killing ~Archie , but as good as pushing ~Bradley off the roof . Furious , @Stacey tells #Lauren never to question how much @Stacey loved ~Bradley . #Lauren retorts , if @Stacey loved ~Bradley so much , clear ~Bradley name . @Stacey admits @Stacey killed ~Archie . Later , #Lauren listens to a voice memo on @Stacey phone – #Lauren ’s recorded @Stacey ’s confession . #Carol tries to decide where to scatter #Billy ’s ashes , but rejects all #Bianca ’s ideas . #Bianca worries about #Bianca mum . #Carol meets #Connor . #Connor assures #Carol that #Billy loved #Carol . #Connor ’s got nowhere to live , #Carol lets #Connor stay at #Carol flat . #Tamwar signs up to a dating website . #Zainab finds out and quickly becomes overexcited – #Zainab son wants a wife ! #Zainab tries to organise an Eid party , but discovers that ~Bushra ’s already hosting one , but did n’t invite the #Masood ’s after the scandal of Syed ’s housewarming . The family decide they should go to ~Bushra ’s party , #Tamwar ’s scared that #Afia might be there . #Masood worries that #Zainab ’s using #Tamwar to regain the family ’s standing in society , but it transpires #Zainab has another plan to achieve that – #Zainab wants to buy the Argee Bhajee . #Masood refuses to consider the idea . #Phil ’s annoyed when #Shirley spends some of the money they stole from #Roxy on an expensive leather coat . @Ryan tells #Janine @Ryan ’s doing a job for #Phil . #Darren wants to take #Jodie out to cheer #Jodie up . To get #Darren out the way , #Max lends #Darren the money .', '#Lauren tells #Max that @Stacey confessed to #Lauren . @Stacey begs #Lauren not to tell anyone . #Lauren calls @Stacey vile and twisted . @Stacey convinces #Lauren that @Stacey is n’t – describing in detail how ~Archie raped ~Archie . @Stacey insists by protecting @Stacey , #Max is just trying to do the right thing by Bradley . #Max agrees to take @Stacey to the clinic for Lily ’s injections , lying to #Lauren that #Max has to see a client . Seeing them together and wondering if everything , even the rape , was a lie , #Lauren plays #Max the recording of @Stacey ’s confession . #Lauren tells #Max to get rid of @Stacey forever or @Stacey ’s taking the recording to the police . @Ryan wo n’t give #Lauren any details about the job @Ryan ’s doing for #Phil . @Ryan hands #Phil some car keys and is given cash in return , with the promise of more when @Ryan ’s finished the list . #Carol and ~Glenda find a large roll of cash . #Connor claims #Connor ’s holding it for a friend – #Connor ’d never bring trouble to #Carol ’s door . #Bianca ’s worried when #Bianca sees #Carol and #Connor together , #Carol insists #Connor deserves a second chance . #Carol brings home information about benefits for #Connor , #Carol kisses #Carol . Later , ~Glenda hears #Connor and #Carol giggling in the bedroom . #Shirley ’s happy . #Shirley treats #Heather to lunch and gives #Shirley a £ 20 note , claiming #Heather must have dropped it . They discuss #Shirley ’s new coat , #Shirley says she ’s won some money on a scratch card . ~Glenda overhears the whole conversation . Later , #Heather asks #Shirley for a loan . Angry , #Phil tells #Shirley #Shirley ’s a liability , before throwing #Shirley leather coat onto the bins outside . #Jodie gives #Tamwar a makeover for #Jodie dating profile picture . #Shirley is n’t happy about #Tamwar looking for love online and insists #Shirley ’ll find him someone special .', 'Calling #Lauren ’s bluff , #Max drives #Lauren to the police station – #Lauren might as well give the police the recording now . #Lauren does n’t go in , but is determined to keep the phone as an insurance policy in #Max #Max ever lies to #Lauren again . #Abi tells #Vanessa #Max and #Lauren are probably arguing about @Stacey . @Stacey sends #Max a text ‘ call me ’ , #Lauren reads it . #Vanessa tells @Stacey things between #Vanessa and #Max stop now . @Stacey finds #Max , but with #Lauren ’s nearby #Max turns on @Stacey , telling #Lauren to get out of #Max life . #Max tells #Lauren #Max ’s done what #Lauren wants . Eventually , #Lauren hands #Max the phone and #Max deletes the audio file , unaware that #Lauren has a back up copy . Scared , @Stacey finds #Ryan in the Vic and makes him kiss ~Lily . Later , #Jean , #Max and #Ryan discover that @Stacey and ~Lily have disappeared . #Shirley and #Phil argue about the coat , #Shirley wo n’t back down but when #Shirley looks outside , the coat ’s gone . #Julie arrives at #Billy ’s stall wearing the coat . #Roxy ’s received a large tax bill . Hearing #Billy question #Julie about the coat , #Julie once more suspects #Julie of stealing #Julie money . #Roxy tells #Phil and #Shirley #Julie ’s selling the house . #Shirley demands #Julie coat back from #Julie . #Shirley gives #Heather a loan and shows #Heather the money #Heather and #Phil have stolen . #Billy walks in and sees the cash . #Afia texts #Tamwar , #Darren makes #Billy call #Heather back . #Tamwar feigns illness so #Zainab and #Masood will go to Bushra ’s party alone , then meets #Afia at the station . #Afia ’s not impressed by #Afia new look , but kisses #Afia passionately . Back home , the kissing continues . #Afia decides #Afia wants to put eyeliner on #Tamwar . Unfortunately , #Zainab and #Masood arrive home early ; #Tamwar claims to be helping #Afia with #Zainab coursework .']\n",
      "5544574287152993687.mp4 ['Walking in on #Connor and #Carol kissing , #Glenda decides it ’s time #Glenda found a man of #Glenda own . #Glenda realises #Phil ’s taken £ 5,000 of the stolen money and wants to know why . #Connor meets #Phil , #Glenda and #Glenda see them together . #Billy tries to persuade #Roxy that ~Julie did n’t steal ~Julie money . #Glenda tricks #Billy into confirming that #Phil took the money , then leaves #Phil a note ‘ I know ’ . #Glenda wants to know what #Phil ’s up to , #Phil shows #Glenda a house #Phil ’s bought for ~them – #Phil ’s done a few dodgy deals , increased ~them money . #Glenda ’s thrilled . ~them celebrate in the Vic , telling #Roxy ~them ’re only renting the house . #Glenda arrives , #Phil thinks #Glenda ’s playing games with #Phil , but #Glenda insists #Glenda ’s not after #Phil money – #Glenda ’s after #Phil ... #Tamwar reassures #Phil parents that #Phil ’s not a transvestite and nothing happened when #Phil and #Afia were alone . #Glenda and #Masood want to meet #Afia properly . #Afia accidentally tells #Ian that the Masoods are thinking of buying the Argee Bhajee . #Glenda arrives at the restaurant to meet the estate agent and is aghast when #Glenda finds #Ian there . #Masood is still set against buying the restaurant , #Masood and #Glenda are arguing about it when #Tamwar and #Afia arrive . #Glenda quizzes #Afia and is thrilled when #Afia says #Glenda father ’s a surgeon . #Tamwar worries , wondering why #Afia lied to #Tamwar parents – #Glenda father ’s actually a GP . #Lauren ’s still in a foul mood . The Slaters , #Max and #Ryan are all worried about @Stacey . #Alfie decides to hold a charity butlers and maids auction . With @Stacey gone , the Vic needs a new barmaid , @Janine puts @Janine forward . #Kat tells #Alfie Stacey ’s phoned , #Kat sounded really scared and made #Kat promise not to tell anyone where #Kat is .', '#Ian tells #Peter #Ian wants to buy the Argee Bhajee and is keeping it secret from #Jane . #Peter urges #Ian to tell #Jane . #Jane overhears #Peter and realises that #Ian is lying to #Jane again . #Jane is convinced that the ‘ secret bid ’ concerns bidding on #Jane in the Charity Auction at the Vic . #Ian attempts to bribe the Argee Bhajee estate agent to find out the Masoods ’ bid , but it ’s a sealed auction . #Jane learns from #Peter that #Peter and #Ian were n’t discussing the Promise Bid . #Ian breaks in to the Masoods ’ to find the sealed envelope containing their Argee Bhajee bid , but is interrupted by #Tamwar and #Zainab arriving home and hides under the stairs . #Bianca , #Whitney , #Glenda , #Jane and #Jane arrive at the Masoods ’ to get ready for the Charity Auction . #Jane tearfully confesses to the girls that #Jane ’s leaving #Ian . Horrified , #Ian overhears . #Tamwar is nervous about meeting #Afia ’s father for dinner , but impresses #Tamwar when #Tamwar tells #Tamwar how amazing #Afia is . When #Tamwar mentions #Tamwar mother , #Afia ’s father clearly recognizes the name #Masood .. #Carol finds a bag of marijuana in the flat and blames #Connor , but later learns that the drugs are #Glenda ’s . #Bianca is worried about #Carol , and arrives at the flat to find #Carol is stoned . #Bianca blames #Connor ’s influence . #Alfie is holding a Charity Auction in the Vic tonight . #Kat receives a call from Stacey , and warns #Alfie not to mention it to @Ryan . #Alfie tells @Ryan that #Kat knows where Stacey is . #Phil , #Shirley , #Billy and #Jay move into No . 55 . #Glenda reveals to #Phil it was #Billy who told #Glenda they took #Roxy ’s money . #Phil threatens to throw #Billy out until #Billy reminds #Billy that #Billy saved #Billy life a few months ago . #Phil feels guilty and allows #Billy to stay .', 'It ’s the night of the Charity Auction in the Vic . #Kat auctions off @Ryan . @Janine jealously outbids everyone . @Ryan confronts #Kat , @Ryan knows @Janine ’s going to see @Stacey . #Kat says #Kat should either ditch @Janine or let @Stacey go . When @Ryan admits @Ryan cares for @Stacey too , #Kat agrees to take @Ryan to #Kat after the Auction . @Janine suspects #Kat and @Ryan are going to see @Stacey , and shuts @Ryan in the fridge behind the bar . @Janine tells #Kat that @Ryan has already left . #Pat comes to see @Janine , and @Janine admits to #Pat @Janine has locked @Ryan in the fridge . #Pat is shocked and tells @Janine to let @Ryan out . #Kat auctions off #Alfie for a whole day to the Market traders , and leaves to see @Stacey , watched by @Janine . Now sure that #Kat wo n’t go with #Kat , @Janine lets a freezing @Ryan out of the fridge . #Jane swears the girls to secrecy , they ca n’t tell #Ian #Jane ’s leaving #Ian . #Glenda discovers #Ian hiding under the stairs , but does n’t reveal this . The girls head to the Vic , and a devastated #Ian escapes back home , but not without opening the Masoods ’ sealed bid first . #Jane admits to #Denise a part of #Jane still loves #Ian , but #Jane wants someone who loves #Jane back . #Glenda bumps into #Ian outside the Vic , and invites #Ian back to #Glenda place , just because #Jane does n’t appreciate #Ian it does n’t mean other women do n’t . At #Glenda ’s flat , #Ian is flattered and moved by #Glenda kindness , and kisses #Glenda . When #Glenda is out for more wine , #Glenda walks in on #Ian waiting in #Glenda ’s bed . #Ian panics and goes home , finding #Jane waiting for #Ian . In the Vic , #Carol apologizes to #Connor for accusing #Connor of owning the marijuana . #Glenda sees #Connor receiving a bag from a hooded stranger , and accuses #Connor of storing drugs . #Glenda warns #Carol that #Connor is taking advantage of #Glenda . #Glenda steals #Carol ’s keys , and #Carol and #Connor return home to find #Glenda searching the flat . #Carol tells #Glenda that the pot was #Glenda ’s , and #Connor ’s adamant , #Connor would never disrespect #Carol by bringing drugs into #Carol home . #Carol tells #Glenda to leave but later walks in on #Connor checking #Connor stash of stolen jewellery . #Carol throws #Connor out , #Carol ca n’t believe #Carol thought they could make a go of things . #Connor shouts that at #Carol age #Carol ca n’t afford to be choosey . #Shirley witnesses their row . #Afia ’s father wants to meet the Masoods tonight . #Zainab rushes home to prepare without #Masood . #Afia ’s father arrives at the Masoods ’ , and to #Zainab ’s horror , it ’s #Zainab first husband , #Yusef . He wants to apologize , he rushed into the fire all those years ago to save #Zainab . #Zainab tells him #Zainab never loved him , #Zainab wo n’t let him make #Zainab feel guilty for choosing #Masood after what his family did to #Zainab . #Tamwar , #Afia and #Masood return home , and #Masood punches #Yusef in the face . #Masood reveals to #Tamwar and #Afia that #Zainab and #Yusef used to be married , but after #Zainab affair with #Masood his family set #Zainab on fire and left #Zainab to die . Devastated , #Tamwar tells #Afia that #Afia ca n’t see #Zainab anymore . #Afia and #Yusef leave , and a shaken #Zainab dissolves into tears . #Phil ca n’t settle into domesticity with #Shirley at No . 55 and is restless . Driving round the square , #Phil almost hits #Glenda . Later , #Phil and #Glenda wait outside #Glenda ’s flat until the coast is clear . #Glenda smug #Glenda realises #Glenda ’s left #Glenda tights in #Phil ’s car . It ’s clear that they ’ve had sex .', 'When a guilty #Ian does n’t object to #Jane taking the day off work , #Jane wonders if #Jane should reconsider leaving him . #Christian thinks #Ian has a guilty conscience . #Bianca urges #Ian to make an effort to fix #Ian marriage , and #Ian swears #Glenda to secrecy . #Jane is on #Jane way out for a night out with #Christian , but #Peter tells #Jane that #Ian has called , #Ian needs to see #Jane at the Argee Bhajee . #Jane arrives at the Argee Bhajee to find #Ian has planned a romantic meal , and tells #Jane #Ian wants to buy the place and rename it ‘ #Jane ’s ’ . #Jane is touched . #Ian blurts out that #Ian overheard #Jane saying #Jane was going to leave #Ian and begs #Jane to work things out . #Jane reveals #Jane knows about Lucy ’s abortion , and in a panic , #Ian claims #Ian did n’t know about it until it was too late . Disgusted with #Ian ’s lies , #Jane walks out . Upset that #Jane marriage is over , #Jane meets an unseen stranger in a café . A hand closes over #Jane in comfort . We see that it ’s #Masood . #Yusef comes to the Masoods ’ and begs #Zainab to reconsider letting #Tamwar see #Afia . #Zainab refuses , #Zainab wo n’t ruin #Zainab son ’s life too . #Masood finds out that #Zainab has applied to re - mortgage the house and bid on the Argee Bhajee behind ~his back . ~his is #Zainab #Zainab has lied to #Zainab again , and storms out of the house . @Ryan admits to @Janine @Ryan was going to see Stacey last night , but after being shut in the fridge , @Ryan ’s reconsidered @Ryan priorities . @Ryan @Ryan wants is @Janine . #Pat lets it slip to @Ryan that @Janine locked @Ryan in the fridge deliberately . #Glenda visits #Phil in the Arches , anytime @Ryan wants a repeat of last night @Ryan just has to call .']\n",
      "5544620672795594434.mp4 ['Walking in on #Connor and #Carol kissing , #Glenda decides it ’s time #Glenda found a man of #Glenda own . #Glenda realises #Phil ’s taken £ 5,000 of the stolen money and wants to know why . #Connor meets #Phil , #Glenda and #Glenda see them together . #Billy tries to persuade #Roxy that ~Julie did n’t steal ~Julie money . #Glenda tricks #Billy into confirming that #Phil took the money , then leaves #Phil a note ‘ I know ’ . #Glenda wants to know what #Phil ’s up to , #Phil shows #Glenda a house #Phil ’s bought for ~them – #Phil ’s done a few dodgy deals , increased ~them money . #Glenda ’s thrilled . ~them celebrate in the Vic , telling #Roxy ~them ’re only renting the house . #Glenda arrives , #Phil thinks #Glenda ’s playing games with #Phil , but #Glenda insists #Glenda ’s not after #Phil money – #Glenda ’s after #Phil ... #Tamwar reassures #Phil parents that #Phil ’s not a transvestite and nothing happened when #Phil and #Afia were alone . #Glenda and #Masood want to meet #Afia properly . #Afia accidentally tells #Ian that the Masoods are thinking of buying the Argee Bhajee . #Glenda arrives at the restaurant to meet the estate agent and is aghast when #Glenda finds #Ian there . #Masood is still set against buying the restaurant , #Masood and #Glenda are arguing about it when #Tamwar and #Afia arrive . #Glenda quizzes #Afia and is thrilled when #Afia says #Glenda father ’s a surgeon . #Tamwar worries , wondering why #Afia lied to #Tamwar parents – #Glenda father ’s actually a GP . #Lauren ’s still in a foul mood . The Slaters , #Max and #Ryan are all worried about @Stacey . #Alfie decides to hold a charity butlers and maids auction . With @Stacey gone , the Vic needs a new barmaid , @Janine puts @Janine forward . #Kat tells #Alfie Stacey ’s phoned , #Kat sounded really scared and made #Kat promise not to tell anyone where #Kat is .', '#Ian tells #Peter #Ian wants to buy the Argee Bhajee and is keeping it secret from #Jane . #Peter urges #Ian to tell #Jane . #Jane overhears #Peter and realises that #Ian is lying to #Jane again . #Jane is convinced that the ‘ secret bid ’ concerns bidding on #Jane in the Charity Auction at the Vic . #Ian attempts to bribe the Argee Bhajee estate agent to find out the Masoods ’ bid , but it ’s a sealed auction . #Jane learns from #Peter that #Peter and #Ian were n’t discussing the Promise Bid . #Ian breaks in to the Masoods ’ to find the sealed envelope containing their Argee Bhajee bid , but is interrupted by #Tamwar and #Zainab arriving home and hides under the stairs . #Bianca , #Whitney , #Glenda , #Jane and #Jane arrive at the Masoods ’ to get ready for the Charity Auction . #Jane tearfully confesses to the girls that #Jane ’s leaving #Ian . Horrified , #Ian overhears . #Tamwar is nervous about meeting #Afia ’s father for dinner , but impresses #Tamwar when #Tamwar tells #Tamwar how amazing #Afia is . When #Tamwar mentions #Tamwar mother , #Afia ’s father clearly recognizes the name #Masood .. #Carol finds a bag of marijuana in the flat and blames #Connor , but later learns that the drugs are #Glenda ’s . #Bianca is worried about #Carol , and arrives at the flat to find #Carol is stoned . #Bianca blames #Connor ’s influence . #Alfie is holding a Charity Auction in the Vic tonight . #Kat receives a call from Stacey , and warns #Alfie not to mention it to @Ryan . #Alfie tells @Ryan that #Kat knows where Stacey is . #Phil , #Shirley , #Billy and #Jay move into No . 55 . #Glenda reveals to #Phil it was #Billy who told #Glenda they took #Roxy ’s money . #Phil threatens to throw #Billy out until #Billy reminds #Billy that #Billy saved #Billy life a few months ago . #Phil feels guilty and allows #Billy to stay .', 'It ’s the night of the Charity Auction in the Vic . #Kat auctions off @Ryan . @Janine jealously outbids everyone . @Ryan confronts #Kat , @Ryan knows @Janine ’s going to see @Stacey . #Kat says #Kat should either ditch @Janine or let @Stacey go . When @Ryan admits @Ryan cares for @Stacey too , #Kat agrees to take @Ryan to #Kat after the Auction . @Janine suspects #Kat and @Ryan are going to see @Stacey , and shuts @Ryan in the fridge behind the bar . @Janine tells #Kat that @Ryan has already left . #Pat comes to see @Janine , and @Janine admits to #Pat @Janine has locked @Ryan in the fridge . #Pat is shocked and tells @Janine to let @Ryan out . #Kat auctions off #Alfie for a whole day to the Market traders , and leaves to see @Stacey , watched by @Janine . Now sure that #Kat wo n’t go with #Kat , @Janine lets a freezing @Ryan out of the fridge . #Jane swears the girls to secrecy , they ca n’t tell #Ian #Jane ’s leaving #Ian . #Glenda discovers #Ian hiding under the stairs , but does n’t reveal this . The girls head to the Vic , and a devastated #Ian escapes back home , but not without opening the Masoods ’ sealed bid first . #Jane admits to #Denise a part of #Jane still loves #Ian , but #Jane wants someone who loves #Jane back . #Glenda bumps into #Ian outside the Vic , and invites #Ian back to #Glenda place , just because #Jane does n’t appreciate #Ian it does n’t mean other women do n’t . At #Glenda ’s flat , #Ian is flattered and moved by #Glenda kindness , and kisses #Glenda . When #Glenda is out for more wine , #Glenda walks in on #Ian waiting in #Glenda ’s bed . #Ian panics and goes home , finding #Jane waiting for #Ian . In the Vic , #Carol apologizes to #Connor for accusing #Connor of owning the marijuana . #Glenda sees #Connor receiving a bag from a hooded stranger , and accuses #Connor of storing drugs . #Glenda warns #Carol that #Connor is taking advantage of #Glenda . #Glenda steals #Carol ’s keys , and #Carol and #Connor return home to find #Glenda searching the flat . #Carol tells #Glenda that the pot was #Glenda ’s , and #Connor ’s adamant , #Connor would never disrespect #Carol by bringing drugs into #Carol home . #Carol tells #Glenda to leave but later walks in on #Connor checking #Connor stash of stolen jewellery . #Carol throws #Connor out , #Carol ca n’t believe #Carol thought they could make a go of things . #Connor shouts that at #Carol age #Carol ca n’t afford to be choosey . #Shirley witnesses their row . #Afia ’s father wants to meet the Masoods tonight . #Zainab rushes home to prepare without #Masood . #Afia ’s father arrives at the Masoods ’ , and to #Zainab ’s horror , it ’s #Zainab first husband , #Yusef . He wants to apologize , he rushed into the fire all those years ago to save #Zainab . #Zainab tells him #Zainab never loved him , #Zainab wo n’t let him make #Zainab feel guilty for choosing #Masood after what his family did to #Zainab . #Tamwar , #Afia and #Masood return home , and #Masood punches #Yusef in the face . #Masood reveals to #Tamwar and #Afia that #Zainab and #Yusef used to be married , but after #Zainab affair with #Masood his family set #Zainab on fire and left #Zainab to die . Devastated , #Tamwar tells #Afia that #Afia ca n’t see #Zainab anymore . #Afia and #Yusef leave , and a shaken #Zainab dissolves into tears . #Phil ca n’t settle into domesticity with #Shirley at No . 55 and is restless . Driving round the square , #Phil almost hits #Glenda . Later , #Phil and #Glenda wait outside #Glenda ’s flat until the coast is clear . #Glenda smug #Glenda realises #Glenda ’s left #Glenda tights in #Phil ’s car . It ’s clear that they ’ve had sex .', 'When a guilty #Ian does n’t object to #Jane taking the day off work , #Jane wonders if #Jane should reconsider leaving him . #Christian thinks #Ian has a guilty conscience . #Bianca urges #Ian to make an effort to fix #Ian marriage , and #Ian swears #Glenda to secrecy . #Jane is on #Jane way out for a night out with #Christian , but #Peter tells #Jane that #Ian has called , #Ian needs to see #Jane at the Argee Bhajee . #Jane arrives at the Argee Bhajee to find #Ian has planned a romantic meal , and tells #Jane #Ian wants to buy the place and rename it ‘ #Jane ’s ’ . #Jane is touched . #Ian blurts out that #Ian overheard #Jane saying #Jane was going to leave #Ian and begs #Jane to work things out . #Jane reveals #Jane knows about Lucy ’s abortion , and in a panic , #Ian claims #Ian did n’t know about it until it was too late . Disgusted with #Ian ’s lies , #Jane walks out . Upset that #Jane marriage is over , #Jane meets an unseen stranger in a café . A hand closes over #Jane in comfort . We see that it ’s #Masood . #Yusef comes to the Masoods ’ and begs #Zainab to reconsider letting #Tamwar see #Afia . #Zainab refuses , #Zainab wo n’t ruin #Zainab son ’s life too . #Masood finds out that #Zainab has applied to re - mortgage the house and bid on the Argee Bhajee behind ~his back . ~his is #Zainab #Zainab has lied to #Zainab again , and storms out of the house . @Ryan admits to @Janine @Ryan was going to see Stacey last night , but after being shut in the fridge , @Ryan ’s reconsidered @Ryan priorities . @Ryan @Ryan wants is @Janine . #Pat lets it slip to @Ryan that @Janine locked @Ryan in the fridge deliberately . #Glenda visits #Phil in the Arches , anytime @Ryan wants a repeat of last night @Ryan just has to call .']\n",
      "5547193787702629969.mp4 ['#Kat retrieves @Stacey and Lily ’s passports from the Slaters ’ . @Ryan insists #Kat take @Ryan to @Stacey ’s hotel . @Stacey seems terrified when #Kat claims @Stacey has n’t got the passports , but wo n’t tell #Kat who @Stacey ’s running away from . @Ryan bursts into the room . #Kat suggests they come back tomorrow , but then slips @Stacey the passports . Back in the Square a casual remark from #Kat convinces @Ryan that @Stacey ’s planning to leave . @Ryan returns to the hotel in #Dot ’s car , and stops @Stacey from getting in a cab , insisting @Ryan ’ll drive @Stacey to the airport . Instead , @Ryan drives them to an empty quarry . @Ryan insists @Ryan does n’t want @Janine and kisses @Stacey passionately , @Janine reciprocates and as things become more heated , @Ryan lifts @Janine onto the bonnet of #Dot ’s car . #Jane ’s unimpressed by #Ian ’s plans to turn the Argee Bhajee into ‘ #Jane ’s ’ . #Tamwar ’s still heartbroken ; #Zainab thinks the Argee Bhajee would be a good thing for @Ryan to focus on . #Masood insists that buying the restaurant would be lunacy ! #Jane and #Masood escape to a hotel together . When @Ryan and #Kat unexpectedly walk past , #Masood and #Jane kiss in an attempt to conceal themselves . #Ian and #Zainab wait together for the results of the sealed bid . #Ian ’s astonished when #Zainab ’s bid wins . #Masood and #Jane end up in a hotel room together , but quickly realise sleeping together is n’t a good idea . #Mo tries to scam #Julie , and is annoyed when #Billy takes #Julie ’s side . #Mo and #Julie then bicker in the Minute Mart . #Dot enjoys #Julie ’s company and the women drink tea and fold sheets together in the Launderette . When #Mo warns #Dot about #Julie , showing #Julie #Julie ’s tag , #Dot admonishes #Mo for judging #Julie . Later , #Dot eats lunch alone .', '#Jane tells #Ian #Jane ’s leaving #Ian . #Ian begs #Jane to stay , and the couple talk openly and honestly about #Jane and #Masood , and Lucy ’s abortion . Eventually , #Jane admits #Jane still loves #Ian and they kiss . But when #Jane goes upstairs , #Ian ’s face falls , #Ian heads to the Masoods ’ and stands outside , staring in . Post - coital , @Stacey and @Ryan lie on the bonnet of #Dot ’s car . ~Ryan’s ’s shocked when @Stacey announces @Stacey ’s still getting on @Stacey flight . ~Ryan’s refuses to drive @Stacey to the airport and ca n’t believe @Stacey ’s going to let whoever @Stacey ’s running away from win . @Ryan returns home and confronts @Janine about the fridge . @Ryan anger soon turns to passion and the couple end up in bed , with @Ryan assuring @Janine they ’ll never hear from @Stacey again . #Kat calms #Jean down , telling #Kat ~Ryan’s ’s gone to Majorca . @Stacey returns to the square and confronts #Lauren . When @Stacey walks into the Vic , #Jean ’s thrilled and @Ryan and @Janine are shocked . When #Kat asks if everything ’s sorted , @Stacey nods . #Dot ’s over the moon when #Heather asks @Stacey to babysit George and spends all day constructing a toy train and preparing a special tea ; @Stacey ’s devastated when #Heather changes @Stacey mind . @Stacey returns from Leeds , @Stacey ’s passed the first stage of @Stacey massage course . #Christian realises #Jane spent the day with #Masood . #Jane finds the hotel key card in #Jane pocket and leaves it on the bar , @Stacey picks it up . @Stacey ’s suspicious , especially after #Dot mentions @Stacey saw #Masood and #Jane drive off together . @Stacey ’s surprised when #Masood agrees to the purchase of the Argee Bhajee . #Tamwar ’s still depressed , missing #Afia . #Masood throws the Argee Bhajee keys at #Masood , claiming it ’s #Masood to run as #Masood pleases . #Masood lies to @Stacey when @Stacey asks where #Masood ’s been all day .', '#Jane tells #Masood that #Ian knows about their hotel visit . #Zainab manages to find #Ian , and boast about the Argee Bhajee , despite Masoods efforts to keep the two apart . Later , #Ian confronts and punches #Masood . #Ian apologises to #Jane , claiming #Ian ’s going to put it all behind them , then heads to #Glenda ’s flat . #Glenda needs rent money . #Glenda tries and fails to tap #Phil , then traps #Glenda shoe in a drain so #Ian will rescue #Glenda , before flirting with #Ian in the cafe . #Ian hears #Carol reminding #Glenda about the rent . That evening , #Ian arrives at #Glenda ’s flat and hands #Glenda some money , #Ian thinks they can come to some arrangement . #Glenda lets #Ian in . Summoned to a secret breakfast at #Syed ’s flat , #Tamwar presumes #Syed ’s annoyed about the Argee Bhajee . In truth , #Syed ’s determined to stop #Tamwar giving up #Afia to please #Masood , sure #Tamwar father ’s having an affair with #Jane . #Syed invites #Afia and #Tamwar to #Syed flat . At first the atmosphere is strained , but the pair soon start playfully bickering . They decide their families ’ feud is pointless and defiantly go to the Masoods ’ together ; unfortunately , when #Masood finds #Afia in #Masood house #Masood throws #Afia out , furious . #Syed confronts #Masood – let #Tamwar see who #Syed likes , or #Syed ’ll tell #Zainab about #Jane . #Masood calls #Syed ’s bluff . #Afia has a disastrous first day cleaning the Vic , #Afia eventually agrees to give #Afia another chance . Realising #Dot ’s lonely , #Heather persuades #Heather to join the local choir . @Stacey tells @Ryan @Stacey did n’t want to leave any unfinished business in Walford . The pair flirt with one another , @Ryan kisses @Stacey but @Stacey ’s unimpressed when @Ryan drops @Stacey as soon as #Afia walks in . @Stacey gives @Ryan an ultimatum : leave @Janine , or leave @Janine alone .', '#Syed ca n’t bring #Syed to tell #Zainab about #Jane and #Masood and instead thanks #Jane for saving #Syed in the Vic fire . #Zainab invites #Jane and #Ian round for an excruciatingly awkward five course lunch . #Zainab hopes there are no hard feelings over the Argee Bhajee . #Ian ’s loaded comments make #Masood and #Jane squirm , but make #Zainab think that #Ian wants to buy #Zainab out of Masala Queen . #Ian takes this as proof that the Masoods have overstretched themselves . #Zainab ’s got a job interview on the other side of London . When #Zainab does n’t get the job , @Ryan comforts #Zainab . @Stacey ’s in high spirits at the prospect of being with @Ryan , but becomes more subdued after talking to #Dot and #Charlie about Bradley . In the barrel store , @Stacey tells @Ryan @Stacey ’s changed @Stacey mind , @Stacey just wants them to have an affair . #Kat walks in and finds @Ryan seemingly alone . After #Kat leaves , @Stacey stands up , naked . @Stacey and @Ryan kiss . There ’s a thief at #Julie ’s hostel , so #Julie leaves some of #Julie belongings at ~Billy’s ’s . At the Vic , #Julie accidentally sends away the wine delivery driver ; #Billy saves the day , borrowing wine from R&R then claiming it was #Julie ’s idea . When #Kat suggests there ’s something going on between #Julie and #Billy , #Julie denies it but smiles . Jay finds a pile of photos of the same man amongst #Julie ’s things . #Billy confronts #Julie , who eventually admits that the pictures are of their son . ~Billy’s ’s found some old sheet music of Ethel ’s to take to choir . Learning that #Grace Olubunmi is already a choir member , #Dot nearly backs out . Fat Boy escorts #Dot to the Community Centre , and is coerced into joining the choir himself . When #Dot suggests there ’s room for improvement within the choir , #Grace takes it as a personal slight .']\n",
      "5549784941472309008.mp4 ['@Janine makes a bet with @Ryan over who can steal the best Christmas present . #Kat and #Alfie prepare for #Alfie ’s ‘ Countdown to Christmas ’ in the Vic . @Stacey ’s earring is found in the barrel store , #Kat knows @Stacey was in there with @Ryan . #Kat sends @Ryan to the Slaters ’ to see #Stacey , who ’s preparing for a social worker visit . @Ryan plays the perfect dad for the social worker , and @Stacey and @Ryan bond over ~Lily . @Janine goes to the Vic to find @Ryan . #Alfie tells @Janine @Ryan went to the Slaters ’ earlier . @Janine is suspicious and steals #Kat ’s keys from behind the bar . @Ryan and @Stacey put ~Lily to bed in @Stacey ’s room . They share a kiss ; things get more heated . #Kat realises @Janine knows where @Ryan is and rings @Stacey to warn @Stacey , but there ’s no answer . @Janine lets @Janine into the Slaters ’ and climbs the stairs to @Stacey ’s bedroom . #Phil sends #Jay to find @Ryan , @Ryan needs @Ryan to do another jewellery deal with #Connor . #Jay is jealous when #Phil tells #Ian , no one comes before Ben . #Jay ca n’t find @Ryan and goes to meet #Connor alone . #Connor short changes #Jay and pins #Jay up against the wall . #Connor warns #Jay that if #Phil finds out , next time #Connor wo n’t be so gentle . #Billy wants to go and meet #Billy son . #Julie urges him not to but #Billy sets out anyway . #Julie realises where #Billy has gone and hurries after him . #Billy knocks on the door of an expensive looking house . A man opens the door and #Billy blurts out that he ’s his dad . #Peter wants to share #Peter birthday party with #Whitney . #Ian thinks #Julie ’s not good enough for #Ian . #Pat lends #Whitney money to pay for #Whitney t - shirt delivery but the t - shirts have been misprinted .', '@Janine bursts into @Stacey ’s room . @Stacey ’s alone . @Janine demands to know where @Ryan is . @Stacey throws @Stacey out . @Ryan emerges from underneath ~Lily ’s cot . @Janine waits outside the Slaters ’ and tells #Pat that @Ryan is cheating on @Janine . #Pat marches @Janine off for a chat , @Ryan would n’t cheat on @Stacey . Later , @Janine confronts @Ryan , @Janine knows @Ryan was at the Slaters ’ . @Ryan tells @Janine @Ryan was stealing a Christmas present for their bet . @Ryan gives @Janine a present , only to discover it ’s Lily ’s . @Ryan steals #Kat ’s keys and returns ~Lily ’s present . Later at the Vic , @Janine and @Stacey dress in identical Sexy Santa outfits for #Alfie ’s ‘ Countdown to Christmas ’ . Outside , #Pat sees @Ryan kissing a Sexy Santa through the window . When @Janine comes outside to collect glasses , #Pat realises @Ryan is kissing @Stacey . #Shirley ’s angry that #Jay tried to deal with #Connor alone . #Jay tells #Shirley #Jay ’ll sort it . Later , #Shirley accidentally tells #Phil what happened . #Phil arrives at the Arches to see #Jay knock #Connor to the floor . #Jay decides to change #Connor name to Mitchell . #Shirley is concerned , what about Ben ? #Billy is delighted until #Phil tells #Billy ~it ’s because #Jay is working for #Billy . #Billy is hurt . #Julie catches up with #Billy and drags #Billy away , #Billy man is n’t ~it son . #Julie confesses #Julie ’s just been pretending . #Julie did try to find ~it son but he did n’t want to know #Julie . #Billy ’s not sure he can trust #Julie . #Connor offers #Whitney some jewellery for the stall . #Connor hints it ’s stolen . #Whitney initially declines , but when #Whitney ca n’t sell #Whitney ruined t - shirts #Whitney tells #Connor #Whitney wants in . #Peter tells #Ian and #Jane #Peter does n’t want a party after #Whitney turns down #Peter offer of a joint birthday party . Show less', '#Pat is preoccupied and wonders what to do , should #Pat tell @Janine what #Pat saw ? #Pat receives a call from Simon , who invites #Pat to New Zealand for Christmas . @Stacey and @Ryan plan to go away for the weekend together . @Janine forces #Pat into shopping for a Christmas tree as a surprise for @Ryan . In the Launderette , @Stacey tells #Kat @Stacey is going away for the weekend . #Dot overhears and later mentions to #Pat that @Stacey is having a weekend away . @Janine happily decorates the tree @Janine has bought to make their first Christmas together perfect . @Ryan tells #Whitney @Ryan is having an affair with @Stacey . #Whitney is shocked that @Ryan ’s throwing everything away . @Ryan lies to @Janine that @Ryan has to go away for the weekend for work . @Janine tells #Pat , who realises he is going away with @Stacey . #Pat tells @Janine that @Janine saw @Ryan kissing @Stacey , @Janine wo n’t see @Janine made a fool of . @Janine is devastated and initially cries on #Pat ’s shoulder , but then @Janine hardens , @Janine wo n’t cry any more tears over @Ryan . @Janine ’s going to kill @Ryan . It ’s #Peter ’s birthday and #Jane is planning a party for @Ryan . #Peter ’s annoyed , #Peter did n’t want one . #Ian gives #Peter £ 100 for #Ian birthday . #Peter tells #Jane #Peter wants to spend the rest of #Peter life with #Whitney , and later buys a ring from the pawn shop . #Ian sees #Glenda in the Vic and suggests they go back to #Glenda , surely #Peter ’s entitled to something as #Peter ’s paid #Glenda rent ? #Glenda is initially affronted , but relents when #Ian flatters #Glenda and leads #Ian back to #Glenda place . #Glenda criticises #Ian ’s performance in the bedroom .', '@Janine vows to stop @Ryan and @Stacey going away together . #Pat is worried but @Janine insists , @Ryan and @Stacey will pay for this . #Pat tells @Janine @Janine has n’t helped matters by driving @Ryan away . @Janine is outraged , @Janine is n’t the guilty party in all this . #Pat makes @Janine swear that @Janine ’s not going to do anything stupid . @Janine pushes #Pat away and destroys the tree @Janine decorated for @Ryan . #Pat decides not to go to New Zealand , people need @Janine here . @Stacey asks #Jean to look after Lily for the weekend . #Kat tells @Ryan that #Kat knows about the affair and if #Jean hurts @Stacey , #Jean ’ll have #Kat to answer to . @Janine receives a bag of pills from a stranger in the market . Back at the flat , @Janine crushes them to a powder . @Ryan comes home to find @Janine has cooked dinner . @Janine gives @Ryan a glass of wine and watches while @Ryan drinks with a grim smile on @Janine face . It ’s #Peter ’s birthday party . @Janine is awkward with #Jane after what happened with Masood . #Christian wants @Janine to make an effort . #Whitney tells #Lauren that #Peter is too full on for #Jane . #Lauren tells #Lauren #Lauren should dump #Peter if #Lauren does n’t like #Peter . #Jane convinces #Peter to wait until Valentines Day to propose to #Whitney . #Peter demands #Ian accept #Whitney as #Peter girlfriend . #Ian insults #Whitney and #Peter walks out . #Billy takes #Julie with #Billy on a car delivery #Billy ’s doing for #Phil . The car gets a puncture and the police stop to help . By the time it ’s fixed , #Julie realises #Julie ’ll miss #Julie curfew . #Billy tries to reassure #Julie but #Julie ’s worried , #Julie ’s missed #Julie curfew before , #Julie could go back to prison . After #Phil and #Glenda sleep together again , #Glenda wonders what ’s going on between them .']\n",
      "5552368364300855101.mp4 ['#Phil avoids the subject of #Ben ’s imminent release . #Jay ca n’t decide whether to go through with changing #Jay name to ~‘Mitchell ~Mitchell ’ – after all , #Phil does n’t trust ~Mitchell with the same jobs ~Mitchell gives #Ryan and #Connor . #Phil claims #Jay ’s to valuable for such menial jobs . #Billy urges #Jay to be careful , #Phil uses people . #Glenda pays #Phil a visit in the Arches . The pair kiss . #Glenda hides in a car when #Ian arrives . #Phil gets rid of #Ian , then sends #Glenda away . #Jay decides to go to the deed poll office when #Jay realises the power being close to #Phil gives #Jay over #Connor . The family celebrate #Jay becoming a ~‘Mitchell , but as #Phil makes a toast to #Ben #Ben walks in with #Ian and #Jane . #Carol ’s tells #Connor what happened between them was a mistake ; #Carol thinks #Connor should be with someone #Connor own age . However , #Carol ’s unhappy when #Connor starts flirting with #Whitney . #Julie ’s meeting with #Julie Parole officer takes ages . #Billy ’s relieved when #Julie arrives back , all #Julie got was a lecture . #Billy kisses #Julie . #Julie tells #Stacey #Ryan ’s away doing a job for #Phil , then tells #Pat that they spent all weekend talking , @Ryan still loves #Julie , but has gone away to sort @Ryan head out . Later , #Julie refuses to let #Pat into #Julie flat . Suspicious , #Pat sends #Julie a text from #Whitney ’s phone asking #Julie to meet in the Vic , then tries to let #Julie in to the flat . Hearing groaning , #Julie breaks the door down and finds @Ryan . #Pat ’s about to phone for help when #Julie walks in and takes the phone . #Julie claims @Ryan has the flu . #Julie gives @Ryan more crushed drugs . @Stacey reads a text , apparently sent by @Ryan , telling @Stacey @Ryan ’s staying with #Julie .', '#Ben disappears . #Phil looks for #Ben , but soon gives up . #Ben eventually turns up at the Beales ’ . #Ben ’s uncommunicative and edgy , flinching at any loud noise . #Ian , #Jane and #Peter and then #Shirley and #Phil try to talk to #Ben and attempt to persuade #Ben to come home . Frustrated , #Phil goes to #Glenda for sex . Finally , #Shirley , manages to get #Ben to start talking , as ~they bake a cake . With all the focus on #Ben , #Jay ’s frozen out . #Ben tells #Jay not to get used to living with #Phil , #Jay ’ll find a way to get #Jay out soon . #Ben punches #Phil – #Phil ’s finally proud of #Ben son . ~they hug . #Carol enlists #Bianca ’s help to ensure #Whitney stays with #Peter and away from #Connor . @Janine advises #Whitney to go for #Connor – #Connor ’s fit . #Whitney asks #Connor to meet #Whitney at home , ~no-one - one ’s there and #Whitney wants another look at ~no-one stolen jewellery . #Glenda realises #Carol ’s jealous of #Connor and #Whitney and tells #Glenda to stop them before they sleep together . #Carol tells #Connor to leave #Whitney alone , #Whitney ’s vulnerable , was abused . Later , #Carol heads for #Pat ’s , but #Whitney ’s too late , when #Connor appears in #Connor boxers #Whitney realises #Connor and #Whitney have had sex . #Billy and #Julie both admit they want more from their relationship and have sex in the back room of the launderette . @Janine crushes up more pills to give @Ryan . @Janine asks #Billy to fix @Janine front door and shows #Billy @Ryan – insisting #Billy ’s ill and contagious and everyone should stay away . @Janine persuades #Whitney not to visit . #Julie notices @Stacey looking at #Julie phone and asks if #Julie boyfriend has n’t called ? @Stacey insists @Stacey has n’t got one .', '#Jack and #Ronnie return from honeymoon . #Ben tries to talk to #Phil , #Phil escapes to #Glenda ’s . When #Glenda badmouths #Shirley and #Ben , #Phil withdraws #Glenda invitation to #Ben ’s coming home party , but #Glenda turns up anyway . #Ronnie ca n’t work out how #Phil bought No . 55 . #Glenda ’s ~about to tell #Glenda , when #Phil interrupts ~about . #Ian and #Glenda kiss in the backyard just as #Jane stands at the kitchen window and #Roxy storms through the yard . An upstairs window slams shut , and #Ian meets #Peter coming down the stairs , did #Peter see anything ? #Peter ’s drunk , heartbroken after being dumped by #Whitney . #Glenda picks on the party guests one by one – they ’re all liars and cheats . #Glenda ’s about to start on #Phil , but leaves after #Peter throws up on #Glenda shoes . Back home , #Jane ’s furious when #Ian starts lecturing #Peter . Back at No . 55 , #Roxy assures #Ben #Ben does n’t need to be like #Phil . #Glenda ’s left #Glenda wallet , #Jay offers to return it . #Glenda hears a noise and , presuming it ’s #Ian , goes to investigate . Someone pushes #Glenda down the stairs . One of #Glenda earrings falls out and a gloved hand picks it up . @Janine agrees to cover @Ryan ’s shift at the Vic . @Janine tries to wind up @Stacey , it must be hard Lily not having a father , but @Stacey counters , Lily does , @Janine ’s husband . Later , @Janine crushes another pill for @Ryan . #Roxy buys a bracelet from #Whitney , but quickly demands #Roxy money back . #Carol overhears , and realises #Whitney ’s selling #Connor ’s stolen jewellery . #Carol tells #Bianca , who lectures #Whitney , then asks to see the jewellery . #Jack tells #Ronnie #Jack ’s been offered some work as a security consultant – in Dubai . #Ronnie buys a football for the baby , just in case it ’s born before Christmas . #Kat and #Ronnie mark the fifth anniversary of Nana Moon ’s death .', '@Ryan ’s delirious . @Janine comforts @Ryan , but is rocked when @Ryan says ‘ I love you , @Stacey ’ . @Janine pours a huge dose of the drugs into a drink for @Ryan and makes @Ryan swallow it . As @Ryan ’s condition deteriorates , @Janine almost calls 999 . Unable to cope , @Janine leaves the house , @Janine sees @Janine and insists @Janine come and cover @Ryan ’s shift . @Stacey tells @Janine @Stacey ’s washing @Stacey hands of @Ryan , but , after spending the day with #Ronnie , decides to call @Janine . @Ryan desperately tries to get to the phone , but collapses on the floor . Later , @Stacey bangs on the door of @Ryan and @Janine ’s flat , and shouts for @Ryan . @Stacey ’s about to give up , when @Ryan staggers out the front door and collapses at @Stacey feet . @Stacey takes @Ryan in @Stacey arms as @Janine arrives . #Peter stays out all night . #Glenda arrives home from hospital with a badly sprained ankle and bruised ribs , insisting on wearing a neck collar . #Glenda suggests to #Ian that #Jane or #Peter could have pushed #Glenda . When #Peter comes home , #Ian is wary and overfriendly , unsure if #Peter knows about #Ian affair . #Glenda then tells #Phil that #Ben , #Shirley or #Jay could have pushed #Glenda , #Phil suggests it was all #Glenda own work . #Phil accuses #Jay of pushing #Glenda , but #Jay insists #Jay ’s innocent . #Dot ropes #Jane into joining the choir , #Kim signs #Kim and #Denise up . #Kim flirts with Fat Boy . #Ronnie ’s still set against #Jack taking the ~Dubai security job . #Ronnie ropes @Stacey into helping @Stacey shop for buggies . Over coffee @Stacey reminds #Ronnie how lucky @Stacey is . #Ronnie gives #Jack @Stacey blessing to go to ~Dubai . #Bianca and #Denise are aghast when their Christmas saving scheme ‘ Yulesave ’ collapses . #Carol realises that far from warning #Whitney off #Connor , #Bianca ’s wearing some of #Bianca knock off jewellery .']\n",
      "5555325449284154780.mp4 ['#Pat is shocked to find @Janine still in @Janine flat , @Janine said she ’d leave last night . The police arrive at the flat , but it ’s only to discuss neighbourhood safety . @Janine thinks that if @Ryan had told the police @Janine would have been arrested . @Janine leaves to find @Ryan . #Max is annoyed that #Tanya and #Greg have come for lunch , and escapes to go to the Minute Mart . #Lauren follows #Max , and asks #Max to try harder . @Janine finds @Ryan waiting at the flat . @Ryan apologises and says @Ryan ’ll always love @Ryan , gives @Ryan a goodbye kiss and leaves . @Janine misinterprets it . @Ryan goes to see @Stacey , but @Stacey pretends @Stacey is n’t interested . @Ryan leaves . @Janine tells #Pat that everything is fine with @Ryan . #Pat ’s happy for @Stacey , at the Vic tonight they ’ll rub @Stacey ’s nose in it . #Max takes #Greg , #Tanya , #Lauren and #Vanessa over to the Vic . They all have champagne , and eventually start to get along . #Max suggests to #Tanya and #Greg that they spend Christmas day together . @Ryan enters the Vic , and tells @Stacey he ’s finished with @Janine . #Pat walks in , what does @Ryan think @Ryan ’s doing ? @Ryan declares @Ryan ’s in love with @Stacey . The whole pub is shocked . @Stacey tells @Ryan @Stacey loves @Ryan , and kisses @Ryan . @Janine stands in the doorway watching , devastated . #Bianca charges people extra in the café and keeps the change . #Tiffany and #Liam steal two bottles of perfume from the market for #Bianca and #Ricky . #Dot helps #Denise install a printer for #Jordan ’s present , and they accidentally read #Jordan ’s messages to #Gloria over the last 5 months , #Jordan feels #Jordan ca n’t talk to #Denise about Lucas . #Denise tells #Jordan how much #Denise loves #Jordan , but #Jordan tells #Denise #Denise ’s not #Jordan mum . #Denise lets #Jordan go to #Gloria ’s for Christmas .', '@Janine stands stunned , watching @Ryan kiss @Stacey . #Ricky and #Pat are furious . #Lauren notices that #Max is affected by @Stacey and @Ryan . @Janine quietly slips away in a daze . #Ricky and #Pat lead @Janine back to #Pat ’s house . #Ricky is annoyed that #Whitney knew all along . @Janine breaks out of @Janine comatose state , @Janine ’s going home . #Lauren asks #Max if #Max still cares about @Stacey . #Max tells #Lauren that #Max ’s upset that @Stacey moved on so quickly from ~Bradley , and promises #Max wo n’t see @Stacey again . #Max goes to see @Stacey in the Vic , and accuses @Stacey of using #Max and ~Bradley to protect @Stacey . #Lauren spots #Max with @Stacey through the window . #Lauren visits @Janine and gives #Lauren the mobile phone , just play it . @Janine plays the recording and hears @Stacey confess , @Janine killed Archie Mitchell . @Ryan and @Stacey apologise to the Slater ’s for sneaking around . @Ryan asks @Stacey if @Stacey really meant it when @Stacey said @Stacey loved @Ryan . @Stacey reassures @Ryan , @Stacey meant every word . #Jean is initially worried but when @Ryan tells #Jean how much #Jean loves @Stacey , #Jean softens towards @Ryan . #Glenda gives #Phil keys to #Glenda flat . #Glenda insults #Jane . #Peter is outraged , is #Ian going to let #Glenda talk to #Peter wife like that ? #Ian tells #Peter that #Glenda is bitter because #Glenda wanted ~things to carry on between ~things . #Peter goes to #Glenda ’s flat and warns #Glenda to keep away from #Ian . #Phil lets #Phil into the flat and overhears . #Glenda thinks it was #Peter that pushed #Glenda down the stairs . #Kim leaves the bath running . It overflows and short circuits the electricity , leaving the Truemans in a blackout . Fatboy is worried when #Edward chooses #Edward to sing the solo at the carol concert .', \"#Phil 's plan to expose #Glenda has unexpected consequences , while #Peter has a shocking parting shot for #Ian before leaving for good . #Bianca 's decision to take responsibility for #Bianca actions leads to further trouble , and #Kim saves the day at the carol concert , much to #Dot 's displeasure . #Janine 's last desperate stand to expose #Stacey does n't quite go according to plan .\", '@Janine leaves @Ryan a message , @Ryan ’s got until lunchtime then @Janine ’s telling the police everything . #Max reassures a panicking #Stacey that @Janine has no evidence . @Janine corners #Lauren , #Max steps in . Throughout \\xa0 Christmas dinner , #Jean watches #Stacey closely . Afterwards #Jean questions #Stacey . Distraught , #Stacey eventually confesses that @Janine did kill ~Archie . #Jean takes Lily to the Vic , #Jean does n’t feel safe leaving #Jean with #Stacey . @Ryan tells @Janine @Ryan does n’t love @Janine . Desperate , @Janine clings to @Ryan leg , but @Ryan shakes @Janine off and leaves . @Ryan finds #Stacey and insists they need to leave now , @Ryan does n’t care that she killed ~Archie . #Stacey ’s unsure , but @Ryan sets off to find a car . @Janine arrives . Everything she says to #Stacey is calculated to increase her feelings of guilt about Bradley ’s death , suggesting it should have been #Stacey on the roof . When #Stacey tries to leave , @Janine grabs a knife , holds it in #Stacey ’s hand then stabs herself . Horrified , hands covered in blood , #Stacey walks out of the house , passing #Jean in the hallway . #Max follows #Stacey as she climbs up onto the Vic roof . #Stacey looks down at the Square . #Max manages to convince #Stacey not to jump . #Stacey moves to take #Max ’s hand but slips , #Max pulls her to safety . #Max tells #Stacey to stay put , #Max ’ll get #Max car and get #Stacey away from the Square . At @Janine ’s insistence , #Jean phones @Ryan . @Janine leaves the Slaters , determined to stop #Stacey and @Ryan leaving . @Janine staggers into the pub and tells everyone #Stacey tried to kill @Janine . #Lauren finds #Max holding #Max passport , #Max kisses #Lauren and leaves . #Stacey returns home and finds #Jean with ~Lily . #Stacey manages to convince #Jean she did n’t hurt @Janine . #Jean panics , the police are coming ! @Ryan returns , insisting they have go now , but #Stacey stops ~him - she ’s not sure if she loves ~him . #Max arrives . Upset , @Ryan says ~goodbye to ~Lily and hands ~Lily to #Stacey . Tearful , #Stacey and #Jean say ~goodbye . #Ronnie and #Roxy stop #Stacey . #Stacey tells them she did kill Archie . #Roxy ’s furious , but #Ronnie holds her back and tells #Stacey to go . #Max and #Stacey drive away . @Janine staggers out of the Vic as the police arrive . @Janine tells them #Stacey Slater tried to kill @Janine . @Janine appeals to @Ryan but @Ryan ignores @Janine . #Max and #Stacey arrive at the airport . #Max admits #Max still loves #Stacey and suggests #Max comes with her . They kiss but #Stacey quickly pulls away . She explains she still loves Bradley , #Max is her dearest friend , but nothing can happen between them . They part , #Max drives home to the Square as #Stacey and Lily sit on a plane , looking out at the lights of London as they fly to safety . Over Christmas Dinner , #Shirley tells #Roxy that @Janine accused #Stacey of killing Archie . #Roxy ’s determined to find out the truth . #Ronnie says #Roxy ’ll deal with it . #Ronnie cross examines #Max . #Lauren ’s upset , it ’s all #Lauren fault ! #Roxy ’s aghast when #Ronnie allows #Stacey to leave with #Max . #Greg and #Tanya spend Christmas Day at ~Max’s ’s . After #Ronnie ’s visit , #Tanya concludes #Max is still having an affair with #Stacey . After Christmas dinner at the Slaters ’ , #Kat and #Alfie throw a party at the Vic . #Dot ’s feeling blue , #Lauren did n’t get to sing a solo at the choir concert . At #Alfie insistence , #Dot sings ‘ Pretty Baby ’ . ~Max’s ’s follows , singing ‘ Fever ’ . #Bianca comes home . #Whitney invites #Ryan to stay for Christmas Dinner . #Bianca ’s furious with #Whitney , the police nearly found the stolen jewellery ! #Bianca throws the jewellery down a drain ; #Bianca ’s shocked when #Whitney admits it was ~Max’s Mitchell ’s .', \"#Janine recovers from the dramatic events of Christmas Day while the Square deals with the fallout from #Stacey 's departure . #Pat struggles to come to terms with an awful truth , and has #Kat 's Christmas wish finally come true ? #Bianca and #Phil form an uneasy alliance in order to trap #Connor , and #Dot hosts a Boxing Day party .\"]\n",
      "5555360238519252381.mp4 ['#Pat is shocked to find @Janine still in @Janine flat , @Janine said she ’d leave last night . The police arrive at the flat , but it ’s only to discuss neighbourhood safety . @Janine thinks that if @Ryan had told the police @Janine would have been arrested . @Janine leaves to find @Ryan . #Max is annoyed that #Tanya and #Greg have come for lunch , and escapes to go to the Minute Mart . #Lauren follows #Max , and asks #Max to try harder . @Janine finds @Ryan waiting at the flat . @Ryan apologises and says @Ryan ’ll always love @Ryan , gives @Ryan a goodbye kiss and leaves . @Janine misinterprets it . @Ryan goes to see @Stacey , but @Stacey pretends @Stacey is n’t interested . @Ryan leaves . @Janine tells #Pat that everything is fine with @Ryan . #Pat ’s happy for @Stacey , at the Vic tonight they ’ll rub @Stacey ’s nose in it . #Max takes #Greg , #Tanya , #Lauren and #Vanessa over to the Vic . They all have champagne , and eventually start to get along . #Max suggests to #Tanya and #Greg that they spend Christmas day together . @Ryan enters the Vic , and tells @Stacey he ’s finished with @Janine . #Pat walks in , what does @Ryan think @Ryan ’s doing ? @Ryan declares @Ryan ’s in love with @Stacey . The whole pub is shocked . @Stacey tells @Ryan @Stacey loves @Ryan , and kisses @Ryan . @Janine stands in the doorway watching , devastated . #Bianca charges people extra in the café and keeps the change . #Tiffany and #Liam steal two bottles of perfume from the market for #Bianca and #Ricky . #Dot helps #Denise install a printer for #Jordan ’s present , and they accidentally read #Jordan ’s messages to #Gloria over the last 5 months , #Jordan feels #Jordan ca n’t talk to #Denise about Lucas . #Denise tells #Jordan how much #Denise loves #Jordan , but #Jordan tells #Denise #Denise ’s not #Jordan mum . #Denise lets #Jordan go to #Gloria ’s for Christmas .', '@Janine stands stunned , watching @Ryan kiss @Stacey . #Ricky and #Pat are furious . #Lauren notices that #Max is affected by @Stacey and @Ryan . @Janine quietly slips away in a daze . #Ricky and #Pat lead @Janine back to #Pat ’s house . #Ricky is annoyed that #Whitney knew all along . @Janine breaks out of @Janine comatose state , @Janine ’s going home . #Lauren asks #Max if #Max still cares about @Stacey . #Max tells #Lauren that #Max ’s upset that @Stacey moved on so quickly from ~Bradley , and promises #Max wo n’t see @Stacey again . #Max goes to see @Stacey in the Vic , and accuses @Stacey of using #Max and ~Bradley to protect @Stacey . #Lauren spots #Max with @Stacey through the window . #Lauren visits @Janine and gives #Lauren the mobile phone , just play it . @Janine plays the recording and hears @Stacey confess , @Janine killed Archie Mitchell . @Ryan and @Stacey apologise to the Slater ’s for sneaking around . @Ryan asks @Stacey if @Stacey really meant it when @Stacey said @Stacey loved @Ryan . @Stacey reassures @Ryan , @Stacey meant every word . #Jean is initially worried but when @Ryan tells #Jean how much #Jean loves @Stacey , #Jean softens towards @Ryan . #Glenda gives #Phil keys to #Glenda flat . #Glenda insults #Jane . #Peter is outraged , is #Ian going to let #Glenda talk to #Peter wife like that ? #Ian tells #Peter that #Glenda is bitter because #Glenda wanted ~things to carry on between ~things . #Peter goes to #Glenda ’s flat and warns #Glenda to keep away from #Ian . #Phil lets #Phil into the flat and overhears . #Glenda thinks it was #Peter that pushed #Glenda down the stairs . #Kim leaves the bath running . It overflows and short circuits the electricity , leaving the Truemans in a blackout . Fatboy is worried when #Edward chooses #Edward to sing the solo at the carol concert .', \"#Phil 's plan to expose #Glenda has unexpected consequences , while #Peter has a shocking parting shot for #Ian before leaving for good . #Bianca 's decision to take responsibility for #Bianca actions leads to further trouble , and #Kim saves the day at the carol concert , much to #Dot 's displeasure . #Janine 's last desperate stand to expose #Stacey does n't quite go according to plan .\", '@Janine leaves @Ryan a message , @Ryan ’s got until lunchtime then @Janine ’s telling the police everything . #Max reassures a panicking #Stacey that @Janine has no evidence . @Janine corners #Lauren , #Max steps in . Throughout \\xa0 Christmas dinner , #Jean watches #Stacey closely . Afterwards #Jean questions #Stacey . Distraught , #Stacey eventually confesses that @Janine did kill ~Archie . #Jean takes Lily to the Vic , #Jean does n’t feel safe leaving #Jean with #Stacey . @Ryan tells @Janine @Ryan does n’t love @Janine . Desperate , @Janine clings to @Ryan leg , but @Ryan shakes @Janine off and leaves . @Ryan finds #Stacey and insists they need to leave now , @Ryan does n’t care that she killed ~Archie . #Stacey ’s unsure , but @Ryan sets off to find a car . @Janine arrives . Everything she says to #Stacey is calculated to increase her feelings of guilt about Bradley ’s death , suggesting it should have been #Stacey on the roof . When #Stacey tries to leave , @Janine grabs a knife , holds it in #Stacey ’s hand then stabs herself . Horrified , hands covered in blood , #Stacey walks out of the house , passing #Jean in the hallway . #Max follows #Stacey as she climbs up onto the Vic roof . #Stacey looks down at the Square . #Max manages to convince #Stacey not to jump . #Stacey moves to take #Max ’s hand but slips , #Max pulls her to safety . #Max tells #Stacey to stay put , #Max ’ll get #Max car and get #Stacey away from the Square . At @Janine ’s insistence , #Jean phones @Ryan . @Janine leaves the Slaters , determined to stop #Stacey and @Ryan leaving . @Janine staggers into the pub and tells everyone #Stacey tried to kill @Janine . #Lauren finds #Max holding #Max passport , #Max kisses #Lauren and leaves . #Stacey returns home and finds #Jean with ~Lily . #Stacey manages to convince #Jean she did n’t hurt @Janine . #Jean panics , the police are coming ! @Ryan returns , insisting they have go now , but #Stacey stops ~him - she ’s not sure if she loves ~him . #Max arrives . Upset , @Ryan says ~goodbye to ~Lily and hands ~Lily to #Stacey . Tearful , #Stacey and #Jean say ~goodbye . #Ronnie and #Roxy stop #Stacey . #Stacey tells them she did kill Archie . #Roxy ’s furious , but #Ronnie holds her back and tells #Stacey to go . #Max and #Stacey drive away . @Janine staggers out of the Vic as the police arrive . @Janine tells them #Stacey Slater tried to kill @Janine . @Janine appeals to @Ryan but @Ryan ignores @Janine . #Max and #Stacey arrive at the airport . #Max admits #Max still loves #Stacey and suggests #Max comes with her . They kiss but #Stacey quickly pulls away . She explains she still loves Bradley , #Max is her dearest friend , but nothing can happen between them . They part , #Max drives home to the Square as #Stacey and Lily sit on a plane , looking out at the lights of London as they fly to safety . Over Christmas Dinner , #Shirley tells #Roxy that @Janine accused #Stacey of killing Archie . #Roxy ’s determined to find out the truth . #Ronnie says #Roxy ’ll deal with it . #Ronnie cross examines #Max . #Lauren ’s upset , it ’s all #Lauren fault ! #Roxy ’s aghast when #Ronnie allows #Stacey to leave with #Max . #Greg and #Tanya spend Christmas Day at ~Max’s ’s . After #Ronnie ’s visit , #Tanya concludes #Max is still having an affair with #Stacey . After Christmas dinner at the Slaters ’ , #Kat and #Alfie throw a party at the Vic . #Dot ’s feeling blue , #Lauren did n’t get to sing a solo at the choir concert . At #Alfie insistence , #Dot sings ‘ Pretty Baby ’ . ~Max’s ’s follows , singing ‘ Fever ’ . #Bianca comes home . #Whitney invites #Ryan to stay for Christmas Dinner . #Bianca ’s furious with #Whitney , the police nearly found the stolen jewellery ! #Bianca throws the jewellery down a drain ; #Bianca ’s shocked when #Whitney admits it was ~Max’s Mitchell ’s .', \"#Janine recovers from the dramatic events of Christmas Day while the Square deals with the fallout from #Stacey 's departure . #Pat struggles to come to terms with an awful truth , and has #Kat 's Christmas wish finally come true ? #Bianca and #Phil form an uneasy alliance in order to trap #Connor , and #Dot hosts a Boxing Day party .\"]\n"
     ]
    }
   ],
   "source": [
    "for ep in marked_2:\n",
    "    print(ep, marked_2[ep])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "sentences = {}\n",
    "for ep in marked_2:\n",
    "    sentences[ep] = {'support':[], 'marked':[], 'characters':[], 'queries':[]}\n",
    "    for i, p in enumerate(marked_2[ep]):\n",
    "        for j, sentence in enumerate(p.split(' . ')):\n",
    "            hits = [w[1:] for w in sentence.split(' ') if w[1:] in query_characters]\n",
    "            if len(hits) > 0:\n",
    "                sentences[ep]['support'].append(full_text[ep][i].split('.')[j].replace('\\n', ' ').strip())\n",
    "                sentences[ep]['marked'].append(sentence.replace('\\n', ' ').strip())\n",
    "                \n",
    "                sentences[ep]['characters'].append([w[1:] for w in sentence.split(' ') if w[1:] in episode_characters])\n",
    "                sentences[ep]['queries'].append(hits)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'support': ['Pat is shocked to find Janine still in her flat, she said she’d leave last night',\n",
       "  'Janine thinks that if Ryan had told the police she would have been arrested',\n",
       "  'Janine leaves to find Ryan',\n",
       "  'Janine finds Ryan waiting at the flat',\n",
       "  'Ryan apologises and says he’ll always love her, gives her a goodbye kiss and leaves',\n",
       "  'Janine misinterprets it',\n",
       "  'Ryan goes to see Stacey, but she pretends she isn’t interested',\n",
       "  'Ryan leaves',\n",
       "  'Janine tells Pat that everything is fine with Ryan',\n",
       "  'Pat’s happy for her, at the Vic tonight they’ll rub Stacey’s nose in it',\n",
       "  'Ryan enters the Vic, and tells Stacey he’s finished with Janine',\n",
       "  'Pat walks in, what does Ryan think he’s doing? Ryan declares he’s in love with Stacey',\n",
       "  'Stacey tells Ryan she loves him, and kisses him',\n",
       "  'Janine stands in the doorway watching, devastated',\n",
       "  'Janine stands stunned, watching Ryan kiss Stacey',\n",
       "  'Lauren notices that Max is affected by Stacey and Ryan',\n",
       "  'Janine quietly slips away in a daze',\n",
       "  'Ricky and Pat lead her back to Pat’s house',\n",
       "  'Janine breaks out of her comatose state, she’s going home',\n",
       "  'Lauren asks Max if he still cares about Stacey',\n",
       "  'Max tells Lauren that he’s upset that Stacey moved on so quickly from Bradley, and promises he won’t see her again',\n",
       "  'Max goes to see Stacey in the Vic, and accuses her of using him and Bradley to protect herself',\n",
       "  'Lauren spots Max with Stacey through the window',\n",
       "  'Lauren visits Janine and gives her the mobile phone, just play it',\n",
       "  'Janine plays the recording and hears Stacey confess, she killed Archie Mitchell',\n",
       "  'Ryan and Stacey apologise to the Slater’s for sneaking around',\n",
       "  'Ryan asks Stacey if she really meant it when she said she loved him',\n",
       "  'Stacey reassures him, she meant every word',\n",
       "  'Jean is initially worried but when Ryan tells her how much her loves Stacey, she softens towards him',\n",
       "  \"Janine's last desperate stand to expose Stacey doesn't quite go according to plan\",\n",
       "  'Janine leaves Ryan a message, he’s got until lunchtime then she’s telling the police everything',\n",
       "  'Max reassures a panicking Stacey that Janine has no evidence',\n",
       "  'Janine corners Lauren, Max steps in',\n",
       "  'Throughout\\xa0Christmas dinner, Jean watches Stacey closely',\n",
       "  'Afterwards Jean questions Stacey',\n",
       "  'Distraught, Stacey eventually confesses that she did kill Archie',\n",
       "  'Jean takes Lily to the Vic, she doesn’t feel safe leaving her with Stacey',\n",
       "  'Ryan tells Janine he doesn’t love her',\n",
       "  'Desperate, Janine clings to his leg, but he shakes her off and leaves',\n",
       "  'Ryan finds Stacey and insists they need to leave now, he doesn’t care that she killed Archie',\n",
       "  'Stacey’s unsure, but Ryan sets off to find a car',\n",
       "  'Janine arrives',\n",
       "  'Everything she says to Stacey is calculated to increase her feelings of guilt about Bradley’s death, suggesting it should have been Stacey on the roof',\n",
       "  'When Stacey tries to leave, Janine grabs a knife, holds it in Stacey’s hand then stabs herself',\n",
       "  'Horrified, hands covered in blood, Stacey walks out of the house, passing Jean in the hallway',\n",
       "  'Max follows Stacey as she climbs up onto the Vic roof',\n",
       "  'Stacey looks down at the Square',\n",
       "  'Max manages to convince Stacey not to jump',\n",
       "  'Stacey moves to take Max’s hand but slips, Max pulls her to safety',\n",
       "  'Max tells Stacey to stay put, he’ll get his car and get Stacey away from the Square',\n",
       "  'At Janine’s insistence, Jean phones Ryan',\n",
       "  'Janine leaves the Slaters, determined to stop Stacey and Ryan leaving',\n",
       "  'She staggers into the pub and tells everyone Stacey tried to kill her',\n",
       "  'Stacey returns home and finds Jean with Lily',\n",
       "  'Stacey manages to convince Jean she didn’t hurt Janine',\n",
       "  'Jean panics, the police are coming! Ryan returns, insisting they have go now, but Stacey stops him - she’s not sure if she loves him',\n",
       "  'Upset, Ryan says goodbye to Lily and hands her to Stacey',\n",
       "  'Tearful, Stacey and Jean say goodbye',\n",
       "  'Ronnie and Roxy stop Stacey',\n",
       "  'Stacey tells them she did kill Archie',\n",
       "  'Roxy’s furious, but Ronnie holds her back and tells Stacey to go',\n",
       "  'Max and Stacey drive away',\n",
       "  'Janine staggers out of the Vic as the police arrive',\n",
       "  'She tells them Stacey Slater tried to kill her',\n",
       "  'Janine appeals to Ryan but he ignores her',\n",
       "  'Max and Stacey arrive at the airport',\n",
       "  'Max admits he still loves Stacey and suggests he comes with her',\n",
       "  'They kiss but Stacey quickly pulls away',\n",
       "  'They part, Max drives home to the Square as Stacey and Lily sit on a plane, looking out at the lights of London as they fly to safety',\n",
       "  'Over Christmas Dinner, Shirley tells Roxy that Janine accused Stacey of killing Archie',\n",
       "  'Lauren’s upset, it’s all her fault! Roxy’s aghast when Ronnie allows Stacey to leave with Max',\n",
       "  'After Ronnie’s visit, Tanya concludes Max is still having an affair with Stacey',\n",
       "  'Whitney invites Ryan to stay for Christmas Dinner',\n",
       "  \"Janine recovers from the dramatic events of Christmas Day while the Square deals with the fallout from Stacey's departure\"],\n",
       " 'marked': ['#Pat is shocked to find @Janine still in @Janine flat , @Janine said she ’d leave last night',\n",
       "  '@Janine thinks that if @Ryan had told the police @Janine would have been arrested',\n",
       "  '@Janine leaves to find @Ryan',\n",
       "  '@Janine finds @Ryan waiting at the flat',\n",
       "  '@Ryan apologises and says @Ryan ’ll always love @Ryan , gives @Ryan a goodbye kiss and leaves',\n",
       "  '@Janine misinterprets it',\n",
       "  '@Ryan goes to see @Stacey , but @Stacey pretends @Stacey is n’t interested',\n",
       "  '@Ryan leaves',\n",
       "  '@Janine tells #Pat that everything is fine with @Ryan',\n",
       "  '#Pat ’s happy for @Stacey , at the Vic tonight they ’ll rub @Stacey ’s nose in it',\n",
       "  '@Ryan enters the Vic , and tells @Stacey he ’s finished with @Janine',\n",
       "  '#Pat walks in , what does @Ryan think @Ryan ’s doing ? @Ryan declares @Ryan ’s in love with @Stacey',\n",
       "  '@Stacey tells @Ryan @Stacey loves @Ryan , and kisses @Ryan',\n",
       "  '@Janine stands in the doorway watching , devastated',\n",
       "  '@Janine stands stunned , watching @Ryan kiss @Stacey',\n",
       "  '#Lauren notices that #Max is affected by @Stacey and @Ryan',\n",
       "  '@Janine quietly slips away in a daze',\n",
       "  '#Ricky and #Pat lead @Janine back to #Pat ’s house',\n",
       "  '@Janine breaks out of @Janine comatose state , @Janine ’s going home',\n",
       "  '#Lauren asks #Max if #Max still cares about @Stacey',\n",
       "  '#Max tells #Lauren that #Max ’s upset that @Stacey moved on so quickly from ~Bradley , and promises #Max wo n’t see @Stacey again',\n",
       "  '#Max goes to see @Stacey in the Vic , and accuses @Stacey of using #Max and ~Bradley to protect @Stacey',\n",
       "  '#Lauren spots #Max with @Stacey through the window',\n",
       "  '#Lauren visits @Janine and gives #Lauren the mobile phone , just play it',\n",
       "  '@Janine plays the recording and hears @Stacey confess , @Janine killed Archie Mitchell',\n",
       "  '@Ryan and @Stacey apologise to the Slater ’s for sneaking around',\n",
       "  '@Ryan asks @Stacey if @Stacey really meant it when @Stacey said @Stacey loved @Ryan',\n",
       "  '@Stacey reassures @Ryan , @Stacey meant every word',\n",
       "  '#Jean is initially worried but when @Ryan tells #Jean how much #Jean loves @Stacey , #Jean softens towards @Ryan',\n",
       "  \"#Janine 's last desperate stand to expose #Stacey does n't quite go according to plan .\",\n",
       "  '@Janine leaves @Ryan a message , @Ryan ’s got until lunchtime then @Janine ’s telling the police everything',\n",
       "  '#Max reassures a panicking #Stacey that @Janine has no evidence',\n",
       "  '@Janine corners #Lauren , #Max steps in',\n",
       "  'Throughout \\xa0 Christmas dinner , #Jean watches #Stacey closely',\n",
       "  'Afterwards #Jean questions #Stacey',\n",
       "  'Distraught , #Stacey eventually confesses that @Janine did kill ~Archie',\n",
       "  '#Jean takes Lily to the Vic , #Jean does n’t feel safe leaving #Jean with #Stacey',\n",
       "  '@Ryan tells @Janine @Ryan does n’t love @Janine',\n",
       "  'Desperate , @Janine clings to @Ryan leg , but @Ryan shakes @Janine off and leaves',\n",
       "  '@Ryan finds #Stacey and insists they need to leave now , @Ryan does n’t care that she killed ~Archie',\n",
       "  '#Stacey ’s unsure , but @Ryan sets off to find a car',\n",
       "  '@Janine arrives',\n",
       "  'Everything she says to #Stacey is calculated to increase her feelings of guilt about Bradley ’s death , suggesting it should have been #Stacey on the roof',\n",
       "  'When #Stacey tries to leave , @Janine grabs a knife , holds it in #Stacey ’s hand then stabs herself',\n",
       "  'Horrified , hands covered in blood , #Stacey walks out of the house , passing #Jean in the hallway',\n",
       "  '#Max follows #Stacey as she climbs up onto the Vic roof',\n",
       "  '#Stacey looks down at the Square',\n",
       "  '#Max manages to convince #Stacey not to jump',\n",
       "  '#Stacey moves to take #Max ’s hand but slips , #Max pulls her to safety',\n",
       "  '#Max tells #Stacey to stay put , #Max ’ll get #Max car and get #Stacey away from the Square',\n",
       "  'At @Janine ’s insistence , #Jean phones @Ryan',\n",
       "  '@Janine leaves the Slaters , determined to stop #Stacey and @Ryan leaving',\n",
       "  '@Janine staggers into the pub and tells everyone #Stacey tried to kill @Janine',\n",
       "  '#Stacey returns home and finds #Jean with ~Lily',\n",
       "  '#Stacey manages to convince #Jean she did n’t hurt @Janine',\n",
       "  '#Jean panics , the police are coming ! @Ryan returns , insisting they have go now , but #Stacey stops ~him - she ’s not sure if she loves ~him',\n",
       "  'Upset , @Ryan says ~goodbye to ~Lily and hands ~Lily to #Stacey',\n",
       "  'Tearful , #Stacey and #Jean say ~goodbye',\n",
       "  '#Ronnie and #Roxy stop #Stacey',\n",
       "  '#Stacey tells them she did kill Archie',\n",
       "  '#Roxy ’s furious , but #Ronnie holds her back and tells #Stacey to go',\n",
       "  '#Max and #Stacey drive away',\n",
       "  '@Janine staggers out of the Vic as the police arrive',\n",
       "  '@Janine tells them #Stacey Slater tried to kill @Janine',\n",
       "  '@Janine appeals to @Ryan but @Ryan ignores @Janine',\n",
       "  '#Max and #Stacey arrive at the airport',\n",
       "  '#Max admits #Max still loves #Stacey and suggests #Max comes with her',\n",
       "  'They kiss but #Stacey quickly pulls away',\n",
       "  'They part , #Max drives home to the Square as #Stacey and Lily sit on a plane , looking out at the lights of London as they fly to safety',\n",
       "  'Over Christmas Dinner , #Shirley tells #Roxy that @Janine accused #Stacey of killing Archie',\n",
       "  '#Lauren ’s upset , it ’s all #Lauren fault ! #Roxy ’s aghast when #Ronnie allows #Stacey to leave with #Max',\n",
       "  'After #Ronnie ’s visit , #Tanya concludes #Max is still having an affair with #Stacey',\n",
       "  '#Whitney invites #Ryan to stay for Christmas Dinner',\n",
       "  \"#Janine recovers from the dramatic events of Christmas Day while the Square deals with the fallout from #Stacey 's departure\"],\n",
       " 'characters': [['Pat', 'Janine', 'Janine', 'Janine'],\n",
       "  ['Janine', 'Ryan', 'Janine'],\n",
       "  ['Janine', 'Ryan'],\n",
       "  ['Janine', 'Ryan'],\n",
       "  ['Ryan', 'Ryan', 'Ryan', 'Ryan'],\n",
       "  ['Janine'],\n",
       "  ['Ryan', 'Stacey', 'Stacey', 'Stacey'],\n",
       "  ['Ryan'],\n",
       "  ['Janine', 'Pat', 'Ryan'],\n",
       "  ['Pat', 'Stacey', 'Stacey'],\n",
       "  ['Ryan', 'Stacey', 'Janine'],\n",
       "  ['Pat', 'Ryan', 'Ryan', 'Ryan', 'Ryan', 'Stacey'],\n",
       "  ['Stacey', 'Ryan', 'Stacey', 'Ryan', 'Ryan'],\n",
       "  ['Janine'],\n",
       "  ['Janine', 'Ryan', 'Stacey'],\n",
       "  ['Lauren', 'Max', 'Stacey', 'Ryan'],\n",
       "  ['Janine'],\n",
       "  ['Ricky', 'Pat', 'Janine', 'Pat'],\n",
       "  ['Janine', 'Janine', 'Janine'],\n",
       "  ['Lauren', 'Max', 'Max', 'Stacey'],\n",
       "  ['Max', 'Lauren', 'Max', 'Stacey', 'Max', 'Stacey'],\n",
       "  ['Max', 'Stacey', 'Stacey', 'Max', 'Stacey'],\n",
       "  ['Lauren', 'Max', 'Stacey'],\n",
       "  ['Lauren', 'Janine', 'Lauren'],\n",
       "  ['Janine', 'Stacey', 'Janine'],\n",
       "  ['Ryan', 'Stacey'],\n",
       "  ['Ryan', 'Stacey', 'Stacey', 'Stacey', 'Stacey', 'Ryan'],\n",
       "  ['Stacey', 'Ryan', 'Stacey'],\n",
       "  ['Jean', 'Ryan', 'Jean', 'Jean', 'Stacey', 'Jean', 'Ryan'],\n",
       "  ['Janine', 'Stacey'],\n",
       "  ['Janine', 'Ryan', 'Ryan', 'Janine'],\n",
       "  ['Max', 'Stacey', 'Janine'],\n",
       "  ['Janine', 'Lauren', 'Max'],\n",
       "  ['Jean', 'Stacey'],\n",
       "  ['Jean', 'Stacey'],\n",
       "  ['Stacey', 'Janine'],\n",
       "  ['Jean', 'Jean', 'Jean', 'Stacey'],\n",
       "  ['Ryan', 'Janine', 'Ryan', 'Janine'],\n",
       "  ['Janine', 'Ryan', 'Ryan', 'Janine'],\n",
       "  ['Ryan', 'Stacey', 'Ryan'],\n",
       "  ['Stacey', 'Ryan'],\n",
       "  ['Janine'],\n",
       "  ['Stacey', 'Stacey'],\n",
       "  ['Stacey', 'Janine', 'Stacey'],\n",
       "  ['Stacey', 'Jean'],\n",
       "  ['Max', 'Stacey'],\n",
       "  ['Stacey'],\n",
       "  ['Max', 'Stacey'],\n",
       "  ['Stacey', 'Max', 'Max'],\n",
       "  ['Max', 'Stacey', 'Max', 'Max', 'Stacey'],\n",
       "  ['Janine', 'Jean', 'Ryan'],\n",
       "  ['Janine', 'Stacey', 'Ryan'],\n",
       "  ['Janine', 'Stacey', 'Janine'],\n",
       "  ['Stacey', 'Jean'],\n",
       "  ['Stacey', 'Jean', 'Janine'],\n",
       "  ['Jean', 'Ryan', 'Stacey'],\n",
       "  ['Ryan', 'Stacey'],\n",
       "  ['Stacey', 'Jean'],\n",
       "  ['Ronnie', 'Roxy', 'Stacey'],\n",
       "  ['Stacey'],\n",
       "  ['Roxy', 'Ronnie', 'Stacey'],\n",
       "  ['Max', 'Stacey'],\n",
       "  ['Janine'],\n",
       "  ['Janine', 'Stacey', 'Janine'],\n",
       "  ['Janine', 'Ryan', 'Ryan', 'Janine'],\n",
       "  ['Max', 'Stacey'],\n",
       "  ['Max', 'Max', 'Stacey', 'Max'],\n",
       "  ['Stacey'],\n",
       "  ['Max', 'Stacey'],\n",
       "  ['Shirley', 'Roxy', 'Janine', 'Stacey'],\n",
       "  ['Lauren', 'Lauren', 'Roxy', 'Ronnie', 'Stacey', 'Max'],\n",
       "  ['Ronnie', 'Tanya', 'Max', 'Stacey'],\n",
       "  ['Whitney', 'Ryan'],\n",
       "  ['Janine', 'Stacey']],\n",
       " 'queries': [['Janine', 'Janine', 'Janine'],\n",
       "  ['Janine', 'Ryan', 'Janine'],\n",
       "  ['Janine', 'Ryan'],\n",
       "  ['Janine', 'Ryan'],\n",
       "  ['Ryan', 'Ryan', 'Ryan', 'Ryan'],\n",
       "  ['Janine'],\n",
       "  ['Ryan', 'Stacey', 'Stacey', 'Stacey'],\n",
       "  ['Ryan'],\n",
       "  ['Janine', 'Ryan'],\n",
       "  ['Stacey', 'Stacey'],\n",
       "  ['Ryan', 'Stacey', 'Janine'],\n",
       "  ['Ryan', 'Ryan', 'Ryan', 'Ryan', 'Stacey'],\n",
       "  ['Stacey', 'Ryan', 'Stacey', 'Ryan', 'Ryan'],\n",
       "  ['Janine'],\n",
       "  ['Janine', 'Ryan', 'Stacey'],\n",
       "  ['Stacey', 'Ryan'],\n",
       "  ['Janine'],\n",
       "  ['Janine'],\n",
       "  ['Janine', 'Janine', 'Janine'],\n",
       "  ['Stacey'],\n",
       "  ['Stacey', 'Stacey'],\n",
       "  ['Stacey', 'Stacey', 'Stacey'],\n",
       "  ['Stacey'],\n",
       "  ['Janine'],\n",
       "  ['Janine', 'Stacey', 'Janine'],\n",
       "  ['Ryan', 'Stacey'],\n",
       "  ['Ryan', 'Stacey', 'Stacey', 'Stacey', 'Stacey', 'Ryan'],\n",
       "  ['Stacey', 'Ryan', 'Stacey'],\n",
       "  ['Ryan', 'Stacey', 'Ryan'],\n",
       "  ['Janine', 'Stacey'],\n",
       "  ['Janine', 'Ryan', 'Ryan', 'Janine'],\n",
       "  ['Stacey', 'Janine'],\n",
       "  ['Janine'],\n",
       "  ['Stacey'],\n",
       "  ['Stacey'],\n",
       "  ['Stacey', 'Janine'],\n",
       "  ['Stacey'],\n",
       "  ['Ryan', 'Janine', 'Ryan', 'Janine'],\n",
       "  ['Janine', 'Ryan', 'Ryan', 'Janine'],\n",
       "  ['Ryan', 'Stacey', 'Ryan'],\n",
       "  ['Stacey', 'Ryan'],\n",
       "  ['Janine'],\n",
       "  ['Stacey', 'Stacey'],\n",
       "  ['Stacey', 'Janine', 'Stacey'],\n",
       "  ['Stacey'],\n",
       "  ['Stacey'],\n",
       "  ['Stacey'],\n",
       "  ['Stacey'],\n",
       "  ['Stacey'],\n",
       "  ['Stacey', 'Stacey'],\n",
       "  ['Janine', 'Ryan'],\n",
       "  ['Janine', 'Stacey', 'Ryan'],\n",
       "  ['Janine', 'Stacey', 'Janine'],\n",
       "  ['Stacey'],\n",
       "  ['Stacey', 'Janine'],\n",
       "  ['Ryan', 'Stacey'],\n",
       "  ['Ryan', 'Stacey'],\n",
       "  ['Stacey'],\n",
       "  ['Stacey'],\n",
       "  ['Stacey'],\n",
       "  ['Stacey'],\n",
       "  ['Stacey'],\n",
       "  ['Janine'],\n",
       "  ['Janine', 'Stacey', 'Janine'],\n",
       "  ['Janine', 'Ryan', 'Ryan', 'Janine'],\n",
       "  ['Stacey'],\n",
       "  ['Stacey'],\n",
       "  ['Stacey'],\n",
       "  ['Stacey'],\n",
       "  ['Janine', 'Stacey'],\n",
       "  ['Stacey'],\n",
       "  ['Stacey'],\n",
       "  ['Ryan'],\n",
       "  ['Janine', 'Stacey']]}"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sentences['5555360238519252381.mp4']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "pickle.dump(sentences, open('summaries_query_mentions.pickle', 'wb'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 257,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "with open('summaries.txt', 'w') as f:\n",
    "     for e in sentences:\n",
    "        f.write(e + '\\n')\n",
    "        f.write('. '.join(s for s in sentences[e]['support']))\n",
    "        f.write('\\n\\n')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 234,
   "metadata": {},
   "outputs": [],
   "source": [
    "summaries = {}\n",
    "for ep in sentences:\n",
    "    summaries[ep] = []\n",
    "    for sen in sentences[ep]['marked']:\n",
    "        l = []\n",
    "        for w in sen.split(' '):\n",
    "            if len(w) == 0: continue\n",
    "            l.append(w[1:] if w[0] in ['#', '@', '~'] else w)\n",
    "        summaries[ep].append(' '.join(l))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 238,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "388"
      ]
     },
     "execution_count": 238,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sum([len(summaries[ep])  for ep in summaries])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 239,
   "metadata": {},
   "outputs": [],
   "source": [
    "pickle.dump(summaries, open('query_character_summaries.pickle', 'wb'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 210,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4268"
      ]
     },
     "execution_count": 210,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sum([len(sentences[ep]['support']) for ep in sentences for ep in sentences])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 181,
   "metadata": {},
   "outputs": [],
   "source": [
    "counters = {}\n",
    "for ep in sentences:\n",
    "    all_chars = []\n",
    "    all_chars.extend([k for l in sentences[ep]['characters'] for k in l])\n",
    "    # all_chars.extend([k for l in sentences[ep]['queries'] for k in l])\n",
    "    counters[ep] = Counter(all_chars).most_common()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 182,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'5531550228324592939.mp4': [('Ryan', 26),\n",
       "  ('Stacey', 24),\n",
       "  ('Janine', 20),\n",
       "  ('Kat', 7),\n",
       "  ('Pat', 5),\n",
       "  ('Billy', 4),\n",
       "  ('Kim', 2),\n",
       "  ('Charlie', 2),\n",
       "  ('Alfie', 2),\n",
       "  ('Phil', 2),\n",
       "  ('Jean', 1),\n",
       "  ('Julie', 1),\n",
       "  ('Bianca', 1)],\n",
       " '5534228999422914578.mp4': [('Janine', 20),\n",
       "  ('Ryan', 20),\n",
       "  ('Stacey', 16),\n",
       "  ('Kat', 6),\n",
       "  ('Pat', 4),\n",
       "  ('Alfie', 2),\n",
       "  ('Ricky', 1),\n",
       "  ('Vanessa', 1),\n",
       "  ('Jodie', 1),\n",
       "  ('Max', 1),\n",
       "  ('Julie', 1),\n",
       "  ('Billy', 1)],\n",
       " '5539381671692122744.mp4': [('Stacey', 14),\n",
       "  ('Max', 7),\n",
       "  ('Lauren', 6),\n",
       "  ('Kat', 3),\n",
       "  ('Vanessa', 1)],\n",
       " '5542003749222140011.mp4': [('Stacey', 30),\n",
       "  ('Lauren', 24),\n",
       "  ('Max', 15),\n",
       "  ('Ryan', 8),\n",
       "  ('Phil', 3),\n",
       "  ('Vanessa', 3),\n",
       "  ('Janine', 1),\n",
       "  ('Abi', 1),\n",
       "  ('Jean', 1)],\n",
       " '5544574287152993687.mp4': [('Ryan', 25),\n",
       "  ('Janine', 16),\n",
       "  ('Kat', 13),\n",
       "  ('Stacey', 7),\n",
       "  ('Pat', 4),\n",
       "  ('Alfie', 3),\n",
       "  ('Max', 1),\n",
       "  ('Glenda', 1),\n",
       "  ('Phil', 1)],\n",
       " '5544620672795594434.mp4': [('Ryan', 25),\n",
       "  ('Janine', 16),\n",
       "  ('Kat', 13),\n",
       "  ('Stacey', 7),\n",
       "  ('Pat', 4),\n",
       "  ('Alfie', 3),\n",
       "  ('Max', 1),\n",
       "  ('Glenda', 1),\n",
       "  ('Phil', 1)],\n",
       " '5547193787702629969.mp4': [('Stacey', 47),\n",
       "  ('Ryan', 26),\n",
       "  ('Kat', 10),\n",
       "  ('Janine', 9),\n",
       "  ('Dot', 6),\n",
       "  ('Jane', 4),\n",
       "  ('Heather', 2),\n",
       "  ('Zainab', 1),\n",
       "  ('Lauren', 1),\n",
       "  ('Jean', 1),\n",
       "  ('Charlie', 1)],\n",
       " '5549784941472309008.mp4': [('Janine', 50),\n",
       "  ('Ryan', 44),\n",
       "  ('Stacey', 27),\n",
       "  ('Pat', 19),\n",
       "  ('Kat', 9),\n",
       "  ('Jean', 3),\n",
       "  ('Alfie', 2),\n",
       "  ('Jay', 2),\n",
       "  ('Connor', 2),\n",
       "  ('Whitney', 2),\n",
       "  ('Jane', 2),\n",
       "  ('Phil', 1),\n",
       "  ('Dot', 1),\n",
       "  ('Peter', 1)],\n",
       " '5552368364300855101.mp4': [('Ryan', 24),\n",
       "  ('Stacey', 22),\n",
       "  ('Janine', 17),\n",
       "  ('Julie', 9),\n",
       "  ('Ronnie', 4),\n",
       "  ('Connor', 3),\n",
       "  ('Billy', 3),\n",
       "  ('Kat', 3),\n",
       "  ('Jay', 2),\n",
       "  ('Phil', 2),\n",
       "  ('Whitney', 2),\n",
       "  ('Pat', 1)],\n",
       " '5555325449284154780.mp4': [('Stacey', 66),\n",
       "  ('Janine', 44),\n",
       "  ('Ryan', 42),\n",
       "  ('Max', 26),\n",
       "  ('Jean', 15),\n",
       "  ('Lauren', 9),\n",
       "  ('Pat', 6),\n",
       "  ('Ronnie', 4),\n",
       "  ('Roxy', 4),\n",
       "  ('Ricky', 1),\n",
       "  ('Shirley', 1),\n",
       "  ('Tanya', 1),\n",
       "  ('Whitney', 1)],\n",
       " '5555360238519252381.mp4': [('Stacey', 66),\n",
       "  ('Janine', 44),\n",
       "  ('Ryan', 42),\n",
       "  ('Max', 26),\n",
       "  ('Jean', 15),\n",
       "  ('Lauren', 9),\n",
       "  ('Pat', 6),\n",
       "  ('Ronnie', 4),\n",
       "  ('Roxy', 4),\n",
       "  ('Ricky', 1),\n",
       "  ('Shirley', 1),\n",
       "  ('Tanya', 1),\n",
       "  ('Whitney', 1)]}"
      ]
     },
     "execution_count": 182,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "counters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 242,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Stacey 5544574287152993687.mp4 ['Masood Ahmed', 'Jane Beale', 'Ian Beale', 'Zainab Masood', 'Janine Malloy', 'Ryan Malloy', 'Pat Evans', 'Phil Mitchell', 'Glenda Mitchell', 'Shirley Carter', 'Alfie Moon', 'Kat Moon', 'Bianca Butcher', 'Carol Jackson', 'Connor Stanley', 'Patrick Trueman', 'Billy Mitchell', 'Christian Clarke', 'Peter Beale', 'Tamwar Masood', 'Afia Khan', 'Yusef Khan', 'Ricky Butcher', 'Denise Johnson', 'Mo Harris', 'Whitney Dean', 'Jay Brown', 'Vanessa Gold', 'Lauren Branning', 'Max Branning', 'Roxy Mitchell', 'Heather Trott', 'Mr Atherton', 'Bushra Abbasi', 'Maria De Costa', 'Lad']\n",
      "Stacey 5544620672795594434.mp4 ['Masood Ahmed', 'Jane Beale', 'Ian Beale', 'Zainab Masood', 'Janine Malloy', 'Ryan Malloy', 'Pat Evans', 'Phil Mitchell', 'Glenda Mitchell', 'Shirley Carter', 'Alfie Moon', 'Kat Moon', 'Bianca Butcher', 'Carol Jackson', 'Connor Stanley', 'Patrick Trueman', 'Billy Mitchell', 'Christian Clarke', 'Peter Beale', 'Tamwar Masood', 'Afia Khan', 'Yusef Khan', 'Ricky Butcher', 'Denise Johnson', 'Mo Harris', 'Whitney Dean', 'Jay Brown', 'Vanessa Gold', 'Lauren Branning', 'Max Branning', 'Roxy Mitchell', 'Heather Trott', 'Mr Atherton', 'Bushra Abbasi', 'Maria de Costa', 'Lad']\n"
     ]
    }
   ],
   "source": [
    "results =  {}\n",
    "for ep in counters:\n",
    "    results[ep] = []\n",
    "    for first_name, count in counters[ep]:\n",
    "        if count > 3:\n",
    "            try:\n",
    "                full_name = [n for n in d[ep]['characters'] if n.startswith(first_name)][0]\n",
    "                results[ep].append((full_name, count))\n",
    "            except:\n",
    "                print(first_name, ep, d[ep]['characters'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 244,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Billy Mitchell',\n",
       " 'Dot Branning',\n",
       " 'Jane Beale',\n",
       " 'Janine Malloy',\n",
       " 'Jean Slater',\n",
       " 'Julie Perkins',\n",
       " 'Kat Moon',\n",
       " 'Lauren Branning',\n",
       " 'Max Branning',\n",
       " 'Pat Evans',\n",
       " 'Ronnie Branning',\n",
       " 'Roxy Mitchell',\n",
       " 'Ryan Malloy',\n",
       " 'Stacey Branning'}"
      ]
     },
     "execution_count": 244,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "chars = set()\n",
    "for ep in results:\n",
    "    for c in [k[0] for k in results[ep]]:\n",
    "        chars.add(c)\n",
    "chars"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 216,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'5531550228324592939.mp4': [('Ryan Malloy', 26),\n",
       "  ('Stacey Branning', 24),\n",
       "  ('Janine Malloy', 20),\n",
       "  ('Kat Moon', 7),\n",
       "  ('Pat Evans', 5),\n",
       "  ('Billy Mitchell', 4),\n",
       "  ('Kim Fox', 2),\n",
       "  ('Charlie Slater', 2),\n",
       "  ('Alfie Moon', 2),\n",
       "  ('Phil Mitchell', 2),\n",
       "  ('Jean Slater', 1),\n",
       "  ('Julie Perkins', 1),\n",
       "  ('Bianca Butcher', 1)],\n",
       " '5534228999422914578.mp4': [('Janine Malloy', 20),\n",
       "  ('Ryan Malloy', 20),\n",
       "  ('Stacey Branning', 16),\n",
       "  ('Kat Moon', 6),\n",
       "  ('Pat Evans', 4),\n",
       "  ('Alfie Moon', 2),\n",
       "  ('Ricky Butcher', 1),\n",
       "  ('Vanessa Gold', 1),\n",
       "  ('Jodie Gold', 1),\n",
       "  ('Max Branning', 1),\n",
       "  ('Julie Perkins', 1),\n",
       "  ('Billy Mitchell', 1)],\n",
       " '5539381671692122744.mp4': [('Stacey Branning', 14),\n",
       "  ('Max Branning', 7),\n",
       "  ('Lauren Branning', 6),\n",
       "  ('Kat Moon', 3),\n",
       "  ('Vanessa Gold', 1)],\n",
       " '5542003749222140011.mp4': [('Stacey Branning', 30),\n",
       "  ('Lauren Branning', 24),\n",
       "  ('Max Branning', 15),\n",
       "  ('Ryan Malloy', 8),\n",
       "  ('Phil Mitchell', 3),\n",
       "  ('Vanessa Gold', 3),\n",
       "  ('Janine Butcher', 1),\n",
       "  ('Abi Branning', 1),\n",
       "  ('Jean Slater', 1)],\n",
       " '5544574287152993687.mp4': [('Ryan Malloy', 25),\n",
       "  ('Janine Malloy', 16),\n",
       "  ('Kat Moon', 13),\n",
       "  ('Pat Evans', 4),\n",
       "  ('Alfie Moon', 3),\n",
       "  ('Max Branning', 1),\n",
       "  ('Glenda Mitchell', 1),\n",
       "  ('Phil Mitchell', 1)],\n",
       " '5544620672795594434.mp4': [('Ryan Malloy', 25),\n",
       "  ('Janine Malloy', 16),\n",
       "  ('Kat Moon', 13),\n",
       "  ('Pat Evans', 4),\n",
       "  ('Alfie Moon', 3),\n",
       "  ('Max Branning', 1),\n",
       "  ('Glenda Mitchell', 1),\n",
       "  ('Phil Mitchell', 1)],\n",
       " '5547193787702629969.mp4': [('Stacey Branning', 47),\n",
       "  ('Ryan Malloy', 26),\n",
       "  ('Kat Moon', 10),\n",
       "  ('Janine Malloy', 9),\n",
       "  ('Dot Branning', 6),\n",
       "  ('Jane Beale', 4),\n",
       "  ('Heather Trott', 2),\n",
       "  ('Zainab Masood', 1),\n",
       "  ('Lauren Branning', 1),\n",
       "  ('Jean Slater', 1),\n",
       "  ('Charlie Slater', 1)],\n",
       " '5549784941472309008.mp4': [('Janine Malloy', 50),\n",
       "  ('Ryan Malloy', 44),\n",
       "  ('Stacey Branning', 27),\n",
       "  ('Pat Evans', 19),\n",
       "  ('Kat Moon', 9),\n",
       "  ('Jean Slater', 3),\n",
       "  ('Alfie Moon', 2),\n",
       "  ('Jay Brown', 2),\n",
       "  ('Connor Stanley', 2),\n",
       "  ('Whitney Dean', 2),\n",
       "  ('Jane Beale', 2),\n",
       "  ('Phil Mitchell', 1),\n",
       "  ('Dot Branning', 1),\n",
       "  ('Peter Beale', 1)],\n",
       " '5552368364300855101.mp4': [('Ryan Malloy', 24),\n",
       "  ('Stacey Branning', 22),\n",
       "  ('Janine Malloy', 17),\n",
       "  ('Julie Perkins', 9),\n",
       "  ('Ronnie Branning', 4),\n",
       "  ('Connor Stanley', 3),\n",
       "  ('Billy Mitchell', 3),\n",
       "  ('Kat Moon', 3),\n",
       "  ('Jay Mitchell', 2),\n",
       "  ('Phil Mitchell', 2),\n",
       "  ('Whitney Dean', 2),\n",
       "  ('Pat Evans', 1)],\n",
       " '5555325449284154780.mp4': [('Stacey Branning', 66),\n",
       "  ('Janine Malloy', 44),\n",
       "  ('Ryan Malloy', 42),\n",
       "  ('Max Branning', 26),\n",
       "  ('Jean Slater', 15),\n",
       "  ('Lauren Branning', 9),\n",
       "  ('Pat Evans', 6),\n",
       "  ('Ronnie Branning', 4),\n",
       "  ('Roxy Mitchell', 4),\n",
       "  ('Ricky Butcher', 1),\n",
       "  ('Shirley Carter', 1),\n",
       "  ('Tanya Branning', 1),\n",
       "  ('Whitney Dean', 1)],\n",
       " '5555360238519252381.mp4': [('Stacey Branning', 66),\n",
       "  ('Janine Malloy', 44),\n",
       "  ('Ryan Malloy', 42),\n",
       "  ('Max Branning', 26),\n",
       "  ('Jean Slater', 15),\n",
       "  ('Lauren Branning', 9),\n",
       "  ('Pat Evans', 6),\n",
       "  ('Ronnie Branning', 4),\n",
       "  ('Roxy Mitchell', 4),\n",
       "  ('Ricky Butcher', 1),\n",
       "  ('Shirley Carter', 1),\n",
       "  ('Tanya Branning', 1),\n",
       "  ('Whitney Dean', 1)]}"
      ]
     },
     "execution_count": 216,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 217,
   "metadata": {},
   "outputs": [],
   "source": [
    "pickle.dump(results, open('coref_results.pickle', 'wb'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "full_text.count('.')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "text = \"\"\"Kat persuades Stacey and Jean to come to R&R with her and Kim, leaving Charlie and Alfie to look after Lily. Alfie quickly escapes to the barrel store. There, Alfie fixes the new television to the wall, it falls off and smashes. Alfie joins the girls in R&R. Charlie has to pick up Mo and leaves Lily with Pat. Lily won’t settle so Pat takes her for a walk.\n",
    "Janine accuses Ryan of wanting to go to R&R because he knew Stacey would be there. Ryan denies it and leaves, Janine stays in the club.\n",
    "Julie explains that she was moved to another home when pregnant, their baby was taken away a week after she gave birth. Billy’s angry, first saying the baby should have stayed with them, then insisting Julie shouldn’t have told him about their son at all. Julie leaves, telling Billy he hasn’t changed.\n",
    "Carol ends up in R&R, Billy joins her. The pair get drunk together. Carol cries, Billy tries to kiss her. When Carol rejects his advances, Billy insults her. Billy then unsuccessfully propositions Jean. Stacey realises Billy’s upset her mum, Janine and Kat get drawn into their argument before Alfie steps in. Ricky takes Carol home, Bianca storms to R&R to confront Billy. Giving Lily to Ryan, Pat follows Bianca into the club, worried. Bianca shouts at Billy. When Bianca backs off, Billy says she’s just like all the other ‘scrubbers’ there. Billy then turns on Stacey, who hits him. Janine pulls out a chunk of Stacey’s hair. Kat and Janine hit each other. Billy staggers away from the fight. Someone puts their hand on Billy’s shoulder, he instinctively turns round and hits them - unfortunately it’s a policeman. Roxy’s jealous when Christian brings Syed to R&R. Christian’s furious when Roxy deliberately spikes Syed’s drink.\"\"\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "f\n",
    "doc = nlp(text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "doc._.has_coref"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Kat 0 1\n",
      "her 10 11\n",
      "Stacey 2 3\n",
      "Stacey 91 92\n",
      "Stacey 213 214\n",
      "her 218 219\n",
      "Stacey 301 302\n",
      "R&R 8 9\n",
      "R&R 87 88\n",
      "he 89 90\n",
      "R&R 176 177\n",
      "R&R 242 243\n",
      "Charlie 15 16\n",
      "Charlie 54 55\n",
      "Alfie 17 18\n",
      "Alfie 23 24\n",
      "Alfie 33 34\n",
      "Alfie 48 49\n",
      "Lily 21 22\n",
      "Lily 62 63\n",
      "Lily 66 67\n",
      "her 73 74\n",
      "the new television 35 38\n",
      "it 42 43\n",
      "Pat 64 65\n",
      "Pat 71 72\n",
      "Janine 79 80\n",
      "Janine 102 103\n",
      "she 112 113\n",
      "she 129 130\n",
      "Janine 221 222\n",
      "Janine 295 296\n",
      "Janine 307 308\n",
      "Ryan 81 82\n",
      "Ryan 96 97\n",
      "Julie 109 110\n",
      "Julie 149 150\n",
      "Julie 161 162\n",
      "their 121 122\n",
      "them 145 146\n",
      "their 156 157\n",
      "their baby 121 123\n",
      "the baby 139 141\n",
      "him 154 155\n",
      "their son 156 158\n",
      "Billy 133 134\n",
      "Billy 165 166\n",
      "he 166 167\n",
      "Billy 178 179\n",
      "Billy 191 192\n",
      "his 200 201\n",
      "Billy 203 204\n",
      "Billy 207 208\n",
      "Billy then 207 209\n",
      "Billy 215 216\n",
      "Billy 245 246\n",
      "Billy 264 265\n",
      "Billy 271 272\n",
      "Billy 285 286\n",
      "him 293 294\n",
      "Billy 312 313\n",
      "Billy 324 325\n",
      "he 328 329\n",
      "Carol 172 173\n",
      "her 180 181\n",
      "Carol 188 189\n",
      "her 195 196\n",
      "Carol 198 199\n",
      "her 205 206\n",
      "Carol 236 237\n",
      "her mum, Janine and Kat 218 224\n",
      "their 227 228\n",
      "Kat 223 224\n",
      "Kat 305 306\n",
      "Bianca 239 240\n",
      "Bianca 254 255\n",
      "Bianca 261 262\n",
      "Bianca 267 268\n",
      "she 273 274\n",
      "Roxy 342 343\n",
      "Roxy 355 356\n",
      "Syed 348 349\n",
      "Syed 358 359\n"
     ]
    }
   ],
   "source": [
    "for c in doc._.coref_clusters:\n",
    "    for m in c.mentions:\n",
    "        print(m, m.start, m.end)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}