video video | recording_id int64 | contributor_id int64 | duration_seconds float64 | task_type string | recorded_at string | sensor_schema_version int64 | qc_status string | video_bytes int64 | sensor_bytes int64 | good_frame_percent float64 | hand_presence_ratio float64 | stability_score float64 | lighting_score float64 | average_brightness float64 | average_optical_flow float64 | good_duration_seconds float64 | frames_sampled int64 | reject_reasons list | flag_reasons list | objects_detected list | valid_reasons list | video_width int64 | video_height int64 | video_fps float64 | video_duration_seconds float64 | n_slots int64 | has_chest bool | has_raw_motion bool | n_snapshots int64 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
201 | 5 | 11 | folding_laundry | 2025-10-30T09:20:42.896Z | 1 | valid | 27,109,076 | 176,561 | 0.85 | 0.85 | 1 | 1 | 0 | 0 | 9.212725 | 3 | [] | [] | [] | [] | 1,920 | 1,080 | 29.583 | 10.95 | 7 | true | false | 269 | |
202 | 5 | 139 | folding_laundry | 2025-10-30T09:23:38.619Z | 1 | valid | 345,774,394 | 2,216,984 | 0.89 | 0.89 | 1 | 1 | 0 | 0 | 123.807801 | 28 | [] | [] | [] | [] | 1,920 | 1,080 | 29.583 | 139.2 | 7 | true | false | 3,397 | |
203 | 5 | 131 | folding_laundry | 2025-10-30T09:29:09.796Z | 1 | valid | 324,205,660 | 2,080,352 | 0.93 | 0.93 | 1 | 1 | 0 | 0 | 121.302917 | 27 | [] | [] | [] | [] | 1,920 | 1,080 | 29.583 | 130.6 | 7 | true | false | 3,188 | |
204 | 5 | 143 | folding_laundry | 2025-10-30T09:36:02.008Z | 1 | valid | 353,664,859 | 2,271,377 | 0.97 | 0.97 | 1 | 1 | 0 | 0 | 138.015609 | 29 | [] | [] | [] | [] | 1,920 | 1,080 | 29.583 | 142.36 | 7 | true | false | 3,475 | |
205 | 1 | 71 | cleaning | 2025-10-30T10:11:45.949Z | 1 | flagged | 148,073,813 | 1,122,623 | 0.21 | 0.21 | 1 | 1 | 0 | 0 | 14.697387 | 14 | [] | [
"Hand presence is borderline low at 0.21 (below 0.22 threshold)",
"Expected task is 'cleaning' but frames show organizing/arranging items on a table (decorative glass holders, containers) — not cleaning activity",
"No visible cleaning actions (wiping, sweeping, scrubbing, dusting) in any frame",
"Activity app... | [] | [] | 1,920 | 1,080 | 29.605 | 70.06 | 7 | true | false | 1,722 | |
206 | 5 | 117 | folding_laundry | 2025-10-30T10:16:44.733Z | 1 | valid | 287,519,535 | 1,842,062 | 0.96 | 0.96 | 1 | 1 | 0 | 0 | 111.049771 | 24 | [] | [] | [] | [] | 1,920 | 1,080 | 29.583 | 115.79 | 7 | true | false | 2,826 | |
207 | 5 | 136 | folding_laundry | 2025-10-30T10:21:48.463Z | 1 | valid | 337,350,607 | 2,165,309 | 0.89 | 0.89 | 1 | 1 | 0 | 0 | 120.802815 | 28 | [] | [] | [] | [] | 1,920 | 1,080 | 29.583 | 135.84 | 7 | true | false | 3,316 | |
208 | 5 | 6 | folding_laundry | 2025-10-30T10:26:41.709Z | 1 | valid | 12,322,281 | 81,723 | 0.85 | 0.85 | 1 | 1 | 0 | 0 | 4.161572 | 1 | [] | [] | [] | [] | 1,920 | 1,080 | 29.583 | 5.01 | 7 | true | false | 124 | |
209 | 5 | 27 | folding_laundry | 2025-10-30T10:27:35.477Z | 1 | valid | 66,859,701 | 430,184 | 0.95 | 0.95 | 1 | 1 | 0 | 0 | 25.500755 | 6 | [] | [] | [] | [] | 1,920 | 1,080 | 29.583 | 26.92 | 7 | true | false | 659 | |
210 | 1 | 81 | cleaning | 2025-10-30T10:45:32.118Z | 1 | valid | 170,406,163 | 1,289,662 | 0.82 | 0.82 | 1 | 1 | 0 | 0 | 66.031502 | 17 | [] | [] | [] | [] | 1,920 | 1,080 | 29.605 | 80.53 | 7 | true | false | 1,977 | |
211 | 1 | 65 | cooking | 2025-10-30T11:19:21.474Z | 1 | invalid | 135,210,473 | 1,017,078 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 13 | [
"Majority of frames severely underexposed and too dark to discern scene content",
"No hands visible in any frame",
"Cannot determine if cooking activity is occurring due to darkness",
"Hand presence ratio below 0.12 threshold"
] | [] | [] | [] | 1,920 | 1,080 | 29.605 | 63.95 | 7 | true | false | 1,571 | |
212 | 1 | 13 | cooking | 2025-10-30T11:29:35.849Z | 1 | valid | 26,475,399 | 208,020 | 0.67 | 0.67 | 1 | 1 | 0 | 0 | 8.328249 | 3 | [] | [] | [] | [] | 1,920 | 1,080 | 29.605 | 12.48 | 7 | true | false | 318 | |
213 | 1 | 22 | cooking | 2025-10-30T11:31:50.098Z | 1 | invalid | 45,653,480 | 350,744 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 5 | [
"No hands visible in any of the 5 frames",
"Expected task is cooking, but frames show a table setup with cooking equipment (pan, portable stove) with no active cooking or food preparation occurring",
"Footage appears to be a stationary setup shot rather than chest-mounted activity recording"
] | [] | [] | [] | 1,920 | 1,080 | 29.605 | 21.53 | 7 | true | false | 537 | |
214 | 1 | 71 | cooking | 2025-10-30T11:33:25.191Z | 1 | invalid | 149,033,017 | 1,128,955 | 0.07 | 0.07 | 1 | 1 | 0 | 0 | 4.934596 | 15 | [
"Hand presence ratio (0.07) is well below the 0.12 threshold for validity",
"Hands are almost entirely absent from the frame throughout the recording",
"While cooking activity is evident (portable stove, pan, burner being used), the chest-mounted camera positioning fails to capture the wearer's hands performing... | [] | [] | [] | 1,920 | 1,080 | 29.605 | 70.5 | 7 | true | false | 1,732 | |
215 | 1 | 76 | cleaning | 2025-10-30T11:35:49.746Z | 1 | flagged | 158,650,964 | 1,203,127 | 0.31 | 0.31 | 1 | 1 | 0 | 0 | 23.256338 | 16 | [] | [
"Expected task is 'cleaning' but frames show food preparation/cooking activity (frying pan, cooking utensils, portable stove visible)",
"Hand presence is below 0.35 threshold in majority of frames; hands visible in ~5 of 16 frames",
"Activity shown is cooking-related, not cleaning (no cleaning supplies, no wipi... | [] | [] | 1,920 | 1,080 | 29.605 | 75.03 | 7 | true | false | 1,842 | |
216 | 3 | 125 | cleaning | 2025-10-30T11:57:56.544Z | 1 | valid | 978,083,721 | 1,990,175 | 0.58 | 0.58 | 1 | 1 | 0 | 0 | 72.320954 | 26 | [] | [] | [] | [] | 3,840 | 2,160 | 30 | 124.7 | 7 | true | false | 3,048 | |
217 | 1 | 25 | cooking | 2025-10-30T11:59:40.808Z | 1 | valid | 51,962,363 | 397,645 | 0.4 | 0.4 | 1 | 1 | 0 | 0 | 9.822578 | 5 | [] | [] | [] | [] | 1,920 | 1,080 | 29.605 | 24.57 | 7 | true | false | 611 | |
218 | 1 | 20 | cooking | 2025-10-30T12:00:28.650Z | 1 | flagged | 41,472,176 | 319,486 | 0.25 | 0.25 | 1 | 1 | 0 | 0 | 4.880889 | 4 | [] | [
"Hand presence below target threshold (0.25 vs. 0.22 minimum for valid); visible in only 1 of 4 frames",
"Task match confirmed: cooking setup with portable stove, pan, and kitchenware visible"
] | [] | [] | 1,920 | 1,080 | 29.605 | 19.54 | 7 | true | false | 489 | |
219 | 3 | 119 | cleaning | 2025-10-30T12:05:56.315Z | 1 | valid | 931,226,541 | 1,897,123 | 0.75 | 0.75 | 1 | 1 | 0 | 0 | 89.043775 | 24 | [] | [] | [] | [] | 3,840 | 2,160 | 30 | 118.75 | 7 | true | false | 2,903 | |
220 | 3 | 126 | cleaning | 2025-10-30T12:13:23.381Z | 1 | valid | 989,234,506 | 2,011,573 | 0.65 | 0.65 | 1 | 1 | 0 | 0 | 81.916012 | 26 | [] | [] | [] | [] | 3,840 | 2,160 | 30 | 126.04 | 7 | true | false | 3,081 | |
221 | 3 | 124 | doing_the_dishes | 2025-10-30T12:20:24.885Z | 1 | invalid | 969,678,002 | 1,972,989 | 0.48 | 0.48 | 1 | 1 | 0 | 0 | 59.339872 | 25 | [
"Expected task is 'doing the dishes' but footage shows floor cleaning with a mop and mop bucket",
"Majority of frames show mopping activity (green mop head, cleaning floor tiles, mop bucket with water), not dishwashing",
"No kitchen sink, dishes, or dishwashing-related items visible throughout the sequence",
... | [] | [] | [] | 3,840 | 2,160 | 30 | 123.63 | 7 | true | false | 3,023 | |
222 | 3 | 123 | cleaning | 2025-10-30T12:28:28.014Z | 1 | valid | 961,915,911 | 1,958,556 | 0.76 | 0.76 | 1 | 1 | 0 | 0 | 93.220131 | 25 | [] | [] | [] | [] | 3,840 | 2,160 | 30 | 122.66 | 7 | true | false | 2,999 | |
223 | 3 | 123 | cleaning | 2025-10-30T12:35:34.109Z | 1 | valid | 960,200,029 | 1,954,023 | 0.68 | 0.68 | 1 | 1 | 0 | 0 | 83.27147 | 25 | [] | [] | [] | [] | 3,840 | 2,160 | 30 | 122.47 | 7 | true | false | 2,994 | |
224 | 3 | 124 | cleaning | 2025-10-30T12:45:05.147Z | 1 | valid | 970,162,557 | 1,957,222 | 0.68 | 0.68 | 1 | 1 | 0 | 0 | 84.064781 | 25 | [] | [] | [] | [] | 3,840 | 2,160 | 30 | 123.63 | 7 | true | false | 3,022 | |
225 | 1 | 249 | cleaning | 2025-10-30T13:02:08.185Z | 1 | invalid | 524,677,026 | 3,857,774 | 0.08 | 0.08 | 1 | 1 | 0 | 0 | 19.861333 | 50 | [
"Majority of frames are too dark to discern scene content or task activity",
"Hand presence ratio (0.08) is below 0.12 threshold, making footage structurally unusable",
"Scene is severely underexposed across nearly all sampled frames",
"Cannot assess task match due to insufficient lighting and visibility"
] | [] | [] | [] | 1,920 | 1,080 | 29.605 | 248.29 | 7 | true | false | 6,069 | |
226 | 3 | 120 | cleaning | 2025-10-30T13:16:45.043Z | 1 | valid | 942,123,402 | 1,916,042 | 0.56 | 0.56 | 1 | 1 | 0 | 0 | 67.232685 | 25 | [] | [] | [] | [] | 3,840 | 2,160 | 30 | 120.07 | 7 | true | false | 2,936 | |
227 | 3 | 121 | doing_the_dishes | 2025-10-30T13:39:51.280Z | 1 | valid | 942,660,706 | 1,915,939 | 0.92 | 0.92 | 1 | 1 | 0 | 0 | 110.606755 | 25 | [] | [] | [] | [] | 3,840 | 2,160 | 30 | 120.25 | 7 | true | false | 2,940 | |
228 | 3 | 123 | doing_the_dishes | 2025-10-30T13:45:49.269Z | 1 | valid | 965,311,081 | 1,960,894 | 0.96 | 0.96 | 1 | 1 | 0 | 0 | 118.103744 | 25 | [] | [] | [] | [] | 3,840 | 2,160 | 30 | 123.04 | 7 | true | false | 3,008 | |
229 | 5 | 125 | folding_laundry | 2025-10-30T13:46:02.337Z | 1 | valid | 308,801,512 | 1,980,674 | 0.88 | 0.88 | 1 | 1 | 0 | 0 | 109.314099 | 25 | [] | [] | [] | [] | 1,920 | 1,080 | 29.583 | 124.39 | 7 | true | false | 3,037 | |
230 | 3 | 122 | doing_the_dishes | 2025-10-30T13:50:21.611Z | 1 | valid | 954,707,235 | 1,940,647 | 0.92 | 0.92 | 1 | 1 | 0 | 0 | 111.95618 | 25 | [] | [] | [] | [] | 3,840 | 2,160 | 30 | 121.71 | 7 | true | false | 2,975 | |
231 | 5 | 145 | folding_laundry | 2025-10-30T13:51:28.922Z | 1 | valid | 358,784,420 | 2,298,387 | 0.86 | 0.86 | 1 | 1 | 0 | 0 | 124.134789 | 29 | [] | [] | [] | [] | 1,920 | 1,080 | 29.583 | 144.46 | 7 | true | false | 3,526 | |
232 | 3 | 126 | doing_the_dishes | 2025-10-30T13:55:47.334Z | 1 | valid | 986,500,569 | 2,004,184 | 0.92 | 0.92 | 1 | 1 | 0 | 0 | 115.666571 | 26 | [] | [] | [] | [] | 3,840 | 2,160 | 30 | 125.76 | 7 | true | false | 3,074 | |
233 | 5 | 135 | folding_laundry | 2025-10-30T13:58:31.548Z | 1 | valid | 334,647,839 | 2,146,927 | 0.89 | 0.89 | 1 | 1 | 0 | 0 | 119.810603 | 28 | [] | [] | [] | [] | 1,920 | 1,080 | 29.583 | 134.72 | 7 | true | false | 3,290 | |
234 | 3 | 69 | doing_the_dishes | 2025-10-30T14:01:18.614Z | 1 | valid | 538,598,865 | 1,100,819 | 0.93 | 0.93 | 1 | 1 | 0 | 0 | 63.917598 | 14 | [] | [] | [] | [] | 3,840 | 2,160 | 30 | 68.74 | 7 | true | false | 1,683 | |
235 | 5 | 149 | folding_laundry | 2025-10-30T14:26:26.138Z | 1 | valid | 367,431,161 | 2,363,487 | 0.87 | 0.87 | 1 | 1 | 0 | 0 | 128.604686 | 30 | [] | [] | [] | [] | 1,920 | 1,080 | 29.583 | 147.99 | 7 | true | false | 3,613 | |
236 | 5 | 124 | folding_laundry | 2025-10-30T14:33:05.902Z | 1 | valid | 305,766,769 | 1,961,721 | 0.92 | 0.92 | 1 | 1 | 0 | 0 | 113.164181 | 25 | [] | [] | [] | [] | 1,920 | 1,080 | 29.583 | 123.1 | 7 | true | false | 3,006 | |
237 | 3 | 122 | cooking | 2025-10-30T14:35:38.425Z | 1 | valid | 950,190,441 | 1,933,574 | 0.88 | 0.88 | 1 | 1 | 0 | 0 | 106.531275 | 25 | [] | [] | [] | [] | 3,840 | 2,160 | 30 | 121.06 | 7 | true | false | 2,960 | |
238 | 4 | 25 | making_the_bed | 2025-10-30T14:41:59.996Z | 1 | valid | 131,014,700 | 399,738 | 0.4 | 0.4 | 1 | 1 | 0 | 0 | 9.809956 | 5 | [] | [] | [] | [] | 3,840 | 2,160 | 29.583 | 24.55 | 7 | true | false | 612 | |
239 | 3 | 123 | cooking | 2025-10-30T14:42:18.152Z | 1 | flagged | 964,060,578 | 1,959,786 | 0.88 | 0.88 | 1 | 1 | 0 | 0 | 108.115187 | 25 | [] | [
"Expected task is 'cooking' but frames show washing/cleaning a colander or strainer with a brush and soapy water",
"Activity is kitchen cleaning, not food preparation or cooking",
"Hands and tools are clearly visible throughout, but the task does not match the expected label"
] | [] | [] | 3,840 | 2,160 | 30 | 122.88 | 7 | true | false | 3,004 | |
240 | 4 | 8 | folding_laundry | 2025-10-30T14:43:01.930Z | 1 | valid | 40,103,559 | 128,026 | 0.85 | 0.85 | 1 | 1 | 0 | 0 | 6.345722 | 2 | [] | [] | [] | [] | 3,840 | 2,160 | 29.583 | 7.48 | 7 | true | false | 196 | |
241 | 5 | 137 | folding_laundry | 2025-10-30T14:46:33.170Z | 1 | valid | 338,210,700 | 2,170,483 | 0.89 | 0.89 | 1 | 1 | 0 | 0 | 121.10404 | 28 | [] | [] | [] | [] | 1,920 | 1,080 | 29.583 | 136.19 | 7 | true | false | 3,325 | |
242 | 3 | 119 | cooking | 2025-10-30T14:48:52.201Z | 1 | valid | 931,209,331 | 1,895,695 | 0.29 | 0.29 | 1 | 1 | 0 | 0 | 34.43026 | 24 | [] | [] | [] | [] | 3,840 | 2,160 | 30 | 118.74 | 7 | true | false | 2,904 | |
243 | 5 | 164 | folding_laundry | 2025-10-30T14:54:20.471Z | 1 | valid | 406,271,021 | 2,611,054 | 0.85 | 0.85 | 1 | 1 | 0 | 0 | 138.936353 | 33 | [] | [] | [] | [] | 1,920 | 1,080 | 29.583 | 163.54 | 7 | true | false | 3,993 | |
244 | 3 | 125 | cooking | 2025-10-30T15:01:18.601Z | 1 | valid | 974,780,834 | 1,982,580 | 0.92 | 0.92 | 1 | 1 | 0 | 0 | 114.317329 | 25 | [] | [] | [] | [] | 3,840 | 2,160 | 30 | 124.27 | 7 | true | false | 3,038 | |
245 | 3 | 121 | cooking | 2025-10-30T15:08:26.335Z | 1 | valid | 943,424,529 | 1,913,914 | 0.72 | 0.72 | 1 | 1 | 0 | 0 | 86.585984 | 25 | [] | [] | [] | [] | 3,840 | 2,160 | 30 | 120.27 | 7 | true | false | 2,941 | |
246 | 3 | 125 | cooking | 2025-10-30T15:15:41.169Z | 1 | valid | 981,062,794 | 1,993,822 | 0.92 | 0.92 | 1 | 1 | 0 | 0 | 115.022663 | 26 | [] | [] | [] | [] | 3,840 | 2,160 | 30 | 125.04 | 7 | true | false | 3,057 | |
247 | 1 | 6 | cleaning | 2025-10-30T15:17:55.520Z | 1 | invalid | 9,579,307 | 80,134 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 1 | [
"No hands visible in frame",
"Hand presence ratio below 0.12 threshold",
"Scene shows a kitchen counter/table setup with items, but no active cleaning task is visible",
"No cleaning activity or interaction with objects is evident"
] | [] | [] | [] | 1,920 | 1,080 | 29.605 | 4.52 | 7 | true | false | 122 | |
248 | 5 | 119 | doing_the_dishes | 2025-10-30T15:20:54.871Z | 1 | valid | 294,094,137 | 1,890,077 | 0.96 | 0.96 | 1 | 1 | 0 | 0 | 113.611659 | 24 | [] | [] | [] | [] | 1,920 | 1,080 | 29.583 | 118.51 | 7 | true | false | 2,893 | |
249 | 4 | 41 | folding_laundry | 2025-10-30T15:22:34.278Z | 1 | valid | 215,571,709 | 653,363 | 0.67 | 0.67 | 1 | 1 | 0 | 0 | 27.091748 | 9 | [] | [] | [] | [] | 3,840 | 2,160 | 29.583 | 40.45 | 7 | true | false | 1,000 | |
250 | 3 | 128 | cooking | 2025-10-30T15:22:53.168Z | 1 | valid | 1,001,557,014 | 2,034,763 | 0.88 | 0.88 | 1 | 1 | 0 | 0 | 112.397492 | 26 | [] | [] | [] | [] | 3,840 | 2,160 | 30 | 127.75 | 7 | true | false | 3,118 | |
251 | 1 | 52 | cleaning | 2025-10-30T15:23:20.077Z | 1 | flagged | 106,783,664 | 812,399 | 0.18 | 0.18 | 1 | 1 | 0 | 0 | 9.08352 | 11 | [] | [
"Hand presence ratio (0.18) falls below 0.22 threshold",
"Frames 4–11 show minimal or no hand visibility; camera pans across desk/floor area without active hand engagement",
"Task match is clear (cleaning activity with spray bottle and cloth visible), but footage lacks consistent hand documentation of the work ... | [] | [] | 1,920 | 1,080 | 29.605 | 50.5 | 7 | true | false | 1,244 | |
252 | 4 | 22 | making_the_bed | 2025-10-30T15:23:43.307Z | 1 | valid | 115,387,544 | 353,357 | 0.4 | 0.4 | 1 | 1 | 0 | 0 | 8.647822 | 5 | [] | [] | [] | [] | 3,840 | 2,160 | 29.583 | 21.63 | 7 | true | false | 540 | |
253 | 4 | 33 | cleaning | 2025-10-30T15:25:00.172Z | 1 | valid | 170,643,552 | 516,930 | 0.71 | 0.71 | 1 | 1 | 0 | 0 | 22.737119 | 7 | [] | [] | [] | [] | 3,840 | 2,160 | 29.583 | 32.03 | 7 | true | false | 794 | |
254 | 1 | 41 | cleaning | 2025-10-30T15:25:18.924Z | 1 | flagged | 85,563,705 | 653,256 | 0.56 | 0.56 | 1 | 1 | 0 | 0 | 22.660836 | 9 | [] | [
"Expected task is 'cleaning' but frames show assembly/setup of electronic equipment (power bank, cables, pink device holder) on a table",
"No cleaning activity visible — no wiping, sweeping, scrubbing, or tidying of the environment",
"Hands are present and visible in majority of frames, but activity does not ma... | [] | [] | 1,920 | 1,080 | 29.605 | 40.52 | 7 | true | false | 1,001 | |
255 | 5 | 134 | doing_the_dishes | 2025-10-30T15:25:38.610Z | 1 | valid | 330,879,145 | 2,127,004 | 0.96 | 0.96 | 1 | 1 | 0 | 0 | 127.840405 | 27 | [] | [] | [] | [] | 1,920 | 1,080 | 29.583 | 133.27 | 7 | true | false | 3,253 | |
256 | 1 | 24 | cleaning | 2025-10-30T15:26:19.902Z | 1 | flagged | 47,566,406 | 368,357 | 0.4 | 0.4 | 1 | 1 | 0 | 0 | 8.984889 | 5 | [] | [
"Hands visible in only 2 of 5 frames (40%); below the 0.22 threshold triggers flag",
"No clear cleaning activity being performed in any frame; table appears static with objects arranged, no active cleaning motion",
"Frames show a mostly stationary table setup (blue container, white items, glass holders) without... | [] | [] | 1,920 | 1,080 | 29.605 | 22.5 | 7 | true | false | 561 | |
257 | 4 | 23 | doing_the_dishes | 2025-10-30T15:26:22.840Z | 1 | valid | 119,575,865 | 363,815 | 0.8 | 0.8 | 1 | 1 | 0 | 0 | 17.8632 | 5 | [] | [] | [] | [] | 3,840 | 2,160 | 29.583 | 22.33 | 7 | true | false | 557 | |
258 | 4 | 69 | folding_laundry | 2025-10-30T15:28:17.241Z | 1 | valid | 365,007,406 | 1,101,191 | 0.93 | 0.93 | 1 | 1 | 0 | 0 | 63.774647 | 14 | [] | [] | [] | [] | 3,840 | 2,160 | 29.583 | 68.58 | 7 | true | false | 1,685 | |
259 | 1 | 43 | cleaning | 2025-10-30T15:28:35.311Z | 1 | invalid | 89,810,022 | 677,399 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 9 | [
"No hands visible in any of the 9 frames",
"Expected task is cleaning, but frames show stationary interior room views (furniture, curtains, wall outlets, photos) with no cleaning activity",
"Footage appears to be a static or slow pan of a room interior, not an active cleaning task"
] | [] | [] | [] | 1,920 | 1,080 | 29.605 | 42.52 | 7 | true | false | 1,040 | |
260 | 4 | 45 | cleaning | 2025-10-30T15:29:52.923Z | 1 | invalid | 236,516,413 | 713,910 | 0.15 | 0.15 | 1 | 1 | 0 | 0 | 6.663257 | 9 | [
"Majority of frames are severely blurred beyond normal activity motion—unrecoverable quality",
"Hand presence below 0.22 threshold (estimated 0.15 across frames)",
"Task mismatch: footage shows folding/sorting laundry and handling packages, not cleaning",
"Expected task 'cleaning' not being performed; activit... | [] | [] | [] | 3,840 | 2,160 | 29.583 | 44.42 | 7 | true | false | 1,093 | |
261 | 4 | 65 | folding_laundry | 2025-10-30T15:32:42.092Z | 1 | valid | 345,991,190 | 1,040,413 | 0.85 | 0.85 | 1 | 1 | 0 | 0 | 55.158767 | 13 | [] | [] | [] | [] | 3,840 | 2,160 | 29.583 | 64.89 | 7 | true | false | 1,592 | |
262 | 5 | 135 | doing_the_dishes | 2025-10-30T15:34:18.644Z | 1 | valid | 333,736,414 | 2,137,534 | 0.93 | 0.93 | 1 | 1 | 0 | 0 | 124.882177 | 28 | [] | [] | [] | [] | 1,920 | 1,080 | 29.583 | 134.38 | 7 | true | false | 3,281 | |
263 | 4 | 67 | folding_laundry | 2025-10-30T15:34:54.267Z | 1 | valid | 353,339,259 | 1,064,873 | 0.79 | 0.79 | 1 | 1 | 0 | 0 | 52.359444 | 14 | [] | [] | [] | [] | 3,840 | 2,160 | 29.583 | 66.28 | 7 | true | false | 1,629 | |
264 | 4 | 42 | making_the_bed | 2025-10-30T15:37:07.773Z | 1 | flagged | 220,264,676 | 668,864 | 0.22 | 0.22 | 1 | 1 | 0 | 0 | 9.096487 | 9 | [] | [
"Hand presence at lower boundary of acceptable threshold (0.22); only 2 of 9 frames show clear hands",
"Majority of frames show only fabric/bedding without visible hand engagement",
"Significant motion blur in multiple frames (frames 2, 6, 9) beyond expected activity motion",
"Task is being performed (bed-rel... | [] | [] | 3,840 | 2,160 | 29.583 | 41.43 | 7 | true | false | 1,023 | |
265 | 4 | 37 | folding_laundry | 2025-10-30T15:39:48.694Z | 1 | valid | 196,908,800 | 597,685 | 0.75 | 0.75 | 1 | 1 | 0 | 0 | 27.69175 | 8 | [] | [] | [] | [] | 3,840 | 2,160 | 29.583 | 36.93 | 7 | true | false | 913 | |
266 | 5 | 127 | doing_the_dishes | 2025-10-30T15:41:13.111Z | 1 | valid | 313,260,387 | 2,012,531 | 0.92 | 0.92 | 1 | 1 | 0 | 0 | 115.990922 | 26 | [] | [] | [] | [] | 1,920 | 1,080 | 29.583 | 126.18 | 7 | true | false | 3,081 | |
267 | 5 | 133 | doing_the_dishes | 2025-10-30T15:48:19.566Z | 1 | valid | 328,114,324 | 2,102,303 | 0.96 | 0.96 | 1 | 1 | 0 | 0 | 126.803669 | 27 | [] | [] | [] | [] | 1,920 | 1,080 | 29.583 | 132.15 | 7 | true | false | 3,226 | |
268 | 3 | 122 | cooking | 2025-10-30T15:49:05.314Z | 1 | valid | 956,487,045 | 1,945,522 | 0.68 | 0.68 | 1 | 1 | 0 | 0 | 82.95422 | 25 | [] | [] | [] | [] | 3,840 | 2,160 | 30 | 121.99 | 7 | true | false | 2,983 | |
269 | 1 | 13 | cooking | 2025-10-30T18:23:28.364Z | 1 | flagged | 26,657,660 | 207,249 | 0.67 | 0.67 | 1 | 1 | 0 | 0 | 8.396142 | 3 | [] | [
"Activity shown is preparing/mixing a beverage (pouring liquid into a glass with ice), not cooking",
"Expected task is cooking; frames show drink preparation instead"
] | [] | [] | 1,920 | 1,080 | 29.605 | 12.53 | 7 | true | false | 318 | |
270 | 1 | 8 | cooking | 2025-10-30T18:23:57.426Z | 1 | flagged | 15,974,693 | 127,816 | 0.85 | 0.85 | 1 | 1 | 0 | 0 | 6.373867 | 2 | [] | [
"Hands are clearly visible and in-frame in both frames",
"Activity shown is organizing/arranging bathroom or vanity items (bottles, containers, cosmetics), not cooking",
"Expected task (cooking) does not match observed activity"
] | [] | [] | 1,920 | 1,080 | 29.605 | 7.5 | 7 | true | false | 196 | |
271 | 1 | 31 | cleaning | 2025-10-30T18:26:11.410Z | 1 | flagged | 61,905,074 | 475,419 | 0.17 | 0.17 | 1 | 1 | 0 | 0 | 4.972764 | 6 | [] | [
"Hand presence ratio (0.17) falls below 0.22 threshold",
"Only frame 2 shows clear hand activity; most frames are static table/surface views",
"Task match is valid — frames show cleaning activity (wiping/cleaning a wooden table surface with visible cleaning products and cloth)",
"Footage quality is acceptable... | [] | [] | 1,920 | 1,080 | 29.605 | 29.26 | 7 | true | false | 728 | |
272 | 1 | 129 | cooking | 2025-10-30T19:37:34.540Z | 1 | invalid | 271,663,557 | 2,061,346 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 26 | [
"Majority of frames are completely black or nearly indiscernible — severe underexposure throughout",
"No hands visible in any sampled frames",
"Scene content cannot be determined; task match is impossible to assess",
"Footage is structurally unusable for activity recognition"
] | [] | [] | [] | 1,920 | 1,080 | 29.605 | 128.56 | 7 | true | false | 3,147 | |
273 | 3 | 123 | cleaning | 2025-10-31T04:56:02.928Z | 1 | valid | 957,858,479 | 1,946,269 | 0.28 | 0.28 | 1 | 1 | 0 | 0 | 34.18557 | 25 | [] | [] | [] | [] | 3,840 | 2,160 | 30 | 122.09 | 7 | true | false | 2,986 | |
274 | 3 | 31 | cleaning | 2025-10-31T05:01:33.521Z | 1 | valid | 241,646,337 | 494,832 | 0.86 | 0.86 | 1 | 1 | 0 | 0 | 26.428861 | 7 | [] | [] | [] | [] | 3,840 | 2,160 | 30 | 30.74 | 7 | true | false | 757 | |
275 | 3 | 120 | cleaning | 2025-10-31T05:05:30.207Z | 1 | valid | 937,973,853 | 1,904,492 | 0.58 | 0.58 | 1 | 1 | 0 | 0 | 69.305109 | 24 | [] | [] | [] | [] | 3,840 | 2,160 | 30 | 119.51 | 7 | true | false | 2,922 | |
276 | 3 | 123 | cleaning | 2025-10-31T05:12:41.004Z | 1 | valid | 962,750,774 | 1,956,650 | 0.28 | 0.28 | 1 | 1 | 0 | 0 | 34.362938 | 25 | [] | [] | [] | [] | 3,840 | 2,160 | 30 | 122.74 | 7 | true | false | 3,001 | |
277 | 3 | 122 | cleaning | 2025-10-31T05:20:13.209Z | 1 | valid | 953,880,031 | 1,937,542 | 0.68 | 0.68 | 1 | 1 | 0 | 0 | 82.61422 | 25 | [] | [] | [] | [] | 3,840 | 2,160 | 30 | 121.51 | 7 | true | false | 2,971 | |
278 | 3 | 124 | watering_plants | 2025-10-31T05:31:58.500Z | 1 | valid | 968,363,525 | 1,967,216 | 0.28 | 0.28 | 1 | 1 | 0 | 0 | 34.595291 | 25 | [] | [] | [] | [] | 3,840 | 2,160 | 30 | 123.56 | 7 | true | false | 3,021 | |
279 | 1 | 32 | cleaning | 2025-10-31T05:41:52.882Z | 1 | invalid | 63,967,908 | 491,634 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 7 | [
"No hands visible in any frame",
"Activity shown is organizing electronics/cables on floor, not cleaning",
"Hand presence ratio below 0.12 threshold",
"Task mismatch: expected cleaning, footage shows cable/equipment organization"
] | [] | [] | [] | 1,920 | 1,080 | 29.605 | 30.22 | 7 | true | false | 749 | |
280 | 1 | 61 | cooking | 2025-10-31T05:43:17.567Z | 1 | invalid | 128,779,871 | 983,141 | 0.08 | 0.08 | 1 | 1 | 0 | 0 | 4.874814 | 13 | [
"Hand presence ratio (0.08) falls well below 0.12 threshold — hands are not visible in any meaningful way across the sampled frames",
"Frames 11–13 are completely dark/black — majority of later footage is indiscernible",
"Expected task is cooking, but frames show electronics/cables on floor with no cooking acti... | [] | [] | [] | 1,920 | 1,080 | 29.583 | 60.94 | 7 | true | false | 1,499 | |
281 | 5 | 120 | doing_the_dishes | 2025-10-31T05:48:11.904Z | 1 | valid | 297,336,739 | 1,909,266 | 0.96 | 0.96 | 1 | 1 | 0 | 0 | 114.875051 | 25 | [] | [] | [] | [] | 1,920 | 1,080 | 29.583 | 119.74 | 7 | true | false | 2,924 | |
282 | 5 | 146 | doing_the_dishes | 2025-10-31T05:53:17.682Z | 1 | valid | 361,360,040 | 2,316,326 | 0.93 | 0.93 | 1 | 1 | 0 | 0 | 135.213134 | 30 | [] | [] | [] | [] | 1,920 | 1,080 | 29.583 | 145.48 | 7 | true | false | 3,551 | |
283 | 5 | 137 | doing_the_dishes | 2025-10-31T05:58:55.236Z | 1 | valid | 338,949,740 | 2,165,813 | 0.96 | 0.96 | 1 | 1 | 0 | 0 | 130.920267 | 28 | [] | [] | [] | [] | 1,920 | 1,080 | 29.583 | 136.41 | 7 | true | false | 3,330 | |
284 | 5 | 150 | doing_the_dishes | 2025-10-31T06:05:45.017Z | 1 | valid | 372,100,535 | 2,393,802 | 0.93 | 0.93 | 1 | 1 | 0 | 0 | 139.233276 | 30 | [] | [] | [] | [] | 1,920 | 1,080 | 29.583 | 149.79 | 7 | true | false | 3,657 | |
285 | 5 | 148 | doing_the_dishes | 2025-10-31T06:11:45.192Z | 1 | valid | 365,387,094 | 2,344,201 | 0.93 | 0.93 | 1 | 1 | 0 | 0 | 136.751488 | 30 | [] | [] | [] | [] | 1,920 | 1,080 | 29.583 | 147.13 | 7 | true | false | 3,591 | |
286 | 5 | 149 | doing_the_dishes | 2025-10-31T06:25:58.674Z | 1 | valid | 370,594,595 | 2,365,310 | 0.93 | 0.93 | 1 | 1 | 0 | 0 | 138.699208 | 30 | [] | [] | [] | [] | 1,920 | 1,080 | 29.583 | 149.18 | 7 | true | false | 3,641 | |
287 | 5 | 146 | doing_the_dishes | 2025-10-31T06:31:57.958Z | 1 | valid | 361,946,251 | 2,319,866 | 0.93 | 0.93 | 1 | 1 | 0 | 0 | 135.432955 | 30 | [] | [] | [] | [] | 1,920 | 1,080 | 29.583 | 145.7 | 7 | true | false | 3,557 | |
288 | 5 | 141 | doing_the_dishes | 2025-10-31T06:41:29.971Z | 1 | valid | 349,313,379 | 2,238,664 | 0.93 | 0.93 | 1 | 1 | 0 | 0 | 130.69136 | 29 | [] | [] | [] | [] | 1,920 | 1,080 | 29.583 | 140.59 | 7 | true | false | 3,432 | |
289 | 5 | 137 | doing_the_dishes | 2025-10-31T06:53:34.174Z | 1 | valid | 339,642,699 | 2,182,141 | 0.96 | 0.96 | 1 | 1 | 0 | 0 | 131.212597 | 28 | [] | [] | [] | [] | 1,920 | 1,080 | 29.583 | 136.74 | 7 | true | false | 3,337 | |
290 | 5 | 117 | doing_the_dishes | 2025-10-31T06:59:53.091Z | 1 | valid | 289,616,081 | 1,858,024 | 0.96 | 0.96 | 1 | 1 | 0 | 0 | 111.89328 | 24 | [] | [] | [] | [] | 1,920 | 1,080 | 29.583 | 116.64 | 7 | true | false | 2,848 | |
291 | 5 | 143 | doing_the_dishes | 2025-10-31T07:05:45.846Z | 1 | valid | 355,663,397 | 2,281,450 | 0.97 | 0.97 | 1 | 1 | 0 | 0 | 138.867086 | 29 | [] | [] | [] | [] | 1,920 | 1,080 | 29.583 | 143.21 | 7 | true | false | 3,495 | |
292 | 5 | 122 | doing_the_dishes | 2025-10-31T07:11:14.860Z | 1 | valid | 302,682,364 | 1,937,662 | 0.96 | 0.96 | 1 | 1 | 0 | 0 | 116.917504 | 25 | [] | [] | [] | [] | 1,920 | 1,080 | 29.583 | 121.85 | 7 | true | false | 2,975 | |
293 | 5 | 49 | doing_the_dishes | 2025-10-31T07:14:50.922Z | 1 | valid | 120,561,680 | 776,226 | 0.95 | 0.95 | 1 | 1 | 0 | 0 | 46.061426 | 10 | [] | [] | [] | [] | 1,920 | 1,080 | 29.583 | 48.55 | 7 | true | false | 1,187 | |
294 | 5 | 130 | doing_the_dishes | 2025-10-31T07:20:31.665Z | 1 | valid | 321,338,092 | 2,057,914 | 0.92 | 0.92 | 1 | 1 | 0 | 0 | 118.941638 | 26 | [] | [] | [] | [] | 1,920 | 1,080 | 29.583 | 129.37 | 7 | true | false | 3,159 | |
295 | 5 | 118 | doing_the_dishes | 2025-10-31T07:42:01.626Z | 1 | valid | 292,350,631 | 1,868,328 | 0.92 | 0.92 | 1 | 1 | 0 | 0 | 108.225089 | 24 | [] | [] | [] | [] | 1,920 | 1,080 | 29.583 | 117.7 | 7 | true | false | 2,873 | |
296 | 5 | 143 | doing_the_dishes | 2025-10-31T07:48:01.234Z | 1 | valid | 353,644,512 | 2,268,415 | 0.93 | 0.93 | 1 | 1 | 0 | 0 | 132.324037 | 29 | [] | [] | [] | [] | 1,920 | 1,080 | 29.583 | 142.42 | 7 | true | false | 3,477 | |
297 | 5 | 148 | doing_the_dishes | 2025-10-31T07:54:28.988Z | 1 | valid | 365,789,338 | 2,341,371 | 0.97 | 0.97 | 1 | 1 | 0 | 0 | 142.76432 | 30 | [] | [] | [] | [] | 1,920 | 1,080 | 29.583 | 147.18 | 7 | true | false | 3,593 | |
298 | 5 | 127 | doing_the_dishes | 2025-10-31T08:00:18.392Z | 1 | valid | 314,101,059 | 2,010,712 | 0.96 | 0.96 | 1 | 1 | 0 | 0 | 121.325557 | 26 | [] | [] | [] | [] | 1,920 | 1,080 | 29.583 | 126.44 | 7 | true | false | 3,087 | |
299 | 3 | 95 | cooking | 2025-10-31T08:48:57.490Z | 1 | valid | 743,600,501 | 1,512,544 | 0.95 | 0.95 | 1 | 1 | 0 | 0 | 90.022063 | 19 | [] | [] | [] | [] | 3,840 | 2,160 | 30 | 94.76 | 7 | true | false | 2,318 | |
300 | 5 | 140 | folding_laundry | 2025-10-31T11:08:17.962Z | 1 | valid | 346,294,703 | 2,218,268 | 0.9 | 0.9 | 1 | 1 | 0 | 0 | 125.38125 | 29 | [] | [] | [] | [] | 1,920 | 1,080 | 29.583 | 139.42 | 7 | true | false | 3,403 |
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