03-data-labeling/C1W3_Data_Labeling_Ungraded_Lab.ipynb

{
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   "source": [
    "# Week 3 - Ungraded Lab: Data Labeling\n",
    "\n",
    "\n",
    "Welcome to the ungraded lab for week 3 of Machine Learning Engineering for Production. In this lab, you will see how the data labeling process affects the performance of a classification model. Labeling data is usually a very labor intensive and costly task but it is of great importance.\n",
    "\n",
    "As you saw in the lectures there are many ways to label data, this is dependant on the strategy used. Recall the example with the iguanas, all of the following are valid labeling alternatives but they clearly follow different criteria. \n",
    "\n",
    "<img src='img/iguanas.png'>\n",
    "\n",
    "**You can think of every labeling strategy as a result of different labelers following different labeling rules**. If your data is labeled by people using different criteria this will have a negative impact on your learning algorithm. It is desired to have consistent labeling across your dataset.\n",
    "\n",
    "This lab will touch on the effect of labeling strategies from a slighlty different angle. You will explore how different strategies affect the performance of a machine learning model by simulating the process of having different labelers label the data. This, by defining a set of rules and performing automatic labeling based on those rules.\n",
    "\n",
    "**The main objective of this ungraded lab is to compare performance across labeling options to understand the role that good labeling plays on the performance of Machine Learning models**, these options are:\n",
    "1. Randomly generated labels (performance lower bound)\n",
    "2. Automatic generated labels based on three different label strategies\n",
    "3. True labels (performance upper bound)\n",
    "\n",
    "Although the example with the iguanas is a computer vision task, the same concepts regarding labeling can be applied to other types of data. In this lab you will be working with text data, concretely you will be using a dataset containing comments from the 2015 top 5 most popular Youtube videos. Each comment has been labeled as `spam` or `not_spam` depending on its contents."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Loading the dataset\n",
    "\n",
    "The dataset consists of 5 CSV files, one for each video. Pandas `DataFrame` are very powerful to handle data in CSV format. The following helper function will load the data using pandas:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import the data from the excel file\n",
    "xlsx_file_path = 'data/youtubeSpamCollection.xlsx'\n",
    "# Specify the sheet name or index containing the CSV data within the Excel file\n",
    "sheet_name = 'Worksheet'\n",
    "# Read the Excel file\n",
    "xls = pd.ExcelFile(xlsx_file_path)\n",
    "# Parse the specific sheet containing the CSV data into a DataFrame\n",
    "df = pd.read_excel(xls, sheet_name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
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       "      <th></th>\n",
       "      <th>COMMENT_ID</th>\n",
       "      <th>AUTHOR</th>\n",
       "      <th>DATE</th>\n",
       "      <th>CONTENT</th>\n",
       "      <th>CLASS</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>LZQPQhLyRh80UYxNuaDWhIGQYNQ96IuCg-AYWqNPjpU</td>\n",
       "      <td>Julius NM</td>\n",
       "      <td>2013-11-07T06:20:48</td>\n",
       "      <td>Huh, anyway check out this you[tube] channel: ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>LZQPQhLyRh_C2cTtd9MvFRJedxydaVW-2sNg5Diuo4A</td>\n",
       "      <td>adam riyati</td>\n",
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       "      <td>Hey guys check out my new channel and our firs...</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>LZQPQhLyRh9MSZYnf8djyk0gEF9BHDPYrrK-qCczIY8</td>\n",
       "      <td>Evgeny Murashkin</td>\n",
       "      <td>2013-11-08T17:34:21</td>\n",
       "      <td>just for test I have to say murdev.com</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>z13jhp0bxqncu512g22wvzkasxmvvzjaz04</td>\n",
       "      <td>ElNino Melendez</td>\n",
       "      <td>2013-11-09T08:28:43</td>\n",
       "      <td>me shaking my sexy ass on my channel enjoy ^_^...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>z13fwbwp1oujthgqj04chlngpvzmtt3r3dw</td>\n",
       "      <td>GsMega</td>\n",
       "      <td>2013-11-10T16:05:38</td>\n",
       "      <td>watch?v=vtaRGgvGtWQ   Check this out .ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
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      "text/plain": [
       "                                    COMMENT_ID            AUTHOR  \\\n",
       "0  LZQPQhLyRh80UYxNuaDWhIGQYNQ96IuCg-AYWqNPjpU         Julius NM   \n",
       "1  LZQPQhLyRh_C2cTtd9MvFRJedxydaVW-2sNg5Diuo4A       adam riyati   \n",
       "2  LZQPQhLyRh9MSZYnf8djyk0gEF9BHDPYrrK-qCczIY8  Evgeny Murashkin   \n",
       "3          z13jhp0bxqncu512g22wvzkasxmvvzjaz04   ElNino Melendez   \n",
       "4          z13fwbwp1oujthgqj04chlngpvzmtt3r3dw            GsMega   \n",
       "\n",
       "                  DATE                                            CONTENT  \\\n",
       "0  2013-11-07T06:20:48  Huh, anyway check out this you[tube] channel: ...   \n",
       "1  2013-11-07T12:37:15  Hey guys check out my new channel and our firs...   \n",
       "2  2013-11-08T17:34:21             just for test I have to say murdev.com   \n",
       "3  2013-11-09T08:28:43  me shaking my sexy ass on my channel enjoy ^_^...   \n",
       "4  2013-11-10T16:05:38          watch?v=vtaRGgvGtWQ   Check this out .ï»¿   \n",
       "\n",
       "   CLASS  \n",
       "0      1  \n",
       "1      1  \n",
       "2      1  \n",
       "3      1  \n",
       "4      1  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Take a look at the first 5 rows\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# now we rename the columns of this dataframe\n",
    "df = df.rename(columns={\"CONTENT\": \"text\", \"CLASS\": \"label\"})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
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       "      <th>COMMENT_ID</th>\n",
       "      <th>AUTHOR</th>\n",
       "      <th>DATE</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1205</td>\n",
       "      <td>z12afj2p2pniy1idm23wclt4ox2wujzj004</td>\n",
       "      <td>Ernest Foli</td>\n",
       "      <td>2015-05-25T21:08:10.798000</td>\n",
       "      <td>fave songï»¿</td>\n",
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       "      <td>1210</td>\n",
       "      <td>z13udxpqgtnnxt10o232vhgbspnveld0c</td>\n",
       "      <td>bossdon redhouse</td>\n",
       "      <td>2015-05-25T15:53:41.740000</td>\n",
       "      <td>I really am madly in love with this woman!!ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>410</td>\n",
       "      <td>z12us3jzyurkxzntu22bvnpwskjdx1jkk</td>\n",
       "      <td>Vincenzo Canino 98</td>\n",
       "      <td>2014-09-28T12:38:26</td>\n",
       "      <td>Fantastic!!!ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>105</td>\n",
       "      <td>z12kuncrps35wp1l0220s3t4ym32dtpin04</td>\n",
       "      <td>Aleksaivan Neidert</td>\n",
       "      <td>2014-11-05T15:35:49</td>\n",
       "      <td>PSY - GANGNAM STYLE (ê°•ë‚¨ìŠ¤íƒ€ì¼) M/V: htt...</td>\n",
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       "      <th>4</th>\n",
       "      <td>1263</td>\n",
       "      <td>z13ldttruqm1x1wsz23qcdlq4saefnkew</td>\n",
       "      <td>Wiki Smolinska</td>\n",
       "      <td>2015-05-22T09:47:17.977000</td>\n",
       "      <td>Cool song ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
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       "      <td>419</td>\n",
       "      <td>z122gn04syvfep31i22zd1xh1p2bul5g504</td>\n",
       "      <td>Sanfermuebles Muebles</td>\n",
       "      <td>2014-10-03T19:58:57</td>\n",
       "      <td>https://www.facebook.com/profile.php?id=100007...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1490</th>\n",
       "      <td>556</td>\n",
       "      <td>z12wctyrfvndsj32n23yhrhrxlyiulpcn</td>\n",
       "      <td>Michael Whiteside</td>\n",
       "      <td>2015-05-28T03:08:19.077000</td>\n",
       "      <td>I love this song so muchï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1491</th>\n",
       "      <td>827</td>\n",
       "      <td>z124jvbxusjnsn2oi04cidm5hqmoftu4ovg0k</td>\n",
       "      <td>XxNorwegianELITEGaming xX</td>\n",
       "      <td>2015-01-31T20:56:05.396000</td>\n",
       "      <td>pleas subscribe on me for ps4 games videoÂ &lt;br...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1492</th>\n",
       "      <td>237</td>\n",
       "      <td>z12mubjyckfjvhmni23bc5nxbnrggtvjq04</td>\n",
       "      <td>Bishwaroop Bhattacharjee</td>\n",
       "      <td>2014-11-08T12:34:11</td>\n",
       "      <td>https://www.facebook.com/SchoolGeniusNITS/phot...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1493</th>\n",
       "      <td>833</td>\n",
       "      <td>z13iwdr5vwrasfbhp04ccj2wqmi4inawgms0k</td>\n",
       "      <td>Eric Carbajal</td>\n",
       "      <td>2015-01-26T18:27:00.309000</td>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1494 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      index                             COMMENT_ID                     AUTHOR  \\\n",
       "0      1205    z12afj2p2pniy1idm23wclt4ox2wujzj004                Ernest Foli   \n",
       "1      1210      z13udxpqgtnnxt10o232vhgbspnveld0c           bossdon redhouse   \n",
       "2       410      z12us3jzyurkxzntu22bvnpwskjdx1jkk         Vincenzo Canino 98   \n",
       "3       105    z12kuncrps35wp1l0220s3t4ym32dtpin04         Aleksaivan Neidert   \n",
       "4      1263      z13ldttruqm1x1wsz23qcdlq4saefnkew             Wiki Smolinska   \n",
       "...     ...                                    ...                        ...   \n",
       "1489    419    z122gn04syvfep31i22zd1xh1p2bul5g504      Sanfermuebles Muebles   \n",
       "1490    556      z12wctyrfvndsj32n23yhrhrxlyiulpcn          Michael Whiteside   \n",
       "1491    827  z124jvbxusjnsn2oi04cidm5hqmoftu4ovg0k  XxNorwegianELITEGaming xX   \n",
       "1492    237    z12mubjyckfjvhmni23bc5nxbnrggtvjq04   Bishwaroop Bhattacharjee   \n",
       "1493    833  z13iwdr5vwrasfbhp04ccj2wqmi4inawgms0k              Eric Carbajal   \n",
       "\n",
       "                            DATE  \\\n",
       "0     2015-05-25T21:08:10.798000   \n",
       "1     2015-05-25T15:53:41.740000   \n",
       "2            2014-09-28T12:38:26   \n",
       "3            2014-11-05T15:35:49   \n",
       "4     2015-05-22T09:47:17.977000   \n",
       "...                          ...   \n",
       "1489         2014-10-03T19:58:57   \n",
       "1490  2015-05-28T03:08:19.077000   \n",
       "1491  2015-01-31T20:56:05.396000   \n",
       "1492         2014-11-08T12:34:11   \n",
       "1493  2015-01-26T18:27:00.309000   \n",
       "\n",
       "                                                   text  label  \n",
       "0                                          fave songï»¿      0  \n",
       "1        I really am madly in love with this woman!!ï»¿      0  \n",
       "2                                       Fantastic!!!ï»¿      0  \n",
       "3     PSY - GANGNAM STYLE (ê°•ë‚¨ìŠ¤íƒ€ì¼) M/V: htt...      0  \n",
       "4                                         Cool song ï»¿      0  \n",
       "...                                                 ...    ...  \n",
       "1489  https://www.facebook.com/profile.php?id=100007...      1  \n",
       "1490                        I love this song so muchï»¿      0  \n",
       "1491  pleas subscribe on me for ps4 games videoÂ <br...      1  \n",
       "1492  https://www.facebook.com/SchoolGeniusNITS/phot...      1  \n",
       "1493                Check out this video on YouTube:ï»¿      1  \n",
       "\n",
       "[1494 rows x 6 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Set a seed for the order of rows\n",
    "df = df.sample(frac=1, random_state=824)\n",
    "df.reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_labeled = df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To have a feeling of how the data is organized, let's inspect the top 5 rows of the data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>COMMENT_ID</th>\n",
       "      <th>AUTHOR</th>\n",
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       "      <th>text</th>\n",
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       "      <th>1205</th>\n",
       "      <td>z12afj2p2pniy1idm23wclt4ox2wujzj004</td>\n",
       "      <td>Ernest Foli</td>\n",
       "      <td>2015-05-25T21:08:10.798000</td>\n",
       "      <td>fave songï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1210</th>\n",
       "      <td>z13udxpqgtnnxt10o232vhgbspnveld0c</td>\n",
       "      <td>bossdon redhouse</td>\n",
       "      <td>2015-05-25T15:53:41.740000</td>\n",
       "      <td>I really am madly in love with this woman!!ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>410</th>\n",
       "      <td>z12us3jzyurkxzntu22bvnpwskjdx1jkk</td>\n",
       "      <td>Vincenzo Canino 98</td>\n",
       "      <td>2014-09-28T12:38:26</td>\n",
       "      <td>Fantastic!!!ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>z12kuncrps35wp1l0220s3t4ym32dtpin04</td>\n",
       "      <td>Aleksaivan Neidert</td>\n",
       "      <td>2014-11-05T15:35:49</td>\n",
       "      <td>PSY - GANGNAM STYLE (ê°•ë‚¨ìŠ¤íƒ€ì¼) M/V: htt...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1263</th>\n",
       "      <td>z13ldttruqm1x1wsz23qcdlq4saefnkew</td>\n",
       "      <td>Wiki Smolinska</td>\n",
       "      <td>2015-05-22T09:47:17.977000</td>\n",
       "      <td>Cool song ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                               COMMENT_ID              AUTHOR  \\\n",
       "1205  z12afj2p2pniy1idm23wclt4ox2wujzj004         Ernest Foli   \n",
       "1210    z13udxpqgtnnxt10o232vhgbspnveld0c    bossdon redhouse   \n",
       "410     z12us3jzyurkxzntu22bvnpwskjdx1jkk  Vincenzo Canino 98   \n",
       "105   z12kuncrps35wp1l0220s3t4ym32dtpin04  Aleksaivan Neidert   \n",
       "1263    z13ldttruqm1x1wsz23qcdlq4saefnkew      Wiki Smolinska   \n",
       "\n",
       "                            DATE  \\\n",
       "1205  2015-05-25T21:08:10.798000   \n",
       "1210  2015-05-25T15:53:41.740000   \n",
       "410          2014-09-28T12:38:26   \n",
       "105          2014-11-05T15:35:49   \n",
       "1263  2015-05-22T09:47:17.977000   \n",
       "\n",
       "                                                   text  label  \n",
       "1205                                       fave songï»¿      0  \n",
       "1210     I really am madly in love with this woman!!ï»¿      0  \n",
       "410                                     Fantastic!!!ï»¿      0  \n",
       "105   PSY - GANGNAM STYLE (ê°•ë‚¨ìŠ¤íƒ€ì¼) M/V: htt...      0  \n",
       "1263                                      Cool song ï»¿      0  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Take a look at the first 5 rows\n",
    "df_labeled.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Further inspection and preprocessing\n",
    "\n",
    "\n",
    "### Checking for data imbalance\n",
    "\n",
    "It is fairly common to assume that the data you are working on is balanced. This means that the dataset contains a similar proportion of examples for all classes. Before moving forward let's actually test this assumption:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Value counts for each class:\n",
      "\n",
      "0    791\n",
      "1    703\n",
      "Name: label, dtype: int64\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Print actual value count\n",
    "print(f\"Value counts for each class:\\n\\n{df_labeled.label.value_counts()}\\n\")\n",
    "\n",
    "# Display pie chart to visually check the proportion\n",
    "df_labeled.label.value_counts().plot.pie(y='label', title='Proportion of each class')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There is roughly the same number of data points for each class so class imbalance is not an issue for this particular dataset.\n",
    "\n",
    "\n",
    "### Cleaning the dataset\n",
    "\n",
    "If you scroll back to the cell where  you inspected the data, you will realize that the dataframe includes information that is not relevant for the task at hand. At the moment, you are only interested in the comments and the corresponding labels (the video that each comment belongs to will be used later). Let's drop the remaining columns."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>text</th>\n",
       "      <th>label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1205</th>\n",
       "      <td>fave songï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1210</th>\n",
       "      <td>I really am madly in love with this woman!!ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>410</th>\n",
       "      <td>Fantastic!!!ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>PSY - GANGNAM STYLE (ê°•ë‚¨ìŠ¤íƒ€ì¼) M/V: htt...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1263</th>\n",
       "      <td>Cool song ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                   text  label\n",
       "1205                                       fave songï»¿      0\n",
       "1210     I really am madly in love with this woman!!ï»¿      0\n",
       "410                                     Fantastic!!!ï»¿      0\n",
       "105   PSY - GANGNAM STYLE (ê°•ë‚¨ìŠ¤íƒ€ì¼) M/V: htt...      0\n",
       "1263                                      Cool song ï»¿      0"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Drop unused columns\n",
    "df_labeled = df_labeled.drop(['COMMENT_ID', 'AUTHOR', 'DATE'], axis=1)\n",
    "\n",
    "# Look at the cleaned dataset\n",
    "df_labeled.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now the dataset only includes the information you are going to use moving forward.\n",
    "\n",
    "### Splitting the dataset\n",
    "\n",
    "Before jumping to the data labeling section let's split the data into training and test sets so you can use the latter to measure the performance of models that were trained using data labeled through different methods. As a safety measure when doing this split, remember to use stratification so the proportion of classes is maintained within each split."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "There are 1195 comments for training.\n",
      "There are 299 comments for testing\n"
     ]
    }
   ],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "# Save the text into the X variable\n",
    "X = df_labeled.drop(\"label\", axis=1)\n",
    "\n",
    "# Save the true labels into the y variable\n",
    "y = df_labeled[\"label\"]\n",
    "\n",
    "# Use 1/5 of the data for testing later\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42, stratify=y)\n",
    "\n",
    "# Print number of comments for each set\n",
    "print(f\"There are {X_train.shape[0]} comments for training.\")\n",
    "print(f\"There are {X_test.shape[0]} comments for testing\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's do a visual to check that the stratification actually worked:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplot(1, 3, 1)\n",
    "y_train.value_counts().plot.pie(y='label', title='Proportion of each class for train set', figsize=(10, 6))\n",
    "\n",
    "plt.subplot(1, 3, 3)\n",
    "y_test.value_counts().plot.pie(y='label', title='Proportion of each class for test set', figsize=(10, 6))\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Both, the training and test sets a balanced proportion of examples per class. So, the code successfully implemented stratification.  \n",
    "\n",
    "Let's get going!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Labeling \n",
    "\n",
    "### Establishing performance lower and upper bounds for reference\n",
    "\n",
    "To properly compare different labeling strategies you need to establish a baseline for model accuracy, in this case you will establish both a lower and an upper bound to compare against. \n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Calculate accuracy of a labeling strategy\n",
    "\n",
    "[CountVectorizer](https://scikit-learn.org/stable/modules/generated/sklearn.feature_extraction.text.CountVectorizer.html#sklearn.feature_extraction.text.CountVectorizer) is a handy tool included in the sklearn ecosystem to encode text based data.\n",
    "\n",
    "For more information on how to work with text data using sklearn check out this [resource](https://scikit-learn.org/stable/tutorial/text_analytics/working_with_text_data.html)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.feature_extraction.text import CountVectorizer\n",
    "\n",
    "# Allow unigrams and bigrams\n",
    "vectorizer = CountVectorizer(ngram_range=(1, 5))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now that the text encoding is defined, you need to select a model to make predictions. For simplicity you will use a [Multinomial Naive Bayes](https://scikit-learn.org/stable/modules/generated/sklearn.naive_bayes.MultinomialNB.html) classifier. This model is well suited for text classification and is fairly quick to train.\n",
    "\n",
    "Let's define a function which will handle the model fitting and print out the accuracy on the test data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.metrics import accuracy_score\n",
    "from sklearn.naive_bayes import MultinomialNB\n",
    "\n",
    "\n",
    "def calculate_accuracy(X_tr, y_tr, X_te=X_test, y_te=y_test, \n",
    "                       clf=MultinomialNB(), vectorizer=vectorizer):\n",
    "    \n",
    "    # Encode train text\n",
    "    X_train_vect = vectorizer.fit_transform(X_tr.text.tolist())\n",
    "    \n",
    "    # Fit model\n",
    "    clf.fit(X=X_train_vect, y=y_tr)\n",
    "    \n",
    "    # Vectorize test text\n",
    "    X_test_vect = vectorizer.transform(X_te.text.tolist())\n",
    "    \n",
    "    # Make predictions for the test set\n",
    "    preds = clf.predict(X_test_vect)\n",
    "    \n",
    "    # Return accuracy score\n",
    "    return accuracy_score(preds, y_te)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let's create a dictionary  to store the accuracy of each labeling method:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Empty dictionary\n",
    "accs = dict()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Random Labeling\n",
    "\n",
    "Generating random labels is a natural way to establish a lower bound. You will expect that any successful alternative labeling model to outperform randomly generated labels. \n",
    "\n",
    "Now let's calculate the accuracy for the random labeling method"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.4816053511705686"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Calculate random labels\n",
    "rnd_labels = np.random.randint(0, 2, X_train.shape[0])\n",
    "\n",
    "# Feed them alongside X_train to calculate_accuracy function\n",
    "rnd_acc = calculate_accuracy(X_train, rnd_labels)\n",
    "\n",
    "rnd_acc"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You will see a different accuracy everytime you run the previous cell. This is due to the fact that the labeling is done randomly. Remember, this is a binary classification problem and both classes are balanced, so you can expect to see accuracies that revolve around 50%.\n",
    "\n",
    "To further gain intuition let's look at the average accuracy over 10 runs:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The random labelling method achieved and accuracy of 47.16%\n"
     ]
    }
   ],
   "source": [
    "# Empty list to save accuracies\n",
    "rnd_accs = []\n",
    "\n",
    "for _ in range(10):\n",
    "    # Add every accuracy to the list\n",
    "    rnd_accs.append(calculate_accuracy(X_train, np.random.randint(0, 2, X_train.shape[0])))\n",
    "\n",
    "# Save result in accs dictionary\n",
    "accs['random-labels'] = sum(rnd_accs)/len(rnd_accs)\n",
    "\n",
    "# Print result\n",
    "print(f\"The random labelling method achieved and accuracy of {accs['random-labels']*100:.2f}%\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Random labelling is completely disregarding the information from the solution space you are working on, and is just guessing the correct label. You can't probably do worse than this (or maybe you can). For this reason, this method serves as reference for comparing other labeling methods\n",
    "\n",
    "\n",
    "### Labeling with true values\n",
    "\n",
    "Now let's look at the other end of the spectrum, this is using the correct labels for your data points. Let's retrain the Multinomial Naive Bayes classifier with the actual labels "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The true labelling method achieved and accuracy of 91.64%\n"
     ]
    }
   ],
   "source": [
    "# Calculate accuracy when using the true labels\n",
    "true_acc = calculate_accuracy(X_train, y_train)\n",
    "\n",
    "# Save the result\n",
    "accs['true-labels'] = true_acc\n",
    "\n",
    "print(f\"The true labelling method achieved and accuracy of {accs['true-labels']*100:.2f}%\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Training with the true labels produced a noticeable boost in accuracy. This is expected as the classifier is now able to properly identify patterns in the training data which were lacking with randomly generated labels. \n",
    "\n",
    "Achieving higher accuracy is possible by either fine-tunning the model or even selecting a different one. For the time being you will keep the model as it is and use this accuracy as what we should strive for with the automatic labeling algorithms you will see next."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Automatic labeling - Trying out different labeling strategies"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's suppose that for some reason you don't have access to the true labels associated with each data point in this dataset. It is a natural idea to think that there are patterns in the data that will provide clues of which are the correct labels. This is of course very dependant on the kind of data you are working with and to even hypothesize which patterns exist requires great domain knowledge.\n",
    "\n",
    "The dataset used in this lab was used for this reason. It is reasonable for many people to come up with rules that might help identify a spam comment from a non-spam one for a Youtube video. In the following section you will be performing automatic labeling using such rules. **You can think of each iteration of this process as a labeler with different criteria for labeling** and your job is to hire the most promising one.\n",
    "\n",
    "Notice the word **rules**. In order to perform automatic labeling you will define some rules such as \"if the comment contains the word 'free' classify it as spam\".\n",
    "\n",
    "First things first. Let's define how we are going to encode the labeling:\n",
    "- `SPAM` is represented by 1\n",
    "\n",
    "\n",
    "- `NOT_SPAM` by 0 \n",
    "\n",
    "\n",
    "- `NO_LABEL` as -1\n",
    "\n",
    "\n",
    "You might be wondering about the `NO_LABEL` keyword. Depending on the rules you come up with, these might not be applicable to some data points. For such cases it is better to refuse from giving a label rather than guessing, which you already saw yields poor results."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### First iteration - Define some rules\n",
    "\n",
    "For this first iteration you will create three  rules based on the intuition of common patterns that appear on spam comments. The rules are simple, classify as SPAM if any of the following patterns is present within the comment or NO_LABEL otherwise:\n",
    "- `free` - spam comments usually lure users by promoting free stuff\n",
    "- `subs` - spam comments tend to ask users to subscribe to some website or channel\n",
    "- `http` - spam comments include links very frequently"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "def labeling_rules_1(x):\n",
    "    \n",
    "    # Convert text to lowercase\n",
    "    x = x.lower()\n",
    "    \n",
    "    # Define list of rules\n",
    "    rules = [\n",
    "        \"free\" in x,\n",
    "        \"subs\" in x,\n",
    "        \"http\" in x\n",
    "    ]\n",
    "    \n",
    "    # If the comment falls under any of the rules classify as SPAM\n",
    "    if any(rules):\n",
    "        return 1\n",
    "    \n",
    "    # Otherwise, NO_LABEL\n",
    "    return -1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-1, -1, -1, ..., -1,  1, -1])"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Apply the rules the comments in the train set\n",
    "labels = [labeling_rules_1(label) for label in X_train.text]\n",
    "\n",
    "# Convert to a numpy array\n",
    "labels = np.asarray(labels)\n",
    "\n",
    "# Take a look at the automatic labels\n",
    "labels"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For lots of points the automatic labeling algorithm decided to not settle for a label, this is expected given the nature of the rules that were defined. These points should be deleted since they don't provide information about the classification process and tend to hurt performance."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Predictions with concrete label have shape: (259,)\n",
      "Proportion of data points kept: 21.67%\n"
     ]
    }
   ],
   "source": [
    "# Create the automatic labeled version of X_train by removing points with NO_LABEL label\n",
    "X_train_al = X_train[labels != -1]\n",
    "\n",
    "# Remove predictions with NO_LABEL label\n",
    "labels_al = labels[labels != -1]\n",
    "\n",
    "print(f\"Predictions with concrete label have shape: {labels_al.shape}\")\n",
    "\n",
    "print(f\"Proportion of data points kept: {labels_al.shape[0]/labels.shape[0]*100:.2f}%\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Notice that only 379 data points remained out of the original 1564. The rules defined didn't provide enough context for the labeling algorithm to settle on a label, so around 75% of the data has been trimmed.\n",
    "\n",
    "Let's test the accuracy of the model when using these automatic generated labels:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "First iteration of automatic labeling has an accuracy of 47.16%\n"
     ]
    }
   ],
   "source": [
    "# Compute accuracy when using these labels\n",
    "iter_1_acc = calculate_accuracy(X_train_al, labels_al)\n",
    "\n",
    "# Display accuracy\n",
    "print(f\"First iteration of automatic labeling has an accuracy of {iter_1_acc*100:.2f}%\")\n",
    "\n",
    "# Save the result\n",
    "accs['first-iteration'] = iter_1_acc"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's compare this accuracy to the baselines by plotting:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def plot_accuracies(accs=accs):\n",
    "    colors = list(\"rgbcmy\")\n",
    "    items_num = len(accs)\n",
    "    cont = 1\n",
    "\n",
    "    for x, y in accs.items():\n",
    "        if x in ['true-labels', 'random-labels', 'true-labels-best-clf']:\n",
    "            plt.hlines(y, 0, (items_num-2)*2, colors=colors.pop())\n",
    "        else:\n",
    "            plt.scatter(cont, y, s=100)\n",
    "            cont+=2\n",
    "    plt.legend(accs.keys(), loc=\"center left\",bbox_to_anchor=(1, 0.5))\n",
    "    plt.show()\n",
    "    \n",
    "plot_accuracies()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This first iteration had an accuracy very close to the random labeling, we should strive to do better than this. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Before moving forward let's define the `label_given_rules` function that performs all of the steps you just saw, these are: \n",
    "- Apply the rules to a dataframe of comments\n",
    "- Cast the resulting labels to a numpy array\n",
    "- Delete all data points with NO_LABEL as label\n",
    "- Calculate the accuracy of the model using the automatic labels\n",
    "- Save the accuracy for plotting\n",
    "- Print some useful metrics of the process"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "def label_given_rules(df, rules_function, name, \n",
    "                      accs_dict=accs, verbose=True):\n",
    "    \n",
    "    # Apply labeling rules to the comments\n",
    "    labels = [rules_function(label) for label in df.text]\n",
    "    \n",
    "    # Convert to a numpy array\n",
    "    labels = np.asarray(labels)\n",
    "    \n",
    "    # Save initial number of data points\n",
    "    initial_size = labels.shape[0]\n",
    "    \n",
    "    # Trim points with NO_LABEL label\n",
    "    X_train_al = df[labels != -1]\n",
    "    labels = labels[labels != -1]\n",
    "    \n",
    "    # Save number of data points after trimming\n",
    "    final_size = labels.shape[0]\n",
    "    \n",
    "    # Compute accuracy\n",
    "    acc = calculate_accuracy(X_train_al, labels)\n",
    "    \n",
    "    # Print useful information\n",
    "    if verbose:\n",
    "        print(f\"Proportion of data points kept: {final_size/initial_size*100:.2f}%\\n\")\n",
    "        print(f\"{name} labeling has an accuracy of {acc*100:.2f}%\\n\")\n",
    "        \n",
    "    # Save accuracy to accuracies dictionary\n",
    "    accs_dict[name] = acc\n",
    "    \n",
    "    return X_train_al, labels, acc"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Going forward we should come up with rules that have a better coverage of the training data, thus making pattern discovery an easier task. Also notice how the rules were only able to label as either SPAM or NO_LABEL, we should also create some rules that help the identification of NOT_SPAM comments."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Second iteration - Coming up with better rules\n",
    "\n",
    "If you inspect the comments in the dataset you might be able to distinguish certain patterns at a glimpse. For example, not spam comments often make references to either the number of views since these were the most watched videos of 2015 or the song in the video and its contents . As for spam comments other common patterns are to promote gifts or ask to follow some channel or website.\n",
    "\n",
    "Let's create some new rules that include these patterns:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "def labeling_rules_2(x):\n",
    "    \n",
    "    # Convert text to lowercase\n",
    "    x = x.lower()\n",
    "    \n",
    "    # Define list of rules to classify as NOT_SPAM\n",
    "    not_spam_rules = [\n",
    "        \"view\" in x,\n",
    "        \"song\" in x\n",
    "    ]\n",
    "    \n",
    "    # Define list of rules to classify as SPAM\n",
    "    spam_rules = [\n",
    "        \"free\" in x,\n",
    "        \"subs\" in x,\n",
    "        \"gift\" in x,\n",
    "        \"follow\" in x,\n",
    "        \"http\" in x\n",
    "    ]\n",
    "    \n",
    "    # Classify depending on the rules\n",
    "    if any(not_spam_rules):\n",
    "        return 0\n",
    "    \n",
    "    if any(spam_rules):\n",
    "        return 1\n",
    "    \n",
    "    return -1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This new set of rules looks more promising as it includes more patterns to classify as SPAM as well as some patterns to classify as NOT_SPAM. This should result in more data points with a label different to NO_LABEL.\n",
    "\n",
    "Let's check if this is the case."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Proportion of data points kept: 40.84%\n",
      "\n",
      "second-iteration labeling has an accuracy of 73.91%\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "label_given_rules(X_train, labeling_rules_2, \"second-iteration\")\n",
    "\n",
    "plot_accuracies()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This time 44% of the original dataset was given a decisive label and there were data points for both labels, this helped the model reach a higher accuracy when compared to the first iteration. Now the accuracy is considerably higher than the random labeling but it is still very far away from the upper bound.\n",
    "\n",
    "Let's see if we can make it even better!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Third Iteration - Even more rules\n",
    "\n",
    "The rules we have defined so far are doing a fair job. Let's add two additional rules, one for classifying SPAM comments and the other for the opposite task.\n",
    "\n",
    "At a glimpse it looks like NOT_SPAM comments are usually shorter. This may be due to them not including hyperlinks but also in general they tend to be more concrete such as \"I love this song!\".\n",
    "\n",
    "Let's take a look at the average number of characters for SPAM comments vs NOT_SPAM oned:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "NOT_SPAM comments have an average of 42.35 characters.\n",
      "SPAM comments have an average of 103.14 characters.\n"
     ]
    }
   ],
   "source": [
    "from statistics import mean\n",
    "\n",
    "print(f\"NOT_SPAM comments have an average of {mean([len(t) for t in df_labeled[df_labeled.label==0].text]):.2f} characters.\")\n",
    "print(f\"SPAM comments have an average of {mean([len(t) for t in df_labeled[df_labeled.label==1].text]):.2f} characters.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It sure looks like there is a big difference in the number of characters for both types of comments.\n",
    "\n",
    "To decide on a threshold to classify as NOT_SPAM let's plot a histogram of the number of characters for NOT_SPAM comments:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist([len(t) for t in df_labeled[df_labeled.label==0].text], range=(0,100))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The majority of NOT_SPAM comments have 30 or less characters so we'll use that as a threshold.\n",
    "\n",
    "Another prevalent pattern in spam comments is to ask users to \"check out\" a channel, website or link.\n",
    "\n",
    "Let's add these two new rules:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "def labeling_rules_3(x):\n",
    "    \n",
    "    # Convert text to lowercase\n",
    "    x = x.lower()\n",
    "    \n",
    "    # Define list of rules to classify as NOT_SPAM\n",
    "    not_spam_rules = [\n",
    "        \"view\" in x,\n",
    "        \"song\" in x,\n",
    "        len(x) < 30\n",
    "    ]\n",
    "    \n",
    "\n",
    "    # Define list of rules to classify as SPAM\n",
    "    spam_rules = [\n",
    "        \"free\" in x,\n",
    "        \"subs\" in x,\n",
    "        \"gift\" in x,\n",
    "        \"follow\" in x,\n",
    "        \"http\" in x,\n",
    "        \"check out\" in x\n",
    "    ]\n",
    "    \n",
    "    # Classify depending on the rules\n",
    "    if any(not_spam_rules):\n",
    "        return 0\n",
    "    \n",
    "    if any(spam_rules):\n",
    "        return 1\n",
    "    \n",
    "    return -1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Proportion of data points kept: 76.15%\n",
      "\n",
      "third-iteration labeling has an accuracy of 83.61%\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "label_given_rules(X_train, labeling_rules_3, \"third-iteration\")\n",
    "\n",
    "plot_accuracies()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "These new rules do a pretty good job at both, covering the dataset and having a good model accuracy. To be more concrete this labeling strategy reached an accuracy of ~86%! We are getting closer and closer to the upper bound defined by using the true labels.\n",
    "\n",
    "We could keep going on adding more rules to improve accuracy and we do encourage you to try it out yourself!\n",
    "\n",
    "\n",
    "### Come up with your own rules\n",
    "\n",
    "The following cells contain some code to help you inspect the dataset for patterns and to test out these patterns. The ones used before are commented out in case you want start from scratch or re-use them."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>text</th>\n",
       "      <th>label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1205</th>\n",
       "      <td>fave songï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1210</th>\n",
       "      <td>I really am madly in love with this woman!!ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>410</th>\n",
       "      <td>Fantastic!!!ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>PSY - GANGNAM STYLE (ê°•ë‚¨ìŠ¤íƒ€ì¼) M/V: htt...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1263</th>\n",
       "      <td>Cool song ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>326</th>\n",
       "      <td>In my opinion I think you look better with bla...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1230</th>\n",
       "      <td>nice songï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>976</th>\n",
       "      <td>Eminem and Rihanna sing the song very well.ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1235</th>\n",
       "      <td>I swear Shakira keeps getting more and more go...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1290</th>\n",
       "      <td>SHAKIRA SONG WAKA WAKAï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1155</th>\n",
       "      <td>some classsic :))))ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1211</th>\n",
       "      <td>i totally love this song. absolutely fantastic...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1343</th>\n",
       "      <td>so beutiful</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1103</th>\n",
       "      <td>superï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>548</th>\n",
       "      <td>wierd but funnyï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1349</th>\n",
       "      <td>Your a fucking bitch</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>515</th>\n",
       "      <td>Katy Perry - Roar (Official): http://youtu.be/...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1356</th>\n",
       "      <td>I remember this :D</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>655</th>\n",
       "      <td>this song is fu cking awesom!!!!!!!ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>677</th>\n",
       "      <td>Wow;)ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1410</th>\n",
       "      <td>Shakira</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>994</th>\n",
       "      <td>Is that Charlie from lost?&lt;br /&gt;ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>What Can i say....This Song He Just Change The...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>686</th>\n",
       "      <td>my favorite songï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>572</th>\n",
       "      <td>LMFAO!ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>354</th>\n",
       "      <td>Boooobsï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1083</th>\n",
       "      <td>Great songï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>474</th>\n",
       "      <td>Katy Perry can't sing for shit. All i hear it ...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>662</th>\n",
       "      <td>Memoriesï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>422</th>\n",
       "      <td>Awesome video this is one of my favorite  song...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1214</th>\n",
       "      <td>gooodï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>955</th>\n",
       "      <td>OMG that looks just like a piece of the mirror...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1153</th>\n",
       "      <td>Eminem is the greatest artist to ever touch th...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>561</th>\n",
       "      <td>wowwwwwwwwwwwwwwwwwwwwwwwwwwwwwwï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1133</th>\n",
       "      <td>Love your songs&lt;br /&gt;Supper cool&lt;br /&gt;ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1066</th>\n",
       "      <td>so many comments.ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1000</th>\n",
       "      <td>I love you!â¤âœ¨ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1300</th>\n",
       "      <td>Me and my aunt love this song!!!!!ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>352</th>\n",
       "      <td>Maybe the best music video in the last 15 year...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>604</th>\n",
       "      <td>Best Music Ever!!!ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>309</th>\n",
       "      <td>Thanks to this video we know that Nokia phones...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1364</th>\n",
       "      <td>wow</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>689</th>\n",
       "      <td>Awesomeï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1408</th>\n",
       "      <td>shakira is the best!</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>We pray for you Little Psy â™¡ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>Oppa! Yeah! Best Song!ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1138</th>\n",
       "      <td>Me and my big sister like youï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>992</th>\n",
       "      <td>Love this songï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1024</th>\n",
       "      <td>loveï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1181</th>\n",
       "      <td>I don&amp;#39;t think this song will ever get old ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>688</th>\n",
       "      <td>Wow dance showï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>581</th>\n",
       "      <td>they Shuffle hard that they made an Earthquake...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>386</th>\n",
       "      <td>At least she didn't get rid of her completely ...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1391</th>\n",
       "      <td>Ouf Ouf OUFFFFFFFFFFFFFFFFFF!!!!!!!! :)</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1173</th>\n",
       "      <td>shakira is best for worldcupï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>407</th>\n",
       "      <td>most popular video on youtube  ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1493</th>\n",
       "      <td>Shakira is the best dancer</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1016</th>\n",
       "      <td>this song is NICEï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>722</th>\n",
       "      <td>:3ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>207</th>\n",
       "      <td>With the korean girl more slut and bitch : Hyu...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>thumbs up if u checked this video to see hw vi...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>341</th>\n",
       "      <td>3:46 so cute!ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1386</th>\n",
       "      <td>She is perfect</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1180</th>\n",
       "      <td>Why so many disliked??????!!!!!!ğŸ˜¯ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>616</th>\n",
       "      <td>Wow I love it ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1365</th>\n",
       "      <td>I love you</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1089</th>\n",
       "      <td>Fire..ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1058</th>\n",
       "      <td>I love this song up to the moon &amp;gt;3 you are ...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1225</th>\n",
       "      <td>I love youï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>609</th>\n",
       "      <td>i want to be that robot guy...ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>721</th>\n",
       "      <td>Goooooodï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1177</th>\n",
       "      <td>Awesome ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1289</th>\n",
       "      <td>like meï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1023</th>\n",
       "      <td>awesome song everï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1095</th>\n",
       "      <td>Eminem best rapper all the timeï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1140</th>\n",
       "      <td>I love eminem  &amp;lt;3ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>345</th>\n",
       "      <td>Katy has conqueror's haki &amp;gt;:)ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>now its 1,884,034,783 views! pls. comment the ...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>460</th>\n",
       "      <td>;-)ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1174</th>\n",
       "      <td>The best world cup song ever!!!!ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1217</th>\n",
       "      <td>Waka wakaï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1043</th>\n",
       "      <td>Rihanna is so beautiful and amazing â™¥â™¥â™¥â...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>659</th>\n",
       "      <td>THUMBS UP FOR ROBO GUY BABYï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>2:05. Hahahahah ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>917</th>\n",
       "      <td>every bady yust have a good timeï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>329</th>\n",
       "      <td>I WILL FINISH THIS DISSERTATION! And I will la...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>462</th>\n",
       "      <td>It should be illegal to be this goodlooking as...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>543</th>\n",
       "      <td>That was very good I mean very very much good ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1077</th>\n",
       "      <td>i like the lyrics but not to music videoï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>479</th>\n",
       "      <td>we all love you Katy Perry &amp;lt;3ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206</th>\n",
       "      <td>I am now going to voyage to the first comment....</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1412</th>\n",
       "      <td>the best!</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1084</th>\n",
       "      <td>Anybody else here in 2015?ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>601</th>\n",
       "      <td>Love this song makes me wanna dance! ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>649</th>\n",
       "      <td>Best song for everğŸ’œğŸ’œğŸ˜¢&lt;br /&gt;ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>720</th>\n",
       "      <td>I like it&lt;br /&gt;ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>710</th>\n",
       "      <td>In my head this is like 2 years ago.. Time FLI...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>542</th>\n",
       "      <td>Katty is the best! ! ! ! ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>653</th>\n",
       "      <td>Party time!ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>925</th>\n",
       "      <td>awesomeï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>951</th>\n",
       "      <td>Rihanna and Eminem together are unstoppable.ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>696</th>\n",
       "      <td>this very good so I dance with some companions...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1390</th>\n",
       "      <td>OMG LOVE THIS!</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>this jap is such a piece of shit. he is such a...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1163</th>\n",
       "      <td>Best. Song. EVER ğŸ™Œï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>394</th>\n",
       "      <td>why the elephant have a broken hornï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>Still the best. :Dï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>Song name??ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>Can we reach 3 billion views by December 2014?...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>372</th>\n",
       "      <td>Your going to hear me Roar !!!! :-))))   #soun...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>535</th>\n",
       "      <td>My 6th grade teacher looked exactly like Katy ...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>227</th>\n",
       "      <td>Lol this youtuber (officialpsy) is getting so ...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>557</th>\n",
       "      <td>2015 LIKEEEï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209</th>\n",
       "      <td>Still a very fun music video to watch! ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>577</th>\n",
       "      <td>Ahhh back when my life didn&amp;#39;t suck...ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1279</th>\n",
       "      <td>wow</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1175</th>\n",
       "      <td>I loveï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>why I dont see any comments but mine?:/ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>481</th>\n",
       "      <td>Love it when I can relate to my daughter's mus...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1172</th>\n",
       "      <td>I love song ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>571</th>\n",
       "      <td>I remember back when this was so popular every...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>323</th>\n",
       "      <td>katy perry  just stop it and dont do a song i ...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>939</th>\n",
       "      <td>I always end up coming back to this song&lt;br /&gt;ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1394</th>\n",
       "      <td>This Song will never get old</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>just checking the viewsï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>445</th>\n",
       "      <td>Wow she is sexy XDï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1187</th>\n",
       "      <td>Waka best oneï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>551</th>\n",
       "      <td>Shuffleï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>428</th>\n",
       "      <td>Katy Perry - Roar (Official): http://youtu.be/...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>The population of world is more than 7 billionï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>685</th>\n",
       "      <td>5th most viewed video.. i guessï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>509</th>\n",
       "      <td>Katy Perry - Roar (Official): http://youtu.be/...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1294</th>\n",
       "      <td>Love this song so much! One of my faves! Xxxï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1019</th>\n",
       "      <td>Eminem et Rihana trop belle chansonï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>629</th>\n",
       "      <td>Lets partyï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1299</th>\n",
       "      <td>I love you Shakiria!!!!!!ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>376</th>\n",
       "      <td>i am a big fan of you and i love youï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>605</th>\n",
       "      <td>Likeeeeï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>356</th>\n",
       "      <td>Katy Perry You Are Looking Soo PRETTY DAMN CUT...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1282</th>\n",
       "      <td>Love you shkiraï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>695</th>\n",
       "      <td>fucking love it omg :vï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>430</th>\n",
       "      <td>katy perry is awesomeï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>584</th>\n",
       "      <td>Love this song makes me wanna dance! ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1065</th>\n",
       "      <td>charlieee :DDDD (Those who saw Lost only will ...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>This has had over 2 billion views.  Holy shit.ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1093</th>\n",
       "      <td>If you are a person that loves real music you ...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1209</th>\n",
       "      <td>One of the best song of all the timeï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1238</th>\n",
       "      <td>Your the bestâ™£â™¥ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1080</th>\n",
       "      <td>We need to get this to 1 Billion Views!!ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>Like if you came here too see how many views t...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1118</th>\n",
       "      <td>awesomeï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>215</th>\n",
       "      <td>WHY DOES THIS HAVE 2 BILLION VIEWS THIS SONG I...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1236</th>\n",
       "      <td>Youtube comments be like&lt;br /&gt;This is so 5 yea...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>611</th>\n",
       "      <td>Omg it&amp;#39;s going to have 1bi views!ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>Wow 23 min agoï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>924</th>\n",
       "      <td>OOOOO SHUFFLLLLLLLLLLLLLLLLLLLLLLINNNNNï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>668</th>\n",
       "      <td>you cant stop the shuffleï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>583</th>\n",
       "      <td>still.. this reminds me of 1 years back when i...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1136</th>\n",
       "      <td>:Dï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1200</th>\n",
       "      <td>Good song:-)ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>679</th>\n",
       "      <td>everyday I&amp;#39;m shufflinï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>701</th>\n",
       "      <td>I hate it when Laura Bennett comes inï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1220</th>\n",
       "      <td>ILOVETHISSONGï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>673</th>\n",
       "      <td>Man this song really does get in your bones - ...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>962</th>\n",
       "      <td>Fuck Eminem. Bieber is the best &amp;lt;3ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>423</th>\n",
       "      <td>If only I had the body like Katy Perry :)). Sh...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>I remember when everyone was obsessed with Gan...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272</th>\n",
       "      <td>I don't now why I'm watching this in 2014ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1100</th>\n",
       "      <td>My favorite song ğŸ’—ğŸ’—ğŸ’—ğŸ’—ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>228</th>\n",
       "      <td>1 million dislikes!EPIC FAIL(ready for you fan...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>570</th>\n",
       "      <td>NICE GIRL :Dï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1067</th>\n",
       "      <td>Best songï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1097</th>\n",
       "      <td>thumbs up if you think this should have 1 bill...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>532</th>\n",
       "      <td>I love this song!!!ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>725</th>\n",
       "      <td>lol so funny love itï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1259</th>\n",
       "      <td>I like this song ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1397</th>\n",
       "      <td>I love this song</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>222</th>\n",
       "      <td>You know a song sucks dick when you need to us...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1374</th>\n",
       "      <td>Wow</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>WAT DA FUCK THIS THE MOST VIEWED VIDEO IN YOUT...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1396</th>\n",
       "      <td>Love it</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>469</th>\n",
       "      <td>:-D â™ªâ™ªâ™ª This is my favorite song â™¥ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1489</th>\n",
       "      <td>I love this song because we sing it at Camp al...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>567</th>\n",
       "      <td>2015!! LLIKEE!!ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1218</th>\n",
       "      <td>she is beautiful but it is not American!ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1039</th>\n",
       "      <td>I could hear this for years ;3ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>615</th>\n",
       "      <td>cool cool cool cool cool cool coolï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>i think about 100 millions of the views come f...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1073</th>\n",
       "      <td>I love this song sooooooooooooooo muchï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1038</th>\n",
       "      <td>This video deserves &lt;b&gt;1B&lt;/b&gt; views!!!ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>644</th>\n",
       "      <td>I love this song so muchï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1197</th>\n",
       "      <td>Whose who are watching this in 2015. Â LIKE!ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>327</th>\n",
       "      <td>You gonna hear me ROARRRR.....ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>343</th>\n",
       "      <td>The great mother of the jungle. Sweet and natu...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>396</th>\n",
       "      <td>Where did she find all that make up in a freak...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>Admit it you just came here to check the numbe...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1092</th>\n",
       "      <td>Almost to a billion :)ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>718</th>\n",
       "      <td>like the songsï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>995</th>\n",
       "      <td>who the fuck cheats on megan foxï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>660</th>\n",
       "      <td>SERIOUSLY HOW DID THEY COME UP WITH THAT BEAT ...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>719</th>\n",
       "      <td>sorry to all my haters&lt;br /&gt;&lt;br /&gt;&lt;br /&gt;&lt;br /&gt;...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>547</th>\n",
       "      <td>who is going to reach the billion first : katy...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>510</th>\n",
       "      <td>And somehow she has access to makeup in the mi...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1020</th>\n",
       "      <td>this song is better then monster by eminemï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1099</th>\n",
       "      <td>i love this songï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>508</th>\n",
       "      <td>I LOVE YOU!!! Because u make me smile when im ...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1261</th>\n",
       "      <td>Waka waka !!!ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>562</th>\n",
       "      <td>PARTY ROCK (8) ~ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999</th>\n",
       "      <td>this fucking song like a&amp;#39;n oreo the only w...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>560</th>\n",
       "      <td>Best song ever!!!!ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>Fantastic!ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>413</th>\n",
       "      <td>She's awesome XDï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1078</th>\n",
       "      <td>BRï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>915</th>\n",
       "      <td>Good videoï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>psy=koreanï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>635</th>\n",
       "      <td>4 fucking years are fucking past so fucking fa...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1183</th>\n",
       "      <td>wery goodï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>247</th>\n",
       "      <td>I hav absolutely no idea what he's saying. Is ...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>Still watching this 2 years later? ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>985</th>\n",
       "      <td>gootï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>450</th>\n",
       "      <td>Man she is BEAUTIFUL!ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>617</th>\n",
       "      <td>Who knows the name of that girl?.. and that on...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1293</th>\n",
       "      <td>Good times ...ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1022</th>\n",
       "      <td>it is wonderfulï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1242</th>\n",
       "      <td>I love shakira&lt;br /&gt;â¤â¤â¤â¤ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1407</th>\n",
       "      <td>WOw</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1411</th>\n",
       "      <td>Shakira :-*</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>I'm here to check the views.. holy shitï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1256</th>\n",
       "      <td>I love this song &amp;amp;I love shakira&amp;lt;333â™¡...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1277</th>\n",
       "      <td>BEST SONG EVER X3333333333ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>225</th>\n",
       "      <td>Most viewed video on youtube...daaaaaaaaaaannn...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1143</th>\n",
       "      <td>You can not hate eminem and nirvana...trust meï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>630</th>\n",
       "      <td>Anyone else think this video theme is a bit of...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>333</th>\n",
       "      <td>This looks so fun and it's a good songï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1059</th>\n",
       "      <td>Hello. Ä° am from Azerbaijan&lt;br /&gt;ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1395</th>\n",
       "      <td>I always have goose bumps at that part</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1409</th>\n",
       "      <td>Nice</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1071</th>\n",
       "      <td>This song is true because it is insane because...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1240</th>\n",
       "      <td>I love  Shakira !!!!!! â¤ğŸµğŸ¶ğŸ¼ğŸ¸ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1372</th>\n",
       "      <td>God she is so hot</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>944</th>\n",
       "      <td>Almost 1 billionï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1393</th>\n",
       "      <td>cool</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1206</th>\n",
       "      <td>Watching in 2015ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1298</th>\n",
       "      <td>sexy shakiraï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>449</th>\n",
       "      <td>This video is so racist!!! There are only anim...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1232</th>\n",
       "      <td>super musicï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>643</th>\n",
       "      <td>Love this sooooooooooooooooooooooooooooooooooo...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1009</th>\n",
       "      <td>best songï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>682</th>\n",
       "      <td>cool song ever good thing its hereï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>Wow. Comments section on this still active. No...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1227</th>\n",
       "      <td>It was  cool   the best   song ever  ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>576</th>\n",
       "      <td>This the best song i ever hire&lt;br /&gt;ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>974</th>\n",
       "      <td>this is the 2nd most best song when im gone by...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1399</th>\n",
       "      <td>good!!</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1017</th>\n",
       "      <td>Sick Music for sick femalesï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>923</th>\n",
       "      <td>Love your song makes me happyï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600</th>\n",
       "      <td>Love this song makes me wanna dance! ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>I think this is now a place to promote channel...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1357</th>\n",
       "      <td>Waka waka</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>348</th>\n",
       "      <td>There is 7 bilion poeple on earth Now stop bei...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>Mix - PSY - GANGNAM STYLE (ê°•ë‚¨ìŠ¤íƒ€ì¼) M/...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>554</th>\n",
       "      <td>Awsome&lt;br /&gt;ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1367</th>\n",
       "      <td>:)</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>359</th>\n",
       "      <td>My telephone!ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1032</th>\n",
       "      <td>I like this song very muchï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>694</th>\n",
       "      <td>Party rock due and duelï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1204</th>\n",
       "      <td>Love this song! My soccer team made a cd for o...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>461</th>\n",
       "      <td>this video is great .....!!! I love this.........</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>627</th>\n",
       "      <td>LIKKEEï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>223</th>\n",
       "      <td>Wow this video is the most viewed youtube vide...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>LOL this shit never gets oldï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>I'm only checking the viewsï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>355</th>\n",
       "      <td>Its almost Katys birthday! October 25th Lets s...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>go here to check the views :3ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1029</th>\n",
       "      <td>eminem - RIHANNAï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1243</th>\n",
       "      <td>I remember that torunament like it was today.ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>586</th>\n",
       "      <td>Love this video and the song of courseï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1278</th>\n",
       "      <td>love!!!!ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>219</th>\n",
       "      <td>For all of the little kidz out there there is ...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>640</th>\n",
       "      <td>This is my favorite song ever love this Party ...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1076</th>\n",
       "      <td>So freaking sad...ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>388</th>\n",
       "      <td>This is the best of the best video in world!!!...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1267</th>\n",
       "      <td>Lol I love this songï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1373</th>\n",
       "      <td>She is perfect!</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1486</th>\n",
       "      <td>Waka waka she rules</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1347</th>\n",
       "      <td>She is perfect</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1169</th>\n",
       "      <td>857.482.940 views AWESOME !!!!!!!!!!!!!!!!!!!!...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>934</th>\n",
       "      <td>love this songï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>566</th>\n",
       "      <td>just :( superr!!!ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>335</th>\n",
       "      <td>I    loved        it           so       much  ...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1012</th>\n",
       "      <td>LOVE IT!!!!!!!ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1266</th>\n",
       "      <td>this song sucksï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>442</th>\n",
       "      <td>Katy Perry - Roar (Official): http://youtu.be/...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1035</th>\n",
       "      <td>amazing songï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1199</th>\n",
       "      <td>BEAUTIFUL</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1185</th>\n",
       "      <td>I love this song so much &amp;lt;3&lt;br /&gt;Keep em&amp;#3...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>637</th>\n",
       "      <td>i&amp;#39;m watching this on summer 2015ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1054</th>\n",
       "      <td>:)ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Why dafuq is a Korean song so big in the USA. ...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>550</th>\n",
       "      <td>Party rockï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>The Funny Thing Is That this song was made in ...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>437</th>\n",
       "      <td>She is a perfect wonder.....ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>706</th>\n",
       "      <td>Best song everï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1001</th>\n",
       "      <td>2010? The time past so fast ..ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>459</th>\n",
       "      <td>I LOVE YOU KATTY PERRY &amp;lt;3 ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>519</th>\n",
       "      <td>i like this song because of all the animals an...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1011</th>\n",
       "      <td>Anyone else notice that Megan Fox is in this v...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>You think you're smart?        Headbutt your f...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>253</th>\n",
       "      <td>just came to check the view countï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1370</th>\n",
       "      <td>Shakira is very beautiful</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>342</th>\n",
       "      <td>Roar is without a doubt your best song...feel ...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1056</th>\n",
       "      <td>thumb up if you watching in 2015 and Â you lik...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1168</th>\n",
       "      <td>Rihanna looks so beautiful with red hair ;)ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1270</th>\n",
       "      <td>Wow...5 years&lt;br /&gt;ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1021</th>\n",
       "      <td>He is good boy!!!&lt;br /&gt;I am krean I like to em...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1049</th>\n",
       "      <td>So he&amp;#39;s admitting he killed his girlfriend...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1255</th>\n",
       "      <td>i love herï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>606</th>\n",
       "      <td>Coolï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1476</th>\n",
       "      <td>i watched this because of the large amount of ...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>940</th>\n",
       "      <td>Coolï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>456</th>\n",
       "      <td>Best song ever ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>691</th>\n",
       "      <td>Good times. ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>578</th>\n",
       "      <td>Party rock! XDï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1144</th>\n",
       "      <td>Like eminenï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1280</th>\n",
       "      <td>Waka waka eh ehï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>568</th>\n",
       "      <td>Yeah! Let&amp;#39;s start the party!ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>408</th>\n",
       "      <td>NOKIA spottedï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>544</th>\n",
       "      <td>This song means so much to me thank you  soooo...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1119</th>\n",
       "      <td>I lovetï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1262</th>\n",
       "      <td>Amazing songï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>565</th>\n",
       "      <td>LMFAO!!!!!!!!ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>494</th>\n",
       "      <td>i love you katy perry because you will sing ni...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>711</th>\n",
       "      <td>Its 2015 and still shuffling to this songğŸ¶ğ...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518</th>\n",
       "      <td>Katy Perry's songs are the best of the songs o...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1184</th>\n",
       "      <td>Whose watching this in 2015. If so hi-5ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>484</th>\n",
       "      <td>Love itï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>592</th>\n",
       "      <td>coolï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1051</th>\n",
       "      <td>Love Songï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1062</th>\n",
       "      <td>i hate rapï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>958</th>\n",
       "      <td>one of the BEST SONGS in music historyï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>I hate this song! ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922</th>\n",
       "      <td>The best song ever!ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>703</th>\n",
       "      <td>Best for partying ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>Stupid people... this video doesnt have 2 bill...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>391</th>\n",
       "      <td>my son love so muchï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>580</th>\n",
       "      <td>LMFAO best songs ever!ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>378</th>\n",
       "      <td>I &amp;lt;3 Katy Perry!ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>360</th>\n",
       "      <td>This comment will randomly get lot's of likes ...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>466</th>\n",
       "      <td>I love the song roar it make me think am fill ...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>217</th>\n",
       "      <td>1 millioon dislikessssssssssssssssssssssssssss...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1237</th>\n",
       "      <td>it pisses me off a bit that blank space has mo...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>2 BILLION!!!ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>724</th>\n",
       "      <td>shuffle!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1344</th>\n",
       "      <td>so beutiful</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>the most viewed youtube video of all time?ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>Loool nice song funny how no one understands (...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>664</th>\n",
       "      <td>More views than nikki minaj Anacondaï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>485</th>\n",
       "      <td>People who believe in Illuminati are stupid th...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>708</th>\n",
       "      <td>i like this steps...ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1208</th>\n",
       "      <td>love Shakira!ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>251</th>\n",
       "      <td>This is getting old.........ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>231</th>\n",
       "      <td>2 billion for this shit?ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>948</th>\n",
       "      <td>The perfect example of abuse from husbands and...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1194</th>\n",
       "      <td>Shakira is my favourite singer. Woooooï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>5 milions comentars and 2 bilion viewsï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1288</th>\n",
       "      <td>Very nice</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1233</th>\n",
       "      <td>How could 108k people dislike this song or vid...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>625</th>\n",
       "      <td>Like this in 2015! :Dï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>398</th>\n",
       "      <td>Nice songï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>257</th>\n",
       "      <td>WORLD RECORD YOUTUBE VIDEO VIEWS !!!!!! XDï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>666</th>\n",
       "      <td>Who else saw jesses dancing sorry if I spelled...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>This song never gets old love it.ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>638</th>\n",
       "      <td>I am going to blow my mindï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>632</th>\n",
       "      <td>Never get old ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1358</th>\n",
       "      <td>This makes me miss the world cup</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319</th>\n",
       "      <td>If she really did this there she's hardcoreï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1366</th>\n",
       "      <td>i like and love so much people all friends.......</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>620</th>\n",
       "      <td>Why sooooo many downs?ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>558</th>\n",
       "      <td>I miss when people dressed like this.ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1479</th>\n",
       "      <td>I love dis song!! 3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>665</th>\n",
       "      <td>LMFAO IS THE BESTï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>The most liked video on YouTube...ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>435</th>\n",
       "      <td>Since when has Katy Perry had her own YouTube ...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>Ching Ching ling long ding ring yaaaaaa Ganga ...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>447</th>\n",
       "      <td>Katy has a voice of an Angelï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>918</th>\n",
       "      <td>Â are Â there Â people who like Â this shit? h...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>433</th>\n",
       "      <td>I love this sooooooooooooong I love katy perryï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1398</th>\n",
       "      <td>I want to see Shakira, not football :)</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1389</th>\n",
       "      <td>Shakira :-*</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>593</th>\n",
       "      <td>not 2 million view anymore :))ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>this comment is wrongï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>530</th>\n",
       "      <td>Hii youtubeï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>588</th>\n",
       "      <td>Very Nice !!!&lt;br /&gt;Yeah Fucking.ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1027</th>\n",
       "      <td>so spousal abusue cool that&amp;#39;s greatï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>654</th>\n",
       "      <td>never gets oldï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1296</th>\n",
       "      <td>THIS IS SHIT AND SOOOOO AUTOTUNEDï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>366</th>\n",
       "      <td>Great.This is a songï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>#2012bitchesï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1014</th>\n",
       "      <td>Love the way you lie - Driveshaftï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1040</th>\n",
       "      <td>Who is still watching in 2015ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1254</th>\n",
       "      <td>Oh my god go to 1 billion of replay i love sha...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1291</th>\n",
       "      <td>So underrated better&lt;br /&gt;Than  Katy perry :/ ...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>945</th>\n",
       "      <td>Eminem is idol for very people in EspaÃ±a and ...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1283</th>\n",
       "      <td>I loved this song when I was in my teenage yea...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td>On 0:02 u can see the camera man on his glasse...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1041</th>\n",
       "      <td>I wish that guy wasn&amp;#39;t so protective geezeï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>953</th>\n",
       "      <td>This song is about Rape and Cheating Â  Â Â &lt;b...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>PSY GOT LOTS  OF MONEY FROM YOUTUBE THAT HE GO...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1487</th>\n",
       "      <td>she is sooooo beautiful!</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>579</th>\n",
       "      <td>CUTEÂ  :)ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>263</th>\n",
       "      <td>imagine if this guy put adsense on with all th...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1115</th>\n",
       "      <td>Eminem rocks!ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1069</th>\n",
       "      <td>Hi loving itï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>705</th>\n",
       "      <td>What&amp;#39;s with the guys jacket? 1 sleeve and ...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044</th>\n",
       "      <td>fav.ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1061</th>\n",
       "      <td>Fuck off!</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1375</th>\n",
       "      <td>Shakira voice sound spanish but that is what m...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>986</th>\n",
       "      <td>2015 but Im still listening to this!ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>322</th>\n",
       "      <td>I'm not a big fan of the song but this video i...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>947</th>\n",
       "      <td>i love song :)ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1195</th>\n",
       "      <td>i remember this song!</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>271</th>\n",
       "      <td>How can this have 2 billion views when there's...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>553</th>\n",
       "      <td>This song is just really fun ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>514</th>\n",
       "      <td>This song is so AWESOME!!!She made everything ...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1490</th>\n",
       "      <td>I love this song for two reasons: 1.it is abou...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>574</th>\n",
       "      <td>JUST DANCE 3 ğŸ˜‚ğŸ˜‚ğŸ˜‚ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>358</th>\n",
       "      <td>looooooooooooooooooooovvvvvvvvveeeeeeeeeeee it...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>497</th>\n",
       "      <td>I love katty perryï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1248</th>\n",
       "      <td>Best World Cup Songï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1361</th>\n",
       "      <td>her voice is so wow!</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>534</th>\n",
       "      <td>I love your music ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>218</th>\n",
       "      <td>The little PSY is suffering Brain Tumor and on...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>397</th>\n",
       "      <td>so cute that monkey *-*! ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>671</th>\n",
       "      <td>Loves itï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1406</th>\n",
       "      <td>god she is so sexy! drives me crazy!</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>716</th>\n",
       "      <td>I shuffled while listening to this song. THE I...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1150</th>\n",
       "      <td>I love this songï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>212</th>\n",
       "      <td>LoLï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>most viewed video in the worldï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1354</th>\n",
       "      <td>Shakira is perfect</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>573</th>\n",
       "      <td>Super awesome video&lt;br /&gt;ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1203</th>\n",
       "      <td>Love this songï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1025</th>\n",
       "      <td>2008-2010 were the years for popï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203</th>\n",
       "      <td>Remove This video its wankï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1213</th>\n",
       "      <td>the song is sadï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>362</th>\n",
       "      <td>How can this song have 629 million views while...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>997</th>\n",
       "      <td>I love musicï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1226</th>\n",
       "      <td>ILove shakira ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>998</th>\n",
       "      <td>â¤â¤â¤â¤â¤â¤â¤ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>981</th>\n",
       "      <td>LOVE THE WAY YOU LIE ..&amp;quot;ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1161</th>\n",
       "      <td>EMINEM the best EVER.ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1405</th>\n",
       "      <td>Nice song ^_^</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>646</th>\n",
       "      <td>This Song is AWESOME!!!!ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226</th>\n",
       "      <td>What my gangnam styleï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>929</th>\n",
       "      <td>Looooooooove this song!!!!!!!!!:))))))ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1046</th>\n",
       "      <td>I cried this song bringing back some hard memo...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>You gotta say its funny. well not 2 billion wo...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1228</th>\n",
       "      <td>OMG LISTEN TO THIS ITS SOO GOOD!! :Dï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1274</th>\n",
       "      <td>Likeï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>517</th>\n",
       "      <td>i like this song the video goes perfect with i...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1371</th>\n",
       "      <td>She is good</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>726</th>\n",
       "      <td>good partyï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1124</th>\n",
       "      <td>Eminem THE BEST !ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>636</th>\n",
       "      <td>I know it old song but (like) if you watching ...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1355</th>\n",
       "      <td>Shakira :-*</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1352</th>\n",
       "      <td>like!!!!!</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1149</th>\n",
       "      <td>is that megan fox x:D?ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>626</th>\n",
       "      <td>This was such an epic track. And the video is ...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>641</th>\n",
       "      <td>1000000000 views.ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>926</th>\n",
       "      <td>I learned the shuffle because of themï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1216</th>\n",
       "      <td>Nice vÃ­deo shakira goodï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1152</th>\n",
       "      <td>Really good song .&lt;br /&gt;you know love song son...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>Can somebody wake me up when we get to 3 billi...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>564</th>\n",
       "      <td>this is increideblï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1007</th>\n",
       "      <td>Feels and emotions in this song...God damnï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>269</th>\n",
       "      <td>Why does a song like this have more views than...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>P E A C E  &amp;amp;  L O V E  ! !ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1292</th>\n",
       "      <td>I love this song and expect the World Cup .ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>623</th>\n",
       "      <td>2015&lt;br /&gt;I like videoï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>SUPER!!! !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>652</th>\n",
       "      <td>Why do I feel like as if Gangnam style copied ...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>425</th>\n",
       "      <td>Who else would give Katy perry a good old migh...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>683</th>\n",
       "      <td>why does the world not shuffle???ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>704</th>\n",
       "      <td>omgï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1123</th>\n",
       "      <td>Charlie from Lost!ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>It is 0 zeroï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>PSY - GANGNAM STYLE (ê°•ë‚¨ìŠ¤íƒ€ì¼) M/V: htt...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>650</th>\n",
       "      <td>epicï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1252</th>\n",
       "      <td>nice songï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>663</th>\n",
       "      <td>I lovee it â™¥ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>698</th>\n",
       "      <td>I could finally do the spongebob but I started...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>633</th>\n",
       "      <td>I remember when this used to be so popular all...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>Great music anywayï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1353</th>\n",
       "      <td>I want new song</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>414</th>\n",
       "      <td>Katy perry songs aren't that bad ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1030</th>\n",
       "      <td>LOVE THIS SONG!!!ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>455</th>\n",
       "      <td>why tiger succumbs to a beautiful girl ?.proba...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1276</th>\n",
       "      <td>waka wakaï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1048</th>\n",
       "      <td>Charlie from LOST?ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1346</th>\n",
       "      <td>I like</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>516</th>\n",
       "      <td>Katy Perry is lionï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1363</th>\n",
       "      <td>:)</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>700</th>\n",
       "      <td>I love itï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405</th>\n",
       "      <td>I love her green eyesï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1052</th>\n",
       "      <td>Megan Fox is gorg in this!! Eminem is truly th...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1127</th>\n",
       "      <td>beautiful song!ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1096</th>\n",
       "      <td>Omg! This guy sounds like an american professo...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1171</th>\n",
       "      <td>I love song ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406</th>\n",
       "      <td>How old is Katy perry?ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>723</th>\n",
       "      <td>likeeeeeeeeeï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1028</th>\n",
       "      <td>she is megan fox?because she is very similarï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1201</th>\n",
       "      <td>She&amp;#39;s such an awesome entertainer. And pre...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>969,210 dislikes like dislike themselvesï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>612</th>\n",
       "      <td>Dance :)ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>210</th>\n",
       "      <td>C'mon 3 billion views!!!!!!!!ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>249</th>\n",
       "      <td>I still to this day wonder why this video is s...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1008</th>\n",
       "      <td>MEGAN FOX AND EMINEM TOGETHER IN A VIDEO Â DOE...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>478</th>\n",
       "      <td>Put famous people in the jungle for an hour an...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1036</th>\n",
       "      <td>I like itï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1222</th>\n",
       "      <td>Lamest World Cup song ever! This time FOR Afri...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1258</th>\n",
       "      <td>I liked&lt;br /&gt;ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1260</th>\n",
       "      <td>i like it :)ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>692</th>\n",
       "      <td>Laughing My Fucking Ass Off!!!ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>531</th>\n",
       "      <td>nice ..very niceï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>349</th>\n",
       "      <td>I love this shit but I disliked it because it'...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>670</th>\n",
       "      <td>I miss this song. ğŸ˜¢ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>971</th>\n",
       "      <td>LoveğŸ˜˜â¤ğŸ’–ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1142</th>\n",
       "      <td>is that megan fox?ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>How are there 2 billion views and theres only ...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>657</th>\n",
       "      <td>:)ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1392</th>\n",
       "      <td>awesome</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>305</th>\n",
       "      <td>In what South American jungle or any jungle fo...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1148</th>\n",
       "      <td>Simply rap godï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1388</th>\n",
       "      <td>Beautiful song beautiful girl it works</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>390</th>\n",
       "      <td>I really like this song.ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>373</th>\n",
       "      <td>It is a shitï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>220</th>\n",
       "      <td>How stupid humanity isï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>599</th>\n",
       "      <td>i was born in the wrong generationï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>648</th>\n",
       "      <td>I came here because of Vanoss.ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>676</th>\n",
       "      <td>cooooooooooooolllllllllllï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>483</th>\n",
       "      <td>Katy Perry - Roar (Official)  #soundsofsunday ...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>501</th>\n",
       "      <td>ÎŸh my god ... Roar is the most liked video at...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1491</th>\n",
       "      <td>wow</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>715</th>\n",
       "      <td>XD I WAS GOING CRAZY FUCKIN CRAZY WATCHIN THIS...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1087</th>\n",
       "      <td>Hi I am from bangladesh ğŸ’œï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>465</th>\n",
       "      <td>She is fitï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1088</th>\n",
       "      <td>Is that Megan Fox?ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246</th>\n",
       "      <td>just came here to check the views :Pï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>Screw this Chinese crap i dont even understand...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>681</th>\n",
       "      <td>Every day I&amp;#39;m Shuffling !ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1064</th>\n",
       "      <td>Was that Meghan fox??ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>This is a weird video.ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>318</th>\n",
       "      <td>This song makes me want to drink bleachï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1060</th>\n",
       "      <td>600m views.</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1015</th>\n",
       "      <td>2010:(ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>224</th>\n",
       "      <td>I'm watching this in 2014ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1478</th>\n",
       "      <td>this song always gives me chills! :)</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>434</th>\n",
       "      <td>What does that tattoo on her right tricep say?ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>622</th>\n",
       "      <td>Niceï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1492</th>\n",
       "      <td>Shakira u are so wiredo</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>575</th>\n",
       "      <td>Party Rock&lt;br /&gt;ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>594</th>\n",
       "      <td>Goodï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>928</th>\n",
       "      <td>watch this with sound off!ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1223</th>\n",
       "      <td>My friend Sam loves this songğŸ˜ŠğŸ˜ŠğŸ˜ŠğŸ˜Šğ...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>357</th>\n",
       "      <td>great song you go katy!ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1111</th>\n",
       "      <td>IÂ  love you Eminemï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>559</th>\n",
       "      <td>2011- the last year of decent music.ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>667</th>\n",
       "      <td>I like how the robot shuffles he shuffles goodï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>I dont even watch it anymore i just come here ...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>472</th>\n",
       "      <td>I like you . Katy Perry 600â–²60â–²6â–²ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>470</th>\n",
       "      <td>this song never get's old &amp;lt;3 ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>916</th>\n",
       "      <td>very good song:)ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1275</th>\n",
       "      <td>Wanderfol is love or miusicï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1178</th>\n",
       "      <td>I like shakira..ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>927</th>\n",
       "      <td>The best Song i saw â¤ï¸â¤ï¸â¤ï¸â¤ï¸â...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1297</th>\n",
       "      <td>....I stil lisening this :)ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>585</th>\n",
       "      <td>that time in 2011 where this shirt was coolï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1170</th>\n",
       "      <td>Nice songï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>552</th>\n",
       "      <td>Omgï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>463</th>\n",
       "      <td>katy is mine the girl of my dreams â™¥ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1026</th>\n",
       "      <td>sorry but eminmem is a worthless wife beating ...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>214</th>\n",
       "      <td>PSY is a good guyï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1055</th>\n",
       "      <td>Charlie from LOSTï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1360</th>\n",
       "      <td>I love it</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>709</th>\n",
       "      <td>Let get this video to one billion viewsï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>529</th>\n",
       "      <td>I hate videos like these with those poor anima...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>489</th>\n",
       "      <td>00 : 39 Im pretty sure that tiger just wanted ...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1196</th>\n",
       "      <td>Likeï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>371</th>\n",
       "      <td>selfie alertï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1112</th>\n",
       "      <td>love the you lie the goodï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>400</th>\n",
       "      <td>In the beginning she was scared off everything...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1063</th>\n",
       "      <td>This song/video is such a trigger but it&amp;#39;s...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>440</th>\n",
       "      <td>Is that tiger called 'Katty Purry'?ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>The first comment is chuck norrus ovbiously :Dï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1033</th>\n",
       "      <td>I love it and my mom toï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>DISLIKE.. Now one knows REAL music - ex. Enime...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>674</th>\n",
       "      <td>That shake and that golden and black robot wer...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>2 billion....Coming soonï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1006</th>\n",
       "      <td>Loveï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>545</th>\n",
       "      <td>&amp;lt;3ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1131</th>\n",
       "      <td>I lover this song</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>693</th>\n",
       "      <td>wait I SAW A KID NOT KIDDINGï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1231</th>\n",
       "      <td>waka wakaï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>937</th>\n",
       "      <td>NICE :3ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1474</th>\n",
       "      <td>Love this song !!!!!!</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1472</th>\n",
       "      <td>wow</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1186</th>\n",
       "      <td>i love this song thumsb up to youï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>621</th>\n",
       "      <td>tensionâ¤´ï¸â¤´ï¸ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>521</th>\n",
       "      <td>I love this song so much!:-D I've heard it so ...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>I found out this song nowï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>Im just to check how much views it hasï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1264</th>\n",
       "      <td>i love uÂ  shakiraï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205</th>\n",
       "      <td>why are they 5million comments when there is o...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>589</th>\n",
       "      <td>WELL THIS DUDES FADED THE FUCK OUT!ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>919</th>\n",
       "      <td>i love this song so much!!!!!!!!!!!!!!!!!!!!!!...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1345</th>\n",
       "      <td>She&amp;#39;s so pretty</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1047</th>\n",
       "      <td>song is badï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>647</th>\n",
       "      <td>Best song ever made i swear :D i still hear ev...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>351</th>\n",
       "      <td>Are those real animalsï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>MANY MEMORIES...........ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1068</th>\n",
       "      <td>#1 song in world even in 2015ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1215</th>\n",
       "      <td>The best FIFA world cup song for sure.ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>367</th>\n",
       "      <td>Awesum song!! Jus luv it!ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1207</th>\n",
       "      <td>I felt old when I realized that this song was ...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1193</th>\n",
       "      <td>still watching in 2015...ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>607</th>\n",
       "      <td>Remeber when this song was goodï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>313</th>\n",
       "      <td>Perfect! &amp;lt;3ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1286</th>\n",
       "      <td>Best world cup offical songï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>230</th>\n",
       "      <td>YOUTUBE MONEY !!!!!!!!!!!!!!!!!!!!!!!ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>363</th>\n",
       "      <td>Katy Perry is garbage. Rihanna is the best sin...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>420</th>\n",
       "      <td>That's Good :)ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1053</th>\n",
       "      <td>amazing songï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1086</th>\n",
       "      <td>Thumbs up if you listen this in 2015.ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>370</th>\n",
       "      <td>Imagine this in the news crazy woman found act...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>i hate this music. fucking singer and every ko...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1250</th>\n",
       "      <td>This song is so beauty</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1003</th>\n",
       "      <td>eminem is a ginius stop!ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>569</th>\n",
       "      <td>This awesome song needed 4 years to reach to 8...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1079</th>\n",
       "      <td>Looooved ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>how is this shit still relevant ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>OPPA GANGNAM STYLE!!!ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>590</th>\n",
       "      <td>Ah. Good old times (:ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>533</th>\n",
       "      <td>*KATY YOU ARE A SHIT GO DIE!!!!!ROAR IS A FLOO...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1247</th>\n",
       "      <td>GREAT!!!ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>687</th>\n",
       "      <td>I like this song&lt;br /&gt;ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>prehistoric song..has beenï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1234</th>\n",
       "      <td>Love it!!!!!!!!!!!!!!!!ğŸ’œï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1369</th>\n",
       "      <td>beautiful</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1154</th>\n",
       "      <td>i love Rihanna ğŸ˜ğŸ˜ğŸ˜ğŸ˜[â™§from Thaila...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>678</th>\n",
       "      <td>everyday I&amp;#39;m shufflinï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1045</th>\n",
       "      <td>Every single one of his songs brings me back t...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>610</th>\n",
       "      <td>I LOVE YOUR SONGSï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>392</th>\n",
       "      <td>Y LOVE YOUï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>942</th>\n",
       "      <td>Wow this video almost has a billion views! Did...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1253</th>\n",
       "      <td>waka waka:-):-):-)ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1265</th>\n",
       "      <td>Waka waka ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1351</th>\n",
       "      <td>Where are Shakifans?</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>996</th>\n",
       "      <td>that is megan foxï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1091</th>\n",
       "      <td>Love the way you lie II is nicer in my opinion...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>669</th>\n",
       "      <td>Dang Dat little kid gat movesï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>591</th>\n",
       "      <td>old and good songï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>702</th>\n",
       "      <td>Party in da ğŸ  tonight ğŸ‘ğŸ‘ğŸ‘ğŸ‘ğŸ‘ğ...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1273</th>\n",
       "      <td>5 years soon!ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1018</th>\n",
       "      <td>LOVE TROP FORT VOTRE  clipï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>426</th>\n",
       "      <td>OMG I LOVE YOU KATY PARRY YOUR SONGS ROCK!!!!!...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>624</th>\n",
       "      <td>music yeahï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1037</th>\n",
       "      <td>Eminem is my insperasen and favï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>597</th>\n",
       "      <td>Remeber the good ol&amp;#39; days when songs weren...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1081</th>\n",
       "      <td>Amazingï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>506</th>\n",
       "      <td>I'd rather hear some propa explicit gangsta ra...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>Justin bieber = gay ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439</th>\n",
       "      <td>she is horrible at acting. cringe-worhty.ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>618</th>\n",
       "      <td>Why did they stop their career in music? This ...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1189</th>\n",
       "      <td>Likeï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>334</th>\n",
       "      <td>I love You Katy â™¥ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1295</th>\n",
       "      <td>BEST SONG! GO SHAKI :Dï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>ğŸ˜«ğŸ˜“ğŸ˜ğŸ˜ªğŸ˜”ğŸ˜–ğŸ˜ŒğŸ˜­ğŸ˜ğŸ˜šğŸ˜˜ğŸ...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1134</th>\n",
       "      <td>I like the music...but is anyone listening to ...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1125</th>\n",
       "      <td>â¤ï¸â¤ï¸â¤ï¸ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1139</th>\n",
       "      <td>Not badï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>634</th>\n",
       "      <td>Strong messages in every  song I&amp;#39;ve  heard...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>684</th>\n",
       "      <td>Its funny because I listen to rock and death m...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1108</th>\n",
       "      <td>Love youï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>What is he saying?!?!?!?!?!?!?!?$? ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1090</th>\n",
       "      <td>I love the way you lieï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1002</th>\n",
       "      <td>#2015 FUCK YEAHï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>920</th>\n",
       "      <td>No one makes me wanna party like LMFAO does......</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>Behold the most viewed youtube video in the hi...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1130</th>\n",
       "      <td>best rap everï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1117</th>\n",
       "      <td>hay my is honesty wright i am 12year old  i lo...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>639</th>\n",
       "      <td>And iÂ´m Shufflin still today :Dï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>651</th>\n",
       "      <td>Beautiful songï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1268</th>\n",
       "      <td>Shakiraï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>555</th>\n",
       "      <td>wow!!!!!! increible song!!!!!!!!!ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1013</th>\n",
       "      <td>I hate rap and I like this songï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>The Guy in the yellow suit kinda looks like Ja...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1034</th>\n",
       "      <td>Who is watching in 2015 likeï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>661</th>\n",
       "      <td>BEST PARTY SONG LITERALLY PARTY ROCK IS IN THE...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1246</th>\n",
       "      <td>Likeï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>598</th>\n",
       "      <td>You are the music heroğŸ˜ğŸ˜ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1157</th>\n",
       "      <td>That guy charley of lost TV showï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1488</th>\n",
       "      <td>well done shakira</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1182</th>\n",
       "      <td>Love songï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>619</th>\n",
       "      <td>Very Nice !ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1245</th>\n",
       "      <td>beautifulï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>454</th>\n",
       "      <td>Yesterday this video have 1 million likes and ...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1094</th>\n",
       "      <td>Charlie got off the island and dated Megan Fox...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>717</th>\n",
       "      <td>Way was their a guy warring a robot head.ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>2 Billions in 2014</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042</th>\n",
       "      <td>super rihannaï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>this has so many viewsï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>921</th>\n",
       "      <td>The best song ever!ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>549</th>\n",
       "      <td>Party Rock....lol...who wants to shuffle!!!ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>473</th>\n",
       "      <td>Glad to know im not the only one who knows its...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>713</th>\n",
       "      <td>Who df is Lauren Bennett..ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>511</th>\n",
       "      <td>It looks so real and my daughter is a big fan ...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1362</th>\n",
       "      <td>Shakira :-*</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1085</th>\n",
       "      <td>I like the Mmph version betterï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>699</th>\n",
       "      <td>Thumbs up if you&amp;#39;re watching in 2015ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>8 million likes xD even the subscribers not 8 ...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1287</th>\n",
       "      <td>5 years ago damn ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>Will this song ever reach 7 Billion Views?ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1057</th>\n",
       "      <td>First they were fighting... Then they were mak...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1272</th>\n",
       "      <td>You best singerï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>Why does this video have so many views? Becaus...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>It's been back for quite a while now.</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>Made in china....ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>582</th>\n",
       "      <td>Niceï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>OPPA &amp;lt;3ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>546</th>\n",
       "      <td>Honestly speaking except taylor swift and adel...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1251</th>\n",
       "      <td>I heard this when I was only 6 years old and I...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>â¤ï¸ â¤ï¸ â¤ï¸ â¤ï¸ â¤ï¸â¤ï¸â¤ï¸...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1010</th>\n",
       "      <td>Is that Charlie from lost?ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1082</th>\n",
       "      <td>Almost a billionï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1070</th>\n",
       "      <td>Lol thats the guy from animal planet and lost....</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>602</th>\n",
       "      <td>Very good! Like! :Dï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1031</th>\n",
       "      <td>What niceiâ›ºâ™¥â™¥â™¥â™¥ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1098</th>\n",
       "      <td>Lemme Top Comments Please!!ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1004</th>\n",
       "      <td>The rap: cool     Rihanna: STTUUPIDï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1160</th>\n",
       "      <td>Hello Brazil ğŸ˜»âœŒğŸ’“ğŸ˜»ğŸ‘ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181</th>\n",
       "      <td>GANGMAN STY- *D-D-D-D-D-D--DROP THE BASS!!*ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1281</th>\n",
       "      <td>Cutie girl and beautiful song</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>330</th>\n",
       "      <td>She's an old Whore!ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1075</th>\n",
       "      <td>Is that girl is Megan fox ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>475</th>\n",
       "      <td>I fucking hate her. Why? Because she don't wri...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>This video will get to 2 billion just because ...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1241</th>\n",
       "      <td>&amp;lt;3 this song so much.SHAKIRA YOUR A REALLY ...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>464</th>\n",
       "      <td>I love this songï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1368</th>\n",
       "      <td>Shakira I love you</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213</th>\n",
       "      <td>If you pause at 1:39 at the last millisecond y...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1179</th>\n",
       "      <td>Shakira - Waka Waka &lt;br /&gt;LOVE THIS SONG!!!!!!...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1473</th>\n",
       "      <td>Love this song!!!</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>332</th>\n",
       "      <td>ROAAAAARRRRRR ğŸ¯ğŸ¯ğŸ¯ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1005</th>\n",
       "      <td>Just gonna stand there and hear me cry ..ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1141</th>\n",
       "      <td>She looks like Megan FoxÂ ğŸ˜‚ xD!!ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>OMG 2/7 People watched this video because ther...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>It's so funny it's awesomeness lol aaaaaaa sex...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>642</th>\n",
       "      <td>lets get it to 1 BILLIONï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>258</th>\n",
       "      <td>I think he was drunk during this :) x)ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>387</th>\n",
       "      <td>I love roar and Katy Perry. She is my favorite...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1198</th>\n",
       "      <td>best song in worldï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>365</th>\n",
       "      <td>This Song Was Good Until It Got Overplayed The...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>How can this music video get 2 billion views w...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>270</th>\n",
       "      <td>everyones back lool this is almost 3 years old...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>563</th>\n",
       "      <td>Thumbs up if you watched it in 2011ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1212</th>\n",
       "      <td>im still watching in 2015ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603</th>\n",
       "      <td>love lmfao party rockin keep it goingï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1188</th>\n",
       "      <td>5 years later i still love this songÂ &lt;br /&gt;~A...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>i turned it on mute as soon is i came on i jus...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>714</th>\n",
       "      <td>awesomeï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>353</th>\n",
       "      <td>I love KATY PERRY &amp;lt;3 &amp;lt;3ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1113</th>\n",
       "      <td>still listening in 2015ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1191</th>\n",
       "      <td>Her voice sounds weird and plus she&amp;#39;s cute...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>608</th>\n",
       "      <td>2015 &amp;lt;3ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1074</th>\n",
       "      <td>Eminem - Love the way you lie â™¥ â™¥ â™¥ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1350</th>\n",
       "      <td>this song is racist</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>when is this gonna hit 2 billion?ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>2 Billion Views For This Piece Of Shit... ~ A ...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1050</th>\n",
       "      <td>i want to smack this year boy in to foreverï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1284</th>\n",
       "      <td>Lip synch is terribleï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>2.126.521.750  views!!!!!!!!!!!!!!!!!ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>i check back often to help reach 2x10^9 views ...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td>OMG over 2 billion views!ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>234</th>\n",
       "      <td>2 billion views wow not even baby by justin be...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1072</th>\n",
       "      <td>Hello I&amp;#39;m from Bulgariaï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>513</th>\n",
       "      <td>This is so stupid. If you Roared at a Lion in ...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1239</th>\n",
       "      <td>I love you  ;pï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1359</th>\n",
       "      <td>best song eva</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1192</th>\n",
       "      <td>Nice love itttttttt wurkkkkkkkkkkkkkkkkkkkkkkk...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>614</th>\n",
       "      <td>5 years... ï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>556</th>\n",
       "      <td>I love this song so muchï»¿</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                   text  label\n",
       "1205                                       fave songï»¿      0\n",
       "1210     I really am madly in love with this woman!!ï»¿      0\n",
       "410                                     Fantastic!!!ï»¿      0\n",
       "105   PSY - GANGNAM STYLE (ê°•ë‚¨ìŠ¤íƒ€ì¼) M/V: htt...      0\n",
       "1263                                      Cool song ï»¿      0\n",
       "326   In my opinion I think you look better with bla...      0\n",
       "1230                                       nice songï»¿      0\n",
       "976      Eminem and Rihanna sing the song very well.ï»¿      0\n",
       "1235  I swear Shakira keeps getting more and more go...      0\n",
       "1290                          SHAKIRA SONG WAKA WAKAï»¿      0\n",
       "1155                             some classsic :))))ï»¿      0\n",
       "1211  i totally love this song. absolutely fantastic...      0\n",
       "1343                                        so beutiful      0\n",
       "1103                                           superï»¿      0\n",
       "548                                  wierd but funnyï»¿      0\n",
       "1349                               Your a fucking bitch      0\n",
       "515   Katy Perry - Roar (Official): http://youtu.be/...      0\n",
       "1356                                 I remember this :D      0\n",
       "655              this song is fu cking awesom!!!!!!!ï»¿      0\n",
       "677                                            Wow;)ï»¿      0\n",
       "1410                                            Shakira      0\n",
       "994                 Is that Charlie from lost?<br />ï»¿      0\n",
       "193   What Can i say....This Song He Just Change The...      0\n",
       "686                                 my favorite songï»¿      0\n",
       "572                                           LMFAO!ï»¿      0\n",
       "354                                          Boooobsï»¿      0\n",
       "1083                                      Great songï»¿      0\n",
       "474   Katy Perry can't sing for shit. All i hear it ...      0\n",
       "662                                         Memoriesï»¿      0\n",
       "422   Awesome video this is one of my favorite  song...      0\n",
       "1214                                           gooodï»¿      0\n",
       "955   OMG that looks just like a piece of the mirror...      0\n",
       "1153  Eminem is the greatest artist to ever touch th...      0\n",
       "561                 wowwwwwwwwwwwwwwwwwwwwwwwwwwwwwwï»¿      0\n",
       "1133          Love your songs<br />Supper cool<br />ï»¿      0\n",
       "1066                               so many comments.ï»¿      0\n",
       "1000                               I love you!â¤âœ¨ï»¿      0\n",
       "1300              Me and my aunt love this song!!!!!ï»¿      0\n",
       "352   Maybe the best music video in the last 15 year...      0\n",
       "604                               Best Music Ever!!!ï»¿      0\n",
       "309   Thanks to this video we know that Nokia phones...      0\n",
       "1364                                                wow      0\n",
       "689                                          Awesomeï»¿      0\n",
       "1408                               shakira is the best!      0\n",
       "189                   We pray for you Little Psy â™¡ï»¿      0\n",
       "123                           Oppa! Yeah! Best Song!ï»¿      0\n",
       "1138                   Me and my big sister like youï»¿      0\n",
       "992                                   Love this songï»¿      0\n",
       "1024                                            loveï»¿      0\n",
       "1181  I don&#39;t think this song will ever get old ï»¿      0\n",
       "688                                   Wow dance showï»¿      0\n",
       "581   they Shuffle hard that they made an Earthquake...      0\n",
       "386   At least she didn't get rid of her completely ...      0\n",
       "1391            Ouf Ouf OUFFFFFFFFFFFFFFFFFF!!!!!!!! :)      0\n",
       "1173                    shakira is best for worldcupï»¿      0\n",
       "407                  most popular video on youtube  ï»¿      0\n",
       "1493                         Shakira is the best dancer      0\n",
       "1016                               this song is NICEï»¿      0\n",
       "722                                               :3ï»¿      0\n",
       "207   With the korean girl more slut and bitch : Hyu...      0\n",
       "41    thumbs up if u checked this video to see hw vi...      0\n",
       "341                                    3:46 so cute!ï»¿      0\n",
       "1386                                     She is perfect      0\n",
       "1180            Why so many disliked??????!!!!!!ğŸ˜¯ï»¿      0\n",
       "616                                   Wow I love it ï»¿      0\n",
       "1365                                         I love you      0\n",
       "1089                                          Fire..ï»¿      0\n",
       "1058  I love this song up to the moon &gt;3 you are ...      0\n",
       "1225                                      I love youï»¿      0\n",
       "609                   i want to be that robot guy...ï»¿      0\n",
       "721                                         Goooooodï»¿      0\n",
       "1177                                        Awesome ï»¿      0\n",
       "1289                                         like meï»¿      0\n",
       "1023                               awesome song everï»¿      0\n",
       "1095                 Eminem best rapper all the timeï»¿      0\n",
       "1140                            I love eminem  &lt;3ï»¿      0\n",
       "345                 Katy has conqueror's haki &gt;:)ï»¿      0\n",
       "38    now its 1,884,034,783 views! pls. comment the ...      0\n",
       "460                                              ;-)ï»¿      0\n",
       "1174                The best world cup song ever!!!!ï»¿      0\n",
       "1217                                       Waka wakaï»¿      0\n",
       "1043  Rihanna is so beautiful and amazing â™¥â™¥â™¥â...      0\n",
       "659                      THUMBS UP FOR ROBO GUY BABYï»¿      0\n",
       "197                                 2:05. Hahahahah ï»¿      0\n",
       "917                 every bady yust have a good timeï»¿      0\n",
       "329   I WILL FINISH THIS DISSERTATION! And I will la...      0\n",
       "462   It should be illegal to be this goodlooking as...      0\n",
       "543   That was very good I mean very very much good ï»¿      0\n",
       "1077        i like the lyrics but not to music videoï»¿      0\n",
       "479                 we all love you Katy Perry &lt;3ï»¿      0\n",
       "206   I am now going to voyage to the first comment....      0\n",
       "1412                                          the best!      0\n",
       "1084                      Anybody else here in 2015?ï»¿      0\n",
       "601            Love this song makes me wanna dance! ï»¿      0\n",
       "649             Best song for everğŸ’œğŸ’œğŸ˜¢<br />ï»¿      0\n",
       "720                                  I like it<br />ï»¿      0\n",
       "710   In my head this is like 2 years ago.. Time FLI...      0\n",
       "542                        Katty is the best! ! ! ! ï»¿      0\n",
       "653                                      Party time!ï»¿      0\n",
       "925                                          awesomeï»¿      0\n",
       "951     Rihanna and Eminem together are unstoppable.ï»¿      0\n",
       "696   this very good so I dance with some companions...      0\n",
       "1390                                     OMG LOVE THIS!      0\n",
       "201   this jap is such a piece of shit. he is such a...      0\n",
       "1163                           Best. Song. EVER ğŸ™Œï»¿      0\n",
       "394              why the elephant have a broken hornï»¿      0\n",
       "177                               Still the best. :Dï»¿      0\n",
       "136                                      Song name??ï»¿      0\n",
       "198   Can we reach 3 billion views by December 2014?...      0\n",
       "372   Your going to hear me Roar !!!! :-))))   #soun...      0\n",
       "535   My 6th grade teacher looked exactly like Katy ...      0\n",
       "227   Lol this youtuber (officialpsy) is getting so ...      0\n",
       "557                                      2015 LIKEEEï»¿      0\n",
       "209          Still a very fun music video to watch! ï»¿      0\n",
       "577        Ahhh back when my life didn&#39;t suck...ï»¿      0\n",
       "1279                                                wow      0\n",
       "1175                                          I loveï»¿      0\n",
       "200          why I dont see any comments but mine?:/ï»¿      0\n",
       "481   Love it when I can relate to my daughter's mus...      0\n",
       "1172                                    I love song ï»¿      0\n",
       "571   I remember back when this was so popular every...      0\n",
       "323   katy perry  just stop it and dont do a song i ...      0\n",
       "939   I always end up coming back to this song<br />ï»¿      0\n",
       "1394                       This Song will never get old      0\n",
       "23                           just checking the viewsï»¿      0\n",
       "445                               Wow she is sexy XDï»¿      0\n",
       "1187                                   Waka best oneï»¿      0\n",
       "551                                          Shuffleï»¿      0\n",
       "428   Katy Perry - Roar (Official): http://youtu.be/...      0\n",
       "169   The population of world is more than 7 billionï»¿      0\n",
       "685                  5th most viewed video.. i guessï»¿      0\n",
       "509   Katy Perry - Roar (Official): http://youtu.be/...      0\n",
       "1294    Love this song so much! One of my faves! Xxxï»¿      0\n",
       "1019             Eminem et Rihana trop belle chansonï»¿      0\n",
       "629                                       Lets partyï»¿      0\n",
       "1299                       I love you Shakiria!!!!!!ï»¿      0\n",
       "376             i am a big fan of you and i love youï»¿      0\n",
       "605                                          Likeeeeï»¿      0\n",
       "356   Katy Perry You Are Looking Soo PRETTY DAMN CUT...      0\n",
       "1282                                 Love you shkiraï»¿      0\n",
       "695                           fucking love it omg :vï»¿      0\n",
       "430                            katy perry is awesomeï»¿      0\n",
       "584            Love this song makes me wanna dance! ï»¿      0\n",
       "1065  charlieee :DDDD (Those who saw Lost only will ...      0\n",
       "101   This has had over 2 billion views.  Holy shit.ï»¿      0\n",
       "1093  If you are a person that loves real music you ...      0\n",
       "1209            One of the best song of all the timeï»¿      0\n",
       "1238                             Your the bestâ™£â™¥ï»¿      0\n",
       "1080        We need to get this to 1 Billion Views!!ï»¿      0\n",
       "188   Like if you came here too see how many views t...      0\n",
       "1118                                         awesomeï»¿      0\n",
       "215   WHY DOES THIS HAVE 2 BILLION VIEWS THIS SONG I...      0\n",
       "1236  Youtube comments be like<br />This is so 5 yea...      0\n",
       "611            Omg it&#39;s going to have 1bi views!ï»¿      0\n",
       "171                                   Wow 23 min agoï»¿      0\n",
       "924          OOOOO SHUFFLLLLLLLLLLLLLLLLLLLLLLINNNNNï»¿      0\n",
       "668                        you cant stop the shuffleï»¿      0\n",
       "583   still.. this reminds me of 1 years back when i...      0\n",
       "1136                                              :Dï»¿      0\n",
       "1200                                    Good song:-)ï»¿      0\n",
       "679                        everyday I&#39;m shufflinï»¿      0\n",
       "701            I hate it when Laura Bennett comes inï»¿      0\n",
       "1220                                   ILOVETHISSONGï»¿      0\n",
       "673   Man this song really does get in your bones - ...      0\n",
       "962            Fuck Eminem. Bieber is the best &lt;3ï»¿      0\n",
       "423   If only I had the body like Katy Perry :)). Sh...      0\n",
       "202   I remember when everyone was obsessed with Gan...      0\n",
       "272        I don't now why I'm watching this in 2014ï»¿      0\n",
       "1100               My favorite song ğŸ’—ğŸ’—ğŸ’—ğŸ’—ï»¿      0\n",
       "228   1 million dislikes!EPIC FAIL(ready for you fan...      0\n",
       "570                                     NICE GIRL :Dï»¿      0\n",
       "1067                                       Best songï»¿      0\n",
       "1097  thumbs up if you think this should have 1 bill...      0\n",
       "532                              I love this song!!!ï»¿      0\n",
       "725                             lol so funny love itï»¿      0\n",
       "1259                               I like this song ï»¿      0\n",
       "1397                                   I love this song      0\n",
       "222   You know a song sucks dick when you need to us...      0\n",
       "1374                                                Wow      0\n",
       "160   WAT DA FUCK THIS THE MOST VIEWED VIDEO IN YOUT...      0\n",
       "1396                                            Love it      0\n",
       "469       :-D â™ªâ™ªâ™ª This is my favorite song â™¥ï»¿      0\n",
       "1489  I love this song because we sing it at Camp al...      0\n",
       "567                                  2015!! LLIKEE!!ï»¿      0\n",
       "1218        she is beautiful but it is not American!ï»¿      0\n",
       "1039                  I could hear this for years ;3ï»¿      0\n",
       "615               cool cool cool cool cool cool coolï»¿      0\n",
       "20    i think about 100 millions of the views come f...      0\n",
       "1073          I love this song sooooooooooooooo muchï»¿      0\n",
       "1038          This video deserves <b>1B</b> views!!!ï»¿      0\n",
       "644                         I love this song so muchï»¿      0\n",
       "1197    Whose who are watching this in 2015. Â LIKE!ï»¿      0\n",
       "327                   You gonna hear me ROARRRR.....ï»¿      0\n",
       "343   The great mother of the jungle. Sweet and natu...      0\n",
       "396   Where did she find all that make up in a freak...      0\n",
       "68    Admit it you just came here to check the numbe...      0\n",
       "1092                          Almost to a billion :)ï»¿      0\n",
       "718                                   like the songsï»¿      0\n",
       "995                 who the fuck cheats on megan foxï»¿      0\n",
       "660   SERIOUSLY HOW DID THEY COME UP WITH THAT BEAT ...      0\n",
       "719   sorry to all my haters<br /><br /><br /><br />...      0\n",
       "547   who is going to reach the billion first : katy...      0\n",
       "510   And somehow she has access to makeup in the mi...      0\n",
       "1020      this song is better then monster by eminemï»¿      0\n",
       "1099                                i love this songï»¿      0\n",
       "508   I LOVE YOU!!! Because u make me smile when im ...      0\n",
       "1261                                   Waka waka !!!ï»¿      0\n",
       "562                                 PARTY ROCK (8) ~ï»¿      0\n",
       "999   this fucking song like a&#39;n oreo the only w...      0\n",
       "560                               Best song ever!!!!ï»¿      0\n",
       "168                                       Fantastic!ï»¿      0\n",
       "413                                 She's awesome XDï»¿      0\n",
       "1078                                              BRï»¿      0\n",
       "915                                       Good videoï»¿      0\n",
       "58                                        psy=koreanï»¿      0\n",
       "635   4 fucking years are fucking past so fucking fa...      0\n",
       "1183                                       wery goodï»¿      0\n",
       "247   I hav absolutely no idea what he's saying. Is ...      0\n",
       "179              Still watching this 2 years later? ï»¿      0\n",
       "985                                             gootï»¿      0\n",
       "450                            Man she is BEAUTIFUL!ï»¿      0\n",
       "617   Who knows the name of that girl?.. and that on...      0\n",
       "1293                                  Good times ...ï»¿      0\n",
       "1022                                 it is wonderfulï»¿      0\n",
       "1242                I love shakira<br />â¤â¤â¤â¤ï»¿      0\n",
       "1407                                                WOw      0\n",
       "1411                                        Shakira :-*      0\n",
       "155          I'm here to check the views.. holy shitï»¿      0\n",
       "1256  I love this song &amp;I love shakira&lt;333â™¡...      0\n",
       "1277                      BEST SONG EVER X3333333333ï»¿      0\n",
       "225   Most viewed video on youtube...daaaaaaaaaaannn...      0\n",
       "1143  You can not hate eminem and nirvana...trust meï»¿      0\n",
       "630   Anyone else think this video theme is a bit of...      0\n",
       "333           This looks so fun and it's a good songï»¿      0\n",
       "1059              Hello. Ä° am from Azerbaijan<br />ï»¿      0\n",
       "1395             I always have goose bumps at that part      0\n",
       "1409                                               Nice      0\n",
       "1071  This song is true because it is insane because...      0\n",
       "1240      I love  Shakira !!!!!! â¤ğŸµğŸ¶ğŸ¼ğŸ¸ï»¿      0\n",
       "1372                                  God she is so hot      0\n",
       "944                                 Almost 1 billionï»¿      0\n",
       "1393                                               cool      0\n",
       "1206                                Watching in 2015ï»¿      0\n",
       "1298                                    sexy shakiraï»¿      0\n",
       "449   This video is so racist!!! There are only anim...      0\n",
       "1232                                     super musicï»¿      0\n",
       "643   Love this sooooooooooooooooooooooooooooooooooo...      0\n",
       "1009                                       best songï»¿      0\n",
       "682               cool song ever good thing its hereï»¿      0\n",
       "73    Wow. Comments section on this still active. No...      0\n",
       "1227           It was  cool   the best   song ever  ï»¿      0\n",
       "576             This the best song i ever hire<br />ï»¿      0\n",
       "974   this is the 2nd most best song when im gone by...      0\n",
       "1399                                             good!!      0\n",
       "1017                     Sick Music for sick femalesï»¿      0\n",
       "923                    Love your song makes me happyï»¿      0\n",
       "600            Love this song makes me wanna dance! ï»¿      0\n",
       "118   I think this is now a place to promote channel...      0\n",
       "1357                                          Waka waka      0\n",
       "348   There is 7 bilion poeple on earth Now stop bei...      0\n",
       "100   Mix - PSY - GANGNAM STYLE (ê°•ë‚¨ìŠ¤íƒ€ì¼) M/...      0\n",
       "554                                     Awsome<br />ï»¿      0\n",
       "1367                                                 :)      0\n",
       "359                                    My telephone!ï»¿      0\n",
       "1032                      I like this song very muchï»¿      0\n",
       "694                          Party rock due and duelï»¿      0\n",
       "1204  Love this song! My soccer team made a cd for o...      0\n",
       "461   this video is great .....!!! I love this.........      0\n",
       "627                                           LIKKEEï»¿      0\n",
       "223   Wow this video is the most viewed youtube vide...      0\n",
       "192                     LOL this shit never gets oldï»¿      0\n",
       "16                       I'm only checking the viewsï»¿      0\n",
       "355   Its almost Katys birthday! October 25th Lets s...      0\n",
       "40                     go here to check the views :3ï»¿      0\n",
       "1029                                eminem - RIHANNAï»¿      0\n",
       "1243   I remember that torunament like it was today.ï»¿      0\n",
       "586           Love this video and the song of courseï»¿      0\n",
       "1278                                        love!!!!ï»¿      0\n",
       "219   For all of the little kidz out there there is ...      0\n",
       "640   This is my favorite song ever love this Party ...      0\n",
       "1076                              So freaking sad...ï»¿      0\n",
       "388   This is the best of the best video in world!!!...      0\n",
       "1267                            Lol I love this songï»¿      0\n",
       "1373                                    She is perfect!      0\n",
       "1486                                Waka waka she rules      0\n",
       "1347                                     She is perfect      0\n",
       "1169  857.482.940 views AWESOME !!!!!!!!!!!!!!!!!!!!...      0\n",
       "934                                   love this songï»¿      0\n",
       "566                                just :( superr!!!ï»¿      0\n",
       "335   I    loved        it           so       much  ...      0\n",
       "1012                                  LOVE IT!!!!!!!ï»¿      0\n",
       "1266                                 this song sucksï»¿      0\n",
       "442   Katy Perry - Roar (Official): http://youtu.be/...      0\n",
       "1035                                    amazing songï»¿      0\n",
       "1199                                          BEAUTIFUL      0\n",
       "1185  I love this song so much &lt;3<br />Keep em&#3...      0\n",
       "637             i&#39;m watching this on summer 2015ï»¿      0\n",
       "1054                                              :)ï»¿      0\n",
       "30    Why dafuq is a Korean song so big in the USA. ...      0\n",
       "550                                       Party rockï»¿      0\n",
       "199   The Funny Thing Is That this song was made in ...      0\n",
       "437                     She is a perfect wonder.....ï»¿      0\n",
       "706                                   Best song everï»¿      0\n",
       "1001                  2010? The time past so fast ..ï»¿      0\n",
       "459                    I LOVE YOU KATTY PERRY &lt;3 ï»¿      0\n",
       "519   i like this song because of all the animals an...      0\n",
       "1011  Anyone else notice that Megan Fox is in this v...      0\n",
       "185   You think you're smart?        Headbutt your f...      0\n",
       "253                just came to check the view countï»¿      0\n",
       "1370                          Shakira is very beautiful      0\n",
       "342   Roar is without a doubt your best song...feel ...      0\n",
       "1056  thumb up if you watching in 2015 and Â you lik...      0\n",
       "1168     Rihanna looks so beautiful with red hair ;)ï»¿      0\n",
       "1270                             Wow...5 years<br />ï»¿      0\n",
       "1021  He is good boy!!!<br />I am krean I like to em...      0\n",
       "1049  So he&#39;s admitting he killed his girlfriend...      0\n",
       "1255                                      i love herï»¿      0\n",
       "606                                             Coolï»¿      0\n",
       "1476  i watched this because of the large amount of ...      0\n",
       "940                                             Coolï»¿      0\n",
       "456                                  Best song ever ï»¿      0\n",
       "691                                     Good times. ï»¿      0\n",
       "578                                   Party rock! XDï»¿      0\n",
       "1144                                     Like eminenï»¿      0\n",
       "1280                                 Waka waka eh ehï»¿      0\n",
       "568                 Yeah! Let&#39;s start the party!ï»¿      0\n",
       "408                                    NOKIA spottedï»¿      0\n",
       "544   This song means so much to me thank you  soooo...      0\n",
       "1119                                         I lovetï»¿      0\n",
       "1262                                    Amazing songï»¿      0\n",
       "565                                    LMFAO!!!!!!!!ï»¿      0\n",
       "494   i love you katy perry because you will sing ni...      0\n",
       "711   Its 2015 and still shuffling to this songğŸ¶ğ...      0\n",
       "518   Katy Perry's songs are the best of the songs o...      0\n",
       "1184         Whose watching this in 2015. If so hi-5ï»¿      0\n",
       "484                                          Love itï»¿      0\n",
       "592                                             coolï»¿      0\n",
       "1051                                       Love Songï»¿      0\n",
       "1062                                      i hate rapï»¿      0\n",
       "958           one of the BEST SONGS in music historyï»¿      0\n",
       "243                               I hate this song! ï»¿      0\n",
       "922                              The best song ever!ï»¿      0\n",
       "703                               Best for partying ï»¿      0\n",
       "112   Stupid people... this video doesnt have 2 bill...      0\n",
       "391                              my son love so muchï»¿      0\n",
       "580                           LMFAO best songs ever!ï»¿      0\n",
       "378                              I &lt;3 Katy Perry!ï»¿      0\n",
       "360   This comment will randomly get lot's of likes ...      0\n",
       "466   I love the song roar it make me think am fill ...      0\n",
       "217   1 millioon dislikessssssssssssssssssssssssssss...      0\n",
       "1237  it pisses me off a bit that blank space has mo...      0\n",
       "135                                     2 BILLION!!!ï»¿      0\n",
       "724   shuffle!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!...      0\n",
       "1344                                        so beutiful      0\n",
       "56        the most viewed youtube video of all time?ï»¿      0\n",
       "187   Loool nice song funny how no one understands (...      0\n",
       "664             More views than nikki minaj Anacondaï»¿      0\n",
       "485   People who believe in Illuminati are stupid th...      0\n",
       "708                             i like this steps...ï»¿      0\n",
       "1208                                   love Shakira!ï»¿      0\n",
       "251                     This is getting old.........ï»¿      0\n",
       "231                         2 billion for this shit?ï»¿      0\n",
       "948   The perfect example of abuse from husbands and...      0\n",
       "1194          Shakira is my favourite singer. Woooooï»¿      0\n",
       "98            5 milions comentars and 2 bilion viewsï»¿      0\n",
       "1288                                          Very nice      0\n",
       "1233  How could 108k people dislike this song or vid...      0\n",
       "625                            Like this in 2015! :Dï»¿      0\n",
       "398                                        Nice songï»¿      0\n",
       "257       WORLD RECORD YOUTUBE VIDEO VIEWS !!!!!! XDï»¿      0\n",
       "666   Who else saw jesses dancing sorry if I spelled...      0\n",
       "94                 This song never gets old love it.ï»¿      0\n",
       "638                       I am going to blow my mindï»¿      0\n",
       "632                                   Never get old ï»¿      0\n",
       "1358                   This makes me miss the world cup      0\n",
       "319      If she really did this there she's hardcoreï»¿      0\n",
       "1366  i like and love so much people all friends.......      0\n",
       "620                           Why sooooo many downs?ï»¿      0\n",
       "558            I miss when people dressed like this.ï»¿      0\n",
       "1479                                I love dis song!! 3      0\n",
       "665                                LMFAO IS THE BESTï»¿      0\n",
       "178               The most liked video on YouTube...ï»¿      0\n",
       "435   Since when has Katy Perry had her own YouTube ...      0\n",
       "75    Ching Ching ling long ding ring yaaaaaa Ganga ...      0\n",
       "447                     Katy has a voice of an Angelï»¿      0\n",
       "918   Â are Â there Â people who like Â this shit? h...      0\n",
       "433   I love this sooooooooooooong I love katy perryï»¿      0\n",
       "1398             I want to see Shakira, not football :)      0\n",
       "1389                                        Shakira :-*      0\n",
       "593                   not 2 million view anymore :))ï»¿      0\n",
       "195                            this comment is wrongï»¿      0\n",
       "530                                      Hii youtubeï»¿      0\n",
       "588                 Very Nice !!!<br />Yeah Fucking.ï»¿      0\n",
       "1027         so spousal abusue cool that&#39;s greatï»¿      0\n",
       "654                                   never gets oldï»¿      0\n",
       "1296               THIS IS SHIT AND SOOOOO AUTOTUNEDï»¿      0\n",
       "366                             Great.This is a songï»¿      0\n",
       "96                                      #2012bitchesï»¿      0\n",
       "1014               Love the way you lie - Driveshaftï»¿      0\n",
       "1040                   Who is still watching in 2015ï»¿      0\n",
       "1254  Oh my god go to 1 billion of replay i love sha...      0\n",
       "1291  So underrated better<br />Than  Katy perry :/ ...      0\n",
       "945   Eminem is idol for very people in EspaÃ±a and ...      0\n",
       "1283  I loved this song when I was in my teenage yea...      0\n",
       "194   On 0:02 u can see the camera man on his glasse...      0\n",
       "1041  I wish that guy wasn&#39;t so protective geezeï»¿      0\n",
       "953   This song is about Rape and Cheating Â  Â Â <b...      0\n",
       "107   PSY GOT LOTS  OF MONEY FROM YOUTUBE THAT HE GO...      0\n",
       "1487                           she is sooooo beautiful!      0\n",
       "579                                        CUTEÂ  :)ï»¿      0\n",
       "263   imagine if this guy put adsense on with all th...      0\n",
       "1115                                   Eminem rocks!ï»¿      0\n",
       "1069                                    Hi loving itï»¿      0\n",
       "705   What&#39;s with the guys jacket? 1 sleeve and ...      0\n",
       "1044                                            fav.ï»¿      0\n",
       "1061                                          Fuck off!      0\n",
       "1375  Shakira voice sound spanish but that is what m...      0\n",
       "986             2015 but Im still listening to this!ï»¿      0\n",
       "322   I'm not a big fan of the song but this video i...      0\n",
       "947                                   i love song :)ï»¿      0\n",
       "1195                              i remember this song!      0\n",
       "271   How can this have 2 billion views when there's...      0\n",
       "553                    This song is just really fun ï»¿      0\n",
       "514   This song is so AWESOME!!!She made everything ...      0\n",
       "1490  I love this song for two reasons: 1.it is abou...      0\n",
       "574                        JUST DANCE 3 ğŸ˜‚ğŸ˜‚ğŸ˜‚ï»¿      0\n",
       "358   looooooooooooooooooooovvvvvvvvveeeeeeeeeeee it...      0\n",
       "497                               I love katty perryï»¿      0\n",
       "1248                             Best World Cup Songï»¿      0\n",
       "1361                               her voice is so wow!      0\n",
       "534                               I love your music ï»¿      0\n",
       "218   The little PSY is suffering Brain Tumor and on...      0\n",
       "397                        so cute that monkey *-*! ï»¿      0\n",
       "671                                         Loves itï»¿      0\n",
       "1406               god she is so sexy! drives me crazy!      0\n",
       "716   I shuffled while listening to this song. THE I...      0\n",
       "1150                                I love this songï»¿      0\n",
       "212                                              LoLï»¿      0\n",
       "154                   most viewed video in the worldï»¿      0\n",
       "1354                                 Shakira is perfect      0\n",
       "573                        Super awesome video<br />ï»¿      0\n",
       "1203                                  Love this songï»¿      0\n",
       "1025                2008-2010 were the years for popï»¿      0\n",
       "203                       Remove This video its wankï»¿      0\n",
       "1213                                 the song is sadï»¿      0\n",
       "362   How can this song have 629 million views while...      0\n",
       "997                                     I love musicï»¿      0\n",
       "1226                                  ILove shakira ï»¿      0\n",
       "998                            â¤â¤â¤â¤â¤â¤â¤ï»¿      0\n",
       "981                    LOVE THE WAY YOU LIE ..&quot;ï»¿      0\n",
       "1161                           EMINEM the best EVER.ï»¿      0\n",
       "1405                                      Nice song ^_^      0\n",
       "646                         This Song is AWESOME!!!!ï»¿      0\n",
       "226                            What my gangnam styleï»¿      0\n",
       "929           Looooooooove this song!!!!!!!!!:))))))ï»¿      0\n",
       "1046  I cried this song bringing back some hard memo...      0\n",
       "109   You gotta say its funny. well not 2 billion wo...      0\n",
       "1228            OMG LISTEN TO THIS ITS SOO GOOD!! :Dï»¿      0\n",
       "1274                                            Likeï»¿      0\n",
       "517   i like this song the video goes perfect with i...      0\n",
       "1371                                        She is good      0\n",
       "726                                       good partyï»¿      0\n",
       "1124                               Eminem THE BEST !ï»¿      0\n",
       "636   I know it old song but (like) if you watching ...      0\n",
       "1355                                        Shakira :-*      0\n",
       "1352                                          like!!!!!      0\n",
       "1149                          is that megan fox x:D?ï»¿      0\n",
       "626   This was such an epic track. And the video is ...      0\n",
       "641                                1000000000 views.ï»¿      0\n",
       "926            I learned the shuffle because of themï»¿      0\n",
       "1216                        Nice vÃ­deo shakira goodï»¿      0\n",
       "1152  Really good song .<br />you know love song son...      0\n",
       "106   Can somebody wake me up when we get to 3 billi...      0\n",
       "564                               this is increideblï»¿      0\n",
       "1007      Feels and emotions in this song...God damnï»¿      0\n",
       "269   Why does a song like this have more views than...      0\n",
       "173                   P E A C E  &amp;  L O V E  ! !ï»¿      0\n",
       "1292     I love this song and expect the World Cup .ï»¿      0\n",
       "623                           2015<br />I like videoï»¿      0\n",
       "172   SUPER!!! !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!...      0\n",
       "652   Why do I feel like as if Gangnam style copied ...      0\n",
       "425   Who else would give Katy perry a good old migh...      0\n",
       "683                why does the world not shuffle???ï»¿      0\n",
       "704                                              omgï»¿      0\n",
       "1123                              Charlie from Lost!ï»¿      0\n",
       "99                                      It is 0 zeroï»¿      0\n",
       "71    PSY - GANGNAM STYLE (ê°•ë‚¨ìŠ¤íƒ€ì¼) M/V: htt...      0\n",
       "650                                             epicï»¿      0\n",
       "1252                                       nice songï»¿      0\n",
       "663                                   I lovee it â™¥ï»¿      0\n",
       "698   I could finally do the spongebob but I started...      0\n",
       "633   I remember when this used to be so popular all...      0\n",
       "104                               Great music anywayï»¿      0\n",
       "1353                                    I want new song      0\n",
       "414                Katy perry songs aren't that bad ï»¿      0\n",
       "1030                               LOVE THIS SONG!!!ï»¿      0\n",
       "455   why tiger succumbs to a beautiful girl ?.proba...      0\n",
       "1276                                       waka wakaï»¿      0\n",
       "1048                              Charlie from LOST?ï»¿      0\n",
       "1346                                             I like      0\n",
       "516                               Katy Perry is lionï»¿      0\n",
       "1363                                                 :)      0\n",
       "700                                        I love itï»¿      0\n",
       "405                            I love her green eyesï»¿      0\n",
       "1052  Megan Fox is gorg in this!! Eminem is truly th...      0\n",
       "1127                                 beautiful song!ï»¿      0\n",
       "1096  Omg! This guy sounds like an american professo...      0\n",
       "1171                                    I love song ï»¿      0\n",
       "406                           How old is Katy perry?ï»¿      0\n",
       "723                                     likeeeeeeeeeï»¿      0\n",
       "1028    she is megan fox?because she is very similarï»¿      0\n",
       "1201  She&#39;s such an awesome entertainer. And pre...      0\n",
       "57          969,210 dislikes like dislike themselvesï»¿      0\n",
       "612                                         Dance :)ï»¿      0\n",
       "210                    C'mon 3 billion views!!!!!!!!ï»¿      0\n",
       "249   I still to this day wonder why this video is s...      0\n",
       "1008  MEGAN FOX AND EMINEM TOGETHER IN A VIDEO Â DOE...      0\n",
       "478   Put famous people in the jungle for an hour an...      0\n",
       "1036                                       I like itï»¿      0\n",
       "1222  Lamest World Cup song ever! This time FOR Afri...      0\n",
       "1258                                   I liked<br />ï»¿      0\n",
       "1260                                    i like it :)ï»¿      0\n",
       "692                   Laughing My Fucking Ass Off!!!ï»¿      0\n",
       "531                                 nice ..very niceï»¿      0\n",
       "349   I love this shit but I disliked it because it'...      0\n",
       "670                           I miss this song. ğŸ˜¢ï»¿      0\n",
       "971                                  LoveğŸ˜˜â¤ğŸ’–ï»¿      0\n",
       "1142                              is that megan fox?ï»¿      0\n",
       "159   How are there 2 billion views and theres only ...      0\n",
       "657                                               :)ï»¿      0\n",
       "1392                                            awesome      0\n",
       "305   In what South American jungle or any jungle fo...      0\n",
       "1148                                  Simply rap godï»¿      0\n",
       "1388             Beautiful song beautiful girl it works      0\n",
       "390                         I really like this song.ï»¿      0\n",
       "373                                     It is a shitï»¿      0\n",
       "220                           How stupid humanity isï»¿      0\n",
       "599               i was born in the wrong generationï»¿      0\n",
       "648                   I came here because of Vanoss.ï»¿      0\n",
       "676                        cooooooooooooolllllllllllï»¿      0\n",
       "483   Katy Perry - Roar (Official)  #soundsofsunday ...      0\n",
       "501   ÎŸh my god ... Roar is the most liked video at...      0\n",
       "1491                                                wow      0\n",
       "715   XD I WAS GOING CRAZY FUCKIN CRAZY WATCHIN THIS...      0\n",
       "1087                    Hi I am from bangladesh ğŸ’œï»¿      0\n",
       "465                                       She is fitï»¿      0\n",
       "1088                              Is that Megan Fox?ï»¿      0\n",
       "246             just came here to check the views :Pï»¿      0\n",
       "85    Screw this Chinese crap i dont even understand...      0\n",
       "681                    Every day I&#39;m Shuffling !ï»¿      0\n",
       "1064                           Was that Meghan fox??ï»¿      0\n",
       "90                            This is a weird video.ï»¿      0\n",
       "318          This song makes me want to drink bleachï»¿      0\n",
       "1060                                        600m views.      0\n",
       "1015                                          2010:(ï»¿      0\n",
       "224                        I'm watching this in 2014ï»¿      0\n",
       "1478               this song always gives me chills! :)      0\n",
       "434   What does that tattoo on her right tricep say?ï»¿      0\n",
       "622                                             Niceï»¿      0\n",
       "1492                            Shakira u are so wiredo      0\n",
       "575                                 Party Rock<br />ï»¿      0\n",
       "594                                             Goodï»¿      0\n",
       "928                       watch this with sound off!ï»¿      0\n",
       "1223  My friend Sam loves this songğŸ˜ŠğŸ˜ŠğŸ˜ŠğŸ˜Šğ...      0\n",
       "357                          great song you go katy!ï»¿      0\n",
       "1111                             IÂ  love you Eminemï»¿      0\n",
       "559             2011- the last year of decent music.ï»¿      0\n",
       "667   I like how the robot shuffles he shuffles goodï»¿      0\n",
       "28    I dont even watch it anymore i just come here ...      0\n",
       "472          I like you . Katy Perry 600â–²60â–²6â–²ï»¿      0\n",
       "470                 this song never get's old &lt;3 ï»¿      0\n",
       "916                                 very good song:)ï»¿      0\n",
       "1275                     Wanderfol is love or miusicï»¿      0\n",
       "1178                                I like shakira..ï»¿      0\n",
       "927   The best Song i saw â¤ï¸â¤ï¸â¤ï¸â¤ï¸â...      0\n",
       "1297                     ....I stil lisening this :)ï»¿      0\n",
       "585      that time in 2011 where this shirt was coolï»¿      0\n",
       "1170                                       Nice songï»¿      0\n",
       "552                                              Omgï»¿      0\n",
       "463           katy is mine the girl of my dreams â™¥ï»¿      0\n",
       "1026  sorry but eminmem is a worthless wife beating ...      0\n",
       "214                                PSY is a good guyï»¿      0\n",
       "1055                               Charlie from LOSTï»¿      0\n",
       "1360                                          I love it      0\n",
       "709          Let get this video to one billion viewsï»¿      0\n",
       "529   I hate videos like these with those poor anima...      0\n",
       "489   00 : 39 Im pretty sure that tiger just wanted ...      0\n",
       "1196                                            Likeï»¿      0\n",
       "371                                     selfie alertï»¿      0\n",
       "1112                       love the you lie the goodï»¿      0\n",
       "400   In the beginning she was scared off everything...      0\n",
       "1063  This song/video is such a trigger but it&#39;s...      0\n",
       "440              Is that tiger called 'Katty Purry'?ï»¿      0\n",
       "53    The first comment is chuck norrus ovbiously :Dï»¿      0\n",
       "1033                         I love it and my mom toï»¿      0\n",
       "186   DISLIKE.. Now one knows REAL music - ex. Enime...      0\n",
       "674   That shake and that golden and black robot wer...      0\n",
       "29                          2 billion....Coming soonï»¿      0\n",
       "1006                                            Loveï»¿      0\n",
       "545                                            &lt;3ï»¿      0\n",
       "1131                                  I lover this song      0\n",
       "693                     wait I SAW A KID NOT KIDDINGï»¿      0\n",
       "1231                                       waka wakaï»¿      0\n",
       "937                                          NICE :3ï»¿      0\n",
       "1474                              Love this song !!!!!!      0\n",
       "1472                                                wow      0\n",
       "1186               i love this song thumsb up to youï»¿      0\n",
       "621                              tensionâ¤´ï¸â¤´ï¸ï»¿      0\n",
       "521   I love this song so much!:-D I've heard it so ...      0\n",
       "134                        I found out this song nowï»¿      0\n",
       "52            Im just to check how much views it hasï»¿      0\n",
       "1264                              i love uÂ  shakiraï»¿      0\n",
       "205   why are they 5million comments when there is o...      0\n",
       "589              WELL THIS DUDES FADED THE FUCK OUT!ï»¿      0\n",
       "919   i love this song so much!!!!!!!!!!!!!!!!!!!!!!...      0\n",
       "1345                                She&#39;s so pretty      0\n",
       "1047                                     song is badï»¿      0\n",
       "647   Best song ever made i swear :D i still hear ev...      0\n",
       "351                           Are those real animalsï»¿      0\n",
       "204                         MANY MEMORIES...........ï»¿      0\n",
       "1068                   #1 song in world even in 2015ï»¿      0\n",
       "1215          The best FIFA world cup song for sure.ï»¿      0\n",
       "367                        Awesum song!! Jus luv it!ï»¿      0\n",
       "1207  I felt old when I realized that this song was ...      0\n",
       "1193                       still watching in 2015...ï»¿      0\n",
       "607                  Remeber when this song was goodï»¿      0\n",
       "313                                   Perfect! &lt;3ï»¿      0\n",
       "1286                     Best world cup offical songï»¿      0\n",
       "230            YOUTUBE MONEY !!!!!!!!!!!!!!!!!!!!!!!ï»¿      0\n",
       "363   Katy Perry is garbage. Rihanna is the best sin...      0\n",
       "420                                   That's Good :)ï»¿      0\n",
       "1053                                    amazing songï»¿      0\n",
       "1086           Thumbs up if you listen this in 2015.ï»¿      0\n",
       "370   Imagine this in the news crazy woman found act...      0\n",
       "196   i hate this music. fucking singer and every ko...      0\n",
       "1250                             This song is so beauty      0\n",
       "1003                        eminem is a ginius stop!ï»¿      0\n",
       "569   This awesome song needed 4 years to reach to 8...      0\n",
       "1079                                       Looooved ï»¿      0\n",
       "191                 how is this shit still relevant ï»¿      0\n",
       "151                            OPPA GANGNAM STYLE!!!ï»¿      0\n",
       "590                            Ah. Good old times (:ï»¿      0\n",
       "533   *KATY YOU ARE A SHIT GO DIE!!!!!ROAR IS A FLOO...      0\n",
       "1247                                        GREAT!!!ï»¿      0\n",
       "687                           I like this song<br />ï»¿      0\n",
       "184                       prehistoric song..has beenï»¿      0\n",
       "1234                     Love it!!!!!!!!!!!!!!!!ğŸ’œï»¿      0\n",
       "1369                                          beautiful      0\n",
       "1154  i love Rihanna ğŸ˜ğŸ˜ğŸ˜ğŸ˜[â™§from Thaila...      0\n",
       "678                        everyday I&#39;m shufflinï»¿      0\n",
       "1045  Every single one of his songs brings me back t...      0\n",
       "610                                I LOVE YOUR SONGSï»¿      0\n",
       "392                                       Y LOVE YOUï»¿      0\n",
       "942   Wow this video almost has a billion views! Did...      0\n",
       "1253                              waka waka:-):-):-)ï»¿      0\n",
       "1265                                      Waka waka ï»¿      0\n",
       "1351                               Where are Shakifans?      0\n",
       "996                                that is megan foxï»¿      0\n",
       "1091  Love the way you lie II is nicer in my opinion...      0\n",
       "669                    Dang Dat little kid gat movesï»¿      0\n",
       "591                                old and good songï»¿      0\n",
       "702   Party in da ğŸ  tonight ğŸ‘ğŸ‘ğŸ‘ğŸ‘ğŸ‘ğ...      0\n",
       "1273                                   5 years soon!ï»¿      0\n",
       "1018                      LOVE TROP FORT VOTRE  clipï»¿      0\n",
       "426   OMG I LOVE YOU KATY PARRY YOUR SONGS ROCK!!!!!...      0\n",
       "624                                       music yeahï»¿      0\n",
       "1037                 Eminem is my insperasen and favï»¿      0\n",
       "597   Remeber the good ol&#39; days when songs weren...      0\n",
       "1081                                         Amazingï»¿      0\n",
       "506   I'd rather hear some propa explicit gangsta ra...      0\n",
       "108                             Justin bieber = gay ï»¿      0\n",
       "439        she is horrible at acting. cringe-worhty.ï»¿      0\n",
       "618   Why did they stop their career in music? This ...      0\n",
       "1189                                            Likeï»¿      0\n",
       "334                              I love You Katy â™¥ï»¿      0\n",
       "1295                          BEST SONG! GO SHAKI :Dï»¿      0\n",
       "130   ğŸ˜«ğŸ˜“ğŸ˜ğŸ˜ªğŸ˜”ğŸ˜–ğŸ˜ŒğŸ˜­ğŸ˜ğŸ˜šğŸ˜˜ğŸ...      0\n",
       "1134  I like the music...but is anyone listening to ...      0\n",
       "1125                              â¤ï¸â¤ï¸â¤ï¸ï»¿      0\n",
       "1139                                         Not badï»¿      0\n",
       "634   Strong messages in every  song I&#39;ve  heard...      0\n",
       "684   Its funny because I listen to rock and death m...      0\n",
       "1108                                        Love youï»¿      0\n",
       "162              What is he saying?!?!?!?!?!?!?!?$? ï»¿      0\n",
       "1090                          I love the way you lieï»¿      0\n",
       "1002                                 #2015 FUCK YEAHï»¿      0\n",
       "920   No one makes me wanna party like LMFAO does......      0\n",
       "54    Behold the most viewed youtube video in the hi...      0\n",
       "1130                                   best rap everï»¿      0\n",
       "1117  hay my is honesty wright i am 12year old  i lo...      0\n",
       "639                 And iÂ´m Shufflin still today :Dï»¿      0\n",
       "651                                   Beautiful songï»¿      0\n",
       "1268                                         Shakiraï»¿      0\n",
       "555                wow!!!!!! increible song!!!!!!!!!ï»¿      0\n",
       "1013                 I hate rap and I like this songï»¿      0\n",
       "158   The Guy in the yellow suit kinda looks like Ja...      0\n",
       "1034                    Who is watching in 2015 likeï»¿      0\n",
       "661   BEST PARTY SONG LITERALLY PARTY ROCK IS IN THE...      0\n",
       "1246                                            Likeï»¿      0\n",
       "598                   You are the music heroğŸ˜ğŸ˜ï»¿      0\n",
       "1157                That guy charley of lost TV showï»¿      0\n",
       "1488                                  well done shakira      0\n",
       "1182                                       Love songï»¿      0\n",
       "619                                      Very Nice !ï»¿      0\n",
       "1245                                       beautifulï»¿      0\n",
       "454   Yesterday this video have 1 million likes and ...      0\n",
       "1094  Charlie got off the island and dated Megan Fox...      0\n",
       "717        Way was their a guy warring a robot head.ï»¿      0\n",
       "60                                   2 Billions in 2014      0\n",
       "1042                                   super rihannaï»¿      0\n",
       "163                           this has so many viewsï»¿      0\n",
       "921                              The best song ever!ï»¿      0\n",
       "549      Party Rock....lol...who wants to shuffle!!!ï»¿      0\n",
       "473   Glad to know im not the only one who knows its...      0\n",
       "713                       Who df is Lauren Bennett..ï»¿      0\n",
       "511   It looks so real and my daughter is a big fan ...      0\n",
       "1362                                        Shakira :-*      0\n",
       "1085                  I like the Mmph version betterï»¿      0\n",
       "699         Thumbs up if you&#39;re watching in 2015ï»¿      0\n",
       "91    8 million likes xD even the subscribers not 8 ...      0\n",
       "1287                               5 years ago damn ï»¿      0\n",
       "182       Will this song ever reach 7 Billion Views?ï»¿      0\n",
       "1057  First they were fighting... Then they were mak...      0\n",
       "1272                                 You best singerï»¿      0\n",
       "78    Why does this video have so many views? Becaus...      0\n",
       "59                It's been back for quite a while now.      0\n",
       "97                                 Made in china....ï»¿      0\n",
       "582                                             Niceï»¿      0\n",
       "152                                       OPPA &lt;3ï»¿      0\n",
       "546   Honestly speaking except taylor swift and adel...      0\n",
       "1251  I heard this when I was only 6 years old and I...      0\n",
       "110   â¤ï¸ â¤ï¸ â¤ï¸ â¤ï¸ â¤ï¸â¤ï¸â¤ï¸...      0\n",
       "1010                      Is that Charlie from lost?ï»¿      0\n",
       "1082                                Almost a billionï»¿      0\n",
       "1070  Lol thats the guy from animal planet and lost....      0\n",
       "602                              Very good! Like! :Dï»¿      0\n",
       "1031                       What niceiâ›ºâ™¥â™¥â™¥â™¥ï»¿      0\n",
       "1098                     Lemme Top Comments Please!!ï»¿      0\n",
       "1004             The rap: cool     Rihanna: STTUUPIDï»¿      0\n",
       "1160                Hello Brazil ğŸ˜»âœŒğŸ’“ğŸ˜»ğŸ‘ï»¿      0\n",
       "181      GANGMAN STY- *D-D-D-D-D-D--DROP THE BASS!!*ï»¿      0\n",
       "1281                      Cutie girl and beautiful song      0\n",
       "330                              She's an old Whore!ï»¿      0\n",
       "1075                      Is that girl is Megan fox ï»¿      0\n",
       "475   I fucking hate her. Why? Because she don't wri...      0\n",
       "44    This video will get to 2 billion just because ...      0\n",
       "1241  &lt;3 this song so much.SHAKIRA YOUR A REALLY ...      0\n",
       "464                                 I love this songï»¿      0\n",
       "1368                                 Shakira I love you      0\n",
       "213   If you pause at 1:39 at the last millisecond y...      0\n",
       "1179  Shakira - Waka Waka <br />LOVE THIS SONG!!!!!!...      0\n",
       "1473                                  Love this song!!!      0\n",
       "332                       ROAAAAARRRRRR ğŸ¯ğŸ¯ğŸ¯ï»¿      0\n",
       "1005       Just gonna stand there and hear me cry ..ï»¿      0\n",
       "1141             She looks like Megan FoxÂ ğŸ˜‚ xD!!ï»¿      0\n",
       "161   OMG 2/7 People watched this video because ther...      0\n",
       "153   It's so funny it's awesomeness lol aaaaaaa sex...      0\n",
       "642                         lets get it to 1 BILLIONï»¿      0\n",
       "258           I think he was drunk during this :) x)ï»¿      0\n",
       "387   I love roar and Katy Perry. She is my favorite...      0\n",
       "1198                              best song in worldï»¿      0\n",
       "365   This Song Was Good Until It Got Overplayed The...      0\n",
       "174   How can this music video get 2 billion views w...      0\n",
       "270   everyones back lool this is almost 3 years old...      0\n",
       "563              Thumbs up if you watched it in 2011ï»¿      0\n",
       "1212                       im still watching in 2015ï»¿      0\n",
       "603            love lmfao party rockin keep it goingï»¿      0\n",
       "1188  5 years later i still love this songÂ <br />~A...      0\n",
       "7     i turned it on mute as soon is i came on i jus...      0\n",
       "714                                          awesomeï»¿      0\n",
       "353                    I love KATY PERRY &lt;3 &lt;3ï»¿      0\n",
       "1113                         still listening in 2015ï»¿      0\n",
       "1191  Her voice sounds weird and plus she&#39;s cute...      0\n",
       "608                                       2015 &lt;3ï»¿      0\n",
       "1074       Eminem - Love the way you lie â™¥ â™¥ â™¥ï»¿      0\n",
       "1350                                this song is racist      0\n",
       "55                 when is this gonna hit 2 billion?ï»¿      0\n",
       "180   2 Billion Views For This Piece Of Shit... ~ A ...      0\n",
       "1050     i want to smack this year boy in to foreverï»¿      0\n",
       "1284                           Lip synch is terribleï»¿      0\n",
       "170            2.126.521.750  views!!!!!!!!!!!!!!!!!ï»¿      0\n",
       "43    i check back often to help reach 2x10^9 views ...      0\n",
       "164                        OMG over 2 billion views!ï»¿      0\n",
       "234   2 billion views wow not even baby by justin be...      0\n",
       "1072                     Hello I&#39;m from Bulgariaï»¿      0\n",
       "513   This is so stupid. If you Roared at a Lion in ...      0\n",
       "1239                                  I love you  ;pï»¿      0\n",
       "1359                                      best song eva      0\n",
       "1192  Nice love itttttttt wurkkkkkkkkkkkkkkkkkkkkkkk...      0\n",
       "614                                      5 years... ï»¿      0\n",
       "556                         I love this song so muchï»¿      0"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Configure pandas to print out all rows to check the complete dataset\n",
    "pd.set_option('display.max_rows', None)\n",
    "\n",
    "# Check NOT_SPAM comments\n",
    "df_labeled[df_labeled.label==0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr>\n",
       "      <th>799</th>\n",
       "      <td>Like this comment if you still jam out to this...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1166</th>\n",
       "      <td>Check out my videos guy! :) Hope you guys had ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1269</th>\n",
       "      <td>Subscribe my channel Â I RECORDING FIFA 15 GOA...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Hey, check out my new website!! This site is a...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389</th>\n",
       "      <td>--&amp;gt;ATTENTION KATYCATS! Katy leads with 7 no...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>906</th>\n",
       "      <td>Check out this video on YouTube:&lt;br /&gt;Looking ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1107</th>\n",
       "      <td>hey its M.E.S here I&amp;#39;m a young up and comi...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>837</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>please subscribe i am a new youtuber and need ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Hello! Do you like gaming, art videos, scienti...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>429</th>\n",
       "      <td>FREe ITunes Gift card http://shhort.com/a?r=x6...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>751</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>1322</th>\n",
       "      <td>subscribe to my feed</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>http://flipagram.com/f/LUkA1QMrhFï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>858</th>\n",
       "      <td>Subscribe to my channel &lt;br /&gt;Tweet &amp;amp; Foll...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>790</th>\n",
       "      <td>like this comment if ur watching this on 2015Â...</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>http://www.avaaz.org/po/petition/Youtube_Corpo...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>807</th>\n",
       "      <td>Check out this playlist on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>780</th>\n",
       "      <td>Like this comment for no reasonï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>734</th>\n",
       "      <td>IIIIIIIIIII LOVE THIS SHAKE IT SONG OH SORRY E...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>819</th>\n",
       "      <td>Check out this playlist on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>856</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>540</th>\n",
       "      <td>PLEASE VOTE FOR ME FOR THE WET SEAL MODEL 2015...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1423</th>\n",
       "      <td>Northland Paranormal Society is now on YouTube...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>418</th>\n",
       "      <td>https://www.facebook.com/pages/Komedi-burda-ge...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>539</th>\n",
       "      <td>Please subscribe to us and thank youï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>236</th>\n",
       "      <td>Please help me go to college guys! Thanks from...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>338</th>\n",
       "      <td>Hi guys i sell Jack Daniel's Hard Back Cover C...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>830</th>\n",
       "      <td>Check out this playlist on YouTube:ğŸ‘¿ğŸ‘³ğŸ‘...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>844</th>\n",
       "      <td>Check out this video on YouTube:hjalpï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>264</th>\n",
       "      <td>Hey come check us out were new on youtube let ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>http://www.ebay.com/itm/131338190916?ssPageNam...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>912</th>\n",
       "      <td>Abomination! Subscribe if you agree :| party h...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1426</th>\n",
       "      <td>Hello everyone :) I know most of you probably ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>412</th>\n",
       "      <td>https://vimeo.com/107297364ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1413</th>\n",
       "      <td>do you want to make some easy money? check out...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>864</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>453</th>\n",
       "      <td>Plz help me getting 1.000 Subscribers tonight/...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1307</th>\n",
       "      <td>Pleas subscribe my channel GamezZMTAï»¿</td>\n",
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       "      <th>1443</th>\n",
       "      <td>Hey guys and girls check out Comedy Recipe for...</td>\n",
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       "    <tr>\n",
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       "      <td>Plz subscribe to my channel and I will subscri...</td>\n",
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       "      <td>GO TO MY CHANNEL and check out my written son...</td>\n",
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       "      <td>Please subscribe to my channel!Thanks!ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>728</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>931</th>\n",
       "      <td>EVERYONE PLEASE SUBSCRIBE TO MY CHANNEL OR CAN...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>656</th>\n",
       "      <td>HOW DO YOU PUT A PICTURE FOR YOUR IMAGE THINGI...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1437</th>\n",
       "      <td>Hello everyone :) I know most of you probably ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>282</th>\n",
       "      <td>http://www.twitch.tv/daconnormcï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>211</th>\n",
       "      <td>subscribe my chanelï»¿</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>778</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>plz check out fablife / welcome to fablife for...</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>977</th>\n",
       "      <td>Subscribe me Secret videos :Dï»¿</td>\n",
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       "    <tr>\n",
       "      <th>337</th>\n",
       "      <td>Katy perry is and inspirational singer her voi...</td>\n",
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       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>-----&amp;gt;&amp;gt;&amp;gt;&amp;gt;  https://www.facebook.co...</td>\n",
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       "      <th>1450</th>\n",
       "      <td>CHECK OUT partyman318 FR GOOD TUNEZ!! :D</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>731</th>\n",
       "      <td>share your thoughtsï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>339</th>\n",
       "      <td>https://m.facebook.com/story.php?story_fbid=76...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>248</th>\n",
       "      <td>Please check out my vidios guysï»¿</td>\n",
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       "    <tr>\n",
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       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>261</th>\n",
       "      <td>https://www.facebook.com/FUDAIRYQUEEN?pnref=st...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>835</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>818</th>\n",
       "      <td>Like this comment for no reason.ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>938</th>\n",
       "      <td>+447935454150 lovely girl talk to me xxxï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>There is one video on my channel about my brot...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>check men out i put allot of effort into my mu...</td>\n",
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       "    <tr>\n",
       "      <th>229</th>\n",
       "      <td>if i reach 100 subscribers i will go round in ...</td>\n",
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       "    <tr>\n",
       "      <th>1440</th>\n",
       "      <td>subscribe to my pagee please.</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>492</th>\n",
       "      <td>http://minhateca.com.br/mauro-sp2013/Filmes+Se...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
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       "      <th>451</th>\n",
       "      <td>want to win borderlands the pre-sequel? check ...</td>\n",
       "      <td>1</td>\n",
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       "      <th>1338</th>\n",
       "      <td>Subscribe to my Youtube Channel!! :) Suscribit...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1477</th>\n",
       "      <td>O peoples of the earth, I have seen how you pe...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1165</th>\n",
       "      <td>SUBSCRIBE TO MY CHANNEL X PLEASE!. SPARE</td>\n",
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       "      <td>Maybe no one will probably read this. But just...</td>\n",
       "      <td>1</td>\n",
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       "      <th>1137</th>\n",
       "      <td>Check out my channel for some lyricism.....</td>\n",
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       "      <td>plz subscribe to my channel i need subs and if...</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>need money?Enjoy https://www.tsu.co/emerson_za...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232</th>\n",
       "      <td>Hi guys my name is Dylan and I do IRL football...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>538</th>\n",
       "      <td>Come check out our parody of this!ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1439</th>\n",
       "      <td>Hey youtubers... I really appreciate all of yo...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1330</th>\n",
       "      <td>visit &amp;quot; ww estiloproduction com &amp;quot; be...</td>\n",
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       "      <th>943</th>\n",
       "      <td>Go check out my rapping video called Four Whee...</td>\n",
       "      <td>1</td>\n",
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       "      <th>1421</th>\n",
       "      <td>Wats Good Go Check Out My Music On Da Channel ...</td>\n",
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       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>http://www.ebay.com/itm/171183229277?ssPageNam...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>735</th>\n",
       "      <td>Check out this playlist on YouTube:mï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>798</th>\n",
       "      <td>Check out this playlist on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>Please check out my vidiosï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>http://www.amazon.co.uk/gp/offer-listing/B00EC...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>762</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1162</th>\n",
       "      <td>hey guys look im aware im spamming and it piss...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>941</th>\n",
       "      <td>Hello I&amp;#39;am from Palastineï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1427</th>\n",
       "      <td>Please go in and see our Channel and subscribe...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>254</th>\n",
       "      <td>Check out my Music Videos! Fuego - U LA LA Rem...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>772</th>\n",
       "      <td>Subscribe My Channelï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1316</th>\n",
       "      <td>PLEASSSSSSSSSSSSSSSS SUBSCRIBEEEEEEEEEE MY CHA...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1483</th>\n",
       "      <td>**CHECK OUT MY NEW MIXTAPE**** **CHECK OUT MY ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>789</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>Follow me on Twitter @mscalifornia95ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>853</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>961</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1159</th>\n",
       "      <td>HI IM 14 YEAR RAPPER SUPPORT ME GUY AND CHECK...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>380</th>\n",
       "      <td>http://thepiratebay.se/torrent/10626048/The.Ex...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>672</th>\n",
       "      <td>Check out this video on YouTube:&lt;br /&gt;Gotta da...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>304</th>\n",
       "      <td>https://www.facebook.com/pages/%D8%AA%D8%AD%D9...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1321</th>\n",
       "      <td>hahahahah â™¥â™¥â™¥â™¥ :D like vines ?  Subscr...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>401</th>\n",
       "      <td>Please look at my channelï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>402</th>\n",
       "      <td>My three bigger secrets are: I don't think I'm...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1314</th>\n",
       "      <td>i am from Brazil please subscribe my channel l...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>382</th>\n",
       "      <td>Hey guys plz check out my youtube channel to c...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1332</th>\n",
       "      <td>Being paid to respond to fast paid surveys fro...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>831</th>\n",
       "      <td>Check out this video on YouTube:Ø§Ù„Ø¥Ø¹Ù„Ø§Ù†...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1485</th>\n",
       "      <td>**CHECK OUT MY NEW MIXTAPE**** **CHECK OUT MY ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1451</th>\n",
       "      <td>Hey youtubers... I really appreciate all of yo...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>767</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1446</th>\n",
       "      <td>Please.. Check my channel out:) I subscribe ba...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>739</th>\n",
       "      <td>Come subscribeï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1104</th>\n",
       "      <td>eminem new song check out my videos</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1470</th>\n",
       "      <td>hey you ! check out the channel of Alvar Lake !!</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1432</th>\n",
       "      <td>Wanna Laugh??? Please SUBSCRIBE to our channel!!!</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>340</th>\n",
       "      <td>subscribe to meï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>CHECK MY CHANNEL OUT PLEASE. I DO SINGING COVE...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>452</th>\n",
       "      <td>Hi! I would appreciate it if you all could hel...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>Follow me on twitter &amp;amp; IG : __killuminati9...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>411</th>\n",
       "      <td>j aiiima plzzz  https://www.facebook.com/pages...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>821</th>\n",
       "      <td>Please become my first subscriber. Â Thank you...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>http://www.gofundme.com/gvr7xgï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>756</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>792</th>\n",
       "      <td>like this comment pleaseï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>482</th>\n",
       "      <td>Subscribe me and i subscribe you back!!ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1329</th>\n",
       "      <td>How To Make A Lot Of Money Fast</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1229</th>\n",
       "      <td>My uncle said he will stop smoking if this com...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>235</th>\n",
       "      <td>If i reach 100 subscribers i will tazz my self...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>421</th>\n",
       "      <td>http://www.googleadservices.com/pagead/aclk?sa...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>846</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>http://www.twitch.tv/zxlightsoutxzï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>628</th>\n",
       "      <td>give it a likeï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>250</th>\n",
       "      <td>Hey guys can you check my channel out plz. I d...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>438</th>\n",
       "      <td>https://www.indiegogo.com/projects/help-stop-m...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404</th>\n",
       "      <td>katy is beautiful. and this song is catchy. I'...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1383</th>\n",
       "      <td>HI! CHECK OUT OUR AWESOME COVERS! AND SAY WHAT...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1387</th>\n",
       "      <td>ï½ˆï½”ï½”ï½://ï½—ï½—ï½—.ï½…ï½‚ï½ï½™.ï½ƒï½ï½...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>813</th>\n",
       "      <td>Check out this playlist on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>495</th>\n",
       "      <td>http://hackfbaccountlive.com/?ref=4344749ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>471</th>\n",
       "      <td>HAPPY BIRTHDAY KATY :) http://giphy.com/gifs/b...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1441</th>\n",
       "      <td>please subscribe to my page. thanks.</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1428</th>\n",
       "      <td>wanna earn money online without investment.......</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>872</th>\n",
       "      <td>subscribe to my channel yo - DJ Feelzï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1436</th>\n",
       "      <td>Check out  these Irish guys cover  of Avicii&amp;#...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>838</th>\n",
       "      <td>Check out this playlist on YouTube:aï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>952</th>\n",
       "      <td>Check out this playlist on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>336</th>\n",
       "      <td>Click For iTunes code http://shhort.com/a?r=0L...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>302</th>\n",
       "      <td>http://www.ebay.com/itm/131275322914?ssPageNam...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>Pls follow this channel!! http://www.twitch.tv...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>325</th>\n",
       "      <td>Subscribe and u are gonna hear me roar ;)ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>884</th>\n",
       "      <td>Check out my youtube channel for cool beatboxi...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>im sorry for the spam but My name is Jenny. I ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>409</th>\n",
       "      <td>Hi everyone! My dream is to have passionate se...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>880</th>\n",
       "      <td>subscribers please`ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>803</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>267</th>\n",
       "      <td>Please do buy these new Christmas shirts! You ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>965</th>\n",
       "      <td>Im gonna share a little ryhme canibus blows em...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>870</th>\n",
       "      <td>Check out this video on YouTube: I ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>https://www.indiegogo.com/projects/cleaning-th...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1447</th>\n",
       "      <td>I really ask nicely to view my vids:) I subscr...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1457</th>\n",
       "      <td>Hi.Check out and share our songs.</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>498</th>\n",
       "      <td>The Perry you're doing a good job good job I l...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>hi guys check my youtube channelï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>306</th>\n",
       "      <td>http://9gag.com/gag/aAVpwj9/ =)ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208</th>\n",
       "      <td>Hey guys! Check this out: Kollektivet - Don't ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>796</th>\n",
       "      <td>Check out this playlist on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>983</th>\n",
       "      <td>This guy win dollars sleeping... m m m he love...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>865</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>328</th>\n",
       "      <td>follow me---&amp;gt; https://twitter.com/f0llowsho...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>http://www.gcmforex.com/partners/aw.aspx?Task=...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>964</th>\n",
       "      <td>Check out this playlist on YouTube: ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1121</th>\n",
       "      <td>subscribed :) btw you have a good style keep i...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>732</th>\n",
       "      <td>subscribe me plzzzzzzz plzzzzzzzzzzzzzzzzzzzzz...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>Please give us a chance and check out the new ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>346</th>\n",
       "      <td>Can you check my videos please? Don't hate me ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Once you have started reading do not stop. If...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>675</th>\n",
       "      <td>Take a look at this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1128</th>\n",
       "      <td>CHECK OUT MY CHANNEL BOYS AND GIRLS ;)</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1334</th>\n",
       "      <td>subscribe  my</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1317</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>750</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1176</th>\n",
       "      <td>SEE SOME MORE SONG OPEN GOOGLE AND TYPE Shakir...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>972</th>\n",
       "      <td>plese subscribe to meï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>736</th>\n",
       "      <td>Check out this video on YouTube:&lt;br /&gt;&lt;br /&gt;&lt;b...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>897</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>295</th>\n",
       "      <td>http://www.amazon.com/Knight-Dawn-cursed-Danie...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>Hi everyone! Do you like music? Then why not c...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1414</th>\n",
       "      <td>PLEASE CHECK OUT THIS VIDEO CALLED &amp;quot;WE LO...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>842</th>\n",
       "      <td>LIKE AND SUBSCRIB IF YOU WATCH IN 2015 ;)ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1306</th>\n",
       "      <td>please visit my channelï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>Please help me go here http://www.gofundme.com...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>350</th>\n",
       "      <td>Great video by a great artist in Katy Perry! A...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>765</th>\n",
       "      <td>Lol check out my chanell and subscribe please ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>477</th>\n",
       "      <td>Check out my drum cover of E.T. here! thanks -...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>SUB 4 SUB PLEASE LIKE THIS COMMENT I WANT A SU...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>395</th>\n",
       "      <td>Free itunes $25 giftcard codes: http://shhort....</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>504</th>\n",
       "      <td>Hi everyone! Do you like music? Then why not c...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>467</th>\n",
       "      <td>(( rapid facebook )) the free version of all c...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>441</th>\n",
       "      <td>follow me on twitter: freyacumqueenï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>252</th>\n",
       "      <td>PLEASE SUBSCRIBE ME!!!!!!!!!!!!!!!!!!!!!!!!!!!...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>502</th>\n",
       "      <td>https://soundcloud.com/j-supt-fils-du-son/fuck...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>317</th>\n",
       "      <td>http://shhort.com/a?r=G8iX5cTKdï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>364</th>\n",
       "      <td>https://www.reverbnation.com/slicknick313/song...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>727</th>\n",
       "      <td>Do not like this comment if you are not watchi...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>868</th>\n",
       "      <td>Check out this video on YouTubeï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>301</th>\n",
       "      <td>http://www.mediafire.com/download/yvovhafsv5qz...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1132</th>\n",
       "      <td>hey guys i know you wanna skip over this but p...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1460</th>\n",
       "      <td>Love itt and ppl check out my channel!!!</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>741</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1449</th>\n",
       "      <td>Hi. Check out and share our songs.</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>512</th>\n",
       "      <td>me segue ha  https://www.facebook.com/marcos.s...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>523</th>\n",
       "      <td>I love that you subscribedï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Hey guys! Im a 12 yr old music producer. I mak...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166</th>\n",
       "      <td>http://www.twitch.tv/tareko100 Follow him on t...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>sub me if you dont like the songï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>746</th>\n",
       "      <td>I like This Comment and do not kill :Pï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>814</th>\n",
       "      <td>Check out this playlist on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>888</th>\n",
       "      <td>Ummm... I just hit 1k subscribers. I make Mine...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>968</th>\n",
       "      <td>CHECK OUT THE NEW REMIX !!!&lt;br /&gt;CLICK CLICK !...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>857</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>320</th>\n",
       "      <td>http://shhort.com/a?r=Jt2ufxHxcï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>493</th>\n",
       "      <td>https://www.facebook.com/antrobofficialï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>gofundme.com/grwmpsï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>288</th>\n",
       "      <td>Take a break from Katie and help me reach 100 ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>http://tankionline.com#friend=cd92db3f4 great ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>500</th>\n",
       "      <td>EVERYBODY PLEASE VOTE KATY AT EMA 2014 !!!!!  ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>911</th>\n",
       "      <td>Tuto to subscribe to my channel because you sh...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>859</th>\n",
       "      <td>want a sub? tell me about your channel and i w...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>909</th>\n",
       "      <td>Check out this funny video &amp;quot;Cereal Box Kn...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1158</th>\n",
       "      <td>subscribe to my channel  /watch?v=NxK32i0HkDs</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>879</th>\n",
       "      <td>Check out this video on YouTube:..ğŸŒˆğŸŒˆğŸŒˆï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>393</th>\n",
       "      <td>follow me on instagram bigboss286ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1303</th>\n",
       "      <td>Top three Shakira songs (my choice) &lt;br /&gt;&lt;br ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Huh, anyway check out this you[tube] channel: ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1318</th>\n",
       "      <td>There are beautiful songs please subscribeï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1464</th>\n",
       "      <td>check out my new video</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1323</th>\n",
       "      <td>:D subscribe to me for daily vines</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>subscribe to me :) ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>748</th>\n",
       "      <td>Check out this playlist on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>893</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>707</th>\n",
       "      <td>Take a look at this video on YouTub&lt;br /&gt;Youï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>930</th>\n",
       "      <td>EVERYONE PLEASE SUBSCRIBE TO MY CHANNEL OR CAN...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>889</th>\n",
       "      <td>SUP GUS THIS IS A VIDEO FOR PEOPLE WHO LOVES P...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>https://www.change.org/p/facebook-twitter-yout...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>381</th>\n",
       "      <td>If interested in making extra money by interne...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>if you like roblox minecraft world of warcraft...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>Follow me on Instagram. _chris_cz  ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>631</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>993</th>\n",
       "      <td>like this comment then type 1337</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>960</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1431</th>\n",
       "      <td>i can to make money</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Check me out! I'm kyle. I rap so yeah ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>Subscribe ME!ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>690</th>\n",
       "      <td>like if ur watchin in 900000000000000000000000...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>499</th>\n",
       "      <td>I did a cover if u want to check it out THANK ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>384</th>\n",
       "      <td>Hey guys subscribe to my channel for no reason...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>769</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>487</th>\n",
       "      <td>please look up DHG SONGS this is my playlist w...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1448</th>\n",
       "      <td>******* Facebook is LAME and so 2004! Check ou...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1122</th>\n",
       "      <td>I KNOW YOU MAY NOT WANT TO READ THIS BUT pleas...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>764</th>\n",
       "      <td>We can have a party next shareï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>Can anyone sub to my channel? :Dï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>730</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1424</th>\n",
       "      <td>Hello everyone :) I know most of you probably ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537</th>\n",
       "      <td>http://www.ermail.pl/dolacz/UnNfY2I=          ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>973</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1249</th>\n",
       "      <td>Fuck it was the best ever 0687119038 nummber o...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1102</th>\n",
       "      <td>Check out Berzerk video on my channel ! :D</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>866</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>587</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>Subscribe to me i subscribe back!!!! Plus i ha...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1339</th>\n",
       "      <td>Check out my bass cover of hips don&amp;#39;t lie ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1465</th>\n",
       "      <td>Hey Music Fans I really appreciate all of you ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>752</th>\n",
       "      <td>Check out this video on YouTube:fb iï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>712</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>738</th>\n",
       "      <td>Who&amp;#39;s watching in 2015 Subscribe for me !ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>779</th>\n",
       "      <td>Check out this playlist on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>436</th>\n",
       "      <td>i rekt ur mum last nite. cuz da haterz were 2 ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>pls http://www10.vakinha.com.br/VaquinhaE.aspx...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>please like :D https://premium.easypromosapp.c...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1425</th>\n",
       "      <td>SO THEN HOW ARE YOU GOING TO CALL YOURSELF A I...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1324</th>\n",
       "      <td>Waka Waka!:D   Check out my new HALLOWEEN VIDE...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>256</th>\n",
       "      <td>www.marketglory.com/strategygame/lordviperasï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>432</th>\n",
       "      <td>Nice song .See my new track.ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>820</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300</th>\n",
       "      <td>Help Please!!  http://www.gofundme.com/RJanima...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1308</th>\n",
       "      <td>Pleas subscribe my channelï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>773</th>\n",
       "      <td>please suscribe i am bored of 5 subscribers tr...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1482</th>\n",
       "      <td>Hey Music Fans I really appreciate all of you ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>http://www.ermail.pl/dolacz/V3VeYGIN CLICK  ht...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>subscribe to my channel people :Dï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>896</th>\n",
       "      <td>Check out my YouTube channel I can rapï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>950</th>\n",
       "      <td>Check out our Channel for nice Beats!!ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>873</th>\n",
       "      <td>Hey guys subscribe to my chanel and i will sub...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>854</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1326</th>\n",
       "      <td>plz i wilsubscribe me frndzzl subscribe u back</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>403</th>\n",
       "      <td>https://www.facebook.com/pages/Nailey-nicool/6...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>836</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>991</th>\n",
       "      <td>CHECK OUT Eminem - Rap God LYRIC VIDEO</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>785</th>\n",
       "      <td>Check out this playlist on YouTube:ğŸ´ğŸ´ğŸ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>729</th>\n",
       "      <td>Check out this playlist on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265</th>\n",
       "      <td>https://www.facebook.com/tofikmiedzynB/photos/...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>786</th>\n",
       "      <td>â–‘â–‘â–‘â–‘â–‘â–‘â–‘/\\â–‘â–‘â–‘â–‘â–‘â–„â–&lt;b...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>468</th>\n",
       "      <td>Hey Katycats! We are releasing a movie at midn...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1320</th>\n",
       "      <td>and how many subscribers compared to her over ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1471</th>\n",
       "      <td>Hi -this is Johnny: 1. If You already know my ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>975</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>658</th>\n",
       "      <td>Thumbs up if shrek is gay ğŸ‘ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>862</th>\n",
       "      <td>Check out this playlist on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>424</th>\n",
       "      <td>DOWNLOAD RAPID FACEBOOK FOR FREE NOW https://p...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>368</th>\n",
       "      <td>Watch my videos xxï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>....subscribe......  ......to my........  .......</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238</th>\n",
       "      <td>I am so awesome and smart!!! Sucscribe to me!ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1430</th>\n",
       "      <td>CHECK OUT THE DUBSTEP VERSION</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1379</th>\n",
       "      <td>Hi. Check out and share our songs.</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>774</th>\n",
       "      <td>Subscribe if you are watching in 2015ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>and u should.d check my channel and tell me wh...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>307</th>\n",
       "      <td>ima rapper trying to get notice please check o...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>823</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Show your AUBURN PRIDE HERE: http://www.teespr...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>just for test I have to say murdev.com</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>808</th>\n",
       "      <td>Check out this video on YouTube:opponents mm &lt;...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>505</th>\n",
       "      <td>https://www.facebook.com/photo.php?fbid=313454...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>308</th>\n",
       "      <td>even without make up she is still  hot     htt...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>369</th>\n",
       "      <td>Please check out my acoustic cover channel :) ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1311</th>\n",
       "      <td>Subscribe and Win a CAP&lt;br /&gt;       â˜†â˜†â˜†â...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>887</th>\n",
       "      <td>SUBSCRIBE!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>524</th>\n",
       "      <td>https://www.tsu.co/ToMeks Go register ;) free ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>417</th>\n",
       "      <td>Our Beautiful Bella has been diagnosed with Wo...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>CHECK MY CHANNEL FOR MY NEW SONG 'STATIC'!! YO...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>596</th>\n",
       "      <td>Check out this video on YouTube:&lt;br /&gt;ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>881</th>\n",
       "      <td>Yo like what up this song is fricking beast an...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285</th>\n",
       "      <td>https://www.facebook.com/photo.php?fbid=543627...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1305</th>\n",
       "      <td>Check out this playlist on YouTube:Central ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>824</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>907</th>\n",
       "      <td>Check out my music niggasï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1302</th>\n",
       "      <td>Check out this playlist on YouTube&lt;br /&gt;ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>Sub my channel!ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1116</th>\n",
       "      <td>CHECK OUT MY YOUTUBE VIDEOS FOR FUNNY AND COOL...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541</th>\n",
       "      <td>https://binbox.io/DNCkM#qT4Q1JB1ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>Subscribe to me and I'll subscribe back!!!ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>763</th>\n",
       "      <td>View 851.247.920&lt;br /&gt;&lt;br /&gt;Â Best youtube Vid...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>Have you tried a new social network TSU? This ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>957</th>\n",
       "      <td>HUH HYUCK HYUCK IM SPECIAL WHO&amp;#39;S WATCHING ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>298</th>\n",
       "      <td>HiyağŸ˜Š I just started YouTube and it would m...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1382</th>\n",
       "      <td>check out our bands page on youtube killtheclo...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1403</th>\n",
       "      <td>Part 2. Holy Mary, pray for us Holy Mother of ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>reminds me of this song https://soundcloud.com...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1404</th>\n",
       "      <td>Hi.. Everyone.. If anyone after real online wo...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894</th>\n",
       "      <td>3m subscribers but look at the views its 700 m...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>More... http://www.sunfrogshirts.com/Sunglass-...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1221</th>\n",
       "      <td>Subscribe me please. i&amp;#39;ll promise i&amp;#39;ll...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>527</th>\n",
       "      <td>Check out my acoustic channel ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>For Christmas Song visit my channel! ;)ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>https://www.facebook.com/teeLaLaLaï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1384</th>\n",
       "      <td>please visit our web: wellcomemd.blogfa.com</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>863</th>\n",
       "      <td>Check out this playlist on YouTube:plï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>845</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>891</th>\n",
       "      <td>great l subscribeï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1348</th>\n",
       "      <td>1 753 682 421 GANGNAM STYLE ^^</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1313</th>\n",
       "      <td>Hey guys love this but check out this girl nam...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>898</th>\n",
       "      <td>Check out this video on YouTuï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1468</th>\n",
       "      <td>Please check out and send to others Freedom an...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1445</th>\n",
       "      <td>Subscribe me, I will? subscribe you back!!!</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1475</th>\n",
       "      <td>Check out this video on YouTube:&lt;br /&gt;&amp;quot;Th...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>Sub to my channel visuelgamingzNL I sub backï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1419</th>\n",
       "      <td>Hey dickwad - we&amp;#39;re all africans. The colo...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>274</th>\n",
       "      <td>hi guys please my android photo editor downloa...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>817</th>\n",
       "      <td>Check out this playlist on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>784</th>\n",
       "      <td>Check out this playlist on YouTube:&lt;br /&gt;&lt;br /...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1114</th>\n",
       "      <td>hey its M.E.S here I&amp;#39;m a young up and comi...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1244</th>\n",
       "      <td>Thank you. Please give your email.Â ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>294</th>\n",
       "      <td>katy perry will u sit on my face please. it wo...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1257</th>\n",
       "      <td>Yea stil the best WK song ever&lt;br /&gt;Thumbs up ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1109</th>\n",
       "      <td>Lil m !!!!! Check hi out!!!!! Does live the wa...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>749</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>815</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>get GWAR to play 2015 superbowl  http://www.ch...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>878</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1312</th>\n",
       "      <td>Check out this playlist on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>645</th>\n",
       "      <td>I&amp;#39;m A SUBSCRIBERï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1331</th>\n",
       "      <td>Message :   GTA V  $20  FIFA 14 $15  PS4  $200...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1146</th>\n",
       "      <td>Media is Evil! Please see and share: W W W. TH...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1433</th>\n",
       "      <td>Earn money for being online with 0 efforts!   ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>851</th>\n",
       "      <td>Check out this video on YouTube:Qqï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1309</th>\n",
       "      <td>Pleas subscribe GamezZ MTA my channel&lt;br /&gt;ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>259</th>\n",
       "      <td>Limit sun exposure while driving. Eliminate th...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>480</th>\n",
       "      <td>Sign up for free on TSU and start making money...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>777</th>\n",
       "      <td>Check out this playlist on YouTube:aï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>905</th>\n",
       "      <td>Subscribeï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>871</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>810</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1417</th>\n",
       "      <td>How did you know that people makes another acc...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284</th>\n",
       "      <td>Hey guys! My mom said if i got 100 subs before...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>967</th>\n",
       "      <td>Check out this video on YouTube&lt;br /&gt;&lt;br /&gt;&lt;br...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1429</th>\n",
       "      <td>Hello everyone :) I know most of you probably ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>Check out pivot animations in my channelï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>I made a gaming channel (Unique right?) :L Ang...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>742</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1224</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>458</th>\n",
       "      <td>Please Subscribe In My Channel â†’ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>745</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>733</th>\n",
       "      <td>Guys lmfaois going to have a reunion on June/2...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1481</th>\n",
       "      <td>********OMG Facebook is OLD! Check out  ------...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1333</th>\n",
       "      <td>Check out my channel :)</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>886</th>\n",
       "      <td>Hi everyone! Do you like music? Then why not c...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>316</th>\n",
       "      <td>YAY IM THE 11TH COMMENTER!!!!!                ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1167</th>\n",
       "      <td>3 yrs ago I had a health scare but thankfully ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>828</th>\n",
       "      <td>Check out this playlist on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1156</th>\n",
       "      <td>sorry for the spam yall I know itâ€™s annoying...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>please like : http://www.bubblews.com/news/927...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>522</th>\n",
       "      <td>For latest movies 2014 please visit this site ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>310</th>\n",
       "      <td>http://www.bubblews.com/news/6401116-vps-solut...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1336</th>\n",
       "      <td>Please visit this Website: oldchat.tk</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>Suscribe my channel pleaseï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>290</th>\n",
       "      <td>Check out my covers I have a video coming out ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>794</th>\n",
       "      <td>LIKE AND SUBSCRIBEï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>520</th>\n",
       "      <td>http://www.wattpad.com/story/26032883-she-can-...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>http://ubuntuone.com/40beUutVu2ZKxK4uTgPZ8Kï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>http://www.twitch.tv/jaroadc come follow and w...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>834</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1463</th>\n",
       "      <td>adf.ly / KlD3Y</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>Check me out I'm all about gaming ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>448</th>\n",
       "      <td>Like my page please...  https://m.facebook.com...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>233</th>\n",
       "      <td>follower please https://www.facebook.com/lists...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>788</th>\n",
       "      <td>Help me get 10000000 subscribers by tomorrow!&lt;...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>457</th>\n",
       "      <td>Thank you KatyPerryVevo for your instagram lik...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>782</th>\n",
       "      <td>&lt;br /&gt;Please help me get 100 subscribers by t...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Check my channel please! And listen to the bes...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1164</th>\n",
       "      <td>check out eminem latest track survival if u didnt</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>361</th>\n",
       "      <td>Katy has the voice of gold. this video really ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1271</th>\n",
       "      <td>subscribe to me and I wil subscribe to you bac...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>797</th>\n",
       "      <td>Check out this playlist on YouTube: I triedï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>262</th>\n",
       "      <td>FOLLOW MY COMPANY ON TWITTER  thanks.  https:/...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>740</th>\n",
       "      <td>SUBSCRIBE MY CHANNEL PLEASE LOL PRO PLAYS)ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>892</th>\n",
       "      <td>Check out this video on YouTube:jjiwajwkajajqj...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>503</th>\n",
       "      <td>https://www.facebook.com/myfunnyriddlesï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1335</th>\n",
       "      <td>Please visit this Website: oldchat.tk</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>755</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>415</th>\n",
       "      <td>hi beaties! i made a new channel please go che...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1453</th>\n",
       "      <td>Hey Music Fans I really appreciate any of you ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>321</th>\n",
       "      <td>Follow me watch my videos :) Follow me watch m...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Hey guys check out my new channel and our firs...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>840</th>\n",
       "      <td>Check out this playlist on YouTube:hbbhhhghï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1328</th>\n",
       "      <td>I love this!!!!! This is one of my fave songs ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>446</th>\n",
       "      <td>If you looking for new music to listen to chec...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>978</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>903</th>\n",
       "      <td>ğŸ˜¼ğŸ‘ğŸ˜ Like This Comment ğŸ˜ğŸ‘ğŸ˜¼ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1467</th>\n",
       "      <td>******* Facebook is LAME and so 2004! Check ou...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>347</th>\n",
       "      <td>WOW VERY NICE CONGRASULATION I LIVE SO MUCH ht...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>800</th>\n",
       "      <td>subscribeï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1337</th>\n",
       "      <td>Check Out Daneja Good Girl</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1285</th>\n",
       "      <td>Gusttavo Lima VocÃª nÃ£o me conhece &lt;br /&gt;Chec...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>890</th>\n",
       "      <td>Hey Guys Jaylan Here And I Just Wanted Everybo...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1315</th>\n",
       "      <td>Could Spanish people understand this?&lt;br /&gt;&lt;br...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>867</th>\n",
       "      <td>Check out this video on YouTube:loï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>http://www.guardalo.org/best-of-funny-cats-gat...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>Please friend read my book and repass: http://...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>876</th>\n",
       "      <td>White people are going extinct for more inform...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>776</th>\n",
       "      <td>Hey ! SubscribeÂ  to meÂ for the peace in the ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1385</th>\n",
       "      <td>PLEASE CHECK OUT MY VIDEO CALLED &amp;quot;WE LOVE...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>795</th>\n",
       "      <td>Like this comment if you are watching on a pho...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>874</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>949</th>\n",
       "      <td>Take a look at this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1310</th>\n",
       "      <td>Check out this video on YouTube: ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>Follow 4 Follow                           @ Va...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>507</th>\n",
       "      <td>Such a good song ans Katy sounds great over th...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>758</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1325</th>\n",
       "      <td>we are 14 year old boys we are trying to enter...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>850</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1301</th>\n",
       "      <td>I subscribed it&lt;br /&gt;ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1342</th>\n",
       "      <td>subscribe now!!!!!! love the song!!!!!! love f...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>312</th>\n",
       "      <td>The new Makeup Transformation with Integrated ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>737</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>383</th>\n",
       "      <td>Please subscribe every sub gets a shout out te...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1110</th>\n",
       "      <td>/watch?v=aImbWbfQbzg watch and subscrible</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>YouTube/codytolleson for awesome videos I'll s...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>subscribe like commentï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1151</th>\n",
       "      <td>check out my new EM cover video trailer</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1147</th>\n",
       "      <td>subscribe to my channel who can</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>Subscribe to me plz plz plz plz plz plZ ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>303</th>\n",
       "      <td>I #votekatyperry for the 2014 MTV #VMA Best Ly...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>783</th>\n",
       "      <td>like this comment if you&amp;#39;re watching this ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1456</th>\n",
       "      <td>Hi. Check out and share our songs.</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>805</th>\n",
       "      <td>los invito a subscribirse a mi canalÂ ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1202</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>me shaking my sexy ass on my channel enjoy ^_^...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>427</th>\n",
       "      <td>https://www.paidverts.com/ref/tomuciux99 esyes...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>775</th>\n",
       "      <td>Check out this video on YouTube:      &lt;br /&gt;ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1418</th>\n",
       "      <td>:) I&amp;#39;ll subscribe to you. You look Nice :)</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1458</th>\n",
       "      <td>Hey Music Fans I really appreciate any of you ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969</th>\n",
       "      <td>Check out this playlist on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>http://hackfbaccountlive.com/?ref=4604617ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1401</th>\n",
       "      <td>&amp;quot;HELP THE HUMANITY WITH YOUR SIGN IN TO T...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>Subscribe and like to me for more how to video...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>860</th>\n",
       "      <td>Check out this playlist on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1129</th>\n",
       "      <td>hey guys i know its annoying getting spammed s...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167</th>\n",
       "      <td>https://www.tsu.co/Aseris get money here !ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1480</th>\n",
       "      <td>I WILL NEVER FORGET THIS SONG IN MY LIFE LIKE ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>374</th>\n",
       "      <td>She loves Vena. trojmiasto.pl/Vena-Bus-Taxi-o5...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1377</th>\n",
       "      <td>Check out my covers please!</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>https://soundcloud.com/jackal-and-james/wrap-u...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>EHI GUYS CAN YOU SUBSCRIBE IN MY CHANNEL? I AM...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>331</th>\n",
       "      <td>Please share and help to my Friend! http://www...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1304</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>http://hackfbaccountlive.com/?ref=4436607  psy...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>https://www.surveymonkey.com/s/CVHMKLTï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>277</th>\n",
       "      <td>http://psnboss.com/?ref=2tGgp3pV6L this is the...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>816</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>281</th>\n",
       "      <td>Nice! http://www.barnesandnoble.com/s/BDP?csrf...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>935</th>\n",
       "      <td>this song is awesome. these guys are the best....</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>Suscribe My Channel Please XD lolï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>791</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>Please subscribe to meï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>244</th>\n",
       "      <td>please throw a sub on my channelï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1422</th>\n",
       "      <td>I Know Y&amp;#39;all Can Check Out Amy Music Becau...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>287</th>\n",
       "      <td>https://soundcloud.com/artady please check my ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1461</th>\n",
       "      <td>SUBSCRIBE MY CHANNEL</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1145</th>\n",
       "      <td>check out my playlist</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>990</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276</th>\n",
       "      <td>http://www.billboard.com/articles/columns/pop-...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>812</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1469</th>\n",
       "      <td>Nice to meet You - this is Johnny: 1. If You a...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>431</th>\n",
       "      <td>this song is so addicting. the hook is dope an...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>279</th>\n",
       "      <td>check out my rapping hope you guys like it  ht...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>787</th>\n",
       "      <td>like this comment if your watching in 2015 or ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>278</th>\n",
       "      <td>Hey everyone. Watch this trailer!!!!!!!!  http...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>914</th>\n",
       "      <td>Check the shit out on my channel&lt;br /&gt;&lt;br /&gt;&lt;b...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1442</th>\n",
       "      <td>Hey, hit this shit up while yall can, they kil...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>289</th>\n",
       "      <td>Subscribe me pleaseï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1380</th>\n",
       "      <td>Subscribe &amp;amp; Like /watch?v=5tu9gN1l310</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>988</th>\n",
       "      <td>hahahahah â™¥â™¥â™¥â™¥ :D like vines ?  Subscr...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>959</th>\n",
       "      <td>Check out this playlist on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1484</th>\n",
       "      <td>**CHECK OUT MY NEW MIXTAPE**** **CHECK OUT MY ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>280</th>\n",
       "      <td>hey guys!! visit my channel pleaase (i'm searc...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>subscribe to itz recaps and above diddleï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>811</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>344</th>\n",
       "      <td>http://www.aaas.org/tech-i/vote#view/25874/217...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1435</th>\n",
       "      <td>adf.ly /KlD3Y</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>https://www.facebook.com/nicushorbboy add mee ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>979</th>\n",
       "      <td>Check out this video on YouTube:but I&amp;#39;m no...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>536</th>\n",
       "      <td>curti? click here ?  https://www.facebook.com/...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>753</th>\n",
       "      <td>ALL SCHOOL DROP OUTS I KNEW AS FRIENDS BEFORE ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>908</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>946</th>\n",
       "      <td>Help me get 50 subs please ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>982</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>Anybody who subscribes to me will get 10 subsc...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1459</th>\n",
       "      <td>Hey, I am doing the Forty Hour famine so I&amp;#39...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1378</th>\n",
       "      <td>Hey check out our new musicvideo &amp;#39;&amp;#39;Lif...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>877</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>watch?v=vtaRGgvGtWQ   Check this out .ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>861</th>\n",
       "      <td>Subscribe I&amp;#39;ll subscribe backï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>680</th>\n",
       "      <td>Thumbs up if FE-FE-FE-FE-FEGELEIN brought u he...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>809</th>\n",
       "      <td>Check out this video on YouTube:&lt;br /&gt;&lt;br /&gt;ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>760</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>900</th>\n",
       "      <td>everyday i&amp;#39;m subscribeï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>804</th>\n",
       "      <td>subscribe to my chanellï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>490</th>\n",
       "      <td>http://vimeo.com/106865403ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416</th>\n",
       "      <td>https://www.facebook.com/pages/Hiphop-Express/...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>849</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>314</th>\n",
       "      <td>Nicee!!sabrosura viva https://soundcloud.com/y...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1327</th>\n",
       "      <td>SUBSCRIBE ME AND I REQUITE</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>989</th>\n",
       "      <td>please read this please! i am a country singer...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>https://www.tsu.co/KodysMan plz ^^ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>841</th>\n",
       "      <td>Check out this playlist on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>754</th>\n",
       "      <td>Check out this video on YouTube: ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1416</th>\n",
       "      <td>Meet The Richest Online Marketer  NOW CLICK : ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>766</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>marketglory . com/strategygame/andrijamatf ear...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>528</th>\n",
       "      <td>â™«I know someone will see this â™¥ I have a d...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1452</th>\n",
       "      <td>Hey Music Fans I really appreciate any of you ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>Check my first video outï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>855</th>\n",
       "      <td>Dear friends please subscribe to my channel I ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>852</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>933</th>\n",
       "      <td>Like this comment for no reasonï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>http://thepiratebay.se/torrent/6381501/Timothy...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>768</th>\n",
       "      <td>SUBSCRIBE me. if you do that leave your name s...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>Add me here...https://www.facebook.com/TLouXmu...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>496</th>\n",
       "      <td>Facebook account HACK!! http://hackfbaccountl...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>273</th>\n",
       "      <td>subscribe to me for call of duty vids and give...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>444</th>\n",
       "      <td>Visit my channelï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>443</th>\n",
       "      <td>VOTE FOR KATY FOR THE EMAs! #KATYCATS  http://...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>932</th>\n",
       "      <td>EVERYONE PLEASE GO SUBSCRIBE TO MY CHANNEL OR ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>963</th>\n",
       "      <td>Check out this playlist on YouTube:chcfcvzfzfb...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>221</th>\n",
       "      <td>Come and watch my video it is called the odowd...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>guys please subscribe me to help my channel gr...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>http://binbox.io/1FIRo#123ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>901</th>\n",
       "      <td>man check out the raps on my channel im better...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>910</th>\n",
       "      <td>Subscribe to me if u think &amp;quot;swag&amp;quot; is...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>526</th>\n",
       "      <td>Check out this video on YouTube:Facebook lhudy...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>476</th>\n",
       "      <td>Also LuckyMusiqLive she probably could help u ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>956</th>\n",
       "      <td>Come and check out my music!Im spamming on loa...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>SUBSCRIBE TO ME AND I'LL SUBSCRIBE TO YOU! (Mu...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>806</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>885</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1120</th>\n",
       "      <td>Subscribe and like my video please</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1434</th>\n",
       "      <td>Could you please check out my covers on my cha...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>743</th>\n",
       "      <td>I just wanna see how many people like this com...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>293</th>\n",
       "      <td>http://www.rtbf.be/tv/emission/detail_the-voic...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1454</th>\n",
       "      <td>Hey Music Fans I really appreciate any of you ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>984</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>292</th>\n",
       "      <td>Hey guys. I am a very small YouTuber I upload ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>826</th>\n",
       "      <td>Men stop being naive idiots believing in love ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>936</th>\n",
       "      <td>HOW MANY THUMBS UP FOR LOUIS SAVING THE DAY!?!...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>744</th>\n",
       "      <td>PLEASE DON&amp;#39;T LIKE THIS COMMENT IF YOU ARE ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>902</th>\n",
       "      <td>go check out our videoï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>268</th>\n",
       "      <td>Free my apps get 1m crdits ! Just click on the...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1126</th>\n",
       "      <td>hello friends. i am a young 15 year old rapper...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>882</th>\n",
       "      <td>hi everyone this is cool check out sexy and i ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>847</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>look at my channel i make minecraft pe lets pl...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>980</th>\n",
       "      <td>Subscribe to me for clean Eminem!</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>883</th>\n",
       "      <td>Check out this video on YouTube:it is a old tr...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1444</th>\n",
       "      <td>Subscribe me, I will? subscribe you back!!!</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>379</th>\n",
       "      <td>http://thepiratebay.se/torrent/10626835/The.Ex...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1455</th>\n",
       "      <td>Hi. Check out and share our songs.</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>793</th>\n",
       "      <td>Check out this playlist on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>385</th>\n",
       "      <td>Katycat! https://m.facebook.com/profile.php?id...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>832</th>\n",
       "      <td>ğŸš¨ğŸš¨ğŸš¨ğŸš¨ğŸš¨ğŸš¨ğŸš¨ğŸš¨ğŸš¨ğŸš¨ğŸš¨ğŸ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Hey subscribe to meï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>245</th>\n",
       "      <td>Go to my channel if u want to see a fly gettin...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>913</th>\n",
       "      <td>Nezo and Ed&lt;br /&gt;Like&amp;amp;share this page on f...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>286</th>\n",
       "      <td>https://www.facebook.com/photo.php?v=448317985...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>987</th>\n",
       "      <td>Check out my channel for funny skits! Thanks!</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>613</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>260</th>\n",
       "      <td>http://hackfbaccountlive.com/?ref=5242575ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>895</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>839</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>https://twitter.com/GBphotographyGBï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>757</th>\n",
       "      <td>Check out this playlist on YouTube:×™&lt;br /&gt;&lt;br...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>771</th>\n",
       "      <td>hey guys im 17 years old remixer and producer ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>399</th>\n",
       "      <td>subscribe please ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>488</th>\n",
       "      <td>Hey! I'm NERDY PEACH and I'm a new youtuber an...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>829</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>491</th>\n",
       "      <td>this song gives me strength! love her lyrics. ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1462</th>\n",
       "      <td>adf.ly / KlD3Y</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>216</th>\n",
       "      <td>https://www.facebook.com/pages/Mathster-WP/149...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>970</th>\n",
       "      <td>I personally have never been in a abusive rela...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>We are an EDM apparel company dedicated to bri...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>Check my channelï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1340</th>\n",
       "      <td>Subscribe to my channel :)  &amp;lt;3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>802</th>\n",
       "      <td>this video has 800+m views&lt;br /&gt;and the channe...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>759</th>\n",
       "      <td>Check out this playlist on YouTube:&lt;br /&gt;&lt;br /...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>904</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>899</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>266</th>\n",
       "      <td>https://www.facebook.com/eeccon/posts/73394924...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>Plizz withing my channel ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311</th>\n",
       "      <td>The TREU DETECTIVE alternate ending! __ http:/...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>You should check my channel for Funny VIDEOS!!ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Subscribe to my channel ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>781</th>\n",
       "      <td>Omg can this be the first video on YouTube to ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1402</th>\n",
       "      <td>Part 5. Comforter of the afflicted, pray for u...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>843</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1341</th>\n",
       "      <td>The britishs called that soccer but you know t...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1420</th>\n",
       "      <td>WOW muslims are really egoistic..... 23% of th...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>315</th>\n",
       "      <td>http://shhort.com/a?r=HuPwEH5abï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>CHECK OUT MY CHANNEL</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1466</th>\n",
       "      <td>Hello everyone, It Is not my intention to spam...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>What free gift cards? Go here  http://www.swag...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>Get free gift cards and pay pal money!ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>747</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1319</th>\n",
       "      <td>Can this channel get 500+ subscribers? You can...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>283</th>\n",
       "      <td>Hey Guys this is Glamour Beauty! I just starte...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1219</th>\n",
       "      <td>Thumbs up if your watching in 2015ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1415</th>\n",
       "      <td>WAYS TO MAKE MONEY 50k Per Month Search google...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>822</th>\n",
       "      <td>Can i get views and subscribers for no reason?...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275</th>\n",
       "      <td>i love this so much. AND also I Generate Free ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1105</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>848</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>255</th>\n",
       "      <td>Check out my Music Videos! and PLEASE SUBSCRIB...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>966</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>296</th>\n",
       "      <td>I really love this video.. http://www.bubblews...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>291</th>\n",
       "      <td>Subscribe to My CHANNELï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>825</th>\n",
       "      <td>Hello from Russia comes to the channel subscri...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>869</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297</th>\n",
       "      <td>Hi Guys! check this awesome EDM &amp;amp; House mi...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>377</th>\n",
       "      <td>https://viralangels.com/user/d4aaacwkï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>954</th>\n",
       "      <td>like pleaseï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>801</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>875</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>299</th>\n",
       "      <td>Watch Maroon 5's latest 2nd single from V (It ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>http://woobox.com/33gxrf/brt0u5 FREE CS GO!!!!ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>https://www.facebook.com/pages/Brew-Crew-2014/...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>Incmedia.org where the truth meets you.ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1376</th>\n",
       "      <td>CHECK OUT DANEJA GOOD GIRL</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>375</th>\n",
       "      <td>Katty perry please say in one of your new vide...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1106</th>\n",
       "      <td>Subscribe To MÃª Please Guys</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>hey again if you guys wouldnt mind chacking ou...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1400</th>\n",
       "      <td>Recommend:  Apple iPad 4th Gen 32GB Unlocked W...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1101</th>\n",
       "      <td>tryna work with some rappers check out the one...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1438</th>\n",
       "      <td>Hello everyone :) I know most of you probably ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1381</th>\n",
       "      <td>/watch?v=Dtqcftr1Fac JUSTIEN BIEBER CAR 2013. ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>419</th>\n",
       "      <td>https://www.facebook.com/profile.php?id=100007...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>827</th>\n",
       "      <td>pleas subscribe on me for ps4 games videoÂ &lt;br...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237</th>\n",
       "      <td>https://www.facebook.com/SchoolGeniusNITS/phot...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>833</th>\n",
       "      <td>Check out this video on YouTube:ï»¿</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                   text  label\n",
       "799   Like this comment if you still jam out to this...      1\n",
       "1166  Check out my videos guy! :) Hope you guys had ...      1\n",
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       "790   like this comment if ur watching this on 2015Â...      1\n",
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       "807              Check out this playlist on YouTube:ï»¿      1\n",
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       "734   IIIIIIIIIII LOVE THIS SHAKE IT SONG OH SORRY E...      1\n",
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       "63    http://www.ebay.com/itm/131338190916?ssPageNam...      1\n",
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       "1426  Hello everyone :) I know most of you probably ...      1\n",
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       "42    Plz subscribe to my channel and I will subscri...      1\n",
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       "938         +447935454150 lovely girl talk to me xxxï»¿      1\n",
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      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Check SPAM comments\n",
    "df_labeled[df_labeled.label==1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "You have not defined any rules.\n"
     ]
    }
   ],
   "source": [
    "def your_labeling_rules(x):\n",
    "    \n",
    "    # Convert text to lowercase\n",
    "    x = x.lower()\n",
    "    \n",
    "    # Define your rules for classifying as NOT_SPAM\n",
    "    not_spam_rules = [\n",
    "#         \"view\" in x,\n",
    "#         \"song\" in x,\n",
    "#         len(x) < 30\n",
    "    ]\n",
    "    \n",
    "\n",
    "    # Define your rules for classifying as SPAM\n",
    "    spam_rules = [\n",
    "#         \"free\" in x,\n",
    "#         \"subs\" in x,\n",
    "#         \"gift\" in x,\n",
    "#         \"follow\" in x,\n",
    "#         \"http\" in x,\n",
    "#         \"check out\" in x\n",
    "    ]\n",
    "    \n",
    "    # Classify depending on your rules\n",
    "    if any(not_spam_rules):\n",
    "        return 0\n",
    "    \n",
    "    if any(spam_rules):\n",
    "        return 1\n",
    "    \n",
    "    return -1\n",
    "\n",
    "\n",
    "try:\n",
    "    label_given_rules(X_train, your_labeling_rules, \"your-iteration\")\n",
    "    plot_accuracies()\n",
    "    \n",
    "except ValueError:\n",
    "    print(\"You have not defined any rules.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Congratulations on finishing this ungraded lab!**\n",
    "\n",
    "By now you should have a better understanding of having good labelled data. In general, **the better your labels are, the better your models will be**. Also it is important to realize that the process of correctly labeling data is a very complex one. **Remember, you can think of each one of the iterations of the automatic labeling process to be a different labeler with different criteria for labeling**. If you assume you are hiring labelers you will want to hire the latter for sure! \n",
    "\n",
    "Another important point to keep in mind is that establishing baselines to compare against is really important as they provide perspective on how well your data and models are performing.\n",
    "\n",
    "**Keep it up!**"
   ]
  }
 ],
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