Name: Sensor Based (American) Sign Language Recognition
Creator: Kaggle
License: http://opendatacommons.org/licenses/odbl/1.0/

About this Dataset

Sensor Based (American) Sign Language Recognition

This dataset features detailed sensor data from smart gloves designed to translate sign language into spoken language. The gloves were equipped with 5 flex sensors and a "Grove - 6 - Axis Accelerometer & Gyroscope" for each hand. The dataset consists of different files, each recorded by a different individual, showcasing a variety of hand movements and signs. Key features include:
- Flex-Left/Right-p-Frame-n : Measures the degree of flexion for each finger over 20 frames, with 'n' indicating the frame and 'p' the finger number.
- Acceleration-X/Y/Z-Left/Right-Frame-n : Captures the hand's acceleration in 3D space across 20 frames.
- Orientation-X/Y/Z-Left/Right-Frame-n : Details the hand's orientation in 3D space for each frame.
So for each hand, there are 3 types of measurements (Flex, Acceleration, Orientation), each with 3 axes (X, Y, Z) for Acceleration and Orientation, and 5 measurements for Flex (one per finger), resulting in 11 measurements per hand per frame. Multiplied by 20 frames, and then doubled for both hands, this amounts to 440 columns. Additionally, there's a "SIGN" column, which is the target for each data entry, identifying the specific sign language gesture.

Each recording in the dataset represents a sequence of 20 frames, capturing detailed motion for both left and right hands.

This dataset is not yet complete and is still being collected.

Tables

Pause Sign

@kaggle.mouadfiali_sensor_based_american_sign_language_recognition.pause_sign

568.7 kB
300 rows
441 columns

CREATE TABLE pause_sign (
  "flex_left_1_frame_1" BIGINT,
  "flex_left_1_frame_2" BIGINT,
  "flex_left_1_frame_3" BIGINT,
  "flex_left_1_frame_4" BIGINT,
  "flex_left_1_frame_5" BIGINT,
  "flex_left_1_frame_6" BIGINT,
  "flex_left_1_frame_7" BIGINT,
  "flex_left_1_frame_8" BIGINT,
  "flex_left_1_frame_9" BIGINT,
  "flex_left_1_frame_10" BIGINT,
  "flex_left_1_frame_11" BIGINT,
  "flex_left_1_frame_12" BIGINT,
  "flex_left_1_frame_13" BIGINT,
  "flex_left_1_frame_14" BIGINT,
  "flex_left_1_frame_15" BIGINT,
  "flex_left_1_frame_16" BIGINT,
  "flex_left_1_frame_17" BIGINT,
  "flex_left_1_frame_18" BIGINT,
  "flex_left_1_frame_19" BIGINT,
  "flex_left_1_frame_20" BIGINT,
  "flex_left_2_frame_1" BIGINT,
  "flex_left_2_frame_2" BIGINT,
  "flex_left_2_frame_3" BIGINT,
  "flex_left_2_frame_4" BIGINT,
  "flex_left_2_frame_5" BIGINT,
  "flex_left_2_frame_6" BIGINT,
  "flex_left_2_frame_7" BIGINT,
  "flex_left_2_frame_8" BIGINT,
  "flex_left_2_frame_9" BIGINT,
  "flex_left_2_frame_10" BIGINT,
  "flex_left_2_frame_11" BIGINT,
  "flex_left_2_frame_12" BIGINT,
  "flex_left_2_frame_13" BIGINT,
  "flex_left_2_frame_14" BIGINT,
  "flex_left_2_frame_15" BIGINT,
  "flex_left_2_frame_16" BIGINT,
  "flex_left_2_frame_17" BIGINT,
  "flex_left_2_frame_18" BIGINT,
  "flex_left_2_frame_19" BIGINT,
  "flex_left_2_frame_20" BIGINT,
  "flex_left_3_frame_1" BIGINT,
  "flex_left_3_frame_2" BIGINT,
  "flex_left_3_frame_3" BIGINT,
  "flex_left_3_frame_4" BIGINT,
  "flex_left_3_frame_5" BIGINT,
  "flex_left_3_frame_6" BIGINT,
  "flex_left_3_frame_7" BIGINT,
  "flex_left_3_frame_8" BIGINT,
  "flex_left_3_frame_9" BIGINT,
  "flex_left_3_frame_10" BIGINT,
  "flex_left_3_frame_11" BIGINT,
  "flex_left_3_frame_12" BIGINT,
  "flex_left_3_frame_13" BIGINT,
  "flex_left_3_frame_14" BIGINT,
  "flex_left_3_frame_15" BIGINT,
  "flex_left_3_frame_16" BIGINT,
  "flex_left_3_frame_17" BIGINT,
  "flex_left_3_frame_18" BIGINT,
  "flex_left_3_frame_19" BIGINT,
  "flex_left_3_frame_20" BIGINT,
  "flex_left_4_frame_1" BIGINT,
  "flex_left_4_frame_2" BIGINT,
  "flex_left_4_frame_3" BIGINT,
  "flex_left_4_frame_4" BIGINT,
  "flex_left_4_frame_5" BIGINT,
  "flex_left_4_frame_6" BIGINT,
  "flex_left_4_frame_7" BIGINT,
  "flex_left_4_frame_8" BIGINT,
  "flex_left_4_frame_9" BIGINT,
  "flex_left_4_frame_10" BIGINT,
  "flex_left_4_frame_11" BIGINT,
  "flex_left_4_frame_12" BIGINT,
  "flex_left_4_frame_13" BIGINT,
  "flex_left_4_frame_14" BIGINT,
  "flex_left_4_frame_15" BIGINT,
  "flex_left_4_frame_16" BIGINT,
  "flex_left_4_frame_17" BIGINT,
  "flex_left_4_frame_18" BIGINT,
  "flex_left_4_frame_19" BIGINT,
  "flex_left_4_frame_20" BIGINT,
  "flex_left_5_frame_1" BIGINT,
  "flex_left_5_frame_2" BIGINT,
  "flex_left_5_frame_3" BIGINT,
  "flex_left_5_frame_4" BIGINT,
  "flex_left_5_frame_5" BIGINT,
  "flex_left_5_frame_6" BIGINT,
  "flex_left_5_frame_7" BIGINT,
  "flex_left_5_frame_8" BIGINT,
  "flex_left_5_frame_9" BIGINT,
  "flex_left_5_frame_10" BIGINT,
  "flex_left_5_frame_11" BIGINT,
  "flex_left_5_frame_12" BIGINT,
  "flex_left_5_frame_13" BIGINT,
  "flex_left_5_frame_14" BIGINT,
  "flex_left_5_frame_15" BIGINT,
  "flex_left_5_frame_16" BIGINT,
  "flex_left_5_frame_17" BIGINT,
  "flex_left_5_frame_18" BIGINT,
  "flex_left_5_frame_19" BIGINT,
  "flex_left_5_frame_20" BIGINT
);

Sensor Data 4

@kaggle.mouadfiali_sensor_based_american_sign_language_recognition.sensor_data_4

847.58 kB
499 rows
441 columns

CREATE TABLE sensor_data_4 (
  "flex_left_1_frame_1" BIGINT,
  "flex_left_1_frame_2" BIGINT,
  "flex_left_1_frame_3" BIGINT,
  "flex_left_1_frame_4" BIGINT,
  "flex_left_1_frame_5" BIGINT,
  "flex_left_1_frame_6" BIGINT,
  "flex_left_1_frame_7" BIGINT,
  "flex_left_1_frame_8" BIGINT,
  "flex_left_1_frame_9" BIGINT,
  "flex_left_1_frame_10" BIGINT,
  "flex_left_1_frame_11" BIGINT,
  "flex_left_1_frame_12" BIGINT,
  "flex_left_1_frame_13" BIGINT,
  "flex_left_1_frame_14" BIGINT,
  "flex_left_1_frame_15" BIGINT,
  "flex_left_1_frame_16" BIGINT,
  "flex_left_1_frame_17" BIGINT,
  "flex_left_1_frame_18" BIGINT,
  "flex_left_1_frame_19" BIGINT,
  "flex_left_1_frame_20" BIGINT,
  "flex_left_2_frame_1" BIGINT,
  "flex_left_2_frame_2" BIGINT,
  "flex_left_2_frame_3" BIGINT,
  "flex_left_2_frame_4" BIGINT,
  "flex_left_2_frame_5" BIGINT,
  "flex_left_2_frame_6" BIGINT,
  "flex_left_2_frame_7" BIGINT,
  "flex_left_2_frame_8" BIGINT,
  "flex_left_2_frame_9" BIGINT,
  "flex_left_2_frame_10" BIGINT,
  "flex_left_2_frame_11" BIGINT,
  "flex_left_2_frame_12" BIGINT,
  "flex_left_2_frame_13" BIGINT,
  "flex_left_2_frame_14" BIGINT,
  "flex_left_2_frame_15" BIGINT,
  "flex_left_2_frame_16" BIGINT,
  "flex_left_2_frame_17" BIGINT,
  "flex_left_2_frame_18" BIGINT,
  "flex_left_2_frame_19" BIGINT,
  "flex_left_2_frame_20" BIGINT,
  "flex_left_3_frame_1" BIGINT,
  "flex_left_3_frame_2" BIGINT,
  "flex_left_3_frame_3" BIGINT,
  "flex_left_3_frame_4" BIGINT,
  "flex_left_3_frame_5" BIGINT,
  "flex_left_3_frame_6" BIGINT,
  "flex_left_3_frame_7" BIGINT,
  "flex_left_3_frame_8" BIGINT,
  "flex_left_3_frame_9" BIGINT,
  "flex_left_3_frame_10" BIGINT,
  "flex_left_3_frame_11" BIGINT,
  "flex_left_3_frame_12" BIGINT,
  "flex_left_3_frame_13" BIGINT,
  "flex_left_3_frame_14" BIGINT,
  "flex_left_3_frame_15" BIGINT,
  "flex_left_3_frame_16" BIGINT,
  "flex_left_3_frame_17" BIGINT,
  "flex_left_3_frame_18" BIGINT,
  "flex_left_3_frame_19" BIGINT,
  "flex_left_3_frame_20" BIGINT,
  "flex_left_4_frame_1" BIGINT,
  "flex_left_4_frame_2" BIGINT,
  "flex_left_4_frame_3" BIGINT,
  "flex_left_4_frame_4" BIGINT,
  "flex_left_4_frame_5" BIGINT,
  "flex_left_4_frame_6" BIGINT,
  "flex_left_4_frame_7" BIGINT,
  "flex_left_4_frame_8" BIGINT,
  "flex_left_4_frame_9" BIGINT,
  "flex_left_4_frame_10" BIGINT,
  "flex_left_4_frame_11" BIGINT,
  "flex_left_4_frame_12" BIGINT,
  "flex_left_4_frame_13" BIGINT,
  "flex_left_4_frame_14" BIGINT,
  "flex_left_4_frame_15" BIGINT,
  "flex_left_4_frame_16" BIGINT,
  "flex_left_4_frame_17" BIGINT,
  "flex_left_4_frame_18" BIGINT,
  "flex_left_4_frame_19" BIGINT,
  "flex_left_4_frame_20" BIGINT,
  "flex_left_5_frame_1" BIGINT,
  "flex_left_5_frame_2" BIGINT,
  "flex_left_5_frame_3" BIGINT,
  "flex_left_5_frame_4" BIGINT,
  "flex_left_5_frame_5" BIGINT,
  "flex_left_5_frame_6" BIGINT,
  "flex_left_5_frame_7" BIGINT,
  "flex_left_5_frame_8" BIGINT,
  "flex_left_5_frame_9" BIGINT,
  "flex_left_5_frame_10" BIGINT,
  "flex_left_5_frame_11" BIGINT,
  "flex_left_5_frame_12" BIGINT,
  "flex_left_5_frame_13" BIGINT,
  "flex_left_5_frame_14" BIGINT,
  "flex_left_5_frame_15" BIGINT,
  "flex_left_5_frame_16" BIGINT,
  "flex_left_5_frame_17" BIGINT,
  "flex_left_5_frame_18" BIGINT,
  "flex_left_5_frame_19" BIGINT,
  "flex_left_5_frame_20" BIGINT
);

Sensors Data 1

@kaggle.mouadfiali_sensor_based_american_sign_language_recognition.sensors_data_1

932.15 kB
593 rows
441 columns

CREATE TABLE sensors_data_1 (
  "flex_left_1_frame_1" BIGINT,
  "flex_left_1_frame_2" BIGINT,
  "flex_left_1_frame_3" BIGINT,
  "flex_left_1_frame_4" BIGINT,
  "flex_left_1_frame_5" BIGINT,
  "flex_left_1_frame_6" BIGINT,
  "flex_left_1_frame_7" BIGINT,
  "flex_left_1_frame_8" BIGINT,
  "flex_left_1_frame_9" BIGINT,
  "flex_left_1_frame_10" BIGINT,
  "flex_left_1_frame_11" BIGINT,
  "flex_left_1_frame_12" BIGINT,
  "flex_left_1_frame_13" BIGINT,
  "flex_left_1_frame_14" BIGINT,
  "flex_left_1_frame_15" BIGINT,
  "flex_left_1_frame_16" BIGINT,
  "flex_left_1_frame_17" BIGINT,
  "flex_left_1_frame_18" BIGINT,
  "flex_left_1_frame_19" BIGINT,
  "flex_left_1_frame_20" BIGINT,
  "flex_left_2_frame_1" BIGINT,
  "flex_left_2_frame_2" BIGINT,
  "flex_left_2_frame_3" BIGINT,
  "flex_left_2_frame_4" BIGINT,
  "flex_left_2_frame_5" BIGINT,
  "flex_left_2_frame_6" BIGINT,
  "flex_left_2_frame_7" BIGINT,
  "flex_left_2_frame_8" BIGINT,
  "flex_left_2_frame_9" BIGINT,
  "flex_left_2_frame_10" BIGINT,
  "flex_left_2_frame_11" BIGINT,
  "flex_left_2_frame_12" BIGINT,
  "flex_left_2_frame_13" BIGINT,
  "flex_left_2_frame_14" BIGINT,
  "flex_left_2_frame_15" BIGINT,
  "flex_left_2_frame_16" BIGINT,
  "flex_left_2_frame_17" BIGINT,
  "flex_left_2_frame_18" BIGINT,
  "flex_left_2_frame_19" BIGINT,
  "flex_left_2_frame_20" BIGINT,
  "flex_left_3_frame_1" BIGINT,
  "flex_left_3_frame_2" BIGINT,
  "flex_left_3_frame_3" BIGINT,
  "flex_left_3_frame_4" BIGINT,
  "flex_left_3_frame_5" BIGINT,
  "flex_left_3_frame_6" BIGINT,
  "flex_left_3_frame_7" BIGINT,
  "flex_left_3_frame_8" BIGINT,
  "flex_left_3_frame_9" BIGINT,
  "flex_left_3_frame_10" BIGINT,
  "flex_left_3_frame_11" BIGINT,
  "flex_left_3_frame_12" BIGINT,
  "flex_left_3_frame_13" BIGINT,
  "flex_left_3_frame_14" BIGINT,
  "flex_left_3_frame_15" BIGINT,
  "flex_left_3_frame_16" BIGINT,
  "flex_left_3_frame_17" BIGINT,
  "flex_left_3_frame_18" BIGINT,
  "flex_left_3_frame_19" BIGINT,
  "flex_left_3_frame_20" BIGINT,
  "flex_left_4_frame_1" BIGINT,
  "flex_left_4_frame_2" BIGINT,
  "flex_left_4_frame_3" BIGINT,
  "flex_left_4_frame_4" BIGINT,
  "flex_left_4_frame_5" BIGINT,
  "flex_left_4_frame_6" BIGINT,
  "flex_left_4_frame_7" BIGINT,
  "flex_left_4_frame_8" BIGINT,
  "flex_left_4_frame_9" BIGINT,
  "flex_left_4_frame_10" BIGINT,
  "flex_left_4_frame_11" BIGINT,
  "flex_left_4_frame_12" BIGINT,
  "flex_left_4_frame_13" BIGINT,
  "flex_left_4_frame_14" BIGINT,
  "flex_left_4_frame_15" BIGINT,
  "flex_left_4_frame_16" BIGINT,
  "flex_left_4_frame_17" BIGINT,
  "flex_left_4_frame_18" BIGINT,
  "flex_left_4_frame_19" BIGINT,
  "flex_left_4_frame_20" BIGINT,
  "flex_left_5_frame_1" BIGINT,
  "flex_left_5_frame_2" BIGINT,
  "flex_left_5_frame_3" BIGINT,
  "flex_left_5_frame_4" BIGINT,
  "flex_left_5_frame_5" BIGINT,
  "flex_left_5_frame_6" BIGINT,
  "flex_left_5_frame_7" BIGINT,
  "flex_left_5_frame_8" BIGINT,
  "flex_left_5_frame_9" BIGINT,
  "flex_left_5_frame_10" BIGINT,
  "flex_left_5_frame_11" BIGINT,
  "flex_left_5_frame_12" BIGINT,
  "flex_left_5_frame_13" BIGINT,
  "flex_left_5_frame_14" BIGINT,
  "flex_left_5_frame_15" BIGINT,
  "flex_left_5_frame_16" BIGINT,
  "flex_left_5_frame_17" BIGINT,
  "flex_left_5_frame_18" BIGINT,
  "flex_left_5_frame_19" BIGINT,
  "flex_left_5_frame_20" BIGINT
);

Sensors Data 2

@kaggle.mouadfiali_sensor_based_american_sign_language_recognition.sensors_data_2

967.84 kB
600 rows
441 columns

CREATE TABLE sensors_data_2 (
  "flex_left_1_frame_1" BIGINT,
  "flex_left_1_frame_2" BIGINT,
  "flex_left_1_frame_3" BIGINT,
  "flex_left_1_frame_4" BIGINT,
  "flex_left_1_frame_5" BIGINT,
  "flex_left_1_frame_6" BIGINT,
  "flex_left_1_frame_7" BIGINT,
  "flex_left_1_frame_8" BIGINT,
  "flex_left_1_frame_9" BIGINT,
  "flex_left_1_frame_10" BIGINT,
  "flex_left_1_frame_11" BIGINT,
  "flex_left_1_frame_12" BIGINT,
  "flex_left_1_frame_13" BIGINT,
  "flex_left_1_frame_14" BIGINT,
  "flex_left_1_frame_15" BIGINT,
  "flex_left_1_frame_16" BIGINT,
  "flex_left_1_frame_17" BIGINT,
  "flex_left_1_frame_18" BIGINT,
  "flex_left_1_frame_19" BIGINT,
  "flex_left_1_frame_20" BIGINT,
  "flex_left_2_frame_1" BIGINT,
  "flex_left_2_frame_2" BIGINT,
  "flex_left_2_frame_3" BIGINT,
  "flex_left_2_frame_4" BIGINT,
  "flex_left_2_frame_5" BIGINT,
  "flex_left_2_frame_6" BIGINT,
  "flex_left_2_frame_7" BIGINT,
  "flex_left_2_frame_8" BIGINT,
  "flex_left_2_frame_9" BIGINT,
  "flex_left_2_frame_10" BIGINT,
  "flex_left_2_frame_11" BIGINT,
  "flex_left_2_frame_12" BIGINT,
  "flex_left_2_frame_13" BIGINT,
  "flex_left_2_frame_14" BIGINT,
  "flex_left_2_frame_15" BIGINT,
  "flex_left_2_frame_16" BIGINT,
  "flex_left_2_frame_17" BIGINT,
  "flex_left_2_frame_18" BIGINT,
  "flex_left_2_frame_19" BIGINT,
  "flex_left_2_frame_20" BIGINT,
  "flex_left_3_frame_1" BIGINT,
  "flex_left_3_frame_2" BIGINT,
  "flex_left_3_frame_3" BIGINT,
  "flex_left_3_frame_4" BIGINT,
  "flex_left_3_frame_5" BIGINT,
  "flex_left_3_frame_6" BIGINT,
  "flex_left_3_frame_7" BIGINT,
  "flex_left_3_frame_8" BIGINT,
  "flex_left_3_frame_9" BIGINT,
  "flex_left_3_frame_10" BIGINT,
  "flex_left_3_frame_11" BIGINT,
  "flex_left_3_frame_12" BIGINT,
  "flex_left_3_frame_13" BIGINT,
  "flex_left_3_frame_14" BIGINT,
  "flex_left_3_frame_15" BIGINT,
  "flex_left_3_frame_16" BIGINT,
  "flex_left_3_frame_17" BIGINT,
  "flex_left_3_frame_18" BIGINT,
  "flex_left_3_frame_19" BIGINT,
  "flex_left_3_frame_20" BIGINT,
  "flex_left_4_frame_1" BIGINT,
  "flex_left_4_frame_2" BIGINT,
  "flex_left_4_frame_3" BIGINT,
  "flex_left_4_frame_4" BIGINT,
  "flex_left_4_frame_5" BIGINT,
  "flex_left_4_frame_6" BIGINT,
  "flex_left_4_frame_7" BIGINT,
  "flex_left_4_frame_8" BIGINT,
  "flex_left_4_frame_9" BIGINT,
  "flex_left_4_frame_10" BIGINT,
  "flex_left_4_frame_11" BIGINT,
  "flex_left_4_frame_12" BIGINT,
  "flex_left_4_frame_13" BIGINT,
  "flex_left_4_frame_14" BIGINT,
  "flex_left_4_frame_15" BIGINT,
  "flex_left_4_frame_16" BIGINT,
  "flex_left_4_frame_17" BIGINT,
  "flex_left_4_frame_18" BIGINT,
  "flex_left_4_frame_19" BIGINT,
  "flex_left_4_frame_20" BIGINT,
  "flex_left_5_frame_1" BIGINT,
  "flex_left_5_frame_2" BIGINT,
  "flex_left_5_frame_3" BIGINT,
  "flex_left_5_frame_4" BIGINT,
  "flex_left_5_frame_5" BIGINT,
  "flex_left_5_frame_6" BIGINT,
  "flex_left_5_frame_7" BIGINT,
  "flex_left_5_frame_8" BIGINT,
  "flex_left_5_frame_9" BIGINT,
  "flex_left_5_frame_10" BIGINT,
  "flex_left_5_frame_11" BIGINT,
  "flex_left_5_frame_12" BIGINT,
  "flex_left_5_frame_13" BIGINT,
  "flex_left_5_frame_14" BIGINT,
  "flex_left_5_frame_15" BIGINT,
  "flex_left_5_frame_16" BIGINT,
  "flex_left_5_frame_17" BIGINT,
  "flex_left_5_frame_18" BIGINT,
  "flex_left_5_frame_19" BIGINT,
  "flex_left_5_frame_20" BIGINT
);

Sensors Data 3

@kaggle.mouadfiali_sensor_based_american_sign_language_recognition.sensors_data_3

989.05 kB
598 rows
441 columns

CREATE TABLE sensors_data_3 (
  "flex_left_1_frame_1" BIGINT,
  "flex_left_1_frame_2" BIGINT,
  "flex_left_1_frame_3" BIGINT,
  "flex_left_1_frame_4" BIGINT,
  "flex_left_1_frame_5" BIGINT,
  "flex_left_1_frame_6" BIGINT,
  "flex_left_1_frame_7" BIGINT,
  "flex_left_1_frame_8" BIGINT,
  "flex_left_1_frame_9" BIGINT,
  "flex_left_1_frame_10" BIGINT,
  "flex_left_1_frame_11" BIGINT,
  "flex_left_1_frame_12" BIGINT,
  "flex_left_1_frame_13" BIGINT,
  "flex_left_1_frame_14" BIGINT,
  "flex_left_1_frame_15" BIGINT,
  "flex_left_1_frame_16" BIGINT,
  "flex_left_1_frame_17" BIGINT,
  "flex_left_1_frame_18" BIGINT,
  "flex_left_1_frame_19" BIGINT,
  "flex_left_1_frame_20" BIGINT,
  "flex_left_2_frame_1" BIGINT,
  "flex_left_2_frame_2" BIGINT,
  "flex_left_2_frame_3" BIGINT,
  "flex_left_2_frame_4" BIGINT,
  "flex_left_2_frame_5" BIGINT,
  "flex_left_2_frame_6" BIGINT,
  "flex_left_2_frame_7" BIGINT,
  "flex_left_2_frame_8" BIGINT,
  "flex_left_2_frame_9" BIGINT,
  "flex_left_2_frame_10" BIGINT,
  "flex_left_2_frame_11" BIGINT,
  "flex_left_2_frame_12" BIGINT,
  "flex_left_2_frame_13" BIGINT,
  "flex_left_2_frame_14" BIGINT,
  "flex_left_2_frame_15" BIGINT,
  "flex_left_2_frame_16" BIGINT,
  "flex_left_2_frame_17" BIGINT,
  "flex_left_2_frame_18" BIGINT,
  "flex_left_2_frame_19" BIGINT,
  "flex_left_2_frame_20" BIGINT,
  "flex_left_3_frame_1" BIGINT,
  "flex_left_3_frame_2" BIGINT,
  "flex_left_3_frame_3" BIGINT,
  "flex_left_3_frame_4" BIGINT,
  "flex_left_3_frame_5" BIGINT,
  "flex_left_3_frame_6" BIGINT,
  "flex_left_3_frame_7" BIGINT,
  "flex_left_3_frame_8" BIGINT,
  "flex_left_3_frame_9" BIGINT,
  "flex_left_3_frame_10" BIGINT,
  "flex_left_3_frame_11" BIGINT,
  "flex_left_3_frame_12" BIGINT,
  "flex_left_3_frame_13" BIGINT,
  "flex_left_3_frame_14" BIGINT,
  "flex_left_3_frame_15" BIGINT,
  "flex_left_3_frame_16" BIGINT,
  "flex_left_3_frame_17" BIGINT,
  "flex_left_3_frame_18" BIGINT,
  "flex_left_3_frame_19" BIGINT,
  "flex_left_3_frame_20" BIGINT,
  "flex_left_4_frame_1" BIGINT,
  "flex_left_4_frame_2" BIGINT,
  "flex_left_4_frame_3" BIGINT,
  "flex_left_4_frame_4" BIGINT,
  "flex_left_4_frame_5" BIGINT,
  "flex_left_4_frame_6" BIGINT,
  "flex_left_4_frame_7" BIGINT,
  "flex_left_4_frame_8" BIGINT,
  "flex_left_4_frame_9" BIGINT,
  "flex_left_4_frame_10" BIGINT,
  "flex_left_4_frame_11" BIGINT,
  "flex_left_4_frame_12" BIGINT,
  "flex_left_4_frame_13" BIGINT,
  "flex_left_4_frame_14" BIGINT,
  "flex_left_4_frame_15" BIGINT,
  "flex_left_4_frame_16" BIGINT,
  "flex_left_4_frame_17" BIGINT,
  "flex_left_4_frame_18" BIGINT,
  "flex_left_4_frame_19" BIGINT,
  "flex_left_4_frame_20" BIGINT,
  "flex_left_5_frame_1" BIGINT,
  "flex_left_5_frame_2" BIGINT,
  "flex_left_5_frame_3" BIGINT,
  "flex_left_5_frame_4" BIGINT,
  "flex_left_5_frame_5" BIGINT,
  "flex_left_5_frame_6" BIGINT,
  "flex_left_5_frame_7" BIGINT,
  "flex_left_5_frame_8" BIGINT,
  "flex_left_5_frame_9" BIGINT,
  "flex_left_5_frame_10" BIGINT,
  "flex_left_5_frame_11" BIGINT,
  "flex_left_5_frame_12" BIGINT,
  "flex_left_5_frame_13" BIGINT,
  "flex_left_5_frame_14" BIGINT,
  "flex_left_5_frame_15" BIGINT,
  "flex_left_5_frame_16" BIGINT,
  "flex_left_5_frame_17" BIGINT,
  "flex_left_5_frame_18" BIGINT,
  "flex_left_5_frame_19" BIGINT,
  "flex_left_5_frame_20" DOUBLE
);