Datasets:
Updated Dataset Card for clean subsets
Browse files
README.md
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@@ -28,7 +28,19 @@ Like the challenges explained in the MMS paper, we also faced the same noisy aud
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While [masakhane-io/bibleTTS](https://github.com/masakhane-io/bibleTTS) proposes a solution by manually (1) inserting chapter introduction transcript and (2) spells out numbers, we decided to use a mix of MMS' method by (1) inserting `*` token for additional speech (e.g. chapter introduction, verse number reading) and (2) converting digits to words using [num2words](https://github.com/rhasspy/num2words), if available.
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The aligned verse text and audio are then segmented into verse-level segments for TTS model training.
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- **Homepage:** [https://github.com/bookbot-hive/OpenBible-TTS/](https://github.com/bookbot-hive/OpenBible-TTS/)
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- **Repository:** [https://github.com/bookbot-hive/OpenBible-TTS/](https://github.com/bookbot-hive/OpenBible-TTS/)
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# all 66 books
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dataset = load_dataset("bookbot/OpenBible_Swahili", trust_remote_code=True)
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# only Genesis
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dataset = load_dataset("bookbot/OpenBible_Swahili", "GEN", trust_remote_code=True)
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```
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## Dataset Structure
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### Data Splits
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| USX Code | Book Name | #verses |
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| :------: | --------------- | --------: |
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| GEN | Genesis | 1533 |
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| EXO | Exodus | 1213 |
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| 83 |
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| LEV | Leviticus | 859 |
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| 84 |
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| NUM | Numbers | 1288 |
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| 85 |
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| DEU | Deuteronomy | 959 |
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| 86 |
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| JOS | Joshua | 658 |
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| JDG | Judges | 618 |
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| 88 |
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| RUT | Ruth | 85 |
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| 89 |
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| 1SA | 1 Samuel | 810 |
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| 2SA | 2 Samuel | 695 |
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| 1KI | 1 Kings | 816 |
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| 2KI | 2 Kings | 719 |
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| 1CH | 1 Chronicles | 942 |
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| 2CH | 2 Chronicles | 822 |
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| EZR | Ezra | 280 |
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| NEH | Nehemiah | 406 |
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| EST | Esther | 167 |
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| JOB | Job | 1070 |
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| PSA | Psalms | 2461 |
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| PRO | Proverbs | 915 |
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| ECC | Ecclesiastes | 222 |
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| SNG | Song of Songs | 117 |
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| ISA | Isaiah | 1292 |
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| 104 |
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| JER | Jeremiah | 1364 |
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| 105 |
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| LAM | Lamentations | 154 |
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| EZK | Ezekiel | 1273 |
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| DAN | Daniel | 357 |
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| HOS | Hosea | 197 |
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| JOL | Joel | 73 |
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| AMO | Amos | 146 |
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| OBA | Obadiah | 21 |
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| JON | Jonah | 48 |
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| MIC | Micah | 105 |
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| NAM | Nahum | 47 |
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| HAB | Habakkuk | 56 |
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| ZEP | Zephaniah | 53 |
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| HAG | Haggai | 38 |
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| ZEC | Zechariah | 211 |
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| MAL | Malachi | 55 |
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| 120 |
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| MAT | Matthew | 1071 |
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| MRK | Mark | 678 |
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| LUK | Luke | 1151 |
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| JHN | John | 879 |
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| ACT | Acts | 1007 |
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| ROM | Romans | 433 |
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| 1CO | 1 Corinthians | 437 |
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| 2CO | 2 Corinthians | 257 |
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| 128 |
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| GAL | Galatians | 149 |
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| 129 |
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| EPH | Ephesians | 155 |
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| PHP | Philippians | 104 |
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| COL | Colossians | 95 |
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| 1TH | 1 Thessalonians | 89 |
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| 2TH | 2 Thessalonians | 47 |
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| 1TI | 1 Timothy | 113 |
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| 2TI | 2 Timothy | 83 |
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| TIT | Titus | 46 |
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| PHM | Philemon | 25 |
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| HEB | Hebrews | 303 |
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| JAS | James | 108 |
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| 1PE | 1 Peter | 105 |
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| 2PE | 2 Peter | 61 |
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| 1JN | 1 John | 105 |
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| 2JN | 2 John | 13 |
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| 3JN | 3 John | 15 |
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| JUD | Jude | 25 |
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| REV | Revelation | 404 |
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| | **Total** | **31103** |
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## Additional Information
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While [masakhane-io/bibleTTS](https://github.com/masakhane-io/bibleTTS) proposes a solution by manually (1) inserting chapter introduction transcript and (2) spells out numbers, we decided to use a mix of MMS' method by (1) inserting `*` token for additional speech (e.g. chapter introduction, verse number reading) and (2) converting digits to words using [num2words](https://github.com/rhasspy/num2words), if available.
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The aligned verse text and audio are then segmented into verse-level segments for TTS model training.
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As proposed in §3.1.5 of [MMS](https://arxiv.org/abs/2305.13516), we also implemented a length-normalized probability difference filtering to remove noisy alignments based on the following equation:
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$$\frac{1}{T} \left[\log P\left(Y^{\text {aligned}} \mid X\right)-\log P\left(Y^{\text {greedy}} \mid X\right)\right]$$
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where $T$ is the length of the audio, $P\left(Y^{\text{aligned}} \mid X\right)$ is the probability of the forced-alignment path, and $P\left(Y^{\text{greedy}} \mid X\right)$ is the probability of the greedy sequence.
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Like MMS, we select `−0.2` as the default threshold and choose samples with scores greater than this threshold. We call the resultant subsets `clean`, which you can load as shown in the [Usage section](#usage).
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> ⚠️ **2 Chronicles 13 and 14 (2CH_013, 2CH_014) have a corrupt source audio.** In the non-`clean` subsets, these chapters might be problematic for training!
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We recommend reading the MMS paper for better understanding.
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- **Homepage:** [https://github.com/bookbot-hive/OpenBible-TTS/](https://github.com/bookbot-hive/OpenBible-TTS/)
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- **Repository:** [https://github.com/bookbot-hive/OpenBible-TTS/](https://github.com/bookbot-hive/OpenBible-TTS/)
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# all 66 books
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dataset = load_dataset("bookbot/OpenBible_Swahili", trust_remote_code=True)
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# all 66 books, clean subset
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dataset = load_dataset("bookbot/OpenBible_Swahili", "clean", trust_remote_code=True)
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# only Genesis
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dataset = load_dataset("bookbot/OpenBible_Swahili", "GEN", trust_remote_code=True)
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# only Genesis, clean subset
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dataset = load_dataset("bookbot/OpenBible_Swahili", "GEN_clean", trust_remote_code=True)
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```
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## Dataset Structure
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### Data Splits
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| USX Code | Book Name | #verses | #verses (clean) |
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| :------: | --------------- | --------: | --------------: |
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| GEN | Genesis | 1533 | 1498 |
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| EXO | Exodus | 1213 | 1070 |
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| LEV | Leviticus | 859 | 813 |
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| NUM | Numbers | 1288 | 1188 |
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| DEU | Deuteronomy | 959 | 940 |
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| JOS | Joshua | 658 | 585 |
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| JDG | Judges | 618 | 610 |
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| RUT | Ruth | 85 | 83 |
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| 1SA | 1 Samuel | 810 | 799 |
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| 2SA | 2 Samuel | 695 | 672 |
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| 1KI | 1 Kings | 816 | 773 |
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| 2KI | 2 Kings | 719 | 597 |
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| 1CH | 1 Chronicles | 942 | 859 |
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| 2CH | 2 Chronicles | 822 | 692 |
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| EZR | Ezra | 280 | 226 |
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| NEH | Nehemiah | 406 | 353 |
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| EST | Esther | 167 | 166 |
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| JOB | Job | 1070 | 1050 |
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| PSA | Psalms | 2461 | 2367 |
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| PRO | Proverbs | 915 | 893 |
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| ECC | Ecclesiastes | 222 | 221 |
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| SNG | Song of Songs | 117 | 114 |
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| ISA | Isaiah | 1292 | 1223 |
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| JER | Jeremiah | 1364 | 1297 |
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| LAM | Lamentations | 154 | 149 |
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| EZK | Ezekiel | 1273 | 1258 |
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| DAN | Daniel | 357 | 335 |
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| HOS | Hosea | 197 | 194 |
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| JOL | Joel | 73 | 70 |
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| AMO | Amos | 146 | 144 |
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| OBA | Obadiah | 21 | 20 |
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| JON | Jonah | 48 | 48 |
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| MIC | Micah | 105 | 103 |
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| NAM | Nahum | 47 | 46 |
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| HAB | Habakkuk | 56 | 55 |
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| ZEP | Zephaniah | 53 | 53 |
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| HAG | Haggai | 38 | 37 |
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| ZEC | Zechariah | 211 | 211 |
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| MAL | Malachi | 55 | 55 |
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| MAT | Matthew | 1071 | 1004 |
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| MRK | Mark | 678 | 557 |
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| LUK | Luke | 1151 | 1027 |
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| JHN | John | 879 | 856 |
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| ACT | Acts | 1007 | 916 |
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| ROM | Romans | 433 | 416 |
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| 1CO | 1 Corinthians | 437 | 404 |
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| 2CO | 2 Corinthians | 257 | 252 |
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| GAL | Galatians | 149 | 145 |
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| EPH | Ephesians | 155 | 152 |
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| PHP | Philippians | 104 | 99 |
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| COL | Colossians | 95 | 89 |
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| 1TH | 1 Thessalonians | 89 | 86 |
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| 2TH | 2 Thessalonians | 47 | 47 |
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| 1TI | 1 Timothy | 113 | 109 |
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| 2TI | 2 Timothy | 83 | 83 |
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| TIT | Titus | 46 | 42 |
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| PHM | Philemon | 25 | 24 |
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| HEB | Hebrews | 303 | 278 |
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| JAS | James | 108 | 108 |
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| 1PE | 1 Peter | 105 | 91 |
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| 2PE | 2 Peter | 61 | 56 |
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| 1JN | 1 John | 105 | 103 |
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| 2JN | 2 John | 13 | 13 |
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| 3JN | 3 John | 15 | 15 |
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| JUD | Jude | 25 | 24 |
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| REV | Revelation | 404 | 370 |
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| | **Total** | **31103** | **29233** |
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## Additional Information
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