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Gaze movement
=============
## Definition
!!! note
*"The act of classifying eye movements into distinct events is, on a general level, driven by a desire to isolate different intervals of the data stream strongly correlated with certain oculomotor or cognitive properties."*
Citation from ["One algorithm to rule them all? An evaluation and discussion of ten eye movement event-detection algorithms"](https://link.springer.com/article/10.3758/s13428-016-0738-9) article.
[GazeFeatures](../../argaze.md/#argaze.GazeFeatures) defines abstract [GazeMovement](../../argaze.md/#argaze.GazeFeatures.GazeMovement) class, then abstract [Fixation](../../argaze.md/#argaze.GazeFeatures.Fixation) and [Saccade](../../argaze.md/#argaze.GazeFeatures.Saccade) classes which inherit from [GazeMovement](../../argaze.md/#argaze.GazeFeatures.GazeMovement).
The **positions** [GazeMovement](../../argaze.md/#argaze.GazeFeatures.GazeMovement) attribute contain all [GazePositions](../../argaze.md/#argaze.GazeFeatures.GazePosition) belonging to itself.
## Identification
[GazeFeatures](../../argaze.md/#argaze.GazeFeatures) defines abstract [GazeMovementIdentifier](../../argaze.md/#argaze.GazeFeatures.GazeMovementIdentifier) classe to let add various identification algorithms.
Some gaze movement identification algorithms are available thanks to [GazeAnalysis](../../argaze.md/#argaze.GazeAnalysis) submodule:
* [Dispersion threshold identification (I-DT)](../../argaze.md/#argaze.GazeAnalysis.DispersionThresholdIdentification)
* [Velocity threshold identification (I-VT)](../../argaze.md/#argaze.GazeAnalysis.VelocityThresholdIdentification)
### Identify method
[GazeMovementIdentifier.identify](../../argaze.md/#argaze.GazeFeatures.GazeMovementIdentifier.identify) method allows to fed its identification algorithm with successive gaze positions to output Fixation, Saccade or any kind of GazeMovement instances.
Here is a sample of code based on [I-DT](../../argaze.md/#argaze.GazeAnalysis.DispersionThresholdIdentification) algorithm to illustrate how to use it:
``` python
from argaze import GazeFeatures
from argaze.GazeAnalysis import DispersionThresholdIdentification
# Create a gaze movement identifier based on dispersion algorithm with 50px max deviation 200 ms max duration thresholds
gaze_movement_identifier = DispersionThresholdIdentification.GazeMovementIdentifier(50, 200)
# Assuming that timestamped gaze positions are provided through live stream or later data reading
...:
gaze_movement = gaze_movement_identifier.identify(timestamp, gaze_position)
# Fixation identified
if GazeFeatures.is_fixation(gaze_movement):
# Access to first gaze position of identified fixation
start_ts, start_position = gaze_movement.positions.first
# Access to fixation duration
print('duration: {gaze_movement.duration}')
# Iterate over all gaze positions of identified fixation
for ts, position in gaze_movement.positions.items():
# Do something with each fixation position
...
# Saccade identified
elif GazeFeatures.is_saccade(gaze_movement):
# Access to first gaze position of identified saccade
start_ts, start_position = gaze_movement.positions.first
# Access to saccade amplitude
print('amplitude: {gaze_movement.amplitude}')
# Iterate over all gaze positions of identified saccade
for ts, position in gaze_movement.positions.items():
# Do something with each saccade position
...
# No gaze movement identified
else:
continue
```
### Browse method
[GazeMovementIdentifier.browse](../../argaze.md/#argaze.GazeFeatures.GazeMovementIdentifier.browse) method allows to pass a [TimeStampedGazePositions](../../argaze.md/#argaze.GazeFeatures.TimeStampedGazePositions) buffer to apply identification algorithm on all gaze positions inside.
Identified gaze movements are returned through:
* [TimeStampedGazeMovements](../../argaze.md/#argaze.GazeFeatures.TimeStampedGazeMovements) instance where all fixations are stored by starting gaze position timestamp.
* [TimeStampedGazeMovements](../../argaze.md/#argaze.GazeFeatures.TimeStampedGazeMovements) instance where all saccades are stored by starting gaze position timestamp.
* [TimeStampedGazeStatus](../../argaze.md/#argaze.GazeFeatures.TimeStampedGazeStatus) instance where all gaze positions are linked to a fixation or saccade index.
``` python
# Assuming that timestamped gaze positions are provided through data reading
ts_fixations, ts_saccades, ts_status = gaze_movement_identifier.browse(ts_gaze_positions)
```
* ts_fixations would look like:
|timestamp|positions |duration|dispersion|focus |
|:--------|:-------------------------------------------------------------|:-------|:---------|:--------|
|60034 |{"60034":[846,620], "60044":[837,641], "60054":[835,649], ...}|450 |40 |(840,660)|
|60504 |{"60504":[838,667], "60514":[838,667], "60524":[837,669], ...}|100 |38 |(834,651)|
|... |... |... |.. |... |
* ts_saccades would look like:
|timestamp|positions |duration|
|:--------|:---------------------------------------|:-------|
|60484 |{"60484":[836, 669], "60494":[837, 669]}|10 |
|60594 |{"60594":[833, 613], "60614":[927, 601]}|20 |
|... |... |... |
* ts_status would look like:
|timestamp|position |type |index|
|:--------|:---------|:-------|:----|
|60034 |(846, 620)|Fixation|1 |
|60044 |(837, 641)|Fixation|1 |
|... |... |... |. |
|60464 |(836, 668)|Fixation|1 |
|60474 |(836, 668)|Fixation|1 |
|60484 |(836, 669)|Saccade |1 |
|60494 |(837, 669)|Saccade |1 |
|60504 |(838, 667)|Fixation|2 |
|60514 |(838, 667)|Fixation|2 |
|... |... |... |. |
|60574 |(825, 629)|Fixation|2 |
|60584 |(829, 615)|Fixation|2 |
|60594 |(833, 613)|Saccade |2 |
|60614 |(927, 601)|Saccade |2 |
|60624 |(933, 599)|Fixation|3 |
|60634 |(934, 603)|Fixation|3 |
|... |... |... |. |
!!! note
[TimeStampedGazeMovements](../../argaze.md/#argaze.GazeFeatures.TimeStampedGazeMovements), [TimeStampedGazeMovements](../../argaze.md/#argaze.GazeFeatures.TimeStampedGazeMovements) and [TimeStampedGazeStatus](../../argaze.md/#argaze.GazeFeatures.TimeStampedGazeStatus) classes inherit from [TimeStampedBuffer](../../argaze.md/#argaze.DataStructures.TimeStampedBuffer) class.
Read [Timestamped data](../timestamped_data/introduction.md) section to understand all features it provides.
### Generator method
[GazeMovementIdentifier](../../argaze.md/#argaze.GazeFeatures.GazeMovementIdentifier) can be called with a [TimeStampedGazePositions](../../argaze.md/#argaze.GazeFeatures.TimeStampedGazePositions) buffer in argument to generate gaze movement each time one is identified.
``` python
# Assuming that timestamped gaze positions are provided through data reading
for ts, gaze_movement in gaze_movement_identifier(ts_gaze_positions):
# Fixation identified
if GazeFeatures.is_fixation(gaze_movement):
# Do something with each fixation
...
# Saccade identified
elif GazeFeatures.is_saccade(gaze_movement):
# Do something with each saccade
...
```
|
