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. 2024 Jul 2;24(13):4313. doi: 10.3390/s24134313

Table 3.

Dataset variables.

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