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The Increasing Mortality Gap by Education

Summary: Over the last two decades, a mortality gap has opened up across education levels. For those born after 1950, each additional level of educational attainment is associated with at least an 18 percent lower mortality rate.

Introduction

This post examines how the relationship between mortality risk and education level has changed over time. We combine CDC death records from 1996-2017 with CPS population data to construct the mortality rate of each demographic group in each year. All rates are reported as the number of deaths per 100,000 population. Besides potentially impacting well-being, differences in mortality by education (and, hence, lifetime income) reduce the progressivity of programs like Social Security and Medicare, which will be reported in future work.

Trends in Mortality

Figure 1 shows all-cause mortality for ages 60-85 over the window 1996-2017.

Figure 1. Time lapse of all-cause mortality for ages 60-85 over the window 1996-2017

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Please view online for additonal years.

1996

Mortality rates at each age over 60 have declined over the 20 year window. The 60+ age group saw a decline in its aggregate mortality rate of over 20 percent, from nearly 4,200 deaths per 100,000 population in 1996 to a rate of just 3,225 in 2017. As detailed in our previous work, the decline in mortality for those over 65 years of age accounts for more than two-thirds of the overall decline in mortality from 1990 to 2013.

Figure 2 shows overall mortality rates from 1996 to 2017. While aggregate mortality declined steadily over the period 1996-2010, it began rising after 2010, and by 2017 had surpassed 1996 levels. This increase can most likely be attributed to an aging population—while the percentage of the population age 65 and up remained constant between 12-13 percent from 1996 through 2010, this portion increased to 15.6 percent in 2017. The rise in aggregate mortality since 2010 is most likely a result of shifting demographics rather than reflective of an actual rise in mortality (as indicated by Figure 1, age-specific mortality rates were still in decline over the same period of observation).

Figure 2. Overall mortality, 1996-2017

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Trends in Mortality by Education Level

Educational attainment could affect life expectancy in a number of ways: each additional level of education is correlated with higher levels of income, health / “healthier lifestyles” (less likely to be smokers), better-paying / more stable jobs that provide health insurance, etc. There might also be an issue of selection, where those who engage in “riskier” behaviors or generally have poorer health end up relatively less educated.

Figure 3 shows mortality rates for ages 40-90 disaggregated into the following education levels: those with less than a high school degree, those who completed high school, those with some college (but less than a Bachelor’s degree), and those with a Bachelor’s degree or more.

Figure 3. Mortality rates by year and age, disaggregated by education level

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Please view online for additonal years.

1996

While overall mortality rates have declined over the window, this is not true for each educational group. For example, while those without a high school degree and those with at least a bachelor’s degree have experienced declines in mortality, individuals with a high school degree or some college but no bachelor’s degree face higher mortality rates in 2017 than they did in 1996. As documented in recent research, this effect is at least in part due to changes in educational attainment over time.

The change in the relative mortality rates by education level is also relevant: individuals beyond mid-life with a high school degree in 1996 died at a rate 40 percent higher than individuals at the same age who had not completed high school. By 2017, this gap had closed significantly, as adults over the age of 40 without a high school degree only faced a mortality rate 24 percent higher than those with a high school degree.

Mortality by Birth Cohort and Education Level

Figure 4 shows mortality trends by birth cohort, painting a clearer picture of the changing relationship between education and mortality over the years.

Figure 4. Mortality rates by birth cohort, disaggregated by education level

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Note: The x- and y-axes are not standardized and skew according to the ages of each cohort over the window of observation (1996-2017).

For those born before 1935, it remains unclear whether each additional level of education has any meaningful association with life expectancy. While those with advanced degrees at each age die at lower rates than individuals with lower educational attainment, holding a high school diploma or even a college degree is actually associated with an aggregate mortality rate 3 percent higher than individuals who did not graduate from high school.

This relationship changes for those born between 1935 and 1950. For this cohort, individuals with some college but no BA and those with a college degree face similar mortality rates (970 and 1,000 deaths per 100,000, respectively) from ages 45 to 80 (where we observe them),1 and completion of high school appears to be associated with a 13 percent reduction in mortality relative to those without a high school degree.

For those born after 1950, however, life expectancy gains among adults over 30 appear more clearly with each additional level of education. For this cohort, Figure 4 shows that those with advanced degrees have the lowest mortality rates at each observed age, those with BAs have the next-lowest mortality rates, and so on, as those without high school degrees face the highest mortality rates. Expressed as aggregate rates, completion of high school translates to an 18 percent reduction in mortality risk, attending some college reduces mortality by over 47 percent, completion of college is associated with death rates 30 percent lower, and advanced degree holders in this cohort die at rates 53 percent lower than those with just a Bachelor’s degree. Such clear “returns to education” were not seen for those born in cohorts before 1950.



This analysis was conducted by Victoria Osorio, under the direction of Richard Prisinzano. Prepared for the website by Mariko Paulson.


  1. Because our data only spans the window 1996-2017, each cohort is observed at a distinct age range. The cohort born before 1935 is only observed after age 61, those born from 1935-1950 are only observed from ages 46-80, and those born after 1950 cannot be observed beyond the age of 66.  ↩

  Year	Age	Rate
  1996	60	1140.52
  1996	61	1249.865
  1996	62	1363.648
  1996	63	1474.148
  1996	64	1576.001
  1996	65	1713.595
  1996	66	1862.535
  1996	67	2022.029
  1996	68	2203.92
  1996	69	2435.318
  1996	70	2615.792
  1996	71	2860.567
  1996	72	3117.371
  1996	73	3342.672
  1996	74	3599.311
  1996	75	4006.476
  1996	76	4338.446
  1996	77	4766.526
  1996	79	5280.859
  1996	80	5811.387
  1996	81	6356.366
  1996	82	7118.163
  1996	83	8011.304
  1996	84	8922.075
  1996	85	10020.7
  1997	60	1104.064
  1997	61	1205.891
  1997	62	1323.104
  1997	63	1445.557
  1997	64	1564.935
  1997	65	1681.302
  1997	66	1824.848
  1997	67	1986.596
  1997	68	2149.503
  1997	69	2360.262
  1997	70	2601.527
  1997	71	2828.794
  1997	72	3078.246
  1997	73	3331.945
  1997	74	3607.03
  1997	75	3903.992
  1997	76	4280.024
  1997	77	4675.906
  1997	79	5173.217
  1997	80	5727.956
  1997	81	6377.247
  1997	82	7136.808
  1997	83	7907.102
  1997	84	8831.113
  1997	85	9833.29
  1998	60	1076.466
  1998	61	1173.79
  1998	62	1287.064
  1998	63	1398.159
  1998	64	1539.647
  1998	65	1675.395
  1998	66	1813.766
  1998	67	1969.513
  1998	68	2145.974
  1998	69	2334.197
  1998	70	2542.671
  1998	71	2787.525
  1998	72	3051.082
  1998	73	3308.415
  1998	74	3591.246
  1998	75	3928.518
  1998	76	4262.184
  1998	77	4617.31
  1998	79	5067.807
  1998	80	5632.436
  1998	81	6272.589
  1998	82	6949.989
  1998	83	7886.175
  1998	84	8786.612
  1998	85	9947.612
  1999	60	1063.491
  1999	61	1152.368
  1999	62	1260.815
  1999	63	1376.795
  1999	64	1504.314
  1999	65	1653.405
  1999	66	1813.967
  1999	67	1961.052
  1999	68	2119.373
  1999	69	2310.509
  1999	70	2520.249
  1999	71	2731.045
  1999	72	3019.241
  1999	73	3299.259
  1999	74	3611.739
  1999	75	3918.349
  1999	76	4277.13
  1999	77	4658.644
  1999	79	5110.59
  1999	80	5675.456
  1999	81	6328.975
  1999	82	7179.509
  1999	83	7933.286
  1999	84	8992.502
  1999	85	10046.8
  2000	60	1038.596
  2000	61	1138.786
  2000	62	1243.664
  2000	63	1340.853
  2000	64	1466.441
  2000	65	1618.331
  2000	66	1772.833
  2000	67	1924.292
  2000	68	2098.49
  2000	69	2274.871
  2000	70	2483.29
  2000	71	2702.92
  2000	72	2950.607
  2000	73	3233.236
  2000	74	3529.798
  2000	75	3853.817
  2000	76	4172.389
  2000	77	4589.222
  2000	79	5007.916
  2000	80	5664.495
  2000	81	6289.262
  2000	82	7187.513
  2000	83	8073.348
  2000	84	9225.51
  2000	85	10468.88
  2001	60	1024.88
  2001	61	1117.912
  2001	62	1220.795
  2001	63	1320.67
  2001	64	1440.719
  2001	65	1579.451
  2001	66	1718.252
  2001	67	1882.553
  2001	68	2038.918
  2001	69	2216.554
  2001	70	2397.359
  2001	71	2637.899
  2001	72	2896.025
  2001	73	3168.935
  2001	74	3502.841
  2001	75	3823.598
  2001	76	4161.957
  2001	77	4518.525
  2001	79	4983.693
  2001	80	5582.757
  2001	81	6282.965
  2001	82	7027.894
  2001	83	7848.495
  2001	84	8862.025
  2001	85	9902.223
  2002	60	1010.44
  2002	61	1107.583
  2002	62	1205.118
  2002	63	1300.814
  2002	64	1397.222
  2002	65	1544.085
  2002	66	1678.173
  2002	67	1845.078
  2002	68	2035.017
  2002	69	2218.559
  2002	70	2420.39
  2002	71	2631.668
  2002	72	2838.397
  2002	73	3092.924
  2002	74	3409.786
  2002	75	3661.467
  2002	76	3971.092
  2002	77	4498.441
  2002	79	5008.526
  2002	80	5641.371
  2002	81	6233.064
  2002	82	6974.589
  2002	83	7665.733
  2002	84	8475.834
  2002	85	9401.001
  2003	60	1010.367
  2003	61	1102.036
  2003	62	1191.041
  2003	63	1281.784
  2003	64	1375.152
  2003	65	1505.786
  2003	66	1652.306
  2003	67	1803.499
  2003	68	1960.375
  2003	69	2148.688
  2003	70	2337.098
  2003	71	2547.579
  2003	72	2774.046
  2003	73	3040.796
  2003	74	3336.132
  2003	75	3565.163
  2003	76	3925.521
  2003	77	4430.127
  2003	79	4966.983
  2003	80	5642.504
  2003	81	6395.105
  2003	82	7082.912
  2003	83	7846.335
  2003	84	8776.192
  2003	85	9848.521
  2004	60	965.0199
  2004	61	1052.93
  2004	62	1144.582
  2004	63	1216.099
  2004	64	1311.987
  2004	65	1448.404
  2004	66	1592.555
  2004	67	1743.346
  2004	68	1925.607
  2004	69	2101.939
  2004	70	2275.097
  2004	71	2438.976
  2004	72	2662.362
  2004	73	2920.639
  2004	74	3195.558
  2004	75	3421.526
  2004	76	3751.292
  2004	77	4242.649
  2004	79	4605.91
  2004	80	5149.781
  2004	81	5543.68
  2004	82	5979.595
  2004	83	6956.378
  2004	84	8784.193
  2004	85	10716.7
  2005	60	948.8176
  2005	61	1040.758
  2005	62	1138.212
  2005	63	1217.796
  2005	64	1311.75
  2005	65	1431.282
  2005	66	1558.443
  2005	67	1707.275
  2005	68	1895.217
  2005	69	2065.784
  2005	70	2240.069
  2005	71	2447.083
  2005	72	2642.743
  2005	73	2857.799
  2005	74	3117.819
  2005	75	3376.115
  2005	76	3717.662
  2005	77	4203.487
  2005	79	4577.059
  2005	80	5146.52
  2005	81	5577.994
  2005	82	6034.515
  2005	83	6989.509
  2005	84	8711.18
  2005	85	10717.31
  2006	60	931.9765
  2006	61	1018.049
  2006	62	1105.32
  2006	63	1185.826
  2006	64	1270.724
  2006	65	1398.046
  2006	66	1519.492
  2006	67	1659.313
  2006	68	1800.53
  2006	69	1985.414
  2006	70	2123.567
  2006	71	2353.928
  2006	72	2555.454
  2006	73	2802.85
  2006	74	3065.292
  2006	75	3298.031
  2006	76	3595.652
  2006	77	4079.025
  2006	79	4601.896
  2006	80	5312.348
  2006	81	5830.062
  2006	82	6402.29
  2006	83	7336.664
  2006	84	8825.485
  2006	85	10236.47
  2007	60	909.3648
  2007	61	987.4085
  2007	62	1069.137
  2007	63	1156.882
  2007	64	1256.082
  2007	65	1360.022
  2007	66	1482.487
  2007	67	1620.261
  2007	68	1757.925
  2007	69	1916.472
  2007	70	2079.621
  2007	71	2259.976
  2007	72	2485.603
  2007	73	2744.358
  2007	74	3016.725
  2007	75	3215.692
  2007	76	3505.33
  2007	77	4000.805
  2007	79	4389.403
  2007	80	4948.441
  2007	81	5399.662
  2007	82	5943.147
  2007	83	6903.846
  2007	84	8632.826
  2007	85	10520.36
  2008	60	903.3616
  2008	61	982.5883
  2008	62	1070.863
  2008	63	1153.307
  2008	64	1259.755
  2008	65	1379.993
  2008	66	1495.619
  2008	67	1605.867
  2008	68	1745.093
  2008	69	1899.924
  2008	70	2063.92
  2008	71	2255.061
  2008	72	2472.783
  2008	73	2696.185
  2008	74	2967.423
  2008	75	3200.95
  2008	76	3488.274
  2008	77	3998.936
  2008	79	4404.864
  2008	80	4913.744
  2008	81	5326.884
  2008	82	5868.531
  2008	83	6832.52
  2008	84	8585.004
  2008	85	10431.06
  2009	60	890.5765
  2009	61	965.5871
  2009	62	1044.264
  2009	63	1127.672
  2009	64	1225.813
  2009	65	1339.958
  2009	66	1453.476
  2009	67	1555.416
  2009	68	1689.581
  2009	69	1836.992
  2009	70	1977.787
  2009	71	2152.739
  2009	72	2379.731
  2009	73	2603.84
  2009	74	2834.38
  2009	75	3063.802
  2009	76	3368.836
  2009	77	3854.167
  2009	79	4240.652
  2009	80	4770.013
  2009	81	5166.528
  2009	82	5647.843
  2009	83	6603.599
  2009	84	8288.169
  2009	85	10162.72
  2010	60	875.9117
  2010	61	939.0517
  2010	62	1018.701
  2010	63	1090.274
  2010	64	1196.104
  2010	65	1314.387
  2010	66	1423.205
  2010	67	1537.07
  2010	68	1667.893
  2010	69	1812.008
  2010	70	1965.219
  2010	71	2140.3
  2010	72	2362.322
  2010	73	2615.685
  2010	74	2851.113
  2010	75	3044.49
  2010	76	3337.437
  2010	77	3836.299
  2010	79	4220.347
  2010	80	4749.268
  2010	81	5171.641
  2010	82	5685.673
  2010	83	6497.879
  2010	84	8198.939
  2010	85	10045.97
  2011	60	880.5271
  2011	61	943.9819
  2011	62	1009.779
  2011	63	1086.173
  2011	64	1171.474
  2011	65	1276.84
  2011	66	1393.844
  2011	67	1516.517
  2011	68	1658.869
  2011	69	1809.865
  2011	70	1964.267
  2011	71	2135.284
  2011	72	2333.485
  2011	73	2550.093
  2011	74	2797.618
  2011	75	3070.445
  2011	76	3376.731
  2011	77	3731.192
  2011	79	4182.815
  2011	80	4789.051
  2011	81	5209.386
  2011	82	5785.399
  2011	83	6749.356
  2011	84	8051.429
  2011	85	9445.554
  2012	60	893.9028
  2012	61	954.537
  2012	62	1020.074
  2012	63	1091.455
  2012	64	1166.041
  2012	65	1257.839
  2012	66	1375.718
  2012	67	1493.354
  2012	68	1620.251
  2012	69	1771.888
  2012	70	1925.646
  2012	71	2096.626
  2012	72	2303.752
  2012	73	2542.3
  2012	74	2775.02
  2012	75	3050.964
  2012	76	3336.694
  2012	77	3672.29
  2012	79	4013.731
  2012	80	4544.22
  2012	81	4944.027
  2012	82	5474.138
  2012	83	6327.556
  2012	84	7735.851
  2012	85	9254.055
  2013	60	898.6869
  2013	61	961.1718
  2013	62	1029.909
  2013	63	1095.971
  2013	64	1179.043
  2013	65	1257.214
  2013	66	1368.353
  2013	67	1507.072
  2013	68	1644.195
  2013	69	1787.325
  2013	70	1961.95
  2013	71	2128.74
  2013	72	2303.637
  2013	73	2540.711
  2013	74	2794.909
  2013	75	3039.903
  2013	76	3330.104
  2013	77	3648.484
  2013	79	3974.228
  2013	80	4494.875
  2013	81	4880.982
  2013	82	5398.448
  2013	83	6420.842
  2013	84	7752.977
  2013	85	9348.469
  2014	60	911.3844
  2014	61	978.4061
  2014	62	1042.073
  2014	63	1114.817
  2014	64	1185.095
  2014	65	1268.172
  2014	66	1358.143
  2014	67	1483.11
  2014	68	1619.542
  2014	69	1773.317
  2014	70	1925.457
  2014	71	2122.346
  2014	72	2276.843
  2014	73	2477.175
  2014	74	2740.971
  2014	75	3001.664
  2014	76	3264.022
  2014	77	3603.29
  2014	79	3971.237
  2014	80	4443.372
  2014	81	4814.166
  2014	82	5340.578
  2014	83	6287.321
  2014	84	7559.99
  2014	85	8923.073
  2015	60	908.7339
  2015	61	978.1317
  2015	62	1050.312
  2015	63	1122.518
  2015	64	1203.524
  2015	65	1290.11
  2015	66	1374.508
  2015	67	1485.247
  2015	68	1595.222
  2015	69	1751.062
  2015	70	1919.854
  2015	71	2102.045
  2015	72	2295.139
  2015	73	2497.05
  2015	74	2722.134
  2015	75	2995.221
  2015	76	3281.092
  2015	77	3655.338
  2015	79	4037.732
  2015	80	4540.37
  2015	81	4878.352
  2015	82	5432.096
  2015	83	6337.286
  2015	84	7512.408
  2015	85	8820.925
  2016	60	922.3088
  2016	61	993.9943
  2016	62	1058.431
  2016	63	1129.256
  2016	64	1198.141
  2016	65	1280.049
  2016	66	1369.125
  2016	67	1476.573
  2016	68	1581.645
  2016	69	1716.207
  2016	70	1892.414
  2016	71	2078.157
  2016	72	2282.052
  2016	73	2509.416
  2016	74	2746.053
  2016	75	3001.694
  2016	76	3270.571
  2016	77	3578.641
  2016	79	3989.633
  2016	80	4551.587
  2016	81	4949.224
  2016	82	5517.534
  2016	83	6371.49
  2016	84	7377.186
  2016	85	8588.314
  2017	60	921.3733
  2017	61	987.0495
  2017	62	1060.807
  2017	63	1131.662
  2017	64	1202.389
  2017	65	1285.638
  2017	66	1385.692
  2017	67	1489.178
  2017	68	1598.665
  2017	69	1720.26
  2017	70	1886.325
  2017	71	2066.524
  2017	72	2254.402
  2017	73	2480.515
  2017	74	2719.858
  2017	75	2961.009
  2017	76	3239.991
  2017	77	3585.032
  2017	79	3968.283
  2017	80	4489.177
  2017	81	4819.201
  2017	82	5306.194
  2017	83	6171.208
  2017	84	7300.286
  2017	85	8526.833
  Age	NoHS	HSOnly	SomeCollege	BAorAbove	Year
  55	989.1041	888.8244	492.3193	437.9204	1996
  56	1041.594	961.1091	535.9817	493.2489	1996
  57	1133.861	1039.486	582.6528	539.8077	1996
  58	1234.712	1131.353	642.7942	594.5068	1996
  59	1341.853	1247.117	695.1056	670.8217	1996
  60	1433.492	1367.073	782.061	748.2952	1996
  61	1555.493	1498.426	857.0828	820.6966	1996
  62	1663.919	1625.944	942.7365	914.3578	1996
  63	1774.552	1752.361	1014.971	1009.69	1996
  64	1842.174	1871.059	1092.119	1113.718	1996
  65	1973.906	2055.188	1163.433	1223.145	1996
  66	2099.754	2240.621	1256.246	1364.211	1996
  67	2229.337	2460.5	1347.81	1507.695	1996
  68	2404.675	2681.756	1468.576	1655.578	1996
  69	2624.931	2948.959	1635.134	1866.448	1996
  70	2757.066	3167.099	1767.44	2073.731	1996
  71	2975.647	3483.471	1935.592	2287.638	1996
  72	3207.572	3755.704	2126.801	2591.888	1996
  73	3360.602	3993.576	2373.106	2855.015	1996
  74	3554.588	4340.882	2579.778	3100.125	1996
  75	3968.382	4833.568	2820.668	3501.854	1996
  76	4234.324	5215.432	3142.164	3841.2	1996
  77	4665.632	5732.582	3430.312	4176.591	1996
  79	5035.06	6417.76	3966.085	4730.834	1996
  80	5482.982	7091.36	4491.76	5192.426	1996
  81	5833.548	7939.102	4987.607	5783.221	1996
  82	6415.071	9155.647	5623.387	6498.238	1996
  83	6984.097	10675.84	6410.028	7612.86	1996
  84	7830.316	11877.01	7147.895	8458.494	1996
  85	8793.945	13604.29	7758.783	9685.29	1996
  86	9807.368	16252.15	8852.953	10992.07	1996
  87	10941.13	18783.18	10085.83	12156.02	1996
  88	14858.58	27462.66	13384.99	16045.86	1996
  89	17422.24	34951.6	16595.76	18526.16	1996
  55	1001.124	858.2776	496.0736	418.6502	1997
  56	1081.028	933.5991	538.8104	463.6365	1997
  57	1142.887	1013.176	599.102	511.9373	1997
  58	1245.797	1092.028	648.0612	572.5293	1997
  59	1328.336	1203.248	702.605	634.0836	1997
  60	1433.37	1318.056	770.5468	703.0434	1997
  61	1517.631	1452.054	847.8349	767.7943	1997
  62	1625.912	1597.012	926.8892	861.4876	1997
  63	1726.818	1745.959	1029.062	952.0881	1997
  64	1805.487	1887.4	1126.332	1068.961	1997
  65	1882.894	2037.007	1200.132	1186.095	1997
  66	2021.442	2188.956	1301.235	1324.428	1997
  67	2171.396	2370.612	1411.722	1476.599	1997
  68	2330.512	2577.744	1503.041	1612.881	1997
  69	2567.357	2825.983	1619.451	1784.822	1997
  70	2803.256	3081.314	1808.722	2017.33	1997
  71	2982.293	3403.785	1950.59	2219.215	1997
  72	3205.022	3722.376	2122.828	2443.826	1997
  73	3405.335	4036.159	2314.136	2716.996	1997
  74	3618.399	4344.805	2558.038	3036.38	1997
  75	3840.959	4697.352	2830.293	3387.479	1997
  76	4209.46	5132.464	3091.134	3758.844	1997
  77	4558.202	5619.876	3371.593	4180.869	1997
  79	5014.675	6176.886	3782.196	4668.069	1997
  80	5501.995	6875.372	4225.955	5156.257	1997
  81	6073.998	7745.002	4732.689	5718.963	1997
  82	6562.727	8969.041	5337.074	6750.305	1997
  83	7315.669	9833.263	6174.829	7275.047	1997
  84	8033.292	11442.3	6896.9	8065.951	1997
  85	8952.071	12990.35	7732.563	8703.061	1997
  86	10145.07	14551.79	8629.421	10041.91	1997
  87	11362.28	16489.17	9962.002	11412.67	1997
  88	14424.57	23125.92	13306.91	14341.64	1997
  89	17559.74	28977.96	15929.68	17498.55	1997
  55	1025.321	857.2177	480.1153	391.0975	1998
  56	1098.281	926.4201	522.983	435.8677	1998
  57	1167.85	1004.257	577.5073	490.674	1998
  58	1245.326	1082.46	642.3684	547.0954	1998
  59	1321.184	1173.267	695.1446	618.1378	1998
  60	1395.426	1276.841	775.2901	688.2223	1998
  61	1481.441	1372.767	861.9617	766.26	1998
  62	1601.676	1508.126	948.3809	838.0083	1998
  63	1701.304	1640.283	1035.73	925.1888	1998
  64	1840.054	1807.002	1143.195	1033.404	1998
  65	1946.276	1981.245	1226.592	1160.315	1998
  66	2081.533	2158.869	1298.02	1284.013	1998
  67	2215.08	2338.766	1389.368	1455.578	1998
  68	2347.428	2573.143	1505.502	1619.543	1998
  69	2509.839	2799.99	1637.599	1795.813	1998
  70	2724.919	3021.756	1773.958	2003.381	1998
  71	2921.564	3298.377	1982.996	2250.667	1998
  72	3145.591	3670.189	2148.149	2471.388	1998
  73	3415.761	3946.076	2319.638	2734.181	1998
  74	3696.921	4284.199	2488.243	3022.146	1998
  75	4008.906	4670.118	2737.691	3386.25	1998
  76	4340.17	5058.23	2959.167	3722.675	1998
  77	4638.726	5532.882	3205.772	4081.243	1998
  79	5049.26	6021.582	3548.379	4615.775	1998
  80	5487.815	6750.466	4103.437	5064.894	1998
  81	6010.563	7656.897	4611.776	5525.622	1998
  82	6524.356	8598.626	5145.296	6270.034	1998
  83	7261.984	9851.058	5870.53	7543.231	1998
  84	7845.813	11357.07	6986.711	8181.078	1998
  85	8904.227	13120.57	7877.348	9026.452	1998
  86	9823.751	15115.1	8854.36	10040.05	1998
  87	11322.96	17025.67	10276.44	11519.61	1998
  88	14189.17	24510.77	13482.15	14668.22	1998
  89	16876.23	31641.48	16078.42	17792.25	1998
  55	1076.612	889.3277	483.6881	384.0773	1999
  56	1160.057	946.4496	525.5556	423.1005	1999
  57	1218.94	1035.973	571.2298	468.8506	1999
  58	1288.388	1129.697	628.8912	529.41	1999
  59	1363.733	1193.57	693.7783	593.0949	1999
  60	1425.972	1281.945	753.6894	668.6348	1999
  61	1508.147	1373.837	822.4123	730.2946	1999
  62	1618.762	1478.446	902.8079	824.465	1999
  63	1715.327	1609.137	986.7463	928.0295	1999
  64	1856.541	1763.092	1071.958	1014.665	1999
  65	2019.518	1939.097	1166.015	1134.982	1999
  66	2197.808	2113.807	1252.497	1297.92	1999
  67	2377.156	2295.025	1327.969	1403.144	1999
  68	2523.725	2497.557	1407.613	1561.081	1999
  69	2671.859	2750.384	1520.973	1741.365	1999
  70	2873.991	2995.034	1661.298	1920.587	1999
  71	3001.318	3262.823	1849.368	2112.51	1999
  72	3212.137	3600.688	2080.34	2414.111	1999
  73	3496.818	3968.396	2258.336	2614.641	1999
  74	3818.338	4341.658	2483.75	2852.677	1999
  75	4078.97	4692.757	2715.462	3205.783	1999
  76	4467.68	5081.387	2942.305	3585.187	1999
  77	4872.564	5528.592	3234.886	3856.91	1999
  79	5186.384	6099.662	3602.61	4419.887	1999
  80	5582.462	6805.675	4127.379	5022.406	1999
  81	6175.812	7611.178	4558.025	5692.885	1999
  82	6831.115	8794.505	5311.875	6356.697	1999
  83	7286.872	9966.839	5881.537	7371.156	1999
  84	8239.623	11356.24	6939.193	8093.775	1999
  85	9043.737	12927.72	8187.083	8961.885	1999
  86	10149.15	15101.52	9333.327	10077.87	1999
  87	11172.58	17265.77	10470.93	11595.33	1999
  88	15415.23	22186.67	14555.92	15470.71	1999
  89	18226.74	28679.25	17467.8	19041.74	1999
  55	1064.072	860.1151	475.491	399.0718	2000
  56	1122.041	921.3174	516.3646	442.0475	2000
  57	1205.654	982.2603	569.1865	483.0838	2000
  58	1266.871	1084.093	615.3369	527.3476	2000
  59	1330.976	1181.157	676.6242	582.6311	2000
  60	1406.728	1263.587	737.0543	651.9337	2000
  61	1489.03	1391.302	795.624	729.1237	2000
  62	1573.65	1517.592	863.1997	807.9592	2000
  63	1675.169	1615.846	932.56	883.8628	2000
  64	1803.58	1764.792	1000.518	998.9714	2000
  65	1957.198	1947.333	1120.774	1097.269	2000
  66	2148.962	2103.271	1231.178	1219.151	2000
  67	2316.43	2252.679	1350.828	1353.658	2000
  68	2518.028	2460.748	1470.089	1467.632	2000
  69	2673.679	2657.146	1603.788	1632.468	2000
  70	2898.283	2893.444	1713.021	1840.886	2000
  71	3068.406	3183.269	1855.197	2043.648	2000
  72	3219.015	3551.701	2003.875	2290.086	2000
  73	3441.028	3838.923	2212.854	2663.54	2000
  74	3700.207	4250.701	2394.204	2918.004	2000
  75	3982.92	4663.324	2649.216	3165.716	2000
  76	4241.913	5081.355	2890.36	3467.106	2000
  77	4729.922	5510.368	3214.245	3792.276	2000
  79	5046.135	6058.224	3577.016	4200.247	2000
  80	5599.614	6857.949	4116.725	4856.824	2000
  81	6048.957	7641.476	4657.126	5572.809	2000
  82	6843.337	8750.173	5301.491	6485.927	2000
  83	7523.215	9968.511	6001.615	7302.575	2000
  84	8551.177	11425.09	6769.104	8656.198	2000
  85	9662.469	12980.05	8051.605	9605.466	2000
  86	10772.45	14991.6	9425.63	10991.19	2000
  87	11715.09	17780.1	10467.1	11908.91	2000
  88	15065.15	22770.53	13333.67	15496.42	2000
  89	17761.63	28615.15	18034.72	19583.53	2000
  55	1038.444	877.1539	482.6189	387.919	2001
  56	1115.656	942.6915	521.5	428.44	2001
  57	1196.134	1009.107	562.2557	475.9189	2001
  58	1296.201	1091.077	598.5636	521.7392	2001
  59	1360.837	1180.341	655.3296	563.1882	2001
  60	1443.71	1275.841	715.3006	626.7893	2001
  61	1523.17	1378.974	785.079	691.8897	2001
  62	1614.845	1503.906	856.8124	762.1184	2001
  63	1666.869	1623.98	932.52	845.8278	2001
  64	1794.673	1772.554	989.0694	944.7238	2001
  65	1937.64	1920.605	1096.317	1054.585	2001
  66	2054.39	2088.191	1190.682	1174.383	2001
  67	2254.694	2250.22	1309.357	1311.715	2001
  68	2407.306	2429.659	1425.469	1438.743	2001
  69	2568.024	2625.706	1567.844	1583.748	2001
  70	2750.391	2831.354	1677.773	1751.27	2001
  71	3028.267	3095.693	1849.882	1936.513	2001
  72	3243.551	3420.992	2036.773	2149.052	2001
  73	3463.457	3786.107	2188.495	2444.265	2001
  74	3741.547	4187.379	2386.044	2852.336	2001
  75	3992.596	4571.018	2645.792	3174.708	2001
  76	4259.787	5006.537	2858.549	3551.151	2001
  77	4595.302	5424.129	3130.311	3878.993	2001
  79	4999.185	5940.656	3535.27	4388.818	2001
  80	5548.271	6549.393	4130.681	5007.447	2001
  81	6092.101	7495.815	4646.203	5767.923	2001
  82	6681.902	8473.091	5448.784	6258.999	2001
  83	7252.702	9595.303	6201.765	7053.565	2001
  84	8169.541	10925.63	6923.995	7937.599	2001
  85	9271.451	12252.52	7478.439	8765.934	2001
  86	10521.19	13968.57	8482.738	10456.97	2001
  87	11908.54	16594.26	9521.911	12123.87	2001
  88	16923.82	24556.1	15756.6	17103.7	2001
  89	19774.57	29426.73	20020.21	19392.5	2001
  55	1045.531	892.7289	487.6883	381.9783	2002
  56	1114.482	951.7044	521.5619	412.5061	2002
  57	1195.599	1027.337	554.3755	453.803	2002
  58	1278.023	1096.02	594.4699	511.7542	2002
  59	1378.16	1189.757	646.6204	564.6038	2002
  60	1442.111	1279.348	709.4753	620.7581	2002
  61	1529.446	1393.5	775.1459	687.5782	2002
  62	1633.662	1496.97	836.0755	755.0637	2002
  63	1704.488	1608.905	907.2874	826.8408	2002
  64	1754.274	1721.264	975.0295	911.2916	2002
  65	1890.99	1905.777	1063.802	1027.975	2002
  66	2029.267	2037.861	1168.201	1141.733	2002
  67	2208.998	2208.213	1303.914	1268.751	2002
  68	2422.431	2427.353	1454.352	1395.191	2002
  69	2590.987	2645.001	1593.836	1549.607	2002
  70	2786.05	2874.543	1765.761	1702.949	2002
  71	2981.793	3133.013	1913.741	1880.895	2002
  72	3159.912	3404.636	2038.816	2056.864	2002
  73	3360.332	3717.617	2231.083	2295.471	2002
  74	3675.312	4111.731	2406.484	2593.785	2002
  75	3910.678	4421.026	2564.373	2831.979	2002
  76	4176.182	4801.013	2763.509	3158.022	2002
  77	4599.809	5435.97	3167.334	3714.635	2002
  79	5002.302	6073.885	3489.292	4402.718	2002
  80	5536.951	6802.586	4008.049	5098.414	2002
  81	6033.668	7474.277	4493.293	5775.2	2002
  82	6618.59	8447.08	5164.435	6428.068	2002
  83	7149.141	9412.35	5787.605	6977.543	2002
  84	7879.776	10410.49	6597.227	7470.412	2002
  85	8766.017	11601.61	7324.387	8107.004	2002
  86	10010.02	13186.92	8169.893	8888.358	2002
  87	11398.7	14553.66	9038.242	9897.713	2002
  88	13022.59	16034.43	9899.495	10924.43	2002
  89	16140.68	18482.54	11299.88	12993.08	2002
  55	1123.064	908.0095	494.1948	358.5593	2003
  56	1192.271	955.5714	531.4077	393.3688	2003
  57	1307.305	1025.517	575.2477	428.909	2003
  58	1384.555	1106.601	611.492	473.5575	2003
  59	1501.803	1192.681	666.9815	527.5504	2003
  60	1610.124	1281.904	720.453	575.5739	2003
  61	1697.965	1375.408	780.6045	643.0735	2003
  62	1756.808	1472.666	835.3959	712.3435	2003
  63	1805.766	1566.874	909.6047	778.3488	2003
  64	1843.116	1665.771	972.5356	870.2153	2003
  65	1957.853	1802.074	1067.458	976.3085	2003
  66	2096.747	1969.187	1177.215	1087.09	2003
  67	2248.742	2118.366	1323.072	1190.447	2003
  68	2443.212	2274.833	1449.956	1306.814	2003
  69	2640.665	2497.522	1590.914	1450.538	2003
  70	2762.342	2706.405	1782.566	1624.951	2003
  71	2976.301	2956.565	1936.466	1782.908	2003
  72	3169.322	3245.204	2055.651	2006.492	2003
  73	3453.69	3572.52	2234.046	2198.92	2003
  74	3778.987	3889.308	2436.546	2457.949	2003
  75	4046.247	4191.36	2550.96	2603.935	2003
  76	4375.023	4669.692	2779.206	2895.108	2003
  77	4830.103	5274.74	3151.335	3368.293	2003
  79	5198.318	5925.594	3639.619	3938.673	2003
  80	5697.993	6821.819	4189.783	4584.639	2003
  81	6313.802	7717.796	4804.957	5377.308	2003
  82	6865.236	8502.878	5437.907	6103.579	2003
  83	7564.741	9338.382	6263.574	6706.519	2003
  84	8466.895	10492.83	7020.697	7365.671	2003
  85	9995.604	11566	7573.828	8087.93	2003
  86	11586.59	12991.23	8547.014	8966.917	2003
  87	13258.15	14223.12	9450.116	10179.29	2003
  88	14797	15142.37	9842.315	11582.37	2003
  89	16750.7	15991.02	10570.05	13070.94	2003
  55	1122.784	912.9505	489.053	335.2153	2004
  56	1184.247	965.462	516.6687	368.4401	2004
  57	1279.439	1008.481	559.7392	406.5714	2004
  58	1338.933	1078.505	601.0525	445.5693	2004
  59	1425.208	1156.558	649.1766	495.6459	2004
  60	1543.651	1232.722	710.1597	543.7397	2004
  61	1623.7	1330.318	770.1912	600.6031	2004
  62	1687.616	1446.415	827.6549	662.2674	2004
  63	1755.602	1514.56	876.6977	714.0838	2004
  64	1806.262	1607.409	955.8353	793.4722	2004
  65	1890.796	1760.944	1057.105	906.784	2004
  66	2042.109	1925.888	1158.665	1007.874	2004
  67	2217.433	2092.912	1256.943	1122.974	2004
  68	2422.968	2270.443	1400.713	1277.293	2004
  69	2611.139	2482.776	1522.977	1405.475	2004
  70	2807.75	2677.483	1632.784	1555.786	2004
  71	2909.647	2856.247	1795.865	1712.873	2004
  72	3112.689	3104.602	1969.5	1913.727	2004
  73	3386.316	3404.311	2121.092	2152.346	2004
  74	3684.025	3724.578	2355.258	2329.084	2004
  75	3910.251	3963.433	2557.23	2498.307	2004
  76	4273.805	4390.412	2750.742	2735.021	2004
  77	4750.012	4936.085	3183.08	3128.16	2004
  79	4999.607	5392.768	3515.082	3447.506	2004
  80	5409.277	6016.535	4007.84	4005.357	2004
  81	5694.536	6543.85	4324.158	4370.778	2004
  82	6070.091	7002.352	4707.059	4845.972	2004
  83	7146.803	8058.495	5405.026	5709.906	2004
  84	8946.365	10181.4	7064.609	7067.354	2004
  85	10567.25	12779.29	8609.922	8764.343	2004
  86	13374.39	15562.83	10369.37	10807.81	2004
  87	16137.77	17993.96	12290.83	12876.95	2004
  88	17526.59	20001.62	13244.64	14640.1	2004
  89	19174.58	20568.95	13667.69	17096.25	2004
  55	1065.164	911.151	504.7111	337.4658	2005
  56	1128.844	969.4999	536.8838	371.267	2005
  57	1212.383	1023.905	567.6747	406.909	2005
  58	1324.434	1076.065	604.2544	450.727	2005
  59	1388.298	1153.462	652.9236	493.2136	2005
  60	1513.024	1236.81	711.603	541.2559	2005
  61	1640.739	1314.55	779.9372	597.9405	2005
  62	1724.303	1424.772	849.5279	659.5196	2005
  63	1766.599	1528.738	907.1759	703.2641	2005
  64	1866.838	1611.96	972.0898	778.9417	2005
  65	1928.615	1757.408	1051.68	873.487	2005
  66	2024.179	1914.443	1140.025	963.0928	2005
  67	2190.52	2077.894	1241.356	1072.204	2005
  68	2416.495	2279.278	1373.373	1212.41	2005
  69	2627.841	2457.161	1504.845	1335.03	2005
  70	2851.962	2619.521	1633.837	1478.288	2005
  71	3039.793	2828.562	1818.808	1672.324	2005
  72	3241.033	3040.56	2000.96	1807.649	2005
  73	3430.632	3299.002	2166.139	1982.712	2005
  74	3704.174	3642.646	2303.588	2182.287	2005
  75	3906.645	3978.787	2553.632	2345.905	2005
  76	4218.515	4389.562	2810.527	2646.613	2005
  77	4621.438	4954.778	3176.992	3135.195	2005
  79	4917.576	5397.549	3430.3	3562.391	2005
  80	5410.884	6054.576	3891.763	4095.529	2005
  81	5811.659	6514.526	4200.922	4586.396	2005
  82	6307.075	7066.252	4501.386	4955.253	2005
  83	7245.992	8255.934	5144.861	5806.745	2005
  84	8785.903	10139.87	6862.456	7430.432	2005
  85	10512.31	12497.39	8718.186	9289.805	2005
  86	12390.88	15363.71	10566.26	10828.36	2005
  87	14532.41	18075.12	12363.85	12465.3	2005
  88	16167.9	20520.77	13781.27	14114.6	2005
  89	18299.83	21625.42	14505.68	14663.58	2005
  55	1131.827	912.8898	502.439	321.3547	2006
  56	1170.784	969.1575	532.3747	357.983	2006
  57	1258.581	1016.088	566.1253	397.5086	2006
  58	1334.744	1084.292	608.1704	436.2875	2006
  59	1434.493	1152.614	653.2704	478.7546	2006
  60	1544.993	1241.991	696.1854	526.7201	2006
  61	1674.481	1334.984	751.1892	575.9318	2006
  62	1758.877	1417.866	811.6374	636.7508	2006
  63	1828.072	1494.268	876.599	688.0823	2006
  64	1903.714	1586.291	938.3098	738.6024	2006
  65	2012.705	1723.657	1040.878	816.0811	2006
  66	2105.597	1838.132	1149.812	903.8876	2006
  67	2233.957	2002.41	1242.456	1012.315	2006
  68	2326.3	2178.707	1351.689	1124.171	2006
  69	2512.211	2371.117	1503.501	1265.658	2006
  70	2630.277	2518.086	1626.612	1373.623	2006
  71	2900.495	2774.597	1779.252	1558.969	2006
  72	3124.038	2968.258	1975.796	1712.325	2006
  73	3408.585	3225.365	2158.893	1931.709	2006
  74	3665.201	3531.234	2349.103	2155.224	2006
  75	3872.56	3844.957	2494.574	2335.395	2006
  76	4103.038	4228.805	2725.923	2576.319	2006
  77	4513.851	4836.779	3044.145	3033.356	2006
  79	4978.503	5481.89	3372.944	3565.124	2006
  80	5631.833	6318.823	3881.036	4260.24	2006
  81	6132.764	6862.024	4298.209	4769.059	2006
  82	6700.144	7495.596	4793.559	5252.651	2006
  83	7496.904	8552.764	5625.238	6224.048	2006
  84	8729.102	10408.53	7063.894	7448.03	2006
  85	10122.03	12311.9	8272.576	8202.991	2006
  86	11603.02	14344.83	9872.515	9293.809	2006
  87	13035.97	16179.09	11216.49	10673.75	2006
  88	14231.01	17757.17	12062.7	11471.45	2006
  89	15141.59	18040.48	12382.34	11972.11	2006
  55	1129.128	901.3255	505.2947	306.9165	2007
  56	1193.8	975.5682	538.722	342.6704	2007
  57	1270.13	1030.809	573.6294	378.5588	2007
  58	1355.328	1077.699	611.2767	414.7723	2007
  59	1438.642	1157.402	650.9269	458.7944	2007
  60	1545.028	1224.962	709.7753	507.2689	2007
  61	1667.301	1295.612	760.4474	553.6815	2007
  62	1767.267	1377.735	815.6532	606.8354	2007
  63	1865.78	1470.156	869.2603	657.9219	2007
  64	1976.3	1565.206	941.6505	720.0238	2007
  65	2058.148	1694.62	1004.546	790.6739	2007
  66	2138.028	1832.309	1104.398	871.2264	2007
  67	2251.325	1982.802	1213.182	964.6816	2007
  68	2356.487	2127.358	1320.485	1077.533	2007
  69	2480.758	2303.272	1439.704	1212.273	2007
  70	2627.182	2486.848	1563.83	1345.529	2007
  71	2816.247	2673.124	1690.169	1508.48	2007
  72	3060.269	2903.203	1880.359	1691.814	2007
  73	3342.493	3146.638	2111.025	1931.703	2007
  74	3649.101	3449.963	2282.551	2186.992	2007
  75	3833.449	3662.138	2455.756	2360.333	2007
  76	4191.86	3967.359	2672.234	2583.464	2007
  77	4743.872	4512.476	3003.549	3023.93	2007
  79	5131.583	5015.025	3196.239	3376.679	2007
  80	5630.235	5651.216	3651.359	3887.476	2007
  81	6033.472	6181.288	4022.626	4286.557	2007
  82	6503.332	6848.766	4420.693	4785.202	2007
  83	7349.308	7974.206	5255.902	5642.664	2007
  84	8759.076	10210.74	6466.473	7542.772	2007
  85	10452.41	12599.98	7934.068	9210.435	2007
  86	12472.55	14684.62	9725.319	10844.78	2007
  87	14707.56	16440.28	11086.34	12068.07	2007
  88	16482.59	17760.26	12114.9	13254.04	2007
  89	17849.65	18309.67	13100.59	13403.52	2007
  55	1156.038	900.7623	493.3896	304.9761	2008
  56	1204.252	962.104	531.5728	337.379	2008
  57	1277.27	1028.949	571.5741	371.1278	2008
  58	1362.427	1108.223	614.3062	407.4501	2008
  59	1469.884	1181.127	663.6178	445.9532	2008
  60	1566.029	1275.052	704.2315	483.4283	2008
  61	1665.717	1371.538	755.4518	530.1658	2008
  62	1767.331	1461.394	818.1964	586.7528	2008
  63	1856.75	1545.368	870.9631	641.1537	2008
  64	1955.138	1653.08	937.5714	713.7654	2008
  65	2041.883	1784.336	1021.22	796.9221	2008
  66	2158.171	1898.74	1105.897	873.811	2008
  67	2268.802	2015.001	1187.706	946.4419	2008
  68	2410.308	2164.416	1294.518	1036.125	2008
  69	2540.283	2357.417	1426.444	1127.054	2008
  70	2704.871	2514.817	1559.495	1264.713	2008
  71	2902.211	2719.582	1705.048	1419.999	2008
  72	3137.07	2956.531	1839.856	1615.799	2008
  73	3371.598	3190.637	2000.597	1808.158	2008
  74	3713.678	3484.06	2151.191	2056.428	2008
  75	3988.703	3709.86	2331.313	2274.21	2008
  76	4284.164	4016.766	2567.25	2516.671	2008
  77	4818.362	4485.88	3023.77	3039.508	2008
  79	5206.598	4890.436	3353.913	3463.886	2008
  80	5717.164	5407.746	3736.808	3970.424	2008
  81	6043.879	5980.791	3987.475	4324.101	2008
  82	6506.563	6701.11	4346.539	4788.38	2008
  83	7370.874	8109.124	5029.809	5363.004	2008
  84	8901.031	10438.68	6260.157	6929.218	2008
  85	10311.52	12866.3	7797.988	8642.57	2008
  86	12575.76	15068.1	9402.123	10523.75	2008
  87	14951.35	16960.36	10913.08	11847.11	2008
  88	16889.51	18370.56	12252.43	13281.61	2008
  89	18272.27	19030	13387.52	13902.49	2008
  55	1146.512	896.0726	481.4289	306.1612	2009
  56	1209.079	954.1284	525.171	335.1048	2009
  57	1254.79	1037.342	571.148	366.9154	2009
  58	1354.588	1110.254	616.1799	398.2939	2009
  59	1452.497	1194.675	661.4565	436.0399	2009
  60	1534.545	1278.62	709.3483	471.1772	2009
  61	1634.355	1377.582	757.1116	518.0568	2009
  62	1760.009	1465.421	806.2695	565.4757	2009
  63	1838.197	1539.22	871.6187	621.9191	2009
  64	1912.132	1640.127	944.231	689.9878	2009
  65	1963.402	1754.912	1022.851	782.4818	2009
  66	2092.751	1880.415	1095.104	849.941	2009
  67	2227.94	1977.465	1164.742	913.1429	2009
  68	2399.193	2136.315	1270.565	980.9132	2009
  69	2589.473	2282.423	1391.73	1069.356	2009
  70	2773.238	2448.521	1532.443	1122.108	2009
  71	2941.82	2616.722	1672.674	1268.192	2009
  72	3118.923	2857.734	1854.582	1469.916	2009
  73	3269.337	3103.779	2045.562	1669.146	2009
  74	3437.603	3398.471	2229.374	1858.352	2009
  75	3657.044	3638.292	2346.142	2123.599	2009
  76	3978.336	3975.43	2591.363	2380.702	2009
  77	4419.911	4522.868	2962.163	2855.855	2009
  79	4839.524	4901.222	3243.295	3258.455	2009
  80	5423.666	5413.214	3610.759	3820.013	2009
  81	5872.976	5824.632	3912.446	4159.498	2009
  82	6304.912	6403.68	4226.569	4621.153	2009
  83	7076.403	7760.447	4901.937	5397.881	2009
  84	8304.815	10079.97	6386.888	6780.181	2009
  85	9801.138	12534.55	7914.34	8429.982	2009
  86	11257.73	15120.06	9540.433	10558.71	2009
  87	12778.4	17326.24	11251.59	12186.68	2009
  88	14142.47	18265.8	12567.84	13221.86	2009
  89	15477.11	18885.52	13175.01	14231.98	2009
  55	1104.084	871.2583	481.5591	296.6181	2010
  56	1175.57	947.3014	522.6219	330.2401	2010
  57	1257.779	1018.624	574.4376	360.7992	2010
  58	1324.697	1082.06	627.1352	397.0986	2010
  59	1422.93	1149.384	681.936	427.5354	2010
  60	1517.791	1217.297	731.485	469.7632	2010
  61	1605.875	1289.219	789.2784	510.8167	2010
  62	1689.685	1377.371	854.2621	564.3642	2010
  63	1810.181	1453.654	899.5922	608.2957	2010
  64	1894.034	1583.3	959.4765	683.4009	2010
  65	2022.476	1714.741	1033.59	766.3102	2010
  66	2096.692	1832.468	1113.643	839.9316	2010
  67	2259.385	1945.621	1198.523	905.6424	2010
  68	2391.523	2091.201	1285.713	996.5045	2010
  69	2577.967	2244.543	1419.45	1067.552	2010
  70	2738.164	2410.539	1539.65	1166.442	2010
  71	2959.899	2588.168	1682.653	1288.774	2010
  72	3125.068	2838.098	1847.236	1481.697	2010
  73	3359.327	3119.315	2077.057	1668.382	2010
  74	3523.909	3370.313	2277.228	1889.892	2010
  75	3628.045	3588.461	2471.834	2072.843	2010
  76	3900.135	3940.648	2674.773	2327.621	2010
  77	4377.036	4498.47	3045.293	2819.269	2010
  79	4723.504	4890.221	3378.267	3210.548	2010
  80	5252.433	5465.026	3821.989	3683.906	2010
  81	5770.677	5870.532	4143.865	4063.841	2010
  82	6319.532	6408.841	4506.914	4567.63	2010
  83	7035.127	7432.809	5099.918	5282.13	2010
  84	8332.119	9532.56	6586.159	6989.965	2010
  85	10142.84	11599.06	8157.977	8632.646	2010
  86	11728.14	13715.63	9908.229	10692.93	2010
  87	13197.18	15986.89	11626.78	12583.3	2010
  88	14761.6	18145.87	13283.87	14091.98	2010
  89	16196.48	19096.03	13371.46	14265.67	2010
  55	1130.342	873.865	494.3215	285.0754	2011
  56	1194.173	952.7854	537.2068	311.506	2011
  57	1252.339	1023.654	586.5852	349.7231	2011
  58	1348.784	1103.876	629.126	382.1029	2011
  59	1399.202	1166.253	682.7207	425.0025	2011
  60	1487.625	1246.018	729.0949	470.6023	2011
  61	1589.57	1312.133	780.6072	519.0756	2011
  62	1690.322	1386.534	830.4509	571.2437	2011
  63	1762.719	1464.644	901.524	618.1979	2011
  64	1897.827	1558.019	956.2229	672.2676	2011
  65	2045.891	1659.969	1034.312	738.8061	2011
  66	2210.927	1783.846	1113.092	813.4665	2011
  67	2345.671	1931.502	1206.08	875.4062	2011
  68	2488.861	2060.936	1323.135	980.0499	2011
  69	2642.886	2202.223	1439.782	1103.327	2011
  70	2758.33	2371.304	1562.297	1219.406	2011
  71	2928.905	2543.792	1692.66	1348.808	2011
  72	3167.612	2760.018	1823.574	1500.907	2011
  73	3390.303	3029.859	1959.971	1667.295	2011
  74	3594.663	3338.244	2148.421	1866.026	2011
  75	3859.055	3663.046	2376.823	2067.605	2011
  76	4089.448	4002.342	2622.369	2372.764	2011
  77	4345.669	4388.195	2944.464	2715.473	2011
  79	4776.397	4837.911	3300.582	3197.329	2011
  80	5380.232	5489.835	3776.657	3784.142	2011
  81	5808.391	5924.507	4090.668	4194.279	2011
  82	6513.242	6577.58	4470.364	4662.466	2011
  83	7456.801	7671.852	5173.529	5587.002	2011
  84	8491.312	9373.436	6150.034	6801.173	2011
  85	9609.787	11379.68	7182.16	7864.078	2011
  86	10879.51	13343.53	8411.498	9459.243	2011
  87	12252.12	15152.57	10197.51	11135.2	2011
  88	13584.1	16527.29	11393.76	12592.36	2011
  89	15099.23	17693.87	12179.99	12993.83	2011
  55	1161.13	878.9108	500.2098	281.5902	2012
  56	1244.156	944.3788	541.9433	311.0298	2012
  57	1339.074	1011.622	591.0367	343.9343	2012
  58	1402.481	1091.637	637.32	385.3123	2012
  59	1505.75	1183.582	680.0463	419.9459	2012
  60	1571.346	1280.253	735.7339	464.0347	2012
  61	1668.495	1363.111	787.1819	506.1333	2012
  62	1736.524	1442.474	837.8151	558.6494	2012
  63	1818.869	1532.282	896.7414	610.4974	2012
  64	1852.332	1613.08	965.7358	661.9961	2012
  65	2000.191	1708.879	1029.149	719.2846	2012
  66	2138.062	1822.925	1119.019	802.6175	2012
  67	2269.48	1964.795	1217.314	866.8481	2012
  68	2435.513	2073.862	1315.97	954.0869	2012
  69	2607.019	2210.918	1428.97	1074.13	2012
  70	2723.58	2385.182	1542.994	1187.193	2012
  71	2831.478	2572.24	1683.984	1324.153	2012
  72	2997.49	2777.507	1829.893	1516.416	2012
  73	3259.859	3083.684	1967.875	1696.045	2012
  74	3505.42	3348.171	2135.02	1885.59	2012
  75	3810.568	3637.872	2366.835	2097.504	2012
  76	4167.027	3980.132	2565.93	2296.866	2012
  77	4494.254	4372.124	2836.851	2572.512	2012
  79	4722.329	4696.977	3178.881	2943.858	2012
  80	5245.057	5313.208	3525.006	3462.686	2012
  81	5530.56	5761.184	3844.435	3892.91	2012
  82	6116.19	6352.443	4207.367	4366.658	2012
  83	7079.368	7224.963	4899.496	5137.412	2012
  84	8382.585	8914.442	6018.367	6380.955	2012
  85	9698.383	10857.91	7126.327	7752.688	2012
  86	11369.21	13208.66	8477.742	9290.667	2012
  87	13058.12	15287.67	10303.87	11373.67	2012
  88	14778.03	17550.42	12094.34	12907.81	2012
  89	16103.07	18879.03	13647.05	14225.99	2012
  55	1192.162	880.5673	491.9661	277.4453	2013
  56	1257.945	949.7989	539.5298	307.5303	2013
  57	1345.387	1014.275	591.4203	337.3144	2013
  58	1455.307	1087.825	640.5071	372.4867	2013
  59	1553.08	1169.281	695.5462	407.6532	2013
  60	1625.761	1263.982	747.3976	454.5155	2013
  61	1684.637	1354.573	800.475	503.1345	2013
  62	1785.687	1446.421	860.7406	552.727	2013
  63	1823.432	1528.98	921.6084	606.2841	2013
  64	1920.769	1624.635	989.9502	671.3442	2013
  65	2009.906	1718.003	1052.534	722.7156	2013
  66	2180.496	1831.248	1147.424	787.5666	2013
  67	2371.13	1977.787	1243.098	879.5994	2013
  68	2540.288	2139.805	1345.211	962.2081	2013
  69	2694.846	2299.781	1442.949	1055.597	2013
  70	2899.241	2490.364	1566.145	1169.879	2013
  71	3054.147	2696.631	1671.806	1287.253	2013
  72	3104.352	2883.843	1816.342	1451.145	2013
  73	3317.149	3131.434	1983.064	1664.637	2013
  74	3557.174	3412.987	2177.08	1876.348	2013
  75	3783.782	3664.186	2375.904	2089.529	2013
  76	4126.333	3924.595	2613.131	2354.366	2013
  77	4619.469	4266.344	2808.556	2602.667	2013
  79	4888.623	4637.486	3015.822	2975.461	2013
  80	5347.885	5174.049	3446.833	3530.166	2013
  81	5695.052	5592.881	3689.837	3979.838	2013
  82	6181.838	6260.857	4023.716	4421.173	2013
  83	7098.87	7379.111	4870.607	5415.342	2013
  84	8468.558	8901.98	5918.287	6570.286	2013
  85	10181.67	10700.5	7199.184	7887.668	2013
  86	11754.44	12741.05	8723.408	9335.685	2013
  87	13853.9	14848.35	10484.05	11160.24	2013
  88	15585.06	17155.22	12052.65	12182.11	2013
  89	16576.33	19097.45	13485.12	13486.6	2013
  55	1199.645	917.9837	500.9763	272.5318	2014
  56	1278.82	968.4863	544.4585	300.7898	2014
  57	1350.329	1036.909	593.8294	333.8439	2014
  58	1427.974	1095.387	643.0244	366.1282	2014
  59	1517.171	1197.176	704.6309	402.1885	2014
  60	1599.305	1289.238	765.7928	446.0039	2014
  61	1687.293	1394.102	827.6114	490.7502	2014
  62	1748.009	1480.394	891.5141	538.2626	2014
  63	1839.691	1580.844	954.3971	592.5131	2014
  64	1927.016	1657.295	1007.643	656.7785	2014
  65	2068.617	1751.047	1069.354	722.4178	2014
  66	2176.455	1858.369	1134.491	784.6632	2014
  67	2349.68	1995.466	1221.96	871.6393	2014
  68	2523.211	2120.831	1338.266	963.8206	2014
  69	2709.854	2282.267	1457.191	1064.905	2014
  70	2833.715	2454.91	1575.074	1162.373	2014
  71	3041.532	2672.553	1729.186	1298.06	2014
  72	3213.33	2854.739	1840.249	1392.225	2014
  73	3334.25	3105.663	1975.609	1561.276	2014
  74	3600.803	3405.204	2177.128	1757.229	2014
  75	3867.856	3671.89	2373.792	1989.358	2014
  76	4113.129	3959.667	2609.92	2189.417	2014
  77	4469.4	4325.78	2843.083	2497.884	2014
  79	4808.906	4724.758	3127.471	2868.925	2014
  80	5172.36	5298.475	3497.476	3309.95	2014
  81	5419.184	5727.151	3788.439	3718.419	2014
  82	5922.796	6270.263	4187.314	4270.484	2014
  83	6657.574	7324.389	5055.305	5210.017	2014
  84	7944.756	8737.056	6083.262	6383.208	2014
  85	9187.41	10212.96	7434.682	7593.617	2014
  86	10780.6	11829.83	8813.642	8680.785	2014
  87	12573.92	13728.77	10286.5	9890.871	2014
  88	14248.97	15699.8	11598.75	11180.6	2014
  89	15532.41	17396.77	13030.32	12278.57	2014
  55	1277.194	945.9175	497.0147	265.6651	2015
  56	1343.234	1009.9	538.3767	289.968	2015
  57	1400.055	1071.568	579.5113	319.1407	2015
  58	1472.851	1141.873	635.771	355.5194	2015
  59	1513.331	1225.052	688.1418	390.736	2015
  60	1585.996	1308.026	753.0313	431.2863	2015
  61	1687.184	1412.459	811.9437	481.4053	2015
  62	1787.211	1509.345	890.7003	527.2343	2015
  63	1870.641	1616.38	952.5398	581.0941	2015
  64	2031.574	1698.46	1028.487	643.6456	2015
  65	2174.592	1814.897	1099.221	704.6138	2015
  66	2289.29	1896.294	1176.474	771.1598	2015
  67	2449.393	2029.553	1251.614	851.0137	2015
  68	2574.107	2157.607	1328.725	926.7493	2015
  69	2712.026	2325.906	1459.321	1034.813	2015
  70	2904.938	2505.278	1586.396	1148.742	2015
  71	3096.696	2715.113	1719.853	1267.991	2015
  72	3249.781	2924.085	1869.59	1414.79	2015
  73	3481.08	3119.877	2065.563	1541.979	2015
  74	3696.068	3372.949	2228.957	1719.266	2015
  75	3926.835	3669.035	2432.064	1952.901	2015
  76	4288.809	3935.18	2650.961	2198.722	2015
  77	4761.39	4349.499	2900.569	2505.68	2015
  79	5103.364	4777.817	3168.153	2873.585	2015
  80	5640.654	5330.376	3567.821	3309.735	2015
  81	5938.966	5666.707	3864.596	3655.288	2015
  82	6382.674	6314.497	4265.318	4219.992	2015
  83	7232.267	7234.501	5090.604	5096.632	2015
  84	8524.89	8408.135	6119.885	6191.529	2015
  85	9763.154	9851.507	7228.886	7412.165	2015
  86	11271.3	11511.99	8496.501	8797.105	2015
  87	12780.84	13250.11	9782.12	9950.751	2015
  88	14871.07	15403.91	10940.5	11058.59	2015
  89	15933.87	17514.27	12178.65	12476.01	2015
  55	1226.456	943.7804	493.3139	264.196	2016
  56	1312.45	1010.023	531.7105	290.6872	2016
  57	1406.107	1082.717	576.4047	319.1686	2016
  58	1478.696	1157.541	617.5154	349.1854	2016
  59	1575.377	1254.53	674.9724	386.2279	2016
  60	1686.306	1351.901	730.6785	429.4122	2016
  61	1776.561	1450.684	798.0357	481.6283	2016
  62	1866.816	1543.648	860.3412	528.4988	2016
  63	1965.595	1642.132	938.9471	575.8002	2016
  64	2016.781	1735.72	1013.4	628.6434	2016
  65	2113.354	1830.552	1102.294	688.9947	2016
  66	2218.251	1952.908	1192.375	747.52	2016
  67	2353.132	2078.678	1298.799	822.4355	2016
  68	2516.703	2211.221	1378.148	886.7102	2016
  69	2656.677	2382.498	1487.52	971.4237	2016
  70	2892.646	2588.377	1610.16	1087.964	2016
  71	3171.247	2812.978	1721.815	1216.314	2016
  72	3399.254	3066.14	1836.102	1361.522	2016
  73	3581.752	3271.145	2018.807	1562.735	2016
  74	3859.396	3508.173	2205.992	1739.283	2016
  75	4128.519	3790.735	2385.078	1936.27	2016
  76	4359.376	4032.021	2612.271	2169.957	2016
  77	4610.556	4385.774	2849.534	2426.199	2016
  79	5114.521	4837.034	3181.704	2740.05	2016
  80	5684.791	5458.198	3631.574	3225.796	2016
  81	6023.928	5879.368	3986.315	3583.616	2016
  82	6561.786	6514.148	4478.22	4080.755	2016
  83	7520.72	7371.614	5256.875	4822.493	2016
  84	8291.815	8497.837	6112.639	5859.953	2016
  85	9374.574	9796.489	7061.781	7162.637	2016
  86	10602.88	11315.78	8068.144	8263.538	2016
  87	12064.98	13198.09	9129.411	9669.658	2016
  88	13436.9	14852.45	9997.118	11074.2	2016
  89	15044.78	16202.13	10874.24	12117.88	2016
  55	1196.089	916.8293	511.7046	264.4569	2017
  56	1320.573	985.3324	550.797	290.9084	2017
  57	1404.01	1067.286	593.428	317.2371	2017
  58	1493.792	1154.512	637.9801	349.4663	2017
  59	1558.881	1246.666	683.7197	384.0308	2017
  60	1679.475	1350.421	733.9144	419.8651	2017
  61	1789.561	1454.365	784.9806	463.6811	2017
  62	1889.202	1557.535	858.9029	514.1486	2017
  63	1996.656	1647.919	935.0473	566.6106	2017
  64	2100.52	1745.761	1014.406	615.0779	2017
  65	2186.162	1853.613	1113.377	671.5656	2017
  66	2223.035	1994.785	1227.615	741.8686	2017
  67	2371.392	2130.827	1322.05	815.6154	2017
  68	2507.37	2291.007	1406.479	895.7945	2017
  69	2661.236	2427.946	1505.369	980.4613	2017
  70	2820.808	2642.031	1615.915	1100.066	2017
  71	3093.368	2852.621	1747.281	1212.601	2017
  72	3424.243	3069.598	1876.411	1329.124	2017
  73	3703.439	3321.849	2028.332	1484.066	2017
  74	3905.103	3592.696	2219.355	1662.157	2017
  75	4081.426	3854.51	2423.396	1861.509	2017
  76	4254.277	4164.827	2632.012	2110.888	2017
  77	4511.318	4494.403	2956.902	2390.598	2017
  79	4798.857	4882.781	3303.689	2733.912	2017
  80	5302.386	5442.827	3741.481	3188.325	2017
  81	5705.658	5764.505	3919.614	3555.549	2017
  82	6188.062	6329.424	4289.294	3995.5	2017
  83	7109.59	7272.403	4905.113	4831.192	2017
  84	8270.192	8500.13	5804.907	5905.094	2017
  85	9683.583	9833.159	6680.474	7067.712	2017
  86	11115.49	11568.17	7866.548	8331.056	2017
  87	12997.2	13324.11	9655.398	9806.619	2017
  88	14563.51	15282.67	10972.83	11453.96	2017
  89	15852.54	17151.79	12043.19	12676.58	2017
  Year,Rate
  1996,860.2954
  1997,849.8693
  1998,848.3677
  1999,858.1123
  2000,852.976
  2001,849.0422
  2002,850.5708
  2003,845.0964
  2004,819.9745
  2005,829.7616
  2006,814.4697
  2007,805.9926
  2008,814.3577
  2009,795.5813
  2010,799.1827
  2011,808.5719
  2012,811.5654
  2013,822.9217
  2014,826.2282
  2015,847.3012
  2016,850.9949
  2017,867.1638  
  Age	NoHS	HSOnly	SomeCollege	BA	AdvDegree	Cohort
  62	1658.762	1609.848	941.6748	1462.901	45.94834	1
  63	1751.325	1721.986	1041.886	1595.869	46.96087	1
  64	1821.12	1823.355	1101.192	1708.199	47.71972	1
  65	1938.959	1972.821	1163.109	1872.838	50.22464	1
  66	2072.495	2144.318	1247.275	2061.05	52.96095	1
  67	2244.01	2322.796	1342.58	2283.663	66.3293	1
  68	2445.646	2493.602	1464.145	2473.773	93.07798	1
  69	2605.869	2645.873	1570.972	2600.6	137.3095	1
  70	2778.757	2854.106	1703.77	2763.143	202.753	1
  71	2952.865	3075.358	1849.354	2955.654	281.8404	1
  72	3169.08	3342.212	2026.233	3222.799	374.8822	1
  73	3413.925	3618.515	2201.169	3472.599	474.9275	1
  74	3637.716	3886.161	2382.412	3709.903	588.4782	1
  75	3925.025	4211.774	2561.267	3956.617	725.6368	1
  76	4162.102	4480.684	2764.083	4161.129	858.0269	1
  77	4515.464	4878.189	3008.074	4483.402	1039.866	1
  78	5002.834	5403.785	3388.283	5027.826	1304.477	1
  80	5430.335	5946.184	3766.968	5588.772	1708.542	1
  81	6037.57	6710.649	4332.104	6248.439	2211.96	1
  82	6320.798	7082.311	4598.53	6495.141	2528.062	1
  83	6963.327	7860.791	5055.37	6981.609	2864.71	1
  84	7881.36	9118.83	5891.485	8060.992	3471.821	1
  85	9390.172	11414.66	7480.691	10110.75	4537.344	1
  86	11189.36	13954.74	9190.141	12290.16	5650.158	1
  87	12651.78	15894.13	10475.1	13970.58	6420.297	1
  88	14127.05	17348.42	11568.23	15308.12	6960.169	1
  89	16404.96	19309.5	12976.65	17264.51	7839.923	1
  90	18614.01	21197.1	14434.78	19262.12	8632.39	1
  91	20632.86	23037.26	15723.4	20710.1	9241.298	1
  47	600.9634	496.3734	264.1648	326.8457	6.100056	2
  48	620.417	523.7537	281.6764	353.8535	6.198674	2
  49	663.0755	554.9357	298.1792	372.1204	6.290109	2
  50	721.3034	601.2296	314.8292	405.586	7.229546	2
  51	783.5269	647.604	340.057	446.764	7.867352	2
  52	849.3181	708.5522	373.9683	498.3584	10.89455	2
  53	913.3073	767.0326	410.5185	547.6454	17.0235	2
  54	965.2117	819.1695	448.598	580.7287	27.5272	2
  55	1041.247	875.3141	485.132	614.5067	41.68141	2
  56	1124.955	938.5293	524.8336	649.6642	59.38776	2
  57	1210.641	1015.69	564.6988	701.7641	81.67217	2
  58	1297.126	1094.839	611.7955	754.477	105.8875	2
  59	1376.351	1169.024	658.4561	803.0448	130.3689	2
  60	1475.919	1252.073	716.7164	848.5728	158.608	2
  61	1577.203	1343.333	777.7306	888.7093	192.5493	2
  62	1685.458	1445.988	841.7705	932.4578	236.3556	2
  63	1794.503	1543.856	904.3292	981.61	287.4028	2
  64	1858.434	1624.775	960.7273	1015.863	341.2037	2
  65	1948.634	1720.071	1032.985	1062.677	408.5494	2
  66	2086.536	1856.146	1125.132	1107.826	484.2321	2
  67	2267.695	2017.893	1236.563	1180.642	565.4269	2
  68	2469.8	2176.417	1347.45	1252.26	644.6802	2
  69	2595.394	2300.913	1441.254	1328.722	718.0788	2
  70	2754.683	2457.465	1559.88	1427.638	819.6125	2
  71	2922.591	2658.554	1692.594	1556.193	923.2932	2
  72	3169.798	2898.89	1851.29	1711.463	1056.145	2
  73	3413.499	3149.054	1996.437	1859.384	1218.467	2
  74	3637.031	3397.598	2160.265	2022.973	1416.253	2
  75	3870.36	3678.315	2366.322	2213.695	1631.995	2
  76	4148.579	3989.886	2596.459	2480.649	1839.235	2
  77	4490.623	4322.541	2865.372	2723.939	2084.435	2
  78	4971.083	4772.864	3159.17	3025.696	2380.586	2
  80	5377.436	5277.14	3558.08	3339.403	2814.828	2
  31	219.4296	181.2004	86.16433	50.58845	14.99819	3
  32	230.5012	189.9138	90.82163	54.6548	15.69533	3
  33	237.4734	197.7521	94.92471	58.12486	16.79607	3
  34	248.3107	204.9832	99.23967	62.11411	17.80979	3
  35	261.6666	213.8208	104.2121	67.00471	19.55555	3
  36	278.3869	225.2301	110.69	73.27093	21.14107	3
  37	297.7191	237.8354	117.3603	79.4071	23.39918	3
  38	319.4894	253.0942	125.3453	86.19401	24.88281	3
  39	338.0364	267.2311	132.6523	93.42006	26.61325	3
  40	364.7238	287.6582	142.6914	102.1419	28.80831	3
  41	394.9835	308.4796	154.146	112.4256	31.74614	3
  42	434.682	334.9773	167.6628	123.9969	35.02364	3
  43	468.7447	360.6862	181.8108	137.2588	38.75704	3
  44	501.476	387.7463	195.6925	149.9087	42.20173	3
  45	541.1161	419.0632	212.838	164.4287	47.01853	3
  46	586.5377	453.9092	232.003	178.5889	51.69118	3
  47	637.4325	494.5955	253.4105	194.5286	58.20613	3
  48	697.4176	533.9881	275.556	211.6682	66.25992	3
  49	749.3099	570.6399	294.8445	227.9197	75.40665	3
  50	814.8158	615.4665	319.9951	246.1446	87.60767	3
  51	877.9799	668.226	349.3152	264.4561	101.567	3
  52	955.5441	729.3963	388.0033	282.0919	118.7302	3
  53	1029.107	788.1034	423.3765	303.2957	137.2625	3
  54	1090.386	845.5637	457.0019	325.2181	154.6069	3
  55	1161.342	903.6337	490.1752	352.8983	176.0924	3
  56	1244.745	963.9961	533.6721	377.9733	197.6676	3
  57	1336.024	1032.931	583.058	407.8003	222.4515	3
  58	1429.388	1111.657	636.3502	443.3211	250.1536	3
  59	1508.527	1200.825	683.6908	482.3591	280.8985	3
  60	1601.42	1306.233	735.379	520.9376	317.8622	3
  61	1714.026	1408.466	793.6168	565.0343	359.1279	3
  62	1840.294	1521.893	862.5169	614.0933	409.9086	3
  63	1948.087	1619.435	944.744	662.1497	460.8247	3
  64	2026.574	1730.565	1028.775	696.0473	520.1122	3
  65	2098.598	1842.343	1113.264	740.873	551.3576	3