| Literature DB >> 34083616 |
Daniela Dal Fabbro1, Giulia Catissi1, Gustavo Borba2, Luciano Lima3, Erika Hingst-Zaher3, João Rosa4, Elivane Victor1, Letícia Bernardes1, Tinely Souza1, Eliseth Leão5.
Abstract
Affectively rated image databases have their main application in studies that require inducing distinct stimuli on subjects. Widespread databases are designed to cover a broad range of stimuli, from negative to positive (valence), and relaxed to excited (arousal). The availability of narrow domain databases, designed to cover and thoroughly analyze a few categories of images that induce a particular stimulus, is limited. We present a narrow domain affective database with positive images, named e-Nature Positive Emotions Photography Database (e-NatPOEM), consisting of 433 high-quality images produced by professional and amateur photographers. A total of 739 participants evaluated them using a web-based tool to input valence-arousal values and a single word describing the evoked feeling. Ratings per image ranged from 36 to 108, median: 57; first/third quartiles: 56/59. 84% of the images presented valence > middle of the scale and arousal < middle of the scale. Words describing the images were classified into semantical groups, being predominant: Peace/tranquility (39% of all words), Beauty (23%), and Positive states (15%). e-NatPOEM is free and publicly available, it is a valid resource for affective research, and presents the potential for clinical use to assist positive emotions promotion.Entities:
Year: 2021 PMID: 34083616 PMCID: PMC8175760 DOI: 10.1038/s41598-021-91013-9
Source DB: PubMed Journal: Sci Rep ISSN: 2045-2322 Impact factor: 4.379
Figure 1Screenshot showing the digital self-assessment tool designed for rating pictorial stimuli. Participants assigned valence (ranging from very unhappy to very happy) and arousal (ranging from very relaxed to very excited) ratings using the continuous sliders. Portuguese version only, assessments were provided by Brazilian participants.
Participant characteristics (n = 739).
| N (%) | |
|---|---|
| Number of volunteers | 739 |
| Female | 581 (78.6) |
| Male | 158 (21.4) |
| Mean (standard deviation) | 39.5 (14.2) |
| Never | 16 (2.2) |
| Rarely | 68 (9.2) |
| Infrequently | 201 (27.2) |
| Frequently | 283 (38.3) |
| Very frequently | 171 (23.1) |
| Illiterate | 4 (0.5) |
| Primary school | 41 (5.5) |
| Secondary school | 115 (15.6) |
| University undergraduate | 252 (34.1) |
| University postgraduate | 212 (28.7) |
| Master’s degree | 78 (10.6) |
| Doctorate degree | 37 (5.0) |
| ≤ US$ 176.00 | 50 (6.8) |
| US$ 176.01–880.00 | 240 (32.5) |
| US$ 880.01–1760.00 | 165 (22.3) |
| > US$ 1760.00 | 94 (12.7) |
| NA | 190 (25.7) |
aApproximate conversion from Brazilian Real to American Dollar on May 20, 2020.
Figure 2e-NatPOEM valence and arousal ratings by image category (n = 27,389).
Figure 3Affective space of the e-NatPOEM (including control images) with the estimated mean ratings of valence and arousal for each image. The affective spaces of the IAPS and NAPS databases are also presented, for comparison.
Figure 4Affective spaces with the estimated mean ratings of valence and arousal for the e-NatPOEM images, by category.
Distribution of nature pictures per quadrant by image category.
| Category | Quadrant | Total | ||
|---|---|---|---|---|
| 1 | 2 | 4 | ||
| Landscape | 26 (96.3%) | 1 (3.7%) | – | 27 |
| Water | 38 (76.0%) | 11 (22.0%) | 1 (2.0%) | 50 |
| Forest/woodland | 23 (88.5%) | 3 (11.5%) | – | 26 |
| Pale Bird | 48 (96.0%) | 2 (4.0%) | – | 50 |
| Colorful Bird | 49 (98.0%) | 1 (2.0%) | – | 50 |
| Sky | 49 (98.0%) | 1 (2.0%) | – | 50 |
| Flower | 48 (96.0%) | 2 (4.0%) | – | 50 |
| Insects | 39 (78.0%) | 11 (22.0%) | – | 50 |
| Sea | 42 (84.0%) | 8 (16.0%) | – | 50 |
| Control | – | 2 (6.7%) | 28 (93.3%) | 28 |
| Overall total | 362 (83.6%) | 42 (9.7%) | 29 (6.7%) | 433 |
Between-category comparisons of valence and arousal ratings.
| Category | Valence | Arousal | ||
|---|---|---|---|---|
| Percent difference to landscape category | p-value | Percent difference to landscape category | p-value | |
| Water | 1.4% (0.0–2.8%) | 0.0534 | 1.3% (− 1.5 to 4.1%) | 0.3746 |
| Forest/woodland | − 1.5% (− 2.9 to − 0.1%) | 0.0422 | 1.8% (− 1.0 to 4.6%) | 0.2101 |
| Pale Bird | 3.1% (1.5–4.7%) | 0.0001 | − 2.5% (− 6.0 to 1.2%) | 0.1799 |
| Colorful Bird | 7.9% (6.1–9.6%) | < 0.0001 | − 3.0% (− 6.5 to 0.6%) | 0.1000 |
| Sky | 2.3% (0.9–3.7%) | 0.0015 | − 11.5% (− 14.4 to − 8.4%) | < 0.0001 |
| Flower | 5.4% (4.0–6.8%) | < 0.0001 | − 9.3% (− 12.4 to − 6.1%) | < 0.0001 |
| Insects | − 1.1% (− 2.8 to 0.6%) | 0.1975 | 5.1% (1.5–8.8%) | 0.0051 |
| Sea | 7.0% (5.4–8.6%) | < 0.0001 | − 4.5% (− 7.3 to − 1.5%) | 0.0031 |
| Control | − 53.6% (− 55.5 to − 51.6%) | < 0.0001 | 76.5% (69.1–84.4%) | < 0.0001 |
The mean affective ratings of the Landscape category were 6.7 (6.6–6.8) for valence and 4.2 (4.0–4.3) for arousal.
*P-values by generalized estimated equations.
Comparison of valence and arousal ratings between men and women.
| Category | Valence | Arousal | ||
|---|---|---|---|---|
| Percent difference to women | p-value | Percent difference to women | p-value* | |
| Landscape | 0.7% (− 3.4 to 5.0%) | 0.7416 | 4.4% (− 4.2 to 13.7%) | 0.3294 |
| Water | − 1.2% (− 4.7 to 2.5%) | 0.5317 | 10.2% (1.8–19.3%) | 0.0159 |
| Forest/woodland | − 3.3% (− 7.5 to 1.0%) | 0.1329 | 6.0% (− 2.4 to 15.2%) | 0.1675 |
| Pale Bird | − 1.5% (− 5.1 to 2.3%) | 0.4362 | 11.0% (2.1–20.8%) | 0.0149 |
| Colorful Bird | − 4.9% (− 8.6 to − 1.0%) | 0.0151 | 14.2% (4.5–24.8%) | 0.0033 |
| Sky | − 2.8% (− 6.7 to 1.2%) | 0.1682 | 7.2% (− 2.2 to 17.6%) | 0.1353 |
| Flower | − 5.9% (− 9.4 to − 2.3%) | 0.0016 | 5.5% (− 3.4 to 15.4%) | 0.235 |
| Insects | − 5.9% (− 9.8 to − 1.8%) | 0.0056 | 5.9% (− 1.9 to 14.4%) | 0.1442 |
| Sea | − 2.7% (− 5.9 to 0.6%) | 0.1117 | 8.5% (− 0.6 to 18.4%) | 0.0677 |
| Control | − 0.6% (− 8.7 to 8.3%) | 0.8933 | − 0.8% (− 4.4 to 2.9%) | 0.6593 |
*p-values by generalized estimated equations calculated separately for each image category.
Association of valence and arousal ratings with participant characteristics (n = 24,654).
| Valence | Arousal | |||
|---|---|---|---|---|
| Mean ratios (95% CI) | p-value | Mean ratios (95% CI) | p-value | |
| Female | ||||
| Male | 0.97 (0.94–1.0) | 0.0253 | 1.07 (1.01–1.14) | 0.0289 |
| Age (10 years) | 1.01 (1.0–1.02) | 0.0553 | 1.0 (0.98–1.02) | 0.8069 |
| ≤ US$ 176.00 | 1.01 (0.95–1.08) | 0.6955 | 0.96 (0.85–1.08) | 0.4968 |
| US$ 176.01–880.00 | 1.03 (0.96–1.1) | 0.4155 | 0.99 (0.87–1.12) | 0.8358 |
| US$ 880.01–1760.00 | .98 (0.92–1.05) | 0.6487 | 0.96 (0.84–1.1) | 0.5632 |
| > US$ 1760.00 | 1.02 (0.95–1.09) | 0.597 | 0.93 (0.83–1.06) | 0.2858 |
| Never | ||||
| Rarely | 1.01 (0.94–1.08) | 0.8408 | 1.01 (0.81–1.24) | 0.9545 |
| Infrequently | 1.0 (0.94–1.07) | 0.8963 | 1.0 (0.82–1.21) | 0.9753 |
| Frequently | 1.0 (0.94–1.07) | 0.9002 | 0.98 (0.8–1.19) | 0.8338 |
| Very frequently | 0.98 (0.91–1.04) | 0.4906 | 1.04 (0.86–1.27) | 0.6804 |
| Illiterate or primary school | ||||
| Secondary school | 0.96 (0.91–1.02) | 0.1538 | 0.88 (0.77–1.01) | 0.0634 |
| University undergraduate | 0.96 (0.92–1.01) | 0.1273 | 0.9 (0.8–1.02) | 0.0907 |
| University postgraduate | 0.99 (0.94–1.04) | 0.7881 | 0.92 (0.81–1.04) | 0.1851 |
| Master’s degree | 0.96 (0.91–1.01) | 0.1451 | 0.94 (0.83–1.08) | 0.3895 |
| Doctorate degree | 0.98 (0.92–1.05) | 0.5574 | 0.99 (0.84–1.17) | 0.8852 |
aApproximate conversion from Brazilian Real to American Dollar on May 20, 2020.
Classification of nature pictures by attribute groups.
| Image category by attribute | Picture number | Category |
|---|---|---|
| Beauty | 4, 23, 31, 57, 58, 59, 60, 63, 67, 71, 73, 74, 95, 113, 114, 121, 126, 133, 144, 148, 150, 151, 152, 157, 158, 160, 161, 163, 166, 167, 168, 170, 171, 172, 173, 176, 177, 178, 179, 180, 182, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194, 197, 199, 202, 209, 226, 234, 236, 247, 248, 251, 253, 254, 255, 257, 258, 260, 261, 262, 263, 265, 266, 267, 268, 269, 270, 271, 274, 276, 277, 278, 279, 280, 281, 282, 283, 284, 285, 287, 291, 292, 294, 296, 297, 299, 300, 301, 302, 303, 307, 308, 309, 310, 311, 312, 314, 316, 317, 318, 319, 320, 322, 323, 324, 325, 326, 328, 329, 330, 333, 334, 335, 338, 344, 347, 349, 353, 358, 365, 369, 371, 374, and 406 | Total = 134 images Flower (36), Colorful Bird (33), Insects (30), forest/woodland (10), Pale Bird (8), Sky (7), Sea (6), water (3), Landscape (1), control (0) |
| Peace/tranquility | 1, 5, 9, 12, 13, 14, 16, 17, 19, 21, 22, 24, 27, 30, 32, 34, 36, 37, 38, 39, 40, 41, 43, 46, 47, 48, 49, 50, 52, 53, 54, 55, 56, 57, 64, 66, 68, 69, 70, 72, 74, 75, 76, 77, 80, 81, 83, 85, 86, 87, 88, 89, 90, 91, 92, 94, 96, 97, 98, 99, 100, 108, 109, 110, 116, 117, 118, 123, 124, 125, 132, 137, 146, 193, 201, 202, 203, 204, 205, 206, 207, 208, 209, 211, 212, 213, 214, 215, 217, 218, 219, 220, 221, 223, 224, 225, 227, 228, 229, 230, 231, 232, 235, 237, 238, 239, 240, 241, 243, 244, 245, 246, 247, 250, 272, 273, 274, 282, 288, 290, 291, 319, 321, 352, 354, 355, 358, 360, 361, 362, 364, 367, 372, 375, 377, 378, 379, 380, 381, 382, 383, 384, 385, 387, 388, 389, 390, 391, 392, 393, 394, 395, 396, 397, 398, 399, 400, 406, 443, 447, and 448 | Total = 161 images Sky (40), Sea (34), forest/woodland (33), water (28), Pale Bird (12), Flower (7), Landscape (4), Insects (2), Colorful Bird (1), control (0) |
| Positive states | 2, 3, 15, 20, 28, 42, 51, 101, 103, 104, 105, 106, 107, 111, 112, 113, 115, 119, 122, 127, 128, 129, 131, 132, 134, 135, 138, 140, 141, 143, 144, 145, 149, 150, 153, 154, 155, 156, 158, 159, 162, 164, 165, 167, 169, 170, 174, 175, 181, 183, 191, 192, 193, 195, 196, 200, 201, 242, 252, 256, 259, 262, 264, 275, 286, 289, 296, 315, 327, 332, 338, 343, 344, 348, 350, 351, 386, and 480 | Total = 78 images Pale Bird (27), Colorful Bird (22), Flower (9), Insects (8), water (6), Sea (2), forest/woodland (1), Sky (2), control (1), Landscape (0) |
| Miscellaneous | 7, 8, 10, 18, 21, 26, 29, 33, 35, 40, 44, 45, 62, 65, 74, 78, 79, 82, 84, 93, 96, 100, 102, 120, 130, 131, 132, 139, 142, 147, 185, 192, 198, 209, 210, 213, 216, 222, 233, 239, 249, 288, 289, 292, 293, 295, 303, 304, 305, 306, 312, 313, 331, 335, 337, 339, 342, 345, 363, 368, 370, 373, 376, 448, 455, 471, and 479 | Total = 67 images Water (12), Insects (12), forest/woodland (10), Pale Bird (8), Sky (8), Flower (5), Sea (5), Colorful Bird (3), control (3), Landscape (1) |
| Negative states | 6, 11, 25, 136, 298, 336, 340, 341, 346, 356, 357, 359, 366, 451, 452, 453, 454, 456, 457, 458, 459, 460, 461, 462, 463, 464, 465, 466, 467, 468, 469, 470, 472, 473, 474, 475, 476, 477, and 478 | Total = 39 images Control (26), Sea (4), Insects (4), water (3), Pale Bird (1), Flower (1) |
Picture categories: Water, 1–50; Forest/Woodland, 51–100; Pale Bird, 101–150; Colorful Bird, 151–200; Sky, 201–250; Flower, 251–300; Insects, 301–350; Sea, 351–400; Landscape, 406–448; and Control, 451–480.
Distribution of mentions according to the predominant words assigned by participants.
| Image category by attribute | Predominant word | N | % |
|---|---|---|---|
| Beauty | Beauteous | 1003 | 21.33 |
| Beautiful | 53 | 1.12 | |
| Perfection | 18 | 0.38 | |
| Wonderful | 4 | 0.08 | |
| Peace/tranquility | Peace | 1166 | 24.79 |
| Tranquility | 523 | 11.12 | |
| Calm | 126 | 2.67 | |
| Relaxation | 13 | 0.27 | |
| Quietness | 12 | 0.25 | |
| Serenity | 4 | 0.08 | |
| Positive states | Freedom | 324 | 6.89 |
| Life | 111 | 2.36 | |
| Love | 78 | 1.65 | |
| Joy | 66 | 1.4 | |
| Companionship | 31 | 0.65 | |
| Balance | 20 | 0.42 | |
| Lightness | 17 | 0.36 | |
| Hope | 13 | 0.27 | |
| Happiness | 9 | 0.19 | |
| Unity | 9 | 0.19 | |
| Partnership | 8 | 0.17 | |
| Affection | 5 | 0.1 | |
| Miscellaneous | Curiosity | 52 | 1.1 |
| Immensity | 45 | 0.95 | |
| Force | 35 | 0.74 | |
| Family | 28 | 0.59 | |
| Warmth | 26 | 0.55 | |
| Agitation | 24 | 0.51 | |
| End | 23 | 0.48 | |
| Delicacy | 22 | 0.46 | |
| Adventure | 17 | 0.36 | |
| Work | 13 | 0.27 | |
| Weird | 12 | 0.25 | |
| Challenge | 10 | 0.21 | |
| Nothing | 10 | 0.21 | |
| Othersa | 121 | 2.57 | |
| Negative states | Sadness | 349 | 7.42 |
| Fear | 193 | 4.1 | |
| Loneliness | 26 | 0.55 | |
| Dirt | 25 | 0.53 | |
| Chaos | 21 | 0.44 | |
| Death | 17 | 0.36 | |
| Disgust | 11 | 0.23 | |
| Abandonment | 9 | 0.19 | |
| Total | – | 4702 | 100.0 |
aOthers: arousal (7), light (7), autumn (7), speed (7), attention (6), path (6), nature (6), observation (6), rest (5), freshness (5), cold (5), expanse (5), wind (5), aridity (4), fluidity (4), mystery (4), precision (4), drought (4), survival (4), sleep (4), transformation (4), admiration (3), care (3), power (3), and storm (3).