2. Heuristic Keyword Exploration.ipynb

{
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  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# My Approach: Heuristic Intent Distribution Exploration\n",
    "I need to get an idea of how much true intents are inside my Twitter data. Doing it by keyword might prove to be a good baseline way to do this. I build off this idea, and do a heuristic clustering of my intents by trying to minimize intent intersections. I try to boil down with this method to have the most distinct and _mutually exclusive_ sets of intents so that Eve bot will be able to be trained to distinguish these intents.\n",
    "\n",
    "I was inspired by seeing other solutions, such as the implementation by cortex, where they made a \"semantic fingerprint\" per intent. Obviously, the details of that are not shared, but it was enough for me to try to think of my own solution. Initially, I was going to stem off the clustering and try to manually pick out 1000 examples manually, but that is just not a smart idea and is extremely labor intensive.\n",
    "\n",
    "This notebook is my way of getting my training data for intent classificaition."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "pandas: 1.0.5\n",
      "numpy: 1.18.5\n",
      "\n",
      "inbound:\n",
      "                                    Processed Inbound  \\\n",
      "0   [new, update, i️, make, sure, download, yester...   \n",
      "6   [hey, anyone, else, upgraded, io, issue, capit...   \n",
      "12  [hello, internet, someone, explain, symbol, ke...   \n",
      "13  [get, screenshot, say, iphonex, reserve, email...   \n",
      "15  [thank, update, phone, even, slow, barely, wor...   \n",
      "\n",
      "                                         Real Inbound  \\\n",
      "0   @AppleSupport The newest update. I️ made sure ...   \n",
      "6   Hey @AppleSupport and anyone else who upgraded...   \n",
      "12  Hello, internet. Can someone explain why this ...   \n",
      "13  @AppleSupport I’ve got a screenshot saying my ...   \n",
      "15  Thank you @AppleSupport I updated my phone and...   \n",
      "\n",
      "                                        Real Outbound  \n",
      "0   @115854 Lets take a closer look into this issu...  \n",
      "6   @115856 Hey, let's work together to figure out...  \n",
      "12  @115861 You're in the right place; we'll do al...  \n",
      "13  @115863 Go ahead and send us a DM please. Let ...  \n",
      "15  @115864 We'd like to help, but we'll need more...  \n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "print(f'pandas: {pd.__version__}')\n",
    "import numpy as np\n",
    "print(f'numpy: {np.__version__}')\n",
    "# Visualization \n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "sns.set(style=\"ticks\", color_codes=True)\n",
    "# Making my visualizations pretty\n",
    "sns.set_style('whitegrid')\n",
    "# Combination exploration\n",
    "import itertools\n",
    "import yaml\n",
    "\n",
    "# Loading back processed data\n",
    "processed = pd.read_pickle('objects/processed.pkl')\n",
    "print(f'\\ninbound:\\n{processed.head()}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Brief Keyword Search EDA\n",
    "Using this as a tool to look at Tweets."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "283 Tweets contain the keyword info\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Processed Inbound</th>\n",
       "      <th>Real Inbound</th>\n",
       "      <th>Real Outbound</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>[come, bug, number, disappear, enter, info, vi...</td>\n",
       "      <td>Come on @AppleSupport #ios11.1  Same bug as be...</td>\n",
       "      <td>@116854 Let's investigate this together. Does ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1007</th>\n",
       "      <td>[thank, make, learn, hard, way, remove, financ...</td>\n",
       "      <td>@115858 Thank you for making me learn the hard...</td>\n",
       "      <td>@125149 We'll point you in the right direction...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1154</th>\n",
       "      <td>[u, live, china, possible, iphone, mac, icloud...</td>\n",
       "      <td>@AppleSupport I am from the US but I live in C...</td>\n",
       "      <td>@126347 Our iTunes Support team would love to ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1774</th>\n",
       "      <td>[please, give, info, apple, pay, io, iphone, i...</td>\n",
       "      <td>@AppleSupport Please give me some info on Appl...</td>\n",
       "      <td>@134113 Apple Pay is not currently supported i...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2048</th>\n",
       "      <td>[connection, always, correct, song, info, disp...</td>\n",
       "      <td>@AppleSupport The connection is always correct...</td>\n",
       "      <td>@135615 Let's continue in DM together: https:/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106052</th>\n",
       "      <td>[try, update, apps, fuck, visa, something, wro...</td>\n",
       "      <td>@AppleSupport I’m trying to update my apps, bu...</td>\n",
       "      <td>@818974 We’ve got a team of iTunes Store speci...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106065</th>\n",
       "      <td>[spent, min, tmobile, store, yesterday, min, p...</td>\n",
       "      <td>@AppleSupport I spent 30 mins in the TMobile s...</td>\n",
       "      <td>@121077 We’re happy to look into this further ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106170</th>\n",
       "      <td>[like, export, anywhere, actually, want, save,...</td>\n",
       "      <td>@AppleSupport I’d like to export it anywhere a...</td>\n",
       "      <td>@819840 Thanks for those details. Let's take a...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106414</th>\n",
       "      <td>[hold, minute, still, spoken, human, need, kno...</td>\n",
       "      <td>@AppleSupport been on hold for 15 minutes... s...</td>\n",
       "      <td>@821246 We know how important it is to update ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106596</th>\n",
       "      <td>[tf, randomly, gon, na, get, sign, icloud, typ...</td>\n",
       "      <td>How tf am I randomly gonna get signed out of m...</td>\n",
       "      <td>@823162 We'd like to help you get this resolve...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>283 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                        Processed Inbound  \\\n",
       "91      [come, bug, number, disappear, enter, info, vi...   \n",
       "1007    [thank, make, learn, hard, way, remove, financ...   \n",
       "1154    [u, live, china, possible, iphone, mac, icloud...   \n",
       "1774    [please, give, info, apple, pay, io, iphone, i...   \n",
       "2048    [connection, always, correct, song, info, disp...   \n",
       "...                                                   ...   \n",
       "106052  [try, update, apps, fuck, visa, something, wro...   \n",
       "106065  [spent, min, tmobile, store, yesterday, min, p...   \n",
       "106170  [like, export, anywhere, actually, want, save,...   \n",
       "106414  [hold, minute, still, spoken, human, need, kno...   \n",
       "106596  [tf, randomly, gon, na, get, sign, icloud, typ...   \n",
       "\n",
       "                                             Real Inbound  \\\n",
       "91      Come on @AppleSupport #ios11.1  Same bug as be...   \n",
       "1007    @115858 Thank you for making me learn the hard...   \n",
       "1154    @AppleSupport I am from the US but I live in C...   \n",
       "1774    @AppleSupport Please give me some info on Appl...   \n",
       "2048    @AppleSupport The connection is always correct...   \n",
       "...                                                   ...   \n",
       "106052  @AppleSupport I’m trying to update my apps, bu...   \n",
       "106065  @AppleSupport I spent 30 mins in the TMobile s...   \n",
       "106170  @AppleSupport I’d like to export it anywhere a...   \n",
       "106414  @AppleSupport been on hold for 15 minutes... s...   \n",
       "106596  How tf am I randomly gonna get signed out of m...   \n",
       "\n",
       "                                            Real Outbound  \n",
       "91      @116854 Let's investigate this together. Does ...  \n",
       "1007    @125149 We'll point you in the right direction...  \n",
       "1154    @126347 Our iTunes Support team would love to ...  \n",
       "1774    @134113 Apple Pay is not currently supported i...  \n",
       "2048    @135615 Let's continue in DM together: https:/...  \n",
       "...                                                   ...  \n",
       "106052  @818974 We’ve got a team of iTunes Store speci...  \n",
       "106065  @121077 We’re happy to look into this further ...  \n",
       "106170  @819840 Thanks for those details. Let's take a...  \n",
       "106414  @821246 We know how important it is to update ...  \n",
       "106596  @823162 We'd like to help you get this resolve...  \n",
       "\n",
       "[283 rows x 3 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Search by keywords (single keyword filter)\n",
    "keyword = 'info'\n",
    "\n",
    "# Seeing what the processed Tweets look like\n",
    "filt = [(i,j) for i,j in enumerate(processed['Processed Inbound']) if keyword in j]\n",
    "filtered = processed.iloc[[i[0] for i in filt]]\n",
    "print(f'{len(filtered)} Tweets contain the keyword {keyword}')\n",
    "filtered"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Come on @AppleSupport #ios11.1  Same bug as before. Numbers disappear when entering info. Video below. #iosproblems https://t.co/eKirAn2Mam',\n",
       " \"@115858 Thank you for making me learn the hard way. Removed all my financial info from my profile so I can't be robbed again.\",\n",
       " '@AppleSupport I am from the US but I live in China. Is it possible to have my iPhone/Mac iCloud linked to my Chinese info (bank, address), and separate Apple ID linked to my U.S. info (bank, address)?..Want to keep my iCloud storage in China but use App Store/Apple music from US',\n",
       " '@AppleSupport Please give me some info on Apple Pay on ios11 on iPhone 7 India support. Thanks in advance.',\n",
       " '@AppleSupport The connection is always correct, song info is displayed. 9 out of 10 times closing Waze is solving the issue and the audio is streaming again.',\n",
       " '@AppleSupport I am using 11.1.2.  The controls/info are there, but cannot be seen (podcast controls/number pad for code entry respond when touched--assuming where the buttons are)',\n",
       " '@AppleSupport More info. For normal webpage, this issue doesn’t appear. Webpage demonstrated in the video is https://t.co/QJF5JVewoO, which is a SAAS software as same as Worktile. Is this the case that safari isn’t supporting this kinds of web well?',\n",
       " '@115858 @AppleSupport How do I get rid of this? Also even if put my card info in it gets declined. https://t.co/cwR2dd5omM',\n",
       " '@AppleSupport Thank you. Already restarted and prob persists. I even updated my payment info',\n",
       " '@AppleSupport I’m in a family plan and I’m the only person who gets this, I put in the correct info and it tells me it’s invalid https://t.co/8wnwwgKQZB',\n",
       " '@AppleSupport From my downloads folder (as usual). On my MBP with OS X 10.9.5.\\nOnly song titles came through. No band info. No album info. Which is all fairly typical.',\n",
       " '@AppleSupport It does but it was nicer to have the info in the overview. It’s useful to decide whether or not to update w/o wifi',\n",
       " '@AppleSupport No I am unable to update right now. But I triple checked the log in info w/ the boss &amp; it keeps denying it.',\n",
       " '@AppleSupport Ok thank you. I’ll dm you. What info do you need? Code from back of phone?',\n",
       " '@AppleSupport Thanks for the reply. Managed to fix it. CVV info didn’t originally save. I’ve upgraded my iCloud storage. Just waiting for email invoice.',\n",
       " '@AppleSupport I keep trying to update payment info but all it does is load for ages and says can’t connect to iCloud WiFi is connected etc.',\n",
       " '@AppleSupport Not able to update do to Billling Issue error?  Billing server does not seem to be responding  Tried to update billing info',\n",
       " \"@115858 must be having some major technical problems because I can't access any Apple ID info.\",\n",
       " '@AppleSupport Hi. Stupid question. From the lock screen on iPhone how do I get to ICE Medical ID info?',\n",
       " '@AppleSupport Hi. There’s frequently no clock/unlock info on the lock screen,  as seen in left image. Not sure if it’s hiding notifications too.',\n",
       " '@AppleSupport I’m not sure if you guys sent this to me or someone is phishing for my account info https://t.co/ByWDjZCFbq',\n",
       " '@AppleSupport when I try to download something I was brought to the payment page, and when I put my card info in it said that it was declined. I don’t know why tho please help',\n",
       " '@AppleSupport Thanks for the info, but I’ve done/do all of these things. That’s why I am so confused that it has consistently not worked well.',\n",
       " '@AppleSupport my friend forgot his icloud mail password and details since it was given to him a long time ago. he need info on how to reset',\n",
       " '@AppleSupport Please report as bug and attempt to replicate based on info provided. Already using latest software!',\n",
       " '@AppleSupport Thank you. Do you have info about when it will become available here as well, or is it to be determined?',\n",
       " '@AppleSupport Attempting to update iPhone 5S to iOS 11.0.2; downloaded but getting error message on installing w/ no further info. Help?',\n",
       " 'Am I only one with the insanely annoying #ios11 bug that renders volume buttons unusable and no currently playing info on home screen @115858',\n",
       " '@AppleSupport Not working again. Same as before, after entering login info it redirects back to login screen.',\n",
       " '@AppleSupport @118341 @18220 pathetic service.N harass. Unicorn info P. L.\\nPacificmall delhi-18 india. Jobno. DP1715031\\nDt190717',\n",
       " 'I’m trying to download a free game but it isn’t letting me get it. Getting told I need to update my card info and billing info but nothing has changed but when I put the correct info in it’s coming up this. What can I do @AppleSupport https://t.co/RFz89QxNxe',\n",
       " '@AppleSupport Why can’t I download nothing from the apple store it keep on saying that I need to fix my Billing info and I did a lot of times. https://t.co/y95oOj5l94',\n",
       " 'Hey @AppleSupport my @118721 &amp; @118936 account keeps saying my credit card info is declined when it shouldn’t be. Now I can’t download my apps, recent tv eps, &amp; music.',\n",
       " 'this is a fucking SCAM... they asked for my social security number when I almost “updated my info” @AppleSupport @115858 https://t.co/7PTTzuspEs',\n",
       " '@AppleSupport It’s iPhone 5s. I’ve tried to add the names back into the contacts from the Messages &amp; it just doesn’t load the normal contact info page. &amp; I have tried to restart it.',\n",
       " '@AppleSupport please send diagnostic test request to check out my battery health. I’ve provided all info through DM but am still waiting...',\n",
       " \"@AppleSupport it sucks that your website is trash and won't let me verify because it keeps asking me for Phone info when that's the thing that died!!! WTH. I hope one of your genii can help me, if I ever get to see one cause i can't make an appointment online.. stupid site.\",\n",
       " '@AppleSupport iphone IOS 11 is TERRIBLE. LOST MANY addresses etc and cant edit contact info such as deleting an address!!!!!!!! SICK OF APPLE BS !!!!!!!',\n",
       " 'my phone decided to delete allllll my texts today and i’ve never hated @115858 more in my life 😭😭😭 \\n\\nso much valuable info just gone😡',\n",
       " '@AppleSupport hi ive just paid to upgrade my storage and it asked me for my billing information and card info and i confirmed it but my storage plan hasnt changed ?',\n",
       " '@AppleSupport @AppleSupport  I would say nothing happening et’all. Let me know if any additional info needed. Attached screenshot. Thanks 🙏🏻 https://t.co/lWlHN1PuEP',\n",
       " '@AppleSupport I’ve forgotten my Apple ID password and it’s going to take 2 weeks for you to send me info. Any other password on the planet you get to create a new one straight away, this needs sorting',\n",
       " '@AppleSupport When I click a Edit&gt;Get Info it does not ask me to locate the file.  This is what the “File” tab looks like for a song. https://t.co/WXvDpDVOvM',\n",
       " '@AppleSupport my iPhone 6plus and iPad simultaneously started freezing &amp; turning off since late last night .... what’s happening? This cannot be an isolated event. Some info would be helpful.',\n",
       " '@AppleSupport I just got my iPhone X and noticing inconsistency with the app &amp; web passwords function in settings. After putting the .com in the website line and other info “done” does not highlight until I take the m out of .com',\n",
       " '@AppleSupport Thank you. What’s complete header info? What do I need to include in that?',\n",
       " '@115858 I got a banner notification and my top screen info disappeared. Happened after most recent update. #tech',\n",
       " 'Hey @116333 and @AppleSupport what in God’s name is going on in Cupertino? I let the MacOS High Sierra bug slide by. But now you updated iOS to 11.2 without the features claimed and pretty much hobbled Maps with messed up GPS info. You are better than this!',\n",
       " '@AppleSupport Is this really from Apple? It’s asking to verify my account with all my info and credit card info as well. Help. https://t.co/BXh5MdCWXp',\n",
       " '@AppleSupport @115858 help please! I am able to log in, but my debit card was compromised so do I need to update my credit card info?? https://t.co/vXp9NvRIk9',\n",
       " '@AppleSupport I have found a display bug in iOS 11 where the portrait orientation lock doesn’t always work when its enabled. Where would I report it and what info do you require in the report?',\n",
       " '@AppleSupport I have already done that and get the message \"not enough info to reset security questions\" I live in Ireland and can\\'t call US',\n",
       " '@AppleSupport they are wrong even though the answers are correct. Then I try to change them and \"don\\'t have enough info\" to change them',\n",
       " '@AppleSupport hello I’m trying to program my dish remote to Apple TV any info? I tried everything 😩',\n",
       " '@AppleSupport Thanks for the info. Unfortunately the update was done over a week ago. This is now my boot time every time I power on my laptop. 😢',\n",
       " \"Dear @AppleSupport @115858 I can't seem to update my billing info. Please assist\",\n",
       " '@AppleSupport why does it say I need to verify my billing info for free apps??',\n",
       " '@AppleSupport Beta tester i can send the info through feedback app if you prefer.',\n",
       " \"@AppleSupport This is an issue most people are having, it's been going on for a couple of weeks, and no one from Apple HQ has provided answers/info from what I know. It seems to be related to new app certificate signing (according to some devs). I just want a solid bit of info on w/it is:-)\",\n",
       " '@288246 @AppleSupport I did, &amp; I have tried 2x now to follow online tuts but when I go to restore from the back up, it stays on iOS 11 but just with old info 🙁',\n",
       " '@292451 @AppleSupport plz provide further info on this?  Been told no CarPlay support for 2017 Jeep GC but yet here it’s on apple.cm https://t.co/s9vrx8t6jr',\n",
       " \"There's zero info on the Internets on why this would happen w/ Apple Watch Series 3 (just unboxed) + iPhone 5s (iOS 11.0.2). @AppleSupport? https://t.co/0Up2FQOul8\",\n",
       " '@AppleSupport Booted safe mode...didt have any problems. Now boots in 1 minute. Is there way to see system boot info similar to  when linux system booting',\n",
       " '@AppleSupport Cannot swipe to reveal info button for task with long note in Tasks app. Very annoying! https://t.co/PciaO8tKlH',\n",
       " \"@AppleSupport It's locked. It starts up &amp; this shows up..before it used to ask iCloud username &amp; password. Could I DM you the IMEI info @AppleSupport https://t.co/670ffQCImM\",\n",
       " '@AppleSupport I use iCloud. Not all the contacts are missing. I can’t find them, but if they message me, their info will come up.',\n",
       " '@AppleSupport your new update sucks! Constant requests for password and verify. Info given then told incorrect? FU',\n",
       " '@AppleSupport 2/2 -card info, in order to de block my account. Is this normal? Do you ask for credit card info, or is this a hack?',\n",
       " '@AppleSupport I don’t want to change what info/apps to back up, i want to stop using iCloud altogether and stop getting a notification every few hours that my storage is full',\n",
       " '@156181 @118101 @AppleSupport My bf is raining them in a bit to see if they have it in store he works for EE aswell and they’re a just no decent info about what’s going on anywhere',\n",
       " '@AppleSupport uhh hello i can’t download any apps because it’s asking for card info for a free app',\n",
       " '@AppleSupport can someone send me info to help- my wife updated her 6 &amp; lost family share on our Apple Music- I’ve tried everything I know',\n",
       " '@AppleSupport Hi, I topped up my iTunes credit today via pre paid voucher. It went through but the credit balance on my iTunes is still showing my old balance but the credit balance on my App Store is showing my new credit balance. Why are the credit info different? Please advise',\n",
       " '@AppleSupport Login to the Apple website with it. I’ll enter my info, and it loads for a second, and returns me to the login screen',\n",
       " 'Y’all wtf Apple wouldn’t let me download a FREE app with out putting in my credit card info or logging into my PayPal and when I did it',\n",
       " 'Before I update my info is this legitimate??? I got a text saying my @115858 is expiring today? https://t.co/MqGSLx3g9R',\n",
       " '@AppleSupport The Sr. Rep w/Apple says she “took care of it.” Removed all info, signed out, signed in and added my info back. These names are not mine.',\n",
       " '@AppleSupport ... but my emails, phone calls, text messages, app info. What if I’m being stalked for my info? These people could be tracking me. https://t.co/FTN1gCy0XD',\n",
       " '@AppleSupport does iOS 11 have  auto fill credit card info when making a purchase?',\n",
       " '@AppleSupport Tried to download a free app and it’s requiring me to enter credit card info?',\n",
       " \"@AppleSupport that didn't really help me. i know not to give out info but 6 times i keep getting a call from your queens blvd store\",\n",
       " \"@AppleSupport hey the apple girl on the phone gave me the wrong info wtf .. restoring to an older backup doesn't get rid of this 11\",\n",
       " \"@AppleSupport hi, I'd forgotten my password, did the recover, got message saying reset next day at 7pm. Day passed no reset info?!??\",\n",
       " '@AppleSupport why do we keep losing info time and again when using PowerPoint on the Mac? This is a good example of our slides #disaster https://t.co/Ih2Qht6QTv',\n",
       " \"This is why @AppleSupport pisses me off now days even though I've been a loyal Mac user since 1992. I'M DOWNLOADING FREE SOFTWARE! WHY THE FUCK do I need to update my billing info to do so? Just my password isn't good enough for #TimCook anymore? https://t.co/ad2e7iEfi9\",\n",
       " '@AppleSupport something is wrong with your notes.  I keep losing saved info. Erases things after I hit done.  Have lost important info.',\n",
       " '@AppleSupport ever since iOS 11 update there’s something screwy with podcasts.  Any info?',\n",
       " '@AppleSupport hello, why do I continue to get asked to update payment info, it continues to not take it and won’t let my apps update',\n",
       " '@AppleSupport can you tell me if this is a scam email? When I click it asks for a lot of info including SS#  looks phishy. https://t.co/jiVZO5hALf',\n",
       " '@AppleSupport Last time, I was DMed some “reset your settings” info, didn’t work',\n",
       " 'why is my service info in a different language but everything else is in english? that’s random @115858 https://t.co/fyUsRR9YVF',\n",
       " '@115858 Trying to get pre-approved for iPhone X IUP, but carrier(Verizon) verification fails. All info looks good with carrier.',\n",
       " \"@AppleSupport So the new phone you guys gave me today wont turn on now I've restored it.. I cant get any fucking info from my fucking phone because theres an unknown error after I restored it.  I cant even book an appointment without my phone.  Apple is a joke.\",\n",
       " '@AppleSupport  I downloaded ios 11.0.3 and now I can’t buy on iTunes when purchase a song it says done then I have to enter my acct info the',\n",
       " '@AppleSupport So you guys gave me a broken phone today, Ive talked to a bunch of apple support nothing is working it wont turn on.  AND I HAVE TO WAIT 2 DAYS TO GET A NEW PHONE APP? NOT ONLY THAT I DONT HAVE ANY OF MY INFO OR SERIAL NUMBER BECAUSE THE PHONE CORRUPT.',\n",
       " \"@AppleSupport - app store won't show featured, top charts or explore. Shows purchased or updates. Have an ipad. updated cc info just now.\",\n",
       " 'When your @AppleSupport iPhone ID gets hacked &amp; Apple can’t even be bothered to write back as to how it happened or reassure no info hacked🙃',\n",
       " '@AppleSupport how come no music info will show up on my lock screen when I’m playing music?Can’t skip the song or anything.',\n",
       " 'So why didn’t @115858 advise that you lose all your workout activity info once you unpair your Apple Watch from your iPhone? @AppleSupport',\n",
       " '@AppleSupport I have been having an issue fining pre-approval. It keeps getting to confirm carrier. I enter correct info and takes me 2 this https://t.co/AVN8VBx9DJ',\n",
       " '@AppleSupport my friend has been locked out of AppleID for a week now bc it accidentally put an old number on his info- help',\n",
       " 'My app store says i have to pay to download music.ly 😶 @AppleSupport  the app is free so why do i have to show my billing info?',\n",
       " '@AppleSupport how do I make Siri stop giving me weather info on Hollywood FL instead of Hollywood CA?',\n",
       " '@AppleSupport There is no \"Find Info\" window for an unsaved, new TextEdit document. How can I make this problem go away without reading a dissertation?',\n",
       " \"@AppleSupport Yeah, I'm referring to auto-fill I think. I click the user info I want &amp; it does nothing but highlight what I've already typed in the fields\",\n",
       " \"Also, what's the fucking point of the @115858 keychain if all it does is highlight what I've already typed when I click the acc info I want?\",\n",
       " '@AppleSupport Is it routine for Apple to call person after the online purchase of a MacBook Pro to verify info? What if not reachable?',\n",
       " '@AppleSupport Seems to be working now? Can only assume temporary glitch with info that Siri was returning to watch triggering a reboot.',\n",
       " '@AppleSupport everytime I download an app I am asked to update my billing/payment info. when i do it is declined. any help?',\n",
       " \"@AppleSupport So frustrating setting up an appt to come in - signed in w/ login info, can't move on w/o a 2factor authentification\",\n",
       " \"@AppleSupport Hello! I've checked everywhere and cannot find this info. Apple Watch 1 does not have wifi, right? Why does the cloud show?\",\n",
       " '@AppleSupport @AppleSupport Can I get info about this? its kinda of urgent and cant open apple store ... 😟',\n",
       " 'Y’all help a sista out. I can’t download anything because @115858 wanna be funny about this payment info. Somebody give me they credit.',\n",
       " 'this makes no sense bc my account doesn’t have my card info, explain @AppleSupport',\n",
       " '@AppleSupport Wait up til 12 to order - enter my info and keeps saying its wrong now locked out- phones closed - how can I order a phone?',\n",
       " '@AppleSupport my order number has wrong email and payment info for the iPhone X. How do I fix this',\n",
       " '@AppleSupport I’m on 11.0.3 (installed via iTunes - not OTA). If i swipe right, the „destinations“-Panels shows correct info, but no notification',\n",
       " '@AppleSupport last night I preordered X &amp; got a reservation number. However, there was a typo in the carrier info I provided! What do I do?',\n",
       " \"@AppleSupport if I'm trying to pay the full amount for the iPhone X, why do I need to input my @ATT info? I'm prepaid w/them- no SSN on file\",\n",
       " \"@applesupport I got my email that I can proceed with my iPhoneX reservation, but when I enter my info, the reservation isn't found.\",\n",
       " '@AppleSupport 4 calls in a row, nonsense info, travel abroad to change my DEAD #AppleWatch and still got no solution from @115858',\n",
       " \"@AppleSupport Yes, I'm trying to update it, but it's not accepting my new card info.\",\n",
       " \"All of a sudden @115858 @118936 wants some code I've never heard off all the Credit Card info is correct, tried PayPal. Nothing. Pathetic.\",\n",
       " '@AppleSupport everytime I download an app It says to update my billing/payment info and when i do it is declined. any help please?',\n",
       " \"@AppleSupport At least, I'm assuming that was the most recent update because the Legal info said copyright 2001-2013\",\n",
       " '@AppleSupport iCloud just saved over my current LR catalog and made me lose all my info!! HELP please now.\\nC.S. Hung up on me.\\nWTH!!!',\n",
       " \"@AppleSupport Trying to update my credit card infos on my account (swiss french account), but I can't read this chinese-like menu... https://t.co/AEq9QdXows\",\n",
       " '@AppleSupport Since the update when I connect to my car the song/Podcast info/name etc doesn’t show up. Minor issue I know, but annoying.',\n",
       " '@115858 @118936  @AppleSupport i ben tryin 2 🔼date my apps 4 a month now &amp; it says my billing info is invalid but i just used my 💳 2 day',\n",
       " '@AppleSupport I have 2 factor authorization and I gave my Credit card info. So why does it take over a day to a password reset sent to my email.',\n",
       " '@AppleSupport Why does it take 1 day to recover my account? I gave my CC info on file, and code from text message you guys sent me.',\n",
       " '@AppleSupport I have the single sign-on... that’s not the issue. The issue is some apps just loose the info &amp; have to put it back in from single sign-on.',\n",
       " '.@AppleSupport why is it that I have to constantly log back into apps with my provider info on my Apple TV? Shouldn’t it hold my data???',\n",
       " '@AppleSupport I have the most recent iOS update and an IPhone 6 and now on top of that the time and info never shows on my home screen https://t.co/AXNuWvSx2p',\n",
       " 'Horrible day my @115858 ID got hacked now I have no computer for a couple days. #applehasletmedown the best computer company out virus free Apple but I guess the security isn’t as tight on the ID’s that hold all your info 😢😢😢',\n",
       " '@sprintcare @AppleSupport has anyone figured out how to fix this ye. I’ve confirmed all my info is right. Been trying all day. #ActivateGate https://t.co/HV1e0nIqWf',\n",
       " '@AppleSupport I’m with T-Mobile but need a Verizon iPhone X. Cannot buy because asked for VZW account info. How can I purchase VZW model?',\n",
       " '@116333 is it normal for apple support to ask for my phone serial number and other personal info? No one is giving me answers???',\n",
       " '@115858 I got the 8 Plus today. I backed up my phone &amp; redownloaded all my info from cloud. None of my pics went thru. All else did. Help!',\n",
       " '@AppleSupport Phone. Texts and contacts are just numbers. It wont let me save with a name. All info I had on the person is gone.',\n",
       " '@115858 how do I fix this? Factory reset the phone before sold. Removed iCloud. Keeps syncing to my new phone with other persons info 🤷🏻\\u200d♀️ https://t.co/NgUsUPOEKG',\n",
       " '@AppleSupport got iPhone X reservation email, but 40 attempts to complete the order results in \"can\\'t verify info from Verizon\" @116333',\n",
       " 'Most annoying part of the iPhone X experience by far is the lack of glance-able power Info by percentage. Please @115858 add that back?',\n",
       " '@AppleSupport As you can see, now it adds more info: \"aluminum\" and \"aluminum series\". The latter is the one that seems to refer to the new watch. Ideas? https://t.co/fAj1E7n82y',\n",
       " '@115858 I downloaded the software update the other day. Now my calendar is empty. Not happy. How do I get all that info back?',\n",
       " \"@AppleSupport Hello, can I make and order and pickup it in your Zürich Apple Store personally? Can't find the info on website. Thank you!\",\n",
       " '@AppleSupport excuse me ! I’m still not allowed to download nor update my apps without giving you my credit card info. Are you guys okay ?',\n",
       " \"I still really can't believe I lost allllll my fucking contacts and notes in my phone with my info on it 😅😅fuck you @115858\",\n",
       " \"@AppleSupport How can I find a lost iPhone when we had to reset @115858 ID and they cant/ haven't sent reset info?\",\n",
       " '@AppleSupport Why did you guys charge me just for adding my Card Info for Apple Music ? Reply ASAP',\n",
       " 'iPhone dies in 40 mins after full charge! Not helpful or safe @115858 when evacuating Santa Rosa fires last week and needing updated info.',\n",
       " '@AppleSupport Most apps are freezing up. Pictures/articles aren’t opening, communication/stored info is lost forever. PLEASE FIX THIS!',\n",
       " 'Can you give me back my carrier info, clock and battery info please @AppleSupport ? https://t.co/cYDBqIqSgb',\n",
       " '@AppleSupport so I got my preorder in, but the website now says my order number and info are invalid, and I never got the email receipt…',\n",
       " '@AppleSupport I’d like to get my invoice for a 2013 order, website says it can’t match info to find it, could you me?',\n",
       " 'while driving, \"hey Siri, google [search term]\" responds that Siri can\\'t do that while driving. \"hey Siri, find info on [search term]\" successfully returns results during same drive. didn\\'t @AppleSupport just move everything over to google? so why the difference?',\n",
       " '@AppleSupport Yes, done all of this. It can not verify my identity any time. I cannot find any info on status of recovery. Still signed in on phone.',\n",
       " '@AppleSupport my iPhone won’t recognize credit in my iTunes or App Store...also how do I delete billing info?  State seems to be stuck.',\n",
       " '@AppleSupport can you help? When typing letter I️ a weird box comes up now. Started this morning. Any info? https://t.co/5yYo6KuGae',\n",
       " '@AppleSupport hey guys! Any info regarding the battery issue with the new iOS? Now it doesn’t last like before!!!',\n",
       " \"@AppleSupport why won't it let me download anything that's free or update my apps? My billing info is correct but it shouldn't be needed. https://t.co/B1JtuT0IbR\",\n",
       " '@AppleSupport is it normal that when you reset iCloud sign in that it asks you your credit card info?',\n",
       " '@AppleSupport I was not able to track down any UK contact info using this webpage. Please see below the screenshots for the info that i have on my order. https://t.co/1yevU08nf1',\n",
       " \"@AppleSupport @115817 My iPhone X was supposed to be delivered yesterday but it wasn't and now tracking info shows it was sent back to KY\",\n",
       " '@AppleSupport my messages have vanished? Settings have Message History saved forever. Storage is not the issue. I lost very important info',\n",
       " '@AppleSupport why is the top info bar locked in now? It shows when videos are playing and blocks link to toggle back to previous app.',\n",
       " '@AppleSupport Everything is fine in contacts app. Numbers are all still there. Just seems like “recents” is blowing out the info I actually want to see.',\n",
       " 'I am able to stream and control tracks over #Bluetooth but with #IOS11 now not able to control tracks, see track info or use #Siri @115858',\n",
       " '@AppleSupport Also note no time or battery/wifi info on home screen',\n",
       " 'Anyone else on iOS 11 get no clock, battery info unless theyre in an app? Also get no notifications unless I’m NOT in an app 🙃@AppleSupport https://t.co/ny8AXqRmGh',\n",
       " 'iHATE @115858 updates, my phone crashes every 5 min. I can’t even backup and get all my info back, because the glitch restores as well. 🤦\\u200d♂️',\n",
       " '@AppleSupport Since updating MacOS new LinkedIn contacts and info do not land in Contacts anymore. Accounts are still linked. Any clue?',\n",
       " \"@AppleSupport  \\nHow can I contact to your supporters? I'v got an email pretending to be apple support and that there is someone resting my Icloud info , they've sent it on my supporting email not the actual ICloud one, and it seems wrong .. what can I do to check it's accuracy?\",\n",
       " \"My phone is messed up and idk how so if y'all wanna hmu with an email that'd be great dm in for info 😁 @AppleSupport\",\n",
       " '@AppleSupport when I️ tap the info circle in the top right corner of messages, it brings me to compose. Just did the update yesterday. https://t.co/5BC0GtyH3S',\n",
       " '@AppleSupport every time I try buy something on iTunes this happens, all my info is correct and it has let my buy things in games so why can’t I buy music ? https://t.co/JyyBCCWLCg',\n",
       " '@AppleSupport where does my personal info come from for predictive text? It shows my phone numbers and emails, but it’s not accurate.',\n",
       " '@88161 @115858 Yo real talk I can’t open my notes app because of this stupid update, and I have important info there too. @115858 needs to step this update up is sad.',\n",
       " 'Hey @applesupport. I just noticed my phone’s Medical ID information was wrong. I’ve been putting my weight in the body measurements section, but Medical ID had a very old measurement. Since it’s the same health app, shouldn’t it use the current info?',\n",
       " '@AppleSupport I restored from a 11.1 update. Yes. It’s been connected to a good WiFi connection for 10+ hours a  day. I’m seeing the message under device info-&gt;iCloud backup...',\n",
       " '@AppleSupport why do I have to enter my debit card info to download FREE apps????',\n",
       " '@115858 @AppleSupport Have you all noticed that there is a bug with the \"payment\" section of accounts on Apple Store. My account is not saving my updated card information. I\\'ve tried it on iPhone and MacBook. Still rejects the updated card information. My info isn\\'t wrong.',\n",
       " 'Ive fully updated to IOS 11.1.1 and it didn’t fix anything? Still having the issues with the auto correct. have any info? @AppleSupport @115858 ?',\n",
       " '@115858 bro wtf why cant i fucking update any of my shit? i cant even update my card info to update anything',\n",
       " \"@AppleSupport I thought that was what you'd say(I'm a developer myself and often require more user info on what happened). Unfortunately I don't recall how I got here, and it disappeared once I tapped search. Just got spooked.\",\n",
       " '@AppleSupport Like pushing info from iTunes to the cloud doesn’t force the iPhone to sync the new music. I have to add any song from Apple Music to my library on my iPhone to make it sync',\n",
       " '@AppleSupport just got an email saying my Apple ID has been suspended due to suspicion activity. Took me to login page and asked me to verify my info. Asked for my SS #. Is this a scam? I did not fill it out.',\n",
       " '@AppleSupport I’m from India. A friend of mine is flying from US and I want to get an iPhone X. The verizon version A1865 is the one that supports here. But while pre-ordering is it necessary to put Contract info? I cannot get the unlocked one?',\n",
       " 'Hey @AppleSupport And @21735 Why is Diners Card not accepted on AppleID payments? I have been trying to update payment info to my new Card and it says: Enter a Valid Credit Card number! I thought Diners Card was a premium Card in India superior to even Amex! :/',\n",
       " '@AppleSupport This is all. When i click the adress nothing happens, either show more info. This is not the first time although. https://t.co/jRbRdsTsGt',\n",
       " '@115858 why I got to have my credit card info  to download free apps &amp; my iCloud disabled. Sick of this 😑',\n",
       " '@669402 @115858 Whoever’s job it was to make this update should be not only fired but they should provide their contact info on social media. I️ want to personally write them a letter about how they literally shat the bed and ruined my Sunday',\n",
       " '@AppleSupport guys! Beats 1 in Music app is not showing album art and song info in iOS 11.1.1\\nActually the same problem was on 11.1 but I thought Apple will fix it in 11.1.1 ..sadly the problem persists!\\nHappy to hear from you guys!',\n",
       " '@AppleSupport I just received an email, supposedly from Apple, saying I need to update my info because my Apple ID is blocked. It looks kind of weird... can you help me confirm if it’s actually from you? Thanks for the help!',\n",
       " \"@AppleSupport I've clicked it multiple times and logged in only to be brought back to this greyed out next button. All info is entered. I even logged into apple ID from a PC and updated payment information in attempt to get past. No go.\",\n",
       " '@AppleSupport how do I download Facebook contact info to my iPhone in iOS 11? I used to be able to update contacts in iOS 10. I want to download the info from Facebook, not upload to them.',\n",
       " '@AppleSupport Why do you want a DM?What else do you want to know that I should DM you??List what info you  require by DMing me.',\n",
       " 'Every fucking time I go to my settings I see this shit and it makes me sick and pissed like Can I change my name and contact info @115858 ? Like for real I made this account when I was 18 https://t.co/cV6NSgek47',\n",
       " '@AppleSupport What happened to iPhone battery percentage info? Tried troubleshooting. It’s completely missing! https://t.co/4Ce7Jc3hfi',\n",
       " '@AppleSupport Yeah that doesn’t help me when i don’t want it sent to phone at all. Don’t want mail and texts to both places. This is all notifications as opposed to the actual info. I dont want my mail using space &amp; being on watch',\n",
       " \"@AppleSupport I'm trying to sign into the App store. It's telling me to review and then enter my icloud info again. But when I do this it's saying my icloud is already in use? What's the fix please?\",\n",
       " '@AppleSupport whenever I go into the App Store to update (free) apps it’s saying I need to update my billing info but when I do it gets declined? Won’t let me update without billing info either?',\n",
       " '@AppleSupport I’m logged into the same iTunes account on my lap-fucking-top so how &amp; why on Gods green earth is my account disabled! All i wanna do is play 8ball but y’all wanna make stuff complicated for no reason 😑 please fix it! I will be more than happy to DM y’all my info.',\n",
       " '@115858 why do you require an update to payment info to download a free app??',\n",
       " '@AppleSupport Hi. I really need you help. 2 weeks ago you did a review on the appstore about various apps for photos. Where can I find that info again?',\n",
       " '@AppleSupport How about some good info on High Sierra iMessage delay problem?',\n",
       " \"Hey @AppleSupport\\nFollowing years of identical failures every time I buy a new phone, might you be able to provide more feedback and info to the user when iCloud restore hangs? Once again, I've had to cancel and wonder what's missing. https://t.co/VWzzySCgVH\",\n",
       " '@AppleSupport trying to download a free app.... payment info has disappeared for some unknown reason... now won’t accept my payment info? https://t.co/pAdWVjt3jA',\n",
       " '@AppleSupport I have received a suspicious email, I think it is a scam... It was asking my Itunes/Icloud login info. Is there an email I could send it for verification?',\n",
       " 'Very disappointed that @AppleSupport kept my @95096 student daughter, @95097 , on extended call about defective power cord by collecting all hardware info, serial no, etc only to say they couldn’t help because it was a call &amp; she should into a store over an hour away.',\n",
       " '@115858 okay but why did you force me to put my debit info in for a FREE app then charge me $7.33????',\n",
       " '@AppleSupport tried to change my password since I wasn’t sure about an iTunes purchase and all hell broke loose.  Now I’m in some account recovery process that takes a day?!?  Any way to expedite this?  I have all my info.',\n",
       " '@AppleSupport any chance you could explain why the security Qs I’m being asked are NOT the 1s I set…? Can’t reset due to “insufficient info”',\n",
       " '@AppleSupport To not show the info on the front. But through the day it still freezes about 10 times between apps and juston the home page',\n",
       " '@AppleSupport Is there any reason why apple isn’t recognising my card info when verifying it? Have about 15 updates to do but it’s telling my my card number doesn’t match the card itself?',\n",
       " '@applesupport when I try and add my paypal account to my apple acc it then asks me for a credit card info..',\n",
       " \"@115858 I'm having a problem with one of the devices I bought. Since upgrading to iOS 11, the image/text on the lock screen represents the previous podcast from https://t.co/ci6vhzPeOz. Further, pausing/un-pausing seems borken. Seems like missing Cocoa messages. 4 more info DM,thx\",\n",
       " '@115858 @AppleSupport when trying to download something it says my billing info is incorrect yet it’s the card I always use 😵',\n",
       " '@AppleSupport Battery, screen repaints, sluggish everywhere, incorrect Information on lock screen - mostly Spotify / Stitcher info...',\n",
       " '@AppleSupport why can’t i update my apps? I try updating my billing info with my phone and laptop but none of it works. Help. Send help',\n",
       " '@AppleSupport How can I report a fraudulent email, claiming my Apple ID info has been updated? Thanks',\n",
       " '@AppleSupport  sendin me to my billing info when I’m trying to download a FREE app',\n",
       " '@AppleSupport I need help, I can’t update any apps until I fix my billing info, it’s telling me my card number is invalid',\n",
       " \"@AppleSupport I'm trying to update my billing info, but my card keeps getting declined. Care to explain why I cannot at leave save the new info?\",\n",
       " '@AppleSupport my Notes app keeps crashing, so frustrating ! It has allll the important info i need😡🤬',\n",
       " 'Hey @115858 and @AppleSupport is there anything I can do about these scammers that keep calling me constantly from “Apple inc” they’re so annoying and frustrating. I haven’t gave them any info though.',\n",
       " \"@AppleSupport setting up a replacement iPhone and your verification put it in a different state, should I just accept it? Why include that info if it's so wrong?\",\n",
       " '@318 @AppleSupport I need help with my podcast feed and your site. I had a connection account and lost my login info',\n",
       " '@AppleSupport minor Apple Music problem - when I add this album to my library, the 2nd song has incorrect info and appears as a different album called \"Il Divo\\'s Playlist\" by \"Various Artists\": https://t.co/W3G0uFY2Qh',\n",
       " '@AppleSupport didn’t realise as part of upgrade program, I have to pay £69 each time to upgrade? This wasn’t made apparent when taking out the loan...can you provide me with more info?',\n",
       " '@AppleSupport can you please fix the App Store! It won’t let me download anything without putting my card info in and then it says it’s not correct info! What happened to no having to put any card information in!',\n",
       " '@AppleSupport No info on the card except the \"Dad\" thing, and only on the watch. The phone seems to know me by my name. However when I ask Siri\\'s Watch who am I, she answers by my right name, but the card keeps saying \"Dad\". Thanks for your help!',\n",
       " '@AppleSupport so I got got a message saying that my time zone info got updated so I did but now what is this?? https://t.co/N7X8v3tA1V',\n",
       " '@AppleSupport hi how do i clock billing info and update my payment information??? HELP I HAVENT HAD MUSIC FOR 2 WEEKS',\n",
       " '@AppleSupport Purchased IPhone 6 Plus on10/21/2016 in Best Buy. no warranty info/dt populated when searched on serial no. Can I DM details?',\n",
       " '@AppleSupport are you aware of this phishing email asking people to update their Apple info? https://t.co/f8jIsB1b6F',\n",
       " 'Just got a phishing email from someone pretending to be @115858. Fake receipt for 1 TB of cloud  storage Sent to a secondary email from \"AppleID\". Looked very real, even linked to an Apple lookalike site trying to get my info.',\n",
       " '@AppleSupport thanks, can you tell me how to assign a specific space for each nene we, that info is not listed on you link and other I already review. Thanks',\n",
       " '@AppleSupport So shall I update to the new iOS and try updating my apps then because my billing info has never experienced any issues before',\n",
       " '@AppleSupport I have logged in with PayPal as verification when asked for my billing info and it says I have inefficient funds to download the update?',\n",
       " '@AppleSupport Just double checked in settings it’s updated to 11.1.2 Sorry for the incorrect info the 1st time.  What’s next? Should I call support?',\n",
       " '@AppleSupport I’m not able to sync apps to my iPad. There is option to sync Apps or even see what is loaded on the device. Apple info on the web doesn’t apply since “App\"s is nowhere to be seen. Also, the iPad reports errors when trying to update. Help?',\n",
       " '@AppleSupport is AppStore down?\\nNot able to login and update apps in AppStore.its Poping up to update payment info.even after updating pay info its showing error pls clarify.',\n",
       " \"@AppleSupport Thanks for replying but unfortunately nothing has worked also some extra info I have an iPhone 5s and I haven't updated to iOS 11 yet because I don't have room yet couldn't of it be that?\",\n",
       " \"@AppleSupport can't download free apps because it says my billing info is wrong and it is not\",\n",
       " '@AppleSupport Oh my gosh I would do anything to have one back!!! Have no idea where to go from him. I did those steps when we were alerted of the break in. Unfortunately no luck. I do have the police report info. I just wish I could afford a replacement to keep working and writing!',\n",
       " '@AppleSupport Hello, 4 years ago I bought an iPhone from https://t.co/sdlT1mLADI but now I cant get my invoice with order num and other infos. When I call customer support, they said me \"We changed a system so we don\\'t know where is your invoice\". Please help me guys.',\n",
       " '@AppleSupport Thank you so much ... this is what is happening now but I put in the correct info https://t.co/axWHXU3xhB',\n",
       " '@AppleSupport Hello! When should I expect to see the new AirPods that have upgraded case? I can’t find any info regarding them..!',\n",
       " '@115858 it won’t let me re install macOS i bought a mac off a friend and reset so all info would be gone saying item isn’tavailable try again',\n",
       " '@AppleSupport @AppleSupport I’m not attacking or tryn to cause drama, I just really need the Info that’s on my note app. I’m an international student so Losing it is going to affect me because it has important University/Bank info.',\n",
       " \"Can't access to my AppleID, I lost all my contacts/media and VERY important info on my 'Note' app. @AppleSupport just didn't help at all\",\n",
       " \"@applesupport get info doesn't work in keychain access (high sierra) when viewing certificates.\",\n",
       " '@AppleSupport why does my phone jump to the top when I’m trying to look through the info of one of my chats in iMessage?! And why do I always have to restore purchases on some apps?',\n",
       " 'Hi @AppleSupport @115858 @2310 there’s an iCloud phishing email floating around asking for sensitive info. Check it out: https://t.co/WLNXLflndQ',\n",
       " '@115858 help! Can you point me in the direction of who to talk to regarding my current Upgrade Program coming to an end? Can’t find any info online. Thanks 👍🏼',\n",
       " 'Though I have provivided all security info needed in transferring my apple account to my new iPhone, why am locked out of my account and now having to wait two days for it to be unlocked? Not great service @AppleSupport',\n",
       " 'There is an issue, when I try to send a message to a contact from \"recent call history or contacts\" info section. Many times messages conversations list simply opens instead of individual conversation or new conversation. Please have a look. @115858 @AppleSupport #applesupport',\n",
       " '@AppleSupport @AppleSupport thanks for the info! Well that sucks - still running a 5 :(',\n",
       " '@AppleSupport All WiFi networks, if I am not standing beside the router my phone loses the signal as soon as I take a few steps away, general info on the web seems to be a faulty WiFi antenna in the iPhone 6. I have tried all the other fixes like resetting network settings and all that stuff.',\n",
       " \"@AppleSupport that didn't answer my problem unless someone has been trying to use my login.   only one other person has that info. Oh well\",\n",
       " 'Got a call my CC info &amp; SSN were accessed. Checked all of my stuff and there’s two fake domains in my Passwords that have no site name &amp; won’t delete even when I️ reset my Keychain. @AppleSupport you wanna spot me for a new identity orrr? https://t.co/wb5ru2w4AN',\n",
       " '@AppleSupport yes, I can see the numbers when I click on the extra info. they’re not blocked',\n",
       " '@115858 very poor customer service, had my money for 10 days already, no device delivered as informed, no info from courier, no resolution',\n",
       " \"@AppleSupport I've been trying to reset my Apple ID information for DAYS but I've yet to get more info on my phone. When I call YOU the line goes silent. What is going on?! #TerribleCustomerService\",\n",
       " '@AppleSupport There arent many options on the site provided. You say you dont have enough info to reset my questions....now I am locked out of managing my account',\n",
       " '@AppleSupport Thanks! Here are screenshots from Storage Info and Finder Info. https://t.co/yEdyQi2Ifz',\n",
       " '@AppleSupport Hi, thanks. Yes, I have received an email confirming the request and that it’s ready for recovery. I follow the steps, enter my security info and enter the code sent via text msg. It then says info on how to recover the account will be texted to me but I don’t receive anything.',\n",
       " '@AppleSupport My second iphone x order said it been shipped DPD tracking info not working tho? Apple UK',\n",
       " '@115858 can you provide me info when Apple Watch series 3 gps+cellular version coming to spain 🇪🇸 Apple Store',\n",
       " \"@AppleSupport It works for like 10 seconds, freezes, then i hard reset it. When it reboots it either gets stuck on Apple logo for few minutes and then boot up, or the cycle goes on. This has happened to me two weeks ago, I lost info as I recovered the phone, and it's back at it now.\",\n",
       " '@AppleSupport is there a different way to reset security questions? It’s giving me an error saying I can’t because there isn’t enough info to reset my security questions',\n",
       " 'This is the second email I’ve received like this. It is a scam. I entered my ID &amp; PW &amp; was brought to a page asking a lot of my personal info &amp; SS#. None of the page links work &amp; I immediately changed my PW. I also didn’t enter my info. @AppleSupport @115858 https://t.co/6tQvTUIJDk',\n",
       " '@AppleSupport every time I download an app I have to verify credit card info. How do I turn that off?',\n",
       " '#applefail\\nnotification pop-up appears, \"time machine backup failed click for more info\". you click. time machine preferences are displayed ....\\n\\nso where IS the info, @AppleSupport ? what\\'s the point if there isn\\'t any more info?',\n",
       " '@AppleSupport I just received an email from “apple support” instructing me to verify my account through a link embedded in a pdf. Then asks for ALL my personal info. Is this a spoof scam?',\n",
       " 'PSA: there’s a new scam being emailed to people by “Apple” it is NOT real. It says someone is using your account and spending $$. It’s a hack for them to get your credit card info AND social security #. 🙄  @115858 @AppleSupport https://t.co/isQDNfQm25',\n",
       " '@AppleSupport  Just saw a news item about a glitch that allows someone with access to your Mac to log in w/o your PW. Can’t find the info on how to disable on website. Link?',\n",
       " '@AppleSupport I’m trying to update my apps, but I can’t because my fucking visa has something wrong with the app store. I’m trying to remove it from my account and also I don’t have a “None” option! I tried to update my visa info. but app store shows that:\\nHow could u help?! https://t.co/h9jiYxXN9m',\n",
       " \"@AppleSupport I spent 30 mins in the TMobile store yesterday. 45 mins on the phone with them and ST today and 35 more mins in the T-Mobile store today.  They're all at a loss. I'm working during all Apple Store hours until Friday at 330. I was hoping you might have info for me before then.\",\n",
       " '@AppleSupport I’d like to export it anywhere actually, just want to save it so it cant be lost again,\\nI’ve invested a lot of time gathering all that info! I use both...',\n",
       " '@AppleSupport been on hold for 15 minutes... still haven’t spoken to a human. Just need to know why I can’t update my payment info.... so close to cancelling my iPhone x pre order',\n",
       " 'How tf am I randomly gonna get signed out of my iCloud and then when I type in the correct info it doesn’t sign me in 😑 @AppleSupport']"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "[*filtered['Real Inbound']]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# My Intents:\n",
    "\n",
    "<img src=\"visualizations/intent_list.png\" alt=\"Drawing\" style=\"width: 300px;\"/>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This following cell represents the journey that I had of finding intents. In the end, everything below it is to inform the choice for this dictionary, and subsequently creating my training data. It reduced substantially when I realized that I could combine this with Named Entity Recognition as well.\n",
    "\n",
    "You'll notice it doesn't contain everything, and that's because some intents are not in my training data - they have to be manually created. Examples of this is greeting: this training data will not contain just Tweets with just 'hi', they almost always contain multiple intents."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INTENTS FOR KEYWORD EDA BELOW:\n",
      " ------------------------\n",
      "Intent: update \n",
      "   Keywords: update\n",
      "Intent: battery \n",
      "   Keywords: battery + power\n",
      "Intent: forgot_password \n",
      "   Keywords: password + account + login\n",
      "Intent: repair \n",
      "   Keywords: repair + fix + broken\n",
      "Intent: payment \n",
      "   Keywords: credit + card + payment + pay\n"
     ]
    }
   ],
   "source": [
    "# Post-hoc Intents: I find the keywords that is associated with intent and search based on these keywords\n",
    "\n",
    "# Version 1 - Initial Mockup: Making a dictionary to store intents and the predefined responses\n",
    "\n",
    "intents = {\"Greeting\": [\"Hi there!\",\"Hello\"], \n",
    " \"Closing\":\"Thanks for talking\", \n",
    " \"Promotion\":\"\",\n",
    "           \"Scenarios\": {'Last payment': \"\", \"Account details\":\"\", \n",
    "                         \"Account confirmation\": \"\"},\n",
    "    \"Location\": \"\"}\n",
    "\n",
    "# Version 2 - Just for showing progress\n",
    "intents = {'greeting': ['hi', 'hello', 'hey','yo'], 'app': ['app', 'application'],\n",
    "          'iphone': ['iphone', 'i phone'], 'icloud': ['icloud', 'i cloud'],\n",
    "          'ios': ['io'], 'battery': ['battery'], 'watch': ['watch'], 'mac': \n",
    "           ['mac', 'macbook', 'laptop', 'computer'], 'update': ['update'],\n",
    "          'troubleshooting': ['problem', 'trouble', 'error'],\n",
    "          'settings': ['settings', 'setting'], 'music': ['music', 'song', 'playlist'],\n",
    "          'payment': ['credit','card','payment','pay'], 'bug':['bug'], 'watch': ['tv', 'show'],\n",
    "          'network': ['internet','connection','network']}\n",
    "\n",
    "# Intents that require all words within it to be contained in the list (alternative filtering method)\n",
    "intents_all = {'ios update': ['io', 'update'], 'app update': ['app','update']}\n",
    "\n",
    "# Version 3\n",
    "intents = {'update': ['update'], 'battery': ['battery', 'power'], 'forgot_password':['password','account','login'],\n",
    "          'repair':['repair','fix','broken'],  \n",
    "           'payment': ['credit','card','payment','pay']}\n",
    "\n",
    "# Storing it to YAML file\n",
    "with open('objects/intents.yml', 'w') as outfile:\n",
    "    yaml.dump(intents, outfile, default_flow_style=False)\n",
    "\n",
    "print('INTENTS FOR KEYWORD EDA BELOW:\\n ------------------------')\n",
    "for i in intents.items():\n",
    "    print('Intent: {} \\n   Keywords: {}'.format(i[0], \" + \".join(i[1])))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Useful functions I made. Will be very useful for the intent exploratory analysis."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Three different ways to filter out Tweets based on Keywords\n",
    "# 1.\n",
    "def get_key_tweets(series, keywords):\n",
    "    ''' Takes as input the list of keywords and outputs the Tweets that contains at least\n",
    "    one of these keywords '''\n",
    "    keyword_tweets = []\n",
    "    for tweet in series:\n",
    "        # Want to check if keyword is in tweets\n",
    "        for keyword in keywords:\n",
    "            if keyword in tweet:\n",
    "                keyword_tweets.append(tweet)\n",
    "    return keyword_tweets\n",
    "\n",
    "# 2. Making a function that filters to Tweets that needs to have ALL the keywords\n",
    "def all_key_tweets(series, keywords):\n",
    "    ''' Takes as input the list of keywords and outputs the Tweets have all the keywords'''\n",
    "    keyword_absent_tweets = []\n",
    "    for tweet in series:\n",
    "        # Want to check if keyword is not in tweets\n",
    "        if all(item in tweet for item in keywords):\n",
    "            keyword_absent_tweets.append(tweet)\n",
    "    return keyword_absent_tweets\n",
    "\n",
    "# 3. Making a function that filters to tweets that DONT contain any of the keywords\n",
    "def key_absent_tweets(series, keywords):\n",
    "    ''' Takes as input the list of keywords and outputs the Tweets that don't contain any\n",
    "    of these keywords '''\n",
    "    keyword_absent_tweets = []\n",
    "    for tweet in series:\n",
    "        # Want to check if keyword is not in tweets\n",
    "        if not any(item in tweet for item in keywords):\n",
    "            keyword_absent_tweets.append(tweet)\n",
    "    return keyword_absent_tweets\n",
    "\n",
    "# Getting a list of all my keywords so far\n",
    "all_keywords = []\n",
    "for keywords in intents.values():\n",
    "    for keyword in keywords:\n",
    "        all_keywords.append(keyword)      \n",
    "        \n",
    "\n",
    "def only_key_tweets(series, keywords):\n",
    "    ''' Uses the all_keywords '''\n",
    "    kept = list()\n",
    "    for tweet in series:\n",
    "        # Check\n",
    "        if all(elem in tweet for elem in keywords):\n",
    "            kept.append(tweet)\n",
    "    return pd.Series(kept)\n",
    "        \n",
    "def to_set(l):\n",
    "    ''' In order to make the Tweets a set to check for intersections, we need\n",
    "    to make them immutable by making it a tuple because sets only accept immutable\n",
    "    elements '''\n",
    "    return set([tuple(row) for row in l])\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Intent Visualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Using the function above to visualize the distribution of intents in my dataset\n",
    "\n",
    "intent_lengths = [len(get_key_tweets(processed['Processed Inbound'], intents[intent])) for intent in intents.keys()]\n",
    "keyword = pd.DataFrame({'intents': list(intents.keys()), 'intent_lengths': intent_lengths}).sort_values('intent_lengths', ascending = False)\n",
    "\n",
    "# Visualization\n",
    "plt.figure(figsize=(9,7))\n",
    "plt.bar(keyword['intents'], keyword['intent_lengths'], color = '#00acee')\n",
    "plt.title('Distribution of Intents Using Keyword Searching')\n",
    "plt.xlabel('Intent')\n",
    "plt.xticks(rotation=90)\n",
    "plt.ylabel('Number of Tweets with the Intent Keywords')\n",
    "plt.show()\n",
    "\n",
    "# Proportions visualization\n",
    "plt.figure(figsize=(9,7))\n",
    "plt.bar(keyword['intents'], keyword['intent_lengths'] * 100 / 75879, color = '#00acee')\n",
    "plt.title('Distribution of Intents Using Keyword Searching')\n",
    "plt.xlabel('Intent')\n",
    "plt.xticks(rotation=90)\n",
    "plt.ylabel('Percentage of Tweets with the Intent Keywords')\n",
    "# Saving\n",
    "plt.savefig('visualizations/intent_distribution_keyword.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>intents</th>\n",
       "      <th>intent_lengths</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>update</td>\n",
       "      <td>19942</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>repair</td>\n",
       "      <td>12996</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>battery</td>\n",
       "      <td>7896</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>forgot_password</td>\n",
       "      <td>1928</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>payment</td>\n",
       "      <td>1911</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           intents  intent_lengths\n",
       "0           update           19942\n",
       "3           repair           12996\n",
       "1          battery            7896\n",
       "2  forgot_password            1928\n",
       "4          payment            1911"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Seeing precise numeric counts\n",
    "keyword"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From here it seems like we won't have enough for the last 2 intents to get 1000, but that's fine because I can just duplicate them perhaps later."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I also did an alternative filter for the number of Tweets that contain at least one question make. In this exploration, I found that from the total number of 75879, 27373 of these contain at least 1 question mark (36.1%).\n",
    "\n",
    "### Combination Exploration\n",
    "\n",
    "Here, I want to see how many Tweets overlap between different categories that was searched. If there is too much overlap between the intents, it means that we can label two intents for that particular Tweet. I think that would still work, although that would mean that we would need to see how we can reply to double intents."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Not enough 4-combinations (Thres = 5)\n",
      "Not enough 5-combinations (Thres = 5)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 648x432 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 648x432 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Initializing all the thresholds for min amount of combination appearances\n",
    "thres = [500,10,5,5]\n",
    "\n",
    "# Intent Tweets have all the keys, and as the value contains all the tweets that contain that key, as a set\n",
    "intent_tweets = {}\n",
    "for key in intents.keys():\n",
    "    intent_tweets[key] = to_set(get_key_tweets(processed['Processed Inbound'],intents[key]))\n",
    "\n",
    "# Iterating through all pairs, and getting how many Tweets intersect between the pair\n",
    "keyword_overlaps = {}\n",
    "\n",
    "# COMBINATIONS OF 2\n",
    "\n",
    "# Each i returns a tuple containing a pair of length r, which in this case is 2\n",
    "for i in list(itertools.combinations(list(intents.keys()),2)):\n",
    "    a = to_set(intent_tweets[i[0]])\n",
    "    b = to_set(intent_tweets[i[1]])\n",
    "    # Inserting pair to dictionary\n",
    "    keyword_overlaps[f\"{i[0]} + {i[1]}\"] = len(a.intersection(b))\n",
    "\n",
    "# Filtering to just the significant ones, which I define as greater than 100\n",
    "combs = []\n",
    "counts = []\n",
    "for i in keyword_overlaps.items():\n",
    "    if i[1] > thres[0]:\n",
    "        combs.append(i[0])\n",
    "        counts.append(i[1])\n",
    "\n",
    "# Visualizing as well\n",
    "v = pd.DataFrame({'Combination': combs, \"Counts\": counts}).sort_values('Counts', ascending = False)\n",
    "plt.figure(figsize=(9,6))\n",
    "sns.barplot(x = v['Combination'], y = v['Counts'], palette = 'magma')\n",
    "plt.title(f'Combinations of 2 Keywords (At Least {thres[0]} Occurances)')\n",
    "plt.xticks(rotation=90)\n",
    "plt.show()\n",
    "\n",
    "# COMBINATIONS OF 3\n",
    "keyword_overlaps = {}\n",
    "\n",
    "try:\n",
    "    # Each i returns a tuple containing a pair of length r, which in this case is 3\n",
    "    for i in list(itertools.combinations(list(intents.keys()),3)):\n",
    "        a = to_set(intent_tweets[i[0]])\n",
    "        b = to_set(intent_tweets[i[1]])\n",
    "        c = to_set(intent_tweets[i[2]])\n",
    "        # Inserting pair to dictionary\n",
    "        keyword_overlaps[f\"{i[0]} + {i[1]} + {i[2]}\"] = len(a.intersection(b).intersection(c))\n",
    "\n",
    "    # Filtering to just the significant ones, which I define as greater than 100\n",
    "    combs = []\n",
    "    counts = []\n",
    "    for i in keyword_overlaps.items():\n",
    "        if i[1] > thres[1]:\n",
    "            combs.append(i[0])\n",
    "            counts.append(i[1])\n",
    "\n",
    "    # Visualizing as well\n",
    "    v = pd.DataFrame({'Combination': combs, \"Counts\": counts}).sort_values('Counts', ascending = False)\n",
    "    plt.figure(figsize=(9,6))\n",
    "    sns.barplot(x = v['Combination'], y = v['Counts'], palette = 'magma')\n",
    "    plt.title(f'Combinations of 3 Keywords (At Least {thres[1]} Occurances)')\n",
    "    plt.xticks(rotation=90)\n",
    "    plt.show()\n",
    "except ValueError as e:\n",
    "    print(f'Not enough 3-combinations (Thres = {thres[1]})')\n",
    "    \n",
    "# COMBINATIONS OF 4\n",
    "keyword_overlaps = {}\n",
    "\n",
    "try:\n",
    "    # Each i returns a tuple containing a pair of length r, which in this case is 4\n",
    "    for i in list(itertools.combinations(list(intents.keys()),4)):\n",
    "        a = to_set(intent_tweets[i[0]])\n",
    "        b = to_set(intent_tweets[i[1]])\n",
    "        c = to_set(intent_tweets[i[2]])\n",
    "        d = to_set(intent_tweets[i[3]])\n",
    "        # Inserting pair to dictionary\n",
    "        keyword_overlaps[f\"{i[0]} + {i[1]} + {i[2]} + {i[3]}\"] = len(a.intersection(b).intersection(c).intersection(d))\n",
    "\n",
    "    # Filtering to just the significant ones, which I define as greater than 10\n",
    "    combs = []\n",
    "    counts = []\n",
    "    for i in keyword_overlaps.items():\n",
    "        if i[1] > thres[2]:\n",
    "            combs.append(i[0])\n",
    "            counts.append(i[1])\n",
    "\n",
    "    # Visualizing as well\n",
    "    v = pd.DataFrame({'Combination': combs, \"Counts\": counts}).sort_values('Counts', ascending = False)\n",
    "    plt.figure(figsize=(9,6))\n",
    "    sns.barplot(x = v['Combination'], y = v['Counts'], palette = 'magma')\n",
    "    plt.title(f'Combinations of 4 Keywords (At Least {thres[2]} Occurances)')\n",
    "    plt.xticks(rotation=90)\n",
    "    plt.show()\n",
    "except ValueError as e:\n",
    "    print(f'Not enough 4-combinations (Thres = {thres[2]})')\n",
    "\n",
    "# GROUPS OF 5\n",
    "keyword_overlaps = {}\n",
    "\n",
    "try:\n",
    "    # Each i returns a tuple containing a pair of length r, which in this case is 5\n",
    "    for i in list(itertools.combinations(list(intents.keys()),5)):\n",
    "        a = to_set(intent_tweets[i[0]])\n",
    "        b = to_set(intent_tweets[i[1]])\n",
    "        c = to_set(intent_tweets[i[2]])\n",
    "        d = to_set(intent_tweets[i[3]])\n",
    "        e = to_set(intent_tweets[i[4]])\n",
    "        # Inserting pair to dictionary\n",
    "        keyword_overlaps[f\"{i[0]} + {i[1]} + {i[2]} + {i[3]} + {i[4]}\"] = len(a.intersection(b).intersection(c).intersection(d).intersection(e))\n",
    "\n",
    "    # Filtering to just the significant ones, which I define as greater than 5\n",
    "    combs = []\n",
    "    counts = []\n",
    "    for i in keyword_overlaps.items():\n",
    "        if i[1] > thres[3]:\n",
    "            combs.append(i[0])\n",
    "            counts.append(i[1])\n",
    "\n",
    "    # Visualizing as well\n",
    "    v = pd.DataFrame({'Combination': combs, \"Counts\": counts}).sort_values('Counts', ascending = False)\n",
    "    plt.figure(figsize=(9,6))\n",
    "    sns.barplot(x = v['Combination'], y = v['Counts'], palette = 'magma')\n",
    "    plt.title(f'Combinations of 5 Keywords (At Least {thres[3]} Occurances)')\n",
    "    plt.xticks(rotation=90)\n",
    "    plt.show()\n",
    "except ValueError as e:\n",
    "    print(f'Not enough 5-combinations (Thres = {thres[3]})')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We see here in the combinations of 4 that it's really obvious what the customer want's to ask us. The highest one that occured 407 times is ('iphone recs + ios + battery + update') - this are the customers that want a recommendation for their iPhone about their ios, and it's something about an update.\n",
    "\n",
    "Here even see some for combinations of 5."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Where better than to see what intents are available other than Apple's own [@applesupport](https://twitter.com/AppleSupport) Twitter page?\n",
    "\n",
    "* We see that update is generally present across many combinations\n",
    "* Most of the intents are usually a combination of one other one!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can see that based on the absolute value of the number of Tweets that are similar, we won't really have much trouble finding 1000 training examples for each intent category - especially for update! It might be a good idea as well to break down the higher occurances to more nuanced and distinct categories. Also, I generally want to use intents that have over 1000 Tweets, and the good news is that most of the intents have more than 1000 Tweets each."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Special Cases\n",
    "That I want to test out and might be useful."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "app intents without ios: 3352\n"
     ]
    }
   ],
   "source": [
    "# I wanted to group iOS update into one intent. \n",
    "# But since ios and update occured a lot other I put them together into one intent group. \n",
    "\n",
    "print('app intents without ios: {}'.format(len(key_absent_tweets(get_key_tweets(processed_inbound, intents['app']), ['io']))))\n",
    "key_absent_tweets(get_key_tweets(processed_inbound, intents['app']), ['io']);\n",
    "\n",
    "# Exploration of combinations and \"purity\" of a cluster\n",
    "print('both ios and update appears: {}'.format(6000))\n",
    "print('just ios: {}'.format(len(get_key_tweets(processed_inbound, intents['ios']))))\n",
    "print('ios but no update: {}'.format(len(get_key_tweets(processed_inbound, intents['ios'])) - 6000))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### I want to look for all the tweets I have not accounted for in my heuristic search\n",
    "Probably the most useful filter is this."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['get', 'screenshot', 'say', 'iphonex', 'reserve', 'email', 'say', 'happen'],\n",
       " ['find', 'option', 'get', 'it', 'always', 'play'],\n",
       " ['i️', 'keep', 'change', 'i️', 'stop', '️', 'anybody'],\n",
       " ['get',\n",
       "  'white',\n",
       "  'screen',\n",
       "  'nothing',\n",
       "  'load',\n",
       "  'short',\n",
       "  'time',\n",
       "  'close',\n",
       "  'crash',\n",
       "  'thanks',\n",
       "  'reply'],\n",
       " ['change',\n",
       "  'ringer',\n",
       "  'volume',\n",
       "  'button',\n",
       "  'whose',\n",
       "  'dumb',\n",
       "  'idea',\n",
       "  'change',\n",
       "  'still',\n",
       "  'job'],\n",
       " ['apps', 'epilepsy', 'detect', 'seizure', 'thanks', 'advance'],\n",
       " ['creates',\n",
       "  'amaze',\n",
       "  'technology',\n",
       "  'talk',\n",
       "  'text',\n",
       "  'still',\n",
       "  'mess',\n",
       "  'type',\n",
       "  'fixyourcrap'],\n",
       " ['excuse',\n",
       "  'someone',\n",
       "  'explain',\n",
       "  'type',\n",
       "  'i️',\n",
       "  'alone',\n",
       "  'i️',\n",
       "  'get',\n",
       "  'question',\n",
       "  'mark'],\n",
       " ['yes',\n",
       "  'sorry',\n",
       "  'i️',\n",
       "  'watch',\n",
       "  'video',\n",
       "  'beta',\n",
       "  'i️',\n",
       "  'type',\n",
       "  'letter',\n",
       "  'eye',\n",
       "  'i️',\n",
       "  'happens'],\n",
       " ['virginmedia',\n",
       "  'try',\n",
       "  'twice',\n",
       "  'completely',\n",
       "  'new',\n",
       "  'mail',\n",
       "  'one',\n",
       "  'save',\n",
       "  'though',\n",
       "  'odd'],\n",
       " ['long', 'take', 'usually', 'account', 'recovery', 'get', 'back', 'week'],\n",
       " ['know', 'need', 'space', 'though', 'get', 'rid', 'snapshot'],\n",
       " ['hd',\n",
       "  'timemachine',\n",
       "  'system',\n",
       "  'take',\n",
       "  'space',\n",
       "  'free',\n",
       "  'suppose',\n",
       "  'work',\n",
       "  'like'],\n",
       " ['oh',\n",
       "  'god',\n",
       "  'embarrass',\n",
       "  'always',\n",
       "  'send',\n",
       "  'voice',\n",
       "  'recording',\n",
       "  'imessage',\n",
       "  'accident',\n",
       "  'know',\n",
       "  'embarrass'],\n",
       " ['chat',\n",
       "  'seem',\n",
       "  'work',\n",
       "  'germany',\n",
       "  'order',\n",
       "  'page',\n",
       "  'can',\n",
       "  'not',\n",
       "  'leave',\n",
       "  'comment'],\n",
       " ['dear', 'online', 'order', 'never', 'receive', 'talk'],\n",
       " ['suck',\n",
       "  'upgrade',\n",
       "  'phone',\n",
       "  'lose',\n",
       "  'apple',\n",
       "  'id',\n",
       "  'get',\n",
       "  'new',\n",
       "  'id',\n",
       "  'without',\n",
       "  'old',\n",
       "  'book',\n",
       "  'genius',\n",
       "  'bar',\n",
       "  'help',\n",
       "  'appointment',\n",
       "  'without',\n",
       "  'id',\n",
       "  'stupid'],\n",
       " ['need', 'figure', 'shit', 'phone', 'stop', 'freeze', 'closing', 'apps'],\n",
       " ['photo',\n",
       "  'go',\n",
       "  'four',\n",
       "  'five',\n",
       "  'actually',\n",
       "  'one',\n",
       "  'picture',\n",
       "  'album',\n",
       "  'photo',\n",
       "  'label',\n",
       "  'twitter'],\n",
       " ['ya',\n",
       "  'way',\n",
       "  'like',\n",
       "  'time',\n",
       "  'make',\n",
       "  'screen',\n",
       "  'finally',\n",
       "  'work',\n",
       "  'whats',\n",
       "  'cause',\n",
       "  'anw',\n",
       "  'tip',\n",
       "  'prevent',\n",
       "  'wont',\n",
       "  'happen'],\n",
       " ['ya.lately',\n",
       "  'screen',\n",
       "  'disfunction',\n",
       "  'touch',\n",
       "  'restart',\n",
       "  'couldnt',\n",
       "  'enter',\n",
       "  'passcode',\n",
       "  'yet',\n",
       "  'homebutton',\n",
       "  'still',\n",
       "  'figureout',\n",
       "  'fingerprint'],\n",
       " ['wtf', 'get', 'go', 'emojis', 'see', 'box', 'shit'],\n",
       " ['since',\n",
       "  'upgrade',\n",
       "  'high',\n",
       "  'sierra',\n",
       "  'see',\n",
       "  'screen',\n",
       "  'time',\n",
       "  'imac',\n",
       "  'reboots',\n",
       "  'thus',\n",
       "  'defeat',\n",
       "  'automatic',\n",
       "  'login',\n",
       "  'need',\n",
       "  'help'],\n",
       " ['well', 'i️', 'run', '11.1', 'issue', 'persists'],\n",
       " ['get', 'phone', 'yesterday', 'already', 'charge', 'thanks'],\n",
       " ['type', 'letter', 'i️', 'want', 'box', 'question', 'mark'],\n",
       " ['ayo',\n",
       "  'fix',\n",
       "  'whole',\n",
       "  'question',\n",
       "  'mark',\n",
       "  'box',\n",
       "  'ting',\n",
       "  'dem',\n",
       "  'shit',\n",
       "  'annoy'],\n",
       " ['would',\n",
       "  'work',\n",
       "  'another',\n",
       "  'phone',\n",
       "  'brand',\n",
       "  'like',\n",
       "  'lg',\n",
       "  'galaxy',\n",
       "  'phone'],\n",
       " ['dear',\n",
       "  'letter',\n",
       "  'i️',\n",
       "  'work',\n",
       "  'email',\n",
       "  'text',\n",
       "  'i️',\n",
       "  'type',\n",
       "  'letter',\n",
       "  'i️',\n",
       "  'attach',\n",
       "  'happens'],\n",
       " ['doc', 'open', 'duplicate', 'none', 'open', 'close'],\n",
       " ['impossible',\n",
       "  'type',\n",
       "  'without',\n",
       "  'stupid',\n",
       "  'box',\n",
       "  'question',\n",
       "  'mark',\n",
       "  'notimpressed',\n",
       "  'fixit'],\n",
       " ['everytime', 'i️', 'type', 'i️', 'extra', 'box', 'pop'],\n",
       " ['whole',\n",
       "  'phone',\n",
       "  'crash',\n",
       "  'freeze',\n",
       "  'minute',\n",
       "  'spazzing',\n",
       "  'like',\n",
       "  'ghost',\n",
       "  'something'],\n",
       " ['wtf',\n",
       "  'box',\n",
       "  'shit',\n",
       "  'i️',\n",
       "  'keep',\n",
       "  'see',\n",
       "  'someone',\n",
       "  'answer',\n",
       "  'plz',\n",
       "  'lol'],\n",
       " ['watch', 'say', 'average', 'minute', 'today', 'checked', 'math'],\n",
       " ['would', 'love', 'know', 'picture', 'look', 'like', 'take', 'picture'],\n",
       " ['lucky',\n",
       "  'home',\n",
       "  'next',\n",
       "  'randomly',\n",
       "  'start',\n",
       "  'smoke',\n",
       "  'unplugged',\n",
       "  'disaster',\n",
       "  'hell'],\n",
       " ['touch', 'id', 'fail', 'restart', 'phone', 'work'],\n",
       " ['get',\n",
       "  'prompt',\n",
       "  'system',\n",
       "  'administrator',\n",
       "  'password',\n",
       "  'mbp',\n",
       "  'macos',\n",
       "  'system',\n",
       "  'administrator',\n",
       "  'account',\n",
       "  'aware'],\n",
       " ['get', 'people', 'look', 'crazy', 'damn', 'glitch', 'fix', 'shit'],\n",
       " ['iphonex',\n",
       "  'really',\n",
       "  'go',\n",
       "  'ship',\n",
       "  'december',\n",
       "  'preorder',\n",
       "  'right',\n",
       "  'preordering',\n",
       "  'open'],\n",
       " ['couple', 'day', 'ago', 'happen', 'friend', 'phone', 'well'],\n",
       " ['excuse', 'gon', 'na', 'address', 'fact', 'glitch', 'turn', 'hieroglyphic'],\n",
       " ['uppercase', 'letter', 'i️', 'look', 'weird', 'fix', 'please'],\n",
       " ['shame',\n",
       "  'siri',\n",
       "  'can',\n",
       "  'not',\n",
       "  'use',\n",
       "  'turn',\n",
       "  'timer',\n",
       "  'pain',\n",
       "  'messy',\n",
       "  'hand',\n",
       "  'send',\n",
       "  'idea',\n",
       "  'file'],\n",
       " ['i️',\n",
       "  'replace',\n",
       "  'b',\n",
       "  'message',\n",
       "  'make',\n",
       "  'want',\n",
       "  'throw',\n",
       "  'whole',\n",
       "  'phone',\n",
       "  'away'],\n",
       " ['make', 'top', 'left', 'corner', 'u', 'customer', 'think', 'phone', 'hack'],\n",
       " ['wow',\n",
       "  'great',\n",
       "  'work',\n",
       "  'love',\n",
       "  'new',\n",
       "  'feature',\n",
       "  'glitching',\n",
       "  'apps',\n",
       "  'quit',\n",
       "  'long',\n",
       "  'pause',\n",
       "  'snapchat',\n",
       "  'awesome',\n",
       "  'sweet',\n",
       "  'keep'],\n",
       " ['apple',\n",
       "  'i️',\n",
       "  'come',\n",
       "  'question',\n",
       "  'marked',\n",
       "  'box',\n",
       "  'pound',\n",
       "  'fix',\n",
       "  'jeezus'],\n",
       " ['eye',\n",
       "  'type',\n",
       "  'letter',\n",
       "  'eye',\n",
       "  'without',\n",
       "  'change',\n",
       "  'yes',\n",
       "  'i️',\n",
       "  'reset',\n",
       "  'keyboard'],\n",
       " ['happen', 'phone', 'i️', 'write', 'i️', 'get', 'happen'],\n",
       " ['macos',\n",
       "  'sierra',\n",
       "  'take',\n",
       "  '120g',\n",
       "  'ssd',\n",
       "  'take',\n",
       "  'much',\n",
       "  'space',\n",
       "  'anything'],\n",
       " ['super',\n",
       "  'frustrate',\n",
       "  'try',\n",
       "  'send',\n",
       "  'pano',\n",
       "  'send',\n",
       "  'photo',\n",
       "  'work',\n",
       "  'fine',\n",
       "  'something',\n",
       "  'wrong'],\n",
       " ['help',\n",
       "  'everytime',\n",
       "  'i️',\n",
       "  'type',\n",
       "  'i️',\n",
       "  'symbol',\n",
       "  'come',\n",
       "  'i️',\n",
       "  'want',\n",
       "  'able',\n",
       "  'talk'],\n",
       " ['explain', 'phone', 'decides', 'stop', 'work', 'release', 'new', 'one'],\n",
       " ['autocorrect',\n",
       "  'change',\n",
       "  'already',\n",
       "  'try',\n",
       "  'text',\n",
       "  'replacement',\n",
       "  'trick',\n",
       "  'work'],\n",
       " ['un-update', 'phone', 'stop', 'freeze', 'stop', 'reset', 'time', 'day'],\n",
       " ['phone', 'act', 'restart', 'it', 'stay', 'apple', 'logo', 'turn', 'wtf'],\n",
       " ['try',\n",
       "  'upgrade',\n",
       "  'program',\n",
       "  'online',\n",
       "  't-mobile',\n",
       "  'carrier',\n",
       "  'apple',\n",
       "  'store',\n",
       "  'closer',\n",
       "  'away',\n",
       "  'help'],\n",
       " ['also', 'question', 'mark', 'bullshit', 'dumb', 'fix'],\n",
       " ['go',\n",
       "  'need',\n",
       "  'guy',\n",
       "  'fix',\n",
       "  'imessage',\n",
       "  'facetime',\n",
       "  'activate',\n",
       "  'spent',\n",
       "  'hour',\n",
       "  'phone',\n",
       "  'support'],\n",
       " ['pair',\n",
       "  'ear',\n",
       "  'shape',\n",
       "  'earbuds',\n",
       "  'go',\n",
       "  'bad',\n",
       "  'left',\n",
       "  'side',\n",
       "  'currently',\n",
       "  'deaf',\n",
       "  'one',\n",
       "  'ear',\n",
       "  'workout',\n",
       "  'savemyrightear'],\n",
       " ['phone',\n",
       "  'god',\n",
       "  'damn',\n",
       "  'jank',\n",
       "  'turn',\n",
       "  'snapchats',\n",
       "  'volume',\n",
       "  'way',\n",
       "  'alert',\n",
       "  'sound',\n",
       "  'vibration',\n",
       "  'text',\n",
       "  'message',\n",
       "  'notification',\n",
       "  'come',\n",
       "  'every',\n",
       "  'hour'],\n",
       " ['randomly', 'delete', 'photo', 'phone', 'wow', 'wtf'],\n",
       " ['ur',\n",
       "  'customer',\n",
       "  'support',\n",
       "  'want',\n",
       "  'speak',\n",
       "  'another',\n",
       "  'repair',\n",
       "  'center',\n",
       "  'see',\n",
       "  'quote',\n",
       "  'lesser',\n",
       "  'price',\n",
       "  'mean',\n",
       "  'really',\n",
       "  'get',\n",
       "  'ta',\n",
       "  'kid',\n",
       "  'use',\n",
       "  'swear',\n",
       "  'apple',\n",
       "  'customer',\n",
       "  'service',\n",
       "  'best',\n",
       "  'guy'],\n",
       " ['never',\n",
       "  'another',\n",
       "  'phone',\n",
       "  'delete',\n",
       "  'pic',\n",
       "  '😡',\n",
       "  'along',\n",
       "  'throw',\n",
       "  'apps',\n",
       "  'turn',\n",
       "  'constantly',\n",
       "  'funny',\n",
       "  'get',\n",
       "  'end',\n",
       "  'contract',\n",
       "  'phone',\n",
       "  'play',\n",
       "  'make',\n",
       "  'grade',\n",
       "  'spend',\n",
       "  'money'],\n",
       " ['screen',\n",
       "  'green',\n",
       "  'line',\n",
       "  'one',\n",
       "  'side',\n",
       "  'stop',\n",
       "  'work',\n",
       "  'altogether',\n",
       "  'afraid',\n",
       "  'can',\n",
       "  'not',\n",
       "  'remember',\n",
       "  'o',\n",
       "  'expect',\n",
       "  'late',\n",
       "  'o',\n",
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       "  'pixel',\n",
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       " ['whenever', 'type', 'letter', 'auto', 'corrects', 'a', 'go'],\n",
       " ['wait', 'never', 'mind', 'i️', 'still', 'type', 'i️'],\n",
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       " ['fix', 'shit', 'see', 'i️', 'get', 'girl', 'glitch'],\n",
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       " ['yes',\n",
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       " ['look', 'like', 'spam', 'bypass', 'spam', 'filter', 'cc'],\n",
       " ['option',\n",
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       " ['letter', 'eye', 'button', 'like', 'day', 'letter', 'eye', 'turn', 'i️'],\n",
       " ['one',\n",
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       " ['think', 'work', 'morning', 'deactivate', 'whatever', 'reason', 'activate'],\n",
       " ['hmm', 'doubt', 'ill', 'able', 'close', 'move', 'ring', 'time', 'november'],\n",
       " ['way',\n",
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       " ['thanks',\n",
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       " ['connect',\n",
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       " ['unlock', 'try', 're-add', 'finger', 'get', 'manually', 'unlock'],\n",
       " ['bitch', 'stop', 'change', 'letter', 'dumb', 'as', 'shit', 'sick', 'hoe'],\n",
       " ['q',\n",
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       " ['one', 'little', 'back', 'would', 'note', 'data'],\n",
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       "  '️check',\n",
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       " ['shut', 'phone', 'turn', 'back', 'get', 'back', 'keep', 'happen'],\n",
       " ['get',\n",
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       "  'charger',\n",
       "  'apple',\n",
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       " ['phone',\n",
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       " ['sorry', 'know', 'dm', 'u', 'please', 'help'],\n",
       " ['suspect', 'fraud', 'look', 'fraud', 'crime', 'dontfallforit'],\n",
       " ['well',\n",
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       " ['thanks',\n",
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       " ['another',\n",
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       "  'customer',\n",
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       "  'care',\n",
       "  'customer',\n",
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       " ['guy', 'charge', 'itunes', 'want', 'money', 'back', 'really', 'upset'],\n",
       " ['ok', 'thank', 'contact', 'japanese', 'support', 'center'],\n",
       " ['make',\n",
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       "  'phone',\n",
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       "  'check',\n",
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       " ['ummm', 'phone', 'suddenly', 'run', 'charge', 'quickly'],\n",
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       " ['shipping', 'confirmation', 'x', 'hop', 'issue', 'conflcerned'],\n",
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       " ['location', 'service', 'work', 'la', 'vega', 'that', 'be', 'fat', 'l'],\n",
       " ['imessage', 'facetime', 'keep', 'say', 'wait', 'fo', 'activation', 'help'],\n",
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       " ['thanks',\n",
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       " ['phone', 'seizure', 'id', 'like', 'know', 'lmao'],\n",
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       " ['let', 'apple', 'disappointed', 'please', 'see', 'message', 'thanks'],\n",
       " ['phone', 'delete', 'lot', 'good', 'photo', 'time', 'ago', 'good'],\n",
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       " ['gb',\n",
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       " ['predictive', 'text', 'fail', 'slime', 'man', 'april', 'help'],\n",
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       "  'connects',\n",
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       "  'please',\n",
       "  'fix',\n",
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       " ['one', 'people', 'text', 'also', 'text', 'issue', 'go', 'well'],\n",
       " ['yeah', 'try', 'told', 'take', 'carrier', 'send'],\n",
       " ['phone', 'die', 'wont', 'turn', 'back', 'hurt', 'like'],\n",
       " ['bad',\n",
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       " ['iphonex',\n",
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       "  'online',\n",
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       " ['run', 'slow', 'everything', 'really', 'lag', 'apps', 'use'],\n",
       " ['ok', 'phone', 'charger', 'stop', 'work', 'week'],\n",
       " ['black',\n",
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       "  'sing',\n",
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       " ['phone',\n",
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       " ['phone', 'keep', 'change', 'get', 'shit', 'together', 'fed', 'fuck'],\n",
       " ['photo', 'get', 'delete', 'phone', 'never', 'sad'],\n",
       " ['left', 'phone', 'dead', 'since', 'last', 'night', 'turn', 'help'],\n",
       " ['please',\n",
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       " ['find', 'boyfriend', 'way', 'via', 'text', 'notify', 'leaf', 'notification'],\n",
       " ['picture', 'delete', 'phone', 'phone', 'black', 'allthr', 'picture', 'go'],\n",
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       " ['come', 'phone', 'start', 'bugging', 'right', 'new', 'iphones', 'come', '🤔'],\n",
       " ['thanks',\n",
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       "  'howtoloseacostumer'],\n",
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       " ['mom',\n",
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       "  'message',\n",
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       "  'need',\n",
       "  'help'],\n",
       " ['wash', 'hand', 'soap', 'apple', 'watch', 'series'],\n",
       " ['phone', 'charge', 'bookoo', 'fast', 'dy', 'even', 'faster'],\n",
       " ['please', 'tell', 'cant', 'watch', 'monster', 'university'],\n",
       " ['first', 'shit', 'write', 'write', 'come', 'get', 'ta', 'well'],\n",
       " ['bruh',\n",
       "  'i️',\n",
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       "  'fix',\n",
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       " ['apple',\n",
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       "  'issue',\n",
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       " ['hahahahahaha',\n",
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       "  'tweet',\n",
       "  'photo',\n",
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       " ['hmm',\n",
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       " ['instagram',\n",
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       " ['gon', 'na', 'ignore', 'whole', 'i️', 'thing'],\n",
       " ['still',\n",
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       " ['help', 'get', 'watch', 'idea', 'mean', 'time', 'there', 'alarm', 'set'],\n",
       " ['yes', 'microphone', 'hear', 'voice', 'record', 'silents'],\n",
       " ['per',\n",
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       "  'thunderbolt',\n",
       "  'display',\n",
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       "  'issue',\n",
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       " ['restart',\n",
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       "  'say',\n",
       "  'wait',\n",
       "  'certain',\n",
       "  'date',\n",
       "  'help'],\n",
       " ['fix', 'issue', 'i', 'go', 'back', 'android'],\n",
       " ['oh', 'man', 'i', 'be', 'glad', 'reach', 'guy', 'that', 'be', 'horrible'],\n",
       " ['already',\n",
       "  'chat',\n",
       "  'support',\n",
       "  'person',\n",
       "  'website',\n",
       "  'pretty',\n",
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       "  'say',\n",
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       " ['good',\n",
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       "  'apple',\n",
       "  'question',\n",
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       "  'phone',\n",
       "  'know',\n",
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       "  'date',\n",
       "  'stop',\n",
       "  'play'],\n",
       " ['none', 'option', 'force', 'people', 'put', 'cc', 'number'],\n",
       " ['eye', 'seriously', 'need', 'fix', 'phone', 'eye', 'live', 'like'],\n",
       " ['tone',\n",
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       "  'itunes',\n",
       "  'even',\n",
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       "  'get',\n",
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       "  'ringtones',\n",
       "  '️',\n",
       "  '️',\n",
       "  '️',\n",
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       " ['struggle', 'cancel', 'family', 'membership', 'please', 'may', 'help'],\n",
       " ['yooo',\n",
       "  'phone',\n",
       "  'freeze',\n",
       "  'literally',\n",
       "  'apps',\n",
       "  'get',\n",
       "  'stuck',\n",
       "  'half',\n",
       "  'hour',\n",
       "  'load',\n",
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       " ['bad',\n",
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       "  'service',\n",
       "  'experience',\n",
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       "  'can',\n",
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       "  'service',\n",
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       "  'use',\n",
       "  'hold',\n",
       "  'high',\n",
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       " ['shit', 'mma', 'need', 'get', 'fix', 'like'],\n",
       " ['x',\n",
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       "  'dead',\n",
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       "  'lock',\n",
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       "  'get',\n",
       "  'phone',\n",
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       " ['guy', 'make', 'go', 'back', 'android', 'keyboard', 'keep', 'disappear'],\n",
       " ['ok', 'fix', 'thank', 'maybe', 'streamline', 'process'],\n",
       " ['mistake',\n",
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       "  'block',\n",
       "  'email',\n",
       "  'address',\n",
       "  'want',\n",
       "  'block',\n",
       "  'sender',\n",
       "  'send',\n",
       "  'trash'],\n",
       " ['rly',\n",
       "  'wish',\n",
       "  'way',\n",
       "  'move',\n",
       "  'trash',\n",
       "  'sender',\n",
       "  'completely',\n",
       "  'block',\n",
       "  'one'],\n",
       " ['beat',\n",
       "  'solo',\n",
       "  'headphone',\n",
       "  'leather',\n",
       "  'rubber',\n",
       "  'come',\n",
       "  'apart',\n",
       "  'plastic'],\n",
       " ['dear',\n",
       "  'ipad',\n",
       "  'sound',\n",
       "  'camera',\n",
       "  'suddenly',\n",
       "  'stop',\n",
       "  'work',\n",
       "  'work',\n",
       "  'fine',\n",
       "  'till',\n",
       "  'even',\n",
       "  'work'],\n",
       " ['camera',\n",
       "  'roll',\n",
       "  'keep',\n",
       "  'say',\n",
       "  'restore',\n",
       "  'restore',\n",
       "  'photo',\n",
       "  'please',\n",
       "  'help'],\n",
       " ['sm', 'cellular', 'data', 'still', 'deliver', 'photo', 'text', 'message'],\n",
       " ['think',\n",
       "  'headphone',\n",
       "  'jack',\n",
       "  'kill',\n",
       "  'headphone',\n",
       "  'possible',\n",
       "  'i',\n",
       "  'have',\n",
       "  'go',\n",
       "  'pair'],\n",
       " ['yep',\n",
       "  'car',\n",
       "  'cable',\n",
       "  'kenwood',\n",
       "  'setup',\n",
       "  'usb',\n",
       "  'mode',\n",
       "  'radio',\n",
       "  'hour',\n",
       "  'drive',\n",
       "  'enough',\n",
       "  'change',\n",
       "  'entire',\n",
       "  'day'],\n",
       " ['see',\n",
       "  'tweet',\n",
       "  'quick',\n",
       "  'rant',\n",
       "  'hour',\n",
       "  'ago',\n",
       "  'phone',\n",
       "  'long',\n",
       "  'recieves',\n",
       "  'service',\n",
       "  'minute'],\n",
       " ['friend',\n",
       "  'dm',\n",
       "  'welcome',\n",
       "  'twitter',\n",
       "  'responsiveness',\n",
       "  'erratic',\n",
       "  'touch',\n",
       "  'swipe',\n",
       "  'touch',\n",
       "  'apps',\n",
       "  'springboard',\n",
       "  'freeze',\n",
       "  'glitch'],\n",
       " ['lock',\n",
       "  'screen',\n",
       "  'go',\n",
       "  'blank',\n",
       "  'least',\n",
       "  'time',\n",
       "  'day',\n",
       "  'restart',\n",
       "  'phone',\n",
       "  'glitch',\n",
       "  'freeze'],\n",
       " ['slow', 'dawn', 'lot', 'open', 'apps', 'screen', 'go', 'black'],\n",
       " ['try', 'unlock', 'use', 'sleep', 'wake', 'button'],\n",
       " ['lock', 'screen', 'freeze', 'quite', 'often', 'help', 'asap'],\n",
       " ['normal',\n",
       "  'behavior',\n",
       "  'examp',\n",
       "  'ask',\n",
       "  'siri',\n",
       "  'album',\n",
       "  'play',\n",
       "  'siri',\n",
       "  'tell',\n",
       "  'name',\n",
       "  'next',\n",
       "  'album',\n",
       "  'one',\n",
       "  'play'],\n",
       " ['find', 'camera', 'option', 'note', 'scan', 'document'],\n",
       " ['figure',\n",
       "  'finally',\n",
       "  'feel',\n",
       "  'help',\n",
       "  'store',\n",
       "  'diminish',\n",
       "  'use',\n",
       "  'much',\n",
       "  'well'],\n",
       " ['get',\n",
       "  'ta',\n",
       "  'say',\n",
       "  'support',\n",
       "  'store',\n",
       "  'pathetic',\n",
       "  'watch',\n",
       "  'stuck',\n",
       "  'uk',\n",
       "  'time',\n",
       "  'one',\n",
       "  'knew',\n",
       "  'fix',\n",
       "  'really'],\n",
       " ['phone',\n",
       "  'turn',\n",
       "  'delete',\n",
       "  'entire',\n",
       "  'camera',\n",
       "  'roll',\n",
       "  'pls',\n",
       "  'explain',\n",
       "  'urself'],\n",
       " ['anyone', 'know', 'i', 'have', 'never', 'moscow'],\n",
       " ['remove',\n",
       "  'data',\n",
       "  'file',\n",
       "  'safari',\n",
       "  'library',\n",
       "  'fix',\n",
       "  'glitch',\n",
       "  'one',\n",
       "  'user',\n",
       "  'library',\n",
       "  'regular',\n",
       "  'maintenance'],\n",
       " ['phone', 'die', 'last', 'time', 'someone', 'need', 'send', 'new', 'phone'],\n",
       " ['account',\n",
       "  'go',\n",
       "  'recovery',\n",
       "  'mode',\n",
       "  'since',\n",
       "  'jun',\n",
       "  'yet',\n",
       "  'get',\n",
       "  'resolution',\n",
       "  'everytime',\n",
       "  'c',\n",
       "  'assures',\n",
       "  'provide',\n",
       "  'instru',\n",
       "  'mail'],\n",
       " ['put', 'radio', 'even', 'touch', 'phone', 'like', 'ghost', 'something'],\n",
       " ['trash', 'phone', 'keep', 'crash', 'kick', 'apps', 'fix'],\n",
       " ['great',\n",
       "  'job',\n",
       "  'apple',\n",
       "  'can',\n",
       "  'not',\n",
       "  'use',\n",
       "  'beat',\n",
       "  'powerbeats',\n",
       "  'daily',\n",
       "  'workout',\n",
       "  'could',\n",
       "  'get',\n",
       "  'wet',\n",
       "  'turn',\n",
       "  'repair'],\n",
       " ['yes', 'try', 'tonight', 'get', 'home', 'know', 'issue', 'upgrade', 'air'],\n",
       " ['sorry', 'delay', 'busy', 'day', 'reboot', 'siri', 'still', 'call', 'april'],\n",
       " ['siri',\n",
       "  'tell',\n",
       "  'april',\n",
       "  'today',\n",
       "  'confirm',\n",
       "  'reminder',\n",
       "  'may',\n",
       "  'concussion'],\n",
       " ['still',\n",
       "  'sort',\n",
       "  'repair',\n",
       "  'day',\n",
       "  'appointment',\n",
       "  'told',\n",
       "  'sort',\n",
       "  'see',\n",
       "  'happening.as',\n",
       "  'repair',\n",
       "  'look',\n",
       "  'today'],\n",
       " ['use',\n",
       "  'ipad',\n",
       "  'many',\n",
       "  'week',\n",
       "  'charge',\n",
       "  'longer',\n",
       "  'open',\n",
       "  'appear',\n",
       "  'itunes',\n",
       "  'device'],\n",
       " ['phone',\n",
       "  'keep',\n",
       "  'say',\n",
       "  'someone',\n",
       "  'london',\n",
       "  'log',\n",
       "  'change',\n",
       "  'password',\n",
       "  'happen'],\n",
       " ['thanks',\n",
       "  'feedback',\n",
       "  'colleague',\n",
       "  'already',\n",
       "  'waste',\n",
       "  'min',\n",
       "  'time',\n",
       "  'without',\n",
       "  'solution',\n",
       "  'please',\n",
       "  'let',\n",
       "  'know',\n",
       "  'downgrade'],\n",
       " ['terrible',\n",
       "  'service',\n",
       "  'hire',\n",
       "  'rude',\n",
       "  'as',\n",
       "  'people',\n",
       "  'text',\n",
       "  'tech',\n",
       "  'support'],\n",
       " ['live', 'photo', 'turn', 'reason', 'also', 'work', 'phone'],\n",
       " ['get',\n",
       "  'good',\n",
       "  'quality',\n",
       "  'charger',\n",
       "  'cable',\n",
       "  'really',\n",
       "  'sad',\n",
       "  'unexpected',\n",
       "  'quality',\n",
       "  'standard'],\n",
       " ['open', 'try', 'load', 'crash', 'force', 'close', 'every', 'time'],\n",
       " ['start', 'get', 'updation', 'o', 'charge', 'help', 'urgent'],\n",
       " ['wish',\n",
       "  'could',\n",
       "  'leave',\n",
       "  'video',\n",
       "  'message',\n",
       "  'like',\n",
       "  'voicemail',\n",
       "  'thing',\n",
       "  'someone',\n",
       "  'answer',\n",
       "  'facetime',\n",
       "  'apple'],\n",
       " ['quits',\n",
       "  'unexpectedly',\n",
       "  'phone',\n",
       "  'resort',\n",
       "  'home',\n",
       "  'screen',\n",
       "  'reset',\n",
       "  'delete',\n",
       "  'apps',\n",
       "  'storage',\n",
       "  'result'],\n",
       " ['crash',\n",
       "  'safari',\n",
       "  'note',\n",
       "  'photo',\n",
       "  'video',\n",
       "  'viva',\n",
       "  'messenger',\n",
       "  'fb',\n",
       "  'thank'],\n",
       " ['close',\n",
       "  'background',\n",
       "  'apps',\n",
       "  'try',\n",
       "  'double',\n",
       "  'click',\n",
       "  'home',\n",
       "  'button',\n",
       "  'nothing'],\n",
       " ['would',\n",
       "  'ideal',\n",
       "  'could',\n",
       "  'actually',\n",
       "  'speak',\n",
       "  'human',\n",
       "  'instead',\n",
       "  'speak',\n",
       "  'robot'],\n",
       " ['please', 'bring', 'back', 'play', 'later', 'feature', 'itunes'],\n",
       " ['get',\n",
       "  'guy',\n",
       "  'goto',\n",
       "  'store',\n",
       "  'get',\n",
       "  'help',\n",
       "  'can',\n",
       "  'not',\n",
       "  'help',\n",
       "  'setup',\n",
       "  'applecare',\n",
       "  'call'],\n",
       " ['contact', 'apple', 'yet', 'regard', 'restart', 'help'],\n",
       " ['anyone',\n",
       "  'else',\n",
       "  'issue',\n",
       "  'sporadic',\n",
       "  'type',\n",
       "  'msg',\n",
       "  'line',\n",
       "  'send',\n",
       "  'truncate',\n",
       "  'dash',\n",
       "  'appear'],\n",
       " ['two',\n",
       "  'factor',\n",
       "  'authentication',\n",
       "  'call',\n",
       "  'number',\n",
       "  'register',\n",
       "  'apple',\n",
       "  'id',\n",
       "  'code'],\n",
       " ['ayy', 'phone', 'really', 'gon', 'na', 'die', 'turn', 'back'],\n",
       " ['despite',\n",
       "  'insurance',\n",
       "  'exeter',\n",
       "  'replace',\n",
       "  'screen',\n",
       "  'crack',\n",
       "  'yesterday',\n",
       "  'moisture',\n",
       "  'dot'],\n",
       " ['search', 'and', 'ask', 'siri', 'open', 'nothing'],\n",
       " ['left',\n",
       "  'charge',\n",
       "  'overnight',\n",
       "  'get',\n",
       "  'finally',\n",
       "  'get',\n",
       "  'low',\n",
       "  'post',\n",
       "  'mode',\n",
       "  'still',\n",
       "  'drop',\n",
       "  'lose',\n",
       "  'write'],\n",
       " ['help', 'see', 'open', 'camera', 'can', 'not', 'view', 'anything'],\n",
       " ['nah', 'real', 'shit', 'tho', 'phone', 'go', '22', '10:30', 'hour', 'wtf'],\n",
       " ['thanks',\n",
       "  'question',\n",
       "  'auto',\n",
       "  'brightness',\n",
       "  'slider',\n",
       "  'nothing',\n",
       "  'choose',\n",
       "  'auto'],\n",
       " ['can',\n",
       "  'not',\n",
       "  'turn',\n",
       "  'restart',\n",
       "  'however',\n",
       "  'home',\n",
       "  'button',\n",
       "  'turn',\n",
       "  'button',\n",
       "  'work',\n",
       "  'login',\n",
       "  'put',\n",
       "  'standby',\n",
       "  'respectively'],\n",
       " ['portrait', 'mode', 'mean', 'one', 'studio', 'lighten', 'effect'],\n",
       " ['portrait',\n",
       "  'mode',\n",
       "  'available',\n",
       "  'yes',\n",
       "  'mention',\n",
       "  'anywhere',\n",
       "  'like',\n",
       "  'advert'],\n",
       " ['every', 'thing', 'text', 'whatsapp', 'facebook', 'map'],\n",
       " ['yes', 'click', 'get', 'option', 'archive', 'delete', 'email', 'email'],\n",
       " ['put', 'phone', 'disturb', 'motherfucker', 'still', 'disturb'],\n",
       " ['yes',\n",
       "  'asks',\n",
       "  'password',\n",
       "  'time',\n",
       "  'fails',\n",
       "  'ultimately',\n",
       "  'set',\n",
       "  'somehow',\n",
       "  'miss',\n",
       "  'health',\n",
       "  'data'],\n",
       " ['help',\n",
       "  'scream',\n",
       "  'void',\n",
       "  'phone',\n",
       "  'let',\n",
       "  'restore',\n",
       "  'backup',\n",
       "  'say',\n",
       "  'password',\n",
       "  'wrong',\n",
       "  'wrong',\n",
       "  'help'],\n",
       " ['i', 'be', 'tire', 'phone', 'die', 'fast', 'fix', 'issue'],\n",
       " ['freeze', 'factory', 'restore', 'phone', 'restore', 'backup'],\n",
       " ['sorry', 'hard', 'restart', 'held', 'button', 'right', 'volume', 'button'],\n",
       " ['screen', 'go', 'black', 'reset', 'photo', 'come', 'back', 'wtf'],\n",
       " ['try',\n",
       "  'get',\n",
       "  'apple',\n",
       "  'care',\n",
       "  'watch',\n",
       "  'open',\n",
       "  'diagnostics',\n",
       "  'open',\n",
       "  'link',\n",
       "  'open',\n",
       "  'anything'],\n",
       " ['new',\n",
       "  'suck',\n",
       "  'flash',\n",
       "  'text',\n",
       "  'screen',\n",
       "  'hang',\n",
       "  'goingdown',\n",
       "  'iosvsandroid'],\n",
       " ['please',\n",
       "  'istore',\n",
       "  'contact',\n",
       "  'number',\n",
       "  'durban',\n",
       "  'za',\n",
       "  'branch',\n",
       "  'sale',\n",
       "  'department'],\n",
       " ['normal',\n",
       "  'go',\n",
       "  'apple',\n",
       "  'store',\n",
       "  'bxl',\n",
       "  'defect',\n",
       "  'device',\n",
       "  'still',\n",
       "  'work'],\n",
       " ['series', '️come', 'fold', 'pin', 'power', 'adapter', 'uk'],\n",
       " ['reset',\n",
       "  'factory',\n",
       "  'default',\n",
       "  'still',\n",
       "  'lose',\n",
       "  'book',\n",
       "  'vodacom',\n",
       "  'go',\n",
       "  'come',\n",
       "  'insurance',\n",
       "  'i',\n",
       "  'will',\n",
       "  'eligible',\n",
       "  'excess'],\n",
       " ['get',\n",
       "  'mbp',\n",
       "  '13inch',\n",
       "  'ram',\n",
       "  'india',\n",
       "  'buying',\n",
       "  'u',\n",
       "  'good',\n",
       "  'idea',\n",
       "  'wrt',\n",
       "  'warranty',\n",
       "  'indian',\n",
       "  'citizen'],\n",
       " ['yup',\n",
       "  'still',\n",
       "  'hang',\n",
       "  'also',\n",
       "  'photo',\n",
       "  'appear',\n",
       "  'recent',\n",
       "  'one',\n",
       "  'camera',\n",
       "  'roll',\n",
       "  'pls',\n",
       "  'help'],\n",
       " ['woke',\n",
       "  'midnight',\n",
       "  'flash',\n",
       "  'play',\n",
       "  'alarm',\n",
       "  'max',\n",
       "  'volume',\n",
       "  'appear',\n",
       "  'work'],\n",
       " ['horrible',\n",
       "  'lag',\n",
       "  'freeze',\n",
       "  'touch',\n",
       "  'screen',\n",
       "  'wont',\n",
       "  'work',\n",
       "  'also',\n",
       "  'home',\n",
       "  'screen',\n",
       "  'flash',\n",
       "  'phone',\n",
       "  'number',\n",
       "  'recent',\n",
       "  'call',\n",
       "  'overall',\n",
       "  'perf',\n",
       "  'really',\n",
       "  'bad'],\n",
       " ['happen',\n",
       "  'alarm',\n",
       "  'symphony',\n",
       "  'vibration',\n",
       "  'ring',\n",
       "  'tone',\n",
       "  'loud',\n",
       "  'alarm',\n",
       "  'played',\n",
       "  'instead'],\n",
       " ['say',\n",
       "  'photo',\n",
       "  'lock',\n",
       "  'full-res',\n",
       "  'photo',\n",
       "  'download',\n",
       "  'since',\n",
       "  'least',\n",
       "  'est'],\n",
       " ['come',\n",
       "  'home',\n",
       "  'work',\n",
       "  'put',\n",
       "  'phone',\n",
       "  'charger',\n",
       "  'hear',\n",
       "  'bang',\n",
       "  'come',\n",
       "  'back',\n",
       "  'room',\n",
       "  'blown',\n",
       "  'apple',\n",
       "  'charger'],\n",
       " ['due',\n",
       "  'delivery',\n",
       "  'probs',\n",
       "  'ee',\n",
       "  'apple',\n",
       "  'watch',\n",
       "  'purchase',\n",
       "  'series',\n",
       "  'watch',\n",
       "  'usa',\n",
       "  'would',\n",
       "  'work',\n",
       "  'uk',\n",
       "  'ee'],\n",
       " ['purchase', 'early', '13', 'inch', 'screen', 'know', 'exact', 'model'],\n",
       " ['disappear', 'mom', 'phone', 'everyone', 'else', 'use', 'imessage'],\n",
       " ['vm', 'full', 'can', 'not', 'delete', 'help', 'please'],\n",
       " ['yes',\n",
       "  'still',\n",
       "  'change',\n",
       "  'brightness',\n",
       "  'depend',\n",
       "  'there',\n",
       "  'be',\n",
       "  'option',\n",
       "  'prevent',\n",
       "  'auto-brightness',\n",
       "  'like'],\n",
       " ['like',\n",
       "  'phone',\n",
       "  'automatically',\n",
       "  'get',\n",
       "  'super',\n",
       "  'bright',\n",
       "  'i',\n",
       "  'be',\n",
       "  'try',\n",
       "  'text',\n",
       "  'class',\n",
       "  'fix'],\n",
       " ['aww', 'thank', 'pretty', 'rude', 'help', 'thank', 'accommodate'],\n",
       " ['yup', 'even', 'delete', 'download', 'still', 'happen'],\n",
       " ['haptic', 'feed', 'back', 'felt', 'touch', 'everytime'],\n",
       " ['uh',\n",
       "  'ohhh',\n",
       "  'touch',\n",
       "  'give',\n",
       "  'haptic',\n",
       "  'feed',\n",
       "  'back',\n",
       "  'plus',\n",
       "  'smh',\n",
       "  'disappointed'],\n",
       " ['hour',\n",
       "  'window',\n",
       "  'suppose',\n",
       "  'around',\n",
       "  'today',\n",
       "  'wonder',\n",
       "  'additional',\n",
       "  'day'],\n",
       " ['upgraded',\n",
       "  'ipod',\n",
       "  'touch',\n",
       "  'get',\n",
       "  'album',\n",
       "  'art',\n",
       "  'honda',\n",
       "  'civic',\n",
       "  'touch',\n",
       "  'screen',\n",
       "  'wtf'],\n",
       " ...]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Using the key absent function\n",
    "key_absent_tweets(processed['Processed Inbound'].iloc, all_keywords)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From here, I get inspiration to account for:\n",
    "* Settings\n",
    "* Apple Music\n",
    "* Phone\n",
    "* Credit card"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       [iphone, yes, io, checked, update, none, avail...\n",
       "1       [update, io, iphone, icloud, backup, greyed, c...\n",
       "2       [sort, thanks, io, update, need, change, hard,...\n",
       "3       [top, bar, every, time, open, message, se, upd...\n",
       "4       [i, have, update, io, shall, check, wifi, hots...\n",
       "                              ...                        \n",
       "5995    [iphone, believe, run, version, io, phone, wou...\n",
       "5996    [update, new, io, speaker, work, play, music, ...\n",
       "5997    [every, time, bring, new, phone, release, io, ...\n",
       "5998    [reason, iphone, plus, extremely, low, call, v...\n",
       "5999    [anyone, iphone, issue, phone, freeze, randoml...\n",
       "Length: 6000, dtype: object"
      ]
     },
     "execution_count": 146,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "only_key_tweets(processed_inbound, intents_all['ios update'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       [hey, anyone, else, upgraded, io, issue, capit...\n",
       "1         [app, still, longer, able, control, lockscreen]\n",
       "2       [iphone, yes, io, checked, update, none, avail...\n",
       "3         [phone, app, work, thank, update, iphone, ipod]\n",
       "4       [bug, calendar, app, fix, upgraded, io, still,...\n",
       "                              ...                        \n",
       "4157    [itunes, open, although, app, store, warn, can...\n",
       "4158    [another, iphone, update, still, fix, podcast,...\n",
       "4159    [fix, io, fuckover, kill, phone, garage, door,...\n",
       "4160    [hey, listen, one, podcast, order, continuousl...\n",
       "4161    [dear, fuck, wish, iphone, would, stop, crash,...\n",
       "Length: 4162, dtype: object"
      ]
     },
     "execution_count": 147,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "only_key_tweets(processed_inbound, ['app'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 166,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>intents</th>\n",
       "      <th>intent_lengths</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>update</td>\n",
       "      <td>19922</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>iphone</td>\n",
       "      <td>16788</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ios</td>\n",
       "      <td>14706</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>battery</td>\n",
       "      <td>7339</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>greeting</td>\n",
       "      <td>6843</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>app</td>\n",
       "      <td>4352</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>troubleshooting</td>\n",
       "      <td>4238</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>music</td>\n",
       "      <td>3779</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>mac</td>\n",
       "      <td>3367</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>bug</td>\n",
       "      <td>2331</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>payment</td>\n",
       "      <td>1910</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>watch</td>\n",
       "      <td>1568</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>icloud</td>\n",
       "      <td>1243</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>settings</td>\n",
       "      <td>922</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            intents  intent_lengths\n",
       "8            update           19922\n",
       "2            iphone           16788\n",
       "4               ios           14706\n",
       "5           battery            7339\n",
       "0          greeting            6843\n",
       "1               app            4352\n",
       "9   troubleshooting            4238\n",
       "11            music            3779\n",
       "7               mac            3367\n",
       "13              bug            2331\n",
       "12          payment            1910\n",
       "6             watch            1568\n",
       "3            icloud            1243\n",
       "10         settings             922"
      ]
     },
     "execution_count": 166,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "keyword"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Settings might not be the best intent to try on."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(6843, 0.36074539727724403)"
      ]
     },
     "execution_count": 151,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Inspecting the Tweets with that specific keyword\n",
    "len(get_key_tweets(processed_inbound, intents['greeting'])), 27373/75879"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['hey',\n",
       "  'anyone',\n",
       "  'else',\n",
       "  'upgraded',\n",
       "  'io',\n",
       "  'issue',\n",
       "  'capital',\n",
       "  'i️',\n",
       "  'mail',\n",
       "  'app',\n",
       "  'put'],\n",
       " ['app', 'still', 'longer', 'able', 'control', 'lockscreen'],\n",
       " ['iphone',\n",
       "  'yes',\n",
       "  'io',\n",
       "  'checked',\n",
       "  'update',\n",
       "  'none',\n",
       "  'available',\n",
       "  'swipe',\n",
       "  'close',\n",
       "  'app',\n",
       "  'several',\n",
       "  'time',\n",
       "  'restart'],\n",
       " ['phone', 'app', 'work', 'thank', 'update', 'iphone', 'ipod'],\n",
       " ['bug', 'calendar', 'app', 'fix', 'upgraded', 'io', 'still', 'crash', 'io'],\n",
       " ['i',\n",
       "  'have',\n",
       "  'also',\n",
       "  'force',\n",
       "  'app',\n",
       "  'close',\n",
       "  'background',\n",
       "  'reopen',\n",
       "  'dice'],\n",
       " ['wife',\n",
       "  'make',\n",
       "  'mistake',\n",
       "  'update',\n",
       "  'revert',\n",
       "  'back',\n",
       "  'password',\n",
       "  'keeper',\n",
       "  'app',\n",
       "  'dead',\n",
       "  'can',\n",
       "  'not',\n",
       "  'access',\n",
       "  'password'],\n",
       " ['io',\n",
       "  'never',\n",
       "  'release',\n",
       "  'many',\n",
       "  'bug',\n",
       "  'statusbar',\n",
       "  'randomly',\n",
       "  'disappears',\n",
       "  'facebook',\n",
       "  'app'],\n",
       " ['attempt',\n",
       "  'open',\n",
       "  'twitter',\n",
       "  'app',\n",
       "  'complain',\n",
       "  'io',\n",
       "  'mess',\n",
       "  'iphone',\n",
       "  'slow',\n",
       "  'life'],\n",
       " ['happens', 'close', 'whatsapp', 'happen', 'app', 'run', 'io'],\n",
       " ['like',\n",
       "  'open',\n",
       "  'multitasking',\n",
       "  'screen',\n",
       "  'swipe',\n",
       "  'whatsapp',\n",
       "  'app',\n",
       "  'close',\n",
       "  'see',\n",
       "  'video'],\n",
       " ['get',\n",
       "  'message',\n",
       "  'close',\n",
       "  'app',\n",
       "  'touch',\n",
       "  'get',\n",
       "  'app',\n",
       "  'get',\n",
       "  'closing',\n",
       "  'app',\n",
       "  'annoy'],\n",
       " ['app',\n",
       "  'reply',\n",
       "  'iphone',\n",
       "  'finish',\n",
       "  'x',\n",
       "  'fix',\n",
       "  'sw',\n",
       "  'go',\n",
       "  'another',\n",
       "  'week'],\n",
       " ['get',\n",
       "  'stuck',\n",
       "  'sideways',\n",
       "  'go',\n",
       "  'previous',\n",
       "  'message',\n",
       "  'show',\n",
       "  'late',\n",
       "  'close',\n",
       "  'app',\n",
       "  'reopen'],\n",
       " ['calendar', 'app', 'work', 'io', 'see', 'month', 'shuts', 'iphone', 'se'],\n",
       " ['fix',\n",
       "  'podcast',\n",
       "  'app',\n",
       "  'next',\n",
       "  'io',\n",
       "  'update',\n",
       "  'go',\n",
       "  'bad',\n",
       "  'bad',\n",
       "  'listen',\n",
       "  'beloved',\n",
       "  'arsecast',\n",
       "  'replyall',\n",
       "  'wtf'],\n",
       " ['try',\n",
       "  'download',\n",
       "  'app',\n",
       "  'family',\n",
       "  'member',\n",
       "  \"'s\",\n",
       "  'phone',\n",
       "  'purchase',\n",
       "  'family',\n",
       "  'group',\n",
       "  'organizer',\n",
       "  'ask',\n",
       "  'purchase',\n",
       "  'want',\n",
       "  'charge',\n",
       "  'suggestion'],\n",
       " ['error',\n",
       "  'message',\n",
       "  'show',\n",
       "  'app',\n",
       "  'open',\n",
       "  'dock',\n",
       "  'application',\n",
       "  'folder',\n",
       "  'location'],\n",
       " ['error',\n",
       "  'message',\n",
       "  'show',\n",
       "  'app',\n",
       "  'open',\n",
       "  'dock',\n",
       "  'application',\n",
       "  'folder',\n",
       "  'location'],\n",
       " ['help',\n",
       "  'mac',\n",
       "  'app',\n",
       "  'store',\n",
       "  'open',\n",
       "  'can',\n",
       "  'not',\n",
       "  'update',\n",
       "  'macbook',\n",
       "  'pro',\n",
       "  'currently',\n",
       "  'run',\n",
       "  'o',\n",
       "  'x',\n",
       "  'yosemite'],\n",
       " ['decide',\n",
       "  'download',\n",
       "  'io',\n",
       "  'download',\n",
       "  'anything',\n",
       "  'app',\n",
       "  'store',\n",
       "  'problem',\n",
       "  'fix',\n",
       "  'soon',\n",
       "  'try',\n",
       "  'option',\n",
       "  'make',\n",
       "  'work',\n",
       "  'worstdecisionever'],\n",
       " ['hi',\n",
       "  'look',\n",
       "  'like',\n",
       "  'longer',\n",
       "  'set',\n",
       "  'podcasts',\n",
       "  'app',\n",
       "  'keep',\n",
       "  'two',\n",
       "  'recent',\n",
       "  'episode',\n",
       "  'bunch',\n",
       "  'podcasts',\n",
       "  'pile',\n",
       "  'eat',\n",
       "  'storage',\n",
       "  'miss',\n",
       "  'something',\n",
       "  'set',\n",
       "  'go',\n",
       "  'forever'],\n",
       " ['music',\n",
       "  'app',\n",
       "  'press',\n",
       "  'icon',\n",
       "  'get',\n",
       "  'flash',\n",
       "  'a',\n",
       "  'black',\n",
       "  'screen',\n",
       "  'return',\n",
       "  'home',\n",
       "  'reboot',\n",
       "  'reset'],\n",
       " ['force', 'touch', 'app', 'multitask', 'go', 'io'],\n",
       " ['iphone',\n",
       "  'user',\n",
       "  'io',\n",
       "  'bug',\n",
       "  'calculator',\n",
       "  'app',\n",
       "  'think',\n",
       "  'buying',\n",
       "  'new',\n",
       "  'apple',\n",
       "  'iphone',\n",
       "  'x',\n",
       "  'wonder'],\n",
       " ['meant',\n",
       "  'auto',\n",
       "  'renew',\n",
       "  'purchase',\n",
       "  'per',\n",
       "  'week',\n",
       "  'month',\n",
       "  'like',\n",
       "  'femalefitness',\n",
       "  'app',\n",
       "  'example'],\n",
       " ['io',\n",
       "  'slow',\n",
       "  'iphone',\n",
       "  'example',\n",
       "  'camera',\n",
       "  'app',\n",
       "  'take',\n",
       "  'second',\n",
       "  'take',\n",
       "  'photo',\n",
       "  'give',\n",
       "  '️'],\n",
       " ['serious',\n",
       "  'problem',\n",
       "  'late',\n",
       "  'io',\n",
       "  'upgrade',\n",
       "  'many',\n",
       "  'application',\n",
       "  'get',\n",
       "  'disconnect',\n",
       "  'phine',\n",
       "  'lock',\n",
       "  'whtsapp'],\n",
       " ['please',\n",
       "  'pause',\n",
       "  'music',\n",
       "  'come',\n",
       "  'twitter',\n",
       "  'tell',\n",
       "  'still',\n",
       "  'close',\n",
       "  'music',\n",
       "  'app',\n",
       "  'forgot',\n",
       "  'place',\n",
       "  'pause',\n",
       "  'min',\n",
       "  'max',\n",
       "  'push',\n",
       "  'play',\n",
       "  'button',\n",
       "  'headphone',\n",
       "  'start',\n",
       "  'play',\n",
       "  'completely',\n",
       "  'random',\n",
       "  'song'],\n",
       " ['basically',\n",
       "  'chat',\n",
       "  'open',\n",
       "  'call',\n",
       "  'log',\n",
       "  'message',\n",
       "  'app',\n",
       "  'open',\n",
       "  'run',\n",
       "  'background',\n",
       "  'otherwise',\n",
       "  'take',\n",
       "  'twice'],\n",
       " ['iphone',\n",
       "  'update',\n",
       "  'battery',\n",
       "  'dy',\n",
       "  'quicker',\n",
       "  'charge',\n",
       "  'use',\n",
       "  'sleep',\n",
       "  'alarm',\n",
       "  'app',\n",
       "  'alarm',\n",
       "  'woke'],\n",
       " ['search',\n",
       "  'fot',\n",
       "  'get',\n",
       "  'apple',\n",
       "  'tv',\n",
       "  'app',\n",
       "  'show',\n",
       "  'cmore',\n",
       "  'nordic',\n",
       "  'even',\n",
       "  'tho',\n",
       "  'hbo',\n",
       "  'instal'],\n",
       " ['get',\n",
       "  'refund',\n",
       "  'app',\n",
       "  'purchase',\n",
       "  'monday',\n",
       "  'get',\n",
       "  'conformation',\n",
       "  'email',\n",
       "  'sign',\n",
       "  'account',\n",
       "  'yet'],\n",
       " ['apps',\n",
       "  'date',\n",
       "  'get',\n",
       "  'notification',\n",
       "  '️',\n",
       "  'shut',\n",
       "  'maybe',\n",
       "  'twitter',\n",
       "  'app',\n",
       "  'need',\n",
       "  'catch',\n",
       "  '️'],\n",
       " ['hello',\n",
       "  'question',\n",
       "  'i',\n",
       "  'be',\n",
       "  'sure',\n",
       "  'possible',\n",
       "  'ipads',\n",
       "  'use',\n",
       "  'apple',\n",
       "  'configurator',\n",
       "  'install',\n",
       "  'apps',\n",
       "  'device',\n",
       "  'first',\n",
       "  'connect',\n",
       "  'device',\n",
       "  'imac',\n",
       "  'install',\n",
       "  'app',\n",
       "  'configurator',\n",
       "  'install',\n",
       "  'apps',\n",
       "  'without',\n",
       "  'connect',\n",
       "  'imac',\n",
       "  'apple'],\n",
       " ['also', 'stuck', 'beta', 'show', 'final', 'show', 'app', 'store', 'update'],\n",
       " ['checked', 'macbook', 'mail', 'app', 'still', 'permanently', 'delete'],\n",
       " ['never',\n",
       "  'try',\n",
       "  'mobile',\n",
       "  'data',\n",
       "  'problem',\n",
       "  'persist',\n",
       "  'wi-fi',\n",
       "  'network',\n",
       "  'open',\n",
       "  'private',\n",
       "  'iphone',\n",
       "  'connect',\n",
       "  'music',\n",
       "  'app',\n",
       "  'would',\n",
       "  'crash',\n",
       "  'close',\n",
       "  'soon',\n",
       "  'open'],\n",
       " ['app', 'crash', 'connect', 'wifi', 'please', 'sort', 'next', 'io', 'update'],\n",
       " ['hello',\n",
       "  'hit',\n",
       "  'lil',\n",
       "  'music',\n",
       "  'square',\n",
       "  'io',\n",
       "  'whatever',\n",
       "  'fuck',\n",
       "  'doesnt',\n",
       "  'take',\n",
       "  'music',\n",
       "  'app',\n",
       "  'like',\n",
       "  'like'],\n",
       " ['io',\n",
       "  'suggest',\n",
       "  'feature',\n",
       "  'add',\n",
       "  'vpn',\n",
       "  'gps',\n",
       "  'control',\n",
       "  'center',\n",
       "  'widget',\n",
       "  'function',\n",
       "  'without',\n",
       "  'opening',\n",
       "  'app'],\n",
       " ['please',\n",
       "  'fix',\n",
       "  'help',\n",
       "  'podcast',\n",
       "  'app',\n",
       "  'happen',\n",
       "  'longer',\n",
       "  'play',\n",
       "  'next',\n",
       "  'episode',\n",
       "  'lose',\n",
       "  'place',\n",
       "  'find',\n",
       "  'setting',\n",
       "  'anymore',\n",
       "  'help'],\n",
       " ['hi',\n",
       "  'understand',\n",
       "  'v',\n",
       "  'slow',\n",
       "  'download',\n",
       "  'app',\n",
       "  'update',\n",
       "  'io',\n",
       "  'help',\n",
       "  'detail',\n",
       "  'attach',\n",
       "  'pic'],\n",
       " ['see', 'post', 'twitter', 'notice', 'application', 'yet'],\n",
       " ['black',\n",
       "  'screen',\n",
       "  'use',\n",
       "  'twitter',\n",
       "  'app',\n",
       "  'work',\n",
       "  'fine',\n",
       "  'reset',\n",
       "  'phone',\n",
       "  'late',\n",
       "  'update',\n",
       "  'fix'],\n",
       " ['guy',\n",
       "  'fix',\n",
       "  'software',\n",
       "  'issue',\n",
       "  'camera',\n",
       "  'need',\n",
       "  'job',\n",
       "  'issue',\n",
       "  'use',\n",
       "  'twitter',\n",
       "  'app'],\n",
       " ['everytime',\n",
       "  'open',\n",
       "  'snapchat',\n",
       "  'freeze',\n",
       "  'thus',\n",
       "  'cause',\n",
       "  'every',\n",
       "  'app',\n",
       "  'freeze',\n",
       "  'open',\n",
       "  'new',\n",
       "  'io',\n",
       "  'as'],\n",
       " ['no',\n",
       "  'error',\n",
       "  'message',\n",
       "  'app',\n",
       "  'freeze',\n",
       "  'time',\n",
       "  'since',\n",
       "  'io',\n",
       "  'update',\n",
       "  'get',\n",
       "  'logic',\n",
       "  'listen',\n",
       "  'tab'],\n",
       " ['music', 'app', 'force', 'subscribe', 'apple', 'music'],\n",
       " ['hello',\n",
       "  'strange',\n",
       "  'activity',\n",
       "  'app',\n",
       "  'glitch',\n",
       "  'show',\n",
       "  'average',\n",
       "  'calorie',\n",
       "  'day'],\n",
       " ['u',\n",
       "  'live',\n",
       "  'china',\n",
       "  'possible',\n",
       "  'iphone',\n",
       "  'mac',\n",
       "  'icloud',\n",
       "  'link',\n",
       "  'chinese',\n",
       "  'info',\n",
       "  'bank',\n",
       "  'address',\n",
       "  'separate',\n",
       "  'apple',\n",
       "  'id',\n",
       "  'link',\n",
       "  'u',\n",
       "  'info',\n",
       "  'bank',\n",
       "  'address',\n",
       "  'want',\n",
       "  'keep',\n",
       "  'icloud',\n",
       "  'storage',\n",
       "  'china',\n",
       "  'use',\n",
       "  'app',\n",
       "  'store',\n",
       "  'apple',\n",
       "  'music',\n",
       "  'u'],\n",
       " ['io',\n",
       "  'update',\n",
       "  'could',\n",
       "  'use',\n",
       "  'app',\n",
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       " ['hi', 'issue', 'app', 'store', 'app', 'update', 'extremely', 'slow'],\n",
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       " ['wtf',\n",
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       " ['fb',\n",
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       " ['way', 'retrieve', 'file', 'save', 'wireshare', 'app', 'work', 'io'],\n",
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       " ['i',\n",
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       " ['news', 'app', 'load', 'everything', 'pretty', 'sure', 'network', 'thanks'],\n",
       " ['app', 'store', 'itunes', 'keep', 'decline', 'credit', 'card', 'fix'],\n",
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       " ['iphone',\n",
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       " ['i',\n",
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       " ['get',\n",
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       " ['iphone', 'io', 'app', 'icon', 'misalignment', 'duplication', 'bug'],\n",
       " ['need',\n",
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       " ['turn', 'app', 'notification', 'able', 'use', 'iphone', 'properly'],\n",
       " ['hi',\n",
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       " ['help',\n",
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       " ['iphone',\n",
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       " ['iphone',\n",
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       "  'x',\n",
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       "  'hidden',\n",
       "  'message',\n",
       "  'app',\n",
       "  'swipe',\n",
       "  'control',\n",
       "  'center'],\n",
       " ['kind', 'card', 'need', 'get', 'app', 'store', 'music', 'app', 'purchase'],\n",
       " ['kid', 'purchase', 'something', 'app', 'please', 'help', '😭'],\n",
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       "  'guy',\n",
       "  'sloppy',\n",
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       " ['app',\n",
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       "  'ever',\n",
       "  'see',\n",
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       "  'select',\n",
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       "  'store',\n",
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       " ['mail',\n",
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       "  'email',\n",
       "  'att',\n",
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       "  'notice',\n",
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       "  'last',\n",
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       "  'several',\n",
       "  'month',\n",
       "  'maybe',\n",
       "  'wifi'],\n",
       " ['apple', 'music', 'app', 'open', 'like', 'help', 'please'],\n",
       " ['get',\n",
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       "  'computer',\n",
       "  'try',\n",
       "  'get',\n",
       "  'photo',\n",
       "  'photo',\n",
       "  'app',\n",
       "  'itunes',\n",
       "  'option',\n",
       "  'really',\n",
       "  'know',\n",
       "  'do',\n",
       "  'google',\n",
       "  'help'],\n",
       " ['yes',\n",
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       "  'know',\n",
       "  'fix',\n",
       "  'solution',\n",
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       "  'third',\n",
       "  'party',\n",
       "  'app',\n",
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       " ['bug',\n",
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       "  'app',\n",
       "  'store',\n",
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       "  'energy',\n",
       "  'saver',\n",
       "  'well',\n",
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       "  'v',\n",
       "  'mysteriously',\n",
       "  'app',\n",
       "  'store',\n",
       "  'auto',\n",
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       " ['download',\n",
       "  'instal',\n",
       "  'io',\n",
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       "  'note',\n",
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       "  'web',\n",
       "  'option',\n",
       "  'still',\n",
       "  'ready'],\n",
       " ['u', 'look', 'like', 'wallet', 'app', 'update', 'software', 'update'],\n",
       " ['get',\n",
       "  'iphone',\n",
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       "  'app',\n",
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       "  'line',\n",
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       "  'highlight',\n",
       "  'take',\n",
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       " ['make', 'io', 'music', 'app', 'remember', 'listen', 'resume', 'sure'],\n",
       " ['turn', 'background', 'app', 'refresh', 'preserve', 'battery', 'lyf'],\n",
       " ['hey',\n",
       "  'download',\n",
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       "  'last',\n",
       "  'night',\n",
       "  'n',\n",
       "  'ever',\n",
       "  'since',\n",
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       "  'restarts',\n",
       "  'every',\n",
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       "  'clock',\n",
       "  'app',\n",
       "  'work',\n",
       "  'help',\n",
       "  'pls',\n",
       "  'really',\n",
       "  'annoy'],\n",
       " ['due',\n",
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       "  'china',\n",
       "  'problem',\n",
       "  'move',\n",
       "  'outlook',\n",
       "  'mail',\n",
       "  'calendar',\n",
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       "  'request',\n",
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       "  'phone',\n",
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       "  'message',\n",
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       " ['thank',\n",
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       "  'app',\n",
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       "  'guess',\n",
       "  'rest',\n",
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       "  'matter',\n",
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       "  'look',\n",
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       " ['update',\n",
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       "  'message',\n",
       "  'app',\n",
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       "  'say',\n",
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       " ['iphone',\n",
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       "  'hand',\n",
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       "  'matter',\n",
       "  'app',\n",
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       "  'drain',\n",
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       "  'recommend',\n",
       "  'company',\n",
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       "  'photo',\n",
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       "  'camera',\n",
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       " ['week',\n",
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       " ['iphone',\n",
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       " ['really',\n",
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       " ['since',\n",
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       " ['hi',\n",
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       "  'can',\n",
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       " ['use', 'iphone', 'se', 'every', 'app', 'opening', 'freeze'],\n",
       " ['give', 'message', 'try', 'download', 'free', 'app'],\n",
       " ['keyboard',\n",
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       "  'message',\n",
       "  'imessage',\n",
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       "  'ebay',\n",
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       " ['actually', 'use', 'apple', 'support', 'app', 'thanks', 'anyway'],\n",
       " ['use', 'google', 'map', 'bottom', 'banner', 'space', 'app', 'swith'],\n",
       " ['anybody',\n",
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       "  'be',\n",
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       "  'old',\n",
       "  'account',\n",
       "  'application',\n",
       "  'folder',\n",
       "  'little',\n",
       "  'everything',\n",
       "  'else',\n",
       "  'go'],\n",
       " ['hello',\n",
       "  'see',\n",
       "  'third',\n",
       "  'party',\n",
       "  'app',\n",
       "  'support',\n",
       "  'siri',\n",
       "  'io',\n",
       "  'see',\n",
       "  'app',\n",
       "  'support',\n",
       "  'like',\n",
       "  'io'],\n",
       " ['sorry',\n",
       "  'nope',\n",
       "  'also',\n",
       "  'try',\n",
       "  'home',\n",
       "  'pwr',\n",
       "  'button',\n",
       "  'reset',\n",
       "  'reproduce',\n",
       "  'upgrade',\n",
       "  'iph',\n",
       "  'io',\n",
       "  'io',\n",
       "  'disable',\n",
       "  'bt',\n",
       "  'wfc',\n",
       "  'phone',\n",
       "  'cancellation',\n",
       "  'set',\n",
       "  'make',\n",
       "  'mo',\n",
       "  'call',\n",
       "  'volta',\n",
       "  'c',\n",
       "  'voip',\n",
       "  'app',\n",
       "  'talk',\n",
       "  'directly',\n",
       "  'mic',\n",
       "  'io',\n",
       "  'observe',\n",
       "  'mt',\n",
       "  'side',\n",
       "  'voice'],\n",
       " ['io',\n",
       "  'app',\n",
       "  'occasionally',\n",
       "  'freeze',\n",
       "  'require',\n",
       "  'close',\n",
       "  'reopen',\n",
       "  'switch',\n",
       "  'io'],\n",
       " ['come',\n",
       "  'iphone',\n",
       "  'wont',\n",
       "  'let',\n",
       "  'go',\n",
       "  'download',\n",
       "  'stuff',\n",
       "  'app',\n",
       "  'store',\n",
       "  'keep',\n",
       "  'say',\n",
       "  'card',\n",
       "  'invalid',\n",
       "  'pls',\n",
       "  'help',\n",
       "  '🤨'],\n",
       " ['yes',\n",
       "  'music',\n",
       "  'store',\n",
       "  'music',\n",
       "  'app',\n",
       "  'happens',\n",
       "  'use',\n",
       "  'wifi',\n",
       "  'cellular',\n",
       "  'data'],\n",
       " ['listen',\n",
       "  'music',\n",
       "  'store',\n",
       "  'music',\n",
       "  'app',\n",
       "  'often',\n",
       "  'sure',\n",
       "  'problem',\n",
       "  'would',\n",
       "  'still',\n",
       "  'occur'],\n",
       " ['something',\n",
       "  'wrong',\n",
       "  'plus',\n",
       "  'download',\n",
       "  'something',\n",
       "  'long',\n",
       "  'ago',\n",
       "  'can',\n",
       "  'not',\n",
       "  'see',\n",
       "  'screen',\n",
       "  'go',\n",
       "  'app',\n",
       "  'store',\n",
       "  'try',\n",
       "  'open',\n",
       "  'it',\n",
       "  'allow',\n",
       "  'even',\n",
       "  'app',\n",
       "  'update',\n",
       "  'io',\n",
       "  'download',\n",
       "  'problem'],\n",
       " ['work',\n",
       "  'everywhere',\n",
       "  'else',\n",
       "  'web',\n",
       "  'client',\n",
       "  'yahoo',\n",
       "  'mail',\n",
       "  'app',\n",
       "  'stock',\n",
       "  'apple',\n",
       "  'mail',\n",
       "  'app',\n",
       "  'see',\n",
       "  'user',\n",
       "  'problem',\n",
       "  'yahoo',\n",
       "  'mail',\n",
       "  'account',\n",
       "  'since',\n",
       "  'late',\n",
       "  'update',\n",
       "  'expect',\n",
       "  'fix',\n",
       "  'soon'],\n",
       " ['shuts',\n",
       "  'like',\n",
       "  'app',\n",
       "  'hard',\n",
       "  'crash',\n",
       "  'back',\n",
       "  'home',\n",
       "  'screen',\n",
       "  'press',\n",
       "  'home',\n",
       "  'button',\n",
       "  'nothing',\n",
       "  'happens',\n",
       "  'try',\n",
       "  'press',\n",
       "  'power',\n",
       "  'button',\n",
       "  'nothing',\n",
       "  'even',\n",
       "  'try',\n",
       "  'hard',\n",
       "  'reset',\n",
       "  'power',\n",
       "  'home',\n",
       "  'plug',\n",
       "  'apple',\n",
       "  'screen',\n",
       "  'come',\n",
       "  'slowly'],\n",
       " ['app', 'movie', 'delete', 'phone', 'due', 'space', 'still', 'purchase'],\n",
       " ['also',\n",
       "  'bug',\n",
       "  'access',\n",
       "  'apps',\n",
       "  'control',\n",
       "  'center',\n",
       "  'calculator',\n",
       "  'timer',\n",
       "  'lock',\n",
       "  'screen',\n",
       "  'pull',\n",
       "  'app',\n",
       "  'second',\n",
       "  'quits',\n",
       "  'brings',\n",
       "  'home',\n",
       "  'screen',\n",
       "  'work',\n",
       "  'home',\n",
       "  'screen',\n",
       "  'though'],\n",
       " ['open', 'almost', 'app', 'music', 'stop', 'play', 'headphone', 'clue'],\n",
       " ['since',\n",
       "  'new',\n",
       "  'phone',\n",
       "  'release',\n",
       "  'podcast',\n",
       "  'app',\n",
       "  'trash',\n",
       "  'freeze',\n",
       "  'turn',\n",
       "  'two',\n",
       "  'three',\n",
       "  'time',\n",
       "  'able',\n",
       "  'use',\n",
       "  'update',\n",
       "  'properly',\n",
       "  'recommendation',\n",
       "  'podcast',\n",
       "  'app',\n",
       "  'work'],\n",
       " ['version',\n",
       "  'properly',\n",
       "  'work',\n",
       "  'iphone',\n",
       "  'work',\n",
       "  'facebook',\n",
       "  'app',\n",
       "  'properly'],\n",
       " ['add',\n",
       "  'disgruntle',\n",
       "  'list',\n",
       "  'customer',\n",
       "  'update',\n",
       "  'successfully',\n",
       "  'broken',\n",
       "  'every',\n",
       "  'app',\n",
       "  'use',\n",
       "  'heard',\n",
       "  'pre-release',\n",
       "  'test'],\n",
       " ['apple',\n",
       "  'watch',\n",
       "  'able',\n",
       "  'control',\n",
       "  'music',\n",
       "  'app',\n",
       "  'phone',\n",
       "  'watch',\n",
       "  'phone',\n",
       "  'fail'],\n",
       " ['please',\n",
       "  'fix',\n",
       "  'bug',\n",
       "  'every',\n",
       "  'time',\n",
       "  'update',\n",
       "  'app',\n",
       "  'reappears',\n",
       "  'imessage',\n",
       "  'app',\n",
       "  'disable',\n",
       "  'time',\n",
       "  'annoy'],\n",
       " ['glitch',\n",
       "  'ruin',\n",
       "  'life',\n",
       "  'law',\n",
       "  'school',\n",
       "  'application',\n",
       "  'u',\n",
       "  'get',\n",
       "  'asap',\n",
       "  'appreciate',\n",
       "  'thanks'],\n",
       " ['seem',\n",
       "  'prompt',\n",
       "  'every',\n",
       "  'time',\n",
       "  'i️',\n",
       "  'reopen',\n",
       "  'app',\n",
       "  'click',\n",
       "  'thanks',\n",
       "  'go',\n",
       "  'away',\n",
       "  'short',\n",
       "  'term'],\n",
       " ['anybody',\n",
       "  'else',\n",
       "  'issue',\n",
       "  'iphone',\n",
       "  'apps',\n",
       "  'app',\n",
       "  'store',\n",
       "  'download',\n",
       "  'wont',\n",
       "  'let',\n",
       "  'log',\n",
       "  'phone',\n",
       "  'appstore'],\n",
       " ['dear',\n",
       "  'think',\n",
       "  'anything',\n",
       "  'else',\n",
       "  'ibooks',\n",
       "  'app',\n",
       "  'every',\n",
       "  'beta',\n",
       "  'update',\n",
       "  'document',\n",
       "  'come',\n",
       "  'icloud'],\n",
       " ['update',\n",
       "  'download',\n",
       "  'apps',\n",
       "  'sign',\n",
       "  'back',\n",
       "  'app',\n",
       "  'store',\n",
       "  'apple',\n",
       "  'id',\n",
       "  'allat'],\n",
       " ['hello',\n",
       "  'iphone',\n",
       "  'x',\n",
       "  'completely',\n",
       "  'bricked',\n",
       "  'download',\n",
       "  'app',\n",
       "  'ask',\n",
       "  'access',\n",
       "  'location',\n",
       "  'can',\n",
       "  'not',\n",
       "  'tap',\n",
       "  'allow',\n",
       "  'allow',\n",
       "  'force',\n",
       "  'reboot',\n",
       "  'help',\n",
       "  'can',\n",
       "  'not',\n",
       "  'slide',\n",
       "  'slider',\n",
       "  'hold',\n",
       "  'longer',\n",
       "  'dial',\n",
       "  'help'],\n",
       " ['download',\n",
       "  'patch',\n",
       "  'fix',\n",
       "  'first',\n",
       "  'app',\n",
       "  'open',\n",
       "  'gmail',\n",
       "  'crash',\n",
       "  'hang',\n",
       "  'head',\n",
       "  'shame',\n",
       "  'make',\n",
       "  'sh'],\n",
       " ['best',\n",
       "  'way',\n",
       "  'describe',\n",
       "  'problem',\n",
       "  'since',\n",
       "  'late',\n",
       "  'update',\n",
       "  'rearrange',\n",
       "  'apps',\n",
       "  'app',\n",
       "  'attempt',\n",
       "  'move',\n",
       "  'jump',\n",
       "  'top',\n",
       "  'screen',\n",
       "  'await',\n",
       "  'thought',\n",
       "  'solution',\n",
       "  'still',\n",
       "  'love',\n",
       "  'ya',\n",
       "  'though',\n",
       "  'apple'],\n",
       " ['get',\n",
       "  'issue',\n",
       "  'like',\n",
       "  'app',\n",
       "  'freeze',\n",
       "  'iphone',\n",
       "  'se',\n",
       "  'update',\n",
       "  'io',\n",
       "  'io'],\n",
       " ['show',\n",
       "  'music',\n",
       "  'app',\n",
       "  'io',\n",
       "  'battery',\n",
       "  'level',\n",
       "  'visible',\n",
       "  'control',\n",
       "  'centre',\n",
       "  'io',\n",
       "  'see',\n",
       "  'pic'],\n",
       " ['yep', 'i', 'have', 'thought', 'app', 'site', 'fault', 'yikes'],\n",
       " ['restore',\n",
       "  'back',\n",
       "  'however',\n",
       "  'force',\n",
       "  'upgrade',\n",
       "  'back',\n",
       "  'end',\n",
       "  'process',\n",
       "  'reinstall',\n",
       "  'may',\n",
       "  'resolve',\n",
       "  'touch',\n",
       "  'app',\n",
       "  'lag',\n",
       "  'battery',\n",
       "  'perforamnce',\n",
       "  'tbd'],\n",
       " ['io', 'truth', 'crude', 'present', 'smoothness', 'application', 'take'],\n",
       " ['still', 'problem', 'auto', 'reboot', 'app', 'crash', 'iphone', 'io'],\n",
       " ['beta', 'tester', 'send', 'info', 'feedback', 'app', 'prefer'],\n",
       " ['netflix', 'app', 'disappear', 'apple', 'tv', 'get', 'back', 'devestated'],\n",
       " ['music',\n",
       "  'app',\n",
       "  'stop',\n",
       "  'work',\n",
       "  'crash',\n",
       "  'everytime',\n",
       "  'start',\n",
       "  'phone',\n",
       "  'date',\n",
       "  'try',\n",
       "  'hard',\n",
       "  'reset',\n",
       "  'advice'],\n",
       " ['recent', 'update', 'mess', 'music', 'app', 'satisfied', '️'],\n",
       " ['try',\n",
       "  'open',\n",
       "  'apps',\n",
       "  'whatsapp',\n",
       "  'facebook',\n",
       "  'take',\n",
       "  'really',\n",
       "  'long',\n",
       "  'time',\n",
       "  'open',\n",
       "  'load',\n",
       "  'information',\n",
       "  'also',\n",
       "  'seem',\n",
       "  'phone',\n",
       "  'can',\n",
       "  'not',\n",
       "  'handle',\n",
       "  'one',\n",
       "  'app',\n",
       "  'open',\n",
       "  'time',\n",
       "  'completely',\n",
       "  'crash',\n",
       "  'result',\n",
       "  'shut',\n",
       "  'apps',\n",
       "  'start'],\n",
       " ['dear',\n",
       "  'please',\n",
       "  'get',\n",
       "  'ability',\n",
       "  'change',\n",
       "  'chat',\n",
       "  'bubble',\n",
       "  'color',\n",
       "  'within',\n",
       "  'default',\n",
       "  'message',\n",
       "  'app',\n",
       "  'idea',\n",
       "  'freeyouriphone',\n",
       "  'customization'],\n",
       " ['iphone',\n",
       "  'crash',\n",
       "  'every',\n",
       "  'app',\n",
       "  'play',\n",
       "  'video',\n",
       "  'snapchat',\n",
       "  'instagram',\n",
       "  'facebook',\n",
       "  'phone',\n",
       "  'update',\n",
       "  'well',\n",
       "  'apps'],\n",
       " ['urgent',\n",
       "  'iphone',\n",
       "  'plus',\n",
       "  'collapse',\n",
       "  'note',\n",
       "  'app',\n",
       "  'new',\n",
       "  'update',\n",
       "  'io'],\n",
       " ['hi',\n",
       "  'need',\n",
       "  'help',\n",
       "  'i',\n",
       "  'have',\n",
       "  'charge',\n",
       "  'app',\n",
       "  'purchase',\n",
       "  'even',\n",
       "  'though',\n",
       "  'cancel',\n",
       "  'subscription',\n",
       "  'different',\n",
       "  'package',\n",
       "  'help'],\n",
       " ['help',\n",
       "  'setting',\n",
       "  'app',\n",
       "  'go',\n",
       "  'dark',\n",
       "  'none',\n",
       "  'apps',\n",
       "  'open',\n",
       "  'cant',\n",
       "  'turn',\n",
       "  'phone',\n",
       "  'can',\n",
       "  'not',\n",
       "  'soft',\n",
       "  'reset'],\n",
       " ['thank',\n",
       "  'pr',\n",
       "  'fema',\n",
       "  'ny',\n",
       "  'new',\n",
       "  'ipad',\n",
       "  'tv',\n",
       "  'app',\n",
       "  'work',\n",
       "  'right',\n",
       "  'something',\n",
       "  'mess',\n",
       "  'software'],\n",
       " ['issue',\n",
       "  'people',\n",
       "  'go',\n",
       "  'couple',\n",
       "  'week',\n",
       "  'one',\n",
       "  'apple',\n",
       "  'hq',\n",
       "  'provide',\n",
       "  'answer',\n",
       "  'info',\n",
       "  'know',\n",
       "  'seem',\n",
       "  'related',\n",
       "  'new',\n",
       "  'app',\n",
       "  'certificate',\n",
       "  'signing',\n",
       "  'accord',\n",
       "  'devs',\n",
       "  'want',\n",
       "  'solid',\n",
       "  'bit',\n",
       "  'info',\n",
       "  'w'],\n",
       " ['view',\n",
       "  'achievement',\n",
       "  'game',\n",
       "  'like',\n",
       "  'room',\n",
       "  'list',\n",
       "  'game',\n",
       "  'center',\n",
       "  'app',\n",
       "  'go'],\n",
       " ['hello',\n",
       "  'iphone',\n",
       "  'install',\n",
       "  'application',\n",
       "  'gb',\n",
       "  'storage',\n",
       "  'enough',\n",
       "  'mb',\n",
       "  'application',\n",
       "  'thank',\n",
       "  'advance',\n",
       "  'help'],\n",
       " ['color', 'application', 'folder', 'appear', 'black', 'instead', 'cloudy'],\n",
       " ['upgraded',\n",
       "  'iphone',\n",
       "  'io',\n",
       "  'shiny',\n",
       "  'new',\n",
       "  'app',\n",
       "  'store',\n",
       "  'bug',\n",
       "  'download',\n",
       "  'new',\n",
       "  'apps',\n",
       "  'paid',\n",
       "  'free',\n",
       "  'update',\n",
       "  'seem',\n",
       "  'ok',\n",
       "  'impressed'],\n",
       " ['since',\n",
       "  'update',\n",
       "  'io',\n",
       "  'music',\n",
       "  'app',\n",
       "  \"'s\",\n",
       "  'crash',\n",
       "  'i',\n",
       "  'be',\n",
       "  'connect',\n",
       "  'wifi'],\n",
       " ...]"
      ]
     },
     "execution_count": 152,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_key_tweets(processed_inbound, intents['app'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 160,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['hi', 'hello', 'hey', 'yo']"
      ]
     },
     "execution_count": 160,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "intents['greeting']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 161,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0     [new, update, i️, make, sure, download, yester...\n",
       "4     [hey, anyone, else, upgraded, io, issue, capit...\n",
       "9     [hello, internet, someone, explain, symbol, ke...\n",
       "10    [get, screenshot, say, iphonex, reserve, email...\n",
       "12    [thank, update, phone, even, slow, barely, wor...\n",
       "14    [need, software, update, urgently, battery, la...\n",
       "15         [hi, go, youtube, lose, do, thanks, support]\n",
       "17    [hey, last, time, download, update, freak, pho...\n",
       "19      [app, still, longer, able, control, lockscreen]\n",
       "21           [need, something, battery, life, suck, as]\n",
       "dtype: object"
      ]
     },
     "execution_count": 161,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "processed_inbound.iloc[0:10]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Captured intents\n",
    "(This is just another version of what I thought the intents would be - you could see there are multiple versions of these because it's an iterative heuristic optimization process) - It actually took me a while to find a good guideline of how to bucket intents.\n",
    "\n",
    "1. Greeting\n",
    "2. App recommendations\n",
    "    * Need to tag the actual appication we want\n",
    "    * Need to tag the problem\n",
    "3. Hardware recommendations\n",
    "    * Phone hardware issue\n",
    "    * Battery health\n",
    "6. ICloud photos\n",
    "7. Apple watch\n",
    "8. Software (iOS)/ update bugs\n",
    "9. Statement (not really asking for anything, it is just giving a statement about something) - If possible, I would like to remove these because they are not really that useful to me.\n",
    "    * Opinions\n",
    "    * Complaint\n",
    "    * Thinking about this point further, it might be useful to include question marks in the data because that encodes useful information about whether or not a customer is making a question or not.\n",
    "10. Want to purchase\n",
    "11. Gratitude/Closing"
   ]
  }
 ],
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