Voter turnout versus median income by zipcode in Washington State
(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 |
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| 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 |
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| 99022   |  61907 |       8820 |     4209 |              0.4772 |
| 99025   |  60963 |       5232 |     2780 |              0.5313 |
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| 99027   |  56009 |       6101 |     3323 |              0.5447 |
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| 99031   |  50313 |       1137 |      735 |              0.6464 |
| 99036   |  81912 |       1448 |      950 |              0.6561 |
| 99037   |  59311 |      12973 |     7115 |              0.5484 |
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| 99111   |  50425 |       4047 |     2193 |              0.5419 |
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| 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)