Table 3.
Row | Variable Name | Variable Explanation | Variable Type |
---|---|---|---|
1 | Code Number | Identifier for each power outage event. Each code is unique. It was removed during preprocessing. | Numerical |
2 | Level | Level of the outage. It was removed during preprocessing due to the uniform value of 1. | Numerical |
3 | Province | Geographic information about provinces, such as Manisa and Izmir. | Categorical |
4 | District | Geographic information about districts, such as Urla, Konak, Bergama, Bornova, Kula, and Soma. | Categorical |
5 | Power Grid Element | Information about power grid elements, such as field distribution box, subscriber facility, and distribution transformer. | Categorical |
6 | Power Grid Element Code | Code for the power grid element, utilized after being split for detailed information. | Categorical |
7 | Outage Cause Description | Description related to the cause of the outage, such as rain, fire, earthquake, and transformer maintenance work. | Categorical |
8 | Source | Source of the outage, such as distribution and transmission. | Categorical |
9 | Start Date and Time | Start date and time of each outage, such as 11.27.2022 08:47:45. It was removed during preprocessing. |
Timestamp |
10 | End Date and Time | End date and time of each outage, such as 11.27.2022 09:20:00. It was removed during preprocessing. | Timestamp |
11 | Outage Duration (Numeric) | Duration of power outage in hours; for example, 0.55 refers to 33 min. It is the difference between the “Start Date and Time” and “End Date and Time” features. It was removed during preprocessing. | Numerical |
12 | Outage Duration (Categoric) | Duration of power outage, performed discretization while preprocessing into categories, such as very short (0–1 h), short (1–2 h), medium (2–4 h), and long (more than 4 h), based on the “Outage Duration (Numeric)” feature. This feature was selected as the target. | Categorical |
13 | Cause Type | The main reason for the outage event, such as external factors, security concerns, or operator-related issues. | Categorical |
14 | Notification | Status of the outage, whether with or without notification. | Categorical |
15 | Urban LV | Low voltage level in the urban area in the power outage event. | Numerical |
16 | Urban HV | High voltage level in the urban area in the power outage event. | Numerical |
17 | Suburban LV | Low voltage level in the suburban area in the power outage event. | Numerical |
18 | Suburban HV | High voltage level in the suburban area in the power outage event. | Numerical |
19 | Rural LV | Low voltage level in the rural area in the power outage event. | Numerical |
20 | Rural HV | High voltage level in the rural area in the power outage event. | Numerical |
21 | Total Urban LV | Total amount of low voltage level in the urban area in the power outage event. | Numerical |
22 | Total Urban HV | Total amount of high voltage level in the urban area in the power outage event. | Numerical |
23 | Total Suburban LV | Total amount of low voltage level in the suburban area in the power outage event. | Numerical |
24 | Total Suburban HV | Total amount of high voltage level in the suburban area in the power outage event. | Numerical |
25 | Total Rural LV | Total amount of low voltage level in the rural area in the power outage event. | Numerical |
26 | Total Rural HV | Total amount of high voltage level in the rural area in the power outage event. | Numerical |