3-Sentiment-Analysis.ipynb

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    "# Sentiment Analysis\n",
    "\n",
    "This is a fork of https://github.com/adashofdata/nlp-in-python-tutorial.  Rather than using the transcripts of stand-up comedians, it uses the text of New Testament books of the Bible.\n",
    "\n",
    "- Created Nov 2022\n",
    "- Revised Nov 2024"
   ]
  },
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   "source": [
    "# # Load the Drive helper and mount\n",
    "# from google.colab import drive\n",
    "# drive.mount('/content/drive')\n",
    "\n",
    "import os\n",
    "# base_dir = '/content/drive/MyDrive/ColabData/NLP_Demo/'\n",
    "base_dir = '.'\n",
    "\n",
    "try:\n",
    "    os.mkdir(base_dir)\n",
    "except FileExistsError:\n",
    "    pass"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "rGmzzbGTKkpN"
   },
   "source": [
    "## Introduction"
   ]
  },
  {
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   "source": [
    "So far, all of the analysis we've done has been pretty generic - looking at counts, creating scatter plots, etc. These techniques could be applied to numeric data as well.\n",
    "\n",
    "When it comes to text data, there are a few popular techniques that we'll be going through in the next few notebooks, starting with sentiment analysis. A few key points to remember with sentiment analysis.\n",
    "\n",
    "1. **TextBlob Module:** Linguistic researchers have labeled the sentiment of words based on their domain expertise. Sentiment of words can vary based on where it is in a sentence. The TextBlob module allows us to take advantage of these labels.\n",
    "2. **Sentiment Labels:** Each word in a corpus is labeled in terms of polarity and subjectivity (there are more labels as well, but we're going to ignore them for now). A corpus' sentiment is the average of these.\n",
    "   * **Polarity**: How positive or negative a word is. -1 is very negative. +1 is very positive.\n",
    "   * **Subjectivity**: How subjective, or opinionated a word is. 0 is fact. +1 is very much an opinion.\n",
    "\n",
    "For more info on how TextBlob coded up its [sentiment function](https://planspace.org/20150607-textblob_sentiment/).\n",
    "\n",
    "Let's take a look at the sentiment of the various book texts, both overall and throughout the book."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
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   },
   "source": [
    "## Sentiment of Book"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>book_text</th>\n",
       "      <th>num_chapters</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Matthew</th>\n",
       "      <td>1:1 This is the record of the genealogy of Jesus Christ, the son of David, the son of Abraham.  2 Abraham was the father of Isaac, Isaac the fathe...</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mark</th>\n",
       "      <td>1:1 The beginning of the gospel of Jesus Christ, the Son of God. 2 As it is written in the prophet Isaiah, “Look, I am sending my messenger ahead ...</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Luke</th>\n",
       "      <td>1:1 Now many have undertaken to compile an account of the things that have been fulfilled among us,  2 like the accounts passed on to us by those ...</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>John</th>\n",
       "      <td>1:1 In the beginning was the Word, and the Word was with God, and the Word was fully God.  2 The Word was with God in the beginning.  3 All things...</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Acts</th>\n",
       "      <td>1:1 I wrote the former account, Theophilus, about all that Jesus began to do and teach  2 until the day he was taken up to heaven, after he had gi...</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Romans</th>\n",
       "      <td>1:1 From Paul, a slave of Christ Jesus, called to be an apostle, set apart for the gospel of God.  2 This gospel he promised beforehand through hi...</td>\n",
       "      <td>16</td>\n",
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       "    <tr>\n",
       "      <th>1 Corinthians</th>\n",
       "      <td>1:1 From Paul, called to be an apostle of Christ Jesus by the will of God, and Sosthenes, our brother,  2 to the church of God that is in Corinth,...</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2 Corinthians</th>\n",
       "      <td>1:1 From Paul, an apostle of Christ Jesus by the will of God, and Timothy our brother, to the church of God that is in Corinth, with all the saint...</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Galatians</th>\n",
       "      <td>1:1 From Paul, an apostle (not from men, nor by human agency, but by Jesus Christ and God the Father who raised him from the dead)  2 and all the ...</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ephesians</th>\n",
       "      <td>1:1 From Paul, an apostle of Christ Jesus by the will of God, to the saints [in Ephesus], the faithful in Christ Jesus.  2 Grace and peace to you ...</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Philippians</th>\n",
       "      <td>1:1 From Paul and Timothy, slaves of Christ Jesus, to all the saints in Christ Jesus who are in Philippi, with the overseers and deacons.  2 Grace...</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Colossians</th>\n",
       "      <td>1:1 From Paul, an apostle of Christ Jesus by the will of God, and Timothy our brother,  2 to the saints, the faithful brothers and sisters in Chri...</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1 Thessalonians</th>\n",
       "      <td>1:1 From Paul and Silvanus and Timothy, to the church of the Thessalonians in God the Father and the Lord Jesus Christ. Grace and peace to you!  2...</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2 Thessalonians</th>\n",
       "      <td>1:1 From Paul and Silvanus and Timothy, to the church of the Thessalonians in God our Father and the Lord Jesus Christ.  2 Grace and peace to you ...</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1 Timothy</th>\n",
       "      <td>1:1 From Paul, an apostle of Christ Jesus by the command of God our Savior and of Christ Jesus our hope,  2 to Timothy, my genuine child in the fa...</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2 Timothy</th>\n",
       "      <td>1:1 From Paul, an apostle of Christ Jesus by the will of God, to further the promise of life in Christ Jesus,  2 to Timothy, my dear child. Grace,...</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Titus</th>\n",
       "      <td>1:1 From Paul, a slave of God and apostle of Jesus Christ, to further the faith of God’s chosen ones and the knowledge of the truth that is in kee...</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Philemon</th>\n",
       "      <td>1:1 From Paul, a prisoner of Christ Jesus, and Timothy our brother, to Philemon, our dear friend and colaborer,  2 to Apphia our sister, to Archip...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hebrews</th>\n",
       "      <td>1:1 After God spoke long ago in various portions and in various ways to our ancestors through the prophets,  2 in these last days he has spoken to...</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>James</th>\n",
       "      <td>1:1 From James, a slave of God and the Lord Jesus Christ, to the 12 tribes dispersed abroad. Greetings!  2 My brothers and sisters, consider it no...</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1 Peter</th>\n",
       "      <td>1:1 From Peter, an apostle of Jesus Christ, to those temporarily residing abroad (in Pontus, Galatia, Cappadocia, the province of Asia, and Bithyn...</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2 Peter</th>\n",
       "      <td>1:1 From Simeon Peter, a slave and apostle of Jesus Christ, to those who through the righteousness of our God and Savior, Jesus Christ, have been ...</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1 John</th>\n",
       "      <td>1:1 This is what we proclaim to you: what was from the beginning, what we have heard, what we have seen with our eyes, what we have looked at and ...</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2 John</th>\n",
       "      <td>1:1 From the elder, to an elect lady and her children, whom I love in truth (and not I alone, but also all those who know the truth),  2 because o...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3 John</th>\n",
       "      <td>1:1 From the elder, to Gaius my dear brother, whom I love in truth.  2 Dear friend, I pray that all may go well with you and that you may be in go...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jude</th>\n",
       "      <td>1:1 From Jude, a slave of Jesus Christ and brother of James, to those who are called, wrapped in the love of God the Father and kept for Jesus Chr...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Revelation</th>\n",
       "      <td>1:1 The revelation of Jesus Christ, which God gave him to show his servants what must happen very soon. He made it clear by sending his angel to h...</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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       "                                                                                                                                                             book_text  \\\n",
       "Matthew          1:1 This is the record of the genealogy of Jesus Christ, the son of David, the son of Abraham.  2 Abraham was the father of Isaac, Isaac the fathe...   \n",
       "Mark             1:1 The beginning of the gospel of Jesus Christ, the Son of God. 2 As it is written in the prophet Isaiah, “Look, I am sending my messenger ahead ...   \n",
       "Luke             1:1 Now many have undertaken to compile an account of the things that have been fulfilled among us,  2 like the accounts passed on to us by those ...   \n",
       "John             1:1 In the beginning was the Word, and the Word was with God, and the Word was fully God.  2 The Word was with God in the beginning.  3 All things...   \n",
       "Acts             1:1 I wrote the former account, Theophilus, about all that Jesus began to do and teach  2 until the day he was taken up to heaven, after he had gi...   \n",
       "Romans           1:1 From Paul, a slave of Christ Jesus, called to be an apostle, set apart for the gospel of God.  2 This gospel he promised beforehand through hi...   \n",
       "1 Corinthians    1:1 From Paul, called to be an apostle of Christ Jesus by the will of God, and Sosthenes, our brother,  2 to the church of God that is in Corinth,...   \n",
       "2 Corinthians    1:1 From Paul, an apostle of Christ Jesus by the will of God, and Timothy our brother, to the church of God that is in Corinth, with all the saint...   \n",
       "Galatians        1:1 From Paul, an apostle (not from men, nor by human agency, but by Jesus Christ and God the Father who raised him from the dead)  2 and all the ...   \n",
       "Ephesians        1:1 From Paul, an apostle of Christ Jesus by the will of God, to the saints [in Ephesus], the faithful in Christ Jesus.  2 Grace and peace to you ...   \n",
       "Philippians      1:1 From Paul and Timothy, slaves of Christ Jesus, to all the saints in Christ Jesus who are in Philippi, with the overseers and deacons.  2 Grace...   \n",
       "Colossians       1:1 From Paul, an apostle of Christ Jesus by the will of God, and Timothy our brother,  2 to the saints, the faithful brothers and sisters in Chri...   \n",
       "1 Thessalonians  1:1 From Paul and Silvanus and Timothy, to the church of the Thessalonians in God the Father and the Lord Jesus Christ. Grace and peace to you!  2...   \n",
       "2 Thessalonians  1:1 From Paul and Silvanus and Timothy, to the church of the Thessalonians in God our Father and the Lord Jesus Christ.  2 Grace and peace to you ...   \n",
       "1 Timothy        1:1 From Paul, an apostle of Christ Jesus by the command of God our Savior and of Christ Jesus our hope,  2 to Timothy, my genuine child in the fa...   \n",
       "2 Timothy        1:1 From Paul, an apostle of Christ Jesus by the will of God, to further the promise of life in Christ Jesus,  2 to Timothy, my dear child. Grace,...   \n",
       "Titus            1:1 From Paul, a slave of God and apostle of Jesus Christ, to further the faith of God’s chosen ones and the knowledge of the truth that is in kee...   \n",
       "Philemon         1:1 From Paul, a prisoner of Christ Jesus, and Timothy our brother, to Philemon, our dear friend and colaborer,  2 to Apphia our sister, to Archip...   \n",
       "Hebrews          1:1 After God spoke long ago in various portions and in various ways to our ancestors through the prophets,  2 in these last days he has spoken to...   \n",
       "James            1:1 From James, a slave of God and the Lord Jesus Christ, to the 12 tribes dispersed abroad. Greetings!  2 My brothers and sisters, consider it no...   \n",
       "1 Peter          1:1 From Peter, an apostle of Jesus Christ, to those temporarily residing abroad (in Pontus, Galatia, Cappadocia, the province of Asia, and Bithyn...   \n",
       "2 Peter          1:1 From Simeon Peter, a slave and apostle of Jesus Christ, to those who through the righteousness of our God and Savior, Jesus Christ, have been ...   \n",
       "1 John           1:1 This is what we proclaim to you: what was from the beginning, what we have heard, what we have seen with our eyes, what we have looked at and ...   \n",
       "2 John           1:1 From the elder, to an elect lady and her children, whom I love in truth (and not I alone, but also all those who know the truth),  2 because o...   \n",
       "3 John           1:1 From the elder, to Gaius my dear brother, whom I love in truth.  2 Dear friend, I pray that all may go well with you and that you may be in go...   \n",
       "Jude             1:1 From Jude, a slave of Jesus Christ and brother of James, to those who are called, wrapped in the love of God the Father and kept for Jesus Chr...   \n",
       "Revelation       1:1 The revelation of Jesus Christ, which God gave him to show his servants what must happen very soon. He made it clear by sending his angel to h...   \n",
       "\n",
       "                 num_chapters  \n",
       "Matthew                    28  \n",
       "Mark                       16  \n",
       "Luke                       24  \n",
       "John                       21  \n",
       "Acts                       28  \n",
       "Romans                     16  \n",
       "1 Corinthians              16  \n",
       "2 Corinthians              13  \n",
       "Galatians                   6  \n",
       "Ephesians                   6  \n",
       "Philippians                 4  \n",
       "Colossians                  4  \n",
       "1 Thessalonians             5  \n",
       "2 Thessalonians             3  \n",
       "1 Timothy                   6  \n",
       "2 Timothy                   4  \n",
       "Titus                       3  \n",
       "Philemon                    1  \n",
       "Hebrews                    13  \n",
       "James                       5  \n",
       "1 Peter                     5  \n",
       "2 Peter                     3  \n",
       "1 John                      5  \n",
       "2 John                      1  \n",
       "3 John                      1  \n",
       "Jude                        1  \n",
       "Revelation                 22  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# We'll start by reading in the corpus, which preserves word order\n",
    "%matplotlib inline\n",
    "import pandas as pd\n",
    "pd.set_option('max_colwidth', 150)\n",
    "\n",
    "data = pd.read_pickle(os.path.join(base_dir, 'corpus.pkl'))\n",
    "data"
   ]
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       "      <th>Matthew</th>\n",
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       "      <td>0.112354</td>\n",
       "      <td>0.522140</td>\n",
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       "      <td>6</td>\n",
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       "    <tr>\n",
       "      <th>2 Thessalonians</th>\n",
       "      <td>1:1 From Paul and Silvanus and Timothy, to the church of the Thessalonians in God our Father and the Lord Jesus Christ.  2 Grace and peace to you ...</td>\n",
       "      <td>3</td>\n",
       "      <td>0.179656</td>\n",
       "      <td>0.649224</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1 Timothy</th>\n",
       "      <td>1:1 From Paul, an apostle of Christ Jesus by the command of God our Savior and of Christ Jesus our hope,  2 to Timothy, my genuine child in the fa...</td>\n",
       "      <td>6</td>\n",
       "      <td>0.210336</td>\n",
       "      <td>0.547530</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2 Timothy</th>\n",
       "      <td>1:1 From Paul, an apostle of Christ Jesus by the will of God, to further the promise of life in Christ Jesus,  2 to Timothy, my dear child. Grace,...</td>\n",
       "      <td>4</td>\n",
       "      <td>0.154851</td>\n",
       "      <td>0.563334</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Titus</th>\n",
       "      <td>1:1 From Paul, a slave of God and apostle of Jesus Christ, to further the faith of God’s chosen ones and the knowledge of the truth that is in kee...</td>\n",
       "      <td>3</td>\n",
       "      <td>0.203538</td>\n",
       "      <td>0.573942</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Philemon</th>\n",
       "      <td>1:1 From Paul, a prisoner of Christ Jesus, and Timothy our brother, to Philemon, our dear friend and colaborer,  2 to Apphia our sister, to Archip...</td>\n",
       "      <td>1</td>\n",
       "      <td>0.273558</td>\n",
       "      <td>0.405449</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hebrews</th>\n",
       "      <td>1:1 After God spoke long ago in various portions and in various ways to our ancestors through the prophets,  2 in these last days he has spoken to...</td>\n",
       "      <td>13</td>\n",
       "      <td>0.159540</td>\n",
       "      <td>0.502656</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>James</th>\n",
       "      <td>1:1 From James, a slave of God and the Lord Jesus Christ, to the 12 tribes dispersed abroad. Greetings!  2 My brothers and sisters, consider it no...</td>\n",
       "      <td>5</td>\n",
       "      <td>0.113790</td>\n",
       "      <td>0.556516</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1 Peter</th>\n",
       "      <td>1:1 From Peter, an apostle of Jesus Christ, to those temporarily residing abroad (in Pontus, Galatia, Cappadocia, the province of Asia, and Bithyn...</td>\n",
       "      <td>5</td>\n",
       "      <td>0.145415</td>\n",
       "      <td>0.502475</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2 Peter</th>\n",
       "      <td>1:1 From Simeon Peter, a slave and apostle of Jesus Christ, to those who through the righteousness of our God and Savior, Jesus Christ, have been ...</td>\n",
       "      <td>3</td>\n",
       "      <td>0.060883</td>\n",
       "      <td>0.580772</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1 John</th>\n",
       "      <td>1:1 This is what we proclaim to you: what was from the beginning, what we have heard, what we have seen with our eyes, what we have looked at and ...</td>\n",
       "      <td>5</td>\n",
       "      <td>0.158951</td>\n",
       "      <td>0.537284</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2 John</th>\n",
       "      <td>1:1 From the elder, to an elect lady and her children, whom I love in truth (and not I alone, but also all those who know the truth),  2 because o...</td>\n",
       "      <td>1</td>\n",
       "      <td>0.385758</td>\n",
       "      <td>0.595303</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3 John</th>\n",
       "      <td>1:1 From the elder, to Gaius my dear brother, whom I love in truth.  2 Dear friend, I pray that all may go well with you and that you may be in go...</td>\n",
       "      <td>1</td>\n",
       "      <td>0.251003</td>\n",
       "      <td>0.642231</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jude</th>\n",
       "      <td>1:1 From Jude, a slave of Jesus Christ and brother of James, to those who are called, wrapped in the love of God the Father and kept for Jesus Chr...</td>\n",
       "      <td>1</td>\n",
       "      <td>0.124182</td>\n",
       "      <td>0.640608</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Revelation</th>\n",
       "      <td>1:1 The revelation of Jesus Christ, which God gave him to show his servants what must happen very soon. He made it clear by sending his angel to h...</td>\n",
       "      <td>22</td>\n",
       "      <td>0.122954</td>\n",
       "      <td>0.481959</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                                                                                             book_text  \\\n",
       "Matthew          1:1 This is the record of the genealogy of Jesus Christ, the son of David, the son of Abraham.  2 Abraham was the father of Isaac, Isaac the fathe...   \n",
       "Mark             1:1 The beginning of the gospel of Jesus Christ, the Son of God. 2 As it is written in the prophet Isaiah, “Look, I am sending my messenger ahead ...   \n",
       "Luke             1:1 Now many have undertaken to compile an account of the things that have been fulfilled among us,  2 like the accounts passed on to us by those ...   \n",
       "John             1:1 In the beginning was the Word, and the Word was with God, and the Word was fully God.  2 The Word was with God in the beginning.  3 All things...   \n",
       "Acts             1:1 I wrote the former account, Theophilus, about all that Jesus began to do and teach  2 until the day he was taken up to heaven, after he had gi...   \n",
       "Romans           1:1 From Paul, a slave of Christ Jesus, called to be an apostle, set apart for the gospel of God.  2 This gospel he promised beforehand through hi...   \n",
       "1 Corinthians    1:1 From Paul, called to be an apostle of Christ Jesus by the will of God, and Sosthenes, our brother,  2 to the church of God that is in Corinth,...   \n",
       "2 Corinthians    1:1 From Paul, an apostle of Christ Jesus by the will of God, and Timothy our brother, to the church of God that is in Corinth, with all the saint...   \n",
       "Galatians        1:1 From Paul, an apostle (not from men, nor by human agency, but by Jesus Christ and God the Father who raised him from the dead)  2 and all the ...   \n",
       "Ephesians        1:1 From Paul, an apostle of Christ Jesus by the will of God, to the saints [in Ephesus], the faithful in Christ Jesus.  2 Grace and peace to you ...   \n",
       "Philippians      1:1 From Paul and Timothy, slaves of Christ Jesus, to all the saints in Christ Jesus who are in Philippi, with the overseers and deacons.  2 Grace...   \n",
       "Colossians       1:1 From Paul, an apostle of Christ Jesus by the will of God, and Timothy our brother,  2 to the saints, the faithful brothers and sisters in Chri...   \n",
       "1 Thessalonians  1:1 From Paul and Silvanus and Timothy, to the church of the Thessalonians in God the Father and the Lord Jesus Christ. Grace and peace to you!  2...   \n",
       "2 Thessalonians  1:1 From Paul and Silvanus and Timothy, to the church of the Thessalonians in God our Father and the Lord Jesus Christ.  2 Grace and peace to you ...   \n",
       "1 Timothy        1:1 From Paul, an apostle of Christ Jesus by the command of God our Savior and of Christ Jesus our hope,  2 to Timothy, my genuine child in the fa...   \n",
       "2 Timothy        1:1 From Paul, an apostle of Christ Jesus by the will of God, to further the promise of life in Christ Jesus,  2 to Timothy, my dear child. Grace,...   \n",
       "Titus            1:1 From Paul, a slave of God and apostle of Jesus Christ, to further the faith of God’s chosen ones and the knowledge of the truth that is in kee...   \n",
       "Philemon         1:1 From Paul, a prisoner of Christ Jesus, and Timothy our brother, to Philemon, our dear friend and colaborer,  2 to Apphia our sister, to Archip...   \n",
       "Hebrews          1:1 After God spoke long ago in various portions and in various ways to our ancestors through the prophets,  2 in these last days he has spoken to...   \n",
       "James            1:1 From James, a slave of God and the Lord Jesus Christ, to the 12 tribes dispersed abroad. Greetings!  2 My brothers and sisters, consider it no...   \n",
       "1 Peter          1:1 From Peter, an apostle of Jesus Christ, to those temporarily residing abroad (in Pontus, Galatia, Cappadocia, the province of Asia, and Bithyn...   \n",
       "2 Peter          1:1 From Simeon Peter, a slave and apostle of Jesus Christ, to those who through the righteousness of our God and Savior, Jesus Christ, have been ...   \n",
       "1 John           1:1 This is what we proclaim to you: what was from the beginning, what we have heard, what we have seen with our eyes, what we have looked at and ...   \n",
       "2 John           1:1 From the elder, to an elect lady and her children, whom I love in truth (and not I alone, but also all those who know the truth),  2 because o...   \n",
       "3 John           1:1 From the elder, to Gaius my dear brother, whom I love in truth.  2 Dear friend, I pray that all may go well with you and that you may be in go...   \n",
       "Jude             1:1 From Jude, a slave of Jesus Christ and brother of James, to those who are called, wrapped in the love of God the Father and kept for Jesus Chr...   \n",
       "Revelation       1:1 The revelation of Jesus Christ, which God gave him to show his servants what must happen very soon. He made it clear by sending his angel to h...   \n",
       "\n",
       "                 num_chapters  polarity  subjectivity  \n",
       "Matthew                    28  0.091678      0.498539  \n",
       "Mark                       16  0.089067      0.452338  \n",
       "Luke                       24  0.112614      0.485596  \n",
       "John                       21  0.127841      0.460800  \n",
       "Acts                       28  0.133863      0.483629  \n",
       "Romans                     16  0.137725      0.535729  \n",
       "1 Corinthians              16  0.132589      0.488816  \n",
       "2 Corinthians              13  0.132779      0.517246  \n",
       "Galatians                   6  0.112354      0.522140  \n",
       "Ephesians                   6  0.173475      0.555206  \n",
       "Philippians                 4  0.238394      0.565106  \n",
       "Colossians                  4  0.115424      0.479314  \n",
       "1 Thessalonians             5  0.184401      0.542583  \n",
       "2 Thessalonians             3  0.179656      0.649224  \n",
       "1 Timothy                   6  0.210336      0.547530  \n",
       "2 Timothy                   4  0.154851      0.563334  \n",
       "Titus                       3  0.203538      0.573942  \n",
       "Philemon                    1  0.273558      0.405449  \n",
       "Hebrews                    13  0.159540      0.502656  \n",
       "James                       5  0.113790      0.556516  \n",
       "1 Peter                     5  0.145415      0.502475  \n",
       "2 Peter                     3  0.060883      0.580772  \n",
       "1 John                      5  0.158951      0.537284  \n",
       "2 John                      1  0.385758      0.595303  \n",
       "3 John                      1  0.251003      0.642231  \n",
       "Jude                        1  0.124182      0.640608  \n",
       "Revelation                 22  0.122954      0.481959  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create quick lambda functions to find the polarity and subjectivity of each routine\n",
    "# Terminal / Anaconda Navigator: conda install -c conda-forge textblob\n",
    "from textblob import TextBlob\n",
    "\n",
    "pol = lambda x: TextBlob(x).sentiment.polarity\n",
    "sub = lambda x: TextBlob(x).sentiment.subjectivity\n",
    "\n",
    "data['polarity'] = data['book_text'].apply(pol)\n",
    "data['subjectivity'] = data['book_text'].apply(sub)\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "id": "to1JCHxUKkpP"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1400x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Let's plot the results\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.rcParams['figure.figsize'] = [14, 8]\n",
    "\n",
    "for index, book in enumerate(data.index):\n",
    "    x = data.polarity.loc[book]\n",
    "    y = data.subjectivity.loc[book]\n",
    "    plt.scatter(x, y, color='blue')\n",
    "    plt.text(x+.001, y+.001, book, fontsize=10)\n",
    "    plt.xlim(0.0, .42)\n",
    "\n",
    "plt.title('Sentiment Analysis', fontsize=20)\n",
    "plt.xlabel('<-- Negative -------- Positive -->', fontsize=15)\n",
    "plt.ylabel('<-- Objective ----- Subjective -->', fontsize=15)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "PkMfLJODKkpQ"
   },
   "source": [
    "**NOTE: (CPS330)** Notice that 2 Peter and 2 John have the extreme sentiment polarity values - take a look at the word clouds for these books produced in the previous notebook and see if they are consistent with this observation."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "L4ejodDNKkpQ"
   },
   "source": [
    "## Sentiment Changes Throughout Each Book"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "BiSbDie4KkpR"
   },
   "source": [
    "Instead of looking at the overall sentiment, let's see if there's anything interesting about the sentiment over time throughout each book."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "id": "IRW2WVMgKkpR"
   },
   "outputs": [],
   "source": [
    "# Split each book into chapters\n",
    "import re\n",
    "\n",
    "def split_into_chapters(text):\n",
    "    return re.split(r'\\s*[0-9]:', text.rstrip())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "id": "cVJrkGveKkpR"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "        vertical-align: middle;\n",
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       "\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>book_text</th>\n",
       "      <th>num_chapters</th>\n",
       "      <th>polarity</th>\n",
       "      <th>subjectivity</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Matthew</th>\n",
       "      <td>1:1 This is the record of the genealogy of Jesus Christ, the son of David, the son of Abraham.  2 Abraham was the father of Isaac, Isaac the fathe...</td>\n",
       "      <td>28</td>\n",
       "      <td>0.091678</td>\n",
       "      <td>0.498539</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mark</th>\n",
       "      <td>1:1 The beginning of the gospel of Jesus Christ, the Son of God. 2 As it is written in the prophet Isaiah, “Look, I am sending my messenger ahead ...</td>\n",
       "      <td>16</td>\n",
       "      <td>0.089067</td>\n",
       "      <td>0.452338</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Luke</th>\n",
       "      <td>1:1 Now many have undertaken to compile an account of the things that have been fulfilled among us,  2 like the accounts passed on to us by those ...</td>\n",
       "      <td>24</td>\n",
       "      <td>0.112614</td>\n",
       "      <td>0.485596</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>John</th>\n",
       "      <td>1:1 In the beginning was the Word, and the Word was with God, and the Word was fully God.  2 The Word was with God in the beginning.  3 All things...</td>\n",
       "      <td>21</td>\n",
       "      <td>0.127841</td>\n",
       "      <td>0.460800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Acts</th>\n",
       "      <td>1:1 I wrote the former account, Theophilus, about all that Jesus began to do and teach  2 until the day he was taken up to heaven, after he had gi...</td>\n",
       "      <td>28</td>\n",
       "      <td>0.133863</td>\n",
       "      <td>0.483629</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Romans</th>\n",
       "      <td>1:1 From Paul, a slave of Christ Jesus, called to be an apostle, set apart for the gospel of God.  2 This gospel he promised beforehand through hi...</td>\n",
       "      <td>16</td>\n",
       "      <td>0.137725</td>\n",
       "      <td>0.535729</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1 Corinthians</th>\n",
       "      <td>1:1 From Paul, called to be an apostle of Christ Jesus by the will of God, and Sosthenes, our brother,  2 to the church of God that is in Corinth,...</td>\n",
       "      <td>16</td>\n",
       "      <td>0.132589</td>\n",
       "      <td>0.488816</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2 Corinthians</th>\n",
       "      <td>1:1 From Paul, an apostle of Christ Jesus by the will of God, and Timothy our brother, to the church of God that is in Corinth, with all the saint...</td>\n",
       "      <td>13</td>\n",
       "      <td>0.132779</td>\n",
       "      <td>0.517246</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Galatians</th>\n",
       "      <td>1:1 From Paul, an apostle (not from men, nor by human agency, but by Jesus Christ and God the Father who raised him from the dead)  2 and all the ...</td>\n",
       "      <td>6</td>\n",
       "      <td>0.112354</td>\n",
       "      <td>0.522140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ephesians</th>\n",
       "      <td>1:1 From Paul, an apostle of Christ Jesus by the will of God, to the saints [in Ephesus], the faithful in Christ Jesus.  2 Grace and peace to you ...</td>\n",
       "      <td>6</td>\n",
       "      <td>0.173475</td>\n",
       "      <td>0.555206</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Philippians</th>\n",
       "      <td>1:1 From Paul and Timothy, slaves of Christ Jesus, to all the saints in Christ Jesus who are in Philippi, with the overseers and deacons.  2 Grace...</td>\n",
       "      <td>4</td>\n",
       "      <td>0.238394</td>\n",
       "      <td>0.565106</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Colossians</th>\n",
       "      <td>1:1 From Paul, an apostle of Christ Jesus by the will of God, and Timothy our brother,  2 to the saints, the faithful brothers and sisters in Chri...</td>\n",
       "      <td>4</td>\n",
       "      <td>0.115424</td>\n",
       "      <td>0.479314</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1 Thessalonians</th>\n",
       "      <td>1:1 From Paul and Silvanus and Timothy, to the church of the Thessalonians in God the Father and the Lord Jesus Christ. Grace and peace to you!  2...</td>\n",
       "      <td>5</td>\n",
       "      <td>0.184401</td>\n",
       "      <td>0.542583</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2 Thessalonians</th>\n",
       "      <td>1:1 From Paul and Silvanus and Timothy, to the church of the Thessalonians in God our Father and the Lord Jesus Christ.  2 Grace and peace to you ...</td>\n",
       "      <td>3</td>\n",
       "      <td>0.179656</td>\n",
       "      <td>0.649224</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1 Timothy</th>\n",
       "      <td>1:1 From Paul, an apostle of Christ Jesus by the command of God our Savior and of Christ Jesus our hope,  2 to Timothy, my genuine child in the fa...</td>\n",
       "      <td>6</td>\n",
       "      <td>0.210336</td>\n",
       "      <td>0.547530</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2 Timothy</th>\n",
       "      <td>1:1 From Paul, an apostle of Christ Jesus by the will of God, to further the promise of life in Christ Jesus,  2 to Timothy, my dear child. Grace,...</td>\n",
       "      <td>4</td>\n",
       "      <td>0.154851</td>\n",
       "      <td>0.563334</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Titus</th>\n",
       "      <td>1:1 From Paul, a slave of God and apostle of Jesus Christ, to further the faith of God’s chosen ones and the knowledge of the truth that is in kee...</td>\n",
       "      <td>3</td>\n",
       "      <td>0.203538</td>\n",
       "      <td>0.573942</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Philemon</th>\n",
       "      <td>1:1 From Paul, a prisoner of Christ Jesus, and Timothy our brother, to Philemon, our dear friend and colaborer,  2 to Apphia our sister, to Archip...</td>\n",
       "      <td>1</td>\n",
       "      <td>0.273558</td>\n",
       "      <td>0.405449</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hebrews</th>\n",
       "      <td>1:1 After God spoke long ago in various portions and in various ways to our ancestors through the prophets,  2 in these last days he has spoken to...</td>\n",
       "      <td>13</td>\n",
       "      <td>0.159540</td>\n",
       "      <td>0.502656</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>James</th>\n",
       "      <td>1:1 From James, a slave of God and the Lord Jesus Christ, to the 12 tribes dispersed abroad. Greetings!  2 My brothers and sisters, consider it no...</td>\n",
       "      <td>5</td>\n",
       "      <td>0.113790</td>\n",
       "      <td>0.556516</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1 Peter</th>\n",
       "      <td>1:1 From Peter, an apostle of Jesus Christ, to those temporarily residing abroad (in Pontus, Galatia, Cappadocia, the province of Asia, and Bithyn...</td>\n",
       "      <td>5</td>\n",
       "      <td>0.145415</td>\n",
       "      <td>0.502475</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2 Peter</th>\n",
       "      <td>1:1 From Simeon Peter, a slave and apostle of Jesus Christ, to those who through the righteousness of our God and Savior, Jesus Christ, have been ...</td>\n",
       "      <td>3</td>\n",
       "      <td>0.060883</td>\n",
       "      <td>0.580772</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1 John</th>\n",
       "      <td>1:1 This is what we proclaim to you: what was from the beginning, what we have heard, what we have seen with our eyes, what we have looked at and ...</td>\n",
       "      <td>5</td>\n",
       "      <td>0.158951</td>\n",
       "      <td>0.537284</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2 John</th>\n",
       "      <td>1:1 From the elder, to an elect lady and her children, whom I love in truth (and not I alone, but also all those who know the truth),  2 because o...</td>\n",
       "      <td>1</td>\n",
       "      <td>0.385758</td>\n",
       "      <td>0.595303</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3 John</th>\n",
       "      <td>1:1 From the elder, to Gaius my dear brother, whom I love in truth.  2 Dear friend, I pray that all may go well with you and that you may be in go...</td>\n",
       "      <td>1</td>\n",
       "      <td>0.251003</td>\n",
       "      <td>0.642231</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jude</th>\n",
       "      <td>1:1 From Jude, a slave of Jesus Christ and brother of James, to those who are called, wrapped in the love of God the Father and kept for Jesus Chr...</td>\n",
       "      <td>1</td>\n",
       "      <td>0.124182</td>\n",
       "      <td>0.640608</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Revelation</th>\n",
       "      <td>1:1 The revelation of Jesus Christ, which God gave him to show his servants what must happen very soon. He made it clear by sending his angel to h...</td>\n",
       "      <td>22</td>\n",
       "      <td>0.122954</td>\n",
       "      <td>0.481959</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                                                                                             book_text  \\\n",
       "Matthew          1:1 This is the record of the genealogy of Jesus Christ, the son of David, the son of Abraham.  2 Abraham was the father of Isaac, Isaac the fathe...   \n",
       "Mark             1:1 The beginning of the gospel of Jesus Christ, the Son of God. 2 As it is written in the prophet Isaiah, “Look, I am sending my messenger ahead ...   \n",
       "Luke             1:1 Now many have undertaken to compile an account of the things that have been fulfilled among us,  2 like the accounts passed on to us by those ...   \n",
       "John             1:1 In the beginning was the Word, and the Word was with God, and the Word was fully God.  2 The Word was with God in the beginning.  3 All things...   \n",
       "Acts             1:1 I wrote the former account, Theophilus, about all that Jesus began to do and teach  2 until the day he was taken up to heaven, after he had gi...   \n",
       "Romans           1:1 From Paul, a slave of Christ Jesus, called to be an apostle, set apart for the gospel of God.  2 This gospel he promised beforehand through hi...   \n",
       "1 Corinthians    1:1 From Paul, called to be an apostle of Christ Jesus by the will of God, and Sosthenes, our brother,  2 to the church of God that is in Corinth,...   \n",
       "2 Corinthians    1:1 From Paul, an apostle of Christ Jesus by the will of God, and Timothy our brother, to the church of God that is in Corinth, with all the saint...   \n",
       "Galatians        1:1 From Paul, an apostle (not from men, nor by human agency, but by Jesus Christ and God the Father who raised him from the dead)  2 and all the ...   \n",
       "Ephesians        1:1 From Paul, an apostle of Christ Jesus by the will of God, to the saints [in Ephesus], the faithful in Christ Jesus.  2 Grace and peace to you ...   \n",
       "Philippians      1:1 From Paul and Timothy, slaves of Christ Jesus, to all the saints in Christ Jesus who are in Philippi, with the overseers and deacons.  2 Grace...   \n",
       "Colossians       1:1 From Paul, an apostle of Christ Jesus by the will of God, and Timothy our brother,  2 to the saints, the faithful brothers and sisters in Chri...   \n",
       "1 Thessalonians  1:1 From Paul and Silvanus and Timothy, to the church of the Thessalonians in God the Father and the Lord Jesus Christ. Grace and peace to you!  2...   \n",
       "2 Thessalonians  1:1 From Paul and Silvanus and Timothy, to the church of the Thessalonians in God our Father and the Lord Jesus Christ.  2 Grace and peace to you ...   \n",
       "1 Timothy        1:1 From Paul, an apostle of Christ Jesus by the command of God our Savior and of Christ Jesus our hope,  2 to Timothy, my genuine child in the fa...   \n",
       "2 Timothy        1:1 From Paul, an apostle of Christ Jesus by the will of God, to further the promise of life in Christ Jesus,  2 to Timothy, my dear child. Grace,...   \n",
       "Titus            1:1 From Paul, a slave of God and apostle of Jesus Christ, to further the faith of God’s chosen ones and the knowledge of the truth that is in kee...   \n",
       "Philemon         1:1 From Paul, a prisoner of Christ Jesus, and Timothy our brother, to Philemon, our dear friend and colaborer,  2 to Apphia our sister, to Archip...   \n",
       "Hebrews          1:1 After God spoke long ago in various portions and in various ways to our ancestors through the prophets,  2 in these last days he has spoken to...   \n",
       "James            1:1 From James, a slave of God and the Lord Jesus Christ, to the 12 tribes dispersed abroad. Greetings!  2 My brothers and sisters, consider it no...   \n",
       "1 Peter          1:1 From Peter, an apostle of Jesus Christ, to those temporarily residing abroad (in Pontus, Galatia, Cappadocia, the province of Asia, and Bithyn...   \n",
       "2 Peter          1:1 From Simeon Peter, a slave and apostle of Jesus Christ, to those who through the righteousness of our God and Savior, Jesus Christ, have been ...   \n",
       "1 John           1:1 This is what we proclaim to you: what was from the beginning, what we have heard, what we have seen with our eyes, what we have looked at and ...   \n",
       "2 John           1:1 From the elder, to an elect lady and her children, whom I love in truth (and not I alone, but also all those who know the truth),  2 because o...   \n",
       "3 John           1:1 From the elder, to Gaius my dear brother, whom I love in truth.  2 Dear friend, I pray that all may go well with you and that you may be in go...   \n",
       "Jude             1:1 From Jude, a slave of Jesus Christ and brother of James, to those who are called, wrapped in the love of God the Father and kept for Jesus Chr...   \n",
       "Revelation       1:1 The revelation of Jesus Christ, which God gave him to show his servants what must happen very soon. He made it clear by sending his angel to h...   \n",
       "\n",
       "                 num_chapters  polarity  subjectivity  \n",
       "Matthew                    28  0.091678      0.498539  \n",
       "Mark                       16  0.089067      0.452338  \n",
       "Luke                       24  0.112614      0.485596  \n",
       "John                       21  0.127841      0.460800  \n",
       "Acts                       28  0.133863      0.483629  \n",
       "Romans                     16  0.137725      0.535729  \n",
       "1 Corinthians              16  0.132589      0.488816  \n",
       "2 Corinthians              13  0.132779      0.517246  \n",
       "Galatians                   6  0.112354      0.522140  \n",
       "Ephesians                   6  0.173475      0.555206  \n",
       "Philippians                 4  0.238394      0.565106  \n",
       "Colossians                  4  0.115424      0.479314  \n",
       "1 Thessalonians             5  0.184401      0.542583  \n",
       "2 Thessalonians             3  0.179656      0.649224  \n",
       "1 Timothy                   6  0.210336      0.547530  \n",
       "2 Timothy                   4  0.154851      0.563334  \n",
       "Titus                       3  0.203538      0.573942  \n",
       "Philemon                    1  0.273558      0.405449  \n",
       "Hebrews                    13  0.159540      0.502656  \n",
       "James                       5  0.113790      0.556516  \n",
       "1 Peter                     5  0.145415      0.502475  \n",
       "2 Peter                     3  0.060883      0.580772  \n",
       "1 John                      5  0.158951      0.537284  \n",
       "2 John                      1  0.385758      0.595303  \n",
       "3 John                      1  0.251003      0.642231  \n",
       "Jude                        1  0.124182      0.640608  \n",
       "Revelation                 22  0.122954      0.481959  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Let's take a look at our data again\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "id": "enwcxnSaKkpS"
   },
   "outputs": [],
   "source": [
    "# Let's create a list to hold all of the pieces of text\n",
    "list_pieces = []\n",
    "for text in data.book_text:\n",
    "    split = split_into_chapters(text)[1:]\n",
    "    list_pieces.append(split)\n",
    "\n",
    "#list_pieces"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "id": "iZ0hi-olKkpS"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "27"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# The list has one element for each book, each of these is a list of chapters\n",
    "len(list_pieces)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "id": "V19yWkrhKkpS"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "28"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Each book has 1 or more chapters (Matthew has 28 chapters)\n",
    "len(list_pieces[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "id": "69CVY5joKkpS"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[-0.1388888888888889,\n",
       " 0.19673202614379082,\n",
       " 0.31385836385836374,\n",
       " 0.12503427128427128,\n",
       " 0.15071294054344903,\n",
       " 0.07107142857142858,\n",
       " 0.11698412698412697,\n",
       " 0.015372555272108844,\n",
       " 0.005512318563789148,\n",
       " 0.0062572590011614315,\n",
       " 0.1851053639846743,\n",
       " 0.06852346999405828,\n",
       " 0.19989987336926113,\n",
       " -0.06219824735449736,\n",
       " -0.08850373482726424,\n",
       " 0.09565972222222223,\n",
       " 0.054407407407407425,\n",
       " 0.07714533730158732,\n",
       " 0.1498793436293436,\n",
       " 0.11374123292727946,\n",
       " 0.007650560224089642,\n",
       " 0.1463058688387636,\n",
       " 0.16046593468468467,\n",
       " 0.12147716229348879,\n",
       " 0.07894151475694446,\n",
       " 0.04803690753690754,\n",
       " 0.15867715374294325,\n",
       " 0.02224702380952381]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Calculate the polarity for each piece of text\n",
    "\n",
    "polarity_in_book = []\n",
    "for lp in list_pieces:\n",
    "    polarity_piece = []\n",
    "    for p in lp:\n",
    "        polarity_piece.append(TextBlob(p).sentiment.polarity)\n",
    "    polarity_in_book.append(polarity_piece)\n",
    "\n",
    "# Show the polarity values in the first book\n",
    "polarity_in_book[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "id": "tn69pNlfKkpS",
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Show the plot for one book\n",
    "import numpy as np\n",
    "plt.figure(figsize=(6,4))\n",
    "n_chap = len(polarity_in_book[0])\n",
    "plt.plot(np.arange(1, n_chap+1), polarity_in_book[0], 'o--')\n",
    "plt.xticks(np.arange(1, n_chap+1, 2))\n",
    "plt.xlabel('Chapter')\n",
    "plt.ylabel('Polarity')\n",
    "plt.title(data.index[0])\n",
    "plt.ylim(bottom=-0.5, top=0.5)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "id": "dQ63OnpgKkpS"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x3000 with 27 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Show the plots for all books\n",
    "plt.rcParams['figure.figsize'] = [12, 30]\n",
    "\n",
    "for index, book in enumerate(data.index):\n",
    "    plt.subplot(9, 3, index+1)\n",
    "    n = len(polarity_in_book[index])\n",
    "    plt.plot(np.arange(1,n+1), polarity_in_book[index], 'o--')\n",
    "    plt.xticks(np.arange(1, n+1, 1+n//13))\n",
    "    plt.plot(np.arange(0,n+2), np.zeros(n+2))\n",
    "    #plt.xlabel('Chapter Segment')\n",
    "    #plt.ylabel('Polarity')\n",
    "    plt.title(book)\n",
    "    plt.ylim(bottom=-.5, top=0.5)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "RWyESIZZKkpT"
   },
   "source": [
    "Observations?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "8OEuN7nBKkpT"
   },
   "source": [
    "## Additional Exercises"
   ]
  },
  {
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