model_cause-effect_training__BERT_features_CRF.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "21eeb9ef",
   "metadata": {},
   "source": [
    "### Take BERTweet vector features to train a simple CRF layer for cause-effect pair detection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "83666db7",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/vivek/miniconda3/envs/clue/lib/python3.8/site-packages/gensim/similarities/__init__.py:15: UserWarning: The gensim.similarities.levenshtein submodule is disabled, because the optional Levenshtein package <https://pypi.org/project/python-Levenshtein/> is unavailable. Install Levenhstein (e.g. `pip install python-Levenshtein`) to suppress this warning.\n",
      "  warnings.warn(msg)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(2500, 7)\n"
     ]
    },
    {
     "data": {
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       "\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sentence</th>\n",
       "      <th>Intent</th>\n",
       "      <th>Cause</th>\n",
       "      <th>Effect</th>\n",
       "      <th>Causal association</th>\n",
       "      <th>tokenized</th>\n",
       "      <th>bio_tags</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>USER Additionally the medicines are being char...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>medicines are being charged at MRP</td>\n",
       "      <td>costing much higher</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[USER, Additionally, the, medicines, are, bein...</td>\n",
       "      <td>[O, O, O, I-C, I-C, I-C, I-C, I-C, I-C, O, O, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>I hear \" I hate being a diabetic \" .</td>\n",
       "      <td>NaN</td>\n",
       "      <td>diabetic</td>\n",
       "      <td>hate</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[I, hear, \", I, hate, being, a, diabetic, \", .]</td>\n",
       "      <td>[O, O, O, O, I-E, O, O, I-C, O, O]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>i got lime for my glucose test , was n't that ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>glucose test</td>\n",
       "      <td>nauseous</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[i, got, lime, for, my, glucose, test, ,, was,...</td>\n",
       "      <td>[O, O, O, O, O, I-C, I-C, O, O, O, O, O, O, O,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Sounds like Willow 's blood sugar level is rea...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>blood sugar level is real low</td>\n",
       "      <td>reduce her insulin shots</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[Sounds, like, Willow, 's, blood, sugar, level...</td>\n",
       "      <td>[O, O, O, O, I-C, I-C, I-C, I-C, I-C, I-C, O, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>USER I 've always found it too sweet mustvsay ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dreaded diabetes</td>\n",
       "      <td>sauces are used sparingly</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[USER, I, 've, always, found, it, too, sweet, ...</td>\n",
       "      <td>[O, O, O, O, O, O, O, O, O, O, O, O, I-E, I-E,...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            sentence Intent  \\\n",
       "0  USER Additionally the medicines are being char...    NaN   \n",
       "1               I hear \" I hate being a diabetic \" .    NaN   \n",
       "2  i got lime for my glucose test , was n't that ...    NaN   \n",
       "3  Sounds like Willow 's blood sugar level is rea...    NaN   \n",
       "4  USER I 've always found it too sweet mustvsay ...    NaN   \n",
       "\n",
       "                                Cause                     Effect  \\\n",
       "0  medicines are being charged at MRP        costing much higher   \n",
       "1                            diabetic                       hate   \n",
       "2                        glucose test                   nauseous   \n",
       "3       blood sugar level is real low   reduce her insulin shots   \n",
       "4                    dreaded diabetes  sauces are used sparingly   \n",
       "\n",
       "   Causal association                                          tokenized  \\\n",
       "0                 1.0  [USER, Additionally, the, medicines, are, bein...   \n",
       "1                 1.0    [I, hear, \", I, hate, being, a, diabetic, \", .]   \n",
       "2                 1.0  [i, got, lime, for, my, glucose, test, ,, was,...   \n",
       "3                 1.0  [Sounds, like, Willow, 's, blood, sugar, level...   \n",
       "4                 1.0  [USER, I, 've, always, found, it, too, sweet, ...   \n",
       "\n",
       "                                            bio_tags  \n",
       "0  [O, O, O, I-C, I-C, I-C, I-C, I-C, I-C, O, O, ...  \n",
       "1                 [O, O, O, O, I-E, O, O, I-C, O, O]  \n",
       "2  [O, O, O, O, O, I-C, I-C, O, O, O, O, O, O, O,...  \n",
       "3  [O, O, O, O, I-C, I-C, I-C, I-C, I-C, I-C, O, ...  \n",
       "4  [O, O, O, O, O, O, O, O, O, O, O, O, I-E, I-E,...  "
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "plt.style.use('ggplot')\n",
    "\n",
    "from itertools import chain\n",
    "\n",
    "import nltk\n",
    "import sklearn\n",
    "import scipy.stats\n",
    "from sklearn.metrics import make_scorer\n",
    "#from sklearn.cross_validation import cross_val_score\n",
    "#from sklearn.grid_search import RandomizedSearchCV\n",
    "from sklearn.metrics import classification_report\n",
    "from seqeval.metrics import classification_report as classification_report_seqeval\n",
    "import joblib\n",
    "import sklearn_crfsuite\n",
    "from sklearn_crfsuite import scorers\n",
    "from sklearn_crfsuite import metrics\n",
    "from sklearn_crfsuite.metrics import flat_classification_report\n",
    "import pickle\n",
    "import gensim\n",
    "from gensim.models import KeyedVectors, FastText\n",
    "import gensim\n",
    "from gensim.models.fasttext import load_facebook_model, load_facebook_vectors\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from ast import literal_eval\n",
    "from transformers import AutoTokenizer, AutoModel\n",
    "import torch\n",
    "from torch.utils.data import DataLoader\n",
    "\n",
    "\n",
    "########################### MODEL PARAMETERS ############################\n",
    "requireCauseAndEffect = True \n",
    "train_to_test_ratio = 0.9 # 10% test and 90% train\n",
    "\n",
    "bert_model = \"vinai/bertweet-base\" # \"bert-large-uncased\"; \"roberta-large\"\n",
    "\n",
    "\n",
    "##### DATA TO LOAD ######\n",
    "dataPath = \"data/cause_effect_sentences_with_IO_tags.csv\"\n",
    "\n",
    "data = pd.read_csv(dataPath, sep=\";\", converters={\"tokenized\":literal_eval, \"bio_tags\":literal_eval})\n",
    "print(data.shape)\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "a2e019e0-37ea-4320-a006-49fb759dc7bc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cuda available:  True\n",
      "Selected cuda:1 for this notebook\n"
     ]
    }
   ],
   "source": [
    "########################### Check if cuda available ############################\n",
    "print(\"Cuda available: \", torch.cuda.is_available())\n",
    "device = torch.device('cuda:1' if torch.cuda.is_available() else 'cpu')\n",
    "print(\"Selected {} for this notebook\".format(device))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "4d80bf1d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(2118, 7)\n"
     ]
    },
    {
     "data": {
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       "    }\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>sentence</th>\n",
       "      <th>Intent</th>\n",
       "      <th>Cause</th>\n",
       "      <th>Effect</th>\n",
       "      <th>Causal association</th>\n",
       "      <th>tokenized</th>\n",
       "      <th>bio_tags</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>USER Additionally the medicines are being char...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>medicines are being charged at MRP</td>\n",
       "      <td>costing much higher</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[USER, Additionally, the, medicines, are, bein...</td>\n",
       "      <td>[O, O, O, I-C, I-C, I-C, I-C, I-C, I-C, O, O, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>I hear \" I hate being a diabetic \" .</td>\n",
       "      <td>NaN</td>\n",
       "      <td>diabetic</td>\n",
       "      <td>hate</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[I, hear, \", I, hate, being, a, diabetic, \", .]</td>\n",
       "      <td>[O, O, O, O, I-E, O, O, I-C, O, O]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>i got lime for my glucose test , was n't that ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>glucose test</td>\n",
       "      <td>nauseous</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[i, got, lime, for, my, glucose, test, ,, was,...</td>\n",
       "      <td>[O, O, O, O, O, I-C, I-C, O, O, O, O, O, O, O,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Sounds like Willow 's blood sugar level is rea...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>blood sugar level is real low</td>\n",
       "      <td>reduce her insulin shots</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[Sounds, like, Willow, 's, blood, sugar, level...</td>\n",
       "      <td>[O, O, O, O, I-C, I-C, I-C, I-C, I-C, I-C, O, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>USER I 've always found it too sweet mustvsay ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dreaded diabetes</td>\n",
       "      <td>sauces are used sparingly</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[USER, I, 've, always, found, it, too, sweet, ...</td>\n",
       "      <td>[O, O, O, O, O, O, O, O, O, O, O, O, I-E, I-E,...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            sentence Intent  \\\n",
       "0  USER Additionally the medicines are being char...    NaN   \n",
       "1               I hear \" I hate being a diabetic \" .    NaN   \n",
       "2  i got lime for my glucose test , was n't that ...    NaN   \n",
       "3  Sounds like Willow 's blood sugar level is rea...    NaN   \n",
       "4  USER I 've always found it too sweet mustvsay ...    NaN   \n",
       "\n",
       "                                Cause                     Effect  \\\n",
       "0  medicines are being charged at MRP        costing much higher   \n",
       "1                            diabetic                       hate   \n",
       "2                        glucose test                   nauseous   \n",
       "3       blood sugar level is real low   reduce her insulin shots   \n",
       "4                    dreaded diabetes  sauces are used sparingly   \n",
       "\n",
       "   Causal association                                          tokenized  \\\n",
       "0                 1.0  [USER, Additionally, the, medicines, are, bein...   \n",
       "1                 1.0    [I, hear, \", I, hate, being, a, diabetic, \", .]   \n",
       "2                 1.0  [i, got, lime, for, my, glucose, test, ,, was,...   \n",
       "3                 1.0  [Sounds, like, Willow, 's, blood, sugar, level...   \n",
       "4                 1.0  [USER, I, 've, always, found, it, too, sweet, ...   \n",
       "\n",
       "                                            bio_tags  \n",
       "0  [O, O, O, I-C, I-C, I-C, I-C, I-C, I-C, O, O, ...  \n",
       "1                 [O, O, O, O, I-E, O, O, I-C, O, O]  \n",
       "2  [O, O, O, O, O, I-C, I-C, O, O, O, O, O, O, O,...  \n",
       "3  [O, O, O, O, I-C, I-C, I-C, I-C, I-C, I-C, O, ...  \n",
       "4  [O, O, O, O, O, O, O, O, O, O, O, O, I-E, I-E,...  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "############ Choose only sentences with both cause and effect or only sentences with either cause or effect (or both) #######\n",
    "\n",
    "\n",
    "if requireCauseAndEffect: # cause and effect in sentence\n",
    "    dataSentFiltered = data[(data[\"Cause\"].notnull()) & (data[\"Effect\"].notnull())]\n",
    "else: # cause or effect or both in sentence\n",
    "    dataSentFiltered = data[(data[\"Cause\"].notnull()) | (data[\"Effect\"].notnull())]\n",
    "\n",
    "print(dataSentFiltered.shape)\n",
    "dataSentFiltered.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "854a4ff7",
   "metadata": {},
   "outputs": [],
   "source": [
    "#from gensim.test.utils import datapath\n",
    "#we_path = \"/home/adrian/PhD/Data/FastText_embedding_20190703/ft_wordembeddings_dim300_minCount5_URL-User-toConstant_iter10_20190703\"\n",
    "#wordEmbeddings = FastText.load(we_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "6a818ad9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train: (1906, 7)\n",
      "Test: (212, 7)\n"
     ]
    },
    {
     "data": {
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       "    }\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>sentence</th>\n",
       "      <th>Intent</th>\n",
       "      <th>Cause</th>\n",
       "      <th>Effect</th>\n",
       "      <th>Causal association</th>\n",
       "      <th>tokenized</th>\n",
       "      <th>bio_tags</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1445</th>\n",
       "      <td>Benefit to having a child when diabetic : you ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>blood sugar is low</td>\n",
       "      <td>lollies</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[Benefit, to, having, a, child, when, diabetic...</td>\n",
       "      <td>[O, O, O, O, O, O, O, O, O, O, O, O, O, I-E, O...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1476</th>\n",
       "      <td>@USER my father suffering from diabetes INSULI...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>diabetes</td>\n",
       "      <td>suffering</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[@USER, my, father, suffering, from, diabetes,...</td>\n",
       "      <td>[O, O, O, I-E, O, I-C, O, O, O, O, O, O, O, O,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2130</th>\n",
       "      <td>I did n't knew that diabetes can be one of sid...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Thyroid disorder</td>\n",
       "      <td>diabetes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[I, did, n't, knew, that, diabetes, can, be, o...</td>\n",
       "      <td>[O, O, O, O, O, I-E, O, O, O, O, O, O, O, I-C,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1320</th>\n",
       "      <td>My blood sugar has been high all evening and m...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>blood sugar has been high</td>\n",
       "      <td>body hurts</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[My, blood, sugar, has, been, high, all, eveni...</td>\n",
       "      <td>[O, I-C, I-C, I-C, I-C, I-C, O, O, O, O, O, I-...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2247</th>\n",
       "      <td>@USER Cool , I spent the holiday talking about...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>struggling</td>\n",
       "      <td>#insulin4all</td>\n",
       "      <td>1.0</td>\n",
       "      <td>[@USER, Cool, ,, I, spent, the, holiday, talki...</td>\n",
       "      <td>[O, O, O, O, O, O, O, O, O, I-E, O, O, O, I-C, O]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                               sentence Intent  \\\n",
       "1445  Benefit to having a child when diabetic : you ...    NaN   \n",
       "1476  @USER my father suffering from diabetes INSULI...    NaN   \n",
       "2130  I did n't knew that diabetes can be one of sid...    NaN   \n",
       "1320  My blood sugar has been high all evening and m...    NaN   \n",
       "2247  @USER Cool , I spent the holiday talking about...    NaN   \n",
       "\n",
       "                          Cause        Effect  Causal association  \\\n",
       "1445         blood sugar is low       lollies                 1.0   \n",
       "1476                   diabetes     suffering                 1.0   \n",
       "2130           Thyroid disorder      diabetes                 1.0   \n",
       "1320  blood sugar has been high    body hurts                 1.0   \n",
       "2247                 struggling  #insulin4all                 1.0   \n",
       "\n",
       "                                              tokenized  \\\n",
       "1445  [Benefit, to, having, a, child, when, diabetic...   \n",
       "1476  [@USER, my, father, suffering, from, diabetes,...   \n",
       "2130  [I, did, n't, knew, that, diabetes, can, be, o...   \n",
       "1320  [My, blood, sugar, has, been, high, all, eveni...   \n",
       "2247  [@USER, Cool, ,, I, spent, the, holiday, talki...   \n",
       "\n",
       "                                               bio_tags  \n",
       "1445  [O, O, O, O, O, O, O, O, O, O, O, O, O, I-E, O...  \n",
       "1476  [O, O, O, I-E, O, I-C, O, O, O, O, O, O, O, O,...  \n",
       "2130  [O, O, O, O, O, I-E, O, O, O, O, O, O, O, I-C,...  \n",
       "1320  [O, I-C, I-C, I-C, I-C, I-C, O, O, O, O, O, I-...  \n",
       "2247  [O, O, O, O, O, O, O, O, O, I-E, O, O, O, I-C, O]  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "trainingDataSample = dataSentFiltered#.sample(n=100)   # Only for testing\n",
    "train = trainingDataSample.sample(frac=train_to_test_ratio, random_state=0)\n",
    "test = trainingDataSample.drop(train.index)\n",
    "print(\"Train:\", train.shape)\n",
    "print(\"Test:\", test.shape)\n",
    "train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "d5043fd3",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Special tokens have been added in the vocabulary, make sure the associated word embeddings are fine-tuned or trained.\n",
      "Some weights of the model checkpoint at vinai/bertweet-base were not used when initializing RobertaModel: ['lm_head.bias', 'lm_head.decoder.weight', 'lm_head.decoder.bias', 'lm_head.dense.bias', 'lm_head.layer_norm.weight', 'lm_head.dense.weight', 'lm_head.layer_norm.bias']\n",
      "- This IS expected if you are initializing RobertaModel from the checkpoint of a model trained on another task or with another architecture (e.g. initializing a BertForSequenceClassification model from a BertForPreTraining model).\n",
      "- This IS NOT expected if you are initializing RobertaModel from the checkpoint of a model that you expect to be exactly identical (initializing a BertForSequenceClassification model from a BertForSequenceClassification model).\n"
     ]
    }
   ],
   "source": [
    "tokenizer = AutoTokenizer.from_pretrained(bert_model, padding = \"max_length\", truncation = True, max_length = 60, return_offsets_mapping=True )\n",
    "model = AutoModel.from_pretrained(bert_model)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "5e1f4a49",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "X_train: 1906 31\n",
      "y_train: 1906 31\n",
      "X_test: 212 26\n",
      "y_test: 212 26\n"
     ]
    }
   ],
   "source": [
    "def get_word_embeddings(sentence, sentence_tokenised):\n",
    "    ids = tokenizer.encode(sentence) \n",
    "    ids_tensor = torch.tensor(ids).unsqueeze(0) # Batch size: 1\n",
    "    word_vectors = model(ids_tensor)[0].squeeze()\n",
    "    \n",
    "    # pick/create one vector per word\n",
    "    #print(\"\\nword_vectors:\", vectors.shape)\n",
    "    #print(\"sentences:\", len(ids))\n",
    "    #print(\"sentence ids: \", ids)\n",
    "\n",
    "    word_embeddings_all = []\n",
    "    for word in sentence_tokenised:\n",
    "        word_encoded = tokenizer.encode(word)\n",
    "        #print(\"word_encoded:\", word_encoded)\n",
    "        word_encoded.remove(tokenizer.cls_token_id)\n",
    "        word_encoded.remove(tokenizer.sep_token_id)\n",
    "        #print(\"word_encoded:\", word_encoded)\n",
    "        \n",
    "        word_indices = [ids.index(encoded_id) for encoded_id in word_encoded ] \n",
    "        #print(\"word_indices:\", word_indices)\n",
    "        \n",
    "        # average all sub_word vectors of word\n",
    "        word_vector = torch.zeros((768))\n",
    "        for sub_token_id in word_indices:\n",
    "            word_vector += word_vectors[sub_token_id]\n",
    "            #print(word_vector[0])\n",
    "        word_vector /= len(word_indices)\n",
    "        \n",
    "        word_embeddings_all.append(word_vector)\n",
    "        \n",
    "    return word_embeddings_all\n",
    "\n",
    "def word2features(word, i, wordembedding):\n",
    "    #word = sent[i]#[0]\n",
    "    #wordembedding=get_features(word)   ## word embedding vector \n",
    "#    postag = sent[i][1]\n",
    "#    tag1=sent[i][2]\n",
    "#    tag2=sent[i][4]\n",
    "#    tag3 = sent[i][5]\n",
    "\n",
    "\n",
    "    features = {\n",
    "#        'bias': 1.0,\n",
    "        'word.lower()': word.lower(),\n",
    "#        'word[-3:]': word[-3:],\n",
    "#        'word[-2:]': word[-2:],\n",
    "        'word.isupper()': word.isupper(),\n",
    "#        'word.istitle()': word.istitle(),\n",
    "        'word.isdigit()': word.isdigit(),\n",
    "#        'postag': postag,\n",
    "#        'postag[:2]': postag[:2],\n",
    "#        'tag1': tag1,\n",
    "#        'tag1[:2]': tag1[:2],\n",
    "#        'tag2': tag2,\n",
    "#        'tag2[:2]': tag2[:2],\n",
    "#        'tag3': tag3,\n",
    "#        'tag3[:2]': tag3[:2],\n",
    "        'wordlength': len(word),\n",
    "        'wordinitialcap': word[0].isupper(),\n",
    "        'wordmixedcap': len([x for x in word[1:] if x.isupper()])>0,\n",
    "        'wordallcap': len([x for x in word if x.isupper()])==len(word),\n",
    "        'distfromsentbegin': i\n",
    "    }\n",
    "\n",
    "    # here you add 300 features (one for each vector component)\n",
    "    for iv,value in enumerate(wordembedding):\n",
    "        features['v{}'.format(iv)]=value\n",
    "    \n",
    "    return features\n",
    "\n",
    "\n",
    "\n",
    "def sent2features(sentence, tokenized):\n",
    "    word_vectors = get_word_embeddings(sentence, tokenized)\n",
    "    return [word2features(tokenized[i], i, word_vectors[i]) for i in range(len(tokenized))]\n",
    "\n",
    "\n",
    "X_train = [sent2features(sentence, tokenized) for sentence, tokenized in zip(train.sentence.values.tolist(), train.tokenized.values.tolist())]\n",
    "y_train = [tags for tags in train.bio_tags]\n",
    "print(\"X_train:\", len(X_train), len(X_train[0]))\n",
    "print(\"y_train:\", len(y_train), len(y_train[0]))\n",
    "\n",
    "X_test = [sent2features(sentence, tokenized) for sentence, tokenized in zip(test.sentence.values.tolist(), test.tokenized.values.tolist())]\n",
    "y_test = [tags for tags in test.bio_tags]\n",
    "\n",
    "print(\"X_test:\", len(X_test), len(X_test[0]))\n",
    "print(\"y_test:\", len(y_test), len(y_test[0]))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "09cc1e87",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "PreTrainedTokenizer(name_or_path='vinai/bertweet-base', vocab_size=64000, model_max_len=128, is_fast=False, padding_side='right', special_tokens={'bos_token': '<s>', 'eos_token': '</s>', 'unk_token': '<unk>', 'sep_token': '</s>', 'pad_token': '<pad>', 'cls_token': '<s>', 'mask_token': '<mask>'})"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tokenizer"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "84a608e5",
   "metadata": {},
   "source": [
    "### Train"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "c3527018",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 1min 12s, sys: 153 ms, total: 1min 12s\n",
      "Wall time: 1min 12s\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/vivek/miniconda3/envs/clue/lib/python3.8/site-packages/sklearn/base.py:209: FutureWarning: From version 0.24, get_params will raise an AttributeError if a parameter cannot be retrieved as an instance attribute. Previously it would return None.\n",
      "  warnings.warn('From version 0.24, get_params will raise an '\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "CRF(algorithm='lbfgs', all_possible_transitions=False, c1=0.1, c2=0.1,\n",
       "    keep_tempfiles=None, max_iterations=100)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "%%time\n",
    "crf = sklearn_crfsuite.CRF(\n",
    "    algorithm='lbfgs',\n",
    "    c1=0.1,\n",
    "    c2=0.1,\n",
    "    max_iterations=100,\n",
    "    all_possible_transitions=False\n",
    ")\n",
    "crf.fit(X_train, y_train)   ### Error message when try to train\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "2ff1ed4d-8e64-4e76-b90a-f1dd569e41d9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "CRF(algorithm='lbfgs', all_possible_transitions=False, c1=0.1, c2=0.1,\n",
       "    keep_tempfiles=None, max_iterations=100)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "crf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "464653ab",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['./model-causal-span/bertEmbeddings_simpleCRF.pkl']"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "##### save model ######\n",
    "saveModelPath = \"./model-causal-span/bertEmbeddings_simpleCRF.pkl\"\n",
    "joblib.dump(crf, saveModelPath)\n",
    "\n",
    "# # Pickle\n",
    "# # %%timeit\n",
    "# with open('crf_cls.pkl', 'wb') as f:\n",
    "#     pickle.dump(crf, f)\n",
    "# # 1 loops, best of 3: 927 ms per loop\n",
    "# # %%timeit                                    \n",
    "# with open('crf_cls.pkl', 'rb') as f:\n",
    "#     crf = pickle.load(f)\n",
    "# # 10 loops, best of 3: 94.1 ms per loop\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "e7bffd12",
   "metadata": {},
   "outputs": [],
   "source": [
    "predictions = crf.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "86b809c7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "         I-C       0.63      0.61      0.62       495\n",
      "         I-E       0.49      0.49      0.49       487\n",
      "           O       0.93      0.93      0.93      4159\n",
      "\n",
      "    accuracy                           0.86      5141\n",
      "   macro avg       0.68      0.68      0.68      5141\n",
      "weighted avg       0.86      0.86      0.86      5141\n",
      "\n"
     ]
    }
   ],
   "source": [
    "test_true_tag = [ID for ID in np.concatenate(y_test)]#\n",
    "test_predict_tag = [ID for ID in np.concatenate(predictions)]\n",
    "print(classification_report(test_true_tag, test_predict_tag))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "42b0928d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           C       0.59      0.56      0.57       241\n",
      "           E       0.46      0.36      0.40       237\n",
      "\n",
      "   micro avg       0.53      0.46      0.49       478\n",
      "   macro avg       0.52      0.46      0.49       478\n",
      "weighted avg       0.52      0.46      0.49       478\n",
      "\n"
     ]
    }
   ],
   "source": [
    "#The metrics we are seeing in this report are designed specifically for NLP tasks such as NER and POS tagging,\n",
    "#in which all words of an entity need to be predicted correctly to be counted as one correct prediction. \n",
    "#Therefore, the metrics in this classification report are much lower than in scikit-learn's classification report.\n",
    "#test_true_tag = [[id2tag[ID] for ID in IDS] for IDS in test_true_labels]\n",
    "#test_predict_tag = [[id2tag[ID] for ID in IDS] for IDS in test_predict_labels]\n",
    "print(classification_report_seqeval(y_test, predictions))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "f453b1ee",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "I true: O predic: O\n",
      "know true: O predic: O\n",
      "the true: O predic: O\n",
      "costs true: O predic: I-C\n",
      "& true: O predic: O\n",
      "the true: O predic: O\n",
      "struggle true: I-E predic: I-E\n",
      "just true: O predic: O\n",
      "to true: O predic: O\n",
      "get true: O predic: I-C\n",
      "insurance true: I-C predic: I-C\n",
      "to true: I-C predic: I-C\n",
      "pay true: I-C predic: I-C\n",
      "for true: O predic: I-C\n",
      "supplies true: O predic: I-C\n",
      "and true: O predic: I-C\n",
      "insulin true: O predic: I-C\n",
      "that true: O predic: O\n",
      "are true: O predic: O\n",
      "the true: O predic: O\n",
      "difference true: O predic: O\n",
      "between true: O predic: O\n",
      "life true: O predic: O\n",
      "& true: O predic: O\n",
      "death true: O predic: I-E\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "I true: O predic: O\n",
      "'m true: O predic: O\n",
      "noticing true: O predic: O\n",
      "that true: O predic: O\n",
      "covid true: I-C predic: O\n",
      "really true: O predic: O\n",
      "hitting true: I-E predic: O\n",
      "people true: I-E predic: O\n",
      "with true: I-E predic: O\n",
      "diabetes true: I-E predic: I-C\n",
      "hard true: I-E predic: O\n",
      ".. true: O predic: O\n",
      "I true: O predic: O\n",
      "'m true: O predic: O\n",
      "seeing true: O predic: O\n",
      "them true: O predic: O\n",
      "die true: O predic: I-E\n",
      "the true: O predic: O\n",
      "most true: O predic: O\n",
      "smh true: O predic: O\n",
      "\n",
      "\n",
      "USER true: O predic: O\n",
      "Diabetes true: I-C predic: I-C\n",
      "can true: O predic: O\n",
      "cause true: O predic: O\n",
      "GP true: I-E predic: O\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "He true: O predic: O\n",
      "died true: I-E predic: I-E\n",
      "from true: O predic: O\n",
      "lack true: I-C predic: I-C\n",
      "of true: I-C predic: I-C\n",
      "insulin true: I-C predic: I-C\n",
      ", true: O predic: O\n",
      "family true: O predic: O\n",
      "says true: O predic: O\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "Less true: I-C predic: I-C\n",
      "diabetes true: I-C predic: I-C\n",
      "means true: O predic: O\n",
      "less true: I-E predic: O\n",
      "COVID true: I-E predic: I-E\n",
      "deaths true: I-E predic: I-E\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "USER true: O predic: O\n",
      "A true: O predic: O\n",
      "coworker true: O predic: O\n",
      "who true: O predic: O\n",
      "had true: O predic: O\n",
      "his true: O predic: O\n",
      "big true: O predic: I-E\n",
      "toe true: I-E predic: I-E\n",
      "cut true: I-E predic: I-E\n",
      "off true: I-E predic: I-E\n",
      ", true: O predic: O\n",
      "due true: O predic: O\n",
      "to true: O predic: O\n",
      "diabetes true: I-C predic: I-C\n",
      ", true: O predic: O\n",
      "asked true: O predic: O\n",
      "me true: O predic: O\n",
      "who true: O predic: O\n",
      "am true: O predic: O\n",
      "I true: O predic: O\n",
      "trying true: O predic: O\n",
      "to true: O predic: O\n",
      "impress true: O predic: O\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "More true: O predic: O\n",
      "and true: O predic: O\n",
      "more true: O predic: O\n",
      "Americans true: O predic: O\n",
      "are true: O predic: O\n",
      "dying true: I-E predic: I-E\n",
      "due true: O predic: O\n",
      "to true: O predic: O\n",
      "these true: O predic: O\n",
      "insanely true: O predic: I-C\n",
      "high true: I-C predic: I-C\n",
      "insulin true: I-C predic: I-C\n",
      "prices true: I-C predic: I-C\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "USER true: O predic: O\n",
      "I true: O predic: O\n",
      "feel true: O predic: O\n",
      "for true: O predic: O\n",
      "you true: O predic: O\n",
      "girl true: O predic: O\n",
      ":weary_face: true: O predic: O\n",
      "my true: O predic: O\n",
      "ex true: O predic: O\n",
      "boyfriend true: O predic: O\n",
      "died true: I-E predic: I-E\n",
      "two true: O predic: O\n",
      "weeks true: O predic: O\n",
      "ago true: O predic: O\n",
      "from true: O predic: O\n",
      "complications true: I-C predic: I-C\n",
      "of true: I-C predic: I-C\n",
      "type true: I-C predic: I-C\n",
      "1 true: I-C predic: I-C\n",
      "diabetes true: I-C predic: I-C\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      ":two_hearts: true: O predic: O\n",
      "i true: O predic: O\n",
      "'ve true: O predic: O\n",
      "been true: O predic: O\n",
      "“ true: O predic: O\n",
      "plant true: I-E predic: O\n",
      "based true: I-E predic: O\n",
      "” true: O predic: O\n",
      "for true: O predic: O\n",
      "about true: O predic: O\n",
      "3 true: O predic: O\n",
      "years true: O predic: O\n",
      "now true: O predic: O\n",
      "bc true: O predic: O\n",
      "it true: O predic: O\n",
      "helps true: O predic: O\n",
      "my true: O predic: O\n",
      "t1d true: I-C predic: I-C\n",
      "but true: O predic: O\n",
      "i true: O predic: O\n",
      "definitely true: O predic: O\n",
      "struggle true: O predic: O\n",
      "with true: O predic: O\n",
      "finding true: O predic: O\n",
      "creative true: O predic: O\n",
      "dishes true: O predic: O\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "my true: O predic: O\n",
      "sister true: O predic: O\n",
      "has true: O predic: O\n",
      "type true: I-C predic: I-C\n",
      "1 true: I-C predic: I-C\n",
      "diabetes true: I-C predic: I-C\n",
      "and true: O predic: O\n",
      "is true: O predic: O\n",
      "classified true: O predic: O\n",
      "as true: O predic: O\n",
      "disabled true: I-E predic: I-E\n",
      "because true: O predic: O\n",
      "she true: O predic: O\n",
      "is true: O predic: O\n",
      "less true: O predic: I-E\n",
      "functional true: O predic: I-E\n",
      "than true: O predic: O\n",
      "a true: O predic: O\n",
      "healthy true: O predic: O\n",
      "member true: O predic: O\n",
      "of true: O predic: O\n",
      "society true: O predic: O\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "USER true: O predic: O\n",
      "I true: O predic: O\n",
      "'m true: O predic: O\n",
      "actually true: O predic: O\n",
      "in true: O predic: O\n",
      "this true: O predic: O\n",
      "struggle true: O predic: I-E\n",
      ", true: O predic: O\n",
      "went true: O predic: O\n",
      "from true: O predic: O\n",
      "being true: O predic: O\n",
      "pre true: I-C predic: I-C\n",
      "diabetic true: I-C predic: I-C\n",
      "tried true: O predic: O\n",
      "to true: O predic: O\n",
      "control true: O predic: O\n",
      "it true: O predic: O\n",
      "now true: O predic: O\n",
      "I true: O predic: O\n",
      "think true: O predic: O\n",
      "I true: O predic: O\n",
      "may true: O predic: O\n",
      "be true: O predic: O\n",
      "hypoglycemic true: I-E predic: I-E\n",
      "now true: O predic: O\n",
      "working true: O predic: O\n",
      "on true: O predic: O\n",
      "getting true: O predic: O\n",
      "thst true: O predic: O\n",
      "together true: O predic: O\n",
      "as true: O predic: O\n",
      "it true: O predic: O\n",
      "'s true: O predic: O\n",
      "taking true: O predic: O\n",
      "up true: O predic: O\n",
      "so true: O predic: O\n",
      "much true: O predic: O\n",
      "of true: O predic: O\n",
      "my true: O predic: O\n",
      "life true: O predic: O\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "Had true: O predic: O\n",
      "the true: O predic: O\n",
      "finger true: I-C predic: I-C\n",
      "prick true: I-C predic: I-C\n",
      "and true: O predic: O\n",
      "I true: O predic: O\n",
      "'m true: O predic: O\n",
      "anemic true: I-E predic: O\n",
      "so true: O predic: O\n",
      "could true: O predic: O\n",
      "n't true: O predic: O\n",
      "donate true: O predic: O\n",
      ":loudly_crying_face: true: O predic: O\n",
      "\n",
      "\n",
      "USER true: O predic: O\n",
      "And true: O predic: O\n",
      "people true: O predic: O\n",
      "wonder true: O predic: O\n",
      "why true: O predic: O\n",
      "I true: O predic: O\n",
      "'m true: O predic: O\n",
      "scared true: I-E predic: I-E\n",
      "for true: O predic: O\n",
      "the true: O predic: O\n",
      "relatives true: O predic: O\n",
      "of true: O predic: O\n",
      "mine true: O predic: O\n",
      "who true: O predic: O\n",
      "have true: O predic: O\n",
      "insulin true: I-C predic: I-C\n",
      "dependent true: I-C predic: I-C\n",
      "diabetes true: I-C predic: I-C\n",
      "! true: O predic: O\n",
      "\n",
      "\n",
      "USER true: O predic: O\n",
      "USER true: O predic: O\n",
      "( true: O predic: O\n",
      "I true: O predic: O\n",
      "'m true: O predic: O\n",
      "a true: O predic: O\n",
      "disabled true: O predic: O\n",
      ", true: O predic: O\n",
      "poor true: O predic: I-C\n",
      "T2D true: I-C predic: I-C\n",
      "who true: O predic: O\n",
      "is true: O predic: O\n",
      "incredibly true: O predic: O\n",
      "sick true: I-E predic: O\n",
      "of true: O predic: O\n",
      "being true: O predic: O\n",
      "told true: I-C predic: O\n",
      "to true: I-C predic: O\n",
      "\" true: I-C predic: O\n",
      "eat true: I-C predic: I-C\n",
      "healthier true: I-C predic: I-C\n",
      "\" true: O predic: O\n",
      "to true: O predic: O\n",
      "manage true: O predic: O\n",
      "it true: O predic: O\n",
      "lol true: O predic: O\n",
      ") true: O predic: O\n",
      "\n",
      "\n",
      "USER true: O predic: O\n",
      "There true: O predic: O\n",
      "is true: O predic: O\n",
      "no true: O predic: O\n",
      "reason true: O predic: O\n",
      "for true: O predic: O\n",
      "insulin true: I-C predic: I-C\n",
      "to true: O predic: I-C\n",
      "be true: O predic: I-C\n",
      "so true: O predic: I-C\n",
      "expensive true: I-E predic: I-C\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "USER true: O predic: O\n",
      "The true: O predic: O\n",
      "first true: O predic: O\n",
      "mega true: O predic: I-C\n",
      "hypo true: I-C predic: I-C\n",
      "where true: O predic: O\n",
      "I true: O predic: O\n",
      "turn true: O predic: O\n",
      "into true: O predic: O\n",
      "an true: O predic: O\n",
      "eating true: I-E predic: I-E\n",
      "machine true: O predic: I-E\n",
      "is true: O predic: O\n",
      "always true: O predic: O\n",
      "a true: O predic: O\n",
      "bit true: O predic: O\n",
      "awkward true: O predic: O\n",
      "lol true: O predic: O\n",
      "#gbdoc true: O predic: O\n",
      "\n",
      "\n",
      "Yall true: O predic: O\n",
      "talking true: O predic: O\n",
      "about true: O predic: O\n",
      "\" true: O predic: O\n",
      "im true: O predic: O\n",
      "young true: O predic: O\n",
      "im true: O predic: O\n",
      "not true: O predic: O\n",
      "scared true: O predic: I-E\n",
      "of true: O predic: I-E\n",
      "the true: O predic: I-E\n",
      "Corona true: O predic: I-E\n",
      "virus true: O predic: I-E\n",
      "\" true: O predic: O\n",
      "well true: O predic: O\n",
      "my true: O predic: O\n",
      "diabetic true: I-C predic: O\n",
      "ass true: O predic: O\n",
      "is true: O predic: O\n",
      "a true: O predic: O\n",
      "little true: O predic: O\n",
      "worried true: I-E predic: I-E\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "USER true: O predic: O\n",
      "According true: O predic: O\n",
      "to true: O predic: O\n",
      "grapevine true: O predic: O\n",
      ", true: O predic: O\n",
      "he true: O predic: O\n",
      "already true: O predic: O\n",
      "had true: O predic: O\n",
      "couple true: O predic: O\n",
      "of true: O predic: O\n",
      "heart true: O predic: O\n",
      "surgeries true: O predic: O\n",
      "and true: O predic: O\n",
      "leg true: I-E predic: O\n",
      "is true: I-E predic: O\n",
      "amputated true: I-E predic: I-E\n",
      "due true: O predic: O\n",
      "to true: O predic: O\n",
      "diabetes true: I-C predic: I-C\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "I true: O predic: O\n",
      "need true: O predic: O\n",
      "my true: O predic: O\n",
      "insulin true: I-C predic: I-C\n",
      "to true: O predic: O\n",
      "bring true: O predic: O\n",
      "my true: O predic: O\n",
      "blood true: I-E predic: I-E\n",
      "sugar true: I-E predic: I-E\n",
      "back true: I-E predic: I-E\n",
      "down true: I-E predic: I-E\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "USER true: O predic: O\n",
      "Reduce true: O predic: O\n",
      "junkfood true: I-C predic: O\n",
      "intake true: O predic: O\n",
      ", true: O predic: O\n",
      "reduce true: O predic: I-E\n",
      "cups true: O predic: I-E\n",
      "of true: O predic: I-E\n",
      "rice true: O predic: I-E\n",
      "( true: O predic: O\n",
      "bec true: O predic: O\n",
      "of true: O predic: O\n",
      "diabetes true: I-E predic: I-E\n",
      "risk true: O predic: I-E\n",
      ") true: O predic: O\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "USER true: O predic: O\n",
      "diabetes true: I-C predic: I-C\n",
      "is true: O predic: O\n",
      "a true: O predic: O\n",
      "dangerous true: I-E predic: I-E\n",
      "thing true: O predic: I-E\n",
      "for true: O predic: O\n",
      "a true: O predic: O\n",
      "dad true: O predic: O\n",
      "like true: O predic: O\n",
      "mine true: O predic: O\n",
      "to true: O predic: O\n",
      "have true: O predic: O\n",
      "but true: O predic: O\n",
      "he true: O predic: O\n",
      "has true: O predic: O\n",
      "it true: O predic: O\n",
      "\n",
      "\n",
      "USER true: O predic: O\n",
      "this true: O predic: O\n",
      "is true: O predic: O\n",
      "why true: O predic: O\n",
      "I true: O predic: O\n",
      "'m true: O predic: O\n",
      "so true: O predic: O\n",
      "glad true: I-E predic: O\n",
      "to true: O predic: O\n",
      "live true: I-C predic: I-E\n",
      "in true: I-C predic: I-E\n",
      "Canada true: I-C predic: I-E\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "Really true: O predic: O\n",
      "dreading true: I-E predic: O\n",
      "this true: O predic: O\n",
      "glucose true: I-C predic: I-C\n",
      "test true: I-C predic: I-C\n",
      "on true: O predic: O\n",
      "Thursday true: O predic: O\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "our true: O predic: O\n",
      "medicine true: O predic: O\n",
      ", true: O predic: O\n",
      "that true: O predic: O\n",
      "keeps true: O predic: O\n",
      "us true: O predic: O\n",
      "alive true: O predic: O\n",
      "daily true: O predic: O\n",
      ", true: O predic: O\n",
      "should true: O predic: O\n",
      "not true: O predic: O\n",
      "be true: O predic: O\n",
      "so true: O predic: O\n",
      "expensive true: I-C predic: O\n",
      "as true: O predic: O\n",
      "to true: O predic: O\n",
      "where true: O predic: O\n",
      "people true: O predic: O\n",
      "have true: O predic: O\n",
      "to true: O predic: O\n",
      "decide true: O predic: O\n",
      "to true: O predic: O\n",
      "ration true: I-E predic: I-E\n",
      "their true: I-E predic: I-E\n",
      "medicine true: I-E predic: I-E\n",
      ", true: O predic: O\n",
      "or true: O predic: O\n",
      "spend true: O predic: O\n",
      "the true: O predic: O\n",
      "money true: O predic: O\n",
      "and true: O predic: O\n",
      "go true: O predic: O\n",
      "broke true: O predic: O\n",
      "from true: O predic: O\n",
      "trying true: O predic: O\n",
      "to true: O predic: O\n",
      "live true: O predic: O\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "USER true: O predic: O\n",
      "My true: O predic: O\n",
      "Best true: O predic: O\n",
      "Beloved true: O predic: O\n",
      "suffers true: O predic: O\n",
      "from true: O predic: O\n",
      "diabetes true: I-C predic: I-C\n",
      "and true: O predic: O\n",
      "takes true: O predic: I-E\n",
      "Humulin true: I-E predic: I-E\n",
      "( true: O predic: O\n",
      "human true: O predic: I-C\n",
      "analogue true: O predic: I-C\n",
      "insulin true: O predic: I-C\n",
      ") true: O predic: O\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "Hey true: O predic: O\n",
      "everyone true: O predic: O\n",
      "so true: O predic: O\n",
      "this true: O predic: O\n",
      "beautiful true: O predic: O\n",
      "little true: O predic: O\n",
      "girl true: O predic: O\n",
      "named true: O predic: O\n",
      "Ashlynn true: O predic: O\n",
      "is true: O predic: O\n",
      "doing true: O predic: O\n",
      "a true: O predic: O\n",
      "fundraiser true: O predic: I-E\n",
      "to true: O predic: I-E\n",
      "raise true: I-E predic: I-E\n",
      "fund true: I-E predic: I-E\n",
      "for true: O predic: O\n",
      "T1D true: I-C predic: I-C\n",
      "Looks true: O predic: O\n",
      "Like true: O predic: O\n",
      "Me true: O predic: O\n",
      "Ashlynn true: O predic: O\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "My true: O predic: O\n",
      "cousin true: O predic: O\n",
      "has true: O predic: O\n",
      "diabetes true: I-C predic: I-C\n",
      "and true: O predic: O\n",
      "he true: O predic: O\n",
      "always true: O predic: O\n",
      "makes true: O predic: O\n",
      "sure true: O predic: O\n",
      "to true: O predic: O\n",
      "keep true: O predic: O\n",
      "a true: O predic: O\n",
      "check true: I-E predic: I-E\n",
      "on true: I-E predic: I-E\n",
      "his true: I-E predic: I-E\n",
      "sugar true: I-E predic: I-E\n",
      "levels true: I-E predic: I-E\n",
      "Ensure true: O predic: O\n",
      "Diabetes true: O predic: O\n",
      "Care true: O predic: O\n",
      "\n",
      "\n",
      "USER true: O predic: O\n",
      "I true: O predic: O\n",
      "read true: O predic: O\n",
      "constant true: O predic: O\n",
      "thirst true: I-E predic: I-E\n",
      "could true: O predic: O\n",
      "be true: O predic: O\n",
      "a true: O predic: O\n",
      "sign true: O predic: O\n",
      "of true: O predic: O\n",
      "diabetes true: I-C predic: I-C\n",
      "but true: O predic: O\n",
      "my true: O predic: O\n",
      "bloodwork true: O predic: O\n",
      "is true: O predic: O\n",
      "fine true: O predic: O\n",
      ", true: O predic: O\n",
      "I true: O predic: O\n",
      "do true: O predic: O\n",
      "have true: O predic: O\n",
      "latent true: O predic: I-C\n",
      "hyperthyroidism true: O predic: I-C\n",
      "so true: O predic: O\n",
      "maybe true: O predic: O\n",
      "I true: O predic: O\n",
      "just true: O predic: O\n",
      "metabolize true: O predic: O\n",
      "water true: O predic: O\n",
      "super true: O predic: O\n",
      "fuckin true: O predic: O\n",
      "fast true: O predic: O\n",
      "and true: O predic: O\n",
      "yes true: O predic: O\n",
      "I true: O predic: O\n",
      "piss true: O predic: O\n",
      "completely true: O predic: O\n",
      "clear true: O predic: O\n",
      "water true: O predic: O\n",
      "all true: O predic: O\n",
      "the true: O predic: O\n",
      "damn true: O predic: O\n",
      "time true: O predic: O\n",
      ":person_shrugging: true: O predic: O\n",
      "but true: O predic: O\n",
      "other true: O predic: O\n",
      "than true: O predic: O\n",
      "that true: O predic: O\n",
      "i true: O predic: O\n",
      "feel true: O predic: O\n",
      "the true: O predic: O\n",
      "same true: O predic: O\n",
      "lmao true: O predic: O\n",
      "\n",
      "\n",
      "It true: O predic: O\n",
      "'s true: O predic: O\n",
      "no true: I-E predic: O\n",
      "party true: I-E predic: O\n",
      "being true: O predic: O\n",
      "T1D true: I-C predic: I-C\n",
      "with true: O predic: I-C\n",
      "illnesses true: O predic: I-C\n",
      "others true: O predic: O\n",
      "might true: O predic: O\n",
      "shrug true: O predic: O\n",
      "off true: O predic: O\n",
      "as true: O predic: O\n",
      "a true: O predic: O\n",
      "mere true: O predic: O\n",
      "“ true: O predic: O\n",
      "cold true: O predic: I-E\n",
      "” true: O predic: O\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "type true: O predic: I-C\n",
      "1 true: O predic: I-C\n",
      "diabetic true: O predic: I-C\n",
      "here true: O predic: O\n",
      "and true: O predic: O\n",
      "insulin true: I-E predic: I-E\n",
      "is true: I-E predic: I-E\n",
      "hella true: I-E predic: I-E\n",
      "pricey true: I-E predic: I-E\n",
      ", true: O predic: O\n",
      "especially true: O predic: O\n",
      "when true: O predic: O\n",
      "you true: O predic: O\n",
      "lose true: I-C predic: I-C\n",
      "your true: I-C predic: I-C\n",
      "job true: I-C predic: I-C\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "It true: O predic: O\n",
      "was true: O predic: O\n",
      "announced true: O predic: O\n",
      "Diabetes true: I-C predic: I-C\n",
      "was true: O predic: O\n",
      "the true: O predic: O\n",
      "major true: O predic: O\n",
      "underlying true: O predic: O\n",
      "health true: O predic: O\n",
      "conditions true: O predic: O\n",
      "that true: O predic: O\n",
      "killed true: I-E predic: O\n",
      "people true: O predic: O\n",
      "with true: O predic: O\n",
      "Covid true: O predic: O\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "USER true: O predic: O\n",
      "I true: O predic: O\n",
      "just true: O predic: O\n",
      "found true: O predic: O\n",
      "out true: O predic: O\n",
      "i true: O predic: O\n",
      "a true: O predic: O\n",
      "a true: O predic: O\n",
      "diabetic true: I-C predic: I-C\n",
      "n true: O predic: O\n",
      "i true: O predic: O\n",
      "am true: O predic: O\n",
      "not true: I-E predic: O\n",
      "ashamed true: I-E predic: O\n",
      "of true: O predic: O\n",
      "it true: O predic: O\n",
      "n true: O predic: O\n",
      "i true: O predic: O\n",
      "tske true: O predic: O\n",
      "meds true: I-E predic: O\n",
      "for true: O predic: O\n",
      "it true: O predic: O\n",
      "\n",
      "\n",
      "USER true: O predic: O\n",
      "USER true: O predic: O\n",
      "Have true: O predic: O\n",
      "to true: O predic: O\n",
      "pay true: I-E predic: O\n",
      "for true: O predic: O\n",
      "the true: O predic: O\n",
      "insurance true: I-C predic: I-C\n",
      "that true: I-C predic: O\n",
      "is true: I-C predic: O\n",
      "n't true: I-C predic: O\n",
      "covered true: I-C predic: O\n",
      ", true: O predic: O\n",
      "as true: O predic: O\n",
      "well true: O predic: O\n",
      "as true: O predic: O\n",
      "the true: O predic: O\n",
      "insulin true: O predic: I-C\n",
      "and true: O predic: O\n",
      "supplies true: O predic: O\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "Living true: O predic: O\n",
      "w true: O predic: O\n",
      "/ true: O predic: O\n",
      "T1D true: I-C predic: I-C\n",
      "is true: O predic: O\n",
      "difficult true: O predic: O\n",
      ", true: O predic: O\n",
      "for true: O predic: O\n",
      "instance true: O predic: O\n",
      "I true: O predic: O\n",
      "had true: O predic: O\n",
      "to true: O predic: O\n",
      "use true: O predic: O\n",
      "more true: O predic: O\n",
      "glucose true: I-E predic: I-C\n",
      "test true: I-E predic: I-C\n",
      "strips true: I-E predic: I-C\n",
      "bc true: O predic: O\n",
      "of true: O predic: O\n",
      "recent true: O predic: O\n",
      "fluctuating true: O predic: I-C\n",
      "levels true: O predic: I-C\n",
      ", true: O predic: O\n",
      "& true: O predic: O\n",
      "was true: O predic: O\n",
      "just true: O predic: O\n",
      "informed true: O predic: O\n",
      "by true: O predic: O\n",
      "Walgreens true: O predic: O\n",
      "that true: O predic: O\n",
      "if true: O predic: O\n",
      "I true: O predic: O\n",
      "want true: O predic: O\n",
      "to true: O predic: O\n",
      "refill true: O predic: O\n",
      "early true: O predic: O\n",
      "it true: O predic: O\n",
      "would true: O predic: O\n",
      "be true: O predic: O\n",
      "$ true: O predic: O\n",
      "769 true: O predic: O\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "“ true: O predic: O\n",
      "My true: O predic: O\n",
      "neurologist true: O predic: I-C\n",
      "is true: O predic: I-C\n",
      "fat true: O predic: I-C\n",
      "shaming true: O predic: I-C\n",
      "me true: O predic: O\n",
      "” true: O predic: O\n",
      "that true: O predic: O\n",
      "'s true: O predic: O\n",
      "because true: O predic: O\n",
      "when true: O predic: O\n",
      "you true: O predic: O\n",
      "'re true: O predic: O\n",
      "diabetic true: I-C predic: I-C\n",
      "and true: O predic: O\n",
      "weigh true: O predic: O\n",
      "380 true: O predic: O\n",
      "lbs true: O predic: O\n",
      "your true: O predic: O\n",
      "nerves true: I-E predic: I-E\n",
      "die true: I-E predic: I-E\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "I true: O predic: O\n",
      "am true: O predic: O\n",
      "sure true: O predic: O\n",
      "the true: O predic: O\n",
      "people true: O predic: O\n",
      "who true: O predic: O\n",
      "died true: I-E predic: I-E\n",
      "from true: O predic: O\n",
      "not true: I-C predic: I-C\n",
      "being true: I-C predic: I-C\n",
      "able true: I-C predic: I-C\n",
      "to true: I-C predic: I-C\n",
      "buy true: I-C predic: I-C\n",
      "$ true: I-C predic: I-C\n",
      "500 true: I-C predic: O\n",
      "/ true: I-C predic: O\n",
      "vial true: I-C predic: O\n",
      "of true: I-C predic: O\n",
      "insulin true: I-C predic: O\n",
      "are true: O predic: O\n",
      "comforted true: I-E predic: O\n",
      "by true: O predic: O\n",
      "this true: O predic: O\n",
      "meter true: I-C predic: O\n",
      "\n",
      "\n",
      "USER true: O predic: O\n",
      "for true: O predic: O\n",
      "me true: O predic: O\n",
      "with true: O predic: O\n",
      "my true: O predic: O\n",
      "diabetes true: O predic: I-C\n",
      "the true: O predic: O\n",
      "cold true: I-C predic: I-C\n",
      "weather true: I-C predic: I-C\n",
      "usually true: O predic: O\n",
      "lowers true: I-E predic: O\n",
      "my true: I-E predic: O\n",
      "blood true: I-E predic: I-E\n",
      "sugar true: I-E predic: I-E\n",
      "levels true: I-E predic: I-E\n",
      "whereas true: O predic: O\n",
      "the true: O predic: O\n",
      "heat true: O predic: O\n",
      "makes true: O predic: O\n",
      "my true: O predic: O\n",
      "levels true: O predic: I-E\n",
      "rise true: O predic: I-E\n",
      "\n",
      "\n",
      "Despite true: O predic: O\n",
      "almost true: O predic: O\n",
      "dying true: I-E predic: I-E\n",
      "2x true: O predic: O\n",
      "in true: O predic: O\n",
      "the true: O predic: O\n",
      "last true: O predic: O\n",
      "4 true: O predic: O\n",
      "years true: O predic: O\n",
      ", true: O predic: O\n",
      "having true: O predic: O\n",
      "a true: O predic: O\n",
      "tumour true: I-C predic: O\n",
      "& true: O predic: O\n",
      "diabetes true: I-C predic: I-C\n",
      ", true: O predic: O\n",
      "my true: O predic: O\n",
      "HoS true: O predic: O\n",
      "thinks true: O predic: O\n",
      "I true: O predic: O\n",
      "should true: O predic: O\n",
      "have true: O predic: O\n",
      "been true: O predic: O\n",
      "producing true: O predic: O\n",
      "4 true: O predic: O\n",
      "* true: O predic: O\n",
      "papers true: O predic: O\n",
      "for true: O predic: O\n",
      "the true: O predic: O\n",
      "REF true: O predic: O\n",
      "! true: O predic: O\n",
      "\n",
      "\n",
      "I true: O predic: O\n",
      "lost true: I-E predic: I-E\n",
      "my true: I-E predic: I-E\n",
      "brother true: I-E predic: I-E\n",
      "today true: O predic: O\n",
      "from true: O predic: O\n",
      "complications true: I-C predic: I-C\n",
      "of true: I-C predic: I-C\n",
      "diabetes true: I-C predic: I-C\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "And true: O predic: O\n",
      "coming true: O predic: O\n",
      "while true: O predic: O\n",
      "the true: O predic: O\n",
      "guy true: O predic: O\n",
      "who true: O predic: O\n",
      "died true: I-E predic: I-E\n",
      "for true: O predic: O\n",
      "lack true: I-C predic: I-C\n",
      "of true: I-C predic: I-C\n",
      "$ true: I-C predic: I-C\n",
      "50 true: I-C predic: I-C\n",
      "for true: I-C predic: O\n",
      "his true: I-C predic: O\n",
      "insulin true: I-C predic: O\n",
      "is true: O predic: O\n",
      "still true: O predic: O\n",
      "in true: O predic: O\n",
      "the true: O predic: O\n",
      "( true: O predic: O\n",
      "Twitter true: O predic: O\n",
      ") true: O predic: O\n",
      "news true: O predic: O\n",
      ", true: O predic: O\n",
      "could true: O predic: O\n",
      "not true: O predic: O\n",
      "be true: O predic: O\n",
      "more true: O predic: O\n",
      "timely true: O predic: O\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "He true: O predic: O\n",
      "lost true: I-C predic: O\n",
      "his true: I-C predic: O\n",
      "insurance true: I-C predic: O\n",
      "and true: O predic: O\n",
      "turned true: O predic: O\n",
      "to true: O predic: O\n",
      "cheaper true: I-E predic: O\n",
      "form true: I-E predic: I-C\n",
      "of true: I-E predic: I-C\n",
      "insulin true: I-E predic: I-C\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "both true: O predic: O\n",
      "are true: O predic: O\n",
      "frail true: O predic: O\n",
      "now true: O predic: O\n",
      ", true: O predic: O\n",
      "mum true: O predic: O\n",
      "has true: O predic: O\n",
      "type true: I-C predic: I-C\n",
      "2 true: I-C predic: I-C\n",
      "Diabetes true: I-C predic: I-C\n",
      "and true: O predic: O\n",
      "Blood true: I-E predic: O\n",
      "pressure true: I-E predic: O\n",
      "issues true: I-E predic: O\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "USER true: O predic: O\n",
      "USER true: O predic: O\n",
      "I true: O predic: O\n",
      "lost true: I-E predic: I-E\n",
      "my true: I-E predic: O\n",
      "mom true: I-E predic: O\n",
      "in true: O predic: O\n",
      "a true: O predic: O\n",
      "car true: O predic: O\n",
      "accident true: O predic: O\n",
      "caused true: O predic: O\n",
      "by true: O predic: O\n",
      "her true: O predic: O\n",
      "diabetes true: I-C predic: I-C\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "When true: O predic: O\n",
      "I true: O predic: O\n",
      "get true: O predic: I-C\n",
      "sad true: I-C predic: I-C\n",
      "or true: O predic: O\n",
      "depressed true: I-C predic: O\n",
      ", true: O predic: O\n",
      "I true: O predic: O\n",
      "totally true: O predic: O\n",
      "eat true: I-E predic: I-E\n",
      "my true: I-E predic: I-E\n",
      "feelings true: I-E predic: I-E\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "USER true: O predic: O\n",
      "My true: O predic: O\n",
      "late true: O predic: O\n",
      "father true: O predic: O\n",
      "in true: O predic: O\n",
      "law true: O predic: O\n",
      "lost true: I-E predic: I-E\n",
      "a true: I-E predic: I-E\n",
      "lower true: I-E predic: I-E\n",
      "leg true: I-E predic: I-E\n",
      "to true: O predic: O\n",
      "diabetic true: I-C predic: I-C\n",
      "complications true: I-C predic: I-C\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "My true: O predic: O\n",
      "step true: O predic: O\n",
      "dad true: O predic: O\n",
      "is true: O predic: O\n",
      "diabetic true: O predic: I-C\n",
      "and true: O predic: O\n",
      "this true: O predic: O\n",
      "fool true: O predic: O\n",
      "had true: O predic: O\n",
      "made true: O predic: O\n",
      "no true: O predic: O\n",
      "dietary true: O predic: I-E\n",
      "changes true: O predic: I-E\n",
      "to true: O predic: O\n",
      "his true: O predic: O\n",
      "life true: O predic: O\n",
      "until true: O predic: O\n",
      "I true: O predic: O\n",
      "came true: O predic: O\n",
      "back true: O predic: O\n",
      ", true: O predic: O\n",
      "and true: O predic: O\n",
      "he true: O predic: O\n",
      "'s true: O predic: O\n",
      "been true: O predic: O\n",
      "super true: O predic: O\n",
      "resistant true: O predic: O\n",
      "and true: O predic: O\n",
      "slow true: O predic: O\n",
      ", true: O predic: O\n",
      "but true: O predic: O\n",
      "I true: O predic: O\n",
      "'ve true: O predic: O\n",
      "worked true: O predic: O\n",
      "in true: O predic: O\n",
      "some true: O predic: O\n",
      "sugar true: I-C predic: I-C\n",
      "free true: I-C predic: I-C\n",
      "drinks true: I-C predic: I-C\n",
      ", true: O predic: O\n",
      "diet true: O predic: O\n",
      "soda true: O predic: O\n",
      "and true: O predic: O\n",
      "popsicles true: O predic: O\n",
      "for true: O predic: O\n",
      "when true: O predic: O\n",
      "he true: O predic: O\n",
      "has true: O predic: O\n",
      "a true: O predic: O\n",
      "sweet true: O predic: O\n",
      "tooth true: O predic: O\n",
      ", true: O predic: O\n",
      "and true: O predic: O\n",
      "this true: O predic: O\n",
      "fool true: O predic: O\n",
      "lowered true: I-E predic: O\n",
      "his true: I-E predic: O\n",
      "A1C true: I-E predic: O\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "Eating true: O predic: I-E\n",
      "seriously true: O predic: I-E\n",
      "low true: I-C predic: I-E\n",
      "carb true: I-C predic: I-E\n",
      "esp true: O predic: I-E\n",
      "with true: O predic: I-E\n",
      "high true: O predic: I-E\n",
      "protein true: O predic: I-E\n",
      "gives true: O predic: I-E\n",
      "far true: O predic: I-E\n",
      "better true: I-E predic: I-E\n",
      "control true: I-E predic: I-E\n",
      "in true: I-E predic: O\n",
      "dm2 true: I-E predic: O\n",
      ", true: O predic: O\n",
      "better true: O predic: O\n",
      "Hba true: O predic: O\n",
      "1c true: O predic: O\n",
      "etc true: O predic: O\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "Now true: O predic: O\n",
      "as true: O predic: O\n",
      "someone true: O predic: O\n",
      "who true: O predic: O\n",
      "has true: O predic: O\n",
      "multiple true: O predic: O\n",
      "mental true: O predic: I-E\n",
      "health true: O predic: I-E\n",
      "problems true: O predic: I-E\n",
      "and true: O predic: O\n",
      "was true: O predic: O\n",
      "diagnosed true: O predic: O\n",
      "as true: O predic: O\n",
      "type true: I-C predic: I-C\n",
      "2 true: I-C predic: I-C\n",
      "diabetic true: I-C predic: I-C\n",
      "at true: O predic: O\n",
      "the true: O predic: O\n",
      "age true: O predic: O\n",
      "of true: O predic: O\n",
      "11 true: O predic: O\n",
      "I true: O predic: O\n",
      "can true: O predic: O\n",
      "tell true: O predic: O\n",
      "you true: O predic: O\n",
      "first true: O predic: O\n",
      "hand true: O predic: O\n",
      "how true: O predic: O\n",
      "hard true: O predic: O\n",
      "it true: O predic: O\n",
      "is true: O predic: O\n",
      "to true: O predic: O\n",
      "stab true: I-E predic: O\n",
      "your true: I-E predic: O\n",
      "finger true: I-E predic: O\n",
      "on true: O predic: O\n",
      "a true: O predic: O\n",
      "daily true: O predic: O\n",
      "basis true: O predic: O\n",
      "while true: O predic: O\n",
      "you true: O predic: O\n",
      "still true: O predic: O\n",
      "wish true: O predic: O\n",
      "it true: O predic: O\n",
      "was true: O predic: O\n",
      "a true: O predic: O\n",
      "knife true: O predic: O\n",
      "because true: O predic: O\n",
      "you true: O predic: O\n",
      "'re true: O predic: O\n",
      "suicidal true: O predic: O\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "cons true: O predic: O\n",
      "of true: O predic: O\n",
      "having true: O predic: O\n",
      "diabetes true: O predic: I-C\n",
      ": true: O predic: O\n",
      "having true: O predic: O\n",
      "to true: O predic: O\n",
      "take true: O predic: O\n",
      "a true: O predic: O\n",
      "juice true: I-E predic: O\n",
      "break true: O predic: O\n",
      "in true: O predic: O\n",
      "the true: O predic: O\n",
      "middle true: O predic: O\n",
      "of true: O predic: O\n",
      "cleaning true: O predic: O\n",
      "because true: O predic: O\n",
      "your true: O predic: O\n",
      "blood true: I-C predic: I-E\n",
      "sugar true: I-C predic: I-E\n",
      "took true: I-C predic: I-E\n",
      "a true: I-C predic: I-E\n",
      "deep true: I-C predic: I-E\n",
      "dive true: I-C predic: I-E\n",
      "\n",
      "\n",
      "I true: O predic: O\n",
      "'m true: O predic: O\n",
      "an true: O predic: O\n",
      "absolute true: O predic: O\n",
      "freak true: O predic: O\n",
      "for true: O predic: O\n",
      "carbs true: O predic: O\n",
      "and true: O predic: O\n",
      "starchy true: O predic: O\n",
      "foods true: O predic: O\n",
      ", true: O predic: O\n",
      "but true: O predic: O\n",
      "I true: O predic: O\n",
      "'m true: O predic: O\n",
      "diabetic true: I-C predic: I-C\n",
      "and true: O predic: O\n",
      "get true: O predic: O\n",
      "migraines true: I-E predic: O\n",
      ", true: O predic: O\n",
      "so true: O predic: O\n",
      "carbs true: O predic: O\n",
      "and true: O predic: O\n",
      "starch true: O predic: O\n",
      "are true: O predic: O\n",
      "TERRIBLE true: O predic: O\n",
      "for true: O predic: O\n",
      "me true: O predic: O\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "I true: O predic: O\n",
      "am true: O predic: O\n",
      "rationing true: I-E predic: O\n",
      "my true: I-E predic: O\n",
      "insulin true: I-E predic: O\n",
      "because true: O predic: O\n",
      "I true: O predic: O\n",
      "wont true: I-C predic: O\n",
      "have true: I-C predic: O\n",
      "the true: I-C predic: O\n",
      "216 true: I-C predic: O\n",
      "dollar true: I-C predic: O\n",
      "co true: O predic: I-C\n",
      "pay true: O predic: I-C\n",
      "in true: O predic: O\n",
      "7 true: O predic: O\n",
      "days true: O predic: O\n",
      "or true: O predic: O\n",
      "should true: O predic: O\n",
      "I true: O predic: O\n",
      "avail true: O predic: O\n",
      "of true: O predic: O\n",
      "USER true: O predic: O\n",
      "and true: O predic: O\n",
      "not true: O predic: O\n",
      "worth true: O predic: O\n",
      "a true: O predic: O\n",
      "fuck true: O predic: O\n",
      "Chuck true: O predic: O\n",
      "USER true: O predic: O\n",
      "solar true: O predic: O\n",
      "rebate true: O predic: O\n",
      "of true: O predic: O\n",
      "1000 true: O predic: O\n",
      "dollars true: O predic: O\n",
      "off true: O predic: O\n",
      "a true: O predic: O\n",
      "19k true: O predic: O\n",
      "solar true: O predic: O\n",
      "system true: O predic: O\n",
      "I true: O predic: O\n",
      "cant true: O predic: O\n",
      "afford true: O predic: O\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "Paisley true: O predic: O\n",
      "was true: O predic: O\n",
      "all true: O predic: O\n",
      "hyped true: I-E predic: I-E\n",
      "up true: I-E predic: I-E\n",
      "from true: O predic: O\n",
      "my true: O predic: O\n",
      "glucose true: I-C predic: I-C\n",
      "drink true: I-C predic: I-C\n",
      "and true: O predic: O\n",
      "was true: O predic: O\n",
      "darting true: O predic: O\n",
      "from true: O predic: O\n",
      "the true: O predic: O\n",
      "dr true: O predic: O\n",
      "'s true: O predic: O\n",
      "every true: O predic: O\n",
      "time true: O predic: O\n",
      "they true: O predic: O\n",
      "found true: O predic: O\n",
      "her true: O predic: O\n",
      "lol true: O predic: O\n",
      "\n",
      "\n",
      "I true: O predic: O\n",
      "can't true: O predic: O\n",
      "help true: O predic: O\n",
      "that true: O predic: O\n",
      "I true: O predic: O\n",
      "was true: O predic: O\n",
      "diagnosed true: O predic: O\n",
      "with true: O predic: O\n",
      "diabetes true: I-C predic: I-C\n",
      "at true: O predic: O\n",
      "11 true: O predic: O\n",
      "yrs true: O predic: O\n",
      "old true: O predic: O\n",
      "but true: O predic: O\n",
      "I true: O predic: O\n",
      "take true: O predic: O\n",
      "the true: O predic: O\n",
      "best true: O predic: O\n",
      "care true: I-E predic: O\n",
      "of true: I-E predic: O\n",
      "myself true: I-E predic: O\n",
      "I true: O predic: O\n",
      "can true: O predic: O\n",
      "and true: O predic: O\n",
      "it true: O predic: O\n",
      "shows true: O predic: O\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "USER true: O predic: O\n",
      "USER true: O predic: O\n",
      "People true: O predic: O\n",
      "go true: I-E predic: O\n",
      "to true: I-E predic: O\n",
      "Canada true: I-E predic: I-E\n",
      "to true: O predic: I-E\n",
      "buy true: I-C predic: I-E\n",
      "insulin true: I-C predic: I-E\n",
      "at true: O predic: O\n",
      "45 true: O predic: O\n",
      "dollars true: O predic: O\n",
      "per true: O predic: O\n",
      "vial true: O predic: O\n",
      ", true: O predic: O\n",
      "225 true: O predic: O\n",
      "per true: O predic: O\n",
      "month true: O predic: O\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "Dying true: I-E predic: I-E\n",
      "from true: O predic: O\n",
      "lack true: I-C predic: I-C\n",
      "of true: I-C predic: I-C\n",
      "insulin true: I-C predic: I-C\n",
      "is true: O predic: O\n",
      "torture true: O predic: O\n",
      ", true: O predic: O\n",
      "excruciatingly true: O predic: I-E\n",
      "painful true: O predic: I-E\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "As true: O predic: O\n",
      "parent true: O predic: O\n",
      "to true: O predic: O\n",
      "a true: O predic: O\n",
      "#type1diabetes true: I-C predic: I-C\n",
      "child true: O predic: O\n",
      ", true: O predic: O\n",
      "the true: O predic: O\n",
      "worst true: O predic: O\n",
      "comment true: O predic: O\n",
      "I true: O predic: O\n",
      "get true: O predic: O\n",
      "( true: O predic: O\n",
      "from true: O predic: O\n",
      "people true: O predic: O\n",
      "meaning true: O predic: O\n",
      "to true: O predic: O\n",
      "be true: O predic: O\n",
      "empathetic true: O predic: O\n",
      ") true: O predic: O\n",
      "is true: O predic: O\n",
      "\" true: O predic: O\n",
      "I true: O predic: O\n",
      "do true: O predic: O\n",
      "n't true: O predic: O\n",
      "know true: O predic: O\n",
      "how true: O predic: O\n",
      "you true: O predic: O\n",
      "do true: O predic: O\n",
      "it true: O predic: O\n",
      "\" true: O predic: O\n",
      ", true: O predic: O\n",
      "when true: O predic: O\n",
      "I true: O predic: O\n",
      "stab true: O predic: O\n",
      "my true: O predic: O\n",
      "5yo true: O predic: O\n",
      "with true: O predic: O\n",
      "needles true: I-E predic: O\n",
      "and true: O predic: O\n",
      "insert true: O predic: O\n",
      "cannulas true: O predic: O\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "People true: O predic: O\n",
      "die true: I-E predic: O\n",
      "in true: O predic: O\n",
      "USA true: O predic: I-C\n",
      "unable true: I-C predic: I-C\n",
      "to true: I-C predic: I-C\n",
      "afford true: I-C predic: I-C\n",
      "their true: I-C predic: I-C\n",
      "insulin true: I-C predic: I-C\n",
      "shot true: O predic: I-C\n",
      "which true: O predic: O\n",
      "is true: O predic: O\n",
      "25 true: O predic: I-E\n",
      "times true: O predic: I-E\n",
      "more true: O predic: I-E\n",
      "expensive true: O predic: I-E\n",
      "in true: O predic: O\n",
      "USA true: O predic: O\n",
      "than true: O predic: O\n",
      "neighboring true: O predic: O\n",
      "Canada true: O predic: I-E\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "USER true: O predic: O\n",
      "USER true: O predic: O\n",
      "I true: O predic: O\n",
      "'m true: O predic: O\n",
      "scared true: I-E predic: I-E\n",
      "because true: O predic: O\n",
      "he true: O predic: O\n",
      "is true: O predic: O\n",
      "also true: O predic: O\n",
      "diabetic true: I-C predic: I-C\n",
      "but true: O predic: O\n",
      "I true: O predic: O\n",
      "have true: O predic: O\n",
      "faith true: O predic: O\n",
      "that true: O predic: O\n",
      "everything true: O predic: O\n",
      "will true: O predic: O\n",
      "pass true: O predic: O\n",
      "! true: O predic: O\n",
      "\n",
      "\n",
      "\" true: O predic: O\n",
      "So true: O predic: O\n",
      ", true: O predic: O\n",
      "although true: O predic: O\n",
      "he true: O predic: O\n",
      "died true: O predic: I-E\n",
      "of true: O predic: O\n",
      "COVID true: O predic: O\n",
      "19 true: O predic: O\n",
      ", true: O predic: O\n",
      "he true: O predic: O\n",
      "also true: O predic: O\n",
      "died true: I-E predic: I-E\n",
      "because true: O predic: O\n",
      "he true: O predic: O\n",
      "had true: O predic: O\n",
      "#diabetes true: I-C predic: I-C\n",
      "But true: O predic: O\n",
      "even true: O predic: O\n",
      "more true: O predic: O\n",
      "proximately true: O predic: O\n",
      ", true: O predic: O\n",
      "he true: O predic: O\n",
      "died true: O predic: I-E\n",
      "because true: O predic: O\n",
      "he true: O predic: O\n",
      "lost true: O predic: I-E\n",
      "his true: O predic: I-E\n",
      "job true: O predic: I-E\n",
      "and true: O predic: O\n",
      "access true: O predic: O\n",
      "to true: O predic: O\n",
      "healthcare true: O predic: O\n",
      "\" true: O predic: O\n",
      "A true: O predic: O\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "These true: O predic: O\n",
      "grotesque true: O predic: O\n",
      "elites true: O predic: O\n",
      "\" true: O predic: O\n",
      "avenge true: O predic: O\n",
      "her true: O predic: O\n",
      "\" true: O predic: O\n",
      "on true: O predic: O\n",
      "the true: O predic: O\n",
      "lives true: O predic: O\n",
      "of true: O predic: O\n",
      "people true: O predic: O\n",
      "who true: O predic: O\n",
      "can't true: I-C predic: I-C\n",
      "afford true: I-C predic: I-C\n",
      "their true: I-C predic: I-C\n",
      "insulin true: I-C predic: I-C\n",
      "and true: O predic: O\n",
      "die true: I-E predic: O\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "USER true: O predic: O\n",
      "My true: O predic: O\n",
      "mom true: O predic: O\n",
      "has true: O predic: O\n",
      "fluctuated true: O predic: O\n",
      "in true: O predic: O\n",
      "and true: O predic: O\n",
      "out true: O predic: O\n",
      "of true: O predic: O\n",
      "diabetes true: I-C predic: I-C\n",
      "for true: O predic: O\n",
      "almost true: O predic: O\n",
      "30 true: O predic: O\n",
      "years true: O predic: O\n",
      ", true: O predic: O\n",
      "so true: O predic: O\n",
      "I true: O predic: O\n",
      "have true: O predic: O\n",
      "the true: O predic: O\n",
      "same true: O predic: O\n",
      "anxiety true: I-E predic: O\n",
      "about true: O predic: O\n",
      "it true: O predic: O\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "Millions true: O predic: O\n",
      "of true: O predic: O\n",
      "Americans true: O predic: O\n",
      "need true: O predic: O\n",
      "insulin true: O predic: I-C\n",
      "to true: O predic: O\n",
      "live true: O predic: O\n",
      ", true: O predic: O\n",
      "but true: O predic: O\n",
      "prices true: I-E predic: O\n",
      "for true: I-E predic: O\n",
      "this true: I-E predic: O\n",
      "drug true: I-E predic: O\n",
      "are true: I-E predic: O\n",
      "skyrocketing true: I-E predic: O\n",
      "due true: O predic: O\n",
      "to true: O predic: O\n",
      "the true: O predic: O\n",
      "unbridled true: O predic: O\n",
      "greed true: I-C predic: O\n",
      "of true: I-C predic: O\n",
      "Big true: I-C predic: O\n",
      "Pharma true: I-C predic: O\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "And true: O predic: O\n",
      "the true: O predic: O\n",
      "inventors true: O predic: O\n",
      "said true: O predic: O\n",
      "there true: O predic: O\n",
      "was true: O predic: O\n",
      "never true: O predic: O\n",
      "to true: O predic: O\n",
      "be true: O predic: O\n",
      "a true: O predic: O\n",
      "time true: O predic: O\n",
      "when true: O predic: O\n",
      "someone true: O predic: O\n",
      "could true: O predic: O\n",
      "suffer true: I-E predic: O\n",
      "from true: O predic: O\n",
      "lack true: I-C predic: I-C\n",
      "of true: I-C predic: I-C\n",
      "medicine true: I-C predic: I-C\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "lmao true: O predic: O\n",
      "um true: O predic: O\n",
      "i true: O predic: O\n",
      "have true: O predic: O\n",
      "to true: O predic: O\n",
      "go true: O predic: O\n",
      "on true: O predic: O\n",
      "a true: O predic: O\n",
      "sugar true: I-E predic: I-E\n",
      "free true: I-E predic: I-E\n",
      "diet true: I-E predic: I-E\n",
      "for true: O predic: O\n",
      "a true: O predic: O\n",
      "bit true: O predic: O\n",
      "because true: O predic: O\n",
      "i true: O predic: O\n",
      "think true: O predic: O\n",
      "i true: O predic: O\n",
      "may true: O predic: O\n",
      "have true: O predic: O\n",
      "diabetes true: I-C predic: I-C\n",
      "since true: O predic: O\n",
      "it true: O predic: O\n",
      "runs true: O predic: O\n",
      "in true: O predic: O\n",
      "the true: O predic: O\n",
      "family true: O predic: O\n",
      "and true: O predic: O\n",
      "im true: O predic: O\n",
      "kinda true: O predic: O\n",
      "scared true: O predic: I-E\n",
      "\n",
      "\n",
      "USER true: O predic: O\n",
      "Oh true: O predic: O\n",
      "jeremy true: O predic: O\n",
      "I true: O predic: O\n",
      "have true: O predic: O\n",
      "to true: O predic: O\n",
      "work true: O predic: O\n",
      "although true: O predic: O\n",
      "I true: O predic: O\n",
      "'m true: O predic: O\n",
      "diabetic true: I-C predic: I-C\n",
      "and true: O predic: O\n",
      "have true: O predic: O\n",
      "a true: O predic: O\n",
      "low true: I-E predic: I-E\n",
      "immune true: I-E predic: I-E\n",
      "system true: I-E predic: I-E\n",
      "\n",
      "\n",
      "USER true: O predic: O\n",
      "USER true: O predic: O\n",
      "My true: O predic: O\n",
      "mom true: O predic: O\n",
      "used true: O predic: O\n",
      "to true: O predic: O\n",
      "take true: O predic: O\n",
      "me true: O predic: O\n",
      "to true: O predic: O\n",
      "get true: O predic: O\n",
      "steroid true: I-C predic: I-C\n",
      "shot true: I-C predic: I-C\n",
      "now true: O predic: O\n",
      "I true: O predic: O\n",
      "can't true: O predic: O\n",
      "have true: O predic: O\n",
      "that true: O predic: O\n",
      "because true: O predic: O\n",
      "of true: O predic: O\n",
      "my true: O predic: O\n",
      "diabetes true: I-E predic: I-C\n",
      ":crying_cat: true: O predic: I-C\n",
      "\n",
      "\n",
      "The true: O predic: O\n",
      "one true: O predic: O\n",
      "thing true: O predic: O\n",
      "about true: O predic: O\n",
      "being true: O predic: O\n",
      "diabetic true: I-C predic: I-C\n",
      "and true: O predic: O\n",
      "having true: O predic: O\n",
      "a true: O predic: O\n",
      "CGM true: I-E predic: O\n",
      "where true: O predic: O\n",
      "my true: O predic: O\n",
      "parents true: O predic: O\n",
      "can true: O predic: O\n",
      "see true: O predic: O\n",
      "my true: O predic: O\n",
      "blood true: O predic: I-E\n",
      "sugar true: O predic: I-E\n",
      "is true: O predic: O\n",
      "that true: O predic: O\n",
      "if true: O predic: O\n",
      "I true: O predic: O\n",
      "have true: O predic: O\n",
      "a true: O predic: O\n",
      "cookie true: O predic: O\n",
      "or true: O predic: O\n",
      "something true: O predic: O\n",
      "sweet true: O predic: O\n",
      ", true: O predic: O\n",
      "they true: O predic: O\n",
      "know true: O predic: O\n",
      "\n",
      "\n",
      "I true: O predic: O\n",
      "assumed true: O predic: O\n",
      "the true: O predic: O\n",
      "liver true: I-C predic: O\n",
      "would true: I-C predic: O\n",
      "release true: I-C predic: I-E\n",
      "glucose true: I-C predic: I-E\n",
      "if true: O predic: O\n",
      "your true: O predic: O\n",
      "BG true: I-E predic: I-C\n",
      "is true: I-E predic: I-C\n",
      "dropping true: I-E predic: I-C\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "USER true: O predic: O\n",
      "High true: O predic: I-E\n",
      "carb true: O predic: I-E\n",
      "foods true: O predic: I-E\n",
      "a true: O predic: O\n",
      "significant true: O predic: O\n",
      "factor true: O predic: O\n",
      "in true: O predic: O\n",
      "type true: I-C predic: I-E\n",
      "2 true: I-C predic: I-E\n",
      "diabetes true: I-C predic: I-E\n",
      "so true: O predic: O\n",
      "my true: O predic: O\n",
      "diet true: O predic: I-E\n",
      "is true: O predic: I-E\n",
      "low true: I-E predic: I-E\n",
      "carb true: I-E predic: I-E\n",
      "\n",
      "\n",
      "Uma true: O predic: O\n",
      "now true: O predic: O\n",
      "that true: O predic: O\n",
      "the true: O predic: O\n",
      "diabetes true: I-C predic: I-C\n",
      "has true: O predic: O\n",
      "renders true: O predic: O\n",
      "her true: O predic: O\n",
      "mostly true: O predic: O\n",
      "blind true: I-E predic: I-E\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "Fat true: O predic: O\n",
      "diabetic true: I-C predic: O\n",
      "Aboriginals true: O predic: O\n",
      "die true: I-E predic: O\n",
      "Fat true: O predic: O\n",
      "diabetic true: I-C predic: O\n",
      "people true: O predic: O\n",
      "die true: I-E predic: O\n",
      "\n",
      "\n",
      "Instead true: O predic: O\n",
      "of true: O predic: O\n",
      "drinking true: O predic: O\n",
      "the true: O predic: O\n",
      "nasty true: O predic: O\n",
      "glucose true: I-E predic: I-C\n",
      "drink true: I-E predic: I-C\n",
      "when true: O predic: O\n",
      "you true: O predic: O\n",
      "'re true: O predic: O\n",
      "pregnant true: I-C predic: I-C\n",
      ", true: O predic: O\n",
      "they true: O predic: O\n",
      "should true: O predic: O\n",
      "offer true: O predic: O\n",
      "another true: O predic: O\n",
      "option true: O predic: O\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "USER true: O predic: O\n",
      "Excessively true: O predic: I-E\n",
      "worried true: I-E predic: I-E\n",
      ", true: O predic: O\n",
      "but true: O predic: O\n",
      "not true: O predic: O\n",
      "for true: O predic: O\n",
      "myself true: O predic: O\n",
      ", true: O predic: O\n",
      "my true: O predic: O\n",
      "son true: O predic: O\n",
      "is true: O predic: O\n",
      "a true: O predic: O\n",
      "Brittle true: O predic: I-C\n",
      "diabetic true: I-C predic: I-C\n",
      ", true: O predic: O\n",
      "my true: O predic: O\n",
      "parents true: O predic: O\n",
      ", true: O predic: O\n",
      "his true: O predic: O\n",
      "parents true: O predic: O\n",
      ", true: O predic: O\n",
      "older true: O predic: O\n",
      "people true: O predic: O\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "this true: O predic: O\n",
      "is true: O predic: O\n",
      "my true: O predic: O\n",
      "second true: O predic: O\n",
      "pregnancy true: I-C predic: O\n",
      "so true: O predic: O\n",
      "second true: O predic: O\n",
      "glucose true: I-E predic: I-C\n",
      "tolerance true: I-E predic: I-C\n",
      "test true: I-E predic: I-C\n",
      "and true: O predic: O\n",
      "both true: O predic: O\n",
      "times true: O predic: O\n",
      "i true: O predic: O\n",
      "liked true: O predic: O\n",
      "the true: O predic: O\n",
      "drink true: O predic: O\n",
      ":person_shrugging: true: O predic: O\n",
      "‍ true: O predic: O\n",
      ":female_sign: true: O predic: O\n",
      "\n",
      "\n",
      "Incredible true: O predic: O\n",
      "tribute true: O predic: O\n",
      "to true: O predic: O\n",
      "your true: O predic: O\n",
      "dad true: O predic: O\n",
      "Brian true: O predic: O\n",
      "I true: O predic: O\n",
      "lost true: I-E predic: I-E\n",
      "my true: I-E predic: O\n",
      "dad true: I-E predic: O\n",
      "to true: O predic: O\n",
      "diabetes true: I-C predic: I-C\n",
      "May true: O predic: O\n",
      "13 true: O predic: O\n",
      ", true: O predic: O\n",
      "2017 true: O predic: O\n",
      "& true: O predic: O\n",
      "I true: O predic: O\n",
      "think true: O predic: O\n",
      "of true: O predic: O\n",
      "him true: O predic: O\n",
      "always true: O predic: O\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "idk true: O predic: O\n",
      "but true: O predic: O\n",
      "i true: O predic: O\n",
      "was true: O predic: O\n",
      "fasting true: I-E predic: O\n",
      "for true: O predic: O\n",
      "this true: O predic: O\n",
      "glucose true: I-C predic: I-C\n",
      "test true: I-C predic: I-C\n",
      "and true: O predic: O\n",
      "they true: O predic: O\n",
      "told true: O predic: O\n",
      "me true: O predic: O\n",
      "to true: O predic: O\n",
      "come true: O predic: O\n",
      "back true: O predic: O\n",
      "tomorrow true: O predic: O\n",
      ":slightly_smiling_face: true: O predic: O\n",
      ":slightly_smiling_face: true: O predic: O\n",
      ":slightly_smiling_face: true: O predic: O\n",
      "bitch true: O predic: O\n",
      "wtf true: O predic: O\n",
      "i true: O predic: O\n",
      "starved true: O predic: O\n",
      "myself true: O predic: O\n",
      "for true: O predic: O\n",
      "nothing true: O predic: O\n",
      "\n",
      "\n",
      "Folks true: O predic: O\n",
      "of true: O predic: O\n",
      "the true: O predic: O\n",
      "diabetes true: I-C predic: I-C\n",
      "persuasion true: O predic: O\n",
      ": true: O predic: O\n",
      "I true: O predic: O\n",
      "'ve true: O predic: O\n",
      "noticed true: O predic: O\n",
      "in true: O predic: O\n",
      "recent true: O predic: O\n",
      "weeks true: O predic: O\n",
      "for true: O predic: O\n",
      "seemingly true: O predic: O\n",
      "no true: O predic: O\n",
      "reason true: O predic: O\n",
      "I true: O predic: O\n",
      "'m true: O predic: O\n",
      "losing true: O predic: I-E\n",
      "my true: O predic: I-E\n",
      "hypo true: I-E predic: I-E\n",
      "awareness true: O predic: I-E\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "In true: O predic: O\n",
      "fact true: O predic: O\n",
      "500 true: O predic: O\n",
      "people true: O predic: O\n",
      "a true: O predic: O\n",
      "week true: O predic: O\n",
      "will true: O predic: O\n",
      "die true: I-E predic: I-E\n",
      "from true: O predic: O\n",
      "diabetes true: I-C predic: I-C\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "I true: O predic: O\n",
      "need true: O predic: O\n",
      "to true: O predic: O\n",
      "sleep true: O predic: O\n",
      "but true: O predic: O\n",
      "I true: O predic: O\n",
      "'m true: O predic: O\n",
      "so true: O predic: O\n",
      "anxious true: I-E predic: I-E\n",
      "for true: O predic: O\n",
      "this true: O predic: O\n",
      "diabetic true: I-C predic: I-C\n",
      "counselor true: I-C predic: I-C\n",
      "meeting true: I-C predic: O\n",
      "in true: O predic: O\n",
      "a true: O predic: O\n",
      "few true: O predic: O\n",
      "hours true: O predic: O\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "Thought true: O predic: O\n",
      "I true: O predic: O\n",
      "was true: O predic: O\n",
      "going true: O predic: O\n",
      "to true: O predic: O\n",
      "have true: O predic: O\n",
      "to true: O predic: O\n",
      "fast true: I-E predic: I-E\n",
      "today true: O predic: O\n",
      "because true: O predic: O\n",
      "I true: O predic: O\n",
      "ran true: I-C predic: I-E\n",
      "out true: I-C predic: I-E\n",
      "of true: I-C predic: I-E\n",
      "#insulin true: I-C predic: I-E\n",
      "last true: O predic: O\n",
      "night true: O predic: O\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "USER true: O predic: O\n",
      "USER true: O predic: O\n",
      "Well true: O predic: O\n",
      ", true: O predic: O\n",
      "I true: O predic: O\n",
      "was true: O predic: O\n",
      "diagnosed true: O predic: O\n",
      "with true: O predic: O\n",
      "Diabetes true: I-C predic: I-C\n",
      "last true: O predic: O\n",
      "summer true: O predic: O\n",
      "so true: O predic: O\n",
      "I true: O predic: O\n",
      "quit true: I-E predic: I-E\n",
      "sugar true: I-E predic: I-E\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "it true: O predic: O\n",
      "'s true: O predic: O\n",
      "been true: O predic: O\n",
      "close true: O predic: O\n",
      "to true: O predic: O\n",
      "a true: O predic: O\n",
      "decade true: O predic: O\n",
      "since true: O predic: O\n",
      "i true: O predic: O\n",
      "got true: O predic: O\n",
      "diagnosed true: O predic: O\n",
      "with true: O predic: O\n",
      "diabetes true: I-C predic: I-C\n",
      "and true: O predic: O\n",
      "i true: O predic: O\n",
      "still true: O predic: O\n",
      "want true: O predic: O\n",
      "to true: O predic: O\n",
      "cry true: O predic: I-E\n",
      "abound true: O predic: O\n",
      "having true: O predic: O\n",
      "to true: O predic: O\n",
      "take true: O predic: O\n",
      "painful true: I-E predic: O\n",
      "shots true: I-E predic: O\n",
      "every true: O predic: O\n",
      "single true: O predic: O\n",
      "day true: O predic: O\n",
      "for true: O predic: O\n",
      "the true: O predic: O\n",
      "rest true: O predic: O\n",
      "of true: O predic: O\n",
      "my true: O predic: O\n",
      "life true: O predic: O\n",
      "\n",
      "\n",
      "My true: O predic: O\n",
      "this true: O predic: O\n",
      "insulin true: I-C predic: I-C\n",
      "got true: O predic: I-C\n",
      "me true: O predic: I-C\n",
      "powered true: I-E predic: I-C\n",
      "up true: I-E predic: I-C\n",
      ":folded_hands: true: O predic: O\n",
      ":dark_skin_tone: true: O predic: O\n",
      "\n",
      "\n",
      "USER true: O predic: O\n",
      "I true: O predic: O\n",
      "took true: O predic: O\n",
      "to true: O predic: O\n",
      "tea true: O predic: O\n",
      "without true: I-E predic: O\n",
      "sugar true: I-E predic: O\n",
      "first true: O predic: O\n",
      "time true: O predic: O\n",
      "I true: O predic: O\n",
      "had true: O predic: O\n",
      "it true: O predic: O\n",
      "on true: O predic: O\n",
      "discovering true: O predic: O\n",
      "that true: O predic: O\n",
      "I true: O predic: O\n",
      "was true: O predic: O\n",
      "heading true: O predic: O\n",
      "towards true: O predic: O\n",
      "diabetes true: I-C predic: I-E\n",
      "\n",
      "\n",
      "i true: O predic: O\n",
      "went true: O predic: O\n",
      "5 true: O predic: O\n",
      "months true: O predic: O\n",
      "w true: O predic: O\n",
      "/ true: O predic: O\n",
      "o true: O predic: O\n",
      "any true: O predic: O\n",
      "meds true: I-E predic: I-E\n",
      "for true: O predic: O\n",
      "my true: O predic: O\n",
      "type true: I-C predic: I-C\n",
      "2 true: I-C predic: I-C\n",
      "diabetes true: I-C predic: I-C\n",
      ", true: O predic: O\n",
      "as true: O predic: O\n",
      "i true: O predic: O\n",
      "had true: O predic: O\n",
      "to true: O predic: O\n",
      "choose true: O predic: O\n",
      "groceries true: O predic: O\n",
      "instead true: O predic: O\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "but true: O predic: O\n",
      "this true: O predic: O\n",
      "is true: O predic: O\n",
      "America true: O predic: O\n",
      "so true: O predic: O\n",
      "I true: O predic: O\n",
      "'m true: O predic: O\n",
      "sure true: O predic: O\n",
      "we true: O predic: O\n",
      "'ll true: O predic: O\n",
      "have true: O predic: O\n",
      "to true: O predic: O\n",
      "pay true: O predic: I-E\n",
      "high true: I-E predic: I-E\n",
      "prices true: I-E predic: I-E\n",
      "like true: O predic: O\n",
      "we true: O predic: O\n",
      "do true: O predic: O\n",
      "for true: O predic: O\n",
      "insulin true: I-C predic: O\n",
      ":person_facepalming: true: O predic: O\n",
      ":light_skin_tone: true: O predic: O\n",
      "‍ true: O predic: O\n",
      ":male_sign: true: O predic: O\n",
      "\n",
      "\n",
      "Whoa true: O predic: O\n",
      "it true: O predic: O\n",
      "'s true: O predic: O\n",
      "almost true: O predic: O\n",
      "like true: O predic: O\n",
      "insulin true: I-E predic: O\n",
      "does true: O predic: O\n",
      "n't true: O predic: O\n",
      "spike true: O predic: I-E\n",
      "all true: O predic: O\n",
      "day true: O predic: O\n",
      "if true: O predic: O\n",
      "you true: O predic: O\n",
      "eat true: I-C predic: O\n",
      "a true: O predic: O\n",
      "muffin true: O predic: O\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "Type true: I-C predic: I-C\n",
      "1 true: I-C predic: I-C\n",
      "Diabetes true: I-C predic: I-C\n",
      "is true: O predic: O\n",
      "a true: O predic: O\n",
      "cruel true: O predic: O\n",
      "disease true: O predic: O\n",
      "with true: O predic: O\n",
      "no true: I-E predic: O\n",
      "cure true: I-E predic: O\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "he true: O predic: O\n",
      "'s true: O predic: O\n",
      "diabetic true: I-C predic: I-C\n",
      "and true: O predic: O\n",
      "needs true: I-E predic: O\n",
      "insulin true: I-E predic: I-C\n",
      "and true: O predic: O\n",
      "THATS true: O predic: O\n",
      "what true: O predic: O\n",
      "he true: O predic: O\n",
      "'s true: O predic: O\n",
      "EVIL true: O predic: O\n",
      "FOR true: O predic: O\n",
      "\n",
      "\n",
      "It true: O predic: O\n",
      "'s true: O predic: O\n",
      "mad true: O predic: O\n",
      "do true: O predic: O\n",
      "you true: O predic: O\n",
      "realise true: O predic: O\n",
      "how true: O predic: O\n",
      "much true: O predic: O\n",
      "insulin true: I-C predic: O\n",
      "I true: O predic: O\n",
      "have true: O predic: O\n",
      "to true: O predic: O\n",
      "get true: O predic: O\n",
      "on true: O predic: O\n",
      "prescription true: O predic: O\n",
      "there true: O predic: O\n",
      "'s true: O predic: O\n",
      "no true: O predic: O\n",
      "way true: O predic: O\n",
      "I true: O predic: O\n",
      "'d true: O predic: O\n",
      "be true: O predic: O\n",
      "able true: O predic: O\n",
      "to true: O predic: O\n",
      "afford true: O predic: O\n",
      "what true: O predic: O\n",
      "I true: O predic: O\n",
      "needed true: O predic: O\n",
      "to true: O predic: O\n",
      "stay true: I-E predic: O\n",
      "ALIVE true: I-E predic: O\n",
      ":neutral_face: true: O predic: O\n",
      ":neutral_face: true: O predic: O\n",
      "\n",
      "\n",
      "USER true: O predic: O\n",
      "I true: O predic: O\n",
      "am true: O predic: O\n",
      "considered true: O predic: O\n",
      "high true: I-E predic: I-E\n",
      "risk true: I-E predic: I-E\n",
      "because true: O predic: O\n",
      "I true: O predic: O\n",
      "have true: O predic: O\n",
      "type true: I-C predic: I-C\n",
      "2 true: I-C predic: I-C\n",
      "diabetes true: I-C predic: I-C\n",
      ", true: O predic: O\n",
      "but true: O predic: O\n",
      "I true: O predic: O\n",
      "do true: O predic: O\n",
      "have true: O predic: O\n",
      "a true: O predic: O\n",
      "strong true: O predic: O\n",
      "immune true: O predic: O\n",
      "system true: O predic: O\n",
      "; true: O predic: O\n",
      "rarely true: O predic: O\n",
      "get true: O predic: O\n",
      "sick true: O predic: O\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "I true: O predic: O\n",
      "'m true: O predic: O\n",
      "trying true: O predic: O\n",
      "to true: O predic: O\n",
      "eat true: I-E predic: I-E\n",
      "healthy true: I-E predic: I-E\n",
      "to true: O predic: O\n",
      "and true: O predic: O\n",
      "control true: I-C predic: I-E\n",
      "my true: I-C predic: I-E\n",
      "diabetes true: I-C predic: I-E\n",
      "its true: O predic: O\n",
      "hard true: O predic: O\n",
      "though true: O predic: O\n",
      "day true: O predic: O\n",
      "by true: O predic: O\n",
      "day true: O predic: O\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "As true: O predic: O\n",
      "a true: O predic: O\n",
      "#t1d true: I-C predic: O\n",
      ", true: O predic: O\n",
      "while true: O predic: O\n",
      "I true: O predic: O\n",
      "hope true: I-E predic: O\n",
      "for true: I-E predic: O\n",
      "a true: I-E predic: O\n",
      "cure true: I-E predic: O\n",
      ", true: O predic: O\n",
      "I true: O predic: O\n",
      "know true: O predic: O\n",
      "USER true: O predic: O\n",
      "is true: O predic: O\n",
      "fighting true: O predic: O\n",
      "for true: O predic: O\n",
      "one true: O predic: O\n",
      ", true: O predic: O\n",
      "and true: O predic: O\n",
      "this true: O predic: O\n",
      "month true: O predic: O\n",
      ", true: O predic: O\n",
      "I true: O predic: O\n",
      "'m true: O predic: O\n",
      "going true: O predic: O\n",
      "to true: O predic: O\n",
      "fight true: O predic: O\n",
      "! true: O predic: O\n",
      "\n",
      "\n",
      "I true: O predic: O\n",
      "'ve true: O predic: O\n",
      "been true: O predic: O\n",
      "a true: O predic: O\n",
      "diabetic true: I-C predic: I-C\n",
      "all true: O predic: O\n",
      "my true: O predic: O\n",
      "life true: O predic: O\n",
      "and true: O predic: O\n",
      "my true: O predic: O\n",
      "blood true: I-E predic: I-E\n",
      "sugar true: I-E predic: I-E\n",
      "gets true: I-E predic: I-E\n",
      "really true: I-E predic: I-E\n",
      "low true: I-E predic: I-E\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "USER true: O predic: O\n",
      "USER true: O predic: O\n",
      "As true: O predic: O\n",
      "a true: O predic: O\n",
      "diabetic true: I-C predic: I-C\n",
      "I true: O predic: O\n",
      "can true: O predic: O\n",
      "say true: O predic: O\n",
      "I true: O predic: O\n",
      "love true: O predic: O\n",
      "kale true: O predic: O\n",
      "now true: O predic: O\n",
      "healthy true: O predic: O\n",
      "and true: O predic: O\n",
      "low true: I-E predic: I-E\n",
      "in true: I-E predic: I-E\n",
      "carbs true: I-E predic: I-E\n",
      "\n",
      "\n",
      "Bringing true: O predic: O\n",
      "little true: O predic: O\n",
      "fella true: O predic: O\n",
      "who true: O predic: O\n",
      "is true: O predic: O\n",
      "diabetic true: I-C predic: I-C\n",
      "& true: O predic: O\n",
      "needs true: O predic: I-E\n",
      "low true: I-E predic: I-E\n",
      "carb true: I-E predic: I-E\n",
      "option true: O predic: I-E\n",
      ".. true: O predic: O\n",
      "thanks true: O predic: O\n",
      ":hot_beverage: true: O predic: O\n",
      ":crossed_fingers: true: O predic: O\n",
      ":medium-light_skin_tone: true: O predic: O\n",
      "\n",
      "\n",
      "USER true: O predic: O\n",
      "They true: O predic: O\n",
      "are true: O predic: O\n",
      "dying true: I-E predic: I-E\n",
      "because true: O predic: O\n",
      "many true: O predic: O\n",
      "of true: O predic: O\n",
      "them true: O predic: O\n",
      "eat true: I-C predic: I-C\n",
      "unhealthy true: I-C predic: I-C\n",
      "and true: O predic: O\n",
      "are true: O predic: O\n",
      "overweight true: I-C predic: I-C\n",
      ", true: O predic: O\n",
      "which true: O predic: O\n",
      "leads true: O predic: O\n",
      "to true: O predic: O\n",
      "heart true: O predic: O\n",
      "disease true: O predic: O\n",
      "and true: O predic: O\n",
      "diabetes true: O predic: I-E\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "BUT true: O predic: O\n",
      "I true: O predic: O\n",
      "'m true: O predic: O\n",
      "still true: O predic: O\n",
      "in true: O predic: O\n",
      "ketosis true: I-E predic: I-C\n",
      "and true: O predic: O\n",
      "continuing true: O predic: O\n",
      "to true: O predic: O\n",
      "test true: O predic: I-E\n",
      "& true: O predic: I-E\n",
      "monitor true: O predic: I-E\n",
      "results true: O predic: I-E\n",
      "#lowcarb true: I-C predic: I-E\n",
      "#Keto true: O predic: I-E\n",
      "#lchf true: O predic: I-E\n",
      "#ketolife true: O predic: I-E\n",
      "#ketodiet true: O predic: I-E\n",
      "HTTPURL true: O predic: O\n",
      "\n",
      "\n",
      "USER true: O predic: O\n",
      "I true: O predic: O\n",
      "'m true: O predic: O\n",
      "so true: O predic: O\n",
      "worried true: I-E predic: I-E\n",
      "for true: O predic: O\n",
      "you true: O predic: O\n",
      ", true: O predic: O\n",
      "and true: O predic: O\n",
      "my true: O predic: O\n",
      "son true: O predic: O\n",
      ", true: O predic: O\n",
      "who true: O predic: O\n",
      "has true: O predic: O\n",
      "T1 true: I-C predic: I-C\n",
      "diabetes true: I-C predic: I-C\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "A true: O predic: O\n",
      "diabetic true: O predic: I-C\n",
      "family true: O predic: I-C\n",
      "member true: O predic: O\n",
      "of true: O predic: O\n",
      "mine true: O predic: O\n",
      "just true: O predic: O\n",
      "pass true: I-E predic: I-E\n",
      "out true: I-E predic: I-E\n",
      "because true: O predic: O\n",
      "the true: O predic: O\n",
      "hospital true: O predic: I-C\n",
      "was true: O predic: I-C\n",
      "not true: I-C predic: I-C\n",
      "able true: I-C predic: I-C\n",
      "to true: I-C predic: I-C\n",
      "provide true: I-C predic: I-C\n",
      "insulin true: I-C predic: I-C\n",
      "for true: O predic: O\n",
      "him true: O predic: O\n",
      "! true: O predic: O\n",
      "\n",
      "\n",
      "USER true: O predic: O\n",
      "Some true: O predic: O\n",
      "chick true: O predic: O\n",
      "called true: O predic: O\n",
      "Tribe true: O predic: O\n",
      "a true: O predic: O\n",
      "diabetic true: I-E predic: I-C\n",
      "because true: O predic: O\n",
      "his true: O predic: O\n",
      "skin true: I-C predic: O\n",
      "was true: I-C predic: O\n",
      "a true: I-C predic: O\n",
      "little true: I-C predic: O\n",
      "ashy true: I-C predic: O\n",
      "and true: O predic: O\n",
      "she true: O predic: O\n",
      "keeps true: O predic: O\n",
      "running true: O predic: O\n",
      "with true: O predic: O\n",
      "it true: O predic: O\n",
      "despite true: O predic: O\n",
      "being true: O predic: O\n",
      "proven true: O predic: O\n",
      "otherwise true: O predic: O\n",
      "\n",
      "\n",
      "She true: O predic: O\n",
      "died true: I-E predic: I-E\n",
      "from true: O predic: O\n",
      "diabetic true: I-C predic: I-C\n",
      "complications true: I-C predic: I-C\n",
      "7 true: O predic: O\n",
      "years true: O predic: O\n",
      "ago true: O predic: O\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "USER true: O predic: O\n",
      "Yeah true: O predic: O\n",
      ", true: O predic: O\n",
      "you true: O predic: O\n",
      "America true: O predic: O\n",
      "is true: O predic: O\n",
      "so true: O predic: O\n",
      "great true: O predic: O\n",
      ", true: O predic: O\n",
      "people true: O predic: O\n",
      "have true: O predic: O\n",
      "to true: O predic: O\n",
      "decide true: O predic: I-E\n",
      "between true: O predic: I-E\n",
      "dying true: I-E predic: I-E\n",
      "of true: O predic: O\n",
      "diabetes true: I-C predic: I-C\n",
      "or true: O predic: O\n",
      "getting true: O predic: O\n",
      "shot true: O predic: O\n",
      "by true: O predic: O\n",
      "a true: O predic: O\n",
      "psycho true: O predic: O\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "I true: O predic: O\n",
      "have true: O predic: O\n",
      "non true: O predic: O\n",
      "diabetic true: O predic: I-C\n",
      "peripheral true: I-C predic: I-C\n",
      "neuropathy true: I-C predic: I-C\n",
      "and true: O predic: O\n",
      "it true: O predic: O\n",
      "'s true: O predic: O\n",
      "awful true: I-E predic: O\n",
      "to true: O predic: O\n",
      "live true: O predic: O\n",
      "with true: O predic: O\n",
      ", true: O predic: O\n",
      "but true: O predic: O\n",
      "I true: O predic: O\n",
      "was true: O predic: O\n",
      "saying true: O predic: O\n",
      "I true: O predic: O\n",
      "will true: O predic: O\n",
      "be true: O predic: O\n",
      "praying true: O predic: O\n",
      "she true: O predic: O\n",
      "does true: O predic: O\n",
      "n't true: O predic: O\n",
      "have true: O predic: O\n",
      "a true: O predic: O\n",
      "problem true: O predic: O\n",
      "with true: O predic: O\n",
      "the true: O predic: O\n",
      "police true: O predic: O\n",
      "for true: O predic: O\n",
      "being true: O predic: O\n",
      "out true: O predic: O\n",
      "after true: O predic: O\n",
      "6pm true: O predic: O\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "USER true: O predic: O\n",
      "People true: O predic: O\n",
      "are true: O predic: O\n",
      "literally true: O predic: O\n",
      "DYING true: I-E predic: I-E\n",
      "because true: O predic: O\n",
      "they true: O predic: O\n",
      "can't true: I-C predic: I-C\n",
      "afford true: I-C predic: I-C\n",
      "insulin true: I-C predic: I-C\n",
      "while true: O predic: O\n",
      "the true: O predic: O\n",
      "rich true: O predic: O\n",
      "hoard true: O predic: O\n",
      "billions true: O predic: O\n",
      "and true: O predic: O\n",
      "support true: O predic: O\n",
      "policies true: O predic: O\n",
      "that true: O predic: O\n",
      "keep true: O predic: O\n",
      "the true: O predic: O\n",
      "system true: O predic: O\n",
      "as true: O predic: O\n",
      "is true: O predic: O\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "As true: O predic: O\n",
      "a true: O predic: O\n",
      "58 true: O predic: O\n",
      "year true: O predic: O\n",
      "old true: O predic: O\n",
      "Tory true: O predic: O\n",
      "voter true: O predic: O\n",
      "I true: O predic: O\n",
      "am true: O predic: O\n",
      "glad true: O predic: O\n",
      "that true: O predic: O\n",
      "I true: O predic: O\n",
      "will true: O predic: O\n",
      "die true: O predic: I-E\n",
      "penniless true: O predic: I-E\n",
      ", true: O predic: O\n",
      "the true: O predic: O\n",
      "diabetes true: I-C predic: I-C\n",
      "long true: O predic: O\n",
      "ago true: O predic: O\n",
      "haven true: O predic: O\n",
      "taken true: I-E predic: I-E\n",
      "my true: I-E predic: I-E\n",
      "legs true: I-E predic: I-E\n",
      "due true: O predic: O\n",
      "to true: O predic: O\n",
      "lack true: O predic: I-C\n",
      "of true: O predic: I-C\n",
      "adequate true: O predic: I-C\n",
      "care true: O predic: I-C\n",
      "after true: O predic: O\n",
      "the true: O predic: O\n",
      "NHS true: O predic: I-C\n",
      "was true: O predic: I-C\n",
      "sold true: O predic: I-C\n",
      "off true: O predic: I-C\n",
      ", true: O predic: O\n",
      "so true: O predic: O\n",
      "long true: O predic: O\n",
      "as true: O predic: O\n",
      "I true: O predic: O\n",
      "never true: O predic: O\n",
      "have true: O predic: O\n",
      "to true: O predic: O\n",
      "sit true: O predic: O\n",
      "next true: O predic: O\n",
      "to true: O predic: O\n",
      "a true: O predic: O\n",
      "Polish true: O predic: O\n",
      "person true: O predic: O\n",
      "on true: O predic: O\n",
      "the true: O predic: O\n",
      "bus true: O predic: O\n",
      "again true: O predic: O\n",
      "\n",
      "\n",
      "USER true: O predic: O\n",
      "The true: O predic: O\n",
      "people true: O predic: O\n",
      "nearby true: O predic: O\n",
      "are true: O predic: O\n",
      "on true: O predic: O\n",
      "different true: O predic: O\n",
      "insulins true: O predic: O\n",
      ":( true: O predic: O\n",
      "But true: O predic: O\n",
      "I true: O predic: O\n",
      "still true: O predic: O\n",
      "have true: O predic: O\n",
      "my true: O predic: O\n",
      "long true: I-C predic: I-C\n",
      "lasting true: I-C predic: I-C\n",
      "insulin true: I-C predic: I-C\n",
      "active true: O predic: I-C\n",
      "which true: O predic: O\n",
      "will true: O predic: O\n",
      "hopefully true: O predic: O\n",
      "keep true: O predic: O\n",
      "me true: O predic: O\n",
      "in true: O predic: O\n",
      "the true: O predic: O\n",
      "' true: O predic: O\n",
      "not true: I-E predic: I-E\n",
      "feeling true: I-E predic: I-E\n",
      "sick true: I-E predic: I-E\n",
      "' true: O predic: O\n",
      "range true: O predic: O\n",
      "& true: O predic: O\n",
      "I true: O predic: O\n",
      "'ll true: O predic: O\n",
      "keep true: O predic: O\n",
      "an true: O predic: O\n",
      "eye true: O predic: O\n",
      "on true: O predic: O\n",
      "it true: O predic: O\n",
      "tonight true: O predic: O\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "Being true: O predic: O\n",
      "diabetic true: I-C predic: I-C\n",
      "I true: O predic: O\n",
      "have true: O predic: O\n",
      "to true: O predic: O\n",
      "watch true: I-E predic: I-E\n",
      "all true: I-E predic: I-E\n",
      "the true: I-E predic: I-E\n",
      "carbs true: I-E predic: I-E\n",
      "in true: O predic: I-E\n",
      "chips true: O predic: I-E\n",
      "& true: O predic: O\n",
      "pasta true: O predic: O\n",
      "& true: O predic: O\n",
      "rice true: O predic: O\n",
      ", true: O predic: O\n",
      "so true: O predic: O\n",
      "celery true: O predic: O\n",
      "works true: O predic: O\n",
      "for true: O predic: O\n",
      "me true: O predic: O\n",
      "as true: O predic: O\n",
      "a true: O predic: O\n",
      "crunchy true: O predic: O\n",
      "substitute true: O predic: O\n",
      "\n",
      "\n",
      "One true: O predic: O\n",
      "of true: O predic: O\n",
      "my true: O predic: O\n",
      "relative true: O predic: O\n",
      "is true: O predic: O\n",
      "having true: O predic: O\n",
      "diabetes true: I-C predic: I-C\n",
      "and true: O predic: O\n",
      "since true: O predic: O\n",
      "then true: O predic: O\n",
      "he true: O predic: O\n",
      "takes true: I-E predic: O\n",
      "care true: I-E predic: O\n",
      "of true: I-E predic: O\n",
      "his true: I-E predic: O\n",
      "medicines true: I-E predic: O\n",
      "all true: O predic: O\n",
      "the true: O predic: O\n",
      "time true: O predic: O\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "USER true: O predic: O\n",
      "That true: O predic: O\n",
      "fat true: O predic: O\n",
      "man true: O predic: O\n",
      "should true: O predic: O\n",
      "be true: O predic: O\n",
      "more true: O predic: O\n",
      "worried true: I-E predic: I-E\n",
      "about true: O predic: O\n",
      "diabetes true: I-C predic: I-C\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "So true: O predic: O\n",
      "nick true: O predic: O\n",
      "can't true: I-E predic: O\n",
      "visit true: I-E predic: O\n",
      "willa true: O predic: O\n",
      "and true: O predic: O\n",
      "joe true: O predic: O\n",
      "cause true: O predic: O\n",
      "of true: O predic: O\n",
      "his true: O predic: O\n",
      "diabetes true: I-C predic: I-C\n",
      "and true: O predic: O\n",
      "corona true: I-C predic: I-E\n",
      "this true: O predic: I-E\n",
      "hurts true: O predic: I-E\n",
      "like true: O predic: O\n",
      "really true: O predic: O\n",
      "hurts true: O predic: I-E\n",
      "\n",
      "\n",
      "i true: O predic: O\n",
      "got true: O predic: O\n",
      "this true: O predic: O\n",
      "10 true: O predic: O\n",
      "year true: O predic: O\n",
      "diabetes true: I-C predic: O\n",
      "medal true: O predic: O\n",
      "in true: O predic: O\n",
      "the true: O predic: O\n",
      "mail true: O predic: O\n",
      "for true: O predic: O\n",
      "my true: O predic: O\n",
      "10 true: O predic: O\n",
      "year true: O predic: O\n",
      "diaversary true: O predic: O\n",
      "today true: O predic: O\n",
      "so true: O predic: O\n",
      "a true: O predic: O\n",
      "big true: O predic: O\n",
      "congratulations true: O predic: O\n",
      "to true: O predic: O\n",
      "me true: O predic: O\n",
      "for true: O predic: O\n",
      "living true: O predic: O\n",
      "with true: O predic: O\n",
      "a true: O predic: O\n",
      "nonworking true: I-E predic: I-E\n",
      "pancreas true: I-E predic: I-E\n",
      "for true: O predic: O\n",
      "half true: O predic: O\n",
      "my true: O predic: O\n",
      "life true: O predic: O\n",
      ":p true: O predic: O\n",
      "artying_face true: O predic: O\n",
      ": true: O predic: O\n",
      ":p true: O predic: O\n",
      "artying_face true: O predic: O\n",
      ": true: O predic: O\n",
      "HTTPURL true: O predic: O\n",
      "\n",
      "\n",
      "@USER true: O predic: O\n",
      "Ah true: O predic: O\n",
      "ok true: O predic: O\n",
      ", true: O predic: O\n",
      "mine true: O predic: O\n",
      "is true: O predic: O\n",
      "mild true: O predic: O\n",
      "too true: O predic: O\n",
      "but true: O predic: O\n",
      "I true: O predic: O\n",
      "have true: O predic: O\n",
      "diabetes true: I-C predic: I-C\n",
      "as true: O predic: O\n",
      "well true: O predic: O\n",
      "so true: O predic: O\n",
      "I true: O predic: O\n",
      "get true: O predic: O\n",
      "an true: O predic: O\n",
      "exemption true: I-E predic: O\n",
      "card true: I-E predic: O\n",
      "lol true: O predic: O\n",
      "! true: O predic: O\n",
      "\n",
      "\n",
      "This true: O predic: O\n",
      "is true: O predic: O\n",
      "the true: O predic: O\n",
      "single true: O predic: O\n",
      "most true: O predic: O\n",
      "ignorant true: O predic: O\n",
      ", true: O predic: O\n",
      "mouth true: O predic: O\n",
      "breathing true: O predic: O\n",
      ", true: O predic: O\n",
      "future true: O predic: O\n",
      "amputated true: I-E predic: I-E\n",
      "leg true: I-E predic: I-E\n",
      "from true: O predic: O\n",
      "diabetes true: I-C predic: I-C\n",
      ", true: O predic: O\n",
      "riding true: O predic: O\n",
      "around true: O predic: O\n",
      "on true: O predic: O\n",
      "a true: O predic: O\n",
      "cart true: O predic: O\n",
      "at true: O predic: O\n",
      "Walmart true: O predic: O\n",
      "with true: O predic: O\n",
      "an true: O predic: O\n",
      "American true: O predic: O\n",
      "flag true: O predic: O\n",
      "on true: O predic: O\n",
      "it true: O predic: O\n",
      ", true: O predic: O\n",
      "carrying true: O predic: O\n",
      "a true: O predic: O\n",
      "gun true: O predic: O\n",
      "rack true: O predic: O\n",
      "on true: O predic: O\n",
      "the true: O predic: O\n",
      "back true: O predic: O\n",
      "of true: O predic: O\n",
      "it true: O predic: O\n",
      "because true: O predic: O\n",
      "they true: O predic: O\n",
      "can true: O predic: O\n",
      ", true: O predic: O\n",
      "grease true: O predic: O\n",
      "stains true: O predic: O\n",
      "down true: O predic: O\n",
      "the true: O predic: O\n",
      "front true: O predic: O\n",
      "of true: O predic: O\n",
      "their true: O predic: O\n",
      "MURICA true: O predic: O\n",
      "shirt true: O predic: O\n",
      "thing true: O predic: O\n",
      "I true: O predic: O\n",
      "HAVE true: O predic: O\n",
      "EVER true: O predic: O\n",
      "SEEN true: O predic: O\n",
      "HTTPURL true: O predic: O\n",
      "\n",
      "\n",
      "@USER true: O predic: O\n",
      "My true: O predic: O\n",
      "fiancé true: O predic: I-E\n",
      "passed true: I-E predic: I-E\n",
      "away true: I-E predic: I-E\n",
      "from true: O predic: O\n",
      "type true: I-C predic: I-C\n",
      "1 true: I-C predic: I-C\n",
      "diabetes true: I-C predic: I-C\n",
      "where true: O predic: O\n",
      "is true: O predic: O\n",
      "the true: O predic: O\n",
      "cure true: O predic: O\n",
      "for true: O predic: O\n",
      "type true: O predic: I-C\n",
      "1 true: O predic: I-C\n",
      "diabetes true: O predic: I-C\n",
      "it true: O predic: O\n",
      "' true: O predic: O\n",
      "s true: O predic: O\n",
      "the true: O predic: O\n",
      "seven true: O predic: O\n",
      "deadliest true: O predic: O\n",
      "cause true: O predic: O\n",
      "of true: O predic: O\n",
      "death true: I-E predic: I-E\n",
      "Insulin true: O predic: I-E\n",
      "should true: O predic: O\n",
      "be true: O predic: O\n",
      "free true: O predic: O\n",
      "where true: O predic: O\n",
      "is true: O predic: O\n",
      "the true: O predic: O\n",
      "cure true: O predic: O\n",
      "for true: O predic: O\n",
      "cancer true: O predic: O\n",
      "where true: O predic: O\n",
      "is true: O predic: O\n",
      "the true: O predic: O\n",
      "cure true: O predic: O\n",
      "for true: O predic: O\n",
      "all true: O predic: O\n",
      "illnesses true: O predic: O\n",
      "why true: O predic: O\n",
      "do true: O predic: O\n",
      "people true: O predic: O\n",
      "have true: O predic: O\n",
      "to true: O predic: O\n",
      "suffer true: O predic: O\n",
      "in true: O predic: O\n",
      "so true: O predic: O\n",
      "much true: O predic: O\n",
      "pain true: O predic: I-E\n",
      "from true: O predic: O\n",
      "all true: O predic: O\n",
      "these true: O predic: O\n",
      "illnesses true: O predic: O\n",
      "\n",
      "\n",
      "Jayda true: O predic: O\n",
      "had true: O predic: O\n",
      "gestational true: I-C predic: I-C\n",
      "diabetes true: I-C predic: I-C\n",
      "and true: O predic: O\n",
      "it true: O predic: O\n",
      "sucked true: I-E predic: O\n",
      "bc true: O predic: O\n",
      "she true: O predic: O\n",
      "could true: I-E predic: I-C\n",
      "n't true: I-E predic: I-C\n",
      "eat true: I-E predic: I-C\n",
      "anything true: O predic: I-C\n",
      "she true: O predic: O\n",
      "craved true: O predic: O\n",
      ": true: O predic: O\n",
      "slightly_frowning_face true: O predic: O\n",
      ": true: O predic: O\n",
      "\n",
      "\n",
      "Just true: O predic: O\n",
      "got true: O predic: O\n",
      "my true: O predic: O\n",
      "results true: O predic: O\n",
      "for true: O predic: O\n",
      "my true: O predic: O\n",
      "pregnancy true: O predic: I-C\n",
      "diabetes true: O predic: I-C\n",
      "test true: O predic: I-C\n",
      "and true: O predic: O\n",
      "my true: O predic: O\n",
      "glucose true: O predic: I-C\n",
      "is true: O predic: O\n",
      "within true: O predic: O\n",
      "normal true: O predic: O\n",
      "range true: O predic: O\n",
      ": true: O predic: O\n",
      "woman_dancing true: O predic: O\n",
      ": true: O predic: O\n",
      "I true: O predic: O\n",
      "' true: O predic: O\n",
      "m true: O predic: O\n",
      "one true: O predic: O\n",
      "happy true: I-E predic: O\n",
      "mama true: O predic: O\n",
      "because true: O predic: O\n",
      "I true: O predic: O\n",
      "do true: I-C predic: O\n",
      "n't true: I-C predic: O\n",
      "have true: I-C predic: O\n",
      "to true: I-C predic: O\n",
      "go true: I-C predic: O\n",
      "the true: I-C predic: O\n",
      "3 true: I-C predic: O\n",
      "hr true: I-C predic: O\n",
      "test true: I-C predic: O\n",
      ": true: O predic: O\n",
      "grinning_face true: O predic: O\n",
      ": true: O predic: O\n",
      "I true: O predic: O\n",
      "think true: O predic: O\n",
      "I true: O predic: O\n",
      "' true: O predic: O\n",
      "ll true: O predic: O\n",
      "celebrate true: O predic: I-E\n",
      "with true: O predic: I-E\n",
      "a true: O predic: I-E\n",
      "bowl true: O predic: I-E\n",
      "of true: O predic: I-E\n",
      "ice true: O predic: I-E\n",
      "cream true: O predic: I-E\n",
      "since true: O predic: O\n",
      "I true: O predic: O\n",
      "can true: O predic: O\n",
      "be true: O predic: O\n",
      "a true: O predic: O\n",
      "little true: O predic: O\n",
      "more true: O predic: O\n",
      "leanient true: O predic: O\n",
      ": true: O predic: O\n",
      "rolling_on_the_floor_laughing true: O predic: O\n",
      ": true: O predic: O\n",
      "#pregnant true: O predic: O\n",
      "#pregnancy true: O predic: O\n",
      "#Prego true: O predic: O\n",
      "\n",
      "\n",
      "@USER true: O predic: O\n",
      "I true: O predic: O\n",
      "see true: O predic: O\n",
      "a true: O predic: O\n",
      "candy true: I-C predic: O\n",
      "addict true: O predic: O\n",
      "who true: O predic: O\n",
      "is true: O predic: O\n",
      "prone true: O predic: O\n",
      "to true: O predic: O\n",
      "health true: O predic: O\n",
      "conditions true: O predic: O\n",
      "such true: O predic: O\n",
      "as true: O predic: O\n",
      "diabetes true: I-E predic: I-C\n",
      "and true: O predic: O\n",
      "cavities true: O predic: O\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "I true: O predic: O\n",
      "' true: O predic: O\n",
      "m true: O predic: O\n",
      "actually true: O predic: O\n",
      "excited true: O predic: I-E\n",
      "about true: O predic: I-E\n",
      "diabetes true: O predic: I-E\n",
      "now true: O predic: O\n",
      "lol true: O predic: O\n",
      "#type1diabetes true: I-C predic: I-C\n",
      "#t1d true: I-C predic: I-C\n",
      "#diabetes true: I-C predic: I-C\n",
      "#freestylelibre true: I-E predic: I-E\n",
      "\n",
      "\n",
      "I true: O predic: O\n",
      "was true: O predic: O\n",
      "sent true: O predic: O\n",
      "to true: O predic: O\n",
      "the true: O predic: O\n",
      "penalty true: O predic: O\n",
      "box true: O predic: O\n",
      "to true: O predic: O\n",
      "fix true: O predic: O\n",
      "a true: O predic: O\n",
      "low true: I-E predic: I-C\n",
      "blood true: I-E predic: I-C\n",
      "sugar true: I-E predic: I-C\n",
      "#diabetes true: I-C predic: I-C\n",
      "#NHLPlayoffs true: O predic: O\n",
      "HTTPURL true: O predic: O\n",
      "HTTPURL true: O predic: O\n",
      "\n",
      "\n",
      "@USER true: O predic: O\n",
      "She true: O predic: O\n",
      "is true: O predic: O\n",
      "clearly true: O predic: O\n",
      "diabetic true: I-C predic: I-C\n",
      "( true: O predic: I-C\n",
      "pump true: I-E predic: I-C\n",
      "on true: O predic: I-C\n",
      "her true: O predic: I-C\n",
      "waste true: O predic: I-C\n",
      "band true: O predic: I-C\n",
      ") true: O predic: O\n",
      "and true: O predic: O\n",
      "scared true: I-E predic: I-E\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "He true: O predic: O\n",
      "has true: O predic: O\n",
      "juvenile true: I-C predic: O\n",
      "diabetes true: I-C predic: I-C\n",
      "since true: O predic: O\n",
      "he true: O predic: O\n",
      "was true: O predic: O\n",
      "17 true: O predic: O\n",
      "and true: O predic: O\n",
      "relies true: O predic: O\n",
      "more true: O predic: O\n",
      "on true: O predic: O\n",
      "well true: O predic: O\n",
      "times true: O predic: O\n",
      "insulin true: I-E predic: I-E\n",
      "injections true: I-E predic: I-E\n",
      "than true: O predic: O\n",
      "a true: O predic: O\n",
      "healthy true: O predic: I-E\n",
      "eating true: O predic: I-E\n",
      "plan true: O predic: O\n",
      "and true: O predic: O\n",
      "so true: O predic: O\n",
      "he true: O predic: O\n",
      "can true: O predic: O\n",
      "drink true: O predic: O\n",
      "alcohol true: O predic: O\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "@USER true: O predic: O\n",
      "parents true: O predic: O\n",
      "have true: O predic: O\n",
      "one true: O predic: O\n",
      "hes true: O predic: O\n",
      "a true: O predic: O\n",
      "diabetic true: I-C predic: I-C\n",
      "so true: O predic: O\n",
      "they true: O predic: O\n",
      "have true: O predic: O\n",
      "to true: O predic: O\n",
      "leave true: O predic: O\n",
      "work true: O predic: O\n",
      "all true: O predic: O\n",
      "the true: O predic: O\n",
      "time true: O predic: O\n",
      "to true: O predic: O\n",
      "come true: O predic: O\n",
      "give true: O predic: O\n",
      "him true: O predic: O\n",
      "shots true: I-E predic: O\n",
      "really true: O predic: O\n",
      "annoying true: O predic: O\n",
      "but true: O predic: O\n",
      "they true: O predic: O\n",
      "like true: O predic: O\n",
      "him true: O predic: O\n",
      "enough true: O predic: O\n",
      "i true: O predic: O\n",
      "guess true: O predic: O\n",
      "to true: O predic: O\n",
      "not true: O predic: O\n",
      "put true: O predic: O\n",
      "him true: O predic: O\n",
      "down true: O predic: O\n",
      "\n",
      "\n",
      "A true: O predic: O\n",
      "fear true: O predic: I-E\n",
      "I true: O predic: O\n",
      "have true: O predic: O\n",
      "for true: O predic: O\n",
      "my true: O predic: O\n",
      "own true: O predic: O\n",
      "brother true: O predic: O\n",
      ", true: O predic: O\n",
      "a true: O predic: O\n",
      "type true: I-C predic: I-C\n",
      "1 true: I-C predic: I-C\n",
      "diabetic true: I-C predic: I-C\n",
      "dependent true: O predic: I-C\n",
      "on true: O predic: I-C\n",
      "expensive true: I-E predic: I-C\n",
      "insulin true: I-E predic: I-C\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "@USER true: O predic: O\n",
      "@USER true: O predic: O\n",
      "@USER true: O predic: O\n",
      "@USER true: O predic: O\n",
      "@USER true: O predic: O\n",
      "My true: O predic: O\n",
      "sister true: O predic: O\n",
      "had true: O predic: O\n",
      "pregnancy true: I-C predic: I-C\n",
      "diabetes true: I-C predic: I-C\n",
      ", true: O predic: O\n",
      "have true: O predic: O\n",
      "a true: O predic: O\n",
      "look true: O predic: O\n",
      "at true: O predic: O\n",
      "following true: O predic: O\n",
      "keto true: I-E predic: I-C\n",
      "or true: O predic: O\n",
      "paleo true: I-E predic: O\n",
      ", true: O predic: O\n",
      "it true: O predic: O\n",
      "transformed true: O predic: O\n",
      "things true: O predic: O\n",
      "for true: O predic: O\n",
      "her true: O predic: O\n",
      "and true: O predic: O\n",
      "is true: O predic: O\n",
      "well true: O predic: O\n",
      "known true: O predic: O\n",
      "for true: O predic: O\n",
      "helping true: O predic: O\n",
      "... true: O predic: O\n",
      "\n",
      "\n",
      "@USER true: O predic: O\n",
      "Because true: O predic: O\n",
      "of true: O predic: O\n",
      "my true: O predic: O\n",
      "pcos true: I-C predic: O\n",
      "every true: O predic: O\n",
      "time true: O predic: O\n",
      "I true: O predic: O\n",
      "get true: O predic: O\n",
      "a true: O predic: O\n",
      "new true: O predic: O\n",
      "doctor true: O predic: O\n",
      "they true: O predic: O\n",
      "' true: O predic: O\n",
      "re true: O predic: O\n",
      "convinced true: O predic: O\n",
      "I true: O predic: O\n",
      "have true: O predic: O\n",
      "diabetes true: I-E predic: I-C\n",
      "and true: O predic: O\n",
      "have true: O predic: O\n",
      "to true: O predic: O\n",
      "go true: O predic: O\n",
      "through true: O predic: O\n",
      "tests true: O predic: O\n",
      "all true: O predic: O\n",
      "over true: O predic: O\n",
      "again true: O predic: O\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "@USER true: O predic: O\n",
      "@USER true: O predic: O\n",
      "Same true: O predic: O\n",
      "here true: O predic: O\n",
      "about true: O predic: O\n",
      "being true: O predic: O\n",
      "diabetic true: I-C predic: I-C\n",
      "and true: O predic: O\n",
      "should true: O predic: O\n",
      "stay true: I-E predic: I-E\n",
      "away true: I-E predic: I-E\n",
      "from true: I-E predic: I-E\n",
      "carbs true: I-E predic: I-E\n",
      "n true: I-E predic: I-E\n",
      "sugar true: I-E predic: I-E\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "@USER true: O predic: O\n",
      "@USER true: O predic: O\n",
      "Once true: O predic: O\n",
      "I true: O predic: O\n",
      "became true: O predic: O\n",
      "a true: O predic: O\n",
      "diabetic true: I-C predic: I-C\n",
      "I true: O predic: O\n",
      "had true: O predic: O\n",
      "to true: O predic: O\n",
      "go true: O predic: O\n",
      "on true: O predic: O\n",
      "a true: O predic: O\n",
      "diet true: I-E predic: I-E\n",
      "similar true: O predic: O\n",
      "to true: O predic: O\n",
      "keto true: I-E predic: O\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "if true: O predic: O\n",
      "i true: O predic: O\n",
      "evern true: O predic: O\n",
      "lose true: I-E predic: I-E\n",
      "a true: I-E predic: I-E\n",
      "finger true: I-E predic: I-E\n",
      "or true: I-E predic: I-E\n",
      "toe true: I-E predic: I-E\n",
      "to true: O predic: O\n",
      "diabetes true: I-C predic: I-C\n",
      ", true: O predic: O\n",
      "i true: O predic: O\n",
      "' true: O predic: O\n",
      "m true: O predic: O\n",
      "taking true: O predic: O\n",
      "@USER true: O predic: O\n",
      "6 true: O predic: O\n",
      "' true: O predic: O\n",
      "th true: O predic: O\n",
      "toe true: O predic: O\n",
      "lol true: O predic: O\n",
      "\n",
      "\n",
      "@USER true: O predic: O\n",
      "Eating true: I-C predic: O\n",
      "carbs true: I-C predic: O\n",
      "on true: O predic: O\n",
      "an true: O predic: O\n",
      "empty true: O predic: O\n",
      "stomach true: O predic: O\n",
      "after true: O predic: O\n",
      "a true: O predic: O\n",
      "night true: O predic: O\n",
      "long true: O predic: O\n",
      "fast true: O predic: I-E\n",
      "spikes true: I-E predic: I-E\n",
      "your true: I-E predic: I-E\n",
      "insulin true: I-E predic: I-E\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "@USER true: O predic: O\n",
      "@USER true: O predic: O\n",
      "People true: O predic: O\n",
      "with true: O predic: O\n",
      "a true: O predic: O\n",
      "stutter true: O predic: O\n",
      "get true: O predic: O\n",
      "this true: O predic: O\n",
      "tax true: O predic: O\n",
      "credit true: O predic: O\n",
      ", true: O predic: O\n",
      "and true: O predic: O\n",
      "they true: O predic: O\n",
      "should true: O predic: O\n",
      ", true: O predic: O\n",
      "if true: O predic: O\n",
      "diabetes true: I-C predic: I-C\n",
      "is true: O predic: O\n",
      "left true: O predic: O\n",
      "untreated true: O predic: O\n",
      "it true: O predic: O\n",
      "' true: O predic: O\n",
      "ll true: O predic: O\n",
      "kill true: I-E predic: O\n",
      "you true: O predic: O\n",
      "... true: O predic: O\n",
      "\n",
      "\n",
      "Somebody true: O predic: O\n",
      "come true: O predic: O\n",
      "to true: O predic: O\n",
      "the true: O predic: O\n",
      "hospital true: O predic: I-E\n",
      "and true: O predic: O\n",
      "put true: O predic: O\n",
      "me true: O predic: O\n",
      "threw true: O predic: O\n",
      "a true: O predic: O\n",
      "workout true: I-E predic: O\n",
      "can't true: O predic: O\n",
      "let true: O predic: O\n",
      "diabetes true: I-C predic: I-C\n",
      "win true: O predic: I-C\n",
      "... true: O predic: O\n",
      "\n",
      "\n",
      "I true: O predic: O\n",
      "' true: O predic: O\n",
      "ve true: O predic: O\n",
      "seen true: O predic: O\n",
      "this true: O predic: O\n",
      "first true: O predic: O\n",
      "hand true: O predic: O\n",
      "too true: O predic: O\n",
      "My true: O predic: O\n",
      "aunts true: O predic: O\n",
      "old true: O predic: O\n",
      "( true: O predic: O\n",
      "deceased true: O predic: O\n",
      ") true: O predic: O\n",
      "husband true: O predic: O\n",
      "had true: O predic: O\n",
      "diabetes true: I-C predic: I-C\n",
      "and true: O predic: O\n",
      "sht true: O predic: O\n",
      "was true: O predic: O\n",
      "chill true: O predic: O\n",
      "at true: O predic: O\n",
      "first true: O predic: O\n",
      "Then true: O predic: O\n",
      "one true: O predic: O\n",
      "thanksgiving true: O predic: O\n",
      "he true: O predic: O\n",
      "' true: O predic: O\n",
      "d true: O predic: O\n",
      "show true: O predic: O\n",
      "up true: O predic: O\n",
      "with true: O predic: O\n",
      "a true: O predic: O\n",
      "finger true: I-E predic: O\n",
      "or true: I-E predic: O\n",
      "2 true: I-E predic: O\n",
      "missing true: I-E predic: O\n",
      ", true: O predic: O\n",
      "that true: O predic: O\n",
      "Christmas true: O predic: O\n",
      "his true: O predic: O\n",
      "whole true: O predic: O\n",
      "hand true: I-E predic: O\n",
      "was true: I-E predic: O\n",
      "gone true: I-E predic: O\n",
      ", true: O predic: O\n",
      "next true: O predic: O\n",
      "year true: O predic: O\n",
      "it true: O predic: O\n",
      "more true: O predic: O\n",
      "fingers true: O predic: O\n",
      ", true: O predic: O\n",
      "then true: O predic: O\n",
      "His true: O predic: O\n",
      "other true: O predic: O\n",
      "hand true: O predic: O\n",
      ", true: O predic: O\n",
      ": true: O predic: O\n",
      "weary_face true: O predic: O\n",
      ": true: O predic: O\n",
      "diabetes true: O predic: I-E\n",
      "ate true: O predic: I-E\n",
      "him true: O predic: I-E\n",
      "alive true: O predic: I-E\n",
      "\n",
      "\n",
      "Every true: O predic: O\n",
      "day true: O predic: O\n",
      "I true: O predic: O\n",
      "fight true: O predic: O\n",
      "to true: O predic: O\n",
      "feel true: O predic: O\n",
      "good true: O predic: O\n",
      ", true: O predic: O\n",
      "I true: O predic: O\n",
      "take true: O predic: O\n",
      "the true: O predic: O\n",
      "med true: I-E predic: I-E\n",
      "for true: O predic: O\n",
      "my true: O predic: O\n",
      "thyroid true: O predic: O\n",
      "and true: O predic: O\n",
      "diabetes true: I-C predic: I-C\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "honestly true: O predic: O\n",
      "the true: O predic: O\n",
      "flu true: O predic: O\n",
      "is true: O predic: O\n",
      "so true: O predic: O\n",
      "scary true: O predic: O\n",
      "as true: O predic: O\n",
      "a true: O predic: O\n",
      "diabetic true: O predic: I-C\n",
      ", true: O predic: O\n",
      "if true: O predic: O\n",
      "I true: O predic: O\n",
      "had true: O predic: O\n",
      "kept true: O predic: O\n",
      "throwing true: O predic: I-E\n",
      "up true: O predic: I-E\n",
      "earlier true: O predic: O\n",
      "I true: O predic: O\n",
      "would true: O predic: O\n",
      "have true: O predic: O\n",
      "had true: O predic: O\n",
      "to true: O predic: O\n",
      "call true: O predic: I-E\n",
      "an true: O predic: I-E\n",
      "ambulance true: I-E predic: I-E\n",
      "because true: O predic: O\n",
      "the true: O predic: O\n",
      "sugar true: I-C predic: I-E\n",
      "levels true: I-C predic: I-E\n",
      "would true: I-C predic: O\n",
      "have true: I-C predic: O\n",
      "been true: I-C predic: O\n",
      "too true: I-C predic: O\n",
      "low true: I-C predic: I-E\n",
      "for true: O predic: O\n",
      "me true: O predic: O\n",
      "to true: O predic: O\n",
      "function true: O predic: O\n",
      "but true: O predic: O\n",
      "hey true: O predic: O\n",
      "it true: O predic: O\n",
      "' true: O predic: O\n",
      "s true: O predic: O\n",
      "JUST true: O predic: O\n",
      "the true: O predic: O\n",
      "flu true: O predic: O\n",
      "right true: O predic: O\n",
      "\n",
      "\n",
      "Camping true: I-C predic: O\n",
      "or true: O predic: O\n",
      "boondocking true: I-C predic: O\n",
      "makes true: O predic: O\n",
      "my true: O predic: O\n",
      "life true: O predic: I-E\n",
      "better true: O predic: I-E\n",
      "no true: I-E predic: I-E\n",
      "high true: I-E predic: I-E\n",
      "blood true: I-E predic: I-E\n",
      "pressure true: I-E predic: I-E\n",
      "and true: O predic: O\n",
      "my true: O predic: O\n",
      "type true: I-E predic: I-C\n",
      "two true: I-E predic: I-C\n",
      "diabetes true: I-E predic: I-C\n",
      "gets true: I-E predic: O\n",
      "better true: I-E predic: O\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "gotta true: O predic: O\n",
      "start true: O predic: O\n",
      "my true: O predic: O\n",
      "healthy true: I-E predic: I-E\n",
      "eating true: I-E predic: I-E\n",
      "lifestyle true: I-E predic: I-E\n",
      "tmr true: O predic: O\n",
      "cuz true: O predic: O\n",
      "u true: O predic: O\n",
      "kno true: O predic: O\n",
      ", true: O predic: O\n",
      "thanks true: O predic: O\n",
      "to true: O predic: O\n",
      "my true: O predic: O\n",
      "diabetes true: I-C predic: I-C\n",
      "gene true: O predic: I-C\n",
      ":) true: O predic: O\n",
      "\n",
      "\n",
      "@USER true: O predic: O\n",
      "@USER true: O predic: O\n",
      "You true: O predic: O\n",
      "lost true: I-E predic: I-E\n",
      "a true: I-E predic: I-E\n",
      "leg true: I-E predic: I-E\n",
      "to true: O predic: O\n",
      "diabetes true: I-C predic: I-C\n",
      "& true: O predic: O\n",
      "your true: O predic: O\n",
      "appliance true: O predic: I-E\n",
      "does true: O predic: I-E\n",
      "n't true: O predic: I-E\n",
      "fit true: O predic: I-E\n",
      "right true: O predic: I-E\n",
      "anymore true: O predic: O\n",
      ", true: O predic: O\n",
      "your true: O predic: O\n",
      "stub true: O predic: O\n",
      "is true: O predic: O\n",
      "all true: O predic: O\n",
      "funky true: O predic: O\n",
      "looking true: O predic: O\n",
      "& true: O predic: O\n",
      "suppurating true: O predic: O\n",
      ", true: O predic: O\n",
      "plus true: O predic: O\n",
      "you true: O predic: O\n",
      "have true: O predic: O\n",
      "CPOD true: O predic: O\n",
      "& true: O predic: O\n",
      "still true: O predic: O\n",
      "smoke true: O predic: O\n",
      "like true: O predic: O\n",
      "a true: O predic: O\n",
      "train true: O predic: O\n",
      "needing true: O predic: O\n",
      "an true: O predic: O\n",
      "engine true: O predic: O\n",
      "overhaul true: O predic: O\n",
      ", true: O predic: O\n",
      "& true: O predic: O\n",
      "you true: O predic: O\n",
      "need true: O predic: O\n",
      "2 true: O predic: O\n",
      "guys true: O predic: O\n",
      "to true: O predic: O\n",
      "help true: O predic: O\n",
      "get true: O predic: O\n",
      "your true: O predic: O\n",
      "wide true: O predic: O\n",
      ", true: O predic: O\n",
      "sexy true: O predic: O\n",
      "body true: O predic: O\n",
      "through true: O predic: O\n",
      "the true: O predic: O\n",
      "front true: O predic: O\n",
      "door true: O predic: O\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "all true: O predic: O\n",
      "the true: O predic: O\n",
      "stories true: O predic: O\n",
      "of true: O predic: O\n",
      "ppl true: O predic: O\n",
      "dying true: I-E predic: I-E\n",
      "because true: O predic: O\n",
      "they true: O predic: O\n",
      "can't true: I-C predic: I-C\n",
      "afford true: I-C predic: I-C\n",
      "insulin true: I-C predic: I-C\n",
      "that true: O predic: O\n",
      "insulin true: O predic: O\n",
      "cap true: O predic: O\n",
      "story true: O predic: O\n",
      "is true: O predic: O\n",
      "pretty true: O predic: O\n",
      "sick true: O predic: O\n",
      "\n",
      "\n",
      "” true: O predic: O\n",
      "Ok true: O predic: O\n",
      "bitch true: O predic: O\n",
      ", true: O predic: O\n",
      "my true: O predic: O\n",
      "grandma true: O predic: I-E\n",
      "died true: I-E predic: I-E\n",
      "of true: O predic: O\n",
      "breast true: O predic: I-C\n",
      "cancer true: O predic: I-C\n",
      "and true: O predic: O\n",
      "diabetes true: I-C predic: I-C\n",
      ", true: O predic: O\n",
      "a true: O predic: O\n",
      "health true: O predic: O\n",
      "problem true: O predic: O\n",
      "that true: O predic: O\n",
      "has true: O predic: O\n",
      "been true: O predic: O\n",
      "sweeping true: O predic: O\n",
      "this true: O predic: O\n",
      "nation true: O predic: O\n",
      "for true: O predic: O\n",
      "decades true: O predic: O\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "Although true: O predic: O\n",
      "I true: O predic: O\n",
      "love true: I-E predic: O\n",
      "my true: O predic: O\n",
      "faster true: I-C predic: I-C\n",
      "acting true: I-C predic: I-C\n",
      "insulin true: I-C predic: I-C\n",
      "now true: O predic: O\n",
      ", true: O predic: O\n",
      "I true: O predic: O\n",
      "used true: O predic: O\n",
      "Human true: O predic: O\n",
      "Insulin true: O predic: O\n",
      "from true: O predic: O\n",
      "when true: O predic: O\n",
      "I true: O predic: O\n",
      "was true: O predic: O\n",
      "3 true: O predic: O\n",
      "until true: O predic: O\n",
      "I true: O predic: O\n",
      "was true: O predic: O\n",
      "in true: O predic: O\n",
      "high true: O predic: O\n",
      "school true: O predic: O\n",
      "and true: O predic: O\n",
      "it true: O predic: O\n",
      "worked true: O predic: O\n",
      "( true: O predic: O\n",
      "ie true: O predic: O\n",
      "no true: O predic: O\n",
      "complications true: O predic: I-E\n",
      ", true: O predic: O\n",
      "etc true: O predic: O\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "Diabetic true: I-C predic: I-C\n",
      "since true: O predic: O\n",
      "4 true: O predic: O\n",
      "years true: O predic: O\n",
      "old true: O predic: O\n",
      ", true: O predic: O\n",
      "2 true: O predic: O\n",
      "shots true: I-E predic: I-C\n",
      "of true: I-E predic: I-C\n",
      "insulin true: I-E predic: I-C\n",
      "per true: O predic: O\n",
      "day true: O predic: O\n",
      "and true: O predic: O\n",
      "now true: O predic: O\n",
      "at true: O predic: O\n",
      "7 true: O predic: O\n",
      "years true: O predic: O\n",
      "going true: O predic: O\n",
      "blind true: I-E predic: I-E\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "@USER true: O predic: O\n",
      "My true: O predic: O\n",
      "is true: O predic: O\n",
      "for true: O predic: O\n",
      "mum true: O predic: O\n",
      ", true: O predic: O\n",
      "she true: O predic: O\n",
      "is true: O predic: O\n",
      "diabetic true: I-C predic: I-C\n",
      "and true: O predic: O\n",
      "one true: O predic: O\n",
      "of true: O predic: O\n",
      "her true: O predic: O\n",
      "leg true: I-E predic: I-E\n",
      "is true: I-E predic: I-E\n",
      "amputated true: I-E predic: I-E\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "If true: O predic: O\n",
      "you true: O predic: O\n",
      "drink true: I-C predic: I-C\n",
      "wine true: I-C predic: I-C\n",
      "in true: O predic: O\n",
      "the true: O predic: O\n",
      "evening true: O predic: O\n",
      "or true: O predic: O\n",
      "eat true: I-C predic: I-C\n",
      "carbs true: I-C predic: I-C\n",
      "after true: O predic: O\n",
      "7 true: O predic: O\n",
      "or true: O predic: O\n",
      "8 true: O predic: O\n",
      "your true: O predic: O\n",
      "pancreas true: I-E predic: O\n",
      "may true: I-E predic: O\n",
      "be true: I-E predic: O\n",
      "working true: I-E predic: O\n",
      "overtime true: O predic: O\n",
      "at true: O predic: O\n",
      "3 true: O predic: O\n",
      "a true: O predic: O\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "just true: O predic: O\n",
      "received true: O predic: O\n",
      "my true: O predic: O\n",
      "paypal true: I-E predic: O\n",
      "from true: O predic: O\n",
      "selling true: I-C predic: O\n",
      "my true: I-C predic: O\n",
      "diabetic true: I-C predic: I-C\n",
      "supplies true: I-C predic: I-C\n",
      "from true: O predic: O\n",
      "a true: O predic: O\n",
      "responsive true: O predic: O\n",
      "group true: O predic: O\n",
      "HTTPURL true: O predic: O\n",
      "#sponsored true: O predic: O\n",
      "\n",
      "\n",
      "But true: O predic: O\n",
      "they true: O predic: O\n",
      "can't true: O predic: O\n",
      "still true: O predic: O\n",
      "declare true: O predic: O\n",
      "if true: O predic: O\n",
      "I true: O predic: O\n",
      "' true: O predic: O\n",
      "m true: O predic: O\n",
      "diabetic true: I-E predic: I-C\n",
      "or true: O predic: O\n",
      "not true: O predic: O\n",
      "because true: O predic: O\n",
      "of true: O predic: O\n",
      "my true: O predic: O\n",
      "conflicting true: O predic: I-C\n",
      "results true: O predic: I-C\n",
      "but true: O predic: O\n",
      "anyhow true: O predic: O\n",
      "I true: O predic: O\n",
      "have true: O predic: O\n",
      "to true: O predic: O\n",
      "take true: O predic: O\n",
      "meds true: I-E predic: I-E\n",
      "from true: O predic: O\n",
      "now true: O predic: O\n",
      "on true: O predic: O\n",
      "because true: O predic: O\n",
      "my true: O predic: O\n",
      "sugar true: I-C predic: I-C\n",
      "and true: I-C predic: O\n",
      "bp true: I-C predic: I-C\n",
      "were true: I-C predic: I-C\n",
      "abnormally true: I-C predic: I-C\n",
      "high true: I-C predic: I-C\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "@USER true: O predic: O\n",
      "My true: O predic: O\n",
      "state true: O predic: O\n",
      "is true: O predic: O\n",
      "in true: O predic: O\n",
      "a true: O predic: O\n",
      "stay true: I-E predic: I-E\n",
      "at true: I-E predic: I-E\n",
      "home true: I-E predic: I-E\n",
      "order true: O predic: I-E\n",
      ", true: O predic: O\n",
      "which true: O predic: O\n",
      "I true: O predic: O\n",
      "' true: O predic: O\n",
      "m true: O predic: O\n",
      "doing true: O predic: O\n",
      "bc true: O predic: O\n",
      "of true: O predic: O\n",
      "my true: O predic: O\n",
      "blood true: I-C predic: I-C\n",
      "pressure true: I-C predic: I-C\n",
      "/ true: O predic: O\n",
      "diabetes true: I-C predic: I-C\n",
      "but true: O predic: O\n",
      "the true: O predic: O\n",
      "rest true: O predic: O\n",
      "of true: O predic: O\n",
      "my true: O predic: O\n",
      "city true: O predic: O\n",
      "isn't true: O predic: O\n",
      "\n",
      "\n",
      "edward true: O predic: O\n",
      "would true: O predic: O\n",
      "' true: O predic: O\n",
      "ve true: O predic: O\n",
      "killed true: I-E predic: O\n",
      "himself true: O predic: O\n",
      "if true: O predic: O\n",
      "bella true: O predic: O\n",
      "was true: O predic: O\n",
      "diabetic true: I-C predic: I-C\n",
      ": true: O predic: O\n",
      "neutral_face true: O predic: O\n",
      ": true: O predic: O\n",
      "pricking true: I-E predic: I-E\n",
      "her true: I-E predic: I-E\n",
      "damn true: I-E predic: I-E\n",
      "finger true: I-E predic: I-E\n",
      "every true: O predic: O\n",
      "day true: O predic: O\n",
      "\n",
      "\n",
      "@USER true: O predic: O\n",
      "@USER true: O predic: O\n",
      "I true: O predic: O\n",
      "have true: O predic: O\n",
      "defeated true: I-E predic: O\n",
      "T2 true: I-E predic: I-C\n",
      "diabetes true: I-E predic: I-C\n",
      ", true: O predic: O\n",
      "cancer true: O predic: O\n",
      "and true: O predic: O\n",
      "lost true: O predic: I-E\n",
      "over true: O predic: I-E\n",
      "3 true: O predic: I-E\n",
      "stone true: O predic: I-E\n",
      ", true: O predic: O\n",
      "basically true: O predic: O\n",
      "following true: O predic: O\n",
      "an true: O predic: O\n",
      "exercise true: I-C predic: O\n",
      "+ true: O predic: O\n",
      "low true: I-C predic: I-E\n",
      "carb true: I-C predic: I-E\n",
      "regime true: O predic: I-E\n",
      "and true: O predic: O\n",
      "instruction true: O predic: O\n",
      "of true: O predic: O\n",
      "my true: O predic: O\n",
      "partner true: O predic: O\n",
      "( true: O predic: O\n",
      "or true: O predic: O\n",
      "else true: O predic: O\n",
      ") true: O predic: O\n",
      ", true: O predic: O\n",
      "a true: O predic: O\n",
      "food true: O predic: O\n",
      "teacher true: O predic: O\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "@USER true: O predic: O\n",
      "I true: O predic: O\n",
      "' true: O predic: O\n",
      "m true: O predic: O\n",
      "keeping true: O predic: O\n",
      "my true: O predic: O\n",
      "fluid true: I-E predic: I-E\n",
      "intake true: I-E predic: I-E\n",
      "up true: O predic: I-E\n",
      "because true: O predic: O\n",
      "my true: O predic: O\n",
      "kidney true: O predic: O\n",
      "' true: O predic: O\n",
      "s true: O predic: O\n",
      "need true: O predic: O\n",
      "it true: O predic: O\n",
      "because true: O predic: O\n",
      "of true: O predic: O\n",
      "my true: O predic: O\n",
      "high true: I-C predic: I-E\n",
      "glucose true: I-C predic: I-E\n",
      "levels true: I-C predic: I-E\n",
      "through true: O predic: O\n",
      "being true: O predic: O\n",
      "sick true: O predic: O\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "my true: O predic: O\n",
      "dad true: O predic: O\n",
      "is true: O predic: O\n",
      "convinced true: O predic: O\n",
      "that true: O predic: O\n",
      "Scott true: O predic: O\n",
      "Malkinson true: O predic: O\n",
      "is true: O predic: O\n",
      "gonna true: O predic: O\n",
      "die true: I-E predic: I-E\n",
      "in true: O predic: O\n",
      "tonight true: O predic: O\n",
      "' true: O predic: O\n",
      "s true: O predic: O\n",
      "episode true: O predic: O\n",
      "bc true: O predic: O\n",
      "he true: O predic: O\n",
      "has true: O predic: O\n",
      "diabetes true: I-C predic: I-C\n",
      "and true: O predic: O\n",
      "I true: O predic: O\n",
      "' true: O predic: O\n",
      "m true: O predic: O\n",
      "very true: O predic: O\n",
      "scared true: O predic: O\n",
      "he true: O predic: O\n",
      "' true: O predic: O\n",
      "s true: O predic: O\n",
      "right true: O predic: O\n",
      "... true: O predic: O\n",
      "\n",
      "\n",
      "there true: O predic: O\n",
      "might true: O predic: O\n",
      "be true: O predic: O\n",
      "somebody true: O predic: O\n",
      "out true: O predic: O\n",
      "there true: O predic: O\n",
      "who true: O predic: O\n",
      "needs true: O predic: O\n",
      "a true: O predic: O\n",
      "little true: O predic: O\n",
      "hope true: I-E predic: O\n",
      "and true: O predic: O\n",
      "help true: I-E predic: O\n",
      "from true: O predic: O\n",
      "a true: O predic: O\n",
      "program true: O predic: O\n",
      "like true: O predic: O\n",
      "the true: O predic: O\n",
      "Diabetes true: I-C predic: O\n",
      "Prevention true: I-C predic: O\n",
      "Program true: I-C predic: O\n",
      "#nevergiveup true: O predic: O\n",
      "YMCA true: O predic: O\n",
      "of true: O predic: O\n",
      "Greater true: O predic: O\n",
      "St true: O predic: O\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "@USER true: O predic: O\n",
      "hi true: O predic: O\n",
      "Howard true: O predic: O\n",
      "had true: O predic: O\n",
      "my true: O predic: O\n",
      "eyes true: I-E predic: I-E\n",
      "tested true: I-E predic: I-E\n",
      "diabetes true: I-C predic: I-E\n",
      "have true: O predic: I-E\n",
      "cleared true: O predic: I-E\n",
      "up true: O predic: I-E\n",
      "behind true: O predic: I-E\n",
      "my true: O predic: I-E\n",
      "eyes true: O predic: I-E\n",
      "and true: O predic: O\n",
      "sugar true: O predic: I-E\n",
      "is true: O predic: I-E\n",
      "controlled true: O predic: I-E\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "This true: O predic: O\n",
      "nurse true: O predic: O\n",
      "praticitioner true: O predic: O\n",
      "at true: O predic: O\n",
      "the true: O predic: O\n",
      "bar true: O predic: O\n",
      "is true: O predic: O\n",
      "telling true: O predic: O\n",
      "this true: O predic: O\n",
      "23 true: O predic: O\n",
      "yo true: O predic: O\n",
      "Latina true: I-C predic: O\n",
      "bartender true: O predic: O\n",
      "that true: O predic: O\n",
      "she true: O predic: O\n",
      "' true: O predic: O\n",
      "s true: O predic: O\n",
      "gonna true: O predic: O\n",
      "die true: I-E predic: I-E\n",
      "early true: O predic: O\n",
      "of true: O predic: O\n",
      "diabetes true: I-C predic: I-C\n",
      "because true: O predic: O\n",
      "she true: O predic: O\n",
      "' true: O predic: O\n",
      "s true: O predic: O\n",
      "been true: O predic: O\n",
      "“ true: O predic: O\n",
      "dealt true: O predic: O\n",
      "a true: O predic: O\n",
      "bad true: O predic: O\n",
      "set true: O predic: O\n",
      "of true: O predic: O\n",
      "genetic true: I-C predic: O\n",
      "cards true: O predic: O\n",
      "because true: O predic: O\n",
      "she true: O predic: O\n",
      "' true: O predic: O\n",
      "s true: O predic: O\n",
      "Latina true: O predic: O\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "I true: O predic: O\n",
      "thought true: O predic: O\n",
      "y'all true: O predic: O\n",
      "were true: O predic: O\n",
      "exaggerating true: O predic: O\n",
      "about true: O predic: O\n",
      "that true: O predic: O\n",
      "glucose true: I-C predic: I-C\n",
      "test true: I-C predic: I-C\n",
      ", true: O predic: O\n",
      "but true: O predic: O\n",
      "that true: O predic: O\n",
      "shit true: O predic: O\n",
      "is true: O predic: O\n",
      "foul true: I-E predic: O\n",
      ": true: O predic: O\n",
      "face_vomiting true: O predic: O\n",
      ": true: O predic: O\n",
      "\n",
      "\n",
      "i true: O predic: O\n",
      "cant true: I-E predic: I-E\n",
      "eat true: I-E predic: I-E\n",
      "anymore true: O predic: I-E\n",
      "until true: O predic: O\n",
      "9am true: O predic: O\n",
      "tomorrow true: O predic: O\n",
      ": true: O predic: O\n",
      "sleepy_face true: O predic: O\n",
      ": true: O predic: O\n",
      ": true: O predic: O\n",
      "broken_heart true: O predic: O\n",
      ": true: O predic: O\n",
      "this true: O predic: O\n",
      "glucose true: I-C predic: I-C\n",
      "test true: I-C predic: I-C\n",
      "finna true: O predic: O\n",
      "' true: O predic: O\n",
      "bmsss true: O predic: O\n",
      "\n",
      "\n",
      "My true: O predic: O\n",
      "new true: O predic: I-C\n",
      "Insulin true: I-E predic: I-C\n",
      "pump true: I-E predic: I-C\n",
      ", true: I-E predic: O\n",
      "TSlim true: I-E predic: O\n",
      "& true: I-E predic: O\n",
      "CGM true: I-E predic: I-C\n",
      "DexcomG true: I-E predic: I-C\n",
      "6 true: I-E predic: I-C\n",
      ", true: I-E predic: O\n",
      "is true: I-E predic: O\n",
      "covered true: I-E predic: O\n",
      "100 true: O predic: O\n",
      "% true: O predic: O\n",
      "by true: O predic: O\n",
      "my true: O predic: O\n",
      "2 true: O predic: O\n",
      "insurances true: I-C predic: O\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "Wondering true: O predic: O\n",
      "why true: O predic: O\n",
      "I true: O predic: O\n",
      "had true: O predic: O\n",
      "a true: O predic: O\n",
      "fever true: I-E predic: I-E\n",
      ", true: O predic: O\n",
      "stomache true: I-E predic: I-E\n",
      "cramps true: I-E predic: I-E\n",
      ", true: O predic: O\n",
      "and true: O predic: O\n",
      "diarrhea true: I-E predic: I-E\n",
      "after true: O predic: O\n",
      "just true: O predic: O\n",
      "being true: O predic: O\n",
      "diagnosed true: O predic: O\n",
      "with true: O predic: O\n",
      "diabetes true: I-C predic: I-C\n",
      "and true: O predic: O\n",
      "looseing true: I-C predic: O\n",
      "a true: I-C predic: O\n",
      "ton true: I-C predic: O\n",
      "of true: I-C predic: O\n",
      "weight true: I-C predic: O\n",
      "Without true: O predic: O\n",
      "TV true: O predic: O\n",
      "I true: O predic: O\n",
      "did true: O predic: O\n",
      "n't true: O predic: O\n",
      "know true: O predic: O\n",
      "about true: O predic: O\n",
      "the true: O predic: O\n",
      "recall true: O predic: O\n",
      "of true: O predic: O\n",
      "romaine true: O predic: O\n",
      "lettuce true: O predic: O\n",
      "Found true: O predic: O\n",
      "out true: O predic: O\n",
      "the true: O predic: O\n",
      "hard true: O predic: O\n",
      "way true: O predic: O\n",
      "Feeling true: O predic: O\n",
      "better true: O predic: O\n",
      "meow true: O predic: O\n",
      "\n",
      "\n",
      "@USER true: O predic: O\n",
      "* true: O predic: O\n",
      "was true: O predic: O\n",
      "told true: O predic: O\n",
      "to true: O predic: O\n",
      "add true: I-E predic: O\n",
      "carbs true: I-E predic: O\n",
      "back true: I-E predic: O\n",
      "because true: O predic: O\n",
      "she true: O predic: O\n",
      "' true: O predic: O\n",
      "s true: O predic: O\n",
      "type true: I-C predic: I-E\n",
      "2 true: I-C predic: I-E\n",
      "with true: O predic: O\n",
      "a true: O predic: O\n",
      "fasting true: O predic: I-E\n",
      "Glucose true: O predic: I-E\n",
      "of true: O predic: I-E\n",
      "over true: O predic: I-E\n",
      "300 true: O predic: I-E\n",
      "\n",
      "\n",
      "Since true: O predic: O\n",
      "im true: O predic: O\n",
      "diabetic true: I-C predic: I-C\n",
      "i true: O predic: O\n",
      "have true: O predic: O\n",
      "to true: O predic: O\n",
      "drink true: I-E predic: O\n",
      "zero true: I-E predic: O\n",
      "or true: I-E predic: O\n",
      "max true: I-E predic: O\n",
      "anyways true: O predic: O\n",
      ", true: O predic: O\n",
      "and true: O predic: O\n",
      "for true: O predic: O\n",
      "me true: O predic: O\n",
      "pepsi true: O predic: O\n",
      "max true: O predic: O\n",
      "tastes true: O predic: O\n",
      "a true: O predic: O\n",
      "bit true: O predic: O\n",
      "sweeter true: O predic: O\n",
      "than true: O predic: O\n",
      "coke true: O predic: I-E\n",
      "zero true: O predic: I-E\n",
      "\n",
      "\n",
      "Been true: I-E predic: O\n",
      "up true: I-E predic: O\n",
      "for true: O predic: O\n",
      "2 true: O predic: O\n",
      "hours true: O predic: O\n",
      "trying true: O predic: O\n",
      "to true: O predic: O\n",
      "stabilize true: I-C predic: I-E\n",
      "my true: I-C predic: I-E\n",
      "blood true: I-C predic: I-E\n",
      "sugar true: I-C predic: I-E\n",
      ", true: O predic: O\n",
      "diabetes true: I-C predic: I-C\n",
      "is true: O predic: O\n",
      "legit true: O predic: O\n",
      "a true: O predic: O\n",
      "full true: I-E predic: O\n",
      "time true: I-E predic: O\n",
      "job true: I-E predic: O\n",
      "without true: O predic: O\n",
      "a true: O predic: O\n",
      "single true: O predic: O\n",
      "minute true: O predic: O\n",
      "off true: O predic: O\n",
      "\n",
      "\n",
      "@USER true: O predic: O\n",
      "@USER true: O predic: O\n",
      "Speaking true: O predic: O\n",
      "of true: O predic: O\n",
      "testimony true: O predic: O\n",
      ", true: O predic: O\n",
      "I true: O predic: O\n",
      "beat true: I-E predic: O\n",
      "type true: I-E predic: I-E\n",
      "2 true: I-E predic: I-E\n",
      "diabetes true: I-E predic: I-E\n",
      "by true: O predic: O\n",
      "switching true: O predic: O\n",
      "to true: O predic: O\n",
      "they true: O predic: O\n",
      "Daniel true: I-C predic: O\n",
      "diet true: I-C predic: O\n",
      "! true: O predic: O\n",
      "\n",
      "\n",
      "Working true: O predic: O\n",
      "on true: O predic: O\n",
      "an true: O predic: O\n",
      "Onset true: I-C predic: I-C\n",
      "Diabetes true: I-C predic: I-C\n",
      "patient true: I-C predic: O\n",
      "( true: I-C predic: O\n",
      "Juvenile true: I-C predic: I-C\n",
      "diabetes true: I-C predic: I-C\n",
      ") true: O predic: O\n",
      "really true: O predic: O\n",
      "hurts true: O predic: O\n",
      "me true: O predic: O\n",
      "imagine true: O predic: O\n",
      "a true: O predic: O\n",
      "child true: O predic: O\n",
      "getting true: O predic: O\n",
      "injections true: I-E predic: I-E\n",
      "before true: O predic: O\n",
      "taking true: O predic: O\n",
      "breakfast true: O predic: O\n",
      "and true: O predic: O\n",
      "before true: O predic: O\n",
      "taking true: O predic: O\n",
      "supper true: O predic: O\n",
      "every true: O predic: O\n",
      "day true: O predic: O\n",
      ": true: O predic: O\n",
      "loudly_crying_face true: O predic: O\n",
      ": true: O predic: O\n",
      ": true: O predic: O\n",
      "loudly_crying_face true: O predic: O\n",
      ": true: O predic: O\n",
      ": true: O predic: O\n",
      "loudly_crying_face true: O predic: O\n",
      ": true: O predic: O\n",
      "\n",
      "\n",
      "Shout true: O predic: O\n",
      "out true: O predic: O\n",
      "to true: O predic: O\n",
      "all true: O predic: O\n",
      "of true: O predic: O\n",
      "the true: O predic: O\n",
      "fat true: O predic: O\n",
      "people true: O predic: O\n",
      "this true: O predic: O\n",
      "morning true: O predic: O\n",
      "that true: O predic: O\n",
      "are true: O predic: O\n",
      "n't true: O predic: O\n",
      "afraid true: O predic: O\n",
      "to true: O predic: O\n",
      "take true: O predic: O\n",
      "diabetes true: I-E predic: O\n",
      "head true: O predic: O\n",
      "on true: O predic: O\n",
      "while true: O predic: O\n",
      "waiting true: O predic: O\n",
      "in true: O predic: O\n",
      "the true: O predic: O\n",
      "McDonald true: I-C predic: I-C\n",
      "' true: O predic: O\n",
      "s true: O predic: O\n",
      "drive true: O predic: O\n",
      "thru true: O predic: O\n",
      ", true: O predic: O\n",
      "but true: O predic: O\n",
      "are true: O predic: O\n",
      "scared true: O predic: O\n",
      "of true: O predic: O\n",
      "contracting true: O predic: O\n",
      "a true: O predic: O\n",
      "virus true: O predic: O\n",
      "with true: O predic: O\n",
      "a true: O predic: O\n",
      "99 true: O predic: O\n",
      "% true: O predic: O\n",
      "survival true: O predic: O\n",
      "rate true: O predic: O\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "@USER true: O predic: O\n",
      "I true: O predic: O\n",
      "have true: O predic: O\n",
      "no true: O predic: O\n",
      "experience true: O predic: O\n",
      "with true: O predic: O\n",
      "that true: O predic: O\n",
      "particular true: O predic: O\n",
      "thing true: O predic: O\n",
      ", true: O predic: O\n",
      "but true: O predic: O\n",
      "having true: O predic: O\n",
      "pcos true: I-C predic: O\n",
      "and true: O predic: O\n",
      "increased true: O predic: I-E\n",
      "risk true: I-C predic: I-E\n",
      "of true: I-C predic: I-E\n",
      "diabetes true: I-C predic: I-E\n",
      "is true: O predic: O\n",
      "something true: O predic: O\n",
      "i true: O predic: O\n",
      "deal true: O predic: O\n",
      "with true: O predic: O\n",
      "too true: O predic: O\n",
      "and true: O predic: O\n",
      "its true: O predic: O\n",
      "scary true: I-E predic: I-E\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "My true: O predic: O\n",
      "last true: O predic: O\n",
      "employer true: O predic: O\n",
      "threatened true: O predic: O\n",
      "to true: O predic: O\n",
      "dismiss true: I-E predic: O\n",
      "me true: O predic: O\n",
      "because true: O predic: O\n",
      "of true: O predic: O\n",
      "my true: O predic: O\n",
      "diabetes true: I-C predic: I-C\n",
      "and true: O predic: O\n",
      "now true: O predic: O\n",
      "I true: O predic: O\n",
      "' true: O predic: O\n",
      "m true: O predic: O\n",
      "so true: O predic: O\n",
      "scared true: I-E predic: I-E\n",
      "of true: O predic: I-E\n",
      "being true: O predic: I-E\n",
      "sick true: I-C predic: I-E\n",
      "and true: O predic: O\n",
      "losing true: I-E predic: O\n",
      "my true: I-E predic: O\n",
      "job true: I-E predic: O\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "@USER true: O predic: O\n",
      "Wooooow true: O predic: O\n",
      "Go true: O predic: O\n",
      "fck true: O predic: O\n",
      "yourself true: O predic: O\n",
      ", true: O predic: O\n",
      "ppl true: O predic: O\n",
      "are true: O predic: O\n",
      "dying true: I-E predic: I-E\n",
      "from true: O predic: O\n",
      "lack true: I-C predic: I-C\n",
      "of true: I-C predic: I-C\n",
      "insulin true: I-C predic: I-C\n",
      "down true: O predic: I-C\n",
      "here true: O predic: O\n",
      "in true: O predic: O\n",
      "the true: O predic: O\n",
      "cheap true: O predic: O\n",
      "seats true: O predic: O\n",
      "\n",
      "\n",
      "He true: O predic: O\n",
      "was true: O predic: O\n",
      "suffering true: I-E predic: I-E\n",
      "from true: O predic: O\n",
      "diabetes true: I-C predic: I-C\n",
      "and true: O predic: O\n",
      "was true: O predic: O\n",
      "unable true: O predic: I-C\n",
      "to true: O predic: I-C\n",
      "afford true: O predic: I-C\n",
      "his true: O predic: I-C\n",
      "$ true: O predic: I-C\n",
      "600 true: O predic: I-C\n",
      "insulin true: O predic: I-C\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "Woke true: I-E predic: O\n",
      "up true: I-E predic: O\n",
      "heart true: I-E predic: O\n",
      "racing true: I-E predic: O\n",
      "like true: O predic: O\n",
      "it true: O predic: O\n",
      "' true: O predic: O\n",
      "s true: O predic: O\n",
      "over true: O predic: O\n",
      "working true: O predic: O\n",
      "due true: O predic: O\n",
      "to true: O predic: O\n",
      "my true: O predic: O\n",
      "blood true: I-C predic: I-C\n",
      "sugar true: I-C predic: I-C\n",
      "/ true: O predic: I-C\n",
      "glucose true: I-C predic: I-C\n",
      "being true: O predic: I-C\n",
      "... true: O predic: O\n",
      "\n",
      "\n",
      "Every true: O predic: O\n",
      "person true: O predic: O\n",
      "that true: O predic: O\n",
      "is true: O predic: O\n",
      "dependent true: O predic: O\n",
      "on true: O predic: O\n",
      "medications true: I-C predic: I-C\n",
      "to true: O predic: I-C\n",
      "regulate true: I-E predic: I-C\n",
      "their true: I-E predic: I-C\n",
      "diabetes true: I-E predic: I-C\n",
      "knows true: O predic: O\n",
      "the true: O predic: O\n",
      "consequences true: O predic: O\n",
      "of true: O predic: O\n",
      "not true: O predic: I-C\n",
      "being true: O predic: I-C\n",
      "able true: O predic: I-C\n",
      "to true: O predic: I-C\n",
      "access true: O predic: I-C\n",
      "it true: O predic: I-C\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "@USER true: O predic: O\n",
      "@USER true: O predic: O\n",
      "Haha true: O predic: O\n",
      "having true: O predic: O\n",
      "gestational true: I-C predic: I-C\n",
      "diabetes true: I-C predic: I-C\n",
      "with true: O predic: O\n",
      "my true: O predic: O\n",
      "last true: O predic: O\n",
      "2 true: O predic: O\n",
      "( true: O predic: O\n",
      "I true: O predic: O\n",
      "was true: O predic: O\n",
      "34 true: O predic: O\n",
      "& true: O predic: O\n",
      "39 true: O predic: O\n",
      ") true: O predic: O\n",
      "I true: O predic: O\n",
      "discovered true: O predic: O\n",
      "not true: O predic: I-C\n",
      "being true: O predic: I-C\n",
      "responsible true: O predic: I-C\n",
      "with true: O predic: O\n",
      "it true: O predic: O\n",
      "causes true: O predic: O\n",
      "babies true: O predic: O\n",
      "to true: O predic: O\n",
      "be true: O predic: O\n",
      "born true: I-E predic: O\n",
      "with true: I-E predic: O\n",
      "Type true: I-E predic: O\n",
      "1 true: I-E predic: O\n",
      "as true: O predic: O\n",
      "well true: O predic: O\n",
      "as true: O predic: O\n",
      "a true: O predic: O\n",
      "struggle true: I-E predic: O\n",
      "with true: I-E predic: O\n",
      "obesity true: I-E predic: I-E\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "I true: O predic: O\n",
      "went true: O predic: O\n",
      "to true: O predic: O\n",
      "Walmart true: I-E predic: I-E\n",
      "to true: O predic: I-E\n",
      "get true: I-C predic: I-E\n",
      "insulin true: I-C predic: I-E\n",
      "for true: O predic: O\n",
      "my true: O predic: O\n",
      "pooch true: O predic: O\n",
      "and true: O predic: O\n",
      "I true: O predic: O\n",
      "' true: O predic: O\n",
      "m true: O predic: O\n",
      "still true: O predic: O\n",
      "shocked true: O predic: O\n",
      "by true: O predic: O\n",
      "how true: O predic: O\n",
      "many true: O predic: O\n",
      "people true: O predic: O\n",
      "are true: O predic: O\n",
      "n't true: O predic: O\n",
      "wearing true: O predic: O\n",
      "masks true: O predic: O\n",
      "or true: O predic: O\n",
      "respecting true: O predic: O\n",
      "social true: O predic: O\n",
      "distancing true: O predic: O\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "@USER true: O predic: O\n",
      "Between true: O predic: O\n",
      "poverty true: O predic: O\n",
      ", true: O predic: O\n",
      "overpolicing true: O predic: O\n",
      ", true: O predic: O\n",
      "hypertension true: I-C predic: I-C\n",
      ", true: O predic: O\n",
      "generational true: I-C predic: O\n",
      "diabetes true: I-C predic: I-C\n",
      ", true: O predic: O\n",
      "my true: O predic: O\n",
      "life true: I-E predic: O\n",
      "is true: I-E predic: O\n",
      "in true: I-E predic: O\n",
      "danger true: I-E predic: O\n",
      "at true: O predic: O\n",
      "all true: O predic: O\n",
      "times true: O predic: O\n",
      ": true: O predic: O\n",
      "upside true: O predic: O\n",
      "down_face true: O predic: O\n",
      ": true: O predic: O\n",
      "\n",
      "\n",
      "Insulin true: I-E predic: I-E\n",
      "doses true: I-E predic: I-E\n",
      "for true: O predic: O\n",
      "my true: O predic: O\n",
      "type true: I-C predic: O\n",
      "IIs true: I-C predic: O\n",
      "on true: O predic: O\n",
      "insulin true: O predic: I-E\n",
      "at true: O predic: I-E\n",
      "home true: O predic: I-E\n",
      "are true: O predic: I-E\n",
      "anecdotally true: O predic: I-E\n",
      "lower true: O predic: I-E\n",
      "in true: O predic: I-E\n",
      "the true: O predic: I-E\n",
      "hospital true: O predic: I-E\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "My true: O predic: O\n",
      "entire true: O predic: O\n",
      "left true: O predic: O\n",
      "arm true: I-E predic: O\n",
      "has true: I-E predic: O\n",
      "been true: I-E predic: O\n",
      "hurting true: I-E predic: O\n",
      "since true: O predic: O\n",
      "yeasterday true: O predic: O\n",
      "I true: O predic: O\n",
      "took true: O predic: O\n",
      "3 true: O predic: O\n",
      "metformin true: O predic: O\n",
      "in true: O predic: O\n",
      "hopes true: O predic: O\n",
      "it true: O predic: O\n",
      "was true: O predic: O\n",
      "tied true: O predic: O\n",
      "to true: O predic: O\n",
      "that true: O predic: O\n",
      "but true: O predic: O\n",
      "diabetes true: I-C predic: I-C\n",
      "is true: O predic: O\n",
      "off true: O predic: O\n",
      "the true: O predic: O\n",
      "checklist true: O predic: O\n",
      "for true: O predic: O\n",
      "mysterious true: O predic: O\n",
      "arm true: I-E predic: O\n",
      "pain true: I-E predic: O\n",
      ":p true: O predic: O\n",
      "erson_shrugging true: O predic: O\n",
      ": true: O predic: O\n",
      ": true: O predic: O\n",
      "medium_skin_tone true: O predic: O\n",
      ": true: O predic: O\n",
      "‍ true: O predic: O\n",
      ": true: O predic: O\n",
      "female_sign true: O predic: O\n",
      ": true: O predic: O\n",
      "\n",
      "\n",
      "To true: O predic: O\n",
      "anyone true: O predic: O\n",
      "else true: O predic: O\n",
      "who true: O predic: O\n",
      "suffers true: I-E predic: O\n",
      "from true: O predic: O\n",
      "diabetes true: I-C predic: I-C\n",
      ", true: O predic: O\n",
      "and true: O predic: O\n",
      "has true: O predic: O\n",
      "trouble true: O predic: O\n",
      "finding true: O predic: O\n",
      "socks true: O predic: O\n",
      "that true: O predic: O\n",
      "do true: O predic: O\n",
      "n't true: O predic: O\n",
      "leave true: O predic: O\n",
      "impressions true: O predic: I-E\n",
      "on true: O predic: I-E\n",
      "their true: O predic: I-E\n",
      "lower true: O predic: I-E\n",
      "legs true: O predic: I-E\n",
      ", true: O predic: O\n",
      "these true: O predic: O\n",
      "are true: O predic: O\n",
      "the true: O predic: O\n",
      "only true: O predic: O\n",
      "ones true: O predic: O\n",
      "I true: O predic: O\n",
      "' true: O predic: O\n",
      "ve true: O predic: O\n",
      "ever true: O predic: O\n",
      "found true: O predic: O\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "Positive true: O predic: O\n",
      ": true: O predic: O\n",
      "My true: O predic: O\n",
      "HbA true: I-C predic: I-E\n",
      "1c true: I-C predic: I-E\n",
      "has true: I-C predic: I-E\n",
      "come true: I-C predic: I-E\n",
      "down true: I-C predic: I-E\n",
      "over true: O predic: O\n",
      "the true: O predic: O\n",
      "past true: O predic: O\n",
      "few true: O predic: O\n",
      "months true: O predic: O\n",
      ":p true: O predic: O\n",
      "artying_face true: O predic: O\n",
      ": true: O predic: O\n",
      "My true: O predic: O\n",
      "doctor true: O predic: O\n",
      "said true: O predic: O\n",
      "that true: O predic: O\n",
      "he true: O predic: O\n",
      "' true: O predic: O\n",
      "ll true: O predic: O\n",
      "give true: O predic: O\n",
      "me true: O predic: O\n",
      "medical true: I-E predic: O\n",
      "clearance true: I-E predic: O\n",
      "to true: I-E predic: O\n",
      "go true: I-E predic: O\n",
      "overseas true: I-E predic: O\n",
      "if true: O predic: O\n",
      "I true: O predic: O\n",
      "can true: O predic: O\n",
      "get true: O predic: O\n",
      "it true: O predic: O\n",
      "to true: O predic: O\n",
      "a true: O predic: O\n",
      "particular true: O predic: O\n",
      "range true: O predic: O\n",
      ", true: O predic: O\n",
      "and true: O predic: O\n",
      "I true: O predic: O\n",
      "' true: O predic: O\n",
      "m true: O predic: O\n",
      "getting true: O predic: O\n",
      "there true: O predic: O\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "It true: O predic: O\n",
      "has true: O predic: O\n",
      "a true: O predic: O\n",
      "finger true: I-C predic: I-C\n",
      "prick true: I-C predic: I-C\n",
      "device true: I-C predic: I-C\n",
      "to true: O predic: O\n",
      "take true: O predic: I-E\n",
      "a true: O predic: I-E\n",
      "blood true: I-E predic: I-E\n",
      "sample true: I-E predic: I-E\n",
      "and true: O predic: O\n",
      "compare true: O predic: O\n",
      "it true: O predic: O\n",
      "to true: O predic: O\n",
      "my true: O predic: O\n",
      "personnel true: O predic: O\n",
      "file true: O predic: O\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "Having true: O predic: O\n",
      "T2d true: I-C predic: I-C\n",
      "w true: I-C predic: I-C\n",
      "/ true: I-C predic: I-C\n",
      "o true: I-C predic: I-C\n",
      "mealtime true: I-C predic: I-C\n",
      "insulin true: I-C predic: I-C\n",
      "means true: O predic: O\n",
      "paying true: I-E predic: I-E\n",
      "close true: I-E predic: I-E\n",
      "attention true: I-E predic: I-E\n",
      "to true: I-E predic: I-E\n",
      "what true: I-E predic: I-E\n",
      "I true: I-E predic: I-E\n",
      "eat true: I-E predic: I-E\n",
      ", true: O predic: O\n",
      "especially true: O predic: O\n",
      "when true: O predic: O\n",
      "BG true: O predic: I-C\n",
      "starts true: O predic: I-C\n",
      "out true: O predic: I-C\n",
      "higher true: O predic: I-C\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "Biz true: O predic: O\n",
      "Markie true: O predic: O\n",
      "has true: O predic: O\n",
      "apparently true: O predic: O\n",
      "been true: O predic: O\n",
      "in true: O predic: O\n",
      "hospital true: I-E predic: O\n",
      "for true: O predic: O\n",
      "weeks true: O predic: O\n",
      "due true: O predic: O\n",
      "to true: O predic: O\n",
      "diabetes true: I-C predic: I-C\n",
      "complications true: I-C predic: I-C\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "Gotta true: O predic: O\n",
      "do true: O predic: O\n",
      "something true: O predic: O\n",
      "about true: O predic: O\n",
      "my true: O predic: O\n",
      "weight true: I-C predic: I-C\n",
      "and true: O predic: O\n",
      "the true: O predic: O\n",
      "shit true: I-C predic: O\n",
      "I true: I-C predic: O\n",
      "eat true: I-C predic: O\n",
      ", true: O predic: O\n",
      "gonna true: O predic: O\n",
      "end true: O predic: O\n",
      "up true: O predic: O\n",
      "with true: O predic: O\n",
      "diabetes true: I-E predic: I-C\n",
      "\n",
      "\n",
      "A true: O predic: O\n",
      "very true: O predic: O\n",
      "low true: I-C predic: I-E\n",
      "carb true: I-C predic: I-E\n",
      "diet true: I-C predic: I-E\n",
      "gives true: O predic: I-E\n",
      "the true: O predic: I-E\n",
      "better true: I-E predic: I-E\n",
      "A1c true: I-E predic: I-E\n",
      "' true: O predic: O\n",
      "s true: O predic: O\n",
      "for true: O predic: O\n",
      "T1D true: O predic: I-C\n",
      "' true: O predic: O\n",
      "s true: O predic: O\n",
      "and true: O predic: O\n",
      "T2D true: O predic: I-C\n",
      "' true: O predic: O\n",
      "s true: O predic: O\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "Patients true: O predic: O\n",
      "would true: O predic: O\n",
      "be true: O predic: O\n",
      "DYING true: I-E predic: I-E\n",
      "in true: O predic: O\n",
      "the true: O predic: O\n",
      "office true: O predic: O\n",
      "and true: O predic: O\n",
      "going true: O predic: O\n",
      "to true: O predic: O\n",
      "the true: O predic: O\n",
      "ER true: O predic: I-E\n",
      "every true: O predic: O\n",
      "week true: O predic: O\n",
      "because true: O predic: O\n",
      "they true: O predic: O\n",
      "could true: I-C predic: I-C\n",
      "n't true: I-C predic: I-C\n",
      "afford true: I-C predic: I-C\n",
      "insulin true: I-C predic: I-C\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "Remember true: O predic: O\n",
      "one true: O predic: O\n",
      "of true: O predic: O\n",
      "my true: O predic: O\n",
      "patients true: O predic: O\n",
      "had true: O predic: O\n",
      "to true: O predic: O\n",
      "get true: O predic: O\n",
      "amputated true: I-E predic: I-E\n",
      "because true: O predic: O\n",
      "of true: O predic: O\n",
      "his true: O predic: O\n",
      "diabetic true: I-C predic: I-C\n",
      "foot true: I-C predic: I-C\n",
      ": true: O predic: O\n",
      "frowning_face true: O predic: O\n",
      ": true: O predic: O\n",
      "\n",
      "\n",
      "#gymlife true: O predic: O\n",
      "When true: O predic: O\n",
      "you true: O predic: O\n",
      "have true: O predic: O\n",
      "a true: O predic: O\n",
      "fat true: I-C predic: O\n",
      "stomach true: I-C predic: O\n",
      "then true: O predic: O\n",
      "you true: O predic: O\n",
      "' true: O predic: O\n",
      "re true: O predic: O\n",
      "insulin true: I-E predic: I-C\n",
      "resistant true: I-E predic: I-C\n",
      "and true: O predic: O\n",
      "can true: O predic: O\n",
      "correct true: O predic: O\n",
      "it true: O predic: O\n",
      "with true: O predic: O\n",
      "out true: O predic: O\n",
      "drugs true: O predic: O\n",
      "by true: O predic: O\n",
      "fasting true: O predic: O\n",
      "... true: O predic: O\n",
      "\n",
      "\n",
      "Suffering true: I-E predic: I-E\n",
      "from true: O predic: O\n",
      "diabetes true: I-C predic: I-C\n",
      "or true: O predic: O\n",
      "cholesterol true: I-C predic: O\n",
      "or true: O predic: O\n",
      "high true: I-C predic: I-C\n",
      "blood true: I-C predic: I-C\n",
      "pressure true: I-C predic: I-C\n",
      "or true: O predic: O\n",
      "things true: O predic: O\n",
      "like true: O predic: O\n",
      "that true: O predic: O\n",
      "is true: O predic: O\n",
      "not true: O predic: O\n",
      "worth true: O predic: O\n",
      "it true: O predic: O\n",
      "just true: O predic: O\n",
      "cause true: O predic: O\n",
      "of true: O predic: O\n",
      "some true: O predic: O\n",
      "nuggets true: O predic: O\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "Your true: O predic: O\n",
      "rich true: O predic: O\n",
      "girl true: O predic: O\n",
      "friend true: O predic: O\n",
      "' true: O predic: O\n",
      "s true: O predic: O\n",
      "uteri true: O predic: O\n",
      "were true: O predic: O\n",
      "more true: O predic: O\n",
      "important true: O predic: O\n",
      "than true: O predic: O\n",
      "why true: O predic: O\n",
      "someone true: O predic: O\n",
      "should true: O predic: O\n",
      "die true: I-E predic: I-E\n",
      "because true: O predic: O\n",
      "they true: O predic: O\n",
      "could true: I-C predic: I-C\n",
      "not true: I-C predic: I-C\n",
      "get true: I-C predic: I-C\n",
      "the true: I-C predic: I-C\n",
      "insulin true: I-C predic: I-C\n",
      "they true: I-C predic: I-C\n",
      "could true: I-C predic: I-C\n",
      "afford true: I-C predic: I-C\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "Having true: O predic: O\n",
      "become true: O predic: O\n",
      "aa true: O predic: O\n",
      "Type true: I-C predic: I-C\n",
      "1 true: I-C predic: I-C\n",
      "Diabetic true: I-C predic: I-C\n",
      "suddenly true: O predic: O\n",
      "and true: O predic: O\n",
      "without true: O predic: O\n",
      "warning true: O predic: O\n",
      "a true: O predic: O\n",
      "month true: O predic: O\n",
      "ago true: O predic: O\n",
      "this true: O predic: O\n",
      "story true: O predic: O\n",
      "breaks true: I-E predic: O\n",
      "my true: I-E predic: O\n",
      "heart true: I-E predic: O\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "@USER true: O predic: O\n",
      "Now true: O predic: O\n",
      "I true: O predic: O\n",
      "eat true: I-E predic: I-E\n",
      "low true: I-E predic: I-E\n",
      "carb true: I-E predic: I-E\n",
      "b true: O predic: O\n",
      "/ true: O predic: O\n",
      "c true: O predic: O\n",
      "I true: O predic: O\n",
      "have true: O predic: O\n",
      "to true: O predic: O\n",
      "in true: O predic: O\n",
      "order true: O predic: O\n",
      "to true: O predic: O\n",
      "keep true: O predic: I-E\n",
      "my true: O predic: I-E\n",
      "BGs true: I-C predic: I-E\n",
      "down true: I-C predic: I-E\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "@USER true: O predic: O\n",
      "Since true: O predic: O\n",
      "beating true: O predic: O\n",
      "my true: O predic: O\n",
      "Type true: I-C predic: I-C\n",
      "2 true: I-C predic: I-C\n",
      "Diabetes true: I-C predic: I-C\n",
      "with true: O predic: I-C\n",
      "exercise true: I-E predic: I-C\n",
      "and true: O predic: O\n",
      "using true: O predic: O\n",
      "the true: O predic: O\n",
      "5 true: O predic: I-E\n",
      "Star true: O predic: I-E\n",
      "rating true: I-E predic: I-E\n",
      "on true: I-E predic: I-E\n",
      "foods true: I-E predic: I-E\n",
      "to true: O predic: O\n",
      "ensure true: O predic: O\n",
      "I true: O predic: O\n",
      "am true: O predic: O\n",
      "making true: O predic: O\n",
      "better true: O predic: O\n",
      "choices true: O predic: O\n",
      "it true: O predic: O\n",
      "has true: O predic: O\n",
      "been true: O predic: O\n",
      "a true: O predic: O\n",
      "good true: O predic: O\n",
      "thing true: O predic: O\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "I true: O predic: O\n",
      "hate true: I-E predic: I-E\n",
      "diabetes true: I-C predic: I-E\n",
      "#insulin true: I-C predic: I-E\n",
      "#mdi true: I-C predic: I-E\n",
      "#needles true: I-C predic: I-E\n",
      "#bruises true: I-C predic: I-E\n",
      "#highbloodsugar true: I-C predic: I-E\n",
      "#lowbloodsugar true: I-C predic: I-E\n",
      "#t1d true: I-C predic: I-E\n",
      "\n",
      "\n",
      "I true: O predic: O\n",
      "am true: O predic: O\n",
      "that true: O predic: O\n",
      "diabetic true: I-C predic: I-C\n",
      "who true: O predic: O\n",
      "HATES true: I-E predic: I-E\n",
      "needles true: I-C predic: I-E\n",
      "and true: O predic: O\n",
      "just true: O predic: O\n",
      "had true: O predic: O\n",
      "my true: O predic: O\n",
      "blood true: I-E predic: O\n",
      "taken true: I-E predic: O\n",
      ": true: O predic: O\n",
      "face_vomiting true: O predic: O\n",
      ": true: O predic: O\n",
      ": true: O predic: O\n",
      "face_vomiting true: O predic: O\n",
      ": true: O predic: O\n",
      ": true: O predic: O\n",
      "face_vomiting true: O predic: O\n",
      ": true: O predic: O\n",
      "\n",
      "\n",
      "I true: O predic: O\n",
      "already true: O predic: O\n",
      "know true: O predic: O\n",
      "diabetics true: O predic: I-C\n",
      "that true: O predic: O\n",
      "have true: O predic: O\n",
      "had true: O predic: O\n",
      "to true: O predic: O\n",
      "stop true: I-C predic: I-E\n",
      "taking true: I-C predic: I-E\n",
      "their true: I-C predic: I-E\n",
      "insulin true: I-C predic: I-E\n",
      "and true: O predic: O\n",
      "they true: O predic: O\n",
      "are true: O predic: O\n",
      "not true: I-E predic: I-E\n",
      "doing true: I-E predic: I-E\n",
      "well true: I-E predic: I-E\n",
      "\n",
      "\n",
      "@USER true: O predic: O\n",
      "My true: O predic: O\n",
      "daughter true: O predic: O\n",
      "has true: O predic: O\n",
      "gestational true: I-C predic: I-C\n",
      "diabetes true: I-C predic: I-C\n",
      "so true: O predic: O\n",
      "we true: O predic: O\n",
      "' true: O predic: O\n",
      "re true: O predic: O\n",
      "going true: O predic: O\n",
      "low true: I-E predic: I-E\n",
      "carb true: I-E predic: I-E\n",
      ": true: O predic: O\n",
      "ribs true: O predic: O\n",
      ", true: O predic: O\n",
      "green true: O predic: O\n",
      "salad true: O predic: O\n",
      ", true: O predic: O\n",
      "grilled true: O predic: O\n",
      "asparagus true: O predic: O\n",
      "and true: O predic: O\n",
      "berries true: O predic: O\n",
      "/ true: O predic: O\n",
      "cream true: O predic: O\n",
      "for true: O predic: O\n",
      "dessert true: O predic: O\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "Type true: I-C predic: I-C\n",
      "1 true: I-C predic: I-C\n",
      "diabetes true: I-C predic: I-C\n",
      "puts true: O predic: O\n",
      "me true: O predic: O\n",
      "in true: O predic: O\n",
      "the true: O predic: O\n",
      "high true: I-E predic: I-E\n",
      "risk true: I-E predic: I-E\n",
      "category true: O predic: I-E\n",
      "and true: O predic: O\n",
      "each true: O predic: O\n",
      "week true: O predic: O\n",
      "that true: O predic: O\n",
      "my true: O predic: O\n",
      "family true: O predic: O\n",
      "and true: O predic: O\n",
      "I true: O predic: O\n",
      "remain true: O predic: O\n",
      "healthy true: O predic: O\n",
      "is true: O predic: O\n",
      "a true: O predic: O\n",
      "fucking true: O predic: O\n",
      "blessing true: O predic: O\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "My true: O predic: O\n",
      "mum true: O predic: O\n",
      "' true: O predic: O\n",
      "s true: O predic: O\n",
      "got true: O predic: O\n",
      "my true: O predic: O\n",
      "brother true: O predic: O\n",
      "' true: O predic: O\n",
      "s true: O predic: O\n",
      "friend true: O predic: O\n",
      "staying true: O predic: O\n",
      "at true: O predic: O\n",
      "hers true: O predic: O\n",
      "tonight true: O predic: O\n",
      "and true: O predic: O\n",
      "he true: O predic: O\n",
      "' true: O predic: O\n",
      "s true: O predic: O\n",
      "diabetic true: I-C predic: I-C\n",
      ", true: O predic: O\n",
      "he true: O predic: O\n",
      "has true: O predic: O\n",
      "alarms true: I-E predic: O\n",
      "and true: O predic: O\n",
      "everything true: O predic: O\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "@USER true: O predic: O\n",
      "@USER true: O predic: O\n",
      "Sir true: O predic: O\n",
      "my true: O predic: O\n",
      "mother true: O predic: O\n",
      "has true: O predic: O\n",
      "diabetes true: I-C predic: I-C\n",
      "and true: O predic: O\n",
      "Asthama true: I-C predic: O\n",
      ", true: O predic: O\n",
      "she true: O predic: O\n",
      "is true: O predic: O\n",
      "using true: O predic: O\n",
      "medicines true: I-E predic: O\n",
      "past true: O predic: O\n",
      "4years true: O predic: O\n",
      "referred true: O predic: O\n",
      "by true: O predic: O\n",
      "Dr true: O predic: O\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "Maybe true: O predic: O\n",
      "if true: O predic: O\n",
      "insulin true: O predic: O\n",
      ", true: O predic: O\n",
      "like true: O predic: O\n",
      "other true: O predic: O\n",
      "essential true: O predic: O\n",
      "drugs true: O predic: O\n",
      ", true: O predic: O\n",
      "did true: O predic: O\n",
      "n't true: O predic: O\n",
      "cost true: I-C predic: I-E\n",
      "thousands true: O predic: I-E\n",
      "of true: O predic: O\n",
      "dollars true: O predic: O\n",
      "a true: O predic: O\n",
      "month true: O predic: O\n",
      ": true: O predic: O\n",
      "eyes true: O predic: O\n",
      ": true: O predic: O\n",
      "You true: O predic: O\n",
      "got true: O predic: O\n",
      "poor true: I-C predic: O\n",
      "people true: I-C predic: O\n",
      "rationing true: I-E predic: I-E\n",
      "their true: I-E predic: I-E\n",
      "meds true: I-E predic: I-E\n",
      "and true: O predic: O\n",
      "choosing true: O predic: O\n",
      "which true: O predic: O\n",
      "med true: O predic: O\n",
      "to true: O predic: O\n",
      "forgo true: O predic: O\n",
      "taking true: O predic: O\n",
      "\n",
      "\n",
      "As true: O predic: O\n",
      "a true: O predic: O\n",
      "type true: I-C predic: I-C\n",
      "1 true: I-C predic: I-C\n",
      "diabetic true: I-C predic: I-C\n",
      "for true: O predic: O\n",
      "20 true: O predic: O\n",
      "+ true: O predic: O\n",
      "years true: O predic: O\n",
      "I true: O predic: O\n",
      "' true: O predic: O\n",
      "ve true: O predic: O\n",
      "been true: O predic: O\n",
      "lucky true: O predic: O\n",
      "enough true: O predic: O\n",
      "to true: O predic: O\n",
      "have true: O predic: O\n",
      "the true: O predic: O\n",
      "meds true: I-E predic: O\n",
      "I true: O predic: O\n",
      "need true: O predic: O\n",
      "( true: O predic: O\n",
      "in true: O predic: O\n",
      "some true: O predic: O\n",
      "cases true: O predic: O\n",
      "thanks true: O predic: O\n",
      "to true: O predic: O\n",
      "family true: O predic: O\n",
      "members true: O predic: O\n",
      ") true: O predic: O\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "@USER true: O predic: O\n",
      "Since true: O predic: O\n",
      "i true: O predic: O\n",
      "was true: O predic: O\n",
      "diagnosed true: O predic: O\n",
      "with true: O predic: O\n",
      "diabetes true: I-C predic: I-C\n",
      "my true: O predic: O\n",
      "husband true: O predic: O\n",
      "has true: O predic: O\n",
      "been true: O predic: O\n",
      "extremely true: O predic: O\n",
      "supportive true: O predic: O\n",
      "of true: O predic: O\n",
      "my true: O predic: O\n",
      "eating true: I-E predic: I-C\n",
      "habits true: I-E predic: I-C\n",
      "and true: O predic: O\n",
      "encourages true: O predic: O\n",
      "me true: O predic: O\n",
      "to true: O predic: O\n",
      "move true: O predic: O\n",
      "more true: O predic: O\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "@USER true: O predic: O\n",
      "This true: O predic: O\n",
      "is true: O predic: O\n",
      "why true: O predic: O\n",
      "I true: O predic: O\n",
      "' true: O predic: O\n",
      "m true: O predic: O\n",
      "afraid true: I-E predic: I-E\n",
      "to true: I-E predic: O\n",
      "tell true: I-E predic: O\n",
      "people true: I-E predic: O\n",
      "I true: I-E predic: O\n",
      "have true: I-E predic: O\n",
      "diabetes true: I-E predic: I-C\n",
      "because true: O predic: O\n",
      "they true: O predic: O\n",
      "assume true: I-C predic: O\n",
      "it true: I-C predic: O\n",
      "' true: I-C predic: O\n",
      "s true: I-C predic: O\n",
      "“ true: I-C predic: O\n",
      "my true: I-C predic: O\n",
      "fault true: I-C predic: O\n",
      "” true: I-C predic: O\n",
      "\n",
      "\n",
      "there true: O predic: O\n",
      "are true: O predic: O\n",
      "still true: O predic: O\n",
      "misconceptions true: O predic: O\n",
      "about true: O predic: O\n",
      "how true: O predic: O\n",
      "you true: O predic: O\n",
      "get true: O predic: O\n",
      "Diabetes true: O predic: I-C\n",
      "Dad true: O predic: I-C\n",
      "ran true: O predic: I-C\n",
      "3miles true: O predic: I-C\n",
      "everyday true: O predic: O\n",
      "most true: O predic: O\n",
      "of true: O predic: O\n",
      "his true: O predic: O\n",
      "life true: O predic: O\n",
      ", true: O predic: O\n",
      "played true: O predic: O\n",
      "AFL true: O predic: O\n",
      "til true: O predic: O\n",
      "47 true: O predic: O\n",
      "cricket true: O predic: O\n",
      "til true: O predic: O\n",
      "68 true: O predic: O\n",
      "& true: O predic: O\n",
      "has true: O predic: O\n",
      "always true: O predic: O\n",
      "been true: O predic: O\n",
      "incredibly true: O predic: O\n",
      "fit true: O predic: O\n",
      "& true: O predic: O\n",
      "without true: O predic: O\n",
      "a true: O predic: O\n",
      "doubt true: O predic: O\n",
      "regular true: O predic: O\n",
      "exercise true: I-C predic: O\n",
      "helps true: I-E predic: O\n",
      "living true: I-E predic: O\n",
      "with true: I-E predic: O\n",
      "T1D true: I-E predic: I-C\n",
      "both true: O predic: O\n",
      "mentally true: O predic: O\n",
      "& true: O predic: O\n",
      "physically true: O predic: O\n",
      "@USER true: O predic: O\n",
      "@USER true: O predic: O\n",
      "HTTPURL true: O predic: O\n",
      "\n",
      "\n",
      "That true: O predic: O\n",
      "weight true: I-C predic: I-C\n",
      "and true: O predic: O\n",
      "diet true: I-C predic: I-C\n",
      "are true: O predic: O\n",
      "the true: O predic: O\n",
      "number true: O predic: O\n",
      "one true: O predic: O\n",
      "reasons true: O predic: O\n",
      "why true: O predic: O\n",
      "people true: O predic: O\n",
      "have true: O predic: O\n",
      "diabetes true: I-E predic: I-C\n",
      "; true: O predic: O\n",
      "I true: O predic: O\n",
      "try true: O predic: O\n",
      "to true: O predic: O\n",
      "graciously true: O predic: O\n",
      "inform true: O predic: O\n",
      "people true: O predic: O\n",
      "that true: O predic: O\n",
      "diabetes true: O predic: O\n",
      "is true: O predic: O\n",
      "caused true: O predic: O\n",
      "by true: O predic: O\n",
      "multiple true: I-C predic: O\n",
      "factors true: I-C predic: O\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "@USER true: O predic: O\n",
      "I true: O predic: O\n",
      "rcv true: O predic: O\n",
      "' true: O predic: O\n",
      "d true: O predic: O\n",
      "inpatient true: I-E predic: O\n",
      "b true: O predic: O\n",
      "/ true: O predic: O\n",
      "c true: O predic: O\n",
      "I true: O predic: O\n",
      "became true: O predic: O\n",
      "diabetic true: I-C predic: I-C\n",
      "after true: O predic: O\n",
      "I true: O predic: O\n",
      "was true: O predic: O\n",
      "in true: O predic: O\n",
      "MSKCC true: O predic: O\n",
      "& true: O predic: O\n",
      "they true: O predic: O\n",
      "removed true: I-E predic: I-E\n",
      "my true: I-E predic: I-E\n",
      "pancreas true: I-E predic: I-E\n",
      "completely true: O predic: O\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "@USER true: O predic: O\n",
      "@USER true: O predic: O\n",
      "We true: O predic: O\n",
      "' true: O predic: O\n",
      "d true: O predic: O\n",
      "always true: O predic: O\n",
      "prayed true: O predic: O\n",
      "that true: O predic: O\n",
      "a true: O predic: O\n",
      "cure true: O predic: O\n",
      "could true: O predic: O\n",
      "be true: O predic: O\n",
      "discovered true: O predic: O\n",
      "for true: O predic: O\n",
      "diabetes true: I-C predic: I-C\n",
      "to true: O predic: O\n",
      "help true: O predic: O\n",
      "my true: O predic: O\n",
      "sister true: O predic: O\n",
      "She true: O predic: O\n",
      "passed true: I-E predic: I-E\n",
      "away true: I-E predic: I-E\n",
      "at true: O predic: O\n",
      "52 true: O predic: O\n",
      "years true: O predic: O\n",
      "old true: O predic: O\n",
      "in true: O predic: O\n",
      "2011 true: O predic: O\n",
      "and true: O predic: O\n",
      "that true: O predic: O\n",
      "left true: O predic: O\n",
      "a true: O predic: O\n",
      "void true: O predic: O\n",
      "in true: O predic: O\n",
      "our true: O predic: O\n",
      "lives true: O predic: O\n",
      "We true: O predic: O\n",
      "continue true: O predic: O\n",
      "to true: O predic: O\n",
      "hope true: O predic: O\n",
      "for true: O predic: O\n",
      "the true: O predic: O\n",
      "cure true: O predic: O\n",
      "one true: O predic: O\n",
      "day true: O predic: O\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "I true: O predic: O\n",
      "' true: O predic: O\n",
      "m true: O predic: O\n",
      "SO true: O predic: O\n",
      "gonna true: O predic: O\n",
      "die true: I-E predic: I-E\n",
      "of true: O predic: O\n",
      "malnutrition true: I-C predic: O\n",
      "and true: O predic: O\n",
      "diabetes true: I-C predic: I-C\n",
      "one true: O predic: O\n",
      "day true: O predic: O\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "Woke true: O predic: O\n",
      "up true: O predic: O\n",
      ": true: O predic: O\n",
      "check_mark_button true: O predic: O\n",
      ": true: O predic: O\n",
      "Fake true: O predic: O\n",
      "flirtedin true: O predic: O\n",
      "twitter true: O predic: O\n",
      "dms true: O predic: O\n",
      ": true: O predic: O\n",
      "check_mark_button true: O predic: O\n",
      ": true: O predic: O\n",
      "Gave true: O predic: O\n",
      "my true: O predic: O\n",
      "grandma true: O predic: O\n",
      "her true: O predic: O\n",
      "diabetes true: I-C predic: I-C\n",
      "medication true: I-E predic: I-C\n",
      "that true: O predic: O\n",
      "she true: O predic: O\n",
      "needs true: O predic: O\n",
      "every true: O predic: O\n",
      "2 true: O predic: O\n",
      "hours true: O predic: O\n",
      ": true: O predic: O\n",
      "cross_mark true: O predic: O\n",
      ": true: O predic: O\n",
      "\n",
      "\n",
      "For true: O predic: O\n",
      "someone true: O predic: O\n",
      "whose true: O predic: O\n",
      "parents true: O predic: O\n",
      "are true: O predic: O\n",
      "dependant true: O predic: I-E\n",
      "on true: O predic: I-E\n",
      "medication true: I-E predic: I-E\n",
      "due true: O predic: O\n",
      "to true: O predic: O\n",
      "being true: O predic: O\n",
      "diabetic true: I-C predic: I-C\n",
      ", true: O predic: O\n",
      "I true: O predic: O\n",
      "know true: O predic: O\n",
      "the true: O predic: O\n",
      "struggle true: I-E predic: I-E\n",
      "of true: O predic: O\n",
      "trying true: O predic: O\n",
      "to true: O predic: O\n",
      "find true: I-C predic: O\n",
      "their true: I-C predic: O\n",
      "medication true: I-C predic: O\n",
      "at true: O predic: O\n",
      "all true: O predic: O\n",
      "times true: O predic: O\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "@USER true: O predic: O\n",
      "Hey true: O predic: O\n",
      "@USER true: O predic: O\n",
      ", true: O predic: O\n",
      "my true: O predic: O\n",
      "uncle true: O predic: O\n",
      ", true: O predic: O\n",
      "Scott true: O predic: O\n",
      "just true: O predic: O\n",
      "died true: I-E predic: I-E\n",
      "of true: O predic: O\n",
      "type true: I-C predic: I-C\n",
      "1 true: I-C predic: I-C\n",
      "diabetes true: I-C predic: I-C\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "@USER true: O predic: O\n",
      "JC true: O predic: O\n",
      "lost true: I-E predic: I-E\n",
      "his true: I-E predic: I-E\n",
      "sight true: I-E predic: I-E\n",
      "due true: O predic: O\n",
      "2 true: I-C predic: O\n",
      "diabetes true: I-C predic: I-C\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "I true: O predic: O\n",
      "' true: O predic: O\n",
      "ve true: O predic: O\n",
      "been true: O predic: O\n",
      "a true: O predic: O\n",
      "type true: O predic: I-C\n",
      "1 true: O predic: I-C\n",
      "diabetic true: O predic: I-C\n",
      "since true: O predic: O\n",
      "1970 true: O predic: O\n",
      "and true: O predic: O\n",
      "avoiding true: I-C predic: O\n",
      "carbohydrates true: I-C predic: I-C\n",
      "( true: O predic: O\n",
      "still true: O predic: O\n",
      "need true: O predic: O\n",
      "insulin true: O predic: O\n",
      "of true: O predic: O\n",
      "course true: O predic: O\n",
      ") true: O predic: O\n",
      "seems true: O predic: O\n",
      "to true: O predic: O\n",
      "be true: O predic: O\n",
      "the true: O predic: O\n",
      "only true: O predic: O\n",
      "way true: O predic: O\n",
      "to true: O predic: O\n",
      "keep true: O predic: O\n",
      "blood true: I-E predic: I-E\n",
      "sugar true: I-E predic: I-E\n",
      "controlled true: I-E predic: I-E\n",
      ". true: O predic: O\n",
      "\n",
      "\n",
      "Now true: O predic: O\n",
      "as true: O predic: O\n",
      "far true: O predic: O\n",
      "as true: O predic: O\n",
      "diabetes true: I-E predic: I-C\n",
      "I true: O predic: O\n",
      "have true: O predic: O\n",
      "two true: O predic: O\n",
      "people true: O predic: O\n",
      "in true: O predic: O\n",
      "my true: O predic: O\n",
      "family true: O predic: O\n",
      "that true: O predic: O\n",
      "are true: O predic: O\n",
      "at true: O predic: O\n",
      "least true: O predic: O\n",
      "20 true: O predic: O\n",
      "years true: O predic: O\n",
      "plus true: O predic: O\n",
      "younger true: O predic: O\n",
      "than true: O predic: O\n",
      "me true: O predic: O\n",
      "that true: O predic: O\n",
      "have true: O predic: O\n",
      "diabetes true: O predic: O\n",
      "and true: O predic: O\n",
      "this true: O predic: O\n",
      "was true: O predic: O\n",
      "due true: O predic: O\n",
      "to true: O predic: O\n",
      "their true: O predic: O\n",
      "diet true: I-C predic: I-C\n",
      "and true: O predic: O\n",
      "the true: O predic: O\n",
      "Libations true: O predic: O\n",
      "that true: O predic: O\n",
      "they true: O predic: O\n",
      "were true: O predic: O\n",
      "taking true: O predic: O\n",
      "in true: O predic: O\n",
      "their true: O predic: O\n",
      "system true: O predic: O\n"
     ]
    }
   ],
   "source": [
    "for tokens, true_labels, predicts in zip(test.tokenized, test.bio_tags, predictions):\n",
    "    print(\"\\n\")\n",
    "    for token, true_label, predic in zip(tokens, true_labels, predicts):\n",
    "        print(token, \"true:\", true_label, \"predic:\", predic)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "4731348e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "         I-C       0.63      0.61      0.62       495\n",
      "         I-E       0.49      0.49      0.49       487\n",
      "           O       0.93      0.93      0.93      4159\n",
      "\n",
      "    accuracy                           0.86      5141\n",
      "   macro avg       0.68      0.68      0.68      5141\n",
      "weighted avg       0.86      0.86      0.86      5141\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/vivek/miniconda3/envs/clue/lib/python3.8/site-packages/sklearn/utils/validation.py:67: FutureWarning: Pass labels=None as keyword args. From version 0.25 passing these as positional arguments will result in an error\n",
      "  warnings.warn(\"Pass {} as keyword args. From version 0.25 \"\n"
     ]
    }
   ],
   "source": [
    "print(flat_classification_report(y_test, predictions))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "0aa32632",
   "metadata": {},
   "outputs": [
    {
     "ename": "IndentationError",
     "evalue": "unindent does not match any outer indentation level (<tokenize>, line 5)",
     "output_type": "error",
     "traceback": [
      "\u001b[0;36m  File \u001b[0;32m\"<tokenize>\"\u001b[0;36m, line \u001b[0;32m5\u001b[0m\n\u001b[0;31m    I-C       0.59      0.57      0.58       495\u001b[0m\n\u001b[0m    ^\u001b[0m\n\u001b[0;31mIndentationError\u001b[0m\u001b[0;31m:\u001b[0m unindent does not match any outer indentation level\n"
     ]
    }
   ],
   "source": [
    "##### FASTTEXT DIABETES EMBEDDINGS \n",
    "\n",
    "              precision    recall  f1-score   support\n",
    "\n",
    "         I-C       0.59      0.57      0.58       495\n",
    "         I-E       0.45      0.38      0.41       487\n",
    "           O       0.92      0.94      0.93      4159\n",
    "\n",
    "    accuracy                           0.85      5141\n",
    "   macro avg       0.65      0.63      0.64      5141\n",
    "weighted avg       0.84      0.85      0.84      5141\n",
    "\n",
    "\n",
    "\n",
    "              precision    recall  f1-score   support\n",
    "\n",
    "           C       0.56      0.54      0.55       241\n",
    "           E       0.41      0.25      0.31       237\n",
    "\n",
    "   micro avg       0.50      0.40      0.45       478\n",
    "   macro avg       0.49      0.40      0.43       478\n",
    "weighted avg       0.49      0.40      0.43       478\n",
    "\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "609abe2b-c5ce-42f1-ac29-2ee0fccec483",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f9771ae1-9bdc-4765-ab70-8867a86d53c1",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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