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Driving Dataset - HCILAB

A Dataset of Real World Driving to Assess Driver Workload

@kaggle.stefanogiannini_driving_dataset_hcilab

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About this Dataset

Driving Dataset - HCILAB

Driving a car is becoming increasingly complex. Many new features (e.g., for communication or entertainment) that can be used in addition to the primary task of driving a car increase the driver’s workload. Assessing the driver’s workload, however, is still a challenging task. A variety of means are explored which rather focus on experimental conditions than on real world scenarios (e.g., questionnaires). We focus on physiological data that may be assessed in an non-obtrusive way in the future and is therefore applicable in the real world. Hence, we conducted a real world driving experiment with 10 participants measuring a variety of physiological data as well as a post-hoc video rating session. We recorded all parameters and release the dataset to be publicly available for other research projects.

As a first analysis (see citation below) we used this data to analyze the differences in the workload in terms of road type as well as especially important parts of the route such as exits and on-ramps. Furthermore, we investigated the correlation between the objective assessed and subjective measured data.

Tables

Participant 1

@kaggle.stefanogiannini_driving_dataset_hcilab.participant_1
  • 4.55 MB
  • 232,575 rows
  • 22 columns
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CREATE TABLE participant_1 (
  "time_biotrace" VARCHAR,
  "time_videorating" VARCHAR,
  "time_light" VARCHAR,
  "time_accel" VARCHAR,
  "time_gps" VARCHAR,
  "accelx" DOUBLE,
  "accely" DOUBLE,
  "accelz" DOUBLE,
  "lightning" DOUBLE,
  "latitude_gps" DOUBLE,
  "longitude_gps" DOUBLE,
  "accuracy_gps" BIGINT,
  "altitude_gps" BIGINT,
  "speed_gps" DOUBLE,
  "bearing_gps" DOUBLE,
  "frame_videorating" BIGINT,
  "rating_videorating" BIGINT,
  "ecg" DOUBLE,
  "scr" DOUBLE,
  "temp" DOUBLE,
  "hr" DOUBLE,
  "hrv_lf" DOUBLE
);

Participant 10

@kaggle.stefanogiannini_driving_dataset_hcilab.participant_10
  • 5.17 MB
  • 243,583 rows
  • 22 columns
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CREATE TABLE participant_10 (
  "time_biotrace" VARCHAR,
  "time_videorating" VARCHAR,
  "time_light" VARCHAR,
  "time_accel" VARCHAR,
  "time_gps" VARCHAR,
  "accelx" DOUBLE,
  "accely" DOUBLE,
  "accelz" DOUBLE,
  "lightning" DOUBLE,
  "latitude_gps" DOUBLE,
  "longitude_gps" DOUBLE,
  "accuracy_gps" BIGINT,
  "altitude_gps" BIGINT,
  "speed_gps" DOUBLE,
  "bearing_gps" DOUBLE,
  "frame_videorating" BIGINT,
  "rating_videorating" BIGINT,
  "ecg" DOUBLE,
  "scr" DOUBLE,
  "temp" DOUBLE,
  "hr" DOUBLE,
  "hrv_lf" DOUBLE
);

Participant 10 Labeled

@kaggle.stefanogiannini_driving_dataset_hcilab.participant_10_labeled
  • 5.91 MB
  • 221,309 rows
  • 24 columns
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CREATE TABLE participant_10_labeled (
  "unnamed_0" BIGINT  -- Unnamed: 0,
  "time_biotrace" VARCHAR,
  "time_videorating" VARCHAR,
  "time_light" VARCHAR,
  "time_accel" VARCHAR,
  "time_gps" VARCHAR,
  "accelx" DOUBLE,
  "accely" DOUBLE,
  "accelz" DOUBLE,
  "lightning" DOUBLE,
  "latitude_gps" DOUBLE,
  "longitude_gps" DOUBLE,
  "accuracy_gps" BIGINT,
  "altitude_gps" BIGINT,
  "speed_gps" DOUBLE,
  "bearing_gps" DOUBLE,
  "frame_videorating" BIGINT,
  "rating_videorating" BIGINT,
  "ecg" DOUBLE,
  "scr" DOUBLE,
  "temp" DOUBLE,
  "hr" DOUBLE,
  "hrv_lf" DOUBLE,
  "target" VARCHAR
);

Participant 2

@kaggle.stefanogiannini_driving_dataset_hcilab.participant_2
  • 4.36 MB
  • 219,391 rows
  • 22 columns
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CREATE TABLE participant_2 (
  "time_biotrace" VARCHAR,
  "time_videorating" VARCHAR,
  "time_light" VARCHAR,
  "time_accel" VARCHAR,
  "time_gps" VARCHAR,
  "accelx" DOUBLE,
  "accely" DOUBLE,
  "accelz" DOUBLE,
  "lightning" DOUBLE,
  "latitude_gps" DOUBLE,
  "longitude_gps" DOUBLE,
  "accuracy_gps" BIGINT,
  "altitude_gps" BIGINT,
  "speed_gps" DOUBLE,
  "bearing_gps" DOUBLE,
  "frame_videorating" BIGINT,
  "rating_videorating" BIGINT,
  "ecg" DOUBLE,
  "scr" DOUBLE,
  "temp" DOUBLE,
  "hr" DOUBLE,
  "hrv_lf" DOUBLE
);

Participant 3

@kaggle.stefanogiannini_driving_dataset_hcilab.participant_3
  • 5.39 MB
  • 255,871 rows
  • 22 columns
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CREATE TABLE participant_3 (
  "time_biotrace" VARCHAR,
  "time_videorating" VARCHAR,
  "time_light" VARCHAR,
  "time_accel" VARCHAR,
  "time_gps" VARCHAR,
  "accelx" DOUBLE,
  "accely" DOUBLE,
  "accelz" DOUBLE,
  "lightning" DOUBLE,
  "latitude_gps" DOUBLE,
  "longitude_gps" DOUBLE,
  "accuracy_gps" BIGINT,
  "altitude_gps" BIGINT,
  "speed_gps" DOUBLE,
  "bearing_gps" DOUBLE,
  "frame_videorating" BIGINT,
  "rating_videorating" BIGINT,
  "ecg" DOUBLE,
  "scr" DOUBLE,
  "temp" DOUBLE,
  "hr" DOUBLE,
  "hrv_lf" DOUBLE
);

Participant 4

@kaggle.stefanogiannini_driving_dataset_hcilab.participant_4
  • 4.85 MB
  • 235,263 rows
  • 22 columns
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CREATE TABLE participant_4 (
  "time_biotrace" VARCHAR,
  "time_videorating" VARCHAR,
  "time_light" VARCHAR,
  "time_accel" VARCHAR,
  "time_gps" VARCHAR,
  "accelx" DOUBLE,
  "accely" DOUBLE,
  "accelz" DOUBLE,
  "lightning" DOUBLE,
  "latitude_gps" DOUBLE,
  "longitude_gps" DOUBLE,
  "accuracy_gps" BIGINT,
  "altitude_gps" BIGINT,
  "speed_gps" DOUBLE,
  "bearing_gps" DOUBLE,
  "frame_videorating" BIGINT,
  "rating_videorating" BIGINT,
  "ecg" DOUBLE,
  "scr" DOUBLE,
  "temp" DOUBLE,
  "hr" DOUBLE,
  "hrv_lf" DOUBLE
);

Participant 5

@kaggle.stefanogiannini_driving_dataset_hcilab.participant_5
  • 4.77 MB
  • 217,471 rows
  • 22 columns
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CREATE TABLE participant_5 (
  "time_biotrace" VARCHAR,
  "time_videorating" VARCHAR,
  "time_light" VARCHAR,
  "time_accel" VARCHAR,
  "time_gps" VARCHAR,
  "accelx" DOUBLE,
  "accely" DOUBLE,
  "accelz" DOUBLE,
  "lightning" DOUBLE,
  "latitude_gps" DOUBLE,
  "longitude_gps" DOUBLE,
  "accuracy_gps" BIGINT,
  "altitude_gps" BIGINT,
  "speed_gps" DOUBLE,
  "bearing_gps" DOUBLE,
  "frame_videorating" BIGINT,
  "rating_videorating" BIGINT,
  "ecg" DOUBLE,
  "scr" DOUBLE,
  "temp" DOUBLE,
  "hr" DOUBLE,
  "hrv_lf" DOUBLE
);

Participant 6

@kaggle.stefanogiannini_driving_dataset_hcilab.participant_6
  • 4.81 MB
  • 218,879 rows
  • 22 columns
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CREATE TABLE participant_6 (
  "time_biotrace" VARCHAR,
  "time_videorating" VARCHAR,
  "time_light" VARCHAR,
  "time_accel" VARCHAR,
  "time_gps" VARCHAR,
  "accelx" DOUBLE,
  "accely" DOUBLE,
  "accelz" DOUBLE,
  "lightning" DOUBLE,
  "latitude_gps" DOUBLE,
  "longitude_gps" DOUBLE,
  "accuracy_gps" BIGINT,
  "altitude_gps" BIGINT,
  "speed_gps" DOUBLE,
  "bearing_gps" DOUBLE,
  "frame_videorating" BIGINT,
  "rating_videorating" BIGINT,
  "ecg" DOUBLE,
  "scr" DOUBLE,
  "temp" DOUBLE,
  "hr" DOUBLE,
  "hrv_lf" DOUBLE
);

Participant 7

@kaggle.stefanogiannini_driving_dataset_hcilab.participant_7
  • 5.47 MB
  • 255,743 rows
  • 22 columns
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CREATE TABLE participant_7 (
  "time_biotrace" VARCHAR,
  "time_videorating" VARCHAR,
  "time_light" VARCHAR,
  "time_accel" VARCHAR,
  "time_gps" VARCHAR,
  "accelx" DOUBLE,
  "accely" DOUBLE,
  "accelz" DOUBLE,
  "lightning" DOUBLE,
  "latitude_gps" DOUBLE,
  "longitude_gps" DOUBLE,
  "accuracy_gps" BIGINT,
  "altitude_gps" BIGINT,
  "speed_gps" DOUBLE,
  "bearing_gps" DOUBLE,
  "frame_videorating" BIGINT,
  "rating_videorating" BIGINT,
  "ecg" DOUBLE,
  "scr" DOUBLE,
  "temp" DOUBLE,
  "hr" DOUBLE,
  "hrv_lf" DOUBLE
);

Participant 8

@kaggle.stefanogiannini_driving_dataset_hcilab.participant_8
  • 4.28 MB
  • 200,319 rows
  • 22 columns
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CREATE TABLE participant_8 (
  "time_biotrace" VARCHAR,
  "time_videorating" VARCHAR,
  "time_light" VARCHAR,
  "time_accel" VARCHAR,
  "time_gps" VARCHAR,
  "accelx" DOUBLE,
  "accely" DOUBLE,
  "accelz" DOUBLE,
  "lightning" DOUBLE,
  "latitude_gps" DOUBLE,
  "longitude_gps" DOUBLE,
  "accuracy_gps" BIGINT,
  "altitude_gps" BIGINT,
  "speed_gps" DOUBLE,
  "bearing_gps" DOUBLE,
  "frame_videorating" BIGINT,
  "rating_videorating" BIGINT,
  "ecg" DOUBLE,
  "scr" DOUBLE,
  "temp" DOUBLE,
  "hr" DOUBLE,
  "hrv_lf" DOUBLE
);

Participant 9

@kaggle.stefanogiannini_driving_dataset_hcilab.participant_9
  • 4.59 MB
  • 219,775 rows
  • 22 columns
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CREATE TABLE participant_9 (
  "time_biotrace" VARCHAR,
  "time_videorating" VARCHAR,
  "time_light" VARCHAR,
  "time_accel" VARCHAR,
  "time_gps" VARCHAR,
  "accelx" DOUBLE,
  "accely" DOUBLE,
  "accelz" DOUBLE,
  "lightning" DOUBLE,
  "latitude_gps" DOUBLE,
  "longitude_gps" DOUBLE,
  "accuracy_gps" BIGINT,
  "altitude_gps" BIGINT,
  "speed_gps" DOUBLE,
  "bearing_gps" DOUBLE,
  "frame_videorating" BIGINT,
  "rating_videorating" BIGINT,
  "ecg" DOUBLE,
  "scr" DOUBLE,
  "temp" DOUBLE,
  "hr" DOUBLE,
  "hrv_lf" DOUBLE
);

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