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