Augmented dataset of patient appointments in Brazil 2016 with holiday & weather
Dataset Description
This dataset contains patient appointment information for Brazil in 2016, augmented with holiday-related features. The original dataset includes columns such as PatientId, AppointmentID, Gender, ScheduledDay, AppointmentDay, Age, Neighbourhood, Scholarship, Hypertension, Diabetes, Alcoholism, Handicap, SMS_received, and No-show.
Additional features added in this dataset:
Transformation—feature extraction
AppointmentDay, ScheduledDay, Year, Month, Buffer_Days
Creating Behavioral Features:
Total_appointments
total_appointments, previous_appointments, previous_no_shows, previous_show, previous_show_count, patient_no_show_rate, patient_no_show_rate
API weather: Medical No-Show Dataset with Weather Context and Scraping website
- is_rainy_day
- Holiday Date: the date of the holiday if applicable
- HolidayName: name of the holiday
- HolidayType: type of holiday (National, Observance, etc.)
- IsHoliday: 1 if the appointment falls on a holiday, 0 otherwise
- DayOfWeek: name of the day
- IsWeekend: 1 if the appointment is on Saturday or Sunday
- DaysToHoliday: number of days to the nearest holiday
- IsBeforeHoliday: 1 if the appointment is 1 day before a holiday
- IsAfterHoliday: 1 if the appointment is 1 day after a holiday
- IsLongWeekend: 1 if the appointment is part of a long weekend
Potential uses:
- Exploratory data analysis
- Predictive modeling for no-show behavior
- Understanding impact of holidays and weekends on patient attendance
All dates are in 2016 and correspond to Brazilian holidays.
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