Basic Usage

pip install opendbm

In this section, we are gonna show the basic instruction on how to get biomarker variable from OpenDBM API

from opendbm import Movement

# code below is how to access to other dbm groups
# from opendbm import FacialActivity, VerbalAcoustics, Speech

path = "movement_video_test.mp4"

#initiate the model
model = Movement()

#Feed input data to the model
model.fit(path)

After we processed the data with our model, now we can get all biomarker variables related to the Movement category

#Get facial tremor
tremor = model.get_facial_tremor()
tremor.to_dataframe().T

##Get Eye Blink
eye_blink = model.get_eye_blink()
eye_blink.to_dataframe()

	mov_blink_ear	vid_dur	fps	mov_blinkframes	mov_blinkdur	dbm_master_url
0	0.124566	33.877313	29	19	0.655172	movement_video_test.mp4
1	0.125343	33.877313	29	49	1.034483	movement_video_test.mp4
2	0.108713	33.877313	29	120	2.448276	movement_video_test.mp4
3	0.097553	33.877313	29	169	1.689655	movement_video_test.mp4
4	0.111874	33.877313	29	241	2.482759	movement_video_test.mp4
5	0.077082	33.877313	29	328	3.000000	movement_video_test.mp4
6	0.124804	33.877313	29	387	2.034483	movement_video_test.mp4
7	0.082149	33.877313	29	506	4.103448	movement_video_test.mp4
8	0.083041	33.877313	29	550	1.517241	movement_video_test.mp4
9	0.148836	33.877313	29	687	4.724138	movement_video_test.mp4
10	0.099926	33.877313	29	734	1.620690	movement_video_test.mp4
11	0.083078	33.877313	29	809	2.586207	movement_video_test.mp4
12	0.124501	33.877313	29	847	1.310345	movement_video_test.mp4
13	0.149668	33.877313	29	931	2.896552	movement_video_test.mp4