electricsheepafrica/nigeria-education-course-recommendations

Nigeria - Course Recommendations

Dataset Description

AI-generated course recommendations with confidence scores and reasons.

Dataset Information

• Country: Nigeria
• Dataset Name: course_recommendations
• Total Records: 100,000
• Total Columns: 8
• File Size: 1.47 MB
• Format: Parquet (full data), CSV (sample)
• Generated: 2025-10-21T23:15:54.764202

Schema

Column	Data Type	Description
recommendation_id	object	Recommendation Id
student_id	object	Student Id
recommended_course	object	Recommended Course
recommendation_reason	object	Recommendation Reason
confidence_score	float64	Confidence Score
status	object	Status
recommendation_date	datetime64[ns]	Recommendation Date
country	object	Country

Sample Data

The dataset includes a 10,000-row sample in CSV format for quick exploration.

Data Quality

• Validation Status: ✅ Passed
• Missing Data: ~2-5% (realistic pattern)
• Data Type Enforcement: Strict
• Cross-Dataset Consistency: Maintained

Dependencies

• student_profiles
• assessment_scores

Usage Example

Python (Pandas)

import pandas as pd

# Load full dataset
df = pd.read_parquet('course_recommendations_full.parquet')
print(f"Loaded {len(df):,} records")
print(df.head())

# Load sample
df_sample = pd.read_csv('course_recommendations_sample.csv')
print(df_sample.describe())

Python (Hugging Face Datasets)

from datasets import load_dataset

# Load from Hugging Face
dataset = load_dataset('nigeria-education-course_recommendations')
df = dataset['train'].to_pandas()

Data Generation

This dataset was generated using statistical distributions based on:

• UNICEF education statistics for Nigeria
• World Bank development indicators
• Nigerian Ministry of Education data
• Realistic probability distributions

Note: This is synthetic data generated for research and testing purposes.

Related Datasets

This dataset is part of the Nigeria Education Datasets Collection (45 datasets total).

Browse the full collection: Nigeria Education Datasets

Citation

@dataset{nigeria_course_recommendations_2025,
  title={Nigeria Education Dataset: Course Recommendations},
  author={[Your Name/Organization]},
  year={2025},
  publisher={Hugging Face},
  url={https://huggingface.co/datasets/nigeria-education-course_recommendations}
}

License

[Specify your license]

Contact

[Your contact information]

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Part of: Nigeria Education Datasets Collection
Total Datasets: 45
Country: Nigeria 🇳🇬