Datasets:

ViewPulseAI
/

viewpulse-vpa-sample

Video_ID stringclasses 453 values	Scene_ID stringclasses 763 values	Type stringclasses 2 values	Time_Code stringlengths 17 17	Scene_Description stringlengths 22 71	Audio_i stringlengths 25 35	Audio_Label stringclasses 15 values	L_i stringlengths 3.9k 6.61k	NLP_Label stringlengths 5 31	Vision_i stringlengths 2.62k 8.92k	Vision_Label stringclasses 280 values	Temporal_i stringlengths 25 36	Temporal_Label stringlengths 26 33	Program_i stringclasses 266 values	Context_i stringlengths 61 73	Context_Label stringclasses 425 values	Reaction_i stringlengths 15 25	Reaction_Label stringclasses 6 values	Reaction_Class int64 -1 1	PPL_Label stringclasses 92 values
V_C34C56	S0448	메인	00:00:06~00:00:08	[📈유입 지속] 갈등 유발 (90.6%) / sadness (단독샷 / 표정:disgust / 역동적)	[0.353, 1.0, 0.771, 0.0, 0.0]	긴장/고조	[-0.4179, -0.086, -0.2815, 0.0648, 0.1908, -0.5671, -0.0893, -0.3782, -0.3142, -0.1641, 0.1535, 0.15, 0.281, -0.3651, 0.1706, -0.3243, 0.4773, -0.0867, 0.3269, -0.3853, -0.4277, 0.2968, 0.2133, 0.2716, 0.5361, -0.1162, -0.2269, 0.5345, -0.0065, 0.6324, 1.3894, -0.2329, 0.1137, -0.3942, -0.0554, -0.2942, -0.0887, -0.292...	갈등 유발 (90.6%) / sadness	[1.0, 0.037506103515625, 0.2998046875, 0.268798828125, 0.031585693359375, 0.1680908203125, 0.143798828125, 0.05047607421875, 1.0, 0.0, 1.0, -0.70556640625, -0.402587890625, -0.3095703125, -0.06976318359375, -0.232421875, 0.03155517578125, 0.0435791015625, -0.53662109375, -0.255126953125, -0.52978515625, 0.4990234375, -...	단독샷 / 표정:disgust / 역동적	[0.8065, 2.0, -0.0062, 448.0, 0.0]	[진행:80% \| 길이:2.0s \| 변화:-0.0062]	[0.0, 0.0, 8.0, 1.0, 1.0, 1.0, 1487.0, 1437.0, 679.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]	[2026.0, 1.0, 12.0, 0.0, 0.0, -9.0, 0.0, 0.0, 51.0, 0.4, 1487.0, 0.0]	[2026.01.12 / 월요일 / 평일 / 맑음 / 등장: 4023916_김대호]	[0.00217, 0.0003, 0.0]	[📈유입 지속]	1	패션
V_C34C56	S0449	메인	00:00:08~00:00:13	[➖시청층 유지] 긴장 유발 (91.6%) / excitement (단독샷 / 표정:sad / 역동적)	[0.33, 1.0, 0.306, 0.0, 0.0]	긴장/고조	[-0.4525, 0.1287, -0.0781, -0.1236, -0.2012, -0.7333, 0.0403, 0.0722, -0.3219, -0.135, 0.2957, 0.105, -0.0775, -0.2646, -0.1721, -0.0922, -0.0201, 0.2468, 0.1388, -0.0255, -0.2096, -0.1568, -0.3621, 0.3033, -0.6726, -0.1618, 0.2479, 0.3662, -0.5376, 0.0668, 1.2296, 0.046, -0.1235, -0.409, -0.1208, -0.1268, -0.4139, -0....	긴장 유발 (91.6%) / excitement	[1.0, 0.0132598876953125, 0.08123779296875, 0.2042236328125, 0.0215301513671875, 0.55517578125, 0.062286376953125, 0.062286376953125, 1.0, 0.0, 1.0, -0.337890625, -0.378662109375, -0.587890625, -0.25439453125, 0.138916015625, -0.2481689453125, -0.1827392578125, -0.445068359375, -0.057342529296875, -0.45166015625, 0.250...	단독샷 / 표정:sad / 역동적	[0.8076, 5.04, -0.0068, 449.0, 0.0]	[진행:80% \| 길이:5.04s \| 변화:-0.0068]	[0.0, 0.0, 8.0, 1.0, 1.0, 1.0, 1487.0, 1437.0, 679.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]	[2026.0, 1.0, 12.0, 0.0, 0.0, -9.0, 0.0, 0.0, 51.0, 0.4, 0.0, 0.0]	[2026.01.12 / 월요일 / 평일 / 맑음 / 등장: ]	[0.00227, 0.0001, 0.0]	[➖시청층 유지]	0	없음
V_C34C56	S0450	메인	00:00:13~00:00:22	[➖시청층 유지] 갈등 유발 (98.5%) / anger (배경위주)	[0.304, 0.92, 0.168, 0.001, 0.0]	대사밀집 / 긴장/고조	[0.1306, 0.0972, -0.4275, -0.6373, -0.3161, -0.4404, -0.2085, 0.4126, -0.0874, -0.2933, 0.2548, 0.0203, 0.1025, -0.0078, -0.1004, 0.0223, -0.1155, 0.6206, 0.495, -0.6393, -0.356, -0.355, -0.1345, -0.0567, -0.6074, -0.1713, -0.2359, 0.4895, -0.1229, 0.3639, 1.4871, 0.0275, -0.1428, -0.3776, -0.4413, -0.2244, -0.1873, -0...	갈등 유발 (98.5%) / anger	[0.0, 0.115478515625, 0.409423828125, 0.036346435546875, 0.0689697265625, 0.290283203125, 0.0223846435546875, 0.057159423828125, 0.0, 0.0, 0.0, -0.495849609375, 0.34033203125, -0.117919921875, 0.00429534912109375, -0.07232666015625, 0.29150390625, -0.240478515625, -0.69384765625, -0.08209228515625, -0.40380859375, 0.31...	배경위주	[0.8104, 9.01, -0.0063, 450.0, 0.0]	[진행:81% \| 길이:9.01s \| 변화:-0.0063]	[0.0, 0.0, 8.0, 1.0, 1.0, 1.0, 1487.0, 1437.0, 679.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]	[2026.0, 1.0, 12.0, 0.0, 0.0, -9.0, 0.0, 0.0, 51.0, 0.4, 0.0, 0.0]	[2026.01.12 / 월요일 / 평일 / 맑음 / 등장: ]	[0.00245, 0.00018, 0.0]	[➖시청층 유지]	0	없음
V_C34C56	S0451	메인	00:00:22~00:00:27	[➖시청층 유지] 대사없음 (0.0%) / None (다인원(3명) / 표정:disgust / 역동적)	[0.346, 1.0, 1.0, 0.0, 0.0]	정적구간 / 긴장/고조	[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,...	대사없음 (0.0%) / None	[3.0, 0.058135986328125, 0.429443359375, 0.07232666015625, 0.0782470703125, 0.2193603515625, 0.07122802734375, 0.07122802734375, 1.0, 0.0, 1.0, -0.388671875, 0.33154296875, -0.1768798828125, 0.1563720703125, 0.01898193359375, 0.09625244140625, -0.1328125, -0.63232421875, -0.23779296875, -0.52197265625, 0.0628662109375,...	다인원(3명) / 표정:disgust / 역동적	[0.8154, 4.84, 0.0039, 451.0, 0.0]	[진행:81% \| 길이:4.84s \| 변화:0.0039]	[0.0, 0.0, 8.0, 1.0, 1.0, 1.0, 1487.0, 1437.0, 679.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]	[2026.0, 1.0, 12.0, 0.0, 0.0, -9.0, 0.0, 0.0, 51.0, 0.4, 0.0, 0.0]	[2026.01.12 / 월요일 / 평일 / 맑음 / 등장: ]	[0.00255, 0.0001, 0.0]	[➖시청층 유지]	0	없음
V_C34C56	S0452	메인	00:00:27~00:00:30	[➖시청층 유지] 대사없음 (0.0%) / None (배경위주 / 표정:disgust / 역동적)	[0.395, 0.07, 1.0, 0.0, 0.0]	정적구간	[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,...	대사없음 (0.0%) / None	[2.0, 0.060791015625, 0.2724609375, 0.2442626953125, 0.08984375, 0.1435546875, 0.101806640625, 0.08709716796875, 1.0, 0.0, 1.0, -0.35205078125, 0.038421630859375, -0.1807861328125, 0.06781005859375, 0.1019287109375, 0.1993408203125, 0.2247314453125, -0.66552734375, -0.61669921875, -0.54443359375, 0.32763671875, -0.3137...	배경위주 / 표정:disgust / 역동적	[0.8181, 3.04, 0.0087, 452.0, 0.0]	[진행:81% \| 길이:3.04s \| 변화:0.0087]	[0.0, 0.0, 8.0, 1.0, 1.0, 1.0, 1487.0, 1437.0, 679.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]	[2026.0, 1.0, 12.0, 0.0, 0.0, -9.0, 0.0, 0.0, 51.0, 0.4, 0.0, 0.0]	[2026.01.12 / 월요일 / 평일 / 맑음 / 등장: ]	[0.00261, 6e-05, 0.0]	[➖시청층 유지]	0	없음
V_C34C56	S0453	메인	00:00:30~00:00:31	[➖시청층 유지] 대사없음 (0.0%) / None (단독샷 / 표정:sad / 역동적)	[0.366, 0.035, 1.0, 0.0, 0.0]	정적구간	[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,...	대사없음 (0.0%) / None	[1.0, 0.01438140869140625, 0.214599609375, 0.109619140625, 0.198486328125, 0.2393798828125, 0.156982421875, 0.06646728515625, 1.0, 0.0, 1.0, -0.396484375, 0.07342529296875, 0.07537841796875, 0.48974609375, 0.1748046875, 0.318603515625, -0.11492919921875, -1.0986328125, -0.482666015625, -0.47900390625, 0.271240234375, -...	단독샷 / 표정:sad / 역동적	[0.8198, 1.53, 0.0025, 453.0, 0.0]	[진행:81% \| 길이:1.53s \| 변화:0.0025]	[0.0, 0.0, 8.0, 1.0, 1.0, 1.0, 1487.0, 1437.0, 679.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]	[2026.0, 1.0, 12.0, 0.0, 0.0, -9.0, 0.0, 0.0, 51.0, 0.4, 0.0, 0.0]	[2026.01.12 / 월요일 / 평일 / 맑음 / 등장: ]	[0.00264, 3e-05, 0.0]	[➖시청층 유지]	0	없음
V_C34C56	S0454	메인	00:00:31~00:00:33	[➖시청층 유지] 대사없음 (0.0%) / None (단독샷 / 표정:sad / 역동적)	[0.364, 0.032, 1.0, 0.0, 0.0]	정적구간	[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,...	대사없음 (0.0%) / None	[1.0, 0.0268402099609375, 0.2318115234375, 0.0384521484375, 0.029022216796875, 0.5830078125, 0.040924072265625, 0.050140380859375, 1.0, 0.0, 1.0, -0.37353515625, 0.0401611328125, -0.189697265625, 0.44970703125, 0.2447509765625, 0.26416015625, -0.138671875, -1.1435546875, -0.73828125, -0.431640625, 0.1541748046875, -0.5...	단독샷 / 표정:sad / 역동적	[0.8206, 1.4, 0.008, 454.0, 0.0]	[진행:82% \| 길이:1.4s \| 변화:0.008]	[0.0, 0.0, 8.0, 1.0, 1.0, 1.0, 1487.0, 1437.0, 679.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]	[2026.0, 1.0, 12.0, 0.0, 0.0, -9.0, 0.0, 0.0, 51.0, 0.4, 0.0, 0.0]	[2026.01.12 / 월요일 / 평일 / 맑음 / 등장: ]	[0.00268, 4e-05, 0.0]	[➖시청층 유지]	0	없음
V_C34C56	S0455	메인	00:00:33~00:00:38	[➖시청층 유지] 긴장 유발 (90.4%) / anger (배경위주 / 표정:sad / 역동적)	[0.332, 0.279, 0.936, 0.0, 0.0]	정적구간	[0.0601, -0.4822, 0.1295, -0.3005, -0.2881, -0.6635, -0.1214, -0.3774, -0.1783, -0.4249, -0.201, -0.1308, -0.1045, -0.4688, 0.2892, -0.4099, 0.11, 0.1644, 0.2414, -0.7613, -0.0452, -0.7118, -0.0863, -0.5939, 0.0006, -0.3481, -0.2896, 0.3751, 0.3064, -0.2213, 0.4538, -0.441, -0.2026, -0.3477, 0.2799, 0.2995, -0.3255, -0...	긴장 유발 (90.4%) / anger	[2.0, 0.07989501953125, 0.2498779296875, 0.1058349609375, 0.005435943603515625, 0.4892578125, 0.040802001953125, 0.0289306640625, 1.0, 0.0, 1.0, -0.362060546875, -0.1490478515625, -0.125732421875, 0.26708984375, 0.08660888671875, -0.168701171875, -0.367919921875, -0.2379150390625, -0.82568359375, -0.314453125, 0.370849...	배경위주 / 표정:sad / 역동적	[0.8214, 4.97, -0.0091, 455.0, 0.0]	[진행:82% \| 길이:4.97s \| 변화:-0.0091]	[0.0, 0.0, 8.0, 1.0, 1.0, 1.0, 1487.0, 1437.0, 679.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]	[2026.0, 1.0, 12.0, 0.0, 0.0, -9.0, 0.0, 0.0, 51.0, 0.4, 0.0, 0.0]	[2026.01.12 / 월요일 / 평일 / 맑음 / 등장: ]	[0.00278, 0.0001, 0.0]	[➖시청층 유지]	0	없음
V_C34C56	S0456	메인	00:00:38~00:00:41	[➖시청층 유지] 설득 (84.0%) / tension (배경위주 / 표정:disgust / 역동적)	[0.315, 0.675, 0.36, 0.0, 0.0]	일반환경음	[0.1264, -0.1734, -0.2751, 0.1127, 0.0252, -0.1521, 0.0569, -0.3542, 0.3277, -0.3099, -0.0191, -0.3986, 0.0468, 0.5027, 0.4912, 0.4745, 0.1229, -0.3294, 0.1085, -0.2815, 0.046, -0.188, 0.0462, 0.385, 0.0384, -0.1458, -0.0127, 0.0803, 0.1259, 0.4473, 0.2588, 0.1423, -0.5129, -0.5254, 0.4843, 0.6598, -0.2762, -0.5352, 0....	설득 (84.0%) / tension	[2.0, 0.10003662109375, 0.34912109375, 0.12445068359375, 0.0265045166015625, 0.19580078125, 0.04168701171875, 0.162353515625, 1.0, 0.0, 1.0, -0.330078125, -0.182861328125, -0.69189453125, -0.0355224609375, -0.2222900390625, -0.3896484375, 0.005199432373046875, -0.5439453125, -0.10125732421875, -0.369140625, 0.376953125...	배경위주 / 표정:disgust / 역동적	[0.8245, 3.0, -0.0015, 456.0, 0.0]	[진행:82% \| 길이:3.0s \| 변화:-0.0015]	[0.0, 0.0, 8.0, 1.0, 1.0, 1.0, 1487.0, 1437.0, 679.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]	[2026.0, 1.0, 12.0, 0.0, 0.0, -9.0, 0.0, 0.0, 51.0, 0.4, 1437.0, 0.0]	[2026.01.12 / 월요일 / 평일 / 맑음 / 등장: 3864221_조나단 토나 욤비]	[0.00284, 6e-05, 0.0]	[➖시청층 유지]	0	없음
V_C34C56	S0457	메인	00:00:42~00:00:46	[➖시청층 유지] 정보 전달 (97.4%) / excitement (다인원(3명) / 표정:disgust)	[0.338, 0.937, 0.226, 0.0, 0.0]	긴장/고조	[0.1346, 0.1699, -0.4506, -0.3679, 0.0685, 0.3164, -0.3481, 0.2799, 0.0978, 0.2152, 0.3222, -0.3909, 0.0831, -0.0729, -0.0139, 0.2643, -0.3626, 0.8348, 1.3992, -0.6219, 0.2248, -0.3575, -0.0811, -0.1676, -0.5092, -0.6635, 0.1771, 0.3074, 0.1013, 0.3034, 0.0201, -0.3168, -0.2494, -0.228, 0.526, -0.0615, -0.6851, -0.8095...	정보 전달 (97.4%) / excitement	[3.0, 0.0190277099609375, 0.37646484375, 0.159423828125, 0.023681640625, 0.07293701171875, 0.235595703125, 0.113037109375, 0.0, 0.0, 0.0, -0.255615234375, -0.057891845703125, -0.06365966796875, -0.22607421875, 0.048675537109375, 0.0703125, -0.309814453125, -0.89990234375, -0.61328125, -0.487548828125, 0.09210205078125,...	다인원(3명) / 표정:disgust	[0.8263, 4.2, -0.0013, 457.0, 0.0]	[진행:82% \| 길이:4.2s \| 변화:-0.0013]	[0.0, 0.0, 8.0, 1.0, 1.0, 1.0, 1487.0, 1437.0, 679.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]	[2026.0, 1.0, 12.0, 0.0, 0.0, -9.0, 0.0, 0.0, 51.0, 0.4, 1487.0, 0.0]	[2026.01.12 / 월요일 / 평일 / 맑음 / 등장: 4023916_김대호]	[0.00294, 0.0001, 0.0]	[➖시청층 유지]	0	없음
V_C34C56	S0458	메인	00:00:46~00:00:48	[➖시청층 유지] 긴장 유발 (87.1%) / sadness (배경위주 / 표정:disgust / 역동적)	[0.257, 0.57, 0.579, 0.0, 0.0]	일반환경음	[0.0889, -0.2829, 0.3126, -0.2207, -0.0191, -0.9782, 0.4392, 0.0844, 0.2195, -0.2005, -0.3658, -0.3771, -0.1018, 0.4742, -0.3789, -0.0955, -0.5953, 0.3236, 0.7377, -0.5657, 0.2134, 0.4697, 0.0392, 0.0351, 0.06, 0.3151, -0.1276, -0.7144, 0.177, -0.2223, -0.0369, -0.2655, -0.362, 0.0072, 0.616, 0.1715, -0.435, -0.3491, -...	긴장 유발 (87.1%) / sadness	[2.0, 0.0277099609375, 0.5654296875, 0.07415771484375, 0.0160369873046875, 0.072998046875, 0.1751708984375, 0.068603515625, 1.0, 0.0, 1.0, -0.62451171875, -0.366455078125, -0.0635986328125, 0.04864501953125, 0.0369873046875, -0.0660400390625, -0.422119140625, -0.99072265625, -0.52783203125, -0.203369140625, -0.02998352...	배경위주 / 표정:disgust / 역동적	[0.8289, 1.97, -0.0043, 458.0, 0.0]	[진행:82% \| 길이:1.97s \| 변화:-0.0043]	[0.0, 0.0, 8.0, 1.0, 1.0, 1.0, 1487.0, 1437.0, 679.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]	[2026.0, 1.0, 12.0, 0.0, 0.0, -9.0, 0.0, 0.0, 51.0, 0.4, 679.0, 0.0]	[2026.01.12 / 월요일 / 평일 / 맑음 / 등장: 1966738_미미]	[0.00298, 4e-05, 0.0]	[➖시청층 유지]	0	없음
V_C34C56	S0459	메인	00:00:48~00:00:52	[➖시청층 유지] 질문 유도 (98.4%) / sadness (다인원(3명) / 표정:fear)	[0.272, 0.599, 0.048, 0.0, 0.0]	대사밀집	[-1.0398, -0.3506, 0.1243, -0.0428, 0.2812, 0.0991, 0.2094, 0.3706, -0.2148, -0.225, -0.2266, -0.1801, 0.0512, -0.8535, 0.1351, 0.1927, 0.3521, 0.0167, 0.5301, -0.2156, -0.3015, -0.0701, -0.0444, 0.0505, -0.091, 0.2181, -0.5704, 0.5668, 0.2854, -0.0825, 0.6496, 0.1754, -0.1113, -0.2426, 0.1454, -0.4989, -0.317, -0.0619...	질문 유도 (98.4%) / sadness	[3.0, 0.01904296875, 0.2080078125, 0.284423828125, 0.0802001953125, 0.07769775390625, 0.284423828125, 0.046417236328125, 0.0, 0.0, 0.0, -0.251708984375, 0.0254669189453125, -0.2242431640625, 0.238525390625, 0.08050537109375, -0.138671875, -0.149169921875, -0.6748046875, -0.466064453125, -0.13232421875, 0.40380859375, -...	다인원(3명) / 표정:fear	[0.83, 3.54, 0.0005, 459.0, 0.0]	[진행:83% \| 길이:3.54s \| 변화:0.0005]	[0.0, 0.0, 8.0, 1.0, 1.0, 1.0, 1487.0, 1437.0, 679.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]	[2026.0, 1.0, 12.0, 0.0, 0.0, -9.0, 0.0, 0.0, 51.0, 0.4, 1487.0, 0.0]	[2026.01.12 / 월요일 / 평일 / 맑음 / 등장: 4023916_김대호]	[0.00306, 8e-05, 0.0]	[➖시청층 유지]	0	없음

End of preview. Expand in Data Studio

View Pulse AI (VPA) Multimodal Media Behavior Dataset

Patent Pending: Protected by national patents (Application Nos: 10-2026-0047313, 10-2026-0047312). All rights reserved by ViewPulse AI.

Overview

View Pulse AI (VPA) is a proprietary multimodal dataset designed for predictive audience behavior analysis. This dataset bridges raw video content with real-time viewer engagement, optimized for AI-driven rating prediction engines.

Technical Specifications

Format: Parquet (AI-Ready)
Features:
- Audio_i: Tension and atmosphere spectral features.
- NLP_Vector (L_i): Contextual sentiment analysis.
- Vision_i: Scene composition and dynamics.
- Temporal_i: Sequence-based temporal behavioral patterns.
Label: Reaction_Class (-1, 0, 1) for audience behavior categorization.

Key Value Proposition

Our SBV (Scene Behavior Vector) engine utilizes this dataset to predict viewer retention with high precision, enabling data-backed content production and strategic broadcasting.

Licensing & Contact

Email: yooncm21@gmail.com

🚀 Quick Start (Usage)

VPA 데이터셋은 AI 학습 및 데이터 분석에 즉시 투입할 수 있도록 고도로 정제된 Parquet 포맷으로 제공됩니다.

가장 빠르게 1340D 다중 모달 데이터를 체험해보고 싶으시다면, 아래 버튼을 눌러 웹 환경에서 즉시 코드를 실행해 보세요!

Method 1: Using Hugging Face `datasets` (For AI Engineers)

파이토치(PyTorch) 등 딥러닝 모델 학습에 바로 활용할 때 추천하는 방식입니다.

# pip install datasets
from datasets import load_dataset
import pandas as pd

# Load the VPA Multimodal dataset
dataset = load_dataset("ViewPulseAI/viewpulse-vpa-sample")

# Convert to Pandas DataFrame for easy analysis
df = dataset['train'].to_pandas()
print(df[['Time_Code', 'Scene_Description', 'Audio_Label']].head())

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