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Browse files- .gitattributes +1 -0
- README.md +105 -0
- social_media_sentiment_datasets.csv +3 -0
- social_media_sentiment_datasets.parquet +3 -0
.gitattributes
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# Video files - compressed
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# Video files - compressed
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*.mp4 filter=lfs diff=lfs merge=lfs -text
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*.webm filter=lfs diff=lfs merge=lfs -text
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social_media_sentiment_datasets.csv filter=lfs diff=lfs merge=lfs -text
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README.md
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# Social Media Sentiment Datasets
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## Dataset Description
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Customer posts and complaints from social media platforms
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## Dataset Information
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- **Category**: Customer Experience and Sentiment
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- **Format**: CSV, Parquet
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- **Rows**: 150,000
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- **Columns**: 15
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- **Date Generated**: 2025-10-05
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- **Location**: `data/social_media_sentiment_datasets/`
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## Schema
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| Column | Type | Sample Values |
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|--------|------|---------------|
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| `post_id` | String | SM00000001 |
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| `timestamp` | Datetime | 2025-09-06 09:38:00 |
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| `platform` | String | LinkedIn |
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| `operator_mentioned` | String | Airtel |
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| `post_text` | String | Customer care resolved my issue quickly. Thank ... |
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| `sentiment` | String | positive |
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| `sentiment_score` | Float | 0.56 |
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| `likes_count` | Integer | 133 |
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| `retweets_shares` | Integer | 129 |
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| `comments_count` | Integer | 191 |
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| `reach` | Integer | 12047 |
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| `city_mentioned` | String | Ibadan |
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| `issue_category` | String | general |
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| `response_from_operator` | Boolean | False |
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| `response_time_hours` | Float | 46.0 |
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## Sample Data
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```
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post_id timestamp platform operator_mentioned post_text sentiment sentiment_score likes_count retweets_shares comments_count reach city_mentioned issue_category response_from_operator response_time_hours
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SM00000001 2025-09-06 09:38:00 LinkedIn Airtel Customer care resolved my issue quickly. Thank you @Airtel positive 0.56 133 129 191 12047 Ibadan None False NaN
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SM00000002 2025-09-28 07:42:00 LinkedIn Airtel 4G? More like 0G. Can't browse anything @Airtel negative -0.62 485 26 98 25431 Onitsha general False 46.0
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SM00000003 2025-10-01 20:04:00 LinkedIn MTN No network for 3 days now. What's happening @MTN? negative -0.31 512 131 187 4760 Ibadan network_quality False NaN
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```
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## Nigerian Context
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This dataset incorporates authentic Nigerian telecommunications characteristics:
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- **Geographic Coverage**: Major Nigerian cities including Lagos, Abuja, Kano, Port Harcourt, Ibadan
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- **Operators**: MTN, Airtel, Glo, 9mobile with realistic market shares
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- **Phone Numbers**: Nigerian format (+234 prefixes)
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- **Currency**: Nigerian Naira (NGN)
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- **Time Zone**: West Africa Time (WAT, UTC+1)
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- **Network Types**: 2G, 3G, 4G, 5G distribution
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## File Formats
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### CSV
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```
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data/social_media_sentiment_datasets/social_media_sentiment_datasets.csv
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```
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### Parquet (Recommended)
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```
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data/social_media_sentiment_datasets/social_media_sentiment_datasets.parquet
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```
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## Loading the Dataset
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### Python (Pandas)
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```python
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import pandas as pd
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# Load CSV
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df = pd.read_csv('data/social_media_sentiment_datasets/social_media_sentiment_datasets.csv')
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# Load Parquet (recommended for large datasets)
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df = pd.read_parquet('data/social_media_sentiment_datasets/social_media_sentiment_datasets.parquet')
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```
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### Python (PyArrow)
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```python
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import pyarrow.parquet as pq
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# Load Parquet
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table = pq.read_table('data/social_media_sentiment_datasets/social_media_sentiment_datasets.parquet')
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df = table.to_pandas()
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```
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## License
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MIT License - For educational and research purposes
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## Citation
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```
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Nigerian Telecom Datasets - Social Media Sentiment Datasets
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Generated: 2025-10-05
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Category: Customer Experience and Sentiment
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Rows: 150,000
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```
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## Related Datasets
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This dataset is part of the Nigerian Telecom Datasets collection, which includes 34 datasets covering network performance, customer behavior, financial transactions, infrastructure, geospatial data, customer experience, and emerging technologies.
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social_media_sentiment_datasets.csv
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version https://git-lfs.github.com/spec/v1
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oid sha256:3b50ce1c0ac4febc33aa9b2346f0988d9e6d56b786d75ed8b112788a202bd8b7
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size 21790124
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social_media_sentiment_datasets.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:f45dec33f191f7371d5dda2143b669268420f28d44d0d0cee8e98d9345083f2f
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size 3183672
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