Commit
•
f71df5e
1
Parent(s):
bbbba86
Add BERTopic model
Browse files- README.md +86 -0
- config.json +17 -0
- ctfidf.safetensors +3 -0
- ctfidf_config.json +0 -0
- topic_embeddings.safetensors +3 -0
- topics.json +6153 -0
README.md
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---
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tags:
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- bertopic
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library_name: bertopic
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pipeline_tag: text-classification
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---
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# Topic_Modelling_Airlines_BERTopic
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This is a [BERTopic](https://github.com/MaartenGr/BERTopic) model.
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BERTopic is a flexible and modular topic modeling framework that allows for the generation of easily interpretable topics from large datasets.
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## Usage
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To use this model, please install BERTopic:
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```
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pip install -U bertopic
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```
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You can use the model as follows:
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```python
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from bertopic import BERTopic
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topic_model = BERTopic.load("sneakykilli/Topic_Modelling_Airlines_BERTopic")
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topic_model.get_topic_info()
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```
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## Topic overview
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* Number of topics: 17
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* Number of training documents: 5134
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<details>
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<summary>Click here for an overview of all topics.</summary>
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| Topic ID | Topic Keywords | Topic Frequency | Label |
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|----------|----------------|-----------------|-------|
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| -1 | killiair - flight - service - customer - airport | 23 | -1_killiair_flight_service_customer |
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| 0 | killiair - doha - flight - service - worst | 2399 | poor_customer_experience |
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| 1 | bag - luggage - cabin - bags - pay | 639 | luggage_fee |
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| 2 | flight - delayed - hours - delay - killiair | 386 | delays |
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| 3 | check - ryan - online - air - killiair | 334 | check_in_process |
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| 4 | refund - killiair - flight - cancelled - booking | 293 | refund |
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| 5 | jet - easy - flight - cancelled - refund | 237 | refund_cancelled_flights |
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| 6 | seats - seat - plane - flight - killiair | 227 | inflight_facilities |
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| 7 | luggage - lost - bag - killiair - baggage | 154 | luggage_lost |
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| 8 | holiday - holidays - hotel - killiair - booked | 102 | hotel |
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| 9 | thank - amazing - crew - flight - thanks | 81 | good_customer_experience |
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| 10 | change - price - 115 - fare - booking | 59 | change_ticket_fee |
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| 11 | food - meal - dubai - flight - killiair | 48 | inflight_service |
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| 12 | car - hire - rental - insurance - card | 47 | car |
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| 13 | seats - seat - paid - extra - window | 41 | seating_fees |
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| 14 | service - killiair - customer - zero - customers | 37 | poor_customer_experience |
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| 15 | stansted - flight - airport - parking - killiair | 27 | airport_facilities |
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</details>
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## Training hyperparameters
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* calculate_probabilities: False
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* language: None
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* low_memory: False
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* min_topic_size: 10
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* n_gram_range: (1, 1)
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* nr_topics: None
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* seed_topic_list: None
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* top_n_words: 10
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* verbose: False
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* zeroshot_min_similarity: 0.7
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* zeroshot_topic_list: None
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## Framework versions
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* Numpy: 1.24.3
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* HDBSCAN: 0.8.33
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* UMAP: 0.5.5
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* Pandas: 2.0.3
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* Scikit-Learn: 1.2.2
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* Sentence-transformers: 2.3.1
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* Transformers: 4.36.2
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* Numba: 0.57.1
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* Plotly: 5.16.1
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* Python: 3.10.12
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config.json
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{
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"calculate_probabilities": false,
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"language": null,
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"low_memory": false,
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"min_topic_size": 10,
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"n_gram_range": [
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1,
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1
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],
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"nr_topics": null,
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"seed_topic_list": null,
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"top_n_words": 10,
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"verbose": false,
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"zeroshot_min_similarity": 0.7,
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"zeroshot_topic_list": null,
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"embedding_model": "sentence-transformers/all-MiniLM-L6-v2"
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}
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ctfidf.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:fcea7c246f4e39015eaf900da3ca8a513d8fbe26e3bba99b32a903674779d37c
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size 631628
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ctfidf_config.json
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The diff for this file is too large to render.
See raw diff
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topic_embeddings.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:3aa7bfd5370edbc620b9c82d9fed6d918e920510f7253036c9059eb10da95424
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size 26200
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topics.json
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1 |
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{
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2 |
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"topic_representations": {
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3 |
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4 |
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5 |
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25 |
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29 |
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44 |
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45 |
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1637 |
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|
1638 |
+
-1,
|
1639 |
+
1,
|
1640 |
+
1,
|
1641 |
+
-1,
|
1642 |
+
1,
|
1643 |
+
0,
|
1644 |
+
-1,
|
1645 |
+
2,
|
1646 |
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-1,
|
1647 |
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15,
|
1648 |
+
-1,
|
1649 |
+
-1,
|
1650 |
+
-1,
|
1651 |
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3,
|
1652 |
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-1,
|
1653 |
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0,
|
1654 |
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3,
|
1655 |
+
4,
|
1656 |
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-1,
|
1657 |
+
4,
|
1658 |
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6,
|
1659 |
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-1,
|
1660 |
+
0,
|
1661 |
+
2,
|
1662 |
+
1,
|
1663 |
+
-1,
|
1664 |
+
7,
|
1665 |
+
2,
|
1666 |
+
5,
|
1667 |
+
-1,
|
1668 |
+
0,
|
1669 |
+
-1,
|
1670 |
+
2,
|
1671 |
+
13,
|
1672 |
+
0,
|
1673 |
+
-1,
|
1674 |
+
1,
|
1675 |
+
15,
|
1676 |
+
2,
|
1677 |
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-1,
|
1678 |
+
-1,
|
1679 |
+
-1,
|
1680 |
+
5,
|
1681 |
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-1,
|
1682 |
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3,
|
1683 |
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-1,
|
1684 |
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0,
|
1685 |
+
0,
|
1686 |
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-1,
|
1687 |
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-1,
|
1688 |
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5,
|
1689 |
+
0,
|
1690 |
+
-1,
|
1691 |
+
2,
|
1692 |
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-1,
|
1693 |
+
-1,
|
1694 |
+
2,
|
1695 |
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-1,
|
1696 |
+
-1,
|
1697 |
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0,
|
1698 |
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4,
|
1699 |
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-1,
|
1700 |
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12,
|
1701 |
+
4,
|
1702 |
+
3,
|
1703 |
+
-1,
|
1704 |
+
4,
|
1705 |
+
0,
|
1706 |
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-1,
|
1707 |
+
6,
|
1708 |
+
-1,
|
1709 |
+
-1,
|
1710 |
+
-1,
|
1711 |
+
4,
|
1712 |
+
-1,
|
1713 |
+
2,
|
1714 |
+
-1,
|
1715 |
+
3,
|
1716 |
+
2,
|
1717 |
+
2,
|
1718 |
+
0,
|
1719 |
+
-1,
|
1720 |
+
3,
|
1721 |
+
2,
|
1722 |
+
1,
|
1723 |
+
10,
|
1724 |
+
0,
|
1725 |
+
5,
|
1726 |
+
-1,
|
1727 |
+
2,
|
1728 |
+
5,
|
1729 |
+
0,
|
1730 |
+
0,
|
1731 |
+
-1,
|
1732 |
+
0,
|
1733 |
+
-1,
|
1734 |
+
-1,
|
1735 |
+
4,
|
1736 |
+
1,
|
1737 |
+
3,
|
1738 |
+
3,
|
1739 |
+
2,
|
1740 |
+
-1,
|
1741 |
+
-1,
|
1742 |
+
3,
|
1743 |
+
-1,
|
1744 |
+
3,
|
1745 |
+
6,
|
1746 |
+
-1,
|
1747 |
+
4,
|
1748 |
+
3,
|
1749 |
+
0,
|
1750 |
+
6,
|
1751 |
+
1,
|
1752 |
+
-1,
|
1753 |
+
-1,
|
1754 |
+
5,
|
1755 |
+
3,
|
1756 |
+
1,
|
1757 |
+
1,
|
1758 |
+
-1,
|
1759 |
+
2,
|
1760 |
+
0,
|
1761 |
+
-1,
|
1762 |
+
1,
|
1763 |
+
3,
|
1764 |
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-1,
|
1765 |
+
-1,
|
1766 |
+
-1,
|
1767 |
+
3,
|
1768 |
+
0,
|
1769 |
+
3,
|
1770 |
+
-1,
|
1771 |
+
0,
|
1772 |
+
-1,
|
1773 |
+
9,
|
1774 |
+
2,
|
1775 |
+
-1,
|
1776 |
+
0,
|
1777 |
+
0,
|
1778 |
+
-1,
|
1779 |
+
-1,
|
1780 |
+
10,
|
1781 |
+
-1,
|
1782 |
+
-1,
|
1783 |
+
0,
|
1784 |
+
-1,
|
1785 |
+
3,
|
1786 |
+
0,
|
1787 |
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-1,
|
1788 |
+
2,
|
1789 |
+
6,
|
1790 |
+
10,
|
1791 |
+
0,
|
1792 |
+
0,
|
1793 |
+
3,
|
1794 |
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-1,
|
1795 |
+
-1,
|
1796 |
+
3,
|
1797 |
+
-1,
|
1798 |
+
4,
|
1799 |
+
3,
|
1800 |
+
6,
|
1801 |
+
-1,
|
1802 |
+
-1,
|
1803 |
+
4,
|
1804 |
+
1,
|
1805 |
+
1,
|
1806 |
+
-1,
|
1807 |
+
5,
|
1808 |
+
-1,
|
1809 |
+
1,
|
1810 |
+
3,
|
1811 |
+
3,
|
1812 |
+
5,
|
1813 |
+
-1,
|
1814 |
+
3,
|
1815 |
+
1,
|
1816 |
+
14,
|
1817 |
+
14,
|
1818 |
+
-1,
|
1819 |
+
0,
|
1820 |
+
6,
|
1821 |
+
4,
|
1822 |
+
0,
|
1823 |
+
-1,
|
1824 |
+
-1,
|
1825 |
+
10,
|
1826 |
+
4,
|
1827 |
+
0,
|
1828 |
+
1,
|
1829 |
+
-1,
|
1830 |
+
3,
|
1831 |
+
0,
|
1832 |
+
2,
|
1833 |
+
3,
|
1834 |
+
-1,
|
1835 |
+
0,
|
1836 |
+
1,
|
1837 |
+
0,
|
1838 |
+
-1,
|
1839 |
+
-1,
|
1840 |
+
-1,
|
1841 |
+
3,
|
1842 |
+
3,
|
1843 |
+
1,
|
1844 |
+
-1,
|
1845 |
+
3,
|
1846 |
+
-1,
|
1847 |
+
0,
|
1848 |
+
-1,
|
1849 |
+
-1,
|
1850 |
+
4,
|
1851 |
+
3,
|
1852 |
+
8,
|
1853 |
+
3,
|
1854 |
+
-1,
|
1855 |
+
-1,
|
1856 |
+
3,
|
1857 |
+
1,
|
1858 |
+
1,
|
1859 |
+
-1,
|
1860 |
+
-1,
|
1861 |
+
-1,
|
1862 |
+
-1,
|
1863 |
+
1,
|
1864 |
+
-1,
|
1865 |
+
0,
|
1866 |
+
6,
|
1867 |
+
-1,
|
1868 |
+
3,
|
1869 |
+
-1,
|
1870 |
+
2,
|
1871 |
+
-1,
|
1872 |
+
1,
|
1873 |
+
-1,
|
1874 |
+
-1,
|
1875 |
+
-1,
|
1876 |
+
-1,
|
1877 |
+
4,
|
1878 |
+
3,
|
1879 |
+
-1,
|
1880 |
+
-1,
|
1881 |
+
0,
|
1882 |
+
0,
|
1883 |
+
0,
|
1884 |
+
2,
|
1885 |
+
9,
|
1886 |
+
3,
|
1887 |
+
3,
|
1888 |
+
3,
|
1889 |
+
-1,
|
1890 |
+
-1,
|
1891 |
+
-1,
|
1892 |
+
10,
|
1893 |
+
-1,
|
1894 |
+
-1,
|
1895 |
+
3,
|
1896 |
+
0,
|
1897 |
+
-1,
|
1898 |
+
-1,
|
1899 |
+
-1,
|
1900 |
+
2,
|
1901 |
+
0,
|
1902 |
+
-1,
|
1903 |
+
6,
|
1904 |
+
-1,
|
1905 |
+
-1,
|
1906 |
+
10,
|
1907 |
+
3,
|
1908 |
+
-1,
|
1909 |
+
2,
|
1910 |
+
-1,
|
1911 |
+
10,
|
1912 |
+
-1,
|
1913 |
+
2,
|
1914 |
+
3,
|
1915 |
+
3,
|
1916 |
+
2,
|
1917 |
+
-1,
|
1918 |
+
2,
|
1919 |
+
3,
|
1920 |
+
3,
|
1921 |
+
2,
|
1922 |
+
2,
|
1923 |
+
15,
|
1924 |
+
1,
|
1925 |
+
3,
|
1926 |
+
1,
|
1927 |
+
-1,
|
1928 |
+
-1,
|
1929 |
+
3,
|
1930 |
+
-1,
|
1931 |
+
0,
|
1932 |
+
0,
|
1933 |
+
2,
|
1934 |
+
-1,
|
1935 |
+
-1,
|
1936 |
+
-1,
|
1937 |
+
-1,
|
1938 |
+
-1,
|
1939 |
+
-1,
|
1940 |
+
1,
|
1941 |
+
-1,
|
1942 |
+
3,
|
1943 |
+
-1,
|
1944 |
+
-1,
|
1945 |
+
-1,
|
1946 |
+
-1,
|
1947 |
+
2,
|
1948 |
+
0,
|
1949 |
+
1,
|
1950 |
+
-1,
|
1951 |
+
15,
|
1952 |
+
-1,
|
1953 |
+
0,
|
1954 |
+
-1,
|
1955 |
+
-1,
|
1956 |
+
0,
|
1957 |
+
-1,
|
1958 |
+
2,
|
1959 |
+
-1,
|
1960 |
+
6,
|
1961 |
+
-1,
|
1962 |
+
-1,
|
1963 |
+
0,
|
1964 |
+
6,
|
1965 |
+
-1,
|
1966 |
+
0,
|
1967 |
+
7,
|
1968 |
+
3,
|
1969 |
+
-1,
|
1970 |
+
1,
|
1971 |
+
2,
|
1972 |
+
-1,
|
1973 |
+
-1,
|
1974 |
+
3,
|
1975 |
+
-1,
|
1976 |
+
0,
|
1977 |
+
15,
|
1978 |
+
0,
|
1979 |
+
3,
|
1980 |
+
-1,
|
1981 |
+
-1,
|
1982 |
+
14,
|
1983 |
+
6,
|
1984 |
+
-1,
|
1985 |
+
-1,
|
1986 |
+
-1,
|
1987 |
+
6,
|
1988 |
+
-1,
|
1989 |
+
3,
|
1990 |
+
-1,
|
1991 |
+
-1,
|
1992 |
+
1,
|
1993 |
+
10,
|
1994 |
+
3,
|
1995 |
+
-1,
|
1996 |
+
2,
|
1997 |
+
3,
|
1998 |
+
7,
|
1999 |
+
-1,
|
2000 |
+
2,
|
2001 |
+
6,
|
2002 |
+
0,
|
2003 |
+
2,
|
2004 |
+
4,
|
2005 |
+
-1,
|
2006 |
+
-1,
|
2007 |
+
1,
|
2008 |
+
0,
|
2009 |
+
0,
|
2010 |
+
0,
|
2011 |
+
-1,
|
2012 |
+
3,
|
2013 |
+
-1,
|
2014 |
+
-1,
|
2015 |
+
4,
|
2016 |
+
0,
|
2017 |
+
0,
|
2018 |
+
13,
|
2019 |
+
4,
|
2020 |
+
-1,
|
2021 |
+
0,
|
2022 |
+
-1,
|
2023 |
+
-1,
|
2024 |
+
-1,
|
2025 |
+
-1,
|
2026 |
+
-1,
|
2027 |
+
5,
|
2028 |
+
3,
|
2029 |
+
-1,
|
2030 |
+
-1,
|
2031 |
+
-1,
|
2032 |
+
-1,
|
2033 |
+
-1,
|
2034 |
+
0,
|
2035 |
+
-1,
|
2036 |
+
-1,
|
2037 |
+
10,
|
2038 |
+
-1,
|
2039 |
+
3,
|
2040 |
+
0,
|
2041 |
+
3,
|
2042 |
+
-1,
|
2043 |
+
7,
|
2044 |
+
3,
|
2045 |
+
-1,
|
2046 |
+
0,
|
2047 |
+
-1,
|
2048 |
+
-1,
|
2049 |
+
1,
|
2050 |
+
2,
|
2051 |
+
-1,
|
2052 |
+
-1,
|
2053 |
+
1,
|
2054 |
+
-1,
|
2055 |
+
-1,
|
2056 |
+
3,
|
2057 |
+
-1,
|
2058 |
+
0,
|
2059 |
+
1,
|
2060 |
+
1,
|
2061 |
+
13,
|
2062 |
+
0,
|
2063 |
+
2,
|
2064 |
+
3,
|
2065 |
+
6,
|
2066 |
+
-1,
|
2067 |
+
-1,
|
2068 |
+
0,
|
2069 |
+
0,
|
2070 |
+
0,
|
2071 |
+
2,
|
2072 |
+
-1,
|
2073 |
+
-1,
|
2074 |
+
4,
|
2075 |
+
-1,
|
2076 |
+
4,
|
2077 |
+
3,
|
2078 |
+
-1,
|
2079 |
+
2,
|
2080 |
+
-1,
|
2081 |
+
-1,
|
2082 |
+
-1,
|
2083 |
+
-1,
|
2084 |
+
1,
|
2085 |
+
2,
|
2086 |
+
-1,
|
2087 |
+
2,
|
2088 |
+
13,
|
2089 |
+
3,
|
2090 |
+
-1,
|
2091 |
+
-1,
|
2092 |
+
-1,
|
2093 |
+
-1,
|
2094 |
+
3,
|
2095 |
+
-1,
|
2096 |
+
-1,
|
2097 |
+
0,
|
2098 |
+
-1,
|
2099 |
+
0,
|
2100 |
+
-1,
|
2101 |
+
3,
|
2102 |
+
-1,
|
2103 |
+
5,
|
2104 |
+
-1,
|
2105 |
+
2,
|
2106 |
+
-1,
|
2107 |
+
3,
|
2108 |
+
12,
|
2109 |
+
2,
|
2110 |
+
1,
|
2111 |
+
2,
|
2112 |
+
-1,
|
2113 |
+
3,
|
2114 |
+
-1,
|
2115 |
+
0,
|
2116 |
+
-1,
|
2117 |
+
4,
|
2118 |
+
13,
|
2119 |
+
3,
|
2120 |
+
-1,
|
2121 |
+
-1,
|
2122 |
+
2,
|
2123 |
+
1,
|
2124 |
+
4,
|
2125 |
+
0,
|
2126 |
+
4,
|
2127 |
+
-1,
|
2128 |
+
0,
|
2129 |
+
5,
|
2130 |
+
-1,
|
2131 |
+
-1,
|
2132 |
+
-1,
|
2133 |
+
2,
|
2134 |
+
0,
|
2135 |
+
-1,
|
2136 |
+
-1,
|
2137 |
+
-1,
|
2138 |
+
-1,
|
2139 |
+
-1,
|
2140 |
+
-1,
|
2141 |
+
3,
|
2142 |
+
2,
|
2143 |
+
3,
|
2144 |
+
1,
|
2145 |
+
3,
|
2146 |
+
-1,
|
2147 |
+
1,
|
2148 |
+
1,
|
2149 |
+
-1,
|
2150 |
+
-1,
|
2151 |
+
-1,
|
2152 |
+
-1,
|
2153 |
+
-1,
|
2154 |
+
6,
|
2155 |
+
3,
|
2156 |
+
-1,
|
2157 |
+
3,
|
2158 |
+
0,
|
2159 |
+
3,
|
2160 |
+
4,
|
2161 |
+
1,
|
2162 |
+
1,
|
2163 |
+
-1,
|
2164 |
+
-1,
|
2165 |
+
3,
|
2166 |
+
0,
|
2167 |
+
0,
|
2168 |
+
3,
|
2169 |
+
2,
|
2170 |
+
3,
|
2171 |
+
-1,
|
2172 |
+
3,
|
2173 |
+
2,
|
2174 |
+
0,
|
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3976 |
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3991 |
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3993 |
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3994 |
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4000 |
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4002 |
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4003 |
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4008 |
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4009 |
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4039 |
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4040 |
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4042 |
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4050 |
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4053 |
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4054 |
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4055 |
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4056 |
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4057 |
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4058 |
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4059 |
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4060 |
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4061 |
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4062 |
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4063 |
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4064 |
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4065 |
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4066 |
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4067 |
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4068 |
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4069 |
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4070 |
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4071 |
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4072 |
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4073 |
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4074 |
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4075 |
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4076 |
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4077 |
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4078 |
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4079 |
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4080 |
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4081 |
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4082 |
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4083 |
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4084 |
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4085 |
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4086 |
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4087 |
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4088 |
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4089 |
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4090 |
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4091 |
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4092 |
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4093 |
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4094 |
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4095 |
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4096 |
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4097 |
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4098 |
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4099 |
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4100 |
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4101 |
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4102 |
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4103 |
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4104 |
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4105 |
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4106 |
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10,
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4107 |
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4108 |
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4109 |
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4110 |
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4111 |
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4112 |
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4113 |
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4114 |
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4115 |
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4116 |
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4117 |
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4118 |
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4119 |
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2,
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4120 |
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4121 |
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4122 |
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4123 |
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4124 |
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4125 |
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4126 |
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4127 |
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4128 |
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4129 |
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4130 |
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4131 |
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4132 |
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4133 |
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4134 |
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4135 |
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4136 |
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4137 |
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4138 |
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4139 |
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5,
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4140 |
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4141 |
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4142 |
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4143 |
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4144 |
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4145 |
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4146 |
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4147 |
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4148 |
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4149 |
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4150 |
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4151 |
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4152 |
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4153 |
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4154 |
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4155 |
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4156 |
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4157 |
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4,
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4158 |
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4159 |
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4160 |
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2,
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4161 |
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4162 |
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2,
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4163 |
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4164 |
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4165 |
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4166 |
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4167 |
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4168 |
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4169 |
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4170 |
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4171 |
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4172 |
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4174 |
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4175 |
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4176 |
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4177 |
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4178 |
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4179 |
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4180 |
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4181 |
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4182 |
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4183 |
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4184 |
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4185 |
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4186 |
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4187 |
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4188 |
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4189 |
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4190 |
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4191 |
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4192 |
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4193 |
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4194 |
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4195 |
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4196 |
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4199 |
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4200 |
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4201 |
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4203 |
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4204 |
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4206 |
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4207 |
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4208 |
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4209 |
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4210 |
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4211 |
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4212 |
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4213 |
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4214 |
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4215 |
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4216 |
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4217 |
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4218 |
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4219 |
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4220 |
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4224 |
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4225 |
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4226 |
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4227 |
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4228 |
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4229 |
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4230 |
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4231 |
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4232 |
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4233 |
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4234 |
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4235 |
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4236 |
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4237 |
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4238 |
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4239 |
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4240 |
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4243 |
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4244 |
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4245 |
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4248 |
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4249 |
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4250 |
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4251 |
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4252 |
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4253 |
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4254 |
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4255 |
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4256 |
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4257 |
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4258 |
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4259 |
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4260 |
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4261 |
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4262 |
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4263 |
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4264 |
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4265 |
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4266 |
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4267 |
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2,
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4268 |
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4,
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4269 |
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1,
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4270 |
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4271 |
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2,
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4272 |
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4273 |
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4274 |
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4275 |
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4276 |
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4277 |
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4278 |
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4279 |
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2,
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4280 |
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4281 |
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4282 |
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4283 |
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4284 |
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4285 |
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4286 |
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4287 |
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4288 |
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4289 |
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4462 |
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4466 |
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