diff --git a/your-code/challenge-1.ipynb b/your-code/challenge-1.ipynb
index 0808166..131f93b 100644
--- a/your-code/challenge-1.ipynb
+++ b/your-code/challenge-1.ipynb
@@ -66,10 +66,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 11,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " ironhack s  q website   is \n"
+     ]
+    }
+   ],
    "source": [
+    "import re\n",
+    "\n",
     "def clean_up(s):\n",
     "    \"\"\"\n",
     "    Cleans up numbers, URLs, and special characters from a string.\n",
@@ -79,7 +89,14 @@
     "\n",
     "    Returns:\n",
     "        A string that has been cleaned up.\n",
-    "    \"\"\""
+    "    \"\"\"\n",
+    "    \n",
+    "    element = re.sub('http://.+', '', s)\n",
+    "    element = re.sub('@|-|#|\\'', ' ', element)\n",
+    "    return (re.sub('\\d+',' ',element)).lower()\n",
+    "    \n",
+    "string = \"\"\"@Ironhack's-#Q website 776-is http://ironhack.com [(2018)]\")\"\"\"\n",
+    "print(clean_up(string))"
    ]
   },
   {
@@ -101,10 +118,30 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 12,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "['ironhack', 's', 'q', 'website', 'is']\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "[nltk_data] Downloading package punkt to /home/jorgebra/nltk_data...\n",
+      "[nltk_data]   Package punkt is already up-to-date!\n"
+     ]
+    }
+   ],
    "source": [
+    "import nltk\n",
+    "from nltk.tokenize import word_tokenize\n",
+    "nltk.download('punkt')\n",
+    "\n",
     "def tokenize(s):\n",
     "    \"\"\"\n",
     "    Tokenize a string.\n",
@@ -114,7 +151,13 @@
     "\n",
     "    Returns:\n",
     "        A list of words as the result of tokenization.\n",
-    "    \"\"\""
+    "    \"\"\"\n",
+    "\n",
+    "    return word_tokenize(s)\n",
+    "    \n",
+    "string = clean_up(string)\n",
+    "token = tokenize(string)\n",
+    "print(token)"
    ]
   },
   {
@@ -145,10 +188,56 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 13,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "[nltk_data] Downloading package wordnet to /home/jorgebra/nltk_data...\n",
+      "[nltk_data]   Package wordnet is already up-to-date!\n",
+      "[nltk_data] Downloading package averaged_perceptron_tagger to\n",
+      "[nltk_data]     /home/jorgebra/nltk_data...\n",
+      "[nltk_data]   Package averaged_perceptron_tagger is already up-to-\n",
+      "[nltk_data]       date!\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "['the',\n",
+       " 'wonderful',\n",
+       " 'tokenization',\n",
+       " 'be',\n",
+       " 'colourfull',\n",
+       " 'in',\n",
+       " 'housekeep',\n",
+       " 'forever']"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
+    "from nltk.stem import WordNetLemmatizer\n",
+    "from nltk.stem import PorterStemmer\n",
+    "nltk.download('wordnet')\n",
+    "from nltk.corpus import wordnet\n",
+    "\n",
+    "nltk.download('averaged_perceptron_tagger')\n",
+    "\n",
+    "def get_wordnet_pos(word):\n",
+    "    tag = nltk.pos_tag([word])[0][1][0].upper() # gets first letter of POS categorization\n",
+    "    tag_dict = {\"J\": wordnet.ADJ, \n",
+    "                \"N\": wordnet.NOUN,\n",
+    "                \"V\": wordnet.VERB,\n",
+    "                \"R\": wordnet.ADV}\n",
+    "    return tag_dict.get(tag, wordnet.NOUN) # get returns second argument if first key does not exist\n",
+    "\n",
+    "\n",
     "def stem_and_lemmatize(l):\n",
     "    \"\"\"\n",
     "    Perform stemming and lemmatization on a list of words.\n",
@@ -158,7 +247,19 @@
     "\n",
     "    Returns:\n",
     "        A list of strings after being stemmed and lemmatized.\n",
-    "    \"\"\""
+    "    \"\"\"\n",
+    "    \n",
+    "    lem = WordNetLemmatizer()\n",
+    "    lemmatized = [lem.lemmatize(w,get_wordnet_pos(w)) for w in l]\n",
+    "    \n",
+    "    ps = PorterStemmer()\n",
+    "    stemmed = [ps.stem(w) for w in l]\n",
+    "    \n",
+    "    return stemmed, lemmatized\n",
+    "\n",
+    "sentence1, sentence2 = stem_and_lemmatize(['the','wonderful','tokenization','is','colourfull','in','housekeeping','forever'])\n",
+    "\n",
+    "sentence2"
    ]
   },
   {
@@ -176,10 +277,33 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 14,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "[nltk_data] Downloading package stopwords to\n",
+      "[nltk_data]     /home/jorgebra/nltk_data...\n",
+      "[nltk_data]   Package stopwords is already up-to-date!\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "['wonderful', 'tokenization', 'colourfull', 'housekeep', 'forever']"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
+    "from nltk.corpus import stopwords\n",
+    "nltk.download('stopwords')\n",
+    "\n",
     "def remove_stopwords(l):\n",
     "    \"\"\"\n",
     "    Remove English stopwords from a list of strings.\n",
@@ -189,7 +313,17 @@
     "\n",
     "    Returns:\n",
     "        A list of strings after stop words are removed.\n",
-    "    \"\"\""
+    "    \"\"\"\n",
+    "    \n",
+    "    filtered_sentence = []\n",
+    "    \n",
+    "    for w in l:\n",
+    "        if w not in stopwords.words('english'):\n",
+    "            filtered_sentence.append(w)\n",
+    "    \n",
+    "    return filtered_sentence\n",
+    "\n",
+    "remove_stopwords(sentence2)"
    ]
   },
   {
@@ -218,7 +352,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.3"
+   "version": "3.7.6"
   }
  },
  "nbformat": 4,
diff --git a/your-code/challenge-2.ipynb b/your-code/challenge-2.ipynb
index 6b0e116..4f8cb62 100644
--- a/your-code/challenge-2.ipynb
+++ b/your-code/challenge-2.ipynb
@@ -46,11 +46,132 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>target</th>\n",
+       "      <th>ids</th>\n",
+       "      <th>date</th>\n",
+       "      <th>flag</th>\n",
+       "      <th>user</th>\n",
+       "      <th>text</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0</td>\n",
+       "      <td>1467810672</td>\n",
+       "      <td>Mon Apr 06 22:19:49 PDT 2009</td>\n",
+       "      <td>NO_QUERY</td>\n",
+       "      <td>scotthamilton</td>\n",
+       "      <td>is upset that he can't update his Facebook by ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0</td>\n",
+       "      <td>1467810917</td>\n",
+       "      <td>Mon Apr 06 22:19:53 PDT 2009</td>\n",
+       "      <td>NO_QUERY</td>\n",
+       "      <td>mattycus</td>\n",
+       "      <td>@Kenichan I dived many times for the ball. Man...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0</td>\n",
+       "      <td>1467811184</td>\n",
+       "      <td>Mon Apr 06 22:19:57 PDT 2009</td>\n",
+       "      <td>NO_QUERY</td>\n",
+       "      <td>ElleCTF</td>\n",
+       "      <td>my whole body feels itchy and like its on fire</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0</td>\n",
+       "      <td>1467811193</td>\n",
+       "      <td>Mon Apr 06 22:19:57 PDT 2009</td>\n",
+       "      <td>NO_QUERY</td>\n",
+       "      <td>Karoli</td>\n",
+       "      <td>@nationwideclass no, it's not behaving at all....</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>0</td>\n",
+       "      <td>1467811372</td>\n",
+       "      <td>Mon Apr 06 22:20:00 PDT 2009</td>\n",
+       "      <td>NO_QUERY</td>\n",
+       "      <td>joy_wolf</td>\n",
+       "      <td>@Kwesidei not the whole crew</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   target         ids                          date      flag           user  \\\n",
+       "0       0  1467810672  Mon Apr 06 22:19:49 PDT 2009  NO_QUERY  scotthamilton   \n",
+       "1       0  1467810917  Mon Apr 06 22:19:53 PDT 2009  NO_QUERY       mattycus   \n",
+       "2       0  1467811184  Mon Apr 06 22:19:57 PDT 2009  NO_QUERY        ElleCTF   \n",
+       "3       0  1467811193  Mon Apr 06 22:19:57 PDT 2009  NO_QUERY         Karoli   \n",
+       "4       0  1467811372  Mon Apr 06 22:20:00 PDT 2009  NO_QUERY       joy_wolf   \n",
+       "\n",
+       "                                                text  \n",
+       "0  is upset that he can't update his Facebook by ...  \n",
+       "1  @Kenichan I dived many times for the ball. Man...  \n",
+       "2    my whole body feels itchy and like its on fire   \n",
+       "3  @nationwideclass no, it's not behaving at all....  \n",
+       "4                      @Kwesidei not the whole crew   "
+      ]
+     },
+     "execution_count": 1,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# your code here\n",
+    "\n",
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "\n",
+    "\n",
+    "cols= ['target', 'ids', 'date', 'flag', 'user', 'text']\n",
+    "\n",
+    "df = pd.read_csv('training.csv', encoding='latin-1')\n",
+    "\n",
+    "df.columns = cols\n",
+    "\n",
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
-    "# your code here"
+    "data = df.sample(20000)"
    ]
   },
   {
@@ -76,11 +197,718 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 3,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "[nltk_data] Downloading package punkt to /home/jorgebra/nltk_data...\n",
+      "[nltk_data]   Package punkt is already up-to-date!\n",
+      "[nltk_data] Downloading package wordnet to /home/jorgebra/nltk_data...\n",
+      "[nltk_data]   Package wordnet is already up-to-date!\n",
+      "[nltk_data] Downloading package averaged_perceptron_tagger to\n",
+      "[nltk_data]     /home/jorgebra/nltk_data...\n",
+      "[nltk_data]   Package averaged_perceptron_tagger is already up-to-\n",
+      "[nltk_data]       date!\n",
+      "[nltk_data] Downloading package stopwords to\n",
+      "[nltk_data]     /home/jorgebra/nltk_data...\n",
+      "[nltk_data]   Package stopwords is already up-to-date!\n"
+     ]
+    }
+   ],
    "source": [
-    "# your code here"
+    "# your code here\n",
+    "\n",
+    "import re\n",
+    "\n",
+    "def clean_up(s): \n",
+    "    element = re.sub('http://.+', '', s)\n",
+    "    element = re.sub('[^a-zA-Z0-9]', ' ', element)\n",
+    "    return (re.sub('\\d+',' ',element)).lower()\n",
+    "\n",
+    "import nltk\n",
+    "from nltk.tokenize import word_tokenize\n",
+    "nltk.download('punkt')\n",
+    "\n",
+    "def tokenize(s):\n",
+    "    return word_tokenize(s)\n",
+    "\n",
+    "\n",
+    "from nltk.stem import WordNetLemmatizer\n",
+    "from nltk.stem import PorterStemmer\n",
+    "nltk.download('wordnet')\n",
+    "from nltk.corpus import wordnet\n",
+    "\n",
+    "nltk.download('averaged_perceptron_tagger')\n",
+    "\n",
+    "def get_wordnet_pos(word):\n",
+    "    tag = nltk.pos_tag([word])[0][1][0].upper() # gets first letter of POS categorization\n",
+    "    tag_dict = {\"J\": wordnet.ADJ, \n",
+    "                \"N\": wordnet.NOUN,\n",
+    "                \"V\": wordnet.VERB,\n",
+    "                \"R\": wordnet.ADV}\n",
+    "    return tag_dict.get(tag, wordnet.NOUN) # get returns second argument if first key does not exist\n",
+    "\n",
+    "\n",
+    "def lemmatize(l):\n",
+    "  \n",
+    "    lem = WordNetLemmatizer()\n",
+    "    lemmatized = [lem.lemmatize(w,get_wordnet_pos(w)) for w in l]\n",
+    "    \n",
+    "    return lemmatized\n",
+    "\n",
+    "from nltk.corpus import stopwords\n",
+    "nltk.download('stopwords')\n",
+    "\n",
+    "def remove_stopwords(l):\n",
+    "    \n",
+    "    filtered_sentence = []\n",
+    "    \n",
+    "    for w in l:\n",
+    "        if w not in stopwords.words('english'):\n",
+    "            filtered_sentence.append(w)\n",
+    "    \n",
+    "    return filtered_sentence"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>target</th>\n",
+       "      <th>ids</th>\n",
+       "      <th>date</th>\n",
+       "      <th>flag</th>\n",
+       "      <th>user</th>\n",
+       "      <th>text</th>\n",
+       "      <th>text_processed</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>464842</th>\n",
+       "      <td>0</td>\n",
+       "      <td>2175214973</td>\n",
+       "      <td>Mon Jun 15 00:23:03 PDT 2009</td>\n",
+       "      <td>NO_QUERY</td>\n",
+       "      <td>izzyaezy</td>\n",
+       "      <td>is home.., gonna shave my goatee now..  NO MOR...</td>\n",
+       "      <td>is home    gonna shave my goatee now    no mor...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>127494</th>\n",
+       "      <td>0</td>\n",
+       "      <td>1834727124</td>\n",
+       "      <td>Mon May 18 04:00:12 PDT 2009</td>\n",
+       "      <td>NO_QUERY</td>\n",
+       "      <td>merejames</td>\n",
+       "      <td>@softlysoftly oh you poor thing! there is noth...</td>\n",
+       "      <td>softlysoftly oh you poor thing  there is noth...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1060484</th>\n",
+       "      <td>4</td>\n",
+       "      <td>1963482873</td>\n",
+       "      <td>Fri May 29 12:47:27 PDT 2009</td>\n",
+       "      <td>NO_QUERY</td>\n",
+       "      <td>Trinity_B</td>\n",
+       "      <td>@Votney_925 I see. Just finished fixin muh hair.</td>\n",
+       "      <td>votney   i see  just finished fixin muh hair</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>303754</th>\n",
+       "      <td>0</td>\n",
+       "      <td>1999558770</td>\n",
+       "      <td>Mon Jun 01 20:25:46 PDT 2009</td>\n",
+       "      <td>NO_QUERY</td>\n",
+       "      <td>LaceFacee</td>\n",
+       "      <td>Bad day  at  least my phone is working for the...</td>\n",
+       "      <td>bad day  at  least my phone is working for the...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1118676</th>\n",
+       "      <td>4</td>\n",
+       "      <td>1973639336</td>\n",
+       "      <td>Sat May 30 11:32:38 PDT 2009</td>\n",
+       "      <td>NO_QUERY</td>\n",
+       "      <td>cathyelcira</td>\n",
+       "      <td>i had rib sauce all over my hands and the phon...</td>\n",
+       "      <td>i had rib sauce all over my hands and the phon...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         target         ids                          date      flag  \\\n",
+       "464842        0  2175214973  Mon Jun 15 00:23:03 PDT 2009  NO_QUERY   \n",
+       "127494        0  1834727124  Mon May 18 04:00:12 PDT 2009  NO_QUERY   \n",
+       "1060484       4  1963482873  Fri May 29 12:47:27 PDT 2009  NO_QUERY   \n",
+       "303754        0  1999558770  Mon Jun 01 20:25:46 PDT 2009  NO_QUERY   \n",
+       "1118676       4  1973639336  Sat May 30 11:32:38 PDT 2009  NO_QUERY   \n",
+       "\n",
+       "                user                                               text  \\\n",
+       "464842      izzyaezy  is home.., gonna shave my goatee now..  NO MOR...   \n",
+       "127494     merejames  @softlysoftly oh you poor thing! there is noth...   \n",
+       "1060484    Trinity_B  @Votney_925 I see. Just finished fixin muh hair.    \n",
+       "303754     LaceFacee  Bad day  at  least my phone is working for the...   \n",
+       "1118676  cathyelcira  i had rib sauce all over my hands and the phon...   \n",
+       "\n",
+       "                                            text_processed  \n",
+       "464842   is home    gonna shave my goatee now    no mor...  \n",
+       "127494    softlysoftly oh you poor thing  there is noth...  \n",
+       "1060484     votney   i see  just finished fixin muh hair    \n",
+       "303754   bad day  at  least my phone is working for the...  \n",
+       "1118676  i had rib sauce all over my hands and the phon...  "
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data['text_processed'] = data['text'].apply(clean_up)\n",
+    "data.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
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+       "      <th></th>\n",
+       "      <th>target</th>\n",
+       "      <th>ids</th>\n",
+       "      <th>date</th>\n",
+       "      <th>flag</th>\n",
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+       "      <th>text</th>\n",
+       "      <th>text_processed</th>\n",
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+       "      <th>464842</th>\n",
+       "      <td>0</td>\n",
+       "      <td>2175214973</td>\n",
+       "      <td>Mon Jun 15 00:23:03 PDT 2009</td>\n",
+       "      <td>NO_QUERY</td>\n",
+       "      <td>izzyaezy</td>\n",
+       "      <td>is home.., gonna shave my goatee now..  NO MOR...</td>\n",
+       "      <td>[is, home, gon, na, shave, my, goatee, now, no...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>127494</th>\n",
+       "      <td>0</td>\n",
+       "      <td>1834727124</td>\n",
+       "      <td>Mon May 18 04:00:12 PDT 2009</td>\n",
+       "      <td>NO_QUERY</td>\n",
+       "      <td>merejames</td>\n",
+       "      <td>@softlysoftly oh you poor thing! there is noth...</td>\n",
+       "      <td>[softlysoftly, oh, you, poor, thing, there, is...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1060484</th>\n",
+       "      <td>4</td>\n",
+       "      <td>1963482873</td>\n",
+       "      <td>Fri May 29 12:47:27 PDT 2009</td>\n",
+       "      <td>NO_QUERY</td>\n",
+       "      <td>Trinity_B</td>\n",
+       "      <td>@Votney_925 I see. Just finished fixin muh hair.</td>\n",
+       "      <td>[votney, i, see, just, finished, fixin, muh, h...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>303754</th>\n",
+       "      <td>0</td>\n",
+       "      <td>1999558770</td>\n",
+       "      <td>Mon Jun 01 20:25:46 PDT 2009</td>\n",
+       "      <td>NO_QUERY</td>\n",
+       "      <td>LaceFacee</td>\n",
+       "      <td>Bad day  at  least my phone is working for the...</td>\n",
+       "      <td>[bad, day, at, least, my, phone, is, working, ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1118676</th>\n",
+       "      <td>4</td>\n",
+       "      <td>1973639336</td>\n",
+       "      <td>Sat May 30 11:32:38 PDT 2009</td>\n",
+       "      <td>NO_QUERY</td>\n",
+       "      <td>cathyelcira</td>\n",
+       "      <td>i had rib sauce all over my hands and the phon...</td>\n",
+       "      <td>[i, had, rib, sauce, all, over, my, hands, and...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         target         ids                          date      flag  \\\n",
+       "464842        0  2175214973  Mon Jun 15 00:23:03 PDT 2009  NO_QUERY   \n",
+       "127494        0  1834727124  Mon May 18 04:00:12 PDT 2009  NO_QUERY   \n",
+       "1060484       4  1963482873  Fri May 29 12:47:27 PDT 2009  NO_QUERY   \n",
+       "303754        0  1999558770  Mon Jun 01 20:25:46 PDT 2009  NO_QUERY   \n",
+       "1118676       4  1973639336  Sat May 30 11:32:38 PDT 2009  NO_QUERY   \n",
+       "\n",
+       "                user                                               text  \\\n",
+       "464842      izzyaezy  is home.., gonna shave my goatee now..  NO MOR...   \n",
+       "127494     merejames  @softlysoftly oh you poor thing! there is noth...   \n",
+       "1060484    Trinity_B  @Votney_925 I see. Just finished fixin muh hair.    \n",
+       "303754     LaceFacee  Bad day  at  least my phone is working for the...   \n",
+       "1118676  cathyelcira  i had rib sauce all over my hands and the phon...   \n",
+       "\n",
+       "                                            text_processed  \n",
+       "464842   [is, home, gon, na, shave, my, goatee, now, no...  \n",
+       "127494   [softlysoftly, oh, you, poor, thing, there, is...  \n",
+       "1060484  [votney, i, see, just, finished, fixin, muh, h...  \n",
+       "303754   [bad, day, at, least, my, phone, is, working, ...  \n",
+       "1118676  [i, had, rib, sauce, all, over, my, hands, and...  "
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data['text_processed'] = data['text_processed'].apply(tokenize)\n",
+    "data.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
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+       "      <td>0</td>\n",
+       "      <td>2175214973</td>\n",
+       "      <td>Mon Jun 15 00:23:03 PDT 2009</td>\n",
+       "      <td>NO_QUERY</td>\n",
+       "      <td>izzyaezy</td>\n",
+       "      <td>is home.., gonna shave my goatee now..  NO MOR...</td>\n",
+       "      <td>[be, home, gon, na, shave, my, goatee, now, no...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>127494</th>\n",
+       "      <td>0</td>\n",
+       "      <td>1834727124</td>\n",
+       "      <td>Mon May 18 04:00:12 PDT 2009</td>\n",
+       "      <td>NO_QUERY</td>\n",
+       "      <td>merejames</td>\n",
+       "      <td>@softlysoftly oh you poor thing! there is noth...</td>\n",
+       "      <td>[softlysoftly, oh, you, poor, thing, there, be...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1060484</th>\n",
+       "      <td>4</td>\n",
+       "      <td>1963482873</td>\n",
+       "      <td>Fri May 29 12:47:27 PDT 2009</td>\n",
+       "      <td>NO_QUERY</td>\n",
+       "      <td>Trinity_B</td>\n",
+       "      <td>@Votney_925 I see. Just finished fixin muh hair.</td>\n",
+       "      <td>[votney, i, see, just, finish, fixin, muh, hair]</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>303754</th>\n",
+       "      <td>0</td>\n",
+       "      <td>1999558770</td>\n",
+       "      <td>Mon Jun 01 20:25:46 PDT 2009</td>\n",
+       "      <td>NO_QUERY</td>\n",
+       "      <td>LaceFacee</td>\n",
+       "      <td>Bad day  at  least my phone is working for the...</td>\n",
+       "      <td>[bad, day, at, least, my, phone, be, work, for...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1118676</th>\n",
+       "      <td>4</td>\n",
+       "      <td>1973639336</td>\n",
+       "      <td>Sat May 30 11:32:38 PDT 2009</td>\n",
+       "      <td>NO_QUERY</td>\n",
+       "      <td>cathyelcira</td>\n",
+       "      <td>i had rib sauce all over my hands and the phon...</td>\n",
+       "      <td>[i, have, rib, sauce, all, over, my, hand, and...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         target         ids                          date      flag  \\\n",
+       "464842        0  2175214973  Mon Jun 15 00:23:03 PDT 2009  NO_QUERY   \n",
+       "127494        0  1834727124  Mon May 18 04:00:12 PDT 2009  NO_QUERY   \n",
+       "1060484       4  1963482873  Fri May 29 12:47:27 PDT 2009  NO_QUERY   \n",
+       "303754        0  1999558770  Mon Jun 01 20:25:46 PDT 2009  NO_QUERY   \n",
+       "1118676       4  1973639336  Sat May 30 11:32:38 PDT 2009  NO_QUERY   \n",
+       "\n",
+       "                user                                               text  \\\n",
+       "464842      izzyaezy  is home.., gonna shave my goatee now..  NO MOR...   \n",
+       "127494     merejames  @softlysoftly oh you poor thing! there is noth...   \n",
+       "1060484    Trinity_B  @Votney_925 I see. Just finished fixin muh hair.    \n",
+       "303754     LaceFacee  Bad day  at  least my phone is working for the...   \n",
+       "1118676  cathyelcira  i had rib sauce all over my hands and the phon...   \n",
+       "\n",
+       "                                            text_processed  \n",
+       "464842   [be, home, gon, na, shave, my, goatee, now, no...  \n",
+       "127494   [softlysoftly, oh, you, poor, thing, there, be...  \n",
+       "1060484   [votney, i, see, just, finish, fixin, muh, hair]  \n",
+       "303754   [bad, day, at, least, my, phone, be, work, for...  \n",
+       "1118676  [i, have, rib, sauce, all, over, my, hand, and...  "
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data['text_processed'] = data['text_processed'].apply(lemmatize)\n",
+    "data.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
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+       "      <td>2175214973</td>\n",
+       "      <td>Mon Jun 15 00:23:03 PDT 2009</td>\n",
+       "      <td>NO_QUERY</td>\n",
+       "      <td>izzyaezy</td>\n",
+       "      <td>is home.., gonna shave my goatee now..  NO MOR...</td>\n",
+       "      <td>[home, gon, na, shave, goatee, goatee, anymore...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>127494</th>\n",
+       "      <td>0</td>\n",
+       "      <td>1834727124</td>\n",
+       "      <td>Mon May 18 04:00:12 PDT 2009</td>\n",
+       "      <td>NO_QUERY</td>\n",
+       "      <td>merejames</td>\n",
+       "      <td>@softlysoftly oh you poor thing! there is noth...</td>\n",
+       "      <td>[softlysoftly, oh, poor, thing, nothing, bad, ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1060484</th>\n",
+       "      <td>4</td>\n",
+       "      <td>1963482873</td>\n",
+       "      <td>Fri May 29 12:47:27 PDT 2009</td>\n",
+       "      <td>NO_QUERY</td>\n",
+       "      <td>Trinity_B</td>\n",
+       "      <td>@Votney_925 I see. Just finished fixin muh hair.</td>\n",
+       "      <td>[votney, see, finish, fixin, muh, hair]</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>303754</th>\n",
+       "      <td>0</td>\n",
+       "      <td>1999558770</td>\n",
+       "      <td>Mon Jun 01 20:25:46 PDT 2009</td>\n",
+       "      <td>NO_QUERY</td>\n",
+       "      <td>LaceFacee</td>\n",
+       "      <td>Bad day  at  least my phone is working for the...</td>\n",
+       "      <td>[bad, day, least, phone, work, time]</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1118676</th>\n",
+       "      <td>4</td>\n",
+       "      <td>1973639336</td>\n",
+       "      <td>Sat May 30 11:32:38 PDT 2009</td>\n",
+       "      <td>NO_QUERY</td>\n",
+       "      <td>cathyelcira</td>\n",
+       "      <td>i had rib sauce all over my hands and the phon...</td>\n",
+       "      <td>[rib, sauce, hand, phone, rang, didnt, know, u...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         target         ids                          date      flag  \\\n",
+       "464842        0  2175214973  Mon Jun 15 00:23:03 PDT 2009  NO_QUERY   \n",
+       "127494        0  1834727124  Mon May 18 04:00:12 PDT 2009  NO_QUERY   \n",
+       "1060484       4  1963482873  Fri May 29 12:47:27 PDT 2009  NO_QUERY   \n",
+       "303754        0  1999558770  Mon Jun 01 20:25:46 PDT 2009  NO_QUERY   \n",
+       "1118676       4  1973639336  Sat May 30 11:32:38 PDT 2009  NO_QUERY   \n",
+       "\n",
+       "                user                                               text  \\\n",
+       "464842      izzyaezy  is home.., gonna shave my goatee now..  NO MOR...   \n",
+       "127494     merejames  @softlysoftly oh you poor thing! there is noth...   \n",
+       "1060484    Trinity_B  @Votney_925 I see. Just finished fixin muh hair.    \n",
+       "303754     LaceFacee  Bad day  at  least my phone is working for the...   \n",
+       "1118676  cathyelcira  i had rib sauce all over my hands and the phon...   \n",
+       "\n",
+       "                                            text_processed  \n",
+       "464842   [home, gon, na, shave, goatee, goatee, anymore...  \n",
+       "127494   [softlysoftly, oh, poor, thing, nothing, bad, ...  \n",
+       "1060484            [votney, see, finish, fixin, muh, hair]  \n",
+       "303754                [bad, day, least, phone, work, time]  \n",
+       "1118676  [rib, sauce, hand, phone, rang, didnt, know, u...  "
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data['text_processed'] = data['text_processed'].apply(remove_stopwords)\n",
+    "data.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0    10037\n",
+       "4     9963\n",
+       "Name: target, dtype: int64"
+      ]
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+     "metadata": {},
+     "output_type": "execute_result"
+    }
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+   "source": [
+    "data['target'].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
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+       "      <th>464842</th>\n",
+       "      <td>False</td>\n",
+       "      <td>2175214973</td>\n",
+       "      <td>Mon Jun 15 00:23:03 PDT 2009</td>\n",
+       "      <td>NO_QUERY</td>\n",
+       "      <td>izzyaezy</td>\n",
+       "      <td>is home.., gonna shave my goatee now..  NO MOR...</td>\n",
+       "      <td>[home, gon, na, shave, goatee, goatee, anymore...</td>\n",
+       "    </tr>\n",
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+       "      <th>127494</th>\n",
+       "      <td>False</td>\n",
+       "      <td>1834727124</td>\n",
+       "      <td>Mon May 18 04:00:12 PDT 2009</td>\n",
+       "      <td>NO_QUERY</td>\n",
+       "      <td>merejames</td>\n",
+       "      <td>@softlysoftly oh you poor thing! there is noth...</td>\n",
+       "      <td>[softlysoftly, oh, poor, thing, nothing, bad, ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1060484</th>\n",
+       "      <td>True</td>\n",
+       "      <td>1963482873</td>\n",
+       "      <td>Fri May 29 12:47:27 PDT 2009</td>\n",
+       "      <td>NO_QUERY</td>\n",
+       "      <td>Trinity_B</td>\n",
+       "      <td>@Votney_925 I see. Just finished fixin muh hair.</td>\n",
+       "      <td>[votney, see, finish, fixin, muh, hair]</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>303754</th>\n",
+       "      <td>False</td>\n",
+       "      <td>1999558770</td>\n",
+       "      <td>Mon Jun 01 20:25:46 PDT 2009</td>\n",
+       "      <td>NO_QUERY</td>\n",
+       "      <td>LaceFacee</td>\n",
+       "      <td>Bad day  at  least my phone is working for the...</td>\n",
+       "      <td>[bad, day, least, phone, work, time]</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1118676</th>\n",
+       "      <td>True</td>\n",
+       "      <td>1973639336</td>\n",
+       "      <td>Sat May 30 11:32:38 PDT 2009</td>\n",
+       "      <td>NO_QUERY</td>\n",
+       "      <td>cathyelcira</td>\n",
+       "      <td>i had rib sauce all over my hands and the phon...</td>\n",
+       "      <td>[rib, sauce, hand, phone, rang, didnt, know, u...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         target         ids                          date      flag  \\\n",
+       "464842    False  2175214973  Mon Jun 15 00:23:03 PDT 2009  NO_QUERY   \n",
+       "127494    False  1834727124  Mon May 18 04:00:12 PDT 2009  NO_QUERY   \n",
+       "1060484    True  1963482873  Fri May 29 12:47:27 PDT 2009  NO_QUERY   \n",
+       "303754    False  1999558770  Mon Jun 01 20:25:46 PDT 2009  NO_QUERY   \n",
+       "1118676    True  1973639336  Sat May 30 11:32:38 PDT 2009  NO_QUERY   \n",
+       "\n",
+       "                user                                               text  \\\n",
+       "464842      izzyaezy  is home.., gonna shave my goatee now..  NO MOR...   \n",
+       "127494     merejames  @softlysoftly oh you poor thing! there is noth...   \n",
+       "1060484    Trinity_B  @Votney_925 I see. Just finished fixin muh hair.    \n",
+       "303754     LaceFacee  Bad day  at  least my phone is working for the...   \n",
+       "1118676  cathyelcira  i had rib sauce all over my hands and the phon...   \n",
+       "\n",
+       "                                            text_processed  \n",
+       "464842   [home, gon, na, shave, goatee, goatee, anymore...  \n",
+       "127494   [softlysoftly, oh, poor, thing, nothing, bad, ...  \n",
+       "1060484            [votney, see, finish, fixin, muh, hair]  \n",
+       "303754                [bad, day, least, phone, work, time]  \n",
+       "1118676  [rib, sauce, hand, phone, rang, didnt, know, u...  "
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data['target'] = data['target'].apply(lambda x: True if x == 4 else False)\n",
+    "\n",
+    "data.head()"
    ]
   },
   {
@@ -98,11 +926,1047 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['get',\n",
+       " 'go',\n",
+       " 'day',\n",
+       " 'good',\n",
+       " 'work',\n",
+       " 'like',\n",
+       " 'love',\n",
+       " 'quot',\n",
+       " 'u',\n",
+       " 'today',\n",
+       " 'time',\n",
+       " 'well',\n",
+       " 'lol',\n",
+       " 'back',\n",
+       " 'see',\n",
+       " 'one',\n",
+       " 'miss',\n",
+       " 'want',\n",
+       " 'know',\n",
+       " 'think',\n",
+       " 'make',\n",
+       " 'really',\n",
+       " 'im',\n",
+       " 'feel',\n",
+       " 'amp',\n",
+       " 'come',\n",
+       " 'need',\n",
+       " 'night',\n",
+       " 'new',\n",
+       " 'still',\n",
+       " 'home',\n",
+       " 'oh',\n",
+       " 'watch',\n",
+       " 'thanks',\n",
+       " 'na',\n",
+       " 'look',\n",
+       " 'twitter',\n",
+       " 'great',\n",
+       " 'much',\n",
+       " 'say',\n",
+       " 'hope',\n",
+       " 'morning',\n",
+       " 'bad',\n",
+       " 'sleep',\n",
+       " 'wish',\n",
+       " 'wait',\n",
+       " 'take',\n",
+       " 'last',\n",
+       " 'tomorrow',\n",
+       " 'sad',\n",
+       " 'try',\n",
+       " 'haha',\n",
+       " 'happy',\n",
+       " 'would',\n",
+       " 'fun',\n",
+       " 'week',\n",
+       " 'thing',\n",
+       " 'tonight',\n",
+       " 'right',\n",
+       " 'friend',\n",
+       " 'way',\n",
+       " 'sorry',\n",
+       " 'nice',\n",
+       " 'could',\n",
+       " 'though',\n",
+       " 'follow',\n",
+       " 'yeah',\n",
+       " 'start',\n",
+       " 'gon',\n",
+       " 'bed',\n",
+       " 'yes',\n",
+       " 'even',\n",
+       " 'people',\n",
+       " 'hate',\n",
+       " 'hour',\n",
+       " 'school',\n",
+       " 'guy',\n",
+       " 'tweet',\n",
+       " 'weekend',\n",
+       " 'long',\n",
+       " 'show',\n",
+       " 'hey',\n",
+       " 'cant',\n",
+       " 'little',\n",
+       " 'x',\n",
+       " 'next',\n",
+       " 'life',\n",
+       " 'never',\n",
+       " 'year',\n",
+       " 'tire',\n",
+       " 'movie',\n",
+       " 'let',\n",
+       " 'suck',\n",
+       " 'use',\n",
+       " 'everyone',\n",
+       " 'soon',\n",
+       " 'first',\n",
+       " 'already',\n",
+       " 'sick',\n",
+       " 'ok',\n",
+       " 'play',\n",
+       " 'thank',\n",
+       " 'lt',\n",
+       " 'ready',\n",
+       " 'best',\n",
+       " 'eat',\n",
+       " 'find',\n",
+       " 'dont',\n",
+       " 'call',\n",
+       " 'awesome',\n",
+       " 'wan',\n",
+       " 'rain',\n",
+       " 'please',\n",
+       " 'keep',\n",
+       " 'girl',\n",
+       " 'always',\n",
+       " 'something',\n",
+       " 'house',\n",
+       " 'n',\n",
+       " 'hurt',\n",
+       " 'help',\n",
+       " 'old',\n",
+       " 'man',\n",
+       " 'head',\n",
+       " 'cool',\n",
+       " 'another',\n",
+       " 'give',\n",
+       " 'talk',\n",
+       " 'yay',\n",
+       " 'sure',\n",
+       " 'lot',\n",
+       " 'live',\n",
+       " 'lose',\n",
+       " 'phone',\n",
+       " 'enjoy',\n",
+       " 'amaze',\n",
+       " 'song',\n",
+       " 'thought',\n",
+       " 'damn',\n",
+       " 'ur',\n",
+       " 'sound',\n",
+       " 'summer',\n",
+       " 'stop',\n",
+       " 'omg',\n",
+       " 'ever',\n",
+       " 'b',\n",
+       " 'guess',\n",
+       " 'maybe',\n",
+       " 'tell',\n",
+       " 'game',\n",
+       " 'w',\n",
+       " 'listen',\n",
+       " 'yet',\n",
+       " 'finally',\n",
+       " 'nothing',\n",
+       " 'also',\n",
+       " 'mean',\n",
+       " 'big',\n",
+       " 'ya',\n",
+       " 'baby',\n",
+       " 'hot',\n",
+       " 'friday',\n",
+       " 'fuck',\n",
+       " 'finish',\n",
+       " 'away',\n",
+       " 'pretty',\n",
+       " 'leave',\n",
+       " 'excite',\n",
+       " 'birthday',\n",
+       " 'exam',\n",
+       " 'r',\n",
+       " 'end',\n",
+       " 'early',\n",
+       " 'party',\n",
+       " 'th',\n",
+       " 'run',\n",
+       " 'p',\n",
+       " 'left',\n",
+       " 'someone',\n",
+       " 'glad',\n",
+       " 'ta',\n",
+       " 'bore',\n",
+       " 'hear',\n",
+       " 'wow',\n",
+       " 'check',\n",
+       " 'ugh',\n",
+       " 'cry',\n",
+       " 'yesterday',\n",
+       " 'might',\n",
+       " 'mom',\n",
+       " 'seem',\n",
+       " 'bit',\n",
+       " 'since',\n",
+       " 'two',\n",
+       " 'stuff',\n",
+       " 'late',\n",
+       " 'thats',\n",
+       " 'put',\n",
+       " 'move',\n",
+       " 'later',\n",
+       " 'sun',\n",
+       " 'god',\n",
+       " 'music',\n",
+       " 'video',\n",
+       " 'found',\n",
+       " 'lunch',\n",
+       " 'happen',\n",
+       " 'kid',\n",
+       " 'update',\n",
+       " 'job',\n",
+       " 'weather',\n",
+       " 'actually',\n",
+       " 'follower',\n",
+       " 'car',\n",
+       " 'luck',\n",
+       " 'study',\n",
+       " 'gt',\n",
+       " 'monday',\n",
+       " 'hi',\n",
+       " 'tv',\n",
+       " 'world',\n",
+       " 'stay',\n",
+       " 'hard',\n",
+       " 'saw',\n",
+       " 'pic',\n",
+       " 'post',\n",
+       " 'must',\n",
+       " 'poor',\n",
+       " 'c',\n",
+       " 'book',\n",
+       " 'food',\n",
+       " 'die',\n",
+       " 'iphone',\n",
+       " 'com',\n",
+       " 'least',\n",
+       " 'sunday',\n",
+       " 'dream',\n",
+       " 'forward',\n",
+       " 'far',\n",
+       " 'beautiful',\n",
+       " 'without',\n",
+       " 'read',\n",
+       " 'hair',\n",
+       " 'month',\n",
+       " 'mine',\n",
+       " 'many',\n",
+       " 'change',\n",
+       " 'real',\n",
+       " 'may',\n",
+       " 'everything',\n",
+       " 'family',\n",
+       " 'anything',\n",
+       " 'almost',\n",
+       " 'woke',\n",
+       " 'till',\n",
+       " 'around',\n",
+       " 'place',\n",
+       " 'cold',\n",
+       " 'cause',\n",
+       " 'ha',\n",
+       " 'ask',\n",
+       " 'hahaha',\n",
+       " 'cute',\n",
+       " 'every',\n",
+       " 'dinner',\n",
+       " 'plan',\n",
+       " 'walk',\n",
+       " 'saturday',\n",
+       " 'send',\n",
+       " 'welcome',\n",
+       " 'aww',\n",
+       " 'sweet',\n",
+       " 'funny',\n",
+       " 'win',\n",
+       " 'totally',\n",
+       " 'write',\n",
+       " 'turn',\n",
+       " 'tho',\n",
+       " 'remember',\n",
+       " 'dad',\n",
+       " 'super',\n",
+       " 'stupid',\n",
+       " 'rock',\n",
+       " 'g',\n",
+       " 'picture',\n",
+       " 'drive',\n",
+       " 'boy',\n",
+       " 'kinda',\n",
+       " 'true',\n",
+       " 'shit',\n",
+       " 'wake',\n",
+       " 'dog',\n",
+       " 'idea',\n",
+       " 'free',\n",
+       " 'class',\n",
+       " 'outside',\n",
+       " 'didnt',\n",
+       " 'face',\n",
+       " 'wonder',\n",
+       " 'fail',\n",
+       " 'coffee',\n",
+       " 'mother',\n",
+       " 'anymore',\n",
+       " 'okay',\n",
+       " 'soo',\n",
+       " 'enough',\n",
+       " 'fan',\n",
+       " 'goodnight',\n",
+       " 'believe',\n",
+       " 'pm',\n",
+       " 'xx',\n",
+       " 'course',\n",
+       " 'hell',\n",
+       " 'final',\n",
+       " 'minute',\n",
+       " 'hopefully',\n",
+       " 'whole',\n",
+       " 'sit',\n",
+       " 'alone',\n",
+       " 'buy',\n",
+       " 'reply',\n",
+       " 'break',\n",
+       " 'computer',\n",
+       " 'kill',\n",
+       " 'brother',\n",
+       " 'k',\n",
+       " 'lovely',\n",
+       " 'crazy',\n",
+       " 'rest',\n",
+       " 'able',\n",
+       " 'wrong',\n",
+       " 'probably',\n",
+       " 'name',\n",
+       " 'heard',\n",
+       " 'money',\n",
+       " 'half',\n",
+       " 'shopping',\n",
+       " 'part',\n",
+       " 'cuz',\n",
+       " 'boo',\n",
+       " 'fall',\n",
+       " 'link',\n",
+       " 'e',\n",
+       " 'vote',\n",
+       " 'site',\n",
+       " 'ill',\n",
+       " 'pay',\n",
+       " 'hug',\n",
+       " 'reading',\n",
+       " 'sooo',\n",
+       " 'ago',\n",
+       " 'kind',\n",
+       " 'hang',\n",
+       " 'high',\n",
+       " 'internet',\n",
+       " 'xd',\n",
+       " 'news',\n",
+       " 'ah',\n",
+       " 'room',\n",
+       " 'favorite',\n",
+       " 'june',\n",
+       " 'add',\n",
+       " 'catch',\n",
+       " 'eye',\n",
+       " 'anyone',\n",
+       " 'reason',\n",
+       " 'facebook',\n",
+       " 'sister',\n",
+       " 'pack',\n",
+       " 'either',\n",
+       " 'mr',\n",
+       " 'else',\n",
+       " 'boring',\n",
+       " 'worry',\n",
+       " 'test',\n",
+       " 'meet',\n",
+       " 'trip',\n",
+       " 'person',\n",
+       " 'l',\n",
+       " 'word',\n",
+       " 'forgot',\n",
+       " 'star',\n",
+       " 'fine',\n",
+       " 'la',\n",
+       " 'hit',\n",
+       " 'awake',\n",
+       " 'care',\n",
+       " 'drink',\n",
+       " 'seriously',\n",
+       " 'awww',\n",
+       " 'busy',\n",
+       " 'headache',\n",
+       " 'ticket',\n",
+       " 'open',\n",
+       " 'crap',\n",
+       " 'beach',\n",
+       " 'learn',\n",
+       " 'close',\n",
+       " 'blog',\n",
+       " 'mind',\n",
+       " 'heart',\n",
+       " 'btw',\n",
+       " 'concert',\n",
+       " 'bring',\n",
+       " 'dance',\n",
+       " 'hello',\n",
+       " 'fix',\n",
+       " 'office',\n",
+       " 'hand',\n",
+       " 'asleep',\n",
+       " 'homework',\n",
+       " 'bout',\n",
+       " 'sing',\n",
+       " 'photo',\n",
+       " 'shower',\n",
+       " 'mad',\n",
+       " 'email',\n",
+       " 'min',\n",
+       " 'wear',\n",
+       " 'cream',\n",
+       " 'meeting',\n",
+       " 'hehe',\n",
+       " 'ice',\n",
+       " 'www',\n",
+       " 'page',\n",
+       " 'order',\n",
+       " 'dude',\n",
+       " 'nite',\n",
+       " 'red',\n",
+       " 'set',\n",
+       " 'season',\n",
+       " 'broke',\n",
+       " 'hr',\n",
+       " 'instead',\n",
+       " 'wont',\n",
+       " 'problem',\n",
+       " 'told',\n",
+       " 'album',\n",
+       " 'jealous',\n",
+       " 'message',\n",
+       " 'stuck',\n",
+       " 'save',\n",
+       " 'suppose',\n",
+       " 'agree',\n",
+       " 'st',\n",
+       " 'hungry',\n",
+       " 'full',\n",
+       " 'tommcfly',\n",
+       " 'sat',\n",
+       " 'pain',\n",
+       " 'train',\n",
+       " 'sunny',\n",
+       " 'ddlovato',\n",
+       " 'til',\n",
+       " 'quite',\n",
+       " 'lucky',\n",
+       " 'moment',\n",
+       " 'knew',\n",
+       " 'water',\n",
+       " 'da',\n",
+       " 'aw',\n",
+       " 'lady',\n",
+       " 'ride',\n",
+       " 'bought',\n",
+       " 'tour',\n",
+       " 'laugh',\n",
+       " 'couple',\n",
+       " 'sign',\n",
+       " 'mileycyrus',\n",
+       " 'together',\n",
+       " 'sometimes',\n",
+       " 'cat',\n",
+       " 'youtube',\n",
+       " 'card',\n",
+       " 'hop',\n",
+       " 'mum',\n",
+       " 'town',\n",
+       " 'uk',\n",
+       " 'top',\n",
+       " 'v',\n",
+       " 'followfriday',\n",
+       " 'congrats',\n",
+       " 'city',\n",
+       " 'date',\n",
+       " 'anyway',\n",
+       " 'interest',\n",
+       " 'breakfast',\n",
+       " 'dress',\n",
+       " 'band',\n",
+       " 'website',\n",
+       " 'wonderful',\n",
+       " 'lmao',\n",
+       " 'understand',\n",
+       " 'figure',\n",
+       " 'sigh',\n",
+       " 'holiday',\n",
+       " 'sore',\n",
+       " 'second',\n",
+       " 'text',\n",
+       " 'kick',\n",
+       " 'visit',\n",
+       " 'afternoon',\n",
+       " 'award',\n",
+       " 'church',\n",
+       " 'plus',\n",
+       " 'soooo',\n",
+       " 'support',\n",
+       " 'slow',\n",
+       " 'smile',\n",
+       " 'mac',\n",
+       " 'clean',\n",
+       " 'cut',\n",
+       " 'flight',\n",
+       " 'sleepy',\n",
+       " 'short',\n",
+       " 'pool',\n",
+       " 'green',\n",
+       " 'math',\n",
+       " 'share',\n",
+       " 'scar',\n",
+       " 'wedding',\n",
+       " 'nd',\n",
+       " 'air',\n",
+       " 'store',\n",
+       " 'nap',\n",
+       " 'account',\n",
+       " 'jonas',\n",
+       " 'point',\n",
+       " 'join',\n",
+       " 'chance',\n",
+       " 'foot',\n",
+       " 'mention',\n",
+       " 'dear',\n",
+       " 'record',\n",
+       " 'less',\n",
+       " 'side',\n",
+       " 'ppl',\n",
+       " 'flu',\n",
+       " 'line',\n",
+       " 'shoot',\n",
+       " 'easy',\n",
+       " 'dead',\n",
+       " 'download',\n",
+       " 'sent',\n",
+       " 'f',\n",
+       " 'cleaning',\n",
+       " 'yea',\n",
+       " 'black',\n",
+       " 'beer',\n",
+       " 'moon',\n",
+       " 'answer',\n",
+       " 'lil',\n",
+       " 'park',\n",
+       " 'chocolate',\n",
+       " 'bday',\n",
+       " 'perfect',\n",
+       " 'cover',\n",
+       " 'h',\n",
+       " 'special',\n",
+       " 'ipod',\n",
+       " 'pick',\n",
+       " 'college',\n",
+       " 'online',\n",
+       " 'tuesday',\n",
+       " 'shirt',\n",
+       " 'david',\n",
+       " 'co',\n",
+       " 'list',\n",
+       " 'bye',\n",
+       " 'block',\n",
+       " 'horrible',\n",
+       " 'episode',\n",
+       " 'freak',\n",
+       " 'longer',\n",
+       " 'mtv',\n",
+       " 'goin',\n",
+       " 'paper',\n",
+       " 'sell',\n",
+       " 'leg',\n",
+       " 'sunshine',\n",
+       " 'voice',\n",
+       " 'chat',\n",
+       " 'myspace',\n",
+       " 'body',\n",
+       " 'fast',\n",
+       " 'whats',\n",
+       " 'london',\n",
+       " 'hmm',\n",
+       " 'piss',\n",
+       " 'mile',\n",
+       " 'light',\n",
+       " 'mood',\n",
+       " 'english',\n",
+       " 'xxx',\n",
+       " 'fly',\n",
+       " 'weird',\n",
+       " 'idk',\n",
+       " 'drop',\n",
+       " 'thx',\n",
+       " 'happens',\n",
+       " 'forget',\n",
+       " 'fair',\n",
+       " 'decide',\n",
+       " 'ate',\n",
+       " 'fell',\n",
+       " 'experience',\n",
+       " 'sims',\n",
+       " 'ive',\n",
+       " 'comment',\n",
+       " 'warm',\n",
+       " 'gym',\n",
+       " 'bitch',\n",
+       " 'rather',\n",
+       " 'service',\n",
+       " 'ball',\n",
+       " 'throat',\n",
+       " 'power',\n",
+       " 'bbq',\n",
+       " 'team',\n",
+       " 'shall',\n",
+       " 'garden',\n",
+       " 'cd',\n",
+       " 'unfortunately',\n",
+       " 'wtf',\n",
+       " 'radio',\n",
+       " 'twilight',\n",
+       " 'tom',\n",
+       " 'earlier',\n",
+       " 'tea',\n",
+       " 'hold',\n",
+       " 'em',\n",
+       " 'act',\n",
+       " 'safe',\n",
+       " 'especially',\n",
+       " 'finger',\n",
+       " 'three',\n",
+       " 'parent',\n",
+       " 'peace',\n",
+       " 'shot',\n",
+       " 'spend',\n",
+       " 'chicken',\n",
+       " 'miley',\n",
+       " 'shop',\n",
+       " 'alright',\n",
+       " 'yr',\n",
+       " 'laptop',\n",
+       " 'cheer',\n",
+       " 'bum',\n",
+       " 'deal',\n",
+       " 'storm',\n",
+       " 'doesnt',\n",
+       " 'airport',\n",
+       " 'john',\n",
+       " 'camera',\n",
+       " 'fact',\n",
+       " 'club',\n",
+       " 'confuse',\n",
+       " 'near',\n",
+       " 'definitely',\n",
+       " 'thursday',\n",
+       " 'revision',\n",
+       " 'nope',\n",
+       " 'woman',\n",
+       " 'note',\n",
+       " 'story',\n",
+       " 'lakers',\n",
+       " 'cousin',\n",
+       " 'load',\n",
+       " 'touch',\n",
+       " 'ff',\n",
+       " 'self',\n",
+       " 'broken',\n",
+       " 'luv',\n",
+       " 'lazy',\n",
+       " 'apparently',\n",
+       " 'huh',\n",
+       " 'matter',\n",
+       " 'beat',\n",
+       " 'stress',\n",
+       " 'upload',\n",
+       " 'ooh',\n",
+       " 'begin',\n",
+       " 'ahead',\n",
+       " 'number',\n",
+       " 'ahhh',\n",
+       " 'sadly',\n",
+       " 'upset',\n",
+       " 'stomach',\n",
+       " 'question',\n",
+       " 'j',\n",
+       " 'project',\n",
+       " 'bus',\n",
+       " 'hubby',\n",
+       " 'door',\n",
+       " 'age',\n",
+       " 'slept',\n",
+       " 'fb',\n",
+       " 'window',\n",
+       " 'dvd',\n",
+       " 'lately',\n",
+       " 'officially',\n",
+       " 'young',\n",
+       " 'bless',\n",
+       " 'interview',\n",
+       " 'swim',\n",
+       " 'practice',\n",
+       " 'bill',\n",
+       " 'hill',\n",
+       " 'living',\n",
+       " 'google',\n",
+       " 'relax',\n",
+       " 'worth',\n",
+       " 'fight',\n",
+       " 'guitar',\n",
+       " 'vacation',\n",
+       " 'lie',\n",
+       " 'behind',\n",
+       " 'lay',\n",
+       " 'grow',\n",
+       " 'itunes',\n",
+       " 'gorgeous',\n",
+       " 'puppy',\n",
+       " 'inside',\n",
+       " 'allow',\n",
+       " 'babe',\n",
+       " 'currently',\n",
+       " 'aint',\n",
+       " 'cake',\n",
+       " 'type',\n",
+       " 'son',\n",
+       " 'white',\n",
+       " 'meant',\n",
+       " 'film',\n",
+       " 'si',\n",
+       " 'hospital',\n",
+       " 'hat',\n",
+       " 'bag',\n",
+       " 'met',\n",
+       " 'wit',\n",
+       " 'joy',\n",
+       " 'camp',\n",
+       " 'manage',\n",
+       " 'country',\n",
+       " 'nick',\n",
+       " 'small',\n",
+       " 'race',\n",
+       " 'fit',\n",
+       " 'fml',\n",
+       " 'box',\n",
+       " 'realize',\n",
+       " 'road',\n",
+       " 'state',\n",
+       " 'cross',\n",
+       " 'lonely',\n",
+       " 'yummy',\n",
+       " 'invite',\n",
+       " 'round',\n",
+       " 'terrible',\n",
+       " 'release',\n",
+       " 'taste',\n",
+       " 'dm',\n",
+       " 'past',\n",
+       " 'goodbye',\n",
+       " 'case',\n",
+       " 'due',\n",
+       " 'design',\n",
+       " 'yum',\n",
+       " 'wine',\n",
+       " 'bet',\n",
+       " 'vega',\n",
+       " 'swine',\n",
+       " 'joke',\n",
+       " 'shoe',\n",
+       " 'shame',\n",
+       " 'sky',\n",
+       " 'fav',\n",
+       " 'mess',\n",
+       " 'ear',\n",
+       " 'notice',\n",
+       " 'mall',\n",
+       " 'de',\n",
+       " 'spent',\n",
+       " 'stand',\n",
+       " 'gay',\n",
+       " 'cancel',\n",
+       " 'tweetdeck',\n",
+       " 'sale',\n",
+       " 'none',\n",
+       " 'hun',\n",
+       " 'delete',\n",
+       " 'angel',\n",
+       " 'england',\n",
+       " 'bro',\n",
+       " 'different',\n",
+       " 'annoy',\n",
+       " 'clothes',\n",
+       " 'company',\n",
+       " 'everybody',\n",
+       " 'dr',\n",
+       " 'yo',\n",
+       " 'speak',\n",
+       " 'huge',\n",
+       " 'via',\n",
+       " 'doctor',\n",
+       " 'xo',\n",
+       " 'issue',\n",
+       " 'nearly',\n",
+       " 'nobody',\n",
+       " 'played',\n",
+       " 'boyfriend',\n",
+       " 'wednesday',\n",
+       " 'fire',\n",
+       " 'pink',\n",
+       " 'pull',\n",
+       " 'group',\n",
+       " 'congratulation',\n",
+       " 'complete',\n",
+       " 'shin',\n",
+       " 'ohh',\n",
+       " 'forever',\n",
+       " 'roll',\n",
+       " 'except',\n",
+       " 'indeed',\n",
+       " 'bike',\n",
+       " 'mail',\n",
+       " 'french',\n",
+       " 'bug',\n",
+       " 'pizza',\n",
+       " 'chill',\n",
+       " 'shes',\n",
+       " 'ruin',\n",
+       " 'jonasbrothers',\n",
+       " 'nail',\n",
+       " 'apple',\n",
+       " 'sort',\n",
+       " 'etc',\n",
+       " 'absolutely',\n",
+       " 'hangover',\n",
+       " 'blue',\n",
+       " 'war',\n",
+       " 'web',\n",
+       " 'pray',\n",
+       " 'sexy',\n",
+       " 'cup',\n",
+       " 'sooooo',\n",
+       " 'bunch',\n",
+       " 'completely',\n",
+       " 'bb',\n",
+       " 'article',\n",
+       " 'profile',\n",
+       " 'appreciate',\n",
+       " 'extra',\n",
+       " 'exhaust',\n",
+       " 'revise',\n",
+       " 'waste',\n",
+       " 'tan',\n",
+       " 'glass',\n",
+       " 'favourite',\n",
+       " 'session',\n",
+       " 'tummy',\n",
+       " 'quiet',\n",
+       " 'fantastic',\n",
+       " 'pas',\n",
+       " 'future',\n",
+       " 'yep',\n",
+       " 'stick',\n",
+       " 'event',\n",
+       " 'pass',\n",
+       " 'single',\n",
+       " 'july',\n",
+       " 'fat',\n",
+       " 'traffic',\n",
+       " 'butt',\n",
+       " 'dnt',\n",
+       " 'hah',\n",
+       " 'isnt',\n",
+       " 'graduation',\n",
+       " 'death',\n",
+       " 'eh',\n",
+       " 'mate',\n",
+       " 'king',\n",
+       " 'science',\n",
+       " 'version',\n",
+       " 'exactly',\n",
+       " 'jus',\n",
+       " 'trek',\n",
+       " 'chris',\n",
+       " 'mmm',\n",
+       " 'shout',\n",
+       " 'nah',\n",
+       " 'serious',\n",
+       " 'rd',\n",
+       " 'cost',\n",
+       " 'become',\n",
+       " 'possible',\n",
+       " 'kiss',\n",
+       " 'daughter',\n",
+       " 'front',\n",
+       " 'blackberry',\n",
+       " 'ahh',\n",
+       " 'married',\n",
+       " 'nightmare',\n",
+       " 'memory',\n",
+       " 'addict',\n",
+       " 'burnt',\n",
+       " 'coz',\n",
+       " 'mcfly',\n",
+       " 'joe',\n",
+       " 'dunno',\n",
+       " 'dentist',\n",
+       " 'diet',\n",
+       " 'gosh',\n",
+       " 'hilarious',\n",
+       " 'server',\n",
+       " 'productive',\n",
+       " 'doubt',\n",
+       " 'trouble',\n",
+       " 'drinking',\n",
+       " 'depressed',\n",
+       " 'disappointed',\n",
+       " 'fever',\n",
+       " 'business',\n",
+       " 'present',\n",
+       " 'return',\n",
+       " 'hmmm',\n",
+       " 'twit',\n",
+       " 'donniewahlberg',\n",
+       " 'history',\n",
+       " 'random',\n",
+       " 'san',\n",
+       " 'felt',\n",
+       " 'pre',\n",
+       " 'cook',\n",
+       " 'ran',\n",
+       " 'knee',\n",
+       " 'def',\n",
+       " 'smell',\n",
+       " 'hero',\n",
+       " 'bloody',\n",
+       " 'ache',\n",
+       " 'father',\n",
+       " 'mon',\n",
+       " 'germany',\n",
+       " 'havent',\n",
+       " 'pc',\n",
+       " 'scary',\n",
+       " 'magic',\n",
+       " 'trailer',\n",
+       " 'spot',\n",
+       " 'review',\n",
+       " 'brilliant',\n",
+       " 'ouch',\n",
+       " 'background',\n",
+       " 'james',\n",
+       " 'hotel',\n",
+       " 'prom',\n",
+       " 'cupcake',\n",
+       " 'fave',\n",
+       " 'yup',\n",
+       " 'men',\n",
+       " 'screw',\n",
+       " 'major',\n",
+       " 'vip',\n",
+       " 'matt',\n",
+       " 'woo',\n",
+       " 'epic',\n",
+       " 'silly',\n",
+       " 'board',\n",
+       " 'sunburn',\n",
+       " 'picked',\n",
+       " 'nose',\n",
+       " 'dumb',\n",
+       " 'land',\n",
+       " 'library',\n",
+       " 'caught',\n",
+       " 'table',\n",
+       " 'rainy',\n",
+       " 'nyc',\n",
+       " 'normal',\n",
+       " 'whatever',\n",
+       " 'ignore',\n",
+       " 'shut',\n",
+       " 'unless',\n",
+       " 'darn',\n",
+       " 'fuckin',\n",
+       " 'midnight',\n",
+       " 'screen',\n",
+       " 'america',\n",
+       " 'north',\n",
+       " 'low',\n",
+       " 'arrive',\n",
+       " 'color',\n",
+       " 'channel',\n",
+       " 'thanx',\n",
+       " 'blood',\n",
+       " 'canada',\n",
+       " 'lame',\n",
+       " 'fish',\n",
+       " 'child',\n",
+       " 'doin',\n",
+       " ...]"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# your code here\n",
+    "\n",
+    "from nltk.probability import FreqDist\n",
+    "import itertools\n",
+    "\n",
+    "\n",
+    "blob = data['text_processed'].tolist()\n",
+    "\n",
+    "blob = itertools.chain.from_iterable(blob)\n",
+    "\n",
+    "fdist = FreqDist(blob)\n",
+    "\n",
+    "common5000 = dict(fdist.most_common(5000))\n",
+    "\n",
+    "most_common = list(common5000.keys())\n",
+    "\n",
+    "most_common"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
    "metadata": {},
    "outputs": [],
    "source": [
-    "# your code here"
+    "target = data['target']"
    ]
   },
   {
@@ -167,11 +2031,10109 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [],
    "source": [
-    "# your code here"
+    "# your code here\n",
+    "\n",
+    "\n",
+    "for_review = data['text_processed']\n",
+    "\n",
+    "def find_features(document):\n",
+    "    words = set(document)\n",
+    "    features = {}\n",
+    "    for w in most_common:\n",
+    "        features[w] = (w in words)\n",
+    "    \n",
+    "    return features\n",
+    "\n",
+    "X = for_review.map(find_features)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[False, False, True, False, True, True, False, True, False, True]"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "target_list = target.tolist()\n",
+    "\n",
+    "target_list[0:10]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[{'get': False,\n",
+       "  'go': False,\n",
+       "  'day': False,\n",
+       "  'good': False,\n",
+       "  'work': False,\n",
+       "  'like': False,\n",
+       "  'love': False,\n",
+       "  'quot': False,\n",
+       "  'u': False,\n",
+       "  'today': False,\n",
+       "  'time': False,\n",
+       "  'well': False,\n",
+       "  'lol': False,\n",
+       "  'back': False,\n",
+       "  'see': False,\n",
+       "  'one': False,\n",
+       "  'miss': False,\n",
+       "  'want': False,\n",
+       "  'know': False,\n",
+       "  'think': False,\n",
+       "  'make': False,\n",
+       "  'really': False,\n",
+       "  'im': False,\n",
+       "  'feel': False,\n",
+       "  'amp': False,\n",
+       "  'come': False,\n",
+       "  'need': False,\n",
+       "  'night': False,\n",
+       "  'new': False,\n",
+       "  'still': False,\n",
+       "  'home': True,\n",
+       "  'oh': False,\n",
+       "  'watch': False,\n",
+       "  'thanks': False,\n",
+       "  'na': True,\n",
+       "  'look': False,\n",
+       "  'twitter': False,\n",
+       "  'great': False,\n",
+       "  'much': False,\n",
+       "  'say': False,\n",
+       "  'hope': False,\n",
+       "  'morning': False,\n",
+       "  'bad': False,\n",
+       "  'sleep': False,\n",
+       "  'wish': False,\n",
+       "  'wait': False,\n",
+       "  'take': False,\n",
+       "  'last': False,\n",
+       "  'tomorrow': False,\n",
+       "  'sad': False,\n",
+       "  'try': False,\n",
+       "  'haha': False,\n",
+       "  'happy': False,\n",
+       "  'would': False,\n",
+       "  'fun': False,\n",
+       "  'week': False,\n",
+       "  'thing': False,\n",
+       "  'tonight': False,\n",
+       "  'right': False,\n",
+       "  'friend': False,\n",
+       "  'way': False,\n",
+       "  'sorry': False,\n",
+       "  'nice': False,\n",
+       "  'could': False,\n",
+       "  'though': False,\n",
+       "  'follow': False,\n",
+       "  'yeah': False,\n",
+       "  'start': False,\n",
+       "  'gon': True,\n",
+       "  'bed': False,\n",
+       "  'yes': False,\n",
+       "  'even': False,\n",
+       "  'people': False,\n",
+       "  'hate': False,\n",
+       "  'hour': False,\n",
+       "  'school': False,\n",
+       "  'guy': False,\n",
+       "  'tweet': False,\n",
+       "  'weekend': False,\n",
+       "  'long': False,\n",
+       "  'show': False,\n",
+       "  'hey': False,\n",
+       "  'cant': False,\n",
+       "  'little': False,\n",
+       "  'x': False,\n",
+       "  'next': False,\n",
+       "  'life': False,\n",
+       "  'never': False,\n",
+       "  'year': False,\n",
+       "  'tire': False,\n",
+       "  'movie': False,\n",
+       "  'let': False,\n",
+       "  'suck': False,\n",
+       "  'use': False,\n",
+       "  'everyone': False,\n",
+       "  'soon': False,\n",
+       "  'first': False,\n",
+       "  'already': False,\n",
+       "  'sick': False,\n",
+       "  'ok': False,\n",
+       "  'play': False,\n",
+       "  'thank': False,\n",
+       "  'lt': False,\n",
+       "  'ready': False,\n",
+       "  'best': False,\n",
+       "  'eat': False,\n",
+       "  'find': False,\n",
+       "  'dont': False,\n",
+       "  'call': False,\n",
+       "  'awesome': False,\n",
+       "  'wan': False,\n",
+       "  'rain': False,\n",
+       "  'please': False,\n",
+       "  'keep': False,\n",
+       "  'girl': False,\n",
+       "  'always': False,\n",
+       "  'something': False,\n",
+       "  'house': False,\n",
+       "  'n': False,\n",
+       "  'hurt': False,\n",
+       "  'help': False,\n",
+       "  'old': False,\n",
+       "  'man': False,\n",
+       "  'head': False,\n",
+       "  'cool': False,\n",
+       "  'another': False,\n",
+       "  'give': False,\n",
+       "  'talk': False,\n",
+       "  'yay': False,\n",
+       "  'sure': False,\n",
+       "  'lot': False,\n",
+       "  'live': False,\n",
+       "  'lose': False,\n",
+       "  'phone': False,\n",
+       "  'enjoy': False,\n",
+       "  'amaze': False,\n",
+       "  'song': False,\n",
+       "  'thought': False,\n",
+       "  'damn': False,\n",
+       "  'ur': False,\n",
+       "  'sound': False,\n",
+       "  'summer': False,\n",
+       "  'stop': False,\n",
+       "  'omg': False,\n",
+       "  'ever': False,\n",
+       "  'b': False,\n",
+       "  'guess': False,\n",
+       "  'maybe': False,\n",
+       "  'tell': False,\n",
+       "  'game': False,\n",
+       "  'w': False,\n",
+       "  'listen': False,\n",
+       "  'yet': False,\n",
+       "  'finally': False,\n",
+       "  'nothing': False,\n",
+       "  'also': False,\n",
+       "  'mean': False,\n",
+       "  'big': False,\n",
+       "  'ya': False,\n",
+       "  'baby': False,\n",
+       "  'hot': False,\n",
+       "  'friday': False,\n",
+       "  'fuck': False,\n",
+       "  'finish': False,\n",
+       "  'away': False,\n",
+       "  'pretty': False,\n",
+       "  'leave': False,\n",
+       "  'excite': False,\n",
+       "  'birthday': False,\n",
+       "  'exam': False,\n",
+       "  'r': False,\n",
+       "  'end': False,\n",
+       "  'early': False,\n",
+       "  'party': False,\n",
+       "  'th': False,\n",
+       "  'run': False,\n",
+       "  'p': False,\n",
+       "  'left': False,\n",
+       "  'someone': False,\n",
+       "  'glad': False,\n",
+       "  'ta': False,\n",
+       "  'bore': False,\n",
+       "  'hear': False,\n",
+       "  'wow': False,\n",
+       "  'check': False,\n",
+       "  'ugh': False,\n",
+       "  'cry': False,\n",
+       "  'yesterday': False,\n",
+       "  'might': False,\n",
+       "  'mom': False,\n",
+       "  'seem': False,\n",
+       "  'bit': False,\n",
+       "  'since': False,\n",
+       "  'two': False,\n",
+       "  'stuff': False,\n",
+       "  'late': False,\n",
+       "  'thats': False,\n",
+       "  'put': False,\n",
+       "  'move': False,\n",
+       "  'later': False,\n",
+       "  'sun': False,\n",
+       "  'god': False,\n",
+       "  'music': False,\n",
+       "  'video': False,\n",
+       "  'found': False,\n",
+       "  'lunch': False,\n",
+       "  'happen': False,\n",
+       "  'kid': False,\n",
+       "  'update': False,\n",
+       "  'job': False,\n",
+       "  'weather': False,\n",
+       "  'actually': False,\n",
+       "  'follower': False,\n",
+       "  'car': False,\n",
+       "  'luck': False,\n",
+       "  'study': False,\n",
+       "  'gt': False,\n",
+       "  'monday': False,\n",
+       "  'hi': False,\n",
+       "  'tv': False,\n",
+       "  'world': False,\n",
+       "  'stay': False,\n",
+       "  'hard': False,\n",
+       "  'saw': False,\n",
+       "  'pic': False,\n",
+       "  'post': False,\n",
+       "  'must': False,\n",
+       "  'poor': False,\n",
+       "  'c': False,\n",
+       "  'book': False,\n",
+       "  'food': False,\n",
+       "  'die': False,\n",
+       "  'iphone': False,\n",
+       "  'com': False,\n",
+       "  'least': False,\n",
+       "  'sunday': False,\n",
+       "  'dream': False,\n",
+       "  'forward': False,\n",
+       "  'far': False,\n",
+       "  'beautiful': False,\n",
+       "  'without': False,\n",
+       "  'read': False,\n",
+       "  'hair': False,\n",
+       "  'month': False,\n",
+       "  'mine': False,\n",
+       "  'many': False,\n",
+       "  'change': False,\n",
+       "  'real': False,\n",
+       "  'may': False,\n",
+       "  'everything': False,\n",
+       "  'family': False,\n",
+       "  'anything': False,\n",
+       "  'almost': False,\n",
+       "  'woke': False,\n",
+       "  'till': False,\n",
+       "  'around': False,\n",
+       "  'place': False,\n",
+       "  'cold': False,\n",
+       "  'cause': False,\n",
+       "  'ha': False,\n",
+       "  'ask': False,\n",
+       "  'hahaha': False,\n",
+       "  'cute': False,\n",
+       "  'every': False,\n",
+       "  'dinner': False,\n",
+       "  'plan': False,\n",
+       "  'walk': False,\n",
+       "  'saturday': False,\n",
+       "  'send': False,\n",
+       "  'welcome': False,\n",
+       "  'aww': False,\n",
+       "  'sweet': False,\n",
+       "  'funny': False,\n",
+       "  'win': False,\n",
+       "  'totally': False,\n",
+       "  'write': False,\n",
+       "  'turn': False,\n",
+       "  'tho': False,\n",
+       "  'remember': False,\n",
+       "  'dad': False,\n",
+       "  'super': False,\n",
+       "  'stupid': False,\n",
+       "  'rock': False,\n",
+       "  'g': False,\n",
+       "  'picture': False,\n",
+       "  'drive': False,\n",
+       "  'boy': False,\n",
+       "  'kinda': False,\n",
+       "  'true': False,\n",
+       "  'shit': False,\n",
+       "  'wake': False,\n",
+       "  'dog': False,\n",
+       "  'idea': False,\n",
+       "  'free': False,\n",
+       "  'class': False,\n",
+       "  'outside': False,\n",
+       "  'didnt': False,\n",
+       "  'face': False,\n",
+       "  'wonder': False,\n",
+       "  'fail': False,\n",
+       "  'coffee': False,\n",
+       "  'mother': False,\n",
+       "  'anymore': True,\n",
+       "  'okay': False,\n",
+       "  'soo': False,\n",
+       "  'enough': False,\n",
+       "  'fan': False,\n",
+       "  'goodnight': False,\n",
+       "  'believe': False,\n",
+       "  'pm': False,\n",
+       "  'xx': False,\n",
+       "  'course': False,\n",
+       "  'hell': False,\n",
+       "  'final': False,\n",
+       "  'minute': False,\n",
+       "  'hopefully': False,\n",
+       "  'whole': False,\n",
+       "  'sit': False,\n",
+       "  'alone': False,\n",
+       "  'buy': False,\n",
+       "  'reply': False,\n",
+       "  'break': False,\n",
+       "  'computer': False,\n",
+       "  'kill': False,\n",
+       "  'brother': False,\n",
+       "  'k': False,\n",
+       "  'lovely': False,\n",
+       "  'crazy': False,\n",
+       "  'rest': False,\n",
+       "  'able': False,\n",
+       "  'wrong': False,\n",
+       "  'probably': False,\n",
+       "  'name': False,\n",
+       "  'heard': False,\n",
+       "  'money': False,\n",
+       "  'half': False,\n",
+       "  'shopping': False,\n",
+       "  'part': False,\n",
+       "  'cuz': False,\n",
+       "  'boo': False,\n",
+       "  'fall': False,\n",
+       "  'link': False,\n",
+       "  'e': False,\n",
+       "  'vote': False,\n",
+       "  'site': False,\n",
+       "  'ill': False,\n",
+       "  'pay': False,\n",
+       "  'hug': False,\n",
+       "  'reading': False,\n",
+       "  'sooo': False,\n",
+       "  'ago': False,\n",
+       "  'kind': False,\n",
+       "  'hang': False,\n",
+       "  'high': False,\n",
+       "  'internet': False,\n",
+       "  'xd': False,\n",
+       "  'news': False,\n",
+       "  'ah': False,\n",
+       "  'room': False,\n",
+       "  'favorite': False,\n",
+       "  'june': False,\n",
+       "  'add': False,\n",
+       "  'catch': False,\n",
+       "  'eye': False,\n",
+       "  'anyone': False,\n",
+       "  'reason': False,\n",
+       "  'facebook': False,\n",
+       "  'sister': False,\n",
+       "  'pack': False,\n",
+       "  'either': False,\n",
+       "  'mr': False,\n",
+       "  'else': False,\n",
+       "  'boring': False,\n",
+       "  'worry': False,\n",
+       "  'test': False,\n",
+       "  'meet': False,\n",
+       "  'trip': False,\n",
+       "  'person': False,\n",
+       "  'l': False,\n",
+       "  'word': False,\n",
+       "  'forgot': False,\n",
+       "  'star': False,\n",
+       "  'fine': False,\n",
+       "  'la': False,\n",
+       "  'hit': False,\n",
+       "  'awake': False,\n",
+       "  'care': False,\n",
+       "  'drink': False,\n",
+       "  'seriously': False,\n",
+       "  'awww': False,\n",
+       "  'busy': False,\n",
+       "  'headache': False,\n",
+       "  'ticket': False,\n",
+       "  'open': False,\n",
+       "  'crap': False,\n",
+       "  'beach': False,\n",
+       "  'learn': False,\n",
+       "  'close': False,\n",
+       "  'blog': False,\n",
+       "  'mind': False,\n",
+       "  'heart': False,\n",
+       "  'btw': False,\n",
+       "  'concert': False,\n",
+       "  'bring': False,\n",
+       "  'dance': False,\n",
+       "  'hello': False,\n",
+       "  'fix': False,\n",
+       "  'office': False,\n",
+       "  'hand': False,\n",
+       "  'asleep': False,\n",
+       "  'homework': False,\n",
+       "  'bout': False,\n",
+       "  'sing': False,\n",
+       "  'photo': False,\n",
+       "  'shower': False,\n",
+       "  'mad': False,\n",
+       "  'email': False,\n",
+       "  'min': False,\n",
+       "  'wear': False,\n",
+       "  'cream': False,\n",
+       "  'meeting': False,\n",
+       "  'hehe': False,\n",
+       "  'ice': False,\n",
+       "  'www': False,\n",
+       "  'page': False,\n",
+       "  'order': False,\n",
+       "  'dude': False,\n",
+       "  'nite': False,\n",
+       "  'red': False,\n",
+       "  'set': False,\n",
+       "  'season': False,\n",
+       "  'broke': False,\n",
+       "  'hr': False,\n",
+       "  'instead': False,\n",
+       "  'wont': False,\n",
+       "  'problem': False,\n",
+       "  'told': False,\n",
+       "  'album': False,\n",
+       "  'jealous': False,\n",
+       "  'message': False,\n",
+       "  'stuck': False,\n",
+       "  'save': False,\n",
+       "  'suppose': False,\n",
+       "  'agree': False,\n",
+       "  'st': False,\n",
+       "  'hungry': False,\n",
+       "  'full': False,\n",
+       "  'tommcfly': False,\n",
+       "  'sat': False,\n",
+       "  'pain': False,\n",
+       "  'train': False,\n",
+       "  'sunny': False,\n",
+       "  'ddlovato': False,\n",
+       "  'til': False,\n",
+       "  'quite': False,\n",
+       "  'lucky': False,\n",
+       "  'moment': False,\n",
+       "  'knew': False,\n",
+       "  'water': False,\n",
+       "  'da': False,\n",
+       "  'aw': False,\n",
+       "  'lady': False,\n",
+       "  'ride': False,\n",
+       "  'bought': False,\n",
+       "  'tour': False,\n",
+       "  'laugh': False,\n",
+       "  'couple': False,\n",
+       "  'sign': False,\n",
+       "  'mileycyrus': False,\n",
+       "  'together': False,\n",
+       "  'sometimes': False,\n",
+       "  'cat': False,\n",
+       "  'youtube': False,\n",
+       "  'card': False,\n",
+       "  'hop': False,\n",
+       "  'mum': False,\n",
+       "  'town': False,\n",
+       "  'uk': False,\n",
+       "  'top': False,\n",
+       "  'v': False,\n",
+       "  'followfriday': False,\n",
+       "  'congrats': False,\n",
+       "  'city': False,\n",
+       "  'date': False,\n",
+       "  'anyway': False,\n",
+       "  'interest': False,\n",
+       "  'breakfast': False,\n",
+       "  'dress': False,\n",
+       "  'band': False,\n",
+       "  'website': False,\n",
+       "  'wonderful': False,\n",
+       "  'lmao': False,\n",
+       "  'understand': False,\n",
+       "  'figure': False,\n",
+       "  'sigh': False,\n",
+       "  'holiday': False,\n",
+       "  'sore': False,\n",
+       "  'second': False,\n",
+       "  'text': False,\n",
+       "  'kick': False,\n",
+       "  'visit': False,\n",
+       "  'afternoon': False,\n",
+       "  'award': False,\n",
+       "  'church': False,\n",
+       "  'plus': False,\n",
+       "  'soooo': False,\n",
+       "  'support': False,\n",
+       "  'slow': False,\n",
+       "  'smile': False,\n",
+       "  'mac': False,\n",
+       "  'clean': False,\n",
+       "  'cut': False,\n",
+       "  'flight': False,\n",
+       "  'sleepy': False,\n",
+       "  'short': False,\n",
+       "  'pool': False,\n",
+       "  'green': False,\n",
+       "  'math': False,\n",
+       "  'share': False,\n",
+       "  'scar': False,\n",
+       "  'wedding': False,\n",
+       "  'nd': False,\n",
+       "  'air': False,\n",
+       "  'store': False,\n",
+       "  'nap': False,\n",
+       "  'account': False,\n",
+       "  'jonas': False,\n",
+       "  'point': False,\n",
+       "  'join': False,\n",
+       "  'chance': False,\n",
+       "  'foot': False,\n",
+       "  'mention': False,\n",
+       "  'dear': False,\n",
+       "  'record': False,\n",
+       "  'less': False,\n",
+       "  'side': False,\n",
+       "  'ppl': False,\n",
+       "  'flu': False,\n",
+       "  'line': False,\n",
+       "  'shoot': False,\n",
+       "  'easy': False,\n",
+       "  'dead': False,\n",
+       "  'download': False,\n",
+       "  'sent': False,\n",
+       "  'f': False,\n",
+       "  'cleaning': False,\n",
+       "  'yea': False,\n",
+       "  'black': False,\n",
+       "  'beer': False,\n",
+       "  'moon': False,\n",
+       "  'answer': False,\n",
+       "  'lil': False,\n",
+       "  'park': False,\n",
+       "  'chocolate': False,\n",
+       "  'bday': False,\n",
+       "  'perfect': False,\n",
+       "  'cover': False,\n",
+       "  'h': False,\n",
+       "  'special': False,\n",
+       "  'ipod': False,\n",
+       "  'pick': False,\n",
+       "  'college': False,\n",
+       "  'online': False,\n",
+       "  'tuesday': False,\n",
+       "  'shirt': False,\n",
+       "  'david': False,\n",
+       "  'co': False,\n",
+       "  'list': False,\n",
+       "  'bye': False,\n",
+       "  'block': False,\n",
+       "  'horrible': False,\n",
+       "  'episode': False,\n",
+       "  'freak': False,\n",
+       "  'longer': False,\n",
+       "  'mtv': False,\n",
+       "  'goin': False,\n",
+       "  'paper': False,\n",
+       "  'sell': False,\n",
+       "  'leg': False,\n",
+       "  'sunshine': False,\n",
+       "  'voice': False,\n",
+       "  'chat': False,\n",
+       "  'myspace': False,\n",
+       "  'body': False,\n",
+       "  'fast': False,\n",
+       "  'whats': False,\n",
+       "  'london': False,\n",
+       "  'hmm': False,\n",
+       "  'piss': False,\n",
+       "  'mile': False,\n",
+       "  'light': False,\n",
+       "  'mood': False,\n",
+       "  'english': False,\n",
+       "  'xxx': False,\n",
+       "  'fly': False,\n",
+       "  'weird': False,\n",
+       "  'idk': False,\n",
+       "  'drop': False,\n",
+       "  'thx': False,\n",
+       "  'happens': False,\n",
+       "  'forget': False,\n",
+       "  'fair': False,\n",
+       "  'decide': False,\n",
+       "  'ate': False,\n",
+       "  'fell': False,\n",
+       "  'experience': False,\n",
+       "  'sims': False,\n",
+       "  'ive': False,\n",
+       "  'comment': False,\n",
+       "  'warm': False,\n",
+       "  'gym': False,\n",
+       "  'bitch': False,\n",
+       "  'rather': False,\n",
+       "  'service': False,\n",
+       "  'ball': False,\n",
+       "  'throat': False,\n",
+       "  'power': False,\n",
+       "  'bbq': False,\n",
+       "  'team': False,\n",
+       "  'shall': False,\n",
+       "  'garden': False,\n",
+       "  'cd': False,\n",
+       "  'unfortunately': False,\n",
+       "  'wtf': False,\n",
+       "  'radio': False,\n",
+       "  'twilight': False,\n",
+       "  'tom': False,\n",
+       "  'earlier': False,\n",
+       "  'tea': False,\n",
+       "  'hold': False,\n",
+       "  'em': False,\n",
+       "  'act': False,\n",
+       "  'safe': False,\n",
+       "  'especially': False,\n",
+       "  'finger': False,\n",
+       "  'three': False,\n",
+       "  'parent': False,\n",
+       "  'peace': False,\n",
+       "  'shot': False,\n",
+       "  'spend': False,\n",
+       "  'chicken': False,\n",
+       "  'miley': False,\n",
+       "  'shop': False,\n",
+       "  'alright': False,\n",
+       "  'yr': False,\n",
+       "  'laptop': False,\n",
+       "  'cheer': False,\n",
+       "  'bum': False,\n",
+       "  'deal': False,\n",
+       "  'storm': False,\n",
+       "  'doesnt': False,\n",
+       "  'airport': False,\n",
+       "  'john': False,\n",
+       "  'camera': False,\n",
+       "  'fact': False,\n",
+       "  'club': False,\n",
+       "  'confuse': False,\n",
+       "  'near': False,\n",
+       "  'definitely': False,\n",
+       "  'thursday': False,\n",
+       "  'revision': False,\n",
+       "  'nope': False,\n",
+       "  'woman': False,\n",
+       "  'note': False,\n",
+       "  'story': False,\n",
+       "  'lakers': False,\n",
+       "  'cousin': False,\n",
+       "  'load': False,\n",
+       "  'touch': False,\n",
+       "  'ff': False,\n",
+       "  'self': False,\n",
+       "  'broken': False,\n",
+       "  'luv': False,\n",
+       "  'lazy': False,\n",
+       "  'apparently': False,\n",
+       "  'huh': False,\n",
+       "  'matter': False,\n",
+       "  'beat': False,\n",
+       "  'stress': False,\n",
+       "  'upload': False,\n",
+       "  'ooh': False,\n",
+       "  'begin': False,\n",
+       "  'ahead': False,\n",
+       "  'number': False,\n",
+       "  'ahhh': False,\n",
+       "  'sadly': False,\n",
+       "  'upset': False,\n",
+       "  'stomach': False,\n",
+       "  'question': False,\n",
+       "  'j': False,\n",
+       "  'project': False,\n",
+       "  'bus': False,\n",
+       "  'hubby': False,\n",
+       "  'door': False,\n",
+       "  'age': False,\n",
+       "  'slept': False,\n",
+       "  'fb': False,\n",
+       "  'window': False,\n",
+       "  'dvd': False,\n",
+       "  'lately': False,\n",
+       "  'officially': False,\n",
+       "  'young': False,\n",
+       "  'bless': False,\n",
+       "  'interview': False,\n",
+       "  'swim': False,\n",
+       "  'practice': False,\n",
+       "  'bill': False,\n",
+       "  'hill': False,\n",
+       "  'living': False,\n",
+       "  'google': False,\n",
+       "  'relax': False,\n",
+       "  'worth': False,\n",
+       "  'fight': False,\n",
+       "  'guitar': False,\n",
+       "  'vacation': False,\n",
+       "  'lie': False,\n",
+       "  'behind': False,\n",
+       "  'lay': False,\n",
+       "  'grow': False,\n",
+       "  'itunes': False,\n",
+       "  'gorgeous': False,\n",
+       "  'puppy': False,\n",
+       "  'inside': False,\n",
+       "  'allow': False,\n",
+       "  'babe': False,\n",
+       "  'currently': False,\n",
+       "  'aint': False,\n",
+       "  'cake': False,\n",
+       "  'type': False,\n",
+       "  'son': False,\n",
+       "  'white': False,\n",
+       "  'meant': False,\n",
+       "  'film': False,\n",
+       "  'si': False,\n",
+       "  'hospital': False,\n",
+       "  'hat': False,\n",
+       "  'bag': False,\n",
+       "  'met': False,\n",
+       "  'wit': False,\n",
+       "  'joy': False,\n",
+       "  'camp': False,\n",
+       "  'manage': False,\n",
+       "  'country': False,\n",
+       "  'nick': False,\n",
+       "  'small': False,\n",
+       "  'race': False,\n",
+       "  'fit': False,\n",
+       "  'fml': False,\n",
+       "  'box': False,\n",
+       "  'realize': False,\n",
+       "  'road': False,\n",
+       "  'state': False,\n",
+       "  'cross': False,\n",
+       "  'lonely': False,\n",
+       "  'yummy': False,\n",
+       "  'invite': False,\n",
+       "  'round': False,\n",
+       "  'terrible': False,\n",
+       "  'release': False,\n",
+       "  'taste': False,\n",
+       "  'dm': False,\n",
+       "  'past': False,\n",
+       "  'goodbye': False,\n",
+       "  'case': False,\n",
+       "  'due': False,\n",
+       "  'design': False,\n",
+       "  'yum': False,\n",
+       "  'wine': False,\n",
+       "  'bet': False,\n",
+       "  'vega': False,\n",
+       "  'swine': False,\n",
+       "  'joke': False,\n",
+       "  'shoe': False,\n",
+       "  'shame': False,\n",
+       "  'sky': False,\n",
+       "  'fav': False,\n",
+       "  'mess': False,\n",
+       "  'ear': False,\n",
+       "  'notice': False,\n",
+       "  'mall': False,\n",
+       "  'de': False,\n",
+       "  'spent': False,\n",
+       "  'stand': False,\n",
+       "  'gay': False,\n",
+       "  'cancel': False,\n",
+       "  'tweetdeck': False,\n",
+       "  'sale': False,\n",
+       "  'none': False,\n",
+       "  'hun': False,\n",
+       "  'delete': False,\n",
+       "  'angel': False,\n",
+       "  'england': False,\n",
+       "  'bro': False,\n",
+       "  'different': False,\n",
+       "  'annoy': False,\n",
+       "  'clothes': False,\n",
+       "  'company': False,\n",
+       "  'everybody': False,\n",
+       "  'dr': False,\n",
+       "  'yo': False,\n",
+       "  'speak': False,\n",
+       "  'huge': False,\n",
+       "  'via': False,\n",
+       "  'doctor': False,\n",
+       "  'xo': False,\n",
+       "  'issue': False,\n",
+       "  'nearly': False,\n",
+       "  'nobody': False,\n",
+       "  'played': False,\n",
+       "  'boyfriend': False,\n",
+       "  'wednesday': False,\n",
+       "  'fire': False,\n",
+       "  'pink': False,\n",
+       "  'pull': False,\n",
+       "  'group': False,\n",
+       "  'congratulation': False,\n",
+       "  'complete': False,\n",
+       "  'shin': False,\n",
+       "  'ohh': False,\n",
+       "  'forever': False,\n",
+       "  'roll': False,\n",
+       "  'except': False,\n",
+       "  'indeed': False,\n",
+       "  'bike': False,\n",
+       "  'mail': False,\n",
+       "  'french': False,\n",
+       "  'bug': False,\n",
+       "  'pizza': False,\n",
+       "  'chill': False,\n",
+       "  'shes': False,\n",
+       "  'ruin': False,\n",
+       "  'jonasbrothers': False,\n",
+       "  'nail': False,\n",
+       "  'apple': False,\n",
+       "  'sort': False,\n",
+       "  'etc': False,\n",
+       "  'absolutely': False,\n",
+       "  'hangover': False,\n",
+       "  'blue': False,\n",
+       "  'war': False,\n",
+       "  'web': False,\n",
+       "  'pray': False,\n",
+       "  'sexy': False,\n",
+       "  'cup': False,\n",
+       "  'sooooo': False,\n",
+       "  'bunch': False,\n",
+       "  'completely': False,\n",
+       "  'bb': False,\n",
+       "  'article': False,\n",
+       "  'profile': False,\n",
+       "  'appreciate': False,\n",
+       "  'extra': False,\n",
+       "  'exhaust': False,\n",
+       "  'revise': False,\n",
+       "  'waste': False,\n",
+       "  'tan': False,\n",
+       "  'glass': False,\n",
+       "  'favourite': False,\n",
+       "  'session': False,\n",
+       "  'tummy': False,\n",
+       "  'quiet': False,\n",
+       "  'fantastic': False,\n",
+       "  'pas': False,\n",
+       "  'future': False,\n",
+       "  'yep': False,\n",
+       "  'stick': False,\n",
+       "  'event': False,\n",
+       "  'pass': False,\n",
+       "  'single': False,\n",
+       "  'july': False,\n",
+       "  'fat': False,\n",
+       "  'traffic': False,\n",
+       "  'butt': False,\n",
+       "  'dnt': False,\n",
+       "  'hah': False,\n",
+       "  'isnt': False,\n",
+       "  'graduation': False,\n",
+       "  'death': False,\n",
+       "  'eh': False,\n",
+       "  'mate': False,\n",
+       "  'king': False,\n",
+       "  'science': False,\n",
+       "  'version': False,\n",
+       "  'exactly': False,\n",
+       "  'jus': False,\n",
+       "  'trek': False,\n",
+       "  'chris': False,\n",
+       "  'mmm': False,\n",
+       "  'shout': False,\n",
+       "  'nah': False,\n",
+       "  'serious': False,\n",
+       "  'rd': False,\n",
+       "  'cost': False,\n",
+       "  'become': False,\n",
+       "  'possible': False,\n",
+       "  'kiss': False,\n",
+       "  'daughter': False,\n",
+       "  'front': False,\n",
+       "  'blackberry': False,\n",
+       "  'ahh': False,\n",
+       "  'married': False,\n",
+       "  'nightmare': False,\n",
+       "  'memory': False,\n",
+       "  'addict': False,\n",
+       "  'burnt': False,\n",
+       "  'coz': False,\n",
+       "  'mcfly': False,\n",
+       "  'joe': False,\n",
+       "  'dunno': False,\n",
+       "  'dentist': False,\n",
+       "  'diet': False,\n",
+       "  'gosh': False,\n",
+       "  'hilarious': False,\n",
+       "  'server': False,\n",
+       "  'productive': False,\n",
+       "  'doubt': False,\n",
+       "  'trouble': False,\n",
+       "  'drinking': False,\n",
+       "  'depressed': False,\n",
+       "  'disappointed': False,\n",
+       "  'fever': False,\n",
+       "  'business': False,\n",
+       "  'present': False,\n",
+       "  'return': False,\n",
+       "  'hmmm': False,\n",
+       "  'twit': False,\n",
+       "  'donniewahlberg': False,\n",
+       "  'history': False,\n",
+       "  'random': False,\n",
+       "  'san': False,\n",
+       "  'felt': False,\n",
+       "  'pre': False,\n",
+       "  'cook': False,\n",
+       "  'ran': False,\n",
+       "  'knee': False,\n",
+       "  'def': False,\n",
+       "  'smell': False,\n",
+       "  'hero': False,\n",
+       "  'bloody': False,\n",
+       "  'ache': False,\n",
+       "  'father': False,\n",
+       "  'mon': False,\n",
+       "  'germany': False,\n",
+       "  'havent': False,\n",
+       "  'pc': False,\n",
+       "  'scary': False,\n",
+       "  'magic': False,\n",
+       "  'trailer': False,\n",
+       "  'spot': False,\n",
+       "  'review': False,\n",
+       "  'brilliant': False,\n",
+       "  'ouch': False,\n",
+       "  'background': False,\n",
+       "  'james': False,\n",
+       "  'hotel': False,\n",
+       "  'prom': False,\n",
+       "  'cupcake': False,\n",
+       "  'fave': False,\n",
+       "  'yup': False,\n",
+       "  'men': False,\n",
+       "  'screw': False,\n",
+       "  'major': False,\n",
+       "  'vip': False,\n",
+       "  'matt': False,\n",
+       "  'woo': False,\n",
+       "  'epic': False,\n",
+       "  'silly': False,\n",
+       "  'board': False,\n",
+       "  'sunburn': False,\n",
+       "  'picked': False,\n",
+       "  'nose': False,\n",
+       "  'dumb': False,\n",
+       "  'land': False,\n",
+       "  'library': False,\n",
+       "  'caught': False,\n",
+       "  'table': False,\n",
+       "  'rainy': False,\n",
+       "  'nyc': False,\n",
+       "  'normal': False,\n",
+       "  'whatever': False,\n",
+       "  'ignore': False,\n",
+       "  'shut': False,\n",
+       "  'unless': False,\n",
+       "  'darn': False,\n",
+       "  'fuckin': False,\n",
+       "  'midnight': False,\n",
+       "  'screen': False,\n",
+       "  'america': False,\n",
+       "  'north': False,\n",
+       "  'low': False,\n",
+       "  'arrive': False,\n",
+       "  'color': False,\n",
+       "  'channel': False,\n",
+       "  'thanx': False,\n",
+       "  'blood': False,\n",
+       "  'canada': False,\n",
+       "  'lame': False,\n",
+       "  'fish': False,\n",
+       "  'child': False,\n",
+       "  'doin': False,\n",
+       "  ...},\n",
+       " {'get': False,\n",
+       "  'go': False,\n",
+       "  'day': False,\n",
+       "  'good': False,\n",
+       "  'work': True,\n",
+       "  'like': False,\n",
+       "  'love': False,\n",
+       "  'quot': False,\n",
+       "  'u': False,\n",
+       "  'today': False,\n",
+       "  'time': False,\n",
+       "  'well': False,\n",
+       "  'lol': False,\n",
+       "  'back': True,\n",
+       "  'see': False,\n",
+       "  'one': False,\n",
+       "  'miss': False,\n",
+       "  'want': False,\n",
+       "  'know': False,\n",
+       "  'think': False,\n",
+       "  'make': False,\n",
+       "  'really': True,\n",
+       "  'im': False,\n",
+       "  'feel': False,\n",
+       "  'amp': False,\n",
+       "  'come': False,\n",
+       "  'need': False,\n",
+       "  'night': False,\n",
+       "  'new': False,\n",
+       "  'still': False,\n",
+       "  'home': False,\n",
+       "  'oh': True,\n",
+       "  'watch': False,\n",
+       "  'thanks': False,\n",
+       "  'na': False,\n",
+       "  'look': False,\n",
+       "  'twitter': False,\n",
+       "  'great': False,\n",
+       "  'much': False,\n",
+       "  'say': False,\n",
+       "  'hope': True,\n",
+       "  'morning': False,\n",
+       "  'bad': True,\n",
+       "  'sleep': False,\n",
+       "  'wish': False,\n",
+       "  'wait': False,\n",
+       "  'take': False,\n",
+       "  'last': False,\n",
+       "  'tomorrow': False,\n",
+       "  'sad': False,\n",
+       "  'try': False,\n",
+       "  'haha': False,\n",
+       "  'happy': False,\n",
+       "  'would': False,\n",
+       "  'fun': False,\n",
+       "  'week': False,\n",
+       "  'thing': True,\n",
+       "  'tonight': False,\n",
+       "  'right': False,\n",
+       "  'friend': False,\n",
+       "  'way': False,\n",
+       "  'sorry': False,\n",
+       "  'nice': False,\n",
+       "  'could': False,\n",
+       "  'though': False,\n",
+       "  'follow': False,\n",
+       "  'yeah': False,\n",
+       "  'start': False,\n",
+       "  'gon': False,\n",
+       "  'bed': False,\n",
+       "  'yes': False,\n",
+       "  'even': False,\n",
+       "  'people': False,\n",
+       "  'hate': False,\n",
+       "  'hour': False,\n",
+       "  'school': False,\n",
+       "  'guy': False,\n",
+       "  'tweet': False,\n",
+       "  'weekend': False,\n",
+       "  'long': False,\n",
+       "  'show': False,\n",
+       "  'hey': False,\n",
+       "  'cant': False,\n",
+       "  'little': False,\n",
+       "  'x': False,\n",
+       "  'next': False,\n",
+       "  'life': False,\n",
+       "  'never': False,\n",
+       "  'year': False,\n",
+       "  'tire': False,\n",
+       "  'movie': False,\n",
+       "  'let': False,\n",
+       "  'suck': False,\n",
+       "  'use': False,\n",
+       "  'everyone': False,\n",
+       "  'soon': False,\n",
+       "  'first': False,\n",
+       "  'already': False,\n",
+       "  'sick': False,\n",
+       "  'ok': False,\n",
+       "  'play': False,\n",
+       "  'thank': False,\n",
+       "  'lt': False,\n",
+       "  'ready': False,\n",
+       "  'best': False,\n",
+       "  'eat': False,\n",
+       "  'find': False,\n",
+       "  'dont': False,\n",
+       "  'call': False,\n",
+       "  'awesome': False,\n",
+       "  'wan': False,\n",
+       "  'rain': False,\n",
+       "  'please': False,\n",
+       "  'keep': False,\n",
+       "  'girl': False,\n",
+       "  'always': False,\n",
+       "  'something': False,\n",
+       "  'house': False,\n",
+       "  'n': False,\n",
+       "  'hurt': False,\n",
+       "  'help': False,\n",
+       "  'old': False,\n",
+       "  'man': False,\n",
+       "  'head': False,\n",
+       "  'cool': False,\n",
+       "  'another': False,\n",
+       "  'give': False,\n",
+       "  'talk': False,\n",
+       "  'yay': False,\n",
+       "  'sure': False,\n",
+       "  'lot': False,\n",
+       "  'live': False,\n",
+       "  'lose': False,\n",
+       "  'phone': False,\n",
+       "  'enjoy': False,\n",
+       "  'amaze': False,\n",
+       "  'song': False,\n",
+       "  'thought': False,\n",
+       "  'damn': False,\n",
+       "  'ur': False,\n",
+       "  'sound': False,\n",
+       "  'summer': False,\n",
+       "  'stop': False,\n",
+       "  'omg': False,\n",
+       "  'ever': False,\n",
+       "  'b': False,\n",
+       "  'guess': False,\n",
+       "  'maybe': False,\n",
+       "  'tell': False,\n",
+       "  'game': False,\n",
+       "  'w': False,\n",
+       "  'listen': False,\n",
+       "  'yet': False,\n",
+       "  'finally': False,\n",
+       "  'nothing': True,\n",
+       "  'also': False,\n",
+       "  'mean': False,\n",
+       "  'big': False,\n",
+       "  'ya': False,\n",
+       "  'baby': False,\n",
+       "  'hot': False,\n",
+       "  'friday': False,\n",
+       "  'fuck': False,\n",
+       "  'finish': False,\n",
+       "  'away': False,\n",
+       "  'pretty': False,\n",
+       "  'leave': False,\n",
+       "  'excite': False,\n",
+       "  'birthday': False,\n",
+       "  'exam': False,\n",
+       "  'r': False,\n",
+       "  'end': False,\n",
+       "  'early': False,\n",
+       "  'party': False,\n",
+       "  'th': False,\n",
+       "  'run': False,\n",
+       "  'p': False,\n",
+       "  'left': False,\n",
+       "  'someone': False,\n",
+       "  'glad': False,\n",
+       "  'ta': False,\n",
+       "  'bore': False,\n",
+       "  'hear': False,\n",
+       "  'wow': False,\n",
+       "  'check': False,\n",
+       "  'ugh': False,\n",
+       "  'cry': False,\n",
+       "  'yesterday': False,\n",
+       "  'might': False,\n",
+       "  'mom': False,\n",
+       "  'seem': False,\n",
+       "  'bit': False,\n",
+       "  'since': False,\n",
+       "  'two': False,\n",
+       "  'stuff': False,\n",
+       "  'late': False,\n",
+       "  'thats': False,\n",
+       "  'put': False,\n",
+       "  'move': False,\n",
+       "  'later': False,\n",
+       "  'sun': False,\n",
+       "  'god': False,\n",
+       "  'music': False,\n",
+       "  'video': False,\n",
+       "  'found': False,\n",
+       "  'lunch': False,\n",
+       "  'happen': False,\n",
+       "  'kid': False,\n",
+       "  'update': False,\n",
+       "  'job': False,\n",
+       "  'weather': False,\n",
+       "  'actually': False,\n",
+       "  'follower': False,\n",
+       "  'car': False,\n",
+       "  'luck': False,\n",
+       "  'study': False,\n",
+       "  'gt': False,\n",
+       "  'monday': False,\n",
+       "  'hi': False,\n",
+       "  'tv': False,\n",
+       "  'world': False,\n",
+       "  'stay': False,\n",
+       "  'hard': False,\n",
+       "  'saw': False,\n",
+       "  'pic': False,\n",
+       "  'post': False,\n",
+       "  'must': False,\n",
+       "  'poor': True,\n",
+       "  'c': False,\n",
+       "  'book': False,\n",
+       "  'food': False,\n",
+       "  'die': False,\n",
+       "  'iphone': False,\n",
+       "  'com': False,\n",
+       "  'least': False,\n",
+       "  'sunday': False,\n",
+       "  'dream': False,\n",
+       "  'forward': False,\n",
+       "  'far': False,\n",
+       "  'beautiful': False,\n",
+       "  'without': False,\n",
+       "  'read': False,\n",
+       "  'hair': False,\n",
+       "  'month': False,\n",
+       "  'mine': False,\n",
+       "  'many': False,\n",
+       "  'change': False,\n",
+       "  'real': False,\n",
+       "  'may': False,\n",
+       "  'everything': False,\n",
+       "  'family': False,\n",
+       "  'anything': False,\n",
+       "  'almost': False,\n",
+       "  'woke': False,\n",
+       "  'till': False,\n",
+       "  'around': False,\n",
+       "  'place': False,\n",
+       "  'cold': False,\n",
+       "  'cause': False,\n",
+       "  'ha': False,\n",
+       "  'ask': False,\n",
+       "  'hahaha': False,\n",
+       "  'cute': False,\n",
+       "  'every': False,\n",
+       "  'dinner': False,\n",
+       "  'plan': False,\n",
+       "  'walk': False,\n",
+       "  'saturday': False,\n",
+       "  'send': False,\n",
+       "  'welcome': False,\n",
+       "  'aww': False,\n",
+       "  'sweet': False,\n",
+       "  'funny': False,\n",
+       "  'win': False,\n",
+       "  'totally': False,\n",
+       "  'write': False,\n",
+       "  'turn': False,\n",
+       "  'tho': False,\n",
+       "  'remember': False,\n",
+       "  'dad': False,\n",
+       "  'super': False,\n",
+       "  'stupid': False,\n",
+       "  'rock': False,\n",
+       "  'g': False,\n",
+       "  'picture': False,\n",
+       "  'drive': False,\n",
+       "  'boy': False,\n",
+       "  'kinda': False,\n",
+       "  'true': False,\n",
+       "  'shit': False,\n",
+       "  'wake': False,\n",
+       "  'dog': False,\n",
+       "  'idea': False,\n",
+       "  'free': False,\n",
+       "  'class': False,\n",
+       "  'outside': False,\n",
+       "  'didnt': False,\n",
+       "  'face': False,\n",
+       "  'wonder': False,\n",
+       "  'fail': False,\n",
+       "  'coffee': False,\n",
+       "  'mother': False,\n",
+       "  'anymore': False,\n",
+       "  'okay': False,\n",
+       "  'soo': False,\n",
+       "  'enough': False,\n",
+       "  'fan': False,\n",
+       "  'goodnight': False,\n",
+       "  'believe': False,\n",
+       "  'pm': False,\n",
+       "  'xx': False,\n",
+       "  'course': False,\n",
+       "  'hell': False,\n",
+       "  'final': False,\n",
+       "  'minute': False,\n",
+       "  'hopefully': False,\n",
+       "  'whole': False,\n",
+       "  'sit': False,\n",
+       "  'alone': False,\n",
+       "  'buy': False,\n",
+       "  'reply': False,\n",
+       "  'break': False,\n",
+       "  'computer': False,\n",
+       "  'kill': False,\n",
+       "  'brother': False,\n",
+       "  'k': False,\n",
+       "  'lovely': False,\n",
+       "  'crazy': False,\n",
+       "  'rest': False,\n",
+       "  'able': False,\n",
+       "  'wrong': False,\n",
+       "  'probably': False,\n",
+       "  'name': False,\n",
+       "  'heard': False,\n",
+       "  'money': False,\n",
+       "  'half': False,\n",
+       "  'shopping': False,\n",
+       "  'part': False,\n",
+       "  'cuz': False,\n",
+       "  'boo': False,\n",
+       "  'fall': False,\n",
+       "  'link': False,\n",
+       "  'e': False,\n",
+       "  'vote': False,\n",
+       "  'site': False,\n",
+       "  'ill': False,\n",
+       "  'pay': False,\n",
+       "  'hug': False,\n",
+       "  'reading': False,\n",
+       "  'sooo': False,\n",
+       "  'ago': False,\n",
+       "  'kind': False,\n",
+       "  'hang': False,\n",
+       "  'high': False,\n",
+       "  'internet': False,\n",
+       "  'xd': False,\n",
+       "  'news': False,\n",
+       "  'ah': False,\n",
+       "  'room': False,\n",
+       "  'favorite': False,\n",
+       "  'june': False,\n",
+       "  'add': False,\n",
+       "  'catch': False,\n",
+       "  'eye': False,\n",
+       "  'anyone': False,\n",
+       "  'reason': False,\n",
+       "  'facebook': False,\n",
+       "  'sister': False,\n",
+       "  'pack': False,\n",
+       "  'either': False,\n",
+       "  'mr': False,\n",
+       "  'else': False,\n",
+       "  'boring': False,\n",
+       "  'worry': False,\n",
+       "  'test': False,\n",
+       "  'meet': False,\n",
+       "  'trip': False,\n",
+       "  'person': False,\n",
+       "  'l': False,\n",
+       "  'word': False,\n",
+       "  'forgot': False,\n",
+       "  'star': False,\n",
+       "  'fine': False,\n",
+       "  'la': False,\n",
+       "  'hit': False,\n",
+       "  'awake': False,\n",
+       "  'care': False,\n",
+       "  'drink': False,\n",
+       "  'seriously': False,\n",
+       "  'awww': False,\n",
+       "  'busy': False,\n",
+       "  'headache': False,\n",
+       "  'ticket': False,\n",
+       "  'open': False,\n",
+       "  'crap': False,\n",
+       "  'beach': False,\n",
+       "  'learn': False,\n",
+       "  'close': False,\n",
+       "  'blog': False,\n",
+       "  'mind': False,\n",
+       "  'heart': False,\n",
+       "  'btw': False,\n",
+       "  'concert': False,\n",
+       "  'bring': False,\n",
+       "  'dance': False,\n",
+       "  'hello': False,\n",
+       "  'fix': False,\n",
+       "  'office': False,\n",
+       "  'hand': False,\n",
+       "  'asleep': False,\n",
+       "  'homework': False,\n",
+       "  'bout': False,\n",
+       "  'sing': False,\n",
+       "  'photo': False,\n",
+       "  'shower': False,\n",
+       "  'mad': False,\n",
+       "  'email': False,\n",
+       "  'min': False,\n",
+       "  'wear': False,\n",
+       "  'cream': False,\n",
+       "  'meeting': False,\n",
+       "  'hehe': False,\n",
+       "  'ice': False,\n",
+       "  'www': False,\n",
+       "  'page': False,\n",
+       "  'order': False,\n",
+       "  'dude': False,\n",
+       "  'nite': False,\n",
+       "  'red': False,\n",
+       "  'set': False,\n",
+       "  'season': False,\n",
+       "  'broke': False,\n",
+       "  'hr': False,\n",
+       "  'instead': False,\n",
+       "  'wont': False,\n",
+       "  'problem': False,\n",
+       "  'told': False,\n",
+       "  'album': False,\n",
+       "  'jealous': False,\n",
+       "  'message': False,\n",
+       "  'stuck': False,\n",
+       "  'save': False,\n",
+       "  'suppose': False,\n",
+       "  'agree': False,\n",
+       "  'st': False,\n",
+       "  'hungry': False,\n",
+       "  'full': False,\n",
+       "  'tommcfly': False,\n",
+       "  'sat': False,\n",
+       "  'pain': True,\n",
+       "  'train': False,\n",
+       "  'sunny': False,\n",
+       "  'ddlovato': False,\n",
+       "  'til': False,\n",
+       "  'quite': False,\n",
+       "  'lucky': False,\n",
+       "  'moment': False,\n",
+       "  'knew': False,\n",
+       "  'water': False,\n",
+       "  'da': False,\n",
+       "  'aw': False,\n",
+       "  'lady': False,\n",
+       "  'ride': False,\n",
+       "  'bought': False,\n",
+       "  'tour': False,\n",
+       "  'laugh': False,\n",
+       "  'couple': False,\n",
+       "  'sign': False,\n",
+       "  'mileycyrus': False,\n",
+       "  'together': False,\n",
+       "  'sometimes': False,\n",
+       "  'cat': False,\n",
+       "  'youtube': False,\n",
+       "  'card': False,\n",
+       "  'hop': False,\n",
+       "  'mum': False,\n",
+       "  'town': False,\n",
+       "  'uk': False,\n",
+       "  'top': False,\n",
+       "  'v': False,\n",
+       "  'followfriday': False,\n",
+       "  'congrats': False,\n",
+       "  'city': False,\n",
+       "  'date': False,\n",
+       "  'anyway': False,\n",
+       "  'interest': False,\n",
+       "  'breakfast': False,\n",
+       "  'dress': False,\n",
+       "  'band': False,\n",
+       "  'website': False,\n",
+       "  'wonderful': False,\n",
+       "  'lmao': False,\n",
+       "  'understand': False,\n",
+       "  'figure': False,\n",
+       "  'sigh': False,\n",
+       "  'holiday': False,\n",
+       "  'sore': False,\n",
+       "  'second': False,\n",
+       "  'text': False,\n",
+       "  'kick': False,\n",
+       "  'visit': False,\n",
+       "  'afternoon': False,\n",
+       "  'award': False,\n",
+       "  'church': False,\n",
+       "  'plus': False,\n",
+       "  'soooo': False,\n",
+       "  'support': False,\n",
+       "  'slow': False,\n",
+       "  'smile': False,\n",
+       "  'mac': False,\n",
+       "  'clean': False,\n",
+       "  'cut': False,\n",
+       "  'flight': False,\n",
+       "  'sleepy': False,\n",
+       "  'short': False,\n",
+       "  'pool': False,\n",
+       "  'green': False,\n",
+       "  'math': False,\n",
+       "  'share': False,\n",
+       "  'scar': False,\n",
+       "  'wedding': False,\n",
+       "  'nd': False,\n",
+       "  'air': False,\n",
+       "  'store': False,\n",
+       "  'nap': False,\n",
+       "  'account': False,\n",
+       "  'jonas': False,\n",
+       "  'point': False,\n",
+       "  'join': False,\n",
+       "  'chance': False,\n",
+       "  'foot': False,\n",
+       "  'mention': False,\n",
+       "  'dear': False,\n",
+       "  'record': False,\n",
+       "  'less': False,\n",
+       "  'side': False,\n",
+       "  'ppl': False,\n",
+       "  'flu': False,\n",
+       "  'line': False,\n",
+       "  'shoot': False,\n",
+       "  'easy': False,\n",
+       "  'dead': False,\n",
+       "  'download': False,\n",
+       "  'sent': False,\n",
+       "  'f': False,\n",
+       "  'cleaning': False,\n",
+       "  'yea': False,\n",
+       "  'black': False,\n",
+       "  'beer': False,\n",
+       "  'moon': False,\n",
+       "  'answer': False,\n",
+       "  'lil': False,\n",
+       "  'park': False,\n",
+       "  'chocolate': False,\n",
+       "  'bday': False,\n",
+       "  'perfect': False,\n",
+       "  'cover': False,\n",
+       "  'h': False,\n",
+       "  'special': False,\n",
+       "  'ipod': False,\n",
+       "  'pick': False,\n",
+       "  'college': False,\n",
+       "  'online': False,\n",
+       "  'tuesday': False,\n",
+       "  'shirt': False,\n",
+       "  'david': False,\n",
+       "  'co': False,\n",
+       "  'list': False,\n",
+       "  'bye': False,\n",
+       "  'block': False,\n",
+       "  'horrible': False,\n",
+       "  'episode': False,\n",
+       "  'freak': False,\n",
+       "  'longer': False,\n",
+       "  'mtv': False,\n",
+       "  'goin': False,\n",
+       "  'paper': False,\n",
+       "  'sell': False,\n",
+       "  'leg': False,\n",
+       "  'sunshine': False,\n",
+       "  'voice': False,\n",
+       "  'chat': False,\n",
+       "  'myspace': False,\n",
+       "  'body': False,\n",
+       "  'fast': False,\n",
+       "  'whats': False,\n",
+       "  'london': False,\n",
+       "  'hmm': False,\n",
+       "  'piss': False,\n",
+       "  'mile': False,\n",
+       "  'light': False,\n",
+       "  'mood': False,\n",
+       "  'english': False,\n",
+       "  'xxx': False,\n",
+       "  'fly': False,\n",
+       "  'weird': False,\n",
+       "  'idk': False,\n",
+       "  'drop': False,\n",
+       "  'thx': False,\n",
+       "  'happens': False,\n",
+       "  'forget': False,\n",
+       "  'fair': False,\n",
+       "  'decide': False,\n",
+       "  'ate': False,\n",
+       "  'fell': False,\n",
+       "  'experience': False,\n",
+       "  'sims': False,\n",
+       "  'ive': False,\n",
+       "  'comment': False,\n",
+       "  'warm': False,\n",
+       "  'gym': False,\n",
+       "  'bitch': False,\n",
+       "  'rather': False,\n",
+       "  'service': False,\n",
+       "  'ball': False,\n",
+       "  'throat': False,\n",
+       "  'power': False,\n",
+       "  'bbq': False,\n",
+       "  'team': False,\n",
+       "  'shall': False,\n",
+       "  'garden': False,\n",
+       "  'cd': False,\n",
+       "  'unfortunately': False,\n",
+       "  'wtf': False,\n",
+       "  'radio': False,\n",
+       "  'twilight': False,\n",
+       "  'tom': False,\n",
+       "  'earlier': False,\n",
+       "  'tea': False,\n",
+       "  'hold': False,\n",
+       "  'em': False,\n",
+       "  'act': False,\n",
+       "  'safe': False,\n",
+       "  'especially': False,\n",
+       "  'finger': False,\n",
+       "  'three': False,\n",
+       "  'parent': False,\n",
+       "  'peace': False,\n",
+       "  'shot': False,\n",
+       "  'spend': False,\n",
+       "  'chicken': False,\n",
+       "  'miley': False,\n",
+       "  'shop': False,\n",
+       "  'alright': False,\n",
+       "  'yr': False,\n",
+       "  'laptop': False,\n",
+       "  'cheer': False,\n",
+       "  'bum': False,\n",
+       "  'deal': False,\n",
+       "  'storm': False,\n",
+       "  'doesnt': False,\n",
+       "  'airport': False,\n",
+       "  'john': False,\n",
+       "  'camera': False,\n",
+       "  'fact': False,\n",
+       "  'club': False,\n",
+       "  'confuse': False,\n",
+       "  'near': False,\n",
+       "  'definitely': False,\n",
+       "  'thursday': False,\n",
+       "  'revision': False,\n",
+       "  'nope': False,\n",
+       "  'woman': False,\n",
+       "  'note': False,\n",
+       "  'story': False,\n",
+       "  'lakers': False,\n",
+       "  'cousin': False,\n",
+       "  'load': False,\n",
+       "  'touch': False,\n",
+       "  'ff': False,\n",
+       "  'self': False,\n",
+       "  'broken': False,\n",
+       "  'luv': False,\n",
+       "  'lazy': False,\n",
+       "  'apparently': False,\n",
+       "  'huh': False,\n",
+       "  'matter': False,\n",
+       "  'beat': False,\n",
+       "  'stress': False,\n",
+       "  'upload': False,\n",
+       "  'ooh': False,\n",
+       "  'begin': False,\n",
+       "  'ahead': False,\n",
+       "  'number': False,\n",
+       "  'ahhh': False,\n",
+       "  'sadly': False,\n",
+       "  'upset': False,\n",
+       "  'stomach': False,\n",
+       "  'question': False,\n",
+       "  'j': False,\n",
+       "  'project': False,\n",
+       "  'bus': False,\n",
+       "  'hubby': False,\n",
+       "  'door': False,\n",
+       "  'age': False,\n",
+       "  'slept': False,\n",
+       "  'fb': False,\n",
+       "  'window': False,\n",
+       "  'dvd': False,\n",
+       "  'lately': False,\n",
+       "  'officially': False,\n",
+       "  'young': False,\n",
+       "  'bless': False,\n",
+       "  'interview': False,\n",
+       "  'swim': False,\n",
+       "  'practice': False,\n",
+       "  'bill': False,\n",
+       "  'hill': False,\n",
+       "  'living': False,\n",
+       "  'google': False,\n",
+       "  'relax': False,\n",
+       "  'worth': False,\n",
+       "  'fight': False,\n",
+       "  'guitar': False,\n",
+       "  'vacation': False,\n",
+       "  'lie': False,\n",
+       "  'behind': False,\n",
+       "  'lay': False,\n",
+       "  'grow': False,\n",
+       "  'itunes': False,\n",
+       "  'gorgeous': False,\n",
+       "  'puppy': False,\n",
+       "  'inside': False,\n",
+       "  'allow': False,\n",
+       "  'babe': False,\n",
+       "  'currently': False,\n",
+       "  'aint': False,\n",
+       "  'cake': False,\n",
+       "  'type': False,\n",
+       "  'son': False,\n",
+       "  'white': False,\n",
+       "  'meant': False,\n",
+       "  'film': False,\n",
+       "  'si': False,\n",
+       "  'hospital': False,\n",
+       "  'hat': False,\n",
+       "  'bag': False,\n",
+       "  'met': False,\n",
+       "  'wit': False,\n",
+       "  'joy': False,\n",
+       "  'camp': False,\n",
+       "  'manage': False,\n",
+       "  'country': False,\n",
+       "  'nick': False,\n",
+       "  'small': False,\n",
+       "  'race': False,\n",
+       "  'fit': False,\n",
+       "  'fml': False,\n",
+       "  'box': False,\n",
+       "  'realize': False,\n",
+       "  'road': False,\n",
+       "  'state': False,\n",
+       "  'cross': False,\n",
+       "  'lonely': False,\n",
+       "  'yummy': False,\n",
+       "  'invite': False,\n",
+       "  'round': False,\n",
+       "  'terrible': False,\n",
+       "  'release': False,\n",
+       "  'taste': False,\n",
+       "  'dm': False,\n",
+       "  'past': False,\n",
+       "  'goodbye': False,\n",
+       "  'case': False,\n",
+       "  'due': False,\n",
+       "  'design': False,\n",
+       "  'yum': False,\n",
+       "  'wine': False,\n",
+       "  'bet': False,\n",
+       "  'vega': False,\n",
+       "  'swine': False,\n",
+       "  'joke': False,\n",
+       "  'shoe': False,\n",
+       "  'shame': False,\n",
+       "  'sky': False,\n",
+       "  'fav': False,\n",
+       "  'mess': False,\n",
+       "  'ear': False,\n",
+       "  'notice': False,\n",
+       "  'mall': False,\n",
+       "  'de': False,\n",
+       "  'spent': False,\n",
+       "  'stand': False,\n",
+       "  'gay': False,\n",
+       "  'cancel': False,\n",
+       "  'tweetdeck': False,\n",
+       "  'sale': False,\n",
+       "  'none': False,\n",
+       "  'hun': False,\n",
+       "  'delete': False,\n",
+       "  'angel': False,\n",
+       "  'england': False,\n",
+       "  'bro': False,\n",
+       "  'different': False,\n",
+       "  'annoy': False,\n",
+       "  'clothes': False,\n",
+       "  'company': False,\n",
+       "  'everybody': False,\n",
+       "  'dr': False,\n",
+       "  'yo': False,\n",
+       "  'speak': False,\n",
+       "  'huge': False,\n",
+       "  'via': False,\n",
+       "  'doctor': False,\n",
+       "  'xo': False,\n",
+       "  'issue': False,\n",
+       "  'nearly': False,\n",
+       "  'nobody': False,\n",
+       "  'played': False,\n",
+       "  'boyfriend': False,\n",
+       "  'wednesday': False,\n",
+       "  'fire': False,\n",
+       "  'pink': False,\n",
+       "  'pull': False,\n",
+       "  'group': False,\n",
+       "  'congratulation': False,\n",
+       "  'complete': False,\n",
+       "  'shin': False,\n",
+       "  'ohh': False,\n",
+       "  'forever': False,\n",
+       "  'roll': False,\n",
+       "  'except': False,\n",
+       "  'indeed': False,\n",
+       "  'bike': False,\n",
+       "  'mail': False,\n",
+       "  'french': False,\n",
+       "  'bug': False,\n",
+       "  'pizza': False,\n",
+       "  'chill': False,\n",
+       "  'shes': False,\n",
+       "  'ruin': False,\n",
+       "  'jonasbrothers': False,\n",
+       "  'nail': False,\n",
+       "  'apple': False,\n",
+       "  'sort': False,\n",
+       "  'etc': False,\n",
+       "  'absolutely': False,\n",
+       "  'hangover': False,\n",
+       "  'blue': False,\n",
+       "  'war': False,\n",
+       "  'web': False,\n",
+       "  'pray': False,\n",
+       "  'sexy': False,\n",
+       "  'cup': False,\n",
+       "  'sooooo': False,\n",
+       "  'bunch': False,\n",
+       "  'completely': False,\n",
+       "  'bb': False,\n",
+       "  'article': False,\n",
+       "  'profile': False,\n",
+       "  'appreciate': False,\n",
+       "  'extra': False,\n",
+       "  'exhaust': False,\n",
+       "  'revise': False,\n",
+       "  'waste': False,\n",
+       "  'tan': False,\n",
+       "  'glass': False,\n",
+       "  'favourite': False,\n",
+       "  'session': False,\n",
+       "  'tummy': False,\n",
+       "  'quiet': False,\n",
+       "  'fantastic': False,\n",
+       "  'pas': False,\n",
+       "  'future': False,\n",
+       "  'yep': False,\n",
+       "  'stick': False,\n",
+       "  'event': False,\n",
+       "  'pass': False,\n",
+       "  'single': False,\n",
+       "  'july': False,\n",
+       "  'fat': False,\n",
+       "  'traffic': False,\n",
+       "  'butt': False,\n",
+       "  'dnt': False,\n",
+       "  'hah': False,\n",
+       "  'isnt': False,\n",
+       "  'graduation': False,\n",
+       "  'death': False,\n",
+       "  'eh': False,\n",
+       "  'mate': False,\n",
+       "  'king': False,\n",
+       "  'science': False,\n",
+       "  'version': False,\n",
+       "  'exactly': False,\n",
+       "  'jus': False,\n",
+       "  'trek': False,\n",
+       "  'chris': False,\n",
+       "  'mmm': False,\n",
+       "  'shout': False,\n",
+       "  'nah': False,\n",
+       "  'serious': False,\n",
+       "  'rd': False,\n",
+       "  'cost': False,\n",
+       "  'become': False,\n",
+       "  'possible': False,\n",
+       "  'kiss': False,\n",
+       "  'daughter': False,\n",
+       "  'front': False,\n",
+       "  'blackberry': False,\n",
+       "  'ahh': False,\n",
+       "  'married': False,\n",
+       "  'nightmare': False,\n",
+       "  'memory': False,\n",
+       "  'addict': False,\n",
+       "  'burnt': False,\n",
+       "  'coz': False,\n",
+       "  'mcfly': False,\n",
+       "  'joe': False,\n",
+       "  'dunno': False,\n",
+       "  'dentist': False,\n",
+       "  'diet': False,\n",
+       "  'gosh': False,\n",
+       "  'hilarious': False,\n",
+       "  'server': False,\n",
+       "  'productive': False,\n",
+       "  'doubt': False,\n",
+       "  'trouble': False,\n",
+       "  'drinking': False,\n",
+       "  'depressed': False,\n",
+       "  'disappointed': False,\n",
+       "  'fever': False,\n",
+       "  'business': False,\n",
+       "  'present': False,\n",
+       "  'return': False,\n",
+       "  'hmmm': False,\n",
+       "  'twit': False,\n",
+       "  'donniewahlberg': False,\n",
+       "  'history': False,\n",
+       "  'random': False,\n",
+       "  'san': False,\n",
+       "  'felt': False,\n",
+       "  'pre': False,\n",
+       "  'cook': False,\n",
+       "  'ran': False,\n",
+       "  'knee': False,\n",
+       "  'def': False,\n",
+       "  'smell': False,\n",
+       "  'hero': False,\n",
+       "  'bloody': False,\n",
+       "  'ache': False,\n",
+       "  'father': False,\n",
+       "  'mon': False,\n",
+       "  'germany': False,\n",
+       "  'havent': False,\n",
+       "  'pc': False,\n",
+       "  'scary': False,\n",
+       "  'magic': False,\n",
+       "  'trailer': False,\n",
+       "  'spot': False,\n",
+       "  'review': False,\n",
+       "  'brilliant': False,\n",
+       "  'ouch': False,\n",
+       "  'background': False,\n",
+       "  'james': False,\n",
+       "  'hotel': False,\n",
+       "  'prom': False,\n",
+       "  'cupcake': False,\n",
+       "  'fave': False,\n",
+       "  'yup': False,\n",
+       "  'men': False,\n",
+       "  'screw': False,\n",
+       "  'major': False,\n",
+       "  'vip': False,\n",
+       "  'matt': False,\n",
+       "  'woo': False,\n",
+       "  'epic': False,\n",
+       "  'silly': False,\n",
+       "  'board': False,\n",
+       "  'sunburn': False,\n",
+       "  'picked': False,\n",
+       "  'nose': False,\n",
+       "  'dumb': False,\n",
+       "  'land': False,\n",
+       "  'library': False,\n",
+       "  'caught': False,\n",
+       "  'table': False,\n",
+       "  'rainy': False,\n",
+       "  'nyc': False,\n",
+       "  'normal': False,\n",
+       "  'whatever': False,\n",
+       "  'ignore': False,\n",
+       "  'shut': False,\n",
+       "  'unless': False,\n",
+       "  'darn': False,\n",
+       "  'fuckin': False,\n",
+       "  'midnight': False,\n",
+       "  'screen': False,\n",
+       "  'america': False,\n",
+       "  'north': False,\n",
+       "  'low': False,\n",
+       "  'arrive': False,\n",
+       "  'color': False,\n",
+       "  'channel': False,\n",
+       "  'thanx': False,\n",
+       "  'blood': False,\n",
+       "  'canada': False,\n",
+       "  'lame': False,\n",
+       "  'fish': False,\n",
+       "  'child': False,\n",
+       "  'doin': False,\n",
+       "  ...},\n",
+       " {'get': False,\n",
+       "  'go': False,\n",
+       "  'day': False,\n",
+       "  'good': False,\n",
+       "  'work': False,\n",
+       "  'like': False,\n",
+       "  'love': False,\n",
+       "  'quot': False,\n",
+       "  'u': False,\n",
+       "  'today': False,\n",
+       "  'time': False,\n",
+       "  'well': False,\n",
+       "  'lol': False,\n",
+       "  'back': False,\n",
+       "  'see': True,\n",
+       "  'one': False,\n",
+       "  'miss': False,\n",
+       "  'want': False,\n",
+       "  'know': False,\n",
+       "  'think': False,\n",
+       "  'make': False,\n",
+       "  'really': False,\n",
+       "  'im': False,\n",
+       "  'feel': False,\n",
+       "  'amp': False,\n",
+       "  'come': False,\n",
+       "  'need': False,\n",
+       "  'night': False,\n",
+       "  'new': False,\n",
+       "  'still': False,\n",
+       "  'home': False,\n",
+       "  'oh': False,\n",
+       "  'watch': False,\n",
+       "  'thanks': False,\n",
+       "  'na': False,\n",
+       "  'look': False,\n",
+       "  'twitter': False,\n",
+       "  'great': False,\n",
+       "  'much': False,\n",
+       "  'say': False,\n",
+       "  'hope': False,\n",
+       "  'morning': False,\n",
+       "  'bad': False,\n",
+       "  'sleep': False,\n",
+       "  'wish': False,\n",
+       "  'wait': False,\n",
+       "  'take': False,\n",
+       "  'last': False,\n",
+       "  'tomorrow': False,\n",
+       "  'sad': False,\n",
+       "  'try': False,\n",
+       "  'haha': False,\n",
+       "  'happy': False,\n",
+       "  'would': False,\n",
+       "  'fun': False,\n",
+       "  'week': False,\n",
+       "  'thing': False,\n",
+       "  'tonight': False,\n",
+       "  'right': False,\n",
+       "  'friend': False,\n",
+       "  'way': False,\n",
+       "  'sorry': False,\n",
+       "  'nice': False,\n",
+       "  'could': False,\n",
+       "  'though': False,\n",
+       "  'follow': False,\n",
+       "  'yeah': False,\n",
+       "  'start': False,\n",
+       "  'gon': False,\n",
+       "  'bed': False,\n",
+       "  'yes': False,\n",
+       "  'even': False,\n",
+       "  'people': False,\n",
+       "  'hate': False,\n",
+       "  'hour': False,\n",
+       "  'school': False,\n",
+       "  'guy': False,\n",
+       "  'tweet': False,\n",
+       "  'weekend': False,\n",
+       "  'long': False,\n",
+       "  'show': False,\n",
+       "  'hey': False,\n",
+       "  'cant': False,\n",
+       "  'little': False,\n",
+       "  'x': False,\n",
+       "  'next': False,\n",
+       "  'life': False,\n",
+       "  'never': False,\n",
+       "  'year': False,\n",
+       "  'tire': False,\n",
+       "  'movie': False,\n",
+       "  'let': False,\n",
+       "  'suck': False,\n",
+       "  'use': False,\n",
+       "  'everyone': False,\n",
+       "  'soon': False,\n",
+       "  'first': False,\n",
+       "  'already': False,\n",
+       "  'sick': False,\n",
+       "  'ok': False,\n",
+       "  'play': False,\n",
+       "  'thank': False,\n",
+       "  'lt': False,\n",
+       "  'ready': False,\n",
+       "  'best': False,\n",
+       "  'eat': False,\n",
+       "  'find': False,\n",
+       "  'dont': False,\n",
+       "  'call': False,\n",
+       "  'awesome': False,\n",
+       "  'wan': False,\n",
+       "  'rain': False,\n",
+       "  'please': False,\n",
+       "  'keep': False,\n",
+       "  'girl': False,\n",
+       "  'always': False,\n",
+       "  'something': False,\n",
+       "  'house': False,\n",
+       "  'n': False,\n",
+       "  'hurt': False,\n",
+       "  'help': False,\n",
+       "  'old': False,\n",
+       "  'man': False,\n",
+       "  'head': False,\n",
+       "  'cool': False,\n",
+       "  'another': False,\n",
+       "  'give': False,\n",
+       "  'talk': False,\n",
+       "  'yay': False,\n",
+       "  'sure': False,\n",
+       "  'lot': False,\n",
+       "  'live': False,\n",
+       "  'lose': False,\n",
+       "  'phone': False,\n",
+       "  'enjoy': False,\n",
+       "  'amaze': False,\n",
+       "  'song': False,\n",
+       "  'thought': False,\n",
+       "  'damn': False,\n",
+       "  'ur': False,\n",
+       "  'sound': False,\n",
+       "  'summer': False,\n",
+       "  'stop': False,\n",
+       "  'omg': False,\n",
+       "  'ever': False,\n",
+       "  'b': False,\n",
+       "  'guess': False,\n",
+       "  'maybe': False,\n",
+       "  'tell': False,\n",
+       "  'game': False,\n",
+       "  'w': False,\n",
+       "  'listen': False,\n",
+       "  'yet': False,\n",
+       "  'finally': False,\n",
+       "  'nothing': False,\n",
+       "  'also': False,\n",
+       "  'mean': False,\n",
+       "  'big': False,\n",
+       "  'ya': False,\n",
+       "  'baby': False,\n",
+       "  'hot': False,\n",
+       "  'friday': False,\n",
+       "  'fuck': False,\n",
+       "  'finish': True,\n",
+       "  'away': False,\n",
+       "  'pretty': False,\n",
+       "  'leave': False,\n",
+       "  'excite': False,\n",
+       "  'birthday': False,\n",
+       "  'exam': False,\n",
+       "  'r': False,\n",
+       "  'end': False,\n",
+       "  'early': False,\n",
+       "  'party': False,\n",
+       "  'th': False,\n",
+       "  'run': False,\n",
+       "  'p': False,\n",
+       "  'left': False,\n",
+       "  'someone': False,\n",
+       "  'glad': False,\n",
+       "  'ta': False,\n",
+       "  'bore': False,\n",
+       "  'hear': False,\n",
+       "  'wow': False,\n",
+       "  'check': False,\n",
+       "  'ugh': False,\n",
+       "  'cry': False,\n",
+       "  'yesterday': False,\n",
+       "  'might': False,\n",
+       "  'mom': False,\n",
+       "  'seem': False,\n",
+       "  'bit': False,\n",
+       "  'since': False,\n",
+       "  'two': False,\n",
+       "  'stuff': False,\n",
+       "  'late': False,\n",
+       "  'thats': False,\n",
+       "  'put': False,\n",
+       "  'move': False,\n",
+       "  'later': False,\n",
+       "  'sun': False,\n",
+       "  'god': False,\n",
+       "  'music': False,\n",
+       "  'video': False,\n",
+       "  'found': False,\n",
+       "  'lunch': False,\n",
+       "  'happen': False,\n",
+       "  'kid': False,\n",
+       "  'update': False,\n",
+       "  'job': False,\n",
+       "  'weather': False,\n",
+       "  'actually': False,\n",
+       "  'follower': False,\n",
+       "  'car': False,\n",
+       "  'luck': False,\n",
+       "  'study': False,\n",
+       "  'gt': False,\n",
+       "  'monday': False,\n",
+       "  'hi': False,\n",
+       "  'tv': False,\n",
+       "  'world': False,\n",
+       "  'stay': False,\n",
+       "  'hard': False,\n",
+       "  'saw': False,\n",
+       "  'pic': False,\n",
+       "  'post': False,\n",
+       "  'must': False,\n",
+       "  'poor': False,\n",
+       "  'c': False,\n",
+       "  'book': False,\n",
+       "  'food': False,\n",
+       "  'die': False,\n",
+       "  'iphone': False,\n",
+       "  'com': False,\n",
+       "  'least': False,\n",
+       "  'sunday': False,\n",
+       "  'dream': False,\n",
+       "  'forward': False,\n",
+       "  'far': False,\n",
+       "  'beautiful': False,\n",
+       "  'without': False,\n",
+       "  'read': False,\n",
+       "  'hair': True,\n",
+       "  'month': False,\n",
+       "  'mine': False,\n",
+       "  'many': False,\n",
+       "  'change': False,\n",
+       "  'real': False,\n",
+       "  'may': False,\n",
+       "  'everything': False,\n",
+       "  'family': False,\n",
+       "  'anything': False,\n",
+       "  'almost': False,\n",
+       "  'woke': False,\n",
+       "  'till': False,\n",
+       "  'around': False,\n",
+       "  'place': False,\n",
+       "  'cold': False,\n",
+       "  'cause': False,\n",
+       "  'ha': False,\n",
+       "  'ask': False,\n",
+       "  'hahaha': False,\n",
+       "  'cute': False,\n",
+       "  'every': False,\n",
+       "  'dinner': False,\n",
+       "  'plan': False,\n",
+       "  'walk': False,\n",
+       "  'saturday': False,\n",
+       "  'send': False,\n",
+       "  'welcome': False,\n",
+       "  'aww': False,\n",
+       "  'sweet': False,\n",
+       "  'funny': False,\n",
+       "  'win': False,\n",
+       "  'totally': False,\n",
+       "  'write': False,\n",
+       "  'turn': False,\n",
+       "  'tho': False,\n",
+       "  'remember': False,\n",
+       "  'dad': False,\n",
+       "  'super': False,\n",
+       "  'stupid': False,\n",
+       "  'rock': False,\n",
+       "  'g': False,\n",
+       "  'picture': False,\n",
+       "  'drive': False,\n",
+       "  'boy': False,\n",
+       "  'kinda': False,\n",
+       "  'true': False,\n",
+       "  'shit': False,\n",
+       "  'wake': False,\n",
+       "  'dog': False,\n",
+       "  'idea': False,\n",
+       "  'free': False,\n",
+       "  'class': False,\n",
+       "  'outside': False,\n",
+       "  'didnt': False,\n",
+       "  'face': False,\n",
+       "  'wonder': False,\n",
+       "  'fail': False,\n",
+       "  'coffee': False,\n",
+       "  'mother': False,\n",
+       "  'anymore': False,\n",
+       "  'okay': False,\n",
+       "  'soo': False,\n",
+       "  'enough': False,\n",
+       "  'fan': False,\n",
+       "  'goodnight': False,\n",
+       "  'believe': False,\n",
+       "  'pm': False,\n",
+       "  'xx': False,\n",
+       "  'course': False,\n",
+       "  'hell': False,\n",
+       "  'final': False,\n",
+       "  'minute': False,\n",
+       "  'hopefully': False,\n",
+       "  'whole': False,\n",
+       "  'sit': False,\n",
+       "  'alone': False,\n",
+       "  'buy': False,\n",
+       "  'reply': False,\n",
+       "  'break': False,\n",
+       "  'computer': False,\n",
+       "  'kill': False,\n",
+       "  'brother': False,\n",
+       "  'k': False,\n",
+       "  'lovely': False,\n",
+       "  'crazy': False,\n",
+       "  'rest': False,\n",
+       "  'able': False,\n",
+       "  'wrong': False,\n",
+       "  'probably': False,\n",
+       "  'name': False,\n",
+       "  'heard': False,\n",
+       "  'money': False,\n",
+       "  'half': False,\n",
+       "  'shopping': False,\n",
+       "  'part': False,\n",
+       "  'cuz': False,\n",
+       "  'boo': False,\n",
+       "  'fall': False,\n",
+       "  'link': False,\n",
+       "  'e': False,\n",
+       "  'vote': False,\n",
+       "  'site': False,\n",
+       "  'ill': False,\n",
+       "  'pay': False,\n",
+       "  'hug': False,\n",
+       "  'reading': False,\n",
+       "  'sooo': False,\n",
+       "  'ago': False,\n",
+       "  'kind': False,\n",
+       "  'hang': False,\n",
+       "  'high': False,\n",
+       "  'internet': False,\n",
+       "  'xd': False,\n",
+       "  'news': False,\n",
+       "  'ah': False,\n",
+       "  'room': False,\n",
+       "  'favorite': False,\n",
+       "  'june': False,\n",
+       "  'add': False,\n",
+       "  'catch': False,\n",
+       "  'eye': False,\n",
+       "  'anyone': False,\n",
+       "  'reason': False,\n",
+       "  'facebook': False,\n",
+       "  'sister': False,\n",
+       "  'pack': False,\n",
+       "  'either': False,\n",
+       "  'mr': False,\n",
+       "  'else': False,\n",
+       "  'boring': False,\n",
+       "  'worry': False,\n",
+       "  'test': False,\n",
+       "  'meet': False,\n",
+       "  'trip': False,\n",
+       "  'person': False,\n",
+       "  'l': False,\n",
+       "  'word': False,\n",
+       "  'forgot': False,\n",
+       "  'star': False,\n",
+       "  'fine': False,\n",
+       "  'la': False,\n",
+       "  'hit': False,\n",
+       "  'awake': False,\n",
+       "  'care': False,\n",
+       "  'drink': False,\n",
+       "  'seriously': False,\n",
+       "  'awww': False,\n",
+       "  'busy': False,\n",
+       "  'headache': False,\n",
+       "  'ticket': False,\n",
+       "  'open': False,\n",
+       "  'crap': False,\n",
+       "  'beach': False,\n",
+       "  'learn': False,\n",
+       "  'close': False,\n",
+       "  'blog': False,\n",
+       "  'mind': False,\n",
+       "  'heart': False,\n",
+       "  'btw': False,\n",
+       "  'concert': False,\n",
+       "  'bring': False,\n",
+       "  'dance': False,\n",
+       "  'hello': False,\n",
+       "  'fix': False,\n",
+       "  'office': False,\n",
+       "  'hand': False,\n",
+       "  'asleep': False,\n",
+       "  'homework': False,\n",
+       "  'bout': False,\n",
+       "  'sing': False,\n",
+       "  'photo': False,\n",
+       "  'shower': False,\n",
+       "  'mad': False,\n",
+       "  'email': False,\n",
+       "  'min': False,\n",
+       "  'wear': False,\n",
+       "  'cream': False,\n",
+       "  'meeting': False,\n",
+       "  'hehe': False,\n",
+       "  'ice': False,\n",
+       "  'www': False,\n",
+       "  'page': False,\n",
+       "  'order': False,\n",
+       "  'dude': False,\n",
+       "  'nite': False,\n",
+       "  'red': False,\n",
+       "  'set': False,\n",
+       "  'season': False,\n",
+       "  'broke': False,\n",
+       "  'hr': False,\n",
+       "  'instead': False,\n",
+       "  'wont': False,\n",
+       "  'problem': False,\n",
+       "  'told': False,\n",
+       "  'album': False,\n",
+       "  'jealous': False,\n",
+       "  'message': False,\n",
+       "  'stuck': False,\n",
+       "  'save': False,\n",
+       "  'suppose': False,\n",
+       "  'agree': False,\n",
+       "  'st': False,\n",
+       "  'hungry': False,\n",
+       "  'full': False,\n",
+       "  'tommcfly': False,\n",
+       "  'sat': False,\n",
+       "  'pain': False,\n",
+       "  'train': False,\n",
+       "  'sunny': False,\n",
+       "  'ddlovato': False,\n",
+       "  'til': False,\n",
+       "  'quite': False,\n",
+       "  'lucky': False,\n",
+       "  'moment': False,\n",
+       "  'knew': False,\n",
+       "  'water': False,\n",
+       "  'da': False,\n",
+       "  'aw': False,\n",
+       "  'lady': False,\n",
+       "  'ride': False,\n",
+       "  'bought': False,\n",
+       "  'tour': False,\n",
+       "  'laugh': False,\n",
+       "  'couple': False,\n",
+       "  'sign': False,\n",
+       "  'mileycyrus': False,\n",
+       "  'together': False,\n",
+       "  'sometimes': False,\n",
+       "  'cat': False,\n",
+       "  'youtube': False,\n",
+       "  'card': False,\n",
+       "  'hop': False,\n",
+       "  'mum': False,\n",
+       "  'town': False,\n",
+       "  'uk': False,\n",
+       "  'top': False,\n",
+       "  'v': False,\n",
+       "  'followfriday': False,\n",
+       "  'congrats': False,\n",
+       "  'city': False,\n",
+       "  'date': False,\n",
+       "  'anyway': False,\n",
+       "  'interest': False,\n",
+       "  'breakfast': False,\n",
+       "  'dress': False,\n",
+       "  'band': False,\n",
+       "  'website': False,\n",
+       "  'wonderful': False,\n",
+       "  'lmao': False,\n",
+       "  'understand': False,\n",
+       "  'figure': False,\n",
+       "  'sigh': False,\n",
+       "  'holiday': False,\n",
+       "  'sore': False,\n",
+       "  'second': False,\n",
+       "  'text': False,\n",
+       "  'kick': False,\n",
+       "  'visit': False,\n",
+       "  'afternoon': False,\n",
+       "  'award': False,\n",
+       "  'church': False,\n",
+       "  'plus': False,\n",
+       "  'soooo': False,\n",
+       "  'support': False,\n",
+       "  'slow': False,\n",
+       "  'smile': False,\n",
+       "  'mac': False,\n",
+       "  'clean': False,\n",
+       "  'cut': False,\n",
+       "  'flight': False,\n",
+       "  'sleepy': False,\n",
+       "  'short': False,\n",
+       "  'pool': False,\n",
+       "  'green': False,\n",
+       "  'math': False,\n",
+       "  'share': False,\n",
+       "  'scar': False,\n",
+       "  'wedding': False,\n",
+       "  'nd': False,\n",
+       "  'air': False,\n",
+       "  'store': False,\n",
+       "  'nap': False,\n",
+       "  'account': False,\n",
+       "  'jonas': False,\n",
+       "  'point': False,\n",
+       "  'join': False,\n",
+       "  'chance': False,\n",
+       "  'foot': False,\n",
+       "  'mention': False,\n",
+       "  'dear': False,\n",
+       "  'record': False,\n",
+       "  'less': False,\n",
+       "  'side': False,\n",
+       "  'ppl': False,\n",
+       "  'flu': False,\n",
+       "  'line': False,\n",
+       "  'shoot': False,\n",
+       "  'easy': False,\n",
+       "  'dead': False,\n",
+       "  'download': False,\n",
+       "  'sent': False,\n",
+       "  'f': False,\n",
+       "  'cleaning': False,\n",
+       "  'yea': False,\n",
+       "  'black': False,\n",
+       "  'beer': False,\n",
+       "  'moon': False,\n",
+       "  'answer': False,\n",
+       "  'lil': False,\n",
+       "  'park': False,\n",
+       "  'chocolate': False,\n",
+       "  'bday': False,\n",
+       "  'perfect': False,\n",
+       "  'cover': False,\n",
+       "  'h': False,\n",
+       "  'special': False,\n",
+       "  'ipod': False,\n",
+       "  'pick': False,\n",
+       "  'college': False,\n",
+       "  'online': False,\n",
+       "  'tuesday': False,\n",
+       "  'shirt': False,\n",
+       "  'david': False,\n",
+       "  'co': False,\n",
+       "  'list': False,\n",
+       "  'bye': False,\n",
+       "  'block': False,\n",
+       "  'horrible': False,\n",
+       "  'episode': False,\n",
+       "  'freak': False,\n",
+       "  'longer': False,\n",
+       "  'mtv': False,\n",
+       "  'goin': False,\n",
+       "  'paper': False,\n",
+       "  'sell': False,\n",
+       "  'leg': False,\n",
+       "  'sunshine': False,\n",
+       "  'voice': False,\n",
+       "  'chat': False,\n",
+       "  'myspace': False,\n",
+       "  'body': False,\n",
+       "  'fast': False,\n",
+       "  'whats': False,\n",
+       "  'london': False,\n",
+       "  'hmm': False,\n",
+       "  'piss': False,\n",
+       "  'mile': False,\n",
+       "  'light': False,\n",
+       "  'mood': False,\n",
+       "  'english': False,\n",
+       "  'xxx': False,\n",
+       "  'fly': False,\n",
+       "  'weird': False,\n",
+       "  'idk': False,\n",
+       "  'drop': False,\n",
+       "  'thx': False,\n",
+       "  'happens': False,\n",
+       "  'forget': False,\n",
+       "  'fair': False,\n",
+       "  'decide': False,\n",
+       "  'ate': False,\n",
+       "  'fell': False,\n",
+       "  'experience': False,\n",
+       "  'sims': False,\n",
+       "  'ive': False,\n",
+       "  'comment': False,\n",
+       "  'warm': False,\n",
+       "  'gym': False,\n",
+       "  'bitch': False,\n",
+       "  'rather': False,\n",
+       "  'service': False,\n",
+       "  'ball': False,\n",
+       "  'throat': False,\n",
+       "  'power': False,\n",
+       "  'bbq': False,\n",
+       "  'team': False,\n",
+       "  'shall': False,\n",
+       "  'garden': False,\n",
+       "  'cd': False,\n",
+       "  'unfortunately': False,\n",
+       "  'wtf': False,\n",
+       "  'radio': False,\n",
+       "  'twilight': False,\n",
+       "  'tom': False,\n",
+       "  'earlier': False,\n",
+       "  'tea': False,\n",
+       "  'hold': False,\n",
+       "  'em': False,\n",
+       "  'act': False,\n",
+       "  'safe': False,\n",
+       "  'especially': False,\n",
+       "  'finger': False,\n",
+       "  'three': False,\n",
+       "  'parent': False,\n",
+       "  'peace': False,\n",
+       "  'shot': False,\n",
+       "  'spend': False,\n",
+       "  'chicken': False,\n",
+       "  'miley': False,\n",
+       "  'shop': False,\n",
+       "  'alright': False,\n",
+       "  'yr': False,\n",
+       "  'laptop': False,\n",
+       "  'cheer': False,\n",
+       "  'bum': False,\n",
+       "  'deal': False,\n",
+       "  'storm': False,\n",
+       "  'doesnt': False,\n",
+       "  'airport': False,\n",
+       "  'john': False,\n",
+       "  'camera': False,\n",
+       "  'fact': False,\n",
+       "  'club': False,\n",
+       "  'confuse': False,\n",
+       "  'near': False,\n",
+       "  'definitely': False,\n",
+       "  'thursday': False,\n",
+       "  'revision': False,\n",
+       "  'nope': False,\n",
+       "  'woman': False,\n",
+       "  'note': False,\n",
+       "  'story': False,\n",
+       "  'lakers': False,\n",
+       "  'cousin': False,\n",
+       "  'load': False,\n",
+       "  'touch': False,\n",
+       "  'ff': False,\n",
+       "  'self': False,\n",
+       "  'broken': False,\n",
+       "  'luv': False,\n",
+       "  'lazy': False,\n",
+       "  'apparently': False,\n",
+       "  'huh': False,\n",
+       "  'matter': False,\n",
+       "  'beat': False,\n",
+       "  'stress': False,\n",
+       "  'upload': False,\n",
+       "  'ooh': False,\n",
+       "  'begin': False,\n",
+       "  'ahead': False,\n",
+       "  'number': False,\n",
+       "  'ahhh': False,\n",
+       "  'sadly': False,\n",
+       "  'upset': False,\n",
+       "  'stomach': False,\n",
+       "  'question': False,\n",
+       "  'j': False,\n",
+       "  'project': False,\n",
+       "  'bus': False,\n",
+       "  'hubby': False,\n",
+       "  'door': False,\n",
+       "  'age': False,\n",
+       "  'slept': False,\n",
+       "  'fb': False,\n",
+       "  'window': False,\n",
+       "  'dvd': False,\n",
+       "  'lately': False,\n",
+       "  'officially': False,\n",
+       "  'young': False,\n",
+       "  'bless': False,\n",
+       "  'interview': False,\n",
+       "  'swim': False,\n",
+       "  'practice': False,\n",
+       "  'bill': False,\n",
+       "  'hill': False,\n",
+       "  'living': False,\n",
+       "  'google': False,\n",
+       "  'relax': False,\n",
+       "  'worth': False,\n",
+       "  'fight': False,\n",
+       "  'guitar': False,\n",
+       "  'vacation': False,\n",
+       "  'lie': False,\n",
+       "  'behind': False,\n",
+       "  'lay': False,\n",
+       "  'grow': False,\n",
+       "  'itunes': False,\n",
+       "  'gorgeous': False,\n",
+       "  'puppy': False,\n",
+       "  'inside': False,\n",
+       "  'allow': False,\n",
+       "  'babe': False,\n",
+       "  'currently': False,\n",
+       "  'aint': False,\n",
+       "  'cake': False,\n",
+       "  'type': False,\n",
+       "  'son': False,\n",
+       "  'white': False,\n",
+       "  'meant': False,\n",
+       "  'film': False,\n",
+       "  'si': False,\n",
+       "  'hospital': False,\n",
+       "  'hat': False,\n",
+       "  'bag': False,\n",
+       "  'met': False,\n",
+       "  'wit': False,\n",
+       "  'joy': False,\n",
+       "  'camp': False,\n",
+       "  'manage': False,\n",
+       "  'country': False,\n",
+       "  'nick': False,\n",
+       "  'small': False,\n",
+       "  'race': False,\n",
+       "  'fit': False,\n",
+       "  'fml': False,\n",
+       "  'box': False,\n",
+       "  'realize': False,\n",
+       "  'road': False,\n",
+       "  'state': False,\n",
+       "  'cross': False,\n",
+       "  'lonely': False,\n",
+       "  'yummy': False,\n",
+       "  'invite': False,\n",
+       "  'round': False,\n",
+       "  'terrible': False,\n",
+       "  'release': False,\n",
+       "  'taste': False,\n",
+       "  'dm': False,\n",
+       "  'past': False,\n",
+       "  'goodbye': False,\n",
+       "  'case': False,\n",
+       "  'due': False,\n",
+       "  'design': False,\n",
+       "  'yum': False,\n",
+       "  'wine': False,\n",
+       "  'bet': False,\n",
+       "  'vega': False,\n",
+       "  'swine': False,\n",
+       "  'joke': False,\n",
+       "  'shoe': False,\n",
+       "  'shame': False,\n",
+       "  'sky': False,\n",
+       "  'fav': False,\n",
+       "  'mess': False,\n",
+       "  'ear': False,\n",
+       "  'notice': False,\n",
+       "  'mall': False,\n",
+       "  'de': False,\n",
+       "  'spent': False,\n",
+       "  'stand': False,\n",
+       "  'gay': False,\n",
+       "  'cancel': False,\n",
+       "  'tweetdeck': False,\n",
+       "  'sale': False,\n",
+       "  'none': False,\n",
+       "  'hun': False,\n",
+       "  'delete': False,\n",
+       "  'angel': False,\n",
+       "  'england': False,\n",
+       "  'bro': False,\n",
+       "  'different': False,\n",
+       "  'annoy': False,\n",
+       "  'clothes': False,\n",
+       "  'company': False,\n",
+       "  'everybody': False,\n",
+       "  'dr': False,\n",
+       "  'yo': False,\n",
+       "  'speak': False,\n",
+       "  'huge': False,\n",
+       "  'via': False,\n",
+       "  'doctor': False,\n",
+       "  'xo': False,\n",
+       "  'issue': False,\n",
+       "  'nearly': False,\n",
+       "  'nobody': False,\n",
+       "  'played': False,\n",
+       "  'boyfriend': False,\n",
+       "  'wednesday': False,\n",
+       "  'fire': False,\n",
+       "  'pink': False,\n",
+       "  'pull': False,\n",
+       "  'group': False,\n",
+       "  'congratulation': False,\n",
+       "  'complete': False,\n",
+       "  'shin': False,\n",
+       "  'ohh': False,\n",
+       "  'forever': False,\n",
+       "  'roll': False,\n",
+       "  'except': False,\n",
+       "  'indeed': False,\n",
+       "  'bike': False,\n",
+       "  'mail': False,\n",
+       "  'french': False,\n",
+       "  'bug': False,\n",
+       "  'pizza': False,\n",
+       "  'chill': False,\n",
+       "  'shes': False,\n",
+       "  'ruin': False,\n",
+       "  'jonasbrothers': False,\n",
+       "  'nail': False,\n",
+       "  'apple': False,\n",
+       "  'sort': False,\n",
+       "  'etc': False,\n",
+       "  'absolutely': False,\n",
+       "  'hangover': False,\n",
+       "  'blue': False,\n",
+       "  'war': False,\n",
+       "  'web': False,\n",
+       "  'pray': False,\n",
+       "  'sexy': False,\n",
+       "  'cup': False,\n",
+       "  'sooooo': False,\n",
+       "  'bunch': False,\n",
+       "  'completely': False,\n",
+       "  'bb': False,\n",
+       "  'article': False,\n",
+       "  'profile': False,\n",
+       "  'appreciate': False,\n",
+       "  'extra': False,\n",
+       "  'exhaust': False,\n",
+       "  'revise': False,\n",
+       "  'waste': False,\n",
+       "  'tan': False,\n",
+       "  'glass': False,\n",
+       "  'favourite': False,\n",
+       "  'session': False,\n",
+       "  'tummy': False,\n",
+       "  'quiet': False,\n",
+       "  'fantastic': False,\n",
+       "  'pas': False,\n",
+       "  'future': False,\n",
+       "  'yep': False,\n",
+       "  'stick': False,\n",
+       "  'event': False,\n",
+       "  'pass': False,\n",
+       "  'single': False,\n",
+       "  'july': False,\n",
+       "  'fat': False,\n",
+       "  'traffic': False,\n",
+       "  'butt': False,\n",
+       "  'dnt': False,\n",
+       "  'hah': False,\n",
+       "  'isnt': False,\n",
+       "  'graduation': False,\n",
+       "  'death': False,\n",
+       "  'eh': False,\n",
+       "  'mate': False,\n",
+       "  'king': False,\n",
+       "  'science': False,\n",
+       "  'version': False,\n",
+       "  'exactly': False,\n",
+       "  'jus': False,\n",
+       "  'trek': False,\n",
+       "  'chris': False,\n",
+       "  'mmm': False,\n",
+       "  'shout': False,\n",
+       "  'nah': False,\n",
+       "  'serious': False,\n",
+       "  'rd': False,\n",
+       "  'cost': False,\n",
+       "  'become': False,\n",
+       "  'possible': False,\n",
+       "  'kiss': False,\n",
+       "  'daughter': False,\n",
+       "  'front': False,\n",
+       "  'blackberry': False,\n",
+       "  'ahh': False,\n",
+       "  'married': False,\n",
+       "  'nightmare': False,\n",
+       "  'memory': False,\n",
+       "  'addict': False,\n",
+       "  'burnt': False,\n",
+       "  'coz': False,\n",
+       "  'mcfly': False,\n",
+       "  'joe': False,\n",
+       "  'dunno': False,\n",
+       "  'dentist': False,\n",
+       "  'diet': False,\n",
+       "  'gosh': False,\n",
+       "  'hilarious': False,\n",
+       "  'server': False,\n",
+       "  'productive': False,\n",
+       "  'doubt': False,\n",
+       "  'trouble': False,\n",
+       "  'drinking': False,\n",
+       "  'depressed': False,\n",
+       "  'disappointed': False,\n",
+       "  'fever': False,\n",
+       "  'business': False,\n",
+       "  'present': False,\n",
+       "  'return': False,\n",
+       "  'hmmm': False,\n",
+       "  'twit': False,\n",
+       "  'donniewahlberg': False,\n",
+       "  'history': False,\n",
+       "  'random': False,\n",
+       "  'san': False,\n",
+       "  'felt': False,\n",
+       "  'pre': False,\n",
+       "  'cook': False,\n",
+       "  'ran': False,\n",
+       "  'knee': False,\n",
+       "  'def': False,\n",
+       "  'smell': False,\n",
+       "  'hero': False,\n",
+       "  'bloody': False,\n",
+       "  'ache': False,\n",
+       "  'father': False,\n",
+       "  'mon': False,\n",
+       "  'germany': False,\n",
+       "  'havent': False,\n",
+       "  'pc': False,\n",
+       "  'scary': False,\n",
+       "  'magic': False,\n",
+       "  'trailer': False,\n",
+       "  'spot': False,\n",
+       "  'review': False,\n",
+       "  'brilliant': False,\n",
+       "  'ouch': False,\n",
+       "  'background': False,\n",
+       "  'james': False,\n",
+       "  'hotel': False,\n",
+       "  'prom': False,\n",
+       "  'cupcake': False,\n",
+       "  'fave': False,\n",
+       "  'yup': False,\n",
+       "  'men': False,\n",
+       "  'screw': False,\n",
+       "  'major': False,\n",
+       "  'vip': False,\n",
+       "  'matt': False,\n",
+       "  'woo': False,\n",
+       "  'epic': False,\n",
+       "  'silly': False,\n",
+       "  'board': False,\n",
+       "  'sunburn': False,\n",
+       "  'picked': False,\n",
+       "  'nose': False,\n",
+       "  'dumb': False,\n",
+       "  'land': False,\n",
+       "  'library': False,\n",
+       "  'caught': False,\n",
+       "  'table': False,\n",
+       "  'rainy': False,\n",
+       "  'nyc': False,\n",
+       "  'normal': False,\n",
+       "  'whatever': False,\n",
+       "  'ignore': False,\n",
+       "  'shut': False,\n",
+       "  'unless': False,\n",
+       "  'darn': False,\n",
+       "  'fuckin': False,\n",
+       "  'midnight': False,\n",
+       "  'screen': False,\n",
+       "  'america': False,\n",
+       "  'north': False,\n",
+       "  'low': False,\n",
+       "  'arrive': False,\n",
+       "  'color': False,\n",
+       "  'channel': False,\n",
+       "  'thanx': False,\n",
+       "  'blood': False,\n",
+       "  'canada': False,\n",
+       "  'lame': False,\n",
+       "  'fish': False,\n",
+       "  'child': False,\n",
+       "  'doin': False,\n",
+       "  ...},\n",
+       " {'get': False,\n",
+       "  'go': False,\n",
+       "  'day': True,\n",
+       "  'good': False,\n",
+       "  'work': True,\n",
+       "  'like': False,\n",
+       "  'love': False,\n",
+       "  'quot': False,\n",
+       "  'u': False,\n",
+       "  'today': False,\n",
+       "  'time': True,\n",
+       "  'well': False,\n",
+       "  'lol': False,\n",
+       "  'back': False,\n",
+       "  'see': False,\n",
+       "  'one': False,\n",
+       "  'miss': False,\n",
+       "  'want': False,\n",
+       "  'know': False,\n",
+       "  'think': False,\n",
+       "  'make': False,\n",
+       "  'really': False,\n",
+       "  'im': False,\n",
+       "  'feel': False,\n",
+       "  'amp': False,\n",
+       "  'come': False,\n",
+       "  'need': False,\n",
+       "  'night': False,\n",
+       "  'new': False,\n",
+       "  'still': False,\n",
+       "  'home': False,\n",
+       "  'oh': False,\n",
+       "  'watch': False,\n",
+       "  'thanks': False,\n",
+       "  'na': False,\n",
+       "  'look': False,\n",
+       "  'twitter': False,\n",
+       "  'great': False,\n",
+       "  'much': False,\n",
+       "  'say': False,\n",
+       "  'hope': False,\n",
+       "  'morning': False,\n",
+       "  'bad': True,\n",
+       "  'sleep': False,\n",
+       "  'wish': False,\n",
+       "  'wait': False,\n",
+       "  'take': False,\n",
+       "  'last': False,\n",
+       "  'tomorrow': False,\n",
+       "  'sad': False,\n",
+       "  'try': False,\n",
+       "  'haha': False,\n",
+       "  'happy': False,\n",
+       "  'would': False,\n",
+       "  'fun': False,\n",
+       "  'week': False,\n",
+       "  'thing': False,\n",
+       "  'tonight': False,\n",
+       "  'right': False,\n",
+       "  'friend': False,\n",
+       "  'way': False,\n",
+       "  'sorry': False,\n",
+       "  'nice': False,\n",
+       "  'could': False,\n",
+       "  'though': False,\n",
+       "  'follow': False,\n",
+       "  'yeah': False,\n",
+       "  'start': False,\n",
+       "  'gon': False,\n",
+       "  'bed': False,\n",
+       "  'yes': False,\n",
+       "  'even': False,\n",
+       "  'people': False,\n",
+       "  'hate': False,\n",
+       "  'hour': False,\n",
+       "  'school': False,\n",
+       "  'guy': False,\n",
+       "  'tweet': False,\n",
+       "  'weekend': False,\n",
+       "  'long': False,\n",
+       "  'show': False,\n",
+       "  'hey': False,\n",
+       "  'cant': False,\n",
+       "  'little': False,\n",
+       "  'x': False,\n",
+       "  'next': False,\n",
+       "  'life': False,\n",
+       "  'never': False,\n",
+       "  'year': False,\n",
+       "  'tire': False,\n",
+       "  'movie': False,\n",
+       "  'let': False,\n",
+       "  'suck': False,\n",
+       "  'use': False,\n",
+       "  'everyone': False,\n",
+       "  'soon': False,\n",
+       "  'first': False,\n",
+       "  'already': False,\n",
+       "  'sick': False,\n",
+       "  'ok': False,\n",
+       "  'play': False,\n",
+       "  'thank': False,\n",
+       "  'lt': False,\n",
+       "  'ready': False,\n",
+       "  'best': False,\n",
+       "  'eat': False,\n",
+       "  'find': False,\n",
+       "  'dont': False,\n",
+       "  'call': False,\n",
+       "  'awesome': False,\n",
+       "  'wan': False,\n",
+       "  'rain': False,\n",
+       "  'please': False,\n",
+       "  'keep': False,\n",
+       "  'girl': False,\n",
+       "  'always': False,\n",
+       "  'something': False,\n",
+       "  'house': False,\n",
+       "  'n': False,\n",
+       "  'hurt': False,\n",
+       "  'help': False,\n",
+       "  'old': False,\n",
+       "  'man': False,\n",
+       "  'head': False,\n",
+       "  'cool': False,\n",
+       "  'another': False,\n",
+       "  'give': False,\n",
+       "  'talk': False,\n",
+       "  'yay': False,\n",
+       "  'sure': False,\n",
+       "  'lot': False,\n",
+       "  'live': False,\n",
+       "  'lose': False,\n",
+       "  'phone': True,\n",
+       "  'enjoy': False,\n",
+       "  'amaze': False,\n",
+       "  'song': False,\n",
+       "  'thought': False,\n",
+       "  'damn': False,\n",
+       "  'ur': False,\n",
+       "  'sound': False,\n",
+       "  'summer': False,\n",
+       "  'stop': False,\n",
+       "  'omg': False,\n",
+       "  'ever': False,\n",
+       "  'b': False,\n",
+       "  'guess': False,\n",
+       "  'maybe': False,\n",
+       "  'tell': False,\n",
+       "  'game': False,\n",
+       "  'w': False,\n",
+       "  'listen': False,\n",
+       "  'yet': False,\n",
+       "  'finally': False,\n",
+       "  'nothing': False,\n",
+       "  'also': False,\n",
+       "  'mean': False,\n",
+       "  'big': False,\n",
+       "  'ya': False,\n",
+       "  'baby': False,\n",
+       "  'hot': False,\n",
+       "  'friday': False,\n",
+       "  'fuck': False,\n",
+       "  'finish': False,\n",
+       "  'away': False,\n",
+       "  'pretty': False,\n",
+       "  'leave': False,\n",
+       "  'excite': False,\n",
+       "  'birthday': False,\n",
+       "  'exam': False,\n",
+       "  'r': False,\n",
+       "  'end': False,\n",
+       "  'early': False,\n",
+       "  'party': False,\n",
+       "  'th': False,\n",
+       "  'run': False,\n",
+       "  'p': False,\n",
+       "  'left': False,\n",
+       "  'someone': False,\n",
+       "  'glad': False,\n",
+       "  'ta': False,\n",
+       "  'bore': False,\n",
+       "  'hear': False,\n",
+       "  'wow': False,\n",
+       "  'check': False,\n",
+       "  'ugh': False,\n",
+       "  'cry': False,\n",
+       "  'yesterday': False,\n",
+       "  'might': False,\n",
+       "  'mom': False,\n",
+       "  'seem': False,\n",
+       "  'bit': False,\n",
+       "  'since': False,\n",
+       "  'two': False,\n",
+       "  'stuff': False,\n",
+       "  'late': False,\n",
+       "  'thats': False,\n",
+       "  'put': False,\n",
+       "  'move': False,\n",
+       "  'later': False,\n",
+       "  'sun': False,\n",
+       "  'god': False,\n",
+       "  'music': False,\n",
+       "  'video': False,\n",
+       "  'found': False,\n",
+       "  'lunch': False,\n",
+       "  'happen': False,\n",
+       "  'kid': False,\n",
+       "  'update': False,\n",
+       "  'job': False,\n",
+       "  'weather': False,\n",
+       "  'actually': False,\n",
+       "  'follower': False,\n",
+       "  'car': False,\n",
+       "  'luck': False,\n",
+       "  'study': False,\n",
+       "  'gt': False,\n",
+       "  'monday': False,\n",
+       "  'hi': False,\n",
+       "  'tv': False,\n",
+       "  'world': False,\n",
+       "  'stay': False,\n",
+       "  'hard': False,\n",
+       "  'saw': False,\n",
+       "  'pic': False,\n",
+       "  'post': False,\n",
+       "  'must': False,\n",
+       "  'poor': False,\n",
+       "  'c': False,\n",
+       "  'book': False,\n",
+       "  'food': False,\n",
+       "  'die': False,\n",
+       "  'iphone': False,\n",
+       "  'com': False,\n",
+       "  'least': True,\n",
+       "  'sunday': False,\n",
+       "  'dream': False,\n",
+       "  'forward': False,\n",
+       "  'far': False,\n",
+       "  'beautiful': False,\n",
+       "  'without': False,\n",
+       "  'read': False,\n",
+       "  'hair': False,\n",
+       "  'month': False,\n",
+       "  'mine': False,\n",
+       "  'many': False,\n",
+       "  'change': False,\n",
+       "  'real': False,\n",
+       "  'may': False,\n",
+       "  'everything': False,\n",
+       "  'family': False,\n",
+       "  'anything': False,\n",
+       "  'almost': False,\n",
+       "  'woke': False,\n",
+       "  'till': False,\n",
+       "  'around': False,\n",
+       "  'place': False,\n",
+       "  'cold': False,\n",
+       "  'cause': False,\n",
+       "  'ha': False,\n",
+       "  'ask': False,\n",
+       "  'hahaha': False,\n",
+       "  'cute': False,\n",
+       "  'every': False,\n",
+       "  'dinner': False,\n",
+       "  'plan': False,\n",
+       "  'walk': False,\n",
+       "  'saturday': False,\n",
+       "  'send': False,\n",
+       "  'welcome': False,\n",
+       "  'aww': False,\n",
+       "  'sweet': False,\n",
+       "  'funny': False,\n",
+       "  'win': False,\n",
+       "  'totally': False,\n",
+       "  'write': False,\n",
+       "  'turn': False,\n",
+       "  'tho': False,\n",
+       "  'remember': False,\n",
+       "  'dad': False,\n",
+       "  'super': False,\n",
+       "  'stupid': False,\n",
+       "  'rock': False,\n",
+       "  'g': False,\n",
+       "  'picture': False,\n",
+       "  'drive': False,\n",
+       "  'boy': False,\n",
+       "  'kinda': False,\n",
+       "  'true': False,\n",
+       "  'shit': False,\n",
+       "  'wake': False,\n",
+       "  'dog': False,\n",
+       "  'idea': False,\n",
+       "  'free': False,\n",
+       "  'class': False,\n",
+       "  'outside': False,\n",
+       "  'didnt': False,\n",
+       "  'face': False,\n",
+       "  'wonder': False,\n",
+       "  'fail': False,\n",
+       "  'coffee': False,\n",
+       "  'mother': False,\n",
+       "  'anymore': False,\n",
+       "  'okay': False,\n",
+       "  'soo': False,\n",
+       "  'enough': False,\n",
+       "  'fan': False,\n",
+       "  'goodnight': False,\n",
+       "  'believe': False,\n",
+       "  'pm': False,\n",
+       "  'xx': False,\n",
+       "  'course': False,\n",
+       "  'hell': False,\n",
+       "  'final': False,\n",
+       "  'minute': False,\n",
+       "  'hopefully': False,\n",
+       "  'whole': False,\n",
+       "  'sit': False,\n",
+       "  'alone': False,\n",
+       "  'buy': False,\n",
+       "  'reply': False,\n",
+       "  'break': False,\n",
+       "  'computer': False,\n",
+       "  'kill': False,\n",
+       "  'brother': False,\n",
+       "  'k': False,\n",
+       "  'lovely': False,\n",
+       "  'crazy': False,\n",
+       "  'rest': False,\n",
+       "  'able': False,\n",
+       "  'wrong': False,\n",
+       "  'probably': False,\n",
+       "  'name': False,\n",
+       "  'heard': False,\n",
+       "  'money': False,\n",
+       "  'half': False,\n",
+       "  'shopping': False,\n",
+       "  'part': False,\n",
+       "  'cuz': False,\n",
+       "  'boo': False,\n",
+       "  'fall': False,\n",
+       "  'link': False,\n",
+       "  'e': False,\n",
+       "  'vote': False,\n",
+       "  'site': False,\n",
+       "  'ill': False,\n",
+       "  'pay': False,\n",
+       "  'hug': False,\n",
+       "  'reading': False,\n",
+       "  'sooo': False,\n",
+       "  'ago': False,\n",
+       "  'kind': False,\n",
+       "  'hang': False,\n",
+       "  'high': False,\n",
+       "  'internet': False,\n",
+       "  'xd': False,\n",
+       "  'news': False,\n",
+       "  'ah': False,\n",
+       "  'room': False,\n",
+       "  'favorite': False,\n",
+       "  'june': False,\n",
+       "  'add': False,\n",
+       "  'catch': False,\n",
+       "  'eye': False,\n",
+       "  'anyone': False,\n",
+       "  'reason': False,\n",
+       "  'facebook': False,\n",
+       "  'sister': False,\n",
+       "  'pack': False,\n",
+       "  'either': False,\n",
+       "  'mr': False,\n",
+       "  'else': False,\n",
+       "  'boring': False,\n",
+       "  'worry': False,\n",
+       "  'test': False,\n",
+       "  'meet': False,\n",
+       "  'trip': False,\n",
+       "  'person': False,\n",
+       "  'l': False,\n",
+       "  'word': False,\n",
+       "  'forgot': False,\n",
+       "  'star': False,\n",
+       "  'fine': False,\n",
+       "  'la': False,\n",
+       "  'hit': False,\n",
+       "  'awake': False,\n",
+       "  'care': False,\n",
+       "  'drink': False,\n",
+       "  'seriously': False,\n",
+       "  'awww': False,\n",
+       "  'busy': False,\n",
+       "  'headache': False,\n",
+       "  'ticket': False,\n",
+       "  'open': False,\n",
+       "  'crap': False,\n",
+       "  'beach': False,\n",
+       "  'learn': False,\n",
+       "  'close': False,\n",
+       "  'blog': False,\n",
+       "  'mind': False,\n",
+       "  'heart': False,\n",
+       "  'btw': False,\n",
+       "  'concert': False,\n",
+       "  'bring': False,\n",
+       "  'dance': False,\n",
+       "  'hello': False,\n",
+       "  'fix': False,\n",
+       "  'office': False,\n",
+       "  'hand': False,\n",
+       "  'asleep': False,\n",
+       "  'homework': False,\n",
+       "  'bout': False,\n",
+       "  'sing': False,\n",
+       "  'photo': False,\n",
+       "  'shower': False,\n",
+       "  'mad': False,\n",
+       "  'email': False,\n",
+       "  'min': False,\n",
+       "  'wear': False,\n",
+       "  'cream': False,\n",
+       "  'meeting': False,\n",
+       "  'hehe': False,\n",
+       "  'ice': False,\n",
+       "  'www': False,\n",
+       "  'page': False,\n",
+       "  'order': False,\n",
+       "  'dude': False,\n",
+       "  'nite': False,\n",
+       "  'red': False,\n",
+       "  'set': False,\n",
+       "  'season': False,\n",
+       "  'broke': False,\n",
+       "  'hr': False,\n",
+       "  'instead': False,\n",
+       "  'wont': False,\n",
+       "  'problem': False,\n",
+       "  'told': False,\n",
+       "  'album': False,\n",
+       "  'jealous': False,\n",
+       "  'message': False,\n",
+       "  'stuck': False,\n",
+       "  'save': False,\n",
+       "  'suppose': False,\n",
+       "  'agree': False,\n",
+       "  'st': False,\n",
+       "  'hungry': False,\n",
+       "  'full': False,\n",
+       "  'tommcfly': False,\n",
+       "  'sat': False,\n",
+       "  'pain': False,\n",
+       "  'train': False,\n",
+       "  'sunny': False,\n",
+       "  'ddlovato': False,\n",
+       "  'til': False,\n",
+       "  'quite': False,\n",
+       "  'lucky': False,\n",
+       "  'moment': False,\n",
+       "  'knew': False,\n",
+       "  'water': False,\n",
+       "  'da': False,\n",
+       "  'aw': False,\n",
+       "  'lady': False,\n",
+       "  'ride': False,\n",
+       "  'bought': False,\n",
+       "  'tour': False,\n",
+       "  'laugh': False,\n",
+       "  'couple': False,\n",
+       "  'sign': False,\n",
+       "  'mileycyrus': False,\n",
+       "  'together': False,\n",
+       "  'sometimes': False,\n",
+       "  'cat': False,\n",
+       "  'youtube': False,\n",
+       "  'card': False,\n",
+       "  'hop': False,\n",
+       "  'mum': False,\n",
+       "  'town': False,\n",
+       "  'uk': False,\n",
+       "  'top': False,\n",
+       "  'v': False,\n",
+       "  'followfriday': False,\n",
+       "  'congrats': False,\n",
+       "  'city': False,\n",
+       "  'date': False,\n",
+       "  'anyway': False,\n",
+       "  'interest': False,\n",
+       "  'breakfast': False,\n",
+       "  'dress': False,\n",
+       "  'band': False,\n",
+       "  'website': False,\n",
+       "  'wonderful': False,\n",
+       "  'lmao': False,\n",
+       "  'understand': False,\n",
+       "  'figure': False,\n",
+       "  'sigh': False,\n",
+       "  'holiday': False,\n",
+       "  'sore': False,\n",
+       "  'second': False,\n",
+       "  'text': False,\n",
+       "  'kick': False,\n",
+       "  'visit': False,\n",
+       "  'afternoon': False,\n",
+       "  'award': False,\n",
+       "  'church': False,\n",
+       "  'plus': False,\n",
+       "  'soooo': False,\n",
+       "  'support': False,\n",
+       "  'slow': False,\n",
+       "  'smile': False,\n",
+       "  'mac': False,\n",
+       "  'clean': False,\n",
+       "  'cut': False,\n",
+       "  'flight': False,\n",
+       "  'sleepy': False,\n",
+       "  'short': False,\n",
+       "  'pool': False,\n",
+       "  'green': False,\n",
+       "  'math': False,\n",
+       "  'share': False,\n",
+       "  'scar': False,\n",
+       "  'wedding': False,\n",
+       "  'nd': False,\n",
+       "  'air': False,\n",
+       "  'store': False,\n",
+       "  'nap': False,\n",
+       "  'account': False,\n",
+       "  'jonas': False,\n",
+       "  'point': False,\n",
+       "  'join': False,\n",
+       "  'chance': False,\n",
+       "  'foot': False,\n",
+       "  'mention': False,\n",
+       "  'dear': False,\n",
+       "  'record': False,\n",
+       "  'less': False,\n",
+       "  'side': False,\n",
+       "  'ppl': False,\n",
+       "  'flu': False,\n",
+       "  'line': False,\n",
+       "  'shoot': False,\n",
+       "  'easy': False,\n",
+       "  'dead': False,\n",
+       "  'download': False,\n",
+       "  'sent': False,\n",
+       "  'f': False,\n",
+       "  'cleaning': False,\n",
+       "  'yea': False,\n",
+       "  'black': False,\n",
+       "  'beer': False,\n",
+       "  'moon': False,\n",
+       "  'answer': False,\n",
+       "  'lil': False,\n",
+       "  'park': False,\n",
+       "  'chocolate': False,\n",
+       "  'bday': False,\n",
+       "  'perfect': False,\n",
+       "  'cover': False,\n",
+       "  'h': False,\n",
+       "  'special': False,\n",
+       "  'ipod': False,\n",
+       "  'pick': False,\n",
+       "  'college': False,\n",
+       "  'online': False,\n",
+       "  'tuesday': False,\n",
+       "  'shirt': False,\n",
+       "  'david': False,\n",
+       "  'co': False,\n",
+       "  'list': False,\n",
+       "  'bye': False,\n",
+       "  'block': False,\n",
+       "  'horrible': False,\n",
+       "  'episode': False,\n",
+       "  'freak': False,\n",
+       "  'longer': False,\n",
+       "  'mtv': False,\n",
+       "  'goin': False,\n",
+       "  'paper': False,\n",
+       "  'sell': False,\n",
+       "  'leg': False,\n",
+       "  'sunshine': False,\n",
+       "  'voice': False,\n",
+       "  'chat': False,\n",
+       "  'myspace': False,\n",
+       "  'body': False,\n",
+       "  'fast': False,\n",
+       "  'whats': False,\n",
+       "  'london': False,\n",
+       "  'hmm': False,\n",
+       "  'piss': False,\n",
+       "  'mile': False,\n",
+       "  'light': False,\n",
+       "  'mood': False,\n",
+       "  'english': False,\n",
+       "  'xxx': False,\n",
+       "  'fly': False,\n",
+       "  'weird': False,\n",
+       "  'idk': False,\n",
+       "  'drop': False,\n",
+       "  'thx': False,\n",
+       "  'happens': False,\n",
+       "  'forget': False,\n",
+       "  'fair': False,\n",
+       "  'decide': False,\n",
+       "  'ate': False,\n",
+       "  'fell': False,\n",
+       "  'experience': False,\n",
+       "  'sims': False,\n",
+       "  'ive': False,\n",
+       "  'comment': False,\n",
+       "  'warm': False,\n",
+       "  'gym': False,\n",
+       "  'bitch': False,\n",
+       "  'rather': False,\n",
+       "  'service': False,\n",
+       "  'ball': False,\n",
+       "  'throat': False,\n",
+       "  'power': False,\n",
+       "  'bbq': False,\n",
+       "  'team': False,\n",
+       "  'shall': False,\n",
+       "  'garden': False,\n",
+       "  'cd': False,\n",
+       "  'unfortunately': False,\n",
+       "  'wtf': False,\n",
+       "  'radio': False,\n",
+       "  'twilight': False,\n",
+       "  'tom': False,\n",
+       "  'earlier': False,\n",
+       "  'tea': False,\n",
+       "  'hold': False,\n",
+       "  'em': False,\n",
+       "  'act': False,\n",
+       "  'safe': False,\n",
+       "  'especially': False,\n",
+       "  'finger': False,\n",
+       "  'three': False,\n",
+       "  'parent': False,\n",
+       "  'peace': False,\n",
+       "  'shot': False,\n",
+       "  'spend': False,\n",
+       "  'chicken': False,\n",
+       "  'miley': False,\n",
+       "  'shop': False,\n",
+       "  'alright': False,\n",
+       "  'yr': False,\n",
+       "  'laptop': False,\n",
+       "  'cheer': False,\n",
+       "  'bum': False,\n",
+       "  'deal': False,\n",
+       "  'storm': False,\n",
+       "  'doesnt': False,\n",
+       "  'airport': False,\n",
+       "  'john': False,\n",
+       "  'camera': False,\n",
+       "  'fact': False,\n",
+       "  'club': False,\n",
+       "  'confuse': False,\n",
+       "  'near': False,\n",
+       "  'definitely': False,\n",
+       "  'thursday': False,\n",
+       "  'revision': False,\n",
+       "  'nope': False,\n",
+       "  'woman': False,\n",
+       "  'note': False,\n",
+       "  'story': False,\n",
+       "  'lakers': False,\n",
+       "  'cousin': False,\n",
+       "  'load': False,\n",
+       "  'touch': False,\n",
+       "  'ff': False,\n",
+       "  'self': False,\n",
+       "  'broken': False,\n",
+       "  'luv': False,\n",
+       "  'lazy': False,\n",
+       "  'apparently': False,\n",
+       "  'huh': False,\n",
+       "  'matter': False,\n",
+       "  'beat': False,\n",
+       "  'stress': False,\n",
+       "  'upload': False,\n",
+       "  'ooh': False,\n",
+       "  'begin': False,\n",
+       "  'ahead': False,\n",
+       "  'number': False,\n",
+       "  'ahhh': False,\n",
+       "  'sadly': False,\n",
+       "  'upset': False,\n",
+       "  'stomach': False,\n",
+       "  'question': False,\n",
+       "  'j': False,\n",
+       "  'project': False,\n",
+       "  'bus': False,\n",
+       "  'hubby': False,\n",
+       "  'door': False,\n",
+       "  'age': False,\n",
+       "  'slept': False,\n",
+       "  'fb': False,\n",
+       "  'window': False,\n",
+       "  'dvd': False,\n",
+       "  'lately': False,\n",
+       "  'officially': False,\n",
+       "  'young': False,\n",
+       "  'bless': False,\n",
+       "  'interview': False,\n",
+       "  'swim': False,\n",
+       "  'practice': False,\n",
+       "  'bill': False,\n",
+       "  'hill': False,\n",
+       "  'living': False,\n",
+       "  'google': False,\n",
+       "  'relax': False,\n",
+       "  'worth': False,\n",
+       "  'fight': False,\n",
+       "  'guitar': False,\n",
+       "  'vacation': False,\n",
+       "  'lie': False,\n",
+       "  'behind': False,\n",
+       "  'lay': False,\n",
+       "  'grow': False,\n",
+       "  'itunes': False,\n",
+       "  'gorgeous': False,\n",
+       "  'puppy': False,\n",
+       "  'inside': False,\n",
+       "  'allow': False,\n",
+       "  'babe': False,\n",
+       "  'currently': False,\n",
+       "  'aint': False,\n",
+       "  'cake': False,\n",
+       "  'type': False,\n",
+       "  'son': False,\n",
+       "  'white': False,\n",
+       "  'meant': False,\n",
+       "  'film': False,\n",
+       "  'si': False,\n",
+       "  'hospital': False,\n",
+       "  'hat': False,\n",
+       "  'bag': False,\n",
+       "  'met': False,\n",
+       "  'wit': False,\n",
+       "  'joy': False,\n",
+       "  'camp': False,\n",
+       "  'manage': False,\n",
+       "  'country': False,\n",
+       "  'nick': False,\n",
+       "  'small': False,\n",
+       "  'race': False,\n",
+       "  'fit': False,\n",
+       "  'fml': False,\n",
+       "  'box': False,\n",
+       "  'realize': False,\n",
+       "  'road': False,\n",
+       "  'state': False,\n",
+       "  'cross': False,\n",
+       "  'lonely': False,\n",
+       "  'yummy': False,\n",
+       "  'invite': False,\n",
+       "  'round': False,\n",
+       "  'terrible': False,\n",
+       "  'release': False,\n",
+       "  'taste': False,\n",
+       "  'dm': False,\n",
+       "  'past': False,\n",
+       "  'goodbye': False,\n",
+       "  'case': False,\n",
+       "  'due': False,\n",
+       "  'design': False,\n",
+       "  'yum': False,\n",
+       "  'wine': False,\n",
+       "  'bet': False,\n",
+       "  'vega': False,\n",
+       "  'swine': False,\n",
+       "  'joke': False,\n",
+       "  'shoe': False,\n",
+       "  'shame': False,\n",
+       "  'sky': False,\n",
+       "  'fav': False,\n",
+       "  'mess': False,\n",
+       "  'ear': False,\n",
+       "  'notice': False,\n",
+       "  'mall': False,\n",
+       "  'de': False,\n",
+       "  'spent': False,\n",
+       "  'stand': False,\n",
+       "  'gay': False,\n",
+       "  'cancel': False,\n",
+       "  'tweetdeck': False,\n",
+       "  'sale': False,\n",
+       "  'none': False,\n",
+       "  'hun': False,\n",
+       "  'delete': False,\n",
+       "  'angel': False,\n",
+       "  'england': False,\n",
+       "  'bro': False,\n",
+       "  'different': False,\n",
+       "  'annoy': False,\n",
+       "  'clothes': False,\n",
+       "  'company': False,\n",
+       "  'everybody': False,\n",
+       "  'dr': False,\n",
+       "  'yo': False,\n",
+       "  'speak': False,\n",
+       "  'huge': False,\n",
+       "  'via': False,\n",
+       "  'doctor': False,\n",
+       "  'xo': False,\n",
+       "  'issue': False,\n",
+       "  'nearly': False,\n",
+       "  'nobody': False,\n",
+       "  'played': False,\n",
+       "  'boyfriend': False,\n",
+       "  'wednesday': False,\n",
+       "  'fire': False,\n",
+       "  'pink': False,\n",
+       "  'pull': False,\n",
+       "  'group': False,\n",
+       "  'congratulation': False,\n",
+       "  'complete': False,\n",
+       "  'shin': False,\n",
+       "  'ohh': False,\n",
+       "  'forever': False,\n",
+       "  'roll': False,\n",
+       "  'except': False,\n",
+       "  'indeed': False,\n",
+       "  'bike': False,\n",
+       "  'mail': False,\n",
+       "  'french': False,\n",
+       "  'bug': False,\n",
+       "  'pizza': False,\n",
+       "  'chill': False,\n",
+       "  'shes': False,\n",
+       "  'ruin': False,\n",
+       "  'jonasbrothers': False,\n",
+       "  'nail': False,\n",
+       "  'apple': False,\n",
+       "  'sort': False,\n",
+       "  'etc': False,\n",
+       "  'absolutely': False,\n",
+       "  'hangover': False,\n",
+       "  'blue': False,\n",
+       "  'war': False,\n",
+       "  'web': False,\n",
+       "  'pray': False,\n",
+       "  'sexy': False,\n",
+       "  'cup': False,\n",
+       "  'sooooo': False,\n",
+       "  'bunch': False,\n",
+       "  'completely': False,\n",
+       "  'bb': False,\n",
+       "  'article': False,\n",
+       "  'profile': False,\n",
+       "  'appreciate': False,\n",
+       "  'extra': False,\n",
+       "  'exhaust': False,\n",
+       "  'revise': False,\n",
+       "  'waste': False,\n",
+       "  'tan': False,\n",
+       "  'glass': False,\n",
+       "  'favourite': False,\n",
+       "  'session': False,\n",
+       "  'tummy': False,\n",
+       "  'quiet': False,\n",
+       "  'fantastic': False,\n",
+       "  'pas': False,\n",
+       "  'future': False,\n",
+       "  'yep': False,\n",
+       "  'stick': False,\n",
+       "  'event': False,\n",
+       "  'pass': False,\n",
+       "  'single': False,\n",
+       "  'july': False,\n",
+       "  'fat': False,\n",
+       "  'traffic': False,\n",
+       "  'butt': False,\n",
+       "  'dnt': False,\n",
+       "  'hah': False,\n",
+       "  'isnt': False,\n",
+       "  'graduation': False,\n",
+       "  'death': False,\n",
+       "  'eh': False,\n",
+       "  'mate': False,\n",
+       "  'king': False,\n",
+       "  'science': False,\n",
+       "  'version': False,\n",
+       "  'exactly': False,\n",
+       "  'jus': False,\n",
+       "  'trek': False,\n",
+       "  'chris': False,\n",
+       "  'mmm': False,\n",
+       "  'shout': False,\n",
+       "  'nah': False,\n",
+       "  'serious': False,\n",
+       "  'rd': False,\n",
+       "  'cost': False,\n",
+       "  'become': False,\n",
+       "  'possible': False,\n",
+       "  'kiss': False,\n",
+       "  'daughter': False,\n",
+       "  'front': False,\n",
+       "  'blackberry': False,\n",
+       "  'ahh': False,\n",
+       "  'married': False,\n",
+       "  'nightmare': False,\n",
+       "  'memory': False,\n",
+       "  'addict': False,\n",
+       "  'burnt': False,\n",
+       "  'coz': False,\n",
+       "  'mcfly': False,\n",
+       "  'joe': False,\n",
+       "  'dunno': False,\n",
+       "  'dentist': False,\n",
+       "  'diet': False,\n",
+       "  'gosh': False,\n",
+       "  'hilarious': False,\n",
+       "  'server': False,\n",
+       "  'productive': False,\n",
+       "  'doubt': False,\n",
+       "  'trouble': False,\n",
+       "  'drinking': False,\n",
+       "  'depressed': False,\n",
+       "  'disappointed': False,\n",
+       "  'fever': False,\n",
+       "  'business': False,\n",
+       "  'present': False,\n",
+       "  'return': False,\n",
+       "  'hmmm': False,\n",
+       "  'twit': False,\n",
+       "  'donniewahlberg': False,\n",
+       "  'history': False,\n",
+       "  'random': False,\n",
+       "  'san': False,\n",
+       "  'felt': False,\n",
+       "  'pre': False,\n",
+       "  'cook': False,\n",
+       "  'ran': False,\n",
+       "  'knee': False,\n",
+       "  'def': False,\n",
+       "  'smell': False,\n",
+       "  'hero': False,\n",
+       "  'bloody': False,\n",
+       "  'ache': False,\n",
+       "  'father': False,\n",
+       "  'mon': False,\n",
+       "  'germany': False,\n",
+       "  'havent': False,\n",
+       "  'pc': False,\n",
+       "  'scary': False,\n",
+       "  'magic': False,\n",
+       "  'trailer': False,\n",
+       "  'spot': False,\n",
+       "  'review': False,\n",
+       "  'brilliant': False,\n",
+       "  'ouch': False,\n",
+       "  'background': False,\n",
+       "  'james': False,\n",
+       "  'hotel': False,\n",
+       "  'prom': False,\n",
+       "  'cupcake': False,\n",
+       "  'fave': False,\n",
+       "  'yup': False,\n",
+       "  'men': False,\n",
+       "  'screw': False,\n",
+       "  'major': False,\n",
+       "  'vip': False,\n",
+       "  'matt': False,\n",
+       "  'woo': False,\n",
+       "  'epic': False,\n",
+       "  'silly': False,\n",
+       "  'board': False,\n",
+       "  'sunburn': False,\n",
+       "  'picked': False,\n",
+       "  'nose': False,\n",
+       "  'dumb': False,\n",
+       "  'land': False,\n",
+       "  'library': False,\n",
+       "  'caught': False,\n",
+       "  'table': False,\n",
+       "  'rainy': False,\n",
+       "  'nyc': False,\n",
+       "  'normal': False,\n",
+       "  'whatever': False,\n",
+       "  'ignore': False,\n",
+       "  'shut': False,\n",
+       "  'unless': False,\n",
+       "  'darn': False,\n",
+       "  'fuckin': False,\n",
+       "  'midnight': False,\n",
+       "  'screen': False,\n",
+       "  'america': False,\n",
+       "  'north': False,\n",
+       "  'low': False,\n",
+       "  'arrive': False,\n",
+       "  'color': False,\n",
+       "  'channel': False,\n",
+       "  'thanx': False,\n",
+       "  'blood': False,\n",
+       "  'canada': False,\n",
+       "  'lame': False,\n",
+       "  'fish': False,\n",
+       "  'child': False,\n",
+       "  'doin': False,\n",
+       "  ...},\n",
+       " {'get': False,\n",
+       "  'go': False,\n",
+       "  'day': False,\n",
+       "  'good': False,\n",
+       "  'work': False,\n",
+       "  'like': False,\n",
+       "  'love': False,\n",
+       "  'quot': False,\n",
+       "  'u': False,\n",
+       "  'today': False,\n",
+       "  'time': False,\n",
+       "  'well': False,\n",
+       "  'lol': False,\n",
+       "  'back': False,\n",
+       "  'see': False,\n",
+       "  'one': False,\n",
+       "  'miss': False,\n",
+       "  'want': False,\n",
+       "  'know': True,\n",
+       "  'think': False,\n",
+       "  'make': False,\n",
+       "  'really': False,\n",
+       "  'im': True,\n",
+       "  'feel': False,\n",
+       "  'amp': False,\n",
+       "  'come': False,\n",
+       "  'need': False,\n",
+       "  'night': False,\n",
+       "  'new': False,\n",
+       "  'still': False,\n",
+       "  'home': False,\n",
+       "  'oh': False,\n",
+       "  'watch': False,\n",
+       "  'thanks': False,\n",
+       "  'na': False,\n",
+       "  'look': False,\n",
+       "  'twitter': False,\n",
+       "  'great': False,\n",
+       "  'much': False,\n",
+       "  'say': False,\n",
+       "  'hope': False,\n",
+       "  'morning': False,\n",
+       "  'bad': False,\n",
+       "  'sleep': False,\n",
+       "  'wish': False,\n",
+       "  'wait': False,\n",
+       "  'take': False,\n",
+       "  'last': False,\n",
+       "  'tomorrow': False,\n",
+       "  'sad': False,\n",
+       "  'try': False,\n",
+       "  'haha': False,\n",
+       "  'happy': False,\n",
+       "  'would': False,\n",
+       "  'fun': False,\n",
+       "  'week': False,\n",
+       "  'thing': False,\n",
+       "  'tonight': False,\n",
+       "  'right': False,\n",
+       "  'friend': False,\n",
+       "  'way': False,\n",
+       "  'sorry': False,\n",
+       "  'nice': False,\n",
+       "  'could': False,\n",
+       "  'though': False,\n",
+       "  'follow': False,\n",
+       "  'yeah': False,\n",
+       "  'start': False,\n",
+       "  'gon': False,\n",
+       "  'bed': False,\n",
+       "  'yes': False,\n",
+       "  'even': False,\n",
+       "  'people': False,\n",
+       "  'hate': False,\n",
+       "  'hour': False,\n",
+       "  'school': False,\n",
+       "  'guy': False,\n",
+       "  'tweet': False,\n",
+       "  'weekend': False,\n",
+       "  'long': False,\n",
+       "  'show': False,\n",
+       "  'hey': False,\n",
+       "  'cant': False,\n",
+       "  'little': False,\n",
+       "  'x': False,\n",
+       "  'next': False,\n",
+       "  'life': False,\n",
+       "  'never': False,\n",
+       "  'year': False,\n",
+       "  'tire': False,\n",
+       "  'movie': False,\n",
+       "  'let': False,\n",
+       "  'suck': False,\n",
+       "  'use': True,\n",
+       "  'everyone': False,\n",
+       "  'soon': False,\n",
+       "  'first': False,\n",
+       "  'already': False,\n",
+       "  'sick': False,\n",
+       "  'ok': False,\n",
+       "  'play': False,\n",
+       "  'thank': False,\n",
+       "  'lt': False,\n",
+       "  'ready': False,\n",
+       "  'best': False,\n",
+       "  'eat': False,\n",
+       "  'find': False,\n",
+       "  'dont': False,\n",
+       "  'call': False,\n",
+       "  'awesome': False,\n",
+       "  'wan': False,\n",
+       "  'rain': False,\n",
+       "  'please': False,\n",
+       "  'keep': False,\n",
+       "  'girl': False,\n",
+       "  'always': False,\n",
+       "  'something': False,\n",
+       "  'house': False,\n",
+       "  'n': False,\n",
+       "  'hurt': False,\n",
+       "  'help': False,\n",
+       "  'old': False,\n",
+       "  'man': False,\n",
+       "  'head': False,\n",
+       "  'cool': False,\n",
+       "  'another': False,\n",
+       "  'give': False,\n",
+       "  'talk': True,\n",
+       "  'yay': False,\n",
+       "  'sure': False,\n",
+       "  'lot': False,\n",
+       "  'live': False,\n",
+       "  'lose': False,\n",
+       "  'phone': True,\n",
+       "  'enjoy': False,\n",
+       "  'amaze': False,\n",
+       "  'song': False,\n",
+       "  'thought': False,\n",
+       "  'damn': False,\n",
+       "  'ur': False,\n",
+       "  'sound': False,\n",
+       "  'summer': False,\n",
+       "  'stop': False,\n",
+       "  'omg': False,\n",
+       "  'ever': False,\n",
+       "  'b': False,\n",
+       "  'guess': False,\n",
+       "  'maybe': False,\n",
+       "  'tell': False,\n",
+       "  'game': False,\n",
+       "  'w': False,\n",
+       "  'listen': False,\n",
+       "  'yet': False,\n",
+       "  'finally': False,\n",
+       "  'nothing': False,\n",
+       "  'also': False,\n",
+       "  'mean': False,\n",
+       "  'big': False,\n",
+       "  'ya': False,\n",
+       "  'baby': False,\n",
+       "  'hot': False,\n",
+       "  'friday': False,\n",
+       "  'fuck': False,\n",
+       "  'finish': False,\n",
+       "  'away': False,\n",
+       "  'pretty': False,\n",
+       "  'leave': False,\n",
+       "  'excite': False,\n",
+       "  'birthday': False,\n",
+       "  'exam': False,\n",
+       "  'r': False,\n",
+       "  'end': False,\n",
+       "  'early': False,\n",
+       "  'party': False,\n",
+       "  'th': False,\n",
+       "  'run': False,\n",
+       "  'p': False,\n",
+       "  'left': False,\n",
+       "  'someone': False,\n",
+       "  'glad': False,\n",
+       "  'ta': False,\n",
+       "  'bore': False,\n",
+       "  'hear': False,\n",
+       "  'wow': False,\n",
+       "  'check': False,\n",
+       "  'ugh': False,\n",
+       "  'cry': False,\n",
+       "  'yesterday': False,\n",
+       "  'might': False,\n",
+       "  'mom': False,\n",
+       "  'seem': False,\n",
+       "  'bit': False,\n",
+       "  'since': False,\n",
+       "  'two': False,\n",
+       "  'stuff': False,\n",
+       "  'late': False,\n",
+       "  'thats': False,\n",
+       "  'put': False,\n",
+       "  'move': False,\n",
+       "  'later': False,\n",
+       "  'sun': False,\n",
+       "  'god': False,\n",
+       "  'music': False,\n",
+       "  'video': False,\n",
+       "  'found': False,\n",
+       "  'lunch': False,\n",
+       "  'happen': False,\n",
+       "  'kid': False,\n",
+       "  'update': False,\n",
+       "  'job': False,\n",
+       "  'weather': False,\n",
+       "  'actually': False,\n",
+       "  'follower': False,\n",
+       "  'car': False,\n",
+       "  'luck': False,\n",
+       "  'study': False,\n",
+       "  'gt': False,\n",
+       "  'monday': False,\n",
+       "  'hi': False,\n",
+       "  'tv': False,\n",
+       "  'world': False,\n",
+       "  'stay': False,\n",
+       "  'hard': False,\n",
+       "  'saw': False,\n",
+       "  'pic': False,\n",
+       "  'post': False,\n",
+       "  'must': False,\n",
+       "  'poor': False,\n",
+       "  'c': False,\n",
+       "  'book': False,\n",
+       "  'food': False,\n",
+       "  'die': False,\n",
+       "  'iphone': False,\n",
+       "  'com': False,\n",
+       "  'least': False,\n",
+       "  'sunday': False,\n",
+       "  'dream': False,\n",
+       "  'forward': False,\n",
+       "  'far': False,\n",
+       "  'beautiful': False,\n",
+       "  'without': False,\n",
+       "  'read': False,\n",
+       "  'hair': False,\n",
+       "  'month': False,\n",
+       "  'mine': False,\n",
+       "  'many': False,\n",
+       "  'change': False,\n",
+       "  'real': False,\n",
+       "  'may': False,\n",
+       "  'everything': False,\n",
+       "  'family': False,\n",
+       "  'anything': False,\n",
+       "  'almost': False,\n",
+       "  'woke': False,\n",
+       "  'till': False,\n",
+       "  'around': False,\n",
+       "  'place': False,\n",
+       "  'cold': False,\n",
+       "  'cause': False,\n",
+       "  'ha': False,\n",
+       "  'ask': False,\n",
+       "  'hahaha': False,\n",
+       "  'cute': False,\n",
+       "  'every': False,\n",
+       "  'dinner': False,\n",
+       "  'plan': False,\n",
+       "  'walk': False,\n",
+       "  'saturday': False,\n",
+       "  'send': False,\n",
+       "  'welcome': False,\n",
+       "  'aww': False,\n",
+       "  'sweet': False,\n",
+       "  'funny': False,\n",
+       "  'win': False,\n",
+       "  'totally': False,\n",
+       "  'write': False,\n",
+       "  'turn': False,\n",
+       "  'tho': False,\n",
+       "  'remember': False,\n",
+       "  'dad': False,\n",
+       "  'super': False,\n",
+       "  'stupid': False,\n",
+       "  'rock': False,\n",
+       "  'g': False,\n",
+       "  'picture': False,\n",
+       "  'drive': False,\n",
+       "  'boy': False,\n",
+       "  'kinda': False,\n",
+       "  'true': False,\n",
+       "  'shit': False,\n",
+       "  'wake': False,\n",
+       "  'dog': False,\n",
+       "  'idea': False,\n",
+       "  'free': False,\n",
+       "  'class': False,\n",
+       "  'outside': False,\n",
+       "  'didnt': True,\n",
+       "  'face': False,\n",
+       "  'wonder': False,\n",
+       "  'fail': False,\n",
+       "  'coffee': False,\n",
+       "  'mother': False,\n",
+       "  'anymore': False,\n",
+       "  'okay': False,\n",
+       "  'soo': False,\n",
+       "  'enough': False,\n",
+       "  'fan': False,\n",
+       "  'goodnight': False,\n",
+       "  'believe': False,\n",
+       "  'pm': False,\n",
+       "  'xx': False,\n",
+       "  'course': False,\n",
+       "  'hell': False,\n",
+       "  'final': False,\n",
+       "  'minute': False,\n",
+       "  'hopefully': False,\n",
+       "  'whole': False,\n",
+       "  'sit': False,\n",
+       "  'alone': False,\n",
+       "  'buy': False,\n",
+       "  'reply': False,\n",
+       "  'break': False,\n",
+       "  'computer': False,\n",
+       "  'kill': False,\n",
+       "  'brother': False,\n",
+       "  'k': False,\n",
+       "  'lovely': False,\n",
+       "  'crazy': False,\n",
+       "  'rest': False,\n",
+       "  'able': False,\n",
+       "  'wrong': False,\n",
+       "  'probably': False,\n",
+       "  'name': False,\n",
+       "  'heard': False,\n",
+       "  'money': False,\n",
+       "  'half': False,\n",
+       "  'shopping': False,\n",
+       "  'part': False,\n",
+       "  'cuz': False,\n",
+       "  'boo': False,\n",
+       "  'fall': False,\n",
+       "  'link': False,\n",
+       "  'e': False,\n",
+       "  'vote': False,\n",
+       "  'site': False,\n",
+       "  'ill': False,\n",
+       "  'pay': False,\n",
+       "  'hug': False,\n",
+       "  'reading': False,\n",
+       "  'sooo': False,\n",
+       "  'ago': False,\n",
+       "  'kind': False,\n",
+       "  'hang': False,\n",
+       "  'high': False,\n",
+       "  'internet': False,\n",
+       "  'xd': False,\n",
+       "  'news': False,\n",
+       "  'ah': False,\n",
+       "  'room': False,\n",
+       "  'favorite': False,\n",
+       "  'june': False,\n",
+       "  'add': False,\n",
+       "  'catch': False,\n",
+       "  'eye': False,\n",
+       "  'anyone': False,\n",
+       "  'reason': False,\n",
+       "  'facebook': False,\n",
+       "  'sister': False,\n",
+       "  'pack': False,\n",
+       "  'either': False,\n",
+       "  'mr': False,\n",
+       "  'else': False,\n",
+       "  'boring': False,\n",
+       "  'worry': False,\n",
+       "  'test': False,\n",
+       "  'meet': False,\n",
+       "  'trip': False,\n",
+       "  'person': False,\n",
+       "  'l': False,\n",
+       "  'word': False,\n",
+       "  'forgot': False,\n",
+       "  'star': False,\n",
+       "  'fine': False,\n",
+       "  'la': False,\n",
+       "  'hit': False,\n",
+       "  'awake': False,\n",
+       "  'care': False,\n",
+       "  'drink': False,\n",
+       "  'seriously': False,\n",
+       "  'awww': False,\n",
+       "  'busy': False,\n",
+       "  'headache': False,\n",
+       "  'ticket': False,\n",
+       "  'open': False,\n",
+       "  'crap': False,\n",
+       "  'beach': False,\n",
+       "  'learn': False,\n",
+       "  'close': False,\n",
+       "  'blog': False,\n",
+       "  'mind': False,\n",
+       "  'heart': False,\n",
+       "  'btw': False,\n",
+       "  'concert': False,\n",
+       "  'bring': False,\n",
+       "  'dance': False,\n",
+       "  'hello': False,\n",
+       "  'fix': False,\n",
+       "  'office': False,\n",
+       "  'hand': True,\n",
+       "  'asleep': False,\n",
+       "  'homework': False,\n",
+       "  'bout': False,\n",
+       "  'sing': False,\n",
+       "  'photo': False,\n",
+       "  'shower': False,\n",
+       "  'mad': False,\n",
+       "  'email': False,\n",
+       "  'min': False,\n",
+       "  'wear': False,\n",
+       "  'cream': False,\n",
+       "  'meeting': False,\n",
+       "  'hehe': False,\n",
+       "  'ice': False,\n",
+       "  'www': False,\n",
+       "  'page': False,\n",
+       "  'order': False,\n",
+       "  'dude': False,\n",
+       "  'nite': False,\n",
+       "  'red': False,\n",
+       "  'set': False,\n",
+       "  'season': False,\n",
+       "  'broke': False,\n",
+       "  'hr': False,\n",
+       "  'instead': False,\n",
+       "  'wont': False,\n",
+       "  'problem': False,\n",
+       "  'told': False,\n",
+       "  'album': False,\n",
+       "  'jealous': False,\n",
+       "  'message': False,\n",
+       "  'stuck': False,\n",
+       "  'save': False,\n",
+       "  'suppose': False,\n",
+       "  'agree': False,\n",
+       "  'st': False,\n",
+       "  'hungry': False,\n",
+       "  'full': False,\n",
+       "  'tommcfly': False,\n",
+       "  'sat': False,\n",
+       "  'pain': False,\n",
+       "  'train': False,\n",
+       "  'sunny': False,\n",
+       "  'ddlovato': False,\n",
+       "  'til': False,\n",
+       "  'quite': False,\n",
+       "  'lucky': False,\n",
+       "  'moment': False,\n",
+       "  'knew': False,\n",
+       "  'water': False,\n",
+       "  'da': False,\n",
+       "  'aw': False,\n",
+       "  'lady': False,\n",
+       "  'ride': False,\n",
+       "  'bought': False,\n",
+       "  'tour': False,\n",
+       "  'laugh': False,\n",
+       "  'couple': False,\n",
+       "  'sign': False,\n",
+       "  'mileycyrus': False,\n",
+       "  'together': False,\n",
+       "  'sometimes': False,\n",
+       "  'cat': False,\n",
+       "  'youtube': False,\n",
+       "  'card': False,\n",
+       "  'hop': False,\n",
+       "  'mum': False,\n",
+       "  'town': False,\n",
+       "  'uk': False,\n",
+       "  'top': False,\n",
+       "  'v': False,\n",
+       "  'followfriday': False,\n",
+       "  'congrats': False,\n",
+       "  'city': False,\n",
+       "  'date': False,\n",
+       "  'anyway': False,\n",
+       "  'interest': False,\n",
+       "  'breakfast': False,\n",
+       "  'dress': False,\n",
+       "  'band': False,\n",
+       "  'website': False,\n",
+       "  'wonderful': False,\n",
+       "  'lmao': False,\n",
+       "  'understand': False,\n",
+       "  'figure': False,\n",
+       "  'sigh': False,\n",
+       "  'holiday': False,\n",
+       "  'sore': False,\n",
+       "  'second': False,\n",
+       "  'text': False,\n",
+       "  'kick': False,\n",
+       "  'visit': False,\n",
+       "  'afternoon': False,\n",
+       "  'award': False,\n",
+       "  'church': False,\n",
+       "  'plus': False,\n",
+       "  'soooo': False,\n",
+       "  'support': False,\n",
+       "  'slow': False,\n",
+       "  'smile': False,\n",
+       "  'mac': False,\n",
+       "  'clean': False,\n",
+       "  'cut': False,\n",
+       "  'flight': False,\n",
+       "  'sleepy': False,\n",
+       "  'short': False,\n",
+       "  'pool': False,\n",
+       "  'green': False,\n",
+       "  'math': False,\n",
+       "  'share': False,\n",
+       "  'scar': False,\n",
+       "  'wedding': False,\n",
+       "  'nd': False,\n",
+       "  'air': False,\n",
+       "  'store': False,\n",
+       "  'nap': False,\n",
+       "  'account': False,\n",
+       "  'jonas': False,\n",
+       "  'point': False,\n",
+       "  'join': False,\n",
+       "  'chance': False,\n",
+       "  'foot': False,\n",
+       "  'mention': False,\n",
+       "  'dear': False,\n",
+       "  'record': False,\n",
+       "  'less': False,\n",
+       "  'side': False,\n",
+       "  'ppl': False,\n",
+       "  'flu': False,\n",
+       "  'line': False,\n",
+       "  'shoot': False,\n",
+       "  'easy': False,\n",
+       "  'dead': False,\n",
+       "  'download': False,\n",
+       "  'sent': False,\n",
+       "  'f': False,\n",
+       "  'cleaning': False,\n",
+       "  'yea': False,\n",
+       "  'black': False,\n",
+       "  'beer': False,\n",
+       "  'moon': False,\n",
+       "  'answer': False,\n",
+       "  'lil': False,\n",
+       "  'park': False,\n",
+       "  'chocolate': False,\n",
+       "  'bday': False,\n",
+       "  'perfect': False,\n",
+       "  'cover': False,\n",
+       "  'h': False,\n",
+       "  'special': False,\n",
+       "  'ipod': False,\n",
+       "  'pick': False,\n",
+       "  'college': False,\n",
+       "  'online': False,\n",
+       "  'tuesday': False,\n",
+       "  'shirt': False,\n",
+       "  'david': False,\n",
+       "  'co': False,\n",
+       "  'list': False,\n",
+       "  'bye': False,\n",
+       "  'block': False,\n",
+       "  'horrible': False,\n",
+       "  'episode': False,\n",
+       "  'freak': False,\n",
+       "  'longer': False,\n",
+       "  'mtv': False,\n",
+       "  'goin': False,\n",
+       "  'paper': False,\n",
+       "  'sell': False,\n",
+       "  'leg': False,\n",
+       "  'sunshine': False,\n",
+       "  'voice': False,\n",
+       "  'chat': False,\n",
+       "  'myspace': False,\n",
+       "  'body': False,\n",
+       "  'fast': False,\n",
+       "  'whats': False,\n",
+       "  'london': False,\n",
+       "  'hmm': False,\n",
+       "  'piss': False,\n",
+       "  'mile': False,\n",
+       "  'light': False,\n",
+       "  'mood': False,\n",
+       "  'english': False,\n",
+       "  'xxx': False,\n",
+       "  'fly': False,\n",
+       "  'weird': False,\n",
+       "  'idk': False,\n",
+       "  'drop': False,\n",
+       "  'thx': False,\n",
+       "  'happens': False,\n",
+       "  'forget': False,\n",
+       "  'fair': False,\n",
+       "  'decide': False,\n",
+       "  'ate': False,\n",
+       "  'fell': False,\n",
+       "  'experience': False,\n",
+       "  'sims': False,\n",
+       "  'ive': False,\n",
+       "  'comment': False,\n",
+       "  'warm': False,\n",
+       "  'gym': False,\n",
+       "  'bitch': False,\n",
+       "  'rather': False,\n",
+       "  'service': False,\n",
+       "  'ball': False,\n",
+       "  'throat': False,\n",
+       "  'power': False,\n",
+       "  'bbq': False,\n",
+       "  'team': False,\n",
+       "  'shall': False,\n",
+       "  'garden': False,\n",
+       "  'cd': False,\n",
+       "  'unfortunately': False,\n",
+       "  'wtf': False,\n",
+       "  'radio': False,\n",
+       "  'twilight': False,\n",
+       "  'tom': False,\n",
+       "  'earlier': False,\n",
+       "  'tea': False,\n",
+       "  'hold': False,\n",
+       "  'em': False,\n",
+       "  'act': False,\n",
+       "  'safe': False,\n",
+       "  'especially': False,\n",
+       "  'finger': False,\n",
+       "  'three': False,\n",
+       "  'parent': False,\n",
+       "  'peace': False,\n",
+       "  'shot': False,\n",
+       "  'spend': False,\n",
+       "  'chicken': False,\n",
+       "  'miley': False,\n",
+       "  'shop': False,\n",
+       "  'alright': False,\n",
+       "  'yr': False,\n",
+       "  'laptop': False,\n",
+       "  'cheer': False,\n",
+       "  'bum': False,\n",
+       "  'deal': False,\n",
+       "  'storm': False,\n",
+       "  'doesnt': False,\n",
+       "  'airport': False,\n",
+       "  'john': False,\n",
+       "  'camera': False,\n",
+       "  'fact': False,\n",
+       "  'club': False,\n",
+       "  'confuse': False,\n",
+       "  'near': False,\n",
+       "  'definitely': False,\n",
+       "  'thursday': False,\n",
+       "  'revision': False,\n",
+       "  'nope': False,\n",
+       "  'woman': False,\n",
+       "  'note': False,\n",
+       "  'story': False,\n",
+       "  'lakers': False,\n",
+       "  'cousin': False,\n",
+       "  'load': False,\n",
+       "  'touch': True,\n",
+       "  'ff': False,\n",
+       "  'self': False,\n",
+       "  'broken': False,\n",
+       "  'luv': False,\n",
+       "  'lazy': False,\n",
+       "  'apparently': False,\n",
+       "  'huh': False,\n",
+       "  'matter': False,\n",
+       "  'beat': False,\n",
+       "  'stress': False,\n",
+       "  'upload': False,\n",
+       "  'ooh': False,\n",
+       "  'begin': False,\n",
+       "  'ahead': False,\n",
+       "  'number': False,\n",
+       "  'ahhh': False,\n",
+       "  'sadly': False,\n",
+       "  'upset': False,\n",
+       "  'stomach': False,\n",
+       "  'question': False,\n",
+       "  'j': False,\n",
+       "  'project': False,\n",
+       "  'bus': False,\n",
+       "  'hubby': False,\n",
+       "  'door': False,\n",
+       "  'age': False,\n",
+       "  'slept': False,\n",
+       "  'fb': False,\n",
+       "  'window': False,\n",
+       "  'dvd': False,\n",
+       "  'lately': False,\n",
+       "  'officially': False,\n",
+       "  'young': False,\n",
+       "  'bless': False,\n",
+       "  'interview': False,\n",
+       "  'swim': False,\n",
+       "  'practice': False,\n",
+       "  'bill': False,\n",
+       "  'hill': False,\n",
+       "  'living': False,\n",
+       "  'google': False,\n",
+       "  'relax': False,\n",
+       "  'worth': False,\n",
+       "  'fight': False,\n",
+       "  'guitar': False,\n",
+       "  'vacation': False,\n",
+       "  'lie': False,\n",
+       "  'behind': False,\n",
+       "  'lay': False,\n",
+       "  'grow': False,\n",
+       "  'itunes': False,\n",
+       "  'gorgeous': False,\n",
+       "  'puppy': False,\n",
+       "  'inside': False,\n",
+       "  'allow': False,\n",
+       "  'babe': False,\n",
+       "  'currently': False,\n",
+       "  'aint': False,\n",
+       "  'cake': False,\n",
+       "  'type': False,\n",
+       "  'son': False,\n",
+       "  'white': False,\n",
+       "  'meant': False,\n",
+       "  'film': False,\n",
+       "  'si': False,\n",
+       "  'hospital': False,\n",
+       "  'hat': False,\n",
+       "  'bag': False,\n",
+       "  'met': False,\n",
+       "  'wit': False,\n",
+       "  'joy': False,\n",
+       "  'camp': False,\n",
+       "  'manage': False,\n",
+       "  'country': False,\n",
+       "  'nick': False,\n",
+       "  'small': False,\n",
+       "  'race': False,\n",
+       "  'fit': False,\n",
+       "  'fml': False,\n",
+       "  'box': False,\n",
+       "  'realize': False,\n",
+       "  'road': False,\n",
+       "  'state': False,\n",
+       "  'cross': False,\n",
+       "  'lonely': False,\n",
+       "  'yummy': False,\n",
+       "  'invite': False,\n",
+       "  'round': False,\n",
+       "  'terrible': False,\n",
+       "  'release': False,\n",
+       "  'taste': False,\n",
+       "  'dm': False,\n",
+       "  'past': False,\n",
+       "  'goodbye': False,\n",
+       "  'case': False,\n",
+       "  'due': False,\n",
+       "  'design': False,\n",
+       "  'yum': False,\n",
+       "  'wine': False,\n",
+       "  'bet': False,\n",
+       "  'vega': False,\n",
+       "  'swine': False,\n",
+       "  'joke': False,\n",
+       "  'shoe': False,\n",
+       "  'shame': False,\n",
+       "  'sky': False,\n",
+       "  'fav': False,\n",
+       "  'mess': False,\n",
+       "  'ear': False,\n",
+       "  'notice': False,\n",
+       "  'mall': False,\n",
+       "  'de': False,\n",
+       "  'spent': False,\n",
+       "  'stand': False,\n",
+       "  'gay': False,\n",
+       "  'cancel': False,\n",
+       "  'tweetdeck': False,\n",
+       "  'sale': False,\n",
+       "  'none': False,\n",
+       "  'hun': False,\n",
+       "  'delete': False,\n",
+       "  'angel': False,\n",
+       "  'england': False,\n",
+       "  'bro': False,\n",
+       "  'different': False,\n",
+       "  'annoy': False,\n",
+       "  'clothes': False,\n",
+       "  'company': False,\n",
+       "  'everybody': False,\n",
+       "  'dr': False,\n",
+       "  'yo': False,\n",
+       "  'speak': False,\n",
+       "  'huge': False,\n",
+       "  'via': False,\n",
+       "  'doctor': False,\n",
+       "  'xo': False,\n",
+       "  'issue': False,\n",
+       "  'nearly': False,\n",
+       "  'nobody': False,\n",
+       "  'played': False,\n",
+       "  'boyfriend': False,\n",
+       "  'wednesday': False,\n",
+       "  'fire': False,\n",
+       "  'pink': False,\n",
+       "  'pull': False,\n",
+       "  'group': False,\n",
+       "  'congratulation': False,\n",
+       "  'complete': False,\n",
+       "  'shin': False,\n",
+       "  'ohh': False,\n",
+       "  'forever': False,\n",
+       "  'roll': False,\n",
+       "  'except': False,\n",
+       "  'indeed': False,\n",
+       "  'bike': False,\n",
+       "  'mail': False,\n",
+       "  'french': False,\n",
+       "  'bug': False,\n",
+       "  'pizza': False,\n",
+       "  'chill': False,\n",
+       "  'shes': False,\n",
+       "  'ruin': False,\n",
+       "  'jonasbrothers': False,\n",
+       "  'nail': False,\n",
+       "  'apple': False,\n",
+       "  'sort': False,\n",
+       "  'etc': False,\n",
+       "  'absolutely': False,\n",
+       "  'hangover': False,\n",
+       "  'blue': False,\n",
+       "  'war': False,\n",
+       "  'web': False,\n",
+       "  'pray': False,\n",
+       "  'sexy': False,\n",
+       "  'cup': False,\n",
+       "  'sooooo': False,\n",
+       "  'bunch': False,\n",
+       "  'completely': False,\n",
+       "  'bb': False,\n",
+       "  'article': False,\n",
+       "  'profile': False,\n",
+       "  'appreciate': False,\n",
+       "  'extra': False,\n",
+       "  'exhaust': False,\n",
+       "  'revise': False,\n",
+       "  'waste': False,\n",
+       "  'tan': False,\n",
+       "  'glass': False,\n",
+       "  'favourite': False,\n",
+       "  'session': False,\n",
+       "  'tummy': False,\n",
+       "  'quiet': False,\n",
+       "  'fantastic': False,\n",
+       "  'pas': False,\n",
+       "  'future': False,\n",
+       "  'yep': False,\n",
+       "  'stick': False,\n",
+       "  'event': False,\n",
+       "  'pass': False,\n",
+       "  'single': False,\n",
+       "  'july': False,\n",
+       "  'fat': True,\n",
+       "  'traffic': False,\n",
+       "  'butt': False,\n",
+       "  'dnt': False,\n",
+       "  'hah': False,\n",
+       "  'isnt': False,\n",
+       "  'graduation': False,\n",
+       "  'death': False,\n",
+       "  'eh': False,\n",
+       "  'mate': False,\n",
+       "  'king': False,\n",
+       "  'science': False,\n",
+       "  'version': False,\n",
+       "  'exactly': False,\n",
+       "  'jus': False,\n",
+       "  'trek': False,\n",
+       "  'chris': False,\n",
+       "  'mmm': False,\n",
+       "  'shout': False,\n",
+       "  'nah': False,\n",
+       "  'serious': False,\n",
+       "  'rd': False,\n",
+       "  'cost': False,\n",
+       "  'become': False,\n",
+       "  'possible': False,\n",
+       "  'kiss': False,\n",
+       "  'daughter': False,\n",
+       "  'front': False,\n",
+       "  'blackberry': False,\n",
+       "  'ahh': False,\n",
+       "  'married': False,\n",
+       "  'nightmare': False,\n",
+       "  'memory': False,\n",
+       "  'addict': False,\n",
+       "  'burnt': False,\n",
+       "  'coz': False,\n",
+       "  'mcfly': False,\n",
+       "  'joe': False,\n",
+       "  'dunno': False,\n",
+       "  'dentist': False,\n",
+       "  'diet': False,\n",
+       "  'gosh': False,\n",
+       "  'hilarious': False,\n",
+       "  'server': False,\n",
+       "  'productive': False,\n",
+       "  'doubt': False,\n",
+       "  'trouble': False,\n",
+       "  'drinking': False,\n",
+       "  'depressed': False,\n",
+       "  'disappointed': False,\n",
+       "  'fever': False,\n",
+       "  'business': False,\n",
+       "  'present': False,\n",
+       "  'return': False,\n",
+       "  'hmmm': False,\n",
+       "  'twit': False,\n",
+       "  'donniewahlberg': False,\n",
+       "  'history': False,\n",
+       "  'random': False,\n",
+       "  'san': False,\n",
+       "  'felt': False,\n",
+       "  'pre': False,\n",
+       "  'cook': False,\n",
+       "  'ran': False,\n",
+       "  'knee': False,\n",
+       "  'def': False,\n",
+       "  'smell': False,\n",
+       "  'hero': False,\n",
+       "  'bloody': False,\n",
+       "  'ache': False,\n",
+       "  'father': False,\n",
+       "  'mon': False,\n",
+       "  'germany': False,\n",
+       "  'havent': False,\n",
+       "  'pc': False,\n",
+       "  'scary': False,\n",
+       "  'magic': False,\n",
+       "  'trailer': False,\n",
+       "  'spot': False,\n",
+       "  'review': False,\n",
+       "  'brilliant': False,\n",
+       "  'ouch': False,\n",
+       "  'background': False,\n",
+       "  'james': False,\n",
+       "  'hotel': False,\n",
+       "  'prom': False,\n",
+       "  'cupcake': False,\n",
+       "  'fave': False,\n",
+       "  'yup': False,\n",
+       "  'men': False,\n",
+       "  'screw': False,\n",
+       "  'major': False,\n",
+       "  'vip': False,\n",
+       "  'matt': False,\n",
+       "  'woo': False,\n",
+       "  'epic': False,\n",
+       "  'silly': False,\n",
+       "  'board': False,\n",
+       "  'sunburn': False,\n",
+       "  'picked': False,\n",
+       "  'nose': True,\n",
+       "  'dumb': False,\n",
+       "  'land': False,\n",
+       "  'library': False,\n",
+       "  'caught': False,\n",
+       "  'table': False,\n",
+       "  'rainy': False,\n",
+       "  'nyc': False,\n",
+       "  'normal': False,\n",
+       "  'whatever': False,\n",
+       "  'ignore': False,\n",
+       "  'shut': False,\n",
+       "  'unless': False,\n",
+       "  'darn': False,\n",
+       "  'fuckin': False,\n",
+       "  'midnight': False,\n",
+       "  'screen': False,\n",
+       "  'america': False,\n",
+       "  'north': False,\n",
+       "  'low': False,\n",
+       "  'arrive': False,\n",
+       "  'color': False,\n",
+       "  'channel': False,\n",
+       "  'thanx': False,\n",
+       "  'blood': False,\n",
+       "  'canada': False,\n",
+       "  'lame': False,\n",
+       "  'fish': False,\n",
+       "  'child': False,\n",
+       "  'doin': False,\n",
+       "  ...},\n",
+       " {'get': False,\n",
+       "  'go': False,\n",
+       "  'day': False,\n",
+       "  'good': False,\n",
+       "  'work': False,\n",
+       "  'like': False,\n",
+       "  'love': False,\n",
+       "  'quot': False,\n",
+       "  'u': False,\n",
+       "  'today': False,\n",
+       "  'time': False,\n",
+       "  'well': False,\n",
+       "  'lol': False,\n",
+       "  'back': False,\n",
+       "  'see': False,\n",
+       "  'one': False,\n",
+       "  'miss': False,\n",
+       "  'want': False,\n",
+       "  'know': False,\n",
+       "  'think': False,\n",
+       "  'make': False,\n",
+       "  'really': False,\n",
+       "  'im': False,\n",
+       "  'feel': False,\n",
+       "  'amp': False,\n",
+       "  'come': False,\n",
+       "  'need': False,\n",
+       "  'night': False,\n",
+       "  'new': False,\n",
+       "  'still': False,\n",
+       "  'home': False,\n",
+       "  'oh': False,\n",
+       "  'watch': False,\n",
+       "  'thanks': False,\n",
+       "  'na': False,\n",
+       "  'look': False,\n",
+       "  'twitter': False,\n",
+       "  'great': False,\n",
+       "  'much': False,\n",
+       "  'say': False,\n",
+       "  'hope': False,\n",
+       "  'morning': False,\n",
+       "  'bad': False,\n",
+       "  'sleep': False,\n",
+       "  'wish': False,\n",
+       "  'wait': False,\n",
+       "  'take': False,\n",
+       "  'last': False,\n",
+       "  'tomorrow': False,\n",
+       "  'sad': False,\n",
+       "  'try': False,\n",
+       "  'haha': False,\n",
+       "  'happy': False,\n",
+       "  'would': False,\n",
+       "  'fun': False,\n",
+       "  'week': False,\n",
+       "  'thing': False,\n",
+       "  'tonight': True,\n",
+       "  'right': False,\n",
+       "  'friend': False,\n",
+       "  'way': False,\n",
+       "  'sorry': False,\n",
+       "  'nice': False,\n",
+       "  'could': False,\n",
+       "  'though': False,\n",
+       "  'follow': False,\n",
+       "  'yeah': False,\n",
+       "  'start': False,\n",
+       "  'gon': False,\n",
+       "  'bed': False,\n",
+       "  'yes': False,\n",
+       "  'even': False,\n",
+       "  'people': False,\n",
+       "  'hate': False,\n",
+       "  'hour': False,\n",
+       "  'school': False,\n",
+       "  'guy': False,\n",
+       "  'tweet': False,\n",
+       "  'weekend': False,\n",
+       "  'long': False,\n",
+       "  'show': False,\n",
+       "  'hey': False,\n",
+       "  'cant': False,\n",
+       "  'little': False,\n",
+       "  'x': False,\n",
+       "  'next': False,\n",
+       "  'life': False,\n",
+       "  'never': False,\n",
+       "  'year': False,\n",
+       "  'tire': False,\n",
+       "  'movie': False,\n",
+       "  'let': False,\n",
+       "  'suck': False,\n",
+       "  'use': False,\n",
+       "  'everyone': False,\n",
+       "  'soon': False,\n",
+       "  'first': False,\n",
+       "  'already': False,\n",
+       "  'sick': False,\n",
+       "  'ok': False,\n",
+       "  'play': False,\n",
+       "  'thank': False,\n",
+       "  'lt': False,\n",
+       "  'ready': False,\n",
+       "  'best': False,\n",
+       "  'eat': False,\n",
+       "  'find': False,\n",
+       "  'dont': False,\n",
+       "  'call': False,\n",
+       "  'awesome': False,\n",
+       "  'wan': False,\n",
+       "  'rain': False,\n",
+       "  'please': False,\n",
+       "  'keep': False,\n",
+       "  'girl': False,\n",
+       "  'always': False,\n",
+       "  'something': False,\n",
+       "  'house': False,\n",
+       "  'n': False,\n",
+       "  'hurt': False,\n",
+       "  'help': False,\n",
+       "  'old': False,\n",
+       "  'man': False,\n",
+       "  'head': False,\n",
+       "  'cool': False,\n",
+       "  'another': False,\n",
+       "  'give': False,\n",
+       "  'talk': False,\n",
+       "  'yay': False,\n",
+       "  'sure': False,\n",
+       "  'lot': False,\n",
+       "  'live': False,\n",
+       "  'lose': False,\n",
+       "  'phone': False,\n",
+       "  'enjoy': False,\n",
+       "  'amaze': False,\n",
+       "  'song': False,\n",
+       "  'thought': False,\n",
+       "  'damn': False,\n",
+       "  'ur': False,\n",
+       "  'sound': False,\n",
+       "  'summer': False,\n",
+       "  'stop': False,\n",
+       "  'omg': False,\n",
+       "  'ever': False,\n",
+       "  'b': False,\n",
+       "  'guess': False,\n",
+       "  'maybe': False,\n",
+       "  'tell': False,\n",
+       "  'game': False,\n",
+       "  'w': False,\n",
+       "  'listen': False,\n",
+       "  'yet': False,\n",
+       "  'finally': False,\n",
+       "  'nothing': False,\n",
+       "  'also': False,\n",
+       "  'mean': False,\n",
+       "  'big': False,\n",
+       "  'ya': False,\n",
+       "  'baby': False,\n",
+       "  'hot': False,\n",
+       "  'friday': False,\n",
+       "  'fuck': False,\n",
+       "  'finish': False,\n",
+       "  'away': False,\n",
+       "  'pretty': False,\n",
+       "  'leave': False,\n",
+       "  'excite': False,\n",
+       "  'birthday': False,\n",
+       "  'exam': False,\n",
+       "  'r': False,\n",
+       "  'end': False,\n",
+       "  'early': False,\n",
+       "  'party': False,\n",
+       "  'th': False,\n",
+       "  'run': False,\n",
+       "  'p': False,\n",
+       "  'left': False,\n",
+       "  'someone': False,\n",
+       "  'glad': False,\n",
+       "  'ta': False,\n",
+       "  'bore': False,\n",
+       "  'hear': False,\n",
+       "  'wow': False,\n",
+       "  'check': False,\n",
+       "  'ugh': False,\n",
+       "  'cry': False,\n",
+       "  'yesterday': False,\n",
+       "  'might': False,\n",
+       "  'mom': False,\n",
+       "  'seem': False,\n",
+       "  'bit': False,\n",
+       "  'since': False,\n",
+       "  'two': False,\n",
+       "  'stuff': False,\n",
+       "  'late': False,\n",
+       "  'thats': False,\n",
+       "  'put': False,\n",
+       "  'move': False,\n",
+       "  'later': False,\n",
+       "  'sun': False,\n",
+       "  'god': False,\n",
+       "  'music': False,\n",
+       "  'video': False,\n",
+       "  'found': False,\n",
+       "  'lunch': False,\n",
+       "  'happen': False,\n",
+       "  'kid': False,\n",
+       "  'update': False,\n",
+       "  'job': False,\n",
+       "  'weather': False,\n",
+       "  'actually': False,\n",
+       "  'follower': False,\n",
+       "  'car': False,\n",
+       "  'luck': True,\n",
+       "  'study': False,\n",
+       "  'gt': False,\n",
+       "  'monday': False,\n",
+       "  'hi': False,\n",
+       "  'tv': False,\n",
+       "  'world': False,\n",
+       "  'stay': False,\n",
+       "  'hard': False,\n",
+       "  'saw': False,\n",
+       "  'pic': False,\n",
+       "  'post': False,\n",
+       "  'must': False,\n",
+       "  'poor': False,\n",
+       "  'c': False,\n",
+       "  'book': False,\n",
+       "  'food': False,\n",
+       "  'die': False,\n",
+       "  'iphone': False,\n",
+       "  'com': False,\n",
+       "  'least': False,\n",
+       "  'sunday': False,\n",
+       "  'dream': False,\n",
+       "  'forward': False,\n",
+       "  'far': False,\n",
+       "  'beautiful': False,\n",
+       "  'without': False,\n",
+       "  'read': False,\n",
+       "  'hair': False,\n",
+       "  'month': False,\n",
+       "  'mine': False,\n",
+       "  'many': False,\n",
+       "  'change': False,\n",
+       "  'real': False,\n",
+       "  'may': False,\n",
+       "  'everything': False,\n",
+       "  'family': False,\n",
+       "  'anything': False,\n",
+       "  'almost': False,\n",
+       "  'woke': False,\n",
+       "  'till': False,\n",
+       "  'around': False,\n",
+       "  'place': False,\n",
+       "  'cold': False,\n",
+       "  'cause': False,\n",
+       "  'ha': False,\n",
+       "  'ask': False,\n",
+       "  'hahaha': False,\n",
+       "  'cute': False,\n",
+       "  'every': False,\n",
+       "  'dinner': False,\n",
+       "  'plan': False,\n",
+       "  'walk': False,\n",
+       "  'saturday': False,\n",
+       "  'send': False,\n",
+       "  'welcome': False,\n",
+       "  'aww': False,\n",
+       "  'sweet': False,\n",
+       "  'funny': False,\n",
+       "  'win': False,\n",
+       "  'totally': False,\n",
+       "  'write': False,\n",
+       "  'turn': False,\n",
+       "  'tho': False,\n",
+       "  'remember': False,\n",
+       "  'dad': False,\n",
+       "  'super': False,\n",
+       "  'stupid': False,\n",
+       "  'rock': False,\n",
+       "  'g': False,\n",
+       "  'picture': False,\n",
+       "  'drive': False,\n",
+       "  'boy': False,\n",
+       "  'kinda': False,\n",
+       "  'true': False,\n",
+       "  'shit': False,\n",
+       "  'wake': False,\n",
+       "  'dog': False,\n",
+       "  'idea': False,\n",
+       "  'free': False,\n",
+       "  'class': False,\n",
+       "  'outside': False,\n",
+       "  'didnt': False,\n",
+       "  'face': False,\n",
+       "  'wonder': False,\n",
+       "  'fail': False,\n",
+       "  'coffee': False,\n",
+       "  'mother': False,\n",
+       "  'anymore': False,\n",
+       "  'okay': False,\n",
+       "  'soo': False,\n",
+       "  'enough': False,\n",
+       "  'fan': False,\n",
+       "  'goodnight': False,\n",
+       "  'believe': False,\n",
+       "  'pm': False,\n",
+       "  'xx': False,\n",
+       "  'course': False,\n",
+       "  'hell': False,\n",
+       "  'final': False,\n",
+       "  'minute': False,\n",
+       "  'hopefully': False,\n",
+       "  'whole': False,\n",
+       "  'sit': False,\n",
+       "  'alone': False,\n",
+       "  'buy': False,\n",
+       "  'reply': False,\n",
+       "  'break': False,\n",
+       "  'computer': False,\n",
+       "  'kill': False,\n",
+       "  'brother': False,\n",
+       "  'k': False,\n",
+       "  'lovely': False,\n",
+       "  'crazy': False,\n",
+       "  'rest': False,\n",
+       "  'able': False,\n",
+       "  'wrong': False,\n",
+       "  'probably': False,\n",
+       "  'name': False,\n",
+       "  'heard': False,\n",
+       "  'money': False,\n",
+       "  'half': False,\n",
+       "  'shopping': False,\n",
+       "  'part': False,\n",
+       "  'cuz': False,\n",
+       "  'boo': False,\n",
+       "  'fall': False,\n",
+       "  'link': False,\n",
+       "  'e': False,\n",
+       "  'vote': False,\n",
+       "  'site': False,\n",
+       "  'ill': False,\n",
+       "  'pay': False,\n",
+       "  'hug': False,\n",
+       "  'reading': False,\n",
+       "  'sooo': False,\n",
+       "  'ago': False,\n",
+       "  'kind': False,\n",
+       "  'hang': False,\n",
+       "  'high': False,\n",
+       "  'internet': False,\n",
+       "  'xd': False,\n",
+       "  'news': False,\n",
+       "  'ah': False,\n",
+       "  'room': False,\n",
+       "  'favorite': False,\n",
+       "  'june': False,\n",
+       "  'add': False,\n",
+       "  'catch': False,\n",
+       "  'eye': False,\n",
+       "  'anyone': False,\n",
+       "  'reason': False,\n",
+       "  'facebook': False,\n",
+       "  'sister': False,\n",
+       "  'pack': False,\n",
+       "  'either': False,\n",
+       "  'mr': False,\n",
+       "  'else': False,\n",
+       "  'boring': False,\n",
+       "  'worry': False,\n",
+       "  'test': False,\n",
+       "  'meet': False,\n",
+       "  'trip': False,\n",
+       "  'person': False,\n",
+       "  'l': False,\n",
+       "  'word': False,\n",
+       "  'forgot': False,\n",
+       "  'star': False,\n",
+       "  'fine': False,\n",
+       "  'la': False,\n",
+       "  'hit': False,\n",
+       "  'awake': False,\n",
+       "  'care': False,\n",
+       "  'drink': False,\n",
+       "  'seriously': False,\n",
+       "  'awww': False,\n",
+       "  'busy': False,\n",
+       "  'headache': False,\n",
+       "  'ticket': False,\n",
+       "  'open': False,\n",
+       "  'crap': False,\n",
+       "  'beach': False,\n",
+       "  'learn': False,\n",
+       "  'close': False,\n",
+       "  'blog': False,\n",
+       "  'mind': False,\n",
+       "  'heart': False,\n",
+       "  'btw': False,\n",
+       "  'concert': False,\n",
+       "  'bring': False,\n",
+       "  'dance': False,\n",
+       "  'hello': False,\n",
+       "  'fix': False,\n",
+       "  'office': False,\n",
+       "  'hand': False,\n",
+       "  'asleep': False,\n",
+       "  'homework': False,\n",
+       "  'bout': False,\n",
+       "  'sing': False,\n",
+       "  'photo': False,\n",
+       "  'shower': False,\n",
+       "  'mad': False,\n",
+       "  'email': False,\n",
+       "  'min': False,\n",
+       "  'wear': False,\n",
+       "  'cream': False,\n",
+       "  'meeting': False,\n",
+       "  'hehe': False,\n",
+       "  'ice': False,\n",
+       "  'www': False,\n",
+       "  'page': False,\n",
+       "  'order': False,\n",
+       "  'dude': False,\n",
+       "  'nite': False,\n",
+       "  'red': False,\n",
+       "  'set': False,\n",
+       "  'season': False,\n",
+       "  'broke': False,\n",
+       "  'hr': False,\n",
+       "  'instead': False,\n",
+       "  'wont': False,\n",
+       "  'problem': False,\n",
+       "  'told': False,\n",
+       "  'album': False,\n",
+       "  'jealous': False,\n",
+       "  'message': False,\n",
+       "  'stuck': False,\n",
+       "  'save': False,\n",
+       "  'suppose': False,\n",
+       "  'agree': False,\n",
+       "  'st': False,\n",
+       "  'hungry': False,\n",
+       "  'full': False,\n",
+       "  'tommcfly': False,\n",
+       "  'sat': False,\n",
+       "  'pain': False,\n",
+       "  'train': False,\n",
+       "  'sunny': False,\n",
+       "  'ddlovato': False,\n",
+       "  'til': False,\n",
+       "  'quite': False,\n",
+       "  'lucky': False,\n",
+       "  'moment': False,\n",
+       "  'knew': False,\n",
+       "  'water': False,\n",
+       "  'da': False,\n",
+       "  'aw': False,\n",
+       "  'lady': False,\n",
+       "  'ride': False,\n",
+       "  'bought': False,\n",
+       "  'tour': False,\n",
+       "  'laugh': False,\n",
+       "  'couple': False,\n",
+       "  'sign': False,\n",
+       "  'mileycyrus': False,\n",
+       "  'together': False,\n",
+       "  'sometimes': False,\n",
+       "  'cat': False,\n",
+       "  'youtube': False,\n",
+       "  'card': False,\n",
+       "  'hop': False,\n",
+       "  'mum': False,\n",
+       "  'town': False,\n",
+       "  'uk': False,\n",
+       "  'top': False,\n",
+       "  'v': False,\n",
+       "  'followfriday': False,\n",
+       "  'congrats': False,\n",
+       "  'city': False,\n",
+       "  'date': False,\n",
+       "  'anyway': False,\n",
+       "  'interest': False,\n",
+       "  'breakfast': False,\n",
+       "  'dress': False,\n",
+       "  'band': False,\n",
+       "  'website': False,\n",
+       "  'wonderful': False,\n",
+       "  'lmao': False,\n",
+       "  'understand': False,\n",
+       "  'figure': False,\n",
+       "  'sigh': False,\n",
+       "  'holiday': False,\n",
+       "  'sore': False,\n",
+       "  'second': False,\n",
+       "  'text': False,\n",
+       "  'kick': False,\n",
+       "  'visit': False,\n",
+       "  'afternoon': False,\n",
+       "  'award': False,\n",
+       "  'church': False,\n",
+       "  'plus': False,\n",
+       "  'soooo': False,\n",
+       "  'support': False,\n",
+       "  'slow': False,\n",
+       "  'smile': False,\n",
+       "  'mac': False,\n",
+       "  'clean': False,\n",
+       "  'cut': False,\n",
+       "  'flight': False,\n",
+       "  'sleepy': False,\n",
+       "  'short': False,\n",
+       "  'pool': False,\n",
+       "  'green': False,\n",
+       "  'math': False,\n",
+       "  'share': False,\n",
+       "  'scar': False,\n",
+       "  'wedding': False,\n",
+       "  'nd': False,\n",
+       "  'air': False,\n",
+       "  'store': False,\n",
+       "  'nap': False,\n",
+       "  'account': False,\n",
+       "  'jonas': False,\n",
+       "  'point': False,\n",
+       "  'join': False,\n",
+       "  'chance': False,\n",
+       "  'foot': False,\n",
+       "  'mention': False,\n",
+       "  'dear': False,\n",
+       "  'record': False,\n",
+       "  'less': False,\n",
+       "  'side': False,\n",
+       "  'ppl': False,\n",
+       "  'flu': False,\n",
+       "  'line': False,\n",
+       "  'shoot': False,\n",
+       "  'easy': False,\n",
+       "  'dead': False,\n",
+       "  'download': False,\n",
+       "  'sent': False,\n",
+       "  'f': False,\n",
+       "  'cleaning': False,\n",
+       "  'yea': False,\n",
+       "  'black': False,\n",
+       "  'beer': False,\n",
+       "  'moon': False,\n",
+       "  'answer': False,\n",
+       "  'lil': False,\n",
+       "  'park': False,\n",
+       "  'chocolate': False,\n",
+       "  'bday': False,\n",
+       "  'perfect': False,\n",
+       "  'cover': False,\n",
+       "  'h': False,\n",
+       "  'special': False,\n",
+       "  'ipod': False,\n",
+       "  'pick': False,\n",
+       "  'college': False,\n",
+       "  'online': False,\n",
+       "  'tuesday': False,\n",
+       "  'shirt': False,\n",
+       "  'david': False,\n",
+       "  'co': False,\n",
+       "  'list': False,\n",
+       "  'bye': False,\n",
+       "  'block': False,\n",
+       "  'horrible': False,\n",
+       "  'episode': False,\n",
+       "  'freak': False,\n",
+       "  'longer': False,\n",
+       "  'mtv': False,\n",
+       "  'goin': False,\n",
+       "  'paper': False,\n",
+       "  'sell': False,\n",
+       "  'leg': False,\n",
+       "  'sunshine': False,\n",
+       "  'voice': False,\n",
+       "  'chat': False,\n",
+       "  'myspace': False,\n",
+       "  'body': False,\n",
+       "  'fast': False,\n",
+       "  'whats': False,\n",
+       "  'london': False,\n",
+       "  'hmm': False,\n",
+       "  'piss': False,\n",
+       "  'mile': False,\n",
+       "  'light': False,\n",
+       "  'mood': False,\n",
+       "  'english': False,\n",
+       "  'xxx': False,\n",
+       "  'fly': False,\n",
+       "  'weird': False,\n",
+       "  'idk': False,\n",
+       "  'drop': False,\n",
+       "  'thx': False,\n",
+       "  'happens': False,\n",
+       "  'forget': False,\n",
+       "  'fair': False,\n",
+       "  'decide': False,\n",
+       "  'ate': False,\n",
+       "  'fell': False,\n",
+       "  'experience': False,\n",
+       "  'sims': False,\n",
+       "  'ive': False,\n",
+       "  'comment': False,\n",
+       "  'warm': False,\n",
+       "  'gym': False,\n",
+       "  'bitch': False,\n",
+       "  'rather': False,\n",
+       "  'service': False,\n",
+       "  'ball': False,\n",
+       "  'throat': False,\n",
+       "  'power': False,\n",
+       "  'bbq': False,\n",
+       "  'team': False,\n",
+       "  'shall': False,\n",
+       "  'garden': False,\n",
+       "  'cd': False,\n",
+       "  'unfortunately': False,\n",
+       "  'wtf': False,\n",
+       "  'radio': False,\n",
+       "  'twilight': False,\n",
+       "  'tom': False,\n",
+       "  'earlier': False,\n",
+       "  'tea': False,\n",
+       "  'hold': False,\n",
+       "  'em': False,\n",
+       "  'act': False,\n",
+       "  'safe': False,\n",
+       "  'especially': False,\n",
+       "  'finger': False,\n",
+       "  'three': False,\n",
+       "  'parent': False,\n",
+       "  'peace': False,\n",
+       "  'shot': False,\n",
+       "  'spend': False,\n",
+       "  'chicken': False,\n",
+       "  'miley': False,\n",
+       "  'shop': False,\n",
+       "  'alright': False,\n",
+       "  'yr': False,\n",
+       "  'laptop': False,\n",
+       "  'cheer': False,\n",
+       "  'bum': False,\n",
+       "  'deal': False,\n",
+       "  'storm': False,\n",
+       "  'doesnt': False,\n",
+       "  'airport': False,\n",
+       "  'john': False,\n",
+       "  'camera': False,\n",
+       "  'fact': False,\n",
+       "  'club': False,\n",
+       "  'confuse': False,\n",
+       "  'near': False,\n",
+       "  'definitely': False,\n",
+       "  'thursday': False,\n",
+       "  'revision': False,\n",
+       "  'nope': False,\n",
+       "  'woman': False,\n",
+       "  'note': False,\n",
+       "  'story': False,\n",
+       "  'lakers': False,\n",
+       "  'cousin': False,\n",
+       "  'load': False,\n",
+       "  'touch': False,\n",
+       "  'ff': False,\n",
+       "  'self': False,\n",
+       "  'broken': False,\n",
+       "  'luv': False,\n",
+       "  'lazy': False,\n",
+       "  'apparently': False,\n",
+       "  'huh': False,\n",
+       "  'matter': False,\n",
+       "  'beat': False,\n",
+       "  'stress': False,\n",
+       "  'upload': False,\n",
+       "  'ooh': False,\n",
+       "  'begin': False,\n",
+       "  'ahead': False,\n",
+       "  'number': False,\n",
+       "  'ahhh': False,\n",
+       "  'sadly': False,\n",
+       "  'upset': False,\n",
+       "  'stomach': False,\n",
+       "  'question': False,\n",
+       "  'j': False,\n",
+       "  'project': False,\n",
+       "  'bus': False,\n",
+       "  'hubby': False,\n",
+       "  'door': False,\n",
+       "  'age': False,\n",
+       "  'slept': False,\n",
+       "  'fb': False,\n",
+       "  'window': False,\n",
+       "  'dvd': False,\n",
+       "  'lately': False,\n",
+       "  'officially': False,\n",
+       "  'young': False,\n",
+       "  'bless': False,\n",
+       "  'interview': False,\n",
+       "  'swim': False,\n",
+       "  'practice': False,\n",
+       "  'bill': False,\n",
+       "  'hill': False,\n",
+       "  'living': False,\n",
+       "  'google': False,\n",
+       "  'relax': False,\n",
+       "  'worth': False,\n",
+       "  'fight': False,\n",
+       "  'guitar': False,\n",
+       "  'vacation': False,\n",
+       "  'lie': False,\n",
+       "  'behind': False,\n",
+       "  'lay': False,\n",
+       "  'grow': False,\n",
+       "  'itunes': False,\n",
+       "  'gorgeous': False,\n",
+       "  'puppy': False,\n",
+       "  'inside': False,\n",
+       "  'allow': False,\n",
+       "  'babe': False,\n",
+       "  'currently': False,\n",
+       "  'aint': False,\n",
+       "  'cake': False,\n",
+       "  'type': False,\n",
+       "  'son': False,\n",
+       "  'white': False,\n",
+       "  'meant': False,\n",
+       "  'film': False,\n",
+       "  'si': False,\n",
+       "  'hospital': False,\n",
+       "  'hat': False,\n",
+       "  'bag': False,\n",
+       "  'met': False,\n",
+       "  'wit': False,\n",
+       "  'joy': False,\n",
+       "  'camp': False,\n",
+       "  'manage': False,\n",
+       "  'country': False,\n",
+       "  'nick': False,\n",
+       "  'small': False,\n",
+       "  'race': False,\n",
+       "  'fit': False,\n",
+       "  'fml': False,\n",
+       "  'box': False,\n",
+       "  'realize': False,\n",
+       "  'road': False,\n",
+       "  'state': False,\n",
+       "  'cross': False,\n",
+       "  'lonely': False,\n",
+       "  'yummy': False,\n",
+       "  'invite': False,\n",
+       "  'round': False,\n",
+       "  'terrible': False,\n",
+       "  'release': False,\n",
+       "  'taste': False,\n",
+       "  'dm': False,\n",
+       "  'past': False,\n",
+       "  'goodbye': False,\n",
+       "  'case': False,\n",
+       "  'due': False,\n",
+       "  'design': False,\n",
+       "  'yum': False,\n",
+       "  'wine': False,\n",
+       "  'bet': False,\n",
+       "  'vega': False,\n",
+       "  'swine': False,\n",
+       "  'joke': False,\n",
+       "  'shoe': False,\n",
+       "  'shame': False,\n",
+       "  'sky': False,\n",
+       "  'fav': False,\n",
+       "  'mess': False,\n",
+       "  'ear': False,\n",
+       "  'notice': False,\n",
+       "  'mall': False,\n",
+       "  'de': False,\n",
+       "  'spent': False,\n",
+       "  'stand': False,\n",
+       "  'gay': False,\n",
+       "  'cancel': False,\n",
+       "  'tweetdeck': False,\n",
+       "  'sale': False,\n",
+       "  'none': False,\n",
+       "  'hun': False,\n",
+       "  'delete': False,\n",
+       "  'angel': False,\n",
+       "  'england': False,\n",
+       "  'bro': False,\n",
+       "  'different': False,\n",
+       "  'annoy': False,\n",
+       "  'clothes': False,\n",
+       "  'company': False,\n",
+       "  'everybody': False,\n",
+       "  'dr': False,\n",
+       "  'yo': False,\n",
+       "  'speak': False,\n",
+       "  'huge': False,\n",
+       "  'via': False,\n",
+       "  'doctor': False,\n",
+       "  'xo': False,\n",
+       "  'issue': False,\n",
+       "  'nearly': False,\n",
+       "  'nobody': False,\n",
+       "  'played': False,\n",
+       "  'boyfriend': False,\n",
+       "  'wednesday': False,\n",
+       "  'fire': False,\n",
+       "  'pink': False,\n",
+       "  'pull': False,\n",
+       "  'group': False,\n",
+       "  'congratulation': False,\n",
+       "  'complete': False,\n",
+       "  'shin': False,\n",
+       "  'ohh': False,\n",
+       "  'forever': False,\n",
+       "  'roll': False,\n",
+       "  'except': False,\n",
+       "  'indeed': False,\n",
+       "  'bike': False,\n",
+       "  'mail': False,\n",
+       "  'french': False,\n",
+       "  'bug': False,\n",
+       "  'pizza': False,\n",
+       "  'chill': False,\n",
+       "  'shes': False,\n",
+       "  'ruin': False,\n",
+       "  'jonasbrothers': False,\n",
+       "  'nail': False,\n",
+       "  'apple': False,\n",
+       "  'sort': False,\n",
+       "  'etc': False,\n",
+       "  'absolutely': False,\n",
+       "  'hangover': False,\n",
+       "  'blue': False,\n",
+       "  'war': False,\n",
+       "  'web': False,\n",
+       "  'pray': False,\n",
+       "  'sexy': False,\n",
+       "  'cup': False,\n",
+       "  'sooooo': False,\n",
+       "  'bunch': False,\n",
+       "  'completely': False,\n",
+       "  'bb': False,\n",
+       "  'article': False,\n",
+       "  'profile': False,\n",
+       "  'appreciate': False,\n",
+       "  'extra': False,\n",
+       "  'exhaust': False,\n",
+       "  'revise': False,\n",
+       "  'waste': False,\n",
+       "  'tan': False,\n",
+       "  'glass': False,\n",
+       "  'favourite': False,\n",
+       "  'session': False,\n",
+       "  'tummy': False,\n",
+       "  'quiet': False,\n",
+       "  'fantastic': False,\n",
+       "  'pas': False,\n",
+       "  'future': False,\n",
+       "  'yep': False,\n",
+       "  'stick': False,\n",
+       "  'event': False,\n",
+       "  'pass': False,\n",
+       "  'single': False,\n",
+       "  'july': False,\n",
+       "  'fat': False,\n",
+       "  'traffic': False,\n",
+       "  'butt': False,\n",
+       "  'dnt': False,\n",
+       "  'hah': False,\n",
+       "  'isnt': False,\n",
+       "  'graduation': False,\n",
+       "  'death': False,\n",
+       "  'eh': False,\n",
+       "  'mate': False,\n",
+       "  'king': False,\n",
+       "  'science': False,\n",
+       "  'version': False,\n",
+       "  'exactly': False,\n",
+       "  'jus': False,\n",
+       "  'trek': False,\n",
+       "  'chris': False,\n",
+       "  'mmm': False,\n",
+       "  'shout': False,\n",
+       "  'nah': False,\n",
+       "  'serious': False,\n",
+       "  'rd': False,\n",
+       "  'cost': False,\n",
+       "  'become': False,\n",
+       "  'possible': False,\n",
+       "  'kiss': False,\n",
+       "  'daughter': False,\n",
+       "  'front': False,\n",
+       "  'blackberry': False,\n",
+       "  'ahh': False,\n",
+       "  'married': False,\n",
+       "  'nightmare': False,\n",
+       "  'memory': False,\n",
+       "  'addict': False,\n",
+       "  'burnt': False,\n",
+       "  'coz': False,\n",
+       "  'mcfly': False,\n",
+       "  'joe': False,\n",
+       "  'dunno': False,\n",
+       "  'dentist': False,\n",
+       "  'diet': False,\n",
+       "  'gosh': False,\n",
+       "  'hilarious': False,\n",
+       "  'server': False,\n",
+       "  'productive': False,\n",
+       "  'doubt': False,\n",
+       "  'trouble': False,\n",
+       "  'drinking': False,\n",
+       "  'depressed': False,\n",
+       "  'disappointed': False,\n",
+       "  'fever': False,\n",
+       "  'business': False,\n",
+       "  'present': False,\n",
+       "  'return': False,\n",
+       "  'hmmm': False,\n",
+       "  'twit': False,\n",
+       "  'donniewahlberg': False,\n",
+       "  'history': False,\n",
+       "  'random': False,\n",
+       "  'san': False,\n",
+       "  'felt': False,\n",
+       "  'pre': False,\n",
+       "  'cook': False,\n",
+       "  'ran': False,\n",
+       "  'knee': False,\n",
+       "  'def': False,\n",
+       "  'smell': False,\n",
+       "  'hero': False,\n",
+       "  'bloody': False,\n",
+       "  'ache': False,\n",
+       "  'father': False,\n",
+       "  'mon': False,\n",
+       "  'germany': False,\n",
+       "  'havent': False,\n",
+       "  'pc': False,\n",
+       "  'scary': False,\n",
+       "  'magic': False,\n",
+       "  'trailer': False,\n",
+       "  'spot': False,\n",
+       "  'review': False,\n",
+       "  'brilliant': False,\n",
+       "  'ouch': False,\n",
+       "  'background': False,\n",
+       "  'james': False,\n",
+       "  'hotel': False,\n",
+       "  'prom': False,\n",
+       "  'cupcake': False,\n",
+       "  'fave': False,\n",
+       "  'yup': False,\n",
+       "  'men': False,\n",
+       "  'screw': False,\n",
+       "  'major': False,\n",
+       "  'vip': False,\n",
+       "  'matt': False,\n",
+       "  'woo': False,\n",
+       "  'epic': False,\n",
+       "  'silly': False,\n",
+       "  'board': False,\n",
+       "  'sunburn': False,\n",
+       "  'picked': False,\n",
+       "  'nose': False,\n",
+       "  'dumb': False,\n",
+       "  'land': False,\n",
+       "  'library': False,\n",
+       "  'caught': False,\n",
+       "  'table': False,\n",
+       "  'rainy': False,\n",
+       "  'nyc': False,\n",
+       "  'normal': False,\n",
+       "  'whatever': False,\n",
+       "  'ignore': False,\n",
+       "  'shut': False,\n",
+       "  'unless': False,\n",
+       "  'darn': False,\n",
+       "  'fuckin': False,\n",
+       "  'midnight': False,\n",
+       "  'screen': False,\n",
+       "  'america': False,\n",
+       "  'north': False,\n",
+       "  'low': False,\n",
+       "  'arrive': False,\n",
+       "  'color': False,\n",
+       "  'channel': False,\n",
+       "  'thanx': False,\n",
+       "  'blood': False,\n",
+       "  'canada': False,\n",
+       "  'lame': False,\n",
+       "  'fish': False,\n",
+       "  'child': False,\n",
+       "  'doin': False,\n",
+       "  ...},\n",
+       " {'get': False,\n",
+       "  'go': False,\n",
+       "  'day': False,\n",
+       "  'good': False,\n",
+       "  'work': False,\n",
+       "  'like': False,\n",
+       "  'love': False,\n",
+       "  'quot': False,\n",
+       "  'u': False,\n",
+       "  'today': False,\n",
+       "  'time': False,\n",
+       "  'well': False,\n",
+       "  'lol': False,\n",
+       "  'back': False,\n",
+       "  'see': False,\n",
+       "  'one': False,\n",
+       "  'miss': False,\n",
+       "  'want': False,\n",
+       "  'know': False,\n",
+       "  'think': False,\n",
+       "  'make': False,\n",
+       "  'really': False,\n",
+       "  'im': False,\n",
+       "  'feel': False,\n",
+       "  'amp': False,\n",
+       "  'come': False,\n",
+       "  'need': False,\n",
+       "  'night': False,\n",
+       "  'new': False,\n",
+       "  'still': False,\n",
+       "  'home': False,\n",
+       "  'oh': False,\n",
+       "  'watch': False,\n",
+       "  'thanks': False,\n",
+       "  'na': False,\n",
+       "  'look': False,\n",
+       "  'twitter': False,\n",
+       "  'great': False,\n",
+       "  'much': False,\n",
+       "  'say': False,\n",
+       "  'hope': False,\n",
+       "  'morning': False,\n",
+       "  'bad': False,\n",
+       "  'sleep': False,\n",
+       "  'wish': False,\n",
+       "  'wait': False,\n",
+       "  'take': False,\n",
+       "  'last': False,\n",
+       "  'tomorrow': False,\n",
+       "  'sad': False,\n",
+       "  'try': False,\n",
+       "  'haha': False,\n",
+       "  'happy': False,\n",
+       "  'would': False,\n",
+       "  'fun': False,\n",
+       "  'week': False,\n",
+       "  'thing': False,\n",
+       "  'tonight': False,\n",
+       "  'right': False,\n",
+       "  'friend': False,\n",
+       "  'way': False,\n",
+       "  'sorry': False,\n",
+       "  'nice': False,\n",
+       "  'could': False,\n",
+       "  'though': False,\n",
+       "  'follow': False,\n",
+       "  'yeah': False,\n",
+       "  'start': False,\n",
+       "  'gon': False,\n",
+       "  'bed': False,\n",
+       "  'yes': False,\n",
+       "  'even': False,\n",
+       "  'people': False,\n",
+       "  'hate': False,\n",
+       "  'hour': False,\n",
+       "  'school': False,\n",
+       "  'guy': False,\n",
+       "  'tweet': False,\n",
+       "  'weekend': False,\n",
+       "  'long': False,\n",
+       "  'show': False,\n",
+       "  'hey': False,\n",
+       "  'cant': False,\n",
+       "  'little': False,\n",
+       "  'x': False,\n",
+       "  'next': False,\n",
+       "  'life': False,\n",
+       "  'never': False,\n",
+       "  'year': False,\n",
+       "  'tire': False,\n",
+       "  'movie': False,\n",
+       "  'let': False,\n",
+       "  'suck': False,\n",
+       "  'use': False,\n",
+       "  'everyone': False,\n",
+       "  'soon': False,\n",
+       "  'first': False,\n",
+       "  'already': False,\n",
+       "  'sick': False,\n",
+       "  'ok': False,\n",
+       "  'play': False,\n",
+       "  'thank': False,\n",
+       "  'lt': False,\n",
+       "  'ready': False,\n",
+       "  'best': True,\n",
+       "  'eat': False,\n",
+       "  'find': False,\n",
+       "  'dont': False,\n",
+       "  'call': False,\n",
+       "  'awesome': False,\n",
+       "  'wan': False,\n",
+       "  'rain': False,\n",
+       "  'please': False,\n",
+       "  'keep': False,\n",
+       "  'girl': False,\n",
+       "  'always': False,\n",
+       "  'something': False,\n",
+       "  'house': False,\n",
+       "  'n': False,\n",
+       "  'hurt': False,\n",
+       "  'help': False,\n",
+       "  'old': False,\n",
+       "  'man': False,\n",
+       "  'head': False,\n",
+       "  'cool': False,\n",
+       "  'another': False,\n",
+       "  'give': False,\n",
+       "  'talk': False,\n",
+       "  'yay': False,\n",
+       "  'sure': False,\n",
+       "  'lot': False,\n",
+       "  'live': False,\n",
+       "  'lose': False,\n",
+       "  'phone': False,\n",
+       "  'enjoy': False,\n",
+       "  'amaze': False,\n",
+       "  'song': False,\n",
+       "  'thought': False,\n",
+       "  'damn': False,\n",
+       "  'ur': False,\n",
+       "  'sound': False,\n",
+       "  'summer': False,\n",
+       "  'stop': False,\n",
+       "  'omg': False,\n",
+       "  'ever': False,\n",
+       "  'b': False,\n",
+       "  'guess': False,\n",
+       "  'maybe': False,\n",
+       "  'tell': False,\n",
+       "  'game': False,\n",
+       "  'w': False,\n",
+       "  'listen': False,\n",
+       "  'yet': False,\n",
+       "  'finally': False,\n",
+       "  'nothing': False,\n",
+       "  'also': False,\n",
+       "  'mean': False,\n",
+       "  'big': False,\n",
+       "  'ya': False,\n",
+       "  'baby': False,\n",
+       "  'hot': False,\n",
+       "  'friday': False,\n",
+       "  'fuck': False,\n",
+       "  'finish': False,\n",
+       "  'away': False,\n",
+       "  'pretty': False,\n",
+       "  'leave': False,\n",
+       "  'excite': False,\n",
+       "  'birthday': False,\n",
+       "  'exam': False,\n",
+       "  'r': False,\n",
+       "  'end': False,\n",
+       "  'early': False,\n",
+       "  'party': False,\n",
+       "  'th': False,\n",
+       "  'run': False,\n",
+       "  'p': False,\n",
+       "  'left': False,\n",
+       "  'someone': False,\n",
+       "  'glad': False,\n",
+       "  'ta': False,\n",
+       "  'bore': False,\n",
+       "  'hear': False,\n",
+       "  'wow': False,\n",
+       "  'check': False,\n",
+       "  'ugh': False,\n",
+       "  'cry': False,\n",
+       "  'yesterday': False,\n",
+       "  'might': False,\n",
+       "  'mom': False,\n",
+       "  'seem': False,\n",
+       "  'bit': False,\n",
+       "  'since': False,\n",
+       "  'two': False,\n",
+       "  'stuff': False,\n",
+       "  'late': False,\n",
+       "  'thats': False,\n",
+       "  'put': False,\n",
+       "  'move': False,\n",
+       "  'later': False,\n",
+       "  'sun': False,\n",
+       "  'god': False,\n",
+       "  'music': False,\n",
+       "  'video': False,\n",
+       "  'found': False,\n",
+       "  'lunch': False,\n",
+       "  'happen': False,\n",
+       "  'kid': False,\n",
+       "  'update': False,\n",
+       "  'job': False,\n",
+       "  'weather': False,\n",
+       "  'actually': False,\n",
+       "  'follower': False,\n",
+       "  'car': False,\n",
+       "  'luck': False,\n",
+       "  'study': False,\n",
+       "  'gt': False,\n",
+       "  'monday': False,\n",
+       "  'hi': False,\n",
+       "  'tv': False,\n",
+       "  'world': False,\n",
+       "  'stay': False,\n",
+       "  'hard': False,\n",
+       "  'saw': False,\n",
+       "  'pic': False,\n",
+       "  'post': False,\n",
+       "  'must': False,\n",
+       "  'poor': False,\n",
+       "  'c': False,\n",
+       "  'book': False,\n",
+       "  'food': False,\n",
+       "  'die': False,\n",
+       "  'iphone': False,\n",
+       "  'com': False,\n",
+       "  'least': False,\n",
+       "  'sunday': False,\n",
+       "  'dream': False,\n",
+       "  'forward': False,\n",
+       "  'far': False,\n",
+       "  'beautiful': False,\n",
+       "  'without': False,\n",
+       "  'read': False,\n",
+       "  'hair': False,\n",
+       "  'month': False,\n",
+       "  'mine': False,\n",
+       "  'many': False,\n",
+       "  'change': False,\n",
+       "  'real': False,\n",
+       "  'may': False,\n",
+       "  'everything': False,\n",
+       "  'family': False,\n",
+       "  'anything': False,\n",
+       "  'almost': False,\n",
+       "  'woke': False,\n",
+       "  'till': False,\n",
+       "  'around': False,\n",
+       "  'place': False,\n",
+       "  'cold': False,\n",
+       "  'cause': False,\n",
+       "  'ha': False,\n",
+       "  'ask': False,\n",
+       "  'hahaha': False,\n",
+       "  'cute': False,\n",
+       "  'every': False,\n",
+       "  'dinner': False,\n",
+       "  'plan': False,\n",
+       "  'walk': False,\n",
+       "  'saturday': False,\n",
+       "  'send': False,\n",
+       "  'welcome': False,\n",
+       "  'aww': False,\n",
+       "  'sweet': False,\n",
+       "  'funny': False,\n",
+       "  'win': False,\n",
+       "  'totally': False,\n",
+       "  'write': False,\n",
+       "  'turn': False,\n",
+       "  'tho': False,\n",
+       "  'remember': False,\n",
+       "  'dad': False,\n",
+       "  'super': False,\n",
+       "  'stupid': False,\n",
+       "  'rock': False,\n",
+       "  'g': False,\n",
+       "  'picture': False,\n",
+       "  'drive': False,\n",
+       "  'boy': False,\n",
+       "  'kinda': False,\n",
+       "  'true': False,\n",
+       "  'shit': False,\n",
+       "  'wake': False,\n",
+       "  'dog': False,\n",
+       "  'idea': False,\n",
+       "  'free': False,\n",
+       "  'class': False,\n",
+       "  'outside': False,\n",
+       "  'didnt': False,\n",
+       "  'face': False,\n",
+       "  'wonder': False,\n",
+       "  'fail': False,\n",
+       "  'coffee': False,\n",
+       "  'mother': False,\n",
+       "  'anymore': False,\n",
+       "  'okay': False,\n",
+       "  'soo': False,\n",
+       "  'enough': False,\n",
+       "  'fan': False,\n",
+       "  'goodnight': False,\n",
+       "  'believe': False,\n",
+       "  'pm': False,\n",
+       "  'xx': False,\n",
+       "  'course': False,\n",
+       "  'hell': False,\n",
+       "  'final': False,\n",
+       "  'minute': False,\n",
+       "  'hopefully': False,\n",
+       "  'whole': False,\n",
+       "  'sit': False,\n",
+       "  'alone': False,\n",
+       "  'buy': False,\n",
+       "  'reply': False,\n",
+       "  'break': False,\n",
+       "  'computer': False,\n",
+       "  'kill': False,\n",
+       "  'brother': False,\n",
+       "  'k': False,\n",
+       "  'lovely': False,\n",
+       "  'crazy': False,\n",
+       "  'rest': False,\n",
+       "  'able': False,\n",
+       "  'wrong': False,\n",
+       "  'probably': False,\n",
+       "  'name': False,\n",
+       "  'heard': False,\n",
+       "  'money': False,\n",
+       "  'half': False,\n",
+       "  'shopping': False,\n",
+       "  'part': False,\n",
+       "  'cuz': False,\n",
+       "  'boo': False,\n",
+       "  'fall': False,\n",
+       "  'link': False,\n",
+       "  'e': False,\n",
+       "  'vote': False,\n",
+       "  'site': False,\n",
+       "  'ill': False,\n",
+       "  'pay': False,\n",
+       "  'hug': False,\n",
+       "  'reading': False,\n",
+       "  'sooo': False,\n",
+       "  'ago': False,\n",
+       "  'kind': False,\n",
+       "  'hang': False,\n",
+       "  'high': False,\n",
+       "  'internet': False,\n",
+       "  'xd': False,\n",
+       "  'news': False,\n",
+       "  'ah': False,\n",
+       "  'room': False,\n",
+       "  'favorite': False,\n",
+       "  'june': False,\n",
+       "  'add': False,\n",
+       "  'catch': False,\n",
+       "  'eye': False,\n",
+       "  'anyone': False,\n",
+       "  'reason': False,\n",
+       "  'facebook': False,\n",
+       "  'sister': False,\n",
+       "  'pack': False,\n",
+       "  'either': False,\n",
+       "  'mr': False,\n",
+       "  'else': False,\n",
+       "  'boring': False,\n",
+       "  'worry': False,\n",
+       "  'test': False,\n",
+       "  'meet': False,\n",
+       "  'trip': False,\n",
+       "  'person': False,\n",
+       "  'l': False,\n",
+       "  'word': False,\n",
+       "  'forgot': False,\n",
+       "  'star': False,\n",
+       "  'fine': False,\n",
+       "  'la': False,\n",
+       "  'hit': False,\n",
+       "  'awake': False,\n",
+       "  'care': False,\n",
+       "  'drink': False,\n",
+       "  'seriously': False,\n",
+       "  'awww': False,\n",
+       "  'busy': False,\n",
+       "  'headache': False,\n",
+       "  'ticket': False,\n",
+       "  'open': False,\n",
+       "  'crap': False,\n",
+       "  'beach': False,\n",
+       "  'learn': False,\n",
+       "  'close': False,\n",
+       "  'blog': False,\n",
+       "  'mind': False,\n",
+       "  'heart': False,\n",
+       "  'btw': False,\n",
+       "  'concert': False,\n",
+       "  'bring': False,\n",
+       "  'dance': False,\n",
+       "  'hello': False,\n",
+       "  'fix': False,\n",
+       "  'office': False,\n",
+       "  'hand': False,\n",
+       "  'asleep': False,\n",
+       "  'homework': False,\n",
+       "  'bout': False,\n",
+       "  'sing': False,\n",
+       "  'photo': False,\n",
+       "  'shower': False,\n",
+       "  'mad': False,\n",
+       "  'email': False,\n",
+       "  'min': False,\n",
+       "  'wear': False,\n",
+       "  'cream': False,\n",
+       "  'meeting': False,\n",
+       "  'hehe': False,\n",
+       "  'ice': False,\n",
+       "  'www': False,\n",
+       "  'page': False,\n",
+       "  'order': False,\n",
+       "  'dude': False,\n",
+       "  'nite': False,\n",
+       "  'red': False,\n",
+       "  'set': False,\n",
+       "  'season': False,\n",
+       "  'broke': False,\n",
+       "  'hr': False,\n",
+       "  'instead': False,\n",
+       "  'wont': False,\n",
+       "  'problem': False,\n",
+       "  'told': False,\n",
+       "  'album': False,\n",
+       "  'jealous': False,\n",
+       "  'message': False,\n",
+       "  'stuck': False,\n",
+       "  'save': False,\n",
+       "  'suppose': False,\n",
+       "  'agree': False,\n",
+       "  'st': False,\n",
+       "  'hungry': False,\n",
+       "  'full': False,\n",
+       "  'tommcfly': False,\n",
+       "  'sat': False,\n",
+       "  'pain': False,\n",
+       "  'train': False,\n",
+       "  'sunny': False,\n",
+       "  'ddlovato': False,\n",
+       "  'til': False,\n",
+       "  'quite': False,\n",
+       "  'lucky': False,\n",
+       "  'moment': False,\n",
+       "  'knew': False,\n",
+       "  'water': False,\n",
+       "  'da': False,\n",
+       "  'aw': False,\n",
+       "  'lady': False,\n",
+       "  'ride': False,\n",
+       "  'bought': False,\n",
+       "  'tour': False,\n",
+       "  'laugh': False,\n",
+       "  'couple': False,\n",
+       "  'sign': False,\n",
+       "  'mileycyrus': False,\n",
+       "  'together': False,\n",
+       "  'sometimes': False,\n",
+       "  'cat': False,\n",
+       "  'youtube': False,\n",
+       "  'card': False,\n",
+       "  'hop': False,\n",
+       "  'mum': False,\n",
+       "  'town': False,\n",
+       "  'uk': False,\n",
+       "  'top': False,\n",
+       "  'v': False,\n",
+       "  'followfriday': False,\n",
+       "  'congrats': False,\n",
+       "  'city': False,\n",
+       "  'date': False,\n",
+       "  'anyway': False,\n",
+       "  'interest': False,\n",
+       "  'breakfast': False,\n",
+       "  'dress': False,\n",
+       "  'band': False,\n",
+       "  'website': True,\n",
+       "  'wonderful': False,\n",
+       "  'lmao': False,\n",
+       "  'understand': False,\n",
+       "  'figure': False,\n",
+       "  'sigh': False,\n",
+       "  'holiday': False,\n",
+       "  'sore': False,\n",
+       "  'second': False,\n",
+       "  'text': False,\n",
+       "  'kick': False,\n",
+       "  'visit': True,\n",
+       "  'afternoon': False,\n",
+       "  'award': False,\n",
+       "  'church': False,\n",
+       "  'plus': False,\n",
+       "  'soooo': False,\n",
+       "  'support': False,\n",
+       "  'slow': False,\n",
+       "  'smile': False,\n",
+       "  'mac': False,\n",
+       "  'clean': False,\n",
+       "  'cut': False,\n",
+       "  'flight': False,\n",
+       "  'sleepy': False,\n",
+       "  'short': False,\n",
+       "  'pool': False,\n",
+       "  'green': False,\n",
+       "  'math': False,\n",
+       "  'share': False,\n",
+       "  'scar': False,\n",
+       "  'wedding': False,\n",
+       "  'nd': False,\n",
+       "  'air': False,\n",
+       "  'store': False,\n",
+       "  'nap': False,\n",
+       "  'account': False,\n",
+       "  'jonas': False,\n",
+       "  'point': False,\n",
+       "  'join': False,\n",
+       "  'chance': False,\n",
+       "  'foot': False,\n",
+       "  'mention': False,\n",
+       "  'dear': False,\n",
+       "  'record': False,\n",
+       "  'less': False,\n",
+       "  'side': False,\n",
+       "  'ppl': False,\n",
+       "  'flu': False,\n",
+       "  'line': False,\n",
+       "  'shoot': False,\n",
+       "  'easy': False,\n",
+       "  'dead': False,\n",
+       "  'download': False,\n",
+       "  'sent': False,\n",
+       "  'f': False,\n",
+       "  'cleaning': False,\n",
+       "  'yea': False,\n",
+       "  'black': False,\n",
+       "  'beer': False,\n",
+       "  'moon': False,\n",
+       "  'answer': False,\n",
+       "  'lil': False,\n",
+       "  'park': False,\n",
+       "  'chocolate': False,\n",
+       "  'bday': False,\n",
+       "  'perfect': False,\n",
+       "  'cover': False,\n",
+       "  'h': False,\n",
+       "  'special': False,\n",
+       "  'ipod': False,\n",
+       "  'pick': False,\n",
+       "  'college': False,\n",
+       "  'online': False,\n",
+       "  'tuesday': False,\n",
+       "  'shirt': False,\n",
+       "  'david': False,\n",
+       "  'co': False,\n",
+       "  'list': False,\n",
+       "  'bye': False,\n",
+       "  'block': False,\n",
+       "  'horrible': False,\n",
+       "  'episode': False,\n",
+       "  'freak': False,\n",
+       "  'longer': False,\n",
+       "  'mtv': False,\n",
+       "  'goin': False,\n",
+       "  'paper': False,\n",
+       "  'sell': False,\n",
+       "  'leg': False,\n",
+       "  'sunshine': False,\n",
+       "  'voice': False,\n",
+       "  'chat': False,\n",
+       "  'myspace': False,\n",
+       "  'body': False,\n",
+       "  'fast': False,\n",
+       "  'whats': False,\n",
+       "  'london': False,\n",
+       "  'hmm': False,\n",
+       "  'piss': False,\n",
+       "  'mile': False,\n",
+       "  'light': False,\n",
+       "  'mood': False,\n",
+       "  'english': False,\n",
+       "  'xxx': False,\n",
+       "  'fly': False,\n",
+       "  'weird': False,\n",
+       "  'idk': False,\n",
+       "  'drop': False,\n",
+       "  'thx': False,\n",
+       "  'happens': False,\n",
+       "  'forget': False,\n",
+       "  'fair': False,\n",
+       "  'decide': False,\n",
+       "  'ate': False,\n",
+       "  'fell': False,\n",
+       "  'experience': False,\n",
+       "  'sims': False,\n",
+       "  'ive': False,\n",
+       "  'comment': False,\n",
+       "  'warm': False,\n",
+       "  'gym': False,\n",
+       "  'bitch': False,\n",
+       "  'rather': False,\n",
+       "  'service': False,\n",
+       "  'ball': False,\n",
+       "  'throat': False,\n",
+       "  'power': False,\n",
+       "  'bbq': False,\n",
+       "  'team': False,\n",
+       "  'shall': False,\n",
+       "  'garden': False,\n",
+       "  'cd': False,\n",
+       "  'unfortunately': False,\n",
+       "  'wtf': False,\n",
+       "  'radio': False,\n",
+       "  'twilight': False,\n",
+       "  'tom': False,\n",
+       "  'earlier': False,\n",
+       "  'tea': False,\n",
+       "  'hold': False,\n",
+       "  'em': False,\n",
+       "  'act': False,\n",
+       "  'safe': False,\n",
+       "  'especially': False,\n",
+       "  'finger': False,\n",
+       "  'three': False,\n",
+       "  'parent': False,\n",
+       "  'peace': False,\n",
+       "  'shot': False,\n",
+       "  'spend': False,\n",
+       "  'chicken': False,\n",
+       "  'miley': False,\n",
+       "  'shop': False,\n",
+       "  'alright': False,\n",
+       "  'yr': False,\n",
+       "  'laptop': False,\n",
+       "  'cheer': False,\n",
+       "  'bum': False,\n",
+       "  'deal': False,\n",
+       "  'storm': False,\n",
+       "  'doesnt': False,\n",
+       "  'airport': False,\n",
+       "  'john': False,\n",
+       "  'camera': False,\n",
+       "  'fact': False,\n",
+       "  'club': False,\n",
+       "  'confuse': False,\n",
+       "  'near': False,\n",
+       "  'definitely': False,\n",
+       "  'thursday': False,\n",
+       "  'revision': False,\n",
+       "  'nope': False,\n",
+       "  'woman': False,\n",
+       "  'note': False,\n",
+       "  'story': False,\n",
+       "  'lakers': False,\n",
+       "  'cousin': False,\n",
+       "  'load': False,\n",
+       "  'touch': False,\n",
+       "  'ff': False,\n",
+       "  'self': False,\n",
+       "  'broken': False,\n",
+       "  'luv': False,\n",
+       "  'lazy': False,\n",
+       "  'apparently': False,\n",
+       "  'huh': False,\n",
+       "  'matter': False,\n",
+       "  'beat': False,\n",
+       "  'stress': False,\n",
+       "  'upload': False,\n",
+       "  'ooh': False,\n",
+       "  'begin': False,\n",
+       "  'ahead': False,\n",
+       "  'number': False,\n",
+       "  'ahhh': False,\n",
+       "  'sadly': False,\n",
+       "  'upset': False,\n",
+       "  'stomach': False,\n",
+       "  'question': False,\n",
+       "  'j': False,\n",
+       "  'project': False,\n",
+       "  'bus': False,\n",
+       "  'hubby': False,\n",
+       "  'door': False,\n",
+       "  'age': False,\n",
+       "  'slept': False,\n",
+       "  'fb': False,\n",
+       "  'window': False,\n",
+       "  'dvd': False,\n",
+       "  'lately': False,\n",
+       "  'officially': False,\n",
+       "  'young': False,\n",
+       "  'bless': False,\n",
+       "  'interview': False,\n",
+       "  'swim': False,\n",
+       "  'practice': False,\n",
+       "  'bill': False,\n",
+       "  'hill': False,\n",
+       "  'living': False,\n",
+       "  'google': False,\n",
+       "  'relax': False,\n",
+       "  'worth': False,\n",
+       "  'fight': False,\n",
+       "  'guitar': False,\n",
+       "  'vacation': False,\n",
+       "  'lie': False,\n",
+       "  'behind': False,\n",
+       "  'lay': False,\n",
+       "  'grow': False,\n",
+       "  'itunes': False,\n",
+       "  'gorgeous': False,\n",
+       "  'puppy': False,\n",
+       "  'inside': False,\n",
+       "  'allow': False,\n",
+       "  'babe': False,\n",
+       "  'currently': False,\n",
+       "  'aint': False,\n",
+       "  'cake': False,\n",
+       "  'type': False,\n",
+       "  'son': False,\n",
+       "  'white': False,\n",
+       "  'meant': False,\n",
+       "  'film': False,\n",
+       "  'si': False,\n",
+       "  'hospital': False,\n",
+       "  'hat': False,\n",
+       "  'bag': False,\n",
+       "  'met': True,\n",
+       "  'wit': False,\n",
+       "  'joy': False,\n",
+       "  'camp': False,\n",
+       "  'manage': False,\n",
+       "  'country': False,\n",
+       "  'nick': False,\n",
+       "  'small': False,\n",
+       "  'race': False,\n",
+       "  'fit': False,\n",
+       "  'fml': False,\n",
+       "  'box': False,\n",
+       "  'realize': False,\n",
+       "  'road': False,\n",
+       "  'state': False,\n",
+       "  'cross': False,\n",
+       "  'lonely': False,\n",
+       "  'yummy': False,\n",
+       "  'invite': False,\n",
+       "  'round': False,\n",
+       "  'terrible': False,\n",
+       "  'release': False,\n",
+       "  'taste': False,\n",
+       "  'dm': False,\n",
+       "  'past': False,\n",
+       "  'goodbye': False,\n",
+       "  'case': False,\n",
+       "  'due': False,\n",
+       "  'design': False,\n",
+       "  'yum': False,\n",
+       "  'wine': False,\n",
+       "  'bet': False,\n",
+       "  'vega': False,\n",
+       "  'swine': False,\n",
+       "  'joke': False,\n",
+       "  'shoe': False,\n",
+       "  'shame': False,\n",
+       "  'sky': False,\n",
+       "  'fav': False,\n",
+       "  'mess': False,\n",
+       "  'ear': False,\n",
+       "  'notice': False,\n",
+       "  'mall': False,\n",
+       "  'de': False,\n",
+       "  'spent': False,\n",
+       "  'stand': False,\n",
+       "  'gay': False,\n",
+       "  'cancel': False,\n",
+       "  'tweetdeck': False,\n",
+       "  'sale': False,\n",
+       "  'none': False,\n",
+       "  'hun': False,\n",
+       "  'delete': False,\n",
+       "  'angel': False,\n",
+       "  'england': False,\n",
+       "  'bro': False,\n",
+       "  'different': False,\n",
+       "  'annoy': False,\n",
+       "  'clothes': False,\n",
+       "  'company': False,\n",
+       "  'everybody': False,\n",
+       "  'dr': False,\n",
+       "  'yo': False,\n",
+       "  'speak': False,\n",
+       "  'huge': False,\n",
+       "  'via': False,\n",
+       "  'doctor': False,\n",
+       "  'xo': False,\n",
+       "  'issue': False,\n",
+       "  'nearly': False,\n",
+       "  'nobody': False,\n",
+       "  'played': False,\n",
+       "  'boyfriend': False,\n",
+       "  'wednesday': False,\n",
+       "  'fire': False,\n",
+       "  'pink': False,\n",
+       "  'pull': False,\n",
+       "  'group': False,\n",
+       "  'congratulation': False,\n",
+       "  'complete': False,\n",
+       "  'shin': False,\n",
+       "  'ohh': False,\n",
+       "  'forever': False,\n",
+       "  'roll': False,\n",
+       "  'except': False,\n",
+       "  'indeed': False,\n",
+       "  'bike': False,\n",
+       "  'mail': False,\n",
+       "  'french': False,\n",
+       "  'bug': False,\n",
+       "  'pizza': False,\n",
+       "  'chill': False,\n",
+       "  'shes': False,\n",
+       "  'ruin': False,\n",
+       "  'jonasbrothers': False,\n",
+       "  'nail': False,\n",
+       "  'apple': False,\n",
+       "  'sort': False,\n",
+       "  'etc': False,\n",
+       "  'absolutely': False,\n",
+       "  'hangover': False,\n",
+       "  'blue': False,\n",
+       "  'war': False,\n",
+       "  'web': False,\n",
+       "  'pray': False,\n",
+       "  'sexy': False,\n",
+       "  'cup': False,\n",
+       "  'sooooo': False,\n",
+       "  'bunch': False,\n",
+       "  'completely': False,\n",
+       "  'bb': False,\n",
+       "  'article': False,\n",
+       "  'profile': False,\n",
+       "  'appreciate': False,\n",
+       "  'extra': False,\n",
+       "  'exhaust': False,\n",
+       "  'revise': False,\n",
+       "  'waste': False,\n",
+       "  'tan': False,\n",
+       "  'glass': False,\n",
+       "  'favourite': False,\n",
+       "  'session': False,\n",
+       "  'tummy': False,\n",
+       "  'quiet': False,\n",
+       "  'fantastic': False,\n",
+       "  'pas': False,\n",
+       "  'future': False,\n",
+       "  'yep': False,\n",
+       "  'stick': False,\n",
+       "  'event': False,\n",
+       "  'pass': False,\n",
+       "  'single': False,\n",
+       "  'july': False,\n",
+       "  'fat': False,\n",
+       "  'traffic': False,\n",
+       "  'butt': False,\n",
+       "  'dnt': False,\n",
+       "  'hah': False,\n",
+       "  'isnt': False,\n",
+       "  'graduation': False,\n",
+       "  'death': False,\n",
+       "  'eh': False,\n",
+       "  'mate': False,\n",
+       "  'king': False,\n",
+       "  'science': False,\n",
+       "  'version': False,\n",
+       "  'exactly': False,\n",
+       "  'jus': False,\n",
+       "  'trek': False,\n",
+       "  'chris': False,\n",
+       "  'mmm': False,\n",
+       "  'shout': False,\n",
+       "  'nah': False,\n",
+       "  'serious': False,\n",
+       "  'rd': False,\n",
+       "  'cost': False,\n",
+       "  'become': False,\n",
+       "  'possible': False,\n",
+       "  'kiss': False,\n",
+       "  'daughter': False,\n",
+       "  'front': False,\n",
+       "  'blackberry': False,\n",
+       "  'ahh': False,\n",
+       "  'married': False,\n",
+       "  'nightmare': False,\n",
+       "  'memory': False,\n",
+       "  'addict': False,\n",
+       "  'burnt': False,\n",
+       "  'coz': False,\n",
+       "  'mcfly': False,\n",
+       "  'joe': False,\n",
+       "  'dunno': False,\n",
+       "  'dentist': False,\n",
+       "  'diet': False,\n",
+       "  'gosh': False,\n",
+       "  'hilarious': False,\n",
+       "  'server': False,\n",
+       "  'productive': False,\n",
+       "  'doubt': False,\n",
+       "  'trouble': False,\n",
+       "  'drinking': False,\n",
+       "  'depressed': False,\n",
+       "  'disappointed': False,\n",
+       "  'fever': False,\n",
+       "  'business': False,\n",
+       "  'present': False,\n",
+       "  'return': False,\n",
+       "  'hmmm': False,\n",
+       "  'twit': False,\n",
+       "  'donniewahlberg': False,\n",
+       "  'history': False,\n",
+       "  'random': False,\n",
+       "  'san': False,\n",
+       "  'felt': False,\n",
+       "  'pre': False,\n",
+       "  'cook': False,\n",
+       "  'ran': False,\n",
+       "  'knee': False,\n",
+       "  'def': False,\n",
+       "  'smell': False,\n",
+       "  'hero': False,\n",
+       "  'bloody': False,\n",
+       "  'ache': False,\n",
+       "  'father': False,\n",
+       "  'mon': False,\n",
+       "  'germany': False,\n",
+       "  'havent': False,\n",
+       "  'pc': False,\n",
+       "  'scary': False,\n",
+       "  'magic': False,\n",
+       "  'trailer': False,\n",
+       "  'spot': False,\n",
+       "  'review': False,\n",
+       "  'brilliant': False,\n",
+       "  'ouch': False,\n",
+       "  'background': False,\n",
+       "  'james': False,\n",
+       "  'hotel': False,\n",
+       "  'prom': False,\n",
+       "  'cupcake': False,\n",
+       "  'fave': False,\n",
+       "  'yup': False,\n",
+       "  'men': False,\n",
+       "  'screw': False,\n",
+       "  'major': False,\n",
+       "  'vip': False,\n",
+       "  'matt': False,\n",
+       "  'woo': False,\n",
+       "  'epic': False,\n",
+       "  'silly': False,\n",
+       "  'board': False,\n",
+       "  'sunburn': False,\n",
+       "  'picked': False,\n",
+       "  'nose': False,\n",
+       "  'dumb': False,\n",
+       "  'land': False,\n",
+       "  'library': False,\n",
+       "  'caught': False,\n",
+       "  'table': False,\n",
+       "  'rainy': False,\n",
+       "  'nyc': False,\n",
+       "  'normal': False,\n",
+       "  'whatever': False,\n",
+       "  'ignore': False,\n",
+       "  'shut': False,\n",
+       "  'unless': False,\n",
+       "  'darn': False,\n",
+       "  'fuckin': False,\n",
+       "  'midnight': False,\n",
+       "  'screen': False,\n",
+       "  'america': False,\n",
+       "  'north': False,\n",
+       "  'low': False,\n",
+       "  'arrive': False,\n",
+       "  'color': False,\n",
+       "  'channel': False,\n",
+       "  'thanx': False,\n",
+       "  'blood': False,\n",
+       "  'canada': False,\n",
+       "  'lame': False,\n",
+       "  'fish': False,\n",
+       "  'child': False,\n",
+       "  'doin': False,\n",
+       "  ...},\n",
+       " {'get': False,\n",
+       "  'go': False,\n",
+       "  'day': False,\n",
+       "  'good': False,\n",
+       "  'work': False,\n",
+       "  'like': False,\n",
+       "  'love': False,\n",
+       "  'quot': False,\n",
+       "  'u': False,\n",
+       "  'today': False,\n",
+       "  'time': False,\n",
+       "  'well': False,\n",
+       "  'lol': False,\n",
+       "  'back': False,\n",
+       "  'see': False,\n",
+       "  'one': False,\n",
+       "  'miss': False,\n",
+       "  'want': False,\n",
+       "  'know': False,\n",
+       "  'think': False,\n",
+       "  'make': False,\n",
+       "  'really': False,\n",
+       "  'im': False,\n",
+       "  'feel': False,\n",
+       "  'amp': False,\n",
+       "  'come': False,\n",
+       "  'need': False,\n",
+       "  'night': False,\n",
+       "  'new': False,\n",
+       "  'still': False,\n",
+       "  'home': False,\n",
+       "  'oh': False,\n",
+       "  'watch': False,\n",
+       "  'thanks': False,\n",
+       "  'na': False,\n",
+       "  'look': False,\n",
+       "  'twitter': False,\n",
+       "  'great': False,\n",
+       "  'much': False,\n",
+       "  'say': False,\n",
+       "  'hope': False,\n",
+       "  'morning': False,\n",
+       "  'bad': False,\n",
+       "  'sleep': False,\n",
+       "  'wish': False,\n",
+       "  'wait': False,\n",
+       "  'take': False,\n",
+       "  'last': False,\n",
+       "  'tomorrow': False,\n",
+       "  'sad': False,\n",
+       "  'try': False,\n",
+       "  'haha': False,\n",
+       "  'happy': False,\n",
+       "  'would': False,\n",
+       "  'fun': False,\n",
+       "  'week': False,\n",
+       "  'thing': False,\n",
+       "  'tonight': False,\n",
+       "  'right': False,\n",
+       "  'friend': False,\n",
+       "  'way': False,\n",
+       "  'sorry': False,\n",
+       "  'nice': False,\n",
+       "  'could': False,\n",
+       "  'though': False,\n",
+       "  'follow': False,\n",
+       "  'yeah': False,\n",
+       "  'start': False,\n",
+       "  'gon': False,\n",
+       "  'bed': False,\n",
+       "  'yes': False,\n",
+       "  'even': False,\n",
+       "  'people': False,\n",
+       "  'hate': False,\n",
+       "  'hour': False,\n",
+       "  'school': False,\n",
+       "  'guy': False,\n",
+       "  'tweet': False,\n",
+       "  'weekend': False,\n",
+       "  'long': False,\n",
+       "  'show': False,\n",
+       "  'hey': False,\n",
+       "  'cant': False,\n",
+       "  'little': False,\n",
+       "  'x': False,\n",
+       "  'next': False,\n",
+       "  'life': False,\n",
+       "  'never': False,\n",
+       "  'year': False,\n",
+       "  'tire': False,\n",
+       "  'movie': False,\n",
+       "  'let': False,\n",
+       "  'suck': False,\n",
+       "  'use': False,\n",
+       "  'everyone': False,\n",
+       "  'soon': False,\n",
+       "  'first': False,\n",
+       "  'already': False,\n",
+       "  'sick': False,\n",
+       "  'ok': False,\n",
+       "  'play': False,\n",
+       "  'thank': False,\n",
+       "  'lt': False,\n",
+       "  'ready': False,\n",
+       "  'best': False,\n",
+       "  'eat': False,\n",
+       "  'find': False,\n",
+       "  'dont': False,\n",
+       "  'call': False,\n",
+       "  'awesome': False,\n",
+       "  'wan': False,\n",
+       "  'rain': False,\n",
+       "  'please': False,\n",
+       "  'keep': False,\n",
+       "  'girl': False,\n",
+       "  'always': False,\n",
+       "  'something': False,\n",
+       "  'house': False,\n",
+       "  'n': False,\n",
+       "  'hurt': False,\n",
+       "  'help': False,\n",
+       "  'old': False,\n",
+       "  'man': False,\n",
+       "  'head': False,\n",
+       "  'cool': False,\n",
+       "  'another': False,\n",
+       "  'give': False,\n",
+       "  'talk': False,\n",
+       "  'yay': False,\n",
+       "  'sure': False,\n",
+       "  'lot': False,\n",
+       "  'live': False,\n",
+       "  'lose': False,\n",
+       "  'phone': False,\n",
+       "  'enjoy': False,\n",
+       "  'amaze': False,\n",
+       "  'song': False,\n",
+       "  'thought': False,\n",
+       "  'damn': False,\n",
+       "  'ur': False,\n",
+       "  'sound': False,\n",
+       "  'summer': False,\n",
+       "  'stop': False,\n",
+       "  'omg': False,\n",
+       "  'ever': False,\n",
+       "  'b': False,\n",
+       "  'guess': False,\n",
+       "  'maybe': False,\n",
+       "  'tell': False,\n",
+       "  'game': False,\n",
+       "  'w': False,\n",
+       "  'listen': False,\n",
+       "  'yet': False,\n",
+       "  'finally': False,\n",
+       "  'nothing': False,\n",
+       "  'also': False,\n",
+       "  'mean': False,\n",
+       "  'big': False,\n",
+       "  'ya': False,\n",
+       "  'baby': False,\n",
+       "  'hot': False,\n",
+       "  'friday': False,\n",
+       "  'fuck': False,\n",
+       "  'finish': False,\n",
+       "  'away': False,\n",
+       "  'pretty': False,\n",
+       "  'leave': False,\n",
+       "  'excite': False,\n",
+       "  'birthday': False,\n",
+       "  'exam': False,\n",
+       "  'r': False,\n",
+       "  'end': False,\n",
+       "  'early': False,\n",
+       "  'party': False,\n",
+       "  'th': False,\n",
+       "  'run': False,\n",
+       "  'p': False,\n",
+       "  'left': False,\n",
+       "  'someone': False,\n",
+       "  'glad': False,\n",
+       "  'ta': False,\n",
+       "  'bore': False,\n",
+       "  'hear': False,\n",
+       "  'wow': False,\n",
+       "  'check': False,\n",
+       "  'ugh': False,\n",
+       "  'cry': False,\n",
+       "  'yesterday': False,\n",
+       "  'might': False,\n",
+       "  'mom': False,\n",
+       "  'seem': False,\n",
+       "  'bit': False,\n",
+       "  'since': False,\n",
+       "  'two': False,\n",
+       "  'stuff': False,\n",
+       "  'late': False,\n",
+       "  'thats': False,\n",
+       "  'put': False,\n",
+       "  'move': False,\n",
+       "  'later': False,\n",
+       "  'sun': False,\n",
+       "  'god': False,\n",
+       "  'music': False,\n",
+       "  'video': False,\n",
+       "  'found': False,\n",
+       "  'lunch': False,\n",
+       "  'happen': False,\n",
+       "  'kid': False,\n",
+       "  'update': False,\n",
+       "  'job': False,\n",
+       "  'weather': False,\n",
+       "  'actually': False,\n",
+       "  'follower': False,\n",
+       "  'car': False,\n",
+       "  'luck': False,\n",
+       "  'study': False,\n",
+       "  'gt': False,\n",
+       "  'monday': False,\n",
+       "  'hi': False,\n",
+       "  'tv': False,\n",
+       "  'world': False,\n",
+       "  'stay': False,\n",
+       "  'hard': False,\n",
+       "  'saw': False,\n",
+       "  'pic': False,\n",
+       "  'post': False,\n",
+       "  'must': False,\n",
+       "  'poor': False,\n",
+       "  'c': False,\n",
+       "  'book': False,\n",
+       "  'food': False,\n",
+       "  'die': False,\n",
+       "  'iphone': False,\n",
+       "  'com': False,\n",
+       "  'least': False,\n",
+       "  'sunday': False,\n",
+       "  'dream': False,\n",
+       "  'forward': False,\n",
+       "  'far': False,\n",
+       "  'beautiful': False,\n",
+       "  'without': False,\n",
+       "  'read': False,\n",
+       "  'hair': False,\n",
+       "  'month': False,\n",
+       "  'mine': False,\n",
+       "  'many': False,\n",
+       "  'change': False,\n",
+       "  'real': False,\n",
+       "  'may': False,\n",
+       "  'everything': False,\n",
+       "  'family': False,\n",
+       "  'anything': False,\n",
+       "  'almost': False,\n",
+       "  'woke': False,\n",
+       "  'till': False,\n",
+       "  'around': False,\n",
+       "  'place': False,\n",
+       "  'cold': False,\n",
+       "  'cause': False,\n",
+       "  'ha': False,\n",
+       "  'ask': False,\n",
+       "  'hahaha': False,\n",
+       "  'cute': False,\n",
+       "  'every': False,\n",
+       "  'dinner': False,\n",
+       "  'plan': False,\n",
+       "  'walk': False,\n",
+       "  'saturday': False,\n",
+       "  'send': False,\n",
+       "  'welcome': False,\n",
+       "  'aww': False,\n",
+       "  'sweet': False,\n",
+       "  'funny': False,\n",
+       "  'win': False,\n",
+       "  'totally': False,\n",
+       "  'write': False,\n",
+       "  'turn': False,\n",
+       "  'tho': False,\n",
+       "  'remember': False,\n",
+       "  'dad': False,\n",
+       "  'super': False,\n",
+       "  'stupid': False,\n",
+       "  'rock': False,\n",
+       "  'g': False,\n",
+       "  'picture': False,\n",
+       "  'drive': False,\n",
+       "  'boy': False,\n",
+       "  'kinda': False,\n",
+       "  'true': False,\n",
+       "  'shit': False,\n",
+       "  'wake': False,\n",
+       "  'dog': False,\n",
+       "  'idea': False,\n",
+       "  'free': False,\n",
+       "  'class': False,\n",
+       "  'outside': False,\n",
+       "  'didnt': False,\n",
+       "  'face': False,\n",
+       "  'wonder': False,\n",
+       "  'fail': False,\n",
+       "  'coffee': False,\n",
+       "  'mother': False,\n",
+       "  'anymore': False,\n",
+       "  'okay': False,\n",
+       "  'soo': False,\n",
+       "  'enough': False,\n",
+       "  'fan': False,\n",
+       "  'goodnight': True,\n",
+       "  'believe': False,\n",
+       "  'pm': False,\n",
+       "  'xx': False,\n",
+       "  'course': False,\n",
+       "  'hell': False,\n",
+       "  'final': False,\n",
+       "  'minute': False,\n",
+       "  'hopefully': False,\n",
+       "  'whole': False,\n",
+       "  'sit': False,\n",
+       "  'alone': False,\n",
+       "  'buy': False,\n",
+       "  'reply': False,\n",
+       "  'break': False,\n",
+       "  'computer': False,\n",
+       "  'kill': False,\n",
+       "  'brother': False,\n",
+       "  'k': False,\n",
+       "  'lovely': False,\n",
+       "  'crazy': False,\n",
+       "  'rest': False,\n",
+       "  'able': False,\n",
+       "  'wrong': False,\n",
+       "  'probably': False,\n",
+       "  'name': False,\n",
+       "  'heard': False,\n",
+       "  'money': False,\n",
+       "  'half': False,\n",
+       "  'shopping': False,\n",
+       "  'part': False,\n",
+       "  'cuz': False,\n",
+       "  'boo': False,\n",
+       "  'fall': False,\n",
+       "  'link': False,\n",
+       "  'e': False,\n",
+       "  'vote': False,\n",
+       "  'site': False,\n",
+       "  'ill': False,\n",
+       "  'pay': False,\n",
+       "  'hug': False,\n",
+       "  'reading': False,\n",
+       "  'sooo': False,\n",
+       "  'ago': False,\n",
+       "  'kind': False,\n",
+       "  'hang': False,\n",
+       "  'high': False,\n",
+       "  'internet': False,\n",
+       "  'xd': False,\n",
+       "  'news': False,\n",
+       "  'ah': False,\n",
+       "  'room': False,\n",
+       "  'favorite': False,\n",
+       "  'june': False,\n",
+       "  'add': False,\n",
+       "  'catch': False,\n",
+       "  'eye': False,\n",
+       "  'anyone': False,\n",
+       "  'reason': False,\n",
+       "  'facebook': False,\n",
+       "  'sister': False,\n",
+       "  'pack': False,\n",
+       "  'either': False,\n",
+       "  'mr': False,\n",
+       "  'else': False,\n",
+       "  'boring': False,\n",
+       "  'worry': False,\n",
+       "  'test': False,\n",
+       "  'meet': False,\n",
+       "  'trip': False,\n",
+       "  'person': False,\n",
+       "  'l': False,\n",
+       "  'word': False,\n",
+       "  'forgot': False,\n",
+       "  'star': False,\n",
+       "  'fine': False,\n",
+       "  'la': False,\n",
+       "  'hit': False,\n",
+       "  'awake': False,\n",
+       "  'care': False,\n",
+       "  'drink': False,\n",
+       "  'seriously': False,\n",
+       "  'awww': False,\n",
+       "  'busy': False,\n",
+       "  'headache': False,\n",
+       "  'ticket': False,\n",
+       "  'open': False,\n",
+       "  'crap': False,\n",
+       "  'beach': False,\n",
+       "  'learn': False,\n",
+       "  'close': False,\n",
+       "  'blog': False,\n",
+       "  'mind': False,\n",
+       "  'heart': False,\n",
+       "  'btw': False,\n",
+       "  'concert': False,\n",
+       "  'bring': False,\n",
+       "  'dance': False,\n",
+       "  'hello': False,\n",
+       "  'fix': False,\n",
+       "  'office': False,\n",
+       "  'hand': False,\n",
+       "  'asleep': False,\n",
+       "  'homework': False,\n",
+       "  'bout': False,\n",
+       "  'sing': False,\n",
+       "  'photo': False,\n",
+       "  'shower': False,\n",
+       "  'mad': False,\n",
+       "  'email': False,\n",
+       "  'min': False,\n",
+       "  'wear': False,\n",
+       "  'cream': False,\n",
+       "  'meeting': False,\n",
+       "  'hehe': False,\n",
+       "  'ice': False,\n",
+       "  'www': False,\n",
+       "  'page': False,\n",
+       "  'order': False,\n",
+       "  'dude': False,\n",
+       "  'nite': False,\n",
+       "  'red': False,\n",
+       "  'set': False,\n",
+       "  'season': False,\n",
+       "  'broke': False,\n",
+       "  'hr': False,\n",
+       "  'instead': False,\n",
+       "  'wont': False,\n",
+       "  'problem': False,\n",
+       "  'told': False,\n",
+       "  'album': False,\n",
+       "  'jealous': False,\n",
+       "  'message': False,\n",
+       "  'stuck': False,\n",
+       "  'save': False,\n",
+       "  'suppose': False,\n",
+       "  'agree': False,\n",
+       "  'st': False,\n",
+       "  'hungry': False,\n",
+       "  'full': False,\n",
+       "  'tommcfly': False,\n",
+       "  'sat': False,\n",
+       "  'pain': False,\n",
+       "  'train': False,\n",
+       "  'sunny': False,\n",
+       "  'ddlovato': False,\n",
+       "  'til': False,\n",
+       "  'quite': False,\n",
+       "  'lucky': False,\n",
+       "  'moment': False,\n",
+       "  'knew': False,\n",
+       "  'water': False,\n",
+       "  'da': False,\n",
+       "  'aw': False,\n",
+       "  'lady': False,\n",
+       "  'ride': False,\n",
+       "  'bought': False,\n",
+       "  'tour': False,\n",
+       "  'laugh': False,\n",
+       "  'couple': False,\n",
+       "  'sign': False,\n",
+       "  'mileycyrus': False,\n",
+       "  'together': False,\n",
+       "  'sometimes': False,\n",
+       "  'cat': False,\n",
+       "  'youtube': False,\n",
+       "  'card': False,\n",
+       "  'hop': False,\n",
+       "  'mum': False,\n",
+       "  'town': False,\n",
+       "  'uk': False,\n",
+       "  'top': False,\n",
+       "  'v': False,\n",
+       "  'followfriday': False,\n",
+       "  'congrats': False,\n",
+       "  'city': False,\n",
+       "  'date': False,\n",
+       "  'anyway': False,\n",
+       "  'interest': False,\n",
+       "  'breakfast': False,\n",
+       "  'dress': False,\n",
+       "  'band': False,\n",
+       "  'website': False,\n",
+       "  'wonderful': False,\n",
+       "  'lmao': False,\n",
+       "  'understand': False,\n",
+       "  'figure': False,\n",
+       "  'sigh': False,\n",
+       "  'holiday': False,\n",
+       "  'sore': False,\n",
+       "  'second': False,\n",
+       "  'text': False,\n",
+       "  'kick': False,\n",
+       "  'visit': False,\n",
+       "  'afternoon': False,\n",
+       "  'award': False,\n",
+       "  'church': False,\n",
+       "  'plus': False,\n",
+       "  'soooo': False,\n",
+       "  'support': False,\n",
+       "  'slow': False,\n",
+       "  'smile': False,\n",
+       "  'mac': False,\n",
+       "  'clean': False,\n",
+       "  'cut': False,\n",
+       "  'flight': False,\n",
+       "  'sleepy': False,\n",
+       "  'short': False,\n",
+       "  'pool': False,\n",
+       "  'green': False,\n",
+       "  'math': False,\n",
+       "  'share': False,\n",
+       "  'scar': False,\n",
+       "  'wedding': False,\n",
+       "  'nd': False,\n",
+       "  'air': False,\n",
+       "  'store': False,\n",
+       "  'nap': False,\n",
+       "  'account': False,\n",
+       "  'jonas': False,\n",
+       "  'point': False,\n",
+       "  'join': False,\n",
+       "  'chance': False,\n",
+       "  'foot': False,\n",
+       "  'mention': False,\n",
+       "  'dear': False,\n",
+       "  'record': False,\n",
+       "  'less': False,\n",
+       "  'side': False,\n",
+       "  'ppl': False,\n",
+       "  'flu': False,\n",
+       "  'line': False,\n",
+       "  'shoot': False,\n",
+       "  'easy': False,\n",
+       "  'dead': False,\n",
+       "  'download': False,\n",
+       "  'sent': False,\n",
+       "  'f': False,\n",
+       "  'cleaning': False,\n",
+       "  'yea': False,\n",
+       "  'black': False,\n",
+       "  'beer': False,\n",
+       "  'moon': False,\n",
+       "  'answer': False,\n",
+       "  'lil': False,\n",
+       "  'park': False,\n",
+       "  'chocolate': False,\n",
+       "  'bday': False,\n",
+       "  'perfect': False,\n",
+       "  'cover': False,\n",
+       "  'h': False,\n",
+       "  'special': False,\n",
+       "  'ipod': False,\n",
+       "  'pick': False,\n",
+       "  'college': False,\n",
+       "  'online': False,\n",
+       "  'tuesday': False,\n",
+       "  'shirt': False,\n",
+       "  'david': False,\n",
+       "  'co': False,\n",
+       "  'list': False,\n",
+       "  'bye': False,\n",
+       "  'block': False,\n",
+       "  'horrible': False,\n",
+       "  'episode': False,\n",
+       "  'freak': False,\n",
+       "  'longer': False,\n",
+       "  'mtv': False,\n",
+       "  'goin': False,\n",
+       "  'paper': False,\n",
+       "  'sell': False,\n",
+       "  'leg': False,\n",
+       "  'sunshine': False,\n",
+       "  'voice': False,\n",
+       "  'chat': False,\n",
+       "  'myspace': False,\n",
+       "  'body': False,\n",
+       "  'fast': False,\n",
+       "  'whats': False,\n",
+       "  'london': False,\n",
+       "  'hmm': False,\n",
+       "  'piss': False,\n",
+       "  'mile': False,\n",
+       "  'light': False,\n",
+       "  'mood': False,\n",
+       "  'english': False,\n",
+       "  'xxx': False,\n",
+       "  'fly': False,\n",
+       "  'weird': False,\n",
+       "  'idk': False,\n",
+       "  'drop': False,\n",
+       "  'thx': False,\n",
+       "  'happens': False,\n",
+       "  'forget': False,\n",
+       "  'fair': False,\n",
+       "  'decide': False,\n",
+       "  'ate': False,\n",
+       "  'fell': False,\n",
+       "  'experience': False,\n",
+       "  'sims': False,\n",
+       "  'ive': False,\n",
+       "  'comment': False,\n",
+       "  'warm': False,\n",
+       "  'gym': False,\n",
+       "  'bitch': False,\n",
+       "  'rather': False,\n",
+       "  'service': False,\n",
+       "  'ball': False,\n",
+       "  'throat': False,\n",
+       "  'power': False,\n",
+       "  'bbq': False,\n",
+       "  'team': False,\n",
+       "  'shall': False,\n",
+       "  'garden': False,\n",
+       "  'cd': False,\n",
+       "  'unfortunately': False,\n",
+       "  'wtf': False,\n",
+       "  'radio': False,\n",
+       "  'twilight': False,\n",
+       "  'tom': False,\n",
+       "  'earlier': False,\n",
+       "  'tea': False,\n",
+       "  'hold': False,\n",
+       "  'em': False,\n",
+       "  'act': False,\n",
+       "  'safe': False,\n",
+       "  'especially': False,\n",
+       "  'finger': False,\n",
+       "  'three': False,\n",
+       "  'parent': False,\n",
+       "  'peace': False,\n",
+       "  'shot': False,\n",
+       "  'spend': False,\n",
+       "  'chicken': False,\n",
+       "  'miley': False,\n",
+       "  'shop': False,\n",
+       "  'alright': False,\n",
+       "  'yr': False,\n",
+       "  'laptop': False,\n",
+       "  'cheer': False,\n",
+       "  'bum': False,\n",
+       "  'deal': False,\n",
+       "  'storm': False,\n",
+       "  'doesnt': False,\n",
+       "  'airport': False,\n",
+       "  'john': False,\n",
+       "  'camera': False,\n",
+       "  'fact': False,\n",
+       "  'club': False,\n",
+       "  'confuse': False,\n",
+       "  'near': False,\n",
+       "  'definitely': False,\n",
+       "  'thursday': False,\n",
+       "  'revision': False,\n",
+       "  'nope': False,\n",
+       "  'woman': False,\n",
+       "  'note': False,\n",
+       "  'story': False,\n",
+       "  'lakers': False,\n",
+       "  'cousin': False,\n",
+       "  'load': False,\n",
+       "  'touch': False,\n",
+       "  'ff': False,\n",
+       "  'self': False,\n",
+       "  'broken': False,\n",
+       "  'luv': False,\n",
+       "  'lazy': False,\n",
+       "  'apparently': False,\n",
+       "  'huh': False,\n",
+       "  'matter': False,\n",
+       "  'beat': False,\n",
+       "  'stress': False,\n",
+       "  'upload': False,\n",
+       "  'ooh': False,\n",
+       "  'begin': False,\n",
+       "  'ahead': False,\n",
+       "  'number': False,\n",
+       "  'ahhh': False,\n",
+       "  'sadly': False,\n",
+       "  'upset': False,\n",
+       "  'stomach': False,\n",
+       "  'question': False,\n",
+       "  'j': False,\n",
+       "  'project': False,\n",
+       "  'bus': False,\n",
+       "  'hubby': False,\n",
+       "  'door': False,\n",
+       "  'age': False,\n",
+       "  'slept': False,\n",
+       "  'fb': False,\n",
+       "  'window': False,\n",
+       "  'dvd': False,\n",
+       "  'lately': False,\n",
+       "  'officially': False,\n",
+       "  'young': False,\n",
+       "  'bless': False,\n",
+       "  'interview': False,\n",
+       "  'swim': False,\n",
+       "  'practice': False,\n",
+       "  'bill': False,\n",
+       "  'hill': False,\n",
+       "  'living': False,\n",
+       "  'google': False,\n",
+       "  'relax': False,\n",
+       "  'worth': False,\n",
+       "  'fight': False,\n",
+       "  'guitar': False,\n",
+       "  'vacation': False,\n",
+       "  'lie': False,\n",
+       "  'behind': False,\n",
+       "  'lay': False,\n",
+       "  'grow': False,\n",
+       "  'itunes': False,\n",
+       "  'gorgeous': False,\n",
+       "  'puppy': False,\n",
+       "  'inside': False,\n",
+       "  'allow': False,\n",
+       "  'babe': False,\n",
+       "  'currently': False,\n",
+       "  'aint': False,\n",
+       "  'cake': False,\n",
+       "  'type': False,\n",
+       "  'son': False,\n",
+       "  'white': False,\n",
+       "  'meant': False,\n",
+       "  'film': False,\n",
+       "  'si': False,\n",
+       "  'hospital': False,\n",
+       "  'hat': False,\n",
+       "  'bag': False,\n",
+       "  'met': False,\n",
+       "  'wit': False,\n",
+       "  'joy': False,\n",
+       "  'camp': False,\n",
+       "  'manage': False,\n",
+       "  'country': False,\n",
+       "  'nick': False,\n",
+       "  'small': False,\n",
+       "  'race': False,\n",
+       "  'fit': False,\n",
+       "  'fml': False,\n",
+       "  'box': False,\n",
+       "  'realize': False,\n",
+       "  'road': False,\n",
+       "  'state': False,\n",
+       "  'cross': False,\n",
+       "  'lonely': False,\n",
+       "  'yummy': False,\n",
+       "  'invite': False,\n",
+       "  'round': False,\n",
+       "  'terrible': False,\n",
+       "  'release': False,\n",
+       "  'taste': False,\n",
+       "  'dm': False,\n",
+       "  'past': False,\n",
+       "  'goodbye': False,\n",
+       "  'case': False,\n",
+       "  'due': False,\n",
+       "  'design': False,\n",
+       "  'yum': False,\n",
+       "  'wine': False,\n",
+       "  'bet': False,\n",
+       "  'vega': False,\n",
+       "  'swine': False,\n",
+       "  'joke': False,\n",
+       "  'shoe': False,\n",
+       "  'shame': False,\n",
+       "  'sky': False,\n",
+       "  'fav': False,\n",
+       "  'mess': False,\n",
+       "  'ear': False,\n",
+       "  'notice': False,\n",
+       "  'mall': False,\n",
+       "  'de': False,\n",
+       "  'spent': False,\n",
+       "  'stand': False,\n",
+       "  'gay': False,\n",
+       "  'cancel': False,\n",
+       "  'tweetdeck': False,\n",
+       "  'sale': False,\n",
+       "  'none': False,\n",
+       "  'hun': False,\n",
+       "  'delete': False,\n",
+       "  'angel': False,\n",
+       "  'england': False,\n",
+       "  'bro': False,\n",
+       "  'different': False,\n",
+       "  'annoy': False,\n",
+       "  'clothes': False,\n",
+       "  'company': False,\n",
+       "  'everybody': False,\n",
+       "  'dr': False,\n",
+       "  'yo': False,\n",
+       "  'speak': False,\n",
+       "  'huge': False,\n",
+       "  'via': False,\n",
+       "  'doctor': False,\n",
+       "  'xo': False,\n",
+       "  'issue': False,\n",
+       "  'nearly': False,\n",
+       "  'nobody': False,\n",
+       "  'played': False,\n",
+       "  'boyfriend': False,\n",
+       "  'wednesday': False,\n",
+       "  'fire': False,\n",
+       "  'pink': False,\n",
+       "  'pull': False,\n",
+       "  'group': False,\n",
+       "  'congratulation': False,\n",
+       "  'complete': False,\n",
+       "  'shin': False,\n",
+       "  'ohh': False,\n",
+       "  'forever': False,\n",
+       "  'roll': False,\n",
+       "  'except': False,\n",
+       "  'indeed': False,\n",
+       "  'bike': False,\n",
+       "  'mail': False,\n",
+       "  'french': False,\n",
+       "  'bug': False,\n",
+       "  'pizza': False,\n",
+       "  'chill': False,\n",
+       "  'shes': False,\n",
+       "  'ruin': False,\n",
+       "  'jonasbrothers': False,\n",
+       "  'nail': False,\n",
+       "  'apple': False,\n",
+       "  'sort': False,\n",
+       "  'etc': False,\n",
+       "  'absolutely': False,\n",
+       "  'hangover': False,\n",
+       "  'blue': False,\n",
+       "  'war': False,\n",
+       "  'web': False,\n",
+       "  'pray': False,\n",
+       "  'sexy': False,\n",
+       "  'cup': False,\n",
+       "  'sooooo': False,\n",
+       "  'bunch': False,\n",
+       "  'completely': False,\n",
+       "  'bb': False,\n",
+       "  'article': False,\n",
+       "  'profile': False,\n",
+       "  'appreciate': False,\n",
+       "  'extra': False,\n",
+       "  'exhaust': False,\n",
+       "  'revise': False,\n",
+       "  'waste': False,\n",
+       "  'tan': False,\n",
+       "  'glass': False,\n",
+       "  'favourite': False,\n",
+       "  'session': False,\n",
+       "  'tummy': False,\n",
+       "  'quiet': False,\n",
+       "  'fantastic': False,\n",
+       "  'pas': False,\n",
+       "  'future': False,\n",
+       "  'yep': False,\n",
+       "  'stick': False,\n",
+       "  'event': False,\n",
+       "  'pass': False,\n",
+       "  'single': False,\n",
+       "  'july': False,\n",
+       "  'fat': False,\n",
+       "  'traffic': False,\n",
+       "  'butt': False,\n",
+       "  'dnt': False,\n",
+       "  'hah': False,\n",
+       "  'isnt': False,\n",
+       "  'graduation': False,\n",
+       "  'death': False,\n",
+       "  'eh': False,\n",
+       "  'mate': False,\n",
+       "  'king': False,\n",
+       "  'science': False,\n",
+       "  'version': False,\n",
+       "  'exactly': False,\n",
+       "  'jus': False,\n",
+       "  'trek': False,\n",
+       "  'chris': False,\n",
+       "  'mmm': False,\n",
+       "  'shout': False,\n",
+       "  'nah': False,\n",
+       "  'serious': False,\n",
+       "  'rd': False,\n",
+       "  'cost': False,\n",
+       "  'become': False,\n",
+       "  'possible': False,\n",
+       "  'kiss': False,\n",
+       "  'daughter': False,\n",
+       "  'front': False,\n",
+       "  'blackberry': False,\n",
+       "  'ahh': False,\n",
+       "  'married': False,\n",
+       "  'nightmare': False,\n",
+       "  'memory': False,\n",
+       "  'addict': False,\n",
+       "  'burnt': False,\n",
+       "  'coz': False,\n",
+       "  'mcfly': False,\n",
+       "  'joe': False,\n",
+       "  'dunno': False,\n",
+       "  'dentist': False,\n",
+       "  'diet': False,\n",
+       "  'gosh': False,\n",
+       "  'hilarious': False,\n",
+       "  'server': False,\n",
+       "  'productive': False,\n",
+       "  'doubt': False,\n",
+       "  'trouble': False,\n",
+       "  'drinking': False,\n",
+       "  'depressed': False,\n",
+       "  'disappointed': False,\n",
+       "  'fever': False,\n",
+       "  'business': False,\n",
+       "  'present': False,\n",
+       "  'return': False,\n",
+       "  'hmmm': False,\n",
+       "  'twit': False,\n",
+       "  'donniewahlberg': False,\n",
+       "  'history': False,\n",
+       "  'random': False,\n",
+       "  'san': False,\n",
+       "  'felt': False,\n",
+       "  'pre': False,\n",
+       "  'cook': False,\n",
+       "  'ran': False,\n",
+       "  'knee': False,\n",
+       "  'def': False,\n",
+       "  'smell': False,\n",
+       "  'hero': False,\n",
+       "  'bloody': False,\n",
+       "  'ache': False,\n",
+       "  'father': False,\n",
+       "  'mon': False,\n",
+       "  'germany': False,\n",
+       "  'havent': False,\n",
+       "  'pc': False,\n",
+       "  'scary': False,\n",
+       "  'magic': False,\n",
+       "  'trailer': False,\n",
+       "  'spot': False,\n",
+       "  'review': False,\n",
+       "  'brilliant': False,\n",
+       "  'ouch': False,\n",
+       "  'background': False,\n",
+       "  'james': False,\n",
+       "  'hotel': False,\n",
+       "  'prom': False,\n",
+       "  'cupcake': False,\n",
+       "  'fave': False,\n",
+       "  'yup': False,\n",
+       "  'men': False,\n",
+       "  'screw': False,\n",
+       "  'major': False,\n",
+       "  'vip': False,\n",
+       "  'matt': False,\n",
+       "  'woo': False,\n",
+       "  'epic': False,\n",
+       "  'silly': False,\n",
+       "  'board': False,\n",
+       "  'sunburn': False,\n",
+       "  'picked': False,\n",
+       "  'nose': False,\n",
+       "  'dumb': False,\n",
+       "  'land': False,\n",
+       "  'library': False,\n",
+       "  'caught': False,\n",
+       "  'table': False,\n",
+       "  'rainy': False,\n",
+       "  'nyc': False,\n",
+       "  'normal': False,\n",
+       "  'whatever': False,\n",
+       "  'ignore': False,\n",
+       "  'shut': False,\n",
+       "  'unless': False,\n",
+       "  'darn': False,\n",
+       "  'fuckin': False,\n",
+       "  'midnight': False,\n",
+       "  'screen': False,\n",
+       "  'america': False,\n",
+       "  'north': False,\n",
+       "  'low': False,\n",
+       "  'arrive': False,\n",
+       "  'color': False,\n",
+       "  'channel': False,\n",
+       "  'thanx': False,\n",
+       "  'blood': False,\n",
+       "  'canada': False,\n",
+       "  'lame': False,\n",
+       "  'fish': False,\n",
+       "  'child': False,\n",
+       "  'doin': False,\n",
+       "  ...},\n",
+       " {'get': False,\n",
+       "  'go': False,\n",
+       "  'day': False,\n",
+       "  'good': False,\n",
+       "  'work': False,\n",
+       "  'like': False,\n",
+       "  'love': False,\n",
+       "  'quot': False,\n",
+       "  'u': False,\n",
+       "  'today': False,\n",
+       "  'time': False,\n",
+       "  'well': False,\n",
+       "  'lol': False,\n",
+       "  'back': False,\n",
+       "  'see': False,\n",
+       "  'one': False,\n",
+       "  'miss': False,\n",
+       "  'want': False,\n",
+       "  'know': False,\n",
+       "  'think': False,\n",
+       "  'make': False,\n",
+       "  'really': False,\n",
+       "  'im': False,\n",
+       "  'feel': False,\n",
+       "  'amp': False,\n",
+       "  'come': False,\n",
+       "  'need': False,\n",
+       "  'night': False,\n",
+       "  'new': False,\n",
+       "  'still': False,\n",
+       "  'home': False,\n",
+       "  'oh': False,\n",
+       "  'watch': False,\n",
+       "  'thanks': False,\n",
+       "  'na': False,\n",
+       "  'look': False,\n",
+       "  'twitter': False,\n",
+       "  'great': False,\n",
+       "  'much': False,\n",
+       "  'say': False,\n",
+       "  'hope': False,\n",
+       "  'morning': False,\n",
+       "  'bad': False,\n",
+       "  'sleep': False,\n",
+       "  'wish': False,\n",
+       "  'wait': False,\n",
+       "  'take': False,\n",
+       "  'last': False,\n",
+       "  'tomorrow': False,\n",
+       "  'sad': False,\n",
+       "  'try': False,\n",
+       "  'haha': False,\n",
+       "  'happy': False,\n",
+       "  'would': False,\n",
+       "  'fun': False,\n",
+       "  'week': False,\n",
+       "  'thing': False,\n",
+       "  'tonight': False,\n",
+       "  'right': False,\n",
+       "  'friend': False,\n",
+       "  'way': False,\n",
+       "  'sorry': False,\n",
+       "  'nice': False,\n",
+       "  'could': False,\n",
+       "  'though': False,\n",
+       "  'follow': False,\n",
+       "  'yeah': False,\n",
+       "  'start': False,\n",
+       "  'gon': False,\n",
+       "  'bed': False,\n",
+       "  'yes': False,\n",
+       "  'even': False,\n",
+       "  'people': False,\n",
+       "  'hate': False,\n",
+       "  'hour': False,\n",
+       "  'school': False,\n",
+       "  'guy': False,\n",
+       "  'tweet': False,\n",
+       "  'weekend': False,\n",
+       "  'long': False,\n",
+       "  'show': False,\n",
+       "  'hey': False,\n",
+       "  'cant': False,\n",
+       "  'little': False,\n",
+       "  'x': False,\n",
+       "  'next': False,\n",
+       "  'life': False,\n",
+       "  'never': False,\n",
+       "  'year': False,\n",
+       "  'tire': False,\n",
+       "  'movie': False,\n",
+       "  'let': False,\n",
+       "  'suck': False,\n",
+       "  'use': False,\n",
+       "  'everyone': False,\n",
+       "  'soon': False,\n",
+       "  'first': False,\n",
+       "  'already': False,\n",
+       "  'sick': False,\n",
+       "  'ok': False,\n",
+       "  'play': False,\n",
+       "  'thank': False,\n",
+       "  'lt': False,\n",
+       "  'ready': False,\n",
+       "  'best': False,\n",
+       "  'eat': False,\n",
+       "  'find': False,\n",
+       "  'dont': False,\n",
+       "  'call': False,\n",
+       "  'awesome': False,\n",
+       "  'wan': False,\n",
+       "  'rain': False,\n",
+       "  'please': False,\n",
+       "  'keep': False,\n",
+       "  'girl': False,\n",
+       "  'always': False,\n",
+       "  'something': False,\n",
+       "  'house': False,\n",
+       "  'n': False,\n",
+       "  'hurt': False,\n",
+       "  'help': False,\n",
+       "  'old': False,\n",
+       "  'man': False,\n",
+       "  'head': False,\n",
+       "  'cool': False,\n",
+       "  'another': False,\n",
+       "  'give': False,\n",
+       "  'talk': False,\n",
+       "  'yay': False,\n",
+       "  'sure': False,\n",
+       "  'lot': False,\n",
+       "  'live': False,\n",
+       "  'lose': False,\n",
+       "  'phone': False,\n",
+       "  'enjoy': False,\n",
+       "  'amaze': False,\n",
+       "  'song': False,\n",
+       "  'thought': False,\n",
+       "  'damn': False,\n",
+       "  'ur': False,\n",
+       "  'sound': False,\n",
+       "  'summer': False,\n",
+       "  'stop': False,\n",
+       "  'omg': False,\n",
+       "  'ever': False,\n",
+       "  'b': False,\n",
+       "  'guess': False,\n",
+       "  'maybe': False,\n",
+       "  'tell': False,\n",
+       "  'game': False,\n",
+       "  'w': False,\n",
+       "  'listen': False,\n",
+       "  'yet': False,\n",
+       "  'finally': False,\n",
+       "  'nothing': False,\n",
+       "  'also': False,\n",
+       "  'mean': False,\n",
+       "  'big': False,\n",
+       "  'ya': False,\n",
+       "  'baby': False,\n",
+       "  'hot': False,\n",
+       "  'friday': False,\n",
+       "  'fuck': False,\n",
+       "  'finish': False,\n",
+       "  'away': False,\n",
+       "  'pretty': False,\n",
+       "  'leave': False,\n",
+       "  'excite': False,\n",
+       "  'birthday': False,\n",
+       "  'exam': False,\n",
+       "  'r': False,\n",
+       "  'end': False,\n",
+       "  'early': False,\n",
+       "  'party': False,\n",
+       "  'th': False,\n",
+       "  'run': False,\n",
+       "  'p': False,\n",
+       "  'left': False,\n",
+       "  'someone': False,\n",
+       "  'glad': False,\n",
+       "  'ta': False,\n",
+       "  'bore': False,\n",
+       "  'hear': False,\n",
+       "  'wow': False,\n",
+       "  'check': False,\n",
+       "  'ugh': False,\n",
+       "  'cry': False,\n",
+       "  'yesterday': False,\n",
+       "  'might': False,\n",
+       "  'mom': False,\n",
+       "  'seem': False,\n",
+       "  'bit': False,\n",
+       "  'since': False,\n",
+       "  'two': False,\n",
+       "  'stuff': False,\n",
+       "  'late': False,\n",
+       "  'thats': False,\n",
+       "  'put': False,\n",
+       "  'move': False,\n",
+       "  'later': False,\n",
+       "  'sun': False,\n",
+       "  'god': False,\n",
+       "  'music': False,\n",
+       "  'video': False,\n",
+       "  'found': False,\n",
+       "  'lunch': False,\n",
+       "  'happen': False,\n",
+       "  'kid': False,\n",
+       "  'update': False,\n",
+       "  'job': False,\n",
+       "  'weather': False,\n",
+       "  'actually': False,\n",
+       "  'follower': False,\n",
+       "  'car': False,\n",
+       "  'luck': False,\n",
+       "  'study': False,\n",
+       "  'gt': False,\n",
+       "  'monday': False,\n",
+       "  'hi': False,\n",
+       "  'tv': False,\n",
+       "  'world': False,\n",
+       "  'stay': False,\n",
+       "  'hard': False,\n",
+       "  'saw': False,\n",
+       "  'pic': False,\n",
+       "  'post': False,\n",
+       "  'must': False,\n",
+       "  'poor': False,\n",
+       "  'c': False,\n",
+       "  'book': False,\n",
+       "  'food': False,\n",
+       "  'die': False,\n",
+       "  'iphone': False,\n",
+       "  'com': False,\n",
+       "  'least': False,\n",
+       "  'sunday': False,\n",
+       "  'dream': False,\n",
+       "  'forward': False,\n",
+       "  'far': False,\n",
+       "  'beautiful': False,\n",
+       "  'without': False,\n",
+       "  'read': False,\n",
+       "  'hair': False,\n",
+       "  'month': False,\n",
+       "  'mine': False,\n",
+       "  'many': False,\n",
+       "  'change': False,\n",
+       "  'real': False,\n",
+       "  'may': False,\n",
+       "  'everything': False,\n",
+       "  'family': False,\n",
+       "  'anything': False,\n",
+       "  'almost': False,\n",
+       "  'woke': False,\n",
+       "  'till': False,\n",
+       "  'around': False,\n",
+       "  'place': False,\n",
+       "  'cold': False,\n",
+       "  'cause': False,\n",
+       "  'ha': False,\n",
+       "  'ask': False,\n",
+       "  'hahaha': False,\n",
+       "  'cute': False,\n",
+       "  'every': False,\n",
+       "  'dinner': False,\n",
+       "  'plan': False,\n",
+       "  'walk': False,\n",
+       "  'saturday': False,\n",
+       "  'send': False,\n",
+       "  'welcome': False,\n",
+       "  'aww': False,\n",
+       "  'sweet': False,\n",
+       "  'funny': False,\n",
+       "  'win': False,\n",
+       "  'totally': False,\n",
+       "  'write': False,\n",
+       "  'turn': False,\n",
+       "  'tho': False,\n",
+       "  'remember': False,\n",
+       "  'dad': False,\n",
+       "  'super': False,\n",
+       "  'stupid': False,\n",
+       "  'rock': False,\n",
+       "  'g': False,\n",
+       "  'picture': False,\n",
+       "  'drive': False,\n",
+       "  'boy': False,\n",
+       "  'kinda': False,\n",
+       "  'true': False,\n",
+       "  'shit': False,\n",
+       "  'wake': False,\n",
+       "  'dog': False,\n",
+       "  'idea': False,\n",
+       "  'free': False,\n",
+       "  'class': False,\n",
+       "  'outside': False,\n",
+       "  'didnt': False,\n",
+       "  'face': False,\n",
+       "  'wonder': False,\n",
+       "  'fail': False,\n",
+       "  'coffee': False,\n",
+       "  'mother': False,\n",
+       "  'anymore': False,\n",
+       "  'okay': False,\n",
+       "  'soo': False,\n",
+       "  'enough': False,\n",
+       "  'fan': False,\n",
+       "  'goodnight': False,\n",
+       "  'believe': False,\n",
+       "  'pm': False,\n",
+       "  'xx': False,\n",
+       "  'course': False,\n",
+       "  'hell': False,\n",
+       "  'final': False,\n",
+       "  'minute': True,\n",
+       "  'hopefully': False,\n",
+       "  'whole': False,\n",
+       "  'sit': False,\n",
+       "  'alone': False,\n",
+       "  'buy': False,\n",
+       "  'reply': False,\n",
+       "  'break': False,\n",
+       "  'computer': False,\n",
+       "  'kill': False,\n",
+       "  'brother': False,\n",
+       "  'k': False,\n",
+       "  'lovely': False,\n",
+       "  'crazy': False,\n",
+       "  'rest': False,\n",
+       "  'able': False,\n",
+       "  'wrong': False,\n",
+       "  'probably': False,\n",
+       "  'name': False,\n",
+       "  'heard': False,\n",
+       "  'money': False,\n",
+       "  'half': False,\n",
+       "  'shopping': False,\n",
+       "  'part': False,\n",
+       "  'cuz': False,\n",
+       "  'boo': False,\n",
+       "  'fall': True,\n",
+       "  'link': False,\n",
+       "  'e': False,\n",
+       "  'vote': False,\n",
+       "  'site': False,\n",
+       "  'ill': False,\n",
+       "  'pay': False,\n",
+       "  'hug': False,\n",
+       "  'reading': False,\n",
+       "  'sooo': False,\n",
+       "  'ago': False,\n",
+       "  'kind': False,\n",
+       "  'hang': False,\n",
+       "  'high': False,\n",
+       "  'internet': False,\n",
+       "  'xd': False,\n",
+       "  'news': False,\n",
+       "  'ah': False,\n",
+       "  'room': False,\n",
+       "  'favorite': False,\n",
+       "  'june': False,\n",
+       "  'add': False,\n",
+       "  'catch': False,\n",
+       "  'eye': False,\n",
+       "  'anyone': False,\n",
+       "  'reason': False,\n",
+       "  'facebook': False,\n",
+       "  'sister': False,\n",
+       "  'pack': False,\n",
+       "  'either': False,\n",
+       "  'mr': False,\n",
+       "  'else': False,\n",
+       "  'boring': False,\n",
+       "  'worry': False,\n",
+       "  'test': False,\n",
+       "  'meet': False,\n",
+       "  'trip': False,\n",
+       "  'person': False,\n",
+       "  'l': False,\n",
+       "  'word': False,\n",
+       "  'forgot': False,\n",
+       "  'star': False,\n",
+       "  'fine': False,\n",
+       "  'la': False,\n",
+       "  'hit': False,\n",
+       "  'awake': False,\n",
+       "  'care': False,\n",
+       "  'drink': False,\n",
+       "  'seriously': False,\n",
+       "  'awww': False,\n",
+       "  'busy': False,\n",
+       "  'headache': False,\n",
+       "  'ticket': False,\n",
+       "  'open': False,\n",
+       "  'crap': False,\n",
+       "  'beach': False,\n",
+       "  'learn': False,\n",
+       "  'close': False,\n",
+       "  'blog': False,\n",
+       "  'mind': False,\n",
+       "  'heart': False,\n",
+       "  'btw': False,\n",
+       "  'concert': False,\n",
+       "  'bring': False,\n",
+       "  'dance': False,\n",
+       "  'hello': False,\n",
+       "  'fix': False,\n",
+       "  'office': False,\n",
+       "  'hand': False,\n",
+       "  'asleep': False,\n",
+       "  'homework': False,\n",
+       "  'bout': False,\n",
+       "  'sing': False,\n",
+       "  'photo': False,\n",
+       "  'shower': False,\n",
+       "  'mad': False,\n",
+       "  'email': False,\n",
+       "  'min': False,\n",
+       "  'wear': False,\n",
+       "  'cream': False,\n",
+       "  'meeting': False,\n",
+       "  'hehe': False,\n",
+       "  'ice': False,\n",
+       "  'www': False,\n",
+       "  'page': False,\n",
+       "  'order': False,\n",
+       "  'dude': False,\n",
+       "  'nite': False,\n",
+       "  'red': False,\n",
+       "  'set': False,\n",
+       "  'season': False,\n",
+       "  'broke': False,\n",
+       "  'hr': False,\n",
+       "  'instead': False,\n",
+       "  'wont': False,\n",
+       "  'problem': False,\n",
+       "  'told': False,\n",
+       "  'album': False,\n",
+       "  'jealous': False,\n",
+       "  'message': False,\n",
+       "  'stuck': False,\n",
+       "  'save': False,\n",
+       "  'suppose': False,\n",
+       "  'agree': False,\n",
+       "  'st': False,\n",
+       "  'hungry': False,\n",
+       "  'full': False,\n",
+       "  'tommcfly': False,\n",
+       "  'sat': False,\n",
+       "  'pain': False,\n",
+       "  'train': False,\n",
+       "  'sunny': False,\n",
+       "  'ddlovato': False,\n",
+       "  'til': False,\n",
+       "  'quite': False,\n",
+       "  'lucky': False,\n",
+       "  'moment': False,\n",
+       "  'knew': False,\n",
+       "  'water': False,\n",
+       "  'da': False,\n",
+       "  'aw': False,\n",
+       "  'lady': False,\n",
+       "  'ride': False,\n",
+       "  'bought': False,\n",
+       "  'tour': False,\n",
+       "  'laugh': False,\n",
+       "  'couple': False,\n",
+       "  'sign': False,\n",
+       "  'mileycyrus': False,\n",
+       "  'together': False,\n",
+       "  'sometimes': False,\n",
+       "  'cat': False,\n",
+       "  'youtube': False,\n",
+       "  'card': False,\n",
+       "  'hop': False,\n",
+       "  'mum': False,\n",
+       "  'town': False,\n",
+       "  'uk': False,\n",
+       "  'top': False,\n",
+       "  'v': False,\n",
+       "  'followfriday': False,\n",
+       "  'congrats': False,\n",
+       "  'city': False,\n",
+       "  'date': False,\n",
+       "  'anyway': False,\n",
+       "  'interest': False,\n",
+       "  'breakfast': False,\n",
+       "  'dress': False,\n",
+       "  'band': False,\n",
+       "  'website': False,\n",
+       "  'wonderful': False,\n",
+       "  'lmao': False,\n",
+       "  'understand': False,\n",
+       "  'figure': False,\n",
+       "  'sigh': False,\n",
+       "  'holiday': False,\n",
+       "  'sore': False,\n",
+       "  'second': False,\n",
+       "  'text': False,\n",
+       "  'kick': False,\n",
+       "  'visit': False,\n",
+       "  'afternoon': False,\n",
+       "  'award': False,\n",
+       "  'church': False,\n",
+       "  'plus': False,\n",
+       "  'soooo': False,\n",
+       "  'support': False,\n",
+       "  'slow': False,\n",
+       "  'smile': False,\n",
+       "  'mac': False,\n",
+       "  'clean': False,\n",
+       "  'cut': False,\n",
+       "  'flight': False,\n",
+       "  'sleepy': False,\n",
+       "  'short': False,\n",
+       "  'pool': False,\n",
+       "  'green': False,\n",
+       "  'math': False,\n",
+       "  'share': False,\n",
+       "  'scar': False,\n",
+       "  'wedding': False,\n",
+       "  'nd': False,\n",
+       "  'air': False,\n",
+       "  'store': False,\n",
+       "  'nap': False,\n",
+       "  'account': False,\n",
+       "  'jonas': False,\n",
+       "  'point': False,\n",
+       "  'join': False,\n",
+       "  'chance': False,\n",
+       "  'foot': False,\n",
+       "  'mention': False,\n",
+       "  'dear': False,\n",
+       "  'record': False,\n",
+       "  'less': False,\n",
+       "  'side': False,\n",
+       "  'ppl': False,\n",
+       "  'flu': False,\n",
+       "  'line': False,\n",
+       "  'shoot': False,\n",
+       "  'easy': False,\n",
+       "  'dead': False,\n",
+       "  'download': False,\n",
+       "  'sent': False,\n",
+       "  'f': False,\n",
+       "  'cleaning': False,\n",
+       "  'yea': False,\n",
+       "  'black': False,\n",
+       "  'beer': False,\n",
+       "  'moon': False,\n",
+       "  'answer': False,\n",
+       "  'lil': False,\n",
+       "  'park': False,\n",
+       "  'chocolate': False,\n",
+       "  'bday': False,\n",
+       "  'perfect': False,\n",
+       "  'cover': False,\n",
+       "  'h': False,\n",
+       "  'special': False,\n",
+       "  'ipod': False,\n",
+       "  'pick': False,\n",
+       "  'college': False,\n",
+       "  'online': False,\n",
+       "  'tuesday': False,\n",
+       "  'shirt': False,\n",
+       "  'david': False,\n",
+       "  'co': False,\n",
+       "  'list': False,\n",
+       "  'bye': False,\n",
+       "  'block': False,\n",
+       "  'horrible': False,\n",
+       "  'episode': False,\n",
+       "  'freak': False,\n",
+       "  'longer': False,\n",
+       "  'mtv': False,\n",
+       "  'goin': False,\n",
+       "  'paper': False,\n",
+       "  'sell': False,\n",
+       "  'leg': False,\n",
+       "  'sunshine': False,\n",
+       "  'voice': False,\n",
+       "  'chat': False,\n",
+       "  'myspace': False,\n",
+       "  'body': False,\n",
+       "  'fast': False,\n",
+       "  'whats': False,\n",
+       "  'london': False,\n",
+       "  'hmm': False,\n",
+       "  'piss': False,\n",
+       "  'mile': False,\n",
+       "  'light': False,\n",
+       "  'mood': False,\n",
+       "  'english': False,\n",
+       "  'xxx': False,\n",
+       "  'fly': False,\n",
+       "  'weird': False,\n",
+       "  'idk': False,\n",
+       "  'drop': False,\n",
+       "  'thx': False,\n",
+       "  'happens': False,\n",
+       "  'forget': False,\n",
+       "  'fair': False,\n",
+       "  'decide': False,\n",
+       "  'ate': False,\n",
+       "  'fell': False,\n",
+       "  'experience': False,\n",
+       "  'sims': False,\n",
+       "  'ive': False,\n",
+       "  'comment': False,\n",
+       "  'warm': False,\n",
+       "  'gym': False,\n",
+       "  'bitch': False,\n",
+       "  'rather': False,\n",
+       "  'service': False,\n",
+       "  'ball': False,\n",
+       "  'throat': False,\n",
+       "  'power': False,\n",
+       "  'bbq': False,\n",
+       "  'team': False,\n",
+       "  'shall': False,\n",
+       "  'garden': False,\n",
+       "  'cd': False,\n",
+       "  'unfortunately': False,\n",
+       "  'wtf': False,\n",
+       "  'radio': False,\n",
+       "  'twilight': False,\n",
+       "  'tom': False,\n",
+       "  'earlier': False,\n",
+       "  'tea': False,\n",
+       "  'hold': False,\n",
+       "  'em': False,\n",
+       "  'act': False,\n",
+       "  'safe': False,\n",
+       "  'especially': False,\n",
+       "  'finger': False,\n",
+       "  'three': False,\n",
+       "  'parent': False,\n",
+       "  'peace': False,\n",
+       "  'shot': False,\n",
+       "  'spend': False,\n",
+       "  'chicken': False,\n",
+       "  'miley': False,\n",
+       "  'shop': False,\n",
+       "  'alright': False,\n",
+       "  'yr': False,\n",
+       "  'laptop': False,\n",
+       "  'cheer': False,\n",
+       "  'bum': False,\n",
+       "  'deal': False,\n",
+       "  'storm': False,\n",
+       "  'doesnt': False,\n",
+       "  'airport': False,\n",
+       "  'john': False,\n",
+       "  'camera': False,\n",
+       "  'fact': False,\n",
+       "  'club': False,\n",
+       "  'confuse': False,\n",
+       "  'near': False,\n",
+       "  'definitely': False,\n",
+       "  'thursday': False,\n",
+       "  'revision': False,\n",
+       "  'nope': False,\n",
+       "  'woman': False,\n",
+       "  'note': False,\n",
+       "  'story': False,\n",
+       "  'lakers': False,\n",
+       "  'cousin': False,\n",
+       "  'load': False,\n",
+       "  'touch': False,\n",
+       "  'ff': False,\n",
+       "  'self': False,\n",
+       "  'broken': False,\n",
+       "  'luv': False,\n",
+       "  'lazy': False,\n",
+       "  'apparently': False,\n",
+       "  'huh': False,\n",
+       "  'matter': False,\n",
+       "  'beat': False,\n",
+       "  'stress': False,\n",
+       "  'upload': False,\n",
+       "  'ooh': False,\n",
+       "  'begin': False,\n",
+       "  'ahead': False,\n",
+       "  'number': False,\n",
+       "  'ahhh': False,\n",
+       "  'sadly': False,\n",
+       "  'upset': False,\n",
+       "  'stomach': False,\n",
+       "  'question': False,\n",
+       "  'j': False,\n",
+       "  'project': False,\n",
+       "  'bus': False,\n",
+       "  'hubby': False,\n",
+       "  'door': False,\n",
+       "  'age': False,\n",
+       "  'slept': False,\n",
+       "  'fb': False,\n",
+       "  'window': False,\n",
+       "  'dvd': False,\n",
+       "  'lately': False,\n",
+       "  'officially': False,\n",
+       "  'young': False,\n",
+       "  'bless': False,\n",
+       "  'interview': False,\n",
+       "  'swim': False,\n",
+       "  'practice': False,\n",
+       "  'bill': False,\n",
+       "  'hill': False,\n",
+       "  'living': False,\n",
+       "  'google': False,\n",
+       "  'relax': False,\n",
+       "  'worth': False,\n",
+       "  'fight': False,\n",
+       "  'guitar': False,\n",
+       "  'vacation': False,\n",
+       "  'lie': False,\n",
+       "  'behind': True,\n",
+       "  'lay': False,\n",
+       "  'grow': False,\n",
+       "  'itunes': False,\n",
+       "  'gorgeous': False,\n",
+       "  'puppy': False,\n",
+       "  'inside': False,\n",
+       "  'allow': False,\n",
+       "  'babe': False,\n",
+       "  'currently': False,\n",
+       "  'aint': False,\n",
+       "  'cake': False,\n",
+       "  'type': False,\n",
+       "  'son': False,\n",
+       "  'white': False,\n",
+       "  'meant': False,\n",
+       "  'film': False,\n",
+       "  'si': False,\n",
+       "  'hospital': False,\n",
+       "  'hat': False,\n",
+       "  'bag': False,\n",
+       "  'met': False,\n",
+       "  'wit': False,\n",
+       "  'joy': False,\n",
+       "  'camp': False,\n",
+       "  'manage': False,\n",
+       "  'country': False,\n",
+       "  'nick': False,\n",
+       "  'small': False,\n",
+       "  'race': False,\n",
+       "  'fit': False,\n",
+       "  'fml': False,\n",
+       "  'box': False,\n",
+       "  'realize': False,\n",
+       "  'road': False,\n",
+       "  'state': False,\n",
+       "  'cross': False,\n",
+       "  'lonely': False,\n",
+       "  'yummy': False,\n",
+       "  'invite': False,\n",
+       "  'round': False,\n",
+       "  'terrible': False,\n",
+       "  'release': False,\n",
+       "  'taste': False,\n",
+       "  'dm': False,\n",
+       "  'past': False,\n",
+       "  'goodbye': False,\n",
+       "  'case': False,\n",
+       "  'due': False,\n",
+       "  'design': False,\n",
+       "  'yum': False,\n",
+       "  'wine': False,\n",
+       "  'bet': False,\n",
+       "  'vega': False,\n",
+       "  'swine': False,\n",
+       "  'joke': False,\n",
+       "  'shoe': False,\n",
+       "  'shame': False,\n",
+       "  'sky': False,\n",
+       "  'fav': False,\n",
+       "  'mess': False,\n",
+       "  'ear': False,\n",
+       "  'notice': False,\n",
+       "  'mall': False,\n",
+       "  'de': False,\n",
+       "  'spent': False,\n",
+       "  'stand': False,\n",
+       "  'gay': False,\n",
+       "  'cancel': False,\n",
+       "  'tweetdeck': False,\n",
+       "  'sale': False,\n",
+       "  'none': False,\n",
+       "  'hun': False,\n",
+       "  'delete': False,\n",
+       "  'angel': False,\n",
+       "  'england': False,\n",
+       "  'bro': False,\n",
+       "  'different': False,\n",
+       "  'annoy': False,\n",
+       "  'clothes': False,\n",
+       "  'company': False,\n",
+       "  'everybody': False,\n",
+       "  'dr': False,\n",
+       "  'yo': False,\n",
+       "  'speak': False,\n",
+       "  'huge': False,\n",
+       "  'via': False,\n",
+       "  'doctor': False,\n",
+       "  'xo': False,\n",
+       "  'issue': False,\n",
+       "  'nearly': False,\n",
+       "  'nobody': False,\n",
+       "  'played': False,\n",
+       "  'boyfriend': False,\n",
+       "  'wednesday': False,\n",
+       "  'fire': False,\n",
+       "  'pink': False,\n",
+       "  'pull': False,\n",
+       "  'group': False,\n",
+       "  'congratulation': False,\n",
+       "  'complete': False,\n",
+       "  'shin': False,\n",
+       "  'ohh': False,\n",
+       "  'forever': False,\n",
+       "  'roll': False,\n",
+       "  'except': False,\n",
+       "  'indeed': False,\n",
+       "  'bike': False,\n",
+       "  'mail': False,\n",
+       "  'french': False,\n",
+       "  'bug': False,\n",
+       "  'pizza': False,\n",
+       "  'chill': False,\n",
+       "  'shes': False,\n",
+       "  'ruin': False,\n",
+       "  'jonasbrothers': False,\n",
+       "  'nail': False,\n",
+       "  'apple': False,\n",
+       "  'sort': False,\n",
+       "  'etc': False,\n",
+       "  'absolutely': False,\n",
+       "  'hangover': False,\n",
+       "  'blue': False,\n",
+       "  'war': False,\n",
+       "  'web': False,\n",
+       "  'pray': False,\n",
+       "  'sexy': False,\n",
+       "  'cup': False,\n",
+       "  'sooooo': False,\n",
+       "  'bunch': False,\n",
+       "  'completely': False,\n",
+       "  'bb': False,\n",
+       "  'article': False,\n",
+       "  'profile': False,\n",
+       "  'appreciate': False,\n",
+       "  'extra': False,\n",
+       "  'exhaust': False,\n",
+       "  'revise': False,\n",
+       "  'waste': False,\n",
+       "  'tan': False,\n",
+       "  'glass': False,\n",
+       "  'favourite': False,\n",
+       "  'session': False,\n",
+       "  'tummy': False,\n",
+       "  'quiet': False,\n",
+       "  'fantastic': False,\n",
+       "  'pas': False,\n",
+       "  'future': False,\n",
+       "  'yep': False,\n",
+       "  'stick': False,\n",
+       "  'event': False,\n",
+       "  'pass': False,\n",
+       "  'single': False,\n",
+       "  'july': False,\n",
+       "  'fat': False,\n",
+       "  'traffic': False,\n",
+       "  'butt': False,\n",
+       "  'dnt': False,\n",
+       "  'hah': False,\n",
+       "  'isnt': False,\n",
+       "  'graduation': False,\n",
+       "  'death': False,\n",
+       "  'eh': False,\n",
+       "  'mate': False,\n",
+       "  'king': False,\n",
+       "  'science': False,\n",
+       "  'version': False,\n",
+       "  'exactly': False,\n",
+       "  'jus': False,\n",
+       "  'trek': False,\n",
+       "  'chris': False,\n",
+       "  'mmm': False,\n",
+       "  'shout': False,\n",
+       "  'nah': False,\n",
+       "  'serious': False,\n",
+       "  'rd': False,\n",
+       "  'cost': False,\n",
+       "  'become': False,\n",
+       "  'possible': False,\n",
+       "  'kiss': False,\n",
+       "  'daughter': False,\n",
+       "  'front': False,\n",
+       "  'blackberry': False,\n",
+       "  'ahh': False,\n",
+       "  'married': False,\n",
+       "  'nightmare': False,\n",
+       "  'memory': False,\n",
+       "  'addict': False,\n",
+       "  'burnt': False,\n",
+       "  'coz': False,\n",
+       "  'mcfly': False,\n",
+       "  'joe': False,\n",
+       "  'dunno': False,\n",
+       "  'dentist': False,\n",
+       "  'diet': False,\n",
+       "  'gosh': False,\n",
+       "  'hilarious': False,\n",
+       "  'server': False,\n",
+       "  'productive': False,\n",
+       "  'doubt': False,\n",
+       "  'trouble': False,\n",
+       "  'drinking': False,\n",
+       "  'depressed': False,\n",
+       "  'disappointed': False,\n",
+       "  'fever': False,\n",
+       "  'business': False,\n",
+       "  'present': False,\n",
+       "  'return': False,\n",
+       "  'hmmm': False,\n",
+       "  'twit': False,\n",
+       "  'donniewahlberg': False,\n",
+       "  'history': False,\n",
+       "  'random': False,\n",
+       "  'san': False,\n",
+       "  'felt': False,\n",
+       "  'pre': False,\n",
+       "  'cook': False,\n",
+       "  'ran': False,\n",
+       "  'knee': False,\n",
+       "  'def': False,\n",
+       "  'smell': False,\n",
+       "  'hero': False,\n",
+       "  'bloody': False,\n",
+       "  'ache': False,\n",
+       "  'father': False,\n",
+       "  'mon': False,\n",
+       "  'germany': False,\n",
+       "  'havent': False,\n",
+       "  'pc': False,\n",
+       "  'scary': False,\n",
+       "  'magic': False,\n",
+       "  'trailer': False,\n",
+       "  'spot': False,\n",
+       "  'review': False,\n",
+       "  'brilliant': False,\n",
+       "  'ouch': False,\n",
+       "  'background': False,\n",
+       "  'james': False,\n",
+       "  'hotel': False,\n",
+       "  'prom': False,\n",
+       "  'cupcake': False,\n",
+       "  'fave': False,\n",
+       "  'yup': False,\n",
+       "  'men': False,\n",
+       "  'screw': False,\n",
+       "  'major': False,\n",
+       "  'vip': False,\n",
+       "  'matt': False,\n",
+       "  'woo': False,\n",
+       "  'epic': False,\n",
+       "  'silly': False,\n",
+       "  'board': False,\n",
+       "  'sunburn': False,\n",
+       "  'picked': False,\n",
+       "  'nose': False,\n",
+       "  'dumb': False,\n",
+       "  'land': False,\n",
+       "  'library': False,\n",
+       "  'caught': False,\n",
+       "  'table': False,\n",
+       "  'rainy': False,\n",
+       "  'nyc': False,\n",
+       "  'normal': False,\n",
+       "  'whatever': False,\n",
+       "  'ignore': False,\n",
+       "  'shut': False,\n",
+       "  'unless': False,\n",
+       "  'darn': False,\n",
+       "  'fuckin': False,\n",
+       "  'midnight': False,\n",
+       "  'screen': False,\n",
+       "  'america': False,\n",
+       "  'north': False,\n",
+       "  'low': False,\n",
+       "  'arrive': False,\n",
+       "  'color': False,\n",
+       "  'channel': False,\n",
+       "  'thanx': False,\n",
+       "  'blood': False,\n",
+       "  'canada': False,\n",
+       "  'lame': False,\n",
+       "  'fish': False,\n",
+       "  'child': False,\n",
+       "  'doin': False,\n",
+       "  ...},\n",
+       " {'get': False,\n",
+       "  'go': True,\n",
+       "  'day': False,\n",
+       "  'good': False,\n",
+       "  'work': False,\n",
+       "  'like': False,\n",
+       "  'love': False,\n",
+       "  'quot': False,\n",
+       "  'u': False,\n",
+       "  'today': False,\n",
+       "  'time': False,\n",
+       "  'well': False,\n",
+       "  'lol': False,\n",
+       "  'back': False,\n",
+       "  'see': False,\n",
+       "  'one': False,\n",
+       "  'miss': False,\n",
+       "  'want': False,\n",
+       "  'know': False,\n",
+       "  'think': False,\n",
+       "  'make': False,\n",
+       "  'really': False,\n",
+       "  'im': False,\n",
+       "  'feel': False,\n",
+       "  'amp': False,\n",
+       "  'come': False,\n",
+       "  'need': False,\n",
+       "  'night': False,\n",
+       "  'new': False,\n",
+       "  'still': False,\n",
+       "  'home': False,\n",
+       "  'oh': False,\n",
+       "  'watch': False,\n",
+       "  'thanks': False,\n",
+       "  'na': False,\n",
+       "  'look': False,\n",
+       "  'twitter': False,\n",
+       "  'great': False,\n",
+       "  'much': False,\n",
+       "  'say': False,\n",
+       "  'hope': False,\n",
+       "  'morning': False,\n",
+       "  'bad': False,\n",
+       "  'sleep': False,\n",
+       "  'wish': False,\n",
+       "  'wait': False,\n",
+       "  'take': False,\n",
+       "  'last': False,\n",
+       "  'tomorrow': False,\n",
+       "  'sad': False,\n",
+       "  'try': False,\n",
+       "  'haha': False,\n",
+       "  'happy': False,\n",
+       "  'would': False,\n",
+       "  'fun': False,\n",
+       "  'week': False,\n",
+       "  'thing': False,\n",
+       "  'tonight': False,\n",
+       "  'right': False,\n",
+       "  'friend': False,\n",
+       "  'way': False,\n",
+       "  'sorry': False,\n",
+       "  'nice': False,\n",
+       "  'could': False,\n",
+       "  'though': False,\n",
+       "  'follow': False,\n",
+       "  'yeah': False,\n",
+       "  'start': False,\n",
+       "  'gon': False,\n",
+       "  'bed': False,\n",
+       "  'yes': False,\n",
+       "  'even': False,\n",
+       "  'people': False,\n",
+       "  'hate': False,\n",
+       "  'hour': False,\n",
+       "  'school': False,\n",
+       "  'guy': False,\n",
+       "  'tweet': False,\n",
+       "  'weekend': False,\n",
+       "  'long': False,\n",
+       "  'show': False,\n",
+       "  'hey': False,\n",
+       "  'cant': False,\n",
+       "  'little': False,\n",
+       "  'x': False,\n",
+       "  'next': False,\n",
+       "  'life': False,\n",
+       "  'never': False,\n",
+       "  'year': False,\n",
+       "  'tire': False,\n",
+       "  'movie': False,\n",
+       "  'let': False,\n",
+       "  'suck': False,\n",
+       "  'use': False,\n",
+       "  'everyone': False,\n",
+       "  'soon': False,\n",
+       "  'first': False,\n",
+       "  'already': False,\n",
+       "  'sick': False,\n",
+       "  'ok': False,\n",
+       "  'play': False,\n",
+       "  'thank': False,\n",
+       "  'lt': False,\n",
+       "  'ready': False,\n",
+       "  'best': False,\n",
+       "  'eat': False,\n",
+       "  'find': False,\n",
+       "  'dont': False,\n",
+       "  'call': False,\n",
+       "  'awesome': False,\n",
+       "  'wan': False,\n",
+       "  'rain': False,\n",
+       "  'please': False,\n",
+       "  'keep': False,\n",
+       "  'girl': False,\n",
+       "  'always': False,\n",
+       "  'something': False,\n",
+       "  'house': False,\n",
+       "  'n': False,\n",
+       "  'hurt': False,\n",
+       "  'help': False,\n",
+       "  'old': False,\n",
+       "  'man': False,\n",
+       "  'head': False,\n",
+       "  'cool': False,\n",
+       "  'another': False,\n",
+       "  'give': False,\n",
+       "  'talk': False,\n",
+       "  'yay': False,\n",
+       "  'sure': False,\n",
+       "  'lot': False,\n",
+       "  'live': False,\n",
+       "  'lose': False,\n",
+       "  'phone': False,\n",
+       "  'enjoy': False,\n",
+       "  'amaze': False,\n",
+       "  'song': False,\n",
+       "  'thought': False,\n",
+       "  'damn': False,\n",
+       "  'ur': False,\n",
+       "  'sound': False,\n",
+       "  'summer': False,\n",
+       "  'stop': False,\n",
+       "  'omg': False,\n",
+       "  'ever': False,\n",
+       "  'b': False,\n",
+       "  'guess': False,\n",
+       "  'maybe': False,\n",
+       "  'tell': False,\n",
+       "  'game': False,\n",
+       "  'w': False,\n",
+       "  'listen': False,\n",
+       "  'yet': False,\n",
+       "  'finally': False,\n",
+       "  'nothing': False,\n",
+       "  'also': False,\n",
+       "  'mean': False,\n",
+       "  'big': False,\n",
+       "  'ya': True,\n",
+       "  'baby': False,\n",
+       "  'hot': False,\n",
+       "  'friday': False,\n",
+       "  'fuck': False,\n",
+       "  'finish': False,\n",
+       "  'away': False,\n",
+       "  'pretty': False,\n",
+       "  'leave': False,\n",
+       "  'excite': False,\n",
+       "  'birthday': False,\n",
+       "  'exam': False,\n",
+       "  'r': False,\n",
+       "  'end': False,\n",
+       "  'early': False,\n",
+       "  'party': False,\n",
+       "  'th': False,\n",
+       "  'run': False,\n",
+       "  'p': False,\n",
+       "  'left': False,\n",
+       "  'someone': False,\n",
+       "  'glad': False,\n",
+       "  'ta': False,\n",
+       "  'bore': False,\n",
+       "  'hear': False,\n",
+       "  'wow': False,\n",
+       "  'check': False,\n",
+       "  'ugh': False,\n",
+       "  'cry': False,\n",
+       "  'yesterday': False,\n",
+       "  'might': False,\n",
+       "  'mom': False,\n",
+       "  'seem': False,\n",
+       "  'bit': False,\n",
+       "  'since': False,\n",
+       "  'two': False,\n",
+       "  'stuff': False,\n",
+       "  'late': False,\n",
+       "  'thats': False,\n",
+       "  'put': False,\n",
+       "  'move': False,\n",
+       "  'later': False,\n",
+       "  'sun': False,\n",
+       "  'god': False,\n",
+       "  'music': False,\n",
+       "  'video': False,\n",
+       "  'found': False,\n",
+       "  'lunch': False,\n",
+       "  'happen': False,\n",
+       "  'kid': False,\n",
+       "  'update': False,\n",
+       "  'job': False,\n",
+       "  'weather': False,\n",
+       "  'actually': False,\n",
+       "  'follower': False,\n",
+       "  'car': False,\n",
+       "  'luck': False,\n",
+       "  'study': False,\n",
+       "  'gt': False,\n",
+       "  'monday': False,\n",
+       "  'hi': False,\n",
+       "  'tv': False,\n",
+       "  'world': False,\n",
+       "  'stay': False,\n",
+       "  'hard': False,\n",
+       "  'saw': False,\n",
+       "  'pic': False,\n",
+       "  'post': False,\n",
+       "  'must': False,\n",
+       "  'poor': False,\n",
+       "  'c': False,\n",
+       "  'book': False,\n",
+       "  'food': False,\n",
+       "  'die': False,\n",
+       "  'iphone': False,\n",
+       "  'com': False,\n",
+       "  'least': False,\n",
+       "  'sunday': False,\n",
+       "  'dream': False,\n",
+       "  'forward': False,\n",
+       "  'far': False,\n",
+       "  'beautiful': False,\n",
+       "  'without': False,\n",
+       "  'read': False,\n",
+       "  'hair': False,\n",
+       "  'month': False,\n",
+       "  'mine': False,\n",
+       "  'many': False,\n",
+       "  'change': False,\n",
+       "  'real': False,\n",
+       "  'may': False,\n",
+       "  'everything': False,\n",
+       "  'family': False,\n",
+       "  'anything': False,\n",
+       "  'almost': False,\n",
+       "  'woke': False,\n",
+       "  'till': False,\n",
+       "  'around': False,\n",
+       "  'place': False,\n",
+       "  'cold': False,\n",
+       "  'cause': False,\n",
+       "  'ha': False,\n",
+       "  'ask': False,\n",
+       "  'hahaha': False,\n",
+       "  'cute': False,\n",
+       "  'every': False,\n",
+       "  'dinner': False,\n",
+       "  'plan': False,\n",
+       "  'walk': False,\n",
+       "  'saturday': False,\n",
+       "  'send': False,\n",
+       "  'welcome': False,\n",
+       "  'aww': False,\n",
+       "  'sweet': False,\n",
+       "  'funny': False,\n",
+       "  'win': False,\n",
+       "  'totally': False,\n",
+       "  'write': False,\n",
+       "  'turn': False,\n",
+       "  'tho': False,\n",
+       "  'remember': False,\n",
+       "  'dad': False,\n",
+       "  'super': False,\n",
+       "  'stupid': False,\n",
+       "  'rock': False,\n",
+       "  'g': False,\n",
+       "  'picture': False,\n",
+       "  'drive': False,\n",
+       "  'boy': False,\n",
+       "  'kinda': False,\n",
+       "  'true': False,\n",
+       "  'shit': False,\n",
+       "  'wake': False,\n",
+       "  'dog': False,\n",
+       "  'idea': False,\n",
+       "  'free': False,\n",
+       "  'class': False,\n",
+       "  'outside': False,\n",
+       "  'didnt': False,\n",
+       "  'face': False,\n",
+       "  'wonder': False,\n",
+       "  'fail': False,\n",
+       "  'coffee': False,\n",
+       "  'mother': False,\n",
+       "  'anymore': False,\n",
+       "  'okay': False,\n",
+       "  'soo': False,\n",
+       "  'enough': False,\n",
+       "  'fan': False,\n",
+       "  'goodnight': False,\n",
+       "  'believe': False,\n",
+       "  'pm': False,\n",
+       "  'xx': False,\n",
+       "  'course': False,\n",
+       "  'hell': False,\n",
+       "  'final': False,\n",
+       "  'minute': False,\n",
+       "  'hopefully': False,\n",
+       "  'whole': False,\n",
+       "  'sit': False,\n",
+       "  'alone': False,\n",
+       "  'buy': False,\n",
+       "  'reply': False,\n",
+       "  'break': False,\n",
+       "  'computer': False,\n",
+       "  'kill': False,\n",
+       "  'brother': False,\n",
+       "  'k': False,\n",
+       "  'lovely': False,\n",
+       "  'crazy': False,\n",
+       "  'rest': False,\n",
+       "  'able': False,\n",
+       "  'wrong': False,\n",
+       "  'probably': False,\n",
+       "  'name': False,\n",
+       "  'heard': False,\n",
+       "  'money': False,\n",
+       "  'half': False,\n",
+       "  'shopping': False,\n",
+       "  'part': False,\n",
+       "  'cuz': False,\n",
+       "  'boo': False,\n",
+       "  'fall': False,\n",
+       "  'link': False,\n",
+       "  'e': False,\n",
+       "  'vote': False,\n",
+       "  'site': False,\n",
+       "  'ill': False,\n",
+       "  'pay': False,\n",
+       "  'hug': False,\n",
+       "  'reading': False,\n",
+       "  'sooo': False,\n",
+       "  'ago': False,\n",
+       "  'kind': False,\n",
+       "  'hang': False,\n",
+       "  'high': False,\n",
+       "  'internet': False,\n",
+       "  'xd': False,\n",
+       "  'news': False,\n",
+       "  'ah': False,\n",
+       "  'room': False,\n",
+       "  'favorite': False,\n",
+       "  'june': False,\n",
+       "  'add': False,\n",
+       "  'catch': False,\n",
+       "  'eye': False,\n",
+       "  'anyone': False,\n",
+       "  'reason': False,\n",
+       "  'facebook': False,\n",
+       "  'sister': False,\n",
+       "  'pack': False,\n",
+       "  'either': False,\n",
+       "  'mr': False,\n",
+       "  'else': False,\n",
+       "  'boring': False,\n",
+       "  'worry': False,\n",
+       "  'test': False,\n",
+       "  'meet': False,\n",
+       "  'trip': False,\n",
+       "  'person': False,\n",
+       "  'l': False,\n",
+       "  'word': False,\n",
+       "  'forgot': False,\n",
+       "  'star': False,\n",
+       "  'fine': False,\n",
+       "  'la': False,\n",
+       "  'hit': False,\n",
+       "  'awake': False,\n",
+       "  'care': False,\n",
+       "  'drink': False,\n",
+       "  'seriously': False,\n",
+       "  'awww': False,\n",
+       "  'busy': False,\n",
+       "  'headache': False,\n",
+       "  'ticket': False,\n",
+       "  'open': False,\n",
+       "  'crap': False,\n",
+       "  'beach': False,\n",
+       "  'learn': False,\n",
+       "  'close': False,\n",
+       "  'blog': False,\n",
+       "  'mind': False,\n",
+       "  'heart': False,\n",
+       "  'btw': False,\n",
+       "  'concert': False,\n",
+       "  'bring': False,\n",
+       "  'dance': False,\n",
+       "  'hello': False,\n",
+       "  'fix': False,\n",
+       "  'office': False,\n",
+       "  'hand': False,\n",
+       "  'asleep': False,\n",
+       "  'homework': False,\n",
+       "  'bout': False,\n",
+       "  'sing': False,\n",
+       "  'photo': False,\n",
+       "  'shower': False,\n",
+       "  'mad': False,\n",
+       "  'email': False,\n",
+       "  'min': False,\n",
+       "  'wear': False,\n",
+       "  'cream': False,\n",
+       "  'meeting': False,\n",
+       "  'hehe': False,\n",
+       "  'ice': False,\n",
+       "  'www': False,\n",
+       "  'page': False,\n",
+       "  'order': False,\n",
+       "  'dude': False,\n",
+       "  'nite': False,\n",
+       "  'red': False,\n",
+       "  'set': False,\n",
+       "  'season': False,\n",
+       "  'broke': False,\n",
+       "  'hr': False,\n",
+       "  'instead': False,\n",
+       "  'wont': False,\n",
+       "  'problem': False,\n",
+       "  'told': False,\n",
+       "  'album': False,\n",
+       "  'jealous': False,\n",
+       "  'message': False,\n",
+       "  'stuck': False,\n",
+       "  'save': False,\n",
+       "  'suppose': False,\n",
+       "  'agree': False,\n",
+       "  'st': False,\n",
+       "  'hungry': False,\n",
+       "  'full': False,\n",
+       "  'tommcfly': False,\n",
+       "  'sat': False,\n",
+       "  'pain': False,\n",
+       "  'train': False,\n",
+       "  'sunny': False,\n",
+       "  'ddlovato': False,\n",
+       "  'til': False,\n",
+       "  'quite': False,\n",
+       "  'lucky': False,\n",
+       "  'moment': False,\n",
+       "  'knew': False,\n",
+       "  'water': False,\n",
+       "  'da': False,\n",
+       "  'aw': False,\n",
+       "  'lady': False,\n",
+       "  'ride': False,\n",
+       "  'bought': False,\n",
+       "  'tour': False,\n",
+       "  'laugh': False,\n",
+       "  'couple': False,\n",
+       "  'sign': False,\n",
+       "  'mileycyrus': False,\n",
+       "  'together': False,\n",
+       "  'sometimes': False,\n",
+       "  'cat': False,\n",
+       "  'youtube': False,\n",
+       "  'card': False,\n",
+       "  'hop': False,\n",
+       "  'mum': False,\n",
+       "  'town': False,\n",
+       "  'uk': False,\n",
+       "  'top': False,\n",
+       "  'v': False,\n",
+       "  'followfriday': False,\n",
+       "  'congrats': False,\n",
+       "  'city': False,\n",
+       "  'date': False,\n",
+       "  'anyway': False,\n",
+       "  'interest': False,\n",
+       "  'breakfast': False,\n",
+       "  'dress': False,\n",
+       "  'band': False,\n",
+       "  'website': False,\n",
+       "  'wonderful': False,\n",
+       "  'lmao': False,\n",
+       "  'understand': False,\n",
+       "  'figure': False,\n",
+       "  'sigh': False,\n",
+       "  'holiday': False,\n",
+       "  'sore': False,\n",
+       "  'second': False,\n",
+       "  'text': False,\n",
+       "  'kick': False,\n",
+       "  'visit': False,\n",
+       "  'afternoon': False,\n",
+       "  'award': False,\n",
+       "  'church': False,\n",
+       "  'plus': False,\n",
+       "  'soooo': False,\n",
+       "  'support': False,\n",
+       "  'slow': False,\n",
+       "  'smile': False,\n",
+       "  'mac': False,\n",
+       "  'clean': False,\n",
+       "  'cut': False,\n",
+       "  'flight': False,\n",
+       "  'sleepy': False,\n",
+       "  'short': False,\n",
+       "  'pool': False,\n",
+       "  'green': False,\n",
+       "  'math': False,\n",
+       "  'share': False,\n",
+       "  'scar': False,\n",
+       "  'wedding': False,\n",
+       "  'nd': False,\n",
+       "  'air': False,\n",
+       "  'store': False,\n",
+       "  'nap': False,\n",
+       "  'account': False,\n",
+       "  'jonas': False,\n",
+       "  'point': False,\n",
+       "  'join': False,\n",
+       "  'chance': False,\n",
+       "  'foot': False,\n",
+       "  'mention': False,\n",
+       "  'dear': False,\n",
+       "  'record': False,\n",
+       "  'less': False,\n",
+       "  'side': False,\n",
+       "  'ppl': False,\n",
+       "  'flu': False,\n",
+       "  'line': False,\n",
+       "  'shoot': False,\n",
+       "  'easy': False,\n",
+       "  'dead': False,\n",
+       "  'download': False,\n",
+       "  'sent': False,\n",
+       "  'f': False,\n",
+       "  'cleaning': False,\n",
+       "  'yea': False,\n",
+       "  'black': False,\n",
+       "  'beer': False,\n",
+       "  'moon': False,\n",
+       "  'answer': False,\n",
+       "  'lil': False,\n",
+       "  'park': False,\n",
+       "  'chocolate': False,\n",
+       "  'bday': False,\n",
+       "  'perfect': False,\n",
+       "  'cover': False,\n",
+       "  'h': False,\n",
+       "  'special': False,\n",
+       "  'ipod': False,\n",
+       "  'pick': False,\n",
+       "  'college': False,\n",
+       "  'online': False,\n",
+       "  'tuesday': False,\n",
+       "  'shirt': False,\n",
+       "  'david': False,\n",
+       "  'co': False,\n",
+       "  'list': False,\n",
+       "  'bye': False,\n",
+       "  'block': False,\n",
+       "  'horrible': False,\n",
+       "  'episode': False,\n",
+       "  'freak': False,\n",
+       "  'longer': False,\n",
+       "  'mtv': False,\n",
+       "  'goin': False,\n",
+       "  'paper': False,\n",
+       "  'sell': False,\n",
+       "  'leg': False,\n",
+       "  'sunshine': False,\n",
+       "  'voice': False,\n",
+       "  'chat': False,\n",
+       "  'myspace': False,\n",
+       "  'body': False,\n",
+       "  'fast': False,\n",
+       "  'whats': False,\n",
+       "  'london': False,\n",
+       "  'hmm': False,\n",
+       "  'piss': False,\n",
+       "  'mile': False,\n",
+       "  'light': False,\n",
+       "  'mood': False,\n",
+       "  'english': False,\n",
+       "  'xxx': False,\n",
+       "  'fly': False,\n",
+       "  'weird': False,\n",
+       "  'idk': False,\n",
+       "  'drop': False,\n",
+       "  'thx': False,\n",
+       "  'happens': False,\n",
+       "  'forget': False,\n",
+       "  'fair': False,\n",
+       "  'decide': False,\n",
+       "  'ate': False,\n",
+       "  'fell': False,\n",
+       "  'experience': False,\n",
+       "  'sims': False,\n",
+       "  'ive': False,\n",
+       "  'comment': False,\n",
+       "  'warm': False,\n",
+       "  'gym': False,\n",
+       "  'bitch': False,\n",
+       "  'rather': False,\n",
+       "  'service': False,\n",
+       "  'ball': False,\n",
+       "  'throat': False,\n",
+       "  'power': False,\n",
+       "  'bbq': False,\n",
+       "  'team': False,\n",
+       "  'shall': False,\n",
+       "  'garden': False,\n",
+       "  'cd': False,\n",
+       "  'unfortunately': False,\n",
+       "  'wtf': False,\n",
+       "  'radio': False,\n",
+       "  'twilight': False,\n",
+       "  'tom': False,\n",
+       "  'earlier': False,\n",
+       "  'tea': False,\n",
+       "  'hold': False,\n",
+       "  'em': False,\n",
+       "  'act': False,\n",
+       "  'safe': False,\n",
+       "  'especially': False,\n",
+       "  'finger': False,\n",
+       "  'three': False,\n",
+       "  'parent': False,\n",
+       "  'peace': False,\n",
+       "  'shot': False,\n",
+       "  'spend': False,\n",
+       "  'chicken': False,\n",
+       "  'miley': False,\n",
+       "  'shop': False,\n",
+       "  'alright': False,\n",
+       "  'yr': False,\n",
+       "  'laptop': False,\n",
+       "  'cheer': False,\n",
+       "  'bum': False,\n",
+       "  'deal': False,\n",
+       "  'storm': False,\n",
+       "  'doesnt': False,\n",
+       "  'airport': False,\n",
+       "  'john': False,\n",
+       "  'camera': False,\n",
+       "  'fact': False,\n",
+       "  'club': False,\n",
+       "  'confuse': False,\n",
+       "  'near': False,\n",
+       "  'definitely': False,\n",
+       "  'thursday': False,\n",
+       "  'revision': False,\n",
+       "  'nope': False,\n",
+       "  'woman': False,\n",
+       "  'note': False,\n",
+       "  'story': False,\n",
+       "  'lakers': False,\n",
+       "  'cousin': False,\n",
+       "  'load': False,\n",
+       "  'touch': False,\n",
+       "  'ff': False,\n",
+       "  'self': False,\n",
+       "  'broken': False,\n",
+       "  'luv': False,\n",
+       "  'lazy': False,\n",
+       "  'apparently': False,\n",
+       "  'huh': False,\n",
+       "  'matter': False,\n",
+       "  'beat': False,\n",
+       "  'stress': False,\n",
+       "  'upload': False,\n",
+       "  'ooh': False,\n",
+       "  'begin': False,\n",
+       "  'ahead': False,\n",
+       "  'number': False,\n",
+       "  'ahhh': False,\n",
+       "  'sadly': False,\n",
+       "  'upset': False,\n",
+       "  'stomach': False,\n",
+       "  'question': False,\n",
+       "  'j': False,\n",
+       "  'project': False,\n",
+       "  'bus': False,\n",
+       "  'hubby': False,\n",
+       "  'door': False,\n",
+       "  'age': False,\n",
+       "  'slept': False,\n",
+       "  'fb': False,\n",
+       "  'window': False,\n",
+       "  'dvd': False,\n",
+       "  'lately': False,\n",
+       "  'officially': False,\n",
+       "  'young': False,\n",
+       "  'bless': False,\n",
+       "  'interview': False,\n",
+       "  'swim': False,\n",
+       "  'practice': False,\n",
+       "  'bill': False,\n",
+       "  'hill': False,\n",
+       "  'living': False,\n",
+       "  'google': False,\n",
+       "  'relax': False,\n",
+       "  'worth': False,\n",
+       "  'fight': False,\n",
+       "  'guitar': False,\n",
+       "  'vacation': False,\n",
+       "  'lie': False,\n",
+       "  'behind': False,\n",
+       "  'lay': False,\n",
+       "  'grow': False,\n",
+       "  'itunes': False,\n",
+       "  'gorgeous': False,\n",
+       "  'puppy': False,\n",
+       "  'inside': False,\n",
+       "  'allow': False,\n",
+       "  'babe': False,\n",
+       "  'currently': False,\n",
+       "  'aint': False,\n",
+       "  'cake': False,\n",
+       "  'type': False,\n",
+       "  'son': False,\n",
+       "  'white': False,\n",
+       "  'meant': False,\n",
+       "  'film': False,\n",
+       "  'si': False,\n",
+       "  'hospital': False,\n",
+       "  'hat': False,\n",
+       "  'bag': False,\n",
+       "  'met': False,\n",
+       "  'wit': False,\n",
+       "  'joy': False,\n",
+       "  'camp': False,\n",
+       "  'manage': False,\n",
+       "  'country': False,\n",
+       "  'nick': False,\n",
+       "  'small': False,\n",
+       "  'race': False,\n",
+       "  'fit': False,\n",
+       "  'fml': False,\n",
+       "  'box': False,\n",
+       "  'realize': False,\n",
+       "  'road': False,\n",
+       "  'state': False,\n",
+       "  'cross': False,\n",
+       "  'lonely': False,\n",
+       "  'yummy': False,\n",
+       "  'invite': False,\n",
+       "  'round': False,\n",
+       "  'terrible': False,\n",
+       "  'release': False,\n",
+       "  'taste': False,\n",
+       "  'dm': False,\n",
+       "  'past': False,\n",
+       "  'goodbye': False,\n",
+       "  'case': False,\n",
+       "  'due': False,\n",
+       "  'design': False,\n",
+       "  'yum': False,\n",
+       "  'wine': False,\n",
+       "  'bet': False,\n",
+       "  'vega': False,\n",
+       "  'swine': False,\n",
+       "  'joke': False,\n",
+       "  'shoe': False,\n",
+       "  'shame': False,\n",
+       "  'sky': False,\n",
+       "  'fav': False,\n",
+       "  'mess': False,\n",
+       "  'ear': False,\n",
+       "  'notice': False,\n",
+       "  'mall': False,\n",
+       "  'de': False,\n",
+       "  'spent': False,\n",
+       "  'stand': False,\n",
+       "  'gay': False,\n",
+       "  'cancel': False,\n",
+       "  'tweetdeck': False,\n",
+       "  'sale': False,\n",
+       "  'none': False,\n",
+       "  'hun': False,\n",
+       "  'delete': False,\n",
+       "  'angel': False,\n",
+       "  'england': False,\n",
+       "  'bro': False,\n",
+       "  'different': False,\n",
+       "  'annoy': False,\n",
+       "  'clothes': False,\n",
+       "  'company': False,\n",
+       "  'everybody': False,\n",
+       "  'dr': False,\n",
+       "  'yo': False,\n",
+       "  'speak': False,\n",
+       "  'huge': False,\n",
+       "  'via': False,\n",
+       "  'doctor': False,\n",
+       "  'xo': False,\n",
+       "  'issue': False,\n",
+       "  'nearly': False,\n",
+       "  'nobody': False,\n",
+       "  'played': False,\n",
+       "  'boyfriend': False,\n",
+       "  'wednesday': False,\n",
+       "  'fire': False,\n",
+       "  'pink': False,\n",
+       "  'pull': False,\n",
+       "  'group': False,\n",
+       "  'congratulation': False,\n",
+       "  'complete': False,\n",
+       "  'shin': False,\n",
+       "  'ohh': False,\n",
+       "  'forever': False,\n",
+       "  'roll': False,\n",
+       "  'except': False,\n",
+       "  'indeed': False,\n",
+       "  'bike': False,\n",
+       "  'mail': False,\n",
+       "  'french': False,\n",
+       "  'bug': False,\n",
+       "  'pizza': False,\n",
+       "  'chill': False,\n",
+       "  'shes': False,\n",
+       "  'ruin': False,\n",
+       "  'jonasbrothers': False,\n",
+       "  'nail': False,\n",
+       "  'apple': False,\n",
+       "  'sort': False,\n",
+       "  'etc': False,\n",
+       "  'absolutely': False,\n",
+       "  'hangover': False,\n",
+       "  'blue': False,\n",
+       "  'war': False,\n",
+       "  'web': False,\n",
+       "  'pray': False,\n",
+       "  'sexy': False,\n",
+       "  'cup': False,\n",
+       "  'sooooo': False,\n",
+       "  'bunch': False,\n",
+       "  'completely': False,\n",
+       "  'bb': False,\n",
+       "  'article': False,\n",
+       "  'profile': False,\n",
+       "  'appreciate': False,\n",
+       "  'extra': False,\n",
+       "  'exhaust': False,\n",
+       "  'revise': False,\n",
+       "  'waste': False,\n",
+       "  'tan': False,\n",
+       "  'glass': False,\n",
+       "  'favourite': False,\n",
+       "  'session': False,\n",
+       "  'tummy': False,\n",
+       "  'quiet': False,\n",
+       "  'fantastic': False,\n",
+       "  'pas': False,\n",
+       "  'future': False,\n",
+       "  'yep': False,\n",
+       "  'stick': False,\n",
+       "  'event': False,\n",
+       "  'pass': False,\n",
+       "  'single': False,\n",
+       "  'july': False,\n",
+       "  'fat': False,\n",
+       "  'traffic': False,\n",
+       "  'butt': False,\n",
+       "  'dnt': False,\n",
+       "  'hah': False,\n",
+       "  'isnt': False,\n",
+       "  'graduation': False,\n",
+       "  'death': False,\n",
+       "  'eh': False,\n",
+       "  'mate': False,\n",
+       "  'king': False,\n",
+       "  'science': False,\n",
+       "  'version': False,\n",
+       "  'exactly': False,\n",
+       "  'jus': False,\n",
+       "  'trek': False,\n",
+       "  'chris': False,\n",
+       "  'mmm': False,\n",
+       "  'shout': False,\n",
+       "  'nah': False,\n",
+       "  'serious': False,\n",
+       "  'rd': False,\n",
+       "  'cost': False,\n",
+       "  'become': False,\n",
+       "  'possible': False,\n",
+       "  'kiss': False,\n",
+       "  'daughter': False,\n",
+       "  'front': False,\n",
+       "  'blackberry': False,\n",
+       "  'ahh': False,\n",
+       "  'married': False,\n",
+       "  'nightmare': False,\n",
+       "  'memory': False,\n",
+       "  'addict': False,\n",
+       "  'burnt': False,\n",
+       "  'coz': False,\n",
+       "  'mcfly': False,\n",
+       "  'joe': False,\n",
+       "  'dunno': False,\n",
+       "  'dentist': False,\n",
+       "  'diet': False,\n",
+       "  'gosh': False,\n",
+       "  'hilarious': False,\n",
+       "  'server': False,\n",
+       "  'productive': False,\n",
+       "  'doubt': False,\n",
+       "  'trouble': False,\n",
+       "  'drinking': False,\n",
+       "  'depressed': False,\n",
+       "  'disappointed': False,\n",
+       "  'fever': False,\n",
+       "  'business': False,\n",
+       "  'present': False,\n",
+       "  'return': False,\n",
+       "  'hmmm': False,\n",
+       "  'twit': False,\n",
+       "  'donniewahlberg': False,\n",
+       "  'history': False,\n",
+       "  'random': False,\n",
+       "  'san': False,\n",
+       "  'felt': False,\n",
+       "  'pre': False,\n",
+       "  'cook': False,\n",
+       "  'ran': False,\n",
+       "  'knee': False,\n",
+       "  'def': False,\n",
+       "  'smell': False,\n",
+       "  'hero': False,\n",
+       "  'bloody': False,\n",
+       "  'ache': False,\n",
+       "  'father': False,\n",
+       "  'mon': False,\n",
+       "  'germany': False,\n",
+       "  'havent': False,\n",
+       "  'pc': False,\n",
+       "  'scary': False,\n",
+       "  'magic': False,\n",
+       "  'trailer': False,\n",
+       "  'spot': False,\n",
+       "  'review': False,\n",
+       "  'brilliant': False,\n",
+       "  'ouch': False,\n",
+       "  'background': False,\n",
+       "  'james': False,\n",
+       "  'hotel': False,\n",
+       "  'prom': False,\n",
+       "  'cupcake': False,\n",
+       "  'fave': False,\n",
+       "  'yup': False,\n",
+       "  'men': False,\n",
+       "  'screw': False,\n",
+       "  'major': False,\n",
+       "  'vip': False,\n",
+       "  'matt': False,\n",
+       "  'woo': False,\n",
+       "  'epic': False,\n",
+       "  'silly': False,\n",
+       "  'board': False,\n",
+       "  'sunburn': False,\n",
+       "  'picked': False,\n",
+       "  'nose': False,\n",
+       "  'dumb': False,\n",
+       "  'land': False,\n",
+       "  'library': False,\n",
+       "  'caught': False,\n",
+       "  'table': False,\n",
+       "  'rainy': False,\n",
+       "  'nyc': False,\n",
+       "  'normal': False,\n",
+       "  'whatever': False,\n",
+       "  'ignore': False,\n",
+       "  'shut': False,\n",
+       "  'unless': False,\n",
+       "  'darn': False,\n",
+       "  'fuckin': False,\n",
+       "  'midnight': False,\n",
+       "  'screen': False,\n",
+       "  'america': False,\n",
+       "  'north': False,\n",
+       "  'low': False,\n",
+       "  'arrive': False,\n",
+       "  'color': False,\n",
+       "  'channel': False,\n",
+       "  'thanx': False,\n",
+       "  'blood': False,\n",
+       "  'canada': False,\n",
+       "  'lame': False,\n",
+       "  'fish': False,\n",
+       "  'child': False,\n",
+       "  'doin': False,\n",
+       "  ...}]"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "list_x = X.values.tolist()\n",
+    "\n",
+    "list_x[0:10]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "X_total = []\n",
+    "\n",
+    "for element in range(0,5001):\n",
+    "    X_total.append((list_x[element],target_list[element]))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "2"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "len(X_total[0])"
    ]
   },
   {
@@ -210,11 +12172,71 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [],
    "source": [
-    "# your code here"
+    "# your code here\n",
+    "\n",
+    "import nltk\n",
+    "\n",
+    "training_set = X_total[:3000]\n",
+    "\n",
+    "testing_set = X_total[3000:]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "5001"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "len(X_total)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Most Informative Features\n",
+      "                     sad = True            False : True   =     19.5 : 1.0\n",
+      "                    damn = True            False : True   =     11.7 : 1.0\n",
+      "                    poor = True            False : True   =     11.0 : 1.0\n",
+      "                    suck = True            False : True   =     10.2 : 1.0\n",
+      "                  thanks = True             True : False  =     10.2 : 1.0\n",
+      "                   sorry = True            False : True   =      8.1 : 1.0\n",
+      "                    lose = True            False : True   =      7.8 : 1.0\n",
+      "                computer = True            False : True   =      7.7 : 1.0\n",
+      "                   thank = True             True : False  =      7.4 : 1.0\n",
+      "                    sick = True            False : True   =      7.0 : 1.0\n",
+      "                    bore = True            False : True   =      7.0 : 1.0\n",
+      "                 welcome = True             True : False  =      7.0 : 1.0\n",
+      "            followfriday = True             True : False  =      6.3 : 1.0\n",
+      "                congrats = True             True : False  =      6.3 : 1.0\n",
+      "                  happen = True            False : True   =      6.2 : 1.0\n"
+     ]
+    }
+   ],
+   "source": [
+    "classifier = nltk.NaiveBayesClassifier.train(training_set)\n",
+    "\n",
+    "classifier.show_most_informative_features(15)"
    ]
   },
   {
@@ -230,11 +12252,24 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 20,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.6931534232883558"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "# your code here"
+    "# your code here\n",
+    "\n",
+    "nltk.classify.accuracy(classifier, testing_set)"
    ]
   },
   {
@@ -252,7 +12287,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 21,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -270,7 +12305,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 22,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -288,7 +12323,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 23,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -312,7 +12347,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.3"
+   "version": "3.7.6"
   }
  },
  "nbformat": 4,