Dataset: Driving Behavior Dataset

About this Dataset

Driving Behavior Dataset

Context

Driver behavior is one of the most important aspects in the design, development, and application of Advanced Driving Assistance Systems (ADAS) and Intelligent Transportation Systems (ITS), which can be affected by many factors. If you are able to measure the driving style of your staff, there is a lot of actions you can take in order to improve fleet safety, global road safety as well as fuel efficiency and emissions.

Content

Dataset for modeling risky driver behaviors based on accelerometer (X,Y,Z axis in meters per second squared (m/s2)) and gyroscope (X,Y, Z axis in degrees per second (°/s) ) data.
Sampling Rate: Average 2 samples (rows) per second
Cars: Ford Fiesta 1.4, Ford Fiesta 1.25, Hyundai i20
Drivers: 3 different drivers with the ages of 27, 28 and 37
Driver Behaviors:
1.Sudden Acceleration (Class Label: 1)
2.Sudden Right Turn (Class Label: 2)
3.Sudden Left Turn (Class Label: 3)
4.Sudden Break (Class Label: 4)
Best Window Size: 14 seconds
Sensor: MPU6050
Device: Raspberry Pi 3 Model B

Acknowledgements

Yuksel, Asim; Atmaca, Şerafettin (2020), “Driving Behavior Dataset”, Mendeley Data, V2, doi: 10.17632/jj3tw8kj6h.2

Data set is available in below link-
Click here

Tables

Features 14

@kaggle.shashwatwork_driving_behavior_dataset.features_14

467.14 KB
1102 rows
61 columns


CREATE TABLE features_14 (
  "target" BIGINT,
  "accmeanx" DOUBLE,
  "accmeany" DOUBLE,
  "accmeanz" DOUBLE,
  "acccovx" DOUBLE,
  "acccovy" DOUBLE,
  "acccovz" DOUBLE,
  "accskewx" DOUBLE,
  "accskewy" DOUBLE,
  "accskewz" DOUBLE,
  "acckurtx" DOUBLE,
  "acckurty" DOUBLE,
  "acckurtz" DOUBLE,
  "accsumx" DOUBLE,
  "accsumy" DOUBLE,
  "accsumz" DOUBLE,
  "accminx" DOUBLE,
  "accminy" DOUBLE,
  "accminz" DOUBLE,
  "accmaxx" DOUBLE,
  "accmaxy" DOUBLE,
  "accmaxz" DOUBLE,
  "accvarx" DOUBLE,
  "accvary" DOUBLE,
  "accvarz" DOUBLE,
  "accmedianx" DOUBLE,
  "accmediany" DOUBLE,
  "accmedianz" DOUBLE,
  "accstdx" DOUBLE,
  "accstdy" DOUBLE,
  "accstdz" DOUBLE,
  "gyromeanx" DOUBLE,
  "gyromeany" DOUBLE,
  "gyromeanz" DOUBLE,
  "gyrocovx" DOUBLE,
  "gyrocovy" DOUBLE,
  "gyrocovz" DOUBLE,
  "gyroskewx" DOUBLE,
  "gyroskewy" DOUBLE,
  "gyroskewz" DOUBLE,
  "gyrosumx" DOUBLE,
  "gyrosumy" DOUBLE,
  "gyrosumz" DOUBLE,
  "gyrokurtx" DOUBLE,
  "gyrokurty" DOUBLE,
  "gyrokurtz" DOUBLE,
  "gyrominx" DOUBLE,
  "gyrominy" DOUBLE,
  "gyrominz" DOUBLE,
  "gyromaxx" DOUBLE,
  "gyromaxy" DOUBLE,
  "gyromaxz" DOUBLE,
  "gyrovarx" DOUBLE,
  "gyrovary" DOUBLE,
  "gyrovarz" DOUBLE,
  "gyromedianx" DOUBLE,
  "gyromediany" DOUBLE,
  "gyromedianz" DOUBLE,
  "gyrostdx" DOUBLE,
  "gyrostdy" DOUBLE,
  "gyrostdz" DOUBLE
);

Sensor Raw

@kaggle.shashwatwork_driving_behavior_dataset.sensor_raw

35.7 KB
1114 rows
7 columns


CREATE TABLE sensor_raw (
  "target_class" BIGINT,
  "gyrox" DOUBLE,
  "gyroy" DOUBLE,
  "gyroz" DOUBLE,
  "accx" DOUBLE,
  "accy" DOUBLE,
  "accz" DOUBLE
);

Sero Features 10

@kaggle.shashwatwork_driving_behavior_dataset.sero_features_10

467.14 KB
1102 rows
61 columns


CREATE TABLE sero_features_10 (
  "target" BIGINT,
  "accmeanx" DOUBLE,
  "accmeany" DOUBLE,
  "accmeanz" DOUBLE,
  "acccovx" DOUBLE,
  "acccovy" DOUBLE,
  "acccovz" DOUBLE,
  "accskewx" DOUBLE,
  "accskewy" DOUBLE,
  "accskewz" DOUBLE,
  "acckurtx" DOUBLE,
  "acckurty" DOUBLE,
  "acckurtz" DOUBLE,
  "accsumx" DOUBLE,
  "accsumy" DOUBLE,
  "accsumz" DOUBLE,
  "accminx" DOUBLE,
  "accminy" DOUBLE,
  "accminz" DOUBLE,
  "accmaxx" DOUBLE,
  "accmaxy" DOUBLE,
  "accmaxz" DOUBLE,
  "accvarx" DOUBLE,
  "accvary" DOUBLE,
  "accvarz" DOUBLE,
  "accmedianx" DOUBLE,
  "accmediany" DOUBLE,
  "accmedianz" DOUBLE,
  "accstdx" DOUBLE,
  "accstdy" DOUBLE,
  "accstdz" DOUBLE,
  "gyromeanx" DOUBLE,
  "gyromeany" DOUBLE,
  "gyromeanz" DOUBLE,
  "gyrocovx" DOUBLE,
  "gyrocovy" DOUBLE,
  "gyrocovz" DOUBLE,
  "gyroskewx" DOUBLE,
  "gyroskewy" DOUBLE,
  "gyroskewz" DOUBLE,
  "gyrosumx" DOUBLE,
  "gyrosumy" DOUBLE,
  "gyrosumz" DOUBLE,
  "gyrokurtx" DOUBLE,
  "gyrokurty" DOUBLE,
  "gyrokurtz" DOUBLE,
  "gyrominx" DOUBLE,
  "gyrominy" DOUBLE,
  "gyrominz" DOUBLE,
  "gyromaxx" DOUBLE,
  "gyromaxy" DOUBLE,
  "gyromaxz" DOUBLE,
  "gyrovarx" DOUBLE,
  "gyrovary" DOUBLE,
  "gyrovarz" DOUBLE,
  "gyromedianx" DOUBLE,
  "gyromediany" DOUBLE,
  "gyromedianz" DOUBLE,
  "gyrostdx" DOUBLE,
  "gyrostdy" DOUBLE,
  "gyrostdz" DOUBLE
);

Sero Features 11

@kaggle.shashwatwork_driving_behavior_dataset.sero_features_11

467.14 KB
1102 rows
61 columns


CREATE TABLE sero_features_11 (
  "target" BIGINT,
  "accmeanx" DOUBLE,
  "accmeany" DOUBLE,
  "accmeanz" DOUBLE,
  "acccovx" DOUBLE,
  "acccovy" DOUBLE,
  "acccovz" DOUBLE,
  "accskewx" DOUBLE,
  "accskewy" DOUBLE,
  "accskewz" DOUBLE,
  "acckurtx" DOUBLE,
  "acckurty" DOUBLE,
  "acckurtz" DOUBLE,
  "accsumx" DOUBLE,
  "accsumy" DOUBLE,
  "accsumz" DOUBLE,
  "accminx" DOUBLE,
  "accminy" DOUBLE,
  "accminz" DOUBLE,
  "accmaxx" DOUBLE,
  "accmaxy" DOUBLE,
  "accmaxz" DOUBLE,
  "accvarx" DOUBLE,
  "accvary" DOUBLE,
  "accvarz" DOUBLE,
  "accmedianx" DOUBLE,
  "accmediany" DOUBLE,
  "accmedianz" DOUBLE,
  "accstdx" DOUBLE,
  "accstdy" DOUBLE,
  "accstdz" DOUBLE,
  "gyromeanx" DOUBLE,
  "gyromeany" DOUBLE,
  "gyromeanz" DOUBLE,
  "gyrocovx" DOUBLE,
  "gyrocovy" DOUBLE,
  "gyrocovz" DOUBLE,
  "gyroskewx" DOUBLE,
  "gyroskewy" DOUBLE,
  "gyroskewz" DOUBLE,
  "gyrosumx" DOUBLE,
  "gyrosumy" DOUBLE,
  "gyrosumz" DOUBLE,
  "gyrokurtx" DOUBLE,
  "gyrokurty" DOUBLE,
  "gyrokurtz" DOUBLE,
  "gyrominx" DOUBLE,
  "gyrominy" DOUBLE,
  "gyrominz" DOUBLE,
  "gyromaxx" DOUBLE,
  "gyromaxy" DOUBLE,
  "gyromaxz" DOUBLE,
  "gyrovarx" DOUBLE,
  "gyrovary" DOUBLE,
  "gyrovarz" DOUBLE,
  "gyromedianx" DOUBLE,
  "gyromediany" DOUBLE,
  "gyromedianz" DOUBLE,
  "gyrostdx" DOUBLE,
  "gyrostdy" DOUBLE,
  "gyrostdz" DOUBLE
);

Sero Features 12

@kaggle.shashwatwork_driving_behavior_dataset.sero_features_12

467.14 KB
1102 rows
61 columns


CREATE TABLE sero_features_12 (
  "target" BIGINT,
  "accmeanx" DOUBLE,
  "accmeany" DOUBLE,
  "accmeanz" DOUBLE,
  "acccovx" DOUBLE,
  "acccovy" DOUBLE,
  "acccovz" DOUBLE,
  "accskewx" DOUBLE,
  "accskewy" DOUBLE,
  "accskewz" DOUBLE,
  "acckurtx" DOUBLE,
  "acckurty" DOUBLE,
  "acckurtz" DOUBLE,
  "accsumx" DOUBLE,
  "accsumy" DOUBLE,
  "accsumz" DOUBLE,
  "accminx" DOUBLE,
  "accminy" DOUBLE,
  "accminz" DOUBLE,
  "accmaxx" DOUBLE,
  "accmaxy" DOUBLE,
  "accmaxz" DOUBLE,
  "accvarx" DOUBLE,
  "accvary" DOUBLE,
  "accvarz" DOUBLE,
  "accmedianx" DOUBLE,
  "accmediany" DOUBLE,
  "accmedianz" DOUBLE,
  "accstdx" DOUBLE,
  "accstdy" DOUBLE,
  "accstdz" DOUBLE,
  "gyromeanx" DOUBLE,
  "gyromeany" DOUBLE,
  "gyromeanz" DOUBLE,
  "gyrocovx" DOUBLE,
  "gyrocovy" DOUBLE,
  "gyrocovz" DOUBLE,
  "gyroskewx" DOUBLE,
  "gyroskewy" DOUBLE,
  "gyroskewz" DOUBLE,
  "gyrosumx" DOUBLE,
  "gyrosumy" DOUBLE,
  "gyrosumz" DOUBLE,
  "gyrokurtx" DOUBLE,
  "gyrokurty" DOUBLE,
  "gyrokurtz" DOUBLE,
  "gyrominx" DOUBLE,
  "gyrominy" DOUBLE,
  "gyrominz" DOUBLE,
  "gyromaxx" DOUBLE,
  "gyromaxy" DOUBLE,
  "gyromaxz" DOUBLE,
  "gyrovarx" DOUBLE,
  "gyrovary" DOUBLE,
  "gyrovarz" DOUBLE,
  "gyromedianx" DOUBLE,
  "gyromediany" DOUBLE,
  "gyromedianz" DOUBLE,
  "gyrostdx" DOUBLE,
  "gyrostdy" DOUBLE,
  "gyrostdz" DOUBLE
);

Sero Features 13

@kaggle.shashwatwork_driving_behavior_dataset.sero_features_13

467.14 KB
1102 rows
61 columns


CREATE TABLE sero_features_13 (
  "target" BIGINT,
  "accmeanx" DOUBLE,
  "accmeany" DOUBLE,
  "accmeanz" DOUBLE,
  "acccovx" DOUBLE,
  "acccovy" DOUBLE,
  "acccovz" DOUBLE,
  "accskewx" DOUBLE,
  "accskewy" DOUBLE,
  "accskewz" DOUBLE,
  "acckurtx" DOUBLE,
  "acckurty" DOUBLE,
  "acckurtz" DOUBLE,
  "accsumx" DOUBLE,
  "accsumy" DOUBLE,
  "accsumz" DOUBLE,
  "accminx" DOUBLE,
  "accminy" DOUBLE,
  "accminz" DOUBLE,
  "accmaxx" DOUBLE,
  "accmaxy" DOUBLE,
  "accmaxz" DOUBLE,
  "accvarx" DOUBLE,
  "accvary" DOUBLE,
  "accvarz" DOUBLE,
  "accmedianx" DOUBLE,
  "accmediany" DOUBLE,
  "accmedianz" DOUBLE,
  "accstdx" DOUBLE,
  "accstdy" DOUBLE,
  "accstdz" DOUBLE,
  "gyromeanx" DOUBLE,
  "gyromeany" DOUBLE,
  "gyromeanz" DOUBLE,
  "gyrocovx" DOUBLE,
  "gyrocovy" DOUBLE,
  "gyrocovz" DOUBLE,
  "gyroskewx" DOUBLE,
  "gyroskewy" DOUBLE,
  "gyroskewz" DOUBLE,
  "gyrosumx" DOUBLE,
  "gyrosumy" DOUBLE,
  "gyrosumz" DOUBLE,
  "gyrokurtx" DOUBLE,
  "gyrokurty" DOUBLE,
  "gyrokurtz" DOUBLE,
  "gyrominx" DOUBLE,
  "gyrominy" DOUBLE,
  "gyrominz" DOUBLE,
  "gyromaxx" DOUBLE,
  "gyromaxy" DOUBLE,
  "gyromaxz" DOUBLE,
  "gyrovarx" DOUBLE,
  "gyrovary" DOUBLE,
  "gyrovarz" DOUBLE,
  "gyromedianx" DOUBLE,
  "gyromediany" DOUBLE,
  "gyromedianz" DOUBLE,
  "gyrostdx" DOUBLE,
  "gyrostdy" DOUBLE,
  "gyrostdz" DOUBLE
);

Sero Features 15

@kaggle.shashwatwork_driving_behavior_dataset.sero_features_15

467.14 KB
1102 rows
61 columns


CREATE TABLE sero_features_15 (
  "target" BIGINT,
  "accmeanx" DOUBLE,
  "accmeany" DOUBLE,
  "accmeanz" DOUBLE,
  "acccovx" DOUBLE,
  "acccovy" DOUBLE,
  "acccovz" DOUBLE,
  "accskewx" DOUBLE,
  "accskewy" DOUBLE,
  "accskewz" DOUBLE,
  "acckurtx" DOUBLE,
  "acckurty" DOUBLE,
  "acckurtz" DOUBLE,
  "accsumx" DOUBLE,
  "accsumy" DOUBLE,
  "accsumz" DOUBLE,
  "accminx" DOUBLE,
  "accminy" DOUBLE,
  "accminz" DOUBLE,
  "accmaxx" DOUBLE,
  "accmaxy" DOUBLE,
  "accmaxz" DOUBLE,
  "accvarx" DOUBLE,
  "accvary" DOUBLE,
  "accvarz" DOUBLE,
  "accmedianx" DOUBLE,
  "accmediany" DOUBLE,
  "accmedianz" DOUBLE,
  "accstdx" DOUBLE,
  "accstdy" DOUBLE,
  "accstdz" DOUBLE,
  "gyromeanx" DOUBLE,
  "gyromeany" DOUBLE,
  "gyromeanz" DOUBLE,
  "gyrocovx" DOUBLE,
  "gyrocovy" DOUBLE,
  "gyrocovz" DOUBLE,
  "gyroskewx" DOUBLE,
  "gyroskewy" DOUBLE,
  "gyroskewz" DOUBLE,
  "gyrosumx" DOUBLE,
  "gyrosumy" DOUBLE,
  "gyrosumz" DOUBLE,
  "gyrokurtx" DOUBLE,
  "gyrokurty" DOUBLE,
  "gyrokurtz" DOUBLE,
  "gyrominx" DOUBLE,
  "gyrominy" DOUBLE,
  "gyrominz" DOUBLE,
  "gyromaxx" DOUBLE,
  "gyromaxy" DOUBLE,
  "gyromaxz" DOUBLE,
  "gyrovarx" DOUBLE,
  "gyrovary" DOUBLE,
  "gyrovarz" DOUBLE,
  "gyromedianx" DOUBLE,
  "gyromediany" DOUBLE,
  "gyromedianz" DOUBLE,
  "gyrostdx" DOUBLE,
  "gyrostdy" DOUBLE,
  "gyrostdz" DOUBLE
);

Sero Features 16

@kaggle.shashwatwork_driving_behavior_dataset.sero_features_16

467.14 KB
1102 rows
61 columns


CREATE TABLE sero_features_16 (
  "target" BIGINT,
  "accmeanx" DOUBLE,
  "accmeany" DOUBLE,
  "accmeanz" DOUBLE,
  "acccovx" DOUBLE,
  "acccovy" DOUBLE,
  "acccovz" DOUBLE,
  "accskewx" DOUBLE,
  "accskewy" DOUBLE,
  "accskewz" DOUBLE,
  "acckurtx" DOUBLE,
  "acckurty" DOUBLE,
  "acckurtz" DOUBLE,
  "accsumx" DOUBLE,
  "accsumy" DOUBLE,
  "accsumz" DOUBLE,
  "accminx" DOUBLE,
  "accminy" DOUBLE,
  "accminz" DOUBLE,
  "accmaxx" DOUBLE,
  "accmaxy" DOUBLE,
  "accmaxz" DOUBLE,
  "accvarx" DOUBLE,
  "accvary" DOUBLE,
  "accvarz" DOUBLE,
  "accmedianx" DOUBLE,
  "accmediany" DOUBLE,
  "accmedianz" DOUBLE,
  "accstdx" DOUBLE,
  "accstdy" DOUBLE,
  "accstdz" DOUBLE,
  "gyromeanx" DOUBLE,
  "gyromeany" DOUBLE,
  "gyromeanz" DOUBLE,
  "gyrocovx" DOUBLE,
  "gyrocovy" DOUBLE,
  "gyrocovz" DOUBLE,
  "gyroskewx" DOUBLE,
  "gyroskewy" DOUBLE,
  "gyroskewz" DOUBLE,
  "gyrosumx" DOUBLE,
  "gyrosumy" DOUBLE,
  "gyrosumz" DOUBLE,
  "gyrokurtx" DOUBLE,
  "gyrokurty" DOUBLE,
  "gyrokurtz" DOUBLE,
  "gyrominx" DOUBLE,
  "gyrominy" DOUBLE,
  "gyrominz" DOUBLE,
  "gyromaxx" DOUBLE,
  "gyromaxy" DOUBLE,
  "gyromaxz" DOUBLE,
  "gyrovarx" DOUBLE,
  "gyrovary" DOUBLE,
  "gyrovarz" DOUBLE,
  "gyromedianx" DOUBLE,
  "gyromediany" DOUBLE,
  "gyromedianz" DOUBLE,
  "gyrostdx" DOUBLE,
  "gyrostdy" DOUBLE,
  "gyrostdz" DOUBLE
);

Sero Features 17

@kaggle.shashwatwork_driving_behavior_dataset.sero_features_17

467.14 KB
1102 rows
61 columns


CREATE TABLE sero_features_17 (
  "target" BIGINT,
  "accmeanx" DOUBLE,
  "accmeany" DOUBLE,
  "accmeanz" DOUBLE,
  "acccovx" DOUBLE,
  "acccovy" DOUBLE,
  "acccovz" DOUBLE,
  "accskewx" DOUBLE,
  "accskewy" DOUBLE,
  "accskewz" DOUBLE,
  "acckurtx" DOUBLE,
  "acckurty" DOUBLE,
  "acckurtz" DOUBLE,
  "accsumx" DOUBLE,
  "accsumy" DOUBLE,
  "accsumz" DOUBLE,
  "accminx" DOUBLE,
  "accminy" DOUBLE,
  "accminz" DOUBLE,
  "accmaxx" DOUBLE,
  "accmaxy" DOUBLE,
  "accmaxz" DOUBLE,
  "accvarx" DOUBLE,
  "accvary" DOUBLE,
  "accvarz" DOUBLE,
  "accmedianx" DOUBLE,
  "accmediany" DOUBLE,
  "accmedianz" DOUBLE,
  "accstdx" DOUBLE,
  "accstdy" DOUBLE,
  "accstdz" DOUBLE,
  "gyromeanx" DOUBLE,
  "gyromeany" DOUBLE,
  "gyromeanz" DOUBLE,
  "gyrocovx" DOUBLE,
  "gyrocovy" DOUBLE,
  "gyrocovz" DOUBLE,
  "gyroskewx" DOUBLE,
  "gyroskewy" DOUBLE,
  "gyroskewz" DOUBLE,
  "gyrosumx" DOUBLE,
  "gyrosumy" DOUBLE,
  "gyrosumz" DOUBLE,
  "gyrokurtx" DOUBLE,
  "gyrokurty" DOUBLE,
  "gyrokurtz" DOUBLE,
  "gyrominx" DOUBLE,
  "gyrominy" DOUBLE,
  "gyrominz" DOUBLE,
  "gyromaxx" DOUBLE,
  "gyromaxy" DOUBLE,
  "gyromaxz" DOUBLE,
  "gyrovarx" DOUBLE,
  "gyrovary" DOUBLE,
  "gyrovarz" DOUBLE,
  "gyromedianx" DOUBLE,
  "gyromediany" DOUBLE,
  "gyromedianz" DOUBLE,
  "gyrostdx" DOUBLE,
  "gyrostdy" DOUBLE,
  "gyrostdz" DOUBLE
);

Sero Features 18

@kaggle.shashwatwork_driving_behavior_dataset.sero_features_18

467.14 KB
1102 rows
61 columns


CREATE TABLE sero_features_18 (
  "target" BIGINT,
  "accmeanx" DOUBLE,
  "accmeany" DOUBLE,
  "accmeanz" DOUBLE,
  "acccovx" DOUBLE,
  "acccovy" DOUBLE,
  "acccovz" DOUBLE,
  "accskewx" DOUBLE,
  "accskewy" DOUBLE,
  "accskewz" DOUBLE,
  "acckurtx" DOUBLE,
  "acckurty" DOUBLE,
  "acckurtz" DOUBLE,
  "accsumx" DOUBLE,
  "accsumy" DOUBLE,
  "accsumz" DOUBLE,
  "accminx" DOUBLE,
  "accminy" DOUBLE,
  "accminz" DOUBLE,
  "accmaxx" DOUBLE,
  "accmaxy" DOUBLE,
  "accmaxz" DOUBLE,
  "accvarx" DOUBLE,
  "accvary" DOUBLE,
  "accvarz" DOUBLE,
  "accmedianx" DOUBLE,
  "accmediany" DOUBLE,
  "accmedianz" DOUBLE,
  "accstdx" DOUBLE,
  "accstdy" DOUBLE,
  "accstdz" DOUBLE,
  "gyromeanx" DOUBLE,
  "gyromeany" DOUBLE,
  "gyromeanz" DOUBLE,
  "gyrocovx" DOUBLE,
  "gyrocovy" DOUBLE,
  "gyrocovz" DOUBLE,
  "gyroskewx" DOUBLE,
  "gyroskewy" DOUBLE,
  "gyroskewz" DOUBLE,
  "gyrosumx" DOUBLE,
  "gyrosumy" DOUBLE,
  "gyrosumz" DOUBLE,
  "gyrokurtx" DOUBLE,
  "gyrokurty" DOUBLE,
  "gyrokurtz" DOUBLE,
  "gyrominx" DOUBLE,
  "gyrominy" DOUBLE,
  "gyrominz" DOUBLE,
  "gyromaxx" DOUBLE,
  "gyromaxy" DOUBLE,
  "gyromaxz" DOUBLE,
  "gyrovarx" DOUBLE,
  "gyrovary" DOUBLE,
  "gyrovarz" DOUBLE,
  "gyromedianx" DOUBLE,
  "gyromediany" DOUBLE,
  "gyromedianz" DOUBLE,
  "gyrostdx" DOUBLE,
  "gyrostdy" DOUBLE,
  "gyrostdz" DOUBLE
);

Sero Features 19

@kaggle.shashwatwork_driving_behavior_dataset.sero_features_19

467.14 KB
1102 rows
61 columns


CREATE TABLE sero_features_19 (
  "target" BIGINT,
  "accmeanx" DOUBLE,
  "accmeany" DOUBLE,
  "accmeanz" DOUBLE,
  "acccovx" DOUBLE,
  "acccovy" DOUBLE,
  "acccovz" DOUBLE,
  "accskewx" DOUBLE,
  "accskewy" DOUBLE,
  "accskewz" DOUBLE,
  "acckurtx" DOUBLE,
  "acckurty" DOUBLE,
  "acckurtz" DOUBLE,
  "accsumx" DOUBLE,
  "accsumy" DOUBLE,
  "accsumz" DOUBLE,
  "accminx" DOUBLE,
  "accminy" DOUBLE,
  "accminz" DOUBLE,
  "accmaxx" DOUBLE,
  "accmaxy" DOUBLE,
  "accmaxz" DOUBLE,
  "accvarx" DOUBLE,
  "accvary" DOUBLE,
  "accvarz" DOUBLE,
  "accmedianx" DOUBLE,
  "accmediany" DOUBLE,
  "accmedianz" DOUBLE,
  "accstdx" DOUBLE,
  "accstdy" DOUBLE,
  "accstdz" DOUBLE,
  "gyromeanx" DOUBLE,
  "gyromeany" DOUBLE,
  "gyromeanz" DOUBLE,
  "gyrocovx" DOUBLE,
  "gyrocovy" DOUBLE,
  "gyrocovz" DOUBLE,
  "gyroskewx" DOUBLE,
  "gyroskewy" DOUBLE,
  "gyroskewz" DOUBLE,
  "gyrosumx" DOUBLE,
  "gyrosumy" DOUBLE,
  "gyrosumz" DOUBLE,
  "gyrokurtx" DOUBLE,
  "gyrokurty" DOUBLE,
  "gyrokurtz" DOUBLE,
  "gyrominx" DOUBLE,
  "gyrominy" DOUBLE,
  "gyrominz" DOUBLE,
  "gyromaxx" DOUBLE,
  "gyromaxy" DOUBLE,
  "gyromaxz" DOUBLE,
  "gyrovarx" DOUBLE,
  "gyrovary" DOUBLE,
  "gyrovarz" DOUBLE,
  "gyromedianx" DOUBLE,
  "gyromediany" DOUBLE,
  "gyromedianz" DOUBLE,
  "gyrostdx" DOUBLE,
  "gyrostdy" DOUBLE,
  "gyrostdz" DOUBLE
);

Sero Features 20

@kaggle.shashwatwork_driving_behavior_dataset.sero_features_20

467.14 KB
1102 rows
61 columns


CREATE TABLE sero_features_20 (
  "target" BIGINT,
  "accmeanx" DOUBLE,
  "accmeany" DOUBLE,
  "accmeanz" DOUBLE,
  "acccovx" DOUBLE,
  "acccovy" DOUBLE,
  "acccovz" DOUBLE,
  "accskewx" DOUBLE,
  "accskewy" DOUBLE,
  "accskewz" DOUBLE,
  "acckurtx" DOUBLE,
  "acckurty" DOUBLE,
  "acckurtz" DOUBLE,
  "accsumx" DOUBLE,
  "accsumy" DOUBLE,
  "accsumz" DOUBLE,
  "accminx" DOUBLE,
  "accminy" DOUBLE,
  "accminz" DOUBLE,
  "accmaxx" DOUBLE,
  "accmaxy" DOUBLE,
  "accmaxz" DOUBLE,
  "accvarx" DOUBLE,
  "accvary" DOUBLE,
  "accvarz" DOUBLE,
  "accmedianx" DOUBLE,
  "accmediany" DOUBLE,
  "accmedianz" DOUBLE,
  "accstdx" DOUBLE,
  "accstdy" DOUBLE,
  "accstdz" DOUBLE,
  "gyromeanx" DOUBLE,
  "gyromeany" DOUBLE,
  "gyromeanz" DOUBLE,
  "gyrocovx" DOUBLE,
  "gyrocovy" DOUBLE,
  "gyrocovz" DOUBLE,
  "gyroskewx" DOUBLE,
  "gyroskewy" DOUBLE,
  "gyroskewz" DOUBLE,
  "gyrosumx" DOUBLE,
  "gyrosumy" DOUBLE,
  "gyrosumz" DOUBLE,
  "gyrokurtx" DOUBLE,
  "gyrokurty" DOUBLE,
  "gyrokurtz" DOUBLE,
  "gyrominx" DOUBLE,
  "gyrominy" DOUBLE,
  "gyrominz" DOUBLE,
  "gyromaxx" DOUBLE,
  "gyromaxy" DOUBLE,
  "gyromaxz" DOUBLE,
  "gyrovarx" DOUBLE,
  "gyrovary" DOUBLE,
  "gyrovarz" DOUBLE,
  "gyromedianx" DOUBLE,
  "gyromediany" DOUBLE,
  "gyromedianz" DOUBLE,
  "gyrostdx" DOUBLE,
  "gyrostdy" DOUBLE,
  "gyrostdz" DOUBLE
);

Sero Features 4

@kaggle.shashwatwork_driving_behavior_dataset.sero_features_4

467.14 KB
1102 rows
61 columns


CREATE TABLE sero_features_4 (
  "target" BIGINT,
  "accmeanx" DOUBLE,
  "accmeany" DOUBLE,
  "accmeanz" DOUBLE,
  "acccovx" DOUBLE,
  "acccovy" DOUBLE,
  "acccovz" DOUBLE,
  "accskewx" DOUBLE,
  "accskewy" DOUBLE,
  "accskewz" DOUBLE,
  "acckurtx" DOUBLE,
  "acckurty" DOUBLE,
  "acckurtz" DOUBLE,
  "accsumx" DOUBLE,
  "accsumy" DOUBLE,
  "accsumz" DOUBLE,
  "accminx" DOUBLE,
  "accminy" DOUBLE,
  "accminz" DOUBLE,
  "accmaxx" DOUBLE,
  "accmaxy" DOUBLE,
  "accmaxz" DOUBLE,
  "accvarx" DOUBLE,
  "accvary" DOUBLE,
  "accvarz" DOUBLE,
  "accmedianx" DOUBLE,
  "accmediany" DOUBLE,
  "accmedianz" DOUBLE,
  "accstdx" DOUBLE,
  "accstdy" DOUBLE,
  "accstdz" DOUBLE,
  "gyromeanx" DOUBLE,
  "gyromeany" DOUBLE,
  "gyromeanz" DOUBLE,
  "gyrocovx" DOUBLE,
  "gyrocovy" DOUBLE,
  "gyrocovz" DOUBLE,
  "gyroskewx" DOUBLE,
  "gyroskewy" DOUBLE,
  "gyroskewz" DOUBLE,
  "gyrosumx" DOUBLE,
  "gyrosumy" DOUBLE,
  "gyrosumz" DOUBLE,
  "gyrokurtx" DOUBLE,
  "gyrokurty" DOUBLE,
  "gyrokurtz" DOUBLE,
  "gyrominx" DOUBLE,
  "gyrominy" DOUBLE,
  "gyrominz" DOUBLE,
  "gyromaxx" DOUBLE,
  "gyromaxy" DOUBLE,
  "gyromaxz" DOUBLE,
  "gyrovarx" DOUBLE,
  "gyrovary" DOUBLE,
  "gyrovarz" DOUBLE,
  "gyromedianx" DOUBLE,
  "gyromediany" DOUBLE,
  "gyromedianz" DOUBLE,
  "gyrostdx" DOUBLE,
  "gyrostdy" DOUBLE,
  "gyrostdz" DOUBLE
);

Sero Features 5

@kaggle.shashwatwork_driving_behavior_dataset.sero_features_5

467.14 KB
1102 rows
61 columns


CREATE TABLE sero_features_5 (
  "target" BIGINT,
  "accmeanx" DOUBLE,
  "accmeany" DOUBLE,
  "accmeanz" DOUBLE,
  "acccovx" DOUBLE,
  "acccovy" DOUBLE,
  "acccovz" DOUBLE,
  "accskewx" DOUBLE,
  "accskewy" DOUBLE,
  "accskewz" DOUBLE,
  "acckurtx" DOUBLE,
  "acckurty" DOUBLE,
  "acckurtz" DOUBLE,
  "accsumx" DOUBLE,
  "accsumy" DOUBLE,
  "accsumz" DOUBLE,
  "accminx" DOUBLE,
  "accminy" DOUBLE,
  "accminz" DOUBLE,
  "accmaxx" DOUBLE,
  "accmaxy" DOUBLE,
  "accmaxz" DOUBLE,
  "accvarx" DOUBLE,
  "accvary" DOUBLE,
  "accvarz" DOUBLE,
  "accmedianx" DOUBLE,
  "accmediany" DOUBLE,
  "accmedianz" DOUBLE,
  "accstdx" DOUBLE,
  "accstdy" DOUBLE,
  "accstdz" DOUBLE,
  "gyromeanx" DOUBLE,
  "gyromeany" DOUBLE,
  "gyromeanz" DOUBLE,
  "gyrocovx" DOUBLE,
  "gyrocovy" DOUBLE,
  "gyrocovz" DOUBLE,
  "gyroskewx" DOUBLE,
  "gyroskewy" DOUBLE,
  "gyroskewz" DOUBLE,
  "gyrosumx" DOUBLE,
  "gyrosumy" DOUBLE,
  "gyrosumz" DOUBLE,
  "gyrokurtx" DOUBLE,
  "gyrokurty" DOUBLE,
  "gyrokurtz" DOUBLE,
  "gyrominx" DOUBLE,
  "gyrominy" DOUBLE,
  "gyrominz" DOUBLE,
  "gyromaxx" DOUBLE,
  "gyromaxy" DOUBLE,
  "gyromaxz" DOUBLE,
  "gyrovarx" DOUBLE,
  "gyrovary" DOUBLE,
  "gyrovarz" DOUBLE,
  "gyromedianx" DOUBLE,
  "gyromediany" DOUBLE,
  "gyromedianz" DOUBLE,
  "gyrostdx" DOUBLE,
  "gyrostdy" DOUBLE,
  "gyrostdz" DOUBLE
);

Sero Features 6

@kaggle.shashwatwork_driving_behavior_dataset.sero_features_6

467.14 KB
1102 rows
61 columns


CREATE TABLE sero_features_6 (
  "target" BIGINT,
  "accmeanx" DOUBLE,
  "accmeany" DOUBLE,
  "accmeanz" DOUBLE,
  "acccovx" DOUBLE,
  "acccovy" DOUBLE,
  "acccovz" DOUBLE,
  "accskewx" DOUBLE,
  "accskewy" DOUBLE,
  "accskewz" DOUBLE,
  "acckurtx" DOUBLE,
  "acckurty" DOUBLE,
  "acckurtz" DOUBLE,
  "accsumx" DOUBLE,
  "accsumy" DOUBLE,
  "accsumz" DOUBLE,
  "accminx" DOUBLE,
  "accminy" DOUBLE,
  "accminz" DOUBLE,
  "accmaxx" DOUBLE,
  "accmaxy" DOUBLE,
  "accmaxz" DOUBLE,
  "accvarx" DOUBLE,
  "accvary" DOUBLE,
  "accvarz" DOUBLE,
  "accmedianx" DOUBLE,
  "accmediany" DOUBLE,
  "accmedianz" DOUBLE,
  "accstdx" DOUBLE,
  "accstdy" DOUBLE,
  "accstdz" DOUBLE,
  "gyromeanx" DOUBLE,
  "gyromeany" DOUBLE,
  "gyromeanz" DOUBLE,
  "gyrocovx" DOUBLE,
  "gyrocovy" DOUBLE,
  "gyrocovz" DOUBLE,
  "gyroskewx" DOUBLE,
  "gyroskewy" DOUBLE,
  "gyroskewz" DOUBLE,
  "gyrosumx" DOUBLE,
  "gyrosumy" DOUBLE,
  "gyrosumz" DOUBLE,
  "gyrokurtx" DOUBLE,
  "gyrokurty" DOUBLE,
  "gyrokurtz" DOUBLE,
  "gyrominx" DOUBLE,
  "gyrominy" DOUBLE,
  "gyrominz" DOUBLE,
  "gyromaxx" DOUBLE,
  "gyromaxy" DOUBLE,
  "gyromaxz" DOUBLE,
  "gyrovarx" DOUBLE,
  "gyrovary" DOUBLE,
  "gyrovarz" DOUBLE,
  "gyromedianx" DOUBLE,
  "gyromediany" DOUBLE,
  "gyromedianz" DOUBLE,
  "gyrostdx" DOUBLE,
  "gyrostdy" DOUBLE,
  "gyrostdz" DOUBLE
);

Sero Features 7

@kaggle.shashwatwork_driving_behavior_dataset.sero_features_7

467.14 KB
1102 rows
61 columns


CREATE TABLE sero_features_7 (
  "target" BIGINT,
  "accmeanx" DOUBLE,
  "accmeany" DOUBLE,
  "accmeanz" DOUBLE,
  "acccovx" DOUBLE,
  "acccovy" DOUBLE,
  "acccovz" DOUBLE,
  "accskewx" DOUBLE,
  "accskewy" DOUBLE,
  "accskewz" DOUBLE,
  "acckurtx" DOUBLE,
  "acckurty" DOUBLE,
  "acckurtz" DOUBLE,
  "accsumx" DOUBLE,
  "accsumy" DOUBLE,
  "accsumz" DOUBLE,
  "accminx" DOUBLE,
  "accminy" DOUBLE,
  "accminz" DOUBLE,
  "accmaxx" DOUBLE,
  "accmaxy" DOUBLE,
  "accmaxz" DOUBLE,
  "accvarx" DOUBLE,
  "accvary" DOUBLE,
  "accvarz" DOUBLE,
  "accmedianx" DOUBLE,
  "accmediany" DOUBLE,
  "accmedianz" DOUBLE,
  "accstdx" DOUBLE,
  "accstdy" DOUBLE,
  "accstdz" DOUBLE,
  "gyromeanx" DOUBLE,
  "gyromeany" DOUBLE,
  "gyromeanz" DOUBLE,
  "gyrocovx" DOUBLE,
  "gyrocovy" DOUBLE,
  "gyrocovz" DOUBLE,
  "gyroskewx" DOUBLE,
  "gyroskewy" DOUBLE,
  "gyroskewz" DOUBLE,
  "gyrosumx" DOUBLE,
  "gyrosumy" DOUBLE,
  "gyrosumz" DOUBLE,
  "gyrokurtx" DOUBLE,
  "gyrokurty" DOUBLE,
  "gyrokurtz" DOUBLE,
  "gyrominx" DOUBLE,
  "gyrominy" DOUBLE,
  "gyrominz" DOUBLE,
  "gyromaxx" DOUBLE,
  "gyromaxy" DOUBLE,
  "gyromaxz" DOUBLE,
  "gyrovarx" DOUBLE,
  "gyrovary" DOUBLE,
  "gyrovarz" DOUBLE,
  "gyromedianx" DOUBLE,
  "gyromediany" DOUBLE,
  "gyromedianz" DOUBLE,
  "gyrostdx" DOUBLE,
  "gyrostdy" DOUBLE,
  "gyrostdz" DOUBLE
);

Sero Features 8

@kaggle.shashwatwork_driving_behavior_dataset.sero_features_8

467.14 KB
1102 rows
61 columns


CREATE TABLE sero_features_8 (
  "target" BIGINT,
  "accmeanx" DOUBLE,
  "accmeany" DOUBLE,
  "accmeanz" DOUBLE,
  "acccovx" DOUBLE,
  "acccovy" DOUBLE,
  "acccovz" DOUBLE,
  "accskewx" DOUBLE,
  "accskewy" DOUBLE,
  "accskewz" DOUBLE,
  "acckurtx" DOUBLE,
  "acckurty" DOUBLE,
  "acckurtz" DOUBLE,
  "accsumx" DOUBLE,
  "accsumy" DOUBLE,
  "accsumz" DOUBLE,
  "accminx" DOUBLE,
  "accminy" DOUBLE,
  "accminz" DOUBLE,
  "accmaxx" DOUBLE,
  "accmaxy" DOUBLE,
  "accmaxz" DOUBLE,
  "accvarx" DOUBLE,
  "accvary" DOUBLE,
  "accvarz" DOUBLE,
  "accmedianx" DOUBLE,
  "accmediany" DOUBLE,
  "accmedianz" DOUBLE,
  "accstdx" DOUBLE,
  "accstdy" DOUBLE,
  "accstdz" DOUBLE,
  "gyromeanx" DOUBLE,
  "gyromeany" DOUBLE,
  "gyromeanz" DOUBLE,
  "gyrocovx" DOUBLE,
  "gyrocovy" DOUBLE,
  "gyrocovz" DOUBLE,
  "gyroskewx" DOUBLE,
  "gyroskewy" DOUBLE,
  "gyroskewz" DOUBLE,
  "gyrosumx" DOUBLE,
  "gyrosumy" DOUBLE,
  "gyrosumz" DOUBLE,
  "gyrokurtx" DOUBLE,
  "gyrokurty" DOUBLE,
  "gyrokurtz" DOUBLE,
  "gyrominx" DOUBLE,
  "gyrominy" DOUBLE,
  "gyrominz" DOUBLE,
  "gyromaxx" DOUBLE,
  "gyromaxy" DOUBLE,
  "gyromaxz" DOUBLE,
  "gyrovarx" DOUBLE,
  "gyrovary" DOUBLE,
  "gyrovarz" DOUBLE,
  "gyromedianx" DOUBLE,
  "gyromediany" DOUBLE,
  "gyromedianz" DOUBLE,
  "gyrostdx" DOUBLE,
  "gyrostdy" DOUBLE,
  "gyrostdz" DOUBLE
);

Sero Features 9

@kaggle.shashwatwork_driving_behavior_dataset.sero_features_9

467.14 KB
1102 rows
61 columns


CREATE TABLE sero_features_9 (
  "target" BIGINT,
  "accmeanx" DOUBLE,
  "accmeany" DOUBLE,
  "accmeanz" DOUBLE,
  "acccovx" DOUBLE,
  "acccovy" DOUBLE,
  "acccovz" DOUBLE,
  "accskewx" DOUBLE,
  "accskewy" DOUBLE,
  "accskewz" DOUBLE,
  "acckurtx" DOUBLE,
  "acckurty" DOUBLE,
  "acckurtz" DOUBLE,
  "accsumx" DOUBLE,
  "accsumy" DOUBLE,
  "accsumz" DOUBLE,
  "accminx" DOUBLE,
  "accminy" DOUBLE,
  "accminz" DOUBLE,
  "accmaxx" DOUBLE,
  "accmaxy" DOUBLE,
  "accmaxz" DOUBLE,
  "accvarx" DOUBLE,
  "accvary" DOUBLE,
  "accvarz" DOUBLE,
  "accmedianx" DOUBLE,
  "accmediany" DOUBLE,
  "accmedianz" DOUBLE,
  "accstdx" DOUBLE,
  "accstdy" DOUBLE,
  "accstdz" DOUBLE,
  "gyromeanx" DOUBLE,
  "gyromeany" DOUBLE,
  "gyromeanz" DOUBLE,
  "gyrocovx" DOUBLE,
  "gyrocovy" DOUBLE,
  "gyrocovz" DOUBLE,
  "gyroskewx" DOUBLE,
  "gyroskewy" DOUBLE,
  "gyroskewz" DOUBLE,
  "gyrosumx" DOUBLE,
  "gyrosumy" DOUBLE,
  "gyrosumz" DOUBLE,
  "gyrokurtx" DOUBLE,
  "gyrokurty" DOUBLE,
  "gyrokurtz" DOUBLE,
  "gyrominx" DOUBLE,
  "gyrominy" DOUBLE,
  "gyrominz" DOUBLE,
  "gyromaxx" DOUBLE,
  "gyromaxy" DOUBLE,
  "gyromaxz" DOUBLE,
  "gyrovarx" DOUBLE,
  "gyrovary" DOUBLE,
  "gyrovarz" DOUBLE,
  "gyromedianx" DOUBLE,
  "gyromediany" DOUBLE,
  "gyromedianz" DOUBLE,
  "gyrostdx" DOUBLE,
  "gyrostdy" DOUBLE,
  "gyrostdz" DOUBLE
);