spam ham classification.ipynb

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     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
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       "\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>v1</th>\n",
       "      <th>v2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ham</td>\n",
       "      <td>Go until jurong point, crazy.. Available only ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ham</td>\n",
       "      <td>Ok lar... Joking wif u oni...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>spam</td>\n",
       "      <td>Free entry in 2 a wkly comp to win FA Cup fina...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ham</td>\n",
       "      <td>U dun say so early hor... U c already then say...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ham</td>\n",
       "      <td>Nah I don't think he goes to usf, he lives aro...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>spam</td>\n",
       "      <td>FreeMsg Hey there darling it's been 3 week's n...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>ham</td>\n",
       "      <td>Even my brother is not like to speak with me. ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>ham</td>\n",
       "      <td>As per your request 'Melle Melle (Oru Minnamin...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>spam</td>\n",
       "      <td>WINNER!! As a valued network customer you have...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>spam</td>\n",
       "      <td>Had your mobile 11 months or more? U R entitle...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>ham</td>\n",
       "      <td>I'm gonna be home soon and i don't want to tal...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>spam</td>\n",
       "      <td>SIX chances to win CASH! From 100 to 20,000 po...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>spam</td>\n",
       "      <td>URGENT! You have won a 1 week FREE membership ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>ham</td>\n",
       "      <td>I've been searching for the right words to tha...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>ham</td>\n",
       "      <td>I HAVE A DATE ON SUNDAY WITH WILL!!</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>spam</td>\n",
       "      <td>XXXMobileMovieClub: To use your credit, click ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>ham</td>\n",
       "      <td>Oh k...i'm watching here:)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>ham</td>\n",
       "      <td>Eh u remember how 2 spell his name... Yes i di...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>ham</td>\n",
       "      <td>Fine if thatåÕs the way u feel. ThatåÕs the wa...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>spam</td>\n",
       "      <td>England v Macedonia - dont miss the goals/team...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>ham</td>\n",
       "      <td>Is that seriously how you spell his name?</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>ham</td>\n",
       "      <td>IÛ÷m going to try for 2 months ha ha only joking</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>ham</td>\n",
       "      <td>So Ì_ pay first lar... Then when is da stock c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>ham</td>\n",
       "      <td>Aft i finish my lunch then i go str down lor. ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>ham</td>\n",
       "      <td>Ffffffffff. Alright no way I can meet up with ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>ham</td>\n",
       "      <td>Just forced myself to eat a slice. I'm really ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>ham</td>\n",
       "      <td>Lol your always so convincing.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>ham</td>\n",
       "      <td>Did you catch the bus ? Are you frying an egg ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>ham</td>\n",
       "      <td>I'm back &amp;amp; we're packing the car now, I'll...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>ham</td>\n",
       "      <td>Ahhh. Work. I vaguely remember that! What does...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>ham</td>\n",
       "      <td>Wah lucky man... Then can save money... Hee...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>ham</td>\n",
       "      <td>Finished class where are you.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>ham</td>\n",
       "      <td>HI BABE IM AT HOME NOW WANNA DO SOMETHING? XX</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>ham</td>\n",
       "      <td>K..k:)where are you?how did you performed?</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>ham</td>\n",
       "      <td>U can call me now...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>ham</td>\n",
       "      <td>I am waiting machan. Call me once you free.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>ham</td>\n",
       "      <td>Thats cool. i am a gentleman and will treat yo...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>ham</td>\n",
       "      <td>I like you peoples very much:) but am very shy...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>ham</td>\n",
       "      <td>Does not operate after  &amp;lt;#&amp;gt;  or what</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>ham</td>\n",
       "      <td>Its not the same here. Still looking for a job...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>ham</td>\n",
       "      <td>Sorry, I'll call later</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>ham</td>\n",
       "      <td>K. Did you call me just now ah?</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>ham</td>\n",
       "      <td>Ok i am on the way to home hi hi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>ham</td>\n",
       "      <td>You will be in the place of that man</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>ham</td>\n",
       "      <td>Yup next stop.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>ham</td>\n",
       "      <td>I call you later, don't have network. If urgnt...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>ham</td>\n",
       "      <td>For real when u getting on yo? I only need 2 m...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>ham</td>\n",
       "      <td>Yes I started to send requests to make it but ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>ham</td>\n",
       "      <td>I'm really not up to it still tonight babe</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>ham</td>\n",
       "      <td>Ela kano.,il download, come wen ur free..</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>ham</td>\n",
       "      <td>Yeah do! DonÛ÷t stand to close tho- youÛ÷ll ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>ham</td>\n",
       "      <td>Sorry to be a pain. Is it ok if we meet anothe...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>ham</td>\n",
       "      <td>Smile in Pleasure Smile in Pain Smile when tro...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>spam</td>\n",
       "      <td>Please call our customer service representativ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>ham</td>\n",
       "      <td>Havent planning to buy later. I check already ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>spam</td>\n",
       "      <td>Your free ringtone is waiting to be collected....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>ham</td>\n",
       "      <td>Watching telugu movie..wat abt u?</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>ham</td>\n",
       "      <td>i see. When we finish we have loads of loans t...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>ham</td>\n",
       "      <td>Hi. Wk been ok - on hols now! Yes on for a bit...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>ham</td>\n",
       "      <td>Please don't text me anymore. I have nothing e...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      v1                                                 v2\n",
       "0    ham  Go until jurong point, crazy.. Available only ...\n",
       "1    ham                      Ok lar... Joking wif u oni...\n",
       "2   spam  Free entry in 2 a wkly comp to win FA Cup fina...\n",
       "3    ham  U dun say so early hor... U c already then say...\n",
       "4    ham  Nah I don't think he goes to usf, he lives aro...\n",
       "5   spam  FreeMsg Hey there darling it's been 3 week's n...\n",
       "6    ham  Even my brother is not like to speak with me. ...\n",
       "7    ham  As per your request 'Melle Melle (Oru Minnamin...\n",
       "8   spam  WINNER!! As a valued network customer you have...\n",
       "9   spam  Had your mobile 11 months or more? U R entitle...\n",
       "10   ham  I'm gonna be home soon and i don't want to tal...\n",
       "11  spam  SIX chances to win CASH! From 100 to 20,000 po...\n",
       "12  spam  URGENT! You have won a 1 week FREE membership ...\n",
       "13   ham  I've been searching for the right words to tha...\n",
       "14   ham                I HAVE A DATE ON SUNDAY WITH WILL!!\n",
       "15  spam  XXXMobileMovieClub: To use your credit, click ...\n",
       "16   ham                         Oh k...i'm watching here:)\n",
       "17   ham  Eh u remember how 2 spell his name... Yes i di...\n",
       "18   ham  Fine if thatåÕs the way u feel. ThatåÕs the wa...\n",
       "19  spam  England v Macedonia - dont miss the goals/team...\n",
       "20   ham          Is that seriously how you spell his name?\n",
       "21   ham  IÛ÷m going to try for 2 months ha ha only joking\n",
       "22   ham  So Ì_ pay first lar... Then when is da stock c...\n",
       "23   ham  Aft i finish my lunch then i go str down lor. ...\n",
       "24   ham  Ffffffffff. Alright no way I can meet up with ...\n",
       "25   ham  Just forced myself to eat a slice. I'm really ...\n",
       "26   ham                     Lol your always so convincing.\n",
       "27   ham  Did you catch the bus ? Are you frying an egg ...\n",
       "28   ham  I'm back &amp; we're packing the car now, I'll...\n",
       "29   ham  Ahhh. Work. I vaguely remember that! What does...\n",
       "..   ...                                                ...\n",
       "70   ham     Wah lucky man... Then can save money... Hee...\n",
       "71   ham                      Finished class where are you.\n",
       "72   ham      HI BABE IM AT HOME NOW WANNA DO SOMETHING? XX\n",
       "73   ham         K..k:)where are you?how did you performed?\n",
       "74   ham                               U can call me now...\n",
       "75   ham        I am waiting machan. Call me once you free.\n",
       "76   ham  Thats cool. i am a gentleman and will treat yo...\n",
       "77   ham  I like you peoples very much:) but am very shy...\n",
       "78   ham         Does not operate after  &lt;#&gt;  or what\n",
       "79   ham  Its not the same here. Still looking for a job...\n",
       "80   ham                             Sorry, I'll call later\n",
       "81   ham                   K. Did you call me just now ah? \n",
       "82   ham                   Ok i am on the way to home hi hi\n",
       "83   ham               You will be in the place of that man\n",
       "84   ham                                     Yup next stop.\n",
       "85   ham  I call you later, don't have network. If urgnt...\n",
       "86   ham  For real when u getting on yo? I only need 2 m...\n",
       "87   ham  Yes I started to send requests to make it but ...\n",
       "88   ham         I'm really not up to it still tonight babe\n",
       "89   ham          Ela kano.,il download, come wen ur free..\n",
       "90   ham  Yeah do! DonÛ÷t stand to close tho- youÛ÷ll ...\n",
       "91   ham  Sorry to be a pain. Is it ok if we meet anothe...\n",
       "92   ham  Smile in Pleasure Smile in Pain Smile when tro...\n",
       "93  spam  Please call our customer service representativ...\n",
       "94   ham  Havent planning to buy later. I check already ...\n",
       "95  spam  Your free ringtone is waiting to be collected....\n",
       "96   ham                  Watching telugu movie..wat abt u?\n",
       "97   ham  i see. When we finish we have loads of loans t...\n",
       "98   ham  Hi. Wk been ok - on hols now! Yes on for a bit...\n",
       "99   ham  Please don't text me anymore. I have nothing e...\n",
       "\n",
       "[100 rows x 2 columns]"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "original_df = pd.read_csv(\"C:/Users/sourav singh/Documents/dataset/spam.csv\", encoding='latin-1')\n",
    "original_df.drop(['Unnamed: 2','Unnamed: 3','Unnamed: 4'],axis=1,inplace=True)\n",
    "original_df.head(100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 5572 entries, 0 to 5571\n",
      "Data columns (total 2 columns):\n",
      "v1    5572 non-null object\n",
      "v2    5572 non-null object\n",
      "dtypes: object(2)\n",
      "memory usage: 87.1+ KB\n"
     ]
    }
   ],
   "source": [
    "original_df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "      ham\n",
      "0       1\n",
      "1       1\n",
      "2       0\n",
      "3       1\n",
      "4       1\n",
      "5       0\n",
      "6       1\n",
      "7       1\n",
      "8       0\n",
      "9       0\n",
      "10      1\n",
      "11      0\n",
      "12      0\n",
      "13      1\n",
      "14      1\n",
      "15      0\n",
      "16      1\n",
      "17      1\n",
      "18      1\n",
      "19      0\n",
      "20      1\n",
      "21      1\n",
      "22      1\n",
      "23      1\n",
      "24      1\n",
      "25      1\n",
      "26      1\n",
      "27      1\n",
      "28      1\n",
      "29      1\n",
      "...   ...\n",
      "5542    1\n",
      "5543    1\n",
      "5544    1\n",
      "5545    1\n",
      "5546    1\n",
      "5547    0\n",
      "5548    1\n",
      "5549    1\n",
      "5550    1\n",
      "5551    1\n",
      "5552    1\n",
      "5553    1\n",
      "5554    1\n",
      "5555    1\n",
      "5556    1\n",
      "5557    1\n",
      "5558    1\n",
      "5559    1\n",
      "5560    1\n",
      "5561    1\n",
      "5562    1\n",
      "5563    1\n",
      "5564    1\n",
      "5565    1\n",
      "5566    0\n",
      "5567    0\n",
      "5568    1\n",
      "5569    1\n",
      "5570    1\n",
      "5571    1\n",
      "\n",
      "[5572 rows x 1 columns]\n"
     ]
    }
   ],
   "source": [
    "dummy_ham_spam = pd.get_dummies(original_df.v1)\n",
    "dummy_ham = dummy_ham_spam.drop(['spam'],axis=1)\n",
    "print(dummy_ham)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ham</th>\n",
       "      <th>spam</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
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       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5542</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5543</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5544</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5545</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5546</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5547</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5548</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5549</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5550</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5551</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5552</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5553</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5554</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5555</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5556</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5557</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5558</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5559</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5560</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5561</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5562</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5563</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5564</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5565</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5566</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5567</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5568</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5569</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5570</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5571</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5572 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      ham  spam\n",
       "0       1     0\n",
       "1       1     0\n",
       "2       0     1\n",
       "3       1     0\n",
       "4       1     0\n",
       "5       0     1\n",
       "6       1     0\n",
       "7       1     0\n",
       "8       0     1\n",
       "9       0     1\n",
       "10      1     0\n",
       "11      0     1\n",
       "12      0     1\n",
       "13      1     0\n",
       "14      1     0\n",
       "15      0     1\n",
       "16      1     0\n",
       "17      1     0\n",
       "18      1     0\n",
       "19      0     1\n",
       "20      1     0\n",
       "21      1     0\n",
       "22      1     0\n",
       "23      1     0\n",
       "24      1     0\n",
       "25      1     0\n",
       "26      1     0\n",
       "27      1     0\n",
       "28      1     0\n",
       "29      1     0\n",
       "...   ...   ...\n",
       "5542    1     0\n",
       "5543    1     0\n",
       "5544    1     0\n",
       "5545    1     0\n",
       "5546    1     0\n",
       "5547    0     1\n",
       "5548    1     0\n",
       "5549    1     0\n",
       "5550    1     0\n",
       "5551    1     0\n",
       "5552    1     0\n",
       "5553    1     0\n",
       "5554    1     0\n",
       "5555    1     0\n",
       "5556    1     0\n",
       "5557    1     0\n",
       "5558    1     0\n",
       "5559    1     0\n",
       "5560    1     0\n",
       "5561    1     0\n",
       "5562    1     0\n",
       "5563    1     0\n",
       "5564    1     0\n",
       "5565    1     0\n",
       "5566    0     1\n",
       "5567    0     1\n",
       "5568    1     0\n",
       "5569    1     0\n",
       "5570    1     0\n",
       "5571    1     0\n",
       "\n",
       "[5572 rows x 2 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dummy_ham_spam"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ham     4825\n",
      "spam     747\n",
      "Name: v1, dtype: int64\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1b493369ac8>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "%matplotlib inline\n",
    "# sns.distplot(dummy_ham_spam['ham','spam'], kde=False,hist = True, color='blue')\n",
    "print(original_df['v1'].value_counts())\n",
    "sns.countplot(original_df.v1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1b493088e10>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "original_df[\"v1\"].value_counts().plot(kind = 'pie', explode = [0, 0.1], figsize = (6, 6), autopct = '%1.1f%%', shadow = True)\n",
    "plt.ylabel(\"Spam vs Ham\")\n",
    "plt.legend([\"Ham\", \"Spam\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import re  \n",
    "  \n",
    "# Natural Language Tool Kit \n",
    "import nltk  \n",
    "  \n",
    "# to remove stopword \n",
    "from nltk.corpus import stopwords \n",
    "  \n",
    "# for Stemming propose  \n",
    "from nltk.stem.porter import PorterStemmer \n",
    "  \n",
    "# Initialize empty array to append clean text \n",
    "corpus = []  \n",
    "  \n",
    "# 1000 (reviews) rows to clean \n",
    "for i in range(0, 5572):  \n",
    "      \n",
    "    # column : \"Review\", row ith \n",
    "    review = re.sub('[^a-zA-Z]', ' ', original_df['v2'][i])  \n",
    "      \n",
    "    # convert all cases to lower cases \n",
    "    review = review.lower()  \n",
    "      \n",
    "    # split to array(default delimiter is \" \") \n",
    "    review = review.split()  \n",
    "      \n",
    "    # creating PorterStemmer object to \n",
    "    # take main stem of each word \n",
    "    ps = PorterStemmer()  \n",
    "      \n",
    "    # loop for stemming each word \n",
    "    # in string array at ith row     \n",
    "    review = [ps.stem(word) for word in review \n",
    "                if not word in set(stopwords.words('english'))]  \n",
    "                  \n",
    "    # rejoin all string array elements \n",
    "    # to create back into a string \n",
    "    review = ' '.join(review)\n",
    "     \n",
    "         \n",
    "    # append each string to create \n",
    "    # array of clean text  \n",
    "    corpus.append(review) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5572"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(corpus)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "original_df['new_Phrase']=corpus"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'go': 2148, 'jurong': 2794, 'point': 4046, 'crazi': 1162, 'avail': 377, 'bugi': 732, 'great': 2222, 'world': 6060, 'la': 2898, 'buffet': 730, 'cine': 957, 'got': 2185, 'amor': 188, 'wat': 5886, 'ok': 3718, 'lar': 2926, 'joke': 2761, 'wif': 5982, 'oni': 3743, 'free': 1990, 'entri': 1659, 'wkli': 6026, 'comp': 1051, 'win': 5993, 'fa': 1777, 'cup': 1212, 'final': 1875, 'tkt': 5474, 'st': 5044, 'may': 3239, 'text': 5361, 'receiv': 4350, 'question': 4268, 'std': 5072, 'txt': 5629, 'rate': 4313, 'appli': 260, 'dun': 1538, 'say': 4595, 'earli': 1555, 'hor': 2450, 'alreadi': 162, 'nah': 3493, 'think': 5407, 'goe': 2152, 'usf': 5743, 'live': 3035, 'around': 300, 'though': 5424, 'freemsg': 1996, 'hey': 2382, 'darl': 1259, 'week': 5919, 'word': 6054, 'back': 412, 'like': 3007, 'fun': 2038, 'still': 5093, 'tb': 5308, 'xxx': 6127, 'chg': 915, 'send': 4664, 'rcv': 4324, 'even': 1708, 'brother': 705, 'speak': 4978, 'treat': 5573, 'aid': 117, 'patent': 3892, 'per': 3928, 'request': 4421, 'mell': 3269, 'oru': 3789, 'minnaminungint': 3324, 'nurungu': 3668, 'vettam': 5789, 'set': 4685, 'callertun': 782, 'caller': 781, 'press': 4143, 'copi': 1119, 'friend': 2008, 'winner': 6001, 'valu': 5763, 'network': 3560, 'custom': 1223, 'select': 4653, 'receivea': 4351, 'prize': 4171, 'reward': 4455, 'claim': 965, 'call': 777, 'code': 1018, 'kl': 2870, 'valid': 5762, 'hour': 2465, 'mobil': 3370, 'month': 3399, 'entitl': 1657, 'updat': 5714, 'latest': 2938, 'colour': 1034, 'camera': 790, 'co': 1007, 'gonna': 2166, 'home': 2431, 'soon': 4943, 'want': 5874, 'talk': 5280, 'stuff': 5147, 'anymor': 231, 'tonight': 5517, 'cri': 1173, 'enough': 1651, 'today': 5491, 'six': 4826, 'chanc': 872, 'cash': 830, 'pound': 4091, 'csh': 1192, 'cost': 1129, 'day': 1270, 'tsandc': 5600, 'repli': 4416, 'hl': 2406, 'info': 2607, 'urgent': 5727, 'membership': 3274, 'jackpot': 2699, 'www': 6108, 'dbuk': 1274, 'net': 3554, 'lccltd': 2950, 'pobox': 4036, 'ldnw': 2954, 'rw': 4535, 'search': 4632, 'right': 4466, 'thank': 5375, 'breather': 677, 'promis': 4196, 'wont': 6045, 'take': 5275, 'help': 2371, 'grant': 2211, 'fulfil': 2034, 'wonder': 6044, 'bless': 588, 'time': 5459, 'date': 1266, 'sunday': 5188, 'xxxmobilemovieclub': 6128, 'use': 5740, 'credit': 1170, 'click': 982, 'wap': 5875, 'link': 3020, 'next': 3574, 'messag': 3288, 'http': 2482, 'com': 1035, 'qjkgighjjgcbl': 4259, 'oh': 3713, 'watch': 5887, 'eh': 1598, 'rememb': 4401, 'spell': 4988, 'name': 3499, 'ye': 6152, 'naughti': 3518, 'make': 3177, 'wet': 5949, 'fine': 1880, 'way': 5899, 'feel': 1838, 'gota': 2186, 'england': 1644, 'macedonia': 3146, 'dont': 1468, 'miss': 3336, 'goal': 2149, 'team': 5316, 'news': 3570, 'ur': 5723, 'nation': 3513, 'eg': 1594, 'tri': 5579, 'wale': 5859, 'scotland': 4615, 'poboxox': 4037, 'wq': 6077, 'serious': 4681, 'ha': 2274, 'pay': 3903, 'first': 1892, 'da': 1237, 'stock': 5096, 'comin': 1042, 'aft': 97, 'finish': 1883, 'lunch': 3125, 'str': 5115, 'lor': 3078, 'ard': 281, 'smth': 4889, 'ffffffffff': 1853, 'alright': 163, 'meet': 3261, 'sooner': 4944, 'forc': 1953, 'eat': 1567, 'slice': 4852, 'realli': 4339, 'hungri': 2498, 'tho': 5421, 'suck': 5165, 'mark': 3209, 'get': 2107, 'worri': 6062, 'know': 2876, 'sick': 4787, 'turn': 5616, 'pizza': 4002, 'lol': 3059, 'alway': 172, 'convinc': 1111, 'catch': 837, 'bu': 722, 'fri': 2005, 'egg': 1596, 'tea': 5313, 'mom': 3387, 'left': 2967, 'dinner': 1396, 'love': 3096, 'amp': 190, 'pack': 3836, 'car': 811, 'let': 2985, 'room': 4496, 'ahhh': 113, 'work': 6055, 'vagu': 5759, 'wait': 5856, 'clear': 978, 'sure': 5211, 'sarcast': 4579, 'us': 5736, 'yeah': 6153, 'apologet': 249, 'fallen': 1799, 'actin': 53, 'spoilt': 5012, 'child': 922, 'caught': 839, 'till': 5457, 'badli': 417, 'cheer': 900, 'tell': 5330, 'anyth': 234, 'fear': 1829, 'faint': 1791, 'housework': 2469, 'quick': 4269, 'cuppa': 1214, 'subscript': 5159, 'rington': 4472, 'uk': 5653, 'charg': 879, 'pleas': 4018, 'confirm': 1084, 'yup': 6204, 'look': 3070, 'msg': 3437, 'xuhui': 6123, 'learn': 2962, 'nd': 3524, 'lesson': 2984, 'oop': 3756, 'roommat': 4498, 'done': 1466, 'see': 4644, 'letter': 2986, 'decid': 1289, 'hello': 2368, 'saturday': 4590, 'tomo': 5508, 'invit': 2655, 'pl': 4003, 'ahead': 112, 'watt': 5895, 'weekend': 5921, 'abiola': 13, 'forget': 1959, 'need': 3538, 'crave': 1161, 'sweet': 5238, 'arabian': 278, 'steed': 5078, 'mmmmmm': 3360, 'yummi': 6198, 'rodger': 4487, 'burn': 746, 'sm': 4867, 'nokia': 3616, 'camcord': 788, 'deliveri': 1318, 'tomorrow': 5510, 'hope': 2448, 'man': 3185, 'well': 5932, 'endow': 1637, 'lt': 3112, 'gt': 2246, 'inch': 2581, 'hep': 2377, 'immunis': 2567, 'nigeria': 3585, 'fair': 1792, 'tyler': 5638, 'could': 1135, 'mayb': 3240, 'ask': 322, 'bit': 572, 'stubborn': 5138, 'hospit': 2456, 'kept': 2836, 'weak': 5903, 'sucker': 5166, 'saw': 4594, 'class': 972, 'gram': 2205, 'usual': 5747, 'run': 4529, 'half': 2288, 'eighth': 1600, 'smarter': 4873, 'almost': 158, 'whole': 5972, 'second': 4636, 'fyi': 2052, 'ride': 4465, 'morn': 3406, 'crash': 1160, 'place': 4004, 'wow': 6075, 'never': 3562, 'realiz': 4338, 'embarass': 1622, 'accomod': 38, 'thought': 5425, 'sinc': 4807, 'best': 532, 'seem': 4648, 'happi': 2310, 'cave': 841, 'sorri': 4952, 'give': 2132, 'offer': 3703, 'ac': 27, 'sptv': 5031, 'new': 3565, 'jersey': 2739, 'devil': 1357, 'detroit': 1353, 'red': 4365, 'wing': 6000, 'play': 4013, 'ice': 2527, 'hockey': 2418, 'correct': 1124, 'incorrect': 2589, 'end': 1635, 'mallika': 3184, 'sherawat': 4728, 'yesterday': 6165, 'find': 1879, 'url': 5732, 'congrat': 1088, 'year': 6154, 'special': 4980, 'cinema': 958, 'pass': 3885, 'suprman': 5209, 'matrix': 3232, 'starwar': 5063, 'etc': 1696, 'bx': 763, 'ip': 2660, 'pm': 4032, 'later': 2937, 'reach': 4328, 'gauti': 2077, 'sehwag': 4652, 'odi': 3698, 'seri': 4679, 'pick': 3980, 'burger': 743, 'move': 3424, 'pain': 3842, 'kill': 2855, 'good': 2168, 'girl': 2127, 'situat': 4824, 'seeker': 4647, 'part': 3876, 'check': 894, 'iq': 2665, 'took': 5519, 'forev': 1956, 'come': 1038, 'doubl': 1480, 'hair': 2283, 'dresser': 1503, 'said': 4551, 'wun': 6106, 'cut': 1226, 'short': 4758, 'nice': 3579, 'advis': 82, 'follow': 1941, 'recent': 4352, 'review': 4453, 'mob': 3367, 'award': 391, 'bonu': 623, 'song': 4939, 'dedic': 1295, 'valuabl': 5764, 'frnd': 2013, 'rpli': 4509, 'complimentari': 1065, 'trip': 5581, 'eurodisinc': 1701, 'trav': 5568, 'aco': 50, 'di': 1365, 'morefrmmob': 3405, 'shracomorsglsuplt': 4773, 'ls': 3110, 'aj': 128, 'hear': 2351, 'divorc': 1430, 'barbi': 445, 'ken': 2834, 'plane': 4008, 'wah': 5849, 'lucki': 3119, 'save': 4593, 'money': 3392, 'hee': 2361, 'hi': 2386, 'babe': 406, 'im': 2558, 'wanna': 5872, 'someth': 4927, 'xx': 6124, 'perform': 3933, 'machan': 3148, 'that': 5381, 'cool': 1114, 'gentleman': 2098, 'digniti': 1388, 'respect': 4434, 'peopl': 3927, 'much': 3450, 'shi': 4731, 'pa': 3834, 'oper': 3759, 'job': 2755, 'ta': 5262, 'earn': 1558, 'ah': 110, 'stop': 5104, 'urgnt': 5729, 'real': 4334, 'yo': 6176, 'ticket': 5447, 'one': 3742, 'jacket': 2698, 'multi': 3457, 'start': 5061, 'came': 789, 'bed': 496, 'coin': 1022, 'factori': 1784, 'gotta': 2192, 'nitro': 3601, 'ela': 1605, 'kano': 2816, 'il': 2554, 'download': 1487, 'wen': 5935, 'stand': 5054, 'close': 987, 'anoth': 219, 'night': 3587, 'spent': 4990, 'late': 2935, 'afternoon': 99, 'casualti': 835, 'mean': 3248, 'moro': 3408, 'includ': 2584, 'sheet': 4723, 'smile': 4879, 'pleasur': 4021, 'troubl': 5587, 'pour': 4092, 'rain': 4289, 'sum': 5181, 'hurt': 2504, 'becoz': 494, 'someon': 4922, 'servic': 4684, 'repres': 4419, 'guarante': 2250, 'havent': 2333, 'plan': 4007, 'buy': 757, 'lido': 2995, 'show': 4769, 'collect': 1031, 'simpli': 4804, 'password': 3889, 'mix': 3351, 'verifi': 5786, 'usher': 5744, 'britney': 696, 'fml': 1935, 'telugu': 5334, 'movi': 3425, 'abt': 23, 'load': 3045, 'loan': 3046, 'wk': 6022, 'hol': 2422, 'forgot': 1962, 'hairdress': 2285, 'appoint': 262, 'four': 1973, 'shower': 4770, 'beforehand': 505, 'caus': 840, 'prob': 4175, 'ham': 2293, 'noth': 3639, 'els': 1617, 'okay': 3719, 'price': 4156, 'long': 3066, 'legal': 2970, 'ave': 382, 'am': 174, 'gone': 2164, 'drive': 1508, 'test': 5357, 'yet': 6166, 'guess': 2256, 'gave': 2078, 'boston': 640, 'men': 3277, 'chang': 873, 'locat': 3049, 'nyc': 3678, 'cuz': 1232, 'signin': 4794, 'page': 3839, 'umma': 5658, 'life': 2997, 'vava': 5774, 'lot': 3084, 'dear': 1280, 'wish': 6008, 'birthday': 570, 'truli': 5594, 'memor': 3275, 'aight': 119, 'hit': 2400, 'would': 6072, 'address': 64, 'consid': 1094, 'comput': 1069, 'minecraft': 3318, 'server': 4683, 'grumpi': 2243, 'old': 3730, 'better': 537, 'lie': 2996, 'busi': 751, 'plural': 4029, 'noun': 3647, 'research': 4423, 'thing': 5406, 'scare': 4602, 'mah': 3167, 'loud': 3091, 'gent': 2096, 'contact': 1099, 'last': 2933, 'draw': 1498, 'hr': 2478, 'ppm': 4100, 'wa': 5845, 'openin': 3758, 'sentenc': 4672, 'formal': 1966, 'anyway': 239, 'juz': 2799, 'tt': 5603, 'eatin': 1569, 'puttin': 4248, 'weight': 5924, 'haha': 2279, 'anythin': 236, 'happen': 2307, 'enter': 1653, 'cabin': 767, 'boss': 639, 'felt': 1844, 'askd': 323, 'apart': 242, 'went': 5938, 'holiday': 2428, 'flight': 1916, 'inc': 2580, 'min': 3312, 'goodo': 2177, 'must': 3473, 'friday': 2006, 'potato': 4087, 'ratio': 4315, 'tortilla': 5534, 'hmm': 2411, 'uncl': 5666, 'inform': 2608, 'school': 4608, 'directli': 1402, 'food': 1946, 'privat': 4168, 'account': 41, 'statement': 5066, 'unredeem': 5704, 'identifi': 2538, 'expir': 1760, 'landlin': 2915, 'box': 650, 'wr': 6078, 'appl': 257, 'pair': 3844, 'malarki': 3181, 'voda': 5828, 'number': 3665, 'match': 3225, 'quot': 4277, 'standard': 5055, 'app': 251, 'sao': 4573, 'mu': 3448, 'predict': 4125, 'yetund': 6168, 'sent': 4671, 'bother': 642, 'involv': 2658, 'impos': 2574, 'apologis': 250, 'del': 1311, 'bak': 424, 'lucyxx': 3122, 'tmorrow': 5480, 'answer': 221, 'sunshin': 5195, 'quiz': 4274, 'top': 5527, 'soni': 4940, 'dvd': 1547, 'player': 4014, 'countri': 1140, 'algarv': 145, 'ansr': 220, 'sp': 4967, 'tyron': 5641, 'laid': 2908, 'dog': 1450, 'direct': 1401, 'join': 2760, 'largest': 2930, 'bt': 719, 'txting': 5632, 'gravel': 2216, 'nt': 3655, 'ec': 1571, 'haf': 2278, 'msn': 3441, 'yiju': 6173, 'hotmail': 2462, 'befor': 504, 'activ': 55, 'chat': 887, 'svc': 5224, 'hardcor': 2315, 'age': 104, 'yr': 6194, 'lazi': 2948, 'type': 5639, 'lect': 2965, 'pouch': 4090, 'sir': 4816, 'mail': 3172, 'swt': 5251, 'nver': 3672, 'tire': 5463, 'littl': 3034, 'lovabl': 3095, 'person': 3945, 'coz': 1150, 'somtim': 4936, 'occupi': 3692, 'biggest': 556, 'heart': 2354, 'gud': 2252, 'ni': 3577, 'open': 3757, 'ya': 6137, 'dot': 1479, 'what': 5953, 'staff': 5048, 'randi': 4304, 'sexi': 4691, 'femal': 1845, 'local': 3048, 'luv': 3130, 'netcollex': 3555, 'ltd': 3113, 'ummma': 5660, 'begin': 508, 'qatar': 4253, 'pray': 4121, 'hard': 2314, 'delet': 1313, 'sindu': 4809, 'birla': 566, 'soft': 4911, 'wine': 5999, 'flow': 1927, 'thk': 5413, 'plaza': 4017, 'typic': 5640, 'everywher': 1721, 'dirt': 1404, 'floor': 1924, 'window': 5998, 'shirt': 4740, 'sometim': 4929, 'mouth': 3423, 'dream': 1500, 'without': 6016, 'chore': 946, 'joy': 2773, 'tv': 5618, 'exist': 1749, 'hail': 2282, 'mist': 3344, 'becom': 493, 'aaooooright': 3, 'leav': 2964, 'hous': 2467, 'interview': 2645, 'boy': 651, 'annonc': 213, 'arrang': 303, 'keep': 2831, 'safe': 4547, 'envi': 1664, 'everyon': 1716, 'parent': 3871, 'hand': 2296, 'excit': 1741, 'spend': 4989, 'bootydeli': 633, 'bangbab': 438, 'order': 3777, 'content': 1101, 'goto': 2191, 'bangb': 437, 'internet': 2644, 'menu': 3281, 'cultur': 1209, 'modul': 3381, 'avoid': 388, 'missunderstd': 3343, 'wit': 6012, 'belov': 521, 'escap': 1685, 'fanci': 1805, 'bridg': 683, 'lager': 2907, 'complet': 1062, 'form': 1965, 'clark': 970, 'also': 165, 'utter': 5750, 'wast': 5885, 'axi': 399, 'bank': 440, 'hmmm': 2412, 'hop': 2447, 'muz': 3479, 'discuss': 1417, 'liao': 2990, 'bloodi': 598, 'hell': 2366, 'cant': 803, 'believ': 514, 'surnam': 5215, 'mr': 3430, 'ill': 2556, 'clue': 998, 'spanish': 4973, 'bath': 463, 'carlo': 821, 'mall': 3183, 'stay': 5069, 'til': 5456, 'smoke': 4882, 'worth': 6065, 'doesnt': 1449, 'log': 3053, 'spoke': 5013, 'maneesha': 3192, 'satisfi': 4588, 'experi': 1757, 'toll': 5504, 'lift': 3002, 'especi': 1689, 'approach': 264, 'studi': 5143, 'gr': 2200, 'trust': 5596, 'guy': 2267, 'bye': 765, 'handsom': 2299, 'toward': 5546, 'mummi': 3463, 'boytoy': 654, 'awesom': 393, 'minut': 3328, 'freephon': 1997, 'xma': 6119, 'radio': 4283, 'ju': 2780, 'si': 4783, 'uniqu': 5690, 'th': 5372, 'august': 367, 'areyouuniqu': 286, 'leagu': 2960, 'touch': 5542, 'deal': 1278, 'cours': 1144, 'howev': 2474, 'suggest': 5177, 'abl': 15, 'or': 3772, 'everi': 1712, 'stool': 5103, 'settl': 4686, 'wishin': 6009, 'mrng': 3432, 'hav': 2331, 'stori': 5113, 'hamster': 2295, 'dead': 1277, 'tmr': 5481, 'orchard': 3776, 'mrt': 3434, 'kate': 2821, 'babyjontet': 409, 'found': 1972, 'enc': 1634, 'buck': 724, 'darlin': 1260, 'ive': 2689, 'colleg': 1032, 'refil': 4373, 'success': 5164, 'inr': 2623, 'decim': 1290, 'keralacircl': 2838, 'prepaid': 4131, 'balanc': 427, 'rs': 4511, 'transact': 5561, 'id': 2533, 'kr': 2891, 'goodmorn': 2173, 'sleep': 4846, 'ga': 2053, 'alter': 166, 'dat': 1264, 'ericsson': 1673, 'oso': 3792, 'cannot': 802, 'oredi': 3779, 'straight': 5116, 'dogg': 1452, 'connect': 1090, 'refund': 4378, 'bill': 558, 'shoot': 4753, 'big': 554, 'readi': 4333, 'bruv': 714, 'break': 672, 'semest': 4660, 'noe': 3610, 'leh': 2972, 'sound': 4958, 'head': 2342, 'slept': 4851, 'past': 3890, 'easi': 1560, 'sen': 4663, 'exam': 1737, 'march': 3203, 'atm': 350, 'regist': 4383, 'os': 3790, 'ubandu': 5643, 'instal': 2630, 'disk': 1419, 'import': 2572, 'file': 1869, 'system': 5261, 'repair': 4412, 'shop': 4754, 'romant': 4493, 'nite': 3600, 'sceneri': 4605, 'tc': 5309, 'biz': 575, 'optout': 3771, 'gbp': 2084, 'mtmsg': 3445, 'appreci': 263, 'partner': 3881, 'career': 817, 'flyng': 1933, 'horo': 2453, 'star': 5057, 'sign': 4791, 'ari': 291, 'compani': 1052, 'elama': 1608, 'po': 4035, 'mudyadhu': 3453, 'strict': 5126, 'teacher': 5315, 'bcoz': 481, 'teach': 5314, 'conduct': 1079, 'gandhipuram': 2064, 'walk': 5861, 'cross': 1180, 'road': 4481, 'side': 4788, 'street': 5121, 'rubber': 4519, 'batteri': 467, 'die': 1378, 'flirt': 1920, 'sam': 4561, 'recd': 4348, 'thirtyeight': 5411, 'penc': 3922, 'print': 4162, 'upstair': 5720, 'closer': 989, 'wil': 5987, 'theori': 5392, 'argument': 290, 'lose': 3080, 'argu': 289, 'kick': 2849, 'secret': 4638, 'admir': 70, 'reveal': 4451, 'tomarrow': 5506, 'laptop': 2925, 'case': 829, 'pleassssssseeeee': 4020, 'tel': 5326, 'avent': 384, 'sportsx': 5021, 'shine': 4737, 'meant': 3251, 'although': 168, 'told': 5501, 'baig': 421, 'face': 1780, 'fr': 1979, 'thanx': 5379, 'everyth': 1718, 'commerci': 1046, 'websit': 5912, 'slipper': 4856, 'kalli': 2810, 'bat': 460, 'inning': 2618, 'didnt': 1376, 'goodnight': 2174, 'fix': 1899, 'wake': 5858, 'dearli': 1282, 'congratul': 1089, 'cd': 846, 'voucher': 5839, 'gift': 2121, 'music': 3471, 'tnc': 5484, 'ldew': 2952, 'ppmx': 4104, 'ranjith': 4309, 'cal': 772, 'drpd': 1515, 'deeraj': 1301, 'deepak': 1298, 'hold': 2424, 'bcum': 482, 'angri': 206, 'wid': 5980, 'dnt': 1439, 'childish': 923, 'true': 5592, 'deep': 1297, 'affect': 89, 'care': 815, 'kettoda': 2840, 'manda': 3188, 'up': 5711, 'ship': 4739, 'usp': 5746, 'lag': 2905, 'bribe': 681, 'nipost': 3598, 'lemm': 2975, 'necessarili': 3534, 'expect': 1755, 'headin': 2344, 'mmm': 3357, 'jolt': 2765, 'suzi': 5223, 'lover': 3099, 'video': 5798, 'handset': 2298, 'anytim': 238, 'unlimit': 5699, 'park': 3874, 'mini': 3319, 'disturb': 1426, 'luton': 3129, 'ring': 4471, 'horni': 2451, 'nake': 3496, 'hot': 2460, 'unsubscrib': 5708, 'dint': 1398, 'wana': 5871, 'sometm': 4930, 'club': 994, 'choos': 943, 'mk': 3354, 'wt': 6095, 'evo': 1727, 'flash': 1908, 'jealou': 2727, 'singl': 4812, 'chart': 884, 'qualiti': 4263, 'sort': 4954, 'narcot': 3506, 'sunni': 5191, 'ray': 4318, 'blue': 603, 'bay': 470, 'hmv': 2416, 'genuin': 2101, 'percent': 3929, 'might': 3302, 'object': 3686, 'bf': 544, 'rob': 4483, 'mack': 3152, 'gf': 2116, 'theater': 5384, 'celebr': 851, 'full': 2035, 'swing': 5246, 'tool': 5521, 'far': 1808, 'oki': 3723, 'ahold': 116, 'anybodi': 229, 'throw': 5435, 'babi': 407, 'cruisin': 1187, 'fone': 1945, 'jenni': 2734, 'ge': 2086, 'shall': 4709, 'tonit': 5518, 'varunnathu': 5770, 'edukkukaye': 1585, 'raksha': 4298, 'ollu': 3732, 'sens': 4668, 'gautham': 2076, 'stupid': 5149, 'cam': 787, 'buzi': 759, 'accident': 35, 'resend': 4424, 'phone': 3969, 'upgrad': 5715, 'sim': 4800, 'card': 812, 'loyalti': 3108, 'thfeb': 5401, 'unless': 5697, 'gurl': 2265, 'appropri': 265, 'teas': 5318, 'plz': 4031, 'rose': 4499, 'grave': 2215, 'bslvyl': 715, 'coffe': 1019, 'somebodi': 4920, 'high': 2389, 'diesel': 1379, 'shit': 4741, 'shock': 4750, 'scari': 4603, 'imagin': 2560, 'def': 1302, 'somewher': 4932, 'taxi': 5303, 'fridg': 2007, 'meal': 3247, 'womdarful': 6040, 'actor': 56, 'blind': 590, 'rodd': 4486, 'aberdeen': 10, 'unit': 5691, 'kingdom': 2861, 'img': 2563, 'icmb': 2531, 'cktz': 962, 'hide': 2388, 'remb': 4400, 'book': 626, 'jo': 2753, 'friendship': 2010, 'hang': 2300, 'thread': 5429, 'themob': 5389, 'newest': 3567, 'game': 2062, 'tone': 5513, 'gossip': 2184, 'sport': 5020, 'fit': 1896, 'funki': 2044, 'garag': 2068, 'key': 2841, 'bookshelf': 629, 'accept': 32, 'sister': 4818, 'clo': 985, 'lvblefrnd': 3135, 'jstfrnd': 2778, 'cutefrnd': 1228, 'lifpartnr': 3001, 'belovd': 522, 'swtheart': 5252, 'bstfrnd': 718, 'enemi': 1638, 'smart': 4871, 'weekli': 5922, 'cs': 1189, 'winnersclub': 6002, 'uz': 5756, 'definit': 1306, 'normal': 3631, 'rest': 4438, 'mylif': 3483, 'wot': 6068, 'lost': 3083, 'made': 3156, 'advanc': 79, 'pongal': 4059, 'kb': 2827, 'power': 4094, 'yoga': 6177, 'dunno': 1540, 'tahan': 5270, 'anot': 218, 'lo': 3044, 'dude': 1531, 'afraid': 94, 'decemb': 1287, 'mth': 3444, 'cake': 771, 'merri': 3285, 'christma': 951, 'kiss': 2866, 'cud': 1205, 'ppl': 4098, 'gona': 2163, 'buse': 749, 'gon': 2162, 'waitin': 5857, 'pete': 3953, 'guild': 2260, 'bristol': 694, 'problem': 4177, 'track': 5552, 'record': 4359, 'read': 4331, 'women': 6041, 'light': 3003, 'apo': 247, 'return': 4449, 'immedi': 2566, 'germani': 2106, 'line': 3015, 'via': 5791, 'access': 33, 'prepay': 4133, 'evapor': 1705, 'violat': 5811, 'privaci': 4167, 'steal': 5075, 'employ': 1630, 'paperwork': 3861, 'report': 4417, 'supervisor': 5201, 'valentin': 5761, 'lifetim': 3000, 'rcvd': 4325, 'custcar': 1222, 'daaaaa': 1238, 'dine': 1393, 'surf': 5212, 'post': 4082, 'wiv': 6020, 'carolin': 822, 'favourit': 1827, 'stranger': 5119, 'interest': 2640, 'two': 5628, 'round': 4501, 'gudnit': 2254, 'practic': 4109, 'huim': 2492, 'num': 3664, 'small': 4869, 'prestig': 4146, 'shag': 4703, 'sextextuk': 4693, 'xxuk': 6126, 'jeremiah': 2735, 'iphon': 2663, 'apeshit': 244, 'ever': 1711, 'misbehav': 3331, 'slap': 4844, 'urself': 5735, 'fault': 1821, 'basic': 456, 'figur': 1867, 'alcohol': 138, 'jay': 2719, 'weed': 5918, 'ish': 2674, 'ago': 108, 'wtf': 6097, 'onam': 3738, 'sirji': 4817, 'met': 3291, 'insur': 2636, 'insha': 2625, 'allah': 153, 'rakhesh': 4297, 'ex': 1734, 'tata': 5297, 'aig': 118, 'tissco': 5467, 'tayseer': 5307, 'current': 1217, 'maxim': 3237, 'cc': 844, 'hg': 2384, 'suit': 5178, 'land': 2914, 'row': 4504, 'unemploy': 5680, 'moment': 3388, 'andrew': 203, 'cold': 1026, 'chikku': 921, 'db': 1273, 'audrey': 365, 'statu': 5068, 'forward': 1971, 'dawn': 1269, 'refresh': 4377, 'aliv': 151, 'breath': 676, 'air': 121, 'motorola': 3420, 'sonyericsson': 4941, 'bluetooth': 604, 'orang': 3774, 'mobileupd': 3373, 'discount': 1415, 'rp': 4507, 'regalportfolio': 4381, 'uniform': 5688, 'geeee': 2088, 'woke': 6037, 'cuddl': 1206, 'spoil': 5011, 'agre': 109, 'will': 5991, 'refer': 4370, 'seen': 4649, 'recognis': 4358, 'lindsay': 3014, 'sigh': 4789, 'bar': 444, 'ptbo': 4224, 'heron': 2379, 'payasam': 3904, 'rinu': 4474, 'bring': 691, 'taught': 5300, 'becau': 491, 'he': 2341, 'project': 4192, 'prabu': 4107, 'mistak': 3345, 'bodi': 614, 'quit': 4272, 'slow': 4862, 'guid': 2258, 'ovul': 3824, 'relax': 4391, 'reason': 4342, 'followin': 1942, 'coupl': 1141, 'wallet': 5865, 'dx': 1550, 'owl': 3827, 'lick': 2994, 'mm': 3356, 'rental': 4410, 'mobilesdirect': 3371, 'stoptxt': 5110, 'huh': 2490, 'sat': 4584, 'intro': 2649, 'pilat': 3989, 'kickbox': 2850, 'offic': 3704, 'lap': 2923, 'shut': 4782, 'bout': 647, 'calcul': 773, 'period': 3937, 'actual': 57, 'rock': 4485, 'put': 4247, 'pictur': 3983, 'ass': 329, 'facebook': 1781, 'al': 133, 'salam': 4554, 'wahleykkum': 5854, 'share': 4717, 'grace': 2202, 'god': 2151, 'inshah': 2626, 'visitor': 5822, 'india': 2597, 'field': 1858, 'quickli': 4270, 'administr': 69, 'poli': 4051, 'pw': 4251, 'chechi': 893, 'cream': 1167, 'none': 3620, 'yep': 6162, 'loxahatche': 3106, 'tree': 5576, 'stoner': 5102, 'slightli': 4854, 'disastr': 1411, 'fav': 1822, 'wld': 6029, 'drink': 1505, 'busetop': 750, 'sender': 4665, 'fullonsm': 2036, 'iron': 2669, 'yan': 6143, 'jiu': 2751, 'skip': 4836, 'den': 1323, 'blah': 580, 'wendi': 5936, 'sk': 4828, 'ch': 863, 'whatsup': 5955, 'competit': 1057, 'txttowin': 5636, 'logo': 3055, 'mobno': 3374, 'adam': 59, 'eve': 1706, 'yahoo': 6139, 'txtno': 5633, 'ad': 58, 'tf': 5369, 'siva': 4825, 'hostel': 2458, 'aha': 111, 'voic': 5831, 'express': 1767, 'sentiment': 4674, 'rowdi': 4505, 'ful': 2033, 'attitud': 358, 'attract': 359, 'funni': 2045, 'irrit': 2670, 'aathi': 4, 'urin': 5731, 'esplanad': 1690, 'mind': 3315, 'wnt': 6033, 'bmw': 609, 'vri': 5841, 'hv': 2509, 'shortag': 4759, 'lac': 2901, 'sourc': 4961, 'arng': 297, 'amt': 194, 'fifteen': 1862, 'fuck': 2027, 'respond': 4436, 'vari': 5767, 'bcm': 479, 'ldn': 2953, 'wc': 5902, 'hillsborough': 2393, 'askin': 324, 'dollar': 1462, 'shoul': 4765, 'iouri': 2659, 'ten': 5339, 'applebe': 259, 'journey': 2772, 'hasnt': 2324, 'gd': 2085, 'bhaji': 547, 'cricket': 1175, 'sachin': 4541, 'tough': 5543, 'suppos': 5207, 'oic': 3715, 'tot': 5539, 'din': 1392, 'group': 2237, 'wereth': 5942, 'monkeespeopl': 3393, 'monkeyaround': 3395, 'howdi': 2473, 'gorgeou': 2181, 'blimey': 589, 'exercis': 1745, 'kinda': 2858, 'concentr': 1074, 'hank': 2303, 'lotsli': 3086, 'detail': 1351, 'transfer': 5563, 'acc': 29, 'optimist': 3768, 'improv': 2578, 'purpos': 4242, 'homeown': 2432, 'tenant': 5340, 'welcom': 5931, 'previous': 4154, 'refus': 4379, 'oreo': 3780, 'truffl': 5593, 'ami': 180, 'ure': 5725, 'beauti': 489, 'intellig': 2637, 'woman': 6039, 'result': 4444, 'consist': 1095, 'kind': 2857, 'practicum': 4110, 'ear': 1554, 'ttyl': 5604, 'isnt': 2677, 'bad': 415, 'thru': 5438, 'differ': 1382, 'waver': 5897, 'decis': 1291, 'cope': 1118, 'individu': 2600, 'heal': 2347, 'upgrdcentr': 5716, 'juli': 2786, 'opt': 3766, 'railway': 4288, 'princess': 4161, 'oral': 3773, 'doggi': 1453, 'style': 5150, 'fave': 1823, 'posit': 4079, 'enjoy': 1646, 'slipperi': 4857, 'bike': 557, 'mani': 3195, 'languag': 2920, 'okmail': 3724, 'dave': 1268, 'notic': 3641, 'tenerif': 5342, 'sae': 4545, 'cw': 1233, 'wx': 6109, 'scream': 4621, 'remov': 4406, 'flat': 1909, 'ja': 2695, 'moan': 3366, 'nyt': 3680, 'broken': 701, 'cum': 1210, 'infront': 2610, 'wise': 6007, 'tension': 5344, 'machi': 3149, 'mcr': 3246, 'sec': 4635, 'tast': 5295, 'fb': 1828, 'jaykwon': 2721, 'thuglyf': 5441, 'falconerf': 1797, 'term': 5346, 'condit': 1078, 'visit': 5821, 'depend': 1331, 'fade': 1785, 'glori': 2140, 'ralph': 4300, 'dri': 1504, 'trade': 5554, 'reunion': 4450, 'meh': 3265, 'nope': 3626, 'monday': 3390, 'accentur': 31, 'jackson': 2700, 'rec': 4347, 'center': 854, 'fight': 1865, 'either': 1603, 'fightng': 1866, 'dificult': 1385, 'nuerologist': 3663, 'lolnic': 3060, 'fish': 1893, 'water': 5891, 'bore': 635, 'outsid': 3812, 'westshor': 5948, 'hyde': 2512, 'villag': 5809, 'near': 3527, 'anthoni': 226, 'fee': 1836, 'rent': 4409, 'signific': 4793, 'opinion': 3760, 'jada': 2702, 'kusruthi': 2895, 'silent': 4797, 'spl': 5004, 'charact': 878, 'matur': 3235, 'stylish': 5151, 'simpl': 4802, 'scroung': 4624, 'ammo': 185, 'ak': 130, 'prabha': 4106, 'soryda': 4956, 'reali': 4335, 'frm': 2012, 'sori': 4951, 'forgiven': 1961, 'jst': 2777, 'tat': 5296, 'gb': 2083, 'ipod': 2664, 'mp': 3427, 'ibhltd': 2519, 'mtmsgrcvd': 3446, 'boltblu': 619, 'mono': 3396, 'cha': 864, 'slide': 4853, 'jamz': 2708, 'toxic': 5548, 'bubbletext': 723, 'renew': 4408, 'pin': 3993, 'tgxxrz': 5371, 'transport': 5565, 'less': 2982, 'problemat': 4178, 'bday': 484, 'no': 3607, 'unconsci': 5670, 'children': 925, 'adult': 78, 'behav': 511, 'abnorm': 16, 'ebay': 1570, 'elsewher': 1618, 'pickl': 3981, 'taco': 5266, 'rude': 4520, 'campu': 792, 'attempt': 354, 'qu': 4262, 'ma': 3141, 'savamob': 4592, 'member': 3273, 'sub': 5153, 'unsub': 5707, 'pretti': 4150, 'ladi': 2904, 'reciev': 4356, 'within': 6015, 'channel': 874, 'teletext': 5329, 'pg': 3957, 'faggot': 1787, 'un': 5662, 'redeem': 4366, 'malaria': 3180, 'bani': 439, 'lead': 2956, 'passion': 3887, 'across': 51, 'sea': 4631, 'probabl': 4176, 'fat': 1816, 'finger': 1882, 'button': 756, 'ummmmmaah': 5661, 'tirupur': 5466, 'applausestor': 258, 'monthlysubscript': 3401, 'max': 3236, 'csc': 1191, 'web': 5908, 'famou': 1803, 'develop': 1355, 'abil': 12, 'listen': 3029, 'uncondit': 5669, 'temper': 5337, 'self': 4654, 'confid': 1082, 'marri': 3213, 'oclock': 3695, 'mine': 3317, 'bash': 455, 'recoveri': 4361, 'rather': 4314, 'coop': 1115, 'hotel': 2461, 'cali': 774, 'english': 1645, 'bloke': 594, 'weddin': 5914, 'omw': 3737, 'btw': 720, 'alibi': 150, 'sink': 4813, 'pace': 3835, 'cage': 770, 'cock': 1015, 'surround': 5218, 'remind': 4404, 'own': 3828, 'cuck': 1204, 'hurri': 2502, 'defici': 1305, 'three': 5431, 'acknowledg': 47, 'astoundingli': 339, 'tactless': 5268, 'gener': 2094, 'faggi': 1786, 'demand': 1322, 'blood': 597, 'oath': 3682, 'fo': 1937, 'warm': 5878, 'milk': 3308, 'magic': 3165, 'loos': 3076, 'pan': 3847, 'cheap': 890, 'perhap': 3935, 'silli': 4798, 'uv': 5753, 'mutat': 3478, 'sunscreen': 5194, 'essenti': 1692, 'theseday': 5395, 'onlin': 3745, 'pic': 3979, 'aiyo': 127, 'mei': 3266, 'fast': 1813, 'workin': 6058, 'bao': 443, 'sugardad': 5176, 'gee': 2087, 'browni': 708, 'geeeee': 2089, 'bare': 447, 'mrw': 3435, 'ninish': 3596, 'icki': 2530, 'american': 179, 'freek': 1994, 'callin': 784, 'jen': 2732, 'oooh': 3753, 'ridden': 4464, 'ey': 1774, 'gym': 2270, 'whatev': 5954, 'daddi': 1242, 'dick': 1372, 'missi': 3338, 'yar': 6144, 'mum': 3460, 'sch': 4606, 'clean': 977, 'lab': 2899, 'goggl': 2153, 'door': 1473, 'arngd': 298, 'marriag': 3214, 'walkin': 5863, 'unfortuntli': 5684, 'snake': 4891, 'bite': 574, 'danc': 1248, 'frnt': 2018, 'sayin': 4597, 'izzit': 2694, 'textand': 5362, 'wife': 5983, 'kid': 2852, 'jjc': 2752, 'tendenc': 5341, 'headach': 2343, 'jazz': 2723, 'yogasana': 6178, 'em': 1620, 'meiv': 3267, 'hardli': 2318, 'gotani': 2187, 'srsli': 5041, 'yi': 6171, 'spree': 5028, 'ag': 102, 'promo': 4197, 'grand': 2207, 'prix': 4169, 'nitz': 3603, 'announc': 214, 'exhaust': 1747, 'train': 5557, 'pie': 3984, 'present': 4139, 'ar': 276, 'blastin': 585, 'tsunami': 5602, 'occur': 3693, 'rajnik': 4296, 'swim': 5244, 'indian': 2598, 'ocean': 3694, 'noon': 3623, 'xclusiv': 6115, 'clubsaisai': 996, 'morow': 3409, 'soire': 4914, 'zouk': 6218, 'nichol': 3580, 'pari': 3872, 'bridgwat': 684, 'banter': 442, 'neva': 3561, 'imma': 2565, 'somethin': 4928, 'euro': 1700, 'daili': 1244, 'que': 4265, 'cer': 857, 'often': 3710, 'futur': 2048, 'hundr': 2496, 'aunti': 369, 'shuhui': 4780, 'leona': 2980, 'reaction': 4330, 'famili': 1801, 'snow': 4901, 'weather': 5907, 'togeth': 5494, 'grow': 2238, 'dismay': 1421, 'alex': 143, 'concern': 1075, 'pub': 4226, 'bud': 725, 'offici': 3705, 'paid': 3841, 'market': 3210, 'tootsi': 5526, 'pop': 4069, 'longer': 3067, 'darren': 1261, 'textbuddi': 5364, 'area': 282, 'postcod': 4085, 'gaytextbuddi': 2081, 'vodafon': 5829, 'seventeen': 4688, 'seven': 4687, 'ml': 3355, 'holder': 2425, 'pc': 3910, 'tlp': 5476, 'expressoff': 1768, 'ts': 5599, 'sweetheart': 5240, 'biola': 564, 'login': 3054, 'dad': 1241, 'fetch': 1848, 'restock': 4440, 'thanksgiv': 5376, 'effect': 1591, 'brighten': 687, 'wee': 5917, 'thursday': 5443, 'allo': 156, 'brave': 666, 'taken': 5277, 'triumph': 5584, 'jolli': 2764, 'cartoon': 828, 'templ': 5338, 'church': 955, 'uncomfort': 5668, 'email': 1621, 'rstm': 4512, 'sw': 5225, 'ss': 5043, 'gentl': 2097, 'sonetim': 4938, 'rough': 4500, 'panic': 3851, 'tuesday': 5606, 'wesley': 5943, 'town': 5547, 'bet': 533, 'hella': 2367, 'drug': 1516, 'dealer': 1279, 'impati': 2569, 'sun': 5187, 'earth': 1559, 'cloud': 992, 'river': 4479, 'evng': 1726, 'wikipedia': 5986, 'premium': 4130, 'lay': 2947, 'envelop': 1663, 'paper': 3860, 'repent': 4414, 'de': 1276, 'prepar': 4132, 'kama': 2812, 'sutra': 5221, 'en': 1633, 'nang': 3503, 'bakra': 425, 'kalstiya': 2811, 'lakh': 2909, 'ho': 2417, 'belli': 518, 'laugh': 2940, 'ditto': 1427, 'peac': 3913, 'knw': 2878, 'wetherspoon': 5950, 'piggi': 3988, 'awak': 390, 'freaki': 1988, 'yell': 6157, 'scrappi': 4619, 'lone': 3064, 'hex': 2381, 'explain': 1762, 'sdryb': 4629, 'xy': 6136, 'sue': 5170, 'lapdanc': 2924, 'sex': 4690, 'bedroom': 498, 'textoper': 5367, 'ppmsg': 4103, 'king': 2860, 'build': 733, 'map': 3199, 'imprtant': 2579, 'tomorw': 5511, 'cherthala': 909, 'cochin': 1014, 'bfore': 546, 'accordingli': 40, 'tmorow': 5479, 'engag': 1641, 'an': 196, 'torch': 5532, 'bold': 617, 'farm': 1809, 'law': 2945, 'purchas': 4238, 'poop': 4065, 'gpu': 2199, 'entrepreneur': 1658, 'corpor': 1122, 'gap': 2067, 'prevent': 4151, 'dehydr': 1310, 'fluid': 1929, 'weird': 5926, 'idea': 2535, 'away': 392, 'trek': 5577, 'harri': 2322, 'drivin': 1510, 'fantast': 1807, 'gage': 2054, 'deck': 1292, 'cnupdat': 1006, 'newslett': 3572, 'alert': 140, 'height': 2363, 'aeronaut': 85, 'professor': 4187, 'wer': 5940, 'calld': 780, 'sit': 4819, 'aeroplan': 86, 'aftr': 101, 'ws': 6094, 'student': 5141, 'dey': 1359, 'shitstorm': 4746, 'attribut': 360, 'stress': 5122, 'dorm': 1474, 'sell': 4658, 'csbcm': 1190, 'callcost': 779, 'mobilesvari': 3372, 'sth': 5088, 'spec': 4979, 'px': 4252, 'macha': 3147, 'upset': 5719, 'assum': 335, 'mindset': 3316, 'wondar': 6042, 'flim': 1917, 'cooki': 1113, 'jelli': 2731, 'admit': 72, 'mad': 3154, 'scrumptiou': 4625, 'ba': 403, 'dao': 1254, 'exactli': 1736, 'jide': 2750, 'alertfrom': 141, 'jeri': 2736, 'stewarts': 5086, 'kbsubject': 2828, 'low': 3104, 'prescripiton': 4136, 'drvgsto': 1522, 'spring': 5029, 'yay': 6150, 'steak': 5074, 'twice': 5622, 'neglect': 3545, 'opportun': 3763, 'add': 60, 'prayer': 4122, 'txtauction': 5630, 'ctxt': 1203, 'rite': 4477, 'faster': 1814, 'gal': 2058, 'attach': 352, 'glad': 2134, 'clock': 986, 'shout': 4767, 'realis': 4336, 'wahay': 5851, 'shorter': 4762, 'gaze': 2082, 'eye': 1775, 'subscrib': 5158, 'helplin': 2372, 'spoken': 5014, 'gist': 2130, 'thousand': 5427, 'tattoo': 5298, 'premier': 4129, 'gimm': 2124, 'lip': 3025, 'caveboy': 842, 'librari': 2993, 'confus': 1087, 'holla': 2429, 'anyon': 232, 'spare': 4974, 'faith': 1793, 'possibl': 4081, 'vibrat': 5793, 'act': 52, 'grandma': 2209, 'hungov': 2497, 'unclaim': 5667, 'closingd': 990, 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2114, 'norm': 3630, 'cashto': 832, 'getstop': 2112, 'php': 3974, 'rg': 4456, 'jx': 2800, 'dled': 1435, 'imp': 2568, 'smokin': 4883, 'boooo': 630, 'bec': 490, 'ugh': 5647, 'nervou': 3552, 'costum': 1131, 'yowif': 6192, 'hint': 2395, 'borrow': 638, 'bag': 419, 'outbid': 3804, 'simonwatson': 4801, 'shinco': 4735, 'plyr': 4030, 'bid': 553, 'smsreward': 4887, 'notif': 3642, 'model': 3379, 'youi': 6182, 'galileo': 2059, 'dobbi': 1441, 'boo': 624, 'enjoyin': 1647, 'yourjob': 6188, 'gettin': 2113, 'hunni': 2500, 'llspeak': 3041, 'soonlot': 4945, 'lovem': 3098, 'xxxx': 6129, 'starshin': 5060, 'ach': 43, 'sip': 4814, 'cappuccino': 809, 'smsservic': 4888, 'yourinclus': 6187, 'comuk': 1071, 'qxj': 4278, 'extra': 1771, 'cm': 999, 'ae': 84, 'alfi': 144, 'moon': 3403, 'chariti': 880, 'zed': 6210, 'profit': 4189, 'hahaha': 2280, 'brain': 659, 'green': 2226, 'burial': 745, 'mojibiola': 3384, 'cust': 1221, 'rv': 4533, 'rvx': 4534, 'skype': 4840, 'kz': 2897, 'sura': 5210, 'given': 2133, 'ultimatum': 5656, 'countin': 1138, 'aburo': 25, 'five': 1898, 'inconsider': 2587, 'nag': 3491, 'recess': 4354, 'henc': 2375, 'wed': 5913, 'soo': 4942, 'understand': 5675, 'morrow': 3412, 'comprehens': 1066, 'prashanthettan': 4119, 'mother': 3416, 'ibiza': 2520, 'await': 389, 'wp': 6076, 'meanwhil': 3252, 'xavier': 6113, 'warn': 5879, 'samantha': 4563, 'guitar': 2262, 'impress': 2577, 'doug': 1484, 'stomach': 5099, 'trauma': 5567, 'swear': 5235, 'matter': 3233, 'shoe': 4751, 'wan': 5870, 'inner': 2617, 'tigress': 5453, 'version': 5787, 'poor': 4066, 'urfeel': 5726, 'bettersn': 538, 'probthat': 4181, 'overdos': 3819, 'spk': 5003, 'sn': 4890, 'lovejen': 3097, 'fall': 1798, 'discreet': 1416, 'vip': 5814, 'hai': 2281, 'ana': 197, 'sathi': 4586, 'rto': 4516, 'spoon': 5018, 'tampa': 5287, 'geniu': 2095, 'whenev': 5960, 'lotta': 3087, 'corvett': 1127, 'suppli': 5204, 'virgin': 5817, 'mysteri': 3487, 'smsco': 4885, 'approx': 267, 'wall': 5864, 'bunker': 741, 'xxxxxx': 6131, 'posh': 4077, 'bird': 565, 'chap': 875, 'user': 5742, 'trial': 5580, 'prod': 4183, 'champney': 871, 'dob': 1440, 'asap': 314, 'philosoph': 3965, 'hole': 2426, 'drop': 1513, 'nap': 3505, 'atleast': 349, 'otherwis': 3795, 'shakespear': 4708, 'shesil': 4729, 'travel': 5569, 'ntt': 3658, 'cr': 1153, 'fixedlin': 1901, 'castor': 834, 'liverpool': 3037, 'mid': 3299, 'stopsm': 5108, 'doit': 1458, 'mymobi': 3484, 'knew': 2873, 'woul': 6071, 'curfew': 1215, 'gibe': 2120, 'midnight': 3301, 'getsleep': 2111, 'studdi': 5140, 'massag': 3220, 'oil': 3716, 'sup': 5197, 'yoyyooo': 6193, 'permiss': 3940, 'mac': 3145, 'usb': 5738, 'gibb': 2119, 'unsold': 5706, 'mike': 3304, 'hussey': 2506, 'fail': 1789, 'sad': 4544, 'unbeliev': 5664, 'faglord': 1788, 'murder': 3468, 'nutter': 3671, 'cutter': 1231, 'ctter': 1201, 'cttergg': 1202, 'cttargg': 1200, 'ctargg': 1197, 'ctagg': 1196, 'ie': 2544, 'thu': 5440, 'superb': 5199, 'grate': 2214, 'happier': 2311, 'agent': 106, 'due': 1533, 'sever': 4689, 'outstand': 3813, 'invoic': 2657, 'smell': 4876, 'tobacco': 5487, 'derek': 1336, 'taylor': 5306, 'worst': 6064, 'charl': 881, 'lastest': 2934, 'stereophon': 5082, 'marley': 3211, 'dizze': 1433, 'racal': 4280, 'libertin': 2992, 'stroke': 5131, 'nookii': 3622, 'bookmark': 628, 'plu': 4025, 'grinul': 2231, 'greet': 2227, 'white': 5969, 'fudg': 2030, 'januari': 2713, 'male': 3182, 'sale': 4556, 'gay': 2079, 'cheaper': 891, 'peak': 3915, 'zaher': 6207, 'ym': 6174, 'nauseou': 3519, 'piss': 3997, 'pig': 3987, 'diet': 1380, 'chip': 937, 'iam': 2517, 'addict': 63, 'msging': 3438, 'wrong': 6091, 'photo': 3972, 'yck': 6151, 'ashley': 317, 'avalarr': 379, 'hollalat': 2430, 'attend': 356, 'blog': 592, 'magicalsong': 3166, 'blogspot': 593, 'ate': 344, 'kvb': 2896, 'million': 3310, 'ppt': 4105, 'jy': 2801, 'altern': 167, 'ore': 3778, 'mo': 3365, 'owo': 3829, 'fro': 2019, 'wherev': 5963, 'samu': 4565, 'shoulder': 4766, 'matthew': 3234, 'lux': 3132, 'xh': 6117, 'wear': 5905, 'jean': 2728, 'fever': 1849, 'vomitin': 5836, 'hp': 2476, 'stuf': 5146, 'bleh': 587, 'least': 2963, 'writh': 6085, 'ton': 5512, 'paypal': 3909, 'voila': 5833, 'pocket': 4041, 'theyr': 5400, 'medic': 3258, 'folk': 1940, 'sorta': 4955, 'blown': 601, 'score': 4613, 'sopha': 4949, 'secondari': 4637, 'applic': 261, 'ogunrind': 3712, 'expens': 1756, 'tcr': 5310, 'lodg': 3052, 'chk': 939, 'ms': 3436, 'dict': 1373, 'shb': 4720, 'truth': 5597, 'graviti': 2218, 'heavi': 2358, 'bowl': 649, 'filthi': 1873, 'brand': 663, 'simpler': 4803, 'welp': 5934, 'retir': 4447, 'natwest': 3517, 'chad': 866, 'gymnast': 2271, 'site': 4820, 'christian': 950, 'necklac': 3536, 'token': 5499, 'aptitud': 273, 'hors': 2455, 'race': 4281, 'earlier': 1556, 'chicken': 918, 'rice': 4461, 'wrongli': 6092, 'crap': 1159, 'borin': 636, 'boggi': 615, 'biatch': 552, 'nxt': 3676, 'hesit': 2380, 'notebook': 3638, 'salari': 4555, 'chocol': 941, 'potenti': 4088, 'talent': 5279, 'reckon': 4357, 'eightish': 1601, 'carpark': 824, 'videophon': 5800, 'videochat': 5799, 'java': 2718, 'dload': 1437, 'polyph': 4057, 'nolin': 3617, 'rentl': 4411, 'fuckin': 2028, 'yun': 6200, 'ubi': 5644, 'iren': 2667, 'ere': 1671, 'cre': 1166, 'tech': 5319, 'ph': 3958, 'wkg': 6025, 'sd': 4627, 'butt': 754, 'sore': 4950, 'parti': 3877, 'stripe': 5130, 'skirt': 4837, 'miracl': 3329, 'jesu': 2741, 'escal': 1684, 'quiet': 4271, 'beth': 535, 'aunt': 368, 'charli': 882, 'helen': 2365, 'heard': 2352, 'syllabu': 5254, 'panason': 3849, 'bluetoothhdset': 605, 'doublemin': 1481, 'doubletxt': 1482, 'contract': 1104, 'poyyarikatur': 4095, 'kolathupalayam': 2883, 'unjalur': 5694, 'erod': 1675, 'hero': 2378, 'apt': 272, 'kerala': 2837, 'terribl': 5351, 'fan': 1804, 'meat': 3254, 'suprem': 5208, 'regret': 4385, 'cudnt': 1207, 'drove': 1514, 'ctla': 1199, 'ent': 1652, 'ishtamayoo': 2675, 'bakrid': 426, 'exe': 1743, 'gloriou': 2141, 'anniversari': 212, 'prey': 4155, 'coax': 1011, 'imag': 2559, 'fond': 1943, 'souveni': 4964, 'cougar': 1133, 'pen': 3921, 'secretli': 4640, 'datebox': 1267, 'essexcm': 1693, 'xn': 6120, 'pattern': 3897, 'throat': 5434, 'scratch': 4620, 'plm': 4023, 'asleep': 326, 'foreign': 1955, 'stamp': 5053, 'lectur': 2966, 'sheffield': 4724, 'nanni': 3504, 'rais': 4290, 'zoe': 6215, 'shitin': 4743, 'defo': 1308, 'hardest': 2317, 'lekdog': 2974, 'fill': 1870, 'loverboy': 3100, 'blanket': 584, 'suffici': 5172, 'thx': 5444, 'edison': 1580, 'rightli': 4468, 'fool': 1947, 'speechless': 4984, 'viva': 5825, 'gm': 2143, 'atten': 355, 'roast': 4482, 'hb': 2338, 'educ': 1584, 'seriou': 4680, 'kickoff': 2851, 'june': 2791, 'rd': 4326, 'data': 1265, 'analysi': 199, 'thesi': 5396, 'belliger': 519, 'hiya': 2405, 'april': 270, 'le': 2955, 'rudi': 4521, 'snore': 4899, 'drunk': 1519, 'ink': 2614, 'eastend': 1565, 'flower': 1928, 'compar': 1054, 'violet': 5813, 'tulip': 5610, 'lili': 3010, 'wkent': 6024, 'technic': 5320, 'support': 5206, 'process': 4182, 'finalis': 1876, 'flirtparti': 1921, 'bitch': 573, 'dentist': 1329, 'wu': 6101, 'xchat': 6114, 'lul': 3124, 'juici': 2783, 'nurs': 3666, 'she': 4722, 'obes': 3684, 'oyea': 3831, 'oi': 3714, 'parchi': 3869, 'na': 3488, 'kicchu': 2848, 'kaaj': 2802, 'kort': 2888, 'iccha': 2526, 'korch': 2885, 'tul': 5609, 'sculptur': 4626, 'convey': 1110, 'regard': 4382, 'surya': 5220, 'vijay': 5803, 'pokkiri': 4049, 'dearer': 1281, 'dem': 1321, 'sorrow': 4953, 'craziest': 1163, 'proov': 4203, 'planet': 4009, 'prais': 4112, 'curri': 1218, 'maki': 3178, 'sambar': 4564, 'ndship': 3525, 'needl': 3541, 'evn': 1725, 'itz': 2687, 'alwi': 173, 'conect': 1080, 'spatula': 4977, 'sipix': 4815, 'digit': 1387, 'bp': 655, 'warranti': 5881, 'doctor': 1444, 'complex': 1063, 'freeli': 1995, 'tax': 5302, 'outrag': 3810, 'tomorro': 5509, 'ryder': 4538, 'receipt': 4349, 'elvi': 1619, 'presley': 4141, 'fret': 2004, 'strip': 5129, 'postal': 4083, 'cliff': 983, 'ne': 3526, 'wrking': 6088, 'uni': 5686, 'depress': 1333, 'sittin': 4823, 'wind': 5996, 'black': 577, 'aiyah': 125, 'onto': 3748, 'urawinn': 5724, 'surpris': 5216, 'hen': 2374, 'italian': 2679, 'grin': 2229, 'math': 3227, 'dhoni': 1363, 'teju': 5325, 'hourish': 2466, 'ground': 2236, 'amla': 183, 'durban': 1542, 'conveni': 1107, 'evalu': 1704, 'speed': 4985, 'speedchat': 4986, 'swap': 5229, 'chatter': 889, 'rcd': 4322, 'cancel': 797, 'cheyyamo': 913, 'aiyar': 126, 'survey': 5219, 'who': 5971, 'error': 1678, 'difficulti': 1384, 'howz': 2475, 'tau': 5299, 'sar': 4575, 'piah': 3978, 'stchoic': 5071, 'film': 1871, 'shade': 4701, 'notifi': 3643, 'luck': 3118, 'station': 5067, 'tank': 5288, 'fil': 1868, 'sexual': 4694, 'cute': 1227, 'sitter': 4822, 'kaitlyn': 2806, 'danger': 1253, 'peep': 3918, 'comment': 1045, 'veggi': 5779, 'neighbor': 3547, 'computerless': 1070, 'balloon': 430, 'drm': 1512, 'wrc': 6079, 'ralli': 4299, 'oz': 3833, 'lucozad': 3121, 'energi': 1639, 'itcould': 2680, 'melodi': 3271, 'horribl': 2454, 'toot': 5523, 'bigger': 555, 'nw': 3675, 'hme': 2410, 'island': 2676, 'chennai': 906, 'velacheri': 5781, 'flippin': 1919, 'cstore': 1194, 'annoy': 215, 'hangin': 2302, 'makin': 3179, 'shame': 4710, 'quizz': 4276, 'popcorn': 4070, 'jordan': 2769, 'celeb': 850, 'pocketbab': 4042, 'voicemail': 5832, 'thin': 5405, 'fed': 1834, 'himso': 2394, 'neft': 3543, 'beneficiari': 527, 'tuition': 5608, 'choic': 942, 'semi': 4661, 'deliv': 1316, 'exp': 1754, 'apr': 269, 'strong': 5132, 'arm': 294, 'maaaan': 3142, 'guessin': 2257, 'walmart': 5867, 'ilol': 2557, 'wuldnt': 6105, 'mite': 3347, 'creepi': 1172, 'lunchtim': 3126, 'organis': 3783, 'passabl': 3886, 'phd': 3962, 'easier': 1561, 'nok': 3615, 'txtin': 5631, 'prakesh': 4115, 'rofl': 4488, 'betta': 536, 'invest': 2653, 'anti': 227, 'product': 4184, 'delay': 1312, 'accommod': 36, 'variou': 5768, 'global': 2139, 'phb': 3961, 'submit': 5156, 'textcomp': 5365, 'snatch': 4894, 'purs': 4243, 'drivbi': 1507, 'edrunk': 1582, 'iff': 2545, 'pthi': 4225, 'senrd': 4667, 'dnot': 1438, 'dancc': 1249, 'drum': 1518, 'basq': 459, 'ihav': 2549, 'nhite': 3576, 'ro': 4480, 'xxxxxxx': 6132, 'reliev': 4394, 'westonzoyland': 5947, 'europ': 1702, 'nobodi': 3609, 'chines': 933, 'doc': 1442, 'havin': 2335, 'mc': 3242, 'hun': 2495, 'ava': 376, 'goodtim': 2178, 'oli': 3731, 'rang': 4308, 'melnit': 3270, 'ifink': 2546, 'everythin': 1719, 'mon': 3389, 'flip': 1918, 'shun': 4781, 'bian': 551, 'glass': 2137, 'exhibit': 1748, 'el': 1604, 'nino': 3597, 'cbe': 843, 'honey': 2437, 'jd': 2725, 'execut': 1744, 'downstem': 1489, 'wahala': 5850, 'inperialmus': 2621, 'weirdest': 5927, 'leafcutt': 2959, 'john': 2759, 'insect': 2624, 'molest': 3386, 'plumb': 4027, 'remix': 4405, 'evil': 1724, 'acid': 46, 'didntgiv': 1377, 'bellearli': 517, 'exact': 1735, 'jane': 2711, 'minmoremobsemspobox': 3323, 'tee': 5322, 'cheeri': 901, 'cell': 852, 'tht': 5439, 'dough': 1485, 'control': 1106, 'weirdo': 5929, 'mode': 3378, 'stalk': 5052, 'profil': 4188, 'jerri': 2738, 'drinkin': 1506, 'other': 3794, 'tour': 5545, 'pax': 3902, 'deposit': 1332, 'jap': 2715, 'disappear': 1408, 'birthdat': 569, 'certif': 861, 'publish': 4228, 'nydc': 3679, 'wheellock': 5958, 'destin': 1349, 'fifti': 1864, 'favour': 1826, 'happenin': 2309, 'ola': 3726, 'cocksuck': 1016, 'ipad': 2661, 'worthless': 6066, 'garbag': 2069, 'novelti': 3648, 'item': 2681, 'fran': 1981, 'broke': 700, 'knacker': 2871, 'janx': 2714, 'design': 1342, 'softwar': 4912, 'jamster': 2707, 'videosound': 5801, 'gold': 2157, 'musicnew': 3472, 'lion': 3022, 'lionm': 3023, 'lionp': 3024, 'origin': 3786, 'jokin': 2763, 'spirit': 5000, 'bb': 471, 'shatter': 4718, 'alrit': 164, 'idiot': 2540, 'girli': 2129, 'darker': 1257, 'whenevr': 5961, 'gray': 2219, 'remembr': 4403, 'listn': 3030, 'watevr': 5893, 'potter': 4089, 'phoenix': 3968, 'among': 186, 'reader': 4332, 'shd': 4721, 'minu': 3327, 'paragraph': 3866, 'coveragd': 1149, 'vasai': 5771, 'retard': 4446, 'bathroom': 464, 'sang': 4568, 'uptown': 5722, 'februari': 1833, 'rush': 4531, 'icic': 2528, 'syria': 5259, 'canada': 794, 'goodnoon': 2176, 'gaug': 2075, 'patti': 3898, 'vl': 5827, 'ax': 397, 'chill': 927, 'surgic': 5213, 'emerg': 1626, 'unfold': 5682, 'fren': 1999, 'korean': 2886, 'fredericksburg': 1989, 'pase': 3884, 'buen': 728, 'tiempo': 5449, 'chillin': 929, 'super': 5198, 'georg': 2103, 'sauci': 4591, 'there': 5394, 'tmrw': 5482, 'compass': 1055, 'soul': 4957, 'gnun': 2147, 'baaaaab': 405, 'misss': 3342, 'youuuuu': 6189, 'ned': 3537, 'witot': 6018, 'main': 3174, 'sweeti': 5241, 'blackberri': 578, 'buyer': 758, 'pple': 4099, 'becz': 495, 'undrstndng': 5679, 'chain': 867, 'suffer': 5171, 'whn': 5970, 'arrest': 304, 'suntec': 5196, 'steamboat': 5077, 'moji': 3383, 'forgiv': 1960, 'messeng': 3289, 'tp': 5550, 'fantasi': 1806, 'croydon': 1182, 'wb': 5901, 'bbq': 475, 'everyso': 1717, 'panick': 3852, 'write': 6084, 'cover': 1148, 'screen': 4622, 'gentli': 2099, 'bear': 487, 'nick': 3581, 'tom': 5505, 'fact': 1783, 'upload': 5717, 'huai': 2484, 'juan': 2781, 'linerent': 3017, 'lf': 2988, 'tlk': 5475, 'ideal': 2536, 'path': 3893, 'appear': 254, 'front': 2022, 'shot': 4764, 'reserv': 4426, 'thirunelvali': 5412, 'tirunelvali': 5465, 'tackl': 5265, 'storm': 5114, 'phne': 3967, 'margaret': 3205, 'girlfrnd': 2128, 'grahmbel': 2204, 'invnt': 2656, 'telphon': 5333, 'moral': 3404, 'tonght': 5515, 'plough': 4024, 'pile': 3990, 'chinki': 934, 'wi': 5976, 'nz': 3681, 'aust': 370, 'bk': 576, 'cafe': 769, 'recharg': 4355, 'papa': 3859, 'shld': 4748, 'stretch': 5124, 'sinco': 4808, 'paye': 3906, 'icicibank': 2529, 'urn': 5734, 'bewar': 542, 'fraud': 1986, 'disclos': 1413, 'vote': 5837, 'loser': 3081, 'kaiez': 2804, 'option': 3770, 'beta': 534, 'noncomitt': 3619, 'beneath': 526, 'pale': 3845, 'goodnit': 2175, 'msgrcvdhg': 3440, 'snicker': 4897, 'total': 5540, 'chord': 945, 'rem': 4398, 'silver': 4799, 'lmao': 3042, 'silenc': 4796, 'revis': 4454, 'boyf': 652, 'interviw': 2646, 'exet': 1746, 'spreadsheet': 5027, 'whose': 5974, 'determin': 1352, 'entir': 1656, 'arsen': 307, 'dartboard': 1262, 'trebl': 5575, 'coat': 1010, 'everybodi': 1713, 'alon': 159, 'intrepid': 2648, 'duo': 1541, 'missin': 3339, 'guilti': 2261, 'aiya': 124, 'cardiff': 813, 'addi': 62, 'tue': 5605, 'breez': 678, 'bright': 686, 'fresh': 2002, 'twitter': 5627, 'restaur': 4439, 'textpod': 5368, 'pod': 4043, 'duck': 1530, 'chinchilla': 932, 'function': 2039, 'headstart': 2346, 'desper': 1346, 'rummer': 4527, 'fli': 1915, 'monkey': 3394, 'certainli': 860, 'optin': 3769, 'bbc': 472, 'rajini': 4294, 'spi': 4992, 'clair': 967, 'bought': 645, 'yalru': 6141, 'lyfu': 3137, 'astn': 338, 'innu': 2620, 'mundh': 3465, 'lyf': 3136, 'ali': 148, 'halla': 2290, 'ke': 2829, 'bilo': 561, 'program': 4190, 'edha': 1579, 'ovr': 3823, 'vargu': 5766, 'meow': 3282, 'twelv': 5620, 'aah': 1, 'xxxxxxxxx': 6134, 'prone': 4201, 'llc': 3040, 'ny': 3677, 'usa': 5737, 'msgrcvd': 3439, 'luci': 3117, 'hubbi': 2485, 'cumin': 1211, 'minmobsmorelkpobox': 3322, 'fl': 1903, 'natur': 3516, 'dose': 1477, 'tablet': 5264, 'incomm': 2586, 'blake': 581, 'lotr': 3085, 'googl': 2179, 'browsin': 711, 'compulsori': 1068, 'puriti': 4240, 'musthu': 3475, 'investig': 2654, 'vomit': 5835, 'aint': 120, 'sha': 4700, 'vitamin': 5824, 'centr': 855, 'crucial': 1183, 'jsco': 2776, 'leadership': 2957, 'skill': 4831, 'psychic': 4221, 'host': 2457, 'base': 454, 'idp': 2542, 'linux': 3021, 'convert': 1109, 'along': 160, 'karaok': 2818, 'sayi': 4596, 'except': 1739, 'nit': 3599, 'leann': 2961, 'eight': 1599, 'format': 1967, 'disc': 1412, 'how': 2470, 'champ': 869, 'glasgow': 2136, 'lovin': 3101, 'arriv': 305, 'shortli': 4763, 'brows': 709, 'artist': 310, 'corect': 1120, 'spele': 4987, 'sarcasm': 4578, 'forum': 1970, 'ron': 4495, 'ct': 1195, 'employe': 1631, 'nike': 3592, 'sooo': 4946, 'dang': 1252, 'unfortun': 5683, 'airport': 122, 'auction': 362, 'jhl': 2746, 'difficult': 1383, 'earliest': 1557, 'nordstrom': 3629, 'konw': 2884, 'waht': 5855, 'rael': 4284, 'gving': 2269, 'yuo': 6202, 'exmpel': 1751, 'jsut': 2779, 'ese': 1686, 'tih': 5454, 'evrey': 1730, 'splle': 5010, 'wrnog': 6090, 'sitll': 4821, 'ra': 4279, 'wihtuot': 5985, 'ayn': 401, 'mitsak': 3348, 'confer': 1081, 'ow': 3825, 'degre': 1309, 'financ': 1877, 'prospect': 4210, 'bleak': 586, 'shant': 4715, 'jia': 2748, 'bishan': 571, 'nearer': 3529, 'sux': 5222, 'raiden': 4287, 'buff': 729, 'south': 4962, 'prefer': 4126, 'kegger': 2832, 'tote': 5541, 'pierr': 3986, 'cardin': 814, 'rhythm': 4460, 'establish': 1694, 'truro': 5595, 'ext': 1769, 'gang': 2066, 'adventur': 80, 'cloth': 991, 'sunroof': 5193, 'excel': 1738, 'wifi': 5984, 'blank': 583, 'rumour': 4528, 'kalainar': 2808, 'thenampet': 5390, 'nosi': 3636, 'idk': 2541, 'react': 4329, 'freak': 1987, 'satan': 4585, 'impost': 2576, 'destini': 1350, 'companion': 1053, 'chef': 905, 'organ': 3782, 'boyfriend': 653, 'sympathet': 5256, 'athlet': 345, 'courag': 1143, 'psychologist': 4222, 'pest': 3952, 'extermin': 1770, 'psychiatrist': 4220, 'healer': 2348, 'stylist': 5152, 'driver': 1509, 'aaniy': 2, 'pudunga': 4229, 'venaam': 5784, 'brotha': 704, 'chase': 885, 'chez': 914, 'jule': 2785, 'hhahhaahahah': 2385, 'nig': 3584, 'leonardo': 2981, 'strain': 5117, 'dime': 1390, 'withdraw': 6013, 'anyhow': 230, 'smeon': 4877, 'miller': 3309, 'fire': 1887, 'spark': 4975, 'flame': 1907, 'rawr': 4317, 'xoxo': 6121, 'somewhr': 4934, 'crush': 1188, 'honeymoon': 2439, 'outfit': 3806, 'propos': 4208, 'blame': 582, 'chequ': 907, 'olymp': 3735, 'leo': 2979, 'haul': 2329, 'wildlif': 5990, 'worzel': 6067, 'wizzl': 6021, 'dippeditinadew': 1400, 'lovingli': 3102, 'itwhichturnedinto': 2685, 'tomeandsaid': 5507, 'shanghai': 4713, 'instead': 2633, 'cya': 1234, 'freez': 1998, 'rt': 4513, 'pro': 4174, 'ringtonek': 4473, 'thnx': 5420, 'sef': 4650, 'anji': 208, 'batch': 461, 'fring': 2011, 'flaki': 1906, 'sooooo': 4948, 'tooo': 5522, 'nte': 3656, 'wate': 5890, 'british': 695, 'london': 3063, 'anim': 207, 'buzz': 760, 'ador': 73, 'eeri': 1589, 'titl': 5468, 'dracula': 1493, 'ghost': 2118, 'addamsfa': 61, 'munster': 3466, 'exorcist': 1753, 'twilight': 5624, 'brought': 706, 'shini': 4738, 'constant': 1097, 'french': 2000, 'allow': 157, 'respons': 4437, 'supplier': 5205, 'comedi': 1039, 'feelin': 1839, 'lnli': 3043, 'mobi': 3369, 'hlp': 2408, 'keen': 2830, 'switch': 5248, 'dammit': 1245, 'wright': 6083, 'somewhat': 4931, 'event': 1709, 'laden': 2903, 'wreck': 6081, 'spontan': 5016, 'goodeven': 2169, 'lei': 2973, 'action': 54, 'movietrivia': 3426, 'partnership': 3882, 'rgent': 4458, 'lookin': 3072, 'daytim': 1271, 'busti': 752, 'janinexx': 2712, 'mostli': 3415, 'insid': 2627, 'spageddi': 4970, 'phase': 3960, 'fourth': 1974, 'dimens': 1391, 'meaning': 3249, 'compromis': 1067, 'monthli': 3400, 'mobsi': 3375, 'dub': 1527, 'je': 2726, 'toughest': 5544, 'sight': 4790, 'remain': 4399, 'maintain': 3175, 'sh': 4699, 'squat': 5034, 'cramp': 1158, 'nan': 3502, 'sonathaya': 4937, 'soladha': 4916, 'rape': 4311, 'poker': 4048, 'weightloss': 5925, 'mushi': 3470, 'embarrass': 1623, 'stash': 5064, 'ran': 4303, 'priya': 4170, 'father': 1818, 'messi': 3290, 'kilo': 2856, 'accid': 34, 'tookplac': 5520, 'ghodbandar': 2117, 'traffic': 5556, 'slove': 4861, 'slip': 4855, 'nu': 3660, 'sc': 4598, 'specialis': 4981, 'wad': 5847, 'dislik': 1420, 'queen': 4266, 'despar': 1345, 'gotten': 2193, 'stereo': 5081, 'mi': 3296, 'unknown': 5696, 'album': 137, 'vu': 5844, 'classmat': 974, 'pre': 4124, 'trackmarqu': 5553, 'vipclub': 5815, 'missionari': 3341, 'hook': 2445, 'entertain': 1654, 'hugh': 2489, 'lauri': 2942, 'stick': 5089, 'inde': 2594, 'prap': 4116, 'jon': 2766, 'bin': 563, 'spain': 4971, 'dinero': 1394, 'pe': 3912, 'jame': 2706, 'maangalyam': 3143, 'alaipayuth': 135, 'complain': 1059, 'mandi': 3191, 'sullivan': 5180, 'hotmix': 2463, 'fm': 1934, 'chosen': 947, 'easter': 1566, 'telephon': 5328, 'finn': 1886, 'bahama': 420, 'callfreefon': 783, 'cruis': 1186, 'calm': 786, 'downon': 1488, 'theacus': 5383, 'itxt': 2686, 'iwana': 2691, 'wotu': 6069, 'doin': 1456, 'thew': 5399, 'haventcn': 2334, 'neth': 3557, 'conact': 1073, 'social': 4909, 'inspect': 2628, 'nurseri': 3667, 'slowli': 4864, 'habit': 2276, 'panren': 3853, 'paru': 3883, 'chuckin': 954, 'trainner': 5558, 'carryin': 826, 'bac': 411, 'schedul': 4607, 'dhanush': 1361, 'stuck': 5139, 'habba': 2275, 'hw': 2511, 'dileep': 1389, 'muchand': 3451, 'venugop': 5785, 'mention': 3279, 'everytim': 1720, 'mandan': 3189, 'ibh': 2518, 'textbook': 5363, 'algorithm': 147, 'edit': 1581, 'bun': 738, 'invad': 2651, 'orig': 3785, 'arcad': 279, 'consol': 1096, 'cro': 1178, 'atlanta': 347, 'creat': 1168, 'arun': 312, 'transfr': 5564, 'takin': 5278, 'philosophi': 3966, 'intend': 2638, 'iwa': 2690, 'marin': 3208, 'itri': 2684, 'urmom': 5733, 'careabout': 816, 'foley': 1939, 'fake': 1794, 'iraq': 2666, 'afghanistan': 93, 'stabl': 5046, 'honest': 2434, 'pai': 3840, 'seh': 4651, 'beer': 502, 'combin': 1037, 'walsal': 5868, 'terri': 5350, 'jess': 2740, 'sian': 4784, 'ccna': 845, 'shrek': 4774, 'dirti': 1405, 'fellow': 1843, 'teresa': 5345, 'packag': 3837, 'dec': 1285, 'ld': 2951, 'bam': 431, 'usml': 5745, 'squishi': 5038, 'mwah': 3481, 'hottest': 2464, 'promin': 4195, 'cheek': 899, 'septemb': 4677, 'husband': 2505, 'hack': 2277, 'backdoor': 413, 'fraction': 1980, 'neo': 3551, 'dp': 1491, 'list': 3028, 'joanna': 2754, 'comingdown': 1043, 'replac': 4415, 'murali': 3467, 'engalnd': 1642, 'telli': 5331, 'mia': 3297, 'elliot': 1615, 'upto': 5721, 'tooth': 5524, 'wv': 6107, 'wipro': 6004, 'matric': 3231, 'toa': 5485, 'payoh': 3908, 'payment': 3907, 'fedex': 1835, 'recept': 4353, 'hate': 2327, 'consensu': 1091, 'tag': 5269, 'wednesday': 5916, 'laundri': 2941, 'underwear': 5677, 'bra': 657, 'strewn': 5125, 'pillow': 3991, 'wahe': 5852, 'fathima': 1819, 'mmmm': 3358, 'push': 4244, 'knee': 2872, 'expos': 1766, 'pull': 4230, 'wick': 5977, 'srt': 5042, 'thnk': 5417, 'ps': 4217, 'jontin': 2768, 'nearli': 3530, 'ban': 433, 'beyond': 543, 'biro': 567, 'master': 3222, 'shell': 4726, 'unhappi': 5685, 'excus': 1742, 'jog': 2758, 'abta': 24, 'season': 4633, 'lark': 2931, 'extrem': 1773, 'sic': 4786, 'wild': 5988, 'uh': 5649, 'lim': 3011, 'vday': 5776, 'parachut': 3863, 'tabl': 5263, 'lambda': 2910, 'snowman': 4904, 'angel': 205, 'snowbal': 4902, 'ello': 1616, 'ikea': 2551, 'ofic': 3707, 'cn': 1002, 'duffer': 1534, 'grr': 2241, 'prescript': 4137, 'pharmaci': 3959, 'cook': 1112, 'electr': 1612, 'rpl': 4508, 'cnl': 1004, 'fffff': 1852, 'kadeem': 2803, 'fujitsu': 2032, 'lifebook': 2998, 'scold': 4610, 'zhong': 6213, 'se': 4630, 'qing': 4258, 'hypertens': 2514, 'wud': 6102, 'annoyin': 216, 'prompt': 4199, 'vpod': 5840, 'carri': 825, 'avatar': 380, 'nigro': 3591, 'anyplac': 233, 'prioriti': 4165, 'constantli': 1098, 'ecstasi': 1576, 'minapn': 3314, 'hittng': 2404, 'reflex': 4375, 'costa': 1130, 'sol': 4915, 'toclaim': 5490, 'stockport': 5097, 'lousi': 3093, 'cat': 836, 'woken': 6038, 'hip': 2396, 'adewal': 65, 'aka': 131, 'egbon': 1595, 'ic': 2525, 'mari': 3207, 'deduct': 1296, 'wrk': 6086, 'asshol': 331, 'grab': 2201, 'payback': 3905, 'honeybe': 2438, 'sweetest': 5239, 'havnt': 2337, 'crack': 1155, 'gn': 2145, 'tesco': 5355, 'featheri': 1830, 'bowa': 648, 'infra': 2609, 'nvm': 3673, 'gep': 2104, 'delhi': 1314, 'thinkin': 5408, 'fifa': 1861, 'held': 2364, 'boat': 611, 'shhhhh': 4730, 'relat': 4389, 'arul': 311, 'amk': 182, 'length': 2977, 'distract': 1425, 'antha': 225, 'corrct': 1123, 'dane': 1251, 'basket': 457, 'proof': 4202, 'rupaul': 4530, 'provid': 4213, 'practis': 4111, 'curtsey': 1219, 'yeh': 6156, 'memori': 3276, 'african': 96, 'soil': 4913, 'major': 3176, 'role': 4490, 'outreach': 3811, 'mel': 3268, 'birth': 568, 'lb': 2949, 'brilliantli': 689, 'intent': 2639, 'rule': 4524, 'bend': 525, 'thia': 5404, 'inlud': 2615, 'preview': 4152, 'freefon': 1993, 'ambrith': 178, 'madurai': 3160, 'dha': 1360, 'marrg': 3212, 'kitti': 2868, 'shave': 4719, 'onward': 3750, 'tact': 5267, 'skillgam': 4832, 'winaweek': 5994, 'ppermesssubscript': 4097, 'theatr': 5385, 'obvious': 3690, 'pert': 3947, 'cram': 1157, 'satsgettin': 4589, 'apolog': 248, 'pei': 3920, 'boost': 631, 'subtoitl': 5163, 'jot': 2771, 'cereal': 858, 'gari': 2071, 'infern': 2605, 'affair': 88, 'calicut': 775, 'cast': 833, 'aom': 241, 'er': 1670, 'thkin': 5414, 'parco': 3870, 'nb': 3522, 'resub': 4442, 'shadow': 4702, 'breadstick': 671, 'ahmad': 115, 'saeed': 4546, 'hallaq': 2291, 'qp': 4261, 'purpl': 4241, 'pink': 3994, 'lyk': 3138, 'yelow': 6159, 'bck': 478, 'brown': 707, 'giv': 2131, 'color': 1033, 'eldest': 1610, 'drugdeal': 1517, 'gender': 2092, 'wither': 6014, 'sleepwel': 4850, 'wondarful': 6043, 'txtx': 5637, 'onbu': 3739, 'donyt': 1471, 'latelyxxx': 2936, 'mca': 3243, 'rich': 4462, 'flag': 1904, 'yer': 6163, 'eng': 1640, 'yor': 6179, 'jason': 2717, 'soooo': 4947, 'tming': 5478, 'cutest': 1229, 'dice': 1371, 'art': 308, 'inclus': 2585, 'howda': 2472, 'samachara': 4562, 'audri': 366, 'autocorrect': 374, 'simul': 4806, 'armand': 295, 'rub': 4518, 'feet': 1841, 'lara': 2927, 'clever': 981, 'med': 3257, 'bray': 667, 'wicklow': 5979, 'eir': 1602, 'washob': 5883, 'nob': 3608, 'nickey': 3582, 'platt': 4012, 'ryan': 4537, 'vikki': 5805, 'idew': 2539, 'argh': 288, 'spotti': 5024, 'provinc': 4214, 'sterl': 5083, 'xam': 6112, 'hall': 2289, 'manag': 3186, 'intha': 2647, 'ponnungal': 4060, 'ipaditan': 2662, 'reject': 4387, 'shitload': 4745, 'diamond': 1369, 'tessi': 5356, 'favor': 1824, 'nimya': 3595, 'shija': 4733, 'china': 930, 'noisi': 3614, 'needa': 3539, 'mcat': 3244, 'manual': 3198, 'reset': 4427, 'troubleshoot': 5588, 'marsm': 3216, 'utel': 5748, 'strongli': 5133, 'sacrific': 4543, 'creativ': 1169, 'stifl': 5091, 'morphin': 3410, 'requir': 4422, 'stayin': 5070, 'getha': 2109, 'buffi': 731, 'pix': 4000, 'qlynnbv': 4260, 'cld': 976, 'nosh': 3635, 'waaaat': 5846, 'lololo': 3061, 'kindli': 2859, 'document': 1445, 'stapati': 5056, 'mile': 3306, 'cuti': 1230, 'hill': 2392, 'colleagu': 1030, 'sed': 4643, 'mood': 3402, 'latr': 2939, 'kidz': 2853, 'sofa': 4910, 'honesti': 2435, 'labor': 2900, 'shakara': 4706, 'beggar': 507, 'smash': 4874, 'dent': 1327, 'crickit': 1176, 'imin': 2564, 'dontmatt': 1470, 'urgoin': 5730, 'outl': 3809, 'yavnt': 6147, 'ibuprofen': 2524, 'grown': 2239, 'chinatown': 931, 'porridg': 4072, 'claypot': 975, 'yam': 6142, 'fishhead': 1894, 'beehoon': 500, 'tok': 5497, 'specif': 4982, 'jaklin': 2704, 'nearbi': 3528, 'ntwk': 3659, 'bundl': 740, 'avbl': 381, 'mf': 3293, 'ooh': 3752, 'moseley': 3414, 'thankyou': 5378, 'pend': 3923, 'aluabl': 170, 'ffection': 1851, 'oveabl': 3816, 'ternal': 5349, 'obl': 3687, 'ruth': 4532, 'ntimat': 3657, 'atur': 361, 'namou': 3501, 'textin': 5366, 'cousin': 1147, 'frndship': 2014, 'raji': 4293, 'leg': 2969, 'neck': 3535, 'amigo': 181, 'progress': 4191, 'continu': 1103, 'holi': 2427, 'arti': 309, 'collag': 1028, 'tryin': 5598, 'billion': 560, 'walik': 5860, 'carton': 827, 'shelv': 4727, 'distanc': 1424, 'mirror': 3330, 'your': 6186, 'ref': 4369, 'jod': 2757, 'keri': 2839, 'smidgin': 4878, 'beliv': 515, 'empti': 1632, 'slot': 4860, 'accordin': 39, 'knock': 2875, 'como': 1050, 'plaid': 4006, 'hilari': 2391, 'braindanc': 660, 'ofstuff': 3709, 'aphex': 245, 'abel': 9, 'nelson': 3550, 'temp': 5336, 'unmit': 5700, 'display': 1423, 'newspap': 3573, 'soup': 4960, 'yummmm': 6199, 'puzzel': 4249, 'goten': 2189, 'scammer': 4600, 'regular': 4386, 'prem': 4127, 'morro': 3411, 'dena': 1324, 'threat': 5430, 'shifad': 4732, 'complaint': 1060, 'loung': 3092, 'lk': 3038, 'lov': 3094, 'splashmobil': 5006, 'subscrit': 5161, 'dust': 1545, 'watchin': 5888, 'meaningless': 3250, 'brdget': 669, 'jone': 2767, 'inev': 2602, 'hype': 2513, 'studio': 5144, 'bedrm': 497, 'unabl': 5663, 'velli': 5782, 'wkend': 6023, 'huge': 2488, 'upd': 5713, 'stoptx': 5109, 'anni': 211, 'mailbox': 3173, 'retriev': 4448, 'va': 5757, 'hrishi': 2479, 'nothin': 3640, 'hanger': 2301, 'poem': 4044, 'tear': 5317, 'duchess': 1529, 'cornwal': 1121, 'arrow': 306, 'tddnewslett': 5311, 'emc': 1625, 'thedailydraw': 5386, 'dozen': 1490, 'prizeswith': 4173, 'waqt': 5876, 'pehl': 3919, 'naseeb': 3508, 'zyada': 6220, 'kisi': 2865, 'ko': 2879, 'kuch': 2893, 'nahi': 3494, 'milta': 3311, 'zindgi': 6214, 'wo': 6034, 'hum': 2493, 'socht': 4908, 'jeetey': 2729, 'wors': 6063, 'dan': 1247, 'varaya': 5765, 'elaya': 1609, 'anand': 200, 'beach': 485, 'aww': 395, 'jez': 2745, 'iscom': 2673, 'todo': 5492, 'workand': 6057, 'whilltak': 5967, 'zogtoriu': 6216, 'stare': 5058, 'whether': 5966, 'financi': 1878, 'alian': 149, 'posibl': 4078, 'centuri': 856, 'frwd': 2025, 'unnecessarili': 5701, 'affection': 90, 'restrict': 4441, 'buddi': 726, 'possess': 4080, 'clarif': 968, 'spook': 5017, 'halloween': 2292, 'issu': 2678, 'footbal': 1949, 'sky': 4838, 'gamestar': 2063, 'coimbator': 1021, 'monoc': 3397, 'polyc': 4055, 'stream': 5120, 'categori': 838, 'measur': 3253, 'ethnic': 1697, 'censu': 853, 'transcrib': 5562, 'propsd': 4209, 'gv': 2268, 'lv': 3134, 'lttr': 3115, 'threw': 5432, 'thm': 5415, 'aproach': 271, 'dt': 1525, 'truck': 5591, 'wn': 6031, 'instantli': 2632, 'thi': 5403, 'happili': 2313, 'gthr': 2247, 'evrydi': 1732, 'paragon': 3865, 'arent': 283, 'bluff': 606, 'imposs': 2575, 'goodmat': 2172, 'sari': 4580, 'asusu': 343, 'franyxxxxx': 1985, 'batt': 466, 'pussi': 4246, 'becausethey': 492, 'responc': 4435, 'happend': 2308, 'wiskey': 6011, 'brandi': 664, 'rum': 4525, 'gin': 2126, 'vodka': 5830, 'scotch': 4614, 'shampain': 4711, 'kudi': 2894, 'yarasu': 6145, 'dhina': 1362, 'vaazhthukk': 5758, 'gain': 2057, 'kg': 2845, 'sugar': 5175, 'pressur': 4145, 'limit': 3012, 'dumb': 1536, 'thangam': 5374, 'okey': 3722, 'doke': 1459, 'dress': 1502, 'neshanth': 3553, 'byatch': 764, 'whassup': 5952, 'kay': 2825, 'roger': 4489, 'cl': 963, 'nasti': 3509, 'filthyguy': 1874, 'slo': 4858, 'chiong': 936, 'christ': 949, 'dialogu': 1368, 'reltnship': 4397, 'solv': 4919, 'polic': 4052, 'garden': 2070, 'veget': 5778, 'maid': 3171, 'neighbour': 3548, 'brilliant': 688, 'pose': 4076, 'comb': 1036, 'dryer': 1523, 'fp': 1978, 'scienc': 4609, 'madam': 3155, 'dlf': 1436, 'premarica': 4128, 'rgd': 4457, 'gotto': 2194, 'err': 1677, 'bloo': 596, 'hitter': 2403, 'offlin': 3706, 'anjola': 209, 'asjesu': 321, 'wrote': 6093, 'swiss': 5247, 'director': 1403, 'crore': 1179, 'taxless': 5304, 'budget': 727, 'lane': 2918, 'supli': 5202, 'citizen': 960, 'imf': 2562, 'block': 591, 'politician': 4053, 'corrupt': 1126, 'itna': 2683, 'karo': 2820, 'ki': 2847, 'pura': 4237, 'padh': 3838, 'torrent': 5533, 'particularli': 3880, 'commit': 1047, 'random': 4305, 'trivia': 5585, 'rightio': 4467, 'brum': 713, 'donno': 1467, 'scorabl': 4612, 'paranoid': 3867, 'brin': 690, 'properli': 4206, 'bettr': 539, 'bsnl': 717, 'offc': 3700, 'suganya': 5174, 'dessert': 1348, 'abeg': 8, 'sponsor': 5015, 'onum': 3749, 'poet': 4045, 'rr': 4510, 'famamu': 1800, 'sri': 5040, 'furnitur': 2046, 'lock': 3051, 'jenn': 2733, 'easiest': 1562, 'barcelona': 446, 'ru': 4517, 'sppok': 5026, 'complementari': 1061, 'pansi': 3854, 'jungl': 2792, 'kanji': 2815, 'sr': 5039, 'drizzl': 1511, 'shove': 4768, 'drama': 1494, 'struggl': 5136, 'strang': 5118, 'ego': 1597, 'necess': 3532, 'reppurcuss': 4418, 'releas': 4392, 'cosign': 1128, 'hvae': 2510, 'acl': 48, 'hcl': 2339, 'fresher': 2003, 'suman': 5182, 'indyarock': 2601, 'dai': 1243, 'resum': 4445, 'reliant': 4393, 'fwiw': 2051, 'afford': 92, 'whr': 5975, 'maga': 3162, 'sq': 5033, 'yunni': 6201, 'citylink': 961, 'prop': 4204, 'pleasant': 4019, 'bognor': 616, 'splendid': 5008, 'ktv': 2892, 'misplac': 3335, 'mmmmm': 3359, 'medicin': 3259, 'begun': 509, 'registr': 4384, 'perman': 3939, 'resid': 4428, 'plenti': 4022, 'rel': 4388, 'risk': 4476, 'benefit': 528, 'amount': 189, 'accumul': 42, 'belong': 520, 'fate': 1817, 'shoranur': 4756, 'incid': 2582, 'fuell': 2031, 'prior': 4164, 'grief': 2228, 'violenc': 5812, 'environ': 1665, 'terrif': 5352, 'honestli': 2436, 'promptli': 4200, 'burnt': 747, 'advic': 81, 'snap': 4892, 'quizclub': 4275, 'rwm': 4536, 'gmw': 2144, 'someplac': 4924, 'pressi': 4144, 'dr': 1492, 'superior': 5200, 'ultim': 5655, 'tor': 5531, 'motiv': 3418, 'tui': 5607, 'achiev': 45, 'korli': 2887, 'dock': 1443, 'roll': 4491, 'newscast': 3571, 'dabbl': 1239, 'flute': 1932, 'behind': 512, 'wheel': 5957, 'amaz': 176, 'picsfre': 3982, 'vid': 5797, 'keyword': 2843, 'ruin': 4523, 'erm': 1674, 'octob': 3696, 'elabor': 1606, 'safeti': 4548, 'aspect': 328, 'tarot': 5293, 'depart': 1330, 'conform': 1086, 'horniest': 2452, 'instruct': 2635, 'lp': 3109, 'ovarian': 3815, 'cyst': 1236, 'bc': 476, 'shrink': 4775, 'timin': 5461, 'ape': 243, 'death': 1283, 'ibm': 2521, 'toshiba': 5537, 'gosh': 2182, 'spose': 5022, 'rimac': 4470, 'arestaur': 284, 'squid': 5037, 'dosometh': 1478, 'dabook': 1240, 'eachoth': 1553, 'luckili': 3120, 'tkl': 5473, 'stoptxtstop': 5111, 'innoc': 2619, 'mental': 3278, 'smoothli': 4884, 'challeng': 868, 'marrow': 3215, 'hon': 2433, 'breakfast': 674, 'hamper': 2294, 'realiti': 4337, 'unni': 5702, 'lack': 2902, 'particular': 3879, 'dramastorm': 1495, 'forfeit': 1958, 'digi': 1386, 'fab': 1778, 'coupla': 1142, 'sundayish': 5189, 'prasad': 4117, 'tiwari': 5469, 'rcb': 4321, 'battl': 468, 'bang': 436, 'kochi': 2880, 'cancer': 798, 'checkup': 898, 'pap': 3858, 'smear': 4875, 'gobi': 2150, 'pandi': 3850, 'technolog': 5321, 'olowoyey': 3734, 'usc': 5739, 'edu': 1583, 'argentina': 287, 'secretari': 4639, 'taxt': 5305, 'tie': 5448, 'lool': 3073, 'shake': 4707, 'booti': 632, 'lil': 3009, 'scarcasim': 4601, 'naal': 3489, 'eruku': 1680, 'bro': 697, 'amongst': 187, 'sensibl': 4669, 'nalla': 3497, 'obedi': 3683, 'ft': 2026, 'needi': 3540, 'pout': 4093, 'stomp': 5100, 'northampton': 3633, 'abj': 14, 'serv': 4682, 'playng': 4016, 'mcfli': 3245, 'ab': 5, 'sara': 4576, 'jorg': 2770, 'smith': 4881, 'anna': 210, 'nagar': 3492, 'yupz': 6205, 'ericson': 1672, 'der': 1335, 'luk': 3123, 'modl': 3380, 'cheesi': 903, 'frosti': 2024, 'witin': 6017, 'sept': 4676, 'nnfwfli': 3606, 'nudist': 3662, 'theme': 5388, 'pump': 4231, 'petrol': 3955, 'feb': 1832, 'ignor': 2548, 'evr': 1729, 'signal': 4792, 'neither': 3549, 'unusu': 5710, 'hug': 2487, 'snog': 4898, 'west': 5944, 'palm': 3846, 'fastest': 1815, 'state': 5065, 'tariff': 5292, 'perpetu': 3941, 'dd': 1275, 'steam': 5076, 'reg': 4380, 'pract': 4108, 'flung': 1930, 'public': 4227, 'govt': 2196, 'instituit': 2634, 'justbeen': 2795, 'overa': 3817, 'mush': 3469, 'tund': 5612, 'mission': 3340, 'luxuri': 3133, 'canari': 796, 'aq': 274, 'sleepi': 4847, 'dare': 1255, 'ben': 524, 'mag': 3161, 'avo': 387, 'middl': 3300, 'chachi': 865, 'tiz': 5471, 'kanagu': 2813, 'brat': 665, 'diwali': 1431, 'tick': 5446, 'onion': 3744, 'derp': 1337, 'abus': 26, 'lipo': 3026, 'netflix': 3556, 'thgt': 5402, 'clash': 971, 'arr': 302, 'oscar': 3791, 'rebtel': 4346, 'firefox': 1888, 'lower': 3105, 'bcmsfwc': 480, 'footi': 1951, 'stadium': 5047, 'larg': 2929, 'coca': 1012, 'cola': 1024, 'dark': 1256, 'teenag': 5323, 'mittelschmertz': 3349, 'paracetamol': 3862, 'pee': 3917, 'cthen': 1198, 'enuff': 1662, 'conclus': 1077, 'instant': 2631, 'rugbi': 4522, 'affidavit': 91, 'twigg': 5623, 'divis': 1429, 'courtroom': 1146, 'creep': 1171, 'golden': 2159, 'crazyin': 1164, 'sleepingwith': 4849, 'finest': 1881, 'ymca': 6175, 'wtc': 6096, 'weiyi': 5930, 'properti': 4207, 'interflora': 2641, 'teeth': 5324, 'romcapspam': 4494, 'presenc': 4138, 'outgo': 3808, 'maggi': 3164, 'mee': 3260, 'cough': 1134, 'bbd': 473, 'pooja': 4062, 'pimpl': 3992, 'sweatter': 5237, 'ambiti': 177, 'miiiiiiissssssssss': 3303, 'tunji': 5614, 'iz': 2693, 'yellow': 6158, 'misscal': 3337, 'frndz': 2017, 'frog': 2020, 'tall': 5283, 'doubt': 1483, 'handl': 2297, 'note': 3637, 'aveng': 383, 'japanes': 2716, 'proverb': 4212, 'strike': 5127, 'toss': 5538, 'gudni': 2253, 'dancin': 1250, 'explicitli': 1764, 'nora': 3627, 'gayl': 2080, 'crucifi': 1184, 'but': 753, 'freedom': 1991, 'vs': 5842, 'cedar': 848, 'twenti': 5621, 'durham': 1543, 'seat': 4634, 'porn': 4071, 'stopbcm': 5105, 'sf': 4697, 'paint': 3843, 'printer': 4163, 'groovi': 2235, 'harish': 2320, 'acnt': 49, 'nowaday': 3650, 'showroom': 4772, 'shape': 4716, 'doinat': 1457, 'callon': 785, 'swatch': 5232, 'ganesh': 2065, 'pdate': 3911, 'yhl': 6170, 'configur': 1083, 'anal': 198, 'pear': 3916, 'helloooo': 2370, 'oooooh': 3754, 'resubmit': 4443, 'expiri': 1761, 'geva': 2115, 'mint': 3326, 'human': 2494, 'studyn': 5145, 'wuld': 6104, 'everyboy': 1714, 'xxxxxxxx': 6133, 'answr': 223, 'liquor': 3027, 'flake': 1905, 'loko': 3058, 'tm': 5477, 'ing': 2611, 'fireplac': 1889, 'icon': 2532, 'fifth': 1863, 'woozl': 6052, 'machin': 3150, 'sake': 4552, 'my': 3482, 'bruce': 712, 'down': 1486, 'fletcher': 1913, 'cozi': 1151, 'buzzzz': 761, 'chest': 911, 'trend': 5578, 'con': 1072, 'brief': 685, 'descript': 1339, 'nuclear': 3661, 'fusion': 2047, 'histori': 2399, 'iter': 2682, 'jet': 2742, 'nowher': 3651, 'ikno': 2552, 'doesdiscount': 1448, 'shitinnit': 4744, 'jabo': 2696, 'abi': 11, 'slower': 4863, 'maniac': 3196, 'sapna': 4574, 'maneg': 3193, 'hogidh': 2419, 'chinnu': 935, 'swalpa': 5226, 'agidhan': 107, 'footbl': 1950, 'crckt': 1165, 'swell': 5242, 'tim': 5458, 'bollox': 618, 'tol': 5500, 'ingredi': 2612, 'poci': 4039, 'bell': 516, 'non': 3618, 'qf': 4256, 'senor': 4666, 'giggl': 2122, 'nvq': 3674, 'profession': 4186, 'tiger': 5450, 'wood': 6047, 'reboot': 4345, 'grinder': 2230, 'pt': 4223, 'understood': 5676, 'bottom': 644, 'disconnect': 1414, 'onluy': 3746, 'offcampu': 3701, 'riley': 4469, 'ew': 1733, 'lingo': 3019, 'hm': 2409, 'chrgd': 948, 'exit': 1750, 'salon': 4559, 'sankranti': 4570, 'republ': 4420, 'shivratri': 4747, 'ugadi': 5646, 'independ': 2595, 'festiv': 1847, 'dasara': 1263, 'rememberi': 4402, 'raj': 4291, 'lifei': 2999, 'daywith': 1272, 'somewheresomeon': 4933, 'tosend': 5536, 'selfless': 4657, 'initi': 2613, 'tallent': 5285, 'portal': 4074, 'lennon': 2978, 'crab': 1154, 'shore': 4757, 'wave': 5896, 'footprint': 1952, 'fox': 1977, 'frndsship': 2016, 'dwn': 1549, 'slaaaaav': 4842, 'summon': 5185, 'appendix': 255, 'slob': 4859, 'topic': 5528, 'webpag': 5911, 'yeesh': 6155, 'hunk': 2499, 'gotbab': 2188, 'gopalettan': 2180, 'particip': 3878, 'admin': 68, 'abroad': 18, 'xxsp': 6125, 'visionsm': 5820, 'stopcost': 5107, 'goodi': 2171, 'mat': 3224, 'ay': 400, 'andro': 204, 'isaiah': 2672, 'foot': 1948, 'peni': 3925, 'expert': 1759, 'thinl': 5410, 'importantli': 2573, 'tightli': 5452, 'wnevr': 6032, 'fal': 1796, 'vth': 5843, 'yen': 6160, 'madodu': 3157, 'nav': 3520, 'pretsorginta': 4148, 'nammanna': 3500, 'pretsovru': 4149, 'alwa': 171, 'eveb': 1707, 'lord': 3079, 'soundtrack': 4959, 'stdtxtrate': 5073, 'sg': 4698, 'phyhcmk': 3976, 'emigr': 1627, 'olol': 3733, 'stagwood': 5050, 'winterston': 6003, 'victor': 5795, 'jp': 2774, 'mofo': 3382, 'pathaya': 3894, 'enketa': 1648, 'maraikara': 3201, 'priest': 4158, 'intrud': 2650, 'walkabout': 5862, 'blow': 600, 'phil': 3964, 'nevil': 3563, 'abbey': 6, 'punj': 4234, 'classic': 973, 'thur': 5442, 'sack': 4542, 'lookatm': 3071, 'clip': 984, 'mmsto': 3362, 'twat': 5619, 'dungere': 1539, 'punch': 4232, 'vat': 5772, 'grl': 2232, 'hogolo': 2421, 'kodstini': 2881, 'agalla': 103, 'madstini': 3159, 'hogli': 2420, 'mutai': 3477, 'eerulli': 1590, 'kodthini': 2882, 'thasa': 5380, 'mess': 3287, 'tex': 5358, 'mecaus': 3256, 'werebor': 5941, 'okden': 3721, 'uin': 5651, 'likeyour': 3008, 'countinlot': 1139, 'xxxxx': 6130, 'count': 1137, 'hdd': 2340, 'describ': 1338, 'asu': 342, 'randomli': 4306, 'reformat': 4376, 'otsid': 3798, 'plumber': 4028, 'tape': 5291, 'wrench': 6082, 'appeal': 253, 'thriller': 5433, 'size': 4827, 'eleph': 1613, 'um': 5657, 'pooki': 4063, 'nri': 3654, 'deserv': 1341, 'tight': 5451, 'diddi': 1375, 'toothpast': 5525, 'av': 375, 'poke': 4047, 'everyday': 1715, 'curiou': 1216, 'coccoon': 1013, 'auto': 373, 'newquay': 3569, 'postcard': 4084, 'talkin': 5282, 'bread': 670, 'windi': 5997, 'mahal': 3168, 'tirunelvai': 5464, 'dusk': 1544, 'puzzl': 4250, 'stair': 5051, 'phew': 3963, 'recycl': 4364, 'toledo': 5502, 'ding': 1395, 'tai': 5271, 'feng': 1846, 'swimsuit': 5245, 'necessari': 3533, 'squeeeeez': 5035, 'lik': 3006, 'frndshp': 2015, 'luvd': 3131, 'volcano': 5834, 'erupt': 1681, 'aris': 292, 'hurrican': 2503, 'sway': 5233, 'aroundn': 301, 'disast': 1410, 'lighter': 3004, 'lasagna': 2932, 'woould': 6051, 'deu': 1354, 'deliveredtomorrow': 1317, 'tap': 5290, 'spile': 4996, 'broad': 698, 'canal': 795, 'engin': 1643, 'edg': 1578, 'raviyog': 4316, 'peripher': 3938, 'bhayandar': 550, 'east': 1564, 'sunoco': 5192, 'howard': 2471, 'plate': 4011, 'leftov': 2968, 'starv': 5062, 'cheat': 892, 'fatti': 1820, 'badrith': 418, 'owe': 3826, 'checkin': 896, 'armenia': 296, 'swann': 5228, 'fromm': 2021, 'wyli': 6110, 'justifi': 2797, 'hava': 2332, 'rct': 4323, 'thnq': 5419, 'adrian': 76, 'vatian': 5773, 'babysit': 410, 'gonnamissu': 2167, 'butther': 755, 'abouta': 17, 'merememberin': 3284, 'asther': 336, 'ofsi': 3708, 'breakin': 675, 'yaxx': 6148, 'ee': 1587, 'poortiyagi': 4068, 'odalebeku': 3697, 'hanumanji': 2306, 'hanuman': 2305, 'bajarangabali': 423, 'maruti': 3217, 'pavanaputra': 3901, 'sankatmochan': 4569, 'ramaduth': 4301, 'mahav': 3169, 'janarig': 2710, 'ivatt': 2688, 'kalisidar': 2809, 'olag': 3727, 'ondu': 3741, 'keluviri': 2833, 'maretar': 3204, 'ind': 2593, 'dodda': 1446, 'problum': 4180, 'nalli': 3498, 'siguviri': 4795, 'idu': 2543, 'matra': 3230, 'neglet': 3546, 'easili': 1563, 'ijust': 2550, 'opp': 3761, 'gei': 2090, 'tron': 5586, 'dl': 1434, 'selfish': 4656, 'spif': 4995, 'workag': 6056, 'supos': 5203, 'embassi': 1624, 'lightli': 3005, 'checkbox': 895, 'sac': 4540, 'batsman': 465, 'yetti': 6167, 'jiayin': 2749, 'tg': 5370, 'forgotten': 1963, 'revers': 4452, 'mathemat': 3228, 'waxsto': 5898, 'yifeng': 6172, 'slurp': 4866, 'minimum': 3320, 'brainless': 662, 'doll': 1461, 'vehicl': 5780, 'sariyag': 4582, 'madok': 3158, 'barolla': 451, 'postpon': 4086, 'elain': 1607, 'tiim': 5455, 'afternon': 98, 'resiz': 4429, 'oppos': 3764, 'drunken': 1521, 'shortcod': 4761, 'somerset': 4925, 'overtim': 3822, 'nigpun': 3590, 'dismissi': 1422, 'screwd': 4623, 'bull': 736, 'float': 1922, 'heehe': 2362, 'arithmet': 293, 'percentag': 3930, 'chillaxin': 928, 'iknow': 2553, 'wellda': 5933, 'peril': 3936, 'studentfinanci': 5142, 'crisi': 1177, 'monster': 3398, 'ia': 2516, 'obey': 3685, 'uhhhhrmm': 5650, 'mb': 3241, 'deltomorrow': 1319, 'smartcal': 4872, 'subscriptn': 5160, 'landlineonli': 2916, 'callback': 778, 'orno': 3787, 'fink': 1885, 'carli': 819, 'minmobsmor': 3321, 'lkpobox': 3039, 'youphon': 6185, 'athom': 346, 'youwanna': 6190, 'jack': 2697, 'pretend': 4147, 'hypotheticalhuagauahahuagahyuhagga': 2515, 'braini': 661, 'occas': 3691, 'reflect': 4374, 'desir': 1343, 'tradit': 5555, 'cantdo': 804, 'anythingtomorrow': 237, 'mypar': 3485, 'aretak': 285, 'outfor': 3807, 'katexxx': 2822, 'level': 2987, 'gate': 2074, 'lingeri': 3018, 'bridal': 682, 'petticoatdream': 3956, 'weddingfriend': 5915, 'board': 610, 'overh': 3821, 'reslov': 4430, 'inst': 2629, 'western': 5945, 'outta': 3814, 'notixiqu': 3644, 'laxinorf': 2946, 'bambl': 432, 'entrop': 1660, 'oblising': 3688, 'masteriast': 3223, 'amplikat': 191, 'fidalf': 1857, 'champlaxig': 870, 'atroci': 351, 'wotz': 6070, 'junna': 2793, 'knicker': 2874, 'nikiyu': 3593, 'divert': 1428, 'wadebridg': 5848, 'vill': 5807, 'orc': 3775, 'bloomberg': 599, 'seek': 4646, 'priscilla': 4166, 'wisdom': 6006, 'wherr': 5965, 'resolut': 4431, 'frank': 1982, 'logoff': 3056, 'parkin': 3875, 'kent': 2835, 'vale': 5760, 'cann': 800, 'asa': 313, 'westlif': 5946, 'unbreak': 5665, 'untam': 5709, 'unkempt': 5695, 'princ': 4160, 'charm': 883, 'arnt': 299, 'xxxxxxxxxxxxxx': 6135, 'dorothi': 1476, 'kiefer': 2854, 'granit': 2210, 'explos': 1765, 'nasdaq': 3507, 'symbol': 5255, 'cdgt': 847, 'all': 152, 'mone': 3391, 'eppolum': 1667, 'allalo': 154, 'fundament': 2041, 'mega': 3264, 'pixel': 4001, 'optic': 3767, 'doom': 1472, 'noi': 3611, 'js': 2775, 'burgundi': 744, 'captain': 810, 'placement': 4005, 'amrita': 193, 'bpo': 656, 'nighter': 3588, 'persev': 3942, 'spous': 5025, 'pmt': 4034, 'sumthin': 5186, 'shldxxxx': 4749, 'scenario': 4604, 'spun': 5032, 'wrld': 6089, 'ppmpobox': 4102, 'bhamb': 548, 'xe': 6116, 'devour': 1358, 'airtel': 123, 'broadband': 699, 'tens': 5343, 'sprint': 5030, 'prolli': 4193, 'gower': 2197, 'chik': 920, 'filth': 1872, 'saristar': 4581, 'yt': 6196, 'wire': 6005, 'mobcudb': 3368, 'sabarish': 4539, 'jaya': 2720, 'inperson': 2622, 'flea': 1912, 'banneduk': 441, 'highest': 2390, 'maximum': 3238, 'taj': 5273, 'lesser': 2983, 'known': 2877, 'mumtaz': 3464, 'shahjahan': 4705, 'hari': 2319, 'rtf': 4514, 'sphost': 4991, 'webadr': 5909, 'gete': 2108, 'incred': 2591, 'fwd': 2050, 'passport': 3888, 'multipli': 3459, 'twin': 5625, 'strt': 5134, 'ltdhelpdesk': 3114, 'equal': 1669, 'unev': 5681, 'peski': 3951, 'cyclist': 1235, 'adi': 66, 'entey': 1655, 'nattil': 3515, 'kittum': 2869, 'kavalan': 2824, 'hire': 2398, 'hitman': 2402, 'cp': 1152, 'outag': 3803, 'conserv': 1093, 'epi': 1666, 'bhaskar': 549, 'dubsack': 1528, 'gong': 2165, 'kaypoh': 2826, 'basketbal': 458, 'outdoor': 3805, 'macho': 3151, 'interfu': 2642, 'hustl': 2507, 'forth': 1968, 'audit': 364, 'harlem': 2321, 'workout': 6059, 'zac': 6206, 'hui': 2491, 'xin': 6118, 'lib': 2991, 'versu': 5788, 'underdtand': 5674, 'muchxxlov': 3452, 'locaxx': 3050, 'skateboard': 4829, 'despit': 1347, 'thrown': 5437, 'bandag': 435, 'html': 2481, 'mfl': 3294, 'hectic': 2360, 'fell': 1842, 'swoop': 5250, 'wamma': 5869, 'doggin': 1454, 'langport': 2919, 'virtual': 5818, 'senthil': 4673, 'apnt': 246, 'pant': 3855, 'lanka': 2921, 'mere': 3283, 'relationship': 4390, 'wherevr': 5964, 'forevr': 1957, 'gudnyt': 2255, 'plum': 4026, 'smack': 4868, 'alot': 161, 'promot': 4198, 'vega': 5777, 'lou': 3090, 'lancast': 2913, 'neway': 3566, 'soc': 4907, 'bsn': 716, 'lobbi': 3047, 'ything': 6197, 'vewi': 5790, 'lubli': 3116, 'specifi': 4983, 'domain': 1464, 'nusstu': 3669, 'bari': 448, 'hudgi': 2486, 'yorg': 6180, 'pataistha': 3891, 'ertini': 1679, 'hasbro': 2323, 'jump': 2789, 'hoop': 2446, 'ummifi': 5659, 'associ': 333, 'rip': 4475, 'uteru': 5749, 'pool': 4064, 'jacuzzi': 2701, 'txtstar': 5634, 'uve': 5754, 'wildest': 5989, 'aldrin': 139, 'rtm': 4515, 'neces': 3531, 'witout': 6019, 'wth': 6098, 'esp': 1688, 'wrd': 6080, 'wthout': 6099, 'takecar': 5276, 'univ': 5692, 'raja': 4292, 'burrito': 748, 'terrorist': 5354, 'confirmd': 1085, 'cnn': 1005, 'ibn': 2522, 'stitch': 5095, 'trouser': 5589, 'cheeto': 904, 'sync': 5258, 'shangela': 4712, 'hppnss': 2477, 'goodfriend': 2170, 'poo': 4061, 'gloucesterroad': 2142, 'uup': 5752, 'ouch': 3800, 'glo': 2138, 'wlcome': 6028, 'eaten': 1568, 'timi': 5460, 'mila': 3305, 'blond': 595, 'mtalk': 3443, 'pp': 4096, 'increment': 2592, 'fishrman': 1895, 'stone': 5101, 'strtd': 5135, 'throwin': 5436, 'atlast': 348, 'mobstorequiz': 3376, 'physic': 3977, 'praveesh': 4120, 'delici': 1315, 'salad': 4553, 'desert': 1340, 'whore': 5973, 'funk': 2043, 'twink': 5626, 'scalli': 4599, 'skin': 4833, 'jock': 2756, 'nat': 3510, 'flood': 1923, 'bead': 486, 'wishlist': 6010, 'section': 4641, 'comfort': 1041, 'sold': 4917, 'reffer': 4372, 'geti': 2110, 'weirdi': 5928, 'funer': 2042, 'vivek': 5826, 'brah': 658, 'greec': 2225, 'protect': 4211, 'sib': 4785, 'sensit': 4670, 'someday': 4921, 'grandfath': 2208, 'blu': 602, 'concert': 1076, 'novemb': 3649, 'yuou': 6203, 'spot': 5023, 'bunch': 739, 'lotto': 3088, 'authoris': 372, 'gimmi': 2125, 'goss': 2183, 'ystrday': 6195, 'chile': 926, 'sublet': 5155, 'amma': 184, 'steer': 5079, 'rounder': 4502, 'lambu': 2911, 'ji': 2747, 'batchlor': 462, 'zoom': 6217, 'cncl': 1003, 'stopc': 5106, 'chees': 902, 'widel': 5981, 'index': 2596, 'wml': 6030, 'ecef': 1572, 'ff': 1850, 'jul': 2784, 'xafter': 6111, 'cst': 1193, 'pure': 4239, 'smiley': 4880, 'gail': 2055, 'tr': 5551, 'yaxxx': 6149, 'theoret': 5391, 'multimedia': 3458, 'hsbc': 2480, 'agenc': 105, 'nicki': 3583, 'gumbi': 2263, 'alto': 169, 'asp': 327, 'tarpon': 5294, 'cab': 766, 'step': 5080, 'hf': 2383, 'radiat': 4282, 'proper': 4205, 'tongu': 5516, 'qi': 4257, 'suddenli': 5168, 'flurri': 1931, 'melt': 3272, 'eek': 1588, 'born': 637, 'pushbutton': 4245, 'dontcha': 1469, 'babygoodby': 408, 'golddigg': 2158, 'webeburnin': 5910, 'nigh': 3586, 'nooooooo': 3624, 'cabl': 768, 'so': 4906, 'playin': 4015, 'guoyang': 2264, 'rahul': 4286, 'dengra': 1325, 'antelop': 224, 'toplay': 5529, 'fieldof': 1859, 'selfindepend': 4655, 'gnarl': 2146, 'barkley': 449, 'borderlin': 634, 'nightnight': 3589, 'groov': 2234, 'mise': 3332, 'secur': 4642, 'unsecur': 5705, 'lanr': 2922, 'fakey': 1795, 'eckankar': 1574, 'heater': 2356, 'dodgey': 1447, 'asssssholeee': 334, 'ceri': 859, 'rebel': 4344, 'dreamz': 1501, 'nationwid': 3514, 'newport': 3568, 'juliana': 2787, 'nacho': 3490, 'eta': 1695, 'dizzamn': 1432, 'suitem': 5179, 'nimbomson': 3594, 'contin': 1102, 'housew': 2468, 'fiend': 1860, 'imped': 2570, 'thousad': 5426, 'nose': 3634, 'essay': 1691, 'tram': 5559, 'vic': 5794, 'coher': 1020, 'tripl': 5582, 'echo': 1573, 'gran': 2206, 'onlyfound': 3747, 'afew': 87, 'cusoon': 1220, 'honi': 2440, 'dial': 1366, 'univers': 5693, 'southern': 4963, 'california': 776, 'rayan': 4319, 'macleran': 3153, 'ball': 428, 'olav': 3728, 'mandara': 3190, 'trishul': 5583, 'woo': 6046, 'hoo': 2442, 'panti': 3857, 'thout': 5428, 'flatter': 1910, 'pint': 3995, 'carlin': 820, 'liter': 3032, 'ciao': 956, 'wknd': 6027, 'yalrigu': 6140, 'heltini': 2373, 'iyo': 2692, 'kothi': 2890, 'noic': 3612, 'esaplanad': 1683, 'prof': 4185, 'sem': 4659, 'enna': 1649, 'kalaachutaarama': 2807, 'coco': 1017, 'sporad': 5019, 'persolvo': 3944, 'kath': 2823, 'manchest': 3187, 'burden': 742, 'noworriesloan': 3652, 'harder': 2316, 'nbme': 3523, 'villa': 5808, 'sathya': 4587, 'gam': 2060, 'religi': 4395, 'tip': 5462, 'muhommad': 3455, 'penni': 3926, 'fite': 1897, 'mj': 3352, 'unconvinc': 5671, 'willpow': 5992, 'absenc': 19, 'answerin': 222, 'evey': 1722, 'mnth': 3364, 'prin': 4159, 'gsoh': 2245, 'spam': 4972, 'gigolo': 2123, 'oncal': 3740, 'mjzgroup': 3353, 'ashwini': 318, 'ukp': 5654, 'thet': 5398, 'skinni': 4834, 'elect': 1611, 'hlday': 2407, 'camp': 791, 'amrca': 192, 'serena': 4678, 'prescrib': 4135, 'kappa': 2817, 'meatbal': 3255, 'approv': 266, 'panalam': 3848, 'spjanuari': 5002, 'fortun': 1969, 'allday': 155, 'perf': 3931, 'familiar': 1802, 'infact': 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      "[8.93254161 8.23939443 8.93254161 ... 8.93254161 8.93254161 8.93254161]\n",
      "(5572, 6221)\n",
      "[[0. 0. 0. ... 0. 0. 0.]\n",
      " [0. 0. 0. ... 0. 0. 0.]\n",
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      " ...\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " [0. 0. 0. ... 0. 0. 0.]]\n"
     ]
    }
   ],
   "source": [
    "# list of text documents\n",
    "from sklearn.feature_extraction.text import TfidfVectorizer\n",
    "bag=original_df['new_Phrase']\n",
    "# create the transform\n",
    "vectorizer1 = TfidfVectorizer(norm=None,analyzer='word')\n",
    "# tokenize and build vocab\n",
    "vectorizer1.fit(bag)\n",
    "# summarize\n",
    "print(vectorizer1.vocabulary_)\n",
    "print(vectorizer1.idf_)\n",
    "# encode document\n",
    "vector1 = vectorizer1.transform(bag)\n",
    "# summarize encoded vector\n",
    "print(vector1.shape)\n",
    "print(vector1.toarray())\n",
    "bow_tfidf = vector1.toarray()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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",
       "      <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>5542</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5543</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5544</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5545</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5546</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5547</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5548</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5549</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5550</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5551</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5552</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5553</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5554</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5555</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5556</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5557</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5558</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "<p>5572 rows × 6221 columns</p>\n",
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       "\n",
       "      6212  6213  6214  6215  6216  6217  6218  6219  6220  \n",
       "0      0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0  \n",
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       "8      0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0  \n",
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       "10     0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0  \n",
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       "13     0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0  \n",
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       "21     0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0  \n",
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       "28     0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0  \n",
       "29     0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0  \n",
       "...    ...   ...   ...   ...   ...   ...   ...   ...   ...  \n",
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       "5557   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0  \n",
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       "5562   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0  \n",
       "5563   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0  \n",
       "5564   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0  \n",
       "5565   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0  \n",
       "5566   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0  \n",
       "5567   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0  \n",
       "5568   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0  \n",
       "5569   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0  \n",
       "5570   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0  \n",
       "5571   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0  \n",
       "\n",
       "[5572 rows x 6221 columns]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bag_df_tfidf = pd.DataFrame(bow_tfidf)\n",
    "bag_df_tfidf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "X_train_desc_tfidf, X_test_desc_tfidf, y_train_desc_tfidf, y_test_desc_tfidf = train_test_split(bag_df_tfidf, dummy_ham, test_size = 0.20,random_state=50) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\sourav singh\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:433: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
      "  FutureWarning)\n",
      "C:\\Users\\sourav singh\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0.9766816143497757"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.linear_model import LogisticRegression \n",
    "logreg_desc_tiidf = LogisticRegression()\n",
    "logreg_desc_tiidf.fit(X_train_desc_tfidf,y_train_desc_tfidf)\n",
    "logreg_desc_tiidf.score(X_test_desc_tfidf, y_test_desc_tfidf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9739910313901345"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.tree import DecisionTreeClassifier\n",
    "decTree_desc_tiidf = DecisionTreeClassifier()\n",
    "decTree_desc_tiidf.fit(X_train_desc_tfidf,y_train_desc_tfidf)\n",
    "decTree_desc_tiidf.score(X_test_desc_tfidf, y_test_desc_tfidf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[137,  24],\n",
       "       [  5, 949]], dtype=int64)"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.metrics import confusion_matrix\n",
    "decTree_desc_tiidf_ypred =decTree_desc_tiidf.predict(X_test_desc_tfidf)\n",
    "cm=confusion_matrix(y_test_desc_tfidf,decTree_desc_tiidf_ypred)\n",
    "cm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.8509316770186336\n"
     ]
    }
   ],
   "source": [
    "accuracy = (cm[0,0]+cm[1,1])/(cm[0,0]+cm[0,1]+cm[1,0]+cm[1,1])\n",
    "recall = cm[0,0]/(cm[0,0]+cm[0,1])\n",
    "precision = cm[0,0]/(cm[0,0]+cm[1,0])\n",
    "print(recall)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9042904290429044"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "F1 = 2 * (precision * recall) / (precision + recall)\n",
    "F1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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