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heyitskim1912
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TopicModelling

Text Classification
BERTopic
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  1. README.md +103 -0
  2. config.json +14 -0
  3. topic_embeddings.safetensors +3 -0
  4. topics.json +3661 -0
README.md ADDED
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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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+ # TopicModelling
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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:
17
+
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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:
23
+
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+ ```python
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+ from bertopic import BERTopic
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+ topic_model = BERTopic.load("heyitskim1912/TopicModelling")
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+
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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: 36
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+ * Number of training documents: 1845
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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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+ | -1 | growth rate - immersive - subscriber - future - long term | 10 | Outliers |
42
+ | 0 | expense growth - quarter versus - operating margin - lower expected - headwind | 564 | Decreased Operating Income and Higher Expenses |
43
+ | 1 | going forward - pricing actions - weâ ve - latin america - subscriber base | 153 | Cost Drivers and Pricing Strategy |
44
+ | 2 | distributed computing - process automation - windows 11 - power platform - active users | 146 | Digital Transformation |
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+ | 3 | strong prior - continued strength - benefiting - revenue increased - driven growth | 128 | Revenue Growth and Performance |
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+ | 4 | revenue growth - growth cable - growth sequentially - operating results - increased versus | 123 | Operating Results and Revenue Performance |
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+ | 5 | growth strategy - profitability - efficiencies - resilience - significant progress | 66 | Resilience and Growth Strategy in Challenging Times |
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+ | 6 | innovate - diversify - expanding opportunity - leveraging - customization | 50 | Driving Growth through Innovation and Expansion |
49
+ | 7 | personalizing experiences - transformative - experiences make - unparalleled - human connection | 48 | Transforming Entertainment through Unparalleled Storytelling |
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+ | 8 | growth continued - strong job - demand strong - revenue growth - momentum microsoft | 45 | Sustained Growth and Engagement in Gaming and Office Consumer |
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+ | 9 | guidance provided - year 2022 - integration costs - reopening - based current | 31 | Forward-looking Statements and Cautionary Statements |
52
+ | 10 | unwavering - reinvention - human connection - strategic investments - leadership team | 29 | Commitment to Reinvention and Partner Support |
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+ | 11 | disneyland paris - entire quarter - including shanghai - navigating - limited number | 27 | Impact of Pandemic on Disney Theme Parks |
54
+ | 12 | staffing issues - shutdowns china - quarter diluted - onset pandemic - impacting | 26 | Supply Chain Disruptions and Inflationary Costs during Omicron Variant |
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+ | 13 | strong demand - really strong - growth driving - great content - opportunity market | 26 | Strong Demand and Increased Per Capita Spending |
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+ | 14 | improvement cloud - increased slightly - improvements azure - margin businesses - revenue mix | 25 | Improved Gross Margin Percentage in Cloud Services |
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+ | 15 | star wars - pixar - jungle cruise - franchises including - disney day | 25 | Upcoming Content Expansion and Exciting Releases |
58
+ | 16 | consistently strong - continued growth - strong revenue - strong quarter - stellar performance | 25 | Revenue Growth and Performance |
59
+ | 17 | optimize - believe prudent - singularly focused - enhancements - executing reinvention | 24 | Commitment to Reinvention and Partner Support |
60
+ | 18 | customer experience - consumer products - iced coffee - coffee innovation - selling iced | 24 | Digital Engagement |
61
+ | 19 | strong food - diverse customer - strategically manage - growth digital - marketing solutions | 21 | Audience Engagement |
62
+ | 20 | espn advertising - continue perform - entertainment titles - nba finals - general entertainment | 20 | Sports Broadcasting and Streaming Success |
63
+ | 21 | innovation driving - growth continued - drive healthy - advanced security - demand microsoft | 19 | Microsoft Windows Commercial Products and Cloud Services Growth |
64
+ | 22 | revenue growth - segment revenue - enterprise services - productivity business - personal computing | 18 | Microsoft Revenue Outlook by Business Segments |
65
+ | 23 | customizing - experience possible - connect enables - feel good - loyalty program | 18 | Digital Rewards and Enhanced Customer Experience |
66
+ | 24 | strong annuity - significant growth - strong execution - demand strong - increased commitment | 17 | Microsoft Windows Commercial Products and Cloud Services Growth |
67
+ | 25 | driven growth - rewards program - growth asia - new stores - business q4 | 17 | Expansion in China |
68
+ | 26 | million subscriptions - million subscribers - sales mix - paid subscribers - q1 results | 16 | Continuous Growth of Subscriptions and ESPN+ |
69
+ | 27 | intensify - remain stable - stronger expected - fy2022 - anticipated half | 14 | Continuous Growth of Subscriptions and ESPN+ |
70
+ | 28 | increased slightly - increased constant - income increased - increased 22 - margin dollars | 14 | Significant Growth in Operating Income and Expenses |
71
+ | 29 | resonating - windows 11 - disneyland paris - alluded - advertisers | 14 | Successful Launch of Disney+ Ad-Supported Subscription |
72
+ | 30 | growing demand - increase versus - support growing - simplifying - fiscal 2023 | 13 | Investment in Cloud Services to Meet Growing Demand |
73
+ | 31 | experiences make - accretive business - integrations teams - connect enables - metrics | 13 | Reinventing Retail Partner Experience for Growth |
74
+ | 32 | excellence innovation - strong momentum - innovation audience - storytelling excellence - leading benefits | 13 | Driving Performance and Innovation through Strategic Investments |
75
+ | 33 | metrics - non gaap - currency dollars - fiscal 2022 - constant currency | 12 | Currency-Based Outlook for Performance Forecasting |
76
+ | 34 | robust demand - strong performance - driven growth - growth global - revenue increased | 11 | Strong Revenue Growth in Channel Development |
77
+
78
+ </details>
79
+
80
+ ## Training hyperparameters
81
+
82
+ * calculate_probabilities: True
83
+ * language: None
84
+ * low_memory: False
85
+ * min_topic_size: 10
86
+ * n_gram_range: (1, 1)
87
+ * nr_topics: None
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+ * seed_topic_list: None
89
+ * top_n_words: 10
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+ * verbose: True
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+
92
+ ## Framework versions
93
+
94
+ * Numpy: 1.22.4
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+ * HDBSCAN: 0.8.29
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+ * UMAP: 0.5.3
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+ * Pandas: 1.5.3
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+ * Scikit-Learn: 1.2.2
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+ * Sentence-transformers: 2.2.2
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+ * Transformers: 4.30.2
101
+ * Numba: 0.56.4
102
+ * Plotly: 5.13.1
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+ * Python: 3.10.12
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+ "nr_topics": null,
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+ "top_n_words": 10,
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3586
+ "1": "1_going forward_pricing actions_we\u00e2 ve_latin america",
3587
+ "2": "2_distributed computing_process automation_windows 11_power platform",
3588
+ "3": "3_strong prior_continued strength_benefiting_revenue increased",
3589
+ "4": "4_revenue growth_growth cable_growth sequentially_operating results",
3590
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3591
+ "6": "6_innovate_diversify_expanding opportunity_leveraging",
3592
+ "7": "7_personalizing experiences_transformative_experiences make_unparalleled",
3593
+ "8": "8_growth continued_strong job_demand strong_revenue growth",
3594
+ "9": "9_guidance provided_year 2022_integration costs_reopening",
3595
+ "10": "10_unwavering_reinvention_human connection_strategic investments",
3596
+ "11": "11_disneyland paris_entire quarter_including shanghai_navigating",
3597
+ "12": "12_staffing issues_shutdowns china_quarter diluted_onset pandemic",
3598
+ "13": "13_strong demand_really strong_growth driving_great content",
3599
+ "14": "14_improvement cloud_increased slightly_improvements azure_margin businesses",
3600
+ "15": "15_star wars_pixar_jungle cruise_franchises including",
3601
+ "16": "16_consistently strong_continued growth_strong revenue_strong quarter",
3602
+ "17": "17_optimize_believe prudent_singularly focused_enhancements",
3603
+ "18": "18_customer experience_consumer products_iced coffee_coffee innovation",
3604
+ "19": "19_strong food_diverse customer_strategically manage_growth digital",
3605
+ "20": "20_espn advertising_continue perform_entertainment titles_nba finals",
3606
+ "21": "21_innovation driving_growth continued_drive healthy_advanced security",
3607
+ "22": "22_revenue growth_segment revenue_enterprise services_productivity business",
3608
+ "23": "23_customizing_experience possible_connect enables_feel good",
3609
+ "24": "24_strong annuity_significant growth_strong execution_demand strong",
3610
+ "25": "25_driven growth_rewards program_growth asia_new stores",
3611
+ "26": "26_million subscriptions_million subscribers_sales mix_paid subscribers",
3612
+ "27": "27_intensify_remain stable_stronger expected_fy2022",
3613
+ "28": "28_increased slightly_increased constant_income increased_increased 22",
3614
+ "29": "29_resonating_windows 11_disneyland paris_alluded",
3615
+ "30": "30_growing demand_increase versus_support growing_simplifying",
3616
+ "31": "31_experiences make_accretive business_integrations teams_connect enables",
3617
+ "32": "32_excellence innovation_strong momentum_innovation audience_storytelling excellence",
3618
+ "33": "33_metrics_non gaap_currency dollars_fiscal 2022",
3619
+ "34": "34_robust demand_strong performance_driven growth_growth global"
3620
+ },
3621
+ "custom_labels": [
3622
+ "Outliers",
3623
+ "Decreased Operating Income and Higher Expenses",
3624
+ "Cost Drivers and Pricing Strategy",
3625
+ "Digital Transformation",
3626
+ "Revenue Growth and Performance",
3627
+ "Operating Results and Revenue Performance",
3628
+ "Resilience and Growth Strategy in Challenging Times",
3629
+ "Driving Growth through Innovation and Expansion",
3630
+ "Transforming Entertainment through Unparalleled Storytelling",
3631
+ "Sustained Growth and Engagement in Gaming and Office Consumer",
3632
+ "Forward-looking Statements and Cautionary Statements",
3633
+ "Commitment to Reinvention and Partner Support",
3634
+ "Impact of Pandemic on Disney Theme Parks",
3635
+ "Supply Chain Disruptions and Inflationary Costs during Omicron Variant",
3636
+ "Strong Demand and Increased Per Capita Spending",
3637
+ "Improved Gross Margin Percentage in Cloud Services",
3638
+ "Upcoming Content Expansion and Exciting Releases",
3639
+ "Revenue Growth and Performance",
3640
+ "Commitment to Reinvention and Partner Support",
3641
+ "Digital Engagement",
3642
+ "Audience Engagement",
3643
+ "Sports Broadcasting and Streaming Success",
3644
+ "Microsoft Windows Commercial Products and Cloud Services Growth",
3645
+ "Microsoft Revenue Outlook by Business Segments",
3646
+ "Digital Rewards and Enhanced Customer Experience",
3647
+ "Microsoft Windows Commercial Products and Cloud Services Growth",
3648
+ "Expansion in China",
3649
+ "Continuous Growth of Subscriptions and ESPN+",
3650
+ "Continuous Growth of Subscriptions and ESPN+",
3651
+ "Significant Growth in Operating Income and Expenses",
3652
+ "Successful Launch of Disney+ Ad-Supported Subscription",
3653
+ "Investment in Cloud Services to Meet Growing Demand",
3654
+ "Reinventing Retail Partner Experience for Growth",
3655
+ "Driving Performance and Innovation through Strategic Investments",
3656
+ "Currency-Based Outlook for Performance Forecasting",
3657
+ "Strong Revenue Growth in Channel Development"
3658
+ ],
3659
+ "_outliers": 1,
3660
+ "topic_aspects": {}
3661
+ }