Hugo Proença; Quality Assessment of Degraded Iris Images Acquired in the Visible Wavelength, IEEE Transactions on Information Forensics and Security, 2010. (to appear)

Data quality assessment is a key issue, in order to broad the applicability of iris biometrics to unconstrained imaging conditions. Previous research efforts sought to use visible wavelength (VW) light imagery to acquire data at significantly larger distances than usual and on moving subjects, which makes this real world data notoriously different from the acquired in the near infra-red (NIR) setup. Having empirically observed that published strategies to assess iris image quality do not handle the specificity of such data, this paper proposes a method to assess the quality of VW iris samples captured in unconstrained conditions, according to the factors that are known to determine the quality of iris biometric data: focus, motion, angle, occlusions, area, pupillary dilation and levels of iris pigmentation. The key insight is to use the output of the segmentation phase in each assessment, which permits to handle severely degraded samples that are likely to result of such imaging setup. Also, our experiments point that the given method improves the effectiveness of VW iris recognition, by avoiding that samples of poor quality are considered in the recognition process

Examples of image quality assessments: (Image, raw quality score, normalized quality score)

Image Files [Download]; Quality Assessments[Download]

	focus 0.954688 9 motion 0.097875 9 angle 0.098244 9 occlusions 0.374185 6 pigmentation 0.597059 5 pixel count 12410 4 pupillary dilations 0.223684 8
	focus 0.680028 6 motion 0.107094 8 angle 0.071088 9 occlusions 0.352416 7 pigmentation 0.579221 5 pixel count 20815 8 pupillary dilations 0.419017 6
	focus 0.903571 9 motion 0.092456 9 angle 0.096700 9 occlusions 0.241086 8 pigmentation 0.575774 5 pixel count 20361 8 pupillary dilations 0.305300 7
	focus 0.865548 8 motion 0.108559 8 angle 0.085302 9 occlusions 0.362865 6 pigmentation 0.427692 4 pixel count 18897 8 pupillary dilations 0.368742 6
	focus 0.682346 6 motion 0.184741 7 angle 0.315855 4 occlusions 0.445520 6 pigmentation 0.603445 6 pixel count 17621 7 pupillary dilations 0.394340 6
	focus 0.876552 8 motion 0.089760 9 angle 0.109344 8 occlusions 0.404079 6 pigmentation 0.744559 7 pixel count 9657 3 pupillary dilations 0.423843 6
	focus 0.875469 8 motion 0.113801 8 angle 0.283985 5 occlusions 0.418959 6 pigmentation 0.716261 7 pixel count 10650 4 pupillary dilations 0.404853 6
	focus 0.995974 9 motion 0.067019 9 angle 0.079263 9 occlusions 0.290143 7 pigmentation 0.675127 6 pixel count 13036 5 pupillary dilations 0.315536 7
	focus 0.869908 8 motion 0.194545 7 angle 0.297965 5 occlusions 0.319249 7 pigmentation 0.613862 6 pixel count 12814 5 pupillary dilations 0.383176 6
	focus 0.884072 8 motion 0.062714 9 angle 0.090714 9 occlusions 0.381917 6 pigmentation 0.592926 5 pixel count 17435 7 pupillary dilations 0.377694 6
	focus 0.825108 8 motion 0.080802 9 angle 0.223664 6 occlusions 0.301649 7 pigmentation 0.683083 6 pixel count 17929 7 pupillary dilations 0.229475 8
	focus 0.991719 9 motion 0.114292 8 angle 0.137860 8 occlusions 0.337836 7 pigmentation 0.638045 6 pixel count 15792 6 pupillary dilations 0.366827 6
	focus 0.705395 7 motion 0.076540 9 angle 0.088958 9 occlusions 0.534061 5 pigmentation 0.312991 3 pixel count 9495 3 pupillary dilations 0.402245 6
	focus 0.701190 7 motion 0.116856 8 angle 0.108109 8 occlusions 0.341486 7 pigmentation 0.431122 4 pixel count 17810 7 pupillary dilations 0.284908 7
	focus 0.760198 7 motion 0.163149 7 angle 0.282704 5 occlusions 0.332029 7 pigmentation 0.374815 3 pixel count 19746 8 pupillary dilations 0.367544 6
	focus 0.622898 6 motion 0.145667 8 angle 0.057619 9 occlusions 0.254324 8 pigmentation 0.453834 4 pixel count 20892 8 pupillary dilations 0.277036 7
	focus 0.844268 8 motion 0.105333 8 angle 0.348095 4 occlusions 0.180417 8 pigmentation 0.477491 4 pixel count 18416 7 pupillary dilations 0.438183 6
	focus 0.608444 6 motion 0.169989 7 angle 0.262994 5 occlusions 0.342006 7 pigmentation 0.443141 4 pixel count 20712 8 pupillary dilations 0.286366 7
	focus 0.826380 8 motion 0.107277 8 angle 0.156803 7 occlusions 0.258236 8 pigmentation 0.357970 3 pixel count 9455 3 pupillary dilations 0.283046 7
	focus 0.885303 8 motion 0.081103 9 angle 0.117548 8 occlusions 0.226192 8 pigmentation 0.340181 3 pixel count 10560 4 pupillary dilations 0.381592 6
	focus 0.812332 8 motion 0.059195 9 angle 0.261998 5 occlusions 0.307554 7 pigmentation 0.304965 3 pixel count 10196 3 pupillary dilations 0.445031 6
	focus 0.849086 8 motion 0.074463 9 angle 0.066886 9 occlusions 0.621005 4 pigmentation 0.336925 3 pixel count 12734 5 pupillary dilations 0.430223 6
	focus 0.838974 8 motion 0.062085 9 angle 0.270196 5 occlusions 0.188681 8 pigmentation 0.413197 4 pixel count 16578 6 pupillary dilations 0.446052 6
	focus 0.757521 7 motion 0.102989 8 angle 0.111739 8 occlusions 0.391784 6 pigmentation 0.382119 3 pixel count 16732 7 pupillary dilations 0.363872 6
	focus 0.616899 6 motion 0.232456 6 angle 0.336586 4 occlusions 0.418297 6 pigmentation 0.345092 3 pixel count 17849 7 pupillary dilations 0.476669 5
	focus 0.774469 7 motion 0.109448 8 angle 0.284339 5 occlusions 0.376516 6 pigmentation 0.336848 3 pixel count 18014 7 pupillary dilations 0.430220 6
	focus 0.708113 7 motion 0.146469 8 angle 0.388786 3 occlusions 0.403811 6 pigmentation 0.343586 3 pixel count 17638 7 pupillary dilations 0.297571 7
	focus 0.750851 7 motion 0.125539 8 angle 0.090881 9 occlusions 0.341535 7 pigmentation 0.464432 4 pixel count 17495 7 pupillary dilations 0.343042 7
	focus 0.853283 8 motion 0.067536 9 angle 0.196950 7 occlusions 0.348835 7 pigmentation 0.355016 3 pixel count 11707 4 pupillary dilations 0.412834 6
	focus 0.720774 7 motion 0.065062 9 angle 0.073546 9 occlusions 0.380744 6 pigmentation 0.384431 3 pixel count 17109 7 pupillary dilations 0.290333 7
	focus 0.817071 8 motion 0.161383 7 angle 0.271785 5 occlusions 0.297999 7 pigmentation 0.392338 3 pixel count 13403 5 pupillary dilations 0.286633 7
	focus 0.990488 9 motion 0.098987 9 angle 0.071943 9 occlusions 0.190001 8 pigmentation 0.525806 5 pixel count 15458 6 pupillary dilations 0.323541 7
	focus 0.826221 8 motion 0.080142 9 angle 0.135561 8 occlusions 0.379957 6 pigmentation 0.511742 5 pixel count 15223 6 pupillary dilations 0.208690 8
	focus 0.842417 8 motion 0.125393 8 angle 0.254276 5 occlusions 0.383623 6 pigmentation 0.580101 5 pixel count 16761 7 pupillary dilations 0.443597 6
	focus 0.973033 9 motion 0.074430 9 angle 0.128926 8 occlusions 0.201356 8 pigmentation 0.545885 5 pixel count 16622 6 pupillary dilations 0.409213 6
	focus 0.952114 9 motion 0.061580 9 angle 0.074445 9 occlusions 0.236165 8 pigmentation 0.567914 5 pixel count 17531 7 pupillary dilations 0.213069 8
	focus 0.898798 8 motion 0.151887 7 angle 0.294258 5 occlusions 0.352196 7 pigmentation 0.579618 5 pixel count 10607 4 pupillary dilations 0.203568 8
	focus 0.933536 9 motion 0.083986 9 angle 0.206828 6 occlusions 0.244910 8 pigmentation 0.410676 4 pixel count 15973 6 pupillary dilations 0.224476 8
	focus 0.877905 8 motion 0.085752 9 angle 0.145186 8 occlusions 0.440183 6 pigmentation 0.533416 5 pixel count 18167 7 pupillary dilations 0.377803 6
	focus 0.803054 8 motion 0.087204 9 angle 0.225001 6 occlusions 0.403193 6 pigmentation 0.590472 5 pixel count 17981 7 pupillary dilations 0.415590 6
	focus 0.885944 8 motion 0.090274 9 angle 0.228836 6 occlusions 0.376463 6 pigmentation 0.523993 5 pixel count 16462 6 pupillary dilations 0.362581 6
	focus 0.648990 6 motion 0.158396 7 angle 0.098934 9 occlusions 0.244143 8 pigmentation 0.550047 5 pixel count 19789 8 pupillary dilations 0.455366 5
	focus 0.768197 7 motion 0.202122 6 angle 0.303572 4 occlusions 0.406948 6 pigmentation 0.509673 5 pixel count 20518 8 pupillary dilations 0.433579 6
	focus 0.772244 7 motion 0.107493 8 angle 0.332980 4 occlusions 0.226674 8 pigmentation 0.597297 5 pixel count 20163 8 pupillary dilations 0.432030 6
	focus 0.745380 7 motion 0.071620 9 angle 0.091266 9 occlusions 0.457512 5 pigmentation 0.413317 4 pixel count 8664 3 pupillary dilations 0.305184 7
	focus 0.883138 8 motion 0.090168 9 angle 0.253024 5 occlusions 0.305933 7 pigmentation 0.452688 4 pixel count 13375 5 pupillary dilations 0.419117 6
	focus 0.862797 8 motion 0.064599 9 angle 0.121583 8 occlusions 0.361394 6 pigmentation 0.498406 4 pixel count 12851 5 pupillary dilations 0.279559 7
	focus 0.737241 7 motion 0.109906 8 angle 0.074484 9 occlusions 0.390554 6 pigmentation 0.395163 3 pixel count 20733 8 pupillary dilations 0.184741 8
	focus 0.873786 8 motion 0.063456 9 angle 0.271142 5 occlusions 0.409308 6 pigmentation 0.394274 3 pixel count 19677 8 pupillary dilations 0.358475 7
	focus 0.730145 7 motion 0.135055 8 angle 0.133317 8 occlusions 0.318521 7 pigmentation 0.469811 4 pixel count 20200 8 pupillary dilations 0.196032 8
	focus 0.912801 9 motion 0.149954 8 angle 0.108556 8 occlusions 0.362934 6 pigmentation 0.556120 5 pixel count 20652 8 pupillary dilations 0.240226 8
	focus 0.919043 9 motion 0.068446 9 angle 0.073036 9 occlusions 0.448347 6 pigmentation 0.415640 4 pixel count 14297 5 pupillary dilations 0.238029 8
	focus 0.937627 9 motion 0.059546 9 angle 0.121413 8 occlusions 0.403382 6 pigmentation 0.412061 4 pixel count 17938 7 pupillary dilations 0.200357 8
	focus 0.938462 9 motion 0.129149 8 angle 0.062590 9 occlusions 0.386140 6 pigmentation 0.461709 4 pixel count 15157 6 pupillary dilations 0.344194 7
	focus 0.998266 9 motion 0.086512 9 angle 0.167194 7 occlusions 0.322566 7 pigmentation 0.410777 4 pixel count 12303 4 pupillary dilations 0.529169 5
	focus 0.981776 9 motion 0.063036 9 angle 0.279718 5 occlusions 0.362026 6 pigmentation 0.542526 5 pixel count 13157 5 pupillary dilations 0.374534 6
	focus 0.917877 9 motion 0.071144 9 angle 0.254711 5 occlusions 0.503867 5 pigmentation 0.547092 5 pixel count 18161 7 pupillary dilations 0.422990 6
	focus 0.863853 8 motion 0.101680 8 angle 0.303440 4 occlusions 0.478764 5 pigmentation 0.553086 5 pixel count 18074 7 pupillary dilations 0.396686 6
	focus 0.781998 7 motion 0.185918 7 angle 0.098432 9 occlusions 0.317820 7 pigmentation 0.532515 5 pixel count 14822 6 pupillary dilations 0.414986 6
	focus 0.777880 7 motion 0.121173 8 angle 0.104541 8 occlusions 0.383982 6 pigmentation 0.515366 5 pixel count 13090 5 pupillary dilations 0.489608 5
	focus 0.852714 8 motion 0.072871 9 angle 0.093769 9 occlusions 0.226625 8 pigmentation 0.594362 5 pixel count 18039 7 pupillary dilations 0.356192 7
	focus 0.824071 8 motion 0.183806 7 angle 0.264453 5 occlusions 0.420463 6 pigmentation 0.469514 4 pixel count 18943 8 pupillary dilations 0.202931 8
	focus 0.822404 8 motion 0.083392 9 angle 0.092220 9 occlusions 0.391002 6 pigmentation 0.578052 5 pixel count 13918 5 pupillary dilations 0.270604 7
	focus 0.860217 8 motion 0.119339 8 angle 0.345800 4 occlusions 0.270104 7 pigmentation 0.546245 5 pixel count 13391 5 pupillary dilations 0.401482 6
	focus 0.977016 9 motion 0.066124 9 angle 0.339237 4 occlusions 0.222422 8 pigmentation 0.603576 6 pixel count 17069 7 pupillary dilations 0.424958 6
	focus 0.947349 9 motion 0.057636 9 angle 0.317056 4 occlusions 0.234665 8 pigmentation 0.619175 6 pixel count 20351 8 pupillary dilations 0.291856 7
	focus 0.891742 8 motion 0.063453 9 angle 0.088275 9 occlusions 0.196980 8 pigmentation 0.528750 5 pixel count 16891 7 pupillary dilations 0.321859 7
	focus 0.868336 8 motion 0.077330 9 angle 0.271286 5 occlusions 0.418000 6 pigmentation 0.564762 5 pixel count 18126 7 pupillary dilations 0.417221 6
	focus 0.994517 9 motion 0.110447 8 angle 0.335464 4 occlusions 0.201261 8 pigmentation 0.511940 5 pixel count 20075 8 pupillary dilations 0.400512 6
	focus 0.745873 7 motion 0.083097 9 angle 0.088514 9 occlusions 0.481520 5 pigmentation 0.466201 4 pixel count 17574 7 pupillary dilations 0.345774 7
	focus 0.883292 8 motion 0.112822 8 angle 0.330673 4 occlusions 0.322402 7 pigmentation 0.554074 5 pixel count 20627 8 pupillary dilations 0.203830 8
	focus 0.731807 7 motion 0.155961 7 angle 0.246991 6 occlusions 0.328100 7 pigmentation 0.547946 5 pixel count 15943 6 pupillary dilations 0.319024 7
	focus 0.964731 9 motion 0.077194 9 angle 0.186052 7 occlusions 0.227025 8 pigmentation 0.499370 4 pixel count 15059 6 pupillary dilations 0.279522 7
	focus 0.810970 8 motion 0.053180 9 angle 0.120229 8 occlusions 0.400354 6 pigmentation 0.636582 6 pixel count 20403 8 pupillary dilations 0.236511 8
	focus 0.877198 8 motion 0.146643 8 angle 0.248637 6 occlusions 0.377283 6 pigmentation 0.613887 6 pixel count 18162 7 pupillary dilations 0.188444 8
	focus 0.852540 8 motion 0.076517 9 angle 0.143057 8 occlusions 0.403637 6 pigmentation 0.639346 6 pixel count 16010 6 pupillary dilations 0.246713 8
	focus 0.952005 9 motion 0.067386 9 angle 0.257500 5 occlusions 0.232748 8 pigmentation 0.626215 6 pixel count 18893 8 pupillary dilations 0.247944 8
	focus 0.924279 9 motion 0.072120 9 angle 0.184390 7 occlusions 0.212331 8 pigmentation 0.673634 6 pixel count 15429 6 pupillary dilations 0.331507 7
	focus 0.970405 9 motion 0.072115 9 angle 0.100979 8 occlusions 0.299777 7 pigmentation 0.642431 6 pixel count 17268 7 pupillary dilations 0.377735 6
	focus 0.882172 8 motion 0.171496 7 angle 0.144389 8 occlusions 0.395206 6 pigmentation 0.676911 6 pixel count 17533 7 pupillary dilations 0.252766 8
	focus 0.775508 7 motion 0.068870 9 angle 0.110801 8 occlusions 0.521137 5 pigmentation 0.694930 6 pixel count 17388 7 pupillary dilations 0.240414 8
	focus 0.943864 9 motion 0.141675 8 angle 0.288443 5 occlusions 0.285053 7 pigmentation 0.686198 6 pixel count 20879 8 pupillary dilations 0.316298 7
	focus 0.988428 9 motion 0.079401 9 angle 0.257738 5 occlusions 0.377988 6 pigmentation 0.640695 6 pixel count 14072 5 pupillary dilations 0.344303 7
	focus 0.978996 9 motion 0.065926 9 angle 0.126703 8 occlusions 0.458096 5 pigmentation 0.511171 5 pixel count 14886 6 pupillary dilations 0.331079 7
	focus 0.849518 8 motion 0.109486 8 angle 0.074750 9 occlusions 0.373285 6 pigmentation 0.505497 5 pixel count 18486 7 pupillary dilations 0.230450 8
	focus 0.892961 8 motion 0.134833 8 angle 0.329140 4 occlusions 0.523386 5 pigmentation 0.587901 5 pixel count 18777 7 pupillary dilations 0.180047 8
	focus 0.986544 9 motion 0.130628 8 angle 0.199498 7 occlusions 0.407491 6 pigmentation 0.547952 5 pixel count 18383 7 pupillary dilations 0.290506 7
	focus 0.849809 8 motion 0.145043 8 angle 0.278733 5 occlusions 0.436066 6 pigmentation 0.573864 5 pixel count 17931 7 pupillary dilations 0.202206 8
	focus 0.866642 8 motion 0.054174 9 angle 0.181298 7 occlusions 0.329485 7 pigmentation 0.372975 3 pixel count 20671 8 pupillary dilations 0.268407 8
	focus 0.876903 8 motion 0.079072 9 angle 0.146416 8 occlusions 0.412208 6 pigmentation 0.401698 4 pixel count 14854 6 pupillary dilations 0.257644 8
	focus 0.848430 8 motion 0.192243 7 angle 0.210470 6 occlusions 0.409706 6 pigmentation 0.462988 4 pixel count 12567 5 pupillary dilations 0.235324 8
	focus 0.836241 8 motion 0.102477 8 angle 0.224478 6 occlusions 0.377326 6 pigmentation 0.412308 4 pixel count 12932 5 pupillary dilations 0.283186 7
	focus 0.818907 8 motion 0.152133 7 angle 0.281760 5 occlusions 0.295368 7 pigmentation 0.253860 2 pixel count 20260 8 pupillary dilations 0.314920 7
	focus 0.653580 6 motion 0.172259 7 angle 0.056197 9 occlusions 0.404132 6 pigmentation 0.285300 2 pixel count 18535 7 pupillary dilations 0.204326 8
	focus 0.720846 7 motion 0.128249 8 angle 0.332016 4 occlusions 0.487533 5 pigmentation 0.220598 2 pixel count 20791 8 pupillary dilations 0.277386 7
	focus 0.810571 8 motion 0.057102 9 angle 0.158323 7 occlusions 0.235886 8 pigmentation 0.257371 2 pixel count 21009 9 pupillary dilations 0.263808 8
	focus 0.772866 7 motion 0.186892 7 angle 0.153170 7 occlusions 0.257440 8 pigmentation 0.293441 2 pixel count 14567 5 pupillary dilations 0.347304 7
	focus 0.978556 9 motion 0.075669 9 angle 0.108880 8 occlusions 0.305873 7 pigmentation 0.213393 2 pixel count 12565 5 pupillary dilations 0.264523 8
	focus 0.830131 8 motion 0.114777 8 angle 0.216647 6 occlusions 0.312036 7 pigmentation 0.364820 3 pixel count 14653 6 pupillary dilations 0.435799 6
	focus 0.955903 9 motion 0.092705 9 angle 0.117394 8 occlusions 0.220142 8 pigmentation 0.205424 2 pixel count 10772 4 pupillary dilations 0.239653 8
	focus 0.933083 9 motion 0.094924 9 angle 0.055908 9 occlusions 0.358958 7 pigmentation 0.253998 2 pixel count 11885 4 pupillary dilations 0.449954 6
	focus 0.928785 9 motion 0.120726 8 angle 0.123242 8 occlusions 0.338756 7 pigmentation 0.381820 3 pixel count 10610 4 pupillary dilations 0.376031 6
	focus 0.835963 8 motion 0.102835 8 angle 0.126094 8 occlusions 0.390226 6 pigmentation 0.217567 2 pixel count 15039 6 pupillary dilations 0.351464 7
	focus 0.767539 7 motion 0.073423 9 angle 0.145607 8 occlusions 0.459361 5 pigmentation 0.474555 4 pixel count 16146 6 pupillary dilations 0.320568 7
	focus 0.818419 8 motion 0.179861 7 angle 0.214997 6 occlusions 0.282071 7 pigmentation 0.321260 3 pixel count 14379 5 pupillary dilations 0.366431 6
	focus 0.824249 8 motion 0.102688 8 angle 0.122086 8 occlusions 0.361195 6 pigmentation 0.389719 3 pixel count 17113 7 pupillary dilations 0.278403 7
	focus 0.930737 9 motion 0.072803 9 angle 0.155083 7 occlusions 0.449585 6 pigmentation 0.333209 3 pixel count 15224 6 pupillary dilations 0.365584 6
	focus 0.829824 8 motion 0.052318 9 angle 0.075271 9 occlusions 0.428528 6 pigmentation 0.463107 4 pixel count 16889 7 pupillary dilations 0.367278 6
	focus 0.977724 9 motion 0.145257 8 angle 0.226689 6 occlusions 0.459824 5 pigmentation 0.382581 3 pixel count 15310 6 pupillary dilations 0.386458 6
	focus 0.774631 7 motion 0.050517 9 angle 0.052422 9 occlusions 0.330112 7 pigmentation 0.360347 3 pixel count 11505 4 pupillary dilations 0.245674 8
	focus 0.870725 8 motion 0.189069 7 angle 0.164399 7 occlusions 0.512328 5 pigmentation 0.355667 3 pixel count 15433 6 pupillary dilations 0.365543 6
	focus 0.781472 7 motion 0.145290 8 angle 0.206349 6 occlusions 0.442204 6 pigmentation 0.163236 1 pixel count 21105 9 pupillary dilations 0.295065 7
	focus 0.748523 7 motion 0.094524 9 angle 0.139948 8 occlusions 0.426091 6 pigmentation 0.305133 3 pixel count 16853 7 pupillary dilations 0.277967 7
	focus 0.679835 6 motion 0.197150 7 angle 0.134186 8 occlusions 0.371887 6 pigmentation 0.372272 3 pixel count 16932 7 pupillary dilations 0.190574 8
	focus 0.864072 8 motion 0.116441 8 angle 0.082691 9 occlusions 0.337422 7 pigmentation 0.358319 3 pixel count 11954 4 pupillary dilations 0.291134 7
	focus 0.873496 8 motion 0.148530 8 angle 0.143347 8 occlusions 0.637761 3 pigmentation 0.436644 4 pixel count 15375 6 pupillary dilations 0.241653 8
	focus 0.859794 8 motion 0.089468 9 angle 0.318383 4 occlusions 0.198543 8 pigmentation 0.408667 4 pixel count 16221 6 pupillary dilations 0.198511 8
	focus 0.638827 6 motion 0.127589 8 angle 0.061448 9 occlusions 0.507775 5 pigmentation 0.348448 3 pixel count 17019 7 pupillary dilations 0.250374 8
	focus 0.881472 8 motion 0.095290 9 angle 0.106349 8 occlusions 0.352204 7 pigmentation 0.363236 3 pixel count 21105 9 pupillary dilations 0.205065 8
	focus 0.854688 8 motion 0.097875 9 angle 0.298244 5 occlusions 0.284185 7 pigmentation 0.397059 3 pixel count 16610 6 pupillary dilations 0.403684 6
	focus 0.980028 9 motion 0.057094 9 angle 0.271088 5 occlusions 0.262416 8 pigmentation 0.779221 7 pixel count 20815 8 pupillary dilations 0.329017 7
	focus 0.703571 7 motion 0.142456 8 angle 0.346700 4 occlusions 0.421086 6 pigmentation 0.675774 6 pixel count 18261 7 pupillary dilations 0.215300 8
	focus 0.765548 7 motion 0.108559 8 angle 0.085302 9 occlusions 0.362865 6 pigmentation 0.627692 6 pixel count 16797 7 pupillary dilations 0.188742 8
	focus 0.882346 8 motion 0.084741 9 angle 0.065855 9 occlusions 0.535520 5 pigmentation 0.603445 6 pixel count 15521 6 pupillary dilations 0.304340 7
	focus 0.976552 9 motion 0.139760 8 angle 0.159344 7 occlusions 0.314079 7 pigmentation 0.644559 6 pixel count 18057 7 pupillary dilations 0.243843 8
	focus 0.875469 8 motion 0.063801 9 angle 0.083985 9 occlusions 0.508959 5 pigmentation 0.616261 6 pixel count 12750 5 pupillary dilations 0.314853 7
	focus 0.995974 9 motion 0.067019 9 angle 0.229263 6 occlusions 0.380143 6 pigmentation 0.675127 6 pixel count 15136 6 pupillary dilations 0.315536 7
	focus 0.869908 8 motion 0.194545 7 angle 0.247965 6 occlusions 0.319249 7 pigmentation 0.613862 6 pixel count 14914 6 pupillary dilations 0.383176 6
	focus 0.984072 9 motion 0.112714 8 angle 0.240714 6 occlusions 0.381917 6 pigmentation 0.692926 6 pixel count 15335 6 pupillary dilations 0.377694 6
	focus 0.725108 7 motion 0.130802 8 angle 0.123664 8 occlusions 0.391649 6 pigmentation 0.683083 6 pixel count 17929 7 pupillary dilations 0.409475 6
	focus 0.891719 8 motion 0.164292 7 angle 0.087860 9 occlusions 0.337836 7 pigmentation 0.638045 6 pixel count 19992 8 pupillary dilations 0.366827 6
	focus 0.805395 8 motion 0.076540 9 angle 0.138958 8 occlusions 0.264061 8 pigmentation 0.612991 6 pixel count 19995 8 pupillary dilations 0.222245 8
	focus 0.701190 7 motion 0.116856 8 angle 0.058109 9 occlusions 0.341486 7 pigmentation 0.631122 6 pixel count 22010 9 pupillary dilations 0.104908 9
	focus 0.860198 8 motion 0.063149 9 angle 0.232704 6 occlusions 0.422029 6 pigmentation 0.674815 6 pixel count 13446 5 pupillary dilations 0.367544 6
	focus 0.722898 7 motion 0.195667 7 angle 0.207619 6 occlusions 0.344324 7 pigmentation 0.653834 6 pixel count 14592 5 pupillary dilations 0.367036 6
	focus 0.744268 7 motion 0.105333 8 angle 0.148095 8 occlusions 0.360417 6 pigmentation 0.677491 6 pixel count 14216 5 pupillary dilations 0.438183 6
	focus 0.708444 7 motion 0.119989 8 angle 0.062994 9 occlusions 0.432006 6 pigmentation 0.643141 6 pixel count 14412 5 pupillary dilations 0.376366 6
	focus 0.726380 7 motion 0.057277 9 angle 0.106803 8 occlusions 0.438236 6 pigmentation 0.557970 5 pixel count 19955 8 pupillary dilations 0.193046 8
	focus 0.885303 8 motion 0.131103 8 angle 0.267548 5 occlusions 0.406192 6 pigmentation 0.540181 5 pixel count 16860 7 pupillary dilations 0.291592 7
	focus 0.812332 8 motion 0.109195 8 angle 0.211998 6 occlusions 0.307554 7 pigmentation 0.504965 5 pixel count 22796 9 pupillary dilations 0.175031 9
	focus 0.949086 9 motion 0.074463 9 angle 0.216886 6 occlusions 0.441005 6 pigmentation 0.536925 5 pixel count 14834 6 pupillary dilations 0.250223 8
	focus 0.838974 8 motion 0.112085 8 angle 0.270196 5 occlusions 0.278681 7 pigmentation 0.513197 5 pixel count 14478 5 pupillary dilations 0.446052 6
	focus 0.857521 8 motion 0.052989 9 angle 0.111739 8 occlusions 0.481784 5 pigmentation 0.582119 5 pixel count 18832 8 pupillary dilations 0.183872 8
	focus 0.816899 8 motion 0.132456 8 angle 0.236586 6 occlusions 0.328297 7 pigmentation 0.545092 5 pixel count 17849 7 pupillary dilations 0.296669 7
	focus 0.674469 6 motion 0.159448 7 angle 0.234339 6 occlusions 0.286516 7 pigmentation 0.536848 5 pixel count 20114 8 pupillary dilations 0.430220 6
	focus 0.708113 7 motion 0.146469 8 angle 0.188786 7 occlusions 0.313811 7 pigmentation 0.543586 5 pixel count 15538 6 pupillary dilations 0.297571 7
	focus 0.850851 8 motion 0.125539 8 angle 0.240881 6 occlusions 0.701535 3 pigmentation 0.564432 5 pixel count 15395 6 pupillary dilations 0.343042 7
	focus 0.953283 9 motion 0.067536 9 angle 0.246950 6 occlusions 0.258835 8 pigmentation 0.155016 1 pixel count 20107 8 pupillary dilations 0.142834 9
	focus 0.820774 8 motion 0.115062 8 angle 0.073546 9 occlusions 0.380744 6 pigmentation 0.184431 1 pixel count 19209 8 pupillary dilations 0.290333 7
	focus 0.917071 9 motion 0.111383 8 angle 0.221785 6 occlusions 0.207999 8 pigmentation 0.192338 1 pixel count 21803 9 pupillary dilations 0.286633 7
	focus 0.990488 9 motion 0.098987 9 angle 0.121943 8 occlusions 0.370001 6 pigmentation 0.125806 1 pixel count 13358 5 pupillary dilations 0.233541 8
	focus 0.926221 9 motion 0.080142 9 angle 0.085561 9 occlusions 0.379957 6 pigmentation 0.611742 6 pixel count 11023 4 pupillary dilations 0.298690 7
	focus 0.842417 8 motion 0.075393 9 angle 0.054276 9 occlusions 0.293623 7 pigmentation 0.680101 6 pixel count 16761 7 pupillary dilations 0.443597 6
	focus 0.973033 9 motion 0.074430 9 angle 0.228926 6 occlusions 0.201356 8 pigmentation 0.645885 6 pixel count 20822 8 pupillary dilations 0.409213 6
	focus 0.852114 8 motion 0.061580 9 angle 0.274445 5 occlusions 0.326165 7 pigmentation 0.867914 8 pixel count 17531 7 pupillary dilations 0.393069 6
	focus 0.798798 7 motion 0.101887 8 angle 0.194258 7 occlusions 0.352196 7 pigmentation 0.679618 6 pixel count 19007 8 pupillary dilations 0.383568 6
	focus 0.833536 8 motion 0.083986 9 angle 0.206828 6 occlusions 0.244910 8 pigmentation 0.710676 7 pixel count 18073 7 pupillary dilations 0.404476 6
	focus 0.977905 9 motion 0.085752 9 angle 0.245186 6 occlusions 0.440183 6 pigmentation 0.633416 6 pixel count 22367 9 pupillary dilations 0.377803 6
	focus 0.903054 9 motion 0.087204 9 angle 0.275001 5 occlusions 0.403193 6 pigmentation 0.690472 6 pixel count 11681 4 pupillary dilations 0.505590 5
	focus 0.985944 9 motion 0.140274 8 angle 0.228836 6 occlusions 0.286463 7 pigmentation 0.623993 6 pixel count 14362 5 pupillary dilations 0.182581 8
	focus 0.848990 8 motion 0.058396 9 angle 0.198934 7 occlusions 0.424143 6 pigmentation 0.650047 6 pixel count 15589 6 pupillary dilations 0.365366 6
	focus 0.768197 7 motion 0.102122 8 angle 0.203572 6 occlusions 0.226948 8 pigmentation 0.509673 5 pixel count 14218 5 pupillary dilations 0.343579 7
	focus 0.872244 8 motion 0.107493 8 angle 0.132980 8 occlusions 0.406674 6 pigmentation 0.597297 5 pixel count 15963 6 pupillary dilations 0.252030 8
	focus 0.945380 9 motion 0.121620 8 angle 0.241266 6 occlusions 0.367512 6 pigmentation 0.513317 5 pixel count 14964 6 pupillary dilations 0.215184 8
	focus 0.883138 8 motion 0.090168 9 angle 0.303024 4 occlusions 0.485933 5 pigmentation 0.552688 5 pixel count 15475 6 pupillary dilations 0.329117 7
	focus 0.862797 8 motion 0.064599 9 angle 0.071583 9 occlusions 0.271394 7 pigmentation 0.298406 2 pixel count 19151 8 pupillary dilations 0.279559 7
	focus 0.937241 9 motion 0.059906 9 angle 0.324484 4 occlusions 0.300554 7 pigmentation 0.295163 2 pixel count 20733 8 pupillary dilations 0.274741 7
	focus 0.873786 8 motion 0.113456 8 angle 0.121142 8 occlusions 0.319308 7 pigmentation 0.294274 2 pixel count 19677 8 pupillary dilations 0.178475 9
	focus 0.730145 7 motion 0.135055 8 angle 0.183317 7 occlusions 0.228521 8 pigmentation 0.169811 1 pixel count 20200 8 pupillary dilations 0.376032 6
	focus 0.612801 6 motion 0.199954 7 angle 0.358556 3 occlusions 0.182934 8 pigmentation 0.256120 2 pixel count 18552 7 pupillary dilations 0.330226 7
	focus 0.819043 8 motion 0.118446 8 angle 0.123036 8 occlusions 0.268347 8 pigmentation 0.215640 2 pixel count 22697 9 pupillary dilations 0.238029 8
	focus 0.837627 8 motion 0.109546 8 angle 0.071413 9 occlusions 0.223382 8 pigmentation 0.312061 3 pixel count 15838 6 pupillary dilations 0.110357 9
	focus 0.838462 8 motion 0.079149 9 angle 0.162590 7 occlusions 0.206140 8 pigmentation 0.261709 2 pixel count 13057 5 pupillary dilations 0.344194 7
	focus 0.898266 8 motion 0.136512 8 angle 0.167194 7 occlusions 0.322566 7 pigmentation 0.210777 2 pixel count 20703 8 pupillary dilations 0.349169 7
	focus 0.881776 8 motion 0.113036 8 angle 0.079718 9 occlusions 0.272026 7 pigmentation 0.442526 4 pixel count 21557 9 pupillary dilations 0.104534 9
	focus 0.717877 7 motion 0.121144 8 angle 0.104711 8 occlusions 0.323867 7 pigmentation 0.447092 4 pixel count 20261 8 pupillary dilations 0.242990 8
	focus 0.963853 9 motion 0.051680 9 angle 0.053440 9 occlusions 0.208764 8 pigmentation 0.453086 4 pixel count 22274 9 pupillary dilations 0.126686 9
	focus 0.881998 8 motion 0.185918 7 angle 0.248432 6 occlusions 0.227820 8 pigmentation 0.432515 4 pixel count 21122 9 pupillary dilations 0.234986 8
	focus 0.777880 7 motion 0.121173 8 angle 0.204541 6 occlusions 0.203982 8 pigmentation 0.415366 4 pixel count 21490 9 pupillary dilations 0.219608 8
	focus 0.952714 9 motion 0.072871 9 angle 0.093769 9 occlusions 0.406625 6 pigmentation 0.494362 4 pixel count 9639 3 pupillary dilations 0.446192 6
	focus 0.824071 8 motion 0.083806 9 angle 0.164453 7 occlusions 0.420463 6 pigmentation 0.369514 3 pixel count 10543 4 pupillary dilations 0.292931 7
	focus 0.922404 9 motion 0.083392 9 angle 0.242220 6 occlusions 0.121002 9 pigmentation 0.378052 3 pixel count 22318 9 pupillary dilations 0.180604 8
	focus 0.960217 9 motion 0.069339 9 angle 0.145800 8 occlusions 0.360104 6 pigmentation 0.546245 5 pixel count 13391 5 pupillary dilations 0.221482 8
	focus 0.877016 8 motion 0.066124 9 angle 0.089237 9 occlusions 0.312422 7 pigmentation 0.403576 4 pixel count 12869 5 pupillary dilations 0.244958 8
	focus 0.847349 8 motion 0.107636 8 angle 0.167056 7 occlusions 0.414665 6 pigmentation 0.119175 1 pixel count 18251 7 pupillary dilations 0.201856 8
	focus 0.691742 6 motion 0.113453 8 angle 0.238275 6 occlusions 0.196980 8 pigmentation 0.128750 1 pixel count 18991 8 pupillary dilations 0.231859 8
	focus 0.968336 9 motion 0.077330 9 angle 0.071286 9 occlusions 0.508000 5 pigmentation 0.264762 2 pixel count 11826 4 pupillary dilations 0.237221 8
	focus 0.694517 6 motion 0.110447 8 angle 0.285464 5 occlusions 0.381261 6 pigmentation 0.211940 2 pixel count 11675 4 pupillary dilations 0.220512 8
	focus 0.845873 8 motion 0.083097 9 angle 0.188514 7 occlusions 0.391520 6 pigmentation 0.266201 2 pixel count 17574 7 pupillary dilations 0.255774 8
	focus 0.783292 7 motion 0.112822 8 angle 0.280673 5 occlusions 0.322402 7 pigmentation 0.354074 3 pixel count 20627 8 pupillary dilations 0.113830 9
	focus 0.831807 8 motion 0.055961 9 angle 0.196991 7 occlusions 0.238100 8 pigmentation 0.347946 3 pixel count 18043 7 pupillary dilations 0.229024 8
	focus 0.864731 8 motion 0.127194 8 angle 0.086052 9 occlusions 0.227025 8 pigmentation 0.399370 3 pixel count 21359 9 pupillary dilations 0.189522 8
	focus 0.810970 8 motion 0.053180 9 angle 0.320229 4 occlusions 0.310354 7 pigmentation 0.236582 2 pixel count 22503 9 pupillary dilations 0.236511 8
	focus 0.977198 9 motion 0.096643 9 angle 0.248637 6 occlusions 0.287283 7 pigmentation 0.213887 2 pixel count 20262 8 pupillary dilations 0.188444 8
	focus 0.952540 9 motion 0.076517 9 angle 0.143057 8 occlusions 0.223637 8 pigmentation 0.339346 3 pixel count 16010 6 pupillary dilations 0.156713 9
	focus 0.952005 9 motion 0.117386 8 angle 0.207500 6 occlusions 0.232748 8 pigmentation 0.326215 3 pixel count 18893 8 pupillary dilations 0.247944 8
	focus 0.824279 8 motion 0.072120 9 angle 0.234390 6 occlusions 0.212331 8 pigmentation 0.373634 3 pixel count 13329 5 pupillary dilations 0.241507 8
	focus 0.770405 7 motion 0.122115 8 angle 0.050979 9 occlusions 0.389777 6 pigmentation 0.242431 2 pixel count 21468 9 pupillary dilations 0.197735 8
	focus 0.882172 8 motion 0.121496 8 angle 0.194389 7 occlusions 0.395206 6 pigmentation 0.276911 2 pixel count 19633 8 pupillary dilations 0.342766 7
	focus 0.875508 8 motion 0.068870 9 angle 0.110801 8 occlusions 0.431137 6 pigmentation 0.394930 3 pixel count 8988 3 pupillary dilations 0.240414 8
	focus 0.943864 9 motion 0.091675 9 angle 0.138443 8 occlusions 0.195053 8 pigmentation 0.386198 3 pixel count 20879 8 pupillary dilations 0.226298 8
	focus 0.988428 9 motion 0.079401 9 angle 0.207738 6 occlusions 0.197988 8 pigmentation 0.340695 3 pixel count 20372 8 pupillary dilations 0.164303 9
	focus 0.978996 9 motion 0.065926 9 angle 0.226703 6 occlusions 0.098096 9 pigmentation 0.311171 3 pixel count 21186 9 pupillary dilations 0.241079 8
	focus 0.949518 9 motion 0.059486 9 angle 0.074750 9 occlusions 0.373285 6 pigmentation 0.305497 3 pixel count 14286 5 pupillary dilations 0.320450 7
	focus 0.992961 9 motion 0.134833 8 angle 0.229140 6 occlusions 0.343386 7 pigmentation 0.387901 3 pixel count 16677 6 pupillary dilations 0.270047 7
	focus 0.686544 6 motion 0.130628 8 angle 0.149498 8 occlusions 0.227491 8 pigmentation 0.147952 1 pixel count 18383 7 pupillary dilations 0.380506 6
	focus 0.549809 5 motion 0.245043 6 angle 0.328733 4 occlusions 0.346066 7 pigmentation 0.173864 1 pixel count 22131 9 pupillary dilations 0.382206 6
	focus 0.866642 8 motion 0.104174 8 angle 0.131298 8 occlusions 0.329485 7 pigmentation 0.272975 2 pixel count 18571 7 pupillary dilations 0.448407 6
	focus 0.876903 8 motion 0.179072 7 angle 0.246416 6 occlusions 0.322208 7 pigmentation 0.301698 3 pixel count 14854 6 pupillary dilations 0.437644 6
	focus 0.948430 9 motion 0.092243 9 angle 0.110470 8 occlusions 0.319706 7 pigmentation 0.362988 3 pixel count 14667 6 pupillary dilations 0.415324 6
	focus 0.836241 8 motion 0.052477 9 angle 0.074478 9 occlusions 0.377326 6 pigmentation 0.112308 1 pixel count 17132 7 pupillary dilations 0.373186 6
	focus 0.818907 8 motion 0.052133 9 angle 0.181760 7 occlusions 0.295368 7 pigmentation 0.153860 1 pixel count 20260 8 pupillary dilations 0.404920 6
	focus 0.853580 8 motion 0.072259 9 angle 0.256197 5 occlusions 0.314132 7 pigmentation 0.285300 2 pixel count 18535 7 pupillary dilations 0.204326 8
	focus 0.620846 6 motion 0.178249 7 angle 0.082016 9 occlusions 0.307533 7 pigmentation 0.220598 2 pixel count 20791 8 pupillary dilations 0.187386 8
	focus 0.910571 9 motion 0.057102 9 angle 0.058323 9 occlusions 0.325886 7 pigmentation 0.157371 1 pixel count 12609 5 pupillary dilations 0.353808 7
	focus 0.872866 8 motion 0.136892 8 angle 0.153170 7 occlusions 0.347440 7 pigmentation 0.293441 2 pixel count 20867 8 pupillary dilations 0.437304 6
	focus 0.778556 7 motion 0.075669 9 angle 0.258880 5 occlusions 0.485873 5 pigmentation 0.413393 4 pixel count 18865 8 pupillary dilations 0.444523 6
	focus 0.830131 8 motion 0.064777 9 angle 0.066647 9 occlusions 0.402036 6 pigmentation 0.464820 4 pixel count 14653 6 pupillary dilations 0.435799 6
	focus 0.855903 8 motion 0.142705 8 angle 0.067394 9 occlusions 0.220142 8 pigmentation 0.205424 2 pixel count 21272 9 pupillary dilations 0.419653 6
	focus 0.833083 8 motion 0.094924 9 angle 0.055908 9 occlusions 0.358958 7 pigmentation 0.253998 2 pixel count 22385 9 pupillary dilations 0.359954 7
	focus 0.828785 8 motion 0.070726 9 angle 0.123242 8 occlusions 0.518756 5 pigmentation 0.381820 3 pixel count 12710 5 pupillary dilations 0.196031 8
	focus 0.835963 8 motion 0.102835 8 angle 0.076094 9 occlusions 0.390226 6 pigmentation 0.617567 6 pixel count 19239 8 pupillary dilations 0.441464 6
	focus 0.867539 8 motion 0.073423 9 angle 0.095607 9 occlusions 0.369361 6 pigmentation 0.674555 6 pixel count 20346 8 pupillary dilations 0.410568 6
	focus 0.718419 7 motion 0.079861 9 angle 0.214997 6 occlusions 0.192071 8 pigmentation 0.621260 6 pixel count 20679 8 pupillary dilations 0.366431 6
	focus 0.924249 9 motion 0.102688 8 angle 0.222086 6 occlusions 0.271195 7 pigmentation 0.689719 6 pixel count 19213 8 pupillary dilations 0.278403 7
	focus 0.730737 7 motion 0.072803 9 angle 0.105083 8 occlusions 0.269585 8 pigmentation 0.633209 6 pixel count 11024 4 pupillary dilations 0.365584 6
	focus 0.929824 9 motion 0.052318 9 angle 0.075271 9 occlusions 0.338528 7 pigmentation 0.663107 6 pixel count 12689 5 pupillary dilations 0.457278 5
	focus 0.977724 9 motion 0.095257 9 angle 0.226689 6 occlusions 0.279824 7 pigmentation 0.682581 6 pixel count 17410 7 pupillary dilations 0.386458 6
	focus 0.874631 8 motion 0.100517 8 angle 0.202422 6 occlusions 0.330112 7 pigmentation 0.660347 6 pixel count 17805 7 pupillary dilations 0.425674 6
	focus 0.970725 9 motion 0.089069 9 angle 0.064399 9 occlusions 0.332328 7 pigmentation 0.655667 6 pixel count 21733 9 pupillary dilations 0.365543 6
	focus 0.878018 8 motion 0.116879 8 angle 0.280393 5 occlusions 0.246713 8 pigmentation 0.610481 6 pixel count 19069 8 pupillary dilations 0.409459 6
	focus 0.748523 7 motion 0.194524 7 angle 0.189948 7 occlusions 0.426091 6 pigmentation 0.605133 6 pixel count 12653 5 pupillary dilations 0.367967 6
	focus 0.979835 9 motion 0.147150 8 angle 0.134186 8 occlusions 0.191887 8 pigmentation 0.672272 6 pixel count 14832 6 pupillary dilations 0.370574 6
	focus 0.864072 8 motion 0.066441 9 angle 0.232691 6 occlusions 0.247422 8 pigmentation 0.658319 6 pixel count 16154 6 pupillary dilations 0.381134 6
	focus 0.773496 7 motion 0.198530 7 angle 0.243347 6 occlusions 0.187761 8 pigmentation 0.636644 6 pixel count 17475 7 pupillary dilations 0.331653 7
	focus 0.859794 8 motion 0.139468 8 angle 0.068383 9 occlusions 0.288543 7 pigmentation 0.208667 2 pixel count 20421 8 pupillary dilations 0.198511 8
	focus 0.838827 8 motion 0.077589 9 angle 0.211448 6 occlusions 0.327775 7 pigmentation 0.248448 2 pixel count 19119 8 pupillary dilations 0.250374 8
	focus 0.610061 6 motion 0.114703 8 angle 0.111869 8 occlusions 0.407779 6 pigmentation 0.609150 6 pixel count 17551 7 pupillary dilations 0.189436 8
	focus 0.711228 7 motion 0.189221 7 angle 0.264579 5 occlusions 0.414318 6 pigmentation 0.696442 6 pixel count 17608 7 pupillary dilations 0.242528 8
	focus 0.875810 8 motion 0.071632 9 angle 0.082775 9 occlusions 0.369878 6 pigmentation 0.693376 6 pixel count 17094 7 pupillary dilations 0.383956 6
	focus 0.879783 8 motion 0.124380 8 angle 0.188448 7 occlusions 0.305641 7 pigmentation 0.727294 7 pixel count 18878 8 pupillary dilations 0.420597 6
	focus 0.942956 9 motion 0.122587 8 angle 0.230493 6 occlusions 0.275346 7 pigmentation 0.631581 6 pixel count 20423 8 pupillary dilations 0.422679 6
	focus 0.912533 9 motion 0.106508 8 angle 0.154618 7 occlusions 0.270704 7 pigmentation 0.642311 6 pixel count 15977 6 pupillary dilations 0.425063 6
	focus 0.853121 8 motion 0.105441 8 angle 0.181588 7 occlusions 0.281385 7 pigmentation 0.613430 6 pixel count 16907 7 pupillary dilations 0.282782 7
	focus 0.716825 7 motion 0.109812 8 angle 0.215874 6 occlusions 0.298479 7 pigmentation 0.521756 5 pixel count 17227 7 pupillary dilations 0.440363 6
	focus 0.870322 8 motion 0.077787 9 angle 0.159222 7 occlusions 0.199083 8 pigmentation 0.607735 6 pixel count 18619 7 pupillary dilations 0.423604 6
	focus 0.755779 7 motion 0.065671 9 angle 0.208310 6 occlusions 0.416025 6 pigmentation 0.598793 5 pixel count 14958 6 pupillary dilations 0.383201 6
	focus 0.639680 6 motion 0.153700 7 angle 0.184205 7 occlusions 0.306215 7 pigmentation 0.298284 2 pixel count 19645 8 pupillary dilations 0.325860 7
	focus 0.615437 6 motion 0.119067 8 angle 0.058057 9 occlusions 0.338230 7 pigmentation 0.287111 2 pixel count 19537 8 pupillary dilations 0.421698 6
	focus 0.729415 7 motion 0.176531 7 angle 0.241621 6 occlusions 0.233774 8 pigmentation 0.233531 2 pixel count 19428 8 pupillary dilations 0.220733 8
	focus 0.854688 8 motion 0.097875 9 angle 0.098244 9 occlusions 0.284185 7 pigmentation 0.297059 2 pixel count 10310 3 pupillary dilations 0.403684 6
	focus 0.780028 7 motion 0.157094 7 angle 0.071088 9 occlusions 0.352416 7 pigmentation 0.379221 3 pixel count 10315 3 pupillary dilations 0.329017 7
	focus 0.703571 7 motion 0.092456 9 angle 0.146700 8 occlusions 0.421086 6 pigmentation 0.275774 2 pixel count 14061 5 pupillary dilations 0.395300 6
	focus 0.865548 8 motion 0.158559 7 angle 0.285302 5 occlusions 0.272865 7 pigmentation 0.227692 2 pixel count 12597 5 pupillary dilations 0.368742 6
	focus 0.782346 7 motion 0.184741 7 angle 0.115855 8 occlusions 0.445520 6 pigmentation 0.303445 3 pixel count 11321 4 pupillary dilations 0.394340 6
	focus 0.876552 8 motion 0.139760 8 angle 0.209344 6 occlusions 0.404079 6 pigmentation 0.344559 3 pixel count 11757 4 pupillary dilations 0.333843 7
	focus 0.875469 8 motion 0.063801 9 angle 0.283985 5 occlusions 0.508959 5 pigmentation 0.316261 3 pixel count 12750 5 pupillary dilations 0.224853 8
	focus 0.695974 6 motion 0.167019 7 angle 0.229263 6 occlusions 0.380143 6 pigmentation 0.375127 3 pixel count 15136 6 pupillary dilations 0.405536 6
	focus 0.669908 6 motion 0.194545 7 angle 0.197965 7 occlusions 0.409249 6 pigmentation 0.313862 3 pixel count 19114 8 pupillary dilations 0.383176 6
	focus 0.884072 8 motion 0.062714 9 angle 0.140714 8 occlusions 0.471917 5 pigmentation 0.292926 2 pixel count 6935 2 pupillary dilations 0.377694 6
	focus 0.825108 8 motion 0.080802 9 angle 0.123664 8 occlusions 0.481649 5 pigmentation 0.383083 3 pixel count 11629 4 pupillary dilations 0.319475 7
	focus 0.991719 9 motion 0.064292 9 angle 0.137860 8 occlusions 0.427836 6 pigmentation 0.338045 3 pixel count 11592 4 pupillary dilations 0.366827 6
	focus 0.805395 8 motion 0.076540 9 angle 0.238958 6 occlusions 0.354061 7 pigmentation 0.312991 3 pixel count 17895 7 pupillary dilations 0.312245 7
	focus 0.901190 9 motion 0.066856 9 angle 0.058109 9 occlusions 0.341486 7 pigmentation 0.531122 5 pixel count 9410 3 pupillary dilations 0.374908 6
	focus 0.860198 8 motion 0.063149 9 angle 0.082704 9 occlusions 0.422029 6 pigmentation 0.574815 5 pixel count 19746 8 pupillary dilations 0.277544 7
	focus 0.822898 8 motion 0.095667 9 angle 0.107619 8 occlusions 0.434324 6 pigmentation 0.553834 5 pixel count 22992 9 pupillary dilations 0.187036 8
	focus 0.844268 8 motion 0.055333 9 angle 0.098095 9 occlusions 0.270417 7 pigmentation 0.577491 5 pixel count 22616 9 pupillary dilations 0.258183 8
	focus 0.808444 8 motion 0.169989 7 angle 0.312994 4 occlusions 0.342006 7 pigmentation 0.543141 5 pixel count 20712 8 pupillary dilations 0.286366 7
	focus 0.826380 8 motion 0.057277 9 angle 0.206803 6 occlusions 0.348236 7 pigmentation 0.557970 5 pixel count 22055 9 pupillary dilations 0.193046 8
	focus 0.885303 8 motion 0.131103 8 angle 0.267548 5 occlusions 0.406192 6 pigmentation 0.540181 5 pixel count 12660 5 pupillary dilations 0.291592 7
	focus 0.812332 8 motion 0.059195 9 angle 0.161998 7 occlusions 0.307554 7 pigmentation 0.504965 5 pixel count 16496 6 pupillary dilations 0.355031 7
	focus 0.811120 8 motion 0.139013 8 angle 0.169487 7 occlusions 0.291752 7 pigmentation 0.340391 3 pixel count 19003 8 pupillary dilations 0.281878 7
	focus 0.694205 6 motion 0.197807 7 angle 0.128760 8 occlusions 0.365380 6 pigmentation 0.323478 3 pixel count 21642 9 pupillary dilations 0.253907 8
	focus 0.801540 8 motion 0.052151 9 angle 0.108450 8 occlusions 0.328420 7 pigmentation 0.473172 4 pixel count 11760 4 pupillary dilations 0.400583 6
	focus 0.754701 7 motion 0.114816 8 angle 0.087235 9 occlusions 0.377006 6 pigmentation 0.468678 4 pixel count 10785 4 pupillary dilations 0.303164 7
	focus 0.962562 9 motion 0.089011 9 angle 0.254056 5 occlusions 0.353645 7 pigmentation 0.177571 1 pixel count 17722 7 pupillary dilations 0.309227 7
	focus 0.944678 9 motion 0.065317 9 angle 0.225425 6 occlusions 0.315969 7 pigmentation 0.181763 1 pixel count 9969 3 pupillary dilations 0.417989 6
	focus 0.937861 9 motion 0.140579 8 angle 0.076641 9 occlusions 0.211565 8 pigmentation 0.293900 2 pixel count 16439 6 pupillary dilations 0.229514 8
	focus 0.762248 7 motion 0.129352 8 angle 0.160387 7 occlusions 0.207112 8 pigmentation 0.247092 2 pixel count 17184 7 pupillary dilations 0.345988 7
	focus 0.819476 8 motion 0.161296 7 angle 0.208535 6 occlusions 0.290490 7 pigmentation 0.243570 2 pixel count 17353 7 pupillary dilations 0.353104 7
	focus 0.743021 7 motion 0.159241 7 angle 0.295244 5 occlusions 0.358177 7 pigmentation 0.243887 2 pixel count 14833 6 pupillary dilations 0.383226 6
	focus 0.940872 9 motion 0.079745 9 angle 0.113111 8 occlusions 0.414256 6 pigmentation 0.271122 2 pixel count 6666 2 pupillary dilations 0.280568 7
	focus 0.929668 9 motion 0.065939 9 angle 0.171208 7 occlusions 0.405707 6 pigmentation 0.308552 3 pixel count 8851 3 pupillary dilations 0.432091 6
	focus 0.902922 9 motion 0.096443 9 angle 0.136517 8 occlusions 0.313975 7 pigmentation 0.257853 2 pixel count 6698 2 pupillary dilations 0.401296 6
	focus 0.996309 9 motion 0.077340 9 angle 0.126057 8 occlusions 0.200843 8 pigmentation 0.248890 2 pixel count 15911 6 pupillary dilations 0.241122 8
	focus 0.739552 7 motion 0.168372 7 angle 0.299399 5 occlusions 0.363396 6 pigmentation 0.388517 3 pixel count 16518 6 pupillary dilations 0.341657 7
	focus 0.709871 7 motion 0.163094 7 angle 0.116768 8 occlusions 0.421176 6 pigmentation 0.213655 2 pixel count 20315 8 pupillary dilations 0.369609 6
	focus 0.665376 6 motion 0.224709 6 angle 0.188953 7 occlusions 0.334353 7 pigmentation 0.290372 2 pixel count 18571 7 pupillary dilations 0.210075 8
	focus 0.969875 9 motion 0.059890 9 angle 0.151527 7 occlusions 0.606967 4 pigmentation 0.350002 3 pixel count 9308 3 pupillary dilations 0.441425 6
	focus 0.860987 8 motion 0.080883 9 angle 0.192972 7 occlusions 0.432494 6 pigmentation 0.357672 3 pixel count 14984 6 pupillary dilations 0.291594 7
	focus 0.788651 7 motion 0.151434 7 angle 0.274495 5 occlusions 0.285113 7 pigmentation 0.297868 2 pixel count 11897 4 pupillary dilations 0.405042 6
	focus 0.947109 9 motion 0.102981 8 angle 0.234099 6 occlusions 0.453819 5 pigmentation 0.307145 3 pixel count 13595 5 pupillary dilations 0.278706 7
	focus 0.981815 9 motion 0.090877 9 angle 0.086122 9 occlusions 0.373488 6 pigmentation 0.265961 2 pixel count 17789 7 pupillary dilations 0.267568 8
	focus 0.864899 8 motion 0.090017 9 angle 0.122690 8 occlusions 0.308915 7 pigmentation 0.382531 3 pixel count 16875 7 pupillary dilations 0.191985 8
	focus 0.717339 7 motion 0.119547 8 angle 0.441569 2 occlusions 0.612303 4 pigmentation 0.306047 3 pixel count 15438 6 pupillary dilations 0.317419 7
	focus 0.641680 6 motion 0.182843 7 angle 0.081399 9 occlusions 0.476279 5 pigmentation 0.243165 2 pixel count 20933 9 pupillary dilations 0.268566 8
	focus 0.716717 7 motion 0.105311 8 angle 0.168620 7 occlusions 0.467831 5 pigmentation 0.348969 3 pixel count 19513 8 pupillary dilations 0.265647 8
	focus 0.992033 9 motion 0.052634 9 angle 0.086893 9 occlusions 0.744221 2 pigmentation 0.542284 5 pixel count 17851 7 pupillary dilations 0.444846 6
	focus 0.841774 8 motion 0.149153 8 angle 0.165073 7 occlusions 0.513099 5 pigmentation 0.666634 6 pixel count 15732 6 pupillary dilations 0.242829 8
	focus 0.966653 9 motion 0.108907 8 angle 0.256401 5 occlusions 0.539917 5 pigmentation 0.617112 6 pixel count 16768 7 pupillary dilations 0.320508 7
	focus 0.988187 9 motion 0.083459 9 angle 0.059522 9 occlusions 0.393202 6 pigmentation 0.646073 6 pixel count 20861 8 pupillary dilations 0.194076 8
	focus 0.785552 7 motion 0.132238 8 angle 0.218814 6 occlusions 0.377183 6 pigmentation 0.642825 6 pixel count 19812 8 pupillary dilations 0.370855 6
	focus 0.958951 9 motion 0.061309 9 angle 0.169231 7 occlusions 0.232469 8 pigmentation 0.625181 6 pixel count 19410 8 pupillary dilations 0.235538 8
	focus 0.826528 8 motion 0.141219 8 angle 0.199133 7 occlusions 0.515722 5 pigmentation 0.634388 6 pixel count 7427 2 pupillary dilations 0.369699 6
	focus 0.990631 9 motion 0.143983 8 angle 0.140888 8 occlusions 0.563466 4 pigmentation 0.559436 5 pixel count 10447 4 pupillary dilations 0.398273 6
	focus 0.831272 8 motion 0.108074 8 angle 0.208938 6 occlusions 0.398060 6 pigmentation 0.509423 5 pixel count 13757 5 pupillary dilations 0.312383 7
	focus 0.969595 9 motion 0.134994 8 angle 0.081927 9 occlusions 0.363024 6 pigmentation 0.506881 5 pixel count 13171 5 pupillary dilations 0.317778 7
	focus 0.865445 8 motion 0.170381 7 angle 0.190999 7 occlusions 0.334652 7 pigmentation 0.596865 5 pixel count 15716 6 pupillary dilations 0.389263 6
	focus 0.910563 9 motion 0.130548 8 angle 0.238940 6 occlusions 0.488111 5 pigmentation 0.509082 5 pixel count 15160 6 pupillary dilations 0.373829 6
	focus 0.928101 9 motion 0.072004 9 angle 0.276357 5 occlusions 0.401168 6 pigmentation 0.687537 6 pixel count 19888 8 pupillary dilations 0.444926 6
	focus 0.863771 8 motion 0.147885 8 angle 0.112035 8 occlusions 0.600851 4 pigmentation 0.528906 5 pixel count 22311 9 pupillary dilations 0.242563 8
	focus 0.806799 8 motion 0.062740 9 angle 0.261202 5 occlusions 0.420105 6 pigmentation 0.684439 6 pixel count 17423 7 pupillary dilations 0.340247 7
	focus 0.867533 8 motion 0.100336 8 angle 0.130109 8 occlusions 0.484809 5 pigmentation 0.691599 6 pixel count 8302 3 pupillary dilations 0.401620 6
	focus 0.942435 9 motion 0.123046 8 angle 0.088508 9 occlusions 0.569022 4 pigmentation 0.578474 5 pixel count 11390 4 pupillary dilations 0.183219 8
	focus 0.817587 8 motion 0.186088 7 angle 0.173674 7 occlusions 0.283745 7 pigmentation 0.634112 6 pixel count 13776 5 pupillary dilations 0.197257 8
	focus 0.973843 9 motion 0.062142 9 angle 0.295871 5 occlusions 0.294216 7 pigmentation 0.576550 5 pixel count 19196 8 pupillary dilations 0.205875 8
	focus 0.909111 9 motion 0.078810 9 angle 0.084168 9 occlusions 0.319193 7 pigmentation 0.542573 5 pixel count 20153 8 pupillary dilations 0.238286 8
	focus 0.967902 9 motion 0.081789 9 angle 0.197259 7 occlusions 0.198804 8 pigmentation 0.570928 5 pixel count 19296 8 pupillary dilations 0.190746 8
	focus 0.960730 9 motion 0.072507 9 angle 0.072936 9 occlusions 0.419575 6 pigmentation 0.577029 5 pixel count 21635 9 pupillary dilations 0.239581 8
	focus 0.841616 8 motion 0.142096 8 angle 0.291646 5 occlusions 0.203080 8 pigmentation 0.561346 5 pixel count 22123 9 pupillary dilations 0.228667 8
	focus 0.986994 9 motion 0.113239 8 angle 0.315904 4 occlusions 0.460729 5 pigmentation 0.593983 5 pixel count 20156 8 pupillary dilations 0.223152 8
	focus 0.863932 8 motion 0.127236 8 angle 0.082366 9 occlusions 0.408950 6 pigmentation 0.472105 4 pixel count 13597 5 pupillary dilations 0.269433 8
	focus 0.721868 7 motion 0.105290 8 angle 0.105485 8 occlusions 0.275723 7 pigmentation 0.540458 5 pixel count 11342 4 pupillary dilations 0.302923 7
	focus 0.976350 9 motion 0.081395 9 angle 0.138599 8 occlusions 0.443957 6 pigmentation 0.497274 4 pixel count 10803 4 pupillary dilations 0.282499 7
	focus 0.969627 9 motion 0.054691 9 angle 0.176270 7 occlusions 0.407731 6 pigmentation 0.486114 4 pixel count 13518 5 pupillary dilations 0.305411 7
	focus 0.767143 7 motion 0.187063 7 angle 0.126003 8 occlusions 0.301294 7 pigmentation 0.415000 4 pixel count 13731 5 pupillary dilations 0.293593 7
	focus 0.804445 8 motion 0.137747 8 angle 0.262139 5 occlusions 0.399816 6 pigmentation 0.468780 4 pixel count 13254 5 pupillary dilations 0.246271 8
	focus 0.939471 9 motion 0.134171 8 angle 0.085202 9 occlusions 0.309807 7 pigmentation 0.401958 4 pixel count 15295 6 pupillary dilations 0.218188 8
	focus 0.927027 9 motion 0.059853 9 angle 0.141086 8 occlusions 0.218693 8 pigmentation 0.488777 4 pixel count 15421 6 pupillary dilations 0.339220 7
	focus 0.739679 7 motion 0.190426 7 angle 0.287754 5 occlusions 0.483966 5 pigmentation 0.421602 4 pixel count 16260 6 pupillary dilations 0.355437 7
	focus 0.832757 8 motion 0.133563 8 angle 0.271932 5 occlusions 0.255015 8 pigmentation 0.676885 6 pixel count 19151 8 pupillary dilations 0.257578 8
	focus 0.998987 9 motion 0.125721 8 angle 0.144214 8 occlusions 0.322922 7 pigmentation 0.615475 6 pixel count 19220 8 pupillary dilations 0.216626 8
	focus 0.674871 6 motion 0.141279 8 angle 0.139498 8 occlusions 0.208667 8 pigmentation 0.653406 6 pixel count 21089 9 pupillary dilations 0.190054 8
	focus 0.813629 8 motion 0.183933 7 angle 0.274759 5 occlusions 0.197074 8 pigmentation 0.649501 6 pixel count 21210 9 pupillary dilations 0.184948 8
	focus 0.785071 7 motion 0.178028 7 angle 0.246480 6 occlusions 0.332700 7 pigmentation 0.658279 6 pixel count 20512 8 pupillary dilations 0.259111 8
	focus 0.998891 9 motion 0.050026 9 angle 0.093272 9 occlusions 0.415131 6 pigmentation 0.698995 6 pixel count 17808 7 pupillary dilations 0.223157 8
	focus 0.980135 9 motion 0.061392 9 angle 0.224905 6 occlusions 0.261077 8 pigmentation 0.657466 6 pixel count 20575 8 pupillary dilations 0.246478 8
	focus 0.958599 9 motion 0.062337 9 angle 0.283321 5 occlusions 0.277513 7 pigmentation 0.662596 6 pixel count 20188 8 pupillary dilations 0.245678 8
	focus 0.789075 7 motion 0.099115 9 angle 0.088451 9 occlusions 0.232330 8 pigmentation 0.692831 6 pixel count 22118 9 pupillary dilations 0.181528 8
	focus 0.712086 7 motion 0.193136 7 angle 0.274215 5 occlusions 0.526037 5 pigmentation 0.620941 6 pixel count 19960 8 pupillary dilations 0.236690 8
	focus 0.803199 8 motion 0.130736 8 angle 0.368121 3 occlusions 0.454458 5 pigmentation 0.648957 6 pixel count 8704 3 pupillary dilations 0.281078 7
	focus 0.920549 9 motion 0.057326 9 angle 0.059454 9 occlusions 0.453839 5 pigmentation 0.563520 5 pixel count 13092 5 pupillary dilations 0.228474 8
	focus 0.969516 9 motion 0.124956 8 angle 0.126790 8 occlusions 0.310066 7 pigmentation 0.512393 5 pixel count 13530 5 pupillary dilations 0.346770 7
	focus 0.887393 8 motion 0.063515 9 angle 0.210423 6 occlusions 0.410848 6 pigmentation 0.564031 5 pixel count 13376 5 pupillary dilations 0.198538 8
	focus 0.894793 8 motion 0.104104 8 angle 0.155285 7 occlusions 0.192784 8 pigmentation 0.616646 6 pixel count 18004 7 pupillary dilations 0.231634 8
	focus 0.905208 9 motion 0.096560 9 angle 0.236433 6 occlusions 0.426406 6 pigmentation 0.606340 6 pixel count 18507 7 pupillary dilations 0.354096 7
	focus 0.998440 9 motion 0.092947 9 angle 0.089278 9 occlusions 0.316204 7 pigmentation 0.617760 6 pixel count 15437 6 pupillary dilations 0.282054 7
	focus 0.803089 8 motion 0.146957 8 angle 0.115065 8 occlusions 0.206598 8 pigmentation 0.333294 3 pixel count 17681 7 pupillary dilations 0.328338 7
	focus 0.802523 8 motion 0.192110 7 angle 0.127952 8 occlusions 0.256869 8 pigmentation 0.334788 3 pixel count 17637 7 pupillary dilations 0.364882 6
	focus 0.717711 7 motion 0.233140 6 angle 0.066541 9 occlusions 0.260864 8 pigmentation 0.311816 3 pixel count 20876 8 pupillary dilations 0.228598 8
	focus 0.681472 6 motion 0.195290 7 angle 0.156349 7 occlusions 0.352204 7 pigmentation 0.363236 3 pixel count 19005 8 pupillary dilations 0.205065 8
	focus 0.854688 8 motion 0.147875 8 angle 0.148244 8 occlusions 0.374185 6 pigmentation 0.397059 3 pixel count 12410 4 pupillary dilations 0.313684 7
	focus 0.980028 9 motion 0.057094 9 angle 0.121088 8 occlusions 0.442416 6 pigmentation 0.379221 3 pixel count 12415 4 pupillary dilations 0.329017 7
	focus 0.803571 8 motion 0.092456 9 angle 0.196700 7 occlusions 0.421086 6 pigmentation 0.375774 3 pixel count 11961 4 pupillary dilations 0.215300 8
	focus 0.965548 9 motion 0.058559 9 angle 0.185302 7 occlusions 0.362865 6 pigmentation 0.327692 3 pixel count 10497 4 pupillary dilations 0.278742 7
	focus 0.882346 8 motion 0.084741 9 angle 0.115855 8 occlusions 0.355520 7 pigmentation 0.303445 3 pixel count 13421 5 pupillary dilations 0.214340 8
	focus 0.876552 8 motion 0.089760 9 angle 0.159344 7 occlusions 0.314079 7 pigmentation 0.444559 4 pixel count 15957 6 pupillary dilations 0.333843 7
	focus 0.875469 8 motion 0.063801 9 angle 0.183985 7 occlusions 0.328959 7 pigmentation 0.316261 3 pixel count 16950 7 pupillary dilations 0.224853 8
	focus 0.895974 8 motion 0.067019 9 angle 0.179263 7 occlusions 0.380143 6 pigmentation 0.375127 3 pixel count 8836 3 pupillary dilations 0.225536 8
	focus 0.969908 9 motion 0.094545 9 angle 0.147965 8 occlusions 0.409249 6 pigmentation 0.313862 3 pixel count 8614 3 pupillary dilations 0.293176 7
	focus 0.884072 8 motion 0.112714 8 angle 0.190714 7 occlusions 0.381917 6 pigmentation 0.492926 4 pixel count 15335 6 pupillary dilations 0.197694 8
	focus 0.925108 9 motion 0.080802 9 angle 0.123664 8 occlusions 0.481649 5 pigmentation 0.383083 3 pixel count 17929 7 pupillary dilations 0.319475 7
	focus 0.891719 8 motion 0.064292 9 angle 0.237860 6 occlusions 0.427836 6 pigmentation 0.138045 1 pixel count 19992 8 pupillary dilations 0.276827 7
	focus 0.805395 8 motion 0.126540 8 angle 0.338958 4 occlusions 0.624061 4 pigmentation 0.212991 2 pixel count 17895 7 pupillary dilations 0.402245 6
	focus 0.701190 7 motion 0.116856 8 angle 0.258109 5 occlusions 0.341486 7 pigmentation 0.231122 2 pixel count 22010 9 pupillary dilations 0.194908 8
	focus 0.960198 9 motion 0.113149 8 angle 0.232704 6 occlusions 0.692029 3 pigmentation 0.374815 3 pixel count 19746 8 pupillary dilations 0.277544 7
	focus 0.722898 7 motion 0.095667 9 angle 0.207619 6 occlusions 0.434324 6 pigmentation 0.253834 2 pixel count 12492 4 pupillary dilations 0.367036 6
	focus 0.944268 9 motion 0.055333 9 angle 0.148095 8 occlusions 0.450417 5 pigmentation 0.277491 2 pixel count 12116 4 pupillary dilations 0.438183 6
	focus 0.808444 8 motion 0.169989 7 angle 0.262994 5 occlusions 0.522006 5 pigmentation 0.243141 2 pixel count 12312 4 pupillary dilations 0.286366 7
	focus 0.826380 8 motion 0.057277 9 angle 0.206803 6 occlusions 0.348236 7 pigmentation 0.357970 3 pixel count 22055 9 pupillary dilations 0.193046 8
	focus 0.985303 9 motion 0.081103 9 angle 0.217548 6 occlusions 0.316192 7 pigmentation 0.240181 2 pixel count 21060 9 pupillary dilations 0.201592 8
	focus 2.096489 motion 15.078807 occlusions 1.929118
	focus 0.712332 7 motion 0.059195 9 angle 0.161998 7 occlusions 0.307554 7 pigmentation 0.304965 3 pixel count 14396 5 pupillary dilations 0.355031 7
	focus 0.849086 8 motion 0.074463 9 angle 0.216886 6 occlusions 0.351005 7 pigmentation 0.236925 2 pixel count 19034 8 pupillary dilations 0.340223 7
	focus 0.738974 7 motion 0.112085 8 angle 0.120196 8 occlusions 0.278681 7 pigmentation 0.213197 2 pixel count 12378 4 pupillary dilations 0.446052 6
	focus 0.857521 8 motion 0.052989 9 angle 0.261739 5 occlusions 0.661784 3 pigmentation 0.282119 2 pixel count 10432 4 pupillary dilations 0.363872 6
	focus 0.716899 7 motion 0.082456 9 angle 0.186586 7 occlusions 0.328297 7 pigmentation 0.345092 3 pixel count 19949 8 pupillary dilations 0.386669 6
	focus 0.974469 9 motion 0.059448 9 angle 0.134339 8 occlusions 0.286516 7 pigmentation 0.436848 4 pixel count 13814 5 pupillary dilations 0.340220 7
	focus 0.808113 8 motion 0.096469 9 angle 0.088786 9 occlusions 0.313811 7 pigmentation 0.343586 3 pixel count 21838 9 pupillary dilations 0.297571 7
	focus 0.850851 8 motion 0.075539 9 angle 0.390881 3 occlusions 0.341535 7 pigmentation 0.364432 3 pixel count 19595 8 pupillary dilations 0.343042 7
	focus 0.853283 8 motion 0.117536 8 angle 0.296950 5 occlusions 0.348835 7 pigmentation 0.355016 3 pixel count 20107 8 pupillary dilations 0.322834 7
	focus 0.620774 6 motion 0.165062 7 angle 0.123546 8 occlusions 0.290744 7 pigmentation 0.384431 3 pixel count 21309 9 pupillary dilations 0.200333 8
	focus 0.717071 7 motion 0.111383 8 angle 0.221785 6 occlusions 0.657999 3 pigmentation 0.392338 3 pixel count 19703 8 pupillary dilations 0.286633 7
	focus 0.890488 8 motion 0.148987 8 angle 0.171943 7 occlusions 0.280001 7 pigmentation 0.325806 3 pixel count 19658 8 pupillary dilations 0.233541 8
	focus 0.826221 8 motion 0.130142 8 angle 0.235561 6 occlusions 0.289957 7 pigmentation 0.311742 3 pixel count 8923 3 pupillary dilations 0.298690 7
	focus 0.842417 8 motion 0.075393 9 angle 0.154276 7 occlusions 0.383623 6 pigmentation 0.380101 3 pixel count 10461 4 pupillary dilations 0.263597 8
	focus 0.973033 9 motion 0.074430 9 angle 0.078926 9 occlusions 0.291356 7 pigmentation 0.345885 3 pixel count 14522 5 pupillary dilations 0.319213 7
	focus 0.652114 6 motion 0.161580 7 angle 0.224445 6 occlusions 0.326165 7 pigmentation 0.367914 3 pixel count 15431 6 pupillary dilations 0.303069 7
	focus 0.798798 7 motion 0.101887 8 angle 0.244258 6 occlusions 0.442196 6 pigmentation 0.379618 3 pixel count 16907 7 pupillary dilations 0.293568 7
	focus 0.933536 9 motion 0.083986 9 angle 0.156828 7 occlusions 0.334910 7 pigmentation 0.410676 4 pixel count 18073 7 pupillary dilations 0.314476 7
	focus 0.777905 7 motion 0.135752 8 angle 0.295186 5 occlusions 0.350183 7 pigmentation 0.333416 3 pixel count 20267 8 pupillary dilations 0.197803 8
	focus 0.703054 7 motion 0.087204 9 angle 0.375001 3 occlusions 0.403193 6 pigmentation 0.390472 3 pixel count 17981 7 pupillary dilations 0.415590 6
	focus 0.985944 9 motion 0.090274 9 angle 0.328836 4 occlusions 0.196463 8 pigmentation 0.423993 4 pixel count 22762 9 pupillary dilations 0.272581 7
	focus 0.848990 8 motion 0.058396 9 angle 0.248934 6 occlusions 0.514143 5 pigmentation 0.350047 3 pixel count 19789 8 pupillary dilations 0.185366 8
	focus 0.868197 8 motion 0.052122 9 angle 0.053572 9 occlusions 0.316948 7 pigmentation 0.409673 4 pixel count 22618 9 pupillary dilations 0.253579 8
	focus 0.872244 8 motion 0.057493 9 angle 0.282980 5 occlusions 0.226674 8 pigmentation 0.497297 4 pixel count 22263 9 pupillary dilations 0.252030 8
	focus 0.845380 8 motion 0.071620 9 angle 0.141266 8 occlusions 0.367512 6 pigmentation 0.413317 4 pixel count 10764 4 pupillary dilations 0.215184 8
	focus 0.883138 8 motion 0.090168 9 angle 0.103024 8 occlusions 0.395933 6 pigmentation 0.452688 4 pixel count 11275 4 pupillary dilations 0.329117 7
	focus 0.862797 8 motion 0.064599 9 angle 0.071583 9 occlusions 0.271394 7 pigmentation 0.498406 4 pixel count 12851 5 pupillary dilations 0.279559 7
	focus 0.837241 8 motion 0.109906 8 angle 0.124484 8 occlusions 0.300554 7 pigmentation 0.495163 4 pixel count 16533 6 pupillary dilations 0.274741 7
	focus 0.873786 8 motion 0.113456 8 angle 0.371142 3 occlusions 0.499308 5 pigmentation 0.494274 4 pixel count 19677 8 pupillary dilations 0.358475 7
	focus 0.830145 8 motion 0.085055 9 angle 0.083317 9 occlusions 0.498521 5 pigmentation 0.369811 3 pixel count 20200 8 pupillary dilations 0.196032 8
	focus 0.712801 7 motion 0.199954 7 angle 0.258556 5 occlusions 0.272934 7 pigmentation 0.356120 3 pixel count 20652 8 pupillary dilations 0.330226 7
	focus 0.819043 8 motion 0.068446 9 angle 0.323036 4 occlusions 0.268347 8 pigmentation 0.215640 2 pixel count 20597 8 pupillary dilations 0.328029 7
	focus 0.537627 5 motion 0.159546 7 angle 0.071413 9 occlusions 0.223382 8 pigmentation 0.212061 2 pixel count 22138 9 pupillary dilations 0.290357 7
	focus 0.838462 8 motion 0.179149 7 angle 0.362590 3 occlusions 0.206140 8 pigmentation 0.361709 3 pixel count 19357 8 pupillary dilations 0.344194 7
	focus 0.898266 8 motion 0.086512 9 angle 0.267194 5 occlusions 0.322566 7 pigmentation 0.310777 3 pixel count 16503 6 pupillary dilations 0.439169 6
	focus 0.881776 8 motion 0.063036 9 angle 0.079718 9 occlusions 0.272026 7 pigmentation 0.342526 3 pixel count 15257 6 pupillary dilations 0.284534 7
	focus 0.617877 6 motion 0.121144 8 angle 0.104711 8 occlusions 0.323867 7 pigmentation 0.347092 3 pixel count 20261 8 pupillary dilations 0.332990 7
	focus 0.863853 8 motion 0.051680 9 angle 0.253440 5 occlusions 0.298764 7 pigmentation 0.253086 2 pixel count 20174 8 pupillary dilations 0.396686 6
	focus 0.781998 7 motion 0.135918 8 angle 0.248432 6 occlusions 0.587820 4 pigmentation 0.332515 3 pixel count 12722 5 pupillary dilations 0.414986 6
	focus 0.777880 7 motion 0.171173 7 angle 0.104541 8 occlusions pigmentation 0.315366 3 pixel count 13090 5 pupillary dilations 0.309608 7
	focus 0.852714 8 motion 0.122871 8 angle 0.193769 7 occlusions 0.406625 6 pigmentation 0.394362 3 pixel count 15939 6 pupillary dilations 0.446192 6
	focus 0.824071 8 motion 0.133806 8 angle 0.064453 9 occlusions 0.420463 6 pigmentation 0.469514 4 pixel count 14743 6 pupillary dilations 0.292931 7
	focus 0.822404 8 motion 0.183392 7 angle 0.242220 6 occlusions 0.301002 7 pigmentation 0.278052 2 pixel count 18118 7 pupillary dilations 0.180604 8
	focus 0.960217 9 motion 0.069339 9 angle 0.245800 6 occlusions 0.180104 8 pigmentation 0.346245 3 pixel count 19691 8 pupillary dilations 0.221482 8
	focus 0.777016 7 motion 0.116124 8 angle 0.139237 8 occlusions 0.312422 7 pigmentation 0.303576 3 pixel count 19169 8 pupillary dilations 0.244958 8
	focus 0.947349 9 motion 0.107636 8 angle 0.267056 5 occlusions 0.234665 8 pigmentation 0.219175 2 pixel count 22451 9 pupillary dilations 0.201856 8
	focus 0.991742 9 motion 0.063453 9 angle 0.288275 5 occlusions 0.466980 5 pigmentation 0.328750 3 pixel count 18991 8 pupillary dilations 0.231859 8
	focus 0.868336 8 motion 0.127330 8 angle 0.321286 4 occlusions 0.508000 5 pigmentation 0.364762 3 pixel count 11826 4 pupillary dilations 0.417221 6
	focus 0.894517 8 motion 0.060447 9 angle 0.085464 9 occlusions 0.381261 6 pigmentation 0.311940 3 pixel count 13775 5 pupillary dilations 0.310512 7
	focus 0.945873 9 motion 0.083097 9 angle 0.188514 7 occlusions 0.211520 8 pigmentation 0.366201 3 pixel count 13374 5 pupillary dilations 0.255774 8
	focus 0.783292 7 motion 0.112822 8 angle 0.280673 5 occlusions 0.502402 5 pigmentation 0.354074 3 pixel count 16427 6 pupillary dilations 0.293830 7
	focus 0.831807 8 motion 0.055961 9 angle 0.096991 9 occlusions 0.418100 6 pigmentation 0.247946 2 pixel count 9643 3 pupillary dilations 0.409024 6
	focus 0.864731 8 motion 0.127194 8 angle 0.286052 5 occlusions 0.317025 7 pigmentation 0.299370 2 pixel count 19259 8 pupillary dilations 0.279522 7
	focus 0.710970 7 motion 0.053180 9 angle 0.220229 6 occlusions 0.310354 7 pigmentation 0.336582 3 pixel count 22503 9 pupillary dilations 0.236511 8
	focus 0.877198 8 motion 0.096643 9 angle 0.148637 8 occlusions 0.287283 7 pigmentation 0.313887 3 pixel count 13962 5 pupillary dilations 0.278444 7
	focus 0.752540 7 motion 0.126517 8 angle 0.293057 5 occlusions 0.313637 7 pigmentation 0.239346 2 pixel count 13910 5 pupillary dilations 0.426713 6
	focus 0.752005 7 motion 0.167386 7 angle 0.157500 7 occlusions 0.412748 6 pigmentation 0.326215 3 pixel count 12593 5 pupillary dilations 0.247944 8
	focus 0.824279 8 motion 0.072120 9 angle 0.084390 9 occlusions 0.392331 6 pigmentation 0.373634 3 pixel count 15429 6 pupillary dilations 0.331507 7
	focus 0.970405 9 motion 0.122115 8 angle 0.050979 9 occlusions 0.389777 6 pigmentation 0.342431 3 pixel count 17268 7 pupillary dilations 0.287735 7
	focus 0.782172 7 motion 0.171496 7 angle 0.094389 9 occlusions 0.485206 5 pigmentation 0.376911 3 pixel count 17533 7 pupillary dilations 0.342766 7
	focus 0.775508 7 motion 0.068870 9 angle 0.110801 8 occlusions 0.431137 6 pigmentation 0.394930 3 pixel count 19488 8 pupillary dilations 0.330414 7
	focus 0.843864 8 motion 0.091675 9 angle 0.188443 7 occlusions 0.375053 6 pigmentation 0.386198 3 pixel count 20879 8 pupillary dilations 0.226298 8
	focus 0.688428 6 motion 0.129401 8 angle 0.107738 8 occlusions 0.467988 5 pigmentation 0.340695 3 pixel count 20372 8 pupillary dilations 0.254303 8
	focus 0.778996 7 motion 0.115926 8 angle 0.376703 3 occlusions 0.458096 5 pigmentation 0.311171 3 pixel count 19086 8 pupillary dilations 0.241079 8
	focus 0.849518 8 motion 0.059486 9 angle 0.124750 8 occlusions 0.373285 6 pigmentation 0.305497 3 pixel count 10086 3 pupillary dilations 0.230450 8
	focus 0.892961 8 motion 0.134833 8 angle 0.279140 5 occlusions 0.433386 6 pigmentation 0.387901 3 pixel count 12477 4 pupillary dilations 0.360047 6
	focus 0.886544 8 motion 0.130628 8 angle 0.249498 6 occlusions 0.407491 6 pigmentation 0.447952 4 pixel count 14183 5 pupillary dilations 0.200506 8
	focus 0.749809 7 motion 0.195043 7 angle 0.078733 9 occlusions 0.526066 5 pigmentation 0.373864 3 pixel count 9531 3 pupillary dilations 0.292206 7
	focus 0.666642 6 motion 0.154174 7 angle 0.081298 9 occlusions 0.509485 5 pigmentation 0.372975 3 pixel count 18571 7 pupillary dilations 0.268407 8
	focus 0.776903 7 motion 0.179072 7 angle 0.246416 6 occlusions 0.322208 7 pigmentation 0.401698 4 pixel count 14854 6 pupillary dilations 0.347644 7
	focus 0.948430 9 motion 0.092243 9 angle 0.210470 6 occlusions 0.409706 6 pigmentation 0.362988 3 pixel count 16767 7 pupillary dilations 0.235324 8
	focus 0.836241 8 motion 0.052477 9 angle 0.174478 7 occlusions 0.557326 4 pigmentation 0.312308 3 pixel count 17132 7 pupillary dilations 0.283186 7
	focus 0.718907 7 motion 0.152133 7 angle 0.131760 8 occlusions 0.295368 7 pigmentation 0.353860 3 pixel count 20260 8 pupillary dilations 0.224920 8
	focus 0.953580 9 motion 0.072259 9 angle 0.306197 4 occlusions 0.314132 7 pigmentation 0.385300 3 pixel count 20635 8 pupillary dilations 0.204326 8
	focus 0.820846 8 motion 0.178249 7 angle 0.232016 6 occlusions 0.397533 6 pigmentation 0.320598 3 pixel count 12391 4 pupillary dilations 0.457386 5
	focus 0.810571 8 motion 0.057102 9 angle 0.108323 8 occlusions 0.415886 6 pigmentation 0.457371 4 pixel count 10509 4 pupillary dilations 0.263808 8
	focus 0.772866 7 motion 0.186892 7 angle 0.103170 8 occlusions 0.347440 7 pigmentation 0.393441 3 pixel count 14567 5 pupillary dilations 0.347304 7
	focus 0.778556 7 motion 0.125669 8 angle 0.058880 9 occlusions 0.305873 7 pigmentation 0.313393 3 pixel count 10465 4 pupillary dilations 0.354523 7
	focus 0.830131 8 motion 0.164777 7 angle 0.116647 8 occlusions 0.312036 7 pigmentation 0.364820 3 pixel count 12553 5 pupillary dilations 0.255799 8
	focus 0.955903 9 motion 0.092705 9 angle 0.167394 7 occlusions 0.310142 7 pigmentation 0.405424 4 pixel count 14972 6 pupillary dilations 0.329653 7
	focus 0.833083 8 motion 0.094924 9 angle 0.105908 8 occlusions 0.538958 5 pigmentation 0.353998 3 pixel count 16085 6 pupillary dilations 0.359954 7
	focus 0.828785 8 motion 0.120726 8 angle 0.123242 8 occlusions 0.338756 7 pigmentation 0.281820 2 pixel count 16910 7 pupillary dilations 0.286031 7
	focus 0.835963 8 motion 0.052835 9 angle 0.076094 9 occlusions 0.300226 7 pigmentation 0.417567 4 pixel count 17139 7 pupillary dilations 0.261464 8
	focus 0.867539 8 motion 0.073423 9 angle 0.345607 4 occlusions 0.279361 7 pigmentation 0.674555 6 pixel count 16146 6 pupillary dilations 0.320568 7
	focus 0.918419 9 motion 0.079861 9 angle 0.164997 7 occlusions 0.192071 8 pigmentation 0.321260 3 pixel count 18579 7 pupillary dilations 0.276431 7
	focus 0.724249 7 motion 0.102688 8 angle 0.272086 5 occlusions 0.271195 7 pigmentation 0.389719 3 pixel count 19213 8 pupillary dilations 0.278403 7
	focus 0.630737 6 motion 0.122803 8 angle 0.255083 5 occlusions 0.359585 7 pigmentation 0.333209 3 pixel count 21524 9 pupillary dilations 0.185584 8
	focus 0.929824 9 motion 0.102318 8 angle 0.125271 8 occlusions 0.338528 7 pigmentation 0.363107 3 pixel count 14789 6 pupillary dilations 0.277278 7
	focus 0.777724 7 motion 0.145257 8 angle 0.126689 8 occlusions 0.279824 7 pigmentation 0.482581 4 pixel count 15310 6 pupillary dilations 0.296458 7
	focus 0.874631 8 motion 0.050517 9 angle 0.152422 7 occlusions 0.330112 7 pigmentation 0.360347 3 pixel count 17805 7 pupillary dilations 0.425674 6
	focus 0.770725 7 motion 0.139069 8 angle 0.264399 5 occlusions 0.242328 8 pigmentation 0.255667 2 pixel count 19633 8 pupillary dilations 0.185543 8
	focus 0.978018 9 motion 0.066879 9 angle 0.080393 9 occlusions 0.336713 7 pigmentation 0.610481 6 pixel count 19069 8 pupillary dilations 0.229459 8
	focus 0.948523 9 motion 0.094524 9 angle 0.189948 7 occlusions 0.246091 8 pigmentation 0.605133 6 pixel count 18953 8 pupillary dilations 0.187967 8
	focus 0.979835 9 motion 0.097150 9 angle 0.084186 9 occlusions 0.281887 7 pigmentation 0.672272 6 pixel count 21132 9 pupillary dilations 0.190574 8
	focus 0.964072 9 motion 0.066441 9 angle 0.182691 7 occlusions 0.247422 8 pigmentation 0.658319 6 pixel count 20354 8 pupillary dilations 0.201134 8
	focus 0.973496 9 motion 0.098530 9 angle 0.093347 9 occlusions 0.277761 7 pigmentation 0.636644 6 pixel count 17475 7 pupillary dilations 0.241653 8
	focus 0.959794 9 motion 0.089468 9 angle 0.118383 8 occlusions 0.198543 8 pigmentation 0.608667 6 pixel count 18321 7 pupillary dilations 0.288511 7
	focus 0.838827 8 motion 0.077589 9 angle 0.111448 8 occlusions 0.327775 7 pigmentation 0.448448 4 pixel count 14919 6 pupillary dilations 0.340374 7
	focus 0.810061 8 motion 0.114703 8 angle 0.061869 9 occlusions 0.317779 7 pigmentation 0.409150 4 pixel count 19651 8 pupillary dilations 0.279436 7
	focus 0.911228 9 motion 0.089221 9 angle 0.264579 5 occlusions 0.324318 7 pigmentation 0.496442 4 pixel count 19708 8 pupillary dilations 0.332528 7
	focus 0.775810 7 motion 0.121632 8 angle 0.082775 9 occlusions 0.279878 7 pigmentation 0.493376 4 pixel count 21294 9 pupillary dilations 0.203956 8
	focus 0.779783 7 motion 0.074380 9 angle 0.188448 7 occlusions 0.305641 7 pigmentation 0.427294 4 pixel count 18878 8 pupillary dilations 0.330597 7
	focus 0.942956 9 motion 0.072587 9 angle 0.130493 8 occlusions 0.275346 7 pigmentation 0.431581 4 pixel count 14123 5 pupillary dilations 0.332679 7
	focus 0.912533 9 motion 0.106508 8 angle 0.104618 8 occlusions 0.360704 6 pigmentation 0.442311 4 pixel count 13877 5 pupillary dilations 0.515063 5
	focus 0.853121 8 motion 0.105441 8 angle 0.131588 8 occlusions 0.281385 7 pigmentation 0.413430 4 pixel count 14807 6 pupillary dilations 0.282782 7
	focus 0.816825 8 motion 0.109812 8 angle 0.065874 9 occlusions 0.298479 7 pigmentation 0.421756 4 pixel count 17227 7 pupillary dilations 0.350363 7
	focus 0.870322 8 motion 0.077787 9 angle 0.209222 6 occlusions 0.379083 6 pigmentation 0.407735 4 pixel count 16519 6 pupillary dilations 0.423604 6
	focus 0.855779 8 motion 0.065671 9 angle 0.258310 5 occlusions 0.416025 6 pigmentation 0.398793 3 pixel count 17058 7 pupillary dilations 0.203201 8
	focus 0.839680 8 motion 0.103700 8 angle 0.084205 9 occlusions 0.486215 5 pigmentation 0.398284 3 pixel count 15445 6 pupillary dilations 0.325860 7
	focus 0.715437 7 motion 0.069067 9 angle 0.108057 8 occlusions 0.428230 6 pigmentation 0.387111 3 pixel count 17437 7 pupillary dilations 0.241698 8
	focus 0.929415 9 motion 0.076531 9 angle 0.291621 5 occlusions 0.503774 5 pigmentation 0.333531 3 pixel count 15228 6 pupillary dilations 0.310733 7
	focus 0.942265 9 motion 0.067980 9 angle 0.077916 9 occlusions 0.426829 6 pigmentation 0.342433 3 pixel count 13402 5 pupillary dilations 0.281239 7
	focus 0.902443 9 motion 0.064509 9 angle 0.165876 7 occlusions 0.328832 7 pigmentation 0.295694 2 pixel count 20765 8 pupillary dilations 0.221210 8
	focus 0.824048 8 motion 0.088195 9 angle 0.137966 8 occlusions 0.606658 4 pigmentation 0.374369 3 pixel count 12722 5 pupillary dilations 0.421340 6
	focus 0.846326 8 motion 0.110608 8 angle 0.054926 9 occlusions 0.434122 6 pigmentation 0.217501 2 pixel count 17043 7 pupillary dilations 0.329939 7
	focus 0.589439 5 motion 0.175828 7 angle 0.135135 8 occlusions 0.733823 2 pigmentation 0.295346 2 pixel count 17836 7 pupillary dilations 0.511176 5
	focus 0.803656 8 motion 0.090460 9 angle 0.187431 7 occlusions 0.730817 2 pigmentation 0.352505 3 pixel count 17384 7 pupillary dilations 0.499180 5
	focus 0.639888 6 motion 0.170755 7 angle 0.059037 9 occlusions 0.292985 7 pigmentation 0.302054 3 pixel count 18640 7 pupillary dilations 0.328833 7
	focus 0.793261 7 motion 0.108176 8 angle 0.246055 6 occlusions 0.431519 6 pigmentation 0.357739 3 pixel count 13424 5 pupillary dilations 0.293185 7
	focus 0.875195 8 motion 0.161433 7 angle 0.203209 6 occlusions 0.339060 7 pigmentation 0.267120 2 pixel count 18202 7 pupillary dilations 0.417785 6
	focus 0.641905 6 motion 0.119538 8 angle 0.090807 9 occlusions 0.298569 7 pigmentation 0.281454 2 pixel count 22557 9 pupillary dilations 0.256704 8
	focus 0.750564 7 motion 0.131783 8 angle 0.397545 3 occlusions 0.309957 7 pigmentation 0.206002 2 pixel count 20620 8 pupillary dilations 0.326807 7
	focus 0.635507 6 motion 0.149850 8 angle 0.211209 6 occlusions 0.418721 6 pigmentation 0.260499 2 pixel count 19613 8 pupillary dilations 0.282797 7
	focus 0.902513 9 motion 0.121056 8 angle 0.309205 4 occlusions 0.515320 5 pigmentation 0.237036 2 pixel count 18467 7 pupillary dilations 0.426081 6
	focus 0.557103 5 motion 0.158843 7 angle 0.147869 8 occlusions 0.473879 5 pigmentation 0.392458 3 pixel count 17170 7 pupillary dilations 0.393621 6