diff --git a/your-code/challenge-1.ipynb b/your-code/challenge-1.ipynb
index 0808166..cdc145b 100644
--- a/your-code/challenge-1.ipynb
+++ b/your-code/challenge-1.ipynb
@@ -14,6 +14,28 @@
     "* Write the functions you will use in Challenge 3 for cleaning, tokenizing, stemming, and lemmatizing data."
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import re\n",
+    "\n",
+    "import nltk \n",
+    "from nltk.stem import WordNetLemmatizer\n",
+    "from nltk.corpus import stopwords\n",
+    "from nltk.tokenize import word_tokenize\n",
+    "from nltk.tokenize import sent_tokenize\n",
+    "from nltk.stem import PorterStemmer, LancasterStemmer, SnowballStemmer\n",
+    "from nltk.stem import WordNetLemmatizer\n",
+    "from nltk.corpus import wordnet\n",
+    "\n",
+    "from sklearn.feature_extraction.text import TfidfVectorizer\n",
+    "from sklearn.feature_extraction.text import CountVectorizer"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -66,11 +88,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 12,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'ironhack s q website is'"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "def clean_up(s):\n",
+    "def clean_up(string):\n",
     "    \"\"\"\n",
     "    Cleans up numbers, URLs, and special characters from a string.\n",
     "\n",
@@ -78,8 +111,22 @@
     "        s: The string to be cleaned up.\n",
     "\n",
     "    Returns:\n",
-    "        A string that has been cleaned up.\n",
-    "    \"\"\""
+    "        A cleaned-up string.\n",
+    "    \"\"\"\n",
+    "    text = s.lower()             # Convert to lowercase\n",
+    "    text = re.sub(r'\\d+', ' ', text)   # Remove numbers\n",
+    "    text = re.sub(r'http\\S+', ' ', text) # Remove URLs\n",
+    "    text = re.sub(r'[^\\w\\s]', ' ', text)  # Remove special characters (except spaces)\n",
+    "    \n",
+    "    # Remove extra spaces\n",
+    "    text = re.sub(r'\\s+', ' ', text).strip()\n",
+    "\n",
+    "    return text\n",
+    "\n",
+    "string = r\"\"\"@Ironhack's-#Q website 776-is http://ironhack.com [(2018)]\")\"\"\"\n",
+    "\n",
+    "cleaned_string = clean_up(string)\n",
+    "cleaned_string"
    ]
   },
   {
@@ -101,11 +148,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 14,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['ironhack', 's', 'q', 'website', 'is']"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "def tokenize(s):\n",
+    "def tokenize(cleaned_string):\n",
     "    \"\"\"\n",
     "    Tokenize a string.\n",
     "\n",
@@ -114,7 +172,14 @@
     "\n",
     "    Returns:\n",
     "        A list of words as the result of tokenization.\n",
-    "    \"\"\""
+    "    \"\"\"\n",
+    "    tokens = word_tokenize(cleaned_string)\n",
+    "    tokens = [word for word in tokens if word.isalnum()]\n",
+    "    \n",
+    "    return tokens\n",
+    "\n",
+    "string_tokens = tokenize(cleaned_string)\n",
+    "string_tokens"
    ]
   },
   {
@@ -145,11 +210,26 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 16,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['ironhack---->ironhack',\n",
+       " 's---->s',\n",
+       " 'q---->q',\n",
+       " 'website---->website',\n",
+       " 'is---->is']"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "def stem_and_lemmatize(l):\n",
+    "def stem_and_lemmatize(string_tokens):\n",
     "    \"\"\"\n",
     "    Perform stemming and lemmatization on a list of words.\n",
     "\n",
@@ -158,7 +238,14 @@
     "\n",
     "    Returns:\n",
     "        A list of strings after being stemmed and lemmatized.\n",
-    "    \"\"\""
+    "    \"\"\"\n",
+    "    lemmatizer = WordNetLemmatizer()\n",
+    "    lemmatized = [word +\"---->\" + lemmatizer.lemmatize(word) for word in string_tokens]\n",
+    "    \n",
+    "    return lemmatized\n",
+    "\n",
+    "lemmatized = stem_and_lemmatize(string_tokens)\n",
+    "lemmatized"
    ]
   },
   {
@@ -176,11 +263,26 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 18,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['ironhack---->ironhack',\n",
+       " 's---->s',\n",
+       " 'q---->q',\n",
+       " 'website---->website',\n",
+       " 'is---->is']"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "def remove_stopwords(l):\n",
+    "def remove_stopwords(lemmatized):\n",
     "    \"\"\"\n",
     "    Remove English stopwords from a list of strings.\n",
     "\n",
@@ -189,7 +291,14 @@
     "\n",
     "    Returns:\n",
     "        A list of strings after stop words are removed.\n",
-    "    \"\"\""
+    "    \"\"\"\n",
+    "    stop_words = set(stopwords.words('english'))\n",
+    "    filtered_tokens = [word for word in lemmatized if word not in stop_words]\n",
+    "    \n",
+    "    return filtered_tokens\n",
+    "\n",
+    "filtered_tokens = remove_stopwords(lemmatized)\n",
+    "filtered_tokens"
    ]
   },
   {
@@ -204,7 +313,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
    "name": "python3"
   },
@@ -218,7 +327,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.3"
+   "version": "3.11.5"
   }
  },
  "nbformat": 4,
diff --git a/your-code/challenge-2.ipynb b/your-code/challenge-2.ipynb
index 6b0e116..be339d7 100644
--- a/your-code/challenge-2.ipynb
+++ b/your-code/challenge-2.ipynb
@@ -46,11 +46,193 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
+   "execution_count": 26,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>target</th>\n",
+       "      <th>id</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>541200</th>\n",
+       "      <td>0</td>\n",
+       "      <td>2200003313</td>\n",
+       "      <td>Tue Jun 16 18:18:13 PDT 2009</td>\n",
+       "      <td>NO_QUERY</td>\n",
+       "      <td>DEWGetMeTho77</td>\n",
+       "      <td>@Nkluvr4eva My poor little dumpling  In Holmde...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>750</th>\n",
+       "      <td>0</td>\n",
+       "      <td>1467998601</td>\n",
+       "      <td>Mon Apr 06 23:11:18 PDT 2009</td>\n",
+       "      <td>NO_QUERY</td>\n",
+       "      <td>Young_J</td>\n",
+       "      <td>I'm off too bed. I gotta wake up hella early t...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>766711</th>\n",
+       "      <td>0</td>\n",
+       "      <td>2300049112</td>\n",
+       "      <td>Tue Jun 23 13:40:12 PDT 2009</td>\n",
+       "      <td>NO_QUERY</td>\n",
+       "      <td>dougnawoschik</td>\n",
+       "      <td>I havent been able to listen to it yet  My spe...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>285055</th>\n",
+       "      <td>0</td>\n",
+       "      <td>1993474319</td>\n",
+       "      <td>Mon Jun 01 10:26:09 PDT 2009</td>\n",
+       "      <td>NO_QUERY</td>\n",
+       "      <td>thireven</td>\n",
+       "      <td>now remembers why solving a relatively big equ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>705995</th>\n",
+       "      <td>0</td>\n",
+       "      <td>2256551006</td>\n",
+       "      <td>Sat Jun 20 12:56:51 PDT 2009</td>\n",
+       "      <td>NO_QUERY</td>\n",
+       "      <td>taracollins086</td>\n",
+       "      <td>Ate too much, feel sick</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1374482</th>\n",
+       "      <td>4</td>\n",
+       "      <td>2051447103</td>\n",
+       "      <td>Fri Jun 05 22:02:36 PDT 2009</td>\n",
+       "      <td>NO_QUERY</td>\n",
+       "      <td>_Jaska</td>\n",
+       "      <td>@girlwonder24 Thanks.</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>667014</th>\n",
+       "      <td>0</td>\n",
+       "      <td>2245469948</td>\n",
+       "      <td>Fri Jun 19 16:10:39 PDT 2009</td>\n",
+       "      <td>NO_QUERY</td>\n",
+       "      <td>julianicolao</td>\n",
+       "      <td>trying to study for the biggest test, next wee...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1451234</th>\n",
+       "      <td>4</td>\n",
+       "      <td>2063022808</td>\n",
+       "      <td>Sun Jun 07 01:05:46 PDT 2009</td>\n",
+       "      <td>NO_QUERY</td>\n",
+       "      <td>ElaineToni</td>\n",
+       "      <td>Just finished watching Your Song Presents: Boy...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1181412</th>\n",
+       "      <td>4</td>\n",
+       "      <td>1982082859</td>\n",
+       "      <td>Sun May 31 10:29:36 PDT 2009</td>\n",
+       "      <td>NO_QUERY</td>\n",
+       "      <td>lindseyrd20</td>\n",
+       "      <td>@janfran813 awww i can't wait to get one</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>517910</th>\n",
+       "      <td>0</td>\n",
+       "      <td>2191411932</td>\n",
+       "      <td>Tue Jun 16 05:13:13 PDT 2009</td>\n",
+       "      <td>NO_QUERY</td>\n",
+       "      <td>serraannisa</td>\n",
+       "      <td>doing nothing</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>20000 rows × 6 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         target          id                          date      flag  \\\n",
+       "541200        0  2200003313  Tue Jun 16 18:18:13 PDT 2009  NO_QUERY   \n",
+       "750           0  1467998601  Mon Apr 06 23:11:18 PDT 2009  NO_QUERY   \n",
+       "766711        0  2300049112  Tue Jun 23 13:40:12 PDT 2009  NO_QUERY   \n",
+       "285055        0  1993474319  Mon Jun 01 10:26:09 PDT 2009  NO_QUERY   \n",
+       "705995        0  2256551006  Sat Jun 20 12:56:51 PDT 2009  NO_QUERY   \n",
+       "...         ...         ...                           ...       ...   \n",
+       "1374482       4  2051447103  Fri Jun 05 22:02:36 PDT 2009  NO_QUERY   \n",
+       "667014        0  2245469948  Fri Jun 19 16:10:39 PDT 2009  NO_QUERY   \n",
+       "1451234       4  2063022808  Sun Jun 07 01:05:46 PDT 2009  NO_QUERY   \n",
+       "1181412       4  1982082859  Sun May 31 10:29:36 PDT 2009  NO_QUERY   \n",
+       "517910        0  2191411932  Tue Jun 16 05:13:13 PDT 2009  NO_QUERY   \n",
+       "\n",
+       "                   user                                               text  \n",
+       "541200    DEWGetMeTho77  @Nkluvr4eva My poor little dumpling  In Holmde...  \n",
+       "750             Young_J  I'm off too bed. I gotta wake up hella early t...  \n",
+       "766711    dougnawoschik  I havent been able to listen to it yet  My spe...  \n",
+       "285055         thireven  now remembers why solving a relatively big equ...  \n",
+       "705995   taracollins086                           Ate too much, feel sick   \n",
+       "...                 ...                                                ...  \n",
+       "1374482          _Jaska                             @girlwonder24 Thanks.   \n",
+       "667014     julianicolao  trying to study for the biggest test, next wee...  \n",
+       "1451234      ElaineToni  Just finished watching Your Song Presents: Boy...  \n",
+       "1181412     lindseyrd20          @janfran813 awww i can't wait to get one   \n",
+       "517910      serraannisa                                     doing nothing   \n",
+       "\n",
+       "[20000 rows x 6 columns]"
+      ]
+     },
+     "execution_count": 26,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "# your code here"
+    "import pandas as pd\n",
+    "\n",
+    "df = pd.read_csv(\"sentiment140.csv\", encoding='ISO-8859-1') \n",
+    "\n",
+    "df.columns = ['target', 'id', 'date', 'flag', 'user', 'text']\n",
+    "\n",
+    "# Create a smaller sample for development\n",
+    "sample_size = 20000 \n",
+    "df_sample = df.sample(n=sample_size, random_state=42)\n",
+    "df_sample\n",
+    "\n",
+    "# target: the polarity of the tweet (0 = negative, 2 = neutral, 4 = positive)"
    ]
   },
   {
@@ -76,11 +258,404 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 27,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>index</th>\n",
+       "      <th>target</th>\n",
+       "      <th>id</th>\n",
+       "      <th>date</th>\n",
+       "      <th>flag</th>\n",
+       "      <th>user</th>\n",
+       "      <th>text</th>\n",
+       "      <th>text_cleaned</th>\n",
+       "      <th>text_token</th>\n",
+       "      <th>text_lemma</th>\n",
+       "      <th>text_processed</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>541200</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2200003313</td>\n",
+       "      <td>Tue Jun 16 18:18:13 PDT 2009</td>\n",
+       "      <td>NO_QUERY</td>\n",
+       "      <td>DEWGetMeTho77</td>\n",
+       "      <td>@Nkluvr4eva My poor little dumpling  In Holmde...</td>\n",
+       "      <td>nkluvr eva my poor little dumpling in holmdel ...</td>\n",
+       "      <td>[nkluvr, eva, my, poor, little, dumpling, in, ...</td>\n",
+       "      <td>[nkluvr, eva, my, poor, little, dumpling, in, ...</td>\n",
+       "      <td>[nkluvr, eva, poor, little, dumpling, holmdel,...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>750</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1467998601</td>\n",
+       "      <td>Mon Apr 06 23:11:18 PDT 2009</td>\n",
+       "      <td>NO_QUERY</td>\n",
+       "      <td>Young_J</td>\n",
+       "      <td>I'm off too bed. I gotta wake up hella early t...</td>\n",
+       "      <td>i m off too bed i gotta wake up hella early to...</td>\n",
+       "      <td>[i, m, off, too, bed, i, got, ta, wake, up, he...</td>\n",
+       "      <td>[i, m, off, too, bed, i, got, ta, wake, up, he...</td>\n",
+       "      <td>[bed, got, ta, wake, hella, early, tomorrow, m...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>766711</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2300049112</td>\n",
+       "      <td>Tue Jun 23 13:40:12 PDT 2009</td>\n",
+       "      <td>NO_QUERY</td>\n",
+       "      <td>dougnawoschik</td>\n",
+       "      <td>I havent been able to listen to it yet  My spe...</td>\n",
+       "      <td>i havent been able to listen to it yet my spea...</td>\n",
+       "      <td>[i, havent, been, able, to, listen, to, it, ye...</td>\n",
+       "      <td>[i, havent, been, able, to, listen, to, it, ye...</td>\n",
+       "      <td>[havent, able, listen, yet, speaker, busted]</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>285055</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1993474319</td>\n",
+       "      <td>Mon Jun 01 10:26:09 PDT 2009</td>\n",
+       "      <td>NO_QUERY</td>\n",
+       "      <td>thireven</td>\n",
+       "      <td>now remembers why solving a relatively big equ...</td>\n",
+       "      <td>now remembers why solving a relatively big equ...</td>\n",
+       "      <td>[now, remembers, why, solving, a, relatively, ...</td>\n",
+       "      <td>[now, remembers, why, solving, a, relatively, ...</td>\n",
+       "      <td>[remembers, solving, relatively, big, equation...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>705995</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2256551006</td>\n",
+       "      <td>Sat Jun 20 12:56:51 PDT 2009</td>\n",
+       "      <td>NO_QUERY</td>\n",
+       "      <td>taracollins086</td>\n",
+       "      <td>Ate too much, feel sick</td>\n",
+       "      <td>ate too much feel sick</td>\n",
+       "      <td>[ate, too, much, feel, sick]</td>\n",
+       "      <td>[ate, too, much, feel, sick]</td>\n",
+       "      <td>[ate, much, feel, sick]</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19995</th>\n",
+       "      <td>1374482</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2051447103</td>\n",
+       "      <td>Fri Jun 05 22:02:36 PDT 2009</td>\n",
+       "      <td>NO_QUERY</td>\n",
+       "      <td>_Jaska</td>\n",
+       "      <td>@girlwonder24 Thanks.</td>\n",
+       "      <td>girlwonder thanks</td>\n",
+       "      <td>[girlwonder, thanks]</td>\n",
+       "      <td>[girlwonder, thanks]</td>\n",
+       "      <td>[girlwonder, thanks]</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19996</th>\n",
+       "      <td>667014</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2245469948</td>\n",
+       "      <td>Fri Jun 19 16:10:39 PDT 2009</td>\n",
+       "      <td>NO_QUERY</td>\n",
+       "      <td>julianicolao</td>\n",
+       "      <td>trying to study for the biggest test, next wee...</td>\n",
+       "      <td>trying to study for the biggest test next week...</td>\n",
+       "      <td>[trying, to, study, for, the, biggest, test, n...</td>\n",
+       "      <td>[trying, to, study, for, the, biggest, test, n...</td>\n",
+       "      <td>[trying, study, biggest, test, next, week, wor...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19997</th>\n",
+       "      <td>1451234</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2063022808</td>\n",
+       "      <td>Sun Jun 07 01:05:46 PDT 2009</td>\n",
+       "      <td>NO_QUERY</td>\n",
+       "      <td>ElaineToni</td>\n",
+       "      <td>Just finished watching Your Song Presents: Boy...</td>\n",
+       "      <td>just finished watching your song presents boys...</td>\n",
+       "      <td>[just, finished, watching, your, song, present...</td>\n",
+       "      <td>[just, finished, watching, your, song, present...</td>\n",
+       "      <td>[finished, watching, song, present, boystown]</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19998</th>\n",
+       "      <td>1181412</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1982082859</td>\n",
+       "      <td>Sun May 31 10:29:36 PDT 2009</td>\n",
+       "      <td>NO_QUERY</td>\n",
+       "      <td>lindseyrd20</td>\n",
+       "      <td>@janfran813 awww i can't wait to get one</td>\n",
+       "      <td>janfran awww i can t wait to get one</td>\n",
+       "      <td>[janfran, awww, i, can, t, wait, to, get, one]</td>\n",
+       "      <td>[janfran, awww, i, can, t, wait, to, get, one]</td>\n",
+       "      <td>[janfran, awww, wait, get, one]</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19999</th>\n",
+       "      <td>517910</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2191411932</td>\n",
+       "      <td>Tue Jun 16 05:13:13 PDT 2009</td>\n",
+       "      <td>NO_QUERY</td>\n",
+       "      <td>serraannisa</td>\n",
+       "      <td>doing nothing</td>\n",
+       "      <td>doing nothing</td>\n",
+       "      <td>[doing, nothing]</td>\n",
+       "      <td>[doing, nothing]</td>\n",
+       "      <td>[nothing]</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>20000 rows × 11 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         index  target          id                          date      flag  \\\n",
+       "0       541200       0  2200003313  Tue Jun 16 18:18:13 PDT 2009  NO_QUERY   \n",
+       "1          750       0  1467998601  Mon Apr 06 23:11:18 PDT 2009  NO_QUERY   \n",
+       "2       766711       0  2300049112  Tue Jun 23 13:40:12 PDT 2009  NO_QUERY   \n",
+       "3       285055       0  1993474319  Mon Jun 01 10:26:09 PDT 2009  NO_QUERY   \n",
+       "4       705995       0  2256551006  Sat Jun 20 12:56:51 PDT 2009  NO_QUERY   \n",
+       "...        ...     ...         ...                           ...       ...   \n",
+       "19995  1374482       4  2051447103  Fri Jun 05 22:02:36 PDT 2009  NO_QUERY   \n",
+       "19996   667014       0  2245469948  Fri Jun 19 16:10:39 PDT 2009  NO_QUERY   \n",
+       "19997  1451234       4  2063022808  Sun Jun 07 01:05:46 PDT 2009  NO_QUERY   \n",
+       "19998  1181412       4  1982082859  Sun May 31 10:29:36 PDT 2009  NO_QUERY   \n",
+       "19999   517910       0  2191411932  Tue Jun 16 05:13:13 PDT 2009  NO_QUERY   \n",
+       "\n",
+       "                 user                                               text  \\\n",
+       "0       DEWGetMeTho77  @Nkluvr4eva My poor little dumpling  In Holmde...   \n",
+       "1             Young_J  I'm off too bed. I gotta wake up hella early t...   \n",
+       "2       dougnawoschik  I havent been able to listen to it yet  My spe...   \n",
+       "3            thireven  now remembers why solving a relatively big equ...   \n",
+       "4      taracollins086                           Ate too much, feel sick    \n",
+       "...               ...                                                ...   \n",
+       "19995          _Jaska                             @girlwonder24 Thanks.    \n",
+       "19996    julianicolao  trying to study for the biggest test, next wee...   \n",
+       "19997      ElaineToni  Just finished watching Your Song Presents: Boy...   \n",
+       "19998     lindseyrd20          @janfran813 awww i can't wait to get one    \n",
+       "19999     serraannisa                                     doing nothing    \n",
+       "\n",
+       "                                            text_cleaned  \\\n",
+       "0      nkluvr eva my poor little dumpling in holmdel ...   \n",
+       "1      i m off too bed i gotta wake up hella early to...   \n",
+       "2      i havent been able to listen to it yet my spea...   \n",
+       "3      now remembers why solving a relatively big equ...   \n",
+       "4                                 ate too much feel sick   \n",
+       "...                                                  ...   \n",
+       "19995                                  girlwonder thanks   \n",
+       "19996  trying to study for the biggest test next week...   \n",
+       "19997  just finished watching your song presents boys...   \n",
+       "19998               janfran awww i can t wait to get one   \n",
+       "19999                                      doing nothing   \n",
+       "\n",
+       "                                              text_token  \\\n",
+       "0      [nkluvr, eva, my, poor, little, dumpling, in, ...   \n",
+       "1      [i, m, off, too, bed, i, got, ta, wake, up, he...   \n",
+       "2      [i, havent, been, able, to, listen, to, it, ye...   \n",
+       "3      [now, remembers, why, solving, a, relatively, ...   \n",
+       "4                           [ate, too, much, feel, sick]   \n",
+       "...                                                  ...   \n",
+       "19995                               [girlwonder, thanks]   \n",
+       "19996  [trying, to, study, for, the, biggest, test, n...   \n",
+       "19997  [just, finished, watching, your, song, present...   \n",
+       "19998     [janfran, awww, i, can, t, wait, to, get, one]   \n",
+       "19999                                   [doing, nothing]   \n",
+       "\n",
+       "                                              text_lemma  \\\n",
+       "0      [nkluvr, eva, my, poor, little, dumpling, in, ...   \n",
+       "1      [i, m, off, too, bed, i, got, ta, wake, up, he...   \n",
+       "2      [i, havent, been, able, to, listen, to, it, ye...   \n",
+       "3      [now, remembers, why, solving, a, relatively, ...   \n",
+       "4                           [ate, too, much, feel, sick]   \n",
+       "...                                                  ...   \n",
+       "19995                               [girlwonder, thanks]   \n",
+       "19996  [trying, to, study, for, the, biggest, test, n...   \n",
+       "19997  [just, finished, watching, your, song, present...   \n",
+       "19998     [janfran, awww, i, can, t, wait, to, get, one]   \n",
+       "19999                                   [doing, nothing]   \n",
+       "\n",
+       "                                          text_processed  \n",
+       "0      [nkluvr, eva, poor, little, dumpling, holmdel,...  \n",
+       "1      [bed, got, ta, wake, hella, early, tomorrow, m...  \n",
+       "2           [havent, able, listen, yet, speaker, busted]  \n",
+       "3      [remembers, solving, relatively, big, equation...  \n",
+       "4                                [ate, much, feel, sick]  \n",
+       "...                                                  ...  \n",
+       "19995                               [girlwonder, thanks]  \n",
+       "19996  [trying, study, biggest, test, next, week, wor...  \n",
+       "19997      [finished, watching, song, present, boystown]  \n",
+       "19998                    [janfran, awww, wait, get, one]  \n",
+       "19999                                          [nothing]  \n",
+       "\n",
+       "[20000 rows x 11 columns]"
+      ]
+     },
+     "execution_count": 27,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import re\n",
+    "\n",
+    "import nltk \n",
+    "from nltk.stem import WordNetLemmatizer\n",
+    "from nltk.corpus import stopwords\n",
+    "from nltk.tokenize import word_tokenize\n",
+    "from nltk.tokenize import sent_tokenize\n",
+    "from nltk.stem import PorterStemmer, LancasterStemmer, SnowballStemmer\n",
+    "from nltk.stem import WordNetLemmatizer\n",
+    "from nltk.corpus import wordnet\n",
+    "\n",
+    "def clean_up(column):\n",
+    "    text = column.lower() # Convert to lowercase\n",
+    "    text = re.sub(r'\\d+', ' ', text)   # Remove numbers\n",
+    "    text = re.sub(r'http\\S+', ' ', text) # Remove URLs\n",
+    "    text = re.sub(r'[^\\w\\s]', ' ', text)  # Remove special characters (except spaces)\n",
+    "    text = re.sub(r'\\s+', ' ', text).strip() # Remove extra spaces\n",
+    "\n",
+    "    return text\n",
+    "\n",
+    "def tokenize(column):\n",
+    "    tokens = word_tokenize(column)\n",
+    "    tokens = [word for word in tokens if word.isalnum()]\n",
+    "    \n",
+    "    return tokens\n",
+    "\n",
+    "def stem_and_lemmatize(column):\n",
+    "    lemmatizer = WordNetLemmatizer()\n",
+    "    lemmatized = [lemmatizer.lemmatize(word) for word in column]\n",
+    "    \n",
+    "    return lemmatized\n",
+    "\n",
+    "def remove_stopwords(column):\n",
+    "    stop_words = set(stopwords.words('english'))\n",
+    "    filtered_tokens = [word for word in column if word not in stop_words]\n",
+    "    \n",
+    "    return filtered_tokens\n",
+    "\n",
+    "# Apply functions\n",
+    "df_sample['text_cleaned'] = df_sample['text'].apply(clean_up)\n",
+    "df_sample['text_token'] = df_sample['text_cleaned'].apply(tokenize)\n",
+    "df_sample['text_lemma'] = df_sample['text_token'].apply(stem_and_lemmatize)\n",
+    "df_sample['text_processed'] = df_sample['text_lemma'].apply(remove_stopwords)\n",
+    "\n",
+    "df_sample = df_sample.reset_index()\n",
+    "df_sample"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(9942, 11)"
+      ]
+     },
+     "execution_count": 28,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "# your code here"
+    "neg_tweets = df_sample[df_sample['target']==0]\n",
+    "neg_tweets.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(0, 11)"
+      ]
+     },
+     "execution_count": 29,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "neutral_tweets = df_sample[df_sample['target']==2]\n",
+    "neutral_tweets.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(10058, 11)"
+      ]
+     },
+     "execution_count": 30,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pos_tweets = df_sample[df_sample['target']==4]\n",
+    "pos_tweets.shape"
    ]
   },
   {
@@ -98,11 +673,126 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 33,
    "metadata": {},
-   "outputs": [],
+   "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>0</th>\n",
+       "      <th>1</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>wa</td>\n",
+       "      <td>1400</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>day</td>\n",
+       "      <td>1323</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>good</td>\n",
+       "      <td>1175</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>get</td>\n",
+       "      <td>1102</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>like</td>\n",
+       "      <td>977</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4995</th>\n",
+       "      <td>regularly</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4996</th>\n",
+       "      <td>petewentz</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4997</th>\n",
+       "      <td>inspired</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4998</th>\n",
+       "      <td>nun</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4999</th>\n",
+       "      <td>influence</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5000 rows × 2 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "              0     1\n",
+       "0            wa  1400\n",
+       "1           day  1323\n",
+       "2          good  1175\n",
+       "3           get  1102\n",
+       "4          like   977\n",
+       "...         ...   ...\n",
+       "4995  regularly     3\n",
+       "4996  petewentz     3\n",
+       "4997   inspired     3\n",
+       "4998        nun     3\n",
+       "4999  influence     3\n",
+       "\n",
+       "[5000 rows x 2 columns]"
+      ]
+     },
+     "execution_count": 33,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "# your code here"
+    "from nltk.probability import FreqDist\n",
+    "\n",
+    "all_words = [word for words in df_sample['text_processed'] for word in words]\n",
+    "freq_dist = FreqDist(all_words)\n",
+    "top_5000_words = freq_dist.most_common(5000)\n",
+    "\n",
+    "top_5000_df = pd.DataFrame(top_5000_words)\n",
+    "top_5000_df"
    ]
   },
   {
@@ -167,11 +857,4158 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 35,
    "metadata": {},
    "outputs": [],
    "source": [
-    "# your code here"
+    "import numpy as np\n",
+    "from sklearn.feature_extraction.text import CountVectorizer\n",
+    "\n",
+    "# Extract only the words from top_5000_words\n",
+    "top_words = [word for word, _ in top_5000_words]\n",
+    "\n",
+    "# Create CountVectorizer with vocabulary restriction\n",
+    "vectorizer = CountVectorizer(vocabulary=top_words)\n",
+    "\n",
+    "# Fit and transform to get the document-term matrix\n",
+    "dtm = vectorizer.fit_transform([' '.join(words) for words in df_sample['text_processed']])\n",
+    "\n",
+    "# Convert sparse matrix to dense numpy array for easier manipulation\n",
+    "dtm_dense = dtm.toarray()\n",
+    "\n",
+    "# Assuming your sentiment labels (0 for negative, 4 for positive) are in 'target' column\n",
+    "sentiment_labels = df_sample['target'].replace(4,1).to_numpy()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[1, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       ...,\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0],\n",
+       "       [0, 0, 0, ..., 0, 0, 0]], dtype=int64)"
+      ]
+     },
+     "execution_count": 39,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "dtm_dense"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(20000, 5000)"
+      ]
+     },
+     "execution_count": 41,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "dtm_dense.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([0, 0, 0, ..., 1, 1, 0], dtype=int64)"
+      ]
+     },
+     "execution_count": 40,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sentiment_labels"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[({'wa': True,\n",
+       "   'day': False,\n",
+       "   'good': False,\n",
+       "   'get': False,\n",
+       "   'like': False,\n",
+       "   'go': False,\n",
+       "   'quot': False,\n",
+       "   'love': False,\n",
+       "   'work': False,\n",
+       "   'got': False,\n",
+       "   'today': False,\n",
+       "   'going': False,\n",
+       "   'u': False,\n",
+       "   'time': False,\n",
+       "   'one': False,\n",
+       "   'lol': False,\n",
+       "   'know': False,\n",
+       "   'im': False,\n",
+       "   'back': False,\n",
+       "   'really': True,\n",
+       "   'want': False,\n",
+       "   'night': False,\n",
+       "   'amp': False,\n",
+       "   'well': False,\n",
+       "   'new': False,\n",
+       "   'see': False,\n",
+       "   'think': False,\n",
+       "   'still': False,\n",
+       "   'oh': False,\n",
+       "   'thanks': False,\n",
+       "   'na': False,\n",
+       "   'ha': False,\n",
+       "   'need': False,\n",
+       "   'home': False,\n",
+       "   'much': False,\n",
+       "   'miss': False,\n",
+       "   'feel': False,\n",
+       "   'last': False,\n",
+       "   'morning': False,\n",
+       "   'great': False,\n",
+       "   'make': False,\n",
+       "   'tomorrow': False,\n",
+       "   'twitter': False,\n",
+       "   'haha': False,\n",
+       "   'wish': False,\n",
+       "   'hope': True,\n",
+       "   'bad': False,\n",
+       "   'sad': False,\n",
+       "   'fun': False,\n",
+       "   'come': False,\n",
+       "   'sleep': False,\n",
+       "   'would': False,\n",
+       "   'nice': False,\n",
+       "   'sorry': False,\n",
+       "   'right': False,\n",
+       "   'week': False,\n",
+       "   'tonight': True,\n",
+       "   'happy': False,\n",
+       "   'say': False,\n",
+       "   'thing': False,\n",
+       "   'getting': False,\n",
+       "   'look': False,\n",
+       "   'friend': False,\n",
+       "   'gon': False,\n",
+       "   'though': False,\n",
+       "   'hate': False,\n",
+       "   'wait': False,\n",
+       "   'better': False,\n",
+       "   'bed': False,\n",
+       "   'way': False,\n",
+       "   'watching': False,\n",
+       "   'lt': False,\n",
+       "   'people': False,\n",
+       "   'yeah': False,\n",
+       "   'hour': False,\n",
+       "   'show': False,\n",
+       "   'could': False,\n",
+       "   'thank': False,\n",
+       "   'take': False,\n",
+       "   'weekend': False,\n",
+       "   'next': False,\n",
+       "   'yes': False,\n",
+       "   'school': False,\n",
+       "   'even': False,\n",
+       "   'little': True,\n",
+       "   'life': False,\n",
+       "   'working': False,\n",
+       "   'everyone': False,\n",
+       "   'guy': False,\n",
+       "   'cant': False,\n",
+       "   'sick': False,\n",
+       "   'dont': True,\n",
+       "   'hey': False,\n",
+       "   'let': False,\n",
+       "   'awesome': False,\n",
+       "   'movie': False,\n",
+       "   'girl': False,\n",
+       "   'tweet': False,\n",
+       "   'always': False,\n",
+       "   'x': False,\n",
+       "   'never': False,\n",
+       "   'watch': False,\n",
+       "   'please': False,\n",
+       "   'soon': False,\n",
+       "   'year': False,\n",
+       "   'first': False,\n",
+       "   'long': False,\n",
+       "   'ok': False,\n",
+       "   'tired': False,\n",
+       "   'already': False,\n",
+       "   'feeling': False,\n",
+       "   'suck': False,\n",
+       "   'wan': False,\n",
+       "   'sure': False,\n",
+       "   'best': False,\n",
+       "   'looking': False,\n",
+       "   'n': False,\n",
+       "   'man': False,\n",
+       "   'another': False,\n",
+       "   'something': False,\n",
+       "   'find': False,\n",
+       "   'start': False,\n",
+       "   'cool': False,\n",
+       "   'done': False,\n",
+       "   'pretty': False,\n",
+       "   'omg': False,\n",
+       "   'yay': False,\n",
+       "   'yet': False,\n",
+       "   'phone': False,\n",
+       "   'damn': False,\n",
+       "   'lot': False,\n",
+       "   'away': False,\n",
+       "   'went': False,\n",
+       "   'old': False,\n",
+       "   'follow': False,\n",
+       "   'help': False,\n",
+       "   'guess': False,\n",
+       "   'keep': False,\n",
+       "   'house': False,\n",
+       "   'thought': False,\n",
+       "   'song': False,\n",
+       "   'made': False,\n",
+       "   'ever': False,\n",
+       "   'trying': True,\n",
+       "   'ya': False,\n",
+       "   'sun': False,\n",
+       "   'p': False,\n",
+       "   'bit': False,\n",
+       "   'hurt': False,\n",
+       "   'game': False,\n",
+       "   'finally': False,\n",
+       "   'maybe': False,\n",
+       "   'ready': False,\n",
+       "   'sound': False,\n",
+       "   'w': False,\n",
+       "   'big': False,\n",
+       "   'lost': False,\n",
+       "   'b': False,\n",
+       "   'nothing': False,\n",
+       "   'someone': False,\n",
+       "   'early': False,\n",
+       "   'summer': False,\n",
+       "   'tell': False,\n",
+       "   'hard': True,\n",
+       "   'also': False,\n",
+       "   'birthday': False,\n",
+       "   'r': False,\n",
+       "   'left': False,\n",
+       "   'mean': False,\n",
+       "   'missed': False,\n",
+       "   'ur': False,\n",
+       "   'th': False,\n",
+       "   'rain': False,\n",
+       "   'pic': False,\n",
+       "   'mom': False,\n",
+       "   'com': False,\n",
+       "   'party': False,\n",
+       "   'two': False,\n",
+       "   'glad': False,\n",
+       "   'world': False,\n",
+       "   'baby': False,\n",
+       "   'wow': False,\n",
+       "   'might': False,\n",
+       "   'bored': False,\n",
+       "   'call': False,\n",
+       "   'ta': False,\n",
+       "   'check': False,\n",
+       "   'late': False,\n",
+       "   'waiting': False,\n",
+       "   'car': False,\n",
+       "   'video': False,\n",
+       "   'stuff': False,\n",
+       "   'found': False,\n",
+       "   'yesterday': False,\n",
+       "   'said': False,\n",
+       "   'sunday': False,\n",
+       "   'luck': False,\n",
+       "   'saw': False,\n",
+       "   'amazing': False,\n",
+       "   'hot': False,\n",
+       "   'monday': False,\n",
+       "   'weather': False,\n",
+       "   'live': False,\n",
+       "   'many': False,\n",
+       "   'iphone': False,\n",
+       "   'doe': False,\n",
+       "   'exam': False,\n",
+       "   'thats': False,\n",
+       "   'play': False,\n",
+       "   'making': False,\n",
+       "   'may': False,\n",
+       "   'excited': False,\n",
+       "   'god': False,\n",
+       "   'dad': False,\n",
+       "   'family': False,\n",
+       "   'gone': False,\n",
+       "   'friday': False,\n",
+       "   'boy': False,\n",
+       "   'follower': False,\n",
+       "   'read': False,\n",
+       "   'funny': False,\n",
+       "   'hi': False,\n",
+       "   'since': False,\n",
+       "   'give': False,\n",
+       "   'poor': True,\n",
+       "   'enjoy': False,\n",
+       "   'job': False,\n",
+       "   'okay': False,\n",
+       "   'talk': False,\n",
+       "   'gt': False,\n",
+       "   'later': False,\n",
+       "   'head': False,\n",
+       "   'almost': False,\n",
+       "   'beautiful': False,\n",
+       "   'woke': False,\n",
+       "   'cold': False,\n",
+       "   'anything': False,\n",
+       "   'hear': False,\n",
+       "   'lunch': False,\n",
+       "   'missing': False,\n",
+       "   'put': False,\n",
+       "   'free': False,\n",
+       "   'try': True,\n",
+       "   'coming': False,\n",
+       "   'must': False,\n",
+       "   'end': False,\n",
+       "   'tho': False,\n",
+       "   'leave': False,\n",
+       "   'ugh': False,\n",
+       "   'till': False,\n",
+       "   'busy': False,\n",
+       "   'around': False,\n",
+       "   'food': False,\n",
+       "   'far': False,\n",
+       "   'book': False,\n",
+       "   'music': False,\n",
+       "   'cry': False,\n",
+       "   'headache': False,\n",
+       "   'cause': False,\n",
+       "   'use': False,\n",
+       "   'listening': False,\n",
+       "   'fan': False,\n",
+       "   'stop': False,\n",
+       "   'stay': False,\n",
+       "   'totally': False,\n",
+       "   'wanted': False,\n",
+       "   'place': False,\n",
+       "   'shit': False,\n",
+       "   'xx': True,\n",
+       "   'tv': False,\n",
+       "   'e': False,\n",
+       "   'picture': False,\n",
+       "   'update': False,\n",
+       "   'least': False,\n",
+       "   'sweet': False,\n",
+       "   'anyone': False,\n",
+       "   'lovely': False,\n",
+       "   'thinking': False,\n",
+       "   'forward': False,\n",
+       "   'aww': False,\n",
+       "   'g': False,\n",
+       "   'dog': False,\n",
+       "   'class': False,\n",
+       "   'actually': False,\n",
+       "   'everything': False,\n",
+       "   'eat': False,\n",
+       "   'mine': False,\n",
+       "   'playing': False,\n",
+       "   'cute': False,\n",
+       "   'hahaha': False,\n",
+       "   'kid': False,\n",
+       "   'dinner': False,\n",
+       "   'stupid': False,\n",
+       "   'sooo': False,\n",
+       "   'came': False,\n",
+       "   'word': False,\n",
+       "   'ill': False,\n",
+       "   'eating': False,\n",
+       "   'win': False,\n",
+       "   'hopefully': False,\n",
+       "   'finished': False,\n",
+       "   'welcome': False,\n",
+       "   'anymore': False,\n",
+       "   'minute': False,\n",
+       "   'every': False,\n",
+       "   'face': False,\n",
+       "   'idea': False,\n",
+       "   'hair': False,\n",
+       "   'without': False,\n",
+       "   'kinda': False,\n",
+       "   'month': False,\n",
+       "   'saturday': False,\n",
+       "   'c': False,\n",
+       "   'wrong': False,\n",
+       "   'super': False,\n",
+       "   'www': False,\n",
+       "   'final': False,\n",
+       "   'true': False,\n",
+       "   'reading': False,\n",
+       "   'hug': False,\n",
+       "   'probably': False,\n",
+       "   'photo': False,\n",
+       "   'buy': False,\n",
+       "   'hehe': False,\n",
+       "   'taking': False,\n",
+       "   'believe': False,\n",
+       "   'eye': False,\n",
+       "   'didnt': False,\n",
+       "   'name': False,\n",
+       "   'alone': False,\n",
+       "   'mind': False,\n",
+       "   'room': False,\n",
+       "   'either': False,\n",
+       "   'dream': False,\n",
+       "   'following': False,\n",
+       "   'able': False,\n",
+       "   'goodnight': False,\n",
+       "   'else': False,\n",
+       "   'lmao': False,\n",
+       "   'boo': False,\n",
+       "   'heard': False,\n",
+       "   'coffee': False,\n",
+       "   'outside': False,\n",
+       "   'real': False,\n",
+       "   'mileycyrus': False,\n",
+       "   'break': False,\n",
+       "   'part': False,\n",
+       "   'june': False,\n",
+       "   'computer': False,\n",
+       "   'forgot': False,\n",
+       "   'ticket': False,\n",
+       "   'blog': False,\n",
+       "   'post': False,\n",
+       "   'awww': False,\n",
+       "   'rest': False,\n",
+       "   'dude': False,\n",
+       "   'pm': False,\n",
+       "   'enough': False,\n",
+       "   'brother': False,\n",
+       "   'plan': False,\n",
+       "   'ð': False,\n",
+       "   'half': False,\n",
+       "   'using': False,\n",
+       "   'add': False,\n",
+       "   'stuck': False,\n",
+       "   'person': False,\n",
+       "   'text': False,\n",
+       "   'meet': False,\n",
+       "   'mother': False,\n",
+       "   'album': False,\n",
+       "   'study': False,\n",
+       "   'crazy': False,\n",
+       "   'hand': False,\n",
+       "   'send': False,\n",
+       "   'fine': False,\n",
+       "   'talking': False,\n",
+       "   'whole': False,\n",
+       "   'reply': False,\n",
+       "   'nite': False,\n",
+       "   'k': False,\n",
+       "   'seems': False,\n",
+       "   'run': False,\n",
+       "   'red': False,\n",
+       "   'took': False,\n",
+       "   'v': False,\n",
+       "   'seen': False,\n",
+       "   'trip': False,\n",
+       "   'full': False,\n",
+       "   'beach': False,\n",
+       "   'hello': False,\n",
+       "   'side': False,\n",
+       "   'loved': False,\n",
+       "   'news': False,\n",
+       "   'hit': False,\n",
+       "   'tried': False,\n",
+       "   'kind': False,\n",
+       "   'rock': False,\n",
+       "   'heart': False,\n",
+       "   'yea': False,\n",
+       "   'la': False,\n",
+       "   'shopping': False,\n",
+       "   'problem': False,\n",
+       "   'afternoon': False,\n",
+       "   'â': False,\n",
+       "   'pain': False,\n",
+       "   'change': False,\n",
+       "   'nap': False,\n",
+       "   'started': False,\n",
+       "   'used': False,\n",
+       "   'remember': False,\n",
+       "   'star': False,\n",
+       "   'boring': False,\n",
+       "   'course': False,\n",
+       "   'heading': False,\n",
+       "   'quite': False,\n",
+       "   'seeing': False,\n",
+       "   'hell': False,\n",
+       "   'train': False,\n",
+       "   'breakfast': False,\n",
+       "   'crap': False,\n",
+       "   'told': False,\n",
+       "   'english': False,\n",
+       "   'died': False,\n",
+       "   'sister': False,\n",
+       "   'fuck': False,\n",
+       "   'site': False,\n",
+       "   'instead': False,\n",
+       "   'leaving': False,\n",
+       "   'ipod': False,\n",
+       "   'money': False,\n",
+       "   'raining': False,\n",
+       "   'finish': False,\n",
+       "   'til': False,\n",
+       "   'anyway': False,\n",
+       "   'ah': False,\n",
+       "   'running': False,\n",
+       "   'concert': False,\n",
+       "   'soo': False,\n",
+       "   'facebook': False,\n",
+       "   'link': False,\n",
+       "   'sitting': False,\n",
+       "   'point': False,\n",
+       "   'jealous': False,\n",
+       "   'season': False,\n",
+       "   'bring': False,\n",
+       "   'ñ': False,\n",
+       "   'cuz': False,\n",
+       "   'awake': False,\n",
+       "   'mum': False,\n",
+       "   'reason': False,\n",
+       "   'studying': False,\n",
+       "   'pay': False,\n",
+       "   'cat': False,\n",
+       "   'wonder': False,\n",
+       "   'congrats': False,\n",
+       "   'ago': False,\n",
+       "   'xd': False,\n",
+       "   'page': False,\n",
+       "   'f': False,\n",
+       "   'bought': False,\n",
+       "   'store': False,\n",
+       "   'drink': False,\n",
+       "   'definitely': False,\n",
+       "   'couple': False,\n",
+       "   'evening': False,\n",
+       "   'chocolate': False,\n",
+       "   'btw': False,\n",
+       "   'soooo': False,\n",
+       "   'sunny': False,\n",
+       "   'sore': False,\n",
+       "   'drive': False,\n",
+       "   'shower': False,\n",
+       "   'st': False,\n",
+       "   'lucky': False,\n",
+       "   'aw': False,\n",
+       "   'test': False,\n",
+       "   'walk': False,\n",
+       "   'internet': False,\n",
+       "   'open': False,\n",
+       "   'water': False,\n",
+       "   'wake': False,\n",
+       "   'l': False,\n",
+       "   'office': False,\n",
+       "   'list': False,\n",
+       "   'watched': False,\n",
+       "   'team': False,\n",
+       "   'tommcfly': False,\n",
+       "   'clean': False,\n",
+       "   'enjoying': False,\n",
+       "   'hungry': False,\n",
+       "   'smile': False,\n",
+       "   'seriously': False,\n",
+       "   'move': False,\n",
+       "   'wont': False,\n",
+       "   'high': False,\n",
+       "   'asleep': False,\n",
+       "   'award': False,\n",
+       "   'fucking': False,\n",
+       "   'bout': False,\n",
+       "   'starting': False,\n",
+       "   'top': False,\n",
+       "   'moment': False,\n",
+       "   'dance': False,\n",
+       "   'project': False,\n",
+       "   'second': False,\n",
+       "   'park': False,\n",
+       "   'ask': False,\n",
+       "   'hr': False,\n",
+       "   'email': False,\n",
+       "   'church': False,\n",
+       "   'driving': False,\n",
+       "   'tea': False,\n",
+       "   'broke': False,\n",
+       "   'gym': False,\n",
+       "   'ride': False,\n",
+       "   'le': False,\n",
+       "   'loving': False,\n",
+       "   'meeting': False,\n",
+       "   'worth': False,\n",
+       "   'fail': False,\n",
+       "   'black': False,\n",
+       "   'close': False,\n",
+       "   'visit': False,\n",
+       "   'sigh': False,\n",
+       "   'ate': False,\n",
+       "   'online': False,\n",
+       "   'number': False,\n",
+       "   'vote': False,\n",
+       "   'bye': False,\n",
+       "   'hang': False,\n",
+       "   'wonderful': False,\n",
+       "   'youtube': False,\n",
+       "   'care': False,\n",
+       "   'co': False,\n",
+       "   'cut': False,\n",
+       "   'drinking': False,\n",
+       "   'horrible': False,\n",
+       "   'ddlovato': False,\n",
+       "   'shirt': False,\n",
+       "   'ice': False,\n",
+       "   'saying': False,\n",
+       "   'answer': False,\n",
+       "   'date': False,\n",
+       "   'dear': False,\n",
+       "   'agree': False,\n",
+       "   'j': False,\n",
+       "   'set': False,\n",
+       "   'town': False,\n",
+       "   'da': False,\n",
+       "   'wear': False,\n",
+       "   'happened': False,\n",
+       "   'line': False,\n",
+       "   'parent': False,\n",
+       "   'worse': False,\n",
+       "   'min': False,\n",
+       "   'longer': False,\n",
+       "   'lady': False,\n",
+       "   'together': False,\n",
+       "   'cream': False,\n",
+       "   'worry': False,\n",
+       "   'goin': False,\n",
+       "   'followfriday': False,\n",
+       "   'fast': False,\n",
+       "   'forget': False,\n",
+       "   'fb': False,\n",
+       "   'doesnt': False,\n",
+       "   'broken': False,\n",
+       "   'wtf': False,\n",
+       "   'turn': False,\n",
+       "   'unfortunately': False,\n",
+       "   'chance': False,\n",
+       "   'favorite': False,\n",
+       "   'spent': False,\n",
+       "   'fall': False,\n",
+       "   'air': False,\n",
+       "   'idk': False,\n",
+       "   'slept': False,\n",
+       "   'sometimes': False,\n",
+       "   'rainy': False,\n",
+       "   'question': False,\n",
+       "   'laptop': False,\n",
+       "   'tweeting': False,\n",
+       "   'tuesday': False,\n",
+       "   'earlier': False,\n",
+       "   'mood': False,\n",
+       "   'slow': False,\n",
+       "   'hoping': False,\n",
+       "   'thx': False,\n",
+       "   'h': False,\n",
+       "   'absolutely': False,\n",
+       "   'mr': False,\n",
+       "   'ahh': False,\n",
+       "   'cleaning': False,\n",
+       "   'via': False,\n",
+       "   'holiday': False,\n",
+       "   'happen': False,\n",
+       "   'wishing': False,\n",
+       "   'taken': False,\n",
+       "   'pool': False,\n",
+       "   'episode': False,\n",
+       "   'garden': False,\n",
+       "   'homework': False,\n",
+       "   'website': False,\n",
+       "   'sleeping': False,\n",
+       "   'airport': False,\n",
+       "   'especially': False,\n",
+       "   'business': False,\n",
+       "   'perfect': False,\n",
+       "   'em': False,\n",
+       "   'fell': False,\n",
+       "   'nd': False,\n",
+       "   'upset': False,\n",
+       "   'small': False,\n",
+       "   'city': False,\n",
+       "   'chat': False,\n",
+       "   'knew': False,\n",
+       "   'foot': False,\n",
+       "   'chicken': False,\n",
+       "   '½': False,\n",
+       "   'father': False,\n",
+       "   'throat': False,\n",
+       "   'mac': False,\n",
+       "   'weird': False,\n",
+       "   'window': False,\n",
+       "   'passed': False,\n",
+       "   'son': False,\n",
+       "   'story': False,\n",
+       "   'tour': False,\n",
+       "   'message': False,\n",
+       "   'shop': False,\n",
+       "   'wednesday': False,\n",
+       "   'due': False,\n",
+       "   'bbq': False,\n",
+       "   'listen': False,\n",
+       "   'sleepy': False,\n",
+       "   'woman': False,\n",
+       "   'company': False,\n",
+       "   'sunshine': False,\n",
+       "   'met': False,\n",
+       "   'short': False,\n",
+       "   'comment': False,\n",
+       "   'mad': False,\n",
+       "   'understand': False,\n",
+       "   'gave': False,\n",
+       "   'pc': False,\n",
+       "   'hubby': False,\n",
+       "   'different': False,\n",
+       "   'havent': False,\n",
+       "   'account': False,\n",
+       "   'note': False,\n",
+       "   'seem': False,\n",
+       "   'scared': False,\n",
+       "   'bag': False,\n",
+       "   'alright': False,\n",
+       "   'cup': False,\n",
+       "   'ive': False,\n",
+       "   'leg': False,\n",
+       "   'green': False,\n",
+       "   'interesting': False,\n",
+       "   'bus': False,\n",
+       "   'past': False,\n",
+       "   'glass': False,\n",
+       "   'worst': False,\n",
+       "   'power': False,\n",
+       "   'plz': False,\n",
+       "   'math': False,\n",
+       "   'white': False,\n",
+       "   'support': False,\n",
+       "   'nope': False,\n",
+       "   'sat': False,\n",
+       "   'moon': False,\n",
+       "   'hangover': False,\n",
+       "   'moving': False,\n",
+       "   'taylor': False,\n",
+       "   'touch': False,\n",
+       "   'order': False,\n",
+       "   'jonas': False,\n",
+       "   'pick': False,\n",
+       "   'forever': False,\n",
+       "   'tom': False,\n",
+       "   'dead': False,\n",
+       "   'shoot': False,\n",
+       "   'called': False,\n",
+       "   'bitch': False,\n",
+       "   'rather': False,\n",
+       "   'catch': False,\n",
+       "   'bet': False,\n",
+       "   'officially': False,\n",
+       "   'vip': False,\n",
+       "   'writing': False,\n",
+       "   'si': False,\n",
+       "   'lil': False,\n",
+       "   'worried': False,\n",
+       "   'xoxo': False,\n",
+       "   'write': False,\n",
+       "   'graduation': False,\n",
+       "   'liked': False,\n",
+       "   'except': False,\n",
+       "   'bday': False,\n",
+       "   'gay': False,\n",
+       "   'dang': False,\n",
+       "   'cousin': False,\n",
+       "   'load': False,\n",
+       "   'myspace': False,\n",
+       "   'sent': False,\n",
+       "   'fix': False,\n",
+       "   'ahhh': False,\n",
+       "   'fly': False,\n",
+       "   'blue': False,\n",
+       "   'college': False,\n",
+       "   'gorgeous': False,\n",
+       "   'special': False,\n",
+       "   'kill': False,\n",
+       "   'apple': False,\n",
+       "   'interview': False,\n",
+       "   'fight': False,\n",
+       "   'everybody': False,\n",
+       "   'dress': False,\n",
+       "   'box': False,\n",
+       "   'bro': False,\n",
+       "   'case': False,\n",
+       "   'july': False,\n",
+       "   'cake': False,\n",
+       "   'three': False,\n",
+       "   'hmm': False,\n",
+       "   'deal': False,\n",
+       "   'ouch': False,\n",
+       "   'inside': False,\n",
+       "   'yep': False,\n",
+       "   'random': False,\n",
+       "   'meant': False,\n",
+       "   'profile': False,\n",
+       "   'mtv': False,\n",
+       "   'wedding': False,\n",
+       "   'clothes': False,\n",
+       "   'band': False,\n",
+       "   'issue': False,\n",
+       "   'apparently': False,\n",
+       "   'lonely': False,\n",
+       "   'age': False,\n",
+       "   'shall': False,\n",
+       "   'flight': False,\n",
+       "   'yr': False,\n",
+       "   'supposed': False,\n",
+       "   'david': False,\n",
+       "   'living': False,\n",
+       "   'needed': False,\n",
+       "   'london': False,\n",
+       "   'laugh': False,\n",
+       "   'sign': False,\n",
+       "   'finger': False,\n",
+       "   'beer': False,\n",
+       "   'itunes': False,\n",
+       "   'played': False,\n",
+       "   'tear': False,\n",
+       "   'ppl': False,\n",
+       "   'body': False,\n",
+       "   'paper': False,\n",
+       "   'group': False,\n",
+       "   'looked': False,\n",
+       "   'sadly': False,\n",
+       "   'bloody': False,\n",
+       "   'club': False,\n",
+       "   'web': False,\n",
+       "   'vacation': False,\n",
+       "   'jonasbrothers': False,\n",
+       "   'uk': False,\n",
+       "   'version': False,\n",
+       "   'huge': False,\n",
+       "   'sooooo': False,\n",
+       "   'lakers': False,\n",
+       "   'germany': False,\n",
+       "   'save': False,\n",
+       "   'hanging': False,\n",
+       "   'shoe': False,\n",
+       "   'fantastic': False,\n",
+       "   'wine': False,\n",
+       "   'sort': False,\n",
+       "   'none': False,\n",
+       "   'twilight': False,\n",
+       "   'shot': False,\n",
+       "   'thursday': False,\n",
+       "   'confused': False,\n",
+       "   'sale': False,\n",
+       "   'goodbye': False,\n",
+       "   'round': False,\n",
+       "   'lame': False,\n",
+       "   'cheer': False,\n",
+       "   'singing': False,\n",
+       "   'promise': False,\n",
+       "   'drop': False,\n",
+       "   'nose': False,\n",
+       "   'whats': False,\n",
+       "   'babe': False,\n",
+       "   'xxx': False,\n",
+       "   'lesson': False,\n",
+       "   'camera': False,\n",
+       "   'download': False,\n",
+       "   'info': False,\n",
+       "   'fair': False,\n",
+       "   'yummy': False,\n",
+       "   'french': False,\n",
+       "   'miley': False,\n",
+       "   'light': False,\n",
+       "   'asked': False,\n",
+       "   'lazy': False,\n",
+       "   'indeed': False,\n",
+       "   'along': False,\n",
+       "   'quick': False,\n",
+       "   'ã': False,\n",
+       "   'door': False,\n",
+       "   'sit': False,\n",
+       "   'yup': False,\n",
+       "   'street': False,\n",
+       "   'mile': False,\n",
+       "   'dm': False,\n",
+       "   'jus': False,\n",
+       "   'giving': False,\n",
+       "   'ear': False,\n",
+       "   'service': False,\n",
+       "   'low': False,\n",
+       "   'relaxing': False,\n",
+       "   'radio': False,\n",
+       "   'arm': False,\n",
+       "   'future': False,\n",
+       "   'proud': False,\n",
+       "   'fact': False,\n",
+       "   'learn': False,\n",
+       "   'easy': False,\n",
+       "   'child': False,\n",
+       "   'kitty': False,\n",
+       "   'hold': False,\n",
+       "   'mark': False,\n",
+       "   'peep': False,\n",
+       "   'wearing': False,\n",
+       "   'luv': False,\n",
+       "   'south': False,\n",
+       "   'road': False,\n",
+       "   'smell': False,\n",
+       "   'exciting': False,\n",
+       "   'currently': False,\n",
+       "   'warm': False,\n",
+       "   'puppy': False,\n",
+       "   'packing': False,\n",
+       "   'google': False,\n",
+       "   'exactly': False,\n",
+       "   'share': False,\n",
+       "   'decided': False,\n",
+       "   'voice': False,\n",
+       "   'fat': False,\n",
+       "   'mommy': False,\n",
+       "   'realize': False,\n",
+       "   'join': False,\n",
+       "   'nearly': False,\n",
+       "   'bb': False,\n",
+       "   'whatever': False,\n",
+       "   'woo': False,\n",
+       "   'spend': False,\n",
+       "   'stand': False,\n",
+       "   'enjoyed': False,\n",
+       "   'tweeps': False,\n",
+       "   'sold': False,\n",
+       "   'gettin': False,\n",
+       "   'fever': False,\n",
+       "   'paid': False,\n",
+       "   'beat': False,\n",
+       "   'pink': False,\n",
+       "   'mall': False,\n",
+       "   'gunna': False,\n",
+       "   'ï': False,\n",
+       "   'freaking': False,\n",
+       "   'snow': False,\n",
+       "   'hospital': False,\n",
+       "   'cheese': False,\n",
+       "   'nobody': False,\n",
+       "   'wondering': False,\n",
+       "   'plane': False,\n",
+       "   'shame': False,\n",
+       "   'search': False,\n",
+       "   'ended': False,\n",
+       "   'helping': False,\n",
+       "   'safe': False,\n",
+       "   'staying': False,\n",
+       "   'storm': False,\n",
+       "   'fam': False,\n",
+       "   'z': False,\n",
+       "   'sing': False,\n",
+       "   'view': False,\n",
+       "   'yo': False,\n",
+       "   'card': False,\n",
+       "   'stick': False,\n",
+       "   'joe': False,\n",
+       "   'matter': False,\n",
+       "   'delicious': False,\n",
+       "   'cook': False,\n",
+       "   'country': False,\n",
+       "   'hill': False,\n",
+       "   'peace': False,\n",
+       "   'worked': False,\n",
+       "   'race': False,\n",
+       "   'boot': False,\n",
+       "   'figure': False,\n",
+       "   'vega': False,\n",
+       "   'france': False,\n",
+       "   'wit': False,\n",
+       "   'topic': False,\n",
+       "   'spot': False,\n",
+       "   'cover': False,\n",
+       "   'afford': False,\n",
+       "   'floor': False,\n",
+       "   'bike': False,\n",
+       "   'starbucks': False,\n",
+       "   'hahah': False,\n",
+       "   'tummy': False,\n",
+       "   'trouble': False,\n",
+       "   'mouth': False,\n",
+       "   'ran': False,\n",
+       "   'drunk': False,\n",
+       "   'lately': False,\n",
+       "   'joke': False,\n",
+       "   'bird': False,\n",
+       "   'flu': False,\n",
+       "   'showing': False,\n",
+       "   'mail': False,\n",
+       "   'turned': False,\n",
+       "   'men': False,\n",
+       "   'taste': False,\n",
+       "   'gosh': False,\n",
+       "   'bar': False,\n",
+       "   'changed': False,\n",
+       "   'fish': False,\n",
+       "   'stopped': False,\n",
+       "   'wife': False,\n",
+       "   'alot': False,\n",
+       "   'tweetdeck': False,\n",
+       "   'magic': False,\n",
+       "   'brilliant': False,\n",
+       "   'cooking': False,\n",
+       "   'state': False,\n",
+       "   'design': False,\n",
+       "   'film': False,\n",
+       "   'tan': False,\n",
+       "   'isnt': False,\n",
+       "   'nail': False,\n",
+       "   'bummed': False,\n",
+       "   'prob': False,\n",
+       "   'happens': False,\n",
+       "   'eh': False,\n",
+       "   'type': False,\n",
+       "   'young': False,\n",
+       "   'honey': False,\n",
+       "   'price': False,\n",
+       "   'disappointed': False,\n",
+       "   'sky': False,\n",
+       "   'ring': False,\n",
+       "   'surprise': False,\n",
+       "   'self': False,\n",
+       "   'depressing': False,\n",
+       "   'sexy': False,\n",
+       "   'cd': False,\n",
+       "   'woot': False,\n",
+       "   'pop': False,\n",
+       "   'piece': False,\n",
+       "   'degree': False,\n",
+       "   'chillin': False,\n",
+       "   'hilarious': False,\n",
+       "   'rip': False,\n",
+       "   'updated': False,\n",
+       "   'ohh': False,\n",
+       "   'boyfriend': False,\n",
+       "   'awwww': False,\n",
+       "   'hun': False,\n",
+       "   'crappy': False,\n",
+       "   'er': False,\n",
+       "   'although': False,\n",
+       "   'death': False,\n",
+       "   'lake': False,\n",
+       "   'ahead': False,\n",
+       "   'art': False,\n",
+       "   'watchin': False,\n",
+       "   'scary': False,\n",
+       "   'annoying': False,\n",
+       "   'event': False,\n",
+       "   'plus': False,\n",
+       "   'ff': False,\n",
+       "   'major': False,\n",
+       "   'afraid': False,\n",
+       "   'pissed': False,\n",
+       "   'wat': False,\n",
+       "   'huh': False,\n",
+       "   'secret': False,\n",
+       "   'others': False,\n",
+       "   'land': False,\n",
+       "   'caught': False,\n",
+       "   'closed': False,\n",
+       "   'kiss': False,\n",
+       "   'trek': False,\n",
+       "   'code': False,\n",
+       "   'mobile': False,\n",
+       "   'knee': False,\n",
+       "   ...},\n",
+       "  0),\n",
+       " ({'wa': False,\n",
+       "   'day': False,\n",
+       "   'good': False,\n",
+       "   'get': False,\n",
+       "   'like': False,\n",
+       "   'go': False,\n",
+       "   'quot': False,\n",
+       "   'love': False,\n",
+       "   'work': False,\n",
+       "   'got': True,\n",
+       "   'today': False,\n",
+       "   'going': False,\n",
+       "   'u': False,\n",
+       "   'time': False,\n",
+       "   'one': False,\n",
+       "   'lol': False,\n",
+       "   'know': False,\n",
+       "   'im': False,\n",
+       "   'back': False,\n",
+       "   'really': False,\n",
+       "   'want': False,\n",
+       "   'night': False,\n",
+       "   'amp': False,\n",
+       "   'well': False,\n",
+       "   'new': False,\n",
+       "   'see': False,\n",
+       "   'think': False,\n",
+       "   'still': False,\n",
+       "   'oh': False,\n",
+       "   'thanks': False,\n",
+       "   'na': False,\n",
+       "   'ha': False,\n",
+       "   'need': False,\n",
+       "   'home': False,\n",
+       "   'much': False,\n",
+       "   'miss': False,\n",
+       "   'feel': False,\n",
+       "   'last': False,\n",
+       "   'morning': True,\n",
+       "   'great': False,\n",
+       "   'make': False,\n",
+       "   'tomorrow': True,\n",
+       "   'twitter': False,\n",
+       "   'haha': False,\n",
+       "   'wish': False,\n",
+       "   'hope': False,\n",
+       "   'bad': False,\n",
+       "   'sad': False,\n",
+       "   'fun': False,\n",
+       "   'come': False,\n",
+       "   'sleep': False,\n",
+       "   'would': False,\n",
+       "   'nice': False,\n",
+       "   'sorry': False,\n",
+       "   'right': False,\n",
+       "   'week': False,\n",
+       "   'tonight': False,\n",
+       "   'happy': False,\n",
+       "   'say': False,\n",
+       "   'thing': False,\n",
+       "   'getting': False,\n",
+       "   'look': False,\n",
+       "   'friend': False,\n",
+       "   'gon': False,\n",
+       "   'though': False,\n",
+       "   'hate': False,\n",
+       "   'wait': False,\n",
+       "   'better': False,\n",
+       "   'bed': True,\n",
+       "   'way': False,\n",
+       "   'watching': False,\n",
+       "   'lt': False,\n",
+       "   'people': False,\n",
+       "   'yeah': False,\n",
+       "   'hour': False,\n",
+       "   'show': False,\n",
+       "   'could': False,\n",
+       "   'thank': False,\n",
+       "   'take': False,\n",
+       "   'weekend': False,\n",
+       "   'next': False,\n",
+       "   'yes': False,\n",
+       "   'school': False,\n",
+       "   'even': False,\n",
+       "   'little': False,\n",
+       "   'life': False,\n",
+       "   'working': False,\n",
+       "   'everyone': False,\n",
+       "   'guy': False,\n",
+       "   'cant': False,\n",
+       "   'sick': False,\n",
+       "   'dont': False,\n",
+       "   'hey': False,\n",
+       "   'let': False,\n",
+       "   'awesome': False,\n",
+       "   'movie': False,\n",
+       "   'girl': False,\n",
+       "   'tweet': False,\n",
+       "   'always': False,\n",
+       "   'x': False,\n",
+       "   'never': False,\n",
+       "   'watch': False,\n",
+       "   'please': False,\n",
+       "   'soon': False,\n",
+       "   'year': False,\n",
+       "   'first': False,\n",
+       "   'long': False,\n",
+       "   'ok': False,\n",
+       "   'tired': False,\n",
+       "   'already': False,\n",
+       "   'feeling': False,\n",
+       "   'suck': False,\n",
+       "   'wan': False,\n",
+       "   'sure': False,\n",
+       "   'best': False,\n",
+       "   'looking': False,\n",
+       "   'n': False,\n",
+       "   'man': False,\n",
+       "   'another': False,\n",
+       "   'something': False,\n",
+       "   'find': False,\n",
+       "   'start': False,\n",
+       "   'cool': False,\n",
+       "   'done': False,\n",
+       "   'pretty': False,\n",
+       "   'omg': False,\n",
+       "   'yay': False,\n",
+       "   'yet': False,\n",
+       "   'phone': False,\n",
+       "   'damn': False,\n",
+       "   'lot': False,\n",
+       "   'away': False,\n",
+       "   'went': False,\n",
+       "   'old': False,\n",
+       "   'follow': False,\n",
+       "   'help': False,\n",
+       "   'guess': False,\n",
+       "   'keep': False,\n",
+       "   'house': False,\n",
+       "   'thought': False,\n",
+       "   'song': False,\n",
+       "   'made': False,\n",
+       "   'ever': False,\n",
+       "   'trying': False,\n",
+       "   'ya': False,\n",
+       "   'sun': False,\n",
+       "   'p': False,\n",
+       "   'bit': False,\n",
+       "   'hurt': False,\n",
+       "   'game': False,\n",
+       "   'finally': False,\n",
+       "   'maybe': False,\n",
+       "   'ready': False,\n",
+       "   'sound': False,\n",
+       "   'w': False,\n",
+       "   'big': False,\n",
+       "   'lost': False,\n",
+       "   'b': False,\n",
+       "   'nothing': False,\n",
+       "   'someone': False,\n",
+       "   'early': True,\n",
+       "   'summer': False,\n",
+       "   'tell': False,\n",
+       "   'hard': False,\n",
+       "   'also': False,\n",
+       "   'birthday': False,\n",
+       "   'r': False,\n",
+       "   'left': False,\n",
+       "   'mean': False,\n",
+       "   'missed': False,\n",
+       "   'ur': False,\n",
+       "   'th': False,\n",
+       "   'rain': False,\n",
+       "   'pic': False,\n",
+       "   'mom': False,\n",
+       "   'com': False,\n",
+       "   'party': False,\n",
+       "   'two': False,\n",
+       "   'glad': False,\n",
+       "   'world': False,\n",
+       "   'baby': False,\n",
+       "   'wow': False,\n",
+       "   'might': False,\n",
+       "   'bored': False,\n",
+       "   'call': False,\n",
+       "   'ta': True,\n",
+       "   'check': False,\n",
+       "   'late': False,\n",
+       "   'waiting': False,\n",
+       "   'car': False,\n",
+       "   'video': False,\n",
+       "   'stuff': False,\n",
+       "   'found': False,\n",
+       "   'yesterday': False,\n",
+       "   'said': False,\n",
+       "   'sunday': False,\n",
+       "   'luck': False,\n",
+       "   'saw': False,\n",
+       "   'amazing': False,\n",
+       "   'hot': False,\n",
+       "   'monday': False,\n",
+       "   'weather': False,\n",
+       "   'live': False,\n",
+       "   'many': False,\n",
+       "   'iphone': False,\n",
+       "   'doe': False,\n",
+       "   'exam': False,\n",
+       "   'thats': False,\n",
+       "   'play': False,\n",
+       "   'making': False,\n",
+       "   'may': False,\n",
+       "   'excited': False,\n",
+       "   'god': False,\n",
+       "   'dad': False,\n",
+       "   'family': False,\n",
+       "   'gone': False,\n",
+       "   'friday': False,\n",
+       "   'boy': False,\n",
+       "   'follower': False,\n",
+       "   'read': False,\n",
+       "   'funny': False,\n",
+       "   'hi': False,\n",
+       "   'since': False,\n",
+       "   'give': False,\n",
+       "   'poor': False,\n",
+       "   'enjoy': False,\n",
+       "   'job': False,\n",
+       "   'okay': False,\n",
+       "   'talk': False,\n",
+       "   'gt': False,\n",
+       "   'later': False,\n",
+       "   'head': False,\n",
+       "   'almost': False,\n",
+       "   'beautiful': False,\n",
+       "   'woke': False,\n",
+       "   'cold': False,\n",
+       "   'anything': False,\n",
+       "   'hear': False,\n",
+       "   'lunch': False,\n",
+       "   'missing': False,\n",
+       "   'put': False,\n",
+       "   'free': False,\n",
+       "   'try': False,\n",
+       "   'coming': False,\n",
+       "   'must': False,\n",
+       "   'end': False,\n",
+       "   'tho': False,\n",
+       "   'leave': False,\n",
+       "   'ugh': False,\n",
+       "   'till': False,\n",
+       "   'busy': False,\n",
+       "   'around': False,\n",
+       "   'food': False,\n",
+       "   'far': False,\n",
+       "   'book': False,\n",
+       "   'music': False,\n",
+       "   'cry': False,\n",
+       "   'headache': False,\n",
+       "   'cause': False,\n",
+       "   'use': False,\n",
+       "   'listening': False,\n",
+       "   'fan': False,\n",
+       "   'stop': False,\n",
+       "   'stay': False,\n",
+       "   'totally': False,\n",
+       "   'wanted': False,\n",
+       "   'place': False,\n",
+       "   'shit': False,\n",
+       "   'xx': False,\n",
+       "   'tv': False,\n",
+       "   'e': False,\n",
+       "   'picture': False,\n",
+       "   'update': False,\n",
+       "   'least': False,\n",
+       "   'sweet': False,\n",
+       "   'anyone': False,\n",
+       "   'lovely': False,\n",
+       "   'thinking': False,\n",
+       "   'forward': False,\n",
+       "   'aww': False,\n",
+       "   'g': False,\n",
+       "   'dog': False,\n",
+       "   'class': False,\n",
+       "   'actually': False,\n",
+       "   'everything': False,\n",
+       "   'eat': False,\n",
+       "   'mine': False,\n",
+       "   'playing': False,\n",
+       "   'cute': False,\n",
+       "   'hahaha': False,\n",
+       "   'kid': False,\n",
+       "   'dinner': False,\n",
+       "   'stupid': False,\n",
+       "   'sooo': False,\n",
+       "   'came': False,\n",
+       "   'word': False,\n",
+       "   'ill': False,\n",
+       "   'eating': False,\n",
+       "   'win': False,\n",
+       "   'hopefully': False,\n",
+       "   'finished': False,\n",
+       "   'welcome': False,\n",
+       "   'anymore': False,\n",
+       "   'minute': False,\n",
+       "   'every': False,\n",
+       "   'face': False,\n",
+       "   'idea': False,\n",
+       "   'hair': False,\n",
+       "   'without': False,\n",
+       "   'kinda': False,\n",
+       "   'month': False,\n",
+       "   'saturday': False,\n",
+       "   'c': False,\n",
+       "   'wrong': False,\n",
+       "   'super': False,\n",
+       "   'www': False,\n",
+       "   'final': False,\n",
+       "   'true': False,\n",
+       "   'reading': False,\n",
+       "   'hug': False,\n",
+       "   'probably': False,\n",
+       "   'photo': False,\n",
+       "   'buy': False,\n",
+       "   'hehe': False,\n",
+       "   'taking': False,\n",
+       "   'believe': False,\n",
+       "   'eye': False,\n",
+       "   'didnt': False,\n",
+       "   'name': False,\n",
+       "   'alone': False,\n",
+       "   'mind': False,\n",
+       "   'room': False,\n",
+       "   'either': False,\n",
+       "   'dream': False,\n",
+       "   'following': False,\n",
+       "   'able': False,\n",
+       "   'goodnight': False,\n",
+       "   'else': False,\n",
+       "   'lmao': False,\n",
+       "   'boo': False,\n",
+       "   'heard': False,\n",
+       "   'coffee': False,\n",
+       "   'outside': False,\n",
+       "   'real': False,\n",
+       "   'mileycyrus': False,\n",
+       "   'break': False,\n",
+       "   'part': False,\n",
+       "   'june': False,\n",
+       "   'computer': False,\n",
+       "   'forgot': False,\n",
+       "   'ticket': False,\n",
+       "   'blog': False,\n",
+       "   'post': False,\n",
+       "   'awww': False,\n",
+       "   'rest': False,\n",
+       "   'dude': False,\n",
+       "   'pm': False,\n",
+       "   'enough': False,\n",
+       "   'brother': False,\n",
+       "   'plan': False,\n",
+       "   'ð': False,\n",
+       "   'half': False,\n",
+       "   'using': False,\n",
+       "   'add': False,\n",
+       "   'stuck': False,\n",
+       "   'person': False,\n",
+       "   'text': False,\n",
+       "   'meet': False,\n",
+       "   'mother': False,\n",
+       "   'album': False,\n",
+       "   'study': False,\n",
+       "   'crazy': False,\n",
+       "   'hand': False,\n",
+       "   'send': False,\n",
+       "   'fine': False,\n",
+       "   'talking': False,\n",
+       "   'whole': False,\n",
+       "   'reply': False,\n",
+       "   'nite': False,\n",
+       "   'k': False,\n",
+       "   'seems': False,\n",
+       "   'run': False,\n",
+       "   'red': False,\n",
+       "   'took': False,\n",
+       "   'v': False,\n",
+       "   'seen': False,\n",
+       "   'trip': False,\n",
+       "   'full': False,\n",
+       "   'beach': False,\n",
+       "   'hello': False,\n",
+       "   'side': False,\n",
+       "   'loved': False,\n",
+       "   'news': False,\n",
+       "   'hit': False,\n",
+       "   'tried': False,\n",
+       "   'kind': False,\n",
+       "   'rock': False,\n",
+       "   'heart': False,\n",
+       "   'yea': False,\n",
+       "   'la': False,\n",
+       "   'shopping': False,\n",
+       "   'problem': False,\n",
+       "   'afternoon': False,\n",
+       "   'â': False,\n",
+       "   'pain': False,\n",
+       "   'change': False,\n",
+       "   'nap': False,\n",
+       "   'started': False,\n",
+       "   'used': False,\n",
+       "   'remember': False,\n",
+       "   'star': False,\n",
+       "   'boring': False,\n",
+       "   'course': False,\n",
+       "   'heading': False,\n",
+       "   'quite': False,\n",
+       "   'seeing': False,\n",
+       "   'hell': False,\n",
+       "   'train': False,\n",
+       "   'breakfast': False,\n",
+       "   'crap': False,\n",
+       "   'told': False,\n",
+       "   'english': False,\n",
+       "   'died': False,\n",
+       "   'sister': False,\n",
+       "   'fuck': False,\n",
+       "   'site': False,\n",
+       "   'instead': False,\n",
+       "   'leaving': False,\n",
+       "   'ipod': False,\n",
+       "   'money': False,\n",
+       "   'raining': False,\n",
+       "   'finish': False,\n",
+       "   'til': False,\n",
+       "   'anyway': False,\n",
+       "   'ah': False,\n",
+       "   'running': False,\n",
+       "   'concert': False,\n",
+       "   'soo': False,\n",
+       "   'facebook': False,\n",
+       "   'link': False,\n",
+       "   'sitting': False,\n",
+       "   'point': False,\n",
+       "   'jealous': False,\n",
+       "   'season': False,\n",
+       "   'bring': False,\n",
+       "   'ñ': False,\n",
+       "   'cuz': False,\n",
+       "   'awake': False,\n",
+       "   'mum': False,\n",
+       "   'reason': False,\n",
+       "   'studying': False,\n",
+       "   'pay': False,\n",
+       "   'cat': False,\n",
+       "   'wonder': False,\n",
+       "   'congrats': False,\n",
+       "   'ago': False,\n",
+       "   'xd': False,\n",
+       "   'page': False,\n",
+       "   'f': False,\n",
+       "   'bought': False,\n",
+       "   'store': False,\n",
+       "   'drink': False,\n",
+       "   'definitely': False,\n",
+       "   'couple': False,\n",
+       "   'evening': False,\n",
+       "   'chocolate': False,\n",
+       "   'btw': False,\n",
+       "   'soooo': False,\n",
+       "   'sunny': False,\n",
+       "   'sore': False,\n",
+       "   'drive': False,\n",
+       "   'shower': False,\n",
+       "   'st': False,\n",
+       "   'lucky': False,\n",
+       "   'aw': False,\n",
+       "   'test': False,\n",
+       "   'walk': False,\n",
+       "   'internet': False,\n",
+       "   'open': False,\n",
+       "   'water': False,\n",
+       "   'wake': True,\n",
+       "   'l': False,\n",
+       "   'office': False,\n",
+       "   'list': False,\n",
+       "   'watched': False,\n",
+       "   'team': False,\n",
+       "   'tommcfly': False,\n",
+       "   'clean': False,\n",
+       "   'enjoying': False,\n",
+       "   'hungry': False,\n",
+       "   'smile': False,\n",
+       "   'seriously': False,\n",
+       "   'move': False,\n",
+       "   'wont': False,\n",
+       "   'high': False,\n",
+       "   'asleep': False,\n",
+       "   'award': False,\n",
+       "   'fucking': False,\n",
+       "   'bout': False,\n",
+       "   'starting': False,\n",
+       "   'top': False,\n",
+       "   'moment': False,\n",
+       "   'dance': False,\n",
+       "   'project': False,\n",
+       "   'second': False,\n",
+       "   'park': False,\n",
+       "   'ask': False,\n",
+       "   'hr': False,\n",
+       "   'email': False,\n",
+       "   'church': False,\n",
+       "   'driving': False,\n",
+       "   'tea': False,\n",
+       "   'broke': False,\n",
+       "   'gym': False,\n",
+       "   'ride': False,\n",
+       "   'le': False,\n",
+       "   'loving': False,\n",
+       "   'meeting': False,\n",
+       "   'worth': False,\n",
+       "   'fail': False,\n",
+       "   'black': False,\n",
+       "   'close': False,\n",
+       "   'visit': False,\n",
+       "   'sigh': False,\n",
+       "   'ate': False,\n",
+       "   'online': False,\n",
+       "   'number': False,\n",
+       "   'vote': False,\n",
+       "   'bye': False,\n",
+       "   'hang': False,\n",
+       "   'wonderful': False,\n",
+       "   'youtube': False,\n",
+       "   'care': False,\n",
+       "   'co': False,\n",
+       "   'cut': False,\n",
+       "   'drinking': False,\n",
+       "   'horrible': False,\n",
+       "   'ddlovato': False,\n",
+       "   'shirt': False,\n",
+       "   'ice': False,\n",
+       "   'saying': False,\n",
+       "   'answer': False,\n",
+       "   'date': False,\n",
+       "   'dear': False,\n",
+       "   'agree': False,\n",
+       "   'j': False,\n",
+       "   'set': False,\n",
+       "   'town': False,\n",
+       "   'da': False,\n",
+       "   'wear': False,\n",
+       "   'happened': False,\n",
+       "   'line': False,\n",
+       "   'parent': False,\n",
+       "   'worse': False,\n",
+       "   'min': False,\n",
+       "   'longer': False,\n",
+       "   'lady': False,\n",
+       "   'together': False,\n",
+       "   'cream': False,\n",
+       "   'worry': False,\n",
+       "   'goin': False,\n",
+       "   'followfriday': False,\n",
+       "   'fast': False,\n",
+       "   'forget': False,\n",
+       "   'fb': False,\n",
+       "   'doesnt': False,\n",
+       "   'broken': False,\n",
+       "   'wtf': False,\n",
+       "   'turn': False,\n",
+       "   'unfortunately': False,\n",
+       "   'chance': False,\n",
+       "   'favorite': False,\n",
+       "   'spent': False,\n",
+       "   'fall': False,\n",
+       "   'air': False,\n",
+       "   'idk': False,\n",
+       "   'slept': False,\n",
+       "   'sometimes': False,\n",
+       "   'rainy': False,\n",
+       "   'question': False,\n",
+       "   'laptop': False,\n",
+       "   'tweeting': False,\n",
+       "   'tuesday': False,\n",
+       "   'earlier': False,\n",
+       "   'mood': False,\n",
+       "   'slow': False,\n",
+       "   'hoping': False,\n",
+       "   'thx': False,\n",
+       "   'h': False,\n",
+       "   'absolutely': False,\n",
+       "   'mr': False,\n",
+       "   'ahh': False,\n",
+       "   'cleaning': False,\n",
+       "   'via': False,\n",
+       "   'holiday': False,\n",
+       "   'happen': False,\n",
+       "   'wishing': False,\n",
+       "   'taken': False,\n",
+       "   'pool': False,\n",
+       "   'episode': False,\n",
+       "   'garden': False,\n",
+       "   'homework': False,\n",
+       "   'website': False,\n",
+       "   'sleeping': False,\n",
+       "   'airport': False,\n",
+       "   'especially': False,\n",
+       "   'business': False,\n",
+       "   'perfect': False,\n",
+       "   'em': False,\n",
+       "   'fell': False,\n",
+       "   'nd': False,\n",
+       "   'upset': False,\n",
+       "   'small': False,\n",
+       "   'city': False,\n",
+       "   'chat': False,\n",
+       "   'knew': False,\n",
+       "   'foot': False,\n",
+       "   'chicken': False,\n",
+       "   '½': False,\n",
+       "   'father': False,\n",
+       "   'throat': False,\n",
+       "   'mac': False,\n",
+       "   'weird': False,\n",
+       "   'window': False,\n",
+       "   'passed': False,\n",
+       "   'son': False,\n",
+       "   'story': False,\n",
+       "   'tour': False,\n",
+       "   'message': False,\n",
+       "   'shop': False,\n",
+       "   'wednesday': False,\n",
+       "   'due': False,\n",
+       "   'bbq': False,\n",
+       "   'listen': False,\n",
+       "   'sleepy': False,\n",
+       "   'woman': False,\n",
+       "   'company': False,\n",
+       "   'sunshine': False,\n",
+       "   'met': False,\n",
+       "   'short': False,\n",
+       "   'comment': False,\n",
+       "   'mad': False,\n",
+       "   'understand': False,\n",
+       "   'gave': False,\n",
+       "   'pc': False,\n",
+       "   'hubby': False,\n",
+       "   'different': False,\n",
+       "   'havent': False,\n",
+       "   'account': False,\n",
+       "   'note': False,\n",
+       "   'seem': False,\n",
+       "   'scared': False,\n",
+       "   'bag': False,\n",
+       "   'alright': False,\n",
+       "   'cup': False,\n",
+       "   'ive': False,\n",
+       "   'leg': False,\n",
+       "   'green': False,\n",
+       "   'interesting': False,\n",
+       "   'bus': False,\n",
+       "   'past': False,\n",
+       "   'glass': False,\n",
+       "   'worst': False,\n",
+       "   'power': False,\n",
+       "   'plz': False,\n",
+       "   'math': False,\n",
+       "   'white': False,\n",
+       "   'support': False,\n",
+       "   'nope': False,\n",
+       "   'sat': False,\n",
+       "   'moon': False,\n",
+       "   'hangover': False,\n",
+       "   'moving': False,\n",
+       "   'taylor': False,\n",
+       "   'touch': False,\n",
+       "   'order': False,\n",
+       "   'jonas': False,\n",
+       "   'pick': False,\n",
+       "   'forever': False,\n",
+       "   'tom': False,\n",
+       "   'dead': False,\n",
+       "   'shoot': False,\n",
+       "   'called': False,\n",
+       "   'bitch': False,\n",
+       "   'rather': False,\n",
+       "   'catch': False,\n",
+       "   'bet': False,\n",
+       "   'officially': False,\n",
+       "   'vip': False,\n",
+       "   'writing': False,\n",
+       "   'si': False,\n",
+       "   'lil': False,\n",
+       "   'worried': False,\n",
+       "   'xoxo': False,\n",
+       "   'write': False,\n",
+       "   'graduation': False,\n",
+       "   'liked': False,\n",
+       "   'except': False,\n",
+       "   'bday': False,\n",
+       "   'gay': False,\n",
+       "   'dang': False,\n",
+       "   'cousin': False,\n",
+       "   'load': False,\n",
+       "   'myspace': False,\n",
+       "   'sent': False,\n",
+       "   'fix': False,\n",
+       "   'ahhh': False,\n",
+       "   'fly': False,\n",
+       "   'blue': False,\n",
+       "   'college': False,\n",
+       "   'gorgeous': False,\n",
+       "   'special': False,\n",
+       "   'kill': False,\n",
+       "   'apple': False,\n",
+       "   'interview': False,\n",
+       "   'fight': False,\n",
+       "   'everybody': False,\n",
+       "   'dress': False,\n",
+       "   'box': False,\n",
+       "   'bro': False,\n",
+       "   'case': False,\n",
+       "   'july': False,\n",
+       "   'cake': False,\n",
+       "   'three': False,\n",
+       "   'hmm': False,\n",
+       "   'deal': False,\n",
+       "   'ouch': False,\n",
+       "   'inside': False,\n",
+       "   'yep': False,\n",
+       "   'random': False,\n",
+       "   'meant': False,\n",
+       "   'profile': False,\n",
+       "   'mtv': False,\n",
+       "   'wedding': False,\n",
+       "   'clothes': False,\n",
+       "   'band': False,\n",
+       "   'issue': False,\n",
+       "   'apparently': False,\n",
+       "   'lonely': False,\n",
+       "   'age': False,\n",
+       "   'shall': False,\n",
+       "   'flight': False,\n",
+       "   'yr': False,\n",
+       "   'supposed': False,\n",
+       "   'david': False,\n",
+       "   'living': False,\n",
+       "   'needed': False,\n",
+       "   'london': False,\n",
+       "   'laugh': False,\n",
+       "   'sign': False,\n",
+       "   'finger': False,\n",
+       "   'beer': False,\n",
+       "   'itunes': False,\n",
+       "   'played': False,\n",
+       "   'tear': False,\n",
+       "   'ppl': False,\n",
+       "   'body': False,\n",
+       "   'paper': False,\n",
+       "   'group': False,\n",
+       "   'looked': False,\n",
+       "   'sadly': False,\n",
+       "   'bloody': False,\n",
+       "   'club': False,\n",
+       "   'web': False,\n",
+       "   'vacation': False,\n",
+       "   'jonasbrothers': False,\n",
+       "   'uk': False,\n",
+       "   'version': False,\n",
+       "   'huge': False,\n",
+       "   'sooooo': False,\n",
+       "   'lakers': False,\n",
+       "   'germany': False,\n",
+       "   'save': False,\n",
+       "   'hanging': False,\n",
+       "   'shoe': False,\n",
+       "   'fantastic': False,\n",
+       "   'wine': False,\n",
+       "   'sort': False,\n",
+       "   'none': False,\n",
+       "   'twilight': False,\n",
+       "   'shot': False,\n",
+       "   'thursday': False,\n",
+       "   'confused': False,\n",
+       "   'sale': False,\n",
+       "   'goodbye': False,\n",
+       "   'round': False,\n",
+       "   'lame': False,\n",
+       "   'cheer': False,\n",
+       "   'singing': False,\n",
+       "   'promise': False,\n",
+       "   'drop': False,\n",
+       "   'nose': False,\n",
+       "   'whats': False,\n",
+       "   'babe': False,\n",
+       "   'xxx': False,\n",
+       "   'lesson': False,\n",
+       "   'camera': False,\n",
+       "   'download': False,\n",
+       "   'info': False,\n",
+       "   'fair': False,\n",
+       "   'yummy': False,\n",
+       "   'french': False,\n",
+       "   'miley': False,\n",
+       "   'light': False,\n",
+       "   'asked': False,\n",
+       "   'lazy': False,\n",
+       "   'indeed': False,\n",
+       "   'along': False,\n",
+       "   'quick': False,\n",
+       "   'ã': False,\n",
+       "   'door': False,\n",
+       "   'sit': False,\n",
+       "   'yup': False,\n",
+       "   'street': False,\n",
+       "   'mile': False,\n",
+       "   'dm': False,\n",
+       "   'jus': False,\n",
+       "   'giving': False,\n",
+       "   'ear': False,\n",
+       "   'service': False,\n",
+       "   'low': False,\n",
+       "   'relaxing': False,\n",
+       "   'radio': False,\n",
+       "   'arm': False,\n",
+       "   'future': False,\n",
+       "   'proud': False,\n",
+       "   'fact': False,\n",
+       "   'learn': False,\n",
+       "   'easy': False,\n",
+       "   'child': False,\n",
+       "   'kitty': False,\n",
+       "   'hold': False,\n",
+       "   'mark': False,\n",
+       "   'peep': False,\n",
+       "   'wearing': False,\n",
+       "   'luv': False,\n",
+       "   'south': False,\n",
+       "   'road': False,\n",
+       "   'smell': False,\n",
+       "   'exciting': False,\n",
+       "   'currently': False,\n",
+       "   'warm': False,\n",
+       "   'puppy': False,\n",
+       "   'packing': False,\n",
+       "   'google': False,\n",
+       "   'exactly': False,\n",
+       "   'share': False,\n",
+       "   'decided': False,\n",
+       "   'voice': False,\n",
+       "   'fat': False,\n",
+       "   'mommy': False,\n",
+       "   'realize': False,\n",
+       "   'join': False,\n",
+       "   'nearly': False,\n",
+       "   'bb': False,\n",
+       "   'whatever': False,\n",
+       "   'woo': False,\n",
+       "   'spend': False,\n",
+       "   'stand': False,\n",
+       "   'enjoyed': False,\n",
+       "   'tweeps': False,\n",
+       "   'sold': False,\n",
+       "   'gettin': False,\n",
+       "   'fever': False,\n",
+       "   'paid': False,\n",
+       "   'beat': False,\n",
+       "   'pink': False,\n",
+       "   'mall': False,\n",
+       "   'gunna': False,\n",
+       "   'ï': False,\n",
+       "   'freaking': False,\n",
+       "   'snow': False,\n",
+       "   'hospital': False,\n",
+       "   'cheese': False,\n",
+       "   'nobody': False,\n",
+       "   'wondering': False,\n",
+       "   'plane': False,\n",
+       "   'shame': False,\n",
+       "   'search': False,\n",
+       "   'ended': False,\n",
+       "   'helping': False,\n",
+       "   'safe': False,\n",
+       "   'staying': False,\n",
+       "   'storm': False,\n",
+       "   'fam': False,\n",
+       "   'z': False,\n",
+       "   'sing': False,\n",
+       "   'view': False,\n",
+       "   'yo': False,\n",
+       "   'card': False,\n",
+       "   'stick': False,\n",
+       "   'joe': False,\n",
+       "   'matter': False,\n",
+       "   'delicious': False,\n",
+       "   'cook': False,\n",
+       "   'country': False,\n",
+       "   'hill': False,\n",
+       "   'peace': False,\n",
+       "   'worked': False,\n",
+       "   'race': False,\n",
+       "   'boot': False,\n",
+       "   'figure': False,\n",
+       "   'vega': False,\n",
+       "   'france': False,\n",
+       "   'wit': False,\n",
+       "   'topic': False,\n",
+       "   'spot': False,\n",
+       "   'cover': False,\n",
+       "   'afford': False,\n",
+       "   'floor': False,\n",
+       "   'bike': False,\n",
+       "   'starbucks': False,\n",
+       "   'hahah': False,\n",
+       "   'tummy': False,\n",
+       "   'trouble': False,\n",
+       "   'mouth': False,\n",
+       "   'ran': False,\n",
+       "   'drunk': False,\n",
+       "   'lately': False,\n",
+       "   'joke': False,\n",
+       "   'bird': False,\n",
+       "   'flu': False,\n",
+       "   'showing': False,\n",
+       "   'mail': False,\n",
+       "   'turned': False,\n",
+       "   'men': False,\n",
+       "   'taste': False,\n",
+       "   'gosh': False,\n",
+       "   'bar': False,\n",
+       "   'changed': False,\n",
+       "   'fish': False,\n",
+       "   'stopped': False,\n",
+       "   'wife': False,\n",
+       "   'alot': False,\n",
+       "   'tweetdeck': False,\n",
+       "   'magic': False,\n",
+       "   'brilliant': False,\n",
+       "   'cooking': False,\n",
+       "   'state': False,\n",
+       "   'design': False,\n",
+       "   'film': False,\n",
+       "   'tan': False,\n",
+       "   'isnt': False,\n",
+       "   'nail': False,\n",
+       "   'bummed': False,\n",
+       "   'prob': False,\n",
+       "   'happens': False,\n",
+       "   'eh': False,\n",
+       "   'type': False,\n",
+       "   'young': False,\n",
+       "   'honey': False,\n",
+       "   'price': False,\n",
+       "   'disappointed': False,\n",
+       "   'sky': False,\n",
+       "   'ring': False,\n",
+       "   'surprise': False,\n",
+       "   'self': False,\n",
+       "   'depressing': False,\n",
+       "   'sexy': False,\n",
+       "   'cd': False,\n",
+       "   'woot': False,\n",
+       "   'pop': False,\n",
+       "   'piece': False,\n",
+       "   'degree': False,\n",
+       "   'chillin': False,\n",
+       "   'hilarious': False,\n",
+       "   'rip': False,\n",
+       "   'updated': False,\n",
+       "   'ohh': False,\n",
+       "   'boyfriend': False,\n",
+       "   'awwww': False,\n",
+       "   'hun': False,\n",
+       "   'crappy': False,\n",
+       "   'er': False,\n",
+       "   'although': False,\n",
+       "   'death': False,\n",
+       "   'lake': False,\n",
+       "   'ahead': False,\n",
+       "   'art': False,\n",
+       "   'watchin': False,\n",
+       "   'scary': False,\n",
+       "   'annoying': False,\n",
+       "   'event': False,\n",
+       "   'plus': False,\n",
+       "   'ff': False,\n",
+       "   'major': False,\n",
+       "   'afraid': False,\n",
+       "   'pissed': False,\n",
+       "   'wat': False,\n",
+       "   'huh': False,\n",
+       "   'secret': False,\n",
+       "   'others': False,\n",
+       "   'land': False,\n",
+       "   'caught': False,\n",
+       "   'closed': False,\n",
+       "   'kiss': False,\n",
+       "   'trek': False,\n",
+       "   'code': False,\n",
+       "   'mobile': False,\n",
+       "   'knee': False,\n",
+       "   ...},\n",
+       "  0),\n",
+       " ({'wa': False,\n",
+       "   'day': False,\n",
+       "   'good': False,\n",
+       "   'get': False,\n",
+       "   'like': False,\n",
+       "   'go': False,\n",
+       "   'quot': False,\n",
+       "   'love': False,\n",
+       "   'work': False,\n",
+       "   'got': False,\n",
+       "   'today': False,\n",
+       "   'going': False,\n",
+       "   'u': False,\n",
+       "   'time': False,\n",
+       "   'one': False,\n",
+       "   'lol': False,\n",
+       "   'know': False,\n",
+       "   'im': False,\n",
+       "   'back': False,\n",
+       "   'really': False,\n",
+       "   'want': False,\n",
+       "   'night': False,\n",
+       "   'amp': False,\n",
+       "   'well': False,\n",
+       "   'new': False,\n",
+       "   'see': False,\n",
+       "   'think': False,\n",
+       "   'still': False,\n",
+       "   'oh': False,\n",
+       "   'thanks': False,\n",
+       "   'na': False,\n",
+       "   'ha': False,\n",
+       "   'need': False,\n",
+       "   'home': False,\n",
+       "   'much': False,\n",
+       "   'miss': False,\n",
+       "   'feel': False,\n",
+       "   'last': False,\n",
+       "   'morning': False,\n",
+       "   'great': False,\n",
+       "   'make': False,\n",
+       "   'tomorrow': False,\n",
+       "   'twitter': False,\n",
+       "   'haha': False,\n",
+       "   'wish': False,\n",
+       "   'hope': False,\n",
+       "   'bad': False,\n",
+       "   'sad': False,\n",
+       "   'fun': False,\n",
+       "   'come': False,\n",
+       "   'sleep': False,\n",
+       "   'would': False,\n",
+       "   'nice': False,\n",
+       "   'sorry': False,\n",
+       "   'right': False,\n",
+       "   'week': False,\n",
+       "   'tonight': False,\n",
+       "   'happy': False,\n",
+       "   'say': False,\n",
+       "   'thing': False,\n",
+       "   'getting': False,\n",
+       "   'look': False,\n",
+       "   'friend': False,\n",
+       "   'gon': False,\n",
+       "   'though': False,\n",
+       "   'hate': False,\n",
+       "   'wait': False,\n",
+       "   'better': False,\n",
+       "   'bed': False,\n",
+       "   'way': False,\n",
+       "   'watching': False,\n",
+       "   'lt': False,\n",
+       "   'people': False,\n",
+       "   'yeah': False,\n",
+       "   'hour': False,\n",
+       "   'show': False,\n",
+       "   'could': False,\n",
+       "   'thank': False,\n",
+       "   'take': False,\n",
+       "   'weekend': False,\n",
+       "   'next': False,\n",
+       "   'yes': False,\n",
+       "   'school': False,\n",
+       "   'even': False,\n",
+       "   'little': False,\n",
+       "   'life': False,\n",
+       "   'working': False,\n",
+       "   'everyone': False,\n",
+       "   'guy': False,\n",
+       "   'cant': False,\n",
+       "   'sick': False,\n",
+       "   'dont': False,\n",
+       "   'hey': False,\n",
+       "   'let': False,\n",
+       "   'awesome': False,\n",
+       "   'movie': False,\n",
+       "   'girl': False,\n",
+       "   'tweet': False,\n",
+       "   'always': False,\n",
+       "   'x': False,\n",
+       "   'never': False,\n",
+       "   'watch': False,\n",
+       "   'please': False,\n",
+       "   'soon': False,\n",
+       "   'year': False,\n",
+       "   'first': False,\n",
+       "   'long': False,\n",
+       "   'ok': False,\n",
+       "   'tired': False,\n",
+       "   'already': False,\n",
+       "   'feeling': False,\n",
+       "   'suck': False,\n",
+       "   'wan': False,\n",
+       "   'sure': False,\n",
+       "   'best': False,\n",
+       "   'looking': False,\n",
+       "   'n': False,\n",
+       "   'man': False,\n",
+       "   'another': False,\n",
+       "   'something': False,\n",
+       "   'find': False,\n",
+       "   'start': False,\n",
+       "   'cool': False,\n",
+       "   'done': False,\n",
+       "   'pretty': False,\n",
+       "   'omg': False,\n",
+       "   'yay': False,\n",
+       "   'yet': True,\n",
+       "   'phone': False,\n",
+       "   'damn': False,\n",
+       "   'lot': False,\n",
+       "   'away': False,\n",
+       "   'went': False,\n",
+       "   'old': False,\n",
+       "   'follow': False,\n",
+       "   'help': False,\n",
+       "   'guess': False,\n",
+       "   'keep': False,\n",
+       "   'house': False,\n",
+       "   'thought': False,\n",
+       "   'song': False,\n",
+       "   'made': False,\n",
+       "   'ever': False,\n",
+       "   'trying': False,\n",
+       "   'ya': False,\n",
+       "   'sun': False,\n",
+       "   'p': False,\n",
+       "   'bit': False,\n",
+       "   'hurt': False,\n",
+       "   'game': False,\n",
+       "   'finally': False,\n",
+       "   'maybe': False,\n",
+       "   'ready': False,\n",
+       "   'sound': False,\n",
+       "   'w': False,\n",
+       "   'big': False,\n",
+       "   'lost': False,\n",
+       "   'b': False,\n",
+       "   'nothing': False,\n",
+       "   'someone': False,\n",
+       "   'early': False,\n",
+       "   'summer': False,\n",
+       "   'tell': False,\n",
+       "   'hard': False,\n",
+       "   'also': False,\n",
+       "   'birthday': False,\n",
+       "   'r': False,\n",
+       "   'left': False,\n",
+       "   'mean': False,\n",
+       "   'missed': False,\n",
+       "   'ur': False,\n",
+       "   'th': False,\n",
+       "   'rain': False,\n",
+       "   'pic': False,\n",
+       "   'mom': False,\n",
+       "   'com': False,\n",
+       "   'party': False,\n",
+       "   'two': False,\n",
+       "   'glad': False,\n",
+       "   'world': False,\n",
+       "   'baby': False,\n",
+       "   'wow': False,\n",
+       "   'might': False,\n",
+       "   'bored': False,\n",
+       "   'call': False,\n",
+       "   'ta': False,\n",
+       "   'check': False,\n",
+       "   'late': False,\n",
+       "   'waiting': False,\n",
+       "   'car': False,\n",
+       "   'video': False,\n",
+       "   'stuff': False,\n",
+       "   'found': False,\n",
+       "   'yesterday': False,\n",
+       "   'said': False,\n",
+       "   'sunday': False,\n",
+       "   'luck': False,\n",
+       "   'saw': False,\n",
+       "   'amazing': False,\n",
+       "   'hot': False,\n",
+       "   'monday': False,\n",
+       "   'weather': False,\n",
+       "   'live': False,\n",
+       "   'many': False,\n",
+       "   'iphone': False,\n",
+       "   'doe': False,\n",
+       "   'exam': False,\n",
+       "   'thats': False,\n",
+       "   'play': False,\n",
+       "   'making': False,\n",
+       "   'may': False,\n",
+       "   'excited': False,\n",
+       "   'god': False,\n",
+       "   'dad': False,\n",
+       "   'family': False,\n",
+       "   'gone': False,\n",
+       "   'friday': False,\n",
+       "   'boy': False,\n",
+       "   'follower': False,\n",
+       "   'read': False,\n",
+       "   'funny': False,\n",
+       "   'hi': False,\n",
+       "   'since': False,\n",
+       "   'give': False,\n",
+       "   'poor': False,\n",
+       "   'enjoy': False,\n",
+       "   'job': False,\n",
+       "   'okay': False,\n",
+       "   'talk': False,\n",
+       "   'gt': False,\n",
+       "   'later': False,\n",
+       "   'head': False,\n",
+       "   'almost': False,\n",
+       "   'beautiful': False,\n",
+       "   'woke': False,\n",
+       "   'cold': False,\n",
+       "   'anything': False,\n",
+       "   'hear': False,\n",
+       "   'lunch': False,\n",
+       "   'missing': False,\n",
+       "   'put': False,\n",
+       "   'free': False,\n",
+       "   'try': False,\n",
+       "   'coming': False,\n",
+       "   'must': False,\n",
+       "   'end': False,\n",
+       "   'tho': False,\n",
+       "   'leave': False,\n",
+       "   'ugh': False,\n",
+       "   'till': False,\n",
+       "   'busy': False,\n",
+       "   'around': False,\n",
+       "   'food': False,\n",
+       "   'far': False,\n",
+       "   'book': False,\n",
+       "   'music': False,\n",
+       "   'cry': False,\n",
+       "   'headache': False,\n",
+       "   'cause': False,\n",
+       "   'use': False,\n",
+       "   'listening': False,\n",
+       "   'fan': False,\n",
+       "   'stop': False,\n",
+       "   'stay': False,\n",
+       "   'totally': False,\n",
+       "   'wanted': False,\n",
+       "   'place': False,\n",
+       "   'shit': False,\n",
+       "   'xx': False,\n",
+       "   'tv': False,\n",
+       "   'e': False,\n",
+       "   'picture': False,\n",
+       "   'update': False,\n",
+       "   'least': False,\n",
+       "   'sweet': False,\n",
+       "   'anyone': False,\n",
+       "   'lovely': False,\n",
+       "   'thinking': False,\n",
+       "   'forward': False,\n",
+       "   'aww': False,\n",
+       "   'g': False,\n",
+       "   'dog': False,\n",
+       "   'class': False,\n",
+       "   'actually': False,\n",
+       "   'everything': False,\n",
+       "   'eat': False,\n",
+       "   'mine': False,\n",
+       "   'playing': False,\n",
+       "   'cute': False,\n",
+       "   'hahaha': False,\n",
+       "   'kid': False,\n",
+       "   'dinner': False,\n",
+       "   'stupid': False,\n",
+       "   'sooo': False,\n",
+       "   'came': False,\n",
+       "   'word': False,\n",
+       "   'ill': False,\n",
+       "   'eating': False,\n",
+       "   'win': False,\n",
+       "   'hopefully': False,\n",
+       "   'finished': False,\n",
+       "   'welcome': False,\n",
+       "   'anymore': False,\n",
+       "   'minute': False,\n",
+       "   'every': False,\n",
+       "   'face': False,\n",
+       "   'idea': False,\n",
+       "   'hair': False,\n",
+       "   'without': False,\n",
+       "   'kinda': False,\n",
+       "   'month': False,\n",
+       "   'saturday': False,\n",
+       "   'c': False,\n",
+       "   'wrong': False,\n",
+       "   'super': False,\n",
+       "   'www': False,\n",
+       "   'final': False,\n",
+       "   'true': False,\n",
+       "   'reading': False,\n",
+       "   'hug': False,\n",
+       "   'probably': False,\n",
+       "   'photo': False,\n",
+       "   'buy': False,\n",
+       "   'hehe': False,\n",
+       "   'taking': False,\n",
+       "   'believe': False,\n",
+       "   'eye': False,\n",
+       "   'didnt': False,\n",
+       "   'name': False,\n",
+       "   'alone': False,\n",
+       "   'mind': False,\n",
+       "   'room': False,\n",
+       "   'either': False,\n",
+       "   'dream': False,\n",
+       "   'following': False,\n",
+       "   'able': True,\n",
+       "   'goodnight': False,\n",
+       "   'else': False,\n",
+       "   'lmao': False,\n",
+       "   'boo': False,\n",
+       "   'heard': False,\n",
+       "   'coffee': False,\n",
+       "   'outside': False,\n",
+       "   'real': False,\n",
+       "   'mileycyrus': False,\n",
+       "   'break': False,\n",
+       "   'part': False,\n",
+       "   'june': False,\n",
+       "   'computer': False,\n",
+       "   'forgot': False,\n",
+       "   'ticket': False,\n",
+       "   'blog': False,\n",
+       "   'post': False,\n",
+       "   'awww': False,\n",
+       "   'rest': False,\n",
+       "   'dude': False,\n",
+       "   'pm': False,\n",
+       "   'enough': False,\n",
+       "   'brother': False,\n",
+       "   'plan': False,\n",
+       "   'ð': False,\n",
+       "   'half': False,\n",
+       "   'using': False,\n",
+       "   'add': False,\n",
+       "   'stuck': False,\n",
+       "   'person': False,\n",
+       "   'text': False,\n",
+       "   'meet': False,\n",
+       "   'mother': False,\n",
+       "   'album': False,\n",
+       "   'study': False,\n",
+       "   'crazy': False,\n",
+       "   'hand': False,\n",
+       "   'send': False,\n",
+       "   'fine': False,\n",
+       "   'talking': False,\n",
+       "   'whole': False,\n",
+       "   'reply': False,\n",
+       "   'nite': False,\n",
+       "   'k': False,\n",
+       "   'seems': False,\n",
+       "   'run': False,\n",
+       "   'red': False,\n",
+       "   'took': False,\n",
+       "   'v': False,\n",
+       "   'seen': False,\n",
+       "   'trip': False,\n",
+       "   'full': False,\n",
+       "   'beach': False,\n",
+       "   'hello': False,\n",
+       "   'side': False,\n",
+       "   'loved': False,\n",
+       "   'news': False,\n",
+       "   'hit': False,\n",
+       "   'tried': False,\n",
+       "   'kind': False,\n",
+       "   'rock': False,\n",
+       "   'heart': False,\n",
+       "   'yea': False,\n",
+       "   'la': False,\n",
+       "   'shopping': False,\n",
+       "   'problem': False,\n",
+       "   'afternoon': False,\n",
+       "   'â': False,\n",
+       "   'pain': False,\n",
+       "   'change': False,\n",
+       "   'nap': False,\n",
+       "   'started': False,\n",
+       "   'used': False,\n",
+       "   'remember': False,\n",
+       "   'star': False,\n",
+       "   'boring': False,\n",
+       "   'course': False,\n",
+       "   'heading': False,\n",
+       "   'quite': False,\n",
+       "   'seeing': False,\n",
+       "   'hell': False,\n",
+       "   'train': False,\n",
+       "   'breakfast': False,\n",
+       "   'crap': False,\n",
+       "   'told': False,\n",
+       "   'english': False,\n",
+       "   'died': False,\n",
+       "   'sister': False,\n",
+       "   'fuck': False,\n",
+       "   'site': False,\n",
+       "   'instead': False,\n",
+       "   'leaving': False,\n",
+       "   'ipod': False,\n",
+       "   'money': False,\n",
+       "   'raining': False,\n",
+       "   'finish': False,\n",
+       "   'til': False,\n",
+       "   'anyway': False,\n",
+       "   'ah': False,\n",
+       "   'running': False,\n",
+       "   'concert': False,\n",
+       "   'soo': False,\n",
+       "   'facebook': False,\n",
+       "   'link': False,\n",
+       "   'sitting': False,\n",
+       "   'point': False,\n",
+       "   'jealous': False,\n",
+       "   'season': False,\n",
+       "   'bring': False,\n",
+       "   'ñ': False,\n",
+       "   'cuz': False,\n",
+       "   'awake': False,\n",
+       "   'mum': False,\n",
+       "   'reason': False,\n",
+       "   'studying': False,\n",
+       "   'pay': False,\n",
+       "   'cat': False,\n",
+       "   'wonder': False,\n",
+       "   'congrats': False,\n",
+       "   'ago': False,\n",
+       "   'xd': False,\n",
+       "   'page': False,\n",
+       "   'f': False,\n",
+       "   'bought': False,\n",
+       "   'store': False,\n",
+       "   'drink': False,\n",
+       "   'definitely': False,\n",
+       "   'couple': False,\n",
+       "   'evening': False,\n",
+       "   'chocolate': False,\n",
+       "   'btw': False,\n",
+       "   'soooo': False,\n",
+       "   'sunny': False,\n",
+       "   'sore': False,\n",
+       "   'drive': False,\n",
+       "   'shower': False,\n",
+       "   'st': False,\n",
+       "   'lucky': False,\n",
+       "   'aw': False,\n",
+       "   'test': False,\n",
+       "   'walk': False,\n",
+       "   'internet': False,\n",
+       "   'open': False,\n",
+       "   'water': False,\n",
+       "   'wake': False,\n",
+       "   'l': False,\n",
+       "   'office': False,\n",
+       "   'list': False,\n",
+       "   'watched': False,\n",
+       "   'team': False,\n",
+       "   'tommcfly': False,\n",
+       "   'clean': False,\n",
+       "   'enjoying': False,\n",
+       "   'hungry': False,\n",
+       "   'smile': False,\n",
+       "   'seriously': False,\n",
+       "   'move': False,\n",
+       "   'wont': False,\n",
+       "   'high': False,\n",
+       "   'asleep': False,\n",
+       "   'award': False,\n",
+       "   'fucking': False,\n",
+       "   'bout': False,\n",
+       "   'starting': False,\n",
+       "   'top': False,\n",
+       "   'moment': False,\n",
+       "   'dance': False,\n",
+       "   'project': False,\n",
+       "   'second': False,\n",
+       "   'park': False,\n",
+       "   'ask': False,\n",
+       "   'hr': False,\n",
+       "   'email': False,\n",
+       "   'church': False,\n",
+       "   'driving': False,\n",
+       "   'tea': False,\n",
+       "   'broke': False,\n",
+       "   'gym': False,\n",
+       "   'ride': False,\n",
+       "   'le': False,\n",
+       "   'loving': False,\n",
+       "   'meeting': False,\n",
+       "   'worth': False,\n",
+       "   'fail': False,\n",
+       "   'black': False,\n",
+       "   'close': False,\n",
+       "   'visit': False,\n",
+       "   'sigh': False,\n",
+       "   'ate': False,\n",
+       "   'online': False,\n",
+       "   'number': False,\n",
+       "   'vote': False,\n",
+       "   'bye': False,\n",
+       "   'hang': False,\n",
+       "   'wonderful': False,\n",
+       "   'youtube': False,\n",
+       "   'care': False,\n",
+       "   'co': False,\n",
+       "   'cut': False,\n",
+       "   'drinking': False,\n",
+       "   'horrible': False,\n",
+       "   'ddlovato': False,\n",
+       "   'shirt': False,\n",
+       "   'ice': False,\n",
+       "   'saying': False,\n",
+       "   'answer': False,\n",
+       "   'date': False,\n",
+       "   'dear': False,\n",
+       "   'agree': False,\n",
+       "   'j': False,\n",
+       "   'set': False,\n",
+       "   'town': False,\n",
+       "   'da': False,\n",
+       "   'wear': False,\n",
+       "   'happened': False,\n",
+       "   'line': False,\n",
+       "   'parent': False,\n",
+       "   'worse': False,\n",
+       "   'min': False,\n",
+       "   'longer': False,\n",
+       "   'lady': False,\n",
+       "   'together': False,\n",
+       "   'cream': False,\n",
+       "   'worry': False,\n",
+       "   'goin': False,\n",
+       "   'followfriday': False,\n",
+       "   'fast': False,\n",
+       "   'forget': False,\n",
+       "   'fb': False,\n",
+       "   'doesnt': False,\n",
+       "   'broken': False,\n",
+       "   'wtf': False,\n",
+       "   'turn': False,\n",
+       "   'unfortunately': False,\n",
+       "   'chance': False,\n",
+       "   'favorite': False,\n",
+       "   'spent': False,\n",
+       "   'fall': False,\n",
+       "   'air': False,\n",
+       "   'idk': False,\n",
+       "   'slept': False,\n",
+       "   'sometimes': False,\n",
+       "   'rainy': False,\n",
+       "   'question': False,\n",
+       "   'laptop': False,\n",
+       "   'tweeting': False,\n",
+       "   'tuesday': False,\n",
+       "   'earlier': False,\n",
+       "   'mood': False,\n",
+       "   'slow': False,\n",
+       "   'hoping': False,\n",
+       "   'thx': False,\n",
+       "   'h': False,\n",
+       "   'absolutely': False,\n",
+       "   'mr': False,\n",
+       "   'ahh': False,\n",
+       "   'cleaning': False,\n",
+       "   'via': False,\n",
+       "   'holiday': False,\n",
+       "   'happen': False,\n",
+       "   'wishing': False,\n",
+       "   'taken': False,\n",
+       "   'pool': False,\n",
+       "   'episode': False,\n",
+       "   'garden': False,\n",
+       "   'homework': False,\n",
+       "   'website': False,\n",
+       "   'sleeping': False,\n",
+       "   'airport': False,\n",
+       "   'especially': False,\n",
+       "   'business': False,\n",
+       "   'perfect': False,\n",
+       "   'em': False,\n",
+       "   'fell': False,\n",
+       "   'nd': False,\n",
+       "   'upset': False,\n",
+       "   'small': False,\n",
+       "   'city': False,\n",
+       "   'chat': False,\n",
+       "   'knew': False,\n",
+       "   'foot': False,\n",
+       "   'chicken': False,\n",
+       "   '½': False,\n",
+       "   'father': False,\n",
+       "   'throat': False,\n",
+       "   'mac': False,\n",
+       "   'weird': False,\n",
+       "   'window': False,\n",
+       "   'passed': False,\n",
+       "   'son': False,\n",
+       "   'story': False,\n",
+       "   'tour': False,\n",
+       "   'message': False,\n",
+       "   'shop': False,\n",
+       "   'wednesday': False,\n",
+       "   'due': False,\n",
+       "   'bbq': False,\n",
+       "   'listen': True,\n",
+       "   'sleepy': False,\n",
+       "   'woman': False,\n",
+       "   'company': False,\n",
+       "   'sunshine': False,\n",
+       "   'met': False,\n",
+       "   'short': False,\n",
+       "   'comment': False,\n",
+       "   'mad': False,\n",
+       "   'understand': False,\n",
+       "   'gave': False,\n",
+       "   'pc': False,\n",
+       "   'hubby': False,\n",
+       "   'different': False,\n",
+       "   'havent': True,\n",
+       "   'account': False,\n",
+       "   'note': False,\n",
+       "   'seem': False,\n",
+       "   'scared': False,\n",
+       "   'bag': False,\n",
+       "   'alright': False,\n",
+       "   'cup': False,\n",
+       "   'ive': False,\n",
+       "   'leg': False,\n",
+       "   'green': False,\n",
+       "   'interesting': False,\n",
+       "   'bus': False,\n",
+       "   'past': False,\n",
+       "   'glass': False,\n",
+       "   'worst': False,\n",
+       "   'power': False,\n",
+       "   'plz': False,\n",
+       "   'math': False,\n",
+       "   'white': False,\n",
+       "   'support': False,\n",
+       "   'nope': False,\n",
+       "   'sat': False,\n",
+       "   'moon': False,\n",
+       "   'hangover': False,\n",
+       "   'moving': False,\n",
+       "   'taylor': False,\n",
+       "   'touch': False,\n",
+       "   'order': False,\n",
+       "   'jonas': False,\n",
+       "   'pick': False,\n",
+       "   'forever': False,\n",
+       "   'tom': False,\n",
+       "   'dead': False,\n",
+       "   'shoot': False,\n",
+       "   'called': False,\n",
+       "   'bitch': False,\n",
+       "   'rather': False,\n",
+       "   'catch': False,\n",
+       "   'bet': False,\n",
+       "   'officially': False,\n",
+       "   'vip': False,\n",
+       "   'writing': False,\n",
+       "   'si': False,\n",
+       "   'lil': False,\n",
+       "   'worried': False,\n",
+       "   'xoxo': False,\n",
+       "   'write': False,\n",
+       "   'graduation': False,\n",
+       "   'liked': False,\n",
+       "   'except': False,\n",
+       "   'bday': False,\n",
+       "   'gay': False,\n",
+       "   'dang': False,\n",
+       "   'cousin': False,\n",
+       "   'load': False,\n",
+       "   'myspace': False,\n",
+       "   'sent': False,\n",
+       "   'fix': False,\n",
+       "   'ahhh': False,\n",
+       "   'fly': False,\n",
+       "   'blue': False,\n",
+       "   'college': False,\n",
+       "   'gorgeous': False,\n",
+       "   'special': False,\n",
+       "   'kill': False,\n",
+       "   'apple': False,\n",
+       "   'interview': False,\n",
+       "   'fight': False,\n",
+       "   'everybody': False,\n",
+       "   'dress': False,\n",
+       "   'box': False,\n",
+       "   'bro': False,\n",
+       "   'case': False,\n",
+       "   'july': False,\n",
+       "   'cake': False,\n",
+       "   'three': False,\n",
+       "   'hmm': False,\n",
+       "   'deal': False,\n",
+       "   'ouch': False,\n",
+       "   'inside': False,\n",
+       "   'yep': False,\n",
+       "   'random': False,\n",
+       "   'meant': False,\n",
+       "   'profile': False,\n",
+       "   'mtv': False,\n",
+       "   'wedding': False,\n",
+       "   'clothes': False,\n",
+       "   'band': False,\n",
+       "   'issue': False,\n",
+       "   'apparently': False,\n",
+       "   'lonely': False,\n",
+       "   'age': False,\n",
+       "   'shall': False,\n",
+       "   'flight': False,\n",
+       "   'yr': False,\n",
+       "   'supposed': False,\n",
+       "   'david': False,\n",
+       "   'living': False,\n",
+       "   'needed': False,\n",
+       "   'london': False,\n",
+       "   'laugh': False,\n",
+       "   'sign': False,\n",
+       "   'finger': False,\n",
+       "   'beer': False,\n",
+       "   'itunes': False,\n",
+       "   'played': False,\n",
+       "   'tear': False,\n",
+       "   'ppl': False,\n",
+       "   'body': False,\n",
+       "   'paper': False,\n",
+       "   'group': False,\n",
+       "   'looked': False,\n",
+       "   'sadly': False,\n",
+       "   'bloody': False,\n",
+       "   'club': False,\n",
+       "   'web': False,\n",
+       "   'vacation': False,\n",
+       "   'jonasbrothers': False,\n",
+       "   'uk': False,\n",
+       "   'version': False,\n",
+       "   'huge': False,\n",
+       "   'sooooo': False,\n",
+       "   'lakers': False,\n",
+       "   'germany': False,\n",
+       "   'save': False,\n",
+       "   'hanging': False,\n",
+       "   'shoe': False,\n",
+       "   'fantastic': False,\n",
+       "   'wine': False,\n",
+       "   'sort': False,\n",
+       "   'none': False,\n",
+       "   'twilight': False,\n",
+       "   'shot': False,\n",
+       "   'thursday': False,\n",
+       "   'confused': False,\n",
+       "   'sale': False,\n",
+       "   'goodbye': False,\n",
+       "   'round': False,\n",
+       "   'lame': False,\n",
+       "   'cheer': False,\n",
+       "   'singing': False,\n",
+       "   'promise': False,\n",
+       "   'drop': False,\n",
+       "   'nose': False,\n",
+       "   'whats': False,\n",
+       "   'babe': False,\n",
+       "   'xxx': False,\n",
+       "   'lesson': False,\n",
+       "   'camera': False,\n",
+       "   'download': False,\n",
+       "   'info': False,\n",
+       "   'fair': False,\n",
+       "   'yummy': False,\n",
+       "   'french': False,\n",
+       "   'miley': False,\n",
+       "   'light': False,\n",
+       "   'asked': False,\n",
+       "   'lazy': False,\n",
+       "   'indeed': False,\n",
+       "   'along': False,\n",
+       "   'quick': False,\n",
+       "   'ã': False,\n",
+       "   'door': False,\n",
+       "   'sit': False,\n",
+       "   'yup': False,\n",
+       "   'street': False,\n",
+       "   'mile': False,\n",
+       "   'dm': False,\n",
+       "   'jus': False,\n",
+       "   'giving': False,\n",
+       "   'ear': False,\n",
+       "   'service': False,\n",
+       "   'low': False,\n",
+       "   'relaxing': False,\n",
+       "   'radio': False,\n",
+       "   'arm': False,\n",
+       "   'future': False,\n",
+       "   'proud': False,\n",
+       "   'fact': False,\n",
+       "   'learn': False,\n",
+       "   'easy': False,\n",
+       "   'child': False,\n",
+       "   'kitty': False,\n",
+       "   'hold': False,\n",
+       "   'mark': False,\n",
+       "   'peep': False,\n",
+       "   'wearing': False,\n",
+       "   'luv': False,\n",
+       "   'south': False,\n",
+       "   'road': False,\n",
+       "   'smell': False,\n",
+       "   'exciting': False,\n",
+       "   'currently': False,\n",
+       "   'warm': False,\n",
+       "   'puppy': False,\n",
+       "   'packing': False,\n",
+       "   'google': False,\n",
+       "   'exactly': False,\n",
+       "   'share': False,\n",
+       "   'decided': False,\n",
+       "   'voice': False,\n",
+       "   'fat': False,\n",
+       "   'mommy': False,\n",
+       "   'realize': False,\n",
+       "   'join': False,\n",
+       "   'nearly': False,\n",
+       "   'bb': False,\n",
+       "   'whatever': False,\n",
+       "   'woo': False,\n",
+       "   'spend': False,\n",
+       "   'stand': False,\n",
+       "   'enjoyed': False,\n",
+       "   'tweeps': False,\n",
+       "   'sold': False,\n",
+       "   'gettin': False,\n",
+       "   'fever': False,\n",
+       "   'paid': False,\n",
+       "   'beat': False,\n",
+       "   'pink': False,\n",
+       "   'mall': False,\n",
+       "   'gunna': False,\n",
+       "   'ï': False,\n",
+       "   'freaking': False,\n",
+       "   'snow': False,\n",
+       "   'hospital': False,\n",
+       "   'cheese': False,\n",
+       "   'nobody': False,\n",
+       "   'wondering': False,\n",
+       "   'plane': False,\n",
+       "   'shame': False,\n",
+       "   'search': False,\n",
+       "   'ended': False,\n",
+       "   'helping': False,\n",
+       "   'safe': False,\n",
+       "   'staying': False,\n",
+       "   'storm': False,\n",
+       "   'fam': False,\n",
+       "   'z': False,\n",
+       "   'sing': False,\n",
+       "   'view': False,\n",
+       "   'yo': False,\n",
+       "   'card': False,\n",
+       "   'stick': False,\n",
+       "   'joe': False,\n",
+       "   'matter': False,\n",
+       "   'delicious': False,\n",
+       "   'cook': False,\n",
+       "   'country': False,\n",
+       "   'hill': False,\n",
+       "   'peace': False,\n",
+       "   'worked': False,\n",
+       "   'race': False,\n",
+       "   'boot': False,\n",
+       "   'figure': False,\n",
+       "   'vega': False,\n",
+       "   'france': False,\n",
+       "   'wit': False,\n",
+       "   'topic': False,\n",
+       "   'spot': False,\n",
+       "   'cover': False,\n",
+       "   'afford': False,\n",
+       "   'floor': False,\n",
+       "   'bike': False,\n",
+       "   'starbucks': False,\n",
+       "   'hahah': False,\n",
+       "   'tummy': False,\n",
+       "   'trouble': False,\n",
+       "   'mouth': False,\n",
+       "   'ran': False,\n",
+       "   'drunk': False,\n",
+       "   'lately': False,\n",
+       "   'joke': False,\n",
+       "   'bird': False,\n",
+       "   'flu': False,\n",
+       "   'showing': False,\n",
+       "   'mail': False,\n",
+       "   'turned': False,\n",
+       "   'men': False,\n",
+       "   'taste': False,\n",
+       "   'gosh': False,\n",
+       "   'bar': False,\n",
+       "   'changed': False,\n",
+       "   'fish': False,\n",
+       "   'stopped': False,\n",
+       "   'wife': False,\n",
+       "   'alot': False,\n",
+       "   'tweetdeck': False,\n",
+       "   'magic': False,\n",
+       "   'brilliant': False,\n",
+       "   'cooking': False,\n",
+       "   'state': False,\n",
+       "   'design': False,\n",
+       "   'film': False,\n",
+       "   'tan': False,\n",
+       "   'isnt': False,\n",
+       "   'nail': False,\n",
+       "   'bummed': False,\n",
+       "   'prob': False,\n",
+       "   'happens': False,\n",
+       "   'eh': False,\n",
+       "   'type': False,\n",
+       "   'young': False,\n",
+       "   'honey': False,\n",
+       "   'price': False,\n",
+       "   'disappointed': False,\n",
+       "   'sky': False,\n",
+       "   'ring': False,\n",
+       "   'surprise': False,\n",
+       "   'self': False,\n",
+       "   'depressing': False,\n",
+       "   'sexy': False,\n",
+       "   'cd': False,\n",
+       "   'woot': False,\n",
+       "   'pop': False,\n",
+       "   'piece': False,\n",
+       "   'degree': False,\n",
+       "   'chillin': False,\n",
+       "   'hilarious': False,\n",
+       "   'rip': False,\n",
+       "   'updated': False,\n",
+       "   'ohh': False,\n",
+       "   'boyfriend': False,\n",
+       "   'awwww': False,\n",
+       "   'hun': False,\n",
+       "   'crappy': False,\n",
+       "   'er': False,\n",
+       "   'although': False,\n",
+       "   'death': False,\n",
+       "   'lake': False,\n",
+       "   'ahead': False,\n",
+       "   'art': False,\n",
+       "   'watchin': False,\n",
+       "   'scary': False,\n",
+       "   'annoying': False,\n",
+       "   'event': False,\n",
+       "   'plus': False,\n",
+       "   'ff': False,\n",
+       "   'major': False,\n",
+       "   'afraid': False,\n",
+       "   'pissed': False,\n",
+       "   'wat': False,\n",
+       "   'huh': False,\n",
+       "   'secret': False,\n",
+       "   'others': False,\n",
+       "   'land': False,\n",
+       "   'caught': False,\n",
+       "   'closed': False,\n",
+       "   'kiss': False,\n",
+       "   'trek': False,\n",
+       "   'code': False,\n",
+       "   'mobile': False,\n",
+       "   'knee': False,\n",
+       "   ...},\n",
+       "  0),\n",
+       " ({'wa': False,\n",
+       "   'day': False,\n",
+       "   'good': False,\n",
+       "   'get': False,\n",
+       "   'like': False,\n",
+       "   'go': False,\n",
+       "   'quot': False,\n",
+       "   'love': False,\n",
+       "   'work': False,\n",
+       "   'got': False,\n",
+       "   'today': False,\n",
+       "   'going': False,\n",
+       "   'u': False,\n",
+       "   'time': False,\n",
+       "   'one': False,\n",
+       "   'lol': False,\n",
+       "   'know': False,\n",
+       "   'im': False,\n",
+       "   'back': False,\n",
+       "   'really': False,\n",
+       "   'want': False,\n",
+       "   'night': False,\n",
+       "   'amp': False,\n",
+       "   'well': False,\n",
+       "   'new': False,\n",
+       "   'see': False,\n",
+       "   'think': False,\n",
+       "   'still': False,\n",
+       "   'oh': False,\n",
+       "   'thanks': False,\n",
+       "   'na': False,\n",
+       "   'ha': False,\n",
+       "   'need': False,\n",
+       "   'home': False,\n",
+       "   'much': False,\n",
+       "   'miss': False,\n",
+       "   'feel': False,\n",
+       "   'last': False,\n",
+       "   'morning': False,\n",
+       "   'great': False,\n",
+       "   'make': False,\n",
+       "   'tomorrow': False,\n",
+       "   'twitter': False,\n",
+       "   'haha': False,\n",
+       "   'wish': False,\n",
+       "   'hope': False,\n",
+       "   'bad': False,\n",
+       "   'sad': False,\n",
+       "   'fun': False,\n",
+       "   'come': False,\n",
+       "   'sleep': False,\n",
+       "   'would': False,\n",
+       "   'nice': False,\n",
+       "   'sorry': False,\n",
+       "   'right': False,\n",
+       "   'week': False,\n",
+       "   'tonight': False,\n",
+       "   'happy': False,\n",
+       "   'say': False,\n",
+       "   'thing': False,\n",
+       "   'getting': False,\n",
+       "   'look': False,\n",
+       "   'friend': False,\n",
+       "   'gon': False,\n",
+       "   'though': False,\n",
+       "   'hate': False,\n",
+       "   'wait': False,\n",
+       "   'better': False,\n",
+       "   'bed': False,\n",
+       "   'way': False,\n",
+       "   'watching': False,\n",
+       "   'lt': False,\n",
+       "   'people': False,\n",
+       "   'yeah': False,\n",
+       "   'hour': False,\n",
+       "   'show': False,\n",
+       "   'could': False,\n",
+       "   'thank': False,\n",
+       "   'take': False,\n",
+       "   'weekend': False,\n",
+       "   'next': False,\n",
+       "   'yes': False,\n",
+       "   'school': False,\n",
+       "   'even': False,\n",
+       "   'little': False,\n",
+       "   'life': False,\n",
+       "   'working': False,\n",
+       "   'everyone': False,\n",
+       "   'guy': False,\n",
+       "   'cant': False,\n",
+       "   'sick': False,\n",
+       "   'dont': False,\n",
+       "   'hey': False,\n",
+       "   'let': False,\n",
+       "   'awesome': False,\n",
+       "   'movie': False,\n",
+       "   'girl': False,\n",
+       "   'tweet': False,\n",
+       "   'always': False,\n",
+       "   'x': False,\n",
+       "   'never': False,\n",
+       "   'watch': False,\n",
+       "   'please': False,\n",
+       "   'soon': False,\n",
+       "   'year': False,\n",
+       "   'first': False,\n",
+       "   'long': False,\n",
+       "   'ok': False,\n",
+       "   'tired': False,\n",
+       "   'already': False,\n",
+       "   'feeling': False,\n",
+       "   'suck': False,\n",
+       "   'wan': False,\n",
+       "   'sure': False,\n",
+       "   'best': False,\n",
+       "   'looking': False,\n",
+       "   'n': False,\n",
+       "   'man': False,\n",
+       "   'another': False,\n",
+       "   'something': False,\n",
+       "   'find': False,\n",
+       "   'start': False,\n",
+       "   'cool': False,\n",
+       "   'done': False,\n",
+       "   'pretty': False,\n",
+       "   'omg': False,\n",
+       "   'yay': False,\n",
+       "   'yet': False,\n",
+       "   'phone': False,\n",
+       "   'damn': False,\n",
+       "   'lot': False,\n",
+       "   'away': False,\n",
+       "   'went': False,\n",
+       "   'old': False,\n",
+       "   'follow': False,\n",
+       "   'help': False,\n",
+       "   'guess': False,\n",
+       "   'keep': False,\n",
+       "   'house': False,\n",
+       "   'thought': False,\n",
+       "   'song': False,\n",
+       "   'made': False,\n",
+       "   'ever': False,\n",
+       "   'trying': False,\n",
+       "   'ya': False,\n",
+       "   'sun': False,\n",
+       "   'p': False,\n",
+       "   'bit': False,\n",
+       "   'hurt': False,\n",
+       "   'game': False,\n",
+       "   'finally': False,\n",
+       "   'maybe': False,\n",
+       "   'ready': False,\n",
+       "   'sound': False,\n",
+       "   'w': False,\n",
+       "   'big': True,\n",
+       "   'lost': False,\n",
+       "   'b': False,\n",
+       "   'nothing': False,\n",
+       "   'someone': False,\n",
+       "   'early': False,\n",
+       "   'summer': False,\n",
+       "   'tell': False,\n",
+       "   'hard': False,\n",
+       "   'also': False,\n",
+       "   'birthday': False,\n",
+       "   'r': False,\n",
+       "   'left': False,\n",
+       "   'mean': False,\n",
+       "   'missed': False,\n",
+       "   'ur': False,\n",
+       "   'th': False,\n",
+       "   'rain': False,\n",
+       "   'pic': False,\n",
+       "   'mom': False,\n",
+       "   'com': False,\n",
+       "   'party': False,\n",
+       "   'two': True,\n",
+       "   'glad': False,\n",
+       "   'world': False,\n",
+       "   'baby': False,\n",
+       "   'wow': False,\n",
+       "   'might': False,\n",
+       "   'bored': False,\n",
+       "   'call': False,\n",
+       "   'ta': False,\n",
+       "   'check': False,\n",
+       "   'late': False,\n",
+       "   'waiting': False,\n",
+       "   'car': False,\n",
+       "   'video': False,\n",
+       "   'stuff': False,\n",
+       "   'found': False,\n",
+       "   'yesterday': False,\n",
+       "   'said': False,\n",
+       "   'sunday': False,\n",
+       "   'luck': False,\n",
+       "   'saw': False,\n",
+       "   'amazing': False,\n",
+       "   'hot': False,\n",
+       "   'monday': False,\n",
+       "   'weather': False,\n",
+       "   'live': False,\n",
+       "   'many': False,\n",
+       "   'iphone': False,\n",
+       "   'doe': False,\n",
+       "   'exam': False,\n",
+       "   'thats': False,\n",
+       "   'play': False,\n",
+       "   'making': False,\n",
+       "   'may': False,\n",
+       "   'excited': False,\n",
+       "   'god': False,\n",
+       "   'dad': False,\n",
+       "   'family': False,\n",
+       "   'gone': False,\n",
+       "   'friday': False,\n",
+       "   'boy': False,\n",
+       "   'follower': False,\n",
+       "   'read': False,\n",
+       "   'funny': False,\n",
+       "   'hi': False,\n",
+       "   'since': False,\n",
+       "   'give': False,\n",
+       "   'poor': False,\n",
+       "   'enjoy': False,\n",
+       "   'job': False,\n",
+       "   'okay': False,\n",
+       "   'talk': False,\n",
+       "   'gt': False,\n",
+       "   'later': False,\n",
+       "   'head': False,\n",
+       "   'almost': False,\n",
+       "   'beautiful': False,\n",
+       "   'woke': False,\n",
+       "   'cold': False,\n",
+       "   'anything': False,\n",
+       "   'hear': False,\n",
+       "   'lunch': False,\n",
+       "   'missing': False,\n",
+       "   'put': False,\n",
+       "   'free': False,\n",
+       "   'try': False,\n",
+       "   'coming': False,\n",
+       "   'must': False,\n",
+       "   'end': False,\n",
+       "   'tho': False,\n",
+       "   'leave': False,\n",
+       "   'ugh': False,\n",
+       "   'till': False,\n",
+       "   'busy': False,\n",
+       "   'around': False,\n",
+       "   'food': False,\n",
+       "   'far': False,\n",
+       "   'book': False,\n",
+       "   'music': False,\n",
+       "   'cry': False,\n",
+       "   'headache': False,\n",
+       "   'cause': False,\n",
+       "   'use': False,\n",
+       "   'listening': False,\n",
+       "   'fan': False,\n",
+       "   'stop': False,\n",
+       "   'stay': False,\n",
+       "   'totally': False,\n",
+       "   'wanted': False,\n",
+       "   'place': False,\n",
+       "   'shit': False,\n",
+       "   'xx': False,\n",
+       "   'tv': False,\n",
+       "   'e': False,\n",
+       "   'picture': False,\n",
+       "   'update': False,\n",
+       "   'least': False,\n",
+       "   'sweet': False,\n",
+       "   'anyone': False,\n",
+       "   'lovely': False,\n",
+       "   'thinking': False,\n",
+       "   'forward': False,\n",
+       "   'aww': False,\n",
+       "   'g': False,\n",
+       "   'dog': False,\n",
+       "   'class': False,\n",
+       "   'actually': False,\n",
+       "   'everything': False,\n",
+       "   'eat': False,\n",
+       "   'mine': False,\n",
+       "   'playing': False,\n",
+       "   'cute': False,\n",
+       "   'hahaha': False,\n",
+       "   'kid': False,\n",
+       "   'dinner': False,\n",
+       "   'stupid': False,\n",
+       "   'sooo': False,\n",
+       "   'came': False,\n",
+       "   'word': False,\n",
+       "   'ill': False,\n",
+       "   'eating': False,\n",
+       "   'win': False,\n",
+       "   'hopefully': False,\n",
+       "   'finished': False,\n",
+       "   'welcome': False,\n",
+       "   'anymore': False,\n",
+       "   'minute': False,\n",
+       "   'every': False,\n",
+       "   'face': False,\n",
+       "   'idea': False,\n",
+       "   'hair': False,\n",
+       "   'without': False,\n",
+       "   'kinda': False,\n",
+       "   'month': False,\n",
+       "   'saturday': False,\n",
+       "   'c': False,\n",
+       "   'wrong': False,\n",
+       "   'super': False,\n",
+       "   'www': False,\n",
+       "   'final': False,\n",
+       "   'true': False,\n",
+       "   'reading': False,\n",
+       "   'hug': False,\n",
+       "   'probably': False,\n",
+       "   'photo': False,\n",
+       "   'buy': False,\n",
+       "   'hehe': False,\n",
+       "   'taking': False,\n",
+       "   'believe': False,\n",
+       "   'eye': False,\n",
+       "   'didnt': False,\n",
+       "   'name': False,\n",
+       "   'alone': False,\n",
+       "   'mind': False,\n",
+       "   'room': False,\n",
+       "   'either': False,\n",
+       "   'dream': False,\n",
+       "   'following': False,\n",
+       "   'able': False,\n",
+       "   'goodnight': False,\n",
+       "   'else': False,\n",
+       "   'lmao': False,\n",
+       "   'boo': False,\n",
+       "   'heard': False,\n",
+       "   'coffee': False,\n",
+       "   'outside': False,\n",
+       "   'real': False,\n",
+       "   'mileycyrus': False,\n",
+       "   'break': False,\n",
+       "   'part': False,\n",
+       "   'june': False,\n",
+       "   'computer': False,\n",
+       "   'forgot': False,\n",
+       "   'ticket': False,\n",
+       "   'blog': False,\n",
+       "   'post': False,\n",
+       "   'awww': False,\n",
+       "   'rest': False,\n",
+       "   'dude': False,\n",
+       "   'pm': False,\n",
+       "   'enough': False,\n",
+       "   'brother': False,\n",
+       "   'plan': False,\n",
+       "   'ð': False,\n",
+       "   'half': False,\n",
+       "   'using': False,\n",
+       "   'add': False,\n",
+       "   'stuck': False,\n",
+       "   'person': False,\n",
+       "   'text': False,\n",
+       "   'meet': False,\n",
+       "   'mother': False,\n",
+       "   'album': False,\n",
+       "   'study': False,\n",
+       "   'crazy': False,\n",
+       "   'hand': False,\n",
+       "   'send': False,\n",
+       "   'fine': False,\n",
+       "   'talking': False,\n",
+       "   'whole': False,\n",
+       "   'reply': False,\n",
+       "   'nite': False,\n",
+       "   'k': False,\n",
+       "   'seems': False,\n",
+       "   'run': False,\n",
+       "   'red': False,\n",
+       "   'took': False,\n",
+       "   'v': False,\n",
+       "   'seen': False,\n",
+       "   'trip': False,\n",
+       "   'full': False,\n",
+       "   'beach': False,\n",
+       "   'hello': False,\n",
+       "   'side': False,\n",
+       "   'loved': False,\n",
+       "   'news': False,\n",
+       "   'hit': False,\n",
+       "   'tried': False,\n",
+       "   'kind': False,\n",
+       "   'rock': False,\n",
+       "   'heart': False,\n",
+       "   'yea': False,\n",
+       "   'la': False,\n",
+       "   'shopping': False,\n",
+       "   'problem': False,\n",
+       "   'afternoon': False,\n",
+       "   'â': False,\n",
+       "   'pain': True,\n",
+       "   'change': False,\n",
+       "   'nap': False,\n",
+       "   'started': False,\n",
+       "   'used': False,\n",
+       "   'remember': False,\n",
+       "   'star': False,\n",
+       "   'boring': False,\n",
+       "   'course': False,\n",
+       "   'heading': False,\n",
+       "   'quite': False,\n",
+       "   'seeing': False,\n",
+       "   'hell': False,\n",
+       "   'train': False,\n",
+       "   'breakfast': False,\n",
+       "   'crap': False,\n",
+       "   'told': False,\n",
+       "   'english': False,\n",
+       "   'died': False,\n",
+       "   'sister': False,\n",
+       "   'fuck': False,\n",
+       "   'site': False,\n",
+       "   'instead': False,\n",
+       "   'leaving': False,\n",
+       "   'ipod': False,\n",
+       "   'money': False,\n",
+       "   'raining': False,\n",
+       "   'finish': False,\n",
+       "   'til': False,\n",
+       "   'anyway': False,\n",
+       "   'ah': False,\n",
+       "   'running': False,\n",
+       "   'concert': False,\n",
+       "   'soo': False,\n",
+       "   'facebook': False,\n",
+       "   'link': False,\n",
+       "   'sitting': False,\n",
+       "   'point': False,\n",
+       "   'jealous': False,\n",
+       "   'season': False,\n",
+       "   'bring': False,\n",
+       "   'ñ': False,\n",
+       "   'cuz': False,\n",
+       "   'awake': False,\n",
+       "   'mum': False,\n",
+       "   'reason': False,\n",
+       "   'studying': False,\n",
+       "   'pay': False,\n",
+       "   'cat': False,\n",
+       "   'wonder': False,\n",
+       "   'congrats': False,\n",
+       "   'ago': False,\n",
+       "   'xd': False,\n",
+       "   'page': False,\n",
+       "   'f': False,\n",
+       "   'bought': False,\n",
+       "   'store': False,\n",
+       "   'drink': False,\n",
+       "   'definitely': False,\n",
+       "   'couple': False,\n",
+       "   'evening': False,\n",
+       "   'chocolate': False,\n",
+       "   'btw': False,\n",
+       "   'soooo': False,\n",
+       "   'sunny': False,\n",
+       "   'sore': False,\n",
+       "   'drive': False,\n",
+       "   'shower': False,\n",
+       "   'st': False,\n",
+       "   'lucky': False,\n",
+       "   'aw': False,\n",
+       "   'test': False,\n",
+       "   'walk': False,\n",
+       "   'internet': False,\n",
+       "   'open': False,\n",
+       "   'water': False,\n",
+       "   'wake': False,\n",
+       "   'l': False,\n",
+       "   'office': False,\n",
+       "   'list': False,\n",
+       "   'watched': False,\n",
+       "   'team': False,\n",
+       "   'tommcfly': False,\n",
+       "   'clean': False,\n",
+       "   'enjoying': False,\n",
+       "   'hungry': False,\n",
+       "   'smile': False,\n",
+       "   'seriously': False,\n",
+       "   'move': False,\n",
+       "   'wont': False,\n",
+       "   'high': False,\n",
+       "   'asleep': False,\n",
+       "   'award': False,\n",
+       "   'fucking': False,\n",
+       "   'bout': False,\n",
+       "   'starting': False,\n",
+       "   'top': False,\n",
+       "   'moment': False,\n",
+       "   'dance': False,\n",
+       "   'project': False,\n",
+       "   'second': False,\n",
+       "   'park': False,\n",
+       "   'ask': False,\n",
+       "   'hr': False,\n",
+       "   'email': False,\n",
+       "   'church': False,\n",
+       "   'driving': False,\n",
+       "   'tea': False,\n",
+       "   'broke': False,\n",
+       "   'gym': False,\n",
+       "   'ride': False,\n",
+       "   'le': False,\n",
+       "   'loving': False,\n",
+       "   'meeting': False,\n",
+       "   'worth': False,\n",
+       "   'fail': False,\n",
+       "   'black': False,\n",
+       "   'close': False,\n",
+       "   'visit': False,\n",
+       "   'sigh': False,\n",
+       "   'ate': False,\n",
+       "   'online': False,\n",
+       "   'number': False,\n",
+       "   'vote': False,\n",
+       "   'bye': False,\n",
+       "   'hang': False,\n",
+       "   'wonderful': False,\n",
+       "   'youtube': False,\n",
+       "   'care': False,\n",
+       "   'co': False,\n",
+       "   'cut': False,\n",
+       "   'drinking': False,\n",
+       "   'horrible': False,\n",
+       "   'ddlovato': False,\n",
+       "   'shirt': False,\n",
+       "   'ice': False,\n",
+       "   'saying': False,\n",
+       "   'answer': False,\n",
+       "   'date': False,\n",
+       "   'dear': False,\n",
+       "   'agree': False,\n",
+       "   'j': False,\n",
+       "   'set': False,\n",
+       "   'town': False,\n",
+       "   'da': False,\n",
+       "   'wear': False,\n",
+       "   'happened': False,\n",
+       "   'line': False,\n",
+       "   'parent': False,\n",
+       "   'worse': False,\n",
+       "   'min': False,\n",
+       "   'longer': False,\n",
+       "   'lady': False,\n",
+       "   'together': False,\n",
+       "   'cream': False,\n",
+       "   'worry': False,\n",
+       "   'goin': False,\n",
+       "   'followfriday': False,\n",
+       "   'fast': False,\n",
+       "   'forget': False,\n",
+       "   'fb': False,\n",
+       "   'doesnt': False,\n",
+       "   'broken': False,\n",
+       "   'wtf': False,\n",
+       "   'turn': False,\n",
+       "   'unfortunately': False,\n",
+       "   'chance': False,\n",
+       "   'favorite': False,\n",
+       "   'spent': False,\n",
+       "   'fall': False,\n",
+       "   'air': False,\n",
+       "   'idk': False,\n",
+       "   'slept': False,\n",
+       "   'sometimes': False,\n",
+       "   'rainy': False,\n",
+       "   'question': False,\n",
+       "   'laptop': False,\n",
+       "   'tweeting': False,\n",
+       "   'tuesday': False,\n",
+       "   'earlier': False,\n",
+       "   'mood': False,\n",
+       "   'slow': False,\n",
+       "   'hoping': False,\n",
+       "   'thx': False,\n",
+       "   'h': False,\n",
+       "   'absolutely': False,\n",
+       "   'mr': False,\n",
+       "   'ahh': False,\n",
+       "   'cleaning': False,\n",
+       "   'via': False,\n",
+       "   'holiday': False,\n",
+       "   'happen': False,\n",
+       "   'wishing': False,\n",
+       "   'taken': False,\n",
+       "   'pool': False,\n",
+       "   'episode': False,\n",
+       "   'garden': False,\n",
+       "   'homework': False,\n",
+       "   'website': False,\n",
+       "   'sleeping': False,\n",
+       "   'airport': False,\n",
+       "   'especially': False,\n",
+       "   'business': False,\n",
+       "   'perfect': False,\n",
+       "   'em': False,\n",
+       "   'fell': False,\n",
+       "   'nd': False,\n",
+       "   'upset': False,\n",
+       "   'small': False,\n",
+       "   'city': False,\n",
+       "   'chat': False,\n",
+       "   'knew': False,\n",
+       "   'foot': False,\n",
+       "   'chicken': False,\n",
+       "   '½': False,\n",
+       "   'father': False,\n",
+       "   'throat': False,\n",
+       "   'mac': False,\n",
+       "   'weird': False,\n",
+       "   'window': False,\n",
+       "   'passed': False,\n",
+       "   'son': False,\n",
+       "   'story': False,\n",
+       "   'tour': False,\n",
+       "   'message': False,\n",
+       "   'shop': False,\n",
+       "   'wednesday': False,\n",
+       "   'due': False,\n",
+       "   'bbq': False,\n",
+       "   'listen': False,\n",
+       "   'sleepy': False,\n",
+       "   'woman': False,\n",
+       "   'company': False,\n",
+       "   'sunshine': False,\n",
+       "   'met': False,\n",
+       "   'short': False,\n",
+       "   'comment': False,\n",
+       "   'mad': False,\n",
+       "   'understand': False,\n",
+       "   'gave': False,\n",
+       "   'pc': False,\n",
+       "   'hubby': False,\n",
+       "   'different': False,\n",
+       "   'havent': False,\n",
+       "   'account': False,\n",
+       "   'note': False,\n",
+       "   'seem': False,\n",
+       "   'scared': False,\n",
+       "   'bag': False,\n",
+       "   'alright': False,\n",
+       "   'cup': False,\n",
+       "   'ive': False,\n",
+       "   'leg': False,\n",
+       "   'green': False,\n",
+       "   'interesting': False,\n",
+       "   'bus': False,\n",
+       "   'past': False,\n",
+       "   'glass': False,\n",
+       "   'worst': False,\n",
+       "   'power': False,\n",
+       "   'plz': False,\n",
+       "   'math': False,\n",
+       "   'white': False,\n",
+       "   'support': False,\n",
+       "   'nope': False,\n",
+       "   'sat': False,\n",
+       "   'moon': False,\n",
+       "   'hangover': False,\n",
+       "   'moving': False,\n",
+       "   'taylor': False,\n",
+       "   'touch': False,\n",
+       "   'order': False,\n",
+       "   'jonas': False,\n",
+       "   'pick': False,\n",
+       "   'forever': False,\n",
+       "   'tom': False,\n",
+       "   'dead': False,\n",
+       "   'shoot': False,\n",
+       "   'called': False,\n",
+       "   'bitch': False,\n",
+       "   'rather': False,\n",
+       "   'catch': False,\n",
+       "   'bet': False,\n",
+       "   'officially': False,\n",
+       "   'vip': False,\n",
+       "   'writing': False,\n",
+       "   'si': False,\n",
+       "   'lil': False,\n",
+       "   'worried': False,\n",
+       "   'xoxo': False,\n",
+       "   'write': False,\n",
+       "   'graduation': False,\n",
+       "   'liked': False,\n",
+       "   'except': False,\n",
+       "   'bday': False,\n",
+       "   'gay': False,\n",
+       "   'dang': False,\n",
+       "   'cousin': False,\n",
+       "   'load': False,\n",
+       "   'myspace': False,\n",
+       "   'sent': False,\n",
+       "   'fix': False,\n",
+       "   'ahhh': False,\n",
+       "   'fly': False,\n",
+       "   'blue': False,\n",
+       "   'college': False,\n",
+       "   'gorgeous': False,\n",
+       "   'special': False,\n",
+       "   'kill': False,\n",
+       "   'apple': False,\n",
+       "   'interview': False,\n",
+       "   'fight': False,\n",
+       "   'everybody': False,\n",
+       "   'dress': False,\n",
+       "   'box': False,\n",
+       "   'bro': False,\n",
+       "   'case': False,\n",
+       "   'july': False,\n",
+       "   'cake': False,\n",
+       "   'three': False,\n",
+       "   'hmm': False,\n",
+       "   'deal': False,\n",
+       "   'ouch': False,\n",
+       "   'inside': False,\n",
+       "   'yep': False,\n",
+       "   'random': False,\n",
+       "   'meant': False,\n",
+       "   'profile': False,\n",
+       "   'mtv': False,\n",
+       "   'wedding': False,\n",
+       "   'clothes': False,\n",
+       "   'band': False,\n",
+       "   'issue': False,\n",
+       "   'apparently': False,\n",
+       "   'lonely': False,\n",
+       "   'age': False,\n",
+       "   'shall': False,\n",
+       "   'flight': False,\n",
+       "   'yr': False,\n",
+       "   'supposed': False,\n",
+       "   'david': False,\n",
+       "   'living': False,\n",
+       "   'needed': False,\n",
+       "   'london': False,\n",
+       "   'laugh': False,\n",
+       "   'sign': False,\n",
+       "   'finger': False,\n",
+       "   'beer': False,\n",
+       "   'itunes': False,\n",
+       "   'played': False,\n",
+       "   'tear': False,\n",
+       "   'ppl': False,\n",
+       "   'body': False,\n",
+       "   'paper': False,\n",
+       "   'group': False,\n",
+       "   'looked': False,\n",
+       "   'sadly': False,\n",
+       "   'bloody': False,\n",
+       "   'club': False,\n",
+       "   'web': False,\n",
+       "   'vacation': False,\n",
+       "   'jonasbrothers': False,\n",
+       "   'uk': False,\n",
+       "   'version': False,\n",
+       "   'huge': False,\n",
+       "   'sooooo': False,\n",
+       "   'lakers': False,\n",
+       "   'germany': False,\n",
+       "   'save': False,\n",
+       "   'hanging': False,\n",
+       "   'shoe': False,\n",
+       "   'fantastic': False,\n",
+       "   'wine': False,\n",
+       "   'sort': False,\n",
+       "   'none': False,\n",
+       "   'twilight': False,\n",
+       "   'shot': False,\n",
+       "   'thursday': False,\n",
+       "   'confused': False,\n",
+       "   'sale': False,\n",
+       "   'goodbye': False,\n",
+       "   'round': False,\n",
+       "   'lame': False,\n",
+       "   'cheer': False,\n",
+       "   'singing': False,\n",
+       "   'promise': False,\n",
+       "   'drop': False,\n",
+       "   'nose': False,\n",
+       "   'whats': False,\n",
+       "   'babe': False,\n",
+       "   'xxx': False,\n",
+       "   'lesson': False,\n",
+       "   'camera': False,\n",
+       "   'download': False,\n",
+       "   'info': False,\n",
+       "   'fair': False,\n",
+       "   'yummy': False,\n",
+       "   'french': False,\n",
+       "   'miley': False,\n",
+       "   'light': False,\n",
+       "   'asked': False,\n",
+       "   'lazy': False,\n",
+       "   'indeed': False,\n",
+       "   'along': False,\n",
+       "   'quick': False,\n",
+       "   'ã': False,\n",
+       "   'door': False,\n",
+       "   'sit': False,\n",
+       "   'yup': False,\n",
+       "   'street': False,\n",
+       "   'mile': False,\n",
+       "   'dm': False,\n",
+       "   'jus': False,\n",
+       "   'giving': False,\n",
+       "   'ear': False,\n",
+       "   'service': False,\n",
+       "   'low': False,\n",
+       "   'relaxing': False,\n",
+       "   'radio': False,\n",
+       "   'arm': False,\n",
+       "   'future': False,\n",
+       "   'proud': False,\n",
+       "   'fact': False,\n",
+       "   'learn': False,\n",
+       "   'easy': False,\n",
+       "   'child': False,\n",
+       "   'kitty': False,\n",
+       "   'hold': False,\n",
+       "   'mark': False,\n",
+       "   'peep': False,\n",
+       "   'wearing': False,\n",
+       "   'luv': False,\n",
+       "   'south': False,\n",
+       "   'road': False,\n",
+       "   'smell': False,\n",
+       "   'exciting': False,\n",
+       "   'currently': False,\n",
+       "   'warm': False,\n",
+       "   'puppy': False,\n",
+       "   'packing': False,\n",
+       "   'google': False,\n",
+       "   'exactly': False,\n",
+       "   'share': False,\n",
+       "   'decided': False,\n",
+       "   'voice': False,\n",
+       "   'fat': False,\n",
+       "   'mommy': False,\n",
+       "   'realize': False,\n",
+       "   'join': False,\n",
+       "   'nearly': False,\n",
+       "   'bb': False,\n",
+       "   'whatever': False,\n",
+       "   'woo': False,\n",
+       "   'spend': False,\n",
+       "   'stand': False,\n",
+       "   'enjoyed': False,\n",
+       "   'tweeps': False,\n",
+       "   'sold': False,\n",
+       "   'gettin': False,\n",
+       "   'fever': False,\n",
+       "   'paid': False,\n",
+       "   'beat': False,\n",
+       "   'pink': False,\n",
+       "   'mall': False,\n",
+       "   'gunna': False,\n",
+       "   'ï': False,\n",
+       "   'freaking': False,\n",
+       "   'snow': False,\n",
+       "   'hospital': False,\n",
+       "   'cheese': False,\n",
+       "   'nobody': False,\n",
+       "   'wondering': False,\n",
+       "   'plane': False,\n",
+       "   'shame': False,\n",
+       "   'search': False,\n",
+       "   'ended': False,\n",
+       "   'helping': False,\n",
+       "   'safe': False,\n",
+       "   'staying': False,\n",
+       "   'storm': False,\n",
+       "   'fam': False,\n",
+       "   'z': False,\n",
+       "   'sing': False,\n",
+       "   'view': False,\n",
+       "   'yo': False,\n",
+       "   'card': False,\n",
+       "   'stick': False,\n",
+       "   'joe': False,\n",
+       "   'matter': False,\n",
+       "   'delicious': False,\n",
+       "   'cook': False,\n",
+       "   'country': False,\n",
+       "   'hill': False,\n",
+       "   'peace': False,\n",
+       "   'worked': False,\n",
+       "   'race': False,\n",
+       "   'boot': False,\n",
+       "   'figure': False,\n",
+       "   'vega': False,\n",
+       "   'france': False,\n",
+       "   'wit': False,\n",
+       "   'topic': False,\n",
+       "   'spot': False,\n",
+       "   'cover': False,\n",
+       "   'afford': False,\n",
+       "   'floor': False,\n",
+       "   'bike': False,\n",
+       "   'starbucks': False,\n",
+       "   'hahah': False,\n",
+       "   'tummy': False,\n",
+       "   'trouble': False,\n",
+       "   'mouth': False,\n",
+       "   'ran': False,\n",
+       "   'drunk': False,\n",
+       "   'lately': False,\n",
+       "   'joke': False,\n",
+       "   'bird': False,\n",
+       "   'flu': False,\n",
+       "   'showing': False,\n",
+       "   'mail': False,\n",
+       "   'turned': False,\n",
+       "   'men': False,\n",
+       "   'taste': False,\n",
+       "   'gosh': False,\n",
+       "   'bar': False,\n",
+       "   'changed': False,\n",
+       "   'fish': False,\n",
+       "   'stopped': False,\n",
+       "   'wife': False,\n",
+       "   'alot': False,\n",
+       "   'tweetdeck': False,\n",
+       "   'magic': False,\n",
+       "   'brilliant': False,\n",
+       "   'cooking': False,\n",
+       "   'state': False,\n",
+       "   'design': False,\n",
+       "   'film': False,\n",
+       "   'tan': False,\n",
+       "   'isnt': False,\n",
+       "   'nail': False,\n",
+       "   'bummed': False,\n",
+       "   'prob': False,\n",
+       "   'happens': False,\n",
+       "   'eh': False,\n",
+       "   'type': False,\n",
+       "   'young': False,\n",
+       "   'honey': False,\n",
+       "   'price': False,\n",
+       "   'disappointed': False,\n",
+       "   'sky': False,\n",
+       "   'ring': False,\n",
+       "   'surprise': False,\n",
+       "   'self': False,\n",
+       "   'depressing': False,\n",
+       "   'sexy': False,\n",
+       "   'cd': False,\n",
+       "   'woot': False,\n",
+       "   'pop': False,\n",
+       "   'piece': False,\n",
+       "   'degree': False,\n",
+       "   'chillin': False,\n",
+       "   'hilarious': False,\n",
+       "   'rip': False,\n",
+       "   'updated': False,\n",
+       "   'ohh': False,\n",
+       "   'boyfriend': False,\n",
+       "   'awwww': False,\n",
+       "   'hun': False,\n",
+       "   'crappy': False,\n",
+       "   'er': False,\n",
+       "   'although': False,\n",
+       "   'death': False,\n",
+       "   'lake': False,\n",
+       "   'ahead': False,\n",
+       "   'art': False,\n",
+       "   'watchin': False,\n",
+       "   'scary': False,\n",
+       "   'annoying': False,\n",
+       "   'event': False,\n",
+       "   'plus': False,\n",
+       "   'ff': False,\n",
+       "   'major': False,\n",
+       "   'afraid': False,\n",
+       "   'pissed': False,\n",
+       "   'wat': False,\n",
+       "   'huh': False,\n",
+       "   'secret': False,\n",
+       "   'others': False,\n",
+       "   'land': False,\n",
+       "   'caught': False,\n",
+       "   'closed': False,\n",
+       "   'kiss': False,\n",
+       "   'trek': False,\n",
+       "   'code': False,\n",
+       "   'mobile': False,\n",
+       "   'knee': False,\n",
+       "   ...},\n",
+       "  0)]"
+      ]
+     },
+     "execution_count": 48,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Create a list to hold the features in the required format\n",
+    "feature_list = []\n",
+    "\n",
+    "# Iterate through each document (row) in the matrix\n",
+    "for i in range(dtm_dense.shape[0]):\n",
+    "\n",
+    "    # Create a dictionary for the document's word features\n",
+    "    document_dict = {word: (count > 0) for word, count in zip(top_words, dtm_dense[i, :])}\n",
+    "    \n",
+    "    # Add the document's feature dictionary and sentiment label as a tuple to the feature_list\n",
+    "    feature_list.append((document_dict, sentiment_labels[i]))\n",
+    "\n",
+    "feature_list"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Explanation\n",
+    "\n",
+    "DTM: Document-Term Matrix\n",
+    "\n",
+    "DTM stands for Document-Term Matrix. It's a fundamental data structure used in text analysis and natural language processing (NLP).  Here's how it works:\n",
+    "\n",
+    "Documents: Each row in the matrix represents a single document (in your case, a tweet).\n",
+    "Terms: Each column represents a unique word (term) from your vocabulary (the top 5000 words in your case).\n",
+    "Values: The values in the matrix are the frequencies of each word in each document.\n",
+    "In simpler terms, a DTM shows you how many times each word appears in each document.\n",
+    "\n",
+    "True/False in the feature_list:\n",
+    "\n",
+    "The True/False values you see in the feature_list are a slightly different representation of the DTM.  Instead of raw word counts, they indicate the presence or absence of each word in a document:\n",
+    "\n",
+    "True: The word is present in the document.\n",
+    "False: The word is absent from the document.\n",
+    "This binary representation is often used for text classification tasks because it focuses on whether a word appears at all, rather than how many times it appears.  It makes the features more suitable for algorithms like Naive Bayes that often work well with categorical data."
    ]
   },
   {
@@ -210,11 +5047,62 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 49,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Most Informative Features:\n",
+      "Most Informative Features\n",
+      "                     ugh = True                0 : 1      =     23.3 : 1.0\n",
+      "                   upset = True                0 : 1      =     22.6 : 1.0\n",
+      "                   sadly = True                0 : 1      =     17.2 : 1.0\n",
+      "                   broke = True                0 : 1      =     15.6 : 1.0\n",
+      "                    poor = True                0 : 1      =     15.5 : 1.0\n",
+      "                congrats = True                1 : 0      =     14.8 : 1.0\n",
+      "                    died = True                0 : 1      =     14.0 : 1.0\n",
+      "                     sad = True                0 : 1      =     12.9 : 1.0\n",
+      "                   burnt = True                0 : 1      =     11.8 : 1.0\n",
+      "              depressing = True                0 : 1      =     11.1 : 1.0\n"
+     ]
+    }
+   ],
+   "source": [
+    "from nltk.classify import NaiveBayesClassifier\n",
+    "from sklearn.model_selection import train_test_split\n",
+    "\n",
+    "# Splitting the data into training and test sets\n",
+    "train_set, test_set = train_test_split(feature_list, test_size=0.2, random_state=42)\n",
+    "\n",
+    "# Training the Naive Bayes classifier\n",
+    "classifier = NaiveBayesClassifier.train(train_set)\n",
+    "\n",
+    "# Displaying the most informative features\n",
+    "classifier.show_most_informative_features(10)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
    "metadata": {},
-   "outputs": [],
    "source": [
-    "# your code here"
+    "#### Explanation\n",
+    "The output above provides insights into which words are most helpful in classifying your tweets as positive (1) or negative (0).\n",
+    "\n",
+    "Here's a breakdown of what each part means:\n",
+    "\n",
+    "E.g:       ugh = True               0 : 1      =     23.3 : 1.0\n",
+    "ugh = True: This means the presence of the word \"ugh\" in a tweet.\n",
+    "0 : 1: This indicates the sentiment categories being compared:\n",
+    "0: Negative sentiment\n",
+    "1: Positive sentiment\n",
+    "23.3 : 1.0: This is the likelihood ratio. It tells you how much more likely the word \"ugh\" is to appear in a negative tweet compared to a positive tweet.\n",
+    "Interpreting the Likelihood Ratio:\n",
+    "\n",
+    "A likelihood ratio of 23.3 : 1.0 means that the word \"ugh\" is 23.3 times more likely to appear in a negative tweet than in a positive tweet.  This suggests that \"ugh\" is a strong indicator of negative sentiment."
    ]
   },
   {
@@ -230,11 +5118,28 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 50,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.726"
+      ]
+     },
+     "execution_count": 50,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "# your code here"
+    "accuracy = nltk.classify.accuracy(classifier, test_set)\n",
+    "\n",
+    "accuracy\n",
+    "\n",
+    "#Yey!\n",
+    "# An accuracy of 0.726 means that the classifier correctly predicted the sentiment of 72.6% of the tweets in the test set.  \n",
+    "# In other words, for every 100 tweets the model was given, it got about ~73 of them right."
    ]
   },
   {
@@ -298,7 +5203,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
    "name": "python3"
   },
@@ -312,7 +5217,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.3"
+   "version": "3.11.5"
   }
  },
  "nbformat": 4,