Datasets:
Update README.md
#4
by
timothywong731
- opened
README.md
CHANGED
|
@@ -1,3 +1,44 @@
|
|
| 1 |
-
---
|
| 2 |
-
license: apache-2.0
|
| 3 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
---
|
| 2 |
+
license: apache-2.0
|
| 3 |
+
language:
|
| 4 |
+
- en
|
| 5 |
+
tags:
|
| 6 |
+
- telecommunications
|
| 7 |
+
- mobile
|
| 8 |
+
- internet
|
| 9 |
+
- 4G
|
| 10 |
+
pretty_name: Synthetic Mobile Performance Dataset
|
| 11 |
+
size_categories:
|
| 12 |
+
- 10M<n<100M
|
| 13 |
+
---
|
| 14 |
+
|
| 15 |
+
|
| 16 |
+
# Dataset Card: Synthetic Mobile Network Performance
|
| 17 |
+
|
| 18 |
+
**Dataset Description**
|
| 19 |
+
|
| 20 |
+
This dataset contains synthetically generated mobile signal measurements designed to mirror real-world data in the UK. The data represents geolocated signal quality metrics from mobile devices, capturing a range of environmental and temporal conditions over several months in 2025.
|
| 21 |
+
|
| 22 |
+
All data has been anonymized, aggregated, and processed to protect user privacy. The synthetic dataset has undergone pre-processing, including coordinate validation and outlier removal.
|
| 23 |
+
|
| 24 |
+
**Fields**
|
| 25 |
+
|
| 26 |
+
The dataset contains the following columns:
|
| 27 |
+
|
| 28 |
+
* **timestamp**: (date) The date and time of the measurement, recorded in UTC.
|
| 29 |
+
* **unique_cell**: (string) A unique identifier for the mobile network cell to which the device was connected.
|
| 30 |
+
* **measurement_type_name**: (string) The type of measurement recorded. This column appears to be null in the provided sample.
|
| 31 |
+
* **in_outdoor_state**: (string) A categorical label indicating the predicted environment of the device, with values such as "Surely Indoor," "Probably Indoor," and "Surely Outdoor."
|
| 32 |
+
* **value**: (float) A numerical value associated with the measurement. The specific KPI this represents is not defined.
|
| 33 |
+
* **latitude**: (float) The latitude of the device's location at the time of measurement.
|
| 34 |
+
* **longitude**: (float) The longitude of the device's location at the time of measurement.
|
| 35 |
+
* **signal_level**: (float) The received signal strength, likely measured in dBm.
|
| 36 |
+
|
| 37 |
+
**Potential Uses**
|
| 38 |
+
|
| 39 |
+
This dataset is suitable for a variety of analyses, including:
|
| 40 |
+
|
| 41 |
+
* **Network Coverage Mapping**: Visualizing signal strength across different geographic areas to identify zones with strong or weak coverage.
|
| 42 |
+
* **Performance Analysis**: Correlating signal quality with factors like location (indoor/outdoor), time of day, and cell tower.
|
| 43 |
+
* **Mobility Pattern Simulation**: Understanding how user movement impacts network performance.
|
| 44 |
+
* **Machine Learning Model Training**: Developing models to predict signal quality based on location and environmental factors.
|