How does voter turnout vary with income?
(Click for a larger version)
The graph above shows one point (a “+”) for 414 zip-codes in Washington State having greater than 1000 population in 2010. The X axis value for each point represents the median income; the Y axis value for each point represents the voter turnout (defined as the the number of residents who voted between 2012 and 2014 divided by the population in 2010). Median income and population data per zip-code were sourced here”. Voter data come from here. Points were omitted for zip-codes with population under 1000.
The graph should be regarded as approximate only, since the voting data came from a different source (the Secretary of State of Washington) than the population and income data (the University of Michigan), and since in data of this form there are always anomalies, errors, and special cases. For example, several military bases have high populations but low voter turnout; presumably, the residents vote in another state.
Another problem is that the population includes people under 18 years old, so in zipcodes with many children, for example, the turnout will appear lower. I plan to redo this analysis accounting for that problem.
Can anyone say why in Cle Elum more people voted than the population?
And why was turnout so high in Yacolt, Lopez Island, and Port Ludlow?
In general, wealthier zip-codes vote more. Some extreme zip-codes are labeled.
But some zip-codes with moderate income have high turnout. What characteristics explain that and can we use that information to increase turnout?
See Graph showing the extent to which young people don’t vote for similar analysis.
Here’s the raw joined data:
+---------+--------+------------+----------+---------------------+ | zipcode | median | population | # voters | # voters/population | +---------+--------+------------+----------+---------------------+ | 98001 | 73052 | 31911 | 13911 | 0.4359 | | 98002 | 40586 | 31647 | 10113 | 0.3196 | | 98003 | 52410 | 44151 | 14428 | 0.3268 | | 98004 | 99669 | 27946 | 15075 | 0.5394 | | 98005 | 72812 | 17714 | 8225 | 0.4643 | | 98006 | 104825 | 36364 | 19926 | 0.5480 | | 98007 | 69589 | 24889 | 7265 | 0.2919 | | 98008 | 89013 | 24411 | 12124 | 0.4967 | | 98010 | 87030 | 5025 | 2858 | 0.5688 | | 98011 | 68584 | 29212 | 11658 | 0.3991 | | 98012 | 87772 | 51136 | 26217 | 0.5127 | | 98014 | 89478 | 6765 | 3923 | 0.5799 | | 98019 | 99893 | 10725 | 6044 | 0.5635 | | 98020 | 74324 | 18304 | 12807 | 0.6997 | | 98021 | 85127 | 26722 | 13902 | 0.5202 | | 98022 | 68314 | 20987 | 10981 | 0.5232 | | 98023 | 66228 | 47510 | 19457 | 0.4095 | | 98024 | 96642 | 5650 | 2927 | 0.5181 | | 98026 | 75933 | 35921 | 19882 | 0.5535 | | 98027 | 94297 | 26141 | 15057 | 0.5760 | | 98028 | 86310 | 20419 | 11487 | 0.5626 | | 98029 | 99662 | 24348 | 11918 | 0.4895 | | 98030 | 56657 | 33769 | 10927 | 0.3236 | | 98031 | 65442 | 36581 | 14943 | 0.4085 | | 98032 | 51834 | 33853 | 10095 | 0.2982 | | 98033 | 96609 | 34338 | 19508 | 0.5681 | | 98034 | 78393 | 40407 | 23304 | 0.5767 | | 98036 | 65884 | 36000 | 16218 | 0.4505 | | 98037 | 60621 | 26889 | 11134 | 0.4141 | | 98038 | 94082 | 31171 | 17706 | 0.5680 | | 98039 | 174729 | 2971 | 1922 | 0.6469 | Medina, WA 98839 | 98040 | 128906 | 22699 | 15236 | 0.6712 | Mercer Island, WA 98040 | 98042 | 82732 | 43673 | 21790 | 0.4989 | | 98043 | 54921 | 19943 | 9097 | 0.4562 | | 98045 | 85740 | 13888 | 7861 | 0.5660 | | 98047 | 50949 | 6339 | 2041 | 0.3220 | | 98051 | 79974 | 3270 | 1926 | 0.5890 | | 98052 | 93173 | 58442 | 24738 | 0.4233 | | 98053 | 114287 | 18784 | 11067 | 0.5892 | | 98055 | 63946 | 21904 | 8479 | 0.3871 | | 98056 | 64105 | 32489 | 13477 | 0.4148 | | 98057 | 46919 | 10613 | 4213 | 0.3970 | | 98058 | 81492 | 41938 | 19608 | 0.4675 | | 98059 | 84573 | 34463 | 17313 | 0.5024 | | 98065 | 108108 | 12699 | 7035 | 0.5540 | | 98070 | 79055 | 10624 | 7249 | 0.6823 | | 98072 | 98841 | 22312 | 12839 | 0.5754 | | 98074 | 134159 | 25748 | 13228 | 0.5137 | | 98075 | 132144 | 20715 | 11294 | 0.5452 | | 98077 | 120738 | 13585 | 8246 | 0.6070 | | 98087 | 57839 | 29976 | 11106 | 0.3705 | | 98092 | 77882 | 39816 | 18105 | 0.4547 | | 98101 | 37606 | 10238 | 5936 | 0.5798 | | 98102 | 57724 | 20756 | 13875 | 0.6685 | | 98103 | 69942 | 45911 | 28948 | 0.6305 | | 98104 | 23742 | 13095 | 4361 | 0.3330 | | 98105 | 52145 | 43924 | 16732 | 0.3809 | | 98106 | 60618 | 22873 | 10584 | 0.4627 | | 98107 | 64804 | 21147 | 14317 | 0.6770 | | 98108 | 55353 | 22374 | 8340 | 0.3728 | | 98109 | 61978 | 20715 | 11850 | 0.5720 | | 98110 | 92687 | 23025 | 15678 | 0.6809 | | 98112 | 90529 | 21077 | 14630 | 0.6941 | | 98115 | 82556 | 46206 | 29956 | 0.6483 | | 98116 | 75728 | 22241 | 14950 | 0.6722 | | 98117 | 76908 | 31365 | 21706 | 0.6920 | | 98118 | 51093 | 42731 | 18906 | 0.4424 | | 98119 | 67705 | 21039 | 12137 | 0.5769 | | 98121 | 53600 | 12628 | 5922 | 0.4690 | | 98122 | 57971 | 31454 | 17672 | 0.5618 | | 98125 | 47910 | 30826 | 19970 | 0.6478 | | 98126 | 64247 | 20698 | 11502 | 0.5557 | | 98133 | 57182 | 44555 | 22866 | 0.5132 | | 98136 | 77761 | 14770 | 10089 | 0.6831 | | 98144 | 58263 | 26881 | 14213 | 0.5287 | | 98146 | 53913 | 25922 | 10956 | 0.4227 | | 98148 | 50183 | 10010 | 3558 | 0.3554 | | 98155 | 71748 | 32778 | 18942 | 0.5779 | | 98166 | 62107 | 20301 | 11387 | 0.5609 | | 98168 | 47612 | 33734 | 10808 | 0.3204 | | 98177 | 85481 | 19030 | 13306 | 0.6992 | | 98178 | 55777 | 24092 | 10172 | 0.4222 | | 98188 | 44313 | 23111 | 7916 | 0.3425 | | 98198 | 59070 | 34584 | 13769 | 0.3981 | | 98199 | 93940 | 19686 | 13160 | 0.6685 | | 98201 | 39719 | 29582 | 11319 | 0.3826 | | 98203 | 60383 | 34354 | 14707 | 0.4281 | | 98204 | 46667 | 39380 | 10000 | 0.2539 | | 98208 | 73266 | 51802 | 22743 | 0.4390 | | 98221 | 51489 | 18248 | 12884 | 0.7060 | | 98223 | 65194 | 40815 | 20045 | 0.4911 | | 98225 | 37035 | 46172 | 21700 | 0.4700 | | 98226 | 51756 | 41235 | 20933 | 0.5077 | | 98229 | 55157 | 30321 | 16636 | 0.5487 | | 98230 | 56395 | 15710 | 8246 | 0.5249 | | 98232 | 76213 | 3920 | 2434 | 0.6209 | | 98233 | 55440 | 14871 | 5970 | 0.4015 | | 98236 | 64644 | 5635 | 3739 | 0.6635 | | 98237 | 43647 | 4025 | 1704 | 0.4234 | | 98239 | 60957 | 6646 | 4434 | 0.6672 | | 98240 | 57557 | 3061 | 1595 | 0.5211 | | 98241 | 43891 | 2129 | 836 | 0.3927 | | 98244 | 42970 | 3001 | 1634 | 0.5445 | | 98245 | 49232 | 3651 | 2450 | 0.6710 | | 98247 | 58303 | 9072 | 3980 | 0.4387 | | 98248 | 56492 | 22361 | 11227 | 0.5021 | | 98249 | 58955 | 4561 | 3064 | 0.6718 | | 98250 | 53080 | 7664 | 5085 | 0.6635 | | 98251 | 58666 | 4567 | 2111 | 0.4622 | | 98252 | 67096 | 8777 | 3949 | 0.4499 | | 98253 | 56636 | 1837 | 1306 | 0.7109 | | 98257 | 55632 | 4134 | 2539 | 0.6142 | | 98258 | 74694 | 30524 | 20292 | 0.6648 | | 98260 | 60239 | 5278 | 3801 | 0.7202 | | 98261 | 52606 | 2383 | 1816 | 0.7621 | Lopez Island, 98261 | 98264 | 54871 | 18893 | 11005 | 0.5825 | | 98266 | 42970 | 3642 | 1205 | 0.3309 | | 98270 | 68071 | 45899 | 19388 | 0.4224 | | 98271 | 64937 | 27184 | 12262 | 0.4511 | | 98272 | 72407 | 27942 | 11879 | 0.4251 | | 98273 | 47849 | 28717 | 11009 | 0.3834 | | 98274 | 60103 | 16613 | 8547 | 0.5145 | | 98275 | 91715 | 20256 | 10910 | 0.5386 | | 98277 | 50269 | 35219 | 15471 | 0.4393 | | 98281 | 55388 | 1314 | 707 | 0.5381 | | 98282 | 62239 | 15661 | 9960 | 0.6360 | | 98284 | 56507 | 24331 | 10534 | 0.4329 | | 98290 | 74068 | 32714 | 18269 | 0.5584 | | 98292 | 70020 | 20987 | 11493 | 0.5476 | | 98294 | 64505 | 6595 | 2885 | 0.4375 | | 98295 | 53071 | 2409 | 1148 | 0.4765 | | 98296 | 104505 | 27956 | 14236 | 0.5092 | | 98303 | 45442 | 1037 | 722 | 0.6962 | | 98310 | 38591 | 16286 | 8069 | 0.4955 | | 98311 | 62106 | 25880 | 12166 | 0.4701 | | 98312 | 53554 | 30203 | 12713 | 0.4209 | | 98314 | 114375 | 3329 | 27 | 0.0081 | Bremerton, WA 98314 (Navy Base Kitsap) | 98315 | 39601 | 6054 | 420 | 0.0694 | Silverdale, WA 98315 (Bangor Trindent Navy Base) | 98320 | 33583 | 1250 | 838 | 0.6704 | | 98321 | 70490 | 15152 | 7168 | 0.4731 | | 98325 | 53580 | 1848 | 1128 | 0.6104 | | 98326 | 50430 | 1412 | 205 | 0.1452 | | 98327 | 81315 | 8267 | 3210 | 0.3883 | | 98328 | 59019 | 10433 | 5062 | 0.4852 | | 98329 | 70406 | 10545 | 5380 | 0.5102 | | 98331 | 44773 | 6261 | 2089 | 0.3337 | | 98332 | 84807 | 15855 | 9815 | 0.6190 | | 98333 | 93517 | 3633 | 2598 | 0.7151 | | 98335 | 79594 | 24925 | 15546 | 0.6237 | | 98337 | 38537 | 6697 | 2289 | 0.3418 | | 98338 | 69142 | 24098 | 12204 | 0.5064 | | 98339 | 41673 | 3326 | 1732 | 0.5207 | | 98340 | 63196 | 2537 | 1636 | 0.6449 | | 98342 | 67000 | 1370 | 949 | 0.6927 | | 98346 | 63787 | 9297 | 5218 | 0.5613 | | 98349 | 54009 | 4614 | 2247 | 0.4870 | | 98351 | 45442 | 1115 | 635 | 0.5695 | | 98354 | 62253 | 6976 | 3279 | 0.4700 | | 98356 | 47580 | 2149 | 910 | 0.4235 | | 98357 | 32069 | 1414 | 389 | 0.2751 | | 98359 | 62508 | 4887 | 2668 | 0.5459 | | 98360 | 74154 | 12221 | 5702 | 0.4666 | | 98361 | 38861 | 1158 | 604 | 0.5216 | | 98362 | 44158 | 22230 | 11800 | 0.5308 | | 98363 | 46987 | 13343 | 6565 | 0.4920 | | 98365 | 61118 | 4528 | 3457 | 0.7635 | Port Ludlow, WA 98365 | 98366 | 54727 | 34258 | 15961 | 0.4659 | | 98367 | 67516 | 27693 | 14835 | 0.5357 | | 98368 | 44355 | 14724 | 10290 | 0.6989 | | 98370 | 69037 | 29528 | 16644 | 0.5637 | | 98371 | 58921 | 20468 | 10943 | 0.5346 | | 98372 | 65294 | 22475 | 11001 | 0.4895 | | 98373 | 62962 | 22246 | 9574 | 0.4304 | | 98374 | 73314 | 37360 | 17405 | 0.4659 | | 98375 | 73130 | 26863 | 10722 | 0.3991 | | 98377 | 39811 | 1922 | 968 | 0.5036 | | 98380 | 75835 | 4173 | 2824 | 0.6767 | | 98382 | 46020 | 26856 | 17156 | 0.6388 | | 98383 | 66531 | 19727 | 9561 | 0.4847 | | 98387 | 63338 | 43173 | 16395 | 0.3798 | | 98388 | 67144 | 7508 | 3211 | 0.4277 | | 98390 | 54886 | 10461 | 4672 | 0.4466 | | 98391 | 80779 | 44309 | 21403 | 0.4830 | | 98392 | 62802 | 2994 | 1492 | 0.4983 | | 98394 | 66953 | 1107 | 639 | 0.5772 | | 98402 | 24337 | 6356 | 1967 | 0.3095 | | 98403 | 51479 | 7713 | 4163 | 0.5397 | | 98404 | 43225 | 32086 | 9308 | 0.2901 | | 98405 | 37834 | 22851 | 9004 | 0.3940 | | 98406 | 58103 | 21610 | 11656 | 0.5394 | | 98407 | 63502 | 19885 | 11953 | 0.6011 | | 98408 | 48880 | 18830 | 7274 | 0.3863 | | 98409 | 43856 | 22989 | 6970 | 0.3032 | | 98416 | 56926 | 1014 | 339 | 0.3343 | | 98418 | 45513 | 10069 | 3629 | 0.3604 | | 98421 | 53139 | 1308 | 27 | 0.0206 | Tacoma, WA 98421 (Puyallup Reservation) | 98422 | 81649 | 20151 | 10007 | 0.4966 | | 98424 | 55180 | 10140 | 3076 | 0.3034 | | 98433 | 39955 | 14584 | 921 | 0.0632 | Joint Base Lewish-McChord | 98439 | 37549 | 4839 | 619 | 0.1279 | | 98443 | 60045 | 5371 | 2988 | 0.5563 | | 98444 | 40764 | 33956 | 8987 | 0.2647 | | 98445 | 55677 | 29661 | 11368 | 0.3833 | | 98446 | 62298 | 10173 | 4798 | 0.4716 | | 98465 | 50319 | 6340 | 3392 | 0.5350 | | 98466 | 55556 | 26944 | 13424 | 0.4982 | | 98467 | 61968 | 14728 | 6943 | 0.4714 | | 98498 | 60339 | 27546 | 12543 | 0.4553 | | 98499 | 37929 | 29750 | 8824 | 0.2966 | | 98501 | 67447 | 38133 | 21735 | 0.5700 | | 98502 | 58029 | 30491 | 16741 | 0.5490 | | 98503 | 58777 | 36611 | 16044 | 0.4382 | | 98506 | 58257 | 18199 | 10209 | 0.5610 | | 98512 | 64092 | 28130 | 15106 | 0.5370 | | 98513 | 66040 | 31975 | 14989 | 0.4688 | | 98516 | 72611 | 20166 | 10630 | 0.5271 | | 98520 | 42028 | 23814 | 8040 | 0.3376 | | 98524 | 53548 | 3232 | 2110 | 0.6528 | | 98528 | 54373 | 9983 | 4660 | 0.4668 | | 98531 | 39493 | 24121 | 9287 | 0.3850 | | 98532 | 50480 | 23596 | 10945 | 0.4638 | | 98537 | 41783 | 2129 | 1025 | 0.4814 | | 98541 | 43450 | 10101 | 3982 | 0.3942 | | 98546 | 56817 | 2909 | 1631 | 0.5607 | | 98547 | 34116 | 1436 | 608 | 0.4234 | | 98548 | 49273 | 2193 | 1303 | 0.5942 | | 98550 | 35109 | 11382 | 4303 | 0.3781 | | 98557 | 49117 | 3225 | 1376 | 0.4267 | | 98563 | 47899 | 8001 | 4056 | 0.5069 | | 98564 | 40787 | 2459 | 1166 | 0.4742 | | 98568 | 54789 | 2519 | 1021 | 0.4053 | | 98569 | 43245 | 5784 | 3152 | 0.5450 | | 98570 | 44762 | 3889 | 2066 | 0.5312 | | 98576 | 63864 | 4667 | 2334 | 0.5001 | | 98577 | 38140 | 6338 | 2993 | 0.4722 | | 98579 | 53449 | 12870 | 5759 | 0.4475 | | 98580 | 58951 | 11099 | 5053 | 0.4553 | | 98584 | 43427 | 36630 | 15553 | 0.4246 | | 98586 | 33895 | 1944 | 911 | 0.4686 | | 98588 | 54583 | 1829 | 923 | 0.5046 | | 98589 | 56583 | 7320 | 3908 | 0.5339 | | 98591 | 40754 | 3952 | 1905 | 0.4820 | | 98592 | 57529 | 1764 | 1260 | 0.7143 | | 98593 | 38133 | 1113 | 454 | 0.4079 | | 98595 | 34670 | 2917 | 1140 | 0.3908 | | 98596 | 48031 | 6524 | 3080 | 0.4721 | | 98597 | 59939 | 21557 | 8758 | 0.4063 | | 98603 | 57831 | 1017 | 480 | 0.4720 | | 98604 | 66855 | 34232 | 16371 | 0.4782 | | 98605 | 44409 | 1225 | 483 | 0.3943 | | 98606 | 77158 | 9027 | 5090 | 0.5639 | | 98607 | 78700 | 27899 | 14408 | 0.5164 | | 98610 | 42624 | 2811 | 1280 | 0.4554 | | 98611 | 49539 | 9133 | 4736 | 0.5186 | | 98617 | 42799 | 1042 | 526 | 0.5048 | | 98620 | 31122 | 7123 | 3796 | 0.5329 | | 98624 | 41878 | 1532 | 645 | 0.4210 | | 98625 | 60023 | 6133 | 3221 | 0.5252 | | 98626 | 45288 | 24523 | 9845 | 0.4015 | | 98629 | 67437 | 8364 | 4439 | 0.5307 | | 98631 | 40563 | 3243 | 1743 | 0.5375 | | 98632 | 46267 | 49168 | 20479 | 0.4165 | | 98635 | 42799 | 1735 | 960 | 0.5533 | | 98638 | 38593 | 1321 | 804 | 0.6086 | | 98640 | 39564 | 4380 | 2418 | 0.5521 | | 98642 | 78203 | 15696 | 9176 | 0.5846 | | 98645 | 46984 | 1429 | 716 | 0.5010 | | 98648 | 47607 | 3100 | 1559 | 0.5029 | | 98660 | 40658 | 11858 | 4727 | 0.3986 | | 98661 | 42245 | 41740 | 14058 | 0.3368 | | 98662 | 60185 | 31644 | 12680 | 0.4007 | | 98663 | 49287 | 14115 | 5966 | 0.4227 | | 98664 | 49362 | 21771 | 9450 | 0.4341 | | 98665 | 52410 | 24057 | 10358 | 0.4306 | | 98671 | 67254 | 21220 | 10343 | 0.4874 | | 98672 | 45865 | 6146 | 2944 | 0.4790 | | 98674 | 58633 | 11948 | 5548 | 0.4643 | | 98675 | 34540 | 3982 | 3047 | 0.7652 | Yacolt, WA 98675 | 98682 | 61316 | 52893 | 19991 | 0.3780 | | 98683 | 58304 | 30832 | 14305 | 0.4640 | | 98684 | 61316 | 26968 | 11074 | 0.4106 | | 98685 | 74427 | 26217 | 14473 | 0.5520 | | 98686 | 70201 | 17385 | 9090 | 0.5229 | | 98801 | 49867 | 40977 | 17339 | 0.4231 | | 98802 | 52477 | 28719 | 11692 | 0.4071 | | 98812 | 39741 | 4899 | 1205 | 0.2460 | | 98813 | 35013 | 3176 | 423 | 0.1332 | | 98815 | 52435 | 7233 | 3291 | 0.4550 | | 98816 | 43841 | 6153 | 3058 | 0.4970 | | 98823 | 43467 | 11055 | 4512 | 0.4081 | | 98826 | 47329 | 6504 | 4009 | 0.6164 | | 98828 | 63605 | 2146 | 1040 | 0.4846 | | 98831 | 46492 | 3708 | 1430 | 0.3857 | | 98837 | 47764 | 39722 | 13952 | 0.3512 | | 98840 | 35551 | 4851 | 2325 | 0.4793 | | 98841 | 39328 | 9197 | 3356 | 0.3649 | | 98843 | 35370 | 1817 | 533 | 0.2933 | | 98844 | 26366 | 4740 | 2014 | 0.4249 | | 98846 | 40187 | 1173 | 459 | 0.3913 | | 98847 | 60158 | 1920 | 831 | 0.4328 | | 98848 | 41303 | 11518 | 3087 | 0.2680 | | 98849 | 41980 | 1078 | 546 | 0.5065 | | 98850 | 43971 | 1543 | 423 | 0.2741 | | 98851 | 33997 | 4014 | 1579 | 0.3934 | | 98855 | 34401 | 5863 | 2720 | 0.4639 | | 98856 | 38280 | 2464 | 1438 | 0.5836 | | 98857 | 39394 | 4082 | 874 | 0.2141 | | 98858 | 50528 | 1521 | 824 | 0.5417 | | 98862 | 49973 | 2218 | 1556 | 0.7015 | | 98901 | 41213 | 30169 | 8010 | 0.2655 | | 98902 | 36895 | 46322 | 12920 | 0.2789 | | 98903 | 49434 | 14517 | 6071 | 0.4182 | | 98908 | 61313 | 35240 | 18313 | 0.5197 | | 98922 | 25029 | 2176 | 3136 | 1.4412 | Cle Elum, WA 98922 | 98923 | 49458 | 1434 | 486 | 0.3389 | | 98926 | 38431 | 30239 | 12589 | 0.4163 | | 98930 | 39679 | 15252 | 3262 | 0.2139 | | 98932 | 36669 | 5032 | 1039 | 0.2065 | | 98933 | 46201 | 1267 | 333 | 0.2628 | | 98934 | 55721 | 1117 | 371 | 0.3321 | | 98935 | 41538 | 4190 | 814 | 0.1943 | | 98936 | 57487 | 5872 | 2182 | 0.3716 | | 98937 | 48236 | 4112 | 2086 | 0.5073 | | 98938 | 37453 | 2177 | 539 | 0.2476 | | 98942 | 56430 | 16973 | 7845 | 0.4622 | | 98944 | 36027 | 22009 | 4504 | 0.2046 | | 98947 | 49516 | 2902 | 955 | 0.3291 | | 98948 | 32220 | 13225 | 2791 | 0.2110 | | 98951 | 37426 | 13739 | 2972 | 0.2163 | | 98952 | 52282 | 2330 | 492 | 0.2112 | | 98953 | 51942 | 6681 | 2525 | 0.3779 | | 99001 | 37049 | 6151 | 1221 | 0.1985 | | 99003 | 59601 | 4848 | 2961 | 0.6108 | | 99004 | 44133 | 18376 | 7640 | 0.4158 | | 99005 | 76046 | 8574 | 5271 | 0.6148 | | 99006 | 48552 | 11946 | 6351 | 0.5316 | | 99009 | 49249 | 3947 | 1941 | 0.4918 | | 99011 | 41563 | 2776 | 401 | 0.1445 | | 99012 | 46414 | 1064 | 473 | 0.4445 | | 99013 | 51586 | 1785 | 385 | 0.2157 | | 99016 | 57310 | 12480 | 6875 | 0.5509 | | 99019 | 80650 | 9502 | 5487 | 0.5775 | | 99021 | 70764 | 9174 | 5222 | 0.5692 | | 99022 | 61907 | 8820 | 4209 | 0.4772 | | 99025 | 60963 | 5232 | 2780 | 0.5313 | | 99026 | 71412 | 9042 | 5336 | 0.5901 | | 99027 | 56009 | 6101 | 3323 | 0.5447 | | 99029 | 57763 | 1289 | 775 | 0.6012 | | 99030 | 56006 | 1032 | 566 | 0.5484 | | 99031 | 50313 | 1137 | 735 | 0.6464 | | 99036 | 81912 | 1448 | 950 | 0.6561 | | 99037 | 59311 | 12973 | 7115 | 0.5484 | | 99101 | 40745 | 1453 | 785 | 0.5403 | | 99109 | 32852 | 5109 | 2807 | 0.5494 | | 99110 | 45251 | 1667 | 782 | 0.4691 | | 99111 | 50425 | 4047 | 2193 | 0.5419 | | 99114 | 41026 | 12018 | 6620 | 0.5508 | | 99115 | 39145 | 1143 | 624 | 0.5459 | | 99116 | 47090 | 1439 | 578 | 0.4017 | | 99122 | 48326 | 3773 | 2089 | 0.5537 | | 99123 | 37292 | 1058 | 538 | 0.5085 | | 99133 | 37783 | 1493 | 632 | 0.4233 | | 99138 | 34239 | 1209 | 388 | 0.3209 | | 99141 | 42733 | 5240 | 2855 | 0.5448 | | 99148 | 42982 | 2106 | 1266 | 0.6011 | | 99155 | 48657 | 1350 | 284 | 0.2104 | | 99156 | 33963 | 8114 | 4132 | 0.5092 | | 99159 | 45176 | 1375 | 759 | 0.5520 | | 99161 | 47614 | 1400 | 844 | 0.6029 | | 99163 | 33585 | 31404 | 8379 | 0.2668 | | 99166 | 34042 | 3222 | 1815 | 0.5633 | | 99169 | 42260 | 2459 | 1282 | 0.5214 | | 99170 | 41424 | 1072 | 614 | 0.5728 | | 99173 | 38408 | 1532 | 762 | 0.4974 | | 99181 | 37667 | 1901 | 959 | 0.5045 | | 99185 | 41102 | 1295 | 778 | 0.6008 | | 99201 | 23026 | 13342 | 4658 | 0.3491 | | 99202 | 32373 | 21580 | 6221 | 0.2883 | | 99203 | 63513 | 20192 | 12650 | 0.6265 | | 99204 | 29511 | 6681 | 2654 | 0.3972 | | 99205 | 43761 | 42137 | 19304 | 0.4581 | | 99206 | 52962 | 34802 | 16515 | 0.4745 | | 99207 | 31829 | 30854 | 9705 | 0.3145 | | 99208 | 58998 | 49193 | 25865 | 0.5258 | | 99212 | 47842 | 19197 | 9177 | 0.4780 | | 99216 | 45625 | 24362 | 10213 | 0.4192 | | 99217 | 45696 | 17423 | 7550 | 0.4333 | | 99218 | 57574 | 15531 | 6656 | 0.4286 | | 99223 | 62106 | 29273 | 16624 | 0.5679 | | 99224 | 57618 | 18289 | 9762 | 0.5338 | | 99301 | 48363 | 68191 | 20239 | 0.2968 | | 99320 | 58836 | 9201 | 4089 | 0.4444 | | 99323 | 54821 | 3684 | 1636 | 0.4441 | | 99324 | 39857 | 9202 | 3812 | 0.4143 | | 99326 | 42256 | 4956 | 982 | 0.1981 | | 99328 | 43611 | 3733 | 2094 | 0.5609 | | 99336 | 43329 | 48753 | 15448 | 0.3169 | | 99337 | 65176 | 29845 | 13753 | 0.4608 | | 99338 | 89378 | 11555 | 7479 | 0.6473 | | 99343 | 46068 | 3040 | 747 | 0.2457 | | 99344 | 40239 | 16817 | 3485 | 0.2072 | | 99348 | 54833 | 1364 | 344 | 0.2522 | | 99349 | 31250 | 8483 | 940 | 0.1108 | | 99350 | 47707 | 12979 | 4618 | 0.3558 | | 99352 | 78225 | 26975 | 15367 | 0.5697 | | 99353 | 74947 | 13306 | 7822 | 0.5879 | | 99354 | 63383 | 21343 | 10851 | 0.5084 | | 99357 | 33540 | 4323 | 753 | 0.1742 | | 99360 | 58366 | 1350 | 695 | 0.5148 | | 99361 | 57663 | 1902 | 1062 | 0.5584 | | 99362 | 85482 | 35927 | 17958 | 0.4998 | | 99402 | 57091 | 1875 | 1030 | 0.5493 | | 99403 | 42707 | 19475 | 9395 | 0.4824 | +---------+--------+------------+----------+---------------------+ 414 rows in set (1 min 2.59 sec)