Dataset: Biomechanical Features Of Orthopedic Patients

About this Dataset

Biomechanical Features Of Orthopedic Patients

Context

The data have been organized in two different but related classification tasks.

column_3C_weka.csv (file with three class labels)
- The first task consists in classifying patients as belonging to one out of three categories: Normal (100 patients), Disk Hernia (60 patients) or Spondylolisthesis (150 patients).
column_2C_weka.csv (file with two class labels)
- For the second task, the categories Disk Hernia and Spondylolisthesis were merged into a single category labelled as 'abnormal'. Thus, the second task consists in classifying patients as belonging to one out of two categories: Normal (100 patients) or Abnormal (210 patients).

Content

Field Descriptions:

Each patient is represented in the data set by six biomechanical attributes derived from the shape and orientation of the pelvis and lumbar spine (each one is a column):

pelvic incidence
pelvic tilt
lumbar lordosis angle
sacral slope
pelvic radius
grade of spondylolisthesis

Acknowledgements

The original dataset was downloaded from UCI ML repository:

Lichman, M. (2013). UCI Machine Learning Repository [http://archive.ics.uci.edu/ml]. Irvine, CA: University of California, School of Information and Computer Science

Files were converted to CSV

Inspiration

Use these biomechanical features to classify patients according to their labels

Tables

Column 2c Weka

@kaggle.uciml_biomechanical_features_of_orthopedic_patients.column_2c_weka

21.87 KB
310 rows
7 columns


CREATE TABLE column_2c_weka (
  "pelvic_incidence" DOUBLE,
  "pelvic_tilt_numeric" DOUBLE,
  "lumbar_lordosis_angle" DOUBLE,
  "sacral_slope" DOUBLE,
  "pelvic_radius" DOUBLE,
  "degree_spondylolisthesis" DOUBLE,
  "class" VARCHAR
);

Column 3c Weka

@kaggle.uciml_biomechanical_features_of_orthopedic_patients.column_3c_weka

21.85 KB
310 rows
7 columns


CREATE TABLE column_3c_weka (
  "pelvic_incidence" DOUBLE,
  "pelvic_tilt" DOUBLE,
  "lumbar_lordosis_angle" DOUBLE,
  "sacral_slope" DOUBLE,
  "pelvic_radius" DOUBLE,
  "degree_spondylolisthesis" DOUBLE,
  "class" VARCHAR
);