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LogisticEnsembles (version 1.0.2)

Cervical_cancer: Cervical_cancer-This data set predicts a patient's risk of cervical cancer based on behavior reports

Description

"The dataset was collected at 'Hospital Universitario de Caracas' in Caracas, Venezuela. The dataset comprises demographic information, habits, and historic medical records of 858 patients. Several patients decided not to answer some of the questions because of privacy concerns (missing values)." I cleaned up the data so there are no missing data points, nor any NAs.

This data set has 858 observations of 34 variables. The 34th column, 'Biopsy' is the target column.
Age

Age

Number.of.sexual.partners

Number of reported sexual partners

First.sexual.intercourse

Age at first sexual intercourse

Num.of.pregnancies

Reported number of pregnancies

Smokes

Whether the subject smokes

Smokes..years.

The number of years the subject reported smoking

Smokes..packs.year.

The number of packs of cigarettes the subject reports smoking each year

Hormonal.Contraceptives

If the subject is using hormonal contraceptives

Hormonal.Contraceptives..years.

Number of years the subject reports using hormonal contraceptives

IUD

Does the subject use an IUD?

IUD..years.

Number of years the subject reports using an IUD

STDs

Does the patient have STDs?

STDs..number.

Number of STDs

STDs.condylomatosis

Does the patient have condylomatosis?

STDs.cervical.condylomatosis

Does the patient have cervical condylomatosis?

STDs.vaginal.condylomatosis

Does the patient have vaginal condylomatosis?

STDs.vulvo.perineal.condylomatosis

Does the patient have vulvo perineal condylomatosis?

STDs.syphilis

Does the patient have Syphilis?

STDs.pelvic.inflammatory.disease

Does the patient have pelvic inflammatory disease?

STDs.genital.herpes

Does the patient have genitial herpes?

STDs.molluscum.contagiosum

Does the patient have molluscum contagiosum?

AIDS

Does the patient have AIDS?

STDs.Hepatitis.B

Does the patient have hepatitis B?

STDs..Number.of.diagnosis

Number of diagnoses of STDs

Dx.Cancer

Does the patient have a diagnosis of cancer?

Dx.CIN

Does the patient have a diagnosis of CIN?

Dx.HPV

Does the patient have a diagnosis of HPV?

Dx

What is the patient's diagnosis?

Hinselmann

Hinselmann

Schiller

Schiller

Citology

Citology

Biopsy

The target column, 1 = yes, 0 = no

Usage

Cervical_cancer

Arguments

Format

An object of class data.frame with 858 rows and 34 columns.