It is important to note the legal landscape regarding adult services in Sri Lanka: Vagrancy Ordinance Penal Code
: Unofficial "backpage" style sites that list personal advertisements. Social Media Comments badulla badu numbers verified
import pandas as pd df = pd.read_csv("badulla_badu_numbers.csv", parse_dates=["Date"], dayfirst=True) # Schema required = ["ID","Location","Category","Count","Date","Source"] missing = [c for c in required if c not in df.columns] # Type and range checks df["Count_num"] = pd.to_numeric(df["Count"], errors="coerce") negatives = df[df["Count_num"] < 0] missing_counts = df["Count_num"].isna().sum() # Duplicates dups = df[df.duplicated(subset=["ID"], keep=False)] # Aggregation total = df["Count_num"].sum() outliers = df[(df["Count_num"] - df["Count_num"].mean()).abs() > 3*df["Count_num"].std()] print(missing, len(df), missing_counts, len(negatives), len(dups), total, len(outliers)) It is important to note the legal landscape
. The term "badu" is a common Sinhala slang word used to refer to a prostitute or a person of loose character. : Badulla is a town and the capital
: Badulla is a town and the capital of the Badulla District in the Uva Province of Sri Lanka. It's known for its tea plantations and is often referred to as the "Uva Wellassa" region.
