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2599c04 d631c6e 2599c04 d631c6e 2599c04 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 | MEDIUM_TASK = {
"task_id": "task_medium",
"difficulty": "medium",
"description": (
"Classify clips with mixed or borderline evidence. "
"Use metadata trade-offs to justify KEEP/BORDERLINE/REJECT."
),
"data_corpus": [
{
"id": "med_001",
"clip_id": "clip_0008",
"duration_s": 6.2,
"fps": 25,
"resolution": "1280x720",
"face_area_ratio": 0.24,
"face_confidence": 0.78,
"head_pose_yaw_deg": 14.4,
"head_pose_pitch_deg": 9.3,
"motion_score": 0.29,
"bg_complexity": "simple_room",
"bg_complexity_score": 0.18,
"mouth_open_ratio": 0.23,
"blink_rate_hz": 0.30,
"audio_snr_db": 18.5,
"transcript_word_count": 20,
"transcript_confidence": 0.75,
"lighting_uniformity": 0.62,
"occlusion_present": False,
"environment_tag": "office",
"framing": "left",
"expected_label": "BORDERLINE",
"quality_cues": [
"face_confidence is slightly below keep threshold",
"audio_snr_db and motion_score are borderline",
"no hard reject signal",
],
"review_status": "pending",
},
{
"id": "med_002",
"clip_id": "clip_0009",
"duration_s": 10.6,
"fps": 25,
"resolution": "1280x720",
"face_area_ratio": 0.23,
"face_confidence": 0.77,
"head_pose_yaw_deg": 16.1,
"head_pose_pitch_deg": 9.8,
"motion_score": 0.31,
"bg_complexity": "simple_room",
"bg_complexity_score": 0.19,
"mouth_open_ratio": 0.24,
"blink_rate_hz": 0.31,
"audio_snr_db": 17.4,
"transcript_word_count": 23,
"transcript_confidence": 0.73,
"lighting_uniformity": 0.59,
"occlusion_present": False,
"environment_tag": "podcast_corner",
"framing": "front",
"expected_label": "BORDERLINE",
"quality_cues": [
"duration_s is near upper keep band edge",
"face_area_ratio is borderline small",
"audio_snr_db is weak but not catastrophic",
],
"review_status": "pending",
},
{
"id": "med_003",
"clip_id": "clip_0010",
"duration_s": 7.4,
"fps": 25,
"resolution": "1280x720",
"face_area_ratio": 0.27,
"face_confidence": 0.82,
"head_pose_yaw_deg": 11.2,
"head_pose_pitch_deg": 7.7,
"motion_score": 0.24,
"bg_complexity": "office",
"bg_complexity_score": 0.14,
"mouth_open_ratio": 0.29,
"blink_rate_hz": 0.26,
"audio_snr_db": 20.1,
"transcript_word_count": 22,
"transcript_confidence": 0.81,
"lighting_uniformity": 0.66,
"occlusion_present": False,
"environment_tag": "workstation",
"framing": "front",
"expected_label": "BORDERLINE",
"quality_cues": [
"face_confidence is good but face_area_ratio remains only moderate",
"motion_score and mouth_open_ratio are near boundary values",
],
"review_status": "pending",
},
{
"id": "med_004",
"clip_id": "clip_0011",
"duration_s": 4.3,
"fps": 25,
"resolution": "1280x720",
"face_area_ratio": 0.21,
"face_confidence": 0.69,
"head_pose_yaw_deg": 19.1,
"head_pose_pitch_deg": 10.6,
"motion_score": 0.39,
"bg_complexity": "busy_room",
"bg_complexity_score": 0.23,
"mouth_open_ratio": 0.21,
"blink_rate_hz": 0.34,
"audio_snr_db": 15.0,
"transcript_word_count": 13,
"transcript_confidence": 0.69,
"lighting_uniformity": 0.54,
"occlusion_present": False,
"environment_tag": "classroom",
"framing": "offgaze",
"expected_label": "BORDERLINE",
"quality_cues": [
"duration_s is barely acceptable",
"audio_snr_db and lighting_uniformity are borderline",
"motion_score is elevated but below hard reject cutoff",
],
"review_status": "pending",
},
{
"id": "med_005",
"clip_id": "clip_0003",
"duration_s": 8.7,
"fps": 25,
"resolution": "1280x720",
"face_area_ratio": 0.36,
"face_confidence": 0.91,
"head_pose_yaw_deg": 8.1,
"head_pose_pitch_deg": 5.4,
"motion_score": 0.14,
"bg_complexity": "solid_dark",
"bg_complexity_score": 0.08,
"mouth_open_ratio": 0.34,
"blink_rate_hz": 0.24,
"audio_snr_db": 23.9,
"transcript_word_count": 29,
"transcript_confidence": 0.88,
"lighting_uniformity": 0.81,
"occlusion_present": False,
"environment_tag": "studio",
"framing": "front",
"expected_label": "KEEP",
"quality_cues": [
"strong face_confidence and face_area_ratio",
"clean audio and stable motion",
"well lit with no occlusion",
],
"review_status": "pending",
},
],
}
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