Add BERTopic model
Browse files- README.md +82 -0
- config.json +15 -0
- topic_embeddings.safetensors +3 -0
- topics.json +2250 -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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# cnn_dailymail_6789_3000_1500_test
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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("KingKazma/cnn_dailymail_6789_3000_1500_test")
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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: 15
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* Number of training documents: 1500
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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 | season - league - liverpool - player - club | 12 | -1_season_league_liverpool_player |
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| 0 | said - one - police - year - people | 151 | 0_said_one_police_year |
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| 1 | madrid - league - champions - real - barcelona | 1070 | 1_madrid_league_champions_real |
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| 2 | chelsea - united - manchester - van - league | 55 | 2_chelsea_united_manchester_van |
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| 3 | fight - pacquiao - ticket - mayweather - boxing | 43 | 3_fight_pacquiao_ticket_mayweather |
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| 4 | race - hamilton - rosberg - marathon - vettel | 28 | 4_race_hamilton_rosberg_marathon |
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| 5 | england - cook - pietersen - cricket - test | 25 | 5_england_cook_pietersen_cricket |
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| 6 | villa - sherwood - benteke - aston - game | 19 | 6_villa_sherwood_benteke_aston |
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| 7 | try - minute - huddersfield - bristol - league | 17 | 7_try_minute_huddersfield_bristol |
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| 8 | celtic - scottish - rangers - game - inverness | 15 | 8_celtic_scottish_rangers_game |
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| 9 | mcilroy - masters - woods - augusta - golf | 14 | 9_mcilroy_masters_woods_augusta |
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| 10 | arsenal - wenger - arsenals - reading - coquelin | 14 | 10_arsenal_wenger_arsenals_reading |
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| 11 | newcastle - sunderland - advocaat - game - rangers | 13 | 11_newcastle_sunderland_advocaat_game |
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| 12 | cup - toulon - saracens - clermont - bath | 12 | 12_cup_toulon_saracens_clermont |
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| 13 | stadium - stand - fan - fa - final | 12 | 13_stadium_stand_fan_fa |
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</details>
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## Training hyperparameters
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* calculate_probabilities: True
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* language: english
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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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## Framework versions
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* Numpy: 1.22.4
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* HDBSCAN: 0.8.33
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* UMAP: 0.5.3
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* Pandas: 1.5.3
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* Scikit-Learn: 1.2.2
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* Sentence-transformers: 2.2.2
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* Transformers: 4.31.0
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* Numba: 0.56.4
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* Plotly: 5.13.1
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* Python: 3.10.6
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config.json
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{
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"calculate_probabilities": true,
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"language": "english",
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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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"embedding_model": "sentence-transformers/all-MiniLM-L6-v2"
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}
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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:c9cb6bec9bdee7db7c9d6acd83e48673b9793f1e87b8c4768e6f0d3be43eef00
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size 23128
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topics.json
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| 2 |
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1,
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0,
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0,
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0,
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0,
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6,
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-1,
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0,
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0,
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7,
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| 1748 |
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0,
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0,
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0,
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2,
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6,
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| 1753 |
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-1,
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| 1754 |
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0,
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| 1755 |
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5,
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| 1756 |
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0,
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| 1757 |
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-1,
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| 1758 |
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1,
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| 1759 |
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0,
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| 1760 |
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12,
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| 1761 |
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0,
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| 1762 |
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0,
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| 1763 |
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0,
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| 1764 |
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4,
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| 1765 |
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0,
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| 1766 |
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0,
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| 1767 |
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0,
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| 1768 |
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6,
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| 1769 |
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0,
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| 1770 |
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0,
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| 1771 |
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0,
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| 1772 |
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0,
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| 1773 |
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0,
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| 1774 |
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0,
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| 1775 |
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0,
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| 1776 |
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0,
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| 1777 |
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0,
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| 1778 |
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0,
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| 1779 |
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0,
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| 1780 |
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0,
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| 1781 |
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0,
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| 1782 |
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-1,
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| 1783 |
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0,
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| 1784 |
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0,
|
| 1785 |
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0,
|
| 1786 |
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0,
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| 1787 |
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0,
|
| 1788 |
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0,
|
| 1789 |
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0,
|
| 1790 |
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0,
|
| 1791 |
+
6,
|
| 1792 |
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0,
|
| 1793 |
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0,
|
| 1794 |
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0,
|
| 1795 |
+
3,
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| 1796 |
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0,
|
| 1797 |
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-1,
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| 1798 |
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0,
|
| 1799 |
+
0,
|
| 1800 |
+
0,
|
| 1801 |
+
0,
|
| 1802 |
+
5,
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| 1803 |
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0,
|
| 1804 |
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0,
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| 1805 |
+
4,
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| 1806 |
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0,
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| 1807 |
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0,
|
| 1808 |
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0,
|
| 1809 |
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0,
|
| 1810 |
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-1,
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| 1811 |
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0,
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| 1812 |
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-1,
|
| 1813 |
+
0,
|
| 1814 |
+
0,
|
| 1815 |
+
10,
|
| 1816 |
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-1,
|
| 1817 |
+
1,
|
| 1818 |
+
-1,
|
| 1819 |
+
-1,
|
| 1820 |
+
10,
|
| 1821 |
+
8,
|
| 1822 |
+
0,
|
| 1823 |
+
0,
|
| 1824 |
+
0,
|
| 1825 |
+
7,
|
| 1826 |
+
0,
|
| 1827 |
+
0,
|
| 1828 |
+
3,
|
| 1829 |
+
-1,
|
| 1830 |
+
-1,
|
| 1831 |
+
0,
|
| 1832 |
+
0,
|
| 1833 |
+
0,
|
| 1834 |
+
0,
|
| 1835 |
+
0,
|
| 1836 |
+
0,
|
| 1837 |
+
0,
|
| 1838 |
+
0,
|
| 1839 |
+
0,
|
| 1840 |
+
0,
|
| 1841 |
+
0,
|
| 1842 |
+
4,
|
| 1843 |
+
0,
|
| 1844 |
+
-1,
|
| 1845 |
+
0,
|
| 1846 |
+
0,
|
| 1847 |
+
6,
|
| 1848 |
+
0,
|
| 1849 |
+
0,
|
| 1850 |
+
0,
|
| 1851 |
+
0,
|
| 1852 |
+
0,
|
| 1853 |
+
0,
|
| 1854 |
+
0,
|
| 1855 |
+
0,
|
| 1856 |
+
-1,
|
| 1857 |
+
4,
|
| 1858 |
+
13,
|
| 1859 |
+
0,
|
| 1860 |
+
0,
|
| 1861 |
+
0,
|
| 1862 |
+
0,
|
| 1863 |
+
1,
|
| 1864 |
+
0,
|
| 1865 |
+
1,
|
| 1866 |
+
0,
|
| 1867 |
+
0,
|
| 1868 |
+
-1,
|
| 1869 |
+
0,
|
| 1870 |
+
0,
|
| 1871 |
+
0,
|
| 1872 |
+
0,
|
| 1873 |
+
2,
|
| 1874 |
+
0,
|
| 1875 |
+
0,
|
| 1876 |
+
8,
|
| 1877 |
+
2,
|
| 1878 |
+
0,
|
| 1879 |
+
0,
|
| 1880 |
+
0,
|
| 1881 |
+
0,
|
| 1882 |
+
5,
|
| 1883 |
+
-1,
|
| 1884 |
+
0,
|
| 1885 |
+
0,
|
| 1886 |
+
0,
|
| 1887 |
+
0,
|
| 1888 |
+
0,
|
| 1889 |
+
0,
|
| 1890 |
+
0,
|
| 1891 |
+
0,
|
| 1892 |
+
0,
|
| 1893 |
+
0,
|
| 1894 |
+
0,
|
| 1895 |
+
-1,
|
| 1896 |
+
0,
|
| 1897 |
+
0,
|
| 1898 |
+
0,
|
| 1899 |
+
0,
|
| 1900 |
+
-1,
|
| 1901 |
+
0,
|
| 1902 |
+
0,
|
| 1903 |
+
0,
|
| 1904 |
+
-1,
|
| 1905 |
+
-1,
|
| 1906 |
+
10,
|
| 1907 |
+
-1,
|
| 1908 |
+
0,
|
| 1909 |
+
0,
|
| 1910 |
+
0,
|
| 1911 |
+
10,
|
| 1912 |
+
0,
|
| 1913 |
+
0,
|
| 1914 |
+
0,
|
| 1915 |
+
11,
|
| 1916 |
+
0,
|
| 1917 |
+
0,
|
| 1918 |
+
0,
|
| 1919 |
+
0,
|
| 1920 |
+
0,
|
| 1921 |
+
8,
|
| 1922 |
+
0,
|
| 1923 |
+
0,
|
| 1924 |
+
0,
|
| 1925 |
+
0,
|
| 1926 |
+
-1,
|
| 1927 |
+
0,
|
| 1928 |
+
0,
|
| 1929 |
+
-1,
|
| 1930 |
+
0,
|
| 1931 |
+
0,
|
| 1932 |
+
0,
|
| 1933 |
+
0,
|
| 1934 |
+
12,
|
| 1935 |
+
0,
|
| 1936 |
+
0,
|
| 1937 |
+
0,
|
| 1938 |
+
-1,
|
| 1939 |
+
5,
|
| 1940 |
+
7,
|
| 1941 |
+
7,
|
| 1942 |
+
0,
|
| 1943 |
+
5,
|
| 1944 |
+
0,
|
| 1945 |
+
0,
|
| 1946 |
+
-1,
|
| 1947 |
+
0,
|
| 1948 |
+
0,
|
| 1949 |
+
0,
|
| 1950 |
+
-1,
|
| 1951 |
+
0,
|
| 1952 |
+
0,
|
| 1953 |
+
0,
|
| 1954 |
+
0,
|
| 1955 |
+
0,
|
| 1956 |
+
-1,
|
| 1957 |
+
0,
|
| 1958 |
+
0,
|
| 1959 |
+
0,
|
| 1960 |
+
0,
|
| 1961 |
+
0,
|
| 1962 |
+
0,
|
| 1963 |
+
0,
|
| 1964 |
+
0,
|
| 1965 |
+
0,
|
| 1966 |
+
0,
|
| 1967 |
+
0,
|
| 1968 |
+
-1,
|
| 1969 |
+
0,
|
| 1970 |
+
0,
|
| 1971 |
+
0,
|
| 1972 |
+
0,
|
| 1973 |
+
0,
|
| 1974 |
+
0,
|
| 1975 |
+
-1,
|
| 1976 |
+
0,
|
| 1977 |
+
0,
|
| 1978 |
+
0,
|
| 1979 |
+
0,
|
| 1980 |
+
-1,
|
| 1981 |
+
0,
|
| 1982 |
+
0,
|
| 1983 |
+
0,
|
| 1984 |
+
1,
|
| 1985 |
+
0,
|
| 1986 |
+
-1,
|
| 1987 |
+
11,
|
| 1988 |
+
-1,
|
| 1989 |
+
9,
|
| 1990 |
+
0,
|
| 1991 |
+
0,
|
| 1992 |
+
0,
|
| 1993 |
+
0,
|
| 1994 |
+
0,
|
| 1995 |
+
0,
|
| 1996 |
+
0,
|
| 1997 |
+
10,
|
| 1998 |
+
0,
|
| 1999 |
+
0,
|
| 2000 |
+
2,
|
| 2001 |
+
0,
|
| 2002 |
+
0,
|
| 2003 |
+
7,
|
| 2004 |
+
0,
|
| 2005 |
+
2,
|
| 2006 |
+
0,
|
| 2007 |
+
0,
|
| 2008 |
+
9,
|
| 2009 |
+
0,
|
| 2010 |
+
0,
|
| 2011 |
+
-1,
|
| 2012 |
+
0,
|
| 2013 |
+
-1,
|
| 2014 |
+
0,
|
| 2015 |
+
-1,
|
| 2016 |
+
0,
|
| 2017 |
+
0,
|
| 2018 |
+
0,
|
| 2019 |
+
0,
|
| 2020 |
+
0,
|
| 2021 |
+
0,
|
| 2022 |
+
0,
|
| 2023 |
+
0,
|
| 2024 |
+
-1,
|
| 2025 |
+
0,
|
| 2026 |
+
0,
|
| 2027 |
+
0,
|
| 2028 |
+
0,
|
| 2029 |
+
-1,
|
| 2030 |
+
0,
|
| 2031 |
+
-1,
|
| 2032 |
+
1,
|
| 2033 |
+
0,
|
| 2034 |
+
0,
|
| 2035 |
+
-1,
|
| 2036 |
+
12,
|
| 2037 |
+
12,
|
| 2038 |
+
0,
|
| 2039 |
+
0,
|
| 2040 |
+
0,
|
| 2041 |
+
0,
|
| 2042 |
+
0,
|
| 2043 |
+
0,
|
| 2044 |
+
0,
|
| 2045 |
+
4,
|
| 2046 |
+
0,
|
| 2047 |
+
0,
|
| 2048 |
+
0,
|
| 2049 |
+
-1,
|
| 2050 |
+
0,
|
| 2051 |
+
0,
|
| 2052 |
+
0,
|
| 2053 |
+
0,
|
| 2054 |
+
-1,
|
| 2055 |
+
0,
|
| 2056 |
+
0,
|
| 2057 |
+
0,
|
| 2058 |
+
0,
|
| 2059 |
+
0,
|
| 2060 |
+
1,
|
| 2061 |
+
-1,
|
| 2062 |
+
0,
|
| 2063 |
+
2,
|
| 2064 |
+
1,
|
| 2065 |
+
0,
|
| 2066 |
+
0,
|
| 2067 |
+
2,
|
| 2068 |
+
6,
|
| 2069 |
+
0,
|
| 2070 |
+
5,
|
| 2071 |
+
0,
|
| 2072 |
+
0,
|
| 2073 |
+
0,
|
| 2074 |
+
0,
|
| 2075 |
+
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