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nataliecastro
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BERTopic-gemini-summary

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BERTopic
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nataliecastro commited on
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Original commit for gemini clustered summaries.

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Files changed (6) hide show
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  4. ctfidf_config.json +0 -0
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+
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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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+
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+ # BERTopic-gemini-summary
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+
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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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+
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+ ## Usage
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+
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+ To use this model, please install BERTopic:
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+
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+ ```
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+ pip install -U bertopic
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+ ```
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+
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+ You can use the model as follows:
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+
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+ ```python
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+ from bertopic import BERTopic
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+ topic_model = BERTopic.load("nataliecastro/BERTopic-gemini-summary")
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+ topic_model.get_topic_info()
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+ ```
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+
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+ ## Topic overview
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+
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+ * Number of topics: 37
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+ * Number of training documents: 3500
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+
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+ <details>
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+ <summary>Click here for an overview of all topics.</summary>
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+
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+ | Topic ID | Topic Keywords | Topic Frequency | Label |
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+ |----------|----------------|-----------------|-------|
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+ | 5 | and - the - you - to - of | 114 | 5_and_the_you_to |
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+ | 8 | board - the - that - policy - to | 72 | 8_board_the_that_policy |
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+ | 11 | the - and - salary - to - of | 49 | 11_the_and_salary_to |
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+ | 12 | the - board - of - and - greeley | 45 | 12_the_board_of_and |
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+ | 14 | technology - policy - use - to - privacy | 40 | 14_technology_policy_use_to |
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+ | 15 | and - schools - the - principal - school | 39 | 15_and_schools_the_principal |
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+ | 16 | that - we - the - and - to | 37 | 16_that_we_the_and |
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+ | 17 | audit - financial - the - statements - of | 33 | 17_audit_financial_the_statements |
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+ | 28 | start - school - time - day - to | 18 | 28_start_school_time_day |
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+ | 29 | color - of - diversity - and - the | 17 | 29_color_of_diversity_and |
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+ | 30 | and - speaker - the - to - that | 17 | 30_and_speaker_the_to |
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+ | 31 | volunteers - the - and - of - their | 16 | 31_volunteers_the_and_of |
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+ | 32 | enrollment - growth - in - housing - the | 16 | 32_enrollment_growth_in_housing |
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+ </details>
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