Commit
•
82d775a
1
Parent(s):
8902f7a
Add BERTopic model
Browse files- README.md +80 -0
- config.json +29 -0
- ctfidf.safetensors +3 -0
- ctfidf_config.json +4114 -0
- topic_embeddings.safetensors +3 -0
- topics.json +1365 -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_hurricane_tweet
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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("cindyangelira/BERTopic_hurricane_tweet")
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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: 11
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* Number of training documents: 811
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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 | medicare - theft - medical - harvey - identity | 1 | -1_medicare_theft_medical_harvey |
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| 0 | gofundme - donate - houstonstrong - texas - houston | 111 | Weather Updates |
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| 1 | plaza - txmedcenter - medical - instagram - here | 516 | Relief Efforts |
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| 2 | hurricaneharvey - houston - harvey - hurricane - houstonflood | 74 | Rescue Operations |
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| 3 | harvey - hurricane - flooded - houston - tx | 33 | Flooding Reports |
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| 4 | houston - astros - harvey - snow - houstonstrong | 28 | Storm Damage Reports |
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| 5 | harvey - reliefforharvey - hurricaneharvey - relief - houstonians | 23 | 5_harvey_reliefforharvey_hurricaneharvey_relief |
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| 6 | rescued - hurricaneharvey - - - | 14 | 6_rescued_hurricaneharvey__ |
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| 7 | hurricaneharvey - hurricane - - - | 4 | 7_hurricaneharvey_hurricane__ |
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| 8 | harvey - flooding - houston - floodwaters - flood | 4 | 8_harvey_flooding_houston_floodwaters |
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| 9 | houston - hurricaneseason - hurricaneharvey - harvey - weather | 3 | 9_houston_hurricaneseason_hurricaneharvey_harvey |
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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: 15
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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: 0.85
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* zeroshot_topic_list: ['Weather Updates', 'Evacuation Information', 'Emergency Services', 'Relief Efforts', 'Rescue Operations', 'Flooding Reports', 'Traffic and Road Closures', 'Government and Local Authority Announcements', 'Personal Stories and Experiences', 'Storm Damage Reports', 'Others']
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## Framework versions
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* Numpy: 1.26.4
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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: 1.2.2
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* Sentence-transformers: 3.1.0
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* Transformers: 4.44.0
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* Numba: 0.60.0
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* Plotly: 5.22.0
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* Python: 3.10.14
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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": 15,
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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": 0.85,
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"zeroshot_topic_list": [
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"Weather Updates",
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"Evacuation Information",
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"Emergency Services",
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"Relief Efforts",
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"Rescue Operations",
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"Flooding Reports",
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"Traffic and Road Closures",
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"Government and Local Authority Announcements",
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"Personal Stories and Experiences",
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"Storm Damage Reports",
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"Others"
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],
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"embedding_model": "thenlper/gte-small"
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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:adcf3ac897c64e30d7441c95960eaf2beef4d24bc28dd0d5b1e67f60e30b07eb
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size 103504
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ctfidf_config.json
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| 1 |
+
{
|
| 2 |
+
"ctfidf_model": {
|
| 3 |
+
"bm25_weighting": false,
|
| 4 |
+
"reduce_frequent_words": false
|
| 5 |
+
},
|
| 6 |
+
"vectorizer_model": {
|
| 7 |
+
"params": {
|
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|
| 3923 |
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|
| 3924 |
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|
| 3925 |
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|
| 3926 |
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|
| 3927 |
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|
| 3928 |
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|
| 3929 |
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|
| 3930 |
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|
| 3931 |
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|
| 3932 |
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|
| 3933 |
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|
| 3934 |
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|
| 3935 |
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|
| 3936 |
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|
| 3937 |
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|
| 3938 |
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|
| 3939 |
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|
| 3940 |
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|
| 3941 |
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|
| 3942 |
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|
| 3943 |
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|
| 3944 |
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|
| 3945 |
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|
| 3946 |
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|
| 3947 |
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|
| 3948 |
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|
| 3949 |
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|
| 3950 |
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|
| 3951 |
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|
| 3952 |
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|
| 3953 |
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|
| 3954 |
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|
| 3955 |
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|
| 3956 |
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|
| 3957 |
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|
| 3958 |
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|
| 3959 |
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|
| 3960 |
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|
| 3961 |
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|
| 3962 |
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|
| 3963 |
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|
| 3964 |
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|
| 3965 |
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|
| 3966 |
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|
| 3967 |
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|
| 3968 |
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|
| 3969 |
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|
| 3970 |
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|
| 3971 |
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|
| 3972 |
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|
| 3973 |
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|
| 3974 |
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|
| 3975 |
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"debboun": 1092,
|
| 3976 |
+
"2wvsw0f": 67,
|
| 3977 |
+
"retired": 3105,
|
| 3978 |
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|
| 3979 |
+
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|
| 3980 |
+
"pitcher": 2800,
|
| 3981 |
+
"matt": 2376,
|
| 3982 |
+
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|
| 3983 |
+
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|
| 3984 |
+
"capture": 764,
|
| 3985 |
+
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|
| 3986 |
+
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|
| 3987 |
+
"excitement": 1368,
|
| 3988 |
+
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|
| 3989 |
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|
| 3990 |
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|
| 3991 |
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"itsbeginningtolookalotlikechristmas": 2042,
|
| 3992 |
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|
| 3993 |
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"biggest": 462,
|
| 3994 |
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"overcome": 2687,
|
| 3995 |
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"natural": 2534,
|
| 3996 |
+
"tragedies": 3726,
|
| 3997 |
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"superbowlli": 3521,
|
| 3998 |
+
"historyearned": 1799,
|
| 3999 |
+
"springer": 3407,
|
| 4000 |
+
"hugs": 1894,
|
| 4001 |
+
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|
| 4002 |
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|
| 4003 |
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|
| 4004 |
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|
| 4005 |
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|
| 4006 |
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|
| 4007 |
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|
| 4008 |
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|
| 4009 |
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|
| 4010 |
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|
| 4011 |
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"37": 84,
|
| 4012 |
+
"deshaun": 1132,
|
| 4013 |
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"watson": 3932,
|
| 4014 |
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|
| 4015 |
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|
| 4016 |
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|
| 4017 |
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"books": 502,
|
| 4018 |
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"held": 1761,
|
| 4019 |
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|
| 4020 |
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|
| 4021 |
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|
| 4022 |
+
"comeback": 933,
|
| 4023 |
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|
| 4024 |
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|
| 4025 |
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|
| 4026 |
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|
| 4027 |
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|
| 4028 |
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|
| 4029 |
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|
| 4030 |
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|
| 4031 |
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|
| 4032 |
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|
| 4033 |
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|
| 4034 |
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|
| 4035 |
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|
| 4036 |
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|
| 4037 |
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|
| 4038 |
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|
| 4039 |
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|
| 4040 |
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"iwillneverforget2017": 2046,
|
| 4041 |
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"2008": 35,
|
| 4042 |
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|
| 4043 |
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"devastates": 1148,
|
| 4044 |
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|
| 4045 |
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"pulls": 2936,
|
| 4046 |
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"everyones": 1356,
|
| 4047 |
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"attraction": 326,
|
| 4048 |
+
"baseballvictory": 371,
|
| 4049 |
+
"texasforever": 3604,
|
| 4050 |
+
"salvationarmyus": 3182,
|
| 4051 |
+
"reliefforharvey": 3044,
|
| 4052 |
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"kleinspirit": 2163,
|
| 4053 |
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"byb0qekjgp6": 582,
|
| 4054 |
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"wea": 3940,
|
| 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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"distribution": 1190,
|
| 4063 |
+
"631": 112,
|
| 4064 |
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"individuals": 1973,
|
| 4065 |
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"253": 46,
|
| 4066 |
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"givehope": 1603,
|
| 4067 |
+
"disasters": 1177,
|
| 4068 |
+
"tzuchi": 3789,
|
| 4069 |
+
"givingreliefday": 1606,
|
| 4070 |
+
"assist": 314,
|
| 4071 |
+
"byy1vgyan1g": 710,
|
| 4072 |
+
"rescued": 3079,
|
| 4073 |
+
"fear": 1426,
|
| 4074 |
+
"eyes": 1393,
|
| 4075 |
+
"pets": 2775,
|
| 4076 |
+
"gid_man84": 1593,
|
| 4077 |
+
"wewillrebuild": 3965,
|
| 4078 |
+
"agwesthouston": 202,
|
| 4079 |
+
"texastough": 3610,
|
| 4080 |
+
"reporting": 3071,
|
| 4081 |
+
"byb4cixacai": 584,
|
| 4082 |
+
"damaged": 1066,
|
| 4083 |
+
"appraisals": 278,
|
| 4084 |
+
"jan": 2055,
|
| 4085 |
+
"considered": 976,
|
| 4086 |
+
"valuation": 3855,
|
| 4087 |
+
"2katwnu": 61,
|
| 4088 |
+
"graphics": 1655,
|
| 4089 |
+
"excellent": 1364,
|
| 4090 |
+
"examples": 1362,
|
| 4091 |
+
"visualizing": 3883,
|
| 4092 |
+
"houstonafterharvey": 1851,
|
| 4093 |
+
"datajournalism": 1074,
|
| 4094 |
+
"twdb": 3773,
|
| 4095 |
+
"txwater": 3785,
|
| 4096 |
+
"infrastructure": 1982,
|
| 4097 |
+
"fatality": 1422,
|
| 4098 |
+
"injuries": 1986,
|
| 4099 |
+
"byrtconasvu": 675,
|
| 4100 |
+
"documents": 1201,
|
| 4101 |
+
"redesignated": 3019,
|
| 4102 |
+
"zones": 4083,
|
| 4103 |
+
"thewoodlands": 3643,
|
| 4104 |
+
"woodlandstx": 4012,
|
| 4105 |
+
"2bcdron": 57,
|
| 4106 |
+
"stat": 3429,
|
| 4107 |
+
"receding": 3001,
|
| 4108 |
+
"slammed": 3323,
|
| 4109 |
+
"byiodcrgvdy": 634,
|
| 4110 |
+
"current": 1049,
|
| 4111 |
+
"byruvnngw5k": 676
|
| 4112 |
+
}
|
| 4113 |
+
}
|
| 4114 |
+
}
|
topic_embeddings.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
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|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:424a94e26b16ecef876276c005189898d919d07bb1a2ba8b13741b304fdba860
|
| 3 |
+
size 16984
|
topics.json
ADDED
|
@@ -0,0 +1,1365 @@
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