2.1. Getting my NN Training Data with Doc2Vec.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Getting my NN Training Data With Doc2Vec"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "gensim: 3.8.0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/anaconda3/envs/chatbot/lib/python3.7/site-packages/sklearn/utils/deprecation.py:143: FutureWarning: The sklearn.feature_extraction.stop_words module is  deprecated in version 0.22 and will be removed in version 0.24. The corresponding classes / functions should instead be imported from sklearn.feature_extraction.text. Anything that cannot be imported from sklearn.feature_extraction.text is now part of the private API.\n",
      "  warnings.warn(message, FutureWarning)\n",
      "/opt/anaconda3/envs/chatbot/lib/python3.7/site-packages/ipykernel_launcher.py:36: TqdmDeprecationWarning: This function will be removed in tqdm==5.0.0\n",
      "Please use `tqdm.notebook.tqdm` instead of `tqdm.tqdm_notebook`\n"
     ]
    },
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     "text": [
      "/opt/anaconda3/envs/chatbot/lib/python3.7/site-packages/tqdm/std.py:668: FutureWarning: The Panel class is removed from pandas. Accessing it from the top-level namespace will also be removed in the next version\n",
      "  from pandas import Panel\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "intents:\n",
      "{'battery': ['battery', 'power'], 'forgot_password': ['password', 'account', 'login'], 'payment': ['credit', 'card', 'payment', 'pay'], 'repair': ['repair', 'fix', 'broken'], 'update': ['update']}\n",
      "\n",
      "processed:\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",
    "import numpy as np\n",
    "\n",
    "# Word Embeddings\n",
    "from sklearn.feature_extraction.text import CountVectorizer\n",
    "from sklearn.feature_extraction.text import TfidfVectorizer\n",
    "import gensim\n",
    "print(f'gensim: {gensim.__version__}')\n",
    "\n",
    "# Text\n",
    "from nltk.tokenize import word_tokenize \n",
    "from nltk.tokenize import TweetTokenizer\n",
    "from gensim.test.utils import common_texts\n",
    "from gensim.models.doc2vec import Doc2Vec, TaggedDocument\n",
    "from gensim.test.utils import get_tmpfile\n",
    "\n",
    "# Storing as objects via serialization\n",
    "from tempfile import mkdtemp\n",
    "import pickle\n",
    "import joblib\n",
    "\n",
    "# Visualization \n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "sns.set(style=\"ticks\", color_codes=True)\n",
    "\n",
    "# Directory\n",
    "import os\n",
    "import yaml\n",
    "import collections\n",
    "import scattertext as st\n",
    "import math\n",
    "\n",
    "# Cool progress bars\n",
    "from tqdm import tqdm_notebook as tqdm\n",
    "tqdm().pandas()  # Enable tracking of execution progress\n",
    "\n",
    "## LOADING OBJECTS\n",
    "processed_inbound = pd.read_pickle('objects/processed_inbound_extra.pkl')\n",
    "processed = pd.read_pickle('objects/processed.pkl')\n",
    "\n",
    "# Reading back in intents\n",
    "with open(r'objects/intents.yml') as file:\n",
    "    intents = yaml.load(file, Loader=yaml.FullLoader)\n",
    "\n",
    "# Previewing\n",
    "print(f'\\nintents:\\n{intents}')\n",
    "print(f'\\nprocessed:\\n{processed.head()}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Tweet Collection with Doc2Vec\n",
    "I can use my Doc2Vec representation to find top 1000 Tweets most similar to a generalized intent version of a Tweet based on it's cosine similarity. \n",
    "\n",
    "Heuristic search refers to a search strategy that attempts to optimize a problem by iteratively improving the solution based on a given heuristic function or a cost measure. My cost measure is trying to get the closest cosine distances.\n",
    "\n",
    "This is really cool. So I basically trained my doc2vec model with my training data, which is the processed_inbound. I can actually compute a vector based on my training data to vectorize that word.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Training my Doc2Vec\n",
    "This is a way that was developed for word2vec to generalize to paragraphs. Doc2Vec takes the average across them, and each tweet is represented as a single embedding so you have consistent dimensionality.\n",
    "\n",
    "Word2Vec uses Continuous Bag of Words, which creates a sliding window around each word to predict it from context (surrouding words), and the Skip Gram model. Doc2Vec is based off that.\n",
    "\n",
    "* https://medium.com/wisio/a-gentle-introduction-to-doc2vec-db3e8c0cce5e\n",
    "* https://radimrehurek.com/gensim/models/doc2vec.html\n",
    "* https://rare-technologies.com/doc2vec-tutorial/\n",
    "\n",
    "It's basically word to vec, but basically takes the standard word to vec model and adds in an extra vector to represent the paragraph - called a paragraph vector. Take in sequences of words, then they use them to predict the next word and check if that prediction is correct. If the prediction is correct, it does this multiple times for different combinations of words.\n",
    "\n",
    "It's the same as word2vec, but at a document level as opposed to a word level. My implementation below had it's base from [here](https://medium.com/wisio/a-gentle-introduction-to-doc2vec-db3e8c0cce5e) and from scrolling through Gensim's documentation for a more granular understanding of each step.\n",
    "\n",
    "\n",
    "# My Intents:\n",
    "\n",
    "<img src=\"visualizations/intent_list.png\" alt=\"Drawing\" style=\"width: 300px;\"/>\n",
    "\n",
    "Updates:\n",
    "* Decided to remove lost_replace because it's quite indistinguishable from repair because most of the customers who lost something will technically also need to fix a problem as well"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Data Synthesis\n",
    "Basically, there are two ways I get my intent training data (1000 for each): \n",
    "* **Doc2Vec:** Some intent examples I will synthetically generate from an idealized example using doc2vec\n",
    "* **Manual:** Some intent examples I will synthetically generate by duplicating and manual (like greeting, because the current data does not represent this)\n",
    "* **Hybrid:** Some intents I will do a hybrid approach, where 50 percent might be my generated data, and 50 percent might be "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Converting to string...\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0            new update i️ make sure download yesterday\n",
       "6     hey anyone else upgraded io issue capital i️ m...\n",
       "12    hello internet someone explain symbol keep app...\n",
       "13    get screenshot say iphonex reserve email say h...\n",
       "15    thank update phone even slow barely work thank...\n",
       "                            ...                        \n",
       "1                                password account login\n",
       "2                               credit card payment pay\n",
       "3                                        update upgrade\n",
       "4                                      info information\n",
       "5                          nearest apple location store\n",
       "Length: 76072, dtype: object"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Making my idealized dataset - generating N Tweets similar to this artificial Tweet\n",
    "# This will then be concatenated to current inbound data so it can be included in the doc2vec training\n",
    "\n",
    "# Version 1\n",
    "ideal = {'Greeting': 'hi hello yo hey whats up howdy morning',\n",
    "        'Update': 'have problem with update'}\n",
    "# Version 2 - I realized that keywords might get the job done, and it's less risky to \n",
    "# add more words for the association power because it's doc2vec\n",
    "ideal = {'battery': 'battery power', \n",
    "         'forgot_password': 'password account login',\n",
    "         'payment': 'credit card payment pay',\n",
    "         'update': 'update upgrade',\n",
    "         'info': 'info information'\n",
    "#          ,'lost_replace': 'replace lost gone missing trade'\n",
    "         ,'location': 'nearest apple location store'\n",
    "        }\n",
    "\n",
    "def add_extra(current_tokenized_data, extra_tweets):\n",
    "    ''' Adding extra tweets to current tokenized data'''\n",
    "    \n",
    "    # Storing these extra Tweets in a list to concatenate to the inbound data\n",
    "    extra_tweets = pd.Series(extra_tweets)\n",
    "\n",
    "    # Making string form\n",
    "    print('Converting to string...')\n",
    "    string_processed_data = current_tokenized_data.progress_apply(\" \".join)\n",
    "\n",
    "    # Adding it to the data, updating processed_inbound\n",
    "    string_processed_data = pd.concat([string_processed_data, extra_tweets], axis = 0)\n",
    "\n",
    "    # We want a tokenized version\n",
    "    tknzr = TweetTokenizer(strip_handles = True, reduce_len = True)\n",
    "#     print('Tokenizing...')\n",
    "#     string_processed_data.progress_apply(tknzr.tokenize)\n",
    "    return string_processed_data\n",
    "\n",
    "# Getting the lengthened data\n",
    "processed_inbound_extra = add_extra(processed['Processed Inbound'], list(ideal.values()))\n",
    "\n",
    "# Saving updated processed inbound into a serialized saved file\n",
    "processed_inbound_extra.to_pickle('objects/processed_inbound_extra.pkl')\n",
    "\n",
    "processed_inbound_extra"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "106647    anyone iphone issue phone freeze randomly puls...\n",
       "0                                             battery power\n",
       "1                                    password account login\n",
       "2                                   credit card payment pay\n",
       "3                                            update upgrade\n",
       "4                                          info information\n",
       "5                              nearest apple location store\n",
       "dtype: object"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "processed_inbound_extra[-7:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'battery': ['battery', 'power'],\n",
       " 'forgot_password': ['password', 'account', 'login'],\n",
       " 'payment': ['credit', 'card', 'payment', 'pay'],\n",
       " 'update': ['update', 'upgrade'],\n",
       " 'info': ['info', 'information'],\n",
       " 'lost_replace': ['replace', 'lost', 'gone', 'missing', 'trade'],\n",
       " 'location': ['nearest', 'apple', 'location', 'store']}"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "intents_repr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(76072,)"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "processed_inbound_extra.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'battery': 'battery power',\n",
       " 'forgot_password': 'password account login',\n",
       " 'payment': 'credit card payment pay',\n",
       " 'update': 'update upgrade',\n",
       " 'info': 'info information',\n",
       " 'location': 'nearest apple location store'}"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ideal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(76066, 3)"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "processed.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I first tag, then I start training my model! It's like training a neural network. As for the paramaters, I set each vector to be of 20 dimensions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/anaconda3/envs/chatbot/lib/python3.7/site-packages/gensim/models/doc2vec.py:574: UserWarning: The parameter `size` is deprecated, will be removed in 4.0.0, use `vector_size` instead.\n",
      "  warnings.warn(\"The parameter `size` is deprecated, will be removed in 4.0.0, use `vector_size` instead.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iteration 0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/anaconda3/envs/chatbot/lib/python3.7/site-packages/ipykernel_launcher.py:13: DeprecationWarning: Call to deprecated `iter` (Attribute will be removed in 4.0.0, use self.epochs instead).\n",
      "  del sys.path[0]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
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      "Model Saved\n"
     ]
    }
   ],
   "source": [
    "def train_doc2vec(string_data, max_epochs, vec_size, alpha):\n",
    "    # Tagging each of the data with an ID, and I use the most memory efficient one of just using it's ID\n",
    "    tagged_data = [TaggedDocument(words=word_tokenize(_d.lower()), tags=[str(i)]) \n",
    "                   for i, _d in enumerate(string_data)]\n",
    "    \n",
    "    # Instantiating my model\n",
    "    model = Doc2Vec(size=vec_size, alpha=alpha, min_alpha=0.00025, min_count=1, dm =1)\n",
    "\n",
    "    model.build_vocab(tagged_data)\n",
    "\n",
    "    for epoch in range(max_epochs):\n",
    "        print('iteration {0}'.format(epoch))\n",
    "        model.train(tagged_data, total_examples = model.corpus_count, epochs=model.iter)\n",
    "        # Decrease the learning rate\n",
    "        model.alpha -= 0.0002\n",
    "        # Fix the learning rate, no decay\n",
    "        model.min_alpha = model.alpha\n",
    "\n",
    "    # Saving model\n",
    "    model.save(\"models/d2v.model\")\n",
    "    print(\"Model Saved\")\n",
    "    \n",
    "# Training\n",
    "train_doc2vec(processed_inbound_extra, max_epochs = 100, vec_size = 20, alpha = 0.025)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 1.0764736 , -0.88211083,  1.6502674 , ..., -0.52156675,\n",
       "        -1.6639708 , -0.9032138 ],\n",
       "       [-0.69104683, -0.21492206, -4.3119936 , ..., -1.9638066 ,\n",
       "        -4.839329  , -3.0454078 ],\n",
       "       [ 3.989594  , -0.56643546, -2.3382344 , ..., -3.9335248 ,\n",
       "        -0.39690435,  3.1644044 ],\n",
       "       ...,\n",
       "       [-0.19292705,  0.08277815, -0.37327212, ..., -0.44573915,\n",
       "         0.47325027, -1.2821364 ],\n",
       "       [ 1.2580909 ,  0.5197089 ,  0.09217824, ..., -2.0988    ,\n",
       "        -0.15937527,  0.12537211],\n",
       "       [-0.7389236 , -0.9856568 ,  1.6651227 , ..., -1.5134039 ,\n",
       "         0.5436049 ,  1.9231577 ]], dtype=float32)"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Loading in my model\n",
    "model = Doc2Vec.load(\"models/d2v.model\")\n",
    "\n",
    "# Storing my data into a list - this is the data I will cluster\n",
    "inbound_d2v = np.array([model.docvecs[i] for i in range(processed_inbound_extra.shape[0])])\n",
    "\n",
    "# Saving\n",
    "with open('objects/inbound_d2v.pkl', 'wb') as f:\n",
    "    pickle.dump(inbound_d2v, f)\n",
    "\n",
    "inbound_d2v"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(76072, 20)"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "inbound_d2v.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Before, we did not have a concept of distance in our vectorizers, they don't really have a specific meaning. This is a much better way because it captures the contextual representations between words! My clustering should be a lot better than tfidf or bag of words."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### What was doc2vec trained on?\n",
    "One thing to keep in mind on, is finding what this embedding is trained on. We don't want it to be trained on something like academic data, because Tweets are on a completely different domain than academic papers.\n",
    "\n",
    "Looking at the gensim [documentation](https://radimrehurek.com/gensim/models/doc2vec.html) for doc2vec, it seems to be trained same as word2vec, except now they use a paragraph context vector in addition. This means it was likely trained on Google News."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Methodology\n",
    "\n",
    "Initially, to get the top 1000 similar Tweets, I tried using the existing data. But I don't think that would yield the most accurate results because you're capturing not the best representative Tweet for an intent. For that reason, I made all these base representative Tweets myself (you could see this in the `ideal` dict above. The goal is to find trying to find an idealized, wholistic representation of an intent. Then from there I use my doc2vec representations to find the top 1000 tweets most similar based on cosine similarity.\n",
    "### Package Exploration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[array([ 0.17278987,  0.01123818,  0.03003946, -0.05807777,  0.05374698,\n",
       "         0.06797345, -0.02111027,  0.10784689,  0.01034238,  0.0102504 ,\n",
       "        -0.12536214, -0.03090196, -0.02333424,  0.06988452,  0.10770632,\n",
       "        -0.08609865, -0.05001648, -0.04840133, -0.00171771, -0.1476349 ],\n",
       "       dtype=float32)]"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Finding and making idealized versions of each intent so that I can find top 1000 to it:\n",
    "intents_ideal = {'app': ['app', 'prob']}\n",
    "inferred_vectors = []\n",
    "\n",
    "for keywords in intents_ideal.values():\n",
    "    inferred_vectors.append(model.infer_vector(keywords))\n",
    "    \n",
    "inferred_vectors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# model.similarity(inferred_vectors[0], inbound_d2v[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['hi', 'hello', 'yo', 'hey', 'whats', 'up']"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "'hi hello yo hey whats up'.split()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Finding Intent Tags\n",
    "I want to get the tags of my representative Tweets because that's what doc2vec's `model.similarity` method takes in as paramater to generate top N Tweets similar to it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'battery': 'battery power',\n",
       " 'forgot_password': 'password account login',\n",
       " 'payment': 'credit card payment pay',\n",
       " 'update': 'update upgrade',\n",
       " 'info': 'info information',\n",
       " 'location': 'nearest apple location store'}"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ideal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Getting the indexes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The following code block isn't the most efficient code, and it's quite lengthy to figure out, but it works! It's basically searches all my processed inbound tweets, and looks for the tag of my representative tweets, as shown in my output and my `intents_tags` dictionary."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# Storing my representative tweets and intents in this dictionary\n",
    "# Just need to add to this dictionary and the rest of the code block does the work for you\n",
    "# To find a suitable representative tweet for this: I used the keyword EDA functions in notebook 1.1\n",
    "\n",
    "# Version 1\n",
    "intents_repr = {'Battery': ['io', 'drain', 'battery', 'iphone', 'twice', 'fast', 'io', 'help'],\n",
    "    'Update': ['new', 'update', 'i️', 'make', 'sure', 'download', 'yesterday'],\n",
    "    'iphone': ['instal', 'io', 'make', 'iphone', 'slow', 'work', 'properly', 'help'],\n",
    "    'app': ['app', 'still', 'longer', 'able', 'control', 'lockscreen'],\n",
    "    'mac': ['help','mac','app','store','open','can','not','update','macbook','pro','currently','run','o','x',\n",
    "  'yosemite'], 'greeting': ['hi', 'hello', 'yo', 'hey', 'whats', 'up']\n",
    "    }\n",
    "# You could see that in version 1, I try to use existing tweets, but that isn't really the best strategy and\n",
    "# it doesn't yield the best results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "scrolled": false,
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'battery': ['battery', 'power'], 'forgot_password': ['password', 'account', 'login'], 'payment': ['credit', 'card', 'payment', 'pay'], 'update': ['update', 'upgrade'], 'info': ['info', 'information'], 'location': ['nearest', 'apple', 'location', 'store']}\n",
      "TAGGED INDEXES TO LOOK FOR\n",
      "\n",
      "battery \n",
      "Index: 76066\n",
      "Preview: 0    battery power\n",
      "dtype: object\n",
      "\n",
      "forgot_password \n",
      "Index: 76067\n",
      "Preview: 1    password account login\n",
      "dtype: object\n",
      "\n",
      "payment \n",
      "Index: 76068\n",
      "Preview: 2    credit card payment pay\n",
      "dtype: object\n",
      "\n",
      "update \n",
      "Index: 76069\n",
      "Preview: 3    update upgrade\n",
      "dtype: object\n",
      "\n",
      "info \n",
      "Index: 76070\n",
      "Preview: 4    info information\n",
      "dtype: object\n",
      "\n",
      "location \n",
      "Index: 76071\n",
      "Preview: 5    nearest apple location store\n",
      "dtype: object\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'battery': '76066',\n",
       " 'forgot_password': '76067',\n",
       " 'payment': '76068',\n",
       " 'update': '76069',\n",
       " 'info': '76070',\n",
       " 'location': '76071'}"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Version 2\n",
    "tknzr = TweetTokenizer(strip_handles = True, reduce_len = True)\n",
    "## Just tokenizing all the values of ideal' values to be able to be fed in to matching function\n",
    "# intents_repr = dict(zip(ideal.keys(), [tknzr.tokenize(v) for v in ideal.values()]))\n",
    "# Pythonic way\n",
    "intents_repr = {k:tknzr.tokenize(v) for k, v in ideal.items()}\n",
    "print(intents_repr)\n",
    "\n",
    "# Saving intents_repr into YAML\n",
    "with open('objects/intents_repr.yml', 'w') as outfile:\n",
    "    yaml.dump(intents_repr, outfile, default_flow_style=False)\n",
    "\n",
    "# Storing tags in order of the dictionary above\n",
    "tags = []\n",
    "\n",
    "tokenized_processed_inbound = processed_inbound.apply(tknzr.tokenize)\n",
    "# Find the index locations of specific Tweets\n",
    "def report_index_loc(tweet, intent_name):\n",
    "    ''' Takes in the Tweet to find the index for and returns a report of that Tweet index along with what the \n",
    "    representative Tweet looks like'''\n",
    "    try:\n",
    "        tweets = []\n",
    "        for i,j in enumerate(tokenized_processed_inbound):\n",
    "            if j == tweet:\n",
    "                tweets.append((i, True))\n",
    "            else:\n",
    "                tweets.append((i, False))\n",
    "        index = []\n",
    "        get_index = [index.append(i[0]) if i[1] == True else False for i in tweets] # Comprehension saves space\n",
    "\n",
    "        preview = processed_inbound.iloc[index]\n",
    "\n",
    "        # Appending to indexes for dictionary\n",
    "        tags.append(str(index[0]))\n",
    "    except IndexError as e:\n",
    "        print('Index not in list, move on')\n",
    "        return\n",
    "        \n",
    "    return intent_name, str(index[0]), preview\n",
    "\n",
    "# Reporting and storing indexes with the function\n",
    "print('TAGGED INDEXES TO LOOK FOR')\n",
    "for j,i in intents_repr.items():\n",
    "    try:\n",
    "        print('\\n{} \\nIndex: {}\\nPreview: {}'.format(*report_index_loc(i,j)))\n",
    "    except Exception as e:\n",
    "        print('Index ended')\n",
    "\n",
    "# Pythonic way of making new dictionary from 2 lists\n",
    "intents_tags = dict(zip(intents_repr.keys(), tags))\n",
    "intents_tags"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('68867', 0.840837836265564),\n",
       " ('65711', 0.8240541219711304),\n",
       " ('59284', 0.8179781436920166),\n",
       " ('16218', 0.8170082569122314),\n",
       " ('9156', 0.7939690947532654)]"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Great! Now I can get the training data for my battery intent (as an example)\n",
    "similar_doc = model.docvecs.most_similar('76066',topn = 1000)\n",
    "# Preview\n",
    "similar_doc[:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
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       " ('2683', 0.572751522064209)]"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "similar_doc = model.docvecs.most_similar('76070',topn = 1000)\n",
    "similar_doc"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Training Data Synthesis\n",
    "### 1. Adding intents to training data based on similarity\n",
    "As can be seen above, the right tuple element is the cosine similarity. We are just taking the top 1000 similar to a base, idealized version of intents (which we based off keywords mostly).\n",
    "\n",
    "### 2. Adding the intents manually\n",
    "These ones are generated with a different method that is more manual. I will generate as much examples of this as I can, then I brute force it by duplicating it until it reaches 1000 training examples for preserving class balance.\n",
    "\n",
    "Once again, here are all the intents I want to add:\n",
    "<img src=\"visualizations/intent_list.png\" alt=\"Drawing\" style=\"width: 300px;\"/>\n",
    "\n",
    "### 3. Adding in the hybrid intents\n",
    "I use my Keyword Exploration shown in the previous notebook and find that there is a lot of overlap between update and repair. So for both I am going to generate a proportion of it using doc2vec, and the rest I will manually insert examples - the idea is to balance overfitting or noise and putting in the correct signal.\n",
    "\n",
    "_One special case might be for out of scope, I might find an alternative way to deal with that because I cannot generate all the examples of that intent._\n",
    "\n",
    "Step 4 is converting the data in long format that the NN could be fed to, and the last one is to save it.\n",
    "\n",
    "I was made aware of the catostrophic forgetting problem from the spaCy docs, where you aren't supposed to iterate over the same values, because doing that effectively changes the loss function, and you will make a model that cannot generalize well. This is an emperical process in the end, because I have to experiment what works best."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "86"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Checking for stopwords because I don't want to include them in the manually representative intents\n",
    "# This is something that I manually tune to the dataframe (for step 2 of this process)\n",
    "import nltk\n",
    "from nltk.corpus import stopwords\n",
    "\n",
    "stopwords.words('english').index('to')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'battery': '76066',\n",
       " 'forgot_password': '76067',\n",
       " 'payment': '76068',\n",
       " 'update': '76069',\n",
       " 'info': '76070',\n",
       " 'location': '76071'}"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "intents_tags"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('24999', 0.8427703380584717),\n",
       " ('8215', 0.8285287618637085),\n",
       " ('18947', 0.819413423538208),\n",
       " ('13064', 0.8158321976661682),\n",
       " ('74677', 0.8071261048316956),\n",
       " ('35429', 0.8022522330284119),\n",
       " ('59874', 0.793587327003479),\n",
       " ('63538', 0.7888094782829285),\n",
       " ('45425', 0.7862555980682373),\n",
       " ('25296', 0.7798693180084229)]"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.docvecs.most_similar('10')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'battery': '76066',\n",
       " 'forgot_password': '76067',\n",
       " 'payment': '76068',\n",
       " 'update': '76069',\n",
       " 'info': '76070',\n",
       " 'location': '76071'}"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "intents_tags"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "prompt the user for update or broken."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['need', 'something', 'battery', 'life', 'suck', 'as'],\n",
       " ['hey',\n",
       "  'anyone',\n",
       "  'else',\n",
       "  'upgraded',\n",
       "  'io',\n",
       "  'issue',\n",
       "  'capital',\n",
       "  'i️',\n",
       "  'mail',\n",
       "  'app',\n",
       "  'put']]"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Testing how to tokenize numpy array\n",
    "vals = [word_tokenize(tweet) for tweet in list(processed_inbound.iloc[[10,1]].values)]\n",
    "vals"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1000, 10)\n"
     ]
    },
    {
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       "        }    #T_48817b6c_cf6a_11ea_955a_acbc32ce112frow7_col4 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "            color:  red;\n",
       "        }    #T_48817b6c_cf6a_11ea_955a_acbc32ce112frow7_col5 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "            color:  red;\n",
       "        }    #T_48817b6c_cf6a_11ea_955a_acbc32ce112frow7_col6 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "            color:  red;\n",
       "        }    #T_48817b6c_cf6a_11ea_955a_acbc32ce112frow7_col7 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "            color:  red;\n",
       "        }    #T_48817b6c_cf6a_11ea_955a_acbc32ce112frow7_col8 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "            color:  red;\n",
       "        }    #T_48817b6c_cf6a_11ea_955a_acbc32ce112frow7_col9 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "            color:  red;\n",
       "        }    #T_48817b6c_cf6a_11ea_955a_acbc32ce112frow8_col0 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "            color:  red;\n",
       "        }    #T_48817b6c_cf6a_11ea_955a_acbc32ce112frow8_col1 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "            color:  red;\n",
       "        }    #T_48817b6c_cf6a_11ea_955a_acbc32ce112frow8_col2 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "            color:  red;\n",
       "        }    #T_48817b6c_cf6a_11ea_955a_acbc32ce112frow8_col3 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "            color:  red;\n",
       "        }    #T_48817b6c_cf6a_11ea_955a_acbc32ce112frow8_col4 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "            color:  red;\n",
       "        }    #T_48817b6c_cf6a_11ea_955a_acbc32ce112frow8_col5 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "            color:  red;\n",
       "        }    #T_48817b6c_cf6a_11ea_955a_acbc32ce112frow8_col6 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "            color:  red;\n",
       "        }    #T_48817b6c_cf6a_11ea_955a_acbc32ce112frow8_col7 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "            color:  red;\n",
       "        }    #T_48817b6c_cf6a_11ea_955a_acbc32ce112frow8_col8 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "            color:  red;\n",
       "        }    #T_48817b6c_cf6a_11ea_955a_acbc32ce112frow8_col9 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "            color:  red;\n",
       "        }    #T_48817b6c_cf6a_11ea_955a_acbc32ce112frow9_col0 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "            color:  red;\n",
       "        }    #T_48817b6c_cf6a_11ea_955a_acbc32ce112frow9_col1 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "            color:  red;\n",
       "        }    #T_48817b6c_cf6a_11ea_955a_acbc32ce112frow9_col2 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "            color:  red;\n",
       "        }    #T_48817b6c_cf6a_11ea_955a_acbc32ce112frow9_col3 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "            color:  red;\n",
       "        }    #T_48817b6c_cf6a_11ea_955a_acbc32ce112frow9_col4 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "            color:  red;\n",
       "        }    #T_48817b6c_cf6a_11ea_955a_acbc32ce112frow9_col5 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "            color:  red;\n",
       "        }    #T_48817b6c_cf6a_11ea_955a_acbc32ce112frow9_col6 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "            color:  red;\n",
       "        }    #T_48817b6c_cf6a_11ea_955a_acbc32ce112frow9_col7 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "            color:  red;\n",
       "        }    #T_48817b6c_cf6a_11ea_955a_acbc32ce112frow9_col8 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "            color:  red;\n",
       "        }    #T_48817b6c_cf6a_11ea_955a_acbc32ce112frow9_col9 {\n",
       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "            color:  red;\n",
       "        }</style><table id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112f\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >battery</th>        <th class=\"col_heading level0 col1\" >forgot_password</th>        <th class=\"col_heading level0 col2\" >payment</th>        <th class=\"col_heading level0 col3\" >update</th>        <th class=\"col_heading level0 col4\" >info</th>        <th class=\"col_heading level0 col5\" >location</th>        <th class=\"col_heading level0 col6\" >speak_representative</th>        <th class=\"col_heading level0 col7\" >greeting</th>        <th class=\"col_heading level0 col8\" >goodbye</th>        <th class=\"col_heading level0 col9\" >challenge_robot</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112flevel0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow0_col0\" class=\"data row0 col0\" >['phone', 'battery', 'die', 'fast', 'within', 'hour', 'usage', 'phone', 'battery', 'always', 'dy', 'check', 'health', 'battery']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow0_col1\" class=\"data row0 col1\" >['forgot', 'my', 'pass']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow0_col2\" class=\"data row0 col2\" >['payment', 'not', 'through']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow0_col3\" class=\"data row0 col3\" >['want', 'update']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow0_col4\" class=\"data row0 col4\" >['need', 'information']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow0_col5\" class=\"data row0 col5\" >['answer', 'internally', 'combust', 'battery', 'lead', 'buy', 'new', 'one', 'screen', 'explode', 'uk']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow0_col6\" class=\"data row0 col6\" >['talk', 'human', 'please']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow0_col7\" class=\"data row0 col7\" >['hi']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow0_col8\" class=\"data row0 col8\" >['goodbye']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow0_col9\" class=\"data row0 col9\" >['robot', 'human']</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112flevel0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow1_col0\" class=\"data row1 col0\" >['new', 'battery', 'update', 'io', 'battery', 'drain', 'fast', 'keep', 'phone', 'low', 'power', 'mode', 'get', 'couple', 'hour', 'use']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow1_col1\" class=\"data row1 col1\" >['forgot', 'my', 'login', 'details']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow1_col2\" class=\"data row1 col2\" >['iphone', 'apple', 'pay', 'but', 'not', 'arrive']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow1_col3\" class=\"data row1 col3\" >['update', 'not', 'working']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow1_col4\" class=\"data row1 col4\" >['want', 'to', 'know', 'about']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow1_col5\" class=\"data row1 col5\" >['macbook', 'deliver', 'uk', 'delivery', 'courier', 'use']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow1_col6\" class=\"data row1 col6\" >['let', 'me', 'talk', 'to', 'apple', 'support']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow1_col7\" class=\"data row1 col7\" >['hello']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow1_col8\" class=\"data row1 col8\" >['bye']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow1_col9\" class=\"data row1 col9\" >['are', 'you', 'robot']</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112flevel0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow2_col0\" class=\"data row2 col0\" >['go', 'work', 'phone', 'battery', 'barely', 'touch', 'it', 'fix']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow2_col1\" class=\"data row2 col1\" >['cannot', 'log', 'in', 'password']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow2_col2\" class=\"data row2 col2\" >['how', 'pay', 'for', 'this']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow2_col3\" class=\"data row2 col3\" >['phone', 'need', 'update']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow2_col4\" class=\"data row2 col4\" >['what', 'are', 'macbook', 'stats']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow2_col5\" class=\"data row2 col5\" >['model', 'baru', 'iphone', 'batre', 'bengkak', 'ckckckkc']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow2_col6\" class=\"data row2 col6\" >['can', 'i', 'speak', 'agent', 'person']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow2_col7\" class=\"data row2 col7\" >['whats', 'up']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow2_col8\" class=\"data row2 col8\" >['thank']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow2_col9\" class=\"data row2 col9\" >['who', 'are', 'you']</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112flevel0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow3_col0\" class=\"data row3 col0\" >['charge', 'iphone', 'still', 'power', 'percentage', 'decrease']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow3_col1\" class=\"data row3 col1\" >['lost', 'account', 'recover', 'password']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow3_col2\" class=\"data row3 col2\" >['can', 'i', 'pay', 'for', 'this', 'first']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow3_col3\" class=\"data row3 col3\" >['want', 'update']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow3_col4\" class=\"data row3 col4\" >['any', 'info', 'next', 'release', '?']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow3_col5\" class=\"data row3 col5\" >['trade', 'ipad', 'apple', 'store', 'gift', 'card', 'michigan', 'ave', 'store']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow3_col6\" class=\"data row3 col6\" >['talk', 'human', 'please']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow3_col7\" class=\"data row3 col7\" >['good', 'morning']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow3_col8\" class=\"data row3 col8\" >['thanks']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow3_col9\" class=\"data row3 col9\" >['robot', 'human']</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112flevel0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow4_col0\" class=\"data row4 col0\" >['battery', 'slightly', 'cold', 'outside', 'phone', 'turn', 'say', 'flat', 'warm', 'turn', 'back', 'like', 'degree', 'freeze']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow4_col1\" class=\"data row4 col1\" >['forgot', 'my', 'pass']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow4_col2\" class=\"data row4 col2\" >['payment', 'not', 'through']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow4_col3\" class=\"data row4 col3\" >['update', 'not', 'working']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow4_col4\" class=\"data row4 col4\" >['need', 'information']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow4_col5\" class=\"data row4 col5\" >['phone', 'tech', 'support', 'told', 'go', 'walgreens', 'buy', 'gift', 'card', 'site', 'working.also', 'want', 'dob']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow4_col6\" class=\"data row4 col6\" >['let', 'me', 'talk', 'to', 'apple', 'support']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow4_col7\" class=\"data row4 col7\" >['good', 'evening']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow4_col8\" class=\"data row4 col8\" >['done']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow4_col9\" class=\"data row4 col9\" >['are', 'you', 'robot']</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112flevel0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow5_col0\" class=\"data row5 col0\" >['diagnose', 'iphone', 'plus', 'think', 'battery', 'go', 'apple', 'care', 'still']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow5_col1\" class=\"data row5 col1\" >['forgot', 'my', 'login', 'details']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow5_col2\" class=\"data row5 col2\" >['iphone', 'apple', 'pay', 'but', 'not', 'arrive']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow5_col3\" class=\"data row5 col3\" >['phone', 'need', 'update']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow5_col4\" class=\"data row5 col4\" >['want', 'to', 'know', 'about']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow5_col5\" class=\"data row5 col5\" >['etisalat', 'apple', 'applecare', 'applesupport', 'dubaided', 'dubai_consumers', 'tra', 'bbc_dubai', 'gulf_news', 'khaleej_times', 'no_support_for_customers', 'etisalat_apple_playing_games', 'urgent_assistence']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow5_col6\" class=\"data row5 col6\" >['can', 'i', 'speak', 'agent', 'person']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow5_col7\" class=\"data row5 col7\" >['good', 'night']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow5_col8\" class=\"data row5 col8\" >['goodbye']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow5_col9\" class=\"data row5 col9\" >['who', 'are', 'you']</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112flevel0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow6_col0\" class=\"data row6 col0\" >['since', 'update', 'io', 'battery', 'die', 'much', 'faster', 'barely', 'use', 'phone']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow6_col1\" class=\"data row6 col1\" >['cannot', 'log', 'in', 'password']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow6_col2\" class=\"data row6 col2\" >['how', 'pay', 'for', 'this']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow6_col3\" class=\"data row6 col3\" >['want', 'update']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow6_col4\" class=\"data row6 col4\" >['what', 'are', 'macbook', 'stats']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow6_col5\" class=\"data row6 col5\" >['year-old', 'gen', 'ipod', 'nano', 'riskkk', 'trade']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow6_col6\" class=\"data row6 col6\" >['talk', 'human', 'please']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow6_col7\" class=\"data row6 col7\" >['hi']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow6_col8\" class=\"data row6 col8\" >['bye']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow6_col9\" class=\"data row6 col9\" >['robot', 'human']</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112flevel0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow7_col0\" class=\"data row7 col0\" >['think', 'ipad', 'battery', 'die', 'run', 'diagnostics']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow7_col1\" class=\"data row7 col1\" >['lost', 'account', 'recover', 'password']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow7_col2\" class=\"data row7 col2\" >['can', 'i', 'pay', 'for', 'this', 'first']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow7_col3\" class=\"data row7 col3\" >['update', 'not', 'working']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow7_col4\" class=\"data row7 col4\" >['any', 'info', 'next', 'release', '?']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow7_col5\" class=\"data row7 col5\" >['hey', 'still', 'sell', 'usa', 'iphone', 'product', 'red', 'special', 'edition']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow7_col6\" class=\"data row7 col6\" >['let', 'me', 'talk', 'to', 'apple', 'support']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow7_col7\" class=\"data row7 col7\" >['hello']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow7_col8\" class=\"data row7 col8\" >['thank']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow7_col9\" class=\"data row7 col9\" >['are', 'you', 'robot']</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112flevel0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow8_col0\" class=\"data row8 col0\" >['ipod', 'touch', 'gen', 'drain', 'ridiculously', 'quickly', 'update', 'battery', 'life', 'iphone', 'reduce', 'help']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow8_col1\" class=\"data row8 col1\" >['forgot', 'my', 'pass']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow8_col2\" class=\"data row8 col2\" >['payment', 'not', 'through']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow8_col3\" class=\"data row8 col3\" >['phone', 'need', 'update']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow8_col4\" class=\"data row8 col4\" >['need', 'information']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow8_col5\" class=\"data row8 col5\" >['hello', 'avez', 'vous', 'l', 'intention', 'de', 'faire', 'quelque', 'chose', 'merci']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow8_col6\" class=\"data row8 col6\" >['can', 'i', 'speak', 'agent', 'person']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow8_col7\" class=\"data row8 col7\" >['whats', 'up']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow8_col8\" class=\"data row8 col8\" >['thanks']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow8_col9\" class=\"data row8 col9\" >['who', 'are', 'you']</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112flevel0_row9\" class=\"row_heading level0 row9\" >9</th>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow9_col0\" class=\"data row9 col0\" >['update', 'phone', 'io', 'battery', 'life', 'bad', 'constantly', 'charge']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow9_col1\" class=\"data row9 col1\" >['forgot', 'my', 'login', 'details']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow9_col2\" class=\"data row9 col2\" >['iphone', 'apple', 'pay', 'but', 'not', 'arrive']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow9_col3\" class=\"data row9 col3\" >['want', 'update']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow9_col4\" class=\"data row9 col4\" >['want', 'to', 'know', 'about']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow9_col5\" class=\"data row9 col5\" >['phone', 'x', 'ka', 'screnshot', 'normal', 'phone', 'kaisa', 'dikhega', '😂', 'iphonexindia', 'timcook', 'gareebokaquestion']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow9_col6\" class=\"data row9 col6\" >['talk', 'human', 'please']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow9_col7\" class=\"data row9 col7\" >['good', 'morning']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow9_col8\" class=\"data row9 col8\" >['done']</td>\n",
       "                        <td id=\"T_48817b6c_cf6a_11ea_955a_acbc32ce112frow9_col9\" class=\"data row9 col9\" >['robot', 'human']</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x192f3b1090>"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Getting top n tweets similar to the 0th Tweet\n",
    "# This will return the a list of tuples (i,j) where i is the index and j is \n",
    "# the cosine similarity to the tagged document index\n",
    "\n",
    "# Storing all intents in this dataframe\n",
    "train = pd.DataFrame()\n",
    "# intent_indexes = {}\n",
    "\n",
    "# 1. Adding intent content based on similarity\n",
    "def generate_intent(target, itag):\n",
    "    similar_doc = model.docvecs.most_similar(itag,topn = target)\n",
    "    # Getting just the indexes\n",
    "    indexes = [int(i[0]) for i in similar_doc]\n",
    "#     intent_indexes[intent_name] = indexes\n",
    "    # Actually seeing the top 1000 Tweets similar to the 0th Tweet which seems to be about updates\n",
    "    # Adding just the values, not the index\n",
    "    # Tokenizing the output\n",
    "    return [word_tokenize(tweet) for tweet in list(processed_inbound.iloc[indexes].values)]\n",
    "\n",
    "# Updating train data\n",
    "for intent_name, itag in intents_tags.items():\n",
    "    train[intent_name] = generate_intent(1000, itag)\n",
    "\n",
    "# 2. Manually added intents\n",
    "# These are the remainder intents\n",
    "manually_added_intents = {\n",
    "    'speak_representative': [['talk','human','please'],\n",
    "                             ['let','me','talk','to','apple','support'], \n",
    "                             ['can','i','speak','agent','person']], \n",
    "    'greeting': [['hi'],['hello'], ['whats','up'], ['good','morning'],\n",
    "                 ['good','evening'], ['good','night']],\n",
    "    'goodbye': [['goodbye'],['bye'],['thank'],['thanks'], ['done']], \n",
    "    'challenge_robot': [['robot','human'], ['are','you','robot'],\n",
    "                       ['who','are','you']]\n",
    "}\n",
    "\n",
    "# Inserting manually added intents to data\n",
    "\n",
    "def insert_manually(target, prototype):\n",
    "    ''' Taking a prototype tokenized document to repeat until\n",
    "    you get length target'''\n",
    "    factor = math.ceil(target / len(prototype))\n",
    "    content = prototype * factor\n",
    "    return [content[i] for i in range(target)]\n",
    "\n",
    "# Updating training data\n",
    "for intent_name in manually_added_intents.keys():\n",
    "    train[intent_name] = insert_manually(1000, [*manually_added_intents[intent_name]])\n",
    "\n",
    "# 3. Adding in the hybrid intents\n",
    "\n",
    "hybrid_intents = {'update':(300,700,[['want','update'], ['update','not','working'], \n",
    "                                     ['phone','need','update']], \n",
    "                            intents_tags['update']),\n",
    "                  'info': (800,200, [['need','information'], \n",
    "                                       ['want','to','know','about'], ['what','are','macbook','stats'],\n",
    "                                    ['any','info','next','release','?']], \n",
    "                             intents_tags['info']),\n",
    "                  'payment': (300,700, [['payment','not','through'], \n",
    "                                       ['iphone', 'apple', 'pay', 'but', 'not', 'arrive'],\n",
    "                                       ['how','pay','for', 'this'],\n",
    "                                       ['can','i','pay','for','this','first']], \n",
    "                             intents_tags['payment']),\n",
    "                  'forgot_password': (600,400, [['forgot','my','pass'], ['forgot','my','login'\n",
    "                                ,'details'], ['cannot','log','in','password'],['lost','account','recover','password']], \n",
    "                             intents_tags['forgot_password'])\n",
    "                 }\n",
    "\n",
    "def insert_hybrid(manual_target, generated_target, prototype, itag):\n",
    "    return insert_manually(manual_target, prototype) + list(generate_intent(generated_target, itag))\n",
    "\n",
    "# Updating training data\n",
    "for intent_name, args in hybrid_intents.items():\n",
    "    train[intent_name] = insert_hybrid(*args)\n",
    "\n",
    "# 4. Converting to long dataframe from wide that my NN model can read in for the next notebook - and wrangling\n",
    "neat_train = pd.DataFrame(train.T.unstack()).reset_index().iloc[:,1:].rename(columns={'level_1':'Intent', 0: 'Utterance'})\n",
    "# Reordering\n",
    "neat_train = neat_train[['Utterance','Intent']]\n",
    "\n",
    "# 5. Saving this raw training data into a serialized file\n",
    "neat_train.to_pickle('objects/train.pkl')\n",
    "\n",
    "# Styling display\n",
    "show = lambda x: x.head(10).style.set_properties(**{'background-color': 'black',                                                   \n",
    "                                    'color': 'lawngreen',                       \n",
    "                                    'border-color': 'white'})\\\n",
    ".applymap(lambda x: f\"color: {'lawngreen' if isinstance(x,str) else 'red'}\")\\\n",
    ".background_gradient(cmap='Blues')\n",
    "\n",
    "print(train.shape)\n",
    "show(train)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I am quite pleased with these. They seem quite promising if you inspect them! I am not too worried about the emojis my preprocesser missed - they are few in frequency and just add noise. Same thing applies for other things like langauges, because I saw one Indonesian Tweet as well. It might be a good thing because we do not want our model to overfit, it might even aid with the generalizability of my model.\n",
    "\n",
    "The worst results probably come from the `lost_replace` intent, because as could be seen in the keyword EDA, there isn't much of this anyway. I might remove it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(10000, 2)\n"
     ]
    },
    {
     "data": {
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       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "            color:  red;\n",
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       "            background-color:  black;\n",
       "            color:  lawngreen;\n",
       "            border-color:  white;\n",
       "            color:  lawngreen;\n",
       "        }</style><table id=\"T_5282a154_cf6a_11ea_955a_acbc32ce112f\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >Utterance</th>        <th class=\"col_heading level0 col1\" >Intent</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_5282a154_cf6a_11ea_955a_acbc32ce112flevel0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "                        <td id=\"T_5282a154_cf6a_11ea_955a_acbc32ce112frow0_col0\" class=\"data row0 col0\" >['phone', 'battery', 'die', 'fast', 'within', 'hour', 'usage', 'phone', 'battery', 'always', 'dy', 'check', 'health', 'battery']</td>\n",
       "                        <td id=\"T_5282a154_cf6a_11ea_955a_acbc32ce112frow0_col1\" class=\"data row0 col1\" >battery</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5282a154_cf6a_11ea_955a_acbc32ce112flevel0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "                        <td id=\"T_5282a154_cf6a_11ea_955a_acbc32ce112frow1_col0\" class=\"data row1 col0\" >['forgot', 'my', 'pass']</td>\n",
       "                        <td id=\"T_5282a154_cf6a_11ea_955a_acbc32ce112frow1_col1\" class=\"data row1 col1\" >forgot_password</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5282a154_cf6a_11ea_955a_acbc32ce112flevel0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "                        <td id=\"T_5282a154_cf6a_11ea_955a_acbc32ce112frow2_col0\" class=\"data row2 col0\" >['payment', 'not', 'through']</td>\n",
       "                        <td id=\"T_5282a154_cf6a_11ea_955a_acbc32ce112frow2_col1\" class=\"data row2 col1\" >payment</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5282a154_cf6a_11ea_955a_acbc32ce112flevel0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "                        <td id=\"T_5282a154_cf6a_11ea_955a_acbc32ce112frow3_col0\" class=\"data row3 col0\" >['want', 'update']</td>\n",
       "                        <td id=\"T_5282a154_cf6a_11ea_955a_acbc32ce112frow3_col1\" class=\"data row3 col1\" >update</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5282a154_cf6a_11ea_955a_acbc32ce112flevel0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "                        <td id=\"T_5282a154_cf6a_11ea_955a_acbc32ce112frow4_col0\" class=\"data row4 col0\" >['need', 'information']</td>\n",
       "                        <td id=\"T_5282a154_cf6a_11ea_955a_acbc32ce112frow4_col1\" class=\"data row4 col1\" >info</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5282a154_cf6a_11ea_955a_acbc32ce112flevel0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "                        <td id=\"T_5282a154_cf6a_11ea_955a_acbc32ce112frow5_col0\" class=\"data row5 col0\" >['answer', 'internally', 'combust', 'battery', 'lead', 'buy', 'new', 'one', 'screen', 'explode', 'uk']</td>\n",
       "                        <td id=\"T_5282a154_cf6a_11ea_955a_acbc32ce112frow5_col1\" class=\"data row5 col1\" >location</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5282a154_cf6a_11ea_955a_acbc32ce112flevel0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "                        <td id=\"T_5282a154_cf6a_11ea_955a_acbc32ce112frow6_col0\" class=\"data row6 col0\" >['talk', 'human', 'please']</td>\n",
       "                        <td id=\"T_5282a154_cf6a_11ea_955a_acbc32ce112frow6_col1\" class=\"data row6 col1\" >speak_representative</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5282a154_cf6a_11ea_955a_acbc32ce112flevel0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
       "                        <td id=\"T_5282a154_cf6a_11ea_955a_acbc32ce112frow7_col0\" class=\"data row7 col0\" >['hi']</td>\n",
       "                        <td id=\"T_5282a154_cf6a_11ea_955a_acbc32ce112frow7_col1\" class=\"data row7 col1\" >greeting</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5282a154_cf6a_11ea_955a_acbc32ce112flevel0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
       "                        <td id=\"T_5282a154_cf6a_11ea_955a_acbc32ce112frow8_col0\" class=\"data row8 col0\" >['goodbye']</td>\n",
       "                        <td id=\"T_5282a154_cf6a_11ea_955a_acbc32ce112frow8_col1\" class=\"data row8 col1\" >goodbye</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5282a154_cf6a_11ea_955a_acbc32ce112flevel0_row9\" class=\"row_heading level0 row9\" >9</th>\n",
       "                        <td id=\"T_5282a154_cf6a_11ea_955a_acbc32ce112frow9_col0\" class=\"data row9 col0\" >['robot', 'human']</td>\n",
       "                        <td id=\"T_5282a154_cf6a_11ea_955a_acbc32ce112frow9_col1\" class=\"data row9 col1\" >challenge_robot</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x1932214650>"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(neat_train.shape)\n",
    "show(neat_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "neat_train.tail(44)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "These all actually look really promising as they all seem to have some relation to their respective buckets. An emoji escaped from my preprocessing function, but they are not so few in quantity that I feel like I don't need to remove it for now, they are just noise.\n",
    "\n",
    "Also notice that if you compare the tail and head of this data, `update` was generated as a hybrid between a template and my Tweets."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Lost and replaced - issues with product. My iphone is getting really hot, can you replace it. Lost."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Model baru iPhone 8 @AppleSupport @115948 batre bengkak. ckckckkc  https://t.co/8AQE56EqSh',\n",
       " 'of course I had to get the broke one. any suggestions?  @AppleSupport #iPhoneX https://t.co/VopfpUas79',\n",
       " 'I Phone X ka screnshot normal phone me kaisa dikhega..??\\n😂😂😂\\n#iPhoneXIndia @AppleSupport \\n#timcook #GareeboKaQuestion',\n",
       " 'And @115858 apparently doesn’t cover such defects under their warranty. Congratulations on losing a loyal customer of over a decade. (2/2) https://t.co/rVEchIm8L7',\n",
       " \"I would love to have rulers in Final Cut Pro X. I'm just sayin' @AppleSupport\",\n",
       " '@AppleSupport If I trade in my iPhone with Apple, is it possible that I can use the credit/gift card to pay part of the battery replacement fee of my MacBook?',\n",
       " \"@115858, is there are reason my year-old phone feels like it's going to burn a hole straight to the Earth's core after updating to 11.0.2?\",\n",
       " '@AppleSupport congratulations on building the #feather  #delicate  phone #iPhone8. #Vanity case needed to handle it. https://t.co/1hQeRbWKJV',\n",
       " '@AppleSupport @115858 \\nI ordered a Gold iPhone 8 through my co, but it’s pink - that’s not gold at all! Now I’m stuck w it for 2 yrs! Thanks!',\n",
       " 'Why I️ the question mark in the box always poppin up some one help 😭😭😭',\n",
       " '@AppleSupport is the warranty international? If I buy an iPhone in the USA it will be covered in Brazil? Thx',\n",
       " '#Etisalat #Apple #Applecare #AppleSupport #dubaided #Dubai_consumers #TRA #BBC_DUBAI #GULF_NEWS #KHALEEJ_TIMES @115858 @AppleSupport @39782 @36393 @112852 @34651 @112853 #no_support_for_customers #etisalat_apple_playing_games #urgent_assistence https://t.co/8Bb0bWYO2d',\n",
       " '@118845 where can I get replacement pads for my beats studio wireless in India?',\n",
       " '@AppleSupport Hi there, when removing my silicon Apple made iPad shell case from my 9.7” iPad Pro , colours on the screen top right corner',\n",
       " 'Que feio #apple #beats @AppleSupport warranty covers?? https://t.co/oh14V3Uz8o',\n",
       " '.@AppleSupport your phone tech support told me 2 go to walgreens to buy a $25 gift card because your site is not working.Also wanted my DOB?',\n",
       " '@AppleSupport a few mnth old iphne7+ wth disfuctnl imsgs n fcetme due 2 old numbr stuk at verfn. No forum or techsuprt could hlp. Any sgsnt?',\n",
       " '@115858 my (not that old) gadgets are failing one by one and too expensive to just replace. Not a happy customer right now. #shortlifespan',\n",
       " '@175091 @AppleSupport @12651 Hello @175091 avez vous l’intention de faire quelque chose Merci!! https://t.co/roH00AVWyp',\n",
       " '2 of 2  @AppleSupport my case has slowly been crumbling away and losing chunks of silicon and now the coroner of phone is uncovered!',\n",
       " 'Do I know anyone in Cupertino that wants to fix a logic board on a MacBook Pro? Uuuuuuuuggghhhh @115858 @AppleSupport hmmmm?',\n",
       " '@116333 #autistim 1 Tim your vaunted customer service is failing my autistic son.  His iPad battery failed the OoW replacement is now DOA.',\n",
       " '#iPhone8Plus defectuoso de fábrica y @115858 @AppleSupport no me da solución. La #Garantía #Internacional es mentira. #Apple #iPhoneX #iphone8.\\nA new #iPhone8Plus defective and @115858 @AppleSupport does not give me a solution. The #International #Warranty is false.',\n",
       " '@115858 why would a one-month-old MacBook Pro be giving me issues? I need an item that works, not a deficient and inconvenient product.',\n",
       " 'My old iPhone 5s exploded Lool @115858 can you fix it x',\n",
       " '@AppleSupport any answer to this internally combusting 5C battery which has led to me having to buy a new one as screen exploded?! #uk https://t.co/2omM95NDJR',\n",
       " 'If your #iPhone breaks down (still under warranty), is it normal for @115858 / @AppleSupport to have one go from store-to-store for repair? https://t.co/a3jLKreEch',\n",
       " '@AppleSupport Early 2011 MBP. Logic Board Change 2016. Again Graphics issue. Any obligingness? (Swiss Customer) https://t.co/aAv9d0Sco6',\n",
       " 'Hey @AppleSupport, can I trade in a MacBook Pro for credit towards an #iPhoneX?',\n",
       " 'Any help with a broken screen/Digitiser due to a faulty shell on my 9 month old iPhone 7 @AppleSupport',\n",
       " 'I love my 2016 MBP, but here I alternate between x and return keys – drop outs, duplicates @AppleSupport: https://t.co/K1cu4JeYzJ',\n",
       " '@118845 @AppleSupport My beats solo 3 headphones are having the leather and rubber come apart from the plastic, what should I do?',\n",
       " '49 agonising minutes on the phone to @AppleSupport for a replacement for a dud in-warranty charger. Guys, you need to locate your HQ in the middle of a paddy field because it is KNACKERED. #PutItInRice',\n",
       " '@AppleSupport my phone is out of warranty and needs replacement. Do you have any financing options for replacement phones?',\n",
       " '@115858 I taped it near the lightening port to prevent bending &amp; further breaking!',\n",
       " \"@AppleSupport I bought a MacBook at an apple store and I wasn't sent an electronic receipt and was not given a physical one but I paid with my credit card. Can I return it without the receipt if I have the card I paid with. Its only been a few days ago\",\n",
       " \"@115858 I bought a MacBook at an apple store but I was not sent an electronic receipt and I didn't get a physical one. I paid with my credit card. Can I return it for a full refund to my credit card?\",\n",
       " '@115858 is it true that if I have 5 mo left on my #warranty and my #iphone needs to be replaced, I only get a 90 day warranty on the new one?',\n",
       " 'Hi @AppleSupport, my Mid 2014 “15 MBP got stains on the screen (https://t.co/vsRTgBq8er). Is it eligible for a replacement?',\n",
       " '@AppleSupport The Phone’s bought in North Carolina, but using it right now in India',\n",
       " \"Dear Santa can I get a iPhone charger that won't break in less than a week of purchase 😩😫😑😯CC @115858 @applesupport\",\n",
       " '@AppleSupport I’m in Montreal, Québec, Canada. I know I can trade in my iPhone 6S and iPad Air 2 for credit on the same gift card, I wasn’t aware I could give you my MBP as well.',\n",
       " '@116333 @AppleSupport I think pre-ordering iPhone X was not a good idea. My phone was shipped on 11/9/17. It’s still in China 😔. Not likings this wait time. Apple is selling phones in 50 countries but pre-orders are not fulfilled yet. What is the priority on orders? https://t.co/dzHHzdYSkq',\n",
       " '@AppleSupport iPhone 8 supposed to be shatterproof. One drop and front and back shattered. Just got it. $1k for what?!',\n",
       " '@115858 @AppleSupport how is my 2014 MacBook Pro Retina outdoing my “top of the line” 2017 iMac 27??? Please explain.',\n",
       " '@116333 all I wanted was a replacement for the broken chargers. 10 yrApple customer. Currently  own 10 Apple products. #shutdownviachat https://t.co/Y7SxYxvCxu',\n",
       " '@AppleSupport Why can’t I trade my iPad in for an Apple Store Gift Card at the Michigan Ave store?',\n",
       " '@115858 Your franchise in Bhubaneswar is blackmailing customers , 15k worth accessories to be purchased compulsorily iPhoneX',\n",
       " '@115858 wzup? I preordered my iPhoneX on the 27th that hoe didn’t came yet wzup with that?? #disappointing #getrightapple #angry',\n",
       " 'Mais c une blague la !!! Non slmt ma batterie se vide à vitesse eclair mais en plus ça charge comme escargot !! PUTIN @115858',\n",
       " '@AppleSupport hello, how can I order dock-icons on mac-clients managed via Profilemanager? profilemanager does not offer this option!',\n",
       " '@AppleSupport No but https://t.co/X1CPv0Z1r9 is your offical Turkish domain address and SSL certificate expired or something like that.',\n",
       " \"New #iPhoneX is missing the Lightning-to-headphone adapter ... and @AppleSupport won't just send me a new one 😡 It's a $2 part!\",\n",
       " \"Hey @AppleSupport how do I make the touchbar on a MBP permanently show the original keys that the touchbar replaces? I don't want touchbar.\",\n",
       " 'Hi @AppleSupport is there anyway I can get my phones shipped to our closest Apple store to pick up instead of my apartment?',\n",
       " 'Looks like I wasn’t the only one frustrated w/ @115858 at 3am. Wanted to move to Apple Upgrade program but couldn’t get it to work. #iPhoneX',\n",
       " '@AppleSupport Come on. Not even 3 weeks old. In a TPUcase since day zero and now irremovable marks on the coating including a immaculately conceived scratch? I expect better from a $1200 phone. Options then? #iPhone7Plus #MattBlackiPhoneFail https://t.co/e1E2rkKYwy',\n",
       " '@AppleSupport Hello, is this smudging _under_ the glass of an iPhone X normal? https://t.co/WqKfnrMncY',\n",
       " '@AppleSupport I have not. 2012 Macbook Pro w/ Retina, High Sierra 10.13.1',\n",
       " '@AppleSupport i’m on a gap year before uni and have my acceptance letter. Need a macbook for uni, do I qualify for the student discount',\n",
       " '@AppleSupport Semi-serious question, is it possible to RMA this iPod from 2006? I have the receipt.',\n",
       " 'My 6-year-old 6th gen iPod nano is at riskkkkkkk 😢 Can I trade in? \\n@AppleSupport https://t.co/1BzncWEiFb',\n",
       " '@AppleSupport an office oh where I can go to see a case of mine from an order that apple refuses to give me that is located in california please is iPhone X',\n",
       " '@AppleSupport I use an iPhone 6, I have a glass protection screen and I use an otter box case.',\n",
       " '@115858, thanks for the new battery-draining, app-crashing, vertigo-inducing update. IT’S CRAP! You’re crooks.',\n",
       " 'MY OHONE JUST FELL PUT OF MY HAND AND NOW THERES A CRACK ON MY SCREEN WHY @115858 WHH',\n",
       " 'Why hasn’t @115858 Eng spent an all nighter fixing “I️” bug? @122986 legit had Eng on lockdown for an emoji w/ cheese placed under the burger',\n",
       " '@AppleSupport hello, I want to know if in case I choice to buy a iMac with 1tb fusion drive and a magic keyboard in Portuguese at a physical store, does it imediatly available or it it s onecessary to wait some days?',\n",
       " '@AppleSupport is there anyway around 2factor authentication for Apple Pay? If it’s a requirement, I won’t be using it.',\n",
       " 'So I just got a replacement for my iPhone X - faulty out of the box. Paint, Screw damaged and plastic wrap looks as if it was removed....\\n\\nLesson - ALWAYS check and replace your devices, especially if they cost £1000+....\\n\\n#iPhoneX\\n\\n@115858 @116333 https://t.co/UMhhWbPifX',\n",
       " 'Nothing says \"0 F\\'s Given\" like an @115858 alert that your iPhone X \"Trade Up\" order may be cancelled because they didn\\'t receive the old phone. The NEW phone hasn\\'t even arrived! It has been in Chinese customs for a week with no firm ETA. Nice customer experience @AppleSupport.',\n",
       " '@AppleSupport if I trade in my iPad at the apple store tomorrow will thy give me credit I can use towards an Apple Watch?',\n",
       " '@115858 why don’t you fix this box question mark in replace of I️. Instead of designing 1000 dollar phones. #getyourstufftogether',\n",
       " 'Hey @115858 my MacBook is shooting out sparks and kernel panicking every time I use the HDMI port. Is that normal? Asking for a friend.',\n",
       " 'I sent my expensive MacBook Pro in for repair with @331101 and they gave it back covered in crap, food crumbs, smear marks and two lovely new DENTS! I hope you’re taking notice @AppleSupport because this is very upsetting! #Apple #MacbookPro #WTF 🤬 https://t.co/3rJbBkprie',\n",
       " \"@AppleSupport my sister bought me apple earpods and she gave me the receipt in case I didn't want the earphones, can I still return it?\",\n",
       " 'Hey @AppleSupport @115858 @116333 is stripped wire covered by warranty I don’t want to get electrocuted just yet. https://t.co/E4bj0QudDJ',\n",
       " '@AppleSupport are Apple cables supposed to wither away like state under communism? https://t.co/AJBjwnQXUS',\n",
       " '@AppleSupport Had an 8 as a gift from U.S.Said \"can be used in Turkey with guarantee\".It isn\\'t working.Turkey doesn\\'t give technical support',\n",
       " '@AppleSupport why is my iPhone jet black all stained? It is always with its cover, from apple! Does the warranty cover that?',\n",
       " '@AppleSupport hello I need your help, My wife buy the iphone 8 un Montreal and I need the ticket becuase the law in Chile its necesary',\n",
       " 'Seeing these question mark boxes won’t make me get the iPhone 8. Fuckers @115858',\n",
       " 'What is this? It’s driving me nuts. #iphonex #ios @AppleSupport ?? @115858 ?? #softwaregore https://t.co/6ZV3zSmm0q',\n",
       " 'my #MacBookAir is making a squeaky noise while lifting.barely a month old. @AppleSupport',\n",
       " '@AppleSupport hi, got given an iTunes gift card but the code has peeled off with the label. #HelpPlease',\n",
       " '@AppleSupport I am from Uruguay (Latin America) and I need to know if there are any processable models of iphone 8 in Uruguay for guarantee if I buy itNY',\n",
       " 'new iphone in case. dropped - screen splintered. what is the point of a case @AppleSupport ?',\n",
       " '@AppleSupport im tryng 2 order macbok through ur site but im hving problm in chosng the keybord lang what if i want both arabic and english?',\n",
       " 'Is there any exchange offer to replace iphone7 with iX or i8.(INDIA)?? @AppleSupport',\n",
       " '@AppleSupport Which companies do Apple UK tend to use to deliver there items? I am planning to purchase a Macbook. Thank you.',\n",
       " \"@AppleSupport Thanks for the lead, but still got activation issues. What's the best way to get more help?\",\n",
       " '@AppleSupport appears I have a large spec under one of my lenses on my new iPhone X... https://t.co/cJy6Kx5C3f',\n",
       " 'Hey! @115858 @AppleSupport I am planning to buy the new macbook pro.Can you tell me the best time to buy it at the best price.',\n",
       " '#AppleSingapore #Apple #applecare Any help please? 😭😭😭 my only and the only iPad Pro gone... 😒 @115858 @AppleSupport https://t.co/tBkcr26Ebd',\n",
       " 'Got my iPhone X today. Noticed there is some light bleeding through on the bottom left edge. Ugh…I don’t live anywhere near an @115858 store and I have a newborn baby—can’t be without a phone for a week. What a giant hassle! So disappointed. Now what do I do? @33423 #askmpu',\n",
       " \"@AppleSupport Hi if I buy a refurbished iPhone in USA when I'm on my holiday, will the warranty be valid in the UK? Thanks\",\n",
       " '@AppleSupport Can I get MBP 2017 13inch 16gb RAM in India? If not, is buying from the US a good idea (wrt warranty) for an Indian citizen?',\n",
       " '@AppleSupport hey do i need to bring the box my macbook came in if i’m bringing it to the apple store to be repaired ?',\n",
       " '@AppleSupport got a new battery case and my phone doesn’t recgonize it.',\n",
       " 'Who can help :) I need buy for our customer In my area Czech Republic new @115858 Iphone X 256 silver',\n",
       " 'Strong arming me into a new phone when I had NO DAMAGE no cracks no water damage. Why would I want to upgrade with a bully @115858',\n",
       " \"So despite having insurance @AppleSupport in exeter won't replace the screen he cracked yesterday because of a 'moisture dot'...\",\n",
       " '@115858 @AppleSupport is ther going to be a smart battery case for the iPhone X?',\n",
       " '@115858 @AppleSupport purchased #IPadPro #ipencil and #MacBookPro 10/19/17.  Replaced the ipencil, iPadPro. Now MacBookPro needs battery replaced, and iPadPro as well!\\n#apple #fail #NotOkay #nothappy #sucks https://t.co/9WuhIjO4ED',\n",
       " 'Serial number \\nCPWKJ7WFDTY3\\nTrack Macbook pro 13 \\nPlease track \\nStolen in Tororo \\n@AppleSupport',\n",
       " 'hey @AppleSupport is it normal that the iPhone X is getting super hot? I mean, on you hand.',\n",
       " 'Hey @AppleSupport @115858 are you still selling in USA the Iphone 7 Product red \\nSpecial Edition?',\n",
       " '@AppleSupport I put my laptop in my backpack flew on a plane and took it out, now the trackpad is bulged and it was not when i left.',\n",
       " '@AppleSupport in 140 chars, gimme the reqs to make me eligible for AppleCare since my wife was told we weren’t eligible',\n",
       " '@AppleSupport I need to get my 6s repaired-it qualifies for the unexpected shutdown defect/recall. At a Apple retail store, do they just replace the battery or whole phone for a different one? Thanks! JZ',\n",
       " '@AppleSupport I’m seeing a pink vertical line from top to bottom about 2/3rd of the way from left one pixel wide on my iPhone X #pinkline #iphonex',\n",
       " '@AppleSupport could you explain this electric hammer sound coming from my MacBook? 😱 #neverheardsthisbefore #weirdnoise https://t.co/93Z8e4IYfn',\n",
       " '@AppleSupport If I have a MacBook delivered in the UK, which delivery couriers will be used?',\n",
       " \"@AppleSupport Hi - I'm finding my iPhone X will only charge to around 83% if wirelessly charged overnight. Why is this?\",\n",
       " '@AppleSupport Hi, i have a macbook pro retina 13’  2015. Can i get a replacement screen for free because of the anti reflective coating is discolouring?',\n",
       " '@AppleSupport drove 1.5h to YYC, wait 3h 4 new battery MacBookP @43055 now compu no work, thx?',\n",
       " '@AppleSupport if I buy an iPad while I am in Malaysia is the Apple guarantee still valid in the UK?',\n",
       " '@AppleSupport I not I️ please! #help #withoutani #whoami #apple #iphone',\n",
       " '@AppleSupport @115858 Disgusted at your customer service. #Applewatch breaks whilst swimming and you will not replace. #cheap #faultygoods',\n",
       " 'Come è possibile che non posso riprodurre un video che ho fatto con iPhone 7 in 4k su MacBook Retina 12\" Early 2015, OS High Sierra? @115858 https://t.co/dZa2kYkVcx',\n",
       " '@AppleSupport - If I buy an iPhone X from the store in NJ, is it unlocked by default? Can I carry anywhere in the world without worrying about carrier? Is international warranty applicable in this case?',\n",
       " '@115858 @118721 @AppleSupport more shatter proof glass huh? My phone cracked when I accidentally dropped it from 1ft off the ground. 🤬',\n",
       " '@AppleSupport @115858 what laptop should I buy MacBook, MacBook Air, or MacBook Pro I want to use this for editing &amp; entertaining purposes',\n",
       " \"@AppleSupport  Bought new iPhone 7 before 2 weeks, got crack onscreen, it's scary,can you please suggest me some trusted vendor  to insure\",\n",
       " '@AppleSupport Can I get a replacement cap for my Apple Pencil if my iPad has AppleCare?',\n",
       " \"So the short story is that @AppleSupport is having me pay to replace a defective phone, potentially harmful due to an expanded battery - could explode. Their logic is 'buy a new one or pay to replace the defective one we gave you'.  #Apple https://t.co/Yws2rhEBgI\",\n",
       " '@AppleSupport my son’s IPhone was damaged and we had it replaced. Should we put in the new SIM card or use the old one?',\n",
       " '@AppleSupport Hi, I just wanted to find out what ssd drives I can use on my MacBook Pro 2015 as my current one is water damaged',\n",
       " '@AppleSupport how do I subscript a text replacement?? Like if I want to type co2 and have it replaced to CO*subscript 2*, how do I do it??',\n",
       " '@AppleSupport my charger burst in the morning and I was sleeping next to it. Here is an image as a proof. As you see lid came off. https://t.co/Ia5ltS9UzF',\n",
       " 'Hey @115858 can we get this “l / I️ “ box situation fixed. Kthnks',\n",
       " \"@115858 This is outrageous! I live in China and I bought a Macbook this year IN China and they won't give me support because I don't speak Chinese. #rude #MacBookPro #alliwantissomesupport #idontspeakchinese https://t.co/Un1hltn9yX\",\n",
       " \"@115858 MBP 2016, within 10 months logic board &amp; SSD replaced. Now batt need replacement too. Can't I just get a new unit &amp; save my time?\",\n",
       " '@AppleSupport which case will provide the best protection for my iphone x? Will the silicone or leather do that?',\n",
       " '@AppleSupport @AppleSupport i want my iPhone to be completely bloked, so that it cannot be used by the person who stole it.',\n",
       " '@AppleSupport in terms of design. A company based on that premise is severely backwards now.',\n",
       " '@115858 yo Stevie boi. Yo shit ass product broke on my ass. It would have been k if shatterd but damn thang bent like Swiss cheese.',\n",
       " 'No reason why my iPhone 8 ahould be acting like a fucking 5c @AppleSupport ‼️FIX IT 🤬',\n",
       " 'Hey @AppleSupport if I get a replacement for my device because it was defective, will it come in a sealed package as the first I got from the shop or I will get just a device without box?',\n",
       " '@AppleSupport , where can I buy a spare space bar key for my 2015 MacBook 12\"? The original broke.',\n",
       " '@AppleSupport iPhone 7+ and MacBook Pro (15-inch, 2016), 2.9 GHz Intel Core i7, 16 GB 2133 MHz LPDDR3',\n",
       " 'Hey @AppleSupport what are the maximum accepted charging wattages for the #iPhoneX over regular USB and USB-C? Deciding which Apple charger to buy...',\n",
       " '@AppleSupport can i clean my iphone 7 black matteback body with alcohol? because there is some scratch after i use the case. is it dangerous? thank you !',\n",
       " 'My iPhone 6s, gets “unresposing” again&amp;again since iOS 11. Never replaced anything! means you sold an iPhone with non-genuine parts?? 🤔 @AppleSupport https://t.co/0uL93JjB7D',\n",
       " '@115858 I guess y’all forgot about fixing these boxes with the question marks huh? 🤬🤬🤬',\n",
       " '@AppleSupport If I were to buy a replacement SSD for my iMac Retina 5k, can I get the store to replace it for me?',\n",
       " '@115858 a 27\" imac that cost $2,596.00 purchased on 8/31/2017 has a bad logic board and no one will help me - how can I get help?',\n",
       " '@AppleSupport Hi. Is AppleCare Plus for the iPhone X purchased in the USA have international coverage? I mean say if I dropped and damaged my phone in India on a holiday, will Apple India or Apple retailers/support in India give me a replacement?',\n",
       " '@421935 @AppleSupport They gave no help.  Said it might be my screen, the case I had on the iPhone or water damage!!',\n",
       " '@AppleSupport Just got my MacBook pro back from screen delamination repair, came back with liquid damage. Please get back to me',\n",
       " \"@115858 please shed some light on I PHONE X's international warranty\",\n",
       " 'Apple FaceID fail! My iPhone X TrueDepth camera is broken out of the box! #apple #faceidfail @115858 @120026 @174844 #iphonex https://t.co/2j9yFIoPPV',\n",
       " 'Looks like I got a faulty one... @AppleSupport #iPhoneX https://t.co/NaExEn2IOm',\n",
       " 'MY iPHONE IS SO FUCKING LAGGYYY DO NOTTT GET THE NEW UPDATEEEEEE FOR IFONE @115858',\n",
       " '@AppleSupport I order my phone at 3:01 27th get a confirmation from Best Buy I’m getting my phone on 11/3 now they said that’s not true!',\n",
       " '@AppleSupport thanks for the international warranty..does the international warranty applicable if we buy a iphone 7 or 7 plus now?',\n",
       " \"@115858 The #iPhoneX looks and feels great, but I'm going to need an exterminator if I have any more bugs.\",\n",
       " 'My Applecare expires in 2 days. Battery has been dropping from around 20% to 2% in 3 mins. Doesn’t qualify for a replacement 😡 @AppleSupport',\n",
       " '@AppleSupport how much is it for an iPhone 7 glass screen? Struggling to find anything and I’m not wanting to book in the repair. Had this modern phone two weeks and it’s shattered off one little fall.  😔 #disappointed',\n",
       " \"@AppleSupport The job no JPR22081761324 evn @116333 didn't repnd 2 my dad's mail hrrible customer care #cheaterapple \\n@123288 pls help my dad\",\n",
       " '@115858 i took #iphone7plus recenty and tday it jst slipped from my hand and falled dwn and got my screen cracked. iphone is one of my best phone till nw bt ssly u need to do something for the screen #iphone #iphone7plus',\n",
       " '@AppleSupport hi, i am from UAE, i have iP6s my board damaged. where i can replace the mother board??',\n",
       " '@115858 Not to mention, It’s located 8 Miles out of Marlborough near the base of Illinois Mountain! So somethings wrong here.🤔🤔😂 https://t.co/ua983ds55A',\n",
       " '@AppleSupport My iPhone and MacBook, I can see other ones just not ones tailored to me',\n",
       " '@AppleSupport Hey, would a student with no current occupation be able to buy the iPhone X in the UK on the upgrade program using savings?',\n",
       " \"Dear @115858 - there should not be an apostrophe in plural items (that's items, not item's) please fix this! #sickofcorrectingautocorrect\",\n",
       " '@115858 @AppleSupport  Why do I have to pay for the installation charges of macbook screen if the anti-reflective coating is a quality issue.\\n#Apple #macbookPro #staingate',\n",
       " '@AppleSupport i changed my screen at apple sevice in Istanbul. But this original screen started working unpropertly only 4 months later.',\n",
       " '@115858 you cannot just give a replacement bc your aystem doesn’t allow it, it’s a shame for a tech company',\n",
       " \"@AppleSupport What if my country doesn't have genuine spare parts. My iPhone 7 screen is cracked &amp; I can't get it to be repaired at an AASP.\",\n",
       " '@AppleSupport, noticing a purple/violet banding when scrolling around black borders. ‘Buy Now’ button in this case. #iPhoneX https://t.co/nqqsYrrFMi',\n",
       " \"Hi @115858 @AppleSupport , I'm based in the UK and I accidentally sent an Apple Store USA E-Gift card to the wrong email address! Please help\",\n",
       " '@AppleSupport is it normal to have AuthenticationHint in clear text while checking on my account \\ndscl . read /Users/MYACCOUNT \\nPBKDF2&gt; ;Kerberosv5;;xxxxxx@LKDC:SHA1.xxxxxxxx\\nAuthenticationHint: my son name\\nGeneratedUID: 8xxxxxxxxXXXX\\nJPEGPhoto:',\n",
       " '@AppleSupport if I pre-order an iPhone X at full price $999 of T-mobile,would it be fac unlocked? Will be using iphone in an Asian country.',\n",
       " \"@333422 So apple want me to go back in time and return the defective iPhone I wasn't even born 1970s WTH!... @AppleSupport. https://t.co/Y3iYjffnJg\",\n",
       " '@115858 I own a iphone8+ got in usa its sim free purchased from https://t.co/3u7ltaA9Vq i am relocating to india is global warranty valid?',\n",
       " '@AppleSupport Well this is not very helpful but thanks. I can see yellow even without tillting the phone. And are burn-in covered by warranty?',\n",
       " '@AppleSupport battery expansion...am I gonna lose a hand? @156471 #scared https://t.co/mn8g0AIemu',\n",
       " '@applesupport found out that .dmgpart are “normal” part. It is in the man hdiutil documentation. (segments).',\n",
       " 'Hey @AppleSupport i just dropped my iPhone 7 Plus it fell less than 6 inches and it shattered WITH A CASE ON after i just got it fixed a couple of weeks ago I can’t afford a new screen got any help?',\n",
       " 'Can the iPhone X charge wirelessly if it has a case around it @AppleSupport?',\n",
       " '@AppleSupport Explain? Orange flash on the iPhone X? More faults with your handsets? https://t.co/fFsCOlUc23',\n",
       " 'So @115858 @AppleSupport instruct me to take up a consumer complaint with alternative dispute resolution in UK. BUT, they say \"apple has refused to cooperate with us!\" Anyone any bright ideas?',\n",
       " '@AppleSupport Hello I lost my air-pod charging case is there anyway that it can be replaced?',\n",
       " 'Dear @115858 just because you decided to make my phone go slower, doesn’t mean I’ll buy a new one, just yet. On the contrary. Stop toying with your customers or risk losing them. #apple #failingbrand',\n",
       " '@115858 @AppleSupport appalled by treatment of storefront Telford and apple Nottingham on daughters 3 month old and failed laptop- not what you expect after £1200 spend',\n",
       " \"@AppleSupport Hi! They're the ones that came inside the iPhone box.\",\n",
       " '@AppleSupport My case has been stretched for 3 months 20000001738878 , Sr consultants fooling around Mr. Debanga and Mr. Tushar. HELP.',\n",
       " '@AppleSupport Newly purchased Apogee Jam 96K not working with iPad Pro with IOS 11. Any fixes?',\n",
       " 'Okay @115858 what the heck is going on with these question boxes or whateva. It’s getting a little out of hand now',\n",
       " 'my phone battery exploded. amazing. thanks apple. @115858 @AppleSupport',\n",
       " 'Me dice @19422 que Apple Pay está fallando al cobrar las reservas del iPhone X. Dicen que la incidencia es masiva @AppleSupport',\n",
       " '@AppleSupport Been told I’ve got to fly to Japan to get it fixed, seems a bit impractical',\n",
       " '@AppleSupport The apple icare center here asking to replace the logic board &amp; since I am outside the warranty... to pay 90% value of a new MacBook Air..',\n",
       " 'I️ ? This ridiculous @AppleSupport whappen to allyuh... fix up b',\n",
       " '@AppleSupport please help being phished by LAPD HEIS SoCal gas SUPRA',\n",
       " 'the glass on my Apple Watch cracked and cut me. the shards are tiny enough to get caught underneath skin. buyers be warned @AppleSupport https://t.co/Lcz4kVosS5',\n",
       " '@AppleSupport Ordered #IphoneX at 2:01am via AUP, woke up to cannot process order email. Resubmitted at 8am, order accepted? Explanation?',\n",
       " 'Totally disappointed in @AppleSupport \\nTalking to a lady on the phone who is full of attitude and isn’t helping my Mum at all!',\n",
       " 'Today at the Summit Apple, I Purchased 2 iPhone X 256GB w/ Accessories. I have certainly learned that even at the Apple Store I can be treated unfairly based on my race and the way I look. Even other customers noticed the mistreatment.  @115858',\n",
       " '@115858 really disappointed with the customer service shown to my 60 year old mother in your Exeter UK branch. 😡😡😡',\n",
       " \"Love my iPhone X's new matrix/eco/hardware-defect mode. @115858 @AppleSupport https://t.co/oD5yLWQE6Q\",\n",
       " 'Hey @AppleSupport do you guys sell these rubber knobs for macbook pro from 2009/2010? https://t.co/2sJROr12j4',\n",
       " '@AppleSupport @115858  @115858 post-update why changing the letter I️ to this weird A And question box?? A b c d e f g h I️ j',\n",
       " '@115858 @AppleSupport what is going on with ios11 ? #apple #iphone #ios11 36GB?? Come on your a bazillion dollar company https://t.co/bWO0gzCkp3',\n",
       " 'Hey @115858 , does it mean that if I’m expieriencing those issues, your Apple Store servicer me with non-genuine apple parts ? https://t.co/pERem50hO3',\n",
       " \"$3000 iMac can't handle 64 audio tracks on Logic X is super disappointing. It's 2017 @115858 @AppleSupport\",\n",
       " \". @115858 instead of coming out w a new phone next year i think you should work on a charger that doesn't break after 2 months. plz &amp; thx\",\n",
       " '@AppleSupport @116333 @123857  Should I be concerned yet? My iPhone X left China and went to Hong Kong and hasn’t left yet I live in LA',\n",
       " '@115858 Your assoc at Park Mead in Colo are rude  n nasty , but YET HAVE NO PROB UPGR m 2 800.00 phone when the 1 Ohave 650. Is problematic',\n",
       " 'Hey @AppleSupport I took my phone to one of your shops for a screen repair and now my screen goes grey when I try to use it. What gives?',\n",
       " \"@AppleSupport I'll be traveling to Nicaragua, Costa Rica, and Panama. Do I need a voltage converter for any of these countries?\",\n",
       " \"@AppleSupport Thanks. I'm trying to connect standard 3.5 mm headphones. I checked for debris but all I can really see is the LED light which I assume is  supposed to be in there? I don't really want to push harder in case I break something.\",\n",
       " 'hey @AppleSupport how come after removing a sticker from my MacBook Pro there is a stain that won’t come out? https://t.co/0dVpmhHKYD',\n",
       " 'What is wrong with you!!!  @115858 @118936 @116333 Do Something!!!  😣😟 #iPhone7Plus #ios1112 #blacksaturday #faithnomore #respring https://t.co/W6YFKU6svH',\n",
       " 'iphone 6 exploded! Hard to get my phone replaced. @115858 @AppleSupport https://t.co/OvKxHAl9aD',\n",
       " '@AppleSupport Got any battery cases for iPhone 6s Plus ? My Chinese copy is dodgy',\n",
       " '@AppleSupport I think my iPhone X is broken. What’s the fastest way to get a replacement unit in Germany without going to an Apple Store? https://t.co/Ity33y8Xue',\n",
       " 'Dear #MACuser Friends... what does THIS mean!?! #HELP @115858 #computerhelp #photographerslife #MACprobs... https://t.co/38wEWNyieE',\n",
       " '@AppleSupport hi, my 60 watt magsafe 2 charger for my macbook pro 13 inch retina broke today. Is it safe to use a new 85 watt power suply from apple or would it harm my macbook and should i just go with the 60 watt?',\n",
       " '@AppleSupport The case didn’t hold my AirPods when it fell down. And now one of them is broken. It was a gift. Please help. What should I do? https://t.co/3W1LdBcPVu',\n",
       " \"@AppleSupport Just lost over 500 RAW files because I needed to use adapters for my macbook's USB-C ports and the ports are so finnicky. What do I do, that was all my work for today?\",\n",
       " '@applesupport y’all need to make a new update to replace the other new update. i’m seeing boxed question marks instead of emojis.',\n",
       " '@AppleSupport help my EarPods doesn’t work like the right one doesn’t make any sound idkw I’ve bought them less than one month can i go to the apple store in France to change them??',\n",
       " '@AppleSupport i’m upset but i’m laughing because this is so typical 😭😭 i can’t afford a new laptop man i’m weaaak',\n",
       " '@AppleSupport I think my iPhone X is broken. What’s the fastest way to get a replacement unit in Germany without going to an Apple Store? https://t.co/Ity33y8Xue',\n",
       " '@AppleSupport Is there a way to buy a extended warranty for a MacBook Pro bought a couple of  weeks ago?',\n",
       " 'Love it when you get sold a faulty @115858 mac. Go Genius Bar and get told very passive aggressively that I should just go to a class😡',\n",
       " '@AppleSupport I am in France, I preorder the iphone x in Boulanger stores !',\n",
       " '@AppleSupport Hello does trade in store give you a gift card or do you have to use the credit at that one store? https://t.co/yJp5wZ87JS',\n",
       " \"@115858 So after charging me $1000+ for this #iPhoneX you can't even manage to package it without scratching it? What kind of shitty ass quality are you selling here?\",\n",
       " \"@AppleSupport 1st time in 10 yrs I've been disappointed in you. Phone is still under warranty and there is a DEFINITE defect. WANT REPLACED!\",\n",
       " '@AppleSupport Bestaat er ook een Nederlandse apple support ? #dtv #dutch #apple',\n",
       " '@AppleSupport right now in mexico for a couple of days but I lived in AZ',\n",
       " \"Am I tripping am I doing something wrong or did y'all frfr take that away @AppleSupport\",\n",
       " '@AppleSupport can u cnfrm dat iphones beyond warranty are not repaired &amp; only replaced for cost. ur authorized sc says so. I am in Mumbai IN',\n",
       " \"When @AppleSupport won't help you fix your phone because there is no certified place to fix it in your province &lt;\",\n",
       " \"Man, Super lame. After reformat, I can't seem to find my redeemed guardians of the galaxy 2 from the DVD/BLURay/Digital disk I got a while back @AppleSupport any ideas?\",\n",
       " 'while I was eating my pork katsu \"curry\" for dinner I accidentally spilled some of the sauce on my phone, and I think it legitimately corroded the screen. I\\'ve tried wiping it off with/without water and using an eraser on it to no avail. any tips @AppleSupport? help would be nice',\n",
       " '@AppleSupport Do you price match with Best Buy? They have their Macbooks $250 off but are sold out near me. Would love to buy one today if Apple will honor that price!',\n",
       " '@115858 U/S iPhone6: Genius says replace w refurb @ £299 then ask sales to part ex. Do it, then offered £120. Ok or no?',\n",
       " '@115858 can’t believe I stood for 10 mins in your Meadowhall Sheffield store and no one came to serve me. Im wanting to buy 3 iPads for Christmas. Very disappointing service 3 staff were stood beside me talking to each other.',\n",
       " '@118936 @116333 #appleorlemon #apple bought 2 Macbookpro both failing 3 times in reparation case 100330179698 value of the brand?',\n",
       " 'Dear @AppleSupport do you have a class to help me understand what them little boxes mean',\n",
       " '@AppleSupport Senior advisor on Monday told me I’d be sent a replacement phone, so I’d not be without a phone.\\nI thought @115858 we’re better than this.',\n",
       " '@AppleSupport my watch band’s free loop or free ring (the part the holds down the extra length of strap) broke, can I replace just that part somehow or do I have to buy a full new strap? I have a white woven nylon.',\n",
       " \"@AppleSupport Did a reset to factory default and still lost. Booked in at Vodacom and it's going to come out my insurance. I'll be eligible for excess.\",\n",
       " '@AppleSupport Iphone 7, iOS 11.0.3; FYI I am travelling in EU and Laptop is in AUS. Nearest Apple store is in Italy 😱',\n",
       " '@115858 @AppleSupport  EYE can’t type the  letter that comes after comes after “H” w/o looking like I’m speaking in codes. I️ I️ I️ I️ I️',\n",
       " '@AppleSupport Ok let’s see: I works. A b c d e f g h I j k l m n o p q r s t u v w x y z. I think it’s fixed. Thanks!',\n",
       " 'Pourquoi l’iphone supprime des contacts seul @AppleSupport',\n",
       " 'Oh we still on the box w a question mark shit huh?!?? @123765 @AppleSupport one of y’all just fuckin w me?!',\n",
       " 'Why my new iPhone 7s buggin come on @115858 fix the problemmmm',\n",
       " '@425506 @AppleSupport Taking my Dad to the Genius Bar later today-it’s a brand new phone never dropped &amp; no water damage maybe a faulty display? It’s something I’ve never seen before',\n",
       " \"Looks like I'll be spending Saturday at the @115858 Store. Brand-new MacBook Pro — just two days old — is already kaput. 🙁\",\n",
       " 'Garageband and Premier having different things that I can’t do on the other give me a headache @115858 you’re a top corporation in technology and your Garbageband can’t do a simple fill left with right and right with left I can’t balance the headphones what the hell',\n",
       " 'It’s bad enough to be a goofball wearing TWO airpods but now I have to be a goofball wearing ONE airpod @115858 help',\n",
       " 'Swapped SIM for US&gt;EU trip. iPhone now permanently reformatted all US phone numbers to European format, no way to change back. @AppleSupport',\n",
       " '@AppleSupport They were “Young and Menace” “Champion” and “Last of the Real Ones”',\n",
       " '@115858 your product I bought from you is fuckin up again and I’m on my Travis Scott jam rn and you’re really throwing a monkey wrench in my system here...when’s that new phone gonna be here?',\n",
       " '@116333 phones charge port broke and now is making me miss an amazing job opportunity I could have had, thanks Apple',\n",
       " 'Using an #ipodtouch as an #iphone replacement? Interested in your thoughts. @115858',\n",
       " '@AppleSupport It greatly annoys me that I can no longer use my iPhone headset with my MacBookPro',\n",
       " \"@AppleSupport @115858   Thanks for selling me a 3500$ lemon of a mac book pro 30 days ago and giving me lip service on the phone about how you can't do a full swap after 14 days.   Guess quality isn't want it used to be #crappyservice #repairs\",\n",
       " '@AppleSupport What VR set can I use with my base 2017 3.4GHz 5k iMac?',\n",
       " \"@applesupport in store, with receipt, 3rd party retailer @2116 doesn't scan Serial Numbers for every sale, so Genius refusing to accept my receipt as can't prove it is valid for my Powerbeats... It's receipt with DOP, payment confirmation andmodel...\",\n",
       " 'Have Had my iPhone X for less than 24 hours in an official @AppleSupport case and the screen is already broken. Fell a foot off my platform bed. I buy the case so my phone won’t break. Can you make a case that works? Or recommend one? Also, fix my phone',\n",
       " 'Hey @115858 iPhone X won’t recognize my face with a clay skin mask on 🤡',\n",
       " \"@AppleSupport My MacBook Pro w/TB is a month old. Sticky key today. I'm aware of the compressed air thing, but it is *a month old*! Come on!\",\n",
       " '@AppleSupport can you use iTunes credit to purchase in apple store? Looking to buy printer paper',\n",
       " '@AppleSupport does AppleCare+ cover/replace a broken back on the iPhone 8 for the $29.99 fee?',\n",
       " '@AppleSupport So if I understood this correctly accidental drops and damage to my  applecareplus covered iPhone will be replaced by a local model in India right?',\n",
       " 'i’m over @115858 i updated my iphone 6 to ios 11 and now it’s fuckt. no WAY i’m dropping $1600 on an X. thanks @AppleSupport :)',\n",
       " '@AppleSupport I think my new iPhone got lost in China with UPS.  Can you help?',\n",
       " 'Dear @AppleSupport @115858 : : \\n\\nI dropped my iPhone (6S) in water &amp; need a new one ... \\n\\nremembering that it’s #Thanksgiving - what deal can you give me? ;) https://t.co/PC9rLstKaM',\n",
       " 'aiiiiiiight @115858 fix dis little box shit that’s replacing my I’s',\n",
       " 'Using my (fuckin expensive) Ipad 3 again. Like wading through treacle. Cheers @115858 for deliberately breaking your old stuff 😤',\n",
       " 'my earphones went THROUGH THE WASHER AND DRYER @AppleSupport does this cover my warranty?',\n",
       " '@AppleSupport A friend sent me a gift from a different country. Why is it impossible for me to redeem it?🤔 #iborders?',\n",
       " '@AppleSupport @116333\\nwarranty centre fraud.fake water damage claim to cover their mistakes. screen cracked, mishandled device with water https://t.co/PsG7LmHJnY',\n",
       " '@AppleSupport my MacBook charger gave me an electric shock. Why do new chargers have to be so expensive!!?',\n",
       " '@118845 hello, from where can I find a Beats Pill case *bag *?',\n",
       " '@AppleSupport   Can I put an apple sim in a spare phone and use it as a hotspot. Thinking of doing it in Ukraine if possible.',\n",
       " \"@AppleSupport Under the link you gave me, there's no where where I can check for MacBook display screens. Does Apple sell MacBook screens ?\",\n",
       " 'hi @AppleSupport what is this I️ emoji??? just popped up n makes I️ https://t.co/BiU0vGi8AX',\n",
       " \"Hey @AppleSupport I want to cancel a Genius Bar rez for Case  100319063906 but the system won't let me bcse it won't recognize my name.\",\n",
       " '@AppleSupport I have a 2015 MacBook Pro. Should the clear coating be coming off of the display like this? https://t.co/IP8JCNt1Qa',\n",
       " \"It's all selfies w/mad cleavage in this here folder, not a bra to be seen. Whose creepy ass cousin came up with this @115858??\",\n",
       " '@AppleSupport is it customary to have a phone sent in and have a refurbished phone returned to you?',\n",
       " '@AppleSupport Goodmorning! I would like to ask for clarification regarding the skin of which the original covers are made, I would like to know if they are leather or eco-leather or artificial leather.',\n",
       " '@AppleSupport Will the Munsters sea 1 still be on sale for $4.99 until tomorrow? I don’t want to miss the sale. Thanks',\n",
       " '@AppleSupport What’s the best way to clean a leather case for iPhone ?',\n",
       " '@AppleSupport The charger for our MacBook Air just died, with an orange spark and a burning smell 😳. One of the prongs has singed. Could have been serious! Is this normal??? #apple https://t.co/7fVWIIcxcN',\n",
       " '@AppleSupport if I buy iPhone X in France and travel to India, will I get international warranty?',\n",
       " '@AppleSupport i live in ireland but i’m not eligible to use the irish app store?',\n",
       " 'For abt a month, only way I can get my iPhone to charge is by blowing into the lightning port like a NES cartridge.What gives @AppleSupport?',\n",
       " 'Hey @AppleSupport, I’m trying to get one of your Geniuses to check my dead MacBook Pro, but I’m not welcome in the Amsterdam Genius Bar (at all). Rather, it’s telling me to go to Germany or the UK. WHAT? https://t.co/gMwpnzQaLm',\n",
       " 'Seguro que esto es un intento de estafa o virus. @AppleSupport @115858 me ayudan a confirmar que no es oficial?  #Apple https://t.co/OlnAGEWq3a',\n",
       " '@AppleSupport My MacBook Pro was stolen yesterday. Is there a way I can report the SN in case they take it for \"repair\"? I\\'m in México btw',\n",
       " '@AppleSupport Hi, I smelled something burning and it was my MacBook Pro power adapter at the base. Do you guys offer replacements or do I need to buy a new one? Its a 60W Magsafe 2. https://t.co/1ly5yO4x4i',\n",
       " '@AppleSupport \\nHello there our Apple Support, just wondering if I am going to be allocated with a “loan laptop” when I send in my current MacBook Pro for repair?',\n",
       " '@115858 I feel so disrespected with all these question marks as if there’s something wrong with my phone .... unu please to fix this',\n",
       " 'Like I dead ass bought this #iphone7 like 3-4 months ago @115858 what’s going on here',\n",
       " '@AppleSupport It’s displaying incorrectly! For example, a Whitney Houston album art is displaying for a Mariah Carey song.',\n",
       " 'wowowowow my phone didn’t charge at all last night, gonna go and buy my sixth charger! thanks @115858! 🤠',\n",
       " 'Anyone else has the issue with their #iphone where “i” gets replaced with a question mark box? Can @115858 help a woman out 😭',\n",
       " 'Disappointed w @AppleSupport. Spent $700 on a new iPhone on #Blackfriday to get a $50 Apple gift card and now they won’t give it to me. 👩🏻\\u200d💻',\n",
       " \"@AppleSupport 2 of the batteriew from the Battery Charger are bad straight out of the package. What's the easiest way to get these replaced https://t.co/yiHCkMD3e8\",\n",
       " \"@AppleSupport Hi, I'm not sure if this is the right place to ask but I want to purchase a macbook with Spanish layout keyboard in the UK, is this possible?\",\n",
       " '@AppleSupport btw, thanks for the frustration placation.',\n",
       " '@AppleSupport My son applied for the upgrade prog online. Then after a 50 mile round trip to the nearest store, was told that his credit check failed 1/2',\n",
       " '@AppleSupport I’m getting an iPhone X tomorrow on the upgrade programme. I’m in the uk. Can I go through pre-approval before arriving?',\n",
       " '@AppleSupport How on earth can you send a full definition key photo via Em in jpg format. Seems to send in jpe format on my phone?',\n",
       " '@AppleSupport 🤬🤬🤬🔥one drop; one drop from my ear, with a tempered glass and case and this S*** iPhone X still f****** cracked. NEVER HAPPENED WITH MY S8+!',\n",
       " \"@AppleSupport My brother's iPhone 6 during charing, the battery was cought fire. https://t.co/NdpG4WMcBH\",\n",
       " '@AppleSupport hi, my new iPhone 7 has dust inside the display. Can that be replaced to new phone from apple store?',\n",
       " '@AppleSupport @115858 I picked up my new leather folio from #AppleStoreRidgedale this week and this is what the logo looks like inside☹️ #Crooked I would return it, but the nearest #AppleStore is 150 miles away. For $99 I would expect a little more... #Disappointed https://t.co/MmMXoS1XfP',\n",
       " 'Using a loaner #iPhone from work (my 6’s battery died and waiting for my X to ship) and noticed iOS 11 is using 10gb of a 16gb phone. Anyone else have this problem? cc @119462 @123857 @116333 #apple #tech https://t.co/odc5FMvLQR',\n",
       " '@AppleSupport Will Apple reject to fix my iPhone under warranty if it has minor dents on it? https://t.co/icS6yynki7',\n",
       " '@AppleSupport @180336 Typical rote response, c’mon Apple!!!',\n",
       " 'So @123765 gives me #280characters but @115858 took away my I️.  I’m conflicted. Come on @AppleSupport you have to help.',\n",
       " 'Hello @AppleSupport can you please confirm if a MacbookPro can be used vertically in a vertical stand without any issues?',\n",
       " '@115858 @AppleSupport  thank goodness it didn’t set fire to my house... Everyone beware that MacBook batteries explode! https://t.co/ZlBgo5qBcv',\n",
       " '@AppleSupport having issues with portrait mode and iPhone X, after taking photos, there’s ‘liquid’ on the display before fading away',\n",
       " '@820327 After one-day of use on my brand-new  X @AppleSupport  I can’t get out of this—back to my old iPhone https://t.co/C11XflkyZ1',\n",
       " \"@AppleSupport I can't find the serial number for the phone. I can't get the otter box off.\",\n",
       " 'Sooooo is heating up to burning temperatures in my hands part of the new update orrrr is my phone plotting to burn my house down? Please help @115858',\n",
       " '@AppleSupport Bought a laptop a week ago, do I have to return and re-buy to get the gift card offered today?  Any other way to avoid putting a now used laptop back into your system?',\n",
       " \"So @115858 @AppleSupport had sent me a replacement Apple Watch after my original one decided 2 brick upon an update to OS4. The replacement now will not charge or reset when I hold in the watch stem &amp; power button. I had it on charger upon recieving it &amp; it didn't charge at all\",\n",
       " 'WHAT THE FU&amp;$ Is up wit my phone B, @115858 why are my I’s being replaced by question marks around a box. Real nixxas need answers',\n",
       " '@115858 I need to get on a laptop to add the e-ticket/boarding pass to the event so that I can show it at the entrance. Not great user experience.',\n",
       " 'Clearly @115858 uses the best materials available. Which must be why my 7-month old #MacBookPro keyboard is flaking already. #fail https://t.co/xTERoPJwFW',\n",
       " '#HighSierra has destroyed the graphics card on my MacBook Pro. Did no one test on older MacBooks w/ external displays? @115858 @AppleSupport',\n",
       " 'Hey @115858 @AppleSupport I need your help to change shipping. Your site won’t lent me and your phone says your too busy...',\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",
       " 'Swollen Battery on 1st Gen Apple Watch, Screen Dislodged, Apple Support Chat denies Warranty Extension #confused @AppleSupport',\n",
       " \"@115858 I love you so much my heart is still broken with the fate of my earpods 😭 DON'T YOU WANT TO GIVE ME NEW ONES\",\n",
       " '@AppleSupport how do I get a CDMA capable iPhone if I’m using AT&amp;T? Btw I’m paying full price to get it! 💰',\n",
       " '@116333 hi didn’t have a good experience buying iPhone X Mumbai. Didn’t get phone despite confirmation. Missing a consistent experience',\n",
       " '@AppleSupport  Hi, I have a 3 year Apple Support through a University.  Does this cover Accidental Damage , drops &amp; spills ...? Rsvp-thanks.',\n",
       " '@AppleSupport @115858 #iPhone7 Smart Battery Case bought 5/23/17; silicon falling apart &amp; taring. Any warranty to replace? Should last longer',\n",
       " \"@AppleSupport Thanks for your help. I see I wouldn't be eligible but student discount is fantastic enough without the extra gift card.\",\n",
       " \"Crack your iPhone and the insurance deductible cost more than just getting it fixed on the street...what's the point of the insurance?! @asurioncares @115858\",\n",
       " '@AppleSupport Why has my mac suddenly started giving me electric shocks 😟',\n",
       " '@116333 @AppleSupport  @115858 I sent an watch out for repair and it came back damaged due to medical reasons I cannot go without it please provide a reasonable solution, also I would just like to restate that \\uf8ff damaged my watch not me so it’s your responsibility to fix it.',\n",
       " '@AppleSupport May you fix this I️ fiasco? K thanks bye. 🙄',\n",
       " \"@AppleSupport I sent for service 2 weeks ago and @AppleSupport doesn't have idea where my phone is and if it was repaired or not! Very nice AC+ experience! At this point please send it back broken, I'm gonna buy a new one from another vendor. @323438\",\n",
       " 'Dear @115858. Why do you sell 200 earbuds and not stock the replacement tips? #ConsumerTip a pair of $20... https://t.co/kUyytovY86',\n",
       " '@AppleSupport Thanks. We can only change temperature unit. I want to change Wind speed and visibility to kilometers. Is it possible?',\n",
       " 'Accused of theft of my own phone by @AppleSupport. Wonder if this is part of the new training program.. 🤔',\n",
       " \"@AppleSupport Hey! My iPhone 7 has been the victim of a car door and she's not looking healthy. Screen and LCD screen have been damaged. What will the repair cost be in the UK without AppleCare? 😓 https://t.co/3B6C8vUQUB\",\n",
       " '@AppleSupport hi if I order an iPhone 8 plus gold in Apple Ireland how long would delivered take',\n",
       " '@AppleSupport MacBook Air.2 years old. But never used. Tried to use it first time two weeks ago. Cursor uncontrollable. Service at Mangalore (Maple) says Track PAD defective. RS.10000 for replacement. Quite unfair as it is manufacturing defect.Replace free of cost',\n",
       " 'Hey @115858 why did you make it so difficult to purchase an iPhoneX as a gift.  not talking about stock outs and limited supply. l can’t order or even buy in store unless  l use MY Verizon acct?!? Which deactivates the phone I’m using. How does that work of I️ want to buy a gift',\n",
       " \"@AppleSupport I'm terrified,my MacBook have staingate again,plz help. I gave it to AASP they said wait for Apple decision, case 100332602886\",\n",
       " 'Fraud #appleservice Unicorn centre mumbai ! Returning a laptop with scratches on the screen which were never there @AppleSupport @115858 @115858 https://t.co/LH6BbrKC6A',\n",
       " '@AppleSupport how am I supposed to get it and turn my find my iPhone off for a new replacment phone when its like this #applecaresucks https://t.co/vQ164tsSEW',\n",
       " 'A rather horrifying experience at 1:30 this AM when my @115858 MacBook decided to spontaneously combust + fill the house with smoke (1/2) https://t.co/5FImXVYwVr',\n",
       " '@AppleSupport I purchased a Macbook Pro 13\" Touchbar and within 4 days discovered keys were going hard, not inputting properly - should this machine be immediately replaced. If it has to go into a repair centre first, can you say why?',\n",
       " 'Hey @115858  fix the 👁 thing. It”s ridiculous. 👁 don’t want an “A box ? “ when 👁 use the letter 👁. Some1  needs fired for this mess.',\n",
       " \"@AppleSupport I sent a gift card to my little brother who is in school in another country. He can't use it.\",\n",
       " 'Look y’all don’t own my I’s, okay!?@115858 I’m gonna need y’all to give those muthafuckas back before I️ see what that #Pixel2XL is all about Ight?!? Got me over feeling/looking like I’m still using T9word or some shit 🙄 Tf!',\n",
       " '@AppleSupport why can’t I curate who gets to publish in my newsfeed? Why is @136083 giving 💩News coverage? https://t.co/H8BgeGRVbj',\n",
       " \"Dear @AppleSupport\\nMy #applewatchseries2 has over night decided to crack. No impact on the watch, I've not dropped it or anything similar. \\nI bought it in January so is covered by my warranty? Thanks. \\nRegards\\nSad customer 😢\",\n",
       " '.@115858 battery and velocity of my iPhone 6 really sucks / batería y velocidad de mi iPhone 6 con el iOS 11 realmente apestan #iOS11 #fail',\n",
       " '@AppleSupport Also, shift-number has swapped w option-number on keyboard. E.g. shift-3 is supposed to give £ but and option-3 supposed to give #. Swapped.',\n",
       " \"@AppleSupport Hi, I had my 6S+ battery replaced @ my local Apple Store over the weekend. Now, my front camera doesn't work. Suggestions?\",\n",
       " '.@AppleSupport as an evangelist I’m getting pretty frustrated just had replacement for known iPhone6 antenna burnout-now iOS 11 issues',\n",
       " '@AppleSupport trying to find trade in value of iPad mini put in serial number now asking for model number, put that in now it’s saying only put in MPN, what the hell is that?😖#hardwork',\n",
       " '@AppleSupport my 📱 X just developed a green bar on the left side of the screen. Suggestions?',\n",
       " \"@115858 If I get burned, tuition is on y'all right?\",\n",
       " 'Hardware issue on my wife’s brand new iPhone 8 and Apple wants me to drive 100+ miles to fix or replace their broken device. So glad I paid out of pocket for a brick. @AppleSupport Anyone @115858 want to comment about that kind of Customer Service or lack of?',\n",
       " '@AppleSupport I mean... Has the AC connected and it’s going down lol that’s hilarious',\n",
       " '@AppleSupport intento formatear mi ipod classic 160gb y Windows no logra completar la acción. #Ayuda #ipod #ipodclassic he hecho de todo https://t.co/nvAl95Ss39',\n",
       " \"Logic X has great drivers, but it's super GLITCHY !! @115858\",\n",
       " '@AppleSupport i can’t buy cos my funds is insufficient in my iTunes acc but my apple wallet has a gift card and i can’t seem to use that gift card’s funds',\n",
       " \"@AppleSupport So if I belong to the Upgrade program and you don't send me a Return Kit, does that mean I get to keep the old phone?\",\n",
       " 'My iPhone 6 screen is bulging, any suggestions? Is it safe to use until I can repair/replace? Trying to hold out for the X @AppleSupport 🆘📱',\n",
       " '@115858 my phone is like 100 degrees and feels like it’s going to explode! WTF are y’all doing in Silicon Valley?',\n",
       " '@115858 @AppleSupport  #IOS11 is ugly, full of bugs, a battery chomper and it was clearly designed to enforce you to buy a brand new iPhone.',\n",
       " 'Anyone knows if Apple got Apple watches (pink/rose gold) in stock or do I gotta wait months for it like w T-Mobile ? 😭😭😭😓😓😓 @AppleSupport',\n",
       " '@AppleSupport I went to Apple store and they replaced my iPhone X.',\n",
       " '@115858 @AppleSupport How do I make a formal complaint against a Premium Reseller repair? #MacBook has had to go to #GeniusBar today #noMac',\n",
       " '@applesupport Focus 18” vertically (upward) equates to 6” horizontal dist. Focus 24” horizontally equates to about 10” vertically (downward)',\n",
       " 'My sons iPad charger tried to kill us last night, luckily it decided to just melt instead. @AppleSupport you might wanna look into these https://t.co/fF8rZPAQu9',\n",
       " '@115858 @AppleSupport @96093 @11676 #Iphone8plus #BatteryBulge #IMEI-__credit_card__ #SERIAL-F2QVD7EAJCLY. Strange but true was talking on the phone and suddenly phone got overheated and bulged and chances of explosion.. no phone to use now :( #wakeup https://t.co/DfrHfBZQp0',\n",
       " '@115858 @AppleSupport iPhone 7 matte black not even 2 months old and colour getting peeled off! Not used without cover even for a day! https://t.co/PtPRppKh4X',\n",
       " '@AppleSupport I just cleaned it all with a damp, lint free cloth and it seems to be working alright again (it is a 13 inch Macbook pro).  Thanks for your help!!!!!  :) I think I might invest in a keyboard cover in the near future ;)',\n",
       " '@115858 your iphone X sucks!!, you claim it has the most durable glass like no other, and the lightess drop and i have a small crack!! Really',\n",
       " '@AppleSupport part 2.  with no case!! it slides off and hits the floor. WITH NO CASE. I want my money back and now I need to find the recipe',\n",
       " '@AppleSupport United States of America. California. Just moved here from UAE. There’s a case 100315720813 on my Apple ID.',\n",
       " '@115858 I changed the delivery address for my iPhone X and now the delivery has slipped from 11/17 to 11/20.  Your phone support is no help.',\n",
       " 'Help ! Quelle solution quand un #mac ne se rallume plus ???@115858 #informatique',\n",
       " 'I mean are we the only ones with Auto-Correction issue with the letter i #apple @115858 https://t.co/pdp86NBbg7',\n",
       " 'Why does my phone glass look like kittens have attacked it? @115858 @AppleSupport',\n",
       " \"@AppleSupport Hello, I just broke the screen of my iphone and I see an orange spot about 0.5cm and some small bubbles, it's serious or not ?\",\n",
       " '@AppleSupport sooooooo I got a Belkin glass screen protector put on my iPhone X this last Sunday and it already has a mystery crack the whole length of the phone. Do they have a warranty of some kind?',\n",
       " 'Df we gotta use EYE instead of I like wtf @115858',\n",
       " '@AppleSupport if I would purchase an iPhone in the US w Applecare+ and take it back home to Netherlands. Do I then have warranty/support?',\n",
       " \"@AppleSupport Hi I'm from Uk. I purchased a MacBook over a year ago. Is it still under warranty under U.K. Consumer law? I have a dead pixel\",\n",
       " 'Because @52107 @260711 malfunctions @115948 @applesupport simply invoices non-student membership fees from students.',\n",
       " '@AppleSupport Can I choose two languages \\u200b\\u200bon the keyboard when I buy MacBook from (Apple Store) ? https://t.co/kmo2K86I1n',\n",
       " '@115858 I️ never realized how egotistical I️ was until you broke my keyboard! #fixthei 👁👍🏼',\n",
       " '@AppleSupport Why in Brazil did you refuse to issue a duplicate of my invoice? not even a year old! absurd',\n",
       " 'Hey @115858 why did my keyboard decide to suddenly replace I with A and a stack of horizontal lines? I️ see it all over the place now.',\n",
       " \"@115858 I've got 3 chargers and they all look like terminator.\",\n",
       " '@AppleSupport hi. Is it true that a hairline crack is covered under warranty?',\n",
       " '@AppleSupport nice one on this MacBook charger just blew the upstairs fuse out and now my MacBook has no charge is dead and I’ve lost all my homework https://t.co/JPbZXG5OTy',\n",
       " '@AppleSupport Hi, I have a Early 2015 MacBook pro, looks like screen coating is going off, can i get it rectified in Manila as I am travelling to Manila shortly',\n",
       " \"@AppleSupport The left corner of my screen is cracked, and I'm wanting a estimate on how much it is to get it fixed.\",\n",
       " '@AppleSupport I bought an iPhone 8 sand I would like to buy an iPhone X. Can I trade in my iPhone 8 for a discount? Thank you !',\n",
       " '@AppleSupport why my iphone gives me thiss ??!!!??! #help pleaseeeeeeee @115858 @116333 https://t.co/RIOualKLMm',\n",
       " 'Yo @115858 @AppleSupport Genius Bar at Galleria Roseville store really dropping the ball on timely support. Folks getting really agitated.',\n",
       " 'Hey @123765 and @115858 it’s not wavy sending a sext and a whole fuvkin box n exclamation point popping up',\n",
       " '@116333 @116333 i was really excited too...until @115858 put a hold on my order and nobody knows why....',\n",
       " '@AppleSupport hey my 1 day old remote fell 1 foot and shattered. Why make a remote out of glass?? https://t.co/jMOlNnPFYk',\n",
       " 'Probleme avec le double capteur photo du iphone7 plus il va partir 15 jours en réparation et orange me propose un iphone 5 en pret non mais le courage de geule @17091 @740637 @115858',\n",
       " '@AppleSupport 45000 INR is what I was asked to shell. On the mother board which the apple service centre claims is spoiled because of \"overuse\"',\n",
       " \"@AppleSupport That's right, I'm using the original iphone cable and transformer.\",\n",
       " 'Why does it say shipping estimate to be 5-6 weeks for iphoneX ?@AppleSupport #iPhoneX #IphoneXPreOrder #iphone',\n",
       " \"Do they even sell replacement screens for iPhone 5s? 😂\\nI feel like my phone is so old, but I can't afford to replace it.  @applesupport\",\n",
       " '.@AppleSupport your new iOS update gave my iPhone 6 CTE',\n",
       " '@AppleSupport I have a balance of $3.07 I want to make a purchase of $2.99 but, it says I have an insufficient balance why?',\n",
       " 'Just bought my @115858 #iphone7 and, in less than a month, the lightning port adapter is broken. What a pain @AppleSupport #ThatDidntLastLong https://t.co/baymueAkEC',\n",
       " '@AppleSupport I was so upset on Sunday. I wanted that man fired on the spot.',\n",
       " 'With no thanks to @115858 @AppleSupport ios11 may this 2013 iphone 5c RIP as an expensive doorstop 📱Unless anyone knows what I can do w it... https://t.co/ndOeNm8bzZ',\n",
       " \"@AppleSupport jst ordered the X thru the uae website but haven't rcvd ny confirmation mail, except a 1aed process fee, has the order passd\",\n",
       " '@572012 @126549 @AppleSupport “4068” is in Boston, “Brisbane” isin San Francisco, “Australia” is in Arkansas, and there are no stores near “Chermside” which is news.',\n",
       " '@AppleSupport I live in Sint Maarten how to change my Apple Store as there is no option for Sint Maarten',\n",
       " '@AppleSupport I want to buy a Macbook and I see I get a £120 gift card. Can I use this gift card to buy the Macbook or do I have to use it on another item?',\n",
       " \"Dear @AppleSupport, my phone is bricked and your system won't let me book a repair appointment without a confirmation code that has been texted to my phone -- see the problem?\",\n",
       " \"@AppleSupport  Can I get iPhone X at MRP only as all ur store r selling in black n overcharging Rs.15000 i.e more than MRP! kindly look into dis as ur store's r doing fraudulent activities openly. ur unhappy customer @115858 @116333\",\n",
       " '@AppleSupport es normal que el flash pueda emitir en vídeo 2 tonos diferentes de color ? https://t.co/DDIDHybdPH',\n",
       " 'Can’t believe Apple’s shipped a mac with misaligned camera to a royal customer(me :p) !? Or is it on purpose? @123857 https://t.co/4yPPG7SunX',\n",
       " '@AppleSupport My dad says he wants to upgrade his dog and bone. That scares me as I hope he’s talking cockney about his phone and not about upgrading me. Thou he could certainly upgrade the bone I get. Can you help Apple humans ?',\n",
       " '@AppleSupport if I want to trade in my iPhone which still has AppleCare+ can I get a refund for that or do I have to just give it up?',\n",
       " 'Dear @AppleSupport last week I had to pay for new EarPods because the 1s you gave me broke and now the replacements broke. Seriously WTF?!?',\n",
       " 'Sparks and smell of burnt. After less than 3 years use. #Apple #Quality @AppleSupport @115858 https://t.co/MZECXik18a',\n",
       " \"@AppleSupport hi, I placed an order that was due to arrive yesterday. I've looked on my UPS parcel tracker and it has just gone backwards &amp; forwards between two different depots and is now due to arrive tomorrow. Do we know when I am getting my MacBook or what's going on please.\",\n",
       " '@AppleSupport i have 256 hd and timemachine/system is taking up 150gb of space. I only have 25gb free. Is it suppose to work like this?',\n",
       " \"@AppleSupport Hi, I don't understand how to put videos &amp; photos that i took with my iPhone X on my windows computer when it's plugged on the computer.\\nWhen I do it via iCloud, quality isn't at is best.\\n\\nAlso, when I put videos from my PC on it, only 3 of them synchronize\\n\\nThanks https://t.co/TOuf0UG9op\",\n",
       " 'EYE ( @AppleSupport please fix this) was surprised at the number of student musicians that showed up early on a Saturday morning. \\n\\nKids are committed; school boards, dept of edu on the other hand...🤷🏾\\u200d♀️',\n",
       " '@AppleSupport I bought my phone case 2 weeks ago and the bottom corner has already ripped along the seam - can this be replaced? https://t.co/VjDUzPplck',\n",
       " '@115858 Greedy Geniuses your update rendered my 1000 USD Iphone 6 plus a self-heating paper weight that drags itself painfuly in agony. I’ll much likely put it out of its missery soon. Won’t buy from you again. This is your race to the bottom against @11999',\n",
       " \"@AppleSupport Since June 17' I have bought a MBP 13 in store that kernel panicked MPB 15 dented, iPhoneX Sofware Failure in-store #noComps\",\n",
       " '@AppleSupport Should I be using the stair stepper one for real stairs?  I have 16 stairs, the landing is after stair #10.',\n",
       " '@123857 I am thinking about buying AirPods: will they come bundled with the new wireless case or have I buy it separately? #airpods',\n",
       " '@AppleSupport Is their a way I could obtain wingtip replacements for my Beatsx? I cannot find them online anywhere.',\n",
       " '@115858 @AppleSupport My wife’s iPhone spontaneously caught on fire while in her pocket, she was burned. Are you looking into this defect? https://t.co/6Cyicv5Swv',\n",
       " \"@AppleSupport Could you help me? I purchased the iphone 7 smart battery case just over 1 year ago.  It's  fallen apart and needs replaced\",\n",
       " 'Hey @AppleSupport i️ would love to use the first person singular pronoun to refer to myself again... without a question mark and a box A. https://t.co/sBnbjGz1l8',\n",
       " \"immensely disappointed that @115858 decided to destroy iPhone 6's battery life with iOS 11 update. Do I really want an iPhone X now? =/\",\n",
       " 'Had the iPhone X since release , always had a case on it and decide to take it off today, only to find that all the paint is peeling on the side of the phone ? Apple get your act together , I better be getting a replacement 😡 @115858 @AppleSupport',\n",
       " '@115858 my X feels like it’s about to blow up, hotter than fucking Africa. Can cook eggs on the back, don’t do me dirty like this.',\n",
       " \"@115858 ok Apple, still without my iMac, you asked me to reach out, i'm reaching out!\\nVery unhappy, off to PC world to buy a Windows PC\\n#disgustedwithapple\",\n",
       " '@AppleSupport Good evening, I have a query about buying an iPhone in America for primary use in Ireland',\n",
       " '@AppleSupport #iphoneX space Greg 256gig little tiny screen scratches out of the box. Amazing phone but now I’m uneasy 😟 @115858 https://t.co/LHO6DkXZhP',\n",
       " 'When you prick your ear with sharp metal emerging from the speaker on your #iPhone7 — @115858 @AppleSupport suggestions? There is more sharp metal poking out 😐',\n",
       " 'Hey @AppleSupport if I have the first Apple Watch wich I paid 1000 usd for the space gray black link bracelet 42 mm is there a way to trade in for the new one.',\n",
       " '@AppleSupport i need help changing my number on apple id I don’t lnow how to do it',\n",
       " 'Hi @AppleSupport I need a replacement space bar for my macbook 12\" retina A1534. where can i buy one?',\n",
       " \"@AppleSupport @115858 what's the cost of a new replaced handset if service centre is replacing the device in India.\",\n",
       " '@115858 why is the letter “I️” a question mark in a cube and a letter A? #applebroken',\n",
       " 'Hey, @115858 do I have a limited edition Shrödinger iPhone X...? https://t.co/1NvzXiXCZ7',\n",
       " 'Hi @115858, my brand new iPhone burned me, but guess what, I’ll get help only after it explodes and I lose my fingers. Thanks :)',\n",
       " '@AppleSupport \"We need to arrange three separate repairs - One for the left AirPod, one for the right AirPod and one for the case\"',\n",
       " '#phishing @115858 \\nh[tt]ps://www.appleid-supportcenter.ga/\\nh[tt]ps://www.com-serviceaccountsid.cf/\\n@137554 https://t.co/sNx8ihCeL7',\n",
       " \"@AppleSupport what's the best iPhone X case? Waterproof, dropproof &amp; has a screen protector (possibly one that's already built-in the case...\",\n",
       " '@AppleSupport I didn’t want my 8 yr old selfies &amp; kitty cat pics filling up my phone lol',\n",
       " '@AppleSupport Are these legitimate @115858 email addresses? \\n\\n@109672.lists.apple.com\\n\\n@45871.apple.co.jp\\n\\n@2310.lists.apple.com\\n\\n@18775.apple.com\\n\\n@6376-store.apple.com\\n\\n@109671.apple.com\\n\\n@109673.seminars.apple.com\\n\\n__email__\\n\\n__email__ https://t.co/p4xrqE0iuN',\n",
       " '@AppleSupport Of the screen when you look at angle of the display? For the backlight. Almost a 45degree angle. Well mean the edge of the display.',\n",
       " '2nd degree burn from and iPhone 6s told @AppleSupport  phone replaced but no concern for my child - told to go legal #Apple NO CUSTOMER CARE',\n",
       " \"@AppleSupport ios 11 ruined my iphone 6, my ipad air 2, and my dad's 6S.. made it slow to the point of unuseable! #Apple #ios11 😡😡😡\",\n",
       " 'Always use a genuine @115858 charger they say, it’s safer they say!! Clearly 😡 put my phone on charge, 5 mins later can smell burning and James finds this. Contacted Apple who say the charger is out of warranty so they won’t repair or replace and I should buy a new cord!! 😡😡😡 https://t.co/lSoxmsGBwc',\n",
       " '@AppleSupport Travelled to but a new MacBook. Home to find only half charger in box. Where is quality control? If I take the wrapper off the machine &amp; use my old charger with a USB-C adapter am I invalidating my warranty? Best to return whole boxed machine?',\n",
       " '@AppleSupport Can someone please help me figure out the best way to pre-order iPhone X. I have @115911, two lines, neither have IUP or EIP.',\n",
       " '@AppleSupport yo Apple wth is up w these question marks and boxes and exclamation points?! I ain’t update my phone to look at bullshit',\n",
       " \"@AppleSupport I bought Taylor Swift's album and I was supposed to get a boost code for concert tickets and I never got it.\",\n",
       " '@AppleSupport can I bring in my old IPad and trade it in store for accessories? Or has to be towards purchase of new iPad?',\n",
       " '@AppleSupport I have a laptop that was bought in 2011, and I had an explosion 10 months ago with a battery explosion. I went to the Apple branch in Dubai Mall and told me to wait for 5 hours. Now when you enter, I can not fix the machine.',\n",
       " \"@116333 Hi Cook, I'm soooo disappoint to Apple Customer Service, and I can't get help with my own iPhone I bought!!! Sooo sad about that..\",\n",
       " '@AppleSupport : I can NOT 1) enter the six digit AVCode which appeared on my I-Pad.\\n2)Nor PaymentData to enter the AMEX card I use:I CAN PAY',\n",
       " '@AppleSupport Hi I need change my Battery in Saudi Arabia but the store say no have price for it we should see the laptop and deal could u help me I see the price online 129$',\n",
       " '@AppleSupport Hello are the MacBook pros with the wearing off anti reflective coating still eligible for a free repair',\n",
       " 'Weird. The rubber cable on two of my MacBook Air Magsafe adapters has perished/frayed near the connector in the last few weeks. cc @115858',\n",
       " '@AppleSupport if I bought a belkin invisiglass screen protector with my iPhone X just about a week ago, and it’s already cracked without having dropped it, while the Apple store replace it for me for free?',\n",
       " \"@115858 my h key acting up, I just bought this jawn 2 months ago, y'all gon fix this\",\n",
       " 'Found the most crushed iPhone on Columbia Street in Brooklyn, NY. Photos of serial number __credit_card__ and SIM card attached. What can I do? @AppleSupport @ATT https://t.co/OLzFzbbHKp',\n",
       " 'So my phone just told me this.....  Kinda creepy @115858. Kinda creepy 🤔 https://t.co/O8X26VOQJu',\n",
       " '@115858 I got the iPhone X’s, got a glass screen protector and had the store put it on. Told the guy it wasn’t right but he said it was fine LIAR just didn’t want to do it again. It is now broken because it had something under it,poor service don’t really want to spend another £30',\n",
       " \"My 7 plus iPhone's battery has been dying extremely fast.... does @AppleSupport replace batteries for free...?\",\n",
       " '@115858 my iPhone 8 is less than a month old. Look at my earbuds. #CustomerService please https://t.co/pfOXBBuAcP',\n",
       " \"@AppleSupport purchased a Mac from a reseller in SA but it still has someone's login details. How do we get that account removed?\",\n",
       " '@AppleSupport Does iPhoneX sales start at midnight EST 11/3/2017  in NYC?',\n",
       " '@AppleSupport @107623 @107624 On iPhone X iOS 11.1.2 battle bay v: 2.6.16825',\n",
       " '@AppleSupport how can I plugin my 4K Dell display to MacBook Pro without Touch Bar with 60 hz? USB-C to HDMI not working only 30 hz in HDPI mode. Adapter says 60hz, cable it’s ok.',\n",
       " '.@AppleSupport why do Indian customers get a raw deal on post purchase support for iPhone X.We pay more than US and deserve same service lvl',\n",
       " \"Apparently 31% is the new 1%!!!! Thx @115858 @AppleSupport for making iPhone 6's battery complete ASS since the X came out!!!!\",\n",
       " 'Got an iPhone 6S from work for being on-call, earbuds lasted less than 24-hours. WTF?\\n\\nCC: @115858 @AppleSupport',\n",
       " 'My phone has just decided to play Diana Ross... wtf?! Is this AI taking over @AppleSupport',\n",
       " 'Caveat emptor: Apple Pay defaults to an old shipping address on record even when the billing address is updated. My package is headed to a different state. @AppleSupport',\n",
       " \"@115858 There was zero willingness to actually find out what's wrong with my phone. instead a replacement was the only thing offered\",\n",
       " 'Bought @115858 Mac Air little over 2 yrs back from @20333 can’t believe the mother board &amp; keypad having problem. Very Disappointed',\n",
       " '@AppleSupport when returning my current phone for the Apple upgrade program, do I need to bring the box and charger as well?',\n",
       " '@AppleSupport Expecting delivery of iPhone X tomorrow, but order is still showing as ‘preparing for dispatch’. Can you offer an update?',\n",
       " 'When I preordered my iPhone X for pick up on 11/3. But it still \"Order in precess\" position！What can I do? I am so desperate! @115858 https://t.co/vog4HUFlc8',\n",
       " '@82067 yo the quality is so bad that it looks like it was taken w a Motorola flip phone. @123765 @115858 I️ need answers',\n",
       " '@AppleSupport Pre-ordered iPhone X, dispatches Nov 21. Just saw local pickup available, ordered it. Means I got it or only have a chance to?',\n",
       " '@115858 why did my SSD have to fail in my graduate year? More importantly, why did it have to fail when I was watching #ER ?! #nolaptop #sad',\n",
       " '@115858 I️ need a purple side eye smirking devil emoji . To come with the update that fixes THE FUCKIN CAPITAL I️',\n",
       " 'Extremely disappointed in @115858. My reservation for the iPhone X is not being honored and there is no customer service agents to speak to',\n",
       " '@115858 my apple watch battery suddenly decided to get fat and popped up the display of the watch. What now? Series 1 https://t.co/tzqq0wlIoy',\n",
       " \"@AppleSupport Hi, is there I way I can check my iPhone's battery health? Trying to decide if I need a battery replacement.\",\n",
       " '@AppleSupport - Hi, Need urgent help !!! Rs. 4500 INR got deducted from my account via iTunes.',\n",
       " \"This new iPad 2 hasn't given me anything butt hell &amp; heartache, I used to love it, now I hate it...thanks @115858\",\n",
       " 'Sooo @115858 just because you release a new phone doesn’t mean you can screw around with the old ones, we as customers are upset. \\n~All users',\n",
       " '@AppleSupport Since iOS 11 printing off an email from my iPhone 7 on to A4 paper has been TINY. Nothing changed with printer. Please advise',\n",
       " \"@AppleSupport can I bring old ipad's/iphone's to my local apple store for recycling and get $ giftcard towards new, or do I have to send into @155043 via online form https://t.co/vhqHry7lam\",\n",
       " 'My earbuds are malfunctioning. I bought them in March. @AppleSupport would you give me a free replacement if I brought my old ones to the store?? I have the receipt on my phone.',\n",
       " 'Hi @AppleSupport do I really have to buy a third charger lead for my Mac book Pro at vast cost now second has failed? #amateur',\n",
       " \"@AppleSupport hi! know you are likely swamped with requests but I changed my shipping address in the Apple Store app today and it didn't hold - just preordered iPhone X and is sending to my secondary address. is there a way to change it? thx in advance!\",\n",
       " '@AppleSupport iPhone battery died in 4 hours #batterydead #iphonebatterydead #iphonediesfast',\n",
       " '@AppleSupport Very very strangely, my iPad screen cracked in my hands without being dropped or any external forces. It happened in a room with AC on and at the temperature around 76F. Horrible incident and horrible defect with this iPad. https://t.co/bCsXfnfoMc',\n",
       " 'hey @115858 I bought my iPhone 8 a week ago and my phone has died overnight while charged at 50% two nights in a row 😶😶',\n",
       " \"@AppleSupport I want to video in 1080p not 4K or 720?\\nCan't find the setting on my iPhone to choose the one I need? 🤔\",\n",
       " \"Okay, I thought this was just me, turns out, there are quite a few facing this problem #Staingate @AppleSupport. My Early 2015 MBP has the entire anti-reflecting coating peeling off from all sides. It ain't a pretty site, I would love to chat about the replacement program.\",\n",
       " 'Just dropped my phone jn the dirt and that bitch shattered @115858 @AppleSupport  what y’all gonna do about this 🔫',\n",
       " '@AppleSupport can you wireless charge the battery of the iPhone 8 if you have a bookcase around the iPhone 8???',\n",
       " '@115858 I updated my iphone 7plus and now it won’t hold a charge. is this deliberately to get me to buy the new one',\n",
       " '@AppleSupport is there a Smart Cover or case for the 2nd gen 12.9 inch iPad Pro? ... can’t see any on the Apple website!',\n",
       " \"@AppleSupport I did already chat with a support person on the website but they were pretty unhelpful. Said gift returns weren't even something you did..? Should I check with someone else?\",\n",
       " '@AppleSupport how can I service my Apple Watch if distributor in my country refuses to take it, as they are not officially sold here?',\n",
       " '@AppleSupport will apple make the smart battery case for iPhone x?',\n",
       " \"@AppleSupport I need empty my itunes bill because I cannot buy or register my new local credit card. Now I'm in Ecuador before in USA.\",\n",
       " '@AppleSupport MacBook pro 13 2016 without touchbar(mll42)\\nhave to charge it about 2 times more than before in a week',\n",
       " 'What does this mean please @AppleSupport ‘cannot use Thunderbolt accessory’ it has popped up on my MacBookPro whilst at was out',\n",
       " 'Hey @115858 is this covered under warrantee? Gonna take 40 minutes for a tech to see it at the AppleStore near me. https://t.co/ttBsLJJbQa',\n",
       " 'Hi @116333, my brand new iPhone burned me, but guess what, I’ll get help only after it explodes and I lose my fingers. Thanks :)',\n",
       " '@AppleSupport Case no. 100339089720 Still no satisfaction! I bought this phone last month and could only use it for 3wks. There are no easy fixes...it is FAULTY! Why do you not just replace the handset??I’m being jerked around with this non-functional phone.',\n",
       " '@AppleSupport hi, does student discount apply when i want to buy a new phone?',\n",
       " '@AppleSupport facing srs battery issues&amp;a terribly lose screen in my nw MacBook pro wth touchpad.No store here taking responsibility.',\n",
       " '@115858 fix this boxed question mark thing, I feel illiterate',\n",
       " 'Within one weekend I managed to both crack my iPhone screen and get a shortage in my EarPods. @115858 I️ need answers...',\n",
       " '@115858 give me an explanation why errytime I️ type “I️” you change it to some freaky shit',\n",
       " \"@AppleSupport I'm thinking of  purchasing one of your refurbished iPod touch's. I'm looking at one on your UK site and was wondering what gets refurbished in these models. Is the screen replaced, the shell, the battery?\",\n",
       " 'MacBook just crashed on me. This is beginning to be an expensive holiday season.. help @115858 😩',\n",
       " 'Which laptop should I buy to replace my old MacBook from @115858 🤔🤔🤔',\n",
       " '@115858 @AppleSupport iphone owners can no longer write “I️” WTF? #applefail I️ don’t get it',\n",
       " '@AppleSupport Hi, what lens is on the built in webcam on the 2015 Retina Macbook Pro? What focal length is it? Thanks.',\n",
       " '@AppleSupport Any other suggestions...? 🤔 At current powerusage, if I had a spaceship, I’d arrive at Mars by 8pm tonight... 😩',\n",
       " '@115858 @AppleSupport my iPhone 6 has become so slow after updating to ios 11 that i feel micromax is faster. Not fair #apple #getbetter',\n",
       " '@AppleSupport \\nHello \\nI have a broken iPhone 5 that can be replaced with a new one',\n",
       " '@AppleSupport my daughter’s phone was stolen in Spain. I have her in the upgrade program with Apple Care. Is it being stolen covered? I don’t have my registration # or order# so I can’t fill out form on website.',\n",
       " \"@AppleSupport hi I'm looking at a new mac laptop, wondering between the 3.3 ghz model and 3.5, what's the difference ?\",\n",
       " '@AppleSupport so how about exchange/return period about iPhone I’ll buy in Japan with shutter camera sound?\\nI still don’t understand bout it',\n",
       " '@AppleSupport : Hey I assume this’s not from Apple right? Thanks \\n\\n__email__',\n",
       " '@115858 and @AppleSupport how can you return your #iPhoneX I️ guess “X” doesn’t mark the spot. Very disappointed.',\n",
       " 'How the F does Apple Maps have the Qld LNP’s proposed “second M1” but not my three year old suburb?!? https://t.co/SDOxwzLEYA',\n",
       " 'So I’ve come to terms me and @115858 iPhones aren’t meant to be. Just cracked my new screen less than a week old. #struggle',\n",
       " '@AppleSupport Hi! I’m thinking about selling my iPhone 7 Plus Jet Black to you, but my backside is scratched, will that lower the price of the iPhone?',\n",
       " '@AppleSupport Do the Apple USB-C lightning cables sold in 2016 support PD fast charging with the new iPhones and Macbook power packs?',\n",
       " \"@AppleSupport 2/2 - Authorised center confirmed my iPhone  motherboard  got destroyed and it's out of warranty by 20 days. The cost to replace is around Rs.36000/-. My case no.100345481401. Waanted to upgrade the phone but I am not sure now should I do that. #sanjay\",\n",
       " \"@AppleSupport @115858  I'm a British citizen currently in India. My iphone was lost/stolen and I want to buy a replacement. Will the one year warranty work back in the U.K. The same as it would if I purchased it in London?\",\n",
       " '@AppleSupport Can I use the thunderbolt/usb port on an iPhone X to output phone audio?  You took away the headphone jack, so options seem to be limited.',\n",
       " '@AppleSupport didn’t want to damage my phone or have it not charge. I will have adapter for plug socket. SE bought in uk. Thanks',\n",
       " '@115858 Does this charger come with a warranty? Thank you and have a terrific day.\\n\\nhttps://t.co/ikNhJkGb5e',\n",
       " '@AppleSupport I wanted to but the shipping estimation is 3-4weeks! Just for 42mm Pure Platinum/Black Nike Sport Band.No availability on nowhere https://t.co/iVgAVCjbR7',\n",
       " 'Hi @AppleSupport I hav a faulty phone,only 5 months old!Spoke to your support team who hav tried helping but I hav a hardware issue, so a replacement is my only option!I dont live near a store,sending away is not a option,I need to b contactable!What other options do apple have?',\n",
       " '@4867 @AppleSupport @115858 I brought a Logitech iPad air2 case from Apple ..its cracked several places. Who can assist with replacing?',\n",
       " 'Tired of these Question mark Boxez like fr My phone Cost a Band like Wtf y’all on @AppleSupport 🤬',\n",
       " 'Any ideas about filing a complaint about an Apple Store where they refused to repair my MBpro? @116333 @120640 #CustomerExperience',\n",
       " '@115858  - iPad Air 2 - dead charging port ... and they want almost $400 to repair a $7 part. Not happy. Almost cheaper to replace it. #SMH',\n",
       " '@AppleSupport Question, I have an old 2008 24\" iMac, can I or can I not remove the foot and attach a VESA adaptor? I am struggling to get a definitive answer as to whether my model actually can or not.',\n",
       " \"@115858 I'd like to knw that y is ur store at Virar, Mumbai, India selling I phone X at Rs.1,50,000 but will provide the bill of Rs.1,20,000\",\n",
       " '@AppleSupport Is Target Display mode available for the new MacBook Pros with the current generation iMac?',\n",
       " '@115858 update for non apple replacement parts?my iphone 6s bought at apple does this but only since i did update so  its an apple problem.',\n",
       " \"@AppleSupport I'm using an Asus ROG GL552VW on Windows 10 https://t.co/GV5fvIryjK\",\n",
       " 'A fish in the Mississippi is going to be the proud new owner of an iPhone if you don’t fix this I️ business @115858',\n",
       " \"@AppleSupport I'm using another phone honor but I need my iphone..\\nI'm prefer using iphone (system and cam and safety) I love and I miss my iphone :(..\",\n",
       " 'Anyone know the rough cost of a new MacBook screen? 💻 #Apple #MacBook @AppleSupport https://t.co/Jy54xHKDC8',\n",
       " '@AppleSupport sent my phone to you for a new battery only to be told it has non-genuine parts. The phone has never left my care for anything support can’t tell me which parts. Now left feeling I was sold a defective phone from the Apple Store. What can I do ?',\n",
       " \"@AppleSupport I can't find my album pre-order boost code from my #reputation purchase ! I need it for @5600 #VerifiedFan @118062 ! Need all the boosts  !!! Anyone know how @121574 ?!? #helpaSwiftieout #REP\",\n",
       " '@AppleSupport If I wanted to apply a gift card to my iPhone X order after its preparing to ship is that possible?',\n",
       " '@AppleSupport hi. Where is the best place to make a formal complaint about service recieved in a UK Apple Store ?',\n",
       " '@115858 @AppleSupport read sumwhere can i get the iphoneX or any iphone i would get warranty in india is this true?',\n",
       " '@AppleSupport Can I ask you a question regarding iPhone Trade-In program?',\n",
       " '@115858 @AppleSupport my iphone6 has black glare on top left of my screen n ur service centr ppl r sayin its normal n it happens in evry unit',\n",
       " \"Hey @AppleSupport how come it's ok to not help someone with an 8 week old machine with a defective keyboard?\",\n",
       " 'Not looking forward 2 having my iPhone die repeatedly @ #twitchcon this weekend , thanks @AppleSupport 4 the #batterydrain , android n e 1?',\n",
       " 'Hey @116333 I just unpacked my iPhone X and wanted to install a screen protector film. When I held it against the light, I saw a fine scratch on the display. Are you serious? Quality control? #iPhoneX #apple #unboxing',\n",
       " '@AppleSupport @115858 how do i view a digital booklet for an album I’ve purchased through my phone 😡😡😡',\n",
       " 'Hey @AppleSupport why have you taken away our ringtones? I have custom ringtones and it really detracts from this new phone that I can’t play them. #bringbackringtones',\n",
       " \"My phone straight bit the dust on the cruise. iMessage won't work at all. I guess they want me to buy the X.  @AppleSupport\",\n",
       " 'I’m sorry but again @115858 whhyyyy tf is my iPhone 8 non functional after this updatteeee I’m pissedddddddd',\n",
       " 'So you spend over one thousand pounds on a new #Apple laptop, it breaks, goes in for a two week repair and then comes out... BROKEN AGAIN. I can’t even get through to customer service now. #rippedoff @AppleSupport @115858',\n",
       " '@AppleSupport trying to find earphones with the 3.5MM jack on the Apple.ie site are they there v https://t.co/JwImqmg3vu',\n",
       " 'My laptop charger caught on fire today... @115858 you going to give me 85 dollars to get a new one?',\n",
       " '@AppleSupport can i ask something? why my iphone 6s has ghost touch issue since i updated it to ios 11.0.3 the parts is still original tho',\n",
       " 'So @115858 do I have to buy a new line from Apple store to buy iPhone x???  Just want my phone!  Can’t place an order!  Trying to pay $$$ https://t.co/S4nWhtXH5D',\n",
       " '@115858 y’all working on these empty boxes yet big fella?',\n",
       " '@AppleSupport I need help urgently as I’ve Mahabad to purchase and year sucricprition and didn’t mean to',\n",
       " \"@AppleSupport I didn't  make any fuss about my iPhone burning up while charging.. I need your help with this!!!!\",\n",
       " '@AppleSupport My leather case have less than 5 months and it’s  already peeling and fading',\n",
       " 'Dear @AppleSupport, should it really take 14 days to fulfill a consumer’s account recovery request? cc: @116333',\n",
       " '@AppleSupport I redeemed a 4K digital copy for Baby Driver in @118721 and its just showing as a regular HD copy. Any help?',\n",
       " 'The video card in my 2011 iMac is dead &amp; my serial number falls within the ones @115858 @AppleSupport issued a free replacement for, but that recall expired in 2015.\\n&lt;SadTrombone.aiff&gt; https://t.co/vjA30VSvOf',\n",
       " '@AppleSupport It is not through iOS. It is OS X High Sierra 10.13.1 (17B48). https://t.co/hcA5MTDDOP',\n",
       " '@AppleSupport Hi, do you have french support ?\\nI want to change my delivery address on an order placed\\nThanls',\n",
       " \"@115858 my factory charger just caught on fucking fire 😡😡😡😡 I'm gonna need a new phone sent to me or I'm going android\",\n",
       " 'A year after I got a replacement iPad under warranty, I realize @115858 sent me a 64g instead of a 128g. Dirty trick you guys pulled.',\n",
       " 'S/O @115858 FOR BREAKING MY IPHONE W UR UPDATES 🙌 🙌 #RIPSTEVEJOBS #HEWOULDBEDISAPPOINTED',\n",
       " '@AppleSupport Why is my cellphone keyboard replacing every solo letter “I️” with a question mark? 😞📱📲  🧐 what’s an “A-Barcode” 🤨🤣',\n",
       " 'Hey @115858 how do I explain this to my kid? This is arbitrary and will translate to “Daddy! Don’t update my phone anymore!” https://t.co/Kq2CKMUZzn',\n",
       " 'Ok @115858 y’all pissing me off with this boojie ass exclamation point and question mark box take a hike this phone $900 but can’t say “I️”',\n",
       " '@511061 @AppleSupport Apparently there is a new emoji resembling the letter I so they best fix it up',\n",
       " 'My phone needs to be either replaced or repaired and the Apple appdoesnf make it easy for me to set an appointment to do so @AppleSupport',\n",
       " 'Toughest glass my butt. My iPhone X screen already has a scratch... cc: @AppleSupport',\n",
       " 'How is that even possible @115858? I was sitting in a meeting with my arm resting on the table. There are witnesses. I just want it replaced.',\n",
       " '@AppleSupport The ones that I made with iTunes and the other ones that I purchased. I want them all back. I’m really desperate please. 😢',\n",
       " 'I’m not even hard on my phone. I got this phone replaced from @115911 and the screen started lifting on it’s on. @115858',\n",
       " '@AppleSupport Hi! I was wondering if screen burn-in is covered by warranty on the new iPhone X. Thanks.',\n",
       " 'Apple is about to pmtfo w/ these boxes. @AppleSupport fix this shit',\n",
       " '@AppleSupport Thanks! Is the shipping &amp; handling free? I saw the tax.',\n",
       " 'Why is it that we can’t use the letter after H by itself with it coming up with a box and question mark? @AppleSupport',\n",
       " \"@115858 Was in Florence St in London 3 hours ago and had my iphone 7 plus snatched from my hand while crossing the street. I'm scared =(\",\n",
       " '@AppleSupport I read from the tips that there’s a program to recycle the old iPhone. Is the program available in all countries?',\n",
       " \"@AppleSupport Hey @AppleSupport, I've got a question regarding returns. You offering 14 days to return an item after purchasing. Is it sufficient to ship the items on the 14th day (by UPS or equivalent) or must the items arrive at Apple within 14 days? Thanks a lot!\",\n",
       " '@593705 @AppleSupport @AppleSupport : Can you help track my lost iPhone 7? The IMEI Number is __credit_card__.',\n",
       " 'When you see a lovely sunset but can’t take a picture because your iPhone camera has decided it doesn’t want to work any more 😩 #FirstWorldProblems #Iphone @115858',\n",
       " 'My @115858 headphone just shocked the shit outta my ear. Got me feeling like George Bailey when he got smacked around by that old pharmacist. #WheresClarence',\n",
       " '@AppleSupport wanna explain why the one on the left works and the one on the right doesn’t? https://t.co/zBqFU1zYRl',\n",
       " 'hey @115858, i get that you think you’re clever, but disabling the capital letter “i” to teach me how self-centered I am is not funny anymore',\n",
       " '@AppleSupport @116333 Post Updt my IPhn 6S+ is scrwd\\n1.Close to a 100K dwn the drain. Cn I rtrn it pls? Who compensts \\n2.Lgndry Apple Cust Care vanishd wth SJobs?',\n",
       " \"@AppleSupport Hi - is it possible to buy Apple Care for a MacBook product I didn't purchase directly from an Apple Store? Thanks\",\n",
       " '@462512 @AppleSupport The letter i gets replaced with a question mark inside of a box',\n",
       " '@AppleSupport My iPhone 6 went dead while I was transferring it to a new iCloud account? Any obvious reasons as to why this might have happened? Never seen an iPhone going dead and it was supposed to be 2 years old (bought it 2 years ago). Thanks',\n",
       " 'What are the @115858 shops like for returning other brands’ accessories? Bought a @181575 iPhone X case that blocks the microphone and everyone complains that they struggle to hear me. 🙄 #blogger #retweet #tech',\n",
       " '@AppleSupport @115858 Apple Turkey is not treating its customers very well! My IPhone 5S went to repair (2nd time in 3 months), they want to give me a new phone but nobody knows when! AppleTurkey customer service did not help!',\n",
       " '@AppleSupport The battery on my iPhone diminishes precipitously – what’s the best way to check if I need to buy a new one?',\n",
       " '@AppleSupport will Apple usb-c to thunderbolt 2 adapter make all ports on Thunderbolt Display work on 2017 MacBook Pro, including Ethernet?',\n",
       " 'Hey @AppleSupport, I know I can preorder the #iPhoneX on 10/27. But what time 10/27 will that take place? 12:01am Cali time?',\n",
       " 'Dear @115858, \\n\\nWTF is going on with my keyboard and this “I️” bull-ish 😡',\n",
       " '@AppleSupport Case ID 100332386513, no updts from past 2 weeks. Was tld to take scrnshts and was promisd a callbk. But no call as of now',\n",
       " '@AppleSupport helo..From when will be the sim free iphone X will be available in USA ?',\n",
       " 'i lost the simcard tray rubber inside the iphone7...pls help how to buy that and i want to know if i use my phone inside the water did water goes inside the phone without the simcard tray rubber @2531 @AppleSupport #iphone7 #iphone7help @115858',\n",
       " '@AppleSupport my daughter’s earpod made a static noise &amp;she felt her ear burning. Pods have marks on them. Dangerous! #apple #earpod https://t.co/nPueYX18W7',\n",
       " '@AppleSupport  hi, if I take in my iPhone 7+ screen to be replaced, how long does it take?',\n",
       " 'Dear @115858 WTF?? You sovsem ohueli tam? I use original device, why I see this regular? https://t.co/Rc9ootfeoT',\n",
       " '@AppleSupport how do I begin the head start on pre-ordering the iPhone X?',\n",
       " '@477938 @115858 Tbh u gave better help than Apple has so for that I️ applaud u',\n",
       " \"I spilled beer on my laptop in the studio and I'm !!!!!!!!!!!! \\n@115858 we need to fix this shit\",\n",
       " 'OMFG I DROPPED MY IPHONE X TAKING IT OUT OF THE BOX....WTF DO I DO NOW @APPLESUPPORT! THIS BACK GLASS IS SO WEAK OMG OMG FIX THIS!! https://t.co/eaWn9OecMb',\n",
       " 'Come on @115858 (@AppleSupport). Where is the Queensferry Crossing? It’s only took 6 years to build!@200998 has it! https://t.co/iQewyx5bbK',\n",
       " '@AppleSupport I’m running iOS 11.1.2.   The stock adaptor that came with the iPhone has broken.  So my dad went and got me a new one that has a charging cord port too.  But when I plugged it into my iPhone the phone said the accessory was not supported.',\n",
       " '@AppleSupport I have a 4s and 5s I’d like to try to recycle / trade in at my local Apple Store. Do I need an appointment for this? Thanks! Jeff',\n",
       " '@AppleSupport I recently purchased three of Belkin a screen protectors from your online. Do I need to make a reservation to come in to have these out on with your special machine or can I just walk in. If I need one, can you help me make one?',\n",
       " '👁 think it’s tacky and unprofessional of a company as big and profitable as @115858 that they can’t fix the letter i .. @116333',\n",
       " '@AppleSupport Packages cannot be located. Please help? https://t.co/Lx6sQ6fUD6',\n",
       " '@applesupport my iPhone 6 outside of the headphone jack got disformed, looks like an oval. Anyway to get this fixed?',\n",
       " 'HUGE THANKS TO THE @115858 UPDATE FOR SCREWING MY PHONE TO SHREDS. #whatkindofsickjokeisthis #glitchcity',\n",
       " \"@AppleSupport Brand New MacBook Pro, which I've had for five-six weeks, the charger has exploded??? What the...!!! 50% battery left! @115858 https://t.co/OROtSvJLjj\",\n",
       " 'My account recovery has taken TWO WEEKS..what’s going on?!?!?! @AppleSupport @115858 .. over priced phones and zero urgency for support for your consumers...',\n",
       " 'Hardware failed after 4 months of warranty. Was told to replace at 25K by Apple customer care. is this the quality delivered? #apple @115858 @AppleSupport',\n",
       " 'My @115858 is making me sick as it is not a year old but giving me problems.. I feel like am going to ask for a re-fund if this prob dnt stp',\n",
       " \"@AppleSupport Ok it's sold separately ? What's the price and from where i can buy it ?\",\n",
       " \"@AppleSupport I'v just got an iPhone x but there is a green line on the Screen I'm in Jordan where is the nearest Apple care from my country thanks 🙏\",\n",
       " 'Any idea on how I can just pull out all the jpg files from all these containing folders at once? @AppleSupport \"kind:jpg\" doesn\\'t work btw https://t.co/XCpCpu97n9',\n",
       " '@115858 how can a Mac book become unoperatinal within 1 and half yar sir. It cost me 80,000 to have a mac &amp; now repair cost is 37,000 more',\n",
       " '@AppleSupport It’s not just me, it’s all of mankind!!! I’ll be the Robin to your Batman!!!!!! I️ thought you’d never ask!!!!',\n",
       " 'For my new #iPhoneX yesterday. Disappointed in the folio case as it is way more pink than the website shows. #websitecolourfail #poorshow @115858 https://t.co/6Fuj2mtrqf',\n",
       " '@AppleSupport litrlly got my 6s battry fixed a month ago evrthing workd perfectly w up to 6 hrs SOT and 25 hrs standby but with 11.0.3 this https://t.co/cHbNonsHmf',\n",
       " \"@115858 when y'all gon fix this ??? I'm Deadass TIDE of buying chargers son https://t.co/peabFPwxiw\",\n",
       " \"I have @115858's new #MacBook, and it's a beautiful computer, but already there are problems, including a 't' key that I have to pound on to get it to register. Typical Apple - all show, no go.\",\n",
       " '@AppleSupport I took my new faulty laptop to an Apple centre in KL. The guy from Apple CRelations is ignoring my emails. Can someone help?',\n",
       " \"@AppleSupport I have a Macbook Air (Model A1465) and need to get an adapter to connect it to a projector. I'm confused which one to get.\",\n",
       " '@AppleSupport MBP mid2012 9,2 (i7 upgraded to 16GB ram &amp; SSD)',\n",
       " \"@AppleSupport the extra level of security has meant I can't access Apple TV. Been sent the security code 5 separate times. Not logging in. Suggestions?\",\n",
       " '@AppleSupport My iPhone 6 made a loud static noise and it scared tf out of me. Is it broken??',\n",
       " '@AppleSupport I need to discard an ipad, but an Apple store I went to today does not work with reverse logistics. What should I do?',\n",
       " '@AppleSupport does the series 3 ⌚️come with the folding pin power adapter in the UK?',\n",
       " 'By the time @115858 fixes this bug students will be taught that the alphabet is \\n\\nA\\nB\\nC\\nD\\nE\\nF\\nG\\nH\\nI️',\n",
       " '@AppleSupport When will iPhone X come to Saudi Arabia?\\n\\nI need one',\n",
       " \"@AppleSupport If I don't want to use two-factor authentication, how do I change what device the code go to?\",\n",
       " '@666112 My phone set on fire then I had to get a new one thanks @115858',\n",
       " 'Thanks @115858 - you bring out the new phone and iOS update and once again my old phone is knackered. This sales tactic is wanky!',\n",
       " '@AppleSupport I have an IPhone with applecare+. How it’s work when I give it for reparation in an apple Premium reseller?',\n",
       " '@AppleSupport I just realized about Staingate, was always mad about my screen on my MBP! But you will replace it?',\n",
       " 'My #Mac is broken AGAIN 🤬🤬🤬 not one good experience with this machine!!! @AppleSupport',\n",
       " '@115858 This Apple case starting breaking after a few months. A phone should never outlast the case. https://t.co/Cuuve9oiW6',\n",
       " 'Rip 2014 MacBook Pro.  Thanks .@115858 for the awesome 6 month lifespan',\n",
       " '@115858 @AppleSupport MacBook Pro 15\" (2015) or MacBook Pro 13\" (2017) without Touch Bar? I\\'ll be using it with a Thunderbolt Display, primarily in clamshell mode',\n",
       " \"@AppleSupport What's the difference between MPXQ2B/A vs MPXQ2/R2 ?\",\n",
       " 'I have one question:  Is the iPhone X safe when someone put it on the wireless charger when the metal for the magnet car mount inside between iPhone X and case? @AppleSupport',\n",
       " '@AppleSupport I have an iPhone SE which is now a year and a month old.. And now needs a battery replacement.. The Apple service centre quotes 7,500 Indian Rupees which is half the current retail price in India just for battery replacement 😑.   Seriously?? @AppleSupport',\n",
       " 'Why can’t I️ type the letter “I️” on my iPhone wthell @115858 @AppleSupport',\n",
       " '@AppleSupport I want my money back I just bought the X week ago and the phone not working due to the update I had the 7 and I faced the same problem cos that you told me to pay 1400 AED but sadly I bought the X and I face the same issue after 1 week !????!??!!??',\n",
       " '@AppleSupport I got my iPhone 7 Plus 2 weeks ago and the oleophobic in some parts came off when I got it and the screen already has scratche',\n",
       " '@AppleSupport a brand new MacBook Air 2015 (3months old) just went off and wouldn’t come on again. Watch series1 crown not working.Mouse too',\n",
       " '@AppleSupport ¿Por qué IOS 11 funciona tan mal en iPhone 6?',\n",
       " 'Hey @AppleSupport @115858 please bring back Display Zoom on the iPhone X - thanks! 🤞🏼🤞🏼🤞🏼',\n",
       " '@AppleSupport the price shown is 690 but was on offer for under 300 Taking a screenshot accidently bought it.refund. email support is high https://t.co/XbdpIG3kPx',\n",
       " 'Hardware problem w/ left speaker MBP 15\" 2017. @115858\\'s Genius Bars in NL have no availability, repair via @14867 needs laptop 6-8 weeks 😲 https://t.co/FG59te6fJW',\n",
       " '@AppleSupport I have tiny scratches on my iPhone 7Plus and it’s driving me CRAZY!!! Can I get the screen replaced?',\n",
       " '@AppleSupport! What If I buy Iphone x(unlocked) from usa? Will I get the warranty? In India?\\n#urgenthelp!',\n",
       " '@AppleSupport very very disappointed with the help and service regarding a damaged / faulty phone.... Help',\n",
       " 'NEW Mac Pro W/TB has serious and clearly scratch below right speaker, what could I do? @AppleSupport https://t.co/rBuUCufDyu',\n",
       " '@115858 @AppleSupport \\nThis kind of support you give to customers APPLE! Never thought would write to you I time like this?Any justification? https://t.co/MLeVq1V2Zb',\n",
       " \"@AppleSupport Hi - I've tried the UK website but can't find the answer! Can I still buy a genuine Apple battery for an iPhone 4S in the UK?\",\n",
       " '@AppleSupport It won’t turn on. I’ve been into Stormfront and they tried everything and said I need to take it into an Apple store to get hardware problem fixed. Told me to take into actual Apple store but I don’t live near one. I need it for uni work',\n",
       " '@AppleSupport hi, I want to unlock my phone for internacional use, how I do that:directly with you or the company that sold the phone?Thanks',\n",
       " '@AppleSupport i want to visit Singapore for few days just for buy custom MBP. Is there a way to order it in advance?',\n",
       " '@AppleSupport iPhone 6plus performance redued after the new iOS update.. https://t.co/XytpVXISIR',\n",
       " '@178615 @AppleSupport I got an iPhone X today but someone in my college stole it when I wasn’t looking 🙃',\n",
       " 'Anyone know how to remove an update from @115858  phone. Just had a replacement phone &amp; it’s updated and the issues have started again! @AppleSupport I need to get this update off!',\n",
       " '@AppleSupport From Ismailia, Egypt - bought it from Mobile Shop company - Elsafy warranty they want me to pay 10000L.E and replace it !',\n",
       " '@AppleSupport A nightmare buying from your #onlinestore. Won’t except a phone no. &amp; not enough lettters allowed under county to fit mine in! Won’t buy again.',\n",
       " '@AppleSupport help please, I’ve preordered the iPhone X in space grey but now decided I want it in silver is there any way I can change it ?',\n",
       " 'Why is my laptop groaning like an old man trying to get up the stairs? @AppleSupport help me out',\n",
       " '@AppleSupport the international dialing code for Brazil is +55, NOT +673 which is Brunei! #ios11',\n",
       " '@AppleSupport can you fix this? I have a vision impairment but whats the point of large font when it looks like this #accessibility https://t.co/H4RzDYuSXQ',\n",
       " '@115858 i bought a macbook air this august. And within two minths i have been to apple service centre 3 times. Please replace it🙏🏻 mercy',\n",
       " 'Got wifey an #iPhone7Plus &lt;1yr ago. Lightning jack is already dead! @115858 we dont mind proprietary tech, but can u make quality better pls! https://t.co/Ia097OU4AV',\n",
       " '@AppleSupport One of our customers is trying to set up Apple ID on a new IPad. She has been asked for a phone number linked to billing but the IPad is asking for a number in the format 3 digits followed by six digits. How does this work with UK dial codes pls?',\n",
       " 'Dear @115858 I️ would love to get the letter “I️” back someday, instead of the weird symbols. Thanks \\n#wtf #iOS11',\n",
       " \"hey @115858 I get that APPARENTLY y'all can't sell any new products unless all old ones spontaneously break, but I'd prefer to return to the version of my life where my phone can (what a concept) make phone calls\",\n",
       " \"@AppleSupport How can I do a live chat with an agent? I'd like to get help regarding a current package.\",\n",
       " \"HELP HELP HELP! @AppleSupport- My MacBook Pro's number keys are not working &amp; I need those to log in!!! What am I supposed to do???\",\n",
       " \"@AppleSupport  Can one opt out of Apple's Core ML on the #ios11 #iPhone #update #privacy #apple  ?\",\n",
       " \"@AppleSupport I pre-ordered IPhone X. I want to cancel it but I can't access it on the website. Order number is W590702651\",\n",
       " '@115858 @AppleSupport I have just reserved 2 iPhone X’s to collect at 1400-1430 today but have been given no ref, can you please provide this so I can collect? Thanks',\n",
       " '@AppleSupport what condition does my current iphone have to be in to trade it for a new model via upgrade program?',\n",
       " '@115858 @AppleSupport   Apple makes their phones water resistant but yet they still can’t make them fire resistant SMH #freephone https://t.co/dioUDSIAzm',\n",
       " 'To heck with this new Apple update, my battery dies so fast now and my 6+ is only a year old!! @115858 @AppleSupport',\n",
       " '@AppleSupport can i Know this dent consider as major dent or minor dent ? Covered in warranty or not ? https://t.co/TDW5tqt2lS',\n",
       " 'Help. My down jacket is making my @115858 earbuds shock me. Ouch!',\n",
       " '@AppleSupport why do I buy a water resistant iPhone 7 if water just gets inside my camera lens? 🤔 https://t.co/2TB6sOH48W',\n",
       " '@AppleSupport hi! How do I put my iPad keyboard back to normal? The update moved the punctuation marks around.',\n",
       " '@115858 THE LETTER PRONOUNCED EYE F U @AppleSupport HELP ME OUT HERE I️ JUST BOUGHT THE NEW PHONE AND THIS IS WHAT I GET?!',\n",
       " '@AppleSupport : Want to purchase Office365 for Mac.\\n1. Does that need a CD-Drive to install?\\n2. Do you recommend any other CD-ROM other than Apple one? It’s expensive!!',\n",
       " \"my phone is literally fucking broken i need a new one, @115858 y'all w this new update screwed up my phone thanks\",\n",
       " 'Dear @115858 I love you but seriously your repair lines are getting longer... I am losing the will 🙈',\n",
       " 'If I take my MacBook in for repair to a store nowhere near me, if it needed to be sent off would I have to collect it from that same store I took it into @AppleSupport @115858',\n",
       " '@AppleSupport I got a replacement phone about 3 weeks ago and I’ve just noticed a little hairline crack on the screen?',\n",
       " \"@AppleSupport Thanks but that changes all ”i” to ”I” doesn’t it? Typning half of my messages in Swedish where ”i” and not ”I️” means the very common ”in” it’s still a mess. Autoreplace can't be defined by keyboard language, right?\",\n",
       " '@AppleSupport @115858 @116333 @120640 I cannot really believe that to lodge a formal complaint about service and misleading t&amp;c is for me to write a letter and put it in the post. I thought Apple was supposed to be a leading technology company?',\n",
       " 'my laptop is broken 😰 and i need it for school tomorrow HELP  @115858',\n",
       " '@AppleSupport Replacement Apple Watch delivered and left behind a plant pot of a communal apartment block? Is that standard practice? https://t.co/XkY5Nr3Pnx',\n",
       " '@AppleSupport stuck for 10 hours in a #momentusxt 250GB partition resizing/creation of 2 more partitions using #DiskUtility on #Lion. Ideas?',\n",
       " 'This isn’t good - right? #applemac #imac #hellinahandbasket @AppleSupport @ Norwich, Norfolk https://t.co/nlY9NBrM3f',\n",
       " '@AppleSupport I bought a white silicone iPhone case about two weeks ago, and it has discoloured already. Will this be able to be exchanged?',\n",
       " '@127271 we bought a new @115858 charger for our Mac from you in August and @18941 just confirmed that it’s faulty and the reason our Mac won’t charge - any chance we’ll be able to exchange it with receipt?',\n",
       " '@115858 @116333 I was told to go to another vendor. Am I suppose to go to @138021 for iPhone issue? https://t.co/NwDpDSSnk5',\n",
       " '@AppleSupport Hey If I purchase Unlocked iPhone X from USA will the warranty will be Applicable in India?',\n",
       " 'Hey, @115858. Fix this *%! idiocy with writing the first person singular. I️ looks like this. Ugh.',\n",
       " 'I buy a new iPhone charger every 5 months or so. I know I carry it everywhere with me, but that ish costs money to pay for! @AppleSupport',\n",
       " 'We were just denied service at the Stamford,CT mall @115858 store! #discirimination #dishonest',\n",
       " '@115858 does an iPhone X purchased from America have an international warranty. Supposing I get it to India will it be covered @AppleSupport',\n",
       " '@AppleSupport Got it thanks. But shouldn’t I have come charged already? If it has lost its charge in transit then do I need to worry. I don’t want to void the warranty ...?',\n",
       " 'screw an apple device instead of the consumer. 90 days of ordeal and still counting!!! @7396 @AppleSupport @115858 https://t.co/YpPyDmimVN',\n",
       " 'BTW my girlfriend has a 12\" Macbook that just decided to not turn on again. 30sec power button doesn\\'t work. SMC reset doesn\\'t work. Anyone seen this before? Cc @AppleSupport',\n",
       " '@AppleSupport I removed the firmware to bug a kernel exploit. Is this still covered by warranty?',\n",
       " '@115858 please my urbeats broke can you fix them i think they are still in warranty',\n",
       " 'so I put my phone on the charger at 12% now this thang on 8% .... how tf is gone de-charge @AppleSupport 😾',\n",
       " '@AppleSupport its blink and screen showing something i thaught i cant explain please arrange apple support',\n",
       " 'Dear @115858 \\n\\n    What’s wrong w/ my Capitol i.\\n\\nexample: I️\\n\\n   Tell me you don’t see an exclamation point &amp; a damn box 📦\\n\\n   😐😑',\n",
       " 'Thanks @115858 I would never have thought that Socrates was born in 1988.      #Apple #Socrates https://t.co/2tVAtorI3y',\n",
       " 'My iPhone has suddenly become an absolute lagtestical. \\n\\n@AppleSupport what gives?',\n",
       " '@AppleSupport I’m on the upgrade program and I need a return label for my old iPhone. I still haven’t received my shipping box and I don’t want to be charged for the phone I’m not using.',\n",
       " '@AppleSupport In case you get this again, here are the specs. Current gen 15” MBP. https://t.co/a45NYeQzai',\n",
       " \"@AppleSupport there's a debate all around the web about #APFS on SSDs &amp; HDDs, and I couldn't decide, is it right to convert my HDD to APFS?\",\n",
       " '@AppleSupport This is getting out of hand now, I can’t type “it” without I.t auto-correcting to “ I.t “ - Fix This!',\n",
       " \"@AppleSupport I think my AirPort Time Capsule's drive is toast. It's showing two weeks estimate for a single pass zero wipe. Out of warranty\",\n",
       " '@115858 is it normal for a iteam to be fixed at Your depot and returned take more than a week to get back to me... WTF',\n",
       " \"@AppleSupport Photos on MacOS exports only part of the pictures i select, but claims it exported all of them. The originals are NEF files, in case that helps. I'm exporting jpegs, not the unmodified files.\",\n",
       " '@AppleSupport  Will i get International Warranty on iPhone purchased this year???',\n",
       " '@AppleSupport when you buy a screen protector from apple does it come with a warrenty?',\n",
       " 'Wonder when @115858 will fix the letter I️... I️ kinda like it - very unique.',\n",
       " '@AppleSupport I have had my IPhone X for 6 days now and the bottom part where I plug my phone to charge it. when you press down on the screen makes a sound like is separating from it base. And the top speaker makes a cracking noise. Help!!!',\n",
       " 'Feeling like I’m one I️ away from snapping (cc: @AppleSupport)',\n",
       " 'as of a few months the coating of my macbook screen started being a bitch and getting scratched wtf @115858',\n",
       " '@115858 @52087 The dialogue box goes up in between the screen. Dunno y🙈🙈 Plz help to get this fixed.',\n",
       " '@115858 i need help,no one is helping me please contact me __email__ \\nExtremely DEVASTATED and Upset',\n",
       " '@AppleSupport uhhhhhh when y’all gone fix these boxes with the question marks suh?????',\n",
       " '@AppleSupport hello! i got an iPhone 3g with a damaged screen. Can i get it repaired directly from apple or no?',\n",
       " '@AppleSupport so my laptop charger kinda just burnt itself out? Literally? I was wondering why it smelt like something burning.. https://t.co/MSxZVcWKCb',\n",
       " 'I literally put my coat on and the screen has fell out, very disappointed only had it two weeks @115858  @AppleSupport https://t.co/fNYZQq5sJZ',\n",
       " \"@115858 3 days ago i got my iphone x and is it normal that it tooks 4+ hrs for a full charge.. is it normal I'm really concerned l. plz reply\",\n",
       " '@447011 @3545 Anyone beside me seeing sluggishness with iOS11 on an iPad Air❓\\n#Apple #iPad @AppleSupport',\n",
       " \"@589814 @AppleSupport I just can't be without my laptop thats why I never bring it to the service center :(((((\",\n",
       " '@115858 My #iphonecase broken 😣 not even a year and it has snapped on the border. Any idea about the warranty of this product @AppleSupport?😉 https://t.co/Yq1Clmat1N',\n",
       " '@115858 y’all need to fix this problem on iPhone with the letter I️ because this isent flying #iOS11',\n",
       " 'How is a dam iPhone gonna cost a thousand dollars and keep changing my i’s to question marks, smd @AppleSupport',\n",
       " \"Hi @AppleSupport it's this time of year again, Tunisia spam calls. CanI block a full country code/area code on an iPhone? AFAIK, I can only block specific numbers on my iphone but they keep changing suffixes.\",\n",
       " '@AppleSupport help i got mustard in my headphone/charging port on my iPhone 7',\n",
       " '@115858 I mean... seriously.I have things to do!Spending on another charger is NOT one of em. 😤😡',\n",
       " '@AppleSupport hi. If I purchase an iPad from John Lewis can I book in with the Apple store for a setup demo.',\n",
       " 'I️ AM TIRED OF THESE BOXES REPLACING MY I’s APPLE NEEDS TO FIX THIS SHIT NOW! @AppleSupport',\n",
       " \"Dear @AppleSupport I've tried to buy AppleCare on 3 devices and none prompt for multifactor code.  If I drop this iPhone X today...\",\n",
       " '@AppleSupport Hello! Does the iPhone have international warranty? If I buy the iPhone in Mexico and has an issue in Netherlands, can I take it to the Apple Store?',\n",
       " '@AppleSupport I have booked a slot tomorrow for a new iPhone - is there anyway to pick it up today?',\n",
       " '@AppleSupport Hi there , i am tourist in USA, is Iphonex available unlocked for international sim cards',\n",
       " '@AppleSupport wassgood wit these boxes y’all needa fix my shit',\n",
       " 'Yo @115858 y’all buggin son wassup with “I” in this question mark box ?',\n",
       " '@AppleSupport Why Is My “I️“ Getting Replaced With A Question Mark In A Box &amp; A Explanation Point Next To It? Take Me Back To 10.3.3 Please',\n",
       " '@AppleSupport do you still offer free battery replacements for iPhone 6s’s sold in September/October of 2015?',\n",
       " 'Dear @AppleSupport , We Demand Answers About These Darn Boxes &amp; Question Marks',\n",
       " 'Phone out of warrantee by 15 days, broken due to a hardware fault and no responsibility taken by @115858 @AppleSupport',\n",
       " '@AppleSupport hi... why there is no data for currencies on Dashboard? Thanks #macbookpro #macOSHighSierra',\n",
       " '@AppleSupport is Audioslave’s “Relavations” album not supposed to be on iTunes? It’s missing from the Canadian store.',\n",
       " 'So do not want to make this trip to @115858 but my charger yet AGAIN burnt out. I’m over these iPhone chargers',\n",
       " '@AppleSupport I have an older #AirportExpress and all my machines are Sierra or higher.   I can only update or change using #windows',\n",
       " 'Dear @115858, please fix the blurred spots taken with portrait mode.',\n",
       " '@AppleSupport I have on a screen protector and otter box so I’m pretty sure it’s not water damaged.',\n",
       " \"Hey @AppleSupport, I can't get my email to reconfigure to my MacBook. Is this something you can help me with? 😢\",\n",
       " '@AppleSupport what the hell is going on that all my I️ change to a boxed A and ? Please fix! #iphoneglitching',\n",
       " '@AppleSupport I am using iPhone X. This is very easy to reproduce even on an iPhone X simulator in X Code. https://t.co/JCVKtJP0lP',\n",
       " 'eye have had to change my whole lexicon because of this stupid glitch eye want you to pay for my tuition @115858',\n",
       " '@115858 make your charging cables stronger. My macbook air charger just broke with very little wear and tear.',\n",
       " '@applesupport Can I return a weborder which I picked up at the store back  to the retail apple store?',\n",
       " '@AppleSupport how can I remove \"Advanced Mac Cleaner\"? It was meant to be Flash. Thanks. #help',\n",
       " 'Hi @AppleSupport I accidentally had my flash on my iPhone X and it literally felt like it burnt my leg. It’s really hot',\n",
       " '@AppleSupport @115858 This child’s pee is still on the floor by the way. Wtf kind of customer service is this Apple? #MakeAppleGreatAgain',\n",
       " 'wtf has happened to @AppleSupport customer service. had the rudest colleague today who told me he was doing me a \"favour\" by replacing my faulty hardware phone and walked away without saying bye. do i move to android? hmm',\n",
       " '@115858 @AppleSupport and I am still waiting! WTF!!!\\n#apple #uae #dubai #iphone #applefail #systemfail',\n",
       " 'Hey @115858 you see this \\n\\nI️ \\n\\nThat shit not gon fly...FIX IT!',\n",
       " \"@AppleSupport Why are all Time Machine tick marks now red? Did that change with last year's Sierra update? What does it mean, why no explanation? Thanks.\",\n",
       " '@AppleSupport why does my laptop have a huge black bar on the bottom of the screen🙃 https://t.co/lJnZYuIzkQ',\n",
       " 'Anyone else rip a flap of skin off their fingers when switching out the @115858 charger extension cord? No? Just me that’s incompetent? 😫',\n",
       " '@AppleSupport Your iPhone 7 headphones just shocked my besties ears and we’re contemplating suing.😂😂#feltprettygoodintheears #shread',\n",
       " 'so we’re driving rn and my mans was like “do u smell something burning” &amp; I’m like nahh. And he turns around &amp; my charger is on fire!!!! Like dead ass melting and shit. WTF @115858 !!!!',\n",
       " '@AppleSupport I have a 2012 #MacMini #Server but for reasons I don’t understand according to your staff the s/n is that of an ordinary consumer machine and they refuse to assist me with an #Enterprise problem involving #RAID I am being treated atrociously please help me Got Case#',\n",
       " '@AppleSupport Apple support in Melbourne Highpoint is pathetic. They have not resource to support quantum of devices they sell and number of people they deploy. Dismayed !!',\n",
       " 'Hey @115858 get your shit together I️ have a month old 7 that was replaced because my old one was garbage and now this one is acting up. #Bushleaguephones',\n",
       " \"@AppleSupport I'm using my iPhone X with my MacBook Pro with a Lightning to USB-C cable and I get that popup\",\n",
       " 'Yo wtf @115858 y’all tryna make look like EYE suck at grammar more than EYE already do?',\n",
       " '@115858, my new iPhone X was lost by @81 i need a new one! You guys don’t use fedex to ship do you? Wondering if i need a retail shop?',\n",
       " 'Is this like a national prank just like this current administration?! @AppleSupport https://t.co/tIvrDl2pW6',\n",
       " \"@AppleSupport I had my phone replaced @55545 G but speaker stopped working. In africa and can't  get near store. Still under warranty.\",\n",
       " '@AppleSupport Explain this on my iPhone X replacement? Screen burn in? https://t.co/0dTaNyaI3s',\n",
       " '@AppleSupport I had a cell where I converted CHF to GBP using B1=0.7766*A1 and it enforces CHF in the GBP cell despite setting to GBP… #fail',\n",
       " '@116333 @115858 @AppleSupport @116333 You guys are harassing customers, sold me a faulty handset and now harassing me in replacement. Horrible service support, feeling cheated after investing 90K🤬🤬🤬',\n",
       " '@AppleSupport The nearest Apple retail store is in Belfast Northern Ireland im an hour an a half away in the Republic',\n",
       " '@115858 thanks for the horrible camera it won’t even focus when trying to take a pic of the shoe tag for @25256',\n",
       " '@AppleSupport Tried all advice relating to iMac. Surely I shouldn’t need a new motherboard etc for late 2014 5k iMac?',\n",
       " '#Help, hubbie has dropped his phone in the toilet. Lost all photos of our baby being born only 13 days ago! @115858 #apple #iphone #newborn',\n",
       " 'Case and screen protector.screen still cracked. @115858 i need a new one fam.',\n",
       " '@279179 @115858 Tried to place a reorder and was told soonest they could get me the item I ordered was 7 days later. Then when I couldn’t get a straight answer and was clearly frustrated she laughed. Nice work @115858 @AppleSupport',\n",
       " '@AppleSupport hi, I was wondering if I could take my iPad charger in and get a new. My apple care doesn’t expire until April of 2018. Thanks',\n",
       " '@AppleSupport how can I️ make an appointment at the Carlsbad, CA Genius Bar?',\n",
       " 'Good to see @AppleSupport really on their A-Game today by refusing basic Australian Consumer Law entitlements.',\n",
       " 'Come on @115858 fix the capital i already. Y’all working out of a spaceship now at Apple park. Come on now. https://t.co/AQY494ck2y',\n",
       " '@AppleSupport  Your appear to have a javascript error on the buy iPhone 8 page: https://t.co/Hx8Ks0zKIy preventing purchase…',\n",
       " '@AppleSupport The newest one I have is from over a year ago, is that the one I’ll have to use?',\n",
       " 'Just bought a new #MacBookPro, and the battery life seems worse than the six-year-old MacBook Pro that I replaced. Is that normal? @AppleSupport',\n",
       " '@AppleSupport is there any way I can check if someone had an access to my laptop due #iamroot security issue?',\n",
       " 'I now read \"A [BOX]\" as I because that\\'s the kind of conditioning power @115858 has over me. #iOS11 #fail',\n",
       " '@AppleSupport why does my new series 3 watch look pink? I ordered gold and it’s not that at all! Help! https://t.co/RcgLkWiw2Q',\n",
       " '@AppleSupport so uhhh when are you guys going to fix this fluke with iPhones huh?',\n",
       " '@AppleSupport No no no... to add insult to injury. Your new and improved Sierra has just monumentally screwed up my portable harddrive!!!! I am livid with Apple right now!!!! This machine is going to the bin!!!!!!!!!',\n",
       " \"@AppleSupport I think it's a global issue, universities across the globe are using 'eduroam'and it isn't working. I have assignments due and I cant do\",\n",
       " 'I have been a Apple customer since the first iPhone. I love Apple but this store is making me think highly of taking my business and everyone i know else where. Very disrespectful false allegations were made against me and my wife. @115858 @AppleSupport https://t.co/hnfCSfAKez',\n",
       " '@115858 FIX THIS FUCKING “ I️ “ shit !!!! Y’all buggin me df out w dis shit',\n",
       " '.@AppleSupport can I store individual files in iCloud, as opposed to EVERYTHING? I need to free up space on my MacBook, but only want to put some large files in the cloud.',\n",
       " '@115858 @AppleSupport Hi Apple, will there be a smart battery case for iPhone X?',\n",
       " '@AppleSupport I don’t mean trim the length of the video. but the picture I want tocut parts of the picture fromthe video out just likehow you crop a photo',\n",
       " 'Hello @115858 can you help find an iphoneX that was ordered and now lost in Korea?',\n",
       " '@AppleSupport my iPhone 6s 16GB iOS11.0.3 - system taking up over 10GB!  Can’t be right.  Please advise!!',\n",
       " '@AppleSupport OK I should have asked it this way, does @115858 sell or recommend a VR set for said iMac?',\n",
       " '@115858 2/2. The headphones did not have any damage except for the cheaply made hook piece. I sent it become the headphones could not turn on. You want to charge me for something that’s not my fault. Without repair you sent back saying damaged.',\n",
       " 'Hey @115858 - I thought IOS 11.1.1 was meant to fix things? I’ve now got Chinese diary entries. #wtf #whatdoesitsay? https://t.co/OT5th5nIia',\n",
       " '@AppleSupport will Apple Pay Cash work between countries? I’d love to send some $$ to my lovely girlfriend @90857 in Canada from USA! Thanks!',\n",
       " '@AppleSupport I have an iPhone 6plus that has the multitouch error. What do I do now that stores no longer carry a replacement device?',\n",
       " '@AppleSupport my iphone phone display is a horrid grey on white that is hard to see and hurts my eyes. How can I change this?',\n",
       " '@AppleSupport I can’t find Disney junior in the App Store. Like the normal Disney Junior not the appisode one',\n",
       " '@AppleSupport One of my Macbook Pro (Retina Late 2013) feet has gone away and another one is wobbly.\\nIs there still any support without AppleCare, or do I have to fix it myself?',\n",
       " '@AppleSupport Could we do this tomorrow at 6pm? .. The AMA’zz are on at 8 and I’m in the middle of making meatballs n chorizo sausage (Hot n  sweet) w/rice 🍝🍷I truly appreciate all of your help! https://t.co/yHEYzxqItd',\n",
       " '@AppleSupport Yeah it does but my gripe is that it covers the middle (where most of the action is) why not put a little corner mixer like the image has',\n",
       " '@115858 HOW THE FUCK HAVE YOU NOT FIXED THIS YET! I️ Just don’t get it. Are you  just getting rub and tugs at HQ or something. https://t.co/7SHMcZqwnU',\n",
       " \"I've just realised my apple mac doesn't have a hashtag on the keypad!? @AppleSupport\",\n",
       " '@AppleSupport @176635 is there any official site to buy #Iphone through online site?',\n",
       " 'Hallo, yesterday I got email from “Service https://t.co/6CLtfVFvXU” they told i’ve purchase something. They also attach some document details of purchase (Gift Card). Whats should I do. Need u’r assist. Its it real? Cause i never buy something like that. Thx @AppleSupport @115858 https://t.co/zy9ed2K8Ul',\n",
       " \"The iPhone 11.0.3 update is wonderful @115858. I never wanted to pull up my phone's keyboard anyway. 10/10\",\n",
       " 'Just gave my I.T virus to my producer. What the hell is going on with our phones??? #iphone @115858 @AppleSupport',\n",
       " '@115858 get your shit together w/ these dam question marks . I’ve been a loyal customer since I️ was 18 (2011) . Don’t treat me this way !!!',\n",
       " 'Seriously fuck off @115858 i refuse to buy another mac charger for £65 again .What is this collapse ? Green gunk everywhere .f you all https://t.co/DwgnOgbZRf',\n",
       " 'My phone be dying so fast wtf??? Is there a way I can swap my battery out or sumn @115858',\n",
       " 'Okay @AppleSupport I need y’all to fix the frickn glitch w/ “I.T”',\n",
       " 'Dear Apple,\\nWhen are you planning on fixing our ‘I’ issue?! Thanks. @AppleSupport @115858 #iphoneproblems',\n",
       " '@AppleSupport my preorder for iPhone x says ‘delivers 3rd November’, does that mean it’ll arrive on that day or it gets shipped out then?',\n",
       " '@AppleSupport @115858 I still have it with me. Please help me get a replacement at the earliest.',\n",
       " '@AppleSupport No official word on iUP failure?  Could have just bought iPhone X for Launch day delivery vs iUP ordering system not working',\n",
       " \"@AppleSupport I have iphone 6+, after updating it gets empty so fast and doesn't work fluent anymore...Is there a possibility to change for a new one?\",\n",
       " '@AppleSupport @115948 @121574 Hi! So I preordered “reputation”, and it is still making me buy #CalIItWhatYouWant. Help? https://t.co/I1DvUctrhY',\n",
       " 'Does @AppleSupport support MacBook Pro Touch Bar battery replacement, and if it does, how much does it cost?',\n",
       " 'When your @115858 #iPhone screen comes away and you need a quick fix! #cableties #newphoneneeded #banklone https://t.co/TbodKFqfz9',\n",
       " '@115858 y’all smoking dick man this pose to be the best phone I️ can’t even use the letter I️ Wtf man',\n",
       " '@AppleSupport do you have a warranty on replacements? This replacement is about 3 months old and already broken. Original purchased 08/2016 https://t.co/JItDcYIGrb',\n",
       " 'Aight @115858 fuck up w/ the “❕” &amp; Super Mario coin boxes..\\nWhat “i” do..',\n",
       " 'iOS update has broken my phone, thanks @AppleSupport 🐍🐍🐍 I don’t want to buy a new phone',\n",
       " \"@AppleSupport Is it possible to look into that without using a computer? Because I currently don't have access to one.\",\n",
       " '@AppleSupport  Hi , when Apple will release the smart battery case for iphone 8 ?',\n",
       " '@AppleSupport Hi,the front of my Apple Watch is coming off. I’ve not dropped/cracked it, it’s like the face has been sliced.Is this common?What should I do? Thx',\n",
       " 'But also, hey @115858 @AppleSupport, I’ve had my phone for less than a year and the charging cable is ruined. How can I get a new one without paying full price? Just normal wear &amp; tear, nothing crazy',\n",
       " '@AppleSupport Question, is the 4K Apple TV backward compatible with a 1080p HD TV?  Would like to future proof if possible and buy the 4K.',\n",
       " '@AppleSupport The standard ones that came with the iPad - relatively new with no visible damage',\n",
       " '.@115858  if you don’t fix this glitch with the keyboard.... I️ got an old Motorola Razr in one of these drawers around here and I’m not scared to use I️t.',\n",
       " \"@AppleSupport Oh, sorry, of course. \\nI just asked if it's already possible to charge the #iPhone8 or #iPhoneX wireless? Or do we have to wait for an update?\",\n",
       " '@AppleSupport I’ve had my 10 for less than a day and I noticed the charging port is semi crooked. Just wanted to point that out',\n",
       " \"@115858 What did you do to my iPhone whit your latest update? One example? Apple pay is passing a card number I've never seen. =/\",\n",
       " '@115858 so upset from you people. I just came from Kansas City apple branch. They told you have to have social security number to reserve the new I phone X. And I am international student and want to get one.',\n",
       " '@AppleSupport Can i use european plug with 61W usb-c power adapter that i bought from US, without any voltage converter?',\n",
       " 'Why are @115858 trying to make me look silly? I want to say “it does” not “I.t does” and I want to write “Lorenza” not LORENZA 👎🏼 #iosupdate',\n",
       " 'BEWARE SOME FUCKERS ARE HACKING APPLE ID ACCOUNTS!!!! THEY JUST STOLE $35 FROM ME! @115858 @AppleSupport',\n",
       " '@AppleSupport any reason why buyers are not allowed to topup and exchange from iPhone 8 to iPhone 8+ even if it was newly bought &amp; unopened?',\n",
       " '@AppleSupport The screen picture also riding towards front. It is too busy 😬 with some images coming towards and some falling back. V. Unpleasant. 🙁',\n",
       " '@530436 @AppleSupport that real? looks suss with all the changes in formatting and bad grammar',\n",
       " 'Hey uhhh @115858 r u gonna fix the “i” problem yet',\n",
       " '@AppleSupport I’ve fell victim to the keyboard glitch. How can I️ fix this?',\n",
       " '@118721 @AppleSupport I pre-ordered the new Matthew Good.released today, But Only got 4 (pre-released) tracks',\n",
       " '@AppleSupport Ordered iPhoneX on pre-order day, your courier company (For UK) is not delivering &amp; blaming falsely. Can I DM full case?',\n",
       " '@AppleSupport why do MacBook Pro 💻 batteries expand and break for no reason? #newMacTime https://t.co/UMoaxYD93U',\n",
       " '@AppleSupport bought an official black case for my iPhone 7 from a retailer (Not apple direct) and no receipt and it’s cracked. Can I help?',\n",
       " '.@AppleSupport - my MacBook isn’t turning on &amp; the charger is blinking dim green &amp; orange, any suggestions? #MacBookPro #Apple',\n",
       " '@115858  thanks for the sludge your update has put in my perfectly good with separate headphone jack 6plus. #plannedobsolesence #youstink',\n",
       " 'Bufu ass phone l can’t type the letter that comes after h @115858 @AppleSupport',\n",
       " '@AppleSupport Clavier ralenti, applications lentes et batterie qui se vide beaucoup plus vite 2/2',\n",
       " '@AppleSupport Do the EU  Consumer Laws and the Sale of Goods Act which allows for a claim of  faulty goods in Ireland, 6 years after date of delivery come into play  (as it did when my previous Logic Board was replaced). 3 contd.',\n",
       " '@AppleSupport please help. Foriegn friend got tricked by @115858 store employee to get replacement for broken phone. Can’t return it now.',\n",
       " '@115858 Seriously?! I cannot hookup a HDMI monitor to a Mac Pro?! SERIOUSLY?!?!?\\n\\nWHAT THE FRAK IS WRONG WITH YOU @115858!!!!',\n",
       " 'Is anyone else having issues with the new apple update? @AppleSupport #batterydying #havetostaypluggedup',\n",
       " \"@AppleSupport My iPhone X was handed over to UPS 6 days ago, but is still in Asia! Per @UPSHelp, it was supposed to arrive today; I am going on vacation for the holidays tomorrow AM. I don't know what is going on with my shipment but I'm very concerned and mad. Please resolve!\",\n",
       " '@AppleSupport I put in the code they sent but got this. Help plz https://t.co/0i8pQsKa04',\n",
       " \"@115858 my #iPhoneX is a virgin phone; there's never been another iTunes Library and I'm loathe to go forward not knowing what's being replaced.\\n\\nDuring the initial setup, my iPhone X wanted access to my iCloud account, after which my iMac now views iPhone X as a foreign agent meh\",\n",
       " '@115858 @116333 I’m fed up of conflicting repair updates from your uk retailer @331101 can you help?',\n",
       " '@AppleSupport Hi How can i get help from Apple France for my ipad invoice? Thanks !',\n",
       " '@AppleSupport @AppleSupport the issue is I preordered #iPhoneX at 12:05am PT. Got e-mail saying I have \"reservation.\" Reservation not honored. Unfair :(',\n",
       " '@115858 wassup with this question mark box shit? I updated. 🗣🗣🗣 What more do you want from me?????',\n",
       " \"@115858 your employees at fairview mall just sold my mom an EMPTY otterbox. She's livid. Great Customer Service!\",\n",
       " \"@AppleSupport No.it didn't. Spkrs r nt dead, its jst dt it sounds vry low. Same issue has been there few mnths back. replaced the phone n again same prblm\",\n",
       " '@AppleSupport It’s ok already scheduled Genius Bar appointment for tomorrow (UK)',\n",
       " '@AppleSupport Hi, if I buy an I Phone from your Dubia official Apple store, will it work normal on a @118101 sim?',\n",
       " '@115858 do you have a price quote on getting a screen fixed for iPhone 7 Plus?',\n",
       " '@AppleSupport hey i can’t change my country unless I spend my credit but I only have $0.02, what do I do? I can’t purchase anything with it??',\n",
       " 'I JUST BOUGHT THE NEW IPHONE AND SHIPPED IT TO SAN DIEGO HELP ME @AppleSupport',\n",
       " 'Hey @AppleSupport why the hell does it take over 2 weeks to do a simple password change?',\n",
       " \"@115858 when you take delivery of your new broken iPhone 10 and they won't replace it , nice one 👍🏻\",\n",
       " 'Anyone else getting a bit annoyed I have to prove to my phone I’m not driving when I’m on a train? @115858 😩',\n",
       " \"@AppleSupport  any suggestions to fixing the fact that my MacBook keyboard is raising. It's physically swelling....\",\n",
       " 'Hey @AppleSupport how do I take advantage of the warrantee on the iPhone charger?',\n",
       " 'had my logic board &amp; battery &amp; magsafe charging bit replaced 6 months ago by @115858 for it all to break again 😩😩😩',\n",
       " '@115858 which is Indian model there are two iPhone x model. please help me',\n",
       " '@AppleSupport The edges of my #iPhone5S screen has become yellow while getting old: is there any recall campaign about it?',\n",
       " \"Bought a new MacBook Pro and the thing doesn't work half as well as my 5 year old MacBook Pro that has a broken logic board...why?😭 @115858\",\n",
       " \"@AppleSupport @AppleSupport where can I find an IPhone 6 Charger cable from retailers that doesn't break after 13 days of use?????\",\n",
       " '@AppleSupport yo, how much is it to replace a Mid 2014, 13 inch, retina MacBook Pro battery?',\n",
       " \"I just received my new #iphonex and it doesn't work!!!!!!! It's appalling to realize how accurate @117159 commercial is... I can't believe I waited 1 month for this! cc @115858 @AppleSupport https://t.co/sryfg6gXlA\",\n",
       " \"@AppleSupport Unfortunately my country isn't listed there but supports some of the band as listed there. What do I do now. I am desperate to buy it.\",\n",
       " '@AppleSupport Thank you so much. I have the iPhone 7 and have been debating getting the iPhone X.',\n",
       " 'Almost positive that dropping my MacBook should not cause it to spark and burn... @AppleSupport what do you think?',\n",
       " '@115858 @AppleSupport iPhone X has wireless charger in the box or need to buy separately ?',\n",
       " '@AppleSupport can you plug in an adaptor into an adaptor? ie. a USB to Ethernet into a USB-C Digital AV Multiport?',\n",
       " '@AppleSupport I guess you’re keen on losing Apple customers. Pixel is looking great, right about now.',\n",
       " \"hey @AppleSupport What's the deal with my #IUP reserving me an ATT #iPhoneX when I have sprint? https://t.co/fR7IusiY0Q\",\n",
       " '@115858 I️ really need this update fixed because my phone is being ass and Icant live like this.',\n",
       " '.@AppleSupport Boot Camp assistant forgets when it had partitioned Windows mounts, and so instead of modifying the partition, raises a complaint prompt :/',\n",
       " 'Dear @115858 @AppleSupport \\nMy mother-in-law will not be purchasing an iPhone and your system is preventing me from sharing videos with her',\n",
       " '@AppleSupport @AppleSupport hey there! Only a question, what’s the difference of the HEIF to JPEG format? Where i have a better quality? Please help me',\n",
       " \"@AppleSupport why does my phone serial number say it's for a product that's been replaced? And why is your chat not available?\",\n",
       " '@AppleSupport Hi. I meant the thanksgiving badge. The pass few special challenges show up right away but this one...',\n",
       " '@AppleSupport My iphone 7 plus got water inside as mistakenly fell in water 4 less thn a sec.Sud I expect help from Apple or comit suicide?',\n",
       " '@AppleSupport hello I would like to know why System takes up half of the space on my phone. https://t.co/9FUDRgtVXG',\n",
       " '@AppleSupport Sent from my wife’s iPhone.  I looks normal on her phone. https://t.co/gDEK0tpXhE',\n",
       " '@AppleSupport can u please fix the German voicetrack for ‚King Arthur - legend of the sword‘? German Language is simply missing?!',\n",
       " \"hi my iphone 5 back cam isn't working. it's always blurry. but when the subject is near it focuses, it's the only time that it is clear. HELP @115858 @AppleSupport\",\n",
       " '@AppleSupport Hey Apple. When Will Apple-Sim for the Apple watch series 3 be supported in the Netherlands? When will Vodafone support it????',\n",
       " 'Has Apple made any kind of announcement of when Apple Watches become “obsolete”? Is it 5 years like Mac?\\nCC @AppleSupport',\n",
       " \"@AppleSupport do y'all cover expanded or damanged batteries ruining screens?\",\n",
       " '@115858 why did my Apple Watch melt on the charger last night ? Do I get a free replacement ?',\n",
       " '@115858 Having a problem with my iPhone X. Want to make an appointment at the Genius Bar. Why is it so difficult to find the site to do this?',\n",
       " '@AppleSupport my iphone X order link from email conf takes me to a page indicating that my order does not belong to my acct! Help!!',\n",
       " '@104870 @AppleSupport Hi, is it possible to link my Hive lights/hub to Apple HomeKit?',\n",
       " '@115858 @59977 And this is a very sad succulent, not tapas. Definitely not edible, not even for a #vegan like me. https://t.co/LX6BNng6q1',\n",
       " '@AppleSupport apple. ones you get when you get a new phone.',\n",
       " '@AppleSupport Any way to block an Email adress from an iphone? (Using https://t.co/NIMWcDJ6SB)',\n",
       " '@AppleSupport I was told by the Apple store to buy a iPhone 8 Plus case for my iPhone 7 Plus but its slips up and down, Can I still buy iPhone 7 Plus cases as I’m not very happy with the quality of this.',\n",
       " '@AppleSupport @115858 ‘genius’ in Milton Keynes #AppleStore blamed this artefact on a brand new #iPhone on transit damage ‘abrasion’, no repair forthcoming on blatant factory defect. Can you assist with some sense here? https://t.co/ewGgYw4XoZ',\n",
       " 'With the iPhone Upgrade Program, when I’m upgrading, will the return box come separately, later, after the new phone arrives? @AppleSupport',\n",
       " '@AppleSupport If your update messes up my phone, am I getting a new one? Cos this is getting outta hand.',\n",
       " 'It’s sad that eye am now programmed to read “! ?” as “I” I’m so upset with you @115858',\n",
       " '@AppleSupport @115858 I have had a sadly terrible experience with the 2017 iPad Pro.\\n\\nThe Smart Connector is dying.\\n\\nBy a combination of Apple Store Trips, Apple Support App chats, and phone calls. Apples has sent me 3 Smart Keyboards and 1 iPad Pro.',\n",
       " '@115858 @AppleSupport y’all need to fix my phone or give me a new one. This update messed my shit up and I’m highly upset 😡😡',\n",
       " '@AppleSupport my iPhone X just dialed 911 by itself when my phone was in the holster on my waist.',\n",
       " \"@AppleSupport I'm looking to buy the iPhone 7plus  but then the 8plus looks intriguing to me. What is the difference between the two phones?\",\n",
       " '@AppleSupport Beyond frustrated that the glass back on my iPhone 8 has cracked. I didn’t even drop it and it’s always had a case on it. You all swore to us that it was durable but clearly that isn’t the case.',\n",
       " 'Why the hell emoji’s poppin up as a question mark in a box? 🤔 @115858',\n",
       " '@AppleSupport my friend bought from iPhone 6 32gb from @132444 mall but as he uses it gives him headache and his ear gets sensation. This is bad quality handset from apple. Attached is bill of the handset https://t.co/BU533ttUzI',\n",
       " '@AppleSupport an you pls explain why we’re all dealing with “I” auto-correcting to the question mark and an exclamation point? https://t.co/A65BFjW2tA',\n",
       " \"@AppleSupport Got it all taken care of thanks I'm all set !\",\n",
       " 'Gave in and finally updated my phone and now it’s a literal turd. Thanks @115858 I get it you want me to buy the new phone now.',\n",
       " '@AppleSupport I wanna buy laptop Apple how price']"
      ]
     },
     "execution_count": 109,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Seeing the real data for an intent\n",
    "intent_name = 'lost_replace'\n",
    "view = processed.iloc[intent_indexes[intent_name]]['Real Inbound']\n",
    "[*view]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Intent Bucket Evaluation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 169,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Storing word rank table dataframes in this dict\n",
    "wordranks = {}\n",
    "\n",
    "# For visualizing top 10\n",
    "def top10_bagofwords(data, output_name, title):\n",
    "    ''' Taking as input the data and plots the top 10 words based on counts in this text data'''\n",
    "    bagofwords = CountVectorizer()\n",
    "    # Output will be a sparse matrix\n",
    "    inbound = bagofwords.fit_transform(data)\n",
    "    # Inspecting of often contractions and colloquial language is used\n",
    "    word_counts = np.array(np.sum(inbound, axis=0)).reshape((-1,))\n",
    "    words = np.array(bagofwords.get_feature_names())\n",
    "    words_df = pd.DataFrame({\"word\":words, \n",
    "                             \"count\":word_counts})\n",
    "    words_rank = words_df.sort_values(by=\"count\", ascending=False)\n",
    "    wordranks[output_name] = words_rank\n",
    "    # words_rank.to_csv('words_rank.csv') # Storing it in a csv so I can inspect and go through it myself\n",
    "    # Visualizing top 10 words\n",
    "    plt.figure(figsize=(12,6))\n",
    "    sns.barplot(words_rank['word'][:10], words_rank['count'][:10].astype(str), palette = 'inferno')\n",
    "    plt.title(title)\n",
    "    \n",
    "    # Saving\n",
    "    plt.savefig(f'visualizations/next_ver/{output_name}.png')\n",
    "    \n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 179,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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wNUI1AAAAYBGhGgAAALCIUA0AAABYRKgGAAAALCJUAwAAABYRqgEAAACLCNUAAACARYRqAAAAwCJCNQAAAGARoRoAAACwyNOVJ4+OjtY333wjSWrVqpXGjBmj8PBwxcXFqUSJEpKkYcOGqX379tq7d68iIiKUlpamhg0bauLEifL0dGl5AAAAQL5wWWqNjY3Vxo0btWTJEtlsNj377LP69ttvFR8fr3nz5snX1zfH/qNHj9akSZNUv359jRs3TjExMerXr5+rygMAAADyjcuWf/j4+Gjs2LEqVqyYihYtKj8/P/3+++/6/fffNW7cOAUFBWn69OlyOBw6duyY0tPTVb9+fUlSSEiIVq5c6arSAAAAgHzlspnqGjVqOP9OSEjQN998o/nz52vbtm0aP368SpcurSFDhmjhwoWqUaOGfHx8nPv7+PgoKSkp1zlTUlKUkpKSoy0xMdFVXQAAAADyxOWLlg8cOKAhQ4ZozJgxevDBBzVz5kznbQMHDtTSpUvl5+cnm83mbDfG5Ni+ZM6cOYqOjnZ1yQAAAMBNcWmojouL04gRIzRu3Dh16dJF+/fvV0JCgjp27CjpYnj29PRU+fLllZyc7Dzu5MmTudZcS1JYWJiCg4NztCUmJqp///6u7AYAAADwp1wWqo8fP66hQ4dq2rRp8vf3l3QxRE+ZMkVNmzZVyZIl9fnnnys4OFiVKlWSl5eX4uLi1KBBAy1btkwBAQG5zunt7S1vb29XlQwAAADcEpeF6tmzZysjI0NTp051tvXp00eDBw9W3759lZ2drQ4dOqhr166SpKioKEVGRio1NVV16tRRaGioq0oDAAAA8pXNGGPcXYQVR48eVdu2bbVmzRpVrlz5mvuUL1u/gKtyrcTTO91dAgAAwF/On+VOrqgIAAAAWESoBgAAACwiVAMAAAAWEaoBAAAAiwjVAAAAgEWEagAAAMAiQjUAAABgEaEaAAAAsIhQ/ReSkZ7p7hLy3Z3YJwAAUPi47DLluP14FS+mZj593V1GvopN/szdJQAAADBTDQAAAFhFqAYAAAAsIlQDAAAAFhGqAQAAAIsI1QAAAIBFhGoAAADAIkI1AAAAYBGhGgAAALCIUA0AAABYRKgGAAAALCJUAwAAABYRqgEAAACLCNUAAACARYRqAAAAwCJCNQAAAGARoRoAAACwiFANAAAAWESoBgAAACwiVAMAAAAWEaoBAAAAiwjVAAAAgEWEagAAAMAiQjUAAABgEaEaAAAAsIhQDQAAAFhEqAYAAAAsIlQDAAAAFhGqAQAAAIsI1QAAAIBFhGoAAADAIkI1AAAAYBGhGgAAALCIUA0AAABYRKgGAAAALCJUAwAAABYRqgEAAACLCNUAAACARYRqAAAAwCJCNQAAAGARoRoAAACwyKWhOjo6Wl26dFGXLl305ptvSpJiY2MVFBSkDh06aNq0ac599+7dq5CQEHXs2FERERHKzs52ZWkAAABAvnFZqI6NjdXGjRu1ZMkSLV26VD/++KNWrFihcePG6d///re+/vprxcfHa/369ZKk0aNH65VXXtGqVatkjFFMTIyrSgMAAADylctCtY+Pj8aOHatixYqpaNGi8vPzU0JCgqpWraoqVarI09NTQUFBWrlypY4dO6b09HTVr19fkhQSEqKVK1e6qjQAAAAgX3m66sQ1atRw/p2QkKBvvvlGAwYMkI+Pj7Pd19dXSUlJOnHiRI52Hx8fJSUl5TpnSkqKUlJScrQlJia6oHoAAAAg71wWqi85cOCAhgwZojFjxsjDw0MJCQnO24wxstlscjgcstlsudqvNmfOHEVHR7u6ZAAAAOCmuDRUx8XFacSIERo3bpy6dOmibdu2KTk52Xl7cnKyfH19Vb58+RztJ0+elK+vb67zhYWFKTg4OEdbYmKi+vfv77pOAAAAADfgslB9/PhxDR06VNOmTZO/v78kqV69ejp06JAOHz6sypUra8WKFerZs6cqVaokLy8vxcXFqUGDBlq2bJkCAgJyndPb21ve3t6uKhkAAAC4JS4L1bNnz1ZGRoamTp3qbOvTp4+mTp2q4cOHKyMjQ61atVKnTp0kSVFRUYqMjFRqaqrq1Kmj0NBQV5UGAAAA5CuXherIyEhFRkZe87Yvv/wyV1vt2rW1cOFCV5UDAAAAuAxXVAQAAAAsIlQDAAAAFhGqAQAAAIsI1QAAAIBFhGoAAADAIkI1AAAAYBGhGgAAALCIUA0AAABYRKgGAAAALCJUAwAAABYRqgEAAACLCNUAAACARYRqAAAAwCJCNQAAAGARoRoAAACwiFANAAAAWESoBgAAACwiVAMAAAAWEaoBAAAAiwjVAAAAgEWEagAAAMAiQjUAAABgEaEaAAAAsIhQDQAAAFhEqMZfUmZ6lrtLyHd3Yp8AACgsPN1dAOAOxYoXVZ+qz7q7jHz1f4c/cncJAAD8ZTFTDQAAAFhEqAYAAAAsIlQDAAAAFhGqAQAAAIsI1QAAAIBFhGoAAADAIkI18BeXlXHn/b71rfYp+w4cizuxTwBwO+J3qoG/uKJeRTXu0cHuLiNfTdn9wS0d5+lVVB+2eiafq3GvQetnu7sEAPhLYKYaAAAAsIhQDQAAAFhEqAYAAAAsIlQDAAAAFhGqAQAAAIsI1QAAAIBFhGoAAADAIkI1AAAAYBGhGgAAALCIUA0AAABYRKgGAAAALCJUAwAAABYRqgEAudgzM91dQr67E/sE4Pbh6e4CAAC3H49ixfRtz77uLiNftV/0mbtLAHAHY6YaAAAAsIhQDQDAn3Bk3XnLRu7EPgHu5tLlH6mpqerTp4/ef/99Va5cWeHh4YqLi1OJEiUkScOGDVP79u21d+9eRUREKC0tTQ0bNtTEiRPl6cnKFACA+xUpWkw7/9HR3WXkq/rvrXJ3CcAdx2Uz1bt27VLfvn2VkJDgbIuPj9e8efO0bNkyLVu2TO3bt5ckjR49Wq+88opWrVolY4xiYmJcVRYAAACQ71wWqmNiYjR+/Hj5+vpKki5cuKDff/9d48aNU1BQkKZPny6Hw6Fjx44pPT1d9evXlySFhIRo5cqV1zxnSkqKjh49muO/xMREV3UBAAAAyJM8rbFISkrSfffdl6Pt4MGDql69+nWPmTx5co7tkydPqmnTpho/frxKly6tIUOGaOHChapRo4Z8fHyc+/n4+CgpKema55wzZ46io6PzUjIAAMhHjuwMFfH0cncZ+e5O7RcK3p+G6jNnzkiSBg0apLlz58oYI0nKzs7WsGHDrjujfC1VqlTRzJkzndsDBw7U0qVL5efnJ5vN5mw3xuTYvlJYWJiCg4NztCUmJqp///55rgMAANy8Ip5eOjD5UXeXke9qROx2dwm4Q/xpqH7xxRe1adMmSVKTJk0uH+TpqY4db+5LG/v371dCQoLzOGOMPD09Vb58eSUnJzv3O3nypHPJyNW8vb3l7e19U/cLAAAAuNqfhurZs2dLksLDw/X6669buiNjjKZMmaKmTZuqZMmS+vzzzxUcHKxKlSrJy8tLcXFxatCggZYtW6aAgABL9wUAAAAUpDytqX799dd17NgxnT171rkERJLq1KmT5zuqXbu2Bg8erL59+yo7O1sdOnRQ165dJUlRUVGKjIxUamqq6tSpo9DQ0JvsBgAAAOA+eQrV06dP1+zZs1WuXDlnm81m05o1a2547Nq1a51/9+/f/5rrn2vXrq2FCxfmpRQAAADgtpOnUL106VKtXr061y+AAAAAAMjj71RXqFCBQA0AAABcR55mqv39/fXmm2+qbdu2Kl68uLP9ZtZUAwAAAHeqPIXqxYsXS1KO36XO65pqAAAA4E6Xp1B95ZcNAQAAAOSUp1D9ySefXLP973//e74WAwAAABRGeQrVP//8s/PvzMxMbd++Xf7+/i4rCgAAAChM8nzxlyslJSUpIiLCJQUBAAAAhU2eflLvavfdd5+OHTuW37UAAAAAhdJNr6k2xig+Pj7H1RUBAACAv7KbXlMtXbwYzJgxY1xSEAAAAFDY3NSa6mPHjik7O1tVq1Z1aVEAAABAYZKnUH348GH9v//3/3TixAk5HA6VLVtWs2bNkp+fn6vrAwAAAG57efqi4quvvqpnn31W27dvV1xcnP7xj39o4sSJrq4NAAAAKBTyFKr/+OMPBQcHO7d79uyp06dPu6woAAAAoDDJU6i22+06c+aMc/vUqVMuKwgAAAAobPK0pnrAgAHq3bu3OnfuLJvNpq+//lphYWGurg0AAAAoFPI0U92qVStJUlZWln755RclJSWpffv2Li0MAAAAKCzyNFM9duxY9e/fX6GhocrIyNBnn32mcePG6cMPP3R1fQAAAMBtL08z1adPn1ZoaKgkycvLS0899ZSSk5NdWhgAAABQWOT5i4pJSUnO7ZMnT8oY47KiAAAAgMIkT8s/nnrqKfXo0UMtW7aUzWZTbGwslykHAAAA/n95CtW9evVS3bp1tWXLFnl4eOiZZ55RzZo1XV0bAAAAUCjkKVRLUu3atVW7dm1X1gIAAAAUSnlaUw0AAADg+gjVAAAAgEWEagAAAMAiQjUAAABgEaEaAAAAsIhQDQAAAFhEqAYAAAAsIlQDAAAAFhGqAQAAboLDnuHuElziVvplHFkuqMT9bqVfeb6iIgAAAKQiHl5KmP+Yu8vId9X6/3DTx9iKFNXhuKddUI17VW3w8U0fw0w1AAAAYBGhGgAAALCIUA0AAABYRKgGAAAALCJUAwAAABYRqgEAAACLCNUAAACARYRqAAAAwCJCNQAAAGARoRoAAACwiFANAAAAWESoBgAAACwiVAMAAAAWEaoBAAAAiwjVAAAAgEUuDdWpqanq2rWrjh49KkmKjY1VUFCQOnTooGnTpjn327t3r0JCQtSxY0dFREQoOzvblWUBAAAA+cploXrXrl3q27evEhISJEnp6ekaN26c/v3vf+vrr79WfHy81q9fL0kaPXq0XnnlFa1atUrGGMXExLiqLAAAACDfuSxUx8TEaPz48fL19ZUk7d69W1WrVlWVKlXk6empoKAgrVy5UseOHVN6errq168vSQoJCdHKlStdVRYAAACQ7zxddeLJkyfn2D5x4oR8fHyc276+vkpKSsrV7uPjo6SkpGueMyUlRSkpKTnaEhMT87FqAAAA4Oa5LFRfzeFwyGazObeNMbLZbNdtv5Y5c+YoOjra5bUCAAAAN6PAQnX58uWVnJzs3E5OTpavr2+u9pMnTzqXjFwtLCxMwcHBOdoSExPVv39/1xQNAAAA5EGBhep69erp0KFDOnz4sCpXrqwVK1aoZ8+eqlSpkry8vBQXF6cGDRpo2bJlCggIuOY5vL295e3tXVAlAwAAAHlSYKHay8tLU6dO1fDhw5WRkaFWrVqpU6dOkqSoqChFRkYqNTVVderUUWhoaEGVBQAAAFjm8lC9du1a59/+/v768ssvc+1Tu3ZtLVy40NWlAAAAAC7BFRUBAAAAiwjVAAAAgEWEagAAAMAiQjUAAABgEaEaAAAAsIhQDQAAAFhEqAYAAAAsIlQDAAAAFhGqAQAAAIsI1QAAAIBFhGoAAADAIkI1AAAAYBGhGgAAALCIUA0AAABYRKgGAAAALCJUAwAAABYRqgEAAACLCNUAAACARYRqAAAAwCJCNQAAAGARoRoAAACwiFANAAAAWESoBgAAACwiVAMAAAAWEaoBAAAAiwjVAAAAgEWEagAAAMAiQjUAAABgEaEaAAAAsIhQDQAAAFhEqAYAAAAsIlQDAAAAFhGqAQAAAIsI1QAAAIBFhGoAAADAIkI1AAAAYBGhGgAAALCIUA0AAABYRKgGAAAALCJUAwAAABYRqgEAAACLCNUAAACARYRqAAAAwCJCNQAAAGARoRoAAACwiFANAAAAWESoBgAAACwiVAMAAAAWEaoBAAAAiwjVAAAAgEWe7rjTgQMH6tSpU/L0vHj3r776qtLS0vT6668rIyNDnTt31vPPP++O0gAAAICbVuCh2hijhIQEfffdd85QnZ6erk6dOmnu3LmqUKGChgwZovXr16tVq1YFXR4AAABw0wo8VP/666+SpKefflpnzpzRk08+qZo1a6pq1aqqUqWKJCkoKEgrV64kVAMAAKBQKPBQnZKSIn9/f9ZT2FkAABbgSURBVL388svKyspSaGionn32Wfn4+Dj38fX1VVJS0jWPTUlJydGWmJjo8poBAACAP1Pgofqxxx7TY4895tzu1auXpk+frgYNGjjbjDGy2Wy5jp0zZ46io6MLpE4AAAAgrwo8VO/YsUNZWVny9/eXdDFAV6pUScnJyc59kpOT5evrm+vYsLAwBQcH52hLTExU//79XVs0AAAA8CcK/Cf1zp07pzfffFMZGRlKTU3VkiVL9MILL+jQoUM6fPiw7Ha7VqxYoYCAgFzHent7q3Llyjn+K1++fEF3AQAAAMihwGeqAwMDtWvXLvXo0UMOh0P9+vXTY489pqlTp2r48OHKyMhQq1at1KlTp4IuDQAAALglbvmd6pEjR2rkyJE52vz9/fXll1+6oxwAAADAEq6oCAAAAFhEqAYAAAAsIlQDAAAAFhGqAQAAAIsI1QAAAIBFhGoAAADAIkI1AAAAYBGhGgAAALCIUA0AAABYRKgGAAAALCJUAwAAABYRqgEAAACLCNUAAACARYRqAAAAwCJCNQAAAGARoRoAAACwiFANAAAAWESoBgAAACwiVAMAAAAWEaoBAAAAiwjVAAAAgEWEagAAAMAiQjUAAABgEaEaAAAAsIhQDQAAAFhEqAYAAAAsIlQDAAAAFhGqAQAAAIsI1QAAAIBFhGoAAADAIkI1AAAAYBGhGgAAALCIUA0AAABYRKgGAAAALCJUAwAAABYRqgEAAACLCNUAAACARYRqAAAAwCJCNQAAAGARoRoAAACwiFANAAAAWESoBgAAACwiVAMAAAAWEaoBAAAAiwjVAAAAgEWEagAAAMAiQjUAAABgEaEaAAAAsIhQDQAAAFh0W4Xq5cuX629/+5s6dOig+fPnu7scAAAAIE883V3AJUlJSZo2bZoWL16sYsWKqU+fPmrSpImqV6/u7tIAAACAP3XbzFTHxsaqadOmKlOmjEqWLKmOHTtq5cqV7i4LAAAAuKHbZqb6xIkT8vHxcW77+vpq9+7dOfZJSUlRSkpKjrZjx45JkhITE697blsRRz5W6n5Hjx695WPtRTLysRL3szIWGbb0fKzE/ayMRZphLC45m81YXPJHJu8Xl5y4kJWPlbjfrY5FUqrJ50rcr8QtjkXimTsrW0iS562ORfKd9b4pSR7XGYtLedNut+e6zWaMuS1eIe+9954yMjI0cuRISVJMTIzi4+P16quvOveZMWOGoqOj3VUiAAAAoPnz56thw4Y52m6bmery5ctrx44dzu3k5GT5+vrm2CcsLEzBwcE52jIzM3XkyBFVq1ZNHh4eBVLrtSQmJqp///6aP3++ypcv77Y6bgeMxUWMw2WMxWWMxWWMxWWMxWWMxWWMxWW3y1jY7XYlJyerbt26uW67bUJ1s2bNNGPGDJ06dUolSpTQ6tWr9dprr+XYx9vbW97e3rmOffDBBwuqzBsqX768Kleu7O4ybguMxUWMw2WMxWWMxWWMxWWMxWWMxWWMxWW3w1hUrVr1mu23Tai+77779Pzzzys0NFRZWVnq1auXHn30UXeXBQAAANzQbROqJSkoKEhBQUHuLgMAAAC4KbfNT+oBAAAAhZXHhAkTJri7iDuFl5eXmjRpIi8vL3eX4naMxUWMw2WMxWWMxWWMxWWMxWWMxWWMxWW3+1jcNj+pBwAAABRWLP8AAAAALCJUAwAAABYRql0oPDzceRn1v7o2bdpYukRwYbJnzx5FRETkaDt69KjatGnjporubAMHDtTWrVvdXUa+i4iI0J49e7R161YNHDjQ3eXcEp73BSsmJkYrVqxwdxk35dy5cxo6dKi7y0AhdjtlLUK1C23dulUsWf/reeSRRzR58mR3l4FCbvLkyXrkkUfcXQYKke+//16ZmZnuLuOmnD17Vnv37nV3GSjEbqesdVv9TnVh8Pbbb2vVqlUqW7asfHx81KZNGxUpUkRz5syRw+FQnTp1NH78eM2ZM0cnTpzQ4MGDNX/+fJUtW9bdpd+S7OxsTZgwQQcOHNDJkydVq1Ytvfjiixo5cqQefPBBHTx4UBUrVtRbb72lMmXKyN/fX+3bt9cPP/ygu+66S1FRUTmufGS32/Xmm29q27ZtstvtCgkJ0VNPPeW+DrrA1q1bFR0drfDwcOeMde3atd1cVd5t3bpV//73v+Xp6amjR4/q0Ucf1eTJkzVz5kxt3rxZZ8+ela+vr6ZNm6a7775b48aN04EDByRJ/fr105NPPqnly5fro48+koeHhypXrqy33npLvXr10r/+9S/5+fnpxRdfVKlSpTRx4kT98MMPeu+99/TBBx/o/fff15dffikPDw81b95co0eP1vHjx/Xss8+qbNmyKl68uGbNmqWIiAjFx8erUqVKOn36tJtH7KIPPvhA33zzjex2u1q0aKG+fftq2LBhztfJww8/rMcee0xLlizR2bNnNXPmTPn5+embb77RJ598ovT0dGVmZmrKlCl6/PHHNXDgQA0bNszd3cqzaz1v/vGPfyg9PV3PP/+8Dhw4IG9vb82cOVNly5bVd999p3/9619yOByqUqWKXn31Vd17771q06aNunXrpo0bN+rChQt64403VLduXR0+fFgTJkzQmTNnVLx4cb388st6+OGH3d3ta75HvvPOO/q///s/ffbZZ/Lw8FBgYKBGjx6tY8eOKTw8XKdOnVLx4sU1adIk1a5dW4sWLdInn3wim82mOnXq6OWXX9Zdd92lWrVqaf/+/ZKkxYsXa9u2bZo6deo1xyglJUVr167Vli1b5OPjo5YtW7p5ZPJm0qRJOnHihIYOHapffvnF+TrPyMjQ0KFD1bx5cxlj1LFjR82dO1f33Xefu0vOd8YYRUVF6b///a88PDzUu3dvPfTQQ5o2bZrS09OVkpKi8PBwtWvXTmPHjlWpUqX0448/KikpSUOHDlXPnj3d3YV8tXXrVs2aNUvFixfXL7/8olq1aikqKkrLly/P9TqZP3/+7ZW1DPJszZo1pm/fviYjI8OcOXPGBAYGmnnz5pm+ffua9PR0Y4wxUVFRZubMmcYYYwIDA82RI0fcWbJl27ZtMxMmTDDGGGO3282AAQPM7NmzTc2aNc2WLVuMMca8/vrr5rXXXjPGGFOzZk2zePFiY4wx//nPf8yQIUOMMZfHYsGCBWbKlCnGGGMyMjLMgAEDzPbt2wu6Wy61ZcsWM2DAANO1a1ezceNGY4wx0dHRJjAw0M2V5c2WLVvMI488Yn755RfjcDjM8OHDzQcffGCGDRtm7Ha7McaY0aNHm9mzZ5utW7eaQYMGGWOMSUxMNKNHjzbGGNOmTRtz8uRJY4wxU6dONT/99JN56623zNy5c40xxnTt2tV07drVGGPMu+++a+bPn2/WrVtnnnjiCXP+/HmTlZVlnnvuOTNv3jxz5MgRU7NmTedr6aOPPjKjRo0yxhhz6NAh88gjjzifi+6yfv16M3z4cJOdnW3sdrt54YUXzMyZM02tWrXMjz/+aOx2u2nXrp2JiooyxhgzY8YMM3nyZGO3201oaKj5448/jDHGfPHFF87XzIABA8yWLVucz6fb3bWeNx9//LGpVauW2bVrlzHGmOHDh5t58+aZkydPmhYtWjgf0w8//NAMHz7cGHPxveKTTz4xxlx8Dxk2bJgxxpjevXubH3/80RhjzIEDB0yHDh0KuIfXdq33yFmzZpn27dublJQUk5WVZcLCwsyePXvMoEGDzLx584wxxqxbt86MGDHC7Nu3z7Rr186cOnXKGGPMhAkTzNSpU40xF99PL1m0aJF56aWXjDHXH6OXXnrJLFq0qED6nV+OHDni/Pfhytf5woULne8n27ZtM88884w7y3Spr7/+2vTp08dkZGSY1NRU061bNxMWFmYOHjxojDEmNjbW+X750ksvmaFDhxqHw2H27dtnGjdu7M7SXWLLli2mfv365vjx48Zut5uePXua//znP9d9ndxOWYuZ6psQGxurzp07q1ixYipWrJjatWsnY4wOHz6sJ598UpKUlZV1W8ye5JdGjRqpTJkymj9/vn799VclJCTo/Pnzqlatmpo0aSJJ6tGjh0aNGiXp4m9I9ujRQ5IUHBysd955J8f5Nm/erL1792rLli2SpPPnz2v//v1q2LBhAfbK9U6fPq3k5GQ1b95ckhQSEqJFixa5uaq8a9SokR588EFJUvfu3RUTE6OXX35ZX3zxhQ4dOqSdO3fq/vvvV40aNXTo0CE988wzCggI0JgxYyRJgYGB6tu3r9q1a6eOHTvqoYceUmpqqj799FM1bdpU1atX16+//qo//vhDGzZs0PTp0zV37lx16dJFJUqUkCT17NlTS5cuVatWrVSuXDnnJx7btm1T7969JUnVqlXTY4895oYRymnz5s3avXu3QkJCJEnp6ekyxujee+91vh+UL19e/v7+kqSKFSvq6NGjKlKkiGbOnKm1a9fq0KFD2rZtm4oUKbyr8q71vPH19dWjjz4qSapevbpOnz6t3bt369FHH3U+pr1799YHH3zgPM+lWdYaNWpo9erVSktLU3x8vMLDw537nD9/XqdPn3b7zNS13iObNGmiwMBAlS5dWpL06aefSpK2b9/ufE9s1aqVWrVqpXnz5ikwMNDZj969e+fo5/VcPUZ3gitf5507d9a0adN0/vx5LVmyxPnauhNt3749R7ZYtmyZMjIy9N1332nlypXatWuX0tLSnPs3b95cNptNNWvW1JkzZ9xYuevUqFFD5cuXlyT5+fnp7Nmzt/Q6KWiE6ptQpEgRORyOHG12u12dO3dWZGSkJCktLU12u90d5bnEmjVrNH36dIWGhiokJESnT59WxYoV5el5+aljjJGHh4eki2Nks9kkSQ6Hw9l+id1u1+jRo9WhQwdJ0qlTp3TXXXcVUG8Kjs1my7HG6+pxuN1dWa8xRjabTc8884yeeuopdezYUUWKFJExRmXLltVXX32lTZs2af369QoODtZXX32lyMhI7du3T+vXr9fo0aM1bNgwdenSRWPHjlVsbKwaN26scuXKaeXKlcrOzlbFihVzvbakix+tS1Lx4sWdbVeP7ZXPRXex2+0KCwvT3//+d0lSSkqKEhMTtXPnzhz7Xf08SEtLU69evdStWzc1atRItWrV0vz58wus7vx29fPGw8Mjx+Nz6bG7+rE2xjgfa0nOCztc+V5yKWxckpiYqDJlyrikHzfjWu+RpUuXVmpqqnOfpKQklShRItf75i+//HLDsbj0+ruyTco9RneCK1/nJUuWVEBAgFatWqUtW7Zo/PjxbqzMtTw9PXM8jkePHtU///lPNWnSRE2aNJG/v79z4kq6Mx/7q115cRebzSZvb2+lpKQ4265+ndwuCu+UiBs0a9ZMq1evVmZmplJTU7Vu3TqdO3dO3377rf744w8ZYzRhwgTNmTNH0sV/YAp7wN68ebM6d+6snj17ytvbW1u3bpXdbtehQ4ecXy5ZtGiRAgICJEkXLlzQ2rVrJV1cA3ip/ZKmTZsqJiZGWVlZSktLU79+/XIFjztBmTJlVLFiRa1bt06SCt038uPi4pSUlCSHw6GlS5fq8ccfV+PGjdW3b19Vq1ZN69atk91u15o1azR69Gi1bt1akZGRKlmypI4fP64OHTqobNmyGjJkiLp37669e/fK09NTjz76qObOnavGjRuradOmev/999WqVStJF58bX331ldLT05Wdna1FixapadOmuWrz9/fX8uXL5XA4dOzYMX3//fcFPTy5NG3aVMuWLVNaWpqys7M1dOhQxcfH3/C4hIQE2Ww2Pffcc2rSpIm+/fbbQv2ecfXz5urX/yX16tXTrl27nL8I9Pnnnzs/+bqW0qVLq1q1as5QvWnTJvXv3z//O3ALrvceuX79eufz4cUXX1R8fLwaNmyor776StLFTz5ffvllNW7cWGvXrnXOOMbExDjHomzZsjpw4ICMMc731T9TGP/N8fT0vG446tmzp6ZNm6aWLVvetlfQyw+NGjXS6tWrlZWVpQsXLuiZZ57RgQMH9M9//lMBAQFas2ZNoXtcXeF6r5Pb6Xnv/imeQqR169b64YcfFBwcrLvvvlu+vr568MEHNWzYMIWFhcnhcOihhx7S4MGDnfsPHjxYH330kapUqeLm6m/NE088oVGjRumrr75S0aJF9fjjj2vr1q26++67NX36dP3222+qVauWJk2a5Dxm5cqVmjZtmnx9ffXGG2/kOF+fPn10+PBhBQcHKzs7WyEhIX/6j2lh9tZbbyk8PFz/+te/VL9+fXeXc1N8fX01ZswYJSUlqXnz5urevbuGDRumoKAgSVLdunV19OhRDR06VKtXr1aXLl3k5eWlbt26qVatWhoxYoSefvppeXl5qVy5cpo6daqkix95b9++XX5+fvLx8dEff/yh1q1bS7q4ZGTv3r3q2bOnsrOz1aJFCw0YMECJiYk5auvXr58OHDigzp07q1KlSqpZs2aBjs21tGnTRvv27dOTTz4pu92uli1bqlGjRjc8rnbt2nrooYfUuXNn2Ww2tWjRQnFxcQVQsWtc/bxp1qxZjmUdl9x777169dVXNWzYMGVlZalixYo3/MWct956SxMmTNBHH32kokWLatq0abfFTN213iPPnj2rAQMGqE+fPnI4HGrfvr2aNWumBx54QJGRkVqwYIFKlCihSZMmqXr16hoyZIgGDhyorKws1alTRxMnTpQkvfjii3ruued07733qkGDBjf8Um6zZs30zjvvqHTp0urUqVNBdN+ycuXKqWLFitf8KL9Bgway2Wx33Bfxrta+fXvFx8crJCREDodDYWFhOnz4sLp06SJPT081bdpU6enpOn/+vLtLdZtSpUpd93VyO2UtLlN+E3744QclJCQoODhYWVlZ6t27t6ZMmVKoftkhPxw9elShoaHXnDm58tvqKJwu/XrJ3Llz3V0KChGeN8hPxhj9/PPPeumll7R06VJ3lwPkCTPVN+GBBx5QdHS0PvnkExlj1KNHj79coAYAwNXmzJmjjz76SO+++667SwHyjJlqAAAAwCK+qAgAAABYRKgGAAAALCJUAwAAABYRqgEA13Xq1CnVqlXL3WUAwG2PUA0AAABYxE/qAcAdoHv37ho7dqz8/f21YsUKhYeHa/v27SpevLgiIiJUs2ZN7dmzR/v27ZPNZlPLli31wgsvyNPTU3Xr1lXbtm21b98+RUVF6fjx45o2bZpKlCihunXrurtrAFAoMFMNAHeA9u3ba8OGDZKk//3vf7r77ru1Y8cOGWO0fv16bdiwQWXKlNHy5cu1aNEi7d+/Xx9//LEkKSsrS4GBgVq1apUqVKigcePGacaMGVq8eLEqVarkzm4BQKFBqAaAO8ClUG2M0Y4dO/TUU09p06ZN2rlzp+6//3799NNPGjBggGw2m4oVK6Y+ffo4Q7gkNWzYUJIUFxenmjVrqnr16pKk3r17u6U/AFDYEKoB4A5Qq1YtZWVlac2aNapWrZoCAwO1adMmrV27Vh07dpTD4ZDNZnPu73A4lJ2d7dwuWbKk8+8rrwnm6ckqQQDIC0I1ANwh2rVrp7ffflvNmzeXn5+fUlNTtXz5cnXo0EEtWrTQvHnzZIxRZmamYmJi1KxZs1znaNSokQ4ePKh9+/ZJkhYvXlzQ3QCAQolQDQB3iPbt2+vXX391huVmzZrJx8dHFSpUUGRkpE6dOqWgoCAFBQXpgQce0HPPPZfrHPfcc4+ioqI0atQoBQcH6+jRowXdDQAolGzmys/5AAAAANw0ZqoBAAAAiwjVAAAAgEWEagAAAMAiQjUAAABgEaEaAAAAsIhQDQAAAFhEqAYAAAAsIlQDAAAAFv1/OSO7QBNYZoQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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AQ4RqAAAAwBChGgAAADBEqAYAAAAMEaoBAAAAQ4RqAAAAwBChGgAAADBEqAYAAAAMEaoBAAAAQ4RqAAAAwBChGgAAADBEqAYAAAAMEaoBAAAAQ4RqAAAAwBChGgAAADBEqAYAAAAMEaoBAAAAQ4RqAAAAwBChGgAAADBEqAYAAAAMEaoBAAAAQ4RqAAAAwBChGgAAADBEqAYAAAAMEaoBAAAAQ4RqAAAAwBChGgAAADBEqAYAAAAMEaoBAAAAQ4RqAAAAwBChGgAAADBEqAYAAAAMEaoBAAAAQ4RqAAAAwBChGgAAADBEqAYAAAAMEaoBAAAAQ4RqAAAAwBChGgAAADBEqAYAAAAMEaoBAAAAQ4RqAAAAwBChGgAAADBEqAYAAAAMEaoBAAAAQ4RqAAAAwBChGgAAADBEqAYAAAAMEaoBAAAAQw4N1TNnztRf//pX9erVS/Pnz5ckxcfHKzg4WEFBQYqKirKvu2/fPoWGhqp79+4aM2aMcnNzHVkaAAAAUGwcFqq3b9+urVu3asWKFVq6dKkWLlyo/fv3a/To0XrnnXe0Zs0aJSYmasOGDZKkkSNHauzYsVq7dq1sNptiYmIcVRoAAABQrBwWqh988EF9+OGHcnV11cmTJ5WXl6eMjAzVrVtXderUkaurq4KDgxUXF6djx44pMzNTLVq0kCSFhoYqLi7OUaUBAAAAxcrVkRt3c3PTrFmz9MEHH6hHjx5KTU2Vt7e3/XEfHx+lpKQUaPf29lZKSkqB7WVkZCgjIyNfW3JysuM6AAAAABSBQ0O1JA0bNkxDhgzR888/ryNHjshisdgfs9lsslgsslqthbZfbcGCBYqOjnZ0yQAAAMBNcVio/uWXX5Sdna37779fFSpUUFBQkOLi4uTi4mJfJy0tTT4+PvL19VVaWpq9/cSJE/Lx8SmwzUGDBikkJCRfW3JyssLCwhzVDQAAAOCGHHZO9dGjRxUREaHs7GxlZ2dr3bp16t+/vw4fPqykpCTl5eVp1apV6tSpk2rVqiUPDw8lJCRIkpYvX65OnToV2Kanp6dq166d75+vr6+jugAAAAAUicNmqgMDA7Vnzx499thjcnFxUVBQkHr16qVq1arpxRdfVFZWlgIDA9WjRw9JUmRkpCIiInT27Fk1adJEAwcOdFRpAAAAQLGy2Gw2m7OLMHH06FF17dpV69atU+3atQtdx7dqi9tclWMlp+92dgkAAAB3nOvlTu6oCAAAABgiVAMAAACGCNUAAACAIUI1AAAAYIhQDQAAABgiVAMAAACGCNUAAACAIUI1AAAAYIhQDQAAABgiVAMAAACGCNUAAACAIUI1AAAAYIhQDQAAABgiVAMAAACGCNUAAACAIUI1AAAAYIhQDQAAABgiVAMAAACGCNUAAACAIUI1AAAAYIhQDQAAABgiVAMAAACGCNUAAACAIUI1AAAAYIhQDQAAABgiVAMAAACGCNUAAACAIUI1AAAAYKhIoTolJaVA28GDB4u9GAAAAKA0um6oPn36tE6fPq0hQ4bozJkz9uUTJ05o6NCht6tGAAAAoERzvd6Dr7zyijZv3ixJateu3eUnubqqe/fujq0MAAAAKCWuG6rnzZsnSXr11Vf15ptv3paCAAAAgNLmuqH6kjfffFPHjh3TmTNnZLPZ7O1NmjRxWGEAAABAaVGkUD1r1izNmzdP1atXt7dZLBatW7fOYYUBAAAApUWRQvWyZcv05ZdfqkaNGo6uBwAAACh1inRJvZo1axKoAQAAgGso0ky1v7+/pk2bpq5du6p8+fL2ds6pBgAAAIoYqmNjYyVJcXFx9jbOqQYAAAAuKlKoXr9+vaPrAAAAAEqtIoXq+fPnF9r+t7/9rViLAQAAAEqjIoXqn376yf5zdna2duzYIX9/f4cVBQAAAJQmRb75y5VSUlI0ZswYhxQEAAAAlDZFuqTe1WrUqKFjx44Vdy0AAABAqXTT51TbbDYlJibmu7siAAAAcCe76XOqpYs3gxk1apRDCgIAAABKm5s6p/rYsWPKzc1V3bp1HVoUAAAAUJoUKVQnJSXpv//7v5Wamiqr1aqqVavq3XffVYMGDRxdHwAAAFDiFemLiuPHj9fgwYO1Y8cOJSQk6IUXXtAbb7zh6NoAAACAUqFIofrkyZMKCQmxL/fp00fp6ekOKwoAAAAoTYoUqvPy8nT69Gn78qlTpxxWEAAAAFDaFOmc6gEDBqhfv37q2bOnLBaL1qxZo0GDBjm6NgAAAKBUKNJMdWBgoCQpJydHv/zyi1JSUtStWzeHFgYAAACUFkWaqQ4PD1dYWJgGDhyorKwsLV68WKNHj9b777/v6PoAAACAEq9IM9Xp6ekaOHCgJMnDw0PPPPOM0tLSHFoYAAAAUFoU+YuKKSkp9uUTJ07IZrM5rCgAAACgNCnS6R/PPPOMHnvsMXXs2FEWi0Xx8fHcphwAAAD4jyKF6r59+6pp06baunWrXFxc9F//9V9q1KiRo2sDAAAASoUihWpJaty4sRo3buzIWgAAAIBSqUjnVAMAAAC4NkI1AAAAYIhQDQAAABhyaKiOjo5Wr1691KtXL02bNk2SFB8fr+DgYAUFBSkqKsq+7r59+xQaGqru3btrzJgxys3NdWRpAAAAQLFxWKiOj4/Xpk2b9Pnnn2vZsmX64YcftGrVKo0ePVrvvPOO1qxZo8TERG3YsEGSNHLkSI0dO1Zr166VzWZTTEyMo0oDAAAAipXDQrW3t7fCw8Pl7u4uNzc3NWjQQEeOHFHdunVVp04dubq6Kjg4WHFxcTp27JgyMzPVokULSVJoaKji4uIcVRoAAABQrIp8Sb2b1bBhQ/vPR44c0RdffKEBAwbI29vb3u7j46OUlBSlpqbma/f29s53B8dLMjIylJGRka8tOTnZAdUDAAAAReewUH3Jzz//rOeee06jRo2Si4uLjhw5Yn/MZrPJYrHIarXKYrEUaL/aggULFB0d7eiSAQAAgJvi0FCdkJCgYcOGafTo0erVq5e2b9+utLQ0++NpaWny8fGRr69vvvYTJ07Ix8enwPYGDRqkkJCQfG3JyckKCwtzXCcAAACAG3BYqD5+/Lj+53/+R1FRUfL395ckNW/eXIcPH1ZSUpJq166tVatWqU+fPqpVq5Y8PDyUkJCg1q1ba/ny5erUqVOBbXp6esrT09NRJQMAAAC3xGGhet68ecrKytKUKVPsbf3799eUKVP04osvKisrS4GBgerRo4ckKTIyUhERETp79qyaNGmigQMHOqo0AAAAoFhZbDabzdlFmDh69Ki6du2qdevWqXbt2oWu41u1xW2uyrGS03c7uwQAAIA7zvVyJ3dUBAAAAAwRqgEAAABDhGoAAADAEKEaAAAAMESoBgAAAAwRqu8gWZnZzi6h2JXFPgEAgNLH4bcpR8nhUd5dAd5POruMYhWfttjZJQAAADBTDQAAAJgiVAMAAACGCNUAAACAIUI1AAAAYIhQDQAAABgiVAMAAACGCNUAAACAIUI1AAAAYIhQDQAAABgiVAMAAACGCNUAAACAIUI1AAAAYIhQDQAAABgiVAMAAACGCNUAAACAIUI1AAAAYIhQDQAAABgiVAMAAACGCNW4I2Vn5ji7hGJXFvsEAEBp4ersAgBncC/vpv51Bzu7jGL1SdI/nV0CAAB3LGaqAQAAAEOEagAAAMAQoRoAAAAwRKgG7nA5WWXvC45lsU8AgJKNLyoCdzg3DzeNbvass8soVpP3vOfsEgAAdxhmqgEAAABDhGoAAADAEKEaAAAAMESoBgAAAAwRqgEAAABDhGoAAADAEKEaAP4jtwxe37os9gkASiKuUw0A/+Hq4ab3A//L2WUUqyEb5jm7BAC4IzBTDQAoIC8729klFLuy2CcAJQcz1QCAAlzc3fVVnyedXUax6rZ0sbNLAFCGMVMNAAAAGCJUAwAAAIYI1QAAAIAhQjUAAABgiFANAAAAGCJUAwAAAIYI1QAAAIAhQjUAAABgiFANAAAAGCJUAwAAAIYI1QAAAIAhQjUAAABgiFANAAAAGCJUAwAAAIYI1QAAAIAhQjUAAABgiFANAMB1WHOynV1CsSuLfQKczdXZBQAAUJKVc3PX7he6O7uMYtVizlpnlwCUOcxUAwAAAIYcGqrPnj2rRx55REePHpUkxcfHKzg4WEFBQYqKirKvt2/fPoWGhqp79+4aM2aMcnNzHVkWAAC4SdbcLGeX4BC30i9rXhkdizLar9vFYad/fP/994qIiNCRI0ckSZmZmRo9erQWLlyomjVr6rnnntOGDRsUGBiokSNHauLEiWrRooVGjx6tmJgYPfXUU44qDQAA3KRyrh76eVIzZ5dR7BqO2XPTzynn4qEji1o6oBrnujdsl7NLKNUcNlMdExOj119/XT4+PpKkPXv2qG7duqpTp45cXV0VHBysuLg4HTt2TJmZmWrRooUkKTQ0VHFxcY4qCwAAACh2DpupnjRpUr7l1NRUeXt725d9fHyUkpJSoN3b21spKSmFbjMjI0MZGRn52pKTk4uxagAAAODm3barf1itVlksFvuyzWaTxWK5ZnthFixYoOjoaIfXCgAAgBuzWXNkKefm7DKK3a3067aFal9fX6WlpdmX09LS5OPjU6D9xIkT9lNGrjZo0CCFhITka0tOTlZYWJhjigYAAMA1Wcq5KSnh784uo9jVbf3BTT/ntoXq5s2b6/Dhw0pKSlLt2rW1atUq9enTR7Vq1ZKHh4cSEhLUunVrLV++XJ06dSp0G56envL09LxdJQMAAABFcttCtYeHh6ZMmaIXX3xRWVlZCgwMVI8ePSRJkZGRioiI0NmzZ9WkSRMNHDjwdpUFAAAAGHN4qF6/fr39Z39/f61YsaLAOo0bN9aSJUscXQoAAADgENxREQAAADBEqAYAAAAMEaoBAAAAQ4RqAAAAwBChGgAAADBEqAYAAAAMEaoBAAAAQ4RqAAAAwBChGgAAADBEqAYAAAAMEaoBAAAAQ4RqAAAAwBChGgAAADBEqAYAAAAMEaoBAAAAQ4RqAAAAwBChGgAAADBEqAYAAAAMEaoBAAAAQ4RqAAAAwBChGgAAADBEqAYAAAAMEaoBAAAAQ4RqAAAAwBChGgAAADBEqAYAAAAMEaoBAAAAQ4RqAAAAwBChGgAAADBEqAYAAAAMEaoBAAAAQ4RqAAAAwBChGgAAADBEqAYAAAAMEaoBAAAAQ4RqAAAAwBChGgAAADBEqAYAAAAMEaoBAAAAQ4RqAAAAwBChGgAAADBEqAYAAAAMEaoBAAAAQ4RqAAAAwBChGgAAADBEqAYAAAAMEaoBAAAAQ4RqAAAAwBChGgAAADBEqAYAAAAMEaoBAAAAQ4RqAAAAwBChGgAAADBEqAYAAAAMEaoBAAAAQ4RqAAAAwBChGgAAADBEqAYAAAAMEaoBAAAAQ4RqAAAAwFCJCtUrV67UX//6VwUFBWnRokXOLgcAAAAoEldnF3BJSkqKoqKiFBsbK3d3d/Xv31/t2rXTfffd5+zSAAAAgOsqMTPV8fHxat++vby8vFSxYkV1795dcXFxzi4LAAAAuKESM1Odmpoqb29v+7KPj4/27NmTb52MjAxlZGTkazt27JgkKTk5+ZrbtpSzFmOlznf06NFbfm5euaxirMT5TMYiy5JZjJU4n8lYnLMxFpecyWUsLjmZzf7iktQLOcVYifPd6liknLUVcyXOV+EWxyL5dNnKFpLkeqtjkVa29puS5HKNsbiUN/Py8go8ZrHZbCXiL2TOnDnKysrSSy+9JEmKiYlRYmKixo8fb19n9uzZio6OdlaJAAAAgBYtWqQ2bdrkaysxM9W+vr7auXOnfTktLU0+Pj751hk0aJBCQkLytWVnZ+u3337TvffeKxcXl9tSa2GSk5MVFhamRYsWydfX12l1lASMxUWMw2WMxWWMxWWMxWWMxWWMxWWMxWUlZSzy8vKUlpampk2bFnisxITqgIAAzZ49W6dOnVKFChX05ZdfasKECfnW8fT0lKenZ4Hn1q9f/3aVeUO+vr6qXbu2s8soERiLixiHyxiLyxiLyxiLyxiLyxiLyxiLy0rCWNStW7fQ9hITqmvUqKHhw4dr4MCBysnJUd++fdWsWTNnlwUAAADcUIkJ1X4mJRcAABAOSURBVJIUHBys4OBgZ5cBAAAA3JQSc0k9AAAAoLRyGTdu3DhnF1FWeHh4qF27dvLw8HB2KU7HWFzEOFzGWFzGWFzGWFzGWFzGWFzGWFxW0seixFxSDwAAACitOP0DAAAAMESoBgAAAAwRqotBbGyswsPDr7tOTEyMVq1adZsqcpyjR4+qS5cuzi6jzNm2bZuefvppZ5dx27366qs6duyYs8soERiLa7uTx6ZLly5Gt1dHyXaz+34/Pz8HVlNyXStnDRkyRCkpKU6oqHCE6tvku+++U3Z2trPLAEqUbdu2ia91XMRYXBtjA6Aw77//vmrUqOHsMuxK1HWqnWnbtm2Kjo7WwoULJUnh4eF68MEHNX/+fNWvX18HDx7UPffco+nTp8vLy0vLli3TnDlzVKlSJdWqVUsVK1aUJH3xxReaP3++MjMzlZ2drcmTJyszM1Pr16/X1q1b5e3trfvvv19jx45VcnKyLBaLXnnlFQUEBDiz+4Xatm2b3nnnHbm6uuro0aNq1qyZXnjhBWVmZmr48OH6+eef5enpqbfffltVq1bV119/rX/84x+yWq2qU6eOxo8fr7vvvltdunTRo48+qk2bNunChQuaOnWqmjZtqqSkJI0bN06nT59W+fLl9dprr+mBBx5wdrdvaNu2bXr33XdVvnx5/fLLL/Lz81NkZKTWrFmjBQsWyGq1qkmTJnr99dfl4eGhjRs3atasWcrNzVXt2rU1YcIEVa1aVZs2bdKbb74pDw8P1atXz9ndKjZvvfWW1q5dq6pVq8rb21tdunRRuXLlCozNggULlJqaqmeffVaLFi1S1apVnV16sbrW62TlypWaP3++LBaLmjRpotdee02LFi0qU2MRHBysf/zjH2rQoIFeeeUVVapUSW+88YZ27dqlOXPmyMfHRz///LNOnDghPz8/zZgxQydOnNDQoUPVsGFD7du3T9WrV9fMmTMVExNTKscmNzdX48aNy9fPV155RS+99FKhxxR/f39169ZNu3bt0l133aXIyMh8d43Ly8vTtGnTtH37duXl5Sk0NFTPPPOM8zpooLjHprQ7deqUhgwZol9//VX16tXTrFmzrnk8uWT27Nn6/fff9csvvyg9PV39+vXT4MGDndiLa7vR/qBVq1ZasWKFXFxc9NBDD2nkyJE6fvy4Bg8erKpVq6p8+fL57mEyadIknTx5UtOnT1e3bt304Ycfavv27fr222915swZ/fbbb3rooYd06eJ2hR2TQkNDHdJXZqpv4KefftJTTz2l1atXq0GDBoqOjlZKSooiIyO1aNEiffrppzp37pwkyWq16pNPPtHcuXO1YsUKDR48WO+9954CAgLUpUsXDRs2TB07dtSkSZPUp08fxcbGas6cORo7dqzOnj3r5J4WbteuXRozZozi4uKUlZWlDRs26NSpU/rb3/6mVatW6e6779aaNWt08uRJjR07Vm+//bZWrlypVq1aafz48fbteHl5acmSJerfv7/effddSdL//d//aeTIkfr88881YcIEDR8+3FndvGm7du3S2LFj9cUXX+j333/X4sWLFRMTo08++UTLly9X9erVNW/ePJ06dUpvvfWW5s2bp2XLlqlDhw6KjIxUdna2wsPDNWvWLMXGxqp8+fLO7lKxWL9+vRISErRq1Sq99957+vHHH3XhwoVCx+bZZ5+Vj4+P3nvvvVITlG7W1a+TTz/9VHPnztXChQu1cuVKVahQQdHR0WVuLAIDA7VlyxZJF/eh3333nSTp22+/VbNmzeTm5qZPP/1UX331lf744w9t2LBBkrR//377vsXT01MrV64stWOza9euQvtZ2DFFuhisWrZsqZUrV6pXr16aOHFivu3FxMRIkj7//HMtWbJE69at086dO297v4pDcY9Naff777/b9xMnTpzQZ599Vug+82qJiYmaP3++YmNj9emnn+qHH35wQvU3dr39QefOnbV+/XotXbpUn3/+uZKSkvTJJ59Ikg4fPqzp06dr/vz59m3Nnj1bKSkpmjZtmlxcXPL9nl27dmnWrFlasWKFvv76ax04cKDQY5IjMVN9A/fee6/atWsnSXrsscc0YsQItWnTRi1bttTdd98t6eK7sK1bt6pcuXJ6++23tX79eh0+fFjbt29XuXIF37fEx8fr0KFDmjVrlqSL79p/++033X///bevY0XUtm1b1a9fX5LUu3dvxcTEyMfHx34L+fvuu0/p6enas2ePmjVrZp896Nevn9577z37djp27ChJatiwob788kudO3dOiYmJevXVV+3rnD9/Xunp6aXiwNmwYUP5+vpKkho0aKA//vhDSUlJeuKJJyRJOTk5euCBB/T999/r+PHjGjhwoKSLb7yqVKmiAwcOyMfHRw0aNJAkhYSEaObMmc7pTDGKj49Xz5495e7uLnd3d/3lL3+RzWYrdGzuBFe/Ts6cOaOHH37Y/hrv169fvr+BsiIwMFD/+te/1L59e9133306dOiQTp48af/U5ty5c1q0aJEOHTqkI0eO6Pz585Kk6tWr218bDRs21JkzZ5zZDSNt27aVl5dXgX4WdkyRLl5/97HHHpN0cX8wY8aMfNvbsmWL9u3bp61bt0q6uL88cOCA2rRpcxt7VTyKe2xKu8aNG6tOnTqSLu4n0tPTi7TPfOSRR3TXXXdJunju/datW9WkSZPbV3gRXW9/0LBhQ/Xq1UsVKlSQJPXp00fLli1TYGCgqlevnu8TiY0bN+rUqVNasmSJXF0LxteWLVuqUqVKkqQ6derozJkzhR6THIlQ/R8WiyXfOXs5OTmSlO9/nM1mk4uLS4F1L61z7tw59e3bV48++qjatm0rPz8/LVq0qMDvslqtWrBggby8vCRJqampql69ukP6ZerKd4KX+n/lmFwaC6vVmu95NptNubm59uVLH1tZLBZJF8fA3d1dy5cvt6+TnJxsH5OS7sqP4SwWiypXrqyePXsqIiJC0sXXQl5enrZv365WrVpp7ty5kqSsrCydO3dOv//+e77X0NXvuEurcuXKFXgt5OXlFTo2d4KrXyeenp7KyMiwt139d1JWtGzZUuHh4YqPj9eDDz6o6tWrKy4uTrm5udq3b59mzZqlgQMHKjQ0VOnp6fa/havHqzSfR71u3boC/bznnnsKPaZIF/92rtw/Xr1PyMvL08iRIxUUFCTp4uztpUBV2hT32JR2Vx9Tr3U8udqV41CSx+V6+wNPT88C61/aJ179CW6tWrU0fPhwjR8/Xp988kmBScvC9h+FHZMcidM//qNq1ar67bfflJWVpdOnTyshIUHSxY8f9u3bJ0launSpOnXqpNatW2v37t1KSUmR1WrVmjVrJElHjhyRxWLR888/r3bt2umrr76y/yG4uLjYf27fvr0+/vhjSdLBgwcVHBysCxcu3O4uF0lCQoK9n8uWLVOnTp0KXa958+b6/vvv7d9S//TTT+0zDoWpXLmy7r33Xnuo3rx5s8LCwoq/A7fRV199pZMnT8pms2ncuHFasGCBmjdvrt27d+vw4cOSpHfeeUfTpk2Tn5+fTpw4of3790uSVq9e7czSi01AQIC+/PJLZWdn6+zZs/rmm2/0xx9/FDo2Uv6/izvF+vXrdfr0aUkXP9K/9HdSlsbC1dVVzZo108KFC/Xggw+qffv2mjt3rv1j4J49e6pPnz7y9PTUtm3bbtjv0jg21+pnYccUSbpw4YLWr18v6eKVDq7e17Zv314xMTHKycnRuXPn9NRTT2n37t23t1PFpLjHpiy61j7zSv/+97+VnZ2tM2fO6Ouvv1aHDh2cUOmNXW9/0L59e61evVqZmZnKzc3V0qVL1b59+0K306BBAz3++OOqUKFCoROWhSnsmHTpDZojMFP9Hw0bNlRgYKB69eqlWrVqqXXr1pKkKlWqaNasWfr111/l5+eniRMnqmLFioqIiNAzzzyjChUq6L777pN08SOc+++/Xz179pTFYlGHDh3s4TwgIEAzZsxQ5cqVFRERobFjx9pPvJ82bZr9I4uSxsfHR6NGjVJKSooeeughBQQE5Dut45K7775b48eP19ChQ5WTk6N77rlHkyZNuu62p0+frnHjxumf//yn3NzcFBUV5dAXuyNVrlxZQ4cO1aBBg2S1WnX//ffr2WeflYeHhyZPnqyXXnpJVqtVNWrU0PTp0+Xm5qYZM2Zo5MiRcnV1LTOnQ3Tu3Fm7du1SSEiIqlSpIh8fH9WvX7/Qsbm0/rPPPqt//vOf9o8/y7JKlSrpueee09NPP62cnBw1adJEb7zxhqSyNxaBgYHasWOHGjRoIG9vb508eVKdO3dWxYoVNWLECK1evVpubm5q1arVDS8ZVxrH5vHHHy/Qz23bthV6TLkkLi5OUVFR8vHx0dSpU/Ntr3///kpKSlJISIhyc3MVGhp63YmLkqy4x6asudbx5GoeHh566qmndPbsWT333HP2LFISXWt/0LJlS+3bt099+vRRbm6uOnTooAEDBig5Ofma2xo3bpyefPJJdevW7Ya/t7BjkiNvcc5tyq/j6NGjGjhwoP0d8p3m6iuiADeya9cuHTlyRCEhIcrJyVG/fv00efJkNW7c2NmlAU53vWOKn5+fDhw44ISqSgbG5ubMnj1bkvTiiy86uZKS7XYfk5ipBlBs6tWrp+joaM2fP182m02PPfYYgRoA4BS3+5jETDUAAABgiC8qAgAAAIYI1QAAAIAhQjUAAABgiFANALimU6dOyc/Pz9llAECJR6gGAAAADHFJPQAoA3r37q3w8HD5+/tr1apVevXVV7Vjxw6VL19eY8aMUaNGjbR3717t379fFotFHTt21MsvvyxXV1c1bdpUXbt21f79+xUZGanjx48rKipKFSpUUNOmTZ3dNQAoFZipBoAyoFu3btq4caMk6dtvv1WVKlW0c+dO2Ww2bdiwQRs3bpSXl5dWrlyppUuX6sCBA/rggw8kSTk5OXr44Ye1du1a1axZU6NHj9bs2bMVGxurWrVqObNbAFBqEKoBoAy4FKptNpt27typZ555Rps3b9bu3bv1pz/9ST/++KMGDBggi8Uid3d39e/f3x7CJalNmzaSpISEBDVq1Mh+y+N+/fo5pT8AUNoQqgGgDPDz81NOTo7WrVune++9Vw8//LA2b96s9evXq3v37rJarbJYLPb1rVarcnNz7csVK1a0/3zlPcFcXTlLEACKglANAGXEX/7yF7311lt66KGH1KBBA509e1YrV65UUFCQOnTooI8++kg2m03Z2dmKiYlRQEBAgW20bdtWBw8e1P79+yVJsbGxt7sbAFAqEaoBoIzo1q2bDh06ZA/LAQEB8vb2Vs2aNRUREaFTp04pODhYwcHBqlevnp5//vkC26hWrZoiIyM1YsQIhYSE6OjRo7e7GwBQKllsV37OBwAAAOCmMVMNAAAAGCJUAwAAAIYI1QAAAIAhQjUAAABgiFANAAAAGCJUAwAAAIYI1QAAAIAhQjUAAABg6P8Bt8pqUjFkCZcAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Doing my bucket evaluations here - seeing what each distinct bucket intent means\n",
    "for i in train.columns:\n",
    "    top10_bagofwords(train[i].apply(\" \".join), f'bucket_eval/{i}', f'Top 10 Words in {i} Intent')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Initial thoughts:\n",
    "\n",
    "To be honest, I feel like the way I should get my training data for greeting is not the best. There are a lot of words that are similar between buckets. As an example, for mac, it's a little concerning that iphone is the most common word!\n",
    "\n",
    "After changing method (version 2):\n",
    "\n",
    "The words and results make a lot more sense."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 183,
   "metadata": {
    "scrolled": true
   },
   "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>word</th>\n",
       "      <th>count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>849</th>\n",
       "      <td>iphone</td>\n",
       "      <td>304</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1777</th>\n",
       "      <td>update</td>\n",
       "      <td>256</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>841</th>\n",
       "      <td>io</td>\n",
       "      <td>225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>app</td>\n",
       "      <td>208</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1614</th>\n",
       "      <td>store</td>\n",
       "      <td>164</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>apple</td>\n",
       "      <td>140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1459</th>\n",
       "      <td>screen</td>\n",
       "      <td>139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>729</th>\n",
       "      <td>help</td>\n",
       "      <td>134</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>apps</td>\n",
       "      <td>121</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1073</th>\n",
       "      <td>new</td>\n",
       "      <td>114</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>671</th>\n",
       "      <td>get</td>\n",
       "      <td>110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>739</th>\n",
       "      <td>hi</td>\n",
       "      <td>101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1131</th>\n",
       "      <td>open</td>\n",
       "      <td>101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1513</th>\n",
       "      <td>sierra</td>\n",
       "      <td>95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>374</th>\n",
       "      <td>crash</td>\n",
       "      <td>94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1779</th>\n",
       "      <td>upgrade</td>\n",
       "      <td>91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1270</th>\n",
       "      <td>pro</td>\n",
       "      <td>90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1726</th>\n",
       "      <td>try</td>\n",
       "      <td>89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>959</th>\n",
       "      <td>mac</td>\n",
       "      <td>89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>960</th>\n",
       "      <td>macbook</td>\n",
       "      <td>88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1200</th>\n",
       "      <td>phone</td>\n",
       "      <td>88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>741</th>\n",
       "      <td>high</td>\n",
       "      <td>84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1523</th>\n",
       "      <td>since</td>\n",
       "      <td>84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1887</th>\n",
       "      <td>work</td>\n",
       "      <td>83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>846</th>\n",
       "      <td>ipad</td>\n",
       "      <td>83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1692</th>\n",
       "      <td>time</td>\n",
       "      <td>83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>475</th>\n",
       "      <td>download</td>\n",
       "      <td>80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>683</th>\n",
       "      <td>go</td>\n",
       "      <td>71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1445</th>\n",
       "      <td>safari</td>\n",
       "      <td>68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1220</th>\n",
       "      <td>please</td>\n",
       "      <td>67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>244</th>\n",
       "      <td>can</td>\n",
       "      <td>64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1094</th>\n",
       "      <td>not</td>\n",
       "      <td>64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>822</th>\n",
       "      <td>instal</td>\n",
       "      <td>62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1160</th>\n",
       "      <td>page</td>\n",
       "      <td>61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1795</th>\n",
       "      <td>use</td>\n",
       "      <td>60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>935</th>\n",
       "      <td>load</td>\n",
       "      <td>60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>898</th>\n",
       "      <td>late</td>\n",
       "      <td>57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>859</th>\n",
       "      <td>issue</td>\n",
       "      <td>54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1291</th>\n",
       "      <td>purchase</td>\n",
       "      <td>53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1442</th>\n",
       "      <td>run</td>\n",
       "      <td>52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>be</td>\n",
       "      <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>876</th>\n",
       "      <td>keep</td>\n",
       "      <td>49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1541</th>\n",
       "      <td>slow</td>\n",
       "      <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1227</th>\n",
       "      <td>plus</td>\n",
       "      <td>44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>864</th>\n",
       "      <td>itunes</td>\n",
       "      <td>43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>970</th>\n",
       "      <td>mail</td>\n",
       "      <td>43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>642</th>\n",
       "      <td>freeze</td>\n",
       "      <td>43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1271</th>\n",
       "      <td>problem</td>\n",
       "      <td>43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1623</th>\n",
       "      <td>stuck</td>\n",
       "      <td>43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>781</th>\n",
       "      <td>idea</td>\n",
       "      <td>42</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          word  count\n",
       "849     iphone    304\n",
       "1777    update    256\n",
       "841         io    225\n",
       "79         app    208\n",
       "1614     store    164\n",
       "84       apple    140\n",
       "1459    screen    139\n",
       "729       help    134\n",
       "95        apps    121\n",
       "1073       new    114\n",
       "671        get    110\n",
       "739         hi    101\n",
       "1131      open    101\n",
       "1513    sierra     95\n",
       "374      crash     94\n",
       "1779   upgrade     91\n",
       "1270       pro     90\n",
       "1726       try     89\n",
       "959        mac     89\n",
       "960    macbook     88\n",
       "1200     phone     88\n",
       "741       high     84\n",
       "1523     since     84\n",
       "1887      work     83\n",
       "846       ipad     83\n",
       "1692      time     83\n",
       "475   download     80\n",
       "683         go     71\n",
       "1445    safari     68\n",
       "1220    please     67\n",
       "244        can     64\n",
       "1094       not     64\n",
       "822     instal     62\n",
       "1160      page     61\n",
       "1795       use     60\n",
       "935       load     60\n",
       "898       late     57\n",
       "859      issue     54\n",
       "1291  purchase     53\n",
       "1442       run     52\n",
       "160         be     50\n",
       "876       keep     49\n",
       "1541      slow     45\n",
       "1227      plus     44\n",
       "864     itunes     43\n",
       "970       mail     43\n",
       "642     freeze     43\n",
       "1271   problem     43\n",
       "1623     stuck     43\n",
       "781       idea     42"
      ]
     },
     "execution_count": 183,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Investigating bag of word frequencies at a more granular level\n",
    "wordranks['bucket_eval/mac'].head(50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['battery', 'forgot_password', 'lost_replace', 'payment', 'repair', 'update']"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "[*train.columns]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Generating text file for rasa\n",
    "Rasa API requires this format of data to be inputted into their bot. I work with my own training data in train, however this was made for experimenting with their tool."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Getting NLU.md training data in correct form for Rasa Bot\n",
    "with open('data/train_rasa/train_v3.txt', 'w') as t:\n",
    "    for intent in train.columns:\n",
    "        t.write(f'## intent: {intent}\\n')\n",
    "        for tweet in train[intent]:\n",
    "            t.write('- ' + \" \".join(tweet) + '\\n')\n",
    "        t.write('\\n')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### This is just a cell to log my progress of how my method was doing at first\n",
    "\n",
    "Tweets with similarities without emojis to `['new', 'update', 'i️', 'make', 'sure', 'download', 'yesterday']`\n",
    "\n",
    "Format is: `(index tag, cosine similarity)`\n",
    "\n",
    "[('72326', 0.8154675364494324),\n",
    " ('32166', 0.8151031732559204),\n",
    " ('29461', 0.8027088642120361),\n",
    " ('5942', 0.7968393564224243),\n",
    " ('54836', 0.7879305481910706),\n",
    " ('30359', 0.7861931324005127),\n",
    " ('66201', 0.7817540168762207),\n",
    " ('50109', 0.7796376943588257),\n",
    " ('59490', 0.7793254852294922),\n",
    " ('46644', 0.7775745391845703),\n",
    " ('58410', 0.7734568119049072),\n",
    " ('26164', 0.7674931287765503),\n",
    " ('14867', 0.7673683166503906),\n",
    " ('25813', 0.766610860824585),\n",
    " ('47880', 0.7642890214920044),\n",
    " ('30945', 0.76273113489151),\n",
    " ('74155', 0.7582229971885681),\n",
    " ('33346', 0.7577282190322876),\n",
    " ('9502', 0.7569847702980042),\n",
    " ('64871', 0.7567278146743774)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Using scattertext from the spaCy universe for EDA\n",
    "This [kernel](https://www.kaggle.com/psbots/customer-support-meets-spacy-universehttps://www.kaggle.com/psbots/customer-support-meets-spacy-universe) showed me what spaCy's scattertext tool is capable of doing! So I wanted to do it myself as well to hopefully get useful insights.\n",
    "\n",
    "As said in the docs, scatter-text is \"a tool for finding distinguishing terms in small-to-medium-sized corpora, and presenting them in a sexy, interactive scatter plot with non-overlapping term labels.\"\n",
    "\n",
    "However, the `CorpusFromParsedDocuments` implemented in that kernel seemed to be deprecated or had a dependency issue, so I looked at the docs and used `CorpusFromPandas` instead, which I think is very suitable especially for the data I have."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [],
   "source": [
    "def term_freqs(intent_name):\n",
    "    bagofwords = CountVectorizer()\n",
    "    # Output will be a sparse matrix\n",
    "    inbound = bagofwords.fit_transform(visualize_train[visualize_train['Intent'] == intent_name]['Utterance'])\n",
    "    # Inspecting of often contractions and colloquial language is used\n",
    "    word_counts = np.array(np.sum(inbound, axis=0)).reshape((-1,))\n",
    "    words = np.array(bagofwords.get_feature_names())\n",
    "    words_df = pd.DataFrame({\"word\":words, \n",
    "                                 \"count\":word_counts})\n",
    "    words_rank = words_df.sort_values(by=\"count\", ascending=False)\n",
    "    return words_rank\n",
    "\n",
    "update_df = term_freqs('update')\n",
    "repair_df = term_freqs('repair')\n",
    "\n",
    "combined = pd.concat([update_df, repair_df], axis = 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "import spacy\n",
    "import scattertext as st"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b1c0ec472d4c49b8a22380058f57891d",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(FloatProgress(value=0.0, max=9000.0), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "# Data munging\n",
    "visualize_train = neat_train.copy()\n",
    "visualize_train['Utterance'] = visualize_train['Utterance'].progress_apply(\" \".join)\n",
    "\n",
    "# Subsetting to the two intents I want to compare\n",
    "visualize_train = visualize_train[(visualize_train['Intent'] == 'repair') | \n",
    "                                 (visualize_train['Intent'] == 'update')]\n",
    "\n",
    "# Load spacy model\n",
    "nlp = spacy.load('en',disable_pipes=[\"tagger\",\"ner\"])\n",
    "visualize_train['parsed'] = visualize_train['Utterance'].progress_apply(nlp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "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>Utterance</th>\n",
       "      <th>Intent</th>\n",
       "      <th>parsed</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>repair fix broken</td>\n",
       "      <td>repair</td>\n",
       "      <td>(repair, fix, broken)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>want update</td>\n",
       "      <td>update</td>\n",
       "      <td>(want, update)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>not work broken</td>\n",
       "      <td>repair</td>\n",
       "      <td>(not, work, broken)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>update not working</td>\n",
       "      <td>update</td>\n",
       "      <td>(update, not, working)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>repair fix broken</td>\n",
       "      <td>repair</td>\n",
       "      <td>(repair, fix, broken)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             Utterance  Intent                  parsed\n",
       "3    repair fix broken  repair   (repair, fix, broken)\n",
       "4          want update  update          (want, update)\n",
       "12     not work broken  repair     (not, work, broken)\n",
       "13  update not working  update  (update, not, working)\n",
       "21   repair fix broken  repair   (repair, fix, broken)"
      ]
     },
     "execution_count": 94,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "visualize_train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [],
   "source": [
    "corpus = st.CorpusFromParsedDocuments(visualize_train,\n",
    "                             category_col='Intent',\n",
    "                             parsed_col='parsed').build()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [
    {
     "ename": "AssertionError",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mAssertionError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-98-2436e9ef330e>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      3\u001b[0m           \u001b[0mcategory_name\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'repair'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m           \u001b[0mnot_category_name\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'update'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m           \u001b[0mwidth_in_pixels\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m600\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      6\u001b[0m \u001b[0;31m#           minimum_term_frequency=10,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      7\u001b[0m \u001b[0;31m#             term_significance = st.LogOddsRatioUninformativeDirichletPrior(),\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/opt/anaconda3/envs/chatbot/lib/python3.7/site-packages/scattertext/__init__.py\u001b[0m in \u001b[0;36mproduce_scattertext_explorer\u001b[0;34m(corpus, category, category_name, not_category_name, protocol, pmi_threshold_coefficient, minimum_term_frequency, minimum_not_category_term_frequency, max_terms, filter_unigrams, height_in_pixels, width_in_pixels, max_snippets, max_docs_per_category, metadata, scores, x_coords, y_coords, original_x, original_y, rescale_x, rescale_y, singleScoreMode, sort_by_dist, reverse_sort_scores_for_not_category, use_full_doc, transform, jitter, gray_zero_scores, term_ranker, asian_mode, use_non_text_features, show_top_terms, show_characteristic, word_vec_use_p_vals, max_p_val, p_value_colors, term_significance, save_svg_button, x_label, y_label, d3_url, d3_scale_chromatic_url, pmi_filter_thresold, alternative_text_field, terms_to_include, semiotic_square, num_terms_semiotic_square, not_categories, neutral_categories, extra_categories, show_neutral, neutral_category_name, get_tooltip_content, x_axis_values, y_axis_values, color_func, term_scorer, show_axes, show_extra, extra_category_name, censor_points, center_label_over_points, x_axis_labels, y_axis_labels, topic_model_term_lists, topic_model_preview_size, vertical_lines, characteristic_scorer, return_data)\u001b[0m\n\u001b[1;32m    470\u001b[0m                                                             \u001b[0mneutral_categories\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mneutral_categories\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    471\u001b[0m                                                             \u001b[0mextra_categories\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mextra_categories\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 472\u001b[0;31m \t                                                    background_scorer=characteristic_scorer)\n\u001b[0m\u001b[1;32m    473\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mreturn_data\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    474\u001b[0m                 \u001b[0;32mreturn\u001b[0m \u001b[0mscatter_chart_data\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/opt/anaconda3/envs/chatbot/lib/python3.7/site-packages/scattertext/ScatterChartExplorer.py\u001b[0m in \u001b[0;36mto_dict\u001b[0;34m(self, category, category_name, not_category_name, scores, metadata, max_docs_per_category, transform, alternative_text_field, title_case_names, not_categories, neutral_categories, extra_categories, neutral_category_name, extra_category_name, background_scorer)\u001b[0m\n\u001b[1;32m     98\u001b[0m                                          \u001b[0mneutral_categories\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mneutral_categories\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     99\u001b[0m                                          \u001b[0mextra_categories\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mextra_categories\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 100\u001b[0;31m \t\t                         background_scorer=background_scorer)\n\u001b[0m\u001b[1;32m    101\u001b[0m                 \u001b[0mdocs_getter\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_make_docs_getter\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmax_docs_per_category\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0malternative_text_field\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    102\u001b[0m                 \u001b[0;32mif\u001b[0m \u001b[0mneutral_category_name\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/opt/anaconda3/envs/chatbot/lib/python3.7/site-packages/scattertext/ScatterChart.py\u001b[0m in \u001b[0;36mto_dict\u001b[0;34m(self, category, category_name, not_category_name, scores, transform, title_case_names, not_categories, neutral_categories, extra_categories, background_scorer)\u001b[0m\n\u001b[1;32m    204\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    205\u001b[0m                 \u001b[0mall_categories\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mterm_doc_matrix\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_categories\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 206\u001b[0;31m                 \u001b[0;32massert\u001b[0m \u001b[0mcategory\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mall_categories\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    207\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    208\u001b[0m                 \u001b[0;32mif\u001b[0m \u001b[0mnot_categories\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mAssertionError\u001b[0m: "
     ]
    }
   ],
   "source": [
    "html = st.produce_scattertext_explorer(corpus,\n",
    "          category='Intent',\n",
    "          category_name='repair',\n",
    "          not_category_name='update',\n",
    "          width_in_pixels=600,\n",
    "          minimum_term_frequency=10,\n",
    "        term_significance = st.LogOddsRatioUninformativeDirichletPrior(),\n",
    "          )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "chatbot",
   "language": "python",
   "name": "chatbot"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}