CoolFace
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heyitskim1912/TopicModelling

sourceHugging Faceupdated 3y agoView on Hugging Face
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Model Card

tags:

  • —bertopic libraryname: bertopic pipelinetag: text-classification ---

TopicModelling

This is a BERTopic model. BERTopic is a flexible and modular topic modeling framework that allows for the generation of easily interpretable topics from large datasets.

Usage

To use this model, please install BERTopic:

pip install -U bertopic

You can use the model as follows:

python
from bertopic import BERTopic
topic_model = BERTopic.load("heyitskim1912/TopicModelling")

topic_model.get_topic_info()

Topic overview

  • —Number of topics: 36
  • —Number of training documents: 1845

<details> <summary>Click here for an overview of all topics.</summary>

Topic IDTopic KeywordsTopic FrequencyLabel
-1growth rate - immersive - subscriber - future - long term10Outliers
0expense growth - quarter versus - operating margin - lower expected - headwind564Decreased Operating Income and Higher Expenses
1going forward - pricing actions - weâ ve - latin america - subscriber base153Cost Drivers and Pricing Strategy
2distributed computing - process automation - windows 11 - power platform - active users146Digital Transformation
3strong prior - continued strength - benefiting - revenue increased - driven growth128Revenue Growth and Performance
4revenue growth - growth cable - growth sequentially - operating results - increased versus123Operating Results and Revenue Performance
5growth strategy - profitability - efficiencies - resilience - significant progress66Resilience and Growth Strategy in Challenging Times
6innovate - diversify - expanding opportunity - leveraging - customization50Driving Growth through Innovation and Expansion
7personalizing experiences - transformative - experiences make - unparalleled - human connection48Transforming Entertainment through Unparalleled Storytelling
8growth continued - strong job - demand strong - revenue growth - momentum microsoft45Sustained Growth and Engagement in Gaming and Office Consumer
9guidance provided - year 2022 - integration costs - reopening - based current31Forward-looking Statements and Cautionary Statements
10unwavering - reinvention - human connection - strategic investments - leadership team29Commitment to Reinvention and Partner Support
11disneyland paris - entire quarter - including shanghai - navigating - limited number27Impact of Pandemic on Disney Theme Parks
12staffing issues - shutdowns china - quarter diluted - onset pandemic - impacting26Supply Chain Disruptions and Inflationary Costs during Omicron Variant
13strong demand - really strong - growth driving - great content - opportunity market26Strong Demand and Increased Per Capita Spending
14improvement cloud - increased slightly - improvements azure - margin businesses - revenue mix25Improved Gross Margin Percentage in Cloud Services
15star wars - pixar - jungle cruise - franchises including - disney day25Upcoming Content Expansion and Exciting Releases
16consistently strong - continued growth - strong revenue - strong quarter - stellar performance25Revenue Growth and Performance
17optimize - believe prudent - singularly focused - enhancements - executing reinvention24Commitment to Reinvention and Partner Support
18customer experience - consumer products - iced coffee - coffee innovation - selling iced24Digital Engagement
19strong food - diverse customer - strategically manage - growth digital - marketing solutions21Audience Engagement
20espn advertising - continue perform - entertainment titles - nba finals - general entertainment20Sports Broadcasting and Streaming Success
21innovation driving - growth continued - drive healthy - advanced security - demand microsoft19Microsoft Windows Commercial Products and Cloud Services Growth
22revenue growth - segment revenue - enterprise services - productivity business - personal computing18Microsoft Revenue Outlook by Business Segments
23customizing - experience possible - connect enables - feel good - loyalty program18Digital Rewards and Enhanced Customer Experience
24strong annuity - significant growth - strong execution - demand strong - increased commitment17Microsoft Windows Commercial Products and Cloud Services Growth
25driven growth - rewards program - growth asia - new stores - business q417Expansion in China
26million subscriptions - million subscribers - sales mix - paid subscribers - q1 results16Continuous Growth of Subscriptions and ESPN+
27intensify - remain stable - stronger expected - fy2022 - anticipated half14Continuous Growth of Subscriptions and ESPN+
28increased slightly - increased constant - income increased - increased 22 - margin dollars14Significant Growth in Operating Income and Expenses
29resonating - windows 11 - disneyland paris - alluded - advertisers14Successful Launch of Disney+ Ad-Supported Subscription
30growing demand - increase versus - support growing - simplifying - fiscal 202313Investment in Cloud Services to Meet Growing Demand
31experiences make - accretive business - integrations teams - connect enables - metrics13Reinventing Retail Partner Experience for Growth
32excellence innovation - strong momentum - innovation audience - storytelling excellence - leading benefits13Driving Performance and Innovation through Strategic Investments
33metrics - non gaap - currency dollars - fiscal 2022 - constant currency12Currency-Based Outlook for Performance Forecasting
34robust demand - strong performance - driven growth - growth global - revenue increased11Strong Revenue Growth in Channel Development

</details>

Training hyperparameters

  • —calculate_probabilities: True
  • —language: None
  • —low_memory: False
  • —mintopicsize: 10
  • —ngramrange: (1, 1)
  • —nr_topics: None
  • —seedtopiclist: None
  • —topnwords: 10
  • —verbose: True

Framework versions

  • —Numpy: 1.22.4
  • —HDBSCAN: 0.8.29
  • —UMAP: 0.5.3
  • —Pandas: 1.5.3
  • —Scikit-Learn: 1.2.2
  • —Sentence-transformers: 2.2.2
  • —Transformers: 4.30.2
  • —Numba: 0.56.4
  • —Plotly: 5.13.1
  • —Python: 3.10.12