Sentiment Analysis on Quran Karim Dataset - english version.ipynb

{
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  {
   "cell_type": "markdown",
   "id": "2b9bd789",
   "metadata": {},
   "source": [
    "## <p style=\"text-align:center\" color=\"red\"><span style=\"color:red\">Sentiment analysis on the Quran Karim Dataset - english version</span></p>\n",
    "\n",
    "<table align=\"center\">\n",
    "  <td>\n",
    "    <a target=\"_blank\" href=\"https://colab.research.google.com/github/labrijisaad/Sentiment-analysis-on-the-Quran-Karim-dataset\"><img src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" />Run in Google Colab</a>\n",
    "  </td>\n",
    "</table>\n",
    "\n",
    "- In this notebook, I tried to write a script that can label the sentiment of a Quran Karim English Dataset using the **`pre-trained VaderSentiment`** model.\n",
    "- Here is ta good article about: [**`pre-trained VaderSentiment`**](https://www.geeksforgeeks.org/python-sentiment-analysis-using-vader/)\n",
    "\n",
    "\n",
    "> 🙌 Notebook made by [@labriji_saad](https://github.com/labrijisaad)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "91134e28",
   "metadata": {},
   "source": [
    "### Importing the requirements"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "91fa2f7e",
   "metadata": {},
   "outputs": [],
   "source": [
    "%%capture\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from yaspin import yaspin"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0668d627",
   "metadata": {},
   "source": [
    "### Reading the **`wolof Quran Karim Dataset`**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "6244e8f2",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index sourat</th>\n",
       "      <th>index verse</th>\n",
       "      <th>name sourat in wolof</th>\n",
       "      <th>verse in wolof</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>ubbiku ga saar wu jëkk wi</td>\n",
       "      <td>Ci turu Yàlla, miy Yërëmaakoon , di Jaglewaak...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>ubbiku ga saar wu jëkk wi</td>\n",
       "      <td>Xeeti cant yépp ñeel na Yàlla, miy Boroom àdd...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>ubbiku ga saar wu jëkk wi</td>\n",
       "      <td>Yërëmaakoon bi, Jaglewaakoon bi,</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>ubbiku ga saar wu jëkk wi</td>\n",
       "      <td>Di Buur, di Boroom Bis-pénc ba.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>ubbiku ga saar wu jëkk wi</td>\n",
       "      <td>Yaw doŋŋ la nuy jaamu, te ci Yaw doŋŋ doŋŋ la ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6231</th>\n",
       "      <td>114</td>\n",
       "      <td>2</td>\n",
       "      <td>nit ñi</td>\n",
       "      <td>Kiy Buurub nit ñi,</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6232</th>\n",
       "      <td>114</td>\n",
       "      <td>3</td>\n",
       "      <td>nit ñi</td>\n",
       "      <td>Di Yàlla nit ñi,</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6233</th>\n",
       "      <td>114</td>\n",
       "      <td>4</td>\n",
       "      <td>nit ñi</td>\n",
       "      <td>ci ayu jax-jaxali, Saytaane,</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6234</th>\n",
       "      <td>114</td>\n",
       "      <td>5</td>\n",
       "      <td>nit ñi</td>\n",
       "      <td>kiy jax-jaxal ci biir dënni nit ñi,</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6235</th>\n",
       "      <td>114</td>\n",
       "      <td>6</td>\n",
       "      <td>nit ñi</td>\n",
       "      <td>te bokk ci jinne yeek nit ñi”.</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6236 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      index sourat  index verse         name sourat in wolof  \\\n",
       "0                1            1   ubbiku ga saar wu jëkk wi    \n",
       "1                1            2   ubbiku ga saar wu jëkk wi    \n",
       "2                1            3   ubbiku ga saar wu jëkk wi    \n",
       "3                1            4   ubbiku ga saar wu jëkk wi    \n",
       "4                1            5   ubbiku ga saar wu jëkk wi    \n",
       "...            ...          ...                          ...   \n",
       "6231           114            2                       nit ñi   \n",
       "6232           114            3                       nit ñi   \n",
       "6233           114            4                       nit ñi   \n",
       "6234           114            5                       nit ñi   \n",
       "6235           114            6                       nit ñi   \n",
       "\n",
       "                                         verse in wolof  \n",
       "0      Ci turu Yàlla, miy Yërëmaakoon , di Jaglewaak...  \n",
       "1      Xeeti cant yépp ñeel na Yàlla, miy Boroom àdd...  \n",
       "2                      Yërëmaakoon bi, Jaglewaakoon bi,  \n",
       "3                       Di Buur, di Boroom Bis-pénc ba.  \n",
       "4     Yaw doŋŋ la nuy jaamu, te ci Yaw doŋŋ doŋŋ la ...  \n",
       "...                                                 ...  \n",
       "6231                                 Kiy Buurub nit ñi,  \n",
       "6232                                   Di Yàlla nit ñi,  \n",
       "6233                       ci ayu jax-jaxali, Saytaane,  \n",
       "6234                kiy jax-jaxal ci biir dënni nit ñi,  \n",
       "6235                     te bokk ci jinne yeek nit ñi”.  \n",
       "\n",
       "[6236 rows x 4 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_wolof = pd.read_csv(\"Quran Karim wolof.csv\", encoding='utf-8-sig')\n",
    "df_wolof"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "99c4b79c",
   "metadata": {},
   "source": [
    "### Reading the **`english Quran Karim Dataset`**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "1f54a3af",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index sourat</th>\n",
       "      <th>index verse</th>\n",
       "      <th>verse in english</th>\n",
       "      <th>name sourat in english</th>\n",
       "      <th>name sourat in arabic</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>in the name of god the gracious the merciful</td>\n",
       "      <td>al fatihah</td>\n",
       "      <td>الفاتحة</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>praise be to god lord of the worlds</td>\n",
       "      <td>al fatihah</td>\n",
       "      <td>الفاتحة</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>the most gracious the most merciful</td>\n",
       "      <td>al fatihah</td>\n",
       "      <td>الفاتحة</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>master of the day of judgment</td>\n",
       "      <td>al fatihah</td>\n",
       "      <td>الفاتحة</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>it is you we worship and upon you we call for...</td>\n",
       "      <td>al fatihah</td>\n",
       "      <td>الفاتحة</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6231</th>\n",
       "      <td>114</td>\n",
       "      <td>2</td>\n",
       "      <td>the king of mankind</td>\n",
       "      <td>an nas</td>\n",
       "      <td>الـناس</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6232</th>\n",
       "      <td>114</td>\n",
       "      <td>3</td>\n",
       "      <td>the god of mankind</td>\n",
       "      <td>an nas</td>\n",
       "      <td>الـناس</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6233</th>\n",
       "      <td>114</td>\n",
       "      <td>4</td>\n",
       "      <td>from the evil of the sneaky whisperer</td>\n",
       "      <td>an nas</td>\n",
       "      <td>الـناس</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6234</th>\n",
       "      <td>114</td>\n",
       "      <td>5</td>\n",
       "      <td>who whispers into the hearts of people</td>\n",
       "      <td>an nas</td>\n",
       "      <td>الـناس</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6235</th>\n",
       "      <td>114</td>\n",
       "      <td>6</td>\n",
       "      <td>from among jinn and among people ”</td>\n",
       "      <td>an nas</td>\n",
       "      <td>الـناس</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6236 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      index sourat  index verse  \\\n",
       "0                1            1   \n",
       "1                1            2   \n",
       "2                1            3   \n",
       "3                1            4   \n",
       "4                1            5   \n",
       "...            ...          ...   \n",
       "6231           114            2   \n",
       "6232           114            3   \n",
       "6233           114            4   \n",
       "6234           114            5   \n",
       "6235           114            6   \n",
       "\n",
       "                                       verse in english  \\\n",
       "0         in the name of god the gracious the merciful    \n",
       "1                  praise be to god lord of the worlds    \n",
       "2                  the most gracious the most merciful    \n",
       "3                        master of the day of judgment    \n",
       "4      it is you we worship and upon you we call for...   \n",
       "...                                                 ...   \n",
       "6231                               the king of mankind    \n",
       "6232                                the god of mankind    \n",
       "6233             from the evil of the sneaky whisperer    \n",
       "6234            who whispers into the hearts of people    \n",
       "6235                 from among jinn and among people ”   \n",
       "\n",
       "     name sourat in english name sourat in arabic  \n",
       "0                al fatihah               الفاتحة  \n",
       "1                al fatihah               الفاتحة  \n",
       "2                al fatihah               الفاتحة  \n",
       "3                al fatihah               الفاتحة  \n",
       "4                al fatihah               الفاتحة  \n",
       "...                     ...                   ...  \n",
       "6231                 an nas                الـناس  \n",
       "6232                 an nas                الـناس  \n",
       "6233                 an nas                الـناس  \n",
       "6234                 an nas                الـناس  \n",
       "6235                 an nas                الـناس  \n",
       "\n",
       "[6236 rows x 5 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_english = pd.read_csv(\"Quran Karim english.csv\", encoding='utf-8')\n",
    "df_english"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f87b5508",
   "metadata": {},
   "source": [
    "### Merging the TWO datasets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "f82e4c23",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index sourat</th>\n",
       "      <th>index verse</th>\n",
       "      <th>name sourat in arabic</th>\n",
       "      <th>name sourat in english</th>\n",
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       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>الفاتحة</td>\n",
       "      <td>al fatihah</td>\n",
       "      <td>ubbiku ga saar wu jëkk wi</td>\n",
       "      <td>in the name of god the gracious the merciful</td>\n",
       "      <td>Ci turu Yàlla, miy Yërëmaakoon , di Jaglewaak...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>الفاتحة</td>\n",
       "      <td>al fatihah</td>\n",
       "      <td>ubbiku ga saar wu jëkk wi</td>\n",
       "      <td>praise be to god lord of the worlds</td>\n",
       "      <td>Xeeti cant yépp ñeel na Yàlla, miy Boroom àdd...</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>الفاتحة</td>\n",
       "      <td>al fatihah</td>\n",
       "      <td>ubbiku ga saar wu jëkk wi</td>\n",
       "      <td>the most gracious the most merciful</td>\n",
       "      <td>Yërëmaakoon bi, Jaglewaakoon bi,</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>الفاتحة</td>\n",
       "      <td>al fatihah</td>\n",
       "      <td>ubbiku ga saar wu jëkk wi</td>\n",
       "      <td>master of the day of judgment</td>\n",
       "      <td>Di Buur, di Boroom Bis-pénc ba.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>الفاتحة</td>\n",
       "      <td>al fatihah</td>\n",
       "      <td>ubbiku ga saar wu jëkk wi</td>\n",
       "      <td>it is you we worship and upon you we call for...</td>\n",
       "      <td>Yaw doŋŋ la nuy jaamu, te ci Yaw doŋŋ doŋŋ la ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6231</th>\n",
       "      <td>114</td>\n",
       "      <td>2</td>\n",
       "      <td>الـناس</td>\n",
       "      <td>an nas</td>\n",
       "      <td>nit ñi</td>\n",
       "      <td>the king of mankind</td>\n",
       "      <td>Kiy Buurub nit ñi,</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6232</th>\n",
       "      <td>114</td>\n",
       "      <td>3</td>\n",
       "      <td>الـناس</td>\n",
       "      <td>an nas</td>\n",
       "      <td>nit ñi</td>\n",
       "      <td>the god of mankind</td>\n",
       "      <td>Di Yàlla nit ñi,</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6233</th>\n",
       "      <td>114</td>\n",
       "      <td>4</td>\n",
       "      <td>الـناس</td>\n",
       "      <td>an nas</td>\n",
       "      <td>nit ñi</td>\n",
       "      <td>from the evil of the sneaky whisperer</td>\n",
       "      <td>ci ayu jax-jaxali, Saytaane,</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6234</th>\n",
       "      <td>114</td>\n",
       "      <td>5</td>\n",
       "      <td>الـناس</td>\n",
       "      <td>an nas</td>\n",
       "      <td>nit ñi</td>\n",
       "      <td>who whispers into the hearts of people</td>\n",
       "      <td>kiy jax-jaxal ci biir dënni nit ñi,</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6235</th>\n",
       "      <td>114</td>\n",
       "      <td>6</td>\n",
       "      <td>الـناس</td>\n",
       "      <td>an nas</td>\n",
       "      <td>nit ñi</td>\n",
       "      <td>from among jinn and among people ”</td>\n",
       "      <td>te bokk ci jinne yeek nit ñi”.</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6236 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      index sourat  index verse name sourat in arabic name sourat in english  \\\n",
       "0                1            1               الفاتحة             al fatihah   \n",
       "1                1            2               الفاتحة             al fatihah   \n",
       "2                1            3               الفاتحة             al fatihah   \n",
       "3                1            4               الفاتحة             al fatihah   \n",
       "4                1            5               الفاتحة             al fatihah   \n",
       "...            ...          ...                   ...                    ...   \n",
       "6231           114            2                الـناس                 an nas   \n",
       "6232           114            3                الـناس                 an nas   \n",
       "6233           114            4                الـناس                 an nas   \n",
       "6234           114            5                الـناس                 an nas   \n",
       "6235           114            6                الـناس                 an nas   \n",
       "\n",
       "             name sourat in wolof  \\\n",
       "0      ubbiku ga saar wu jëkk wi    \n",
       "1      ubbiku ga saar wu jëkk wi    \n",
       "2      ubbiku ga saar wu jëkk wi    \n",
       "3      ubbiku ga saar wu jëkk wi    \n",
       "4      ubbiku ga saar wu jëkk wi    \n",
       "...                           ...   \n",
       "6231                       nit ñi   \n",
       "6232                       nit ñi   \n",
       "6233                       nit ñi   \n",
       "6234                       nit ñi   \n",
       "6235                       nit ñi   \n",
       "\n",
       "                                       verse in english  \\\n",
       "0         in the name of god the gracious the merciful    \n",
       "1                  praise be to god lord of the worlds    \n",
       "2                  the most gracious the most merciful    \n",
       "3                        master of the day of judgment    \n",
       "4      it is you we worship and upon you we call for...   \n",
       "...                                                 ...   \n",
       "6231                               the king of mankind    \n",
       "6232                                the god of mankind    \n",
       "6233             from the evil of the sneaky whisperer    \n",
       "6234            who whispers into the hearts of people    \n",
       "6235                 from among jinn and among people ”   \n",
       "\n",
       "                                         verse in wolof  \n",
       "0      Ci turu Yàlla, miy Yërëmaakoon , di Jaglewaak...  \n",
       "1      Xeeti cant yépp ñeel na Yàlla, miy Boroom àdd...  \n",
       "2                      Yërëmaakoon bi, Jaglewaakoon bi,  \n",
       "3                       Di Buur, di Boroom Bis-pénc ba.  \n",
       "4     Yaw doŋŋ la nuy jaamu, te ci Yaw doŋŋ doŋŋ la ...  \n",
       "...                                                 ...  \n",
       "6231                                 Kiy Buurub nit ñi,  \n",
       "6232                                   Di Yàlla nit ñi,  \n",
       "6233                       ci ayu jax-jaxali, Saytaane,  \n",
       "6234                kiy jax-jaxal ci biir dënni nit ñi,  \n",
       "6235                     te bokk ci jinne yeek nit ñi”.  \n",
       "\n",
       "[6236 rows x 7 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "index_sourat = df_english['index sourat'].tolist()\n",
    "index_verse = df_english['index verse'].tolist()\n",
    "verse_in_english = df_english['verse in english'].tolist()\n",
    "name_sourat_in_english = df_english['name sourat in english'].tolist()\n",
    "name_sourat_in_arabic = df_english['name sourat in arabic'].tolist()\n",
    "\n",
    "verse_in_wolof = df_wolof['verse in wolof'].tolist()\n",
    "name_sourat_in_wolof = df_wolof['name sourat in wolof'].tolist()\n",
    "\n",
    "df = pd.DataFrame()\n",
    "df[\"index sourat\"] = index_sourat\n",
    "df[\"index verse\"] = index_verse\n",
    "df[\"name sourat in arabic\"] = name_sourat_in_arabic\n",
    "df[\"name sourat in english\"] = name_sourat_in_english\n",
    "df[\"name sourat in wolof\"] = name_sourat_in_wolof\n",
    "df[\"verse in english\"] = verse_in_english\n",
    "df[\"verse in wolof\"] = verse_in_wolof\n",
    "\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cf876fb8",
   "metadata": {},
   "source": [
    "> Now, we have a Wolof-French parallel dataset, the next step is to run a pre-trained sentiment analysis model on the **`verse in english`** column:  **In this way we get a labeled wolof dataset.**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5dd95120",
   "metadata": {},
   "source": [
    "## <p style=\"text-align:center\" color=\"red\"><span style=\"color:red\">Sentiment analysis with a pre-trained VaderSentiment  model</span></p>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "66fa7ee1",
   "metadata": {},
   "source": [
    "### Importing the necessary libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "433a8fcf",
   "metadata": {},
   "outputs": [],
   "source": [
    "from nltk.sentiment.vader import SentimentIntensityAnalyzer\n",
    "from tqdm import tqdm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "f5ce7727",
   "metadata": {},
   "outputs": [],
   "source": [
    "analyser = SentimentIntensityAnalyzer()\n",
    "\n",
    "def predict_with_VaderSentiment(text):\n",
    "    snt = analyser.polarity_scores(text)  #Calling the polarity analyzer\n",
    "    if snt[\"compound\"] >= 0:\n",
    "        snt = \"POSITIVE\"\n",
    "    else: snt=\"NEGATIVE\"\n",
    "    return snt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "2ec44e45",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'NEGATIVE'"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Testing the operation of the model\n",
    "text = \"the most hated\"\n",
    "predict_with_VaderSentiment(text)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9d556bc5",
   "metadata": {},
   "source": [
    "### Sentiment Analysis with VaderSentiment model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "63f44894",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|████████████████████████████████████████████████████████████████████████████| 6236/6236 [00:01<00:00, 4489.01it/s]\n"
     ]
    }
   ],
   "source": [
    "tqdm.pandas()\n",
    "df['sentiment with vaderSentiment-english model'] = df['verse in english'].progress_apply(predict_with_VaderSentiment)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "c26483f7",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index sourat</th>\n",
       "      <th>index verse</th>\n",
       "      <th>name sourat in arabic</th>\n",
       "      <th>name sourat in english</th>\n",
       "      <th>name sourat in wolof</th>\n",
       "      <th>verse in english</th>\n",
       "      <th>verse in wolof</th>\n",
       "      <th>sentiment with vaderSentiment-english model</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>الفاتحة</td>\n",
       "      <td>al fatihah</td>\n",
       "      <td>ubbiku ga saar wu jëkk wi</td>\n",
       "      <td>in the name of god the gracious the merciful</td>\n",
       "      <td>Ci turu Yàlla, miy Yërëmaakoon , di Jaglewaak...</td>\n",
       "      <td>POSITIVE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>الفاتحة</td>\n",
       "      <td>al fatihah</td>\n",
       "      <td>ubbiku ga saar wu jëkk wi</td>\n",
       "      <td>praise be to god lord of the worlds</td>\n",
       "      <td>Xeeti cant yépp ñeel na Yàlla, miy Boroom àdd...</td>\n",
       "      <td>POSITIVE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>الفاتحة</td>\n",
       "      <td>al fatihah</td>\n",
       "      <td>ubbiku ga saar wu jëkk wi</td>\n",
       "      <td>the most gracious the most merciful</td>\n",
       "      <td>Yërëmaakoon bi, Jaglewaakoon bi,</td>\n",
       "      <td>POSITIVE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>الفاتحة</td>\n",
       "      <td>al fatihah</td>\n",
       "      <td>ubbiku ga saar wu jëkk wi</td>\n",
       "      <td>master of the day of judgment</td>\n",
       "      <td>Di Buur, di Boroom Bis-pénc ba.</td>\n",
       "      <td>POSITIVE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>الفاتحة</td>\n",
       "      <td>al fatihah</td>\n",
       "      <td>ubbiku ga saar wu jëkk wi</td>\n",
       "      <td>it is you we worship and upon you we call for...</td>\n",
       "      <td>Yaw doŋŋ la nuy jaamu, te ci Yaw doŋŋ doŋŋ la ...</td>\n",
       "      <td>POSITIVE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6231</th>\n",
       "      <td>114</td>\n",
       "      <td>2</td>\n",
       "      <td>الـناس</td>\n",
       "      <td>an nas</td>\n",
       "      <td>nit ñi</td>\n",
       "      <td>the king of mankind</td>\n",
       "      <td>Kiy Buurub nit ñi,</td>\n",
       "      <td>POSITIVE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6232</th>\n",
       "      <td>114</td>\n",
       "      <td>3</td>\n",
       "      <td>الـناس</td>\n",
       "      <td>an nas</td>\n",
       "      <td>nit ñi</td>\n",
       "      <td>the god of mankind</td>\n",
       "      <td>Di Yàlla nit ñi,</td>\n",
       "      <td>POSITIVE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6233</th>\n",
       "      <td>114</td>\n",
       "      <td>4</td>\n",
       "      <td>الـناس</td>\n",
       "      <td>an nas</td>\n",
       "      <td>nit ñi</td>\n",
       "      <td>from the evil of the sneaky whisperer</td>\n",
       "      <td>ci ayu jax-jaxali, Saytaane,</td>\n",
       "      <td>NEGATIVE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6234</th>\n",
       "      <td>114</td>\n",
       "      <td>5</td>\n",
       "      <td>الـناس</td>\n",
       "      <td>an nas</td>\n",
       "      <td>nit ñi</td>\n",
       "      <td>who whispers into the hearts of people</td>\n",
       "      <td>kiy jax-jaxal ci biir dënni nit ñi,</td>\n",
       "      <td>POSITIVE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6235</th>\n",
       "      <td>114</td>\n",
       "      <td>6</td>\n",
       "      <td>الـناس</td>\n",
       "      <td>an nas</td>\n",
       "      <td>nit ñi</td>\n",
       "      <td>from among jinn and among people ”</td>\n",
       "      <td>te bokk ci jinne yeek nit ñi”.</td>\n",
       "      <td>POSITIVE</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6236 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      index sourat  index verse name sourat in arabic name sourat in english  \\\n",
       "0                1            1               الفاتحة             al fatihah   \n",
       "1                1            2               الفاتحة             al fatihah   \n",
       "2                1            3               الفاتحة             al fatihah   \n",
       "3                1            4               الفاتحة             al fatihah   \n",
       "4                1            5               الفاتحة             al fatihah   \n",
       "...            ...          ...                   ...                    ...   \n",
       "6231           114            2                الـناس                 an nas   \n",
       "6232           114            3                الـناس                 an nas   \n",
       "6233           114            4                الـناس                 an nas   \n",
       "6234           114            5                الـناس                 an nas   \n",
       "6235           114            6                الـناس                 an nas   \n",
       "\n",
       "             name sourat in wolof  \\\n",
       "0      ubbiku ga saar wu jëkk wi    \n",
       "1      ubbiku ga saar wu jëkk wi    \n",
       "2      ubbiku ga saar wu jëkk wi    \n",
       "3      ubbiku ga saar wu jëkk wi    \n",
       "4      ubbiku ga saar wu jëkk wi    \n",
       "...                           ...   \n",
       "6231                       nit ñi   \n",
       "6232                       nit ñi   \n",
       "6233                       nit ñi   \n",
       "6234                       nit ñi   \n",
       "6235                       nit ñi   \n",
       "\n",
       "                                       verse in english  \\\n",
       "0         in the name of god the gracious the merciful    \n",
       "1                  praise be to god lord of the worlds    \n",
       "2                  the most gracious the most merciful    \n",
       "3                        master of the day of judgment    \n",
       "4      it is you we worship and upon you we call for...   \n",
       "...                                                 ...   \n",
       "6231                               the king of mankind    \n",
       "6232                                the god of mankind    \n",
       "6233             from the evil of the sneaky whisperer    \n",
       "6234            who whispers into the hearts of people    \n",
       "6235                 from among jinn and among people ”   \n",
       "\n",
       "                                         verse in wolof  \\\n",
       "0      Ci turu Yàlla, miy Yërëmaakoon , di Jaglewaak...   \n",
       "1      Xeeti cant yépp ñeel na Yàlla, miy Boroom àdd...   \n",
       "2                      Yërëmaakoon bi, Jaglewaakoon bi,   \n",
       "3                       Di Buur, di Boroom Bis-pénc ba.   \n",
       "4     Yaw doŋŋ la nuy jaamu, te ci Yaw doŋŋ doŋŋ la ...   \n",
       "...                                                 ...   \n",
       "6231                                 Kiy Buurub nit ñi,   \n",
       "6232                                   Di Yàlla nit ñi,   \n",
       "6233                       ci ayu jax-jaxali, Saytaane,   \n",
       "6234                kiy jax-jaxal ci biir dënni nit ñi,   \n",
       "6235                     te bokk ci jinne yeek nit ñi”.   \n",
       "\n",
       "     sentiment with vaderSentiment-english model  \n",
       "0                                       POSITIVE  \n",
       "1                                       POSITIVE  \n",
       "2                                       POSITIVE  \n",
       "3                                       POSITIVE  \n",
       "4                                       POSITIVE  \n",
       "...                                          ...  \n",
       "6231                                    POSITIVE  \n",
       "6232                                    POSITIVE  \n",
       "6233                                    NEGATIVE  \n",
       "6234                                    POSITIVE  \n",
       "6235                                    POSITIVE  \n",
       "\n",
       "[6236 rows x 8 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "31dd168d",
   "metadata": {},
   "source": [
    "### Saving the dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "7ff79796",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index sourat</th>\n",
       "      <th>index verse</th>\n",
       "      <th>name sourat in arabic</th>\n",
       "      <th>name sourat in english</th>\n",
       "      <th>name sourat in wolof</th>\n",
       "      <th>verse in english</th>\n",
       "      <th>verse in wolof</th>\n",
       "      <th>sentiment with vaderSentiment-english model</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>الفاتحة</td>\n",
       "      <td>al fatihah</td>\n",
       "      <td>ubbiku ga saar wu jëkk wi</td>\n",
       "      <td>in the name of god the gracious the merciful</td>\n",
       "      <td>Ci turu Yàlla, miy Yërëmaakoon , di Jaglewaak...</td>\n",
       "      <td>POSITIVE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>الفاتحة</td>\n",
       "      <td>al fatihah</td>\n",
       "      <td>ubbiku ga saar wu jëkk wi</td>\n",
       "      <td>praise be to god lord of the worlds</td>\n",
       "      <td>Xeeti cant yépp ñeel na Yàlla, miy Boroom àdd...</td>\n",
       "      <td>POSITIVE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>الفاتحة</td>\n",
       "      <td>al fatihah</td>\n",
       "      <td>ubbiku ga saar wu jëkk wi</td>\n",
       "      <td>the most gracious the most merciful</td>\n",
       "      <td>Yërëmaakoon bi, Jaglewaakoon bi,</td>\n",
       "      <td>POSITIVE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>الفاتحة</td>\n",
       "      <td>al fatihah</td>\n",
       "      <td>ubbiku ga saar wu jëkk wi</td>\n",
       "      <td>master of the day of judgment</td>\n",
       "      <td>Di Buur, di Boroom Bis-pénc ba.</td>\n",
       "      <td>POSITIVE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>الفاتحة</td>\n",
       "      <td>al fatihah</td>\n",
       "      <td>ubbiku ga saar wu jëkk wi</td>\n",
       "      <td>it is you we worship and upon you we call for...</td>\n",
       "      <td>Yaw doŋŋ la nuy jaamu, te ci Yaw doŋŋ doŋŋ la ...</td>\n",
       "      <td>POSITIVE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6231</th>\n",
       "      <td>114</td>\n",
       "      <td>2</td>\n",
       "      <td>الـناس</td>\n",
       "      <td>an nas</td>\n",
       "      <td>nit ñi</td>\n",
       "      <td>the king of mankind</td>\n",
       "      <td>Kiy Buurub nit ñi,</td>\n",
       "      <td>POSITIVE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6232</th>\n",
       "      <td>114</td>\n",
       "      <td>3</td>\n",
       "      <td>الـناس</td>\n",
       "      <td>an nas</td>\n",
       "      <td>nit ñi</td>\n",
       "      <td>the god of mankind</td>\n",
       "      <td>Di Yàlla nit ñi,</td>\n",
       "      <td>POSITIVE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6233</th>\n",
       "      <td>114</td>\n",
       "      <td>4</td>\n",
       "      <td>الـناس</td>\n",
       "      <td>an nas</td>\n",
       "      <td>nit ñi</td>\n",
       "      <td>from the evil of the sneaky whisperer</td>\n",
       "      <td>ci ayu jax-jaxali, Saytaane,</td>\n",
       "      <td>NEGATIVE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6234</th>\n",
       "      <td>114</td>\n",
       "      <td>5</td>\n",
       "      <td>الـناس</td>\n",
       "      <td>an nas</td>\n",
       "      <td>nit ñi</td>\n",
       "      <td>who whispers into the hearts of people</td>\n",
       "      <td>kiy jax-jaxal ci biir dënni nit ñi,</td>\n",
       "      <td>POSITIVE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6235</th>\n",
       "      <td>114</td>\n",
       "      <td>6</td>\n",
       "      <td>الـناس</td>\n",
       "      <td>an nas</td>\n",
       "      <td>nit ñi</td>\n",
       "      <td>from among jinn and among people ”</td>\n",
       "      <td>te bokk ci jinne yeek nit ñi”.</td>\n",
       "      <td>POSITIVE</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6236 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      index sourat  index verse name sourat in arabic name sourat in english  \\\n",
       "0                1            1               الفاتحة             al fatihah   \n",
       "1                1            2               الفاتحة             al fatihah   \n",
       "2                1            3               الفاتحة             al fatihah   \n",
       "3                1            4               الفاتحة             al fatihah   \n",
       "4                1            5               الفاتحة             al fatihah   \n",
       "...            ...          ...                   ...                    ...   \n",
       "6231           114            2                الـناس                 an nas   \n",
       "6232           114            3                الـناس                 an nas   \n",
       "6233           114            4                الـناس                 an nas   \n",
       "6234           114            5                الـناس                 an nas   \n",
       "6235           114            6                الـناس                 an nas   \n",
       "\n",
       "             name sourat in wolof  \\\n",
       "0      ubbiku ga saar wu jëkk wi    \n",
       "1      ubbiku ga saar wu jëkk wi    \n",
       "2      ubbiku ga saar wu jëkk wi    \n",
       "3      ubbiku ga saar wu jëkk wi    \n",
       "4      ubbiku ga saar wu jëkk wi    \n",
       "...                           ...   \n",
       "6231                       nit ñi   \n",
       "6232                       nit ñi   \n",
       "6233                       nit ñi   \n",
       "6234                       nit ñi   \n",
       "6235                       nit ñi   \n",
       "\n",
       "                                       verse in english  \\\n",
       "0         in the name of god the gracious the merciful    \n",
       "1                  praise be to god lord of the worlds    \n",
       "2                  the most gracious the most merciful    \n",
       "3                        master of the day of judgment    \n",
       "4      it is you we worship and upon you we call for...   \n",
       "...                                                 ...   \n",
       "6231                               the king of mankind    \n",
       "6232                                the god of mankind    \n",
       "6233             from the evil of the sneaky whisperer    \n",
       "6234            who whispers into the hearts of people    \n",
       "6235                 from among jinn and among people ”   \n",
       "\n",
       "                                         verse in wolof  \\\n",
       "0      Ci turu Yàlla, miy Yërëmaakoon , di Jaglewaak...   \n",
       "1      Xeeti cant yépp ñeel na Yàlla, miy Boroom àdd...   \n",
       "2                      Yërëmaakoon bi, Jaglewaakoon bi,   \n",
       "3                       Di Buur, di Boroom Bis-pénc ba.   \n",
       "4     Yaw doŋŋ la nuy jaamu, te ci Yaw doŋŋ doŋŋ la ...   \n",
       "...                                                 ...   \n",
       "6231                                 Kiy Buurub nit ñi,   \n",
       "6232                                   Di Yàlla nit ñi,   \n",
       "6233                       ci ayu jax-jaxali, Saytaane,   \n",
       "6234                kiy jax-jaxal ci biir dënni nit ñi,   \n",
       "6235                     te bokk ci jinne yeek nit ñi”.   \n",
       "\n",
       "     sentiment with vaderSentiment-english model  \n",
       "0                                       POSITIVE  \n",
       "1                                       POSITIVE  \n",
       "2                                       POSITIVE  \n",
       "3                                       POSITIVE  \n",
       "4                                       POSITIVE  \n",
       "...                                          ...  \n",
       "6231                                    POSITIVE  \n",
       "6232                                    POSITIVE  \n",
       "6233                                    NEGATIVE  \n",
       "6234                                    POSITIVE  \n",
       "6235                                    POSITIVE  \n",
       "\n",
       "[6236 rows x 8 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.to_csv(\"../Coran data-set + sentiment/Coran_english-wolof+english_sentiment_analysis.csv\", encoding=\"utf-8-sig\", index=False)\n",
    "df = pd.read_csv(\"../Coran data-set + sentiment/Coran_english-wolof+english_sentiment_analysis.csv\", encoding='utf-8-sig')\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1a762695",
   "metadata": {},
   "source": [
    "> - 🙌 Notebook made by [@labriji_saad](https://github.com/labrijisaad)\n",
    "> - 🔗 Linledin [@labriji_saad](https://www.linkedin.com/in/labrijisaad/)"
   ]
  }
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