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README.md

@@ -1,140 +1,104 @@
 ---
-dataset_info:
-- config_name: ai_tutoring_metrics
-  features:
-  - name: platform_name
-    dtype: string
-  - name: platform_type
-    dtype: string
-  - name: subject_focus
-    list: string
-  - name: total_registered_users
-    dtype: int64
-  - name: active_users_monthly
-    dtype: int64
-  - name: accuracy_rate_percentage
-    dtype: float32
-  - name: user_satisfaction_score
-    dtype: float32
-  - name: districts_using
-    dtype: int32
-  - name: teachers_trained
-    dtype: int32
-  splits:
-  - name: train
-    num_bytes: 108
-    num_examples: 1
-  download_size: 4917
-  dataset_size: 108
-- config_name: lms_market_data
-  features:
-  - name: year
-    dtype: int32
-  - name: quarter
-    dtype: string
-  - name: platform_name
-    dtype: string
-  - name: market_share_percentage
-    dtype: float32
-  - name: total_institutions
-    dtype: int32
-  - name: total_users
-    dtype: int64
-  - name: growth_rate_annual
-    dtype: float32
-  - name: geographic_scope
-    dtype: string
-  - name: data_source
-    dtype: string
-  splits:
-  - name: train
-    num_bytes: 92
-    num_examples: 1
-  download_size: 4462
-  dataset_size: 92
-- config_name: platform_profiles
-  features:
-  - name: platform_id
-    dtype: string
-  - name: platform_name
-    dtype: string
-  - name: vendor_company
-    dtype: string
-  - name: platform_type
-    dtype: string
-  - name: primary_subject_areas
-    list: string
-  - name: supported_grade_levels
-    list: string
-  - name: deployment_model
-    dtype: string
-  - name: pricing_model
-    dtype: string
-  - name: launch_year
-    dtype: int32
-  - name: last_updated
-    dtype: string
-  - name: platform_url
-    dtype: string
-  - name: description
-    dtype: string
-  - name: key_features
-    list: string
-  - name: accessibility_features
-    list: string
-  splits:
-  - name: train
-    num_bytes: 413
-    num_examples: 1
-  download_size: 8081
-  dataset_size: 413
-- config_name: screen_time_studies
-  features:
-  - name: study_id
-    dtype: string
-  - name: study_title
-    dtype: string
-  - name: publication_date
-    dtype: string
-  - name: sample_size
-    dtype: int32
-  - name: min_age
-    dtype: int32
-  - name: max_age
-    dtype: int32
-  - name: grade_levels_studied
-    list: string
-  - name: average_daily_screen_time_minutes
-    dtype: int32
-  - name: educational_screen_time_percentage
-    dtype: float32
-  - name: recreational_screen_time_percentage
-    dtype: float32
-  - name: methodology
-    dtype: string
-  - name: data_source
-    dtype: string
-  splits:
-  - name: train
-    num_bytes: 224
-    num_examples: 1
-  download_size: 6619
-  dataset_size: 224
-configs:
-- config_name: ai_tutoring_metrics
-  data_files:
-  - split: train
-    path: ai_tutoring_metrics/train-*
-- config_name: lms_market_data
-  data_files:
-  - split: train
-    path: lms_market_data/train-*
-- config_name: platform_profiles
-  data_files:
-  - split: train
-    path: platform_profiles/train-*
-- config_name: screen_time_studies
-  data_files:
-  - split: train
-    path: screen_time_studies/train-*
+license: mit
+task_categories:
+- tabular-classification
+- text-classification
+tags:
+- education
+- k12
+- edtech
+- digital-learning
+- lms
+- screen-time
+- ai-tutoring
+- educational-technology
+language:
+- en
+size_categories:
+- 1K<n<10K
 ---
+
+# K-12 Digital Learning Platforms Usage Dataset
+
+## Dataset Description
+
+This comprehensive dataset provides detailed information about digital learning platform usage, effectiveness, and trends in K-12 education. It covers Learning Management Systems (LMS), educational applications, AI tutoring systems, screen time impacts, and educational technology tools.
+
+### Dataset Summary
+
+- **Total Records**: 4
+- **Platforms Tracked**: 1
+- **Research Studies**: 1
+- **Market Data Points**: 1
+- **Geographic Scope**: United States and Canada
+- **Time Period**: 2020-2025
+
+## Dataset Structure
+
+### Categories
+
+1. **Platform Profiles**: Detailed information about educational platforms including features, pricing, and technical specifications
+2. **LMS Market Data**: Market share statistics, adoption rates, and competitive analysis
+3. **Screen Time Studies**: Research on screen time usage patterns and educational impacts
+4. **AI Tutoring Metrics**: Performance data and usage statistics for AI-powered tutoring systems
+5. **EdTech Tools**: Rankings, effectiveness data, and user feedback for educational technology tools
+
+### Data Sources
+
+- LearnPlatform by Instructure reports
+- Common Sense Media research studies
+- NCES (National Center for Education Statistics)
+- Academic research publications
+- Platform vendor statistics and reports
+- Market research organizations
+
+## Usage Examples
+
+### Research Applications
+- Educational technology effectiveness studies
+- Policy development and decision-making
+- Academic research on digital learning trends
+- Market analysis and competitive intelligence
+
+### Practical Applications
+- District technology planning and procurement
+- Platform evaluation and selection
+- Teacher training and professional development
+- Budget planning and cost analysis
+
+## Data Quality
+
+### Validation
+- Multi-source cross-validation
+- Automated quality checks
+- Expert review and curation
+- Regular accuracy audits
+
+### Limitations
+- Self-reported data limitations in some studies
+- Varying data collection methodologies across sources
+- Geographic bias toward North American data
+- Temporal lag in some research studies
+
+## Citation
+
+```bibtex
+@dataset{k12_digital_platforms_2025,
+  title={K-12 Digital Learning Platforms Usage Dataset},
+  author={Robworks Software},
+  organization={https://robworks.info},
+  year={2025},
+  publisher={Hugging Face},
+  url={https://huggingface.co/datasets/robworks-software/k12-digital-learning-platforms}
+}
+```
+
+## License
+
+This dataset is released under the MIT License. All data is collected from publicly available sources and processed to ensure privacy compliance.
+
+## Updates
+
+Dataset is updated monthly with new research studies, market data, and platform information.
+
+Last Updated: October 08, 2025