Spaces:
Running
Running
Commit
·
5079645
1
Parent(s):
ef29619
minor improvements
Browse files- app.py +47 -17
- config.py +1 -2
- logs/log.py +0 -1097
- main_func.py +56 -125
- utils.py +174 -122
app.py
CHANGED
@@ -10,15 +10,15 @@ with gr.Blocks() as demo:
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with gr.Row(variant='compact'):
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dtw_mean = gr.Slider(
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value=0.
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minimum=0,
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maximum=1.0,
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step=0.05,
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label="
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)
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dtw_filter = gr.Slider(
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value=
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minimum=1,
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maximum=20,
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step=1,
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@@ -38,7 +38,7 @@ with gr.Blocks() as demo:
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)
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angles_common = gr.Number(
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value=
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minimum=0,
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maximum=75,
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step=1,
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@@ -47,7 +47,7 @@ with gr.Blocks() as demo:
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)
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angles_insensitive = gr.Number(
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value=
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minimum=0,
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maximum=75,
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step=1,
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@@ -57,13 +57,41 @@ with gr.Blocks() as demo:
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gr.Markdown("#### Patience:")
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trigger_state = gr.Radio(value="
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input_teacher = gr.Video(show_share_button=False, show_download_button=False, sources=["upload"], label="Teacher's Video")
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input_student = gr.Video(show_share_button=False, show_download_button=False, sources=["upload"], label="Student's Video")
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with gr.Accordion("Dynamic Time Warping:", open=False):
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gr.Markdown("""
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Dynamic Time Warping is an algorithm that performs frame-by-frame alignment for videos with different speeds.
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@@ -83,15 +111,20 @@ with gr.Blocks() as demo:
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with gr.Accordion("Patience:", open=False):
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gr.Markdown("""
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Patience
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- **Two**: Utilizes 2 consecutive frames for error detection.
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Both options can be used interchangeably.
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""")
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with gr.Row():
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gr_button = gr.Button("Run Pose Comparison")
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@@ -99,7 +132,6 @@ with gr.Blocks() as demo:
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with gr.Row():
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gr.HTML("<div style='height: 100px;'></div>")
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with gr.Row():
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output_merged = gr.Video(show_download_button=True)
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@@ -107,8 +139,6 @@ with gr.Blocks() as demo:
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general_log = gr.TextArea(lines=10, label="Error log", scale=3)
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text_log=gr.File(label="Download logs and settings", scale=1)
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gr_button.click(
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fn=video_identity,
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inputs=[dtw_mean, dtw_filter, angles_sensitive, angles_common, angles_insensitive, trigger_state, input_teacher, input_student],
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with gr.Row(variant='compact'):
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dtw_mean = gr.Slider(
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value=0.4,
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minimum=0,
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maximum=1.0,
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step=0.05,
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label="Winsorized Mean"
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)
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dtw_filter = gr.Slider(
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value=13,
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minimum=1,
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maximum=20,
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step=1,
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)
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angles_common = gr.Number(
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value=30,
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minimum=0,
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maximum=75,
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step=1,
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)
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angles_insensitive = gr.Number(
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value=55,
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minimum=0,
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maximum=75,
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step=1,
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gr.Markdown("#### Patience:")
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trigger_state = gr.Radio(value="one", choices=["one", "two", "three"], label="Trigger Count")
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input_teacher = gr.Video(show_share_button=False, show_download_button=False, sources=["upload"], label="Teacher's Video")
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input_student = gr.Video(show_share_button=False, show_download_button=False, sources=["upload"], label="Student's Video")
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with gr.Accordion("Usage:", open=False):
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with gr.Accordion("Application purpose:", open=False):
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gr.Markdown("""
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This application is designed to compare a professional dancer's performance with that of a student, identifying the student's incorrect movements relative to the professional.
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Key features:
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1. Accepts two dance videos as input: one of a professional dancer and one of a student.
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2. Aligns the movements of both dancers, even if they perform at different rhythms.
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3. Generates a single concatenated video showing the aligned movements of both dancers side-by-side.
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4. Highlights the student's errors for easy identification.
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5. Produces a text log of errors with corresponding timestamps.
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This tool offering a detailed analysis of technique and areas for improvement.
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""")
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with gr.Accordion("Video formats:", open=False):
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gr.Markdown("""
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For the input video to be playable in the browser, it must have a compatible container and codec combination.
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Allowed combinations are:
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- **.mp4** with **H.264** codec
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- **.ogg** with **Theora** codec
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- **.webm** with **VP9** codec
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If the component detects that the output video would not be playable in the browser, it will attempt to convert it to a playable **.mp4** video.
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The output video format is always **.mp4**, which is playable in the browser. The resolution of the output concatenated video is **2560x720**.
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""")
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with gr.Accordion("Settings clarifications:", open=False):
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with gr.Accordion("Dynamic Time Warping:", open=False):
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gr.Markdown("""
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Dynamic Time Warping is an algorithm that performs frame-by-frame alignment for videos with different speeds.
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with gr.Accordion("Patience:", open=False):
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gr.Markdown("""
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Patience settings help prevent model errors by highlighting only those errors detected in consecutive frames.
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Options:
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- **One**: Utilizes 1 consecutive frame for error detection.
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- **Two**: Utilizes 2 consecutive frames for error detection.
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- **Three**: Utilizes 3 consecutive frames for error detection.
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Guidelines:
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- Option **One** is better for fast dances and videos with low frame rates.
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- Option **Three** is better for slow dances and videos with high frame rates.
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- Option **Two** provides intermediate performance and can be used for experimentation.
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The patience setting allows you to balance between sensitivity and accuracy in error detection, depending on the dance style and video quality.
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""")
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with gr.Row():
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gr_button = gr.Button("Run Pose Comparison")
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with gr.Row():
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gr.HTML("<div style='height: 100px;'></div>")
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with gr.Row():
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output_merged = gr.Video(show_download_button=True)
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general_log = gr.TextArea(lines=10, label="Error log", scale=3)
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text_log=gr.File(label="Download logs and settings", scale=1)
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gr_button.click(
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fn=video_identity,
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inputs=[dtw_mean, dtw_filter, angles_sensitive, angles_common, angles_insensitive, trigger_state, input_teacher, input_student],
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config.py
CHANGED
@@ -1,6 +1,5 @@
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CONNECTIONS_VIT_FULL = [
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# head
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(0, 2),
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(0, 1),
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(2, 4),
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(1, 3),
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CONNECTIONS_VIT_FULL = [
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# head
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(0, 1),
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(2, 4),
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(1, 3),
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logs/log.py
DELETED
@@ -1,1097 +0,0 @@
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Settings:
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Dynamic Time Warping:
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- Winsorize mean: 0.5
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- Savitzky-Golay Filter: 3
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Thresholds:
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- Sensitive: 15
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- Standart: 25
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- Insensitive: 5
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Patience:
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- trigger count: three
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Error logs:
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Left ring finger position is incorrect on frame 2. Video time: 0:00.06
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Left foot position is incorrect on frame 2. Video time: 0:00.06
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Left middle finger position is incorrect on frame 2. Video time: 0:00.06
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Right foot position is incorrect on frame 2. Video time: 0:00.06
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Right shin position is incorrect on frame 2. Video time: 0:00.06
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Left shin position is incorrect on frame 2. Video time: 0:00.06
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Right pinky finger position is incorrect on frame 2. Video time: 0:00.06
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Left foot position is incorrect on frame 3. Video time: 0:00.10
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Right foot position is incorrect on frame 3. Video time: 0:00.10
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Right shin position is incorrect on frame 3. Video time: 0:00.10
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Left shin position is incorrect on frame 3. Video time: 0:00.10
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Right foot position is incorrect on frame 4. Video time: 0:00.13
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Right shin position is incorrect on frame 4. Video time: 0:00.13
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Left shin position is incorrect on frame 4. Video time: 0:00.13
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Left foot position is incorrect on frame 4. Video time: 0:00.13
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Left shin position is incorrect on frame 5. Video time: 0:00.16
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Left foot position is incorrect on frame 5. Video time: 0:00.16
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Right foot position is incorrect on frame 5. Video time: 0:00.16
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Right shin position is incorrect on frame 5. Video time: 0:00.16
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Left foot position is incorrect on frame 6. Video time: 0:00.20
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Right foot position is incorrect on frame 6. Video time: 0:00.20
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Left middle finger position is incorrect on frame 6. Video time: 0:00.20
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Right shin position is incorrect on frame 6. Video time: 0:00.20
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Left shin position is incorrect on frame 6. Video time: 0:00.20
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Right middle finger position is incorrect on frame 6. Video time: 0:00.20
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Right index finger position is incorrect on frame 7. Video time: 0:00.23
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Right ring finger position is incorrect on frame 7. Video time: 0:00.23
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Left foot position is incorrect on frame 7. Video time: 0:00.23
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Right thumb finger position is incorrect on frame 7. Video time: 0:00.23
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Left pinky finger position is incorrect on frame 7. Video time: 0:00.23
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Left middle finger position is incorrect on frame 7. Video time: 0:00.23
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Right foot position is incorrect on frame 7. Video time: 0:00.23
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Right shin position is incorrect on frame 7. Video time: 0:00.23
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Right middle finger position is incorrect on frame 7. Video time: 0:00.23
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Left shin position is incorrect on frame 7. Video time: 0:00.23
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Right pinky finger position is incorrect on frame 7. Video time: 0:00.23
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Left foot position is incorrect on frame 8. Video time: 0:00.26
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Right thumb finger position is incorrect on frame 8. Video time: 0:00.26
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Left shin position is incorrect on frame 8. Video time: 0:00.26
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Right middle finger position is incorrect on frame 8. Video time: 0:00.26
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Right index finger position is incorrect on frame 8. Video time: 0:00.26
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Right ring finger position is incorrect on frame 8. Video time: 0:00.26
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Right pinky finger position is incorrect on frame 8. Video time: 0:00.26
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Left shin position is incorrect on frame 9. Video time: 0:00.30
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Right pinky finger position is incorrect on frame 9. Video time: 0:00.30
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Right ring finger position is incorrect on frame 9. Video time: 0:00.30
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Left foot position is incorrect on frame 9. Video time: 0:00.30
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Left foot position is incorrect on frame 10. Video time: 0:00.33
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Left shin position is incorrect on frame 10. Video time: 0:00.33
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Left foot position is incorrect on frame 11. Video time: 0:00.36
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Right foot position is incorrect on frame 11. Video time: 0:00.36
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Right shin position is incorrect on frame 11. Video time: 0:00.36
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Left shin position is incorrect on frame 11. Video time: 0:00.36
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Left foot position is incorrect on frame 12. Video time: 0:00.40
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Left thigh position is incorrect on frame 12. Video time: 0:00.40
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Left shin position is incorrect on frame 12. Video time: 0:00.40
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Left foot position is incorrect on frame 13. Video time: 0:00.43
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Right thumb finger position is incorrect on frame 13. Video time: 0:00.43
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Left middle finger position is incorrect on frame 13. Video time: 0:00.43
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Left shin position is incorrect on frame 13. Video time: 0:00.43
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Right pinky finger position is incorrect on frame 13. Video time: 0:00.43
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Right ring finger position is incorrect on frame 13. Video time: 0:00.43
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Left shin position is incorrect on frame 14. Video time: 0:00.46
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Left foot position is incorrect on frame 14. Video time: 0:00.46
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Left foot position is incorrect on frame 15. Video time: 0:00.50
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Right foot position is incorrect on frame 15. Video time: 0:00.50
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Right shin position is incorrect on frame 15. Video time: 0:00.50
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Left shin position is incorrect on frame 15. Video time: 0:00.50
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Left foot position is incorrect on frame 16. Video time: 0:00.53
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Left thigh position is incorrect on frame 16. Video time: 0:00.53
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Left shin position is incorrect on frame 16. Video time: 0:00.53
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Right middle finger position is incorrect on frame 16. Video time: 0:00.53
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Right ring finger position is incorrect on frame 17. Video time: 0:00.56
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Left foot position is incorrect on frame 17. Video time: 0:00.56
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Right thumb finger position is incorrect on frame 17. Video time: 0:00.56
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Left thigh position is incorrect on frame 17. Video time: 0:00.56
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Left middle finger position is incorrect on frame 17. Video time: 0:00.56
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Left shin position is incorrect on frame 17. Video time: 0:00.56
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Left index finger position is incorrect on frame 17. Video time: 0:00.56
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Left middle finger position is incorrect on frame 18. Video time: 0:00.60
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Left index finger position is incorrect on frame 18. Video time: 0:00.60
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Left index finger position is incorrect on frame 19. Video time: 0:00.63
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Left middle finger position is incorrect on frame 19. Video time: 0:00.63
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Left ring finger position is incorrect on frame 20. Video time: 0:00.66
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Left middle finger position is incorrect on frame 20. Video time: 0:00.66
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Left index finger position is incorrect on frame 20. Video time: 0:00.66
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Left ring finger position is incorrect on frame 21. Video time: 0:00.70
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Left pinky finger position is incorrect on frame 21. Video time: 0:00.70
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Left middle finger position is incorrect on frame 21. Video time: 0:00.70
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Left index finger position is incorrect on frame 21. Video time: 0:00.70
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Left foot position is incorrect on frame 22. Video time: 0:00.73
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Right foot position is incorrect on frame 22. Video time: 0:00.73
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Right shin position is incorrect on frame 22. Video time: 0:00.73
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Left shin position is incorrect on frame 22. Video time: 0:00.73
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Right thigh position is incorrect on frame 22. Video time: 0:00.73
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Left thigh position is incorrect on frame 23. Video time: 0:00.76
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Left shin position is incorrect on frame 23. Video time: 0:00.76
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Right middle finger position is incorrect on frame 23. Video time: 0:00.76
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Right index finger position is incorrect on frame 23. Video time: 0:00.76
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Right thigh position is incorrect on frame 23. Video time: 0:00.76
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Left foot position is incorrect on frame 23. Video time: 0:00.76
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Right foot position is incorrect on frame 23. Video time: 0:00.76
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Right shin position is incorrect on frame 23. Video time: 0:00.76
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Right thigh position is incorrect on frame 24. Video time: 0:00.80
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Left foot position is incorrect on frame 24. Video time: 0:00.80
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Right foot position is incorrect on frame 24. Video time: 0:00.80
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Right shin position is incorrect on frame 24. Video time: 0:00.80
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Left shin position is incorrect on frame 24. Video time: 0:00.80
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Right thigh position is incorrect on frame 25. Video time: 0:00.83
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Left foot position is incorrect on frame 25. Video time: 0:00.83
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Right foot position is incorrect on frame 25. Video time: 0:00.83
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Right shin position is incorrect on frame 25. Video time: 0:00.83
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Left shin position is incorrect on frame 25. Video time: 0:00.83
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Right ring finger position is incorrect on frame 26. Video time: 0:00.86
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Left foot position is incorrect on frame 26. Video time: 0:00.86
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Right foot position is incorrect on frame 26. Video time: 0:00.86
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Right shin position is incorrect on frame 26. Video time: 0:00.86
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Left shin position is incorrect on frame 26. Video time: 0:00.86
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Right pinky finger position is incorrect on frame 26. Video time: 0:00.86
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Right foot position is incorrect on frame 27. Video time: 0:00.90
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Left thigh position is incorrect on frame 27. Video time: 0:00.90
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Right shin position is incorrect on frame 27. Video time: 0:00.90
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Left shin position is incorrect on frame 27. Video time: 0:00.90
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Right index finger position is incorrect on frame 27. Video time: 0:00.90
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Right ring finger position is incorrect on frame 27. Video time: 0:00.90
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Right pinky finger position is incorrect on frame 27. Video time: 0:00.90
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Left foot position is incorrect on frame 27. Video time: 0:00.90
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Left shin position is incorrect on frame 28. Video time: 0:00.93
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Right pinky finger position is incorrect on frame 28. Video time: 0:00.93
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Right middle finger position is incorrect on frame 28. Video time: 0:00.93
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Right ring finger position is incorrect on frame 28. Video time: 0:00.93
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Left foot position is incorrect on frame 28. Video time: 0:00.93
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Right foot position is incorrect on frame 28. Video time: 0:00.93
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Right shin position is incorrect on frame 28. Video time: 0:00.93
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Right ring finger position is incorrect on frame 29. Video time: 0:00.96
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Left ring finger position is incorrect on frame 29. Video time: 0:00.96
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Right pinky finger position is incorrect on frame 29. Video time: 0:00.96
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156 |
-
Left foot position is incorrect on frame 29. Video time: 0:00.96
|
157 |
-
Left pinky finger position is incorrect on frame 29. Video time: 0:00.96
|
158 |
-
Left shin position is incorrect on frame 29. Video time: 0:00.96
|
159 |
-
Right middle finger position is incorrect on frame 29. Video time: 0:00.96
|
160 |
-
Right ring finger position is incorrect on frame 30. Video time:
|
161 |
-
Left ring finger position is incorrect on frame 30. Video time:
|
162 |
-
Left foot position is incorrect on frame 30. Video time:
|
163 |
-
Left pinky finger position is incorrect on frame 30. Video time:
|
164 |
-
Left shin position is incorrect on frame 30. Video time:
|
165 |
-
Right pinky finger position is incorrect on frame 30. Video time:
|
166 |
-
Right middle finger position is incorrect on frame 30. Video time:
|
167 |
-
Left foot position is incorrect on frame 31. Video time: 0:01.03
|
168 |
-
Left pinky finger position is incorrect on frame 31. Video time: 0:01.03
|
169 |
-
Right middle finger position is incorrect on frame 31. Video time: 0:01.03
|
170 |
-
Right index finger position is incorrect on frame 31. Video time: 0:01.03
|
171 |
-
Left ring finger position is incorrect on frame 31. Video time: 0:01.03
|
172 |
-
Left shin position is incorrect on frame 31. Video time: 0:01.03
|
173 |
-
Left index finger position is incorrect on frame 31. Video time: 0:01.03
|
174 |
-
Right ring finger position is incorrect on frame 31. Video time: 0:01.03
|
175 |
-
Left pinky finger position is incorrect on frame 32. Video time: 0:01.06
|
176 |
-
Left middle finger position is incorrect on frame 32. Video time: 0:01.06
|
177 |
-
Right shin position is incorrect on frame 32. Video time: 0:01.06
|
178 |
-
Left shin position is incorrect on frame 32. Video time: 0:01.06
|
179 |
-
Left index finger position is incorrect on frame 32. Video time: 0:01.06
|
180 |
-
Right middle finger position is incorrect on frame 32. Video time: 0:01.06
|
181 |
-
Left ring finger position is incorrect on frame 32. Video time: 0:01.06
|
182 |
-
Left foot position is incorrect on frame 32. Video time: 0:01.06
|
183 |
-
Right foot position is incorrect on frame 32. Video time: 0:01.06
|
184 |
-
Left shin position is incorrect on frame 33. Video time: 0:01.10
|
185 |
-
Left index finger position is incorrect on frame 33. Video time: 0:01.10
|
186 |
-
Left ring finger position is incorrect on frame 33. Video time: 0:01.10
|
187 |
-
Left foot position is incorrect on frame 33. Video time: 0:01.10
|
188 |
-
Left pinky finger position is incorrect on frame 33. Video time: 0:01.10
|
189 |
-
Left middle finger position is incorrect on frame 33. Video time: 0:01.10
|
190 |
-
Right foot position is incorrect on frame 33. Video time: 0:01.10
|
191 |
-
Right shin position is incorrect on frame 33. Video time: 0:01.10
|
192 |
-
Right middle finger position is incorrect on frame 33. Video time: 0:01.10
|
193 |
-
Left ring finger position is incorrect on frame 34. Video time: 0:01.13
|
194 |
-
Left thumb finger position is incorrect on frame 34. Video time: 0:01.13
|
195 |
-
Left foot position is incorrect on frame 34. Video time: 0:01.13
|
196 |
-
Right foot position is incorrect on frame 34. Video time: 0:01.13
|
197 |
-
Left pinky finger position is incorrect on frame 34. Video time: 0:01.13
|
198 |
-
Left middle finger position is incorrect on frame 34. Video time: 0:01.13
|
199 |
-
Right shin position is incorrect on frame 34. Video time: 0:01.13
|
200 |
-
Left shin position is incorrect on frame 34. Video time: 0:01.13
|
201 |
-
Left index finger position is incorrect on frame 34. Video time: 0:01.13
|
202 |
-
Right middle finger position is incorrect on frame 34. Video time: 0:01.13
|
203 |
-
Left foot position is incorrect on frame 35. Video time: 0:01.16
|
204 |
-
Right foot position is incorrect on frame 35. Video time: 0:01.16
|
205 |
-
Right shin position is incorrect on frame 35. Video time: 0:01.16
|
206 |
-
Left shin position is incorrect on frame 35. Video time: 0:01.16
|
207 |
-
Right middle finger position is incorrect on frame 35. Video time: 0:01.16
|
208 |
-
Left thumb finger position is incorrect on frame 35. Video time: 0:01.16
|
209 |
-
Right foot position is incorrect on frame 36. Video time: 0:01.20
|
210 |
-
Right shin position is incorrect on frame 36. Video time: 0:01.20
|
211 |
-
Right middle finger position is incorrect on frame 36. Video time: 0:01.20
|
212 |
-
Left thumb finger position is incorrect on frame 36. Video time: 0:01.20
|
213 |
-
Right shin position is incorrect on frame 37. Video time: 0:01.23
|
214 |
-
Right middle finger position is incorrect on frame 37. Video time: 0:01.23
|
215 |
-
Right foot position is incorrect on frame 37. Video time: 0:01.23
|
216 |
-
Right index finger position is incorrect on frame 38. Video time: 0:01.26
|
217 |
-
Right foot position is incorrect on frame 38. Video time: 0:01.26
|
218 |
-
Right shin position is incorrect on frame 38. Video time: 0:01.26
|
219 |
-
Right middle finger position is incorrect on frame 38. Video time: 0:01.26
|
220 |
-
Right index finger position is incorrect on frame 39. Video time: 0:01.30
|
221 |
-
Left foot position is incorrect on frame 39. Video time: 0:01.30
|
222 |
-
Right foot position is incorrect on frame 39. Video time: 0:01.30
|
223 |
-
Right shin position is incorrect on frame 39. Video time: 0:01.30
|
224 |
-
Left shin position is incorrect on frame 39. Video time: 0:01.30
|
225 |
-
Right middle finger position is incorrect on frame 39. Video time: 0:01.30
|
226 |
-
Right foot position is incorrect on frame 40. Video time: 0:01.33
|
227 |
-
Right shin position is incorrect on frame 40. Video time: 0:01.33
|
228 |
-
Right middle finger position is incorrect on frame 40. Video time: 0:01.33
|
229 |
-
Right pinky finger position is incorrect on frame 40. Video time: 0:01.33
|
230 |
-
Left thumb finger position is incorrect on frame 40. Video time: 0:01.33
|
231 |
-
Right index finger position is incorrect on frame 40. Video time: 0:01.33
|
232 |
-
Right ring finger position is incorrect on frame 40. Video time: 0:01.33
|
233 |
-
Right foot position is incorrect on frame 41. Video time: 0:01.36
|
234 |
-
Right shin position is incorrect on frame 41. Video time: 0:01.36
|
235 |
-
Right middle finger position is incorrect on frame 41. Video time: 0:01.36
|
236 |
-
Right index finger position is incorrect on frame 41. Video time: 0:01.36
|
237 |
-
Right ring finger position is incorrect on frame 41. Video time: 0:01.36
|
238 |
-
Right pinky finger position is incorrect on frame 41. Video time: 0:01.36
|
239 |
-
Left thumb finger position is incorrect on frame 41. Video time: 0:01.36
|
240 |
-
Right pinky finger position is incorrect on frame 42. Video time: 0:01.40
|
241 |
-
Right middle finger position is incorrect on frame 42. Video time: 0:01.40
|
242 |
-
Right index finger position is incorrect on frame 42. Video time: 0:01.40
|
243 |
-
Right ring finger position is incorrect on frame 42. Video time: 0:01.40
|
244 |
-
Right foot position is incorrect on frame 42. Video time: 0:01.40
|
245 |
-
Right shin position is incorrect on frame 42. Video time: 0:01.40
|
246 |
-
Right index finger position is incorrect on frame 43. Video time: 0:01.43
|
247 |
-
Right pinky finger position is incorrect on frame 43. Video time: 0:01.43
|
248 |
-
Right ring finger position is incorrect on frame 43. Video time: 0:01.43
|
249 |
-
Right foot position is incorrect on frame 43. Video time: 0:01.43
|
250 |
-
Right shin position is incorrect on frame 43. Video time: 0:01.43
|
251 |
-
Right middle finger position is incorrect on frame 43. Video time: 0:01.43
|
252 |
-
Right index finger position is incorrect on frame 44. Video time: 0:01.46
|
253 |
-
Right ring finger position is incorrect on frame 44. Video time: 0:01.46
|
254 |
-
Right pinky finger position is incorrect on frame 44. Video time: 0:01.46
|
255 |
-
Right middle finger position is incorrect on frame 44. Video time: 0:01.46
|
256 |
-
Right middle finger position is incorrect on frame 45. Video time: 0:01.50
|
257 |
-
Right index finger position is incorrect on frame 45. Video time: 0:01.50
|
258 |
-
Right ring finger position is incorrect on frame 45. Video time: 0:01.50
|
259 |
-
Left thigh position is incorrect on frame 46. Video time: 0:01.53
|
260 |
-
Left middle finger position is incorrect on frame 46. Video time: 0:01.53
|
261 |
-
Left shin position is incorrect on frame 46. Video time: 0:01.53
|
262 |
-
Right middle finger position is incorrect on frame 46. Video time: 0:01.53
|
263 |
-
Right index finger position is incorrect on frame 46. Video time: 0:01.53
|
264 |
-
Right ring finger position is incorrect on frame 46. Video time: 0:01.53
|
265 |
-
Left ring finger position is incorrect on frame 46. Video time: 0:01.53
|
266 |
-
Left thumb finger position is incorrect on frame 46. Video time: 0:01.53
|
267 |
-
Left foot position is incorrect on frame 46. Video time: 0:01.53
|
268 |
-
Left shin position is incorrect on frame 47. Video time: 0:01.56
|
269 |
-
Left thumb finger position is incorrect on frame 47. Video time: 0:01.56
|
270 |
-
Right index finger position is incorrect on frame 47. Video time: 0:01.56
|
271 |
-
Right thigh position is incorrect on frame 47. Video time: 0:01.56
|
272 |
-
Left ring finger position is incorrect on frame 47. Video time: 0:01.56
|
273 |
-
Left foot position is incorrect on frame 47. Video time: 0:01.56
|
274 |
-
Left middle finger position is incorrect on frame 47. Video time: 0:01.56
|
275 |
-
Right foot position is incorrect on frame 47. Video time: 0:01.56
|
276 |
-
Right shin position is incorrect on frame 47. Video time: 0:01.56
|
277 |
-
Left thigh position is incorrect on frame 47. Video time: 0:01.56
|
278 |
-
Right middle finger position is incorrect on frame 47. Video time: 0:01.56
|
279 |
-
Right index finger position is incorrect on frame 48. Video time: 0:01.60
|
280 |
-
Left foot position is incorrect on frame 48. Video time: 0:01.60
|
281 |
-
Left thigh position is incorrect on frame 48. Video time: 0:01.60
|
282 |
-
Right foot position is incorrect on frame 48. Video time: 0:01.60
|
283 |
-
Right shin position is incorrect on frame 48. Video time: 0:01.60
|
284 |
-
Left shin position is incorrect on frame 48. Video time: 0:01.60
|
285 |
-
Right middle finger position is incorrect on frame 48. Video time: 0:01.60
|
286 |
-
Left foot position is incorrect on frame 49. Video time: 0:01.63
|
287 |
-
Right foot position is incorrect on frame 49. Video time: 0:01.63
|
288 |
-
Right shin position is incorrect on frame 49. Video time: 0:01.63
|
289 |
-
Left thigh position is incorrect on frame 49. Video time: 0:01.63
|
290 |
-
Left shin position is incorrect on frame 49. Video time: 0:01.63
|
291 |
-
Right middle finger position is incorrect on frame 49. Video time: 0:01.63
|
292 |
-
Right index finger position is incorrect on frame 49. Video time: 0:01.63
|
293 |
-
Left thigh position is incorrect on frame 50. Video time: 0:01.66
|
294 |
-
Right foot position is incorrect on frame 50. Video time: 0:01.66
|
295 |
-
Right shin position is incorrect on frame 50. Video time: 0:01.66
|
296 |
-
Left shin position is incorrect on frame 50. Video time: 0:01.66
|
297 |
-
Right middle finger position is incorrect on frame 50. Video time: 0:01.66
|
298 |
-
Right index finger position is incorrect on frame 50. Video time: 0:01.66
|
299 |
-
Right ring finger position is incorrect on frame 50. Video time: 0:01.66
|
300 |
-
Left foot position is incorrect on frame 50. Video time: 0:01.66
|
301 |
-
Right shin position is incorrect on frame 51. Video time: 0:01.70
|
302 |
-
Left shin position is incorrect on frame 51. Video time: 0:01.70
|
303 |
-
Right middle finger position is incorrect on frame 51. Video time: 0:01.70
|
304 |
-
Right ring finger position is incorrect on frame 51. Video time: 0:01.70
|
305 |
-
Left foot position is incorrect on frame 51. Video time: 0:01.70
|
306 |
-
Right foot position is incorrect on frame 51. Video time: 0:01.70
|
307 |
-
Left thigh position is incorrect on frame 51. Video time: 0:01.70
|
308 |
-
Left shin position is incorrect on frame 52. Video time: 0:01.73
|
309 |
-
Right ring finger position is incorrect on frame 52. Video time: 0:01.73
|
310 |
-
Left foot position is incorrect on frame 52. Video time: 0:01.73
|
311 |
-
Right foot position is incorrect on frame 52. Video time: 0:01.73
|
312 |
-
Right shin position is incorrect on frame 52. Video time: 0:01.73
|
313 |
-
Left thigh position is incorrect on frame 52. Video time: 0:01.73
|
314 |
-
Right middle finger position is incorrect on frame 52. Video time: 0:01.73
|
315 |
-
Right ring finger position is incorrect on frame 53. Video time: 0:01.76
|
316 |
-
Left foot position is incorrect on frame 53. Video time: 0:01.76
|
317 |
-
Right foot position is incorrect on frame 53. Video time: 0:01.76
|
318 |
-
Left thigh position is incorrect on frame 53. Video time: 0:01.76
|
319 |
-
Right shin position is incorrect on frame 53. Video time: 0:01.76
|
320 |
-
Left shin position is incorrect on frame 53. Video time: 0:01.76
|
321 |
-
Right middle finger position is incorrect on frame 53. Video time: 0:01.76
|
322 |
-
Right foot position is incorrect on frame 54. Video time: 0:01.80
|
323 |
-
Right shin position is incorrect on frame 54. Video time: 0:01.80
|
324 |
-
Left thigh position is incorrect on frame 54. Video time: 0:01.80
|
325 |
-
Left shin position is incorrect on frame 54. Video time: 0:01.80
|
326 |
-
Left thumb finger position is incorrect on frame 54. Video time: 0:01.80
|
327 |
-
Right ring finger position is incorrect on frame 54. Video time: 0:01.80
|
328 |
-
Left foot position is incorrect on frame 54. Video time: 0:01.80
|
329 |
-
Left thigh position is incorrect on frame 55. Video time: 0:01.83
|
330 |
-
Right foot position is incorrect on frame 55. Video time: 0:01.83
|
331 |
-
Right shin position is incorrect on frame 55. Video time: 0:01.83
|
332 |
-
Left shin position is incorrect on frame 55. Video time: 0:01.83
|
333 |
-
Right index finger position is incorrect on frame 55. Video time: 0:01.83
|
334 |
-
Right ring finger position is incorrect on frame 55. Video time: 0:01.83
|
335 |
-
Left foot position is incorrect on frame 55. Video time: 0:01.83
|
336 |
-
Right shin position is incorrect on frame 56. Video time: 0:01.86
|
337 |
-
Left shin position is incorrect on frame 56. Video time: 0:01.86
|
338 |
-
Right ring finger position is incorrect on frame 56. Video time: 0:01.86
|
339 |
-
Left foot position is incorrect on frame 56. Video time: 0:01.86
|
340 |
-
Right foot position is incorrect on frame 56. Video time: 0:01.86
|
341 |
-
Left thigh position is incorrect on frame 56. Video time: 0:01.86
|
342 |
-
Left shin position is incorrect on frame 57. Video time: 0:01.90
|
343 |
-
Right ring finger position is incorrect on frame 57. Video time: 0:01.90
|
344 |
-
Left foot position is incorrect on frame 57. Video time: 0:01.90
|
345 |
-
Right foot position is incorrect on frame 57. Video time: 0:01.90
|
346 |
-
Right shin position is incorrect on frame 57. Video time: 0:01.90
|
347 |
-
Left thigh position is incorrect on frame 57. Video time: 0:01.90
|
348 |
-
Left foot position is incorrect on frame 58. Video time: 0:01.93
|
349 |
-
Right foot position is incorrect on frame 58. Video time: 0:01.93
|
350 |
-
Right shin position is incorrect on frame 58. Video time: 0:01.93
|
351 |
-
Left shin position is incorrect on frame 58. Video time: 0:01.93
|
352 |
-
Right ring finger position is incorrect on frame 58. Video time: 0:01.93
|
353 |
-
Right foot position is incorrect on frame 59. Video time: 0:01.96
|
354 |
-
Right shin position is incorrect on frame 59. Video time: 0:01.96
|
355 |
-
Left shin position is incorrect on frame 59. Video time: 0:01.96
|
356 |
-
Right ring finger position is incorrect on frame 59. Video time: 0:01.96
|
357 |
-
Left foot position is incorrect on frame 59. Video time: 0:01.96
|
358 |
-
Right foot position is incorrect on frame 60. Video time:
|
359 |
-
Right shin position is incorrect on frame 60. Video time:
|
360 |
-
Left shin position is incorrect on frame 60. Video time:
|
361 |
-
Right middle finger position is incorrect on frame 60. Video time:
|
362 |
-
Right ring finger position is incorrect on frame 60. Video time:
|
363 |
-
Left foot position is incorrect on frame 60. Video time:
|
364 |
-
Right ring finger position is incorrect on frame 61. Video time: 0:02.03
|
365 |
-
Right foot position is incorrect on frame 61. Video time: 0:02.03
|
366 |
-
Right shin position is incorrect on frame 61. Video time: 0:02.03
|
367 |
-
Right ring finger position is incorrect on frame 62. Video time: 0:02.06
|
368 |
-
Right foot position is incorrect on frame 62. Video time: 0:02.06
|
369 |
-
Right shin position is incorrect on frame 62. Video time: 0:02.06
|
370 |
-
Right foot position is incorrect on frame 63. Video time: 0:02.10
|
371 |
-
Right shin position is incorrect on frame 63. Video time: 0:02.10
|
372 |
-
Right ring finger position is incorrect on frame 63. Video time: 0:02.10
|
373 |
-
Right foot position is incorrect on frame 64. Video time: 0:02.13
|
374 |
-
Right shin position is incorrect on frame 64. Video time: 0:02.13
|
375 |
-
Right middle finger position is incorrect on frame 64. Video time: 0:02.13
|
376 |
-
Left shin position is incorrect on frame 64. Video time: 0:02.13
|
377 |
-
Right ring finger position is incorrect on frame 64. Video time: 0:02.13
|
378 |
-
Left foot position is incorrect on frame 64. Video time: 0:02.13
|
379 |
-
Right shin position is incorrect on frame 65. Video time: 0:02.16
|
380 |
-
Left shin position is incorrect on frame 65. Video time: 0:02.16
|
381 |
-
Right middle finger position is incorrect on frame 65. Video time: 0:02.16
|
382 |
-
Left foot position is incorrect on frame 65. Video time: 0:02.16
|
383 |
-
Right foot position is incorrect on frame 65. Video time: 0:02.16
|
384 |
-
Left shin position is incorrect on frame 66. Video time: 0:02.20
|
385 |
-
Left foot position is incorrect on frame 66. Video time: 0:02.20
|
386 |
-
Right foot position is incorrect on frame 66. Video time: 0:02.20
|
387 |
-
Right shin position is incorrect on frame 66. Video time: 0:02.20
|
388 |
-
Right pinky finger position is incorrect on frame 67. Video time: 0:02.23
|
389 |
-
Left foot position is incorrect on frame 67. Video time: 0:02.23
|
390 |
-
Right foot position is incorrect on frame 67. Video time: 0:02.23
|
391 |
-
Right shin position is incorrect on frame 67. Video time: 0:02.23
|
392 |
-
Left shin position is incorrect on frame 67. Video time: 0:02.23
|
393 |
-
Right foot position is incorrect on frame 68. Video time: 0:02.26
|
394 |
-
Right shin position is incorrect on frame 68. Video time: 0:02.26
|
395 |
-
Left shin position is incorrect on frame 68. Video time: 0:02.26
|
396 |
-
Right pinky finger position is incorrect on frame 68. Video time: 0:02.26
|
397 |
-
Left foot position is incorrect on frame 68. Video time: 0:02.26
|
398 |
-
Right foot position is incorrect on frame 69. Video time: 0:02.30
|
399 |
-
Right shin position is incorrect on frame 69. Video time: 0:02.30
|
400 |
-
Left shin position is incorrect on frame 69. Video time: 0:02.30
|
401 |
-
Left foot position is incorrect on frame 69. Video time: 0:02.30
|
402 |
-
Right shin position is incorrect on frame 70. Video time: 0:02.33
|
403 |
-
Left shin position is incorrect on frame 70. Video time: 0:02.33
|
404 |
-
Left foot position is incorrect on frame 70. Video time: 0:02.33
|
405 |
-
Right foot position is incorrect on frame 70. Video time: 0:02.33
|
406 |
-
Left thigh position is incorrect on frame 70. Video time: 0:02.33
|
407 |
-
Left shin position is incorrect on frame 71. Video time: 0:02.36
|
408 |
-
Left foot position is incorrect on frame 71. Video time: 0:02.36
|
409 |
-
Right foot position is incorrect on frame 71. Video time: 0:02.36
|
410 |
-
Right shin position is incorrect on frame 71. Video time: 0:02.36
|
411 |
-
Left thigh position is incorrect on frame 71. Video time: 0:02.36
|
412 |
-
Right pinky finger position is incorrect on frame 72. Video time: 0:02.40
|
413 |
-
Left foot position is incorrect on frame 72. Video time: 0:02.40
|
414 |
-
Right foot position is incorrect on frame 72. Video time: 0:02.40
|
415 |
-
Right shin position is incorrect on frame 72. Video time: 0:02.40
|
416 |
-
Left shin position is incorrect on frame 72. Video time: 0:02.40
|
417 |
-
Right foot position is incorrect on frame 73. Video time: 0:02.43
|
418 |
-
Right shin position is incorrect on frame 73. Video time: 0:02.43
|
419 |
-
Left shin position is incorrect on frame 73. Video time: 0:02.43
|
420 |
-
Right pinky finger position is incorrect on frame 73. Video time: 0:02.43
|
421 |
-
Left foot position is incorrect on frame 73. Video time: 0:02.43
|
422 |
-
Right foot position is incorrect on frame 74. Video time: 0:02.46
|
423 |
-
Right shin position is incorrect on frame 74. Video time: 0:02.46
|
424 |
-
Left shin position is incorrect on frame 74. Video time: 0:02.46
|
425 |
-
Right middle finger position is incorrect on frame 74. Video time: 0:02.46
|
426 |
-
Left foot position is incorrect on frame 74. Video time: 0:02.46
|
427 |
-
Right shin position is incorrect on frame 75. Video time: 0:02.50
|
428 |
-
Left shin position is incorrect on frame 75. Video time: 0:02.50
|
429 |
-
Right index finger position is incorrect on frame 75. Video time: 0:02.50
|
430 |
-
Left foot position is incorrect on frame 75. Video time: 0:02.50
|
431 |
-
Right foot position is incorrect on frame 75. Video time: 0:02.50
|
432 |
-
Left shin position is incorrect on frame 76. Video time: 0:02.53
|
433 |
-
Left foot position is incorrect on frame 76. Video time: 0:02.53
|
434 |
-
Right foot position is incorrect on frame 76. Video time: 0:02.53
|
435 |
-
Right shin position is incorrect on frame 76. Video time: 0:02.53
|
436 |
-
Right index finger position is incorrect on frame 76. Video time: 0:02.53
|
437 |
-
Left foot position is incorrect on frame 77. Video time: 0:02.56
|
438 |
-
Right foot position is incorrect on frame 77. Video time: 0:02.56
|
439 |
-
Right shin position is incorrect on frame 77. Video time: 0:02.56
|
440 |
-
Left shin position is incorrect on frame 77. Video time: 0:02.56
|
441 |
-
Left middle finger position is incorrect on frame 78. Video time: 0:02.60
|
442 |
-
Right foot position is incorrect on frame 78. Video time: 0:02.60
|
443 |
-
Right shin position is incorrect on frame 78. Video time: 0:02.60
|
444 |
-
Right pinky finger position is incorrect on frame 78. Video time: 0:02.60
|
445 |
-
Right shin position is incorrect on frame 79. Video time: 0:02.63
|
446 |
-
Right pinky finger position is incorrect on frame 79. Video time: 0:02.63
|
447 |
-
Right foot position is incorrect on frame 79. Video time: 0:02.63
|
448 |
-
Left middle finger position is incorrect on frame 79. Video time: 0:02.63
|
449 |
-
Left middle finger position is incorrect on frame 80. Video time: 0:02.66
|
450 |
-
Right thumb finger position is incorrect on frame 80. Video time: 0:02.66
|
451 |
-
Right foot position is incorrect on frame 80. Video time: 0:02.66
|
452 |
-
Right shin position is incorrect on frame 80. Video time: 0:02.66
|
453 |
-
Left foot position is incorrect on frame 81. Video time: 0:02.70
|
454 |
-
Right thumb finger position is incorrect on frame 81. Video time: 0:02.70
|
455 |
-
Left pinky finger position is incorrect on frame 81. Video time: 0:02.70
|
456 |
-
Left middle finger position is incorrect on frame 81. Video time: 0:02.70
|
457 |
-
Right foot position is incorrect on frame 81. Video time: 0:02.70
|
458 |
-
Right shin position is incorrect on frame 81. Video time: 0:02.70
|
459 |
-
Left shin position is incorrect on frame 81. Video time: 0:02.70
|
460 |
-
Left foot position is incorrect on frame 82. Video time: 0:02.73
|
461 |
-
Right thumb finger position is incorrect on frame 82. Video time: 0:02.73
|
462 |
-
Right foot position is incorrect on frame 82. Video time: 0:02.73
|
463 |
-
Left pinky finger position is incorrect on frame 82. Video time: 0:02.73
|
464 |
-
Left middle finger position is incorrect on frame 82. Video time: 0:02.73
|
465 |
-
Right shin position is incorrect on frame 82. Video time: 0:02.73
|
466 |
-
Left shin position is incorrect on frame 82. Video time: 0:02.73
|
467 |
-
Left middle finger position is incorrect on frame 83. Video time: 0:02.76
|
468 |
-
Left shin position is incorrect on frame 83. Video time: 0:02.76
|
469 |
-
Left foot position is incorrect on frame 83. Video time: 0:02.76
|
470 |
-
Left pinky finger position is incorrect on frame 83. Video time: 0:02.76
|
471 |
-
Left shin position is incorrect on frame 84. Video time: 0:02.80
|
472 |
-
Left ring finger position is incorrect on frame 84. Video time: 0:02.80
|
473 |
-
Left foot position is incorrect on frame 84. Video time: 0:02.80
|
474 |
-
Left pinky finger position is incorrect on frame 84. Video time: 0:02.80
|
475 |
-
Left middle finger position is incorrect on frame 84. Video time: 0:02.80
|
476 |
-
Left shin position is incorrect on frame 85. Video time: 0:02.83
|
477 |
-
Left index finger position is incorrect on frame 85. Video time: 0:02.83
|
478 |
-
Left foot position is incorrect on frame 85. Video time: 0:02.83
|
479 |
-
Left pinky finger position is incorrect on frame 85. Video time: 0:02.83
|
480 |
-
Left middle finger position is incorrect on frame 85. Video time: 0:02.83
|
481 |
-
Left foot position is incorrect on frame 86. Video time: 0:02.86
|
482 |
-
Left pinky finger position is incorrect on frame 86. Video time: 0:02.86
|
483 |
-
Left middle finger position is incorrect on frame 86. Video time: 0:02.86
|
484 |
-
Left shin position is incorrect on frame 86. Video time: 0:02.86
|
485 |
-
Left index finger position is incorrect on frame 86. Video time: 0:02.86
|
486 |
-
Left middle finger position is incorrect on frame 87. Video time: 0:02.90
|
487 |
-
Right foot position is incorrect on frame 87. Video time: 0:02.90
|
488 |
-
Right shin position is incorrect on frame 87. Video time: 0:02.90
|
489 |
-
Left thigh position is incorrect on frame 87. Video time: 0:02.90
|
490 |
-
Left shin position is incorrect on frame 87. Video time: 0:02.90
|
491 |
-
Left index finger position is incorrect on frame 87. Video time: 0:02.90
|
492 |
-
Left foot position is incorrect on frame 87. Video time: 0:02.90
|
493 |
-
Left pinky finger position is incorrect on frame 90. Video time:
|
494 |
-
Left pinky finger position is incorrect on frame 91. Video time: 0:03.03
|
495 |
-
Left middle finger position is incorrect on frame 91. Video time: 0:03.03
|
496 |
-
Right middle finger position is incorrect on frame 91. Video time: 0:03.03
|
497 |
-
Left middle finger position is incorrect on frame 92. Video time: 0:03.06
|
498 |
-
Left pinky finger position is incorrect on frame 92. Video time: 0:03.06
|
499 |
-
Left shin position is incorrect on frame 93. Video time: 0:03.10
|
500 |
-
Left foot position is incorrect on frame 93. Video time: 0:03.10
|
501 |
-
Left middle finger position is incorrect on frame 93. Video time: 0:03.10
|
502 |
-
Left shin position is incorrect on frame 94. Video time: 0:03.13
|
503 |
-
Left foot position is incorrect on frame 94. Video time: 0:03.13
|
504 |
-
Left middle finger position is incorrect on frame 94. Video time: 0:03.13
|
505 |
-
Left index finger position is incorrect on frame 95. Video time: 0:03.16
|
506 |
-
Left middle finger position is incorrect on frame 95. Video time: 0:03.16
|
507 |
-
Right thumb finger position is incorrect on frame 96. Video time: 0:03.20
|
508 |
-
Left middle finger position is incorrect on frame 96. Video time: 0:03.20
|
509 |
-
Right foot position is incorrect on frame 97. Video time: 0:03.23
|
510 |
-
Right shin position is incorrect on frame 97. Video time: 0:03.23
|
511 |
-
Right thumb finger position is incorrect on frame 97. Video time: 0:03.23
|
512 |
-
Left middle finger position is incorrect on frame 97. Video time: 0:03.23
|
513 |
-
Right shin position is incorrect on frame 98. Video time: 0:03.26
|
514 |
-
Left shin position is incorrect on frame 98. Video time: 0:03.26
|
515 |
-
Left foot position is incorrect on frame 98. Video time: 0:03.26
|
516 |
-
Right foot position is incorrect on frame 98. Video time: 0:03.26
|
517 |
-
Left shin position is incorrect on frame 99. Video time: 0:03.30
|
518 |
-
Left foot position is incorrect on frame 99. Video time: 0:03.30
|
519 |
-
Left foot position is incorrect on frame 100. Video time: 0:03.33
|
520 |
-
Left shin position is incorrect on frame 100. Video time: 0:03.33
|
521 |
-
Left middle finger position is incorrect on frame 101. Video time: 0:03.36
|
522 |
-
Left foot position is incorrect on frame 101. Video time: 0:03.36
|
523 |
-
Left shin position is incorrect on frame 101. Video time: 0:03.36
|
524 |
-
Right ring finger position is incorrect on frame 101. Video time: 0:03.36
|
525 |
-
Right foot position is incorrect on frame 102. Video time: 0:03.40
|
526 |
-
Right shin position is incorrect on frame 102. Video time: 0:03.40
|
527 |
-
Left ring finger position is incorrect on frame 102. Video time: 0:03.40
|
528 |
-
Left shin position is incorrect on frame 102. Video time: 0:03.40
|
529 |
-
Left index finger position is incorrect on frame 102. Video time: 0:03.40
|
530 |
-
Left foot position is incorrect on frame 102. Video time: 0:03.40
|
531 |
-
Left pinky finger position is incorrect on frame 102. Video time: 0:03.40
|
532 |
-
Left middle finger position is incorrect on frame 102. Video time: 0:03.40
|
533 |
-
Left shin position is incorrect on frame 103. Video time: 0:03.43
|
534 |
-
Left ring finger position is incorrect on frame 103. Video time: 0:03.43
|
535 |
-
Left foot position is incorrect on frame 103. Video time: 0:03.43
|
536 |
-
Left pinky finger position is incorrect on frame 103. Video time: 0:03.43
|
537 |
-
Left middle finger position is incorrect on frame 103. Video time: 0:03.43
|
538 |
-
Left ring finger position is incorrect on frame 104. Video time: 0:03.46
|
539 |
-
Left pinky finger position is incorrect on frame 104. Video time: 0:03.46
|
540 |
-
Left middle finger position is incorrect on frame 104. Video time: 0:03.46
|
541 |
-
Left pinky finger position is incorrect on frame 105. Video time: 0:03.50
|
542 |
-
Left middle finger position is incorrect on frame 105. Video time: 0:03.50
|
543 |
-
Left ring finger position is incorrect on frame 105. Video time: 0:03.50
|
544 |
-
Right foot position is incorrect on frame 106. Video time: 0:03.53
|
545 |
-
Right shin position is incorrect on frame 106. Video time: 0:03.53
|
546 |
-
Left pinky finger position is incorrect on frame 106. Video time: 0:03.53
|
547 |
-
Left index finger position is incorrect on frame 106. Video time: 0:03.53
|
548 |
-
Right middle finger position is incorrect on frame 106. Video time: 0:03.53
|
549 |
-
Left ring finger position is incorrect on frame 106. Video time: 0:03.53
|
550 |
-
Left middle finger position is incorrect on frame 106. Video time: 0:03.53
|
551 |
-
Right foot position is incorrect on frame 107. Video time: 0:03.56
|
552 |
-
Right shin position is incorrect on frame 107. Video time: 0:03.56
|
553 |
-
Left shin position is incorrect on frame 107. Video time: 0:03.56
|
554 |
-
Left index finger position is incorrect on frame 107. Video time: 0:03.56
|
555 |
-
Left ring finger position is incorrect on frame 107. Video time: 0:03.56
|
556 |
-
Left foot position is incorrect on frame 107. Video time: 0:03.56
|
557 |
-
Left pinky finger position is incorrect on frame 107. Video time: 0:03.56
|
558 |
-
Left middle finger position is incorrect on frame 107. Video time: 0:03.56
|
559 |
-
Right shin position is incorrect on frame 108. Video time: 0:03.60
|
560 |
-
Left shin position is incorrect on frame 108. Video time: 0:03.60
|
561 |
-
Left index finger position is incorrect on frame 108. Video time: 0:03.60
|
562 |
-
Left ring finger position is incorrect on frame 108. Video time: 0:03.60
|
563 |
-
Left foot position is incorrect on frame 108. Video time: 0:03.60
|
564 |
-
Right foot position is incorrect on frame 108. Video time: 0:03.60
|
565 |
-
Left pinky finger position is incorrect on frame 108. Video time: 0:03.60
|
566 |
-
Left middle finger position is incorrect on frame 108. Video time: 0:03.60
|
567 |
-
Right thigh position is incorrect on frame 109. Video time: 0:03.63
|
568 |
-
Left foot position is incorrect on frame 109. Video time: 0:03.63
|
569 |
-
Left pinky finger position is incorrect on frame 109. Video time: 0:03.63
|
570 |
-
Left middle finger position is incorrect on frame 109. Video time: 0:03.63
|
571 |
-
Right foot position is incorrect on frame 109. Video time: 0:03.63
|
572 |
-
Right shin position is incorrect on frame 109. Video time: 0:03.63
|
573 |
-
Left ring finger position is incorrect on frame 109. Video time: 0:03.63
|
574 |
-
Left shin position is incorrect on frame 109. Video time: 0:03.63
|
575 |
-
Left index finger position is incorrect on frame 109. Video time: 0:03.63
|
576 |
-
Left foot position is incorrect on frame 110. Video time: 0:03.66
|
577 |
-
Left pinky finger position is incorrect on frame 110. Video time: 0:03.66
|
578 |
-
Left middle finger position is incorrect on frame 110. Video time: 0:03.66
|
579 |
-
Left shin position is incorrect on frame 110. Video time: 0:03.66
|
580 |
-
Left index finger position is incorrect on frame 110. Video time: 0:03.66
|
581 |
-
Left ring finger position is incorrect on frame 110. Video time: 0:03.66
|
582 |
-
Left shin position is incorrect on frame 111. Video time: 0:03.70
|
583 |
-
Left index finger position is incorrect on frame 111. Video time: 0:03.70
|
584 |
-
Left thumb finger position is incorrect on frame 111. Video time: 0:03.70
|
585 |
-
Left ring finger position is incorrect on frame 111. Video time: 0:03.70
|
586 |
-
Left foot position is incorrect on frame 111. Video time: 0:03.70
|
587 |
-
Left pinky finger position is incorrect on frame 111. Video time: 0:03.70
|
588 |
-
Left middle finger position is incorrect on frame 111. Video time: 0:03.70
|
589 |
-
Left shin position is incorrect on frame 112. Video time: 0:03.73
|
590 |
-
Left index finger position is incorrect on frame 112. Video time: 0:03.73
|
591 |
-
Left ring finger position is incorrect on frame 112. Video time: 0:03.73
|
592 |
-
Left thumb finger position is incorrect on frame 112. Video time: 0:03.73
|
593 |
-
Left foot position is incorrect on frame 112. Video time: 0:03.73
|
594 |
-
Left pinky finger position is incorrect on frame 112. Video time: 0:03.73
|
595 |
-
Left middle finger position is incorrect on frame 112. Video time: 0:03.73
|
596 |
-
Right pinky finger position is incorrect on frame 113. Video time: 0:03.76
|
597 |
-
Right ring finger position is incorrect on frame 113. Video time: 0:03.76
|
598 |
-
Left foot position is incorrect on frame 113. Video time: 0:03.76
|
599 |
-
Right thumb finger position is incorrect on frame 113. Video time: 0:03.76
|
600 |
-
Left shin position is incorrect on frame 113. Video time: 0:03.76
|
601 |
-
Right ring finger position is incorrect on frame 114. Video time: 0:03.80
|
602 |
-
Left foot position is incorrect on frame 114. Video time: 0:03.80
|
603 |
-
Left shin position is incorrect on frame 114. Video time: 0:03.80
|
604 |
-
Right pinky finger position is incorrect on frame 114. Video time: 0:03.80
|
605 |
-
Right pinky finger position is incorrect on frame 115. Video time: 0:03.83
|
606 |
-
Right middle finger position is incorrect on frame 115. Video time: 0:03.83
|
607 |
-
Right index finger position is incorrect on frame 115. Video time: 0:03.83
|
608 |
-
Right ring finger position is incorrect on frame 115. Video time: 0:03.83
|
609 |
-
Right index finger position is incorrect on frame 116. Video time: 0:03.86
|
610 |
-
Right shin position is incorrect on frame 117. Video time: 0:03.90
|
611 |
-
Right index finger position is incorrect on frame 117. Video time: 0:03.90
|
612 |
-
Right foot position is incorrect on frame 117. Video time: 0:03.90
|
613 |
-
Left foot position is incorrect on frame 118. Video time: 0:03.93
|
614 |
-
Right foot position is incorrect on frame 118. Video time: 0:03.93
|
615 |
-
Right shin position is incorrect on frame 118. Video time: 0:03.93
|
616 |
-
Left shin position is incorrect on frame 118. Video time: 0:03.93
|
617 |
-
Left index finger position is incorrect on frame 118. Video time: 0:03.93
|
618 |
-
Left foot position is incorrect on frame 119. Video time: 0:03.96
|
619 |
-
Left shin position is incorrect on frame 119. Video time: 0:03.96
|
620 |
-
Right middle finger position is incorrect on frame 119. Video time: 0:03.96
|
621 |
-
Right ring finger position is incorrect on frame 119. Video time: 0:03.96
|
622 |
-
Left shin position is incorrect on frame 120. Video time:
|
623 |
-
Right middle finger position is incorrect on frame 120. Video time:
|
624 |
-
Right ring finger position is incorrect on frame 120. Video time:
|
625 |
-
Left foot position is incorrect on frame 120. Video time:
|
626 |
-
Left shin position is incorrect on frame 121. Video time: 0:04.03
|
627 |
-
Left foot position is incorrect on frame 121. Video time: 0:04.03
|
628 |
-
Left index finger position is incorrect on frame 122. Video time: 0:04.06
|
629 |
-
Left ring finger position is incorrect on frame 122. Video time: 0:04.06
|
630 |
-
Left foot position is incorrect on frame 122. Video time: 0:04.06
|
631 |
-
Left pinky finger position is incorrect on frame 122. Video time: 0:04.06
|
632 |
-
Left shin position is incorrect on frame 122. Video time: 0:04.06
|
633 |
-
Left foot position is incorrect on frame 123. Video time: 0:04.10
|
634 |
-
Left shin position is incorrect on frame 123. Video time: 0:04.10
|
635 |
-
Left index finger position is incorrect on frame 123. Video time: 0:04.10
|
636 |
-
Left foot position is incorrect on frame 124. Video time: 0:04.13
|
637 |
-
Left shin position is incorrect on frame 124. Video time: 0:04.13
|
638 |
-
Left index finger position is incorrect on frame 124. Video time: 0:04.13
|
639 |
-
Left shin position is incorrect on frame 125. Video time: 0:04.16
|
640 |
-
Left index finger position is incorrect on frame 125. Video time: 0:04.16
|
641 |
-
Left foot position is incorrect on frame 125. Video time: 0:04.16
|
642 |
-
Left shin position is incorrect on frame 126. Video time: 0:04.20
|
643 |
-
Left index finger position is incorrect on frame 126. Video time: 0:04.20
|
644 |
-
Left ring finger position is incorrect on frame 126. Video time: 0:04.20
|
645 |
-
Left middle finger position is incorrect on frame 126. Video time: 0:04.20
|
646 |
-
Left foot position is incorrect on frame 126. Video time: 0:04.20
|
647 |
-
Left pinky finger position is incorrect on frame 126. Video time: 0:04.20
|
648 |
-
Left ring finger position is incorrect on frame 127. Video time: 0:04.23
|
649 |
-
Left foot position is incorrect on frame 127. Video time: 0:04.23
|
650 |
-
Left pinky finger position is incorrect on frame 127. Video time: 0:04.23
|
651 |
-
Left middle finger position is incorrect on frame 127. Video time: 0:04.23
|
652 |
-
Left shin position is incorrect on frame 127. Video time: 0:04.23
|
653 |
-
Left index finger position is incorrect on frame 127. Video time: 0:04.23
|
654 |
-
Right middle finger position is incorrect on frame 127. Video time: 0:04.23
|
655 |
-
Left foot position is incorrect on frame 128. Video time: 0:04.26
|
656 |
-
Left pinky finger position is incorrect on frame 128. Video time: 0:04.26
|
657 |
-
Left middle finger position is incorrect on frame 128. Video time: 0:04.26
|
658 |
-
Right foot position is incorrect on frame 128. Video time: 0:04.26
|
659 |
-
Right shin position is incorrect on frame 128. Video time: 0:04.26
|
660 |
-
Left ring finger position is incorrect on frame 128. Video time: 0:04.26
|
661 |
-
Left shin position is incorrect on frame 128. Video time: 0:04.26
|
662 |
-
Left index finger position is incorrect on frame 128. Video time: 0:04.26
|
663 |
-
Left thumb finger position is incorrect on frame 129. Video time: 0:04.30
|
664 |
-
Left foot position is incorrect on frame 129. Video time: 0:04.30
|
665 |
-
Right foot position is incorrect on frame 129. Video time: 0:04.30
|
666 |
-
Left pinky finger position is incorrect on frame 129. Video time: 0:04.30
|
667 |
-
Left middle finger position is incorrect on frame 129. Video time: 0:04.30
|
668 |
-
Right shin position is incorrect on frame 129. Video time: 0:04.30
|
669 |
-
Left shin position is incorrect on frame 129. Video time: 0:04.30
|
670 |
-
Left index finger position is incorrect on frame 129. Video time: 0:04.30
|
671 |
-
Left ring finger position is incorrect on frame 129. Video time: 0:04.30
|
672 |
-
Right foot position is incorrect on frame 130. Video time: 0:04.33
|
673 |
-
Right shin position is incorrect on frame 130. Video time: 0:04.33
|
674 |
-
Left shin position is incorrect on frame 130. Video time: 0:04.33
|
675 |
-
Left index finger position is incorrect on frame 130. Video time: 0:04.33
|
676 |
-
Left ring finger position is incorrect on frame 130. Video time: 0:04.33
|
677 |
-
Left foot position is incorrect on frame 130. Video time: 0:04.33
|
678 |
-
Left pinky finger position is incorrect on frame 130. Video time: 0:04.33
|
679 |
-
Left middle finger position is incorrect on frame 130. Video time: 0:04.33
|
680 |
-
Left index finger position is incorrect on frame 131. Video time: 0:04.36
|
681 |
-
Left ring finger position is incorrect on frame 131. Video time: 0:04.36
|
682 |
-
Left pinky finger position is incorrect on frame 131. Video time: 0:04.36
|
683 |
-
Left middle finger position is incorrect on frame 131. Video time: 0:04.36
|
684 |
-
Left ring finger position is incorrect on frame 132. Video time: 0:04.40
|
685 |
-
Left pinky finger position is incorrect on frame 132. Video time: 0:04.40
|
686 |
-
Left thumb finger position is incorrect on frame 133. Video time: 0:04.43
|
687 |
-
Left pinky finger position is incorrect on frame 133. Video time: 0:04.43
|
688 |
-
Left ring finger position is incorrect on frame 133. Video time: 0:04.43
|
689 |
-
Left foot position is incorrect on frame 134. Video time: 0:04.46
|
690 |
-
Right foot position is incorrect on frame 134. Video time: 0:04.46
|
691 |
-
Left pinky finger position is incorrect on frame 134. Video time: 0:04.46
|
692 |
-
Right shin position is incorrect on frame 134. Video time: 0:04.46
|
693 |
-
Left shin position is incorrect on frame 134. Video time: 0:04.46
|
694 |
-
Left thumb finger position is incorrect on frame 134. Video time: 0:04.46
|
695 |
-
Left ring finger position is incorrect on frame 134. Video time: 0:04.46
|
696 |
-
Right shin position is incorrect on frame 135. Video time: 0:04.50
|
697 |
-
Left shin position is incorrect on frame 135. Video time: 0:04.50
|
698 |
-
Left index finger position is incorrect on frame 135. Video time: 0:04.50
|
699 |
-
Right thigh position is incorrect on frame 135. Video time: 0:04.50
|
700 |
-
Left ring finger position is incorrect on frame 135. Video time: 0:04.50
|
701 |
-
Left foot position is incorrect on frame 135. Video time: 0:04.50
|
702 |
-
Left pinky finger position is incorrect on frame 135. Video time: 0:04.50
|
703 |
-
Left middle finger position is incorrect on frame 135. Video time: 0:04.50
|
704 |
-
Right foot position is incorrect on frame 135. Video time: 0:04.50
|
705 |
-
Right thigh position is incorrect on frame 136. Video time: 0:04.53
|
706 |
-
Left foot position is incorrect on frame 136. Video time: 0:04.53
|
707 |
-
Right foot position is incorrect on frame 136. Video time: 0:04.53
|
708 |
-
Left pinky finger position is incorrect on frame 136. Video time: 0:04.53
|
709 |
-
Left middle finger position is incorrect on frame 136. Video time: 0:04.53
|
710 |
-
Right shin position is incorrect on frame 136. Video time: 0:04.53
|
711 |
-
Left shin position is incorrect on frame 136. Video time: 0:04.53
|
712 |
-
Left index finger position is incorrect on frame 136. Video time: 0:04.53
|
713 |
-
Left foot position is incorrect on frame 137. Video time: 0:04.56
|
714 |
-
Left middle finger position is incorrect on frame 137. Video time: 0:04.56
|
715 |
-
Right foot position is incorrect on frame 137. Video time: 0:04.56
|
716 |
-
Right shin position is incorrect on frame 137. Video time: 0:04.56
|
717 |
-
Left pinky finger position is incorrect on frame 137. Video time: 0:04.56
|
718 |
-
Left shin position is incorrect on frame 137. Video time: 0:04.56
|
719 |
-
Left index finger position is incorrect on frame 137. Video time: 0:04.56
|
720 |
-
Left foot position is incorrect on frame 138. Video time: 0:04.60
|
721 |
-
Left pinky finger position is incorrect on frame 138. Video time: 0:04.60
|
722 |
-
Left middle finger position is incorrect on frame 138. Video time: 0:04.60
|
723 |
-
Right foot position is incorrect on frame 138. Video time: 0:04.60
|
724 |
-
Right shin position is incorrect on frame 138. Video time: 0:04.60
|
725 |
-
Left shin position is incorrect on frame 138. Video time: 0:04.60
|
726 |
-
Left index finger position is incorrect on frame 138. Video time: 0:04.60
|
727 |
-
Right foot position is incorrect on frame 139. Video time: 0:04.63
|
728 |
-
Left pinky finger position is incorrect on frame 139. Video time: 0:04.63
|
729 |
-
Right shin position is incorrect on frame 139. Video time: 0:04.63
|
730 |
-
Left shin position is incorrect on frame 139. Video time: 0:04.63
|
731 |
-
Left index finger position is incorrect on frame 139. Video time: 0:04.63
|
732 |
-
Right middle finger position is incorrect on frame 139. Video time: 0:04.63
|
733 |
-
Right ring finger position is incorrect on frame 139. Video time: 0:04.63
|
734 |
-
Left foot position is incorrect on frame 139. Video time: 0:04.63
|
735 |
-
Left index finger position is incorrect on frame 140. Video time: 0:04.66
|
736 |
-
Left foot position is incorrect on frame 140. Video time: 0:04.66
|
737 |
-
Left pinky finger position is incorrect on frame 140. Video time: 0:04.66
|
738 |
-
Right foot position is incorrect on frame 140. Video time: 0:04.66
|
739 |
-
Right shin position is incorrect on frame 140. Video time: 0:04.66
|
740 |
-
Left shin position is incorrect on frame 140. Video time: 0:04.66
|
741 |
-
Right thigh position is incorrect on frame 141. Video time: 0:04.70
|
742 |
-
Left ring finger position is incorrect on frame 141. Video time: 0:04.70
|
743 |
-
Left foot position is incorrect on frame 141. Video time: 0:04.70
|
744 |
-
Right foot position is incorrect on frame 141. Video time: 0:04.70
|
745 |
-
Left pinky finger position is incorrect on frame 141. Video time: 0:04.70
|
746 |
-
Right shin position is incorrect on frame 141. Video time: 0:04.70
|
747 |
-
Left shin position is incorrect on frame 141. Video time: 0:04.70
|
748 |
-
Left index finger position is incorrect on frame 141. Video time: 0:04.70
|
749 |
-
Left ring finger position is incorrect on frame 142. Video time: 0:04.73
|
750 |
-
Left foot position is incorrect on frame 142. Video time: 0:04.73
|
751 |
-
Left pinky finger position is incorrect on frame 142. Video time: 0:04.73
|
752 |
-
Left middle finger position is incorrect on frame 142. Video time: 0:04.73
|
753 |
-
Right foot position is incorrect on frame 142. Video time: 0:04.73
|
754 |
-
Right shin position is incorrect on frame 142. Video time: 0:04.73
|
755 |
-
Left shin position is incorrect on frame 142. Video time: 0:04.73
|
756 |
-
Left index finger position is incorrect on frame 142. Video time: 0:04.73
|
757 |
-
Left foot position is incorrect on frame 143. Video time: 0:04.76
|
758 |
-
Right foot position is incorrect on frame 143. Video time: 0:04.76
|
759 |
-
Left pinky finger position is incorrect on frame 143. Video time: 0:04.76
|
760 |
-
Left middle finger position is incorrect on frame 143. Video time: 0:04.76
|
761 |
-
Right shin position is incorrect on frame 143. Video time: 0:04.76
|
762 |
-
Left shin position is incorrect on frame 143. Video time: 0:04.76
|
763 |
-
Left index finger position is incorrect on frame 143. Video time: 0:04.76
|
764 |
-
Left ring finger position is incorrect on frame 143. Video time: 0:04.76
|
765 |
-
Right shin position is incorrect on frame 144. Video time: 0:04.80
|
766 |
-
Left pinky finger position is incorrect on frame 144. Video time: 0:04.80
|
767 |
-
Left shin position is incorrect on frame 144. Video time: 0:04.80
|
768 |
-
Left thumb finger position is incorrect on frame 144. Video time: 0:04.80
|
769 |
-
Left ring finger position is incorrect on frame 144. Video time: 0:04.80
|
770 |
-
Left foot position is incorrect on frame 144. Video time: 0:04.80
|
771 |
-
Left middle finger position is incorrect on frame 144. Video time: 0:04.80
|
772 |
-
Right foot position is incorrect on frame 144. Video time: 0:04.80
|
773 |
-
Left ring finger position is incorrect on frame 145. Video time: 0:04.83
|
774 |
-
Left middle finger position is incorrect on frame 145. Video time: 0:04.83
|
775 |
-
Left thumb finger position is incorrect on frame 145. Video time: 0:04.83
|
776 |
-
Left foot position is incorrect on frame 145. Video time: 0:04.83
|
777 |
-
Left pinky finger position is incorrect on frame 145. Video time: 0:04.83
|
778 |
-
Right foot position is incorrect on frame 145. Video time: 0:04.83
|
779 |
-
Right shin position is incorrect on frame 145. Video time: 0:04.83
|
780 |
-
Left shin position is incorrect on frame 145. Video time: 0:04.83
|
781 |
-
Left ring finger position is incorrect on frame 146. Video time: 0:04.86
|
782 |
-
Left middle finger position is incorrect on frame 146. Video time: 0:04.86
|
783 |
-
Left foot position is incorrect on frame 146. Video time: 0:04.86
|
784 |
-
Right foot position is incorrect on frame 146. Video time: 0:04.86
|
785 |
-
Left pinky finger position is incorrect on frame 146. Video time: 0:04.86
|
786 |
-
Right shin position is incorrect on frame 146. Video time: 0:04.86
|
787 |
-
Left shin position is incorrect on frame 146. Video time: 0:04.86
|
788 |
-
Right ring finger position is incorrect on frame 147. Video time: 0:04.90
|
789 |
-
Left foot position is incorrect on frame 147. Video time: 0:04.90
|
790 |
-
Left pinky finger position is incorrect on frame 147. Video time: 0:04.90
|
791 |
-
Left middle finger position is incorrect on frame 147. Video time: 0:04.90
|
792 |
-
Right foot position is incorrect on frame 147. Video time: 0:04.90
|
793 |
-
Right shin position is incorrect on frame 147. Video time: 0:04.90
|
794 |
-
Right index finger position is incorrect on frame 147. Video time: 0:04.90
|
795 |
-
Left ring finger position is incorrect on frame 147. Video time: 0:04.90
|
796 |
-
Left shin position is incorrect on frame 147. Video time: 0:04.90
|
797 |
-
Right pinky finger position is incorrect on frame 147. Video time: 0:04.90
|
798 |
-
Right foot position is incorrect on frame 148. Video time: 0:04.93
|
799 |
-
Left pinky finger position is incorrect on frame 148. Video time: 0:04.93
|
800 |
-
Left middle finger position is incorrect on frame 148. Video time: 0:04.93
|
801 |
-
Right shin position is incorrect on frame 148. Video time: 0:04.93
|
802 |
-
Left shin position is incorrect on frame 148. Video time: 0:04.93
|
803 |
-
Left index finger position is incorrect on frame 148. Video time: 0:04.93
|
804 |
-
Left foot position is incorrect on frame 148. Video time: 0:04.93
|
805 |
-
Left shin position is incorrect on frame 149. Video time: 0:04.96
|
806 |
-
Left index finger position is incorrect on frame 149. Video time: 0:04.96
|
807 |
-
Left foot position is incorrect on frame 149. Video time: 0:04.96
|
808 |
-
Left pinky finger position is incorrect on frame 149. Video time: 0:04.96
|
809 |
-
Left middle finger position is incorrect on frame 149. Video time: 0:04.96
|
810 |
-
Right foot position is incorrect on frame 149. Video time: 0:04.96
|
811 |
-
Right shin position is incorrect on frame 149. Video time: 0:04.96
|
812 |
-
Left middle finger position is incorrect on frame 150. Video time:
|
813 |
-
Left index finger position is incorrect on frame 150. Video time:
|
814 |
-
Right ring finger position is incorrect on frame 151. Video time: 0:05.03
|
815 |
-
Left ring finger position is incorrect on frame 151. Video time: 0:05.03
|
816 |
-
Left middle finger position is incorrect on frame 151. Video time: 0:05.03
|
817 |
-
Right thumb finger position is incorrect on frame 151. Video time: 0:05.03
|
818 |
-
Left index finger position is incorrect on frame 151. Video time: 0:05.03
|
819 |
-
Right pinky finger position is incorrect on frame 151. Video time: 0:05.03
|
820 |
-
Right middle finger position is incorrect on frame 151. Video time: 0:05.03
|
821 |
-
Right ring finger position is incorrect on frame 152. Video time: 0:05.06
|
822 |
-
Right middle finger position is incorrect on frame 152. Video time: 0:05.06
|
823 |
-
Right index finger position is incorrect on frame 152. Video time: 0:05.06
|
824 |
-
Right pinky finger position is incorrect on frame 152. Video time: 0:05.06
|
825 |
-
Left shin position is incorrect on frame 154. Video time: 0:05.13
|
826 |
-
Left foot position is incorrect on frame 154. Video time: 0:05.13
|
827 |
-
Left foot position is incorrect on frame 155. Video time: 0:05.16
|
828 |
-
Right foot position is incorrect on frame 155. Video time: 0:05.16
|
829 |
-
Right shin position is incorrect on frame 155. Video time: 0:05.16
|
830 |
-
Left shin position is incorrect on frame 155. Video time: 0:05.16
|
831 |
-
Left foot position is incorrect on frame 156. Video time: 0:05.20
|
832 |
-
Right foot position is incorrect on frame 156. Video time: 0:05.20
|
833 |
-
Right shin position is incorrect on frame 156. Video time: 0:05.20
|
834 |
-
Left shin position is incorrect on frame 156. Video time: 0:05.20
|
835 |
-
Left middle finger position is incorrect on frame 157. Video time: 0:05.23
|
836 |
-
Right foot position is incorrect on frame 157. Video time: 0:05.23
|
837 |
-
Right shin position is incorrect on frame 157. Video time: 0:05.23
|
838 |
-
Left shin position is incorrect on frame 157. Video time: 0:05.23
|
839 |
-
Right middle finger position is incorrect on frame 157. Video time: 0:05.23
|
840 |
-
Right index finger position is incorrect on frame 157. Video time: 0:05.23
|
841 |
-
Left foot position is incorrect on frame 157. Video time: 0:05.23
|
842 |
-
Left shin position is incorrect on frame 158. Video time: 0:05.26
|
843 |
-
Right middle finger position is incorrect on frame 158. Video time: 0:05.26
|
844 |
-
Left foot position is incorrect on frame 158. Video time: 0:05.26
|
845 |
-
Left middle finger position is incorrect on frame 158. Video time: 0:05.26
|
846 |
-
Right foot position is incorrect on frame 158. Video time: 0:05.26
|
847 |
-
Right shin position is incorrect on frame 158. Video time: 0:05.26
|
848 |
-
Right ring finger position is incorrect on frame 159. Video time: 0:05.30
|
849 |
-
Left foot position is incorrect on frame 159. Video time: 0:05.30
|
850 |
-
Left middle finger position is incorrect on frame 159. Video time: 0:05.30
|
851 |
-
Right foot position is incorrect on frame 159. Video time: 0:05.30
|
852 |
-
Right shin position is incorrect on frame 159. Video time: 0:05.30
|
853 |
-
Left shin position is incorrect on frame 159. Video time: 0:05.30
|
854 |
-
Right middle finger position is incorrect on frame 159. Video time: 0:05.30
|
855 |
-
Right ring finger position is incorrect on frame 160. Video time: 0:05.33
|
856 |
-
Left foot position is incorrect on frame 160. Video time: 0:05.33
|
857 |
-
Left middle finger position is incorrect on frame 160. Video time: 0:05.33
|
858 |
-
Left shin position is incorrect on frame 160. Video time: 0:05.33
|
859 |
-
Right middle finger position is incorrect on frame 160. Video time: 0:05.33
|
860 |
-
Right ring finger position is incorrect on frame 161. Video time: 0:05.36
|
861 |
-
Left foot position is incorrect on frame 161. Video time: 0:05.36
|
862 |
-
Right middle finger position is incorrect on frame 161. Video time: 0:05.36
|
863 |
-
Left shin position is incorrect on frame 161. Video time: 0:05.36
|
864 |
-
Right pinky finger position is incorrect on frame 161. Video time: 0:05.36
|
865 |
-
Left shin position is incorrect on frame 162. Video time: 0:05.40
|
866 |
-
Right middle finger position is incorrect on frame 162. Video time: 0:05.40
|
867 |
-
Right index finger position is incorrect on frame 162. Video time: 0:05.40
|
868 |
-
Right ring finger position is incorrect on frame 162. Video time: 0:05.40
|
869 |
-
Right pinky finger position is incorrect on frame 162. Video time: 0:05.40
|
870 |
-
Left foot position is incorrect on frame 162. Video time: 0:05.40
|
871 |
-
Left shin position is incorrect on frame 163. Video time: 0:05.43
|
872 |
-
Right middle finger position is incorrect on frame 163. Video time: 0:05.43
|
873 |
-
Right index finger position is incorrect on frame 163. Video time: 0:05.43
|
874 |
-
Right ring finger position is incorrect on frame 163. Video time: 0:05.43
|
875 |
-
Left foot position is incorrect on frame 163. Video time: 0:05.43
|
876 |
-
Right index finger position is incorrect on frame 164. Video time: 0:05.46
|
877 |
-
Right ring finger position is incorrect on frame 164. Video time: 0:05.46
|
878 |
-
Left foot position is incorrect on frame 164. Video time: 0:05.46
|
879 |
-
Right thumb finger position is incorrect on frame 164. Video time: 0:05.46
|
880 |
-
Left shin position is incorrect on frame 164. Video time: 0:05.46
|
881 |
-
Right middle finger position is incorrect on frame 164. Video time: 0:05.46
|
882 |
-
Right index finger position is incorrect on frame 165. Video time: 0:05.50
|
883 |
-
Right ring finger position is incorrect on frame 165. Video time: 0:05.50
|
884 |
-
Left foot position is incorrect on frame 165. Video time: 0:05.50
|
885 |
-
Right foot position is incorrect on frame 165. Video time: 0:05.50
|
886 |
-
Right shin position is incorrect on frame 165. Video time: 0:05.50
|
887 |
-
Left shin position is incorrect on frame 165. Video time: 0:05.50
|
888 |
-
Right middle finger position is incorrect on frame 165. Video time: 0:05.50
|
889 |
-
Right index finger position is incorrect on frame 166. Video time: 0:05.53
|
890 |
-
Left shin position is incorrect on frame 166. Video time: 0:05.53
|
891 |
-
Left foot position is incorrect on frame 166. Video time: 0:05.53
|
892 |
-
Left shin position is incorrect on frame 167. Video time: 0:05.56
|
893 |
-
Left foot position is incorrect on frame 167. Video time: 0:05.56
|
894 |
-
Left shin position is incorrect on frame 168. Video time: 0:05.60
|
895 |
-
Left foot position is incorrect on frame 168. Video time: 0:05.60
|
896 |
-
Left foot position is incorrect on frame 169. Video time: 0:05.63
|
897 |
-
Left shin position is incorrect on frame 169. Video time: 0:05.63
|
898 |
-
Left foot position is incorrect on frame 170. Video time: 0:05.66
|
899 |
-
Right thumb finger position is incorrect on frame 170. Video time: 0:05.66
|
900 |
-
Right foot position is incorrect on frame 170. Video time: 0:05.66
|
901 |
-
Right shin position is incorrect on frame 170. Video time: 0:05.66
|
902 |
-
Left shin position is incorrect on frame 170. Video time: 0:05.66
|
903 |
-
Left middle finger position is incorrect on frame 171. Video time: 0:05.70
|
904 |
-
Right foot position is incorrect on frame 171. Video time: 0:05.70
|
905 |
-
Right shin position is incorrect on frame 171. Video time: 0:05.70
|
906 |
-
Left index finger position is incorrect on frame 171. Video time: 0:05.70
|
907 |
-
Right index finger position is incorrect on frame 171. Video time: 0:05.70
|
908 |
-
Right pinky finger position is incorrect on frame 171. Video time: 0:05.70
|
909 |
-
Right ring finger position is incorrect on frame 171. Video time: 0:05.70
|
910 |
-
Right shin position is incorrect on frame 172. Video time: 0:05.73
|
911 |
-
Right pinky finger position is incorrect on frame 172. Video time: 0:05.73
|
912 |
-
Right middle finger position is incorrect on frame 172. Video time: 0:05.73
|
913 |
-
Right index finger position is incorrect on frame 172. Video time: 0:05.73
|
914 |
-
Right ring finger position is incorrect on frame 172. Video time: 0:05.73
|
915 |
-
Right foot position is incorrect on frame 172. Video time: 0:05.73
|
916 |
-
Right foot position is incorrect on frame 173. Video time: 0:05.76
|
917 |
-
Right shin position is incorrect on frame 173. Video time: 0:05.76
|
918 |
-
Left foot position is incorrect on frame 174. Video time: 0:05.80
|
919 |
-
Right foot position is incorrect on frame 174. Video time: 0:05.80
|
920 |
-
Right shin position is incorrect on frame 174. Video time: 0:05.80
|
921 |
-
Left shin position is incorrect on frame 174. Video time: 0:05.80
|
922 |
-
Left pinky finger position is incorrect on frame 175. Video time: 0:05.83
|
923 |
-
Left middle finger position is incorrect on frame 175. Video time: 0:05.83
|
924 |
-
Right foot position is incorrect on frame 175. Video time: 0:05.83
|
925 |
-
Right shin position is incorrect on frame 175. Video time: 0:05.83
|
926 |
-
Left shin position is incorrect on frame 175. Video time: 0:05.83
|
927 |
-
Left foot position is incorrect on frame 175. Video time: 0:05.83
|
928 |
-
Left middle finger position is incorrect on frame 176. Video time: 0:05.86
|
929 |
-
Right foot position is incorrect on frame 176. Video time: 0:05.86
|
930 |
-
Right shin position is incorrect on frame 176. Video time: 0:05.86
|
931 |
-
Right foot position is incorrect on frame 177. Video time: 0:05.90
|
932 |
-
Right shin position is incorrect on frame 177. Video time: 0:05.90
|
933 |
-
Right thigh position is incorrect on frame 178. Video time: 0:05.93
|
934 |
-
Right foot position is incorrect on frame 178. Video time: 0:05.93
|
935 |
-
Right shin position is incorrect on frame 178. Video time: 0:05.93
|
936 |
-
Right thigh position is incorrect on frame 179. Video time: 0:05.96
|
937 |
-
Left foot position is incorrect on frame 179. Video time: 0:05.96
|
938 |
-
Right foot position is incorrect on frame 179. Video time: 0:05.96
|
939 |
-
Right shin position is incorrect on frame 179. Video time: 0:05.96
|
940 |
-
Left shin position is incorrect on frame 179. Video time: 0:05.96
|
941 |
-
Right foot position is incorrect on frame 180. Video time:
|
942 |
-
Right shin position is incorrect on frame 180. Video time:
|
943 |
-
Left shin position is incorrect on frame 180. Video time:
|
944 |
-
Right thigh position is incorrect on frame 180. Video time:
|
945 |
-
Left foot position is incorrect on frame 180. Video time:
|
946 |
-
Right thumb finger position is incorrect on frame 180. Video time:
|
947 |
-
Right shin position is incorrect on frame 181. Video time: 0:06.03
|
948 |
-
Right thigh position is incorrect on frame 181. Video time: 0:06.03
|
949 |
-
Right thumb finger position is incorrect on frame 181. Video time: 0:06.03
|
950 |
-
Right foot position is incorrect on frame 181. Video time: 0:06.03
|
951 |
-
Right index finger position is incorrect on frame 182. Video time: 0:06.06
|
952 |
-
Right ring finger position is incorrect on frame 182. Video time: 0:06.06
|
953 |
-
Right thigh position is incorrect on frame 182. Video time: 0:06.06
|
954 |
-
Right foot position is incorrect on frame 182. Video time: 0:06.06
|
955 |
-
Right shin position is incorrect on frame 182. Video time: 0:06.06
|
956 |
-
Right thumb finger position is incorrect on frame 182. Video time: 0:06.06
|
957 |
-
Right middle finger position is incorrect on frame 182. Video time: 0:06.06
|
958 |
-
Right index finger position is incorrect on frame 183. Video time: 0:06.10
|
959 |
-
Right ring finger position is incorrect on frame 183. Video time: 0:06.10
|
960 |
-
Right thigh position is incorrect on frame 183. Video time: 0:06.10
|
961 |
-
Right middle finger position is incorrect on frame 183. Video time: 0:06.10
|
962 |
-
Right thumb finger position is incorrect on frame 183. Video time: 0:06.10
|
963 |
-
Right foot position is incorrect on frame 183. Video time: 0:06.10
|
964 |
-
Right shin position is incorrect on frame 183. Video time: 0:06.10
|
965 |
-
Right thumb finger position is incorrect on frame 184. Video time: 0:06.13
|
966 |
-
Right foot position is incorrect on frame 184. Video time: 0:06.13
|
967 |
-
Right shin position is incorrect on frame 184. Video time: 0:06.13
|
968 |
-
Right pinky finger position is incorrect on frame 184. Video time: 0:06.13
|
969 |
-
Right middle finger position is incorrect on frame 184. Video time: 0:06.13
|
970 |
-
Right index finger position is incorrect on frame 184. Video time: 0:06.13
|
971 |
-
Right ring finger position is incorrect on frame 184. Video time: 0:06.13
|
972 |
-
Right foot position is incorrect on frame 185. Video time: 0:06.16
|
973 |
-
Right shin position is incorrect on frame 185. Video time: 0:06.16
|
974 |
-
Right index finger position is incorrect on frame 185. Video time: 0:06.16
|
975 |
-
Right pinky finger position is incorrect on frame 185. Video time: 0:06.16
|
976 |
-
Right ring finger position is incorrect on frame 185. Video time: 0:06.16
|
977 |
-
Right thumb finger position is incorrect on frame 185. Video time: 0:06.16
|
978 |
-
Right shin position is incorrect on frame 186. Video time: 0:06.20
|
979 |
-
Right pinky finger position is incorrect on frame 186. Video time: 0:06.20
|
980 |
-
Right ring finger position is incorrect on frame 186. Video time: 0:06.20
|
981 |
-
Right thumb finger position is incorrect on frame 186. Video time: 0:06.20
|
982 |
-
Right foot position is incorrect on frame 186. Video time: 0:06.20
|
983 |
-
Right ring finger position is incorrect on frame 187. Video time: 0:06.23
|
984 |
-
Right thumb finger position is incorrect on frame 187. Video time: 0:06.23
|
985 |
-
Right ring finger position is incorrect on frame 188. Video time: 0:06.26
|
986 |
-
Right middle finger position is incorrect on frame 188. Video time: 0:06.26
|
987 |
-
Right middle finger position is incorrect on frame 189. Video time: 0:06.30
|
988 |
-
Right ring finger position is incorrect on frame 189. Video time: 0:06.30
|
989 |
-
Right foot position is incorrect on frame 190. Video time: 0:06.33
|
990 |
-
Right shin position is incorrect on frame 190. Video time: 0:06.33
|
991 |
-
Right middle finger position is incorrect on frame 190. Video time: 0:06.33
|
992 |
-
Right ring finger position is incorrect on frame 190. Video time: 0:06.33
|
993 |
-
Right shin position is incorrect on frame 191. Video time: 0:06.36
|
994 |
-
Right middle finger position is incorrect on frame 191. Video time: 0:06.36
|
995 |
-
Right ring finger position is incorrect on frame 191. Video time: 0:06.36
|
996 |
-
Right thumb finger position is incorrect on frame 191. Video time: 0:06.36
|
997 |
-
Right foot position is incorrect on frame 191. Video time: 0:06.36
|
998 |
-
Right pinky finger position is incorrect on frame 192. Video time: 0:06.40
|
999 |
-
Right ring finger position is incorrect on frame 192. Video time: 0:06.40
|
1000 |
-
Right thumb finger position is incorrect on frame 192. Video time: 0:06.40
|
1001 |
-
Right foot position is incorrect on frame 192. Video time: 0:06.40
|
1002 |
-
Right shin position is incorrect on frame 192. Video time: 0:06.40
|
1003 |
-
Right middle finger position is incorrect on frame 192. Video time: 0:06.40
|
1004 |
-
Right foot position is incorrect on frame 193. Video time: 0:06.43
|
1005 |
-
Right shin position is incorrect on frame 193. Video time: 0:06.43
|
1006 |
-
Right foot position is incorrect on frame 194. Video time: 0:06.46
|
1007 |
-
Right shin position is incorrect on frame 194. Video time: 0:06.46
|
1008 |
-
Right thigh position is incorrect on frame 194. Video time: 0:06.46
|
1009 |
-
Right foot position is incorrect on frame 195. Video time: 0:06.50
|
1010 |
-
Right shin position is incorrect on frame 195. Video time: 0:06.50
|
1011 |
-
Right foot position is incorrect on frame 196. Video time: 0:06.53
|
1012 |
-
Right shin position is incorrect on frame 196. Video time: 0:06.53
|
1013 |
-
Right foot position is incorrect on frame 197. Video time: 0:06.56
|
1014 |
-
Right shin position is incorrect on frame 197. Video time: 0:06.56
|
1015 |
-
Right foot position is incorrect on frame 198. Video time: 0:06.60
|
1016 |
-
Right shin position is incorrect on frame 198. Video time: 0:06.60
|
1017 |
-
Right middle finger position is incorrect on frame 198. Video time: 0:06.60
|
1018 |
-
Right foot position is incorrect on frame 199. Video time: 0:06.63
|
1019 |
-
Right shin position is incorrect on frame 199. Video time: 0:06.63
|
1020 |
-
Right shin position is incorrect on frame 200. Video time: 0:06.66
|
1021 |
-
Right foot position is incorrect on frame 200. Video time: 0:06.66
|
1022 |
-
Right foot position is incorrect on frame 201. Video time: 0:06.70
|
1023 |
-
Right shin position is incorrect on frame 201. Video time: 0:06.70
|
1024 |
-
Right pinky finger position is incorrect on frame 202. Video time: 0:06.73
|
1025 |
-
Right thumb finger position is incorrect on frame 202. Video time: 0:06.73
|
1026 |
-
Right foot position is incorrect on frame 202. Video time: 0:06.73
|
1027 |
-
Right shin position is incorrect on frame 202. Video time: 0:06.73
|
1028 |
-
Right ring finger position is incorrect on frame 202. Video time: 0:06.73
|
1029 |
-
Right thumb finger position is incorrect on frame 203. Video time: 0:06.76
|
1030 |
-
Right foot position is incorrect on frame 203. Video time: 0:06.76
|
1031 |
-
Right shin position is incorrect on frame 203. Video time: 0:06.76
|
1032 |
-
Right pinky finger position is incorrect on frame 203. Video time: 0:06.76
|
1033 |
-
Right index finger position is incorrect on frame 203. Video time: 0:06.76
|
1034 |
-
Right ring finger position is incorrect on frame 203. Video time: 0:06.76
|
1035 |
-
Right foot position is incorrect on frame 204. Video time: 0:06.80
|
1036 |
-
Right shin position is incorrect on frame 204. Video time: 0:06.80
|
1037 |
-
Right index finger position is incorrect on frame 204. Video time: 0:06.80
|
1038 |
-
Right thigh position is incorrect on frame 204. Video time: 0:06.80
|
1039 |
-
Right pinky finger position is incorrect on frame 204. Video time: 0:06.80
|
1040 |
-
Right middle finger position is incorrect on frame 204. Video time: 0:06.80
|
1041 |
-
Right ring finger position is incorrect on frame 204. Video time: 0:06.80
|
1042 |
-
Right shin position is incorrect on frame 205. Video time: 0:06.83
|
1043 |
-
Right pinky finger position is incorrect on frame 205. Video time: 0:06.83
|
1044 |
-
Right index finger position is incorrect on frame 205. Video time: 0:06.83
|
1045 |
-
Right ring finger position is incorrect on frame 205. Video time: 0:06.83
|
1046 |
-
Right thigh position is incorrect on frame 205. Video time: 0:06.83
|
1047 |
-
Right middle finger position is incorrect on frame 205. Video time: 0:06.83
|
1048 |
-
Right foot position is incorrect on frame 205. Video time: 0:06.83
|
1049 |
-
Left pinky finger position is incorrect on frame 205. Video time: 0:06.83
|
1050 |
-
Left middle finger position is incorrect on frame 205. Video time: 0:06.83
|
1051 |
-
Right pinky finger position is incorrect on frame 206. Video time: 0:06.86
|
1052 |
-
Right index finger position is incorrect on frame 206. Video time: 0:06.86
|
1053 |
-
Right ring finger position is incorrect on frame 206. Video time: 0:06.86
|
1054 |
-
Right foot position is incorrect on frame 206. Video time: 0:06.86
|
1055 |
-
Right shin position is incorrect on frame 206. Video time: 0:06.86
|
1056 |
-
Right middle finger position is incorrect on frame 206. Video time: 0:06.86
|
1057 |
-
Right foot position is incorrect on frame 207. Video time: 0:06.90
|
1058 |
-
Right shin position is incorrect on frame 207. Video time: 0:06.90
|
1059 |
-
Right foot position is incorrect on frame 208. Video time: 0:06.93
|
1060 |
-
Right shin position is incorrect on frame 208. Video time: 0:06.93
|
1061 |
-
Left thigh position is incorrect on frame 208. Video time: 0:06.93
|
1062 |
-
Left shin position is incorrect on frame 208. Video time: 0:06.93
|
1063 |
-
Left foot position is incorrect on frame 208. Video time: 0:06.93
|
1064 |
-
Right foot position is incorrect on frame 209. Video time: 0:06.96
|
1065 |
-
Right shin position is incorrect on frame 209. Video time: 0:06.96
|
1066 |
-
Right thigh position is incorrect on frame 209. Video time: 0:06.96
|
1067 |
-
Right shin position is incorrect on frame 210. Video time:
|
1068 |
-
Right middle finger position is incorrect on frame 210. Video time:
|
1069 |
-
Right thigh position is incorrect on frame 210. Video time:
|
1070 |
-
Right foot position is incorrect on frame 210. Video time:
|
1071 |
-
Right thumb finger position is incorrect on frame 211. Video time: 0:07.03
|
1072 |
-
Right foot position is incorrect on frame 211. Video time: 0:07.03
|
1073 |
-
Right shin position is incorrect on frame 211. Video time: 0:07.03
|
1074 |
-
Right middle finger position is incorrect on frame 211. Video time: 0:07.03
|
1075 |
-
Right index finger position is incorrect on frame 211. Video time: 0:07.03
|
1076 |
-
Right thigh position is incorrect on frame 211. Video time: 0:07.03
|
1077 |
-
Right thumb finger position is incorrect on frame 212. Video time: 0:07.06
|
1078 |
-
Right foot position is incorrect on frame 212. Video time: 0:07.06
|
1079 |
-
Right shin position is incorrect on frame 212. Video time: 0:07.06
|
1080 |
-
Right middle finger position is incorrect on frame 212. Video time: 0:07.06
|
1081 |
-
Right index finger position is incorrect on frame 212. Video time: 0:07.06
|
1082 |
-
Right thigh position is incorrect on frame 212. Video time: 0:07.06
|
1083 |
-
Right thumb finger position is incorrect on frame 213. Video time: 0:07.10
|
1084 |
-
Right foot position is incorrect on frame 213. Video time: 0:07.10
|
1085 |
-
Right shin position is incorrect on frame 213. Video time: 0:07.10
|
1086 |
-
Right middle finger position is incorrect on frame 213. Video time: 0:07.10
|
1087 |
-
Right thigh position is incorrect on frame 213. Video time: 0:07.10
|
1088 |
-
Right index finger position is incorrect on frame 213. Video time: 0:07.10
|
1089 |
-
Right shin position is incorrect on frame 214. Video time: 0:07.13
|
1090 |
-
Right middle finger position is incorrect on frame 214. Video time: 0:07.13
|
1091 |
-
Right index finger position is incorrect on frame 214. Video time: 0:07.13
|
1092 |
-
Right thigh position is incorrect on frame 214. Video time: 0:07.13
|
1093 |
-
Right thumb finger position is incorrect on frame 214. Video time: 0:07.13
|
1094 |
-
Right foot position is incorrect on frame 214. Video time: 0:07.13
|
1095 |
-
Right thigh position is incorrect on frame 215. Video time: 0:07.16
|
1096 |
-
Right foot position is incorrect on frame 215. Video time: 0:07.16
|
1097 |
-
Right shin position is incorrect on frame 215. Video time: 0:07.16
|
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main_func.py
CHANGED
@@ -1,12 +1,17 @@
|
|
|
|
|
|
1 |
from utils import (
|
2 |
predict_keypoints_vitpose,
|
3 |
get_edge_groups,
|
4 |
get_series,
|
5 |
z_score_normalization,
|
6 |
modify_student_frame,
|
7 |
-
modify_student_frame_2,
|
8 |
get_video_frames,
|
9 |
-
check_and_download_models
|
|
|
|
|
|
|
|
|
10 |
)
|
11 |
|
12 |
from config import (
|
@@ -17,17 +22,21 @@ from config import (
|
|
17 |
get_thresholds
|
18 |
)
|
19 |
|
20 |
-
from dtaidistance import dtw
|
21 |
-
import numpy as np
|
22 |
-
from scipy.signal import savgol_filter
|
23 |
-
from scipy.stats import mstats
|
24 |
-
import datetime
|
25 |
-
from datetime import timedelta
|
26 |
-
import cv2
|
27 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
28 |
|
29 |
-
|
30 |
-
|
|
|
31 |
check_and_download_models()
|
32 |
|
33 |
detection_result_teacher = predict_keypoints_vitpose(
|
@@ -44,6 +53,10 @@ def video_identity(dtw_mean, dtw_filter, angles_sensitive, angles_common, angles
|
|
44 |
detector_path="models/yolov8s.pt"
|
45 |
)
|
46 |
|
|
|
|
|
|
|
|
|
47 |
detection_result_teacher_angles = get_series(detection_result_teacher[:, :,:-1], EDGE_GROUPS_FOR_ERRORS).T
|
48 |
detection_result_student_angles = get_series(detection_result_student[:, :,:-1], EDGE_GROUPS_FOR_ERRORS).T
|
49 |
|
@@ -55,61 +68,35 @@ def video_identity(dtw_mean, dtw_filter, angles_sensitive, angles_common, angles
|
|
55 |
serieses_teacher = z_score_normalization(serieses_teacher)
|
56 |
serieses_student = z_score_normalization(serieses_student)
|
57 |
|
58 |
-
list_of_paths = []
|
59 |
-
for idx in range(len(serieses_teacher)):
|
60 |
-
series_teacher = np.array(serieses_teacher[idx])
|
61 |
-
series_student = np.array(serieses_student[idx])
|
62 |
-
_ , paths = dtw.warping_paths(series_teacher, series_student, window=50)
|
63 |
-
path = dtw.best_path(paths)
|
64 |
|
65 |
-
|
66 |
-
|
67 |
-
|
68 |
-
|
69 |
-
for path in list_of_paths:
|
70 |
-
all_dtw_tupples.extend(path)
|
71 |
-
|
72 |
-
mean_path = []
|
73 |
-
for student_frame in range(len(serieses_student[0])):
|
74 |
-
frame_from_teacher = []
|
75 |
-
for frame_teacher in all_dtw_tupples:
|
76 |
-
if frame_teacher[1] == student_frame:
|
77 |
-
frame_from_teacher.append(frame_teacher[0])
|
78 |
-
|
79 |
-
mean_path.append((int(mstats.winsorize(np.array(frame_from_teacher), limits=[dtw_mean, dtw_mean]).mean()), student_frame))
|
80 |
-
|
81 |
-
path_array = np.array(mean_path)
|
82 |
-
smoothed_data = savgol_filter(path_array, window_length=dtw_filter, polyorder=0, axis=0)
|
83 |
-
path_array = np.array(smoothed_data).astype(int)
|
84 |
-
|
85 |
-
video_teacher_loaded = get_video_frames(video_teacher)
|
86 |
-
video_student_loaded = get_video_frames(video_student)
|
87 |
-
|
88 |
-
alignments = np.unique(path_array, axis=0)
|
89 |
|
90 |
-
threshouds_for_errors = get_thresholds(angles_sensitive, angles_common, angles_insensitive)
|
91 |
|
92 |
# ======================================================================================
|
93 |
-
|
|
|
94 |
trigger_1 = []
|
95 |
trigger_2 = []
|
96 |
-
|
97 |
save_teacher_frames = []
|
98 |
save_student_frames = []
|
99 |
all_text_summaries = []
|
|
|
|
|
|
|
|
|
|
|
100 |
for idx, alignment in enumerate(alignments):
|
101 |
|
102 |
frame_student_out, frame_teacher_out, trigger_1, trigger_2, text_info_summary = modify_student_frame(
|
103 |
detection_result_student=detection_result_student,
|
104 |
-
|
105 |
detection_result_teacher_angles=detection_result_teacher_angles,
|
106 |
detection_result_student_angles=detection_result_student_angles,
|
107 |
-
|
108 |
video_teacher=video_teacher_loaded,
|
109 |
video_student=video_student_loaded,
|
110 |
-
|
111 |
alignment_frames=alignment,
|
112 |
-
|
113 |
edge_groups=EDGE_GROUPS_FOR_ERRORS,
|
114 |
connections=CONNECTIONS_FOR_ERROR,
|
115 |
thresholds=threshouds_for_errors,
|
@@ -121,83 +108,27 @@ def video_identity(dtw_mean, dtw_filter, angles_sensitive, angles_common, angles
|
|
121 |
|
122 |
save_teacher_frames.append(frame_teacher_out)
|
123 |
save_student_frames.append(frame_student_out)
|
124 |
-
|
125 |
-
text_info_summary = [(log, idx) for log in text_info_summary]
|
126 |
-
all_text_summaries.extend(text_info_summary)
|
127 |
|
128 |
-
|
|
|
|
|
129 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
130 |
|
131 |
-
|
132 |
-
save_student_frames = np.array(save_student_frames)
|
133 |
-
|
134 |
-
save_teacher_frames_resized = np.array([cv2.resize(frame, (1280, 720)) for frame in save_teacher_frames])
|
135 |
-
save_student_frames_resized = np.array([cv2.resize(frame, (1280, 720)) for frame in save_student_frames])
|
136 |
-
|
137 |
-
# print(f"video shape: {save_student_frames.shape}")
|
138 |
-
|
139 |
-
print(f"shape s: {save_student_frames.shape}")
|
140 |
-
print(f"shape t: {save_teacher_frames.shape}")
|
141 |
-
|
142 |
-
concat_video = []
|
143 |
-
# print(alignments)
|
144 |
-
|
145 |
-
|
146 |
-
concat_video = np.concatenate((save_teacher_frames_resized, save_student_frames_resized), axis=2)
|
147 |
-
concat_video = np.array(concat_video)
|
148 |
-
|
149 |
-
current_time = datetime.datetime.now()
|
150 |
-
timestamp_str = current_time.strftime("%Y_%m-%d_%H_%M_%S")
|
151 |
-
video_path = f"videos/pose_{timestamp_str}.mp4"
|
152 |
-
|
153 |
-
out = cv2.VideoWriter(video_path, cv2.VideoWriter_fourcc(*'mp4v'), 30, (1280*2, 720))
|
154 |
-
for frame in concat_video:
|
155 |
-
out.write(frame)
|
156 |
-
out.release()
|
157 |
-
|
158 |
-
|
159 |
-
all_text_summaries_clean = list(set(all_text_summaries))
|
160 |
-
all_text_summaries_clean.sort(key=lambda x: x[1])
|
161 |
-
|
162 |
-
general_summary = []
|
163 |
-
|
164 |
-
for log in all_text_summaries_clean:
|
165 |
-
comment, frame = log
|
166 |
-
|
167 |
-
total_seconds = frame / 30
|
168 |
-
|
169 |
-
general_summary.append(f"{comment} on frame {frame}. Video time: {str(timedelta(seconds=total_seconds))[3:-4]}")
|
170 |
-
|
171 |
-
|
172 |
-
general_summary = "\n".join(general_summary)
|
173 |
-
|
174 |
-
log_path = f"logs/log_{timestamp_str}.txt"
|
175 |
-
|
176 |
-
|
177 |
-
content = f"""
|
178 |
-
Settings:
|
179 |
-
|
180 |
-
Dynamic Time Warping:
|
181 |
-
- Winsorize mean: {dtw_mean}
|
182 |
-
- Savitzky-Golay Filter: {dtw_filter}
|
183 |
-
|
184 |
-
Thresholds:
|
185 |
-
- Sensitive: {angles_sensitive}
|
186 |
-
- Standart: {angles_common}
|
187 |
-
- Insensitive: {angles_insensitive}
|
188 |
-
|
189 |
-
Patience:
|
190 |
-
- trigger count: {trigger_state}
|
191 |
-
|
192 |
-
|
193 |
-
Error logs:
|
194 |
-
|
195 |
-
{general_summary}
|
196 |
-
"""
|
197 |
-
|
198 |
-
with open(log_path, "w") as file:
|
199 |
-
file.write(content)
|
200 |
-
|
201 |
-
|
202 |
-
|
203 |
-
return video_path, general_summary, log_path
|
|
|
1 |
+
import datetime
|
2 |
+
|
3 |
from utils import (
|
4 |
predict_keypoints_vitpose,
|
5 |
get_edge_groups,
|
6 |
get_series,
|
7 |
z_score_normalization,
|
8 |
modify_student_frame,
|
|
|
9 |
get_video_frames,
|
10 |
+
check_and_download_models,
|
11 |
+
get_dtw_mean_path,
|
12 |
+
generate_output_video,
|
13 |
+
generate_log,
|
14 |
+
write_log,
|
15 |
)
|
16 |
|
17 |
from config import (
|
|
|
22 |
get_thresholds
|
23 |
)
|
24 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
25 |
|
26 |
+
def video_identity(
|
27 |
+
dtw_mean,
|
28 |
+
dtw_filter,
|
29 |
+
angles_sensitive,
|
30 |
+
angles_common,
|
31 |
+
angles_insensitive,
|
32 |
+
trigger_state,
|
33 |
+
video_teacher,
|
34 |
+
video_student
|
35 |
+
):
|
36 |
|
37 |
+
# ======================================================================================
|
38 |
+
# This part is responsible for keypoints detection on two videos.
|
39 |
+
# ======================================================================================
|
40 |
check_and_download_models()
|
41 |
|
42 |
detection_result_teacher = predict_keypoints_vitpose(
|
|
|
53 |
detector_path="models/yolov8s.pt"
|
54 |
)
|
55 |
|
56 |
+
|
57 |
+
# ======================================================================================
|
58 |
+
# Here we perform transformations of keypoints to angles between keypoints and normalize them.
|
59 |
+
# ======================================================================================
|
60 |
detection_result_teacher_angles = get_series(detection_result_teacher[:, :,:-1], EDGE_GROUPS_FOR_ERRORS).T
|
61 |
detection_result_student_angles = get_series(detection_result_student[:, :,:-1], EDGE_GROUPS_FOR_ERRORS).T
|
62 |
|
|
|
68 |
serieses_teacher = z_score_normalization(serieses_teacher)
|
69 |
serieses_student = z_score_normalization(serieses_student)
|
70 |
|
|
|
|
|
|
|
|
|
|
|
|
|
71 |
|
72 |
+
# ======================================================================================
|
73 |
+
# Finding of frame to frame mean alignment with DTW algorithm.
|
74 |
+
# ======================================================================================
|
75 |
+
alignments = get_dtw_mean_path(serieses_teacher, serieses_student, dtw_mean, dtw_filter)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
76 |
|
|
|
77 |
|
78 |
# ======================================================================================
|
79 |
+
# Adding visual marks on student's video, speed alignment and error log generation.
|
80 |
+
# ======================================================================================
|
81 |
trigger_1 = []
|
82 |
trigger_2 = []
|
|
|
83 |
save_teacher_frames = []
|
84 |
save_student_frames = []
|
85 |
all_text_summaries = []
|
86 |
+
|
87 |
+
video_teacher_loaded = get_video_frames(video_teacher)
|
88 |
+
video_student_loaded = get_video_frames(video_student)
|
89 |
+
threshouds_for_errors = get_thresholds(angles_sensitive, angles_common, angles_insensitive)
|
90 |
+
|
91 |
for idx, alignment in enumerate(alignments):
|
92 |
|
93 |
frame_student_out, frame_teacher_out, trigger_1, trigger_2, text_info_summary = modify_student_frame(
|
94 |
detection_result_student=detection_result_student,
|
|
|
95 |
detection_result_teacher_angles=detection_result_teacher_angles,
|
96 |
detection_result_student_angles=detection_result_student_angles,
|
|
|
97 |
video_teacher=video_teacher_loaded,
|
98 |
video_student=video_student_loaded,
|
|
|
99 |
alignment_frames=alignment,
|
|
|
100 |
edge_groups=EDGE_GROUPS_FOR_ERRORS,
|
101 |
connections=CONNECTIONS_FOR_ERROR,
|
102 |
thresholds=threshouds_for_errors,
|
|
|
108 |
|
109 |
save_teacher_frames.append(frame_teacher_out)
|
110 |
save_student_frames.append(frame_student_out)
|
111 |
+
all_text_summaries.extend([(log, idx) for log in text_info_summary])
|
|
|
|
|
112 |
|
113 |
+
# ======================================================================================
|
114 |
+
# create files for downloading and displaying.
|
115 |
+
# ======================================================================================
|
116 |
|
117 |
+
timestamp_str = datetime.datetime.now().strftime("%Y_%m-%d_%H_%M_%S")
|
118 |
+
|
119 |
+
video_path = generate_output_video(save_teacher_frames, save_student_frames, timestamp_str)
|
120 |
+
|
121 |
+
general_summary = generate_log(all_text_summaries)
|
122 |
+
|
123 |
+
log_path = write_log(
|
124 |
+
timestamp_str,
|
125 |
+
dtw_mean,
|
126 |
+
dtw_filter,
|
127 |
+
angles_sensitive,
|
128 |
+
angles_common,
|
129 |
+
angles_insensitive,
|
130 |
+
trigger_state,
|
131 |
+
general_summary
|
132 |
+
)
|
133 |
|
134 |
+
return video_path, general_summary, log_path
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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utils.py
CHANGED
@@ -6,7 +6,9 @@ from easy_ViTPose.inference import VitInference
|
|
6 |
import os
|
7 |
import requests
|
8 |
from pathlib import Path
|
9 |
-
|
|
|
|
|
10 |
|
11 |
def predict_keypoints_vitpose(
|
12 |
video_path,
|
@@ -33,9 +35,10 @@ def predict_keypoints_vitpose(
|
|
33 |
while True:
|
34 |
ret, frame = cap.read()
|
35 |
if not ret:
|
36 |
-
print("
|
37 |
break
|
38 |
|
|
|
39 |
frame = cv2.cvtColor(frame, cv2.COLOR_BGR2RGB)
|
40 |
frame_keypoints = model.inference(frame)
|
41 |
|
@@ -67,7 +70,6 @@ def get_edge_groups(connections):
|
|
67 |
all_pairs = []
|
68 |
for i in range(len(connections)):
|
69 |
pairs = []
|
70 |
-
|
71 |
init_con = connections[i]
|
72 |
for k in range(len(connections)):
|
73 |
if k == i:
|
@@ -95,10 +97,8 @@ def get_edge_groups(connections):
|
|
95 |
clean_pairs.append(points_for_edge)
|
96 |
all_point_for_edges.extend(clean_pairs)
|
97 |
|
98 |
-
|
99 |
unique_set = set()
|
100 |
unique_list = []
|
101 |
-
|
102 |
for sublist in all_point_for_edges:
|
103 |
sublist_tuple = tuple(sublist)
|
104 |
if sublist_tuple not in unique_set:
|
@@ -111,45 +111,28 @@ def get_edge_groups(connections):
|
|
111 |
|
112 |
|
113 |
def calculate_angle(A, B, C):
|
114 |
-
|
115 |
-
Calculate the angle at point B formed by the line segments AB and BC,
|
116 |
-
and the minimum length of these segments.
|
117 |
-
|
118 |
-
Parameters:
|
119 |
-
A Numpy array: Coordinates of point A (e.g., [x1, y1, z1]).
|
120 |
-
B Numpy array: Coordinates of point B (e.g., [x2, y2, z2]).
|
121 |
-
C Numpy array: Coordinates of point C (e.g., [x3, y3, z3]).
|
122 |
-
|
123 |
-
Returns:
|
124 |
-
tuple: A tuple containing:
|
125 |
-
- angle (float): The angle at point B in degrees.
|
126 |
-
- minimum (float): The minimum length of the segments AB and BC.
|
127 |
-
"""
|
128 |
A = np.round(np.array(A), decimals=3)
|
129 |
B = np.round(np.array(B), decimals=3)
|
130 |
C = np.round(np.array(C), decimals=3)
|
131 |
|
132 |
-
# Create vectors BA and BC
|
133 |
BA = A - B
|
134 |
BC = C - B
|
135 |
|
136 |
-
|
137 |
-
cosine_angle = np.dot(BA, BC) / ((np.linalg.norm(BA) * np.linalg.norm(BC))+ 0.00001)
|
138 |
cosine_angle = np.clip(cosine_angle, -1, 1)
|
139 |
-
# Calculate the angle in radians and then convert to degrees
|
140 |
angle = np.arccos(cosine_angle)
|
141 |
|
142 |
if np.isnan(angle):
|
143 |
-
|
144 |
-
|
145 |
minimum = np.min(np.array((np.linalg.norm(BA), np.linalg.norm(BC))))
|
146 |
|
147 |
-
# Return the angle in degrees and the minimum segment length
|
148 |
return np.degrees(angle), minimum
|
149 |
|
150 |
|
151 |
-
|
152 |
def compute_all_angels(keypoints, edge_groups):
|
|
|
153 |
all_angles = []
|
154 |
for group in edge_groups:
|
155 |
|
@@ -164,10 +147,10 @@ def compute_all_angels(keypoints, edge_groups):
|
|
164 |
|
165 |
|
166 |
def xy2phi(points_result, connections):
|
167 |
-
edge_groups = get_edge_groups(connections)
|
168 |
-
|
169 |
|
|
|
170 |
new_array = np.zeros((points_result.shape[0], len(edge_groups), 1))
|
|
|
171 |
for idx, frame in enumerate(points_result):
|
172 |
all_angels = compute_all_angels(keypoints=frame, edge_groups=edge_groups)[:, 0]
|
173 |
new_array[idx, :, :] = all_angels.reshape((len(edge_groups), 1))
|
@@ -178,16 +161,14 @@ def xy2phi(points_result, connections):
|
|
178 |
def get_series(point_list, edge_groups):
|
179 |
|
180 |
list_of_series = []
|
181 |
-
|
182 |
for edge_group in edge_groups:
|
|
|
183 |
keypoint_1, keypoint_2, keypoint_3 = edge_group
|
184 |
relevant_point_list = point_list[:, (keypoint_1, keypoint_2, keypoint_3), :]
|
185 |
|
186 |
series = []
|
187 |
for frame in relevant_point_list:
|
188 |
-
|
189 |
angle, _ = calculate_angle(frame[0, :], frame[1, :], frame[2, :])
|
190 |
-
|
191 |
series.append(angle)
|
192 |
list_of_series.append(series)
|
193 |
|
@@ -195,14 +176,14 @@ def get_series(point_list, edge_groups):
|
|
195 |
|
196 |
|
197 |
def plot_serieses(series_1, series_2):
|
|
|
198 |
plt.figure(dpi=150, figsize=(12, 5))
|
199 |
-
plt.plot(series_1, label='Video #1
|
200 |
-
plt.plot(series_2, label='Video #2
|
201 |
plt.axis("on")
|
202 |
plt.grid(True)
|
203 |
-
# plt.title("x-coordinate of the left elbow (keypoint 13) for two identical videos with different speeds but the same FPS")
|
204 |
plt.xlabel("frames")
|
205 |
-
plt.ylabel("
|
206 |
plt.legend()
|
207 |
|
208 |
|
@@ -215,70 +196,45 @@ def z_score_normalization(serieses, axis_for_znorm=1):
|
|
215 |
return serieses_normalized
|
216 |
|
217 |
|
218 |
-
def
|
219 |
-
|
220 |
-
|
221 |
-
|
222 |
-
|
223 |
-
|
224 |
-
|
225 |
-
|
226 |
-
|
227 |
-
thresholds,
|
228 |
-
previously_trigered,
|
229 |
-
previously_trigered_2,
|
230 |
-
triger_state
|
231 |
-
):
|
232 |
-
frame_copy = video_student[alignment_frames[1]]
|
233 |
-
frame_teacher_copy = video_teacher[alignment_frames[0]]
|
234 |
-
|
235 |
-
frame_errors = np.abs(detection_result_teacher_angles[alignment_frames[0]] - detection_result_student_angles[alignment_frames[1]])
|
236 |
-
|
237 |
-
edge_groups_as_keys = [tuple(group) for group in edge_groups]
|
238 |
-
edge_groups2errors = dict(zip(edge_groups_as_keys, frame_errors))
|
239 |
-
edge_groups2thresholds = dict(zip(edge_groups_as_keys, thresholds))
|
240 |
-
edge_groups_relevant = [tuple(edge_group[1:]) for edge_group in edge_groups]
|
241 |
|
242 |
-
|
243 |
-
|
|
|
244 |
|
245 |
-
|
246 |
-
|
|
|
|
|
|
|
|
|
247 |
|
248 |
-
|
249 |
-
if edge_groups2errors[edge] > edge_groups2thresholds[edge]:
|
250 |
-
if all(detection_result_student[alignment_frames[1], keypoint, -1] >= 0.7 for keypoint in edge):
|
251 |
-
if (connection[0], connection[1]) in edge_groups_relevant or (connection[1], connection[0]) in edge_groups_relevant:
|
252 |
-
point1 = detection_result_student[alignment_frames[1], connection[0], :2].astype(int)
|
253 |
-
point2 = detection_result_student[alignment_frames[1], connection[1], :2].astype(int)
|
254 |
-
point1, point2 = point1[::-1], point2[::-1]
|
255 |
|
256 |
-
|
257 |
-
|
258 |
-
|
259 |
-
trigered_connections2.append((connection[0], connection[1]))
|
260 |
-
if (connection[0], connection[1]) in previously_trigered_2:
|
261 |
-
cv2.line(frame_copy, tuple(point1), tuple(point2), (0, 0, 255), 5)
|
262 |
-
elif triger_state == "two":
|
263 |
-
trigered_connections.append((connection[0], connection[1]))
|
264 |
-
if (connection[0], connection[1]) in previously_trigered:
|
265 |
-
cv2.line(frame_copy, tuple(point1), tuple(point2), (0, 0, 255), 5)
|
266 |
|
267 |
-
|
268 |
|
|
|
269 |
|
270 |
|
271 |
def modify_student_frame(
|
272 |
detection_result_student,
|
273 |
-
|
274 |
detection_result_teacher_angles,
|
275 |
detection_result_student_angles,
|
276 |
-
|
277 |
video_teacher,
|
278 |
video_student,
|
279 |
-
|
280 |
alignment_frames,
|
281 |
-
|
282 |
edge_groups,
|
283 |
connections,
|
284 |
thresholds,
|
@@ -290,31 +246,21 @@ def modify_student_frame(
|
|
290 |
|
291 |
frame_copy = video_student[alignment_frames[1]]
|
292 |
frame_teacher_copy = video_teacher[alignment_frames[0]]
|
293 |
-
|
294 |
frame_errors = np.abs(detection_result_teacher_angles[alignment_frames[0]] - detection_result_student_angles[alignment_frames[1]])
|
295 |
-
|
296 |
edge_groups_as_keys = [tuple(group) for group in edge_groups]
|
297 |
edge_groups2errors = dict(zip(edge_groups_as_keys, frame_errors))
|
298 |
-
|
299 |
edge_groups2thresholds = dict(zip(edge_groups_as_keys, thresholds))
|
300 |
-
|
301 |
edge_groups_relevant = [edge_group[1:] for edge_group in edge_groups]
|
302 |
|
303 |
text_info = []
|
304 |
trigered_connections = []
|
305 |
trigered_connections2 = []
|
306 |
-
|
307 |
for connection in connections:
|
308 |
|
309 |
-
# check every edge, that contain atleast one keypoint from connection
|
310 |
edges_for_given_connection = [edge for edge in edge_groups2errors if connection[0] in edge or connection[1] in edge]
|
311 |
|
312 |
-
|
313 |
for edge in edges_for_given_connection:
|
314 |
|
315 |
-
# check if error in edge are grather then threshold for this edge
|
316 |
-
|
317 |
-
|
318 |
check_threshold = edge_groups2errors[edge] > edge_groups2thresholds[edge]
|
319 |
check_certain = True
|
320 |
for keypoint in edge:
|
@@ -324,11 +270,8 @@ def modify_student_frame(
|
|
324 |
|
325 |
relevant_plane = [connection[0], connection[1]] in edge_groups_relevant or [connection[1], connection[0]] in edge_groups_relevant
|
326 |
|
327 |
-
|
328 |
if check_threshold and check_certain and relevant_plane:
|
329 |
|
330 |
-
|
331 |
-
|
332 |
point1 = detection_result_student[:, :, :-1][alignment_frames[1]][connection[0]]
|
333 |
point2 = detection_result_student[:, :, :-1][alignment_frames[1]][connection[1]]
|
334 |
|
@@ -338,7 +281,24 @@ def modify_student_frame(
|
|
338 |
point1 = [point1[1], point1[0]]
|
339 |
point2 = [ point2[1], point2[0]]
|
340 |
|
341 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
342 |
|
343 |
if triger_state == "three":
|
344 |
|
@@ -354,17 +314,6 @@ def modify_student_frame(
|
|
354 |
|
355 |
if (connection[0], connection[1]) in text_dictionary:
|
356 |
text_info.append(text_dictionary[(connection[0], connection[1])])
|
357 |
-
|
358 |
-
if triger_state == "two":
|
359 |
-
|
360 |
-
trigered_connections.append((connection[0], connection[1]))
|
361 |
-
|
362 |
-
if (connection[0], connection[1]) in previously_trigered:
|
363 |
-
|
364 |
-
_ = cv2.line(frame_copy, point1, point2, (0, 0, 255), 10)
|
365 |
-
|
366 |
-
if (connection[0], connection[1]) in text_dictionary:
|
367 |
-
text_info.append(text_dictionary[(connection[0], connection[1])])
|
368 |
|
369 |
return frame_copy, frame_teacher_copy, list(set(trigered_connections)), list(set(trigered_connections2)), text_info
|
370 |
|
@@ -375,10 +324,9 @@ def get_video_frames(video_path):
|
|
375 |
while True:
|
376 |
ret, frame = cap.read()
|
377 |
if not ret:
|
378 |
-
print("
|
379 |
break
|
380 |
-
|
381 |
-
# frame = cv2.cvtColor(frame, cv2.COLOR_BGR2RGB)
|
382 |
video.append(frame)
|
383 |
|
384 |
return np.array(video)
|
@@ -391,25 +339,129 @@ def download_file(url, save_path):
|
|
391 |
for chunk in response.iter_content(chunk_size=8192):
|
392 |
file.write(chunk)
|
393 |
|
|
|
394 |
def check_and_download_models():
|
|
|
|
|
|
|
|
|
395 |
|
396 |
-
vit_model_url = "https://huggingface.co/JunkyByte/easy_ViTPose/resolve/main/torch/wholebody/vitpose-b-wholebody.pth?download=true"
|
397 |
yolo_model_url = "https://huggingface.co/JunkyByte/easy_ViTPose/resolve/main/yolov8/yolov8s.pt?download=true"
|
398 |
|
399 |
-
|
|
|
|
|
400 |
|
401 |
yolo_model_path = "models/yolov8s.pt"
|
402 |
|
|
|
|
|
|
|
403 |
|
404 |
-
Path(os.path.dirname(vit_model_path)).mkdir(parents=True, exist_ok=True)
|
405 |
Path(os.path.dirname(yolo_model_path)).mkdir(parents=True, exist_ok=True)
|
406 |
|
407 |
-
|
408 |
-
|
409 |
-
|
410 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
411 |
|
412 |
-
|
413 |
if not os.path.exists(yolo_model_path):
|
414 |
print("Downloading YOLO model...")
|
415 |
-
download_file(yolo_model_url, yolo_model_path)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
6 |
import os
|
7 |
import requests
|
8 |
from pathlib import Path
|
9 |
+
from datetime import timedelta
|
10 |
+
from scipy.signal import savgol_filter
|
11 |
+
from scipy.stats import mstats
|
12 |
|
13 |
def predict_keypoints_vitpose(
|
14 |
video_path,
|
|
|
35 |
while True:
|
36 |
ret, frame = cap.read()
|
37 |
if not ret:
|
38 |
+
print(f"Keypoints were extracted from {video_path}")
|
39 |
break
|
40 |
|
41 |
+
frame = cv2.resize(frame, (1280, 720))
|
42 |
frame = cv2.cvtColor(frame, cv2.COLOR_BGR2RGB)
|
43 |
frame_keypoints = model.inference(frame)
|
44 |
|
|
|
70 |
all_pairs = []
|
71 |
for i in range(len(connections)):
|
72 |
pairs = []
|
|
|
73 |
init_con = connections[i]
|
74 |
for k in range(len(connections)):
|
75 |
if k == i:
|
|
|
97 |
clean_pairs.append(points_for_edge)
|
98 |
all_point_for_edges.extend(clean_pairs)
|
99 |
|
|
|
100 |
unique_set = set()
|
101 |
unique_list = []
|
|
|
102 |
for sublist in all_point_for_edges:
|
103 |
sublist_tuple = tuple(sublist)
|
104 |
if sublist_tuple not in unique_set:
|
|
|
111 |
|
112 |
|
113 |
def calculate_angle(A, B, C):
|
114 |
+
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
115 |
A = np.round(np.array(A), decimals=3)
|
116 |
B = np.round(np.array(B), decimals=3)
|
117 |
C = np.round(np.array(C), decimals=3)
|
118 |
|
|
|
119 |
BA = A - B
|
120 |
BC = C - B
|
121 |
|
122 |
+
cosine_angle = np.dot(BA, BC) / ((np.linalg.norm(BA) * np.linalg.norm(BC)))
|
|
|
123 |
cosine_angle = np.clip(cosine_angle, -1, 1)
|
|
|
124 |
angle = np.arccos(cosine_angle)
|
125 |
|
126 |
if np.isnan(angle):
|
127 |
+
print(f"Invalid angle calculation.\n{A} \n{B} \n{C}")
|
128 |
+
|
129 |
minimum = np.min(np.array((np.linalg.norm(BA), np.linalg.norm(BC))))
|
130 |
|
|
|
131 |
return np.degrees(angle), minimum
|
132 |
|
133 |
|
|
|
134 |
def compute_all_angels(keypoints, edge_groups):
|
135 |
+
|
136 |
all_angles = []
|
137 |
for group in edge_groups:
|
138 |
|
|
|
147 |
|
148 |
|
149 |
def xy2phi(points_result, connections):
|
|
|
|
|
150 |
|
151 |
+
edge_groups = get_edge_groups(connections)
|
152 |
new_array = np.zeros((points_result.shape[0], len(edge_groups), 1))
|
153 |
+
|
154 |
for idx, frame in enumerate(points_result):
|
155 |
all_angels = compute_all_angels(keypoints=frame, edge_groups=edge_groups)[:, 0]
|
156 |
new_array[idx, :, :] = all_angels.reshape((len(edge_groups), 1))
|
|
|
161 |
def get_series(point_list, edge_groups):
|
162 |
|
163 |
list_of_series = []
|
|
|
164 |
for edge_group in edge_groups:
|
165 |
+
|
166 |
keypoint_1, keypoint_2, keypoint_3 = edge_group
|
167 |
relevant_point_list = point_list[:, (keypoint_1, keypoint_2, keypoint_3), :]
|
168 |
|
169 |
series = []
|
170 |
for frame in relevant_point_list:
|
|
|
171 |
angle, _ = calculate_angle(frame[0, :], frame[1, :], frame[2, :])
|
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|
172 |
series.append(angle)
|
173 |
list_of_series.append(series)
|
174 |
|
|
|
176 |
|
177 |
|
178 |
def plot_serieses(series_1, series_2):
|
179 |
+
|
180 |
plt.figure(dpi=150, figsize=(12, 5))
|
181 |
+
plt.plot(series_1, label='Video #1', lw=1)
|
182 |
+
plt.plot(series_2, label='Video #2', lw=1)
|
183 |
plt.axis("on")
|
184 |
plt.grid(True)
|
|
|
185 |
plt.xlabel("frames")
|
186 |
+
plt.ylabel("angles")
|
187 |
plt.legend()
|
188 |
|
189 |
|
|
|
196 |
return serieses_normalized
|
197 |
|
198 |
|
199 |
+
def get_dtw_mean_path(serieses_teacher, serieses_student, dtw_mean, dtw_filter):
|
200 |
+
|
201 |
+
list_of_paths = []
|
202 |
+
for idx in range(len(serieses_teacher)):
|
203 |
+
series_teacher = np.array(serieses_teacher[idx])
|
204 |
+
series_student = np.array(serieses_student[idx])
|
205 |
+
_ , paths = dtw.warping_paths(series_teacher, series_student, window=50)
|
206 |
+
path = dtw.best_path(paths)
|
207 |
+
list_of_paths.append(path)
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
208 |
|
209 |
+
all_dtw_tupples = []
|
210 |
+
for path in list_of_paths:
|
211 |
+
all_dtw_tupples.extend(path)
|
212 |
|
213 |
+
mean_path = []
|
214 |
+
for student_frame in range(len(serieses_student[0])):
|
215 |
+
frame_from_teacher = []
|
216 |
+
for frame_teacher in all_dtw_tupples:
|
217 |
+
if frame_teacher[1] == student_frame:
|
218 |
+
frame_from_teacher.append(frame_teacher[0])
|
219 |
|
220 |
+
mean_path.append((int(mstats.winsorize(np.array(frame_from_teacher), limits=[dtw_mean, dtw_mean]).mean()), student_frame))
|
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|
|
|
|
|
|
|
|
|
|
|
221 |
|
222 |
+
path_array = np.array(mean_path)
|
223 |
+
smoothed_data = savgol_filter(path_array, window_length=dtw_filter, polyorder=0, axis=0)
|
224 |
+
path_array = np.array(smoothed_data).astype(int)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
225 |
|
226 |
+
alignments = np.unique(path_array, axis=0) # TODO check if this correct
|
227 |
|
228 |
+
return alignments
|
229 |
|
230 |
|
231 |
def modify_student_frame(
|
232 |
detection_result_student,
|
|
|
233 |
detection_result_teacher_angles,
|
234 |
detection_result_student_angles,
|
|
|
235 |
video_teacher,
|
236 |
video_student,
|
|
|
237 |
alignment_frames,
|
|
|
238 |
edge_groups,
|
239 |
connections,
|
240 |
thresholds,
|
|
|
246 |
|
247 |
frame_copy = video_student[alignment_frames[1]]
|
248 |
frame_teacher_copy = video_teacher[alignment_frames[0]]
|
|
|
249 |
frame_errors = np.abs(detection_result_teacher_angles[alignment_frames[0]] - detection_result_student_angles[alignment_frames[1]])
|
|
|
250 |
edge_groups_as_keys = [tuple(group) for group in edge_groups]
|
251 |
edge_groups2errors = dict(zip(edge_groups_as_keys, frame_errors))
|
|
|
252 |
edge_groups2thresholds = dict(zip(edge_groups_as_keys, thresholds))
|
|
|
253 |
edge_groups_relevant = [edge_group[1:] for edge_group in edge_groups]
|
254 |
|
255 |
text_info = []
|
256 |
trigered_connections = []
|
257 |
trigered_connections2 = []
|
|
|
258 |
for connection in connections:
|
259 |
|
|
|
260 |
edges_for_given_connection = [edge for edge in edge_groups2errors if connection[0] in edge or connection[1] in edge]
|
261 |
|
|
|
262 |
for edge in edges_for_given_connection:
|
263 |
|
|
|
|
|
|
|
264 |
check_threshold = edge_groups2errors[edge] > edge_groups2thresholds[edge]
|
265 |
check_certain = True
|
266 |
for keypoint in edge:
|
|
|
270 |
|
271 |
relevant_plane = [connection[0], connection[1]] in edge_groups_relevant or [connection[1], connection[0]] in edge_groups_relevant
|
272 |
|
|
|
273 |
if check_threshold and check_certain and relevant_plane:
|
274 |
|
|
|
|
|
275 |
point1 = detection_result_student[:, :, :-1][alignment_frames[1]][connection[0]]
|
276 |
point2 = detection_result_student[:, :, :-1][alignment_frames[1]][connection[1]]
|
277 |
|
|
|
281 |
point1 = [point1[1], point1[0]]
|
282 |
point2 = [ point2[1], point2[0]]
|
283 |
|
284 |
+
|
285 |
+
if triger_state == "one":
|
286 |
+
|
287 |
+
_ = cv2.line(frame_copy, point1, point2, (0, 0, 255), 10)
|
288 |
+
|
289 |
+
if (connection[0], connection[1]) in text_dictionary:
|
290 |
+
text_info.append(text_dictionary[(connection[0], connection[1])])
|
291 |
+
|
292 |
+
if triger_state == "two":
|
293 |
+
|
294 |
+
trigered_connections.append((connection[0], connection[1]))
|
295 |
+
|
296 |
+
if (connection[0], connection[1]) in previously_trigered:
|
297 |
+
|
298 |
+
_ = cv2.line(frame_copy, point1, point2, (0, 0, 255), 10)
|
299 |
+
|
300 |
+
if (connection[0], connection[1]) in text_dictionary:
|
301 |
+
text_info.append(text_dictionary[(connection[0], connection[1])])
|
302 |
|
303 |
if triger_state == "three":
|
304 |
|
|
|
314 |
|
315 |
if (connection[0], connection[1]) in text_dictionary:
|
316 |
text_info.append(text_dictionary[(connection[0], connection[1])])
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
317 |
|
318 |
return frame_copy, frame_teacher_copy, list(set(trigered_connections)), list(set(trigered_connections2)), text_info
|
319 |
|
|
|
324 |
while True:
|
325 |
ret, frame = cap.read()
|
326 |
if not ret:
|
327 |
+
print(f"Video {video_path} was loaded")
|
328 |
break
|
329 |
+
frame = cv2.resize(frame, (1280, 720))
|
|
|
330 |
video.append(frame)
|
331 |
|
332 |
return np.array(video)
|
|
|
339 |
for chunk in response.iter_content(chunk_size=8192):
|
340 |
file.write(chunk)
|
341 |
|
342 |
+
|
343 |
def check_and_download_models():
|
344 |
+
|
345 |
+
# vit_model_s_url = "https://huggingface.co/JunkyByte/easy_ViTPose/resolve/main/torch/wholebody/vitpose-s-wholebody.pth?download=true"
|
346 |
+
vit_model_b_url = "https://huggingface.co/JunkyByte/easy_ViTPose/resolve/main/torch/wholebody/vitpose-b-wholebody.pth?download=true"
|
347 |
+
# vit_model_l_url = "https://huggingface.co/JunkyByte/easy_ViTPose/resolve/main/torch/wholebody/vitpose-l-wholebody.pth?download=true"
|
348 |
|
|
|
349 |
yolo_model_url = "https://huggingface.co/JunkyByte/easy_ViTPose/resolve/main/yolov8/yolov8s.pt?download=true"
|
350 |
|
351 |
+
# vit_model_s_path = "models/vitpose-s-wholebody.pth"
|
352 |
+
vit_model_b_path = "models/vitpose-b-wholebody.pth"
|
353 |
+
# vit_model_l_path = "models/vitpose-l-wholebody.pth"
|
354 |
|
355 |
yolo_model_path = "models/yolov8s.pt"
|
356 |
|
357 |
+
# Path(os.path.dirname(vit_model_s_path)).mkdir(parents=True, exist_ok=True)
|
358 |
+
Path(os.path.dirname(vit_model_b_path)).mkdir(parents=True, exist_ok=True)
|
359 |
+
# Path(os.path.dirname(vit_model_l_path)).mkdir(parents=True, exist_ok=True)
|
360 |
|
|
|
361 |
Path(os.path.dirname(yolo_model_path)).mkdir(parents=True, exist_ok=True)
|
362 |
|
363 |
+
# if not os.path.exists(vit_model_s_path):
|
364 |
+
# print("Downloading ViT-Pose-s model...")
|
365 |
+
# download_file(vit_model_s_url, vit_model_s_path)
|
366 |
+
# print("ViT-Pose-s model was downloaded.")
|
367 |
+
|
368 |
+
if not os.path.exists(vit_model_b_path):
|
369 |
+
print("Downloading ViT-Pose-b model...")
|
370 |
+
download_file(vit_model_b_url, vit_model_b_path)
|
371 |
+
print("ViT-Pose-b model was downloaded.")
|
372 |
+
|
373 |
+
# if not os.path.exists(vit_model_l_path):
|
374 |
+
# print("Downloading ViT-Pose-l model...")
|
375 |
+
# download_file(vit_model_l_url, vit_model_l_path)
|
376 |
+
# print("ViT-Pose-l model was downloaded.")
|
377 |
|
|
|
378 |
if not os.path.exists(yolo_model_path):
|
379 |
print("Downloading YOLO model...")
|
380 |
+
download_file(yolo_model_url, yolo_model_path)
|
381 |
+
print("YOLO model was downloaded.")
|
382 |
+
|
383 |
+
|
384 |
+
def generate_output_video(teacher_frames, student_frames, timestamp_str):
|
385 |
+
|
386 |
+
teacher_frames = np.array(teacher_frames)
|
387 |
+
student_frames = np.array(student_frames)
|
388 |
+
|
389 |
+
teacher_frames_resized = np.array([cv2.resize(frame, (1280, 720)) for frame in teacher_frames])
|
390 |
+
student_frames_resized = np.array([cv2.resize(frame, (1280, 720)) for frame in student_frames])
|
391 |
+
|
392 |
+
concat_video = np.concatenate((teacher_frames_resized, student_frames_resized), axis=2)
|
393 |
+
concat_video = np.array(concat_video)
|
394 |
+
|
395 |
+
root_dir = "videos"
|
396 |
+
if not os.path.exists(root_dir):
|
397 |
+
os.makedirs(root_dir)
|
398 |
+
|
399 |
+
video_path = f"{root_dir}/pose_{timestamp_str}.mp4"
|
400 |
+
out = cv2.VideoWriter(video_path, cv2.VideoWriter_fourcc(*'mp4v'), 30, (1280 * 2, 720))
|
401 |
+
for frame in concat_video:
|
402 |
+
out.write(frame)
|
403 |
+
out.release()
|
404 |
+
|
405 |
+
return video_path
|
406 |
+
|
407 |
+
|
408 |
+
def generate_log(all_text_summaries):
|
409 |
+
|
410 |
+
all_text_summaries_clean = list(set(all_text_summaries))
|
411 |
+
all_text_summaries_clean.sort(key=lambda x: x[1])
|
412 |
+
|
413 |
+
general_summary = []
|
414 |
+
for log in all_text_summaries_clean:
|
415 |
+
comment, frame = log
|
416 |
+
total_seconds = frame / 30
|
417 |
+
general_summary.append(f"{comment}. Video time: {str(timedelta(seconds=total_seconds))[3:-4]}")
|
418 |
+
|
419 |
+
general_summary = "\n".join(general_summary)
|
420 |
+
|
421 |
+
return general_summary
|
422 |
+
|
423 |
+
|
424 |
+
def write_log(
|
425 |
+
timestamp_str,
|
426 |
+
dtw_mean,
|
427 |
+
dtw_filter,
|
428 |
+
angles_sensitive,
|
429 |
+
angles_common,
|
430 |
+
angles_insensitive,
|
431 |
+
trigger_state,
|
432 |
+
general_summary
|
433 |
+
):
|
434 |
+
|
435 |
+
logs_dir = "logs"
|
436 |
+
if not os.path.exists(logs_dir):
|
437 |
+
os.makedirs(logs_dir)
|
438 |
+
|
439 |
+
log_path = f"{logs_dir}/log_{timestamp_str}.txt"
|
440 |
+
|
441 |
+
content = f"""
|
442 |
+
Settings:
|
443 |
+
|
444 |
+
Dynamic Time Warping:
|
445 |
+
- Winsorize mean: {dtw_mean}
|
446 |
+
- Savitzky-Golay Filter: {dtw_filter}
|
447 |
+
|
448 |
+
Thresholds:
|
449 |
+
- Sensitive: {angles_sensitive}
|
450 |
+
- Standart: {angles_common}
|
451 |
+
- Insensitive: {angles_insensitive}
|
452 |
+
|
453 |
+
Patience:
|
454 |
+
- trigger count: {trigger_state}
|
455 |
+
|
456 |
+
|
457 |
+
Error logs:
|
458 |
+
|
459 |
+
{general_summary}
|
460 |
+
"""
|
461 |
+
|
462 |
+
with open(log_path, "w") as file:
|
463 |
+
file.write(content)
|
464 |
+
|
465 |
+
print(f"log {log_path} was created.")
|
466 |
+
|
467 |
+
return log_path
|