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:

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
Click here for an overview of all topics.
Topic ID Topic Keywords Topic Frequency Label
-1 growth rate - immersive - subscriber - future - long term 10 Outliers
0 expense growth - quarter versus - operating margin - lower expected - headwind 564 Decreased Operating Income and Higher Expenses
1 going forward - pricing actions - weâ ve - latin america - subscriber base 153 Cost Drivers and Pricing Strategy
2 distributed computing - process automation - windows 11 - power platform - active users 146 Digital Transformation
3 strong prior - continued strength - benefiting - revenue increased - driven growth 128 Revenue Growth and Performance
4 revenue growth - growth cable - growth sequentially - operating results - increased versus 123 Operating Results and Revenue Performance
5 growth strategy - profitability - efficiencies - resilience - significant progress 66 Resilience and Growth Strategy in Challenging Times
6 innovate - diversify - expanding opportunity - leveraging - customization 50 Driving Growth through Innovation and Expansion
7 personalizing experiences - transformative - experiences make - unparalleled - human connection 48 Transforming Entertainment through Unparalleled Storytelling
8 growth continued - strong job - demand strong - revenue growth - momentum microsoft 45 Sustained Growth and Engagement in Gaming and Office Consumer
9 guidance provided - year 2022 - integration costs - reopening - based current 31 Forward-looking Statements and Cautionary Statements
10 unwavering - reinvention - human connection - strategic investments - leadership team 29 Commitment to Reinvention and Partner Support
11 disneyland paris - entire quarter - including shanghai - navigating - limited number 27 Impact of Pandemic on Disney Theme Parks
12 staffing issues - shutdowns china - quarter diluted - onset pandemic - impacting 26 Supply Chain Disruptions and Inflationary Costs during Omicron Variant
13 strong demand - really strong - growth driving - great content - opportunity market 26 Strong Demand and Increased Per Capita Spending
14 improvement cloud - increased slightly - improvements azure - margin businesses - revenue mix 25 Improved Gross Margin Percentage in Cloud Services
15 star wars - pixar - jungle cruise - franchises including - disney day 25 Upcoming Content Expansion and Exciting Releases
16 consistently strong - continued growth - strong revenue - strong quarter - stellar performance 25 Revenue Growth and Performance
17 optimize - believe prudent - singularly focused - enhancements - executing reinvention 24 Commitment to Reinvention and Partner Support
18 customer experience - consumer products - iced coffee - coffee innovation - selling iced 24 Digital Engagement
19 strong food - diverse customer - strategically manage - growth digital - marketing solutions 21 Audience Engagement
20 espn advertising - continue perform - entertainment titles - nba finals - general entertainment 20 Sports Broadcasting and Streaming Success
21 innovation driving - growth continued - drive healthy - advanced security - demand microsoft 19 Microsoft Windows Commercial Products and Cloud Services Growth
22 revenue growth - segment revenue - enterprise services - productivity business - personal computing 18 Microsoft Revenue Outlook by Business Segments
23 customizing - experience possible - connect enables - feel good - loyalty program 18 Digital Rewards and Enhanced Customer Experience
24 strong annuity - significant growth - strong execution - demand strong - increased commitment 17 Microsoft Windows Commercial Products and Cloud Services Growth
25 driven growth - rewards program - growth asia - new stores - business q4 17 Expansion in China
26 million subscriptions - million subscribers - sales mix - paid subscribers - q1 results 16 Continuous Growth of Subscriptions and ESPN+
27 intensify - remain stable - stronger expected - fy2022 - anticipated half 14 Continuous Growth of Subscriptions and ESPN+
28 increased slightly - increased constant - income increased - increased 22 - margin dollars 14 Significant Growth in Operating Income and Expenses
29 resonating - windows 11 - disneyland paris - alluded - advertisers 14 Successful Launch of Disney+ Ad-Supported Subscription
30 growing demand - increase versus - support growing - simplifying - fiscal 2023 13 Investment in Cloud Services to Meet Growing Demand
31 experiences make - accretive business - integrations teams - connect enables - metrics 13 Reinventing Retail Partner Experience for Growth
32 excellence innovation - strong momentum - innovation audience - storytelling excellence - leading benefits 13 Driving Performance and Innovation through Strategic Investments
33 metrics - non gaap - currency dollars - fiscal 2022 - constant currency 12 Currency-Based Outlook for Performance Forecasting
34 robust demand - strong performance - driven growth - growth global - revenue increased 11 Strong Revenue Growth in Channel Development

Training hyperparameters

  • calculate_probabilities: True
  • language: None
  • low_memory: False
  • min_topic_size: 10
  • n_gram_range: (1, 1)
  • nr_topics: None
  • seed_topic_list: None
  • top_n_words: 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
Downloads last month
11
Inference Examples
This model does not have enough activity to be deployed to Inference API (serverless) yet. Increase its social visibility and check back later, or deploy to Inference Endpoints (dedicated) instead.