Add BERTopic model
Browse files- README.md +75 -0
- config.json +16 -0
- ctfidf.safetensors +3 -0
- ctfidf_config.json +3883 -0
- topic_embeddings.safetensors +3 -0
- topics.json +519 -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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# MARTINI_enrich_BERTopic_ptkRelm
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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("AIDA-UPM/MARTINI_enrich_BERTopic_ptkRelm")
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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: 6
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* Number of training documents: 330
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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 | cults - epstein - manson - know - alleged | 22 | -1_cults_epstein_manson_know |
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| 0 | propagandists - everyone - terror - happens - blackrock | 171 | 0_propagandists_everyone_terror_happens |
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| 1 | killers - satanic - pagesix - susan - arrested | 41 | 1_killers_satanic_pagesix_susan |
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| 2 | drones - transhumanism - nano - watching - everything | 36 | 2_drones_transhumanism_nano_watching |
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| 3 | mcveigh - mkultra - episode - timothy - wendy | 35 | 3_mcveigh_mkultra_episode_timothy |
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| 4 | oddcast - freemasonry - greatest - everyone - link | 25 | 4_oddcast_freemasonry_greatest_everyone |
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</details>
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## Training hyperparameters
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* calculate_probabilities: True
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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: 1.26.4
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* HDBSCAN: 0.8.40
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* UMAP: 0.5.7
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* Pandas: 2.2.3
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* Scikit-Learn: 1.5.2
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* Sentence-transformers: 3.3.1
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* Transformers: 4.46.3
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* Numba: 0.60.0
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* Plotly: 5.24.1
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* Python: 3.10.12
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config.json
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{
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"calculate_probabilities": true,
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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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}
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ctfidf.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:05413bb3762d788772398b39c3203258181a2913fca69edf96759e857f12b7ff
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size 88756
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ctfidf_config.json
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|
| 1 |
+
{
|
| 2 |
+
"ctfidf_model": {
|
| 3 |
+
"bm25_weighting": false,
|
| 4 |
+
"reduce_frequent_words": true
|
| 5 |
+
},
|
| 6 |
+
"vectorizer_model": {
|
| 7 |
+
"params": {
|
| 8 |
+
"analyzer": "word",
|
| 9 |
+
"binary": false,
|
| 10 |
+
"decode_error": "strict",
|
| 11 |
+
"encoding": "utf-8",
|
| 12 |
+
"input": "content",
|
| 13 |
+
"lowercase": true,
|
| 14 |
+
"max_df": 0.8,
|
| 15 |
+
"max_features": null,
|
| 16 |
+
"min_df": 1,
|
| 17 |
+
"ngram_range": [
|
| 18 |
+
1,
|
| 19 |
+
1
|
| 20 |
+
],
|
| 21 |
+
"stop_words": [
|
| 22 |
+
"i",
|
| 23 |
+
"me",
|
| 24 |
+
"my",
|
| 25 |
+
"myself",
|
| 26 |
+
"we",
|
| 27 |
+
"our",
|
| 28 |
+
"ours",
|
| 29 |
+
"ourselves",
|
| 30 |
+
"you",
|
| 31 |
+
"you're",
|
| 32 |
+
"you've",
|
| 33 |
+
"you'll",
|
| 34 |
+
"you'd",
|
| 35 |
+
"your",
|
| 36 |
+
"yours",
|
| 37 |
+
"yourself",
|
| 38 |
+
"yourselves",
|
| 39 |
+
"he",
|
| 40 |
+
"him",
|
| 41 |
+
"his",
|
| 42 |
+
"himself",
|
| 43 |
+
"she",
|
| 44 |
+
"she's",
|
| 45 |
+
"her",
|
| 46 |
+
"hers",
|
| 47 |
+
"herself",
|
| 48 |
+
"it",
|
| 49 |
+
"it's",
|
| 50 |
+
"its",
|
| 51 |
+
"itself",
|
| 52 |
+
"they",
|
| 53 |
+
"them",
|
| 54 |
+
"their",
|
| 55 |
+
"theirs",
|
| 56 |
+
"themselves",
|
| 57 |
+
"what",
|
| 58 |
+
"which",
|
| 59 |
+
"who",
|
| 60 |
+
"whom",
|
| 61 |
+
"this",
|
| 62 |
+
"that",
|
| 63 |
+
"that'll",
|
| 64 |
+
"these",
|
| 65 |
+
"those",
|
| 66 |
+
"am",
|
| 67 |
+
"is",
|
| 68 |
+
"are",
|
| 69 |
+
"was",
|
| 70 |
+
"were",
|
| 71 |
+
"be",
|
| 72 |
+
"been",
|
| 73 |
+
"being",
|
| 74 |
+
"have",
|
| 75 |
+
"has",
|
| 76 |
+
"had",
|
| 77 |
+
"having",
|
| 78 |
+
"do",
|
| 79 |
+
"does",
|
| 80 |
+
"did",
|
| 81 |
+
"doing",
|
| 82 |
+
"a",
|
| 83 |
+
"an",
|
| 84 |
+
"the",
|
| 85 |
+
"and",
|
| 86 |
+
"but",
|
| 87 |
+
"if",
|
| 88 |
+
"or",
|
| 89 |
+
"because",
|
| 90 |
+
"as",
|
| 91 |
+
"until",
|
| 92 |
+
"while",
|
| 93 |
+
"of",
|
| 94 |
+
"at",
|
| 95 |
+
"by",
|
| 96 |
+
"for",
|
| 97 |
+
"with",
|
| 98 |
+
"about",
|
| 99 |
+
"against",
|
| 100 |
+
"between",
|
| 101 |
+
"into",
|
| 102 |
+
"through",
|
| 103 |
+
"during",
|
| 104 |
+
"before",
|
| 105 |
+
"after",
|
| 106 |
+
"above",
|
| 107 |
+
"below",
|
| 108 |
+
"to",
|
| 109 |
+
"from",
|
| 110 |
+
"up",
|
| 111 |
+
"down",
|
| 112 |
+
"in",
|
| 113 |
+
"out",
|
| 114 |
+
"on",
|
| 115 |
+
"off",
|
| 116 |
+
"over",
|
| 117 |
+
"under",
|
| 118 |
+
"again",
|
| 119 |
+
"further",
|
| 120 |
+
"then",
|
| 121 |
+
"once",
|
| 122 |
+
"here",
|
| 123 |
+
"there",
|
| 124 |
+
"when",
|
| 125 |
+
"where",
|
| 126 |
+
"why",
|
| 127 |
+
"how",
|
| 128 |
+
"all",
|
| 129 |
+
"any",
|
| 130 |
+
"both",
|
| 131 |
+
"each",
|
| 132 |
+
"few",
|
| 133 |
+
"more",
|
| 134 |
+
"most",
|
| 135 |
+
"other",
|
| 136 |
+
"some",
|
| 137 |
+
"such",
|
| 138 |
+
"no",
|
| 139 |
+
"nor",
|
| 140 |
+
"not",
|
| 141 |
+
"only",
|
| 142 |
+
"own",
|
| 143 |
+
"same",
|
| 144 |
+
"so",
|
| 145 |
+
"than",
|
| 146 |
+
"too",
|
| 147 |
+
"very",
|
| 148 |
+
"s",
|
| 149 |
+
"t",
|
| 150 |
+
"can",
|
| 151 |
+
"will",
|
| 152 |
+
"just",
|
| 153 |
+
"don",
|
| 154 |
+
"don't",
|
| 155 |
+
"should",
|
| 156 |
+
"should've",
|
| 157 |
+
"now",
|
| 158 |
+
"d",
|
| 159 |
+
"ll",
|
| 160 |
+
"m",
|
| 161 |
+
"o",
|
| 162 |
+
"re",
|
| 163 |
+
"ve",
|
| 164 |
+
"y",
|
| 165 |
+
"ain",
|
| 166 |
+
"aren",
|
| 167 |
+
"aren't",
|
| 168 |
+
"couldn",
|
| 169 |
+
"couldn't",
|
| 170 |
+
"didn",
|
| 171 |
+
"didn't",
|
| 172 |
+
"doesn",
|
| 173 |
+
"doesn't",
|
| 174 |
+
"hadn",
|
| 175 |
+
"hadn't",
|
| 176 |
+
"hasn",
|
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| 1829 |
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| 1888 |
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| 1889 |
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| 1890 |
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| 1891 |
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| 1892 |
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| 1893 |
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| 1902 |
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| 1910 |
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| 1911 |
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| 1917 |
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| 1920 |
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| 1923 |
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| 1924 |
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| 1925 |
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| 1926 |
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| 1927 |
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| 1928 |
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| 1929 |
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| 1930 |
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| 1932 |
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| 1933 |
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| 1938 |
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| 1939 |
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| 1940 |
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| 1942 |
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| 1943 |
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| 2171 |
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| 2174 |
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| 2175 |
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| 2176 |
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| 2177 |
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| 2185 |
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"bulldozer": 532,
|
| 3781 |
+
"highway": 1566,
|
| 3782 |
+
"tryouts": 3422,
|
| 3783 |
+
"painti": 2378,
|
| 3784 |
+
"32": 68,
|
| 3785 |
+
"anomalous": 251,
|
| 3786 |
+
"31": 67,
|
| 3787 |
+
"archetypes": 282,
|
| 3788 |
+
"oklahoma": 2323,
|
| 3789 |
+
"camp": 558,
|
| 3790 |
+
"grafton": 1463,
|
| 3791 |
+
"august": 328,
|
| 3792 |
+
"1993": 41,
|
| 3793 |
+
"lied": 1933,
|
| 3794 |
+
"controversies": 781,
|
| 3795 |
+
"mod": 2150,
|
| 3796 |
+
"db": 887,
|
| 3797 |
+
"24": 57,
|
| 3798 |
+
"09a": 3,
|
| 3799 |
+
"23": 56,
|
| 3800 |
+
"crying": 846,
|
| 3801 |
+
"49": 86,
|
| 3802 |
+
"exitlessness": 1180,
|
| 3803 |
+
"chums": 655,
|
| 3804 |
+
"chance": 616,
|
| 3805 |
+
"andreas": 237,
|
| 3806 |
+
"strassmeir": 3176,
|
| 3807 |
+
"makings": 2022,
|
| 3808 |
+
"bill": 433,
|
| 3809 |
+
"boltzmann": 468,
|
| 3810 |
+
"booty": 477,
|
| 3811 |
+
"smoking": 3052,
|
| 3812 |
+
"gun": 1500,
|
| 3813 |
+
"subproject": 3196,
|
| 3814 |
+
"ecology": 1074,
|
| 3815 |
+
"psychosurgery": 2633,
|
| 3816 |
+
"heart": 1547,
|
| 3817 |
+
"darkness": 873,
|
| 3818 |
+
"ionia": 1739,
|
| 3819 |
+
"hospital": 1600,
|
| 3820 |
+
"apple": 270,
|
| 3821 |
+
"ep": 1132,
|
| 3822 |
+
"158": 24,
|
| 3823 |
+
"thinks": 3329,
|
| 3824 |
+
"oddman": 2314,
|
| 3825 |
+
"163": 26,
|
| 3826 |
+
"pete": 2455,
|
| 3827 |
+
"quinones": 2672,
|
| 3828 |
+
"162": 25,
|
| 3829 |
+
"666": 99,
|
| 3830 |
+
"spy": 3128,
|
| 3831 |
+
"asset": 309,
|
| 3832 |
+
"oddcast": 2313,
|
| 3833 |
+
"ft": 1365,
|
| 3834 |
+
"152": 23,
|
| 3835 |
+
"allen": 204,
|
| 3836 |
+
"150": 22,
|
| 3837 |
+
"greatest": 1471,
|
| 3838 |
+
"hits": 1575,
|
| 3839 |
+
"149": 20,
|
| 3840 |
+
"katharine": 1810,
|
| 3841 |
+
"empire": 1108,
|
| 3842 |
+
"148": 19,
|
| 3843 |
+
"fruits": 1364,
|
| 3844 |
+
"147": 18,
|
| 3845 |
+
"146": 17,
|
| 3846 |
+
"145": 16,
|
| 3847 |
+
"141": 15,
|
| 3848 |
+
"saddle": 2873,
|
| 3849 |
+
"savoie": 2895,
|
| 3850 |
+
"censoring": 605,
|
| 3851 |
+
"reviews": 2807,
|
| 3852 |
+
"applying": 271,
|
| 3853 |
+
"represents": 2782,
|
| 3854 |
+
"recommend": 2723,
|
| 3855 |
+
"eats": 1072,
|
| 3856 |
+
"battery": 384,
|
| 3857 |
+
"plays": 2504,
|
| 3858 |
+
"low": 1992,
|
| 3859 |
+
"139": 13,
|
| 3860 |
+
"weaponizing": 3577,
|
| 3861 |
+
"weather": 3581,
|
| 3862 |
+
"137": 12,
|
| 3863 |
+
"136": 11,
|
| 3864 |
+
"chris": 650,
|
| 3865 |
+
"graves": 1469,
|
| 3866 |
+
"imperial": 1649,
|
| 3867 |
+
"cruise": 844,
|
| 3868 |
+
"muscular": 2204,
|
| 3869 |
+
"tdr": 3268,
|
| 3870 |
+
"imperialism": 1650,
|
| 3871 |
+
"135": 10,
|
| 3872 |
+
"sode": 3065,
|
| 3873 |
+
"constraints": 761,
|
| 3874 |
+
"shalt": 2968,
|
| 3875 |
+
"return": 2801,
|
| 3876 |
+
"mems": 2087,
|
| 3877 |
+
"shout": 2996,
|
| 3878 |
+
"talk": 3255,
|
| 3879 |
+
"ottis": 2362,
|
| 3880 |
+
"ends": 1120
|
| 3881 |
+
}
|
| 3882 |
+
}
|
| 3883 |
+
}
|
topic_embeddings.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
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|
|
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|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:9769b9abf17cd2f8264dadba20dbd086160bd012e72486e21fccb4a8c462f854
|
| 3 |
+
size 24664
|
topics.json
ADDED
|
@@ -0,0 +1,519 @@
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|
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|
|
|
|
| 1 |
+
{
|
| 2 |
+
"topic_representations": {
|
| 3 |
+
"-1": [
|
| 4 |
+
[
|
| 5 |
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"cults",
|
| 6 |
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0.5641208291053772
|
| 7 |
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],
|
| 8 |
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[
|
| 9 |
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"epstein",
|
| 10 |
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0.52527916431427
|
| 11 |
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],
|
| 12 |
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[
|
| 13 |
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"manson",
|
| 14 |
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0.4988706111907959
|
| 15 |
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],
|
| 16 |
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[
|
| 17 |
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"know",
|
| 18 |
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0.4601164758205414
|
| 19 |
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],
|
| 20 |
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[
|
| 21 |
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"alleged",
|
| 22 |
+
0.4586781859397888
|
| 23 |
+
]
|
| 24 |
+
],
|
| 25 |
+
"0": [
|
| 26 |
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[
|
| 27 |
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"propagandists",
|
| 28 |
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0.5657737255096436
|
| 29 |
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],
|
| 30 |
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[
|
| 31 |
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"everyone",
|
| 32 |
+
0.4822031259536743
|
| 33 |
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],
|
| 34 |
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[
|
| 35 |
+
"terror",
|
| 36 |
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0.4601127505302429
|
| 37 |
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],
|
| 38 |
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[
|
| 39 |
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"happens",
|
| 40 |
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0.4529340863227844
|
| 41 |
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],
|
| 42 |
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[
|
| 43 |
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"blackrock",
|
| 44 |
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0.45150256156921387
|
| 45 |
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]
|
| 46 |
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],
|
| 47 |
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"1": [
|
| 48 |
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[
|
| 49 |
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"killers",
|
| 50 |
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0.6350959539413452
|
| 51 |
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],
|
| 52 |
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[
|
| 53 |
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"satanic",
|
| 54 |
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0.560249924659729
|
| 55 |
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],
|
| 56 |
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[
|
| 57 |
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"pagesix",
|
| 58 |
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0.5584967136383057
|
| 59 |
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],
|
| 60 |
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[
|
| 61 |
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"susan",
|
| 62 |
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0.545868992805481
|
| 63 |
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],
|
| 64 |
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[
|
| 65 |
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"arrested",
|
| 66 |
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0.5370003581047058
|
| 67 |
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]
|
| 68 |
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],
|
| 69 |
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"2": [
|
| 70 |
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[
|
| 71 |
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"drones",
|
| 72 |
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0.5418198108673096
|
| 73 |
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