Add BERTopic model
Browse files- README.md +72 -0
- config.json +16 -0
- ctfidf.safetensors +3 -0
- ctfidf_config.json +0 -0
- topic_embeddings.safetensors +3 -0
- topics.json +10295 -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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# BERTopic_mincevicius
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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("sdantonio/BERTopic_mincevicius")
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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: 3
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* Number of training documents: 10133
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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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| 0 | vyriausybe - paskelbe - pries - rusijos - ukrainos | 8779 | 0_vyriausybe_paskelbe_pries_rusijos |
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| 1 | vyriausybe - pries - visis - rusijos - ukrainos | 1336 | 1_vyriausybe_pries_visis_rusijos |
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| 2 | republics - pedophiles - awakenedspecies - booster - wins | 18 | 2_republics_pedophiles_awakenedspecies_booster |
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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: 1.23.5
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* HDBSCAN: 0.8.38.post1
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* UMAP: 0.5.6
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* Pandas: 2.2.2
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* Scikit-Learn: 1.5.1
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* Sentence-transformers: 3.0.1
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* Transformers: 4.44.2
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* Numba: 0.60.0
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* Plotly: 5.24.0
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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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],
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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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}
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ctfidf.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:9eefa87c3cf42f70e14dc62cbaee903eb77a847876929db7b7d72c42811f3266
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size 1455104
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ctfidf_config.json
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topic_embeddings.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:9058db67c54916a737df71b2a02c3fabda385413a503c0ad20c39d216b1dcddb
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size 12376
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topics.json
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| 1830 |
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1,
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| 1860 |
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| 1866 |
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| 1869 |
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1,
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| 1870 |
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| 1871 |
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| 1872 |
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0,
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| 1873 |
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0,
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| 1874 |
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| 1875 |
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1,
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| 1876 |
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0,
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| 1877 |
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0,
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| 1878 |
+
0,
|
| 1879 |
+
0,
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| 1880 |
+
0,
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| 1881 |
+
0,
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| 1882 |
+
0,
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| 1883 |
+
0,
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| 1884 |
+
1,
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| 1885 |
+
1,
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| 1886 |
+
0,
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| 1887 |
+
0,
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| 1888 |
+
0,
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| 1889 |
+
0,
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| 1890 |
+
0,
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| 1891 |
+
0,
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| 1892 |
+
0,
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| 1893 |
+
0,
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| 1894 |
+
0,
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| 1895 |
+
0,
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| 1896 |
+
0,
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| 1897 |
+
0,
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| 1898 |
+
0,
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| 1899 |
+
0,
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| 1900 |
+
0,
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| 1901 |
+
0,
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| 1902 |
+
0,
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| 1903 |
+
0,
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| 1904 |
+
0,
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| 1905 |
+
0,
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| 1906 |
+
0,
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| 1907 |
+
0,
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| 1908 |
+
0,
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| 1909 |
+
0,
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| 1910 |
+
0,
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| 1911 |
+
0,
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| 1912 |
+
0,
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| 1913 |
+
1,
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| 1914 |
+
0,
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| 1915 |
+
0,
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| 1916 |
+
0,
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| 1917 |
+
0,
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| 1918 |
+
0,
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| 1919 |
+
0,
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| 1920 |
+
0,
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| 1921 |
+
0,
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| 1922 |
+
0,
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| 1923 |
+
0,
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| 1924 |
+
0,
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| 1925 |
+
0,
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| 1926 |
+
0,
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| 1927 |
+
0,
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| 1928 |
+
0,
|
| 1929 |
+
0,
|
| 1930 |
+
0,
|
| 1931 |
+
0,
|
| 1932 |
+
0,
|
| 1933 |
+
0,
|
| 1934 |
+
0,
|
| 1935 |
+
1,
|
| 1936 |
+
0,
|
| 1937 |
+
0,
|
| 1938 |
+
0,
|
| 1939 |
+
0,
|
| 1940 |
+
0,
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| 1941 |
+
0,
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| 1942 |
+
0,
|
| 1943 |
+
0,
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| 1944 |
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0,
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| 1945 |
+
1,
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| 1946 |
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0,
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| 1947 |
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0,
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| 1948 |
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0,
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| 1949 |
+
1,
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| 1950 |
+
0,
|
| 1951 |
+
0,
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| 1952 |
+
0,
|
| 1953 |
+
0,
|
| 1954 |
+
1,
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| 1955 |
+
0,
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| 1956 |
+
0,
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| 1957 |
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0,
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| 1958 |
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0,
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| 1959 |
+
0,
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| 1960 |
+
0,
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| 1961 |
+
1,
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| 1962 |
+
0,
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| 1963 |
+
0,
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| 1964 |
+
0,
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| 1965 |
+
0,
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| 1966 |
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0,
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| 1967 |
+
0,
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| 1968 |
+
0,
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| 1969 |
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0,
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| 1970 |
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0,
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| 1971 |
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0,
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| 1972 |
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0,
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| 1973 |
+
0,
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| 1974 |
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0,
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| 1975 |
+
1,
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| 1976 |
+
1,
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| 1977 |
+
0,
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| 1978 |
+
0,
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| 1979 |
+
0,
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| 1980 |
+
0,
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| 1981 |
+
0,
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| 1982 |
+
0,
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| 1983 |
+
1,
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| 1984 |
+
0,
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| 1985 |
+
0,
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| 1986 |
+
0,
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| 1987 |
+
1,
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| 1988 |
+
1,
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| 1989 |
+
0,
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| 1990 |
+
0,
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| 1991 |
+
0,
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| 1992 |
+
0,
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| 1993 |
+
1,
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| 1994 |
+
1,
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| 1995 |
+
0,
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| 1996 |
+
0,
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| 1997 |
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0,
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| 1998 |
+
0,
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| 1999 |
+
0,
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| 2000 |
+
0,
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| 2001 |
+
0,
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| 2002 |
+
0,
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| 2003 |
+
0,
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| 2004 |
+
1,
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| 2005 |
+
0,
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| 2006 |
+
0,
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| 2007 |
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0,
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| 2008 |
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0,
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| 2009 |
+
0,
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| 2010 |
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0,
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| 2011 |
+
0,
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| 2012 |
+
0,
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| 2013 |
+
0,
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| 2014 |
+
0,
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| 2015 |
+
1,
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| 2016 |
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1,
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| 2017 |
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0,
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| 2018 |
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0,
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| 2019 |
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0,
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| 2020 |
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1,
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| 2021 |
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0,
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| 2022 |
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| 2023 |
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0,
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| 2027 |
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0,
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| 2028 |
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0,
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1,
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| 2030 |
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0,
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0,
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0,
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0,
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1,
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0,
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0,
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1,
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0,
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| 2040 |
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0,
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0,
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0,
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0,
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0,
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1,
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0,
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0,
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0,
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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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0,
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0,
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0,
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| 2061 |
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| 2062 |
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0,
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| 2063 |
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1,
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| 2064 |
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0,
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| 2065 |
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| 2066 |
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| 2067 |
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| 2068 |
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1,
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| 2069 |
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0,
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| 2070 |
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0,
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0,
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| 2079 |
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| 2080 |
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0,
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0,
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| 2082 |
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1,
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| 2083 |
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0,
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| 2084 |
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0,
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| 2085 |
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0,
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| 2086 |
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1,
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| 2087 |
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1,
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| 2088 |
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0,
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| 2089 |
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0,
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| 2090 |
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0,
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| 2091 |
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0,
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| 2092 |
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0,
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0,
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0,
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| 2097 |
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| 2098 |
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| 2100 |
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| 2101 |
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1,
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| 2104 |
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0,
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| 2105 |
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| 2106 |
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0,
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| 2107 |
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0,
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| 2108 |
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0,
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| 2109 |
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0,
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| 2110 |
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1,
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| 2111 |
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| 2112 |
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0,
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0,
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| 2114 |
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1,
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| 2115 |
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0,
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| 2116 |
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0,
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| 2117 |
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0,
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| 2118 |
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0,
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| 2119 |
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1,
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| 2210 |
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| 2211 |
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| 2213 |
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| 2218 |
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0,
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| 2220 |
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0,
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0,
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0,
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0,
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| 2224 |
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| 2225 |
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| 2230 |
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| 2232 |
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| 2233 |
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2,
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0,
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0,
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0,
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0,
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0,
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0,
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0,
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0,
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0,
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0,
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0,
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1,
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1,
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