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Explaining the Rise in Prime Age Women’s Employment

Summary: The economic costs of the COVID-19 pandemic were widely expected to fall disproportionally on women. Instead, the employment rate of prime age women recovered faster than men’s and rose to its highest point in U.S. history in 2023. We show that the resilience of women’s employment is driven by two long-term trends that predate the pandemic and continued through it: 1) the growing share of women who are college graduates, and 2) the rising labor force participation of college-educated mothers with young children.

Key Points

  • The share of prime age women employed reached an all-time high of 75.3 percent over the last few months. This is almost one percentage point higher than its previous peaks in the spring of 2000 and just before the pandemic, and 6 percentage points higher than a decade ago.

  • One reason for the high level of women’s employment is increased educational attainment. Over the last two decades, the share of prime age women with a college degree rose from below 30 percent to more than 45 percent. Since college graduates are more likely to work, this raised the overall employment rate of prime age women, adding 2.7 percentage points since 2000.

  • Another reason is that college-educated mothers of young children are more likely to be employed. The share of college graduates with a child under 10 who worked rose 10 percentage points from the early 2000s to 2023. Over the same period, the share who did not work because of family care responsibilities fell by 10 percentage points. These changes were largest for mothers of infants and toddlers and were only briefly interrupted by the pandemic.

  • The child penalty – which measures the impact of having children on women’s employment relative to men’s – shrunk in the 1980s and 1990s for all women but diverged after 2000 for women with different levels of educational attainment. The penalty continued falling for mothers with a college degree but stalled for mothers who did not go to college.


Explaining the Rise in Prime Age Women’s Employment

Introduction

Earlier this year, the employment rate of prime working age women reached an all-time high, passing 75 percent for the first time in U.S. history. Defying widespread expectations that the COVID-19 pandemic would disproportionately harm the economic prospects of women, they have recovered faster than men and played a dominant role in the overall labor market recovery.

In a forthcoming working paper, we review the evolution of prime age women’s employment over the last few decades and explain its recent rise. This brief summarizes and previews some of the findings from that ongoing work. We show that the current employment highs are a product of two long-term trends that predate the pandemic: 1) the rising share of women who are college graduates, and 2) a shrinking child penalty for college-educated mothers, who are increasingly likely to remain in the workforce after having a child.

Despite the severe disruptions to labor markets, schooling, and childcare caused by the pandemic, these trends continued and even accelerated after 2020. In the full working paper, we link their resilience to the grand gender convergence in labor market outcomes, drawing on the work of Claudia Goldin, who was recently awarded the 2023 Nobel Prize in economics. We present additional evidence from changes in the occupational mix of women’s employment, discuss the impact of parental leave, and study the dynamics of child penalties in detail.

Background: Prime Age Women’s Employment Since 1950

The entry of women into the workforce revolutionized the labor market in the second half of the 20th century but then stalled for two decades after 2000. Figure 1 plots the employment rate (also called the employment-population ratio) of prime age women over the past 75 years.1 Between 1950 and 2000, the share of women ages 25 to 54 who worked rose from one third to nearly three quarters. The gap in employment rates between men and women closed from 60 percentage points in 1950 to 15 in 2000, and by the end of the century women made up nearly half of the workforce.

Figure 1. Employment Rate of Prime Age Women

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Notes: The figure shows the share of women ages 25 to 54 that is employed. The values are seasonally adjusted monthly estimates.
The same data for men ages 25 to 54 are shown in Appendix Figure A1.
Source: Bureau of Labor Statistics

The share of prime age women working peaked just below 75 percent in the spring of 2000 and then declined as the economy went into recession in 2001. It never recovered, and following the much deeper 2007-2009 recession, it fell consistently below 70 percent for the first time since the 1980s.2

After a decade of gradual recovery, the strong pre-pandemic labor market saw a surge in women’s entry into the workforce in 2019 and early 2020. Over the year leading up to March 2020, the share of prime age women working jumped 1.3 percentage points, reaching 74.7 percent in February. However, these gains were quickly reversed by the pandemic.

Employment rates initially decreased by similar amounts for prime age women and men, but women recovered faster.3 Prime age women recovered to February 2020 levels by the beginning of 2023, more than six months before men. In the spring of 2023, women’s employment rate passed its spring 2000 peak, rising above 75 percent for the first time.

Children, Education, and Work

To explain the recent evolution of women’s employment, we analyze the prime age population along two dimensions that are central to women’s labor market experience: motherhood and education. We focus on mothers with children under age 10, the ages at which caretaking responsibilities are most likely to prevent a mother from working.4 We divide the population by education based on whether they have at least a four-year college degree or not. These divisions imply four groups of prime age women differentiated by whether they have a child under age 10 and whether they have a college degree.

Figure 2. Prime Age Women by Educational Attainment and Motherhood

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Notes: Panel (a) shows the share of women ages 25 to 54 in each group that is employed. The values are 12-month rolling averages of monthly estimates.
Panel (b) shows the distribution of women ages 25 to 54 across the four groups. The values are averages of monthly estimates for the 12-month period ending September of each year. This period is chosen to align with the latest available month of survey microdata, September 2023.
The same estimates for men ages 25 to 54 are shown in Appendix Figure A2.
Source: PWBM calculations from CPS data. Data obtained via IPUMS.

Figure 2 shows the factors that determine the overall women’s employment rate, broken down across these four groups. Panel (a) plots the employment rate within each of the four education/motherhood groups and panel (b) shows the share of prime age women in each group. To smooth over month-to-month noise and seasonal variation in group-level estimates, we plot 12-month averages of monthly estimates.5

Employment gaps by education and motherhood

Education and motherhood are associated with large differentials in women’s labor market outcomes. Women with a college degree (the orange lines in panel (a) of Figure 2) are about 15 percentage points more likely to work than women without a degree (the blue lines). Mothers of young children (the solid lines) are about 10 percentage points less likely to work than women without children (the dashed lines).6 This gap has shrunk recently for college-educated mothers, as we discuss in detail later in this brief.

These associations do not imply that education and motherhood are themselves the causes of differences in the likelihood of working. Both education and motherhood reflect choices made by women, and those choices may in turn reflect preferences towards work. For instance, if women with career aspirations are more likely to go to college, the employment rate of college graduates will be higher even if attending college itself has no effect on the likelihood of working. In that case, the choice to attend college is a signal of an underlying preference for work. On the other hand, the associations may be causal: the birth of a child leads some women to stop working despite preferring to work. We address these questions of interpretation at length in the full working paper.

Trends in employment rates

For three of the four education/motherhood groups, employment rates have generally followed the business cycle with no clear trend up or down since the 2001 recession. College graduates without children and women without a college degree (with or without children) never recovered from the 2001 downturn, and Figure 2(a) shows that their employment rates in 2023 were still below the highs reached in 2000. Relative to the pre-pandemic peak in February 2020, only non-college mothers have recovered; the share of women without children working remains slightly lower than before the pandemic.

College-educated mothers with young children – the solid orange line in Figure 2(a) – have followed a very different trajectory. Their employment rate increased steadily over the past two decades, rising from below 70 percent in the early 2000s to nearly 80 percent in 2023. It has also been less sensitive to the business cycle than other groups’. Strikingly, the 2007-2009 recession only temporarily halted its rise but did not reverse it, even as other groups’ employment fell appreciably. Following the pandemic, college-educated mothers recovered faster than any other education/motherhood group, or any comparable group of men.

Trends in educational attainment

Women have attended and graduated from college at higher rates than men since at least the early 1980s, and over the last few decades women’s educational attainment caught up to men’s and then pulled far ahead.7 As these new graduates finished school and entered working ages, the share of prime age women who had a college degree increased rapidly.

Figure 2(b) shows that the college-graduate share increased from less than a quarter in the 1990s to more than 45 percent in 2023 (combining college graduates with and without children). The college-graduate share increased among both mothers and women without children and rose especially rapidly in the 2010s, as the bulk of Millennials were entering prime working ages.

This has led to the emergence of a substantial gender gap in educational attainment. In 2002, the share of prime age women with at least a four-year degree equaled the share of men, with just under 30 percent of each sex having completed college. Over the next two decades, the share of women with a degree rose almost 16 percentage points, compared with only 9 percentage points for men.

Figure 3. Changes Since 2002 in Educational Attainment by Sex

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Notes: The figure shows the change since 2002 in the share of the population ages 25 to 54 that had either a Bachelor’s or advanced degree, by sex. The values are averages of monthly estimates for the 12-month period ending September of each year. This period is chosen to align with the latest available month of survey microdata, September 2023.
Source: PWBM calculations from CPS data. Data obtained via IPUMS.

The gender gap is even starker when we consider education beyond a four-year college degree, as in Figure 3. Between 2002 and 2023, the share of prime age women with an advanced degree rose about 9 percentage points, accounting for more than half of the rise in the overall college share. The share of men with an advanced degree increased less than 4 percentage points. Today, almost 18 percent of prime age women have an advanced degree, compared with 13.5 percent of men.

Contributions to the Rise in Women’s Employment Rate

To quantify how the trends described above have affected the overall employment rate of prime age women, we use the fact that the overall rate in Figure 1 is a weighted average of the within-group rates in panel (a) of Figure 2, with weights equal to each group’s population share from panel (b).8 This implies that any change over time in the overall employment rate arises from one of two sources: changes in within-group rates or changes in the relative population size of each group.

Table 1 shows the contributions of each to changes in prime age women’s employment rate. The first column decomposes the 0.8 percentage point increase since July 2000 – the month in which the 12-month average peaked before the 2001 recession.9 The second column decomposes the 1 percentage point increase relative to the pre-pandemic peak in February 2020.

Table 1. Contributions to Changes in Prime Age Women's Employment Rate

Percentage points

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July 2000 to September 2023 February 2020 to September 2023
Contribution of within-group employment rates -1.9 0.5
Has a college degree
Has a child under age 10 1.1 0.4
No children under age 10 -0.2 0.0
No college degree
Has a child under age 10 -0.6 0.1
No children under age 10 -2.2 0.0
Contribution of changes in group population shares 2.7 0.5
Total change in employment rate 0.8 1.0

Notes: Contributions are calculated using a Fisher (chain-weighted) index. Values are based on the 12-month period ending in each month indicated.
Numbers in the table may not add up to totals because of rounding.
Source: PWBM calculations from CPS data. Data obtained via IPUMS.

Between 2000 and 2023, within-group employment rate changes (panel (a) of Figure 2) lowered the overall employment rate by 1.9 percentage points on net. The nearly 10-percentage point rise in the share of college-educated mothers working during this period added 1.1 percentage points to the overall employment rate, but that was more than offset by the long-term decline in the share of non-college women who worked, which subtracted almost 3 percentage points between 2020 and 2023. Nevertheless, absent the rise in college-educated women’s employment, the overall employment rate would still be lower than 2000 by almost half a percentage point.

Shifts in the distribution of the population across the four groups (panel (b) of Figure 2) added 2.7 percentage points to prime age women’s employment rate from 2000 to 2023.10 The growing population share of high-education, high-employment women (and the corresponding fall in the share of low-education, low-employment women) accounts for all of this increase; changes in mothers’ share play essentially no role. This means that women’s rising educational attainment is by far the biggest contributor to the rise in their employment rate since the early 2000s. As discussed above, this does not necessarily mean that going to college caused women to work more. To the extent that college attendance is a reflection of preferences towards work, the rise in educational attainment is simply an index of women’s expanding career expectations.

Patterns are similar for the post-pandemic period, with one major difference: employment of women without a college degree largely recovered from the downturn and is currently close to February 2020 levels. The share of college-educated mothers who worked rose almost 3 percentage points, adding 0.4 percentage points to the overall women’s employment rate. The rising share of women with a college degree added another 0.5 percentage points to the overall rate. Hence, the strong recovery of women’s employment from the COVID-19 recession reflects the same long-term trends that supported a rising employment rate before the pandemic.

The Rise in College-Educated Mothers’ Employment

Between 2002 and 2023, the employment rate of college-educated mothers with young children rose more than 10 percentage points, adding over a percentage point to the overall women’s employment rate (see Table 1). Figure 4 shows that this remarkable rise in the share of highly educated mothers working was matched almost exactly by a fall in the share who did not work because they were caring for family full-time. Panel (a) plots the change since 2002 in the employment rate of each of the four education/motherhood groups, and panel (b) shows the change in the share of the population who reported not working for family reasons.11

Figure 4. Changes Since 2002 in the Labor Force Status of Prime Age Women

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Notes: Panel (a) shows changes relative to 2002 in the share of women ages 25 to 54 that is employed.
Panel (b) shows changes relative to 2002 in the share of women ages 25 to 54 that is not working because of family reasons. An individual is defined as not working for family reasons if they are neither employed nor looking for work, are not retired or disabled, and meet one of the following conditions: 1) their main activity is taking care of family or the household; 2) they didn't look for work because they couldn't arrange childcare, or 3) they didn't look for work because of family responsibilities.
The values are 12-month rolling averages of monthly estimates.
The figure does not show other possible labor force statuses, such as unemployment, retirement, disability, and school.
Source: PWBM calculations from CPS data. Data obtained via IPUMS.

For mothers with a college degree, the employment rate change is essentially the mirror image of the change in family caregiving, plus some additional cyclical variation. Relative to 2002, the share of college-educated mothers not working for family reasons fell 1.9 percentage points by 2007 (compared with a 2 percentage point employment rate increase), 5.3 percentage points by 2017 (compared with a 5.3 percentage point employment rare increase), and 10.3 percentage points by 2023 (compared with a 10.5 percentage point employment rate increase).12 This pattern is unique across the four education/motherhood groups. Strikingly, the share of college-educated mothers not working for family reasons barely increased during the pandemic, and the rate at which these women are shifting from family care to employment appears to have accelerated in the years since.

Figure 5. Labor Force Status of Prime Age Mothers with a College Degree by Child’s Age: 2022-2023 vs. 2002-2003

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Notes: Panel (a) shows the share of college-educated mothers ages 25 to 54 that is employed, by the age of their youngest child.
Panel (b) shows the share of college-educated mothers ages 25 to 54 that did not work because of family reasons, by the age of their youngest child. An individual is defined as not working for family reasons if they are neither employed nor looking for work, are not retired or disabled, and meet one of the following conditions: 1) their main activity is taking care of family or the household; 2) they didn't look for work because they couldn't arrange childcare, or 3) they didn't look for work because of family responsibilities.
The values are 24-month averages of monthly estimates: the darker lines with squares (labeled 2022-2023) show values averaged over October 2021 to September 2023; the lighter lines with triangles (labeled 2002-2003) show values averaged over calendar years 2002 and 2003. A 24-month average is used to reduce variability from small sample sizes.
The figure does not show other possible labor force statuses, such as unemployment, retirement, disability, and school.
The same estimates for women without a college degree are shown in Appendix Figure A3.
Source: PWBM calculations from CPS data. Data obtained via IPUMS.

College-educated mothers with very young children have seen the greatest shift from family care to employment over the last two decades. Figure 5 breaks down the share of mothers working or engaged in family care by the age of their youngest child, comparing the early 2000s with today. Panel (a) plots the employment rate of mothers with children of different ages, and panel (b) plots the share who do not work because they are taking care of family. Two decades ago, mothers of infants and toddlers were about 20 percentage points less likely to be working than mothers of teenagers, and about 20 percentage points more likely to be out of work to take care of children. Since then, the likelihood that a mother of an infant is employed has increased 10 to 15 percentage points, with corresponding declines in the likelihood that they are taking care of children full time. As shown by the flattening over time of the lines in Figure 5, differences in labor market outcomes by child’s age have shrunk dramatically for college-educated women since the turn of the century.

Educational Attainment and the Employment Penalty for Motherhood

The patterns in Figure 5 point to mothers with newborns or very young children being the main drivers of college-educated mothers’ rising employment. To establish more clearly how the dynamics around childbirth and work have changed in recent decades, we examine what happens to women’s employment in the years immediately after they have a child. We use an event study approach that compares employment outcomes in the years just before and just after the “event” of childbirth, adjusting for any other factors that might affect mothers’ employment. While event study models typically require longitudinal data that tracks the same individual over time, we instead use a synthetic (or “pseudo”) event study method developed in a recent paper by Henrik Kleven, which can be applied to the same cross-sectional CPS data we use for the other figures in this brief.

To evaluate changes over time, we divide the years between 1983 and 2022 (the earliest and latest years for which we have complete data) into 5-year periods. For each 5-year period, we estimate a separate event study that describes how employment outcomes of new mothers differed from other prime age women with the same level of education. These estimates are plotted in Figure 6 for three of the five-year periods: the earliest (1983-1988), the midpoint between then and now (1998-2002), and the most recent five complete years (2018-2022). Panel (a) shows results for college-educated mothers and panel (b) shows results for mothers without a college degree. Appendix Figure A4 shows event study estimates for all five-year periods.

Figure 6. Effect of First Child’s Birth on Mother’s Employment by Educational Attainment

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Notes: The figure shows the estimated effect of a first child's birth on the probability that a woman is employed, by education. The effect is estimated using the synthetic event study approach developed in Kleven (2023). The shaded areas are 95% confidence intervals based on robust standard errors.
The figure shows estimates for selected 5-year periods to highlight changes over time. Estimates for all 5-year periods since 1983-1987 and for men are shown in Appendix Figure A4.
Source: PWBM estimates from CPS data. Data obtained via IPUMS.

For women with and without a college degree, the likelihood of working falls sharply in the year of a first childbirth and remains depressed throughout the next ten years.13 This pattern is specific to women: as can be seen in Appendix Figure A4, men are just as likely to work in the years after their first child’s birth as in the years leading up to it.

However, Figure 6 shows significant differences over time between more and less educated women. In the mid-1980s, the effect of childbirth on a mother’s likelihood of working was similar for both groups. Over the next two decades, the employment loss associated with childbirth shrunk for both, but by about twice as much for women without a college degree. From the early 2000s to today, that pattern reversed: women without a degree saw essentially no change in employment loss, while women with a degree became substantially less likely to stop working after having their first child. The recent gains for college-educated women are particularly stark for the years immediately after childbirth.

Figure 7 presents these trends more comprehensively. For each five-year period since 1983, we calculate the child penalty for motherhood, defined as the difference in the employment effect of having a child between fathers and mothers (see the notes to Figure 7 for a summary of how the penalty is calculated). A larger positive penalty means that women's employment falls by more relative to men's after a child is born. Panel (a) plots the short-term penalty – the effect over the first five years after childbirth – and panel (b) plots the long-term penalty – the effect over the subsequent six years.

Figure 7. The Child Penalty by Educational Attainment

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Notes: The figure shows the child penalty on employment over time, by education. A child penalty is defined as the effect of having a child on women relative to men. The short-term penalty shows the effect over the first five years after a first child's birth; the long-term penalty shows the effect over years 5 to 10 after a birth.
Following the approach of Kleven (2023), the penalty on employment is estimated in three steps:
1) The effect of having a child on the probability of working over time is estimated separately for women and for men, using the synthetic event study approach developed by Kleven (2023). Appendix Figure A4 shows all event study estimates used to calculate child penalties
2) The estimated effects are divided by the probability of working in the absence of children. This gives the proportional (percentage) change in employment as result of having a child.
3) The penalty is calculated as the difference in this change between men and women, averaged over the years following a child's birth.
A larger positive penalty means that women's employment falls by more relative to men's after having child.
Source: PWBM estimates from CPS data. Data obtained via IPUMS.

During the 1980s and 1990s, both the short- and long-term child penalty fell faster for women without a college degree than for those with. By around 2000, the short-term penalty was close to 23 percent for both groups. The long-term penalty was similar for college-educated women, but almost 4 percentage points lower for women without a degree. Over the following two decades, however, trends in the child penalty diverged. For college-educated women, the decline in both short- and long-term penalties accelerated, while penalties for women without a degree remained essentially flat. As the education gap in the long-term penalty closed, an opposite gap opened up in the short-term penalty. For the most recent period, the short-term penalty is 16 percent for college-educated women, compared with 24 percent for non-college women.


Appendix: Additional Figures

Figure A1. Employment Rate of Prime Age Men

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Notes: The figure shows the share of men ages 25 to 54 that is employed. The values are seasonally adjusted monthly estimates.
The vertical axis range is extended downward to facilitate comparison with Figure 1.
Source: Bureau of Labor Statistics

Figure A2. Prime Age Men by Educational Attainment and Fatherhood

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Notes: Panel (a) shows the share of men ages 25 to 54 in each group that is employed. The values are 12-month rolling averages of monthly estimates. The vertical axis range is extended downward to facilitate comparison with Figure 2.
Panel (b) shows the distribution of men ages 25 to 54 across the four groups. The values are averages of monthly estimates for the 12-month period ending September of each year. This period is chosen to align with the latest available month of survey microdata, September 2023.
Source: PWBM calculations from CPS data. Data obtained via IPUMS.

Figure A3. Labor Force Status of Prime Age Mothers Without A College Degree by Child’s Age: 2022-2023 vs. 2002-2003

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Notes: Panel (a) shows the share of non-college mothers ages 25 to 54 that is employed, by the age of their youngest child.
Panel (b) shows the share of non-college mothers ages 25 to 54 that did not work because of family reasons, by the age of their youngest child. An individual is defined as not working for family reasons if they are neither employed nor looking for work, are not retired or disabled, and meet one of the following conditions: 1) their main activity is taking care of family or the household; 2) they didn't look for work because they couldn't arrange childcare, or 3) they didn't look for work because of family responsibilities.
The values are 24-month averages of monthly estimates: the darker lines with squares (labeled 2022-2023) show values averaged over October 2021 to September 2023; the lighter lines with triangles (labeled 2002-2003) show values averaged over calendar years 2002 and 2003. A 24-month average is used to reduce variability from small sample sizes.
The figure does not show other possible labor force statuses, such as unemployment, retirement, disability, and school.
Source: PWBM calculations from CPS data. Data obtained via IPUMS.

Figure A4. Effect of First Child’s Birth on Parent’s Employment: Synthetic Event Study Estimates

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Notes: The figure shows the estimated effect of a first child’s birth on the probability that an individual is employed in each time period, by sex and education. Estimates for men are not split by education because child birth is a non-event for men regardless of education.
The effect is estimated using the synthetic event study approach developed by Kleven (2023). The shaded areas are 95% confidence intervals based on robust standard errors.
These estimates are used to calculate the child penalty over time, shown in Figure 7.
Source: PWBM estimates from CPS data. Data obtained via IPUMS.



This analysis was produced by Alex Arnon, Aidan O'Connell, Jesús Villero, and Youran Wu. Mariko Paulson prepared the brief for the website.


  1. The employment rate or employment-population ratio equals the number of persons employed divided by the population. Throughout this brief, we focus on the prime age population (ages 25 to 54), for three reasons: 1) Prime age employment is relatively unaffected by population aging, which has a large effect on the overall employment rate. 2) Education is usually completed by age 25, so only a small portion of this population is in school full-time. 3) Prime working age years roughly correspond to the ages at which women have young children they may need to care for.  ↩

  2. The seasonally adjusted employment rate of prime women dipped to 69.9 percent at several points in the early 1990s but did not remain below 70 percent.  ↩

  3. In previous recessions, employment rates generally fell significantly more for men than for women.  ↩

  4. We identify parent-child relationships using family interrelationship variables constructed by IPUMS.  ↩

  5. Population shares in Figure 2(b) are plotted at annual frequency because monthly changes in the underlying population estimates are generally trivial except in months when revisions are introduced. The values are averages of monthly estimates for the 12-month period ending September of each year. This period is chosen to align with the latest available month of survey microdata, September 2023.  ↩

  6. Notably, employment rates of prime age men do not exhibit exactly the same patterns. While men with a college degree also work at higher rates, the pattern over parenthood is reversed: fathers of young children are more likely to be working than similarly educated men without children. See Appendix Figure A1(a), which reproduces Figure 2(a) for men. This stark difference between mothers and fathers underscores the role of children in women’s career choices and in the remaining employment gap relative to men.  ↩

  7. There is no clear single explanation for why women are more likely to attend college than men (as opposed to just attending at the same rates). Research has highlighted a number of factors that likely contribute: women might be better equipped with the skills necessary to succeed in college; women may have greater incentive to enroll given worse labor market opportunities for women without a college degree than men; or women may receive greater non-labor market returns to college than men. In practice, a combination of all these and other factors is likely at play.  ↩

  8. More precisely, the 12-month rolling average of the employment rate in Figure 1 is a weighted average of the group-specific employment rates in panel (a) of Figure 2, which are 12-month rolling averages.  ↩

  9. Because the 12-month average peak value includes 11 months in which the employment rate was lower than the one-month peak value, the 12-month average peak is lower than the one-month peak. The 12-month average peak value in July 2000 was 74.4 percent, half a percentage point less than the one-month (seasonally adjusted) peak of 74.9 percent in April.  ↩

  10. Because a change in one group’s share necessarily changes another group’s change, the contributions of different groups cannot sensibly be disentangled from one another, so only the net effect is shown in Table 1.  ↩

  11. An individual is defined as not working for family reasons if they are neither employed nor looking for work, are not retired or disabled, and meet one of the following conditions: 1) their main activity is taking care of family or the household; 2) they didn’t look for work because they couldn’t arrange childcare, or 3) they didn’t look for work because of family responsibilities.  ↩

  12. Values for 2007 and 2017 are averages for the 12 months ending in December; the values for 2023 are averages for the 12 months ending September.  ↩

  13. The persistence of the decline in employment is driven in part by subsequent childbirths.  ↩

  Date,Women
  1948-01-01,32.6
  1948-02-01,33
  1948-03-01,32.8
  1948-04-01,33.6
  1948-05-01,32.9
  1948-06-01,34.1
  1948-07-01,34.6
  1948-08-01,34
  1948-09-01,34.7
  1948-10-01,34
  1948-11-01,34.1
  1948-12-01,34.3
  1949-01-01,33.9
  1949-02-01,33.9
  1949-03-01,33.9
  1949-04-01,33.7
  1949-05-01,34.2
  1949-06-01,33.9
  1949-07-01,34.1
  1949-08-01,34.1
  1949-09-01,33.8
  1949-10-01,33.6
  1949-11-01,34.1
  1949-12-01,33.9
  1950-01-01,33.8
  1950-02-01,33.8
  1950-03-01,34
  1950-04-01,34.9
  1950-05-01,34.7
  1950-06-01,35.6
  1950-07-01,35.1
  1950-08-01,36
  1950-09-01,35.1
  1950-10-01,35.7
  1950-11-01,35.7
  1950-12-01,35.6
  1951-01-01,35.9
  1951-02-01,35.7
  1951-03-01,36
  1951-04-01,36
  1951-05-01,36.6
  1951-06-01,35.6
  1951-07-01,37.4
  1951-08-01,37
  1951-09-01,36.7
  1951-10-01,37.2
  1951-11-01,37
  1951-12-01,37.4
  1952-01-01,37.4
  1952-02-01,37.6
  1952-03-01,37.4
  1952-04-01,37
  1952-05-01,37.3
  1952-06-01,37.3
  1952-07-01,36.8
  1952-08-01,36.8
  1952-09-01,37.8
  1952-10-01,36.7
  1952-11-01,37.5
  1952-12-01,37.6
  1953-01-01,37.9
  1953-02-01,37.6
  1953-03-01,38
  1953-04-01,37.6
  1953-05-01,36.6
  1953-06-01,37.1
  1953-07-01,37.1
  1953-08-01,36.5
  1953-09-01,36.8
  1953-10-01,37.3
  1953-11-01,37.6
  1953-12-01,36.8
  1954-01-01,36.5
  1954-02-01,37.5
  1954-03-01,37.1
  1954-04-01,36.9
  1954-05-01,36.5
  1954-06-01,36.2
  1954-07-01,36
  1954-08-01,35.9
  1954-09-01,36.4
  1954-10-01,36.3
  1954-11-01,36.7
  1954-12-01,36.5
  1955-01-01,37.1
  1955-02-01,37.1
  1955-03-01,37
  1955-04-01,37.8
  1955-05-01,37.5
  1955-06-01,37.9
  1955-07-01,38.6
  1955-08-01,38.9
  1955-09-01,38.7
  1955-10-01,38.5
  1955-11-01,38.6
  1955-12-01,39
  1956-01-01,39.4
  1956-02-01,38.8
  1956-03-01,38.7
  1956-04-01,38.8
  1956-05-01,39.5
  1956-06-01,39.5
  1956-07-01,39.3
  1956-08-01,39.5
  1956-09-01,39.8
  1956-10-01,39.6
  1956-11-01,39.4
  1956-12-01,39.4
  1957-01-01,39
  1957-02-01,39.7
  1957-03-01,39.6
  1957-04-01,39.7
  1957-05-01,39.6
  1957-06-01,39.7
  1957-07-01,40.3
  1957-08-01,39.7
  1957-09-01,40
  1957-10-01,40.3
  1957-11-01,40.1
  1957-12-01,40.2
  1958-01-01,39.7
  1958-02-01,39.2
  1958-03-01,39.3
  1958-04-01,39.3
  1958-05-01,39.3
  1958-06-01,39.2
  1958-07-01,39.4
  1958-08-01,39.8
  1958-09-01,39.4
  1958-10-01,39.5
  1958-11-01,39.7
  1958-12-01,39.8
  1959-01-01,40.1
  1959-02-01,40
  1959-03-01,40.1
  1959-04-01,40.3
  1959-05-01,40.3
  1959-06-01,40.6
  1959-07-01,40.3
  1959-08-01,40.1
  1959-09-01,40
  1959-10-01,40.2
  1959-11-01,40.2
  1959-12-01,40.4
  1960-01-01,40.2
  1960-02-01,40.2
  1960-03-01,39.9
  1960-04-01,40.9
  1960-05-01,41
  1960-06-01,41.2
  1960-07-01,41.2
  1960-08-01,41.2
  1960-09-01,41.4
  1960-10-01,40.4
  1960-11-01,40.9
  1960-12-01,40.4
  1961-01-01,40.7
  1961-02-01,40.5
  1961-03-01,41
  1961-04-01,40.7
  1961-05-01,40.8
  1961-06-01,41.2
  1961-07-01,40.5
  1961-08-01,40.4
  1961-09-01,40.2
  1961-10-01,40.7
  1961-11-01,40.5
  1961-12-01,40.5
  1962-01-01,41
  1962-02-01,41.3
  1962-03-01,41.1
  1962-04-01,40.9
  1962-05-01,41
  1962-06-01,41
  1962-07-01,41
  1962-08-01,41.6
  1962-09-01,41.7
  1962-10-01,41.2
  1962-11-01,41.1
  1962-12-01,41.1
  1963-01-01,41.3
  1963-02-01,41.6
  1963-03-01,41.7
  1963-04-01,42.1
  1963-05-01,42
  1963-06-01,41.8
  1963-07-01,41.7
  1963-08-01,41.6
  1963-09-01,41.8
  1963-10-01,42.2
  1963-11-01,42.3
  1963-12-01,42.1
  1964-01-01,41.9
  1964-02-01,42
  1964-03-01,42
  1964-04-01,42.5
  1964-05-01,42.9
  1964-06-01,42.7
  1964-07-01,42.3
  1964-08-01,42.6
  1964-09-01,42.1
  1964-10-01,42.1
  1964-11-01,42.1
  1964-12-01,42.6
  1965-01-01,42.9
  1965-02-01,42.7
  1965-03-01,42.8
  1965-04-01,42.9
  1965-05-01,43.1
  1965-06-01,43.6
  1965-07-01,43.6
  1965-08-01,43.7
  1965-09-01,43.2
  1965-10-01,43.4
  1965-11-01,43.4
  1965-12-01,43.8
  1966-01-01,43.9
  1966-02-01,43.8
  1966-03-01,43.8
  1966-04-01,43.9
  1966-05-01,44.1
  1966-06-01,44.3
  1966-07-01,44.4
  1966-08-01,44.6
  1966-09-01,45.2
  1966-10-01,45.2
  1966-11-01,45.5
  1966-12-01,45.2
  1967-01-01,44.7
  1967-02-01,44.8
  1967-03-01,44.7
  1967-04-01,45
  1967-05-01,45
  1967-06-01,45
  1967-07-01,45.4
  1967-08-01,45.8
  1967-09-01,45.9
  1967-10-01,46
  1967-11-01,45.8
  1967-12-01,46.2
  1968-01-01,45.4
  1968-02-01,45.9
  1968-03-01,46.1
  1968-04-01,46
  1968-05-01,46.7
  1968-06-01,46.7
  1968-07-01,46.2
  1968-08-01,46.1
  1968-09-01,46.5
  1968-10-01,46.4
  1968-11-01,46.7
  1968-12-01,46.6
  1969-01-01,46.6
  1969-02-01,47
  1969-03-01,46.9
  1969-04-01,46.9
  1969-05-01,47.1
  1969-06-01,47.2
  1969-07-01,47.4
  1969-08-01,47.6
  1969-09-01,47.8
  1969-10-01,47.9
  1969-11-01,47.8
  1969-12-01,48.2
  1970-01-01,48.2
  1970-02-01,48
  1970-03-01,47.9
  1970-04-01,48.3
  1970-05-01,47.6
  1970-06-01,47.9
  1970-07-01,48
  1970-08-01,47.9
  1970-09-01,47.3
  1970-10-01,47.6
  1970-11-01,47.6
  1970-12-01,47.5
  1971-01-01,47.8
  1971-02-01,47.7
  1971-03-01,47.4
  1971-04-01,47.2
  1971-05-01,47.6
  1971-06-01,47.6
  1971-07-01,47.2
  1971-08-01,47.5
  1971-09-01,47.7
  1971-10-01,47.8
  1971-11-01,48.1
  1971-12-01,48.1
  1972-01-01,48.4
  1972-02-01,48.5
  1972-03-01,48.7
  1972-04-01,48.4
  1972-05-01,48.5
  1972-06-01,48.4
  1972-07-01,48.4
  1972-08-01,48.6
  1972-09-01,48.6
  1972-10-01,48.5
  1972-11-01,48.6
  1972-12-01,49
  1973-01-01,48.8
  1973-02-01,49.4
  1973-03-01,49.5
  1973-04-01,49.8
  1973-05-01,49.9
  1973-06-01,50.1
  1973-07-01,50.2
  1973-08-01,50.1
  1973-09-01,50.3
  1973-10-01,50.6
  1973-11-01,50.8
  1973-12-01,50.7
  1974-01-01,50.7
  1974-02-01,50.9
  1974-03-01,50.9
  1974-04-01,51.1
  1974-05-01,51.2
  1974-06-01,51.5
  1974-07-01,52
  1974-08-01,51.5
  1974-09-01,51.4
  1974-10-01,51.4
  1974-11-01,51
  1974-12-01,50.9
  1975-01-01,50.7
  1975-02-01,50.4
  1975-03-01,50.5
  1975-04-01,50.5
  1975-05-01,50.4
  1975-06-01,50.7
  1975-07-01,51
  1975-08-01,51.3
  1975-09-01,51.3
  1975-10-01,51.6
  1975-11-01,51.5
  1975-12-01,51.6
  1976-01-01,52.2
  1976-02-01,52.2
  1976-03-01,52.4
  1976-04-01,52.7
  1976-05-01,52.7
  1976-06-01,53.1
  1976-07-01,53
  1976-08-01,53.2
  1976-09-01,53.1
  1976-10-01,53.2
  1976-11-01,53.5
  1976-12-01,53.7
  1977-01-01,53.8
  1977-02-01,53.8
  1977-03-01,54.1
  1977-04-01,54.4
  1977-05-01,54.8
  1977-06-01,54.7
  1977-07-01,54.9
  1977-08-01,54.8
  1977-09-01,55.1
  1977-10-01,55.3
  1977-11-01,55.6
  1977-12-01,55.8
  1978-01-01,56.1
  1978-02-01,56.5
  1978-03-01,56.7
  1978-04-01,57
  1978-05-01,56.8
  1978-06-01,57.1
  1978-07-01,57.1
  1978-08-01,57.2
  1978-09-01,57.8
  1978-10-01,58.4
  1978-11-01,58.2
  1978-12-01,58.2
  1979-01-01,58.1
  1979-02-01,58.3
  1979-03-01,58.4
  1979-04-01,58.3
  1979-05-01,58.5
  1979-06-01,58.5
  1979-07-01,59.3
  1979-08-01,59.4
  1979-09-01,59.7
  1979-10-01,59.8
  1979-11-01,59.7
  1979-12-01,60.3
  1980-01-01,60.4
  1980-02-01,60.3
  1980-03-01,60.3
  1980-04-01,60.4
  1980-05-01,60
  1980-06-01,59.9
  1980-07-01,59.8
  1980-08-01,59.9
  1980-09-01,60.1
  1980-10-01,60
  1980-11-01,60.2
  1980-12-01,60.4
  1981-01-01,60.6
  1981-02-01,61
  1981-03-01,61.2
  1981-04-01,61.4
  1981-05-01,61.4
  1981-06-01,61.2
  1981-07-01,61.3
  1981-08-01,61.2
  1981-09-01,60.8
  1981-10-01,61.3
  1981-11-01,61.4
  1981-12-01,61.2
  1982-01-01,61.3
  1982-02-01,61.4
  1982-03-01,61.1
  1982-04-01,61
  1982-05-01,61.2
  1982-06-01,61.4
  1982-07-01,61.5
  1982-08-01,61.5
  1982-09-01,61.2
  1982-10-01,61.1
  1982-11-01,60.9
  1982-12-01,61
  1983-01-01,61.2
  1983-02-01,61
  1983-03-01,61.1
  1983-04-01,61.5
  1983-05-01,61.3
  1983-06-01,61.7
  1983-07-01,62
  1983-08-01,62.5
  1983-09-01,62.8
  1983-10-01,62.7
  1983-11-01,63
  1983-12-01,62.9
  1984-01-01,62.9
  1984-02-01,63.2
  1984-03-01,63.4
  1984-04-01,63.7
  1984-05-01,64.4
  1984-06-01,64.3
  1984-07-01,64.2
  1984-08-01,64.3
  1984-09-01,64
  1984-10-01,64.2
  1984-11-01,64.2
  1984-12-01,64.5
  1985-01-01,64.8
  1985-02-01,64.9
  1985-03-01,65.2
  1985-04-01,65.2
  1985-05-01,64.8
  1985-06-01,65.1
  1985-07-01,65
  1985-08-01,65.3
  1985-09-01,65.7
  1985-10-01,65.7
  1985-11-01,65.9
  1985-12-01,66.1
  1986-01-01,66.2
  1986-02-01,65.8
  1986-03-01,66
  1986-04-01,66.1
  1986-05-01,66.2
  1986-06-01,66.5
  1986-07-01,66.8
  1986-08-01,66.9
  1986-09-01,67.1
  1986-10-01,67.4
  1986-11-01,67.1
  1986-12-01,67.4
  1987-01-01,67.2
  1987-02-01,67.5
  1987-03-01,67.7
  1987-04-01,68.1
  1987-05-01,68.4
  1987-06-01,68.3
  1987-07-01,68.4
  1987-08-01,68.5
  1987-09-01,68.6
  1987-10-01,68.6
  1987-11-01,68.7
  1987-12-01,68.8
  1988-01-01,68.7
  1988-02-01,68.7
  1988-03-01,69.2
  1988-04-01,69.1
  1988-05-01,69.1
  1988-06-01,69.1
  1988-07-01,69.2
  1988-08-01,69.4
  1988-09-01,69.4
  1988-10-01,69.7
  1988-11-01,70.1
  1988-12-01,70.2
  1989-01-01,70.5
  1989-02-01,70.4
  1989-03-01,70.2
  1989-04-01,70.3
  1989-05-01,70.1
  1989-06-01,70.1
  1989-07-01,70
  1989-08-01,70.2
  1989-09-01,70.7
  1989-10-01,70.5
  1989-11-01,70.8
  1989-12-01,70.7
  1990-01-01,70.9
  1990-02-01,70.8
  1990-03-01,70.8
  1990-04-01,70.7
  1990-05-01,70.8
  1990-06-01,70.6
  1990-07-01,70.6
  1990-08-01,70.5
  1990-09-01,70.5
  1990-10-01,70.4
  1990-11-01,70.2
  1990-12-01,70.1
  1991-01-01,69.9
  1991-02-01,70.1
  1991-03-01,70
  1991-04-01,70.3
  1991-05-01,70.1
  1991-06-01,70.2
  1991-07-01,70.1
  1991-08-01,70
  1991-09-01,70.1
  1991-10-01,70
  1991-11-01,70
  1991-12-01,69.9
  1992-01-01,70.1
  1992-02-01,70
  1992-03-01,70
  1992-04-01,70.2
  1992-05-01,70.3
  1992-06-01,70.3
  1992-07-01,70.2
  1992-08-01,70.2
  1992-09-01,70.1
  1992-10-01,70
  1992-11-01,70.1
  1992-12-01,69.9
  1993-01-01,69.9
  1993-02-01,69.9
  1993-03-01,70.3
  1993-04-01,69.9
  1993-05-01,70.2
  1993-06-01,70.4
  1993-07-01,70.4
  1993-08-01,70.6
  1993-09-01,70.5
  1993-10-01,70.5
  1993-11-01,70.7
  1993-12-01,71
  1994-01-01,71
  1994-02-01,71.3
  1994-03-01,71.1
  1994-04-01,71.2
  1994-05-01,71.3
  1994-06-01,70.9
  1994-07-01,71.4
  1994-08-01,71.7
  1994-09-01,72.1
  1994-10-01,71.9
  1994-11-01,72
  1994-12-01,71.8
  1995-01-01,71.8
  1995-02-01,72.2
  1995-03-01,72.1
  1995-04-01,72.2
  1995-05-01,72.1
  1995-06-01,71.7
  1995-07-01,72.2
  1995-08-01,72.1
  1995-09-01,72.3
  1995-10-01,72.3
  1995-11-01,72.6
  1995-12-01,72.4
  1996-01-01,72.4
  1996-02-01,72.4
  1996-03-01,72.6
  1996-04-01,72.6
  1996-05-01,72.5
  1996-06-01,72.7
  1996-07-01,72.9
  1996-08-01,73
  1996-09-01,73
  1996-10-01,73.1
  1996-11-01,73
  1996-12-01,73
  1997-01-01,73.2
  1997-02-01,72.9
  1997-03-01,73.3
  1997-04-01,73.5
  1997-05-01,73.3
  1997-06-01,73.6
  1997-07-01,73.9
  1997-08-01,74.1
  1997-09-01,73.9
  1997-10-01,73.8
  1997-11-01,73.6
  1997-12-01,73.6
  1998-01-01,73.4
  1998-02-01,73.4
  1998-03-01,73.5
  1998-04-01,73.5
  1998-05-01,73.4
  1998-06-01,73.6
  1998-07-01,73.8
  1998-08-01,73.9
  1998-09-01,74
  1998-10-01,73.7
  1998-11-01,73.7
  1998-12-01,74
  1999-01-01,74.3
  1999-02-01,74.1
  1999-03-01,73.8
  1999-04-01,73.8
  1999-05-01,74.1
  1999-06-01,74.2
  1999-07-01,73.8
  1999-08-01,74.1
  1999-09-01,74.3
  1999-10-01,74.5
  1999-11-01,74.5
  1999-12-01,74.3
  2000-01-01,74.4
  2000-02-01,74.5
  2000-03-01,74.5
  2000-04-01,74.9
  2000-05-01,74.4
  2000-06-01,74.2
  2000-07-01,73.9
  2000-08-01,73.6
  2000-09-01,73.9
  2000-10-01,73.9
  2000-11-01,74.1
  2000-12-01,74.1
  2001-01-01,74.2
  2001-02-01,74.2
  2001-03-01,74.3
  2001-04-01,73.7
  2001-05-01,73.7
  2001-06-01,73.4
  2001-07-01,73.4
  2001-08-01,73.2
  2001-09-01,73.1
  2001-10-01,72.7
  2001-11-01,72.6
  2001-12-01,72.6
  2002-01-01,72.5
  2002-02-01,72.7
  2002-03-01,72.5
  2002-04-01,72.5
  2002-05-01,72.2
  2002-06-01,72.1
  2002-07-01,71.9
  2002-08-01,72.1
  2002-09-01,72.2
  2002-10-01,72.1
  2002-11-01,71.9
  2002-12-01,72.2
  2003-01-01,72.4
  2003-02-01,72.1
  2003-03-01,72.4
  2003-04-01,72.4
  2003-05-01,72.2
  2003-06-01,72.3
  2003-07-01,71.9
  2003-08-01,72
  2003-09-01,71.6
  2003-10-01,71.6
  2003-11-01,71.7
  2003-12-01,71.4
  2004-01-01,71.6
  2004-02-01,71.7
  2004-03-01,71.8
  2004-04-01,71.8
  2004-05-01,71.9
  2004-06-01,71.9
  2004-07-01,71.9
  2004-08-01,71.8
  2004-09-01,71.9
  2004-10-01,71.9
  2004-11-01,72
  2004-12-01,71.8
  2005-01-01,72
  2005-02-01,71.9
  2005-03-01,71.8
  2005-04-01,72
  2005-05-01,72.1
  2005-06-01,71.7
  2005-07-01,71.9
  2005-08-01,72.1
  2005-09-01,72.1
  2005-10-01,71.9
  2005-11-01,71.9
  2005-12-01,72.1
  2006-01-01,72.2
  2006-02-01,72.4
  2006-03-01,72.3
  2006-04-01,72.1
  2006-05-01,72.3
  2006-06-01,72.5
  2006-07-01,72.7
  2006-08-01,72.6
  2006-09-01,72.5
  2006-10-01,72.9
  2006-11-01,72.7
  2006-12-01,72.7
  2007-01-01,72.8
  2007-02-01,72.6
  2007-03-01,72.7
  2007-04-01,72.2
  2007-05-01,72.5
  2007-06-01,72.5
  2007-07-01,72.4
  2007-08-01,72.6
  2007-09-01,72.5
  2007-10-01,72.4
  2007-11-01,72.5
  2007-12-01,72.4
  2008-01-01,72.7
  2008-02-01,72.6
  2008-03-01,72.6
  2008-04-01,72.7
  2008-05-01,72.6
  2008-06-01,72.6
  2008-07-01,72.4
  2008-08-01,72.1
  2008-09-01,72.3
  2008-10-01,71.9
  2008-11-01,71.7
  2008-12-01,71.6
  2009-01-01,71.1
  2009-02-01,71
  2009-03-01,70.6
  2009-04-01,70.7
  2009-05-01,70.4
  2009-06-01,70.4
  2009-07-01,70.4
  2009-08-01,70
  2009-09-01,69.5
  2009-10-01,69.4
  2009-11-01,69.8
  2009-12-01,69.2
  2010-01-01,69.8
  2010-02-01,69.7
  2010-03-01,69.5
  2010-04-01,69.6
  2010-05-01,69.3
  2010-06-01,69.5
  2010-07-01,69.1
  2010-08-01,69
  2010-09-01,69.1
  2010-10-01,69
  2010-11-01,69.1
  2010-12-01,69.4
  2011-01-01,69.3
  2011-02-01,69
  2011-03-01,69.3
  2011-04-01,69.1
  2011-05-01,68.9
  2011-06-01,68.8
  2011-07-01,69
  2011-08-01,68.9
  2011-09-01,68.7
  2011-10-01,68.9
  2011-11-01,68.8
  2011-12-01,68.9
  2012-01-01,68.9
  2012-02-01,68.9
  2012-03-01,69.2
  2012-04-01,69.1
  2012-05-01,69.2
  2012-06-01,69
  2012-07-01,69.1
  2012-08-01,69.2
  2012-09-01,69.5
  2012-10-01,69.6
  2012-11-01,69.4
  2012-12-01,69.4
  2013-01-01,68.9
  2013-02-01,69
  2013-03-01,69
  2013-04-01,69.1
  2013-05-01,69.3
  2013-06-01,69.2
  2013-07-01,69.4
  2013-08-01,69.6
  2013-09-01,69.6
  2013-10-01,69
  2013-11-01,69.3
  2013-12-01,69.5
  2014-01-01,69.8
  2014-02-01,70.1
  2014-03-01,69.8
  2014-04-01,69.9
  2014-05-01,69.8
  2014-06-01,70.2
  2014-07-01,69.8
  2014-08-01,70.1
  2014-09-01,69.8
  2014-10-01,70.1
  2014-11-01,70.3
  2014-12-01,70.3
  2015-01-01,70.2
  2015-02-01,70.3
  2015-03-01,70
  2015-04-01,70.2
  2015-05-01,70.4
  2015-06-01,70.5
  2015-07-01,70.1
  2015-08-01,70.2
  2015-09-01,70.2
  2015-10-01,70.3
  2015-11-01,70.7
  2015-12-01,70.6
  2016-01-01,70.7
  2016-02-01,70.8
  2016-03-01,70.9
  2016-04-01,70.9
  2016-05-01,71
  2016-06-01,71
  2016-07-01,71.4
  2016-08-01,71.1
  2016-09-01,71.4
  2016-10-01,71.5
  2016-11-01,71.4
  2016-12-01,71.4
  2017-01-01,71.3
  2017-02-01,71.7
  2017-03-01,72
  2017-04-01,72
  2017-05-01,72
  2017-06-01,72.1
  2017-07-01,72.4
  2017-08-01,72.1
  2017-09-01,72.5
  2017-10-01,72.1
  2017-11-01,72.5
  2017-12-01,72.2
  2018-01-01,72.1
  2018-02-01,72.4
  2018-03-01,72.4
  2018-04-01,72.3
  2018-05-01,72.5
  2018-06-01,72.8
  2018-07-01,73.1
  2018-08-01,72.8
  2018-09-01,73
  2018-10-01,73.4
  2018-11-01,73.1
  2018-12-01,73.3
  2019-01-01,73.3
  2019-02-01,73.4
  2019-03-01,73.1
  2019-04-01,73.2
  2019-05-01,73.3
  2019-06-01,73.5
  2019-07-01,73.1
  2019-08-01,73.9
  2019-09-01,74.2
  2019-10-01,74.3
  2019-11-01,74.2
  2019-12-01,74.5
  2020-01-01,74.6
  2020-02-01,74.7
  2020-03-01,73.3
  2020-04-01,63.4
  2020-05-01,64.9
  2020-06-01,67.6
  2020-07-01,68
  2020-08-01,69.1
  2020-09-01,68.9
  2020-10-01,70.1
  2020-11-01,70.3
  2020-12-01,70.4
  2021-01-01,70.4
  2021-02-01,70.7
  2021-03-01,71.1
  2021-04-01,71.1
  2021-05-01,71.3
  2021-06-01,71.3
  2021-07-01,72
  2021-08-01,72
  2021-09-01,72.1
  2021-10-01,72.2
  2021-11-01,73
  2021-12-01,73.3
  2022-01-01,73.4
  2022-02-01,73.3
  2022-03-01,74.1
  2022-04-01,74
  2022-05-01,74.1
  2022-06-01,73.9
  2022-07-01,74.1
  2022-08-01,74.7
  2022-09-01,74.4
  2022-10-01,74
  2022-11-01,73.8
  2022-12-01,74.1
  2023-01-01,74.7
  2023-02-01,74.8
  2023-03-01,74.9
  2023-04-01,75.1
  2023-05-01,75.1
  2023-06-01,75.3
  2023-07-01,75.3
  2023-08-01,75.3
  2023-09-01,75.3
  2023-10-01,75.3  
  Date,No college degree and no children under age 10,No college degree and has a child under age 10,Has a college degree and no children under age 10,Has a college degree and has a child under age 10
  1995-01-01,72.89581562,59.69915059,87.14911874,73.14492376
  1995-02-01,72.94437417,59.89010012,87.11965432,73.06973444
  1995-03-01,72.98782389,60.08668101,87.13381366,73.10498603
  1995-04-01,73.08216223,60.18056695,87.17856113,73.21382411
  1995-05-01,73.15337845,60.27208623,87.21422696,73.20635315
  1995-06-01,73.250707,60.38408053,87.11286771,73.20050299
  1995-07-01,73.33892303,60.45264578,87.07822297,73.20980949
  1995-08-01,73.33805858,60.61457976,87.02386977,73.15595991
  1995-09-01,73.29724728,60.73831488,86.98448642,72.98849279
  1995-10-01,73.26162369,60.86259909,86.9956509,72.90051294
  1995-11-01,73.24224544,60.99480878,87.03233732,72.90795939
  1995-12-01,73.26167127,61.06991741,87.05878074,72.97047846
  1996-01-01,73.20183104,61.24668054,87.07531323,72.98732515
  1996-02-01,73.16693415,61.29892751,87.07951488,73.0363487
  1996-03-01,73.15799025,61.37203526,87.07311171,73.05250826
  1996-04-01,73.12422086,61.46960979,87.01726928,73.07326799
  1996-05-01,73.15943432,61.52638884,86.9830858,73.02223202
  1996-06-01,73.23044562,61.61733473,87.10673051,73.00949193
  1996-07-01,73.28242851,61.71389645,87.12965844,72.94954463
  1996-08-01,73.37148191,61.72012285,87.23050426,72.93374369
  1996-09-01,73.43338414,61.80826573,87.27509265,73.02762293
  1996-10-01,73.46419479,61.95188793,87.28806729,73.01316019
  1996-11-01,73.47523517,62.0398096,87.27795873,73.04673669
  1996-12-01,73.48603602,62.17455477,87.25830544,73.0755898
  1997-01-01,73.62921306,62.21445306,87.20849897,73.13432307
  1997-02-01,73.66602166,62.27881788,87.22689544,73.19101108
  1997-03-01,73.70116613,62.41335726,87.28350125,73.20600522
  1997-04-01,73.70769932,62.60886278,87.32030672,73.16985202
  1997-05-01,73.65309097,62.84957628,87.30654283,73.23398771
  1997-06-01,73.66011538,63.06322788,87.27942802,73.21979518
  1997-07-01,73.68210075,63.21950506,87.24477251,73.30043472
  1997-08-01,73.79051492,63.35621803,87.22538753,73.38108594
  1997-09-01,73.87740834,63.434234,87.24881998,73.3965627
  1997-10-01,73.93837155,63.5233862,87.20955011,73.51619564
  1997-11-01,73.96991218,63.53039731,87.25538485,73.49253775
  1997-12-01,73.99002894,63.59130293,87.39409179,73.44403806
  1998-01-01,73.94890732,63.68427391,87.46739854,73.38052276
  1998-02-01,73.98376921,63.7707563,87.50072972,73.39083696
  1998-03-01,74.02334759,63.80794332,87.46013086,73.45100719
  1998-04-01,74.03820572,63.83426135,87.44681286,73.47235393
  1998-05-01,74.09610475,63.80823659,87.47330759,73.43524607
  1998-06-01,74.1044036,63.81862984,87.49102677,73.38955099
  1998-07-01,74.08865024,63.80676982,87.52619905,73.25667441
  1998-08-01,74.04690211,63.82283356,87.53417328,73.16787962
  1998-09-01,74.08671057,63.87829298,87.54051052,73.02007806
  1998-10-01,74.15410536,63.83929678,87.48241593,72.85114334
  1998-11-01,74.22217105,63.88110787,87.40080872,72.72319951
  1998-12-01,74.3248339,63.92339543,87.32859071,72.60356031
  1999-01-01,74.45437513,63.9951133,87.38016822,72.46394184
  1999-02-01,74.52541786,64.10643949,87.36016833,72.33398011
  1999-03-01,74.58761278,64.11244626,87.31618004,72.29117362
  1999-04-01,74.65185938,64.11257845,87.28106308,72.17331722
  1999-05-01,74.68166095,64.17355812,87.24568897,72.31830842
  1999-06-01,74.69572989,64.18718124,87.21170954,72.42554693
  1999-07-01,74.66652731,64.16022819,87.19329014,72.47527117
  1999-08-01,74.58150584,64.13295831,87.22579008,72.5946584
  1999-09-01,74.53002173,64.11888015,87.21672278,72.54021977
  1999-10-01,74.52938348,64.15068341,87.28407596,72.60124409
  1999-11-01,74.58092364,64.24413064,87.33197756,72.48183317
  1999-12-01,74.60696977,64.2659808,87.31911806,72.26414748
  2000-01-01,74.62907422,64.31773629,87.25153545,72.17025486
  2000-02-01,74.69173821,64.32571018,87.2710367,72.02146962
  2000-03-01,74.707906,64.47765384,87.31734136,71.89804984
  2000-04-01,74.73194128,64.65985426,87.34045032,72.00060389
  2000-05-01,74.71140053,64.78243255,87.28812942,71.87028165
  2000-06-01,74.6973934,64.80131742,87.22552984,71.73779172
  2000-07-01,74.69208609,64.85560889,87.12328386,71.64444132
  2000-08-01,74.70278445,64.86474604,86.97821918,71.3348542
  2000-09-01,74.71322029,64.83772445,86.8264936,71.1841478
  2000-10-01,74.70051092,64.8431315,86.70561529,70.93928002
  2000-11-01,74.65124203,64.84456131,86.61237357,70.80561818
  2000-12-01,74.6221309,64.90837875,86.57381598,70.79097737
  2001-01-01,74.58092787,64.92903224,86.57411962,70.92717991
  2001-02-01,74.53245195,64.95070126,86.47070157,71.06105568
  2001-03-01,74.56807849,64.89929146,86.34339019,70.89680293
  2001-04-01,74.5420182,64.79577288,86.20787602,70.61639457
  2001-05-01,74.51943363,64.73051851,86.08920862,70.35383944
  2001-06-01,74.49154576,64.76915434,85.93612046,70.12335589
  2001-07-01,74.47874502,64.75885146,85.831226,69.92119798
  2001-08-01,74.44005784,64.81607685,85.7417686,69.82284714
  2001-09-01,74.31263846,64.84028316,85.68803838,69.72591173
  2001-10-01,74.17230494,64.67373245,85.63852137,69.64271527
  2001-11-01,74.03057383,64.49712399,85.53154745,69.59484386
  2001-12-01,73.89761624,64.32233028,85.37873678,69.67609835
  2002-01-01,73.73156189,64.08269375,85.27397047,69.54359333
  2002-02-01,73.58022535,63.818894,85.26072807,69.49813924
  2002-03-01,73.36852083,63.5614859,85.26211222,69.60653712
  2002-04-01,73.2230666,63.37363739,85.24188296,69.62460058
  2002-05-01,73.06834783,63.17423905,85.19030376,69.7266552
  2002-06-01,72.91041215,62.9924476,85.12048503,69.79084767
  2002-07-01,72.75498725,62.88325636,84.9832964,69.71818401
  2002-08-01,72.6646733,62.70443066,84.96339805,69.69083101
  2002-09-01,72.58913602,62.58089013,84.93367497,69.64166999
  2002-10-01,72.56082165,62.56510364,84.86795842,69.56220565
  2002-11-01,72.51911364,62.48069639,84.88987339,69.56227453
  2002-12-01,72.50049953,62.41508954,84.92277614,69.42874152
  2003-01-01,72.54010965,62.3667862,84.82049038,69.34822602
  2003-02-01,72.5232897,62.28161676,84.70104231,69.19546166
  2003-03-01,72.51802402,62.25678707,84.60580768,69.01762983
  2003-04-01,72.5357928,62.22204924,84.52508759,68.92916738
  2003-05-01,72.57562877,62.15084684,84.52601946,68.740799
  2003-06-01,72.62607628,62.06972709,84.59464357,68.70649452
  2003-07-01,72.66066195,61.8865366,84.72550771,68.80357477
  2003-08-01,72.61944727,61.76165064,84.74045915,68.98665799
  2003-09-01,72.58226937,61.55140201,84.69048518,69.05033613
  2003-10-01,72.4822757,61.37739249,84.62607535,69.17017246
  2003-11-01,72.42810233,61.26798406,84.55434612,69.3379918
  2003-12-01,72.3179648,61.13137306,84.51971547,69.35397059
  2004-01-01,72.22769085,61.06449689,84.49254609,69.3419568
  2004-02-01,72.15546593,61.11094414,84.48450174,69.32900954
  2004-03-01,72.05604282,61.1092737,84.46085816,69.33560637
  2004-04-01,72.00183387,61.02339143,84.47868967,69.2954824
  2004-05-01,71.9784737,61.02045341,84.49616145,69.26561616
  2004-06-01,71.96284947,61.00674616,84.50131342,69.12375655
  2004-07-01,71.97197833,61.07978519,84.58120025,69.07997167
  2004-08-01,72.02203028,61.14726622,84.61906621,68.96040205
  2004-09-01,72.07022208,61.17990141,84.69688211,69.0188245
  2004-10-01,72.12685048,61.24128202,84.78410713,69.11138442
  2004-11-01,72.13013771,61.27344188,84.87430968,69.20863626
  2004-12-01,72.12146554,61.30321499,84.94072937,69.40187161
  2005-01-01,72.04923769,61.33534023,85.10672516,69.66288402
  2005-02-01,72.04866215,61.25984739,85.1829453,69.83353039
  2005-03-01,72.04872063,61.16630894,85.21717025,69.92553029
  2005-04-01,72.0158013,61.14213233,85.24591898,70.11094445
  2005-05-01,71.99916547,61.13981776,85.27283319,70.23985375
  2005-06-01,71.93408698,61.1456169,85.28410285,70.36327261
  2005-07-01,71.90628655,61.15579894,85.27230129,70.40450864
  2005-08-01,71.90424344,61.08194513,85.27609032,70.4570949
  2005-09-01,71.89617019,61.10481798,85.34237587,70.46788567
  2005-10-01,71.85517499,61.11512598,85.3830807,70.46873541
  2005-11-01,71.8041126,61.14187145,85.32065571,70.47852865
  2005-12-01,71.81298196,61.1224553,85.3055541,70.45989215
  2006-01-01,71.84719786,61.00639791,85.24674672,70.45624592
  2006-02-01,71.85006855,60.98691192,85.25840857,70.5550058
  2006-03-01,71.87005606,60.99472741,85.30978033,70.68143705
  2006-04-01,71.8699137,60.99665126,85.32374117,70.7467692
  2006-05-01,71.8929759,60.99781192,85.3524245,70.85013586
  2006-06-01,71.98034457,61.02695853,85.37640391,70.9473056
  2006-07-01,72.02471978,61.08157063,85.38467574,71.03194197
  2006-08-01,72.02159451,61.23083684,85.37794222,71.23354803
  2006-09-01,72.01512273,61.27398968,85.34360877,71.46017947
  2006-10-01,72.08719899,61.31391087,85.35642829,71.71579684
  2006-11-01,72.13513912,61.35513637,85.39304724,71.86580689
  2006-12-01,72.16415902,61.45736874,85.36263416,71.96576831
  2007-01-01,72.24246569,61.6284304,85.31869292,71.93213792
  2007-02-01,72.21009287,61.77806843,85.30418247,71.78887923
  2007-03-01,72.27846307,61.93822995,85.27229116,71.6861918
  2007-04-01,72.26971421,62.11455879,85.28367046,71.50257401
  2007-05-01,72.24667505,62.17594806,85.29851408,71.44300836
  2007-06-01,72.19215425,62.18339547,85.36035883,71.50002389
  2007-07-01,72.12262658,62.14643191,85.31428842,71.58623591
  2007-08-01,72.1092473,62.13524682,85.33897547,71.58847549
  2007-09-01,72.13017945,62.15936495,85.32015143,71.55979711
  2007-10-01,72.05238832,62.18915818,85.27888844,71.46028723
  2007-11-01,72.04044903,62.22277384,85.3093335,71.42731542
  2007-12-01,72.00267019,62.1909532,85.32527238,71.46173141
  2008-01-01,71.94457196,62.20108779,85.3528862,71.53050044
  2008-02-01,71.94266952,62.09914348,85.34173862,71.69951538
  2008-03-01,71.86756022,62.00416462,85.39835288,71.91427009
  2008-04-01,71.89704812,61.89408618,85.47303602,72.21741667
  2008-05-01,71.82094863,61.89144832,85.43398194,72.49131297
  2008-06-01,71.80493958,61.93304037,85.42261495,72.67705787
  2008-07-01,71.81746757,61.87090807,85.44481889,72.80190763
  2008-08-01,71.77320617,61.76968532,85.39818036,72.84960858
  2008-09-01,71.73069988,61.65716728,85.39664806,72.9332789
  2008-10-01,71.70519294,61.48760733,85.36979635,72.86100844
  2008-11-01,71.64175322,61.35100364,85.31968518,72.75258476
  2008-12-01,71.48885132,61.24689421,85.27891268,72.62648498
  2009-01-01,71.30644155,61.07763733,85.15916405,72.52841702
  2009-02-01,71.13297994,60.96704375,85.07202808,72.39231965
  2009-03-01,70.95525338,60.76376331,84.92270189,72.15498131
  2009-04-01,70.813093,60.47481515,84.8220704,72.10292331
  2009-05-01,70.65414696,60.13601575,84.68732802,71.9850604
  2009-06-01,70.46717292,59.81345702,84.51819113,71.92744077
  2009-07-01,70.26029192,59.62843975,84.34665757,71.88927167
  2009-08-01,70.01306563,59.38398014,84.18148534,71.9136242
  2009-09-01,69.70214369,59.11618171,83.94746381,71.93092808
  2009-10-01,69.39554338,58.78619551,83.79442233,71.96856095
  2009-11-01,69.15981031,58.54015024,83.62684965,72.02230425
  2009-12-01,68.96362952,58.30114865,83.417706,71.94839611
  2010-01-01,68.90455344,58.07521111,83.30875572,71.97840281
  2010-02-01,68.80097478,57.96433744,83.19621352,72.03960058
  2010-03-01,68.67298925,57.90640477,83.07585264,72.10247096
  2010-04-01,68.53781414,57.85424574,82.9747436,72.02948176
  2010-05-01,68.41064279,57.75106963,82.89382359,71.95199716
  2010-06-01,68.30856946,57.68037783,82.8503784,71.81287898
  2010-07-01,68.13225056,57.58516535,82.79425117,71.76372676
  2010-08-01,68.05905247,57.57845559,82.77953809,71.55930389
  2010-09-01,68.05156753,57.58730092,82.83671999,71.3929146
  2010-10-01,68.03533066,57.7412017,82.76198099,71.47425229
  2010-11-01,67.99642078,57.72662468,82.72297759,71.39146411
  2010-12-01,68.03794586,57.72648327,82.726875,71.51820982
  2011-01-01,67.9399013,57.75782018,82.71951939,71.52161602
  2011-02-01,67.84796104,57.64524925,82.68810921,71.52692079
  2011-03-01,67.80710758,57.54967282,82.68985927,71.61481422
  2011-04-01,67.69464643,57.52435964,82.62923288,71.71462776
  2011-05-01,67.60352517,57.48181922,82.68298133,71.78620988
  2011-06-01,67.44575718,57.44436504,82.72084191,71.79472053
  2011-07-01,67.38835339,57.41650046,82.72902144,71.81947159
  2011-08-01,67.29614525,57.41161034,82.72922985,71.93164148
  2011-09-01,67.18916593,57.41121644,82.73383702,71.91871704
  2011-10-01,67.1994744,57.26038968,82.76491253,71.70309173
  2011-11-01,67.18716924,57.16803471,82.68900247,71.60450643
  2011-12-01,67.12232313,57.03965609,82.66032433,71.50783592
  2012-01-01,67.09905683,56.92142251,82.55439173,71.54870844
  2012-02-01,67.02103562,56.92255588,82.54902544,71.62304721
  2012-03-01,66.93760565,56.97273288,82.56650399,71.66747536
  2012-04-01,66.86917251,57.07864198,82.62063674,71.61692469
  2012-05-01,66.82012417,57.17921982,82.66740842,71.63709466
  2012-06-01,66.81988031,57.3228643,82.62044737,71.63508557
  2012-07-01,66.84938757,57.33415993,82.68371009,71.61843239
  2012-08-01,66.89375906,57.24839608,82.70473085,71.75023891
  2012-09-01,66.96376036,57.18087021,82.75636264,71.9198825
  2012-10-01,66.93931496,57.24424792,82.83393637,72.05401554
  2012-11-01,66.87953748,57.30652905,82.93525485,72.08410785
  2012-12-01,66.82932703,57.3985155,82.94924702,72.07120227
  2013-01-01,66.73972073,57.38235142,82.99449893,72.06349216
  2013-02-01,66.75140773,57.28136653,83.02369496,71.98019069
  2013-03-01,66.75355842,57.14851957,82.95523848,72.00531759
  2013-04-01,66.81686381,56.98407545,82.85995363,72.07742886
  2013-05-01,66.92690466,56.98601679,82.79126562,72.06223458
  2013-06-01,66.9617915,56.89001036,82.78439761,72.18862419
  2013-07-01,66.99153086,56.9326834,82.75764155,72.24172089
  2013-08-01,67.02058632,56.97140715,82.82374102,72.29064868
  2013-09-01,66.99077276,57.09017762,82.79314761,72.3085505
  2013-10-01,66.92934632,57.05282551,82.72212379,72.44512903
  2013-11-01,66.90535442,56.99442078,82.72114852,72.7190577
  2013-12-01,66.92148614,56.98262681,82.72471454,73.03665816
  2014-01-01,66.93520498,57.11702381,82.80869842,73.3797418
  2014-02-01,66.99400044,57.24787966,82.81365063,73.66354835
  2014-03-01,67.0509829,57.31591044,82.87939783,73.78068082
  2014-04-01,67.10733489,57.41547469,82.94552074,73.86113652
  2014-05-01,67.08158318,57.38575425,82.99481452,73.96025856
  2014-06-01,67.15048,57.39718171,82.96975344,73.9300669
  2014-07-01,67.17383026,57.36158048,82.8887299,73.89710779
  2014-08-01,67.22803771,57.3424289,82.80955096,73.79941823
  2014-09-01,67.29004543,57.2849682,82.76452533,73.73152293
  2014-10-01,67.38994456,57.35380907,82.82325259,73.74026672
  2014-11-01,67.53366288,57.4152308,82.82819679,73.85222893
  2014-12-01,67.60467343,57.41154535,82.89301266,73.83494453
  2015-01-01,67.65677821,57.42046204,82.88460868,73.75228718
  2015-02-01,67.66063575,57.47290463,82.93618496,73.7305381
  2015-03-01,67.60835803,57.59654729,83.0189443,73.71092986
  2015-04-01,67.55769717,57.69885269,83.03827396,73.71489623
  2015-05-01,67.60084218,57.84809684,83.0847189,73.69521313
  2015-06-01,67.63319562,57.92919821,83.11649535,73.75233719
  2015-07-01,67.64585852,57.90986678,83.26200381,73.76292197
  2015-08-01,67.59471107,57.98383642,83.33544147,73.81947651
  2015-09-01,67.5419331,58.09887768,83.39814247,73.87889157
  2015-10-01,67.48249354,58.23647599,83.48274698,73.84239047
  2015-11-01,67.47725203,58.30960335,83.56473894,73.80288034
  2015-12-01,67.44678557,58.51253514,83.62107389,73.76679662
  2016-01-01,67.46590142,58.70735016,83.66743224,73.713022
  2016-02-01,67.4882791,58.87149975,83.67587561,73.68853354
  2016-03-01,67.55272896,59.01346146,83.70701289,73.7592161
  2016-04-01,67.59570153,59.10236456,83.76380124,73.8562933
  2016-05-01,67.62549051,59.16188955,83.73694923,73.94289437
  2016-06-01,67.6005084,59.20058764,83.84554123,73.96617507
  2016-07-01,67.7111539,59.38865173,83.82677552,74.04944063
  2016-08-01,67.74433032,59.588039,83.79471262,74.07202088
  2016-09-01,67.79447903,59.75787362,83.87583354,74.16502785
  2016-10-01,67.8829925,59.87092263,83.91434715,74.19019239
  2016-11-01,67.86614228,60.02402349,83.94042569,74.13534142
  2016-12-01,67.91908723,60.12284532,83.91984325,74.11997665
  2017-01-01,67.94959008,60.1237457,83.92106478,74.14252914
  2017-02-01,68.0054713,60.15140394,83.96053715,74.18846327
  2017-03-01,68.09148334,60.16201902,84.00379879,74.15083271
  2017-04-01,68.20667111,60.23563291,84.07037166,74.03432101
  2017-05-01,68.27838282,60.25348395,84.13054723,74.07040739
  2017-06-01,68.37754046,60.41802999,84.11703154,74.2013466
  2017-07-01,68.3881871,60.55324678,84.21965171,74.36906767
  2017-08-01,68.48959538,60.52743287,84.28972543,74.4763181
  2017-09-01,68.60772856,60.52279426,84.32252511,74.5409597
  2017-10-01,68.63122816,60.55854857,84.28719463,74.58885325
  2017-11-01,68.72658905,60.66503085,84.25923217,74.70387425
  2017-12-01,68.78867597,60.77411114,84.24275642,74.68832143
  2018-01-01,68.87069512,60.84588088,84.20534676,74.65060612
  2018-02-01,68.98194216,60.79896539,84.26110821,74.66402238
  2018-03-01,69.03994633,60.74016077,84.30064725,74.63521917
  2018-04-01,69.10793842,60.6703122,84.28709773,74.69957534
  2018-05-01,69.18556642,60.76834112,84.3436115,74.71725557
  2018-06-01,69.25876021,60.89418127,84.3716192,74.70192046
  2018-07-01,69.3685839,60.97437623,84.37030075,74.71096186
  2018-08-01,69.40826122,61.0783701,84.50959721,74.75547286
  2018-09-01,69.47022427,61.20009952,84.55163194,74.78131428
  2018-10-01,69.59929253,61.34805716,84.63358495,74.93055258
  2018-11-01,69.66880726,61.43094958,84.71090832,75.06411111
  2018-12-01,69.76613358,61.42293386,84.83778316,75.3156304
  2019-01-01,69.87582034,61.41150998,84.97092481,75.43637946
  2019-02-01,69.93294178,61.43917886,85.03560904,75.46597196
  2019-03-01,69.91202533,61.47839739,85.03134272,75.55244238
  2019-04-01,69.89315667,61.52448506,85.06175484,75.62385182
  2019-05-01,69.90169517,61.584945,85.0916576,75.67671831
  2019-06-01,69.88513423,61.6420356,85.19041524,75.73258212
  2019-07-01,69.8489877,61.65378548,85.13825173,75.7371996
  2019-08-01,69.90711827,61.80465094,85.09166126,75.89409415
  2019-09-01,69.95510809,61.89237805,85.12011881,76.04322569
  2019-10-01,69.99910226,61.97294557,85.17260693,76.24166863
  2019-11-01,70.03727543,62.02476551,85.2763551,76.41223978
  2019-12-01,70.1665404,62.11543649,85.34184603,76.56722187
  2020-01-01,70.25182353,62.23256272,85.46135284,76.70324635
  2020-02-01,70.33425382,62.41310776,85.48069072,76.80705558
  2020-03-01,70.38974517,62.39229254,85.48208053,76.80252599
  2020-04-01,69.29328783,61.32678811,84.85700241,76.32938367
  2020-05-01,68.38394689,60.25900705,84.24127046,75.9895136
  2020-06-01,67.76146666,59.41779306,83.73632974,75.82546731
  2020-07-01,67.18645427,58.92837042,83.33846068,75.61033204
  2020-08-01,66.68138426,58.37831075,83.02283708,75.32549649
  2020-09-01,66.10252509,57.77879265,82.7191666,74.99218966
  2020-10-01,65.71439545,57.21566304,82.50144692,74.57770164
  2020-11-01,65.36827081,56.75571891,82.17228907,74.20775175
  2020-12-01,64.94624871,56.29937391,81.92836783,73.93514377
  2021-01-01,64.50323364,55.81707628,81.68274414,73.67579487
  2021-02-01,64.06337008,55.27840198,81.47556211,73.508794
  2021-03-01,63.82696359,54.94639474,81.32916688,73.44656639
  2021-04-01,64.634871,55.61930505,81.75201825,73.92069573
  2021-05-01,65.2703337,56.17048556,82.13022846,74.39468351
  2021-06-01,65.56367428,56.48749896,82.37917983,74.7608423
  2021-07-01,65.86680826,56.63640508,82.73480447,75.0298543
  2021-08-01,66.13324999,56.72061914,83.00016494,75.14659355
  2021-09-01,66.48412871,56.8182187,83.22701662,75.27484124
  2021-10-01,66.67397962,56.90863251,83.31044584,75.49484434
  2021-11-01,66.87751059,57.11887687,83.50413062,75.74222474
  2021-12-01,67.06065981,57.34764636,83.65248807,76.04275414
  2022-01-01,67.30133484,57.59830572,83.78027668,76.48647224
  2022-02-01,67.53193749,57.86716767,83.92490455,76.74325094
  2022-03-01,67.80530098,58.16303649,84.11062125,77.10147921
  2022-04-01,68.05226433,58.53589507,84.34191062,77.35395789
  2022-05-01,68.27498803,58.90385354,84.58279622,77.47882772
  2022-06-01,68.61385154,59.17910335,84.78329431,77.45138693
  2022-07-01,68.82939876,59.50891343,84.90235606,77.55518356
  2022-08-01,69.01355327,59.94685113,85.03419025,77.81940635
  2022-09-01,69.14834067,60.4211232,85.09538231,78.00828232
  2022-10-01,69.19893071,60.79386863,85.16115663,78.20921137
  2022-11-01,69.21609976,60.96654963,85.1872354,78.36767283
  2022-12-01,69.32079016,61.05117405,85.19113196,78.45915677
  2023-01-01,69.54330961,61.31897968,85.21018949,78.56256382
  2023-02-01,69.75313203,61.55240337,85.28373139,78.84719982
  2023-03-01,69.83250787,61.84166657,85.32066175,78.99129323
  2023-04-01,69.99210854,62.09113456,85.34371209,79.15276996
  2023-05-01,70.08013698,62.34364536,85.33970756,79.21798327
  2023-06-01,70.16233794,62.63856152,85.34785136,79.38411897
  2023-07-01,70.19411919,62.82250824,85.39520315,79.5578914
  2023-08-01,70.24445269,62.90660931,85.37157374,79.6617017
  2023-09-01,70.30733864,63.03391128,85.36740821,79.89062041  
  Year,No college degree and no children under age 10,No college degree and has a child under age 10,Has a college degree and no children under age 10,Has a college degree and has a child under age 10
  1995,48.13685208,27.20949007,16.41361409,8.240043757
  1996,47.54047667,26.77294788,17.02808852,8.658486933
  1997,47.27377048,26.41410121,17.52174116,8.790387139
  1998,47.14564735,25.69268639,18.04630123,9.115365022
  1999,46.90128434,25.08485842,18.62637119,9.387486046
  2000,46.97172131,24.69100825,19.00407047,9.333199957
  2001,47.04254707,24.10098995,19.31598874,9.54047424
  2002,46.92206339,23.4342971,19.76865356,9.874985948
  2003,46.69579554,23.1384046,20.0201597,10.14564017
  2004,46.22226938,23.26479265,20.16230693,10.35063104
  2005,46.46776656,22.7168226,20.41061263,10.40479822
  2006,46.21574183,22.44639062,20.62878453,10.70908302
  2007,45.25605062,22.40253461,21.23895355,11.10246122
  2008,45.16807044,21.96649697,21.54390192,11.32153067
  2009,45.14725298,21.92959327,21.50113222,11.42202153
  2010,44.7823055,21.73704693,21.87176407,11.60888351
  2011,44.52034561,21.49735599,22.26900804,11.71329036
  2012,43.87331877,21.33004065,22.95903599,11.83760459
  2013,43.39962869,20.93121126,23.66821774,12.00094231
  2014,42.94044452,20.43870709,24.13249477,12.48835363
  2015,42.0344846,20.41360417,24.77067934,12.78123189
  2016,41.3628341,20.10510382,25.79019884,12.74186324
  2017,40.95642995,19.41532706,26.65286811,12.97537488
  2018,40.16395849,19.06022603,27.57585229,13.19996319
  2019,39.16852283,18.67728634,28.44430481,13.70988602
  2020,37.86587793,17.77052766,30.21741442,14.14617998
  2021,37.79433972,17.89099947,30.49228193,13.82237888
  2022,37.24607987,17.83730301,30.77593257,14.14068455
  2023,37.11389384,17.3759251,31.36616533,14.14401573  
  Year,Bachelor's degree only,Advanced degree
  2003,0.101542698,0.281169834
  2004,0.199713448,0.53013719
  2005,0.264601663,0.767721853
  2006,0.70826543,0.846514792
  2007,1.397396896,1.160930542
  2008,1.557106873,1.525238388
  2009,1.528119096,1.611947325
  2010,1.773124952,1.924435293
  2011,1.816075528,2.383135545
  2012,2.324351652,2.6892016
  2013,2.854735547,3.031337174
  2014,3.085608801,3.752152267
  2015,3.302949065,4.465874837
  2016,3.608881017,5.140093734
  2017,4.357629757,5.487525904
  2018,5.168102454,5.824625698
  2019,5.724691957,6.646411541
  2020,6.800658154,7.779848918
  2021,6.655990698,7.875582782
  2022,6.654355553,8.479174236
  2023,6.929872055,8.797221676  
  Year,Bachelor's degree only,Advanced degree
  2003,-0.008245272,-0.039200481
  2004,0.082205929,-0.001414453
  2005,-0.217671061,-0.053307892
  2006,-0.115445866,0.024185828
  2007,0.276022764,0.068281608
  2008,0.480594013,0.020349979
  2009,0.154859575,-0.003604256
  2010,0.30529367,-0.09958346
  2011,0.517984985,0.185258436
  2012,0.753581556,0.550538158
  2013,1.42122857,0.801347002
  2014,1.44107998,1.028304752
  2015,2.063418396,1.409794106
  2016,2.273813514,2.000004748
  2017,2.572011221,2.222676882
  2018,3.34421139,2.30729339
  2019,3.75344405,2.590896306
  2020,4.475661516,3.152963566
  2021,4.576132357,3.01630835
  2022,4.939341417,3.251107861
  2023,5.263183011,3.79445551  
  Date,No college degree and no children under age 10,No college degree and has a child under age 10,Has a college degree and no children under age 10,Has a college degree and has a child under age 10
  2003-01-01,0.039610118,-0.048303337,-0.102285757,-0.080515498
  2003-02-01,0.022790176,-0.133472776,-0.221733824,-0.233279857
  2003-03-01,0.017524496,-0.15830247,-0.316968454,-0.411111684
  2003-04-01,0.035293275,-0.193040298,-0.397688549,-0.499574136
  2003-05-01,0.075129245,-0.264242694,-0.396756674,-0.687942511
  2003-06-01,0.125576749,-0.345362447,-0.328132567,-0.722247
  2003-07-01,0.160162418,-0.528552941,-0.197268426,-0.62516675
  2003-08-01,0.118947739,-0.653438893,-0.182316987,-0.442083529
  2003-09-01,0.081769839,-0.863687527,-0.232290957,-0.378405383
  2003-10-01,-0.018223831,-1.037697046,-0.296700787,-0.258569052
  2003-11-01,-0.072397199,-1.14710548,-0.368430016,-0.090749718
  2003-12-01,-0.182534729,-1.283716481,-0.403060666,-0.074770924
  2004-01-01,-0.272808677,-1.35059265,-0.43023005,-0.086784719
  2004-02-01,-0.345033596,-1.304145393,-0.4382744,-0.099731974
  2004-03-01,-0.444456712,-1.305815834,-0.461917978,-0.093135148
  2004-04-01,-0.498665658,-1.391698104,-0.444086463,-0.133259114
  2004-05-01,-0.522025827,-1.394636124,-0.426614685,-0.163125353
  2004-06-01,-0.537650057,-1.408343373,-0.421462712,-0.30498497
  2004-07-01,-0.528521193,-1.335304346,-0.341575888,-0.348769845
  2004-08-01,-0.478469247,-1.267823315,-0.303709922,-0.468339463
  2004-09-01,-0.430277447,-1.23518813,-0.225894023,-0.409917012
  2004-10-01,-0.373649045,-1.173807515,-0.138669001,-0.317357094
  2004-11-01,-0.370361814,-1.141647652,-0.048466458,-0.220105254
  2004-12-01,-0.379033983,-1.111874549,0.017953234,-0.026869901
  2005-01-01,-0.451261834,-1.079749308,0.183949024,0.234142505
  2005-02-01,-0.45183738,-1.155242148,0.260169161,0.404788872
  2005-03-01,-0.451778898,-1.248780601,0.294394109,0.496788776
  2005-04-01,-0.484698231,-1.272957203,0.323142841,0.682202936
  2005-05-01,-0.501334058,-1.275271775,0.350057056,0.81111223
  2005-06-01,-0.56641255,-1.269472633,0.361326715,0.934531092
  2005-07-01,-0.594212977,-1.259290596,0.349525149,0.975767129
  2005-08-01,-0.596256086,-1.333144404,0.353314185,1.028353388
  2005-09-01,-0.60432934,-1.31027156,0.419599735,1.039144155
  2005-10-01,-0.645324535,-1.299963553,0.460304563,1.03999389
  2005-11-01,-0.696386932,-1.273218084,0.397879569,1.049787133
  2005-12-01,-0.687517569,-1.292634238,0.382777961,1.031150639
  2006-01-01,-0.653301672,-1.408691623,0.323970583,1.027504405
  2006-02-01,-0.650430983,-1.428177622,0.335632439,1.126264281
  2006-03-01,-0.630443472,-1.420362122,0.387004198,1.252695535
  2006-04-01,-0.630585832,-1.41843828,0.400965032,1.318027683
  2006-05-01,-0.607523624,-1.417277617,0.429648362,1.421394344
  2006-06-01,-0.520154956,-1.388131011,0.453627777,1.518564086
  2006-07-01,-0.475779745,-1.333518912,0.4618996,1.603200457
  2006-08-01,-0.478905022,-1.184252697,0.455166083,1.804806518
  2006-09-01,-0.4853768,-1.141099855,0.420832634,2.031437959
  2006-10-01,-0.413300536,-1.101178671,0.433652151,2.287055325
  2006-11-01,-0.365360406,-1.05995317,0.470271106,2.437065376
  2006-12-01,-0.33634051,-0.9577208,0.439858029,2.537026791
  2007-01-01,-0.258033837,-0.786659133,0.395916784,2.503396402
  2007-02-01,-0.290406653,-0.637021106,0.381406335,2.360137712
  2007-03-01,-0.222036462,-0.476859592,0.349515027,2.257450284
  2007-04-01,-0.230785314,-0.300530745,0.360894328,2.073832496
  2007-05-01,-0.253824475,-0.239141475,0.375737944,2.014266841
  2007-06-01,-0.308345282,-0.231694072,0.43758269,2.071282377
  2007-07-01,-0.377872944,-0.268657624,0.391512289,2.157494392
  2007-08-01,-0.391252232,-0.279842722,0.416199333,2.159733971
  2007-09-01,-0.370320081,-0.255724591,0.397375297,2.131055593
  2007-10-01,-0.448111203,-0.225931357,0.356112305,2.031545715
  2007-11-01,-0.460050496,-0.192315698,0.386557368,1.998573902
  2007-12-01,-0.49782934,-0.224136336,0.402496239,2.032989896
  2008-01-01,-0.55592757,-0.214001751,0.430110061,2.101758925
  2008-02-01,-0.557830009,-0.315946058,0.418962482,2.270773861
  2008-03-01,-0.63293931,-0.410924916,0.475576739,2.485528572
  2008-04-01,-0.603451403,-0.521003357,0.550259881,2.788675151
  2008-05-01,-0.679550903,-0.523641222,0.511205807,3.062571452
  2008-06-01,-0.695559943,-0.482049167,0.499838818,3.248316357
  2008-07-01,-0.683031962,-0.544181471,0.522042753,3.373166116
  2008-08-01,-0.727293357,-0.645404218,0.47540422,3.420867069
  2008-09-01,-0.769799651,-0.757922257,0.473871928,3.504537381
  2008-10-01,-0.795306586,-0.927482202,0.447020217,3.432266923
  2008-11-01,-0.858746303,-1.064085893,0.396909042,3.323843243
  2008-12-01,-1.011648213,-1.168195325,0.356136541,3.19774346
  2009-01-01,-1.194057982,-1.337452204,0.236387915,3.099675508
  2009-02-01,-1.367519584,-1.448045787,0.149251949,2.963578134
  2009-03-01,-1.545246151,-1.651326228,-7.42477E-05,2.726239793
  2009-04-01,-1.68740653,-1.940274384,-0.100705741,2.67418179
  2009-05-01,-1.846352566,-2.279073792,-0.235448114,2.556318885
  2009-06-01,-2.03332661,-2.601632518,-0.404585007,2.498699254
  2009-07-01,-2.24020761,-2.786649792,-0.576118569,2.460530156
  2009-08-01,-2.487433902,-3.031109393,-0.741290797,2.48488268
  2009-09-01,-2.798355837,-3.298907826,-0.975312328,2.502186561
  2009-10-01,-3.104956149,-3.628894026,-1.128353803,2.53981943
  2009-11-01,-3.340689222,-3.874939296,-1.295926484,2.593562737
  2009-12-01,-3.536870007,-4.113940889,-1.505070138,2.519654594
  2010-01-01,-3.595946092,-4.339878431,-1.61402042,2.549661295
  2010-02-01,-3.699524752,-4.4507521,-1.726562616,2.610859064
  2010-03-01,-3.827510276,-4.508684763,-1.846923496,2.673729448
  2010-04-01,-3.962685392,-4.560843802,-1.948032533,2.600740247
  2010-05-01,-4.089856742,-4.664019911,-2.028952542,2.523255642
  2010-06-01,-4.191930071,-4.734711704,-2.072397734,2.384137463
  2010-07-01,-4.368248966,-4.829924186,-2.128524968,2.334985247
  2010-08-01,-4.441447056,-4.836633943,-2.143238047,2.130562379
  2010-09-01,-4.448931996,-4.827788613,-2.086056142,1.964173087
  2010-10-01,-4.465168867,-4.67388784,-2.160795147,2.045510777
  2010-11-01,-4.504078747,-4.688464862,-2.19979855,1.962722599
  2010-12-01,-4.46255367,-4.688606269,-2.195901136,2.089468307
  2011-01-01,-4.560598227,-4.657269359,-2.203256745,2.092874504
  2011-02-01,-4.652538487,-4.769840284,-2.234666923,2.098179279
  2011-03-01,-4.693391947,-4.865416715,-2.232916861,2.186072704
  2011-04-01,-4.805853102,-4.890729896,-2.293543259,2.285886246
  2011-05-01,-4.896974358,-4.933270321,-2.23979481,2.357468362
  2011-06-01,-5.05474235,-4.970724496,-2.201934225,2.365979018
  2011-07-01,-5.112146134,-4.998589076,-2.193754697,2.390730077
  2011-08-01,-5.204354276,-5.003479198,-2.193546284,2.502899961
  2011-09-01,-5.3113336,-5.003873099,-2.18893912,2.489975521
  2011-10-01,-5.301025127,-5.154699859,-2.157863608,2.274350217
  2011-11-01,-5.313330292,-5.247054831,-2.233773662,2.175764914
  2011-12-01,-5.378176402,-5.375433449,-2.262451803,2.079094403
  2012-01-01,-5.401442697,-5.493667032,-2.368384403,2.119966926
  2012-02-01,-5.479463903,-5.492533658,-2.373750698,2.194305692
  2012-03-01,-5.562893874,-5.442356658,-2.356272146,2.23873384
  2012-04-01,-5.631327022,-5.33644756,-2.302139398,2.188183175
  2012-05-01,-5.680375361,-5.235869714,-2.255367714,2.208353149
  2012-06-01,-5.680619215,-5.09222524,-2.302328765,2.206344058
  2012-07-01,-5.651111956,-5.080929609,-2.239066044,2.189690873
  2012-08-01,-5.606740472,-5.166693456,-2.218045282,2.321497394
  2012-09-01,-5.536739166,-5.234219325,-2.166413493,2.49114098
  2012-10-01,-5.561184569,-5.170841614,-2.088839764,2.625274029
  2012-11-01,-5.620962047,-5.108560484,-1.987521285,2.655366337
  2012-12-01,-5.671172499,-5.016574037,-1.973529115,2.642460751
  2013-01-01,-5.760778795,-5.032738113,-1.928277202,2.634750643
  2013-02-01,-5.749091794,-5.133723009,-1.899081176,2.551449174
  2013-03-01,-5.746941111,-5.266569967,-1.967537657,2.576576077
  2013-04-01,-5.683635718,-5.431014091,-2.062822507,2.648687345
  2013-05-01,-5.573594864,-5.429072751,-2.131510511,2.633493067
  2013-06-01,-5.538708025,-5.525079182,-2.138378521,2.759882672
  2013-07-01,-5.508968666,-5.482406142,-2.165134582,2.812979373
  2013-08-01,-5.479913209,-5.443682389,-2.099035114,2.861907162
  2013-09-01,-5.509726764,-5.324911918,-2.12962853,2.879808981
  2013-10-01,-5.571153209,-5.362264028,-2.200652349,3.016387519
  2013-11-01,-5.595145112,-5.420668759,-2.201627617,3.290316185
  2013-12-01,-5.579013387,-5.432462724,-2.1980616,3.607916649
  2014-01-01,-5.565294553,-5.298065727,-2.114077716,3.951000283
  2014-02-01,-5.506499087,-5.16720988,-2.109125511,4.234806839
  2014-03-01,-5.449516627,-5.099179094,-2.043378302,4.351939302
  2014-04-01,-5.393164643,-4.99961485,-1.977255394,4.432395002
  2014-05-01,-5.418916344,-5.029335285,-1.927961616,4.531517042
  2014-06-01,-5.350019532,-5.017907824,-1.9530227,4.501325384
  2014-07-01,-5.326669271,-5.05350906,-2.034046238,4.468366278
  2014-08-01,-5.272461821,-5.072660633,-2.113225178,4.370676718
  2014-09-01,-5.210454095,-5.130121337,-2.158250807,4.302781412
  2014-10-01,-5.110554964,-5.061280469,-2.099523546,4.311525209
  2014-11-01,-4.966836645,-4.999858741,-2.094579345,4.423487419
  2014-12-01,-4.895826095,-5.003544186,-2.029763479,4.406203015
  2015-01-01,-4.843721318,-4.994627497,-2.03816746,4.323545667
  2015-02-01,-4.839863783,-4.942184904,-1.986591172,4.30179658
  2015-03-01,-4.892141493,-4.818542251,-1.903831837,4.282188345
  2015-04-01,-4.942802362,-4.71623685,-1.884502177,4.286154715
  2015-05-01,-4.899657349,-4.566992694,-1.838057232,4.266471616
  2015-06-01,-4.867303907,-4.485891329,-1.806280784,4.323595678
  2015-07-01,-4.854641008,-4.505222753,-1.660772327,4.334180455
  2015-08-01,-4.905788458,-4.431253117,-1.58733467,4.390734994
  2015-09-01,-4.958566426,-4.316211855,-1.524633667,4.450150057
  2015-10-01,-5.018005989,-4.178613544,-1.440029161,4.413648957
  2015-11-01,-5.023247502,-4.105486191,-1.358037198,4.374138823
  2015-12-01,-5.053713956,-3.902554396,-1.301702242,4.338055104
  2016-01-01,-5.034598107,-3.707739373,-1.255343894,4.284280484
  2016-02-01,-5.012220426,-3.543589786,-1.246900523,4.259792024
  2016-03-01,-4.947770563,-3.401628076,-1.215763251,4.330474581
  2016-04-01,-4.904797994,-3.312724978,-1.158974891,4.427551785
  2016-05-01,-4.875009015,-3.25319999,-1.185826902,4.51415285
  2016-06-01,-4.899991132,-3.214501901,-1.077234903,4.537433554
  2016-07-01,-4.789345625,-3.026437803,-1.09600062,4.620699114
  2016-08-01,-4.756169209,-2.827050536,-1.128063513,4.643279361
  2016-09-01,-4.7060205,-2.657215916,-1.0469426,4.736286332
  2016-10-01,-4.617507023,-2.544166909,-1.008428983,4.761450873
  2016-11-01,-4.634357252,-2.391066047,-0.982350444,4.706599909
  2016-12-01,-4.581412298,-2.292244217,-1.002932888,4.691235131
  2017-01-01,-4.550909443,-2.291343835,-1.001711358,4.71378762
  2017-02-01,-4.495028229,-2.263685594,-0.962238982,4.759721753
  2017-03-01,-4.409016193,-2.253070515,-0.918977346,4.722091193
  2017-04-01,-4.293828421,-2.179456626,-0.852404473,4.605579496
  2017-05-01,-4.22211671,-2.161605588,-0.792228903,4.64166587
  2017-06-01,-4.122959063,-1.997059543,-0.8057446,4.772605087
  2017-07-01,-4.112312431,-1.861842762,-0.703124425,4.940326151
  2017-08-01,-4.010904146,-1.887656666,-0.633050711,5.047576588
  2017-09-01,-3.89277097,-1.892295281,-0.600251025,5.112218179
  2017-10-01,-3.869271368,-1.856540963,-0.635581511,5.160111732
  2017-11-01,-3.773910483,-1.75005869,-0.663543967,5.275132735
  2017-12-01,-3.711823561,-1.640978398,-0.680019719,5.25957991
  2018-01-01,-3.629804408,-1.569208662,-0.71742938,5.2218646
  2018-02-01,-3.518557368,-1.616124149,-0.661667922,5.23528086
  2018-03-01,-3.4605532,-1.674928771,-0.622128887,5.206477653
  2018-04-01,-3.392561104,-1.744777335,-0.635678411,5.270833828
  2018-05-01,-3.314933105,-1.64674842,-0.579164637,5.288514056
  2018-06-01,-3.241739313,-1.520908265,-0.551156935,5.273178948
  2018-07-01,-3.131915628,-1.440713307,-0.552475388,5.282220344
  2018-08-01,-3.092238309,-1.336719436,-0.413178929,5.326731348
  2018-09-01,-3.030275258,-1.214990014,-0.371144196,5.352572763
  2018-10-01,-2.901207003,-1.067032376,-0.289191182,5.501811067
  2018-11-01,-2.831692271,-0.984139958,-0.211867815,5.63536959
  2018-12-01,-2.73436595,-0.992155673,-0.08499298,5.886888884
  2019-01-01,-2.624679186,-1.003579554,0.048148678,6.007637948
  2019-02-01,-2.567557746,-0.975910676,0.112832902,6.037230444
  2019-03-01,-2.588474199,-0.936692143,0.108566581,6.123700865
  2019-04-01,-2.607342857,-0.890604476,0.138978708,6.195110309
  2019-05-01,-2.598804359,-0.830144536,0.168881461,6.247976789
  2019-06-01,-2.615365303,-0.773053938,0.267639103,6.303840606
  2019-07-01,-2.651511832,-0.76130406,0.215475598,6.308458081
  2019-08-01,-2.593381257,-0.6104386,0.168885121,6.465352632
  2019-09-01,-2.54539144,-0.522711487,0.19734267,6.61448417
  2019-10-01,-2.501397271,-0.442143964,0.249830799,6.812927114
  2019-11-01,-2.463224102,-0.390324029,0.353578967,6.983498266
  2019-12-01,-2.33395913,-0.299653044,0.419069892,7.138480354
  2020-01-01,-2.248676,-0.182526815,0.538576708,7.274504835
  2020-02-01,-2.166245708,-0.00198178,0.557914585,7.378314066
  2020-03-01,-2.110754361,-0.022796992,0.55930439,7.373784478
  2020-04-01,-3.207211695,-1.088301425,-0.065773731,6.900642152
  2020-05-01,-4.116552639,-2.156082489,-0.681505676,6.560772083
  2020-06-01,-4.73903287,-2.997296477,-1.186446396,6.396725797
  2020-07-01,-5.31404526,-3.48671912,-1.584315456,6.181590527
  2020-08-01,-5.819115268,-4.036778784,-1.899939054,5.896754975
  2020-09-01,-6.397974438,-4.636296887,-2.203609534,5.563448149
  2020-10-01,-6.786104081,-5.199426496,-2.421329215,5.148960126
  2020-11-01,-7.132228714,-5.659370628,-2.750487069,4.779010235
  2020-12-01,-7.554250821,-6.115715625,-2.994408308,4.506402252
  2021-01-01,-7.997265885,-6.598013258,-3.240031999,4.247053354
  2021-02-01,-8.437129447,-7.13668756,-3.44721403,4.080052487
  2021-03-01,-8.673535936,-7.468694801,-3.593609261,4.017824878
  2021-04-01,-7.865628529,-6.795784491,-3.170757882,4.491954213
  2021-05-01,-7.230165831,-6.24460398,-2.792547672,4.965941998
  2021-06-01,-6.936825246,-5.927590574,-2.543596308,5.332100788
  2021-07-01,-6.633691268,-5.77868446,-2.187971665,5.601112781
  2021-08-01,-6.367249539,-5.694470393,-1.922611197,5.717852034
  2021-09-01,-6.016370814,-5.596870837,-1.695759518,5.846099723
  2021-10-01,-5.826519906,-5.506457023,-1.612330301,6.06610282
  2021-11-01,-5.622988938,-5.296212668,-1.418645517,6.31348322
  2021-12-01,-5.439839719,-5.067443174,-1.270288066,6.614012621
  2022-01-01,-5.199164687,-4.816783818,-1.142499454,7.057730724
  2022-02-01,-4.968562037,-4.547921869,-0.99787159,7.314509425
  2022-03-01,-4.695198547,-4.252053051,-0.81215489,7.672737696
  2022-04-01,-4.448235196,-3.879194469,-0.580865517,7.925216375
  2022-05-01,-4.225511494,-3.511236002,-0.339979911,8.050086202
  2022-06-01,-3.886647989,-3.235986189,-0.139481821,8.022645418
  2022-07-01,-3.671100765,-2.906176108,-0.020420072,8.126442044
  2022-08-01,-3.486946253,-2.468238411,0.111414113,8.390664837
  2022-09-01,-3.352158856,-1.993966336,0.172606178,8.579540803
  2022-10-01,-3.301568823,-1.621220904,0.238380495,8.78046985
  2022-11-01,-3.284399769,-1.448539909,0.264459266,8.938931316
  2022-12-01,-3.179709373,-1.36391549,0.268355821,9.030415252
  2023-01-01,-2.957189915,-1.096109855,0.287413358,9.133822309
  2023-02-01,-2.747367498,-0.862686167,0.360955249,9.418458302
  2023-03-01,-2.667991659,-0.573422971,0.397885618,9.562551713
  2023-04-01,-2.508390993,-0.323954981,0.420935955,9.724028444
  2023-05-01,-2.420362546,-0.071444176,0.41693142,9.789241757
  2023-06-01,-2.338161592,0.223471984,0.425075228,9.955377455
  2023-07-01,-2.306380341,0.4074187,0.472427016,10.12914988
  2023-08-01,-2.256046842,0.491519769,0.4487976,10.23296018
  2023-09-01,-2.19316089,0.618821744,0.444632072,10.46187889
  Date,No college degree and no children under age 10,No college degree and has a child under age 10,Has a college degree and no children under age 10,Has a college degree and has a child under age 10
  2003-01-01,-0.009166879,0.137766237,0.039697686,0.112413887
  2003-02-01,0.008464314,0.207252854,0.071538525,0.19381443
  2003-03-01,-0.042285959,0.264714713,0.126591187,0.344115034
  2003-04-01,-0.037178628,0.329454703,0.138029469,0.358753977
  2003-05-01,-0.069021965,0.403261224,0.109709116,0.38889322
  2003-06-01,-0.126409951,0.469056079,0.077091033,0.359491207
  2003-07-01,-0.15463587,0.588419853,0.024329097,0.261329843
  2003-08-01,-0.160345745,0.684388396,0.025841894,0.102583867
  2003-09-01,-0.173913732,0.815544376,0.069488975,0.039318167
  2003-10-01,-0.157405521,0.985215384,0.089307505,-0.052893242
  2003-11-01,-0.1377663,1.080341038,0.134067488,-0.122920204
  2003-12-01,-0.111470311,1.217557755,0.153197736,-0.150436882
  2004-01-01,-0.049504124,1.186917564,0.182054374,-0.149585211
  2004-02-01,-0.004691797,1.176210201,0.21786388,-0.063964336
  2004-03-01,0.078683628,1.085031276,0.220574301,-0.080979179
  2004-04-01,0.06871297,1.102868862,0.182833506,-0.009373008
  2004-05-01,0.04839831,1.157988965,0.120437661,0.087018078
  2004-06-01,0.05394423,1.219009826,0.091270555,0.192196444
  2004-07-01,0.048564715,1.199090515,0.092242355,0.220049216
  2004-08-01,0.027613451,1.18058276,0.084077463,0.320772789
  2004-09-01,-0.008880398,1.165139391,0.06240616,0.333550044
  2004-10-01,-0.040485329,1.102625372,0.050299388,0.193889882
  2004-11-01,-0.048733235,1.08615682,0.056522168,0.055393028
  2004-12-01,-0.040067792,1.092408053,0.035289921,-0.142024662
  2005-01-01,-0.003319282,1.103150469,-0.01776442,-0.373774728
  2005-02-01,0.019840564,1.140786916,-0.018946834,-0.550356021
  2005-03-01,0.08819695,1.275536711,0.019918514,-0.648016326
  2005-04-01,0.15984293,1.282416632,0.060777054,-0.88623701
  2005-05-01,0.221293557,1.251160846,0.11785492,-1.057154407
  2005-06-01,0.292179697,1.2173014,0.140403463,-1.133664167
  2005-07-01,0.311428101,1.15937729,0.107800291,-1.13672724
  2005-08-01,0.301691419,1.176112768,0.126972051,-1.165464917
  2005-09-01,0.297540692,1.137332539,0.109610437,-1.250793926
  2005-10-01,0.318643113,1.104498778,0.051158476,-1.212520681
  2005-11-01,0.345071585,1.081808427,0.056596797,-1.241103263
  2005-12-01,0.350253262,1.10774019,0.07539431,-1.194177989
  2006-01-01,0.339856801,1.200399392,0.100817754,-1.180403636
  2006-02-01,0.319537654,1.265074289,0.093343287,-1.256636907
  2006-03-01,0.233348211,1.330583167,0.032255599,-1.305997065
  2006-04-01,0.18549443,1.385981909,0.048952675,-1.268252723
  2006-05-01,0.134963401,1.377452342,0.058750396,-1.270820901
  2006-06-01,0.078772211,1.388919625,0.106356596,-1.309052007
  2006-07-01,0.043617053,1.385632071,0.124025438,-1.334794275
  2006-08-01,0.057221384,1.263846627,0.148429104,-1.436730866
  2006-09-01,0.06939892,1.213965901,0.169461426,-1.616104006
  2006-10-01,0.060322802,1.185729747,0.244132985,-1.817630807
  2006-11-01,0.045143386,1.131435337,0.263002705,-1.934306819
  2006-12-01,-0.012057234,1.067518433,0.29450362,-2.046777841
  2007-01-01,-0.070577934,0.95939394,0.361365335,-2.034432026
  2007-02-01,-0.085459485,0.864921773,0.387690809,-1.880441259
  2007-03-01,-0.11626073,0.719320384,0.430332369,-1.809363892
  2007-04-01,-0.111758349,0.576992314,0.444050384,-1.683699719
  2007-05-01,-0.082326822,0.508184583,0.433383637,-1.665162321
  2007-06-01,-0.087100334,0.535472943,0.370970676,-1.729092719
  2007-07-01,-0.064522229,0.596301778,0.368645547,-1.814944022
  2007-08-01,-0.098538611,0.623520847,0.323815923,-1.879953679
  2007-09-01,-0.139501354,0.629621689,0.335899057,-1.837194697
  2007-10-01,-0.171851212,0.647850806,0.324679072,-1.789567494
  2007-11-01,-0.228312558,0.621072252,0.259090893,-1.812023055
  2007-12-01,-0.262005014,0.583665705,0.234614946,-1.867791973
  2008-01-01,-0.276815551,0.558995842,0.192668023,-1.957540542
  2008-02-01,-0.336327063,0.560806833,0.185411692,-2.155605995
  2008-03-01,-0.349983093,0.617617654,0.128853119,-2.391255103
  2008-04-01,-0.403171906,0.755452018,0.027700577,-2.673974214
  2008-05-01,-0.443484338,0.875328203,-0.020312078,-2.954925079
  2008-06-01,-0.471771598,0.851941091,-0.071194314,-3.189976813
  2008-07-01,-0.535520188,0.9283959,-0.094041232,-3.36878439
  2008-08-01,-0.57639562,0.968101265,-0.116666101,-3.51959061
  2008-09-01,-0.589870331,1.026742905,-0.12580715,-3.681641688
  2008-10-01,-0.60220766,1.020361329,-0.147390937,-3.676024042
  2008-11-01,-0.611808252,1.034161647,-0.155495908,-3.689290988
  2008-12-01,-0.537882042,0.995088524,-0.175388487,-3.654461427
  2009-01-01,-0.495335362,0.978129476,-0.210161527,-3.605471988
  2009-02-01,-0.481366823,0.943801001,-0.26112951,-3.598388284
  2009-03-01,-0.486178945,0.891014677,-0.271961648,-3.446395157
  2009-04-01,-0.532969171,0.894767167,-0.281064822,-3.469584221
  2009-05-01,-0.531110641,0.90428901,-0.273117976,-3.463548195
  2009-06-01,-0.552131531,0.91921446,-0.276246913,-3.554540142
  2009-07-01,-0.557319479,0.79930723,-0.263363473,-3.677975006
  2009-08-01,-0.508326876,0.810910664,-0.265208398,-3.819119719
  2009-09-01,-0.455692536,0.755297121,-0.268832482,-3.967482658
  2009-10-01,-0.388807191,0.809089633,-0.243373739,-4.136390591
  2009-11-01,-0.358974275,0.848625891,-0.181626324,-4.245407058
  2009-12-01,-0.360539332,0.931006802,-0.146669795,-4.385296793
  2010-01-01,-0.446631517,1.031068014,-0.108378242,-4.596603698
  2010-02-01,-0.440623196,1.01206155,-0.05305576,-4.745953534
  2010-03-01,-0.453971015,0.977146941,0.017559254,-4.904166888
  2010-04-01,-0.470594068,0.844129398,0.059971786,-4.926938061
  2010-05-01,-0.471275097,0.822457669,0.125606249,-4.918984067
  2010-06-01,-0.452221138,0.802926119,0.176017868,-4.805045881
  2010-07-01,-0.381823643,0.839700442,0.189834436,-4.738638012
  2010-08-01,-0.366863995,0.778418085,0.20665736,-4.535542376
  2010-09-01,-0.368976953,0.744071526,0.232323939,-4.364280094
  2010-10-01,-0.385520422,0.617723166,0.26825508,-4.406026639
  2010-11-01,-0.420713389,0.545529862,0.271619664,-4.274641203
  2010-12-01,-0.442195512,0.517935798,0.27670172,-4.305187204
  2011-01-01,-0.406793265,0.470438342,0.298415755,-4.286686641
  2011-02-01,-0.35588542,0.556408383,0.306011914,-4.26193758
  2011-03-01,-0.31783322,0.635861528,0.253964383,-4.288089536
  2011-04-01,-0.222725871,0.651689476,0.246881242,-4.295978088
  2011-05-01,-0.156707393,0.644796954,0.196677652,-4.293749358
  2011-06-01,-0.108271163,0.605856621,0.152770006,-4.24254262
  2011-07-01,-0.067560053,0.587971442,0.136800405,-4.225459697
  2011-08-01,-0.076347092,0.571907064,0.171467006,-4.32060072
  2011-09-01,-0.087728531,0.610068834,0.140452482,-4.268746877
  2011-10-01,-0.139188539,0.72975647,0.115306552,-4.055877005
  2011-11-01,-0.123987028,0.829034762,0.135921403,-3.955807981
  2011-12-01,-0.107877196,0.879385741,0.158793217,-3.769785379
  2012-01-01,-0.117804725,0.905266762,0.179200607,-3.689908732
  2012-02-01,-0.145811632,0.861071164,0.209418604,-3.714687435
  2012-03-01,-0.135338202,0.843476124,0.262101908,-3.715466112
  2012-04-01,-0.1064979,0.870004373,0.321487679,-3.70673955
  2012-05-01,-0.116147222,0.814736256,0.314199623,-3.685511983
  2012-06-01,-0.090807412,0.789643457,0.352055563,-3.700501721
  2012-07-01,-0.156544706,0.811931347,0.344066536,-3.797344378
  2012-08-01,-0.149158574,0.926294131,0.315644993,-3.91894779
  2012-09-01,-0.143548148,1.014555927,0.304995354,-4.071075867
  2012-10-01,-0.061040165,1.018822092,0.300446979,-4.171980526
  2012-11-01,0.033635427,1.016749055,0.286776524,-4.20181614
  2012-12-01,0.083182135,0.944788757,0.26790687,-4.249992765
  2013-01-01,0.134113574,0.992624773,0.299583358,-4.223027402
  2013-02-01,0.173749636,1.150933556,0.292910954,-4.198781312
  2013-03-01,0.20106672,1.283827125,0.33560671,-4.256014577
  2013-04-01,0.212800266,1.512376215,0.388263499,-4.326637849
  2013-05-01,0.216568003,1.631193218,0.462039284,-4.353595172
  2013-06-01,0.19405604,1.724825625,0.509038224,-4.504902792
  2013-07-01,0.218410553,1.740690936,0.55762726,-4.489461528
  2013-08-01,0.199738445,1.776431246,0.543847327,-4.400038086
  2013-09-01,0.187258043,1.849030419,0.553578438,-4.410716258
  2013-10-01,0.180526263,2.020873401,0.55314336,-4.606199693
  2013-11-01,0.177404877,2.155916615,0.545281386,-4.845512112
  2013-12-01,0.186425801,2.306766841,0.577634183,-5.057952442
  2014-01-01,0.25190825,2.336564911,0.536708391,-5.327831771
  2014-02-01,0.253040124,2.312331387,0.517147235,-5.481828906
  2014-03-01,0.285571463,2.319880356,0.505458252,-5.584747406
  2014-04-01,0.301906762,2.295669777,0.481400155,-5.606961284
  2014-05-01,0.319941924,2.427045572,0.423306461,-5.603612123
  2014-06-01,0.350520872,2.580282577,0.437050215,-5.482377956
  2014-07-01,0.338209323,2.774296118,0.440780637,-5.348346828
  2014-08-01,0.362589426,2.857037221,0.462755564,-5.370348902
  2014-09-01,0.39513037,2.915852878,0.495516076,-5.247111289
  2014-10-01,0.406215544,2.886798361,0.481742519,-5.145375759
  2014-11-01,0.413251325,2.917867051,0.507136991,-5.161948478
  2014-12-01,0.460020088,3.007598749,0.507234081,-5.106304778
  2015-01-01,0.459395803,3.061333646,0.535839752,-5.103447872
  2015-02-01,0.506337438,3.092177603,0.534376842,-5.058279046
  2015-03-01,0.557904637,3.106558002,0.541233978,-4.888228461
  2015-04-01,0.607703394,3.057357377,0.537968643,-4.794101319
  2015-05-01,0.667815332,2.945594988,0.572621491,-4.76787912
  2015-06-01,0.738242409,2.906440931,0.585419987,-4.792060474
  2015-07-01,0.843920542,2.955998476,0.543545537,-4.813286026
  2015-08-01,0.937980597,3.007176162,0.547635544,-4.755197064
  2015-09-01,0.994291857,3.007526201,0.544314407,-4.792640215
  2015-10-01,1.034530679,2.953956034,0.550627718,-4.75202463
  2015-11-01,1.034848401,2.924131718,0.534032253,-4.709488577
  2015-12-01,1.076478338,2.805126013,0.495248882,-4.653942475
  2016-01-01,1.129691661,2.688398623,0.46460763,-4.562817635
  2016-02-01,1.143164793,2.618553665,0.451865387,-4.528591583
  2016-03-01,1.144026206,2.511491903,0.390629701,-4.663919017
  2016-04-01,1.142536545,2.481370439,0.334911002,-4.796171116
  2016-05-01,1.107392798,2.517621743,0.319892522,-4.893206127
  2016-06-01,1.101771448,2.532195588,0.260240247,-4.951518547
  2016-07-01,1.057643473,2.429543092,0.284809808,-5.011009225
  2016-08-01,1.025867893,2.242054722,0.3265783,-5.048346457
  2016-09-01,1.021842981,2.126119752,0.336271397,-5.127823535
  2016-10-01,0.982381064,2.08367849,0.362091742,-5.122112012
  2016-11-01,0.97898307,2.011019856,0.378963569,-5.075965194
  2016-12-01,0.9386191,1.935128359,0.423477567,-5.075921526
  2017-01-01,0.893388809,1.952482978,0.431400146,-5.004745026
  2017-02-01,0.882995844,1.90028537,0.405357112,-5.053637581
  2017-03-01,0.852571516,1.942613665,0.369284219,-5.005010462
  2017-04-01,0.816437864,1.897271764,0.372951982,-4.937422896
  2017-05-01,0.7859878,1.841753519,0.333152851,-4.96116183
  2017-06-01,0.722292028,1.75841255,0.333243082,-5.031529068
  2017-07-01,0.732252924,1.672717836,0.272144757,-5.126913019
  2017-08-01,0.710406086,1.74459711,0.202808422,-5.201241591
  2017-09-01,0.714808505,1.76416886,0.176706542,-5.230172602
  2017-10-01,0.780654537,1.798851365,0.16630451,-5.242500089
  2017-11-01,0.79628246,1.739739365,0.161875883,-5.319801063
  2017-12-01,0.760978093,1.732247982,0.153221781,-5.280479335
  2018-01-01,0.771874469,1.73387255,0.142529383,-5.289749795
  2018-02-01,0.759439892,1.805595717,0.116158587,-5.251782427
  2018-03-01,0.745539944,1.898177721,0.115777848,-5.22815932
  2018-04-01,0.712276767,1.994606909,0.141119665,-5.22907441
  2018-05-01,0.748370239,2.058784861,0.140315905,-5.195540998
  2018-06-01,0.750383581,1.9768869,0.111842475,-5.125405982
  2018-07-01,0.712589244,1.941781013,0.110411338,-5.179586593
  2018-08-01,0.773338614,1.885177433,0.081042387,-5.22034405
  2018-09-01,0.81049992,1.886610368,0.009551012,-5.279125114
  2018-10-01,0.808353171,1.782693923,-0.054737523,-5.402375521
  2018-11-01,0.804844428,1.789996771,-0.111472642,-5.52236209
  2018-12-01,0.797984746,1.817737178,-0.166057047,-5.738717062
  2019-01-01,0.777797356,1.87203304,-0.209215785,-5.85757155
  2019-02-01,0.76161505,1.926449559,-0.205820801,-5.978984642
  2019-03-01,0.771566092,1.957282864,-0.215666408,-6.0902897
  2019-04-01,0.844350934,1.960782651,-0.245206113,-6.156300626
  2019-05-01,0.892115198,1.910020468,-0.267219059,-6.222243964
  2019-06-01,0.96517685,1.915491746,-0.245161491,-6.310779685
  2019-07-01,1.054972506,1.949183497,-0.199609827,-6.265120655
  2019-08-01,1.029877148,1.941199581,-0.130400633,-6.364071603
  2019-09-01,0.990785788,1.903117767,-0.091473678,-6.456698775
  2019-10-01,0.986465922,1.868163978,-0.094350119,-6.663569889
  2019-11-01,0.961254587,1.888612077,-0.115178932,-6.835616827
  2019-12-01,0.899440096,1.834249984,-0.163504278,-6.991310728
  2020-01-01,0.849535408,1.70780951,-0.198910057,-7.071027142
  2020-02-01,0.819075705,1.611748919,-0.219593521,-7.113683801
  2020-03-01,0.778953077,1.60923987,-0.230728044,-7.10733291
  2020-04-01,0.907163143,1.794860386,-0.231155171,-7.100757591
  2020-05-01,0.956147823,2.047891663,-0.168259985,-7.146903161
  2020-06-01,0.992156081,2.242932579,-0.133795046,-7.202941971
  2020-07-01,0.971431349,2.248719948,-0.132297942,-7.306107773
  2020-08-01,1.001669515,2.440772114,-0.151803816,-7.280631339
  2020-09-01,1.121445802,2.721741951,-0.111974383,-7.122140338
  2020-10-01,1.205563182,3.077315896,-0.091757702,-6.839858776
  2020-11-01,1.32423896,3.356677669,-0.03076255,-6.583954976
  2020-12-01,1.423312033,3.720154154,0.070763388,-6.419872697
  2021-01-01,1.527472338,4.084008145,0.118061731,-6.338794975
  2021-02-01,1.666212304,4.39023069,0.160814286,-6.230465468
  2021-03-01,1.760735506,4.621929923,0.221262754,-6.236807534
  2021-04-01,1.670849852,4.728890191,0.247395673,-6.247156243
  2021-05-01,1.686566082,4.841055357,0.290447869,-6.352249082
  2021-06-01,1.716477081,4.980910606,0.305211854,-6.50157567
  2021-07-01,1.767580759,5.0717485,0.29938003,-6.517044314
  2021-08-01,1.760341355,5.154000686,0.294951363,-6.470512715
  2021-09-01,1.663759546,5.143212383,0.273560218,-6.468079712
  2021-10-01,1.563641316,5.069093242,0.319898713,-6.573429503
  2021-11-01,1.464383811,4.978808938,0.305223379,-6.726558633
  2021-12-01,1.479371205,4.830117641,0.279973902,-6.901641879
  2022-01-01,1.436945935,4.773718396,0.263720994,-7.173465889
  2022-02-01,1.37606487,4.714911955,0.257959906,-7.339713744
  2022-03-01,1.310283824,4.547938979,0.202320082,-7.530789228
  2022-04-01,1.311590547,4.394534297,0.134584481,-7.766129135
  2022-05-01,1.217866579,4.192421311,0.045739541,-7.881198207
  2022-06-01,1.092339742,4.079031738,-0.029486139,-7.884544018
  2022-07-01,1.025852114,4.007331247,-0.058172816,-7.993795347
  2022-08-01,0.978976014,3.773620584,-0.147384656,-8.178084467
  2022-09-01,0.952132687,3.604866875,-0.174342237,-8.337378034
  2022-10-01,0.99851987,3.398174399,-0.188774474,-8.510299469
  2022-11-01,0.996123074,3.305481399,-0.195377739,-8.643959206
  2022-12-01,0.954796134,3.303142183,-0.19695184,-8.744060238
  2023-01-01,0.878272932,3.026673086,-0.206422695,-8.84681298
  2023-02-01,0.798807164,2.836592705,-0.272417014,-9.156878469
  2023-03-01,0.82260633,2.672726775,-0.295041186,-9.346266302
  2023-04-01,0.768491035,2.356774436,-0.280660297,-9.545747364
  2023-05-01,0.730362208,2.154989619,-0.249757671,-9.635237564
  2023-06-01,0.713152603,1.907004903,-0.259443242,-9.804401179
  2023-07-01,0.684411308,1.789231852,-0.303125642,-9.946550219
  2023-08-01,0.693074858,1.62826955,-0.316017817,-10.10693635
  2023-09-01,0.675239357,1.520343523,-0.325574442,-10.34008826  
  AgeOfYoungestChild,2002-2003,2022-2023
  0,62.41437433,75.23945641
  1,63.71947865,77.50000913
  2,65.74658975,77.33055788
  3,67.18634908,77.49124073
  4,70.72490685,77.62051165
  5,73.2321992,81.88655973
  6,75.04654659,80.81060692
  7,75.16821174,82.17912234
  8,76.71478304,82.18712553
  9,80.20752479,81.3010447
  10,82.13435706,83.21331795
  11,80.3809834,83.98692406
  12,81.98350536,82.71675349
  13,82.84288039,84.52835641
  14,82.49865007,84.07830408
  15,85.87016095,84.25610516
  16,85.80748912,86.11942267
  17,84.25795928,85.25355521  
  AgeOfYoungestChild,2002-2003,2022-2023
  0,34.44887009,21.59063275
  1,32.74422721,19.52413605
  2,30.66388443,19.07789972
  3,28.36174973,18.69415084
  4,25.5727332,19.61718662
  5,22.65524368,14.76714801
  6,21.54055934,14.93672507
  7,20.86021802,14.40395967
  8,18.48487632,14.55098345
  9,15.52763712,13.59308596
  10,13.22746735,12.89095996
  11,14.56993768,12.64547496
  12,12.79509606,12.49579473
  13,11.68170021,10.94774362
  14,11.67176556,11.89670967
  15,9.471178199,10.78691083
  16,9.083677409,8.327695131
  17,9.768537372,9.319934809  
  TimePeriod,YearsFromBirth,Estimate,Upper,Lower
  1983-1987,-5,-0.6921673,0.2461811,-1.6305157
  1983-1987,-4,0.2864167,1.0603938,-0.4875605
  1983-1987,-3,0.1830557,0.8125003,-0.446389
  1983-1987,-2,0,0,0
  1983-1987,-1,0.2020363,0.7639723,-0.3598997
  1983-1987,0,-29.1545007,-27.836973,-30.4720284
  1983-1987,1,-26.0322762,-24.7372399,-27.3273125
  1983-1987,2,-29.0288755,-27.689369,-30.3683819
  1983-1987,3,-29.3519149,-27.9804377,-30.7233921
  1983-1987,4,-30.3558556,-28.9299892,-31.7817221
  1983-1987,5,-30.4096724,-28.9308166,-31.8885281
  1983-1987,6,-29.3962777,-27.8565009,-30.9360545
  1983-1987,7,-28.7765176,-27.2053436,-30.3476915
  1983-1987,8,-28.8179232,-27.1955369,-30.4403096
  1983-1987,9,-26.4335529,-24.7547409,-28.112365
  1983-1987,10,-25.3133833,-23.5788469,-27.0479197
  1998-2002,-5,-0.4637126,0.2254824,-1.1529076
  1998-2002,-4,-0.0376116,0.5989861,-0.6742092
  1998-2002,-3,0.492044,1.051875,-0.067787
  1998-2002,-2,0,0,0
  1998-2002,-1,-1.2192889,-0.6455221,-1.7930556
  1998-2002,0,-22.2807775,-21.0638892,-23.4976658
  1998-2002,1,-21.0707492,-19.884876,-22.2566223
  1998-2002,2,-23.4786542,-22.2482127,-24.7090956
  1998-2002,3,-23.8127521,-22.5674817,-25.0580226
  1998-2002,4,-25.3679417,-24.0925742,-26.6433092
  1998-2002,5,-23.9275952,-22.644492,-25.2106984
  1998-2002,6,-22.8387383,-21.5265848,-24.1508917
  1998-2002,7,-24.2416699,-22.898695,-25.5846448
  1998-2002,8,-22.1771954,-20.8427435,-23.5116473
  1998-2002,9,-19.7315029,-18.3962471,-21.0667588
  1998-2002,10,-20.3856481,-19.0376248,-21.7336715
  2018-2022,-5,-0.2304809,0.6926124,-1.1535741
  2018-2022,-4,-1.3582705,-0.5569284,-2.1596126
  2018-2022,-3,-0.2385224,0.5235924,-1.0006372
  2018-2022,-2,0,0,0
  2018-2022,-1,-0.3968203,0.3332759,-1.1269165
  2018-2022,0,-11.4781801,-10.1091239,-12.8472364
  2018-2022,1,-11.5254254,-10.2246287,-12.826222
  2018-2022,2,-16.5014724,-15.1537944,-17.8491504
  2018-2022,3,-18.1787532,-16.8485844,-19.508922
  2018-2022,4,-17.234928,-15.9251347,-18.5447212
  2018-2022,5,-16.7994628,-15.4848842,-18.1140413
  2018-2022,6,-16.6891941,-15.3630804,-18.0153077
  2018-2022,7,-15.6774502,-14.3519711,-17.0029293
  2018-2022,8,-18.2291812,-16.86157,-19.5967924
  2018-2022,9,-15.6570095,-14.2943828,-17.0196361
  2018-2022,10,-16.727088,-15.3335759,-18.1206001  
  TimePeriod,YearsFromBirth,Estimate,Upper,Lower
  1983-1987,-5,1.5284011,2.2785053,0.7782969
  1983-1987,-4,0.1459114,0.7902261,-0.4984033
  1983-1987,-3,0.4087989,0.9767406,-0.1591428
  1983-1987,-2,0,0,0
  1983-1987,-1,0.0663807,0.6173649,-0.4846036
  1983-1987,0,-32.1888795,-30.9808189,-33.3969401
  1983-1987,1,-31.536977,-30.3259039,-32.7480501
  1983-1987,2,-30.7982506,-29.5556112,-32.04089
  1983-1987,3,-32.4311462,-31.1343099,-33.7279825
  1983-1987,4,-32.7536946,-31.416082,-34.0913072
  1983-1987,5,-32.865052,-31.4653158,-34.2647883
  1983-1987,6,-33.8501885,-32.3722989,-35.328078
  1983-1987,7,-31.7716241,-30.2461475,-33.2971006
  1983-1987,8,-30.9333593,-29.3439546,-32.5227639
  1983-1987,9,-29.1646576,-27.5271347,-30.8021806
  1983-1987,10,-24.7086814,-23.0225842,-26.3947786
  1998-2002,-5,2.3393673,3.4235607,1.2551739
  1998-2002,-4,0.9214073,1.8732058,-0.0303913
  1998-2002,-3,0.5659944,1.4214456,-0.2894568
  1998-2002,-2,0,0,0
  1998-2002,-1,0.2123318,1.0647382,-0.6400747
  1998-2002,0,-24.9496961,-23.4496604,-26.4497319
  1998-2002,1,-20.6494345,-19.1923034,-22.1065657
  1998-2002,2,-20.3320528,-18.9042337,-21.759872
  1998-2002,3,-19.532446,-18.1288208,-20.9360713
  1998-2002,4,-19.4289072,-18.0104164,-20.847398
  1998-2002,5,-21.6744328,-20.2371866,-23.1116791
  1998-2002,6,-20.9445567,-19.5109636,-22.3781499
  1998-2002,7,-18.660628,-17.2283258,-20.0929303
  1998-2002,8,-16.6323926,-15.2096197,-18.0551656
  1998-2002,9,-13.9519555,-12.535872,-15.368039
  1998-2002,10,-13.5592703,-12.1225617,-14.9959788
  2018-2022,-5,5.2712941,7.5496609,2.9929273
  2018-2022,-4,1.6419923,3.5065812,-0.2225966
  2018-2022,-3,0.0569744,1.7256502,-1.6117015
  2018-2022,-2,0,0,0
  2018-2022,-1,1.5638518,3.2022578,-0.0745542
  2018-2022,0,-24.2556253,-21.6682386,-26.8430121
  2018-2022,1,-21.4295965,-18.9167152,-23.9424779
  2018-2022,2,-19.5477638,-17.0388921,-22.0566354
  2018-2022,3,-19.7449914,-17.2511953,-22.2387874
  2018-2022,4,-18.7339533,-16.2267612,-21.2411453
  2018-2022,5,-18.195838,-15.6659462,-20.7257298
  2018-2022,6,-18.0822881,-15.5465668,-20.6180093
  2018-2022,7,-15.3198087,-12.7647807,-17.8748366
  2018-2022,8,-14.4998318,-11.9301067,-17.0695569
  2018-2022,9,-14.8433996,-12.2889412,-17.3978579
  2018-2022,10,-13.6510458,-11.066488,-16.2356037  
  TimePeriod,Women without a college degree,Women with a college degree
  1983-1987,32.02150478,28.43036964
  1988-1992,28.65825079,27.14321367
  1993-1997,24.98345796,21.92302496
  1998-2002,22.72449215,23.89462581
  2003-2007,25.33683969,24.21487549
  2008-2012,22.83336881,20.75290968
  2013-2017,24.78538489,19.44198826
  2018-2022,24.11354703,16.20327145  
  TimePeriod,Women without a college degree,Women with a college degree
  1983-1987,30.38616126,27.59442517
  1988-1992,25.08532095,27.21116786
  1993-1997,22.13682976,25.58234068
  1998-2002,19.23903883,22.83202385
  2003-2007,19.64073763,23.04606617
  2008-2012,21.36124797,21.80448842
  2013-2017,19.73012574,19.94459121
  2018-2022,18.85027313,17.56316077  
  Date,Men
  1948-01-01,94.4
  1948-02-01,94.2
  1948-03-01,94.1
  1948-04-01,93.9
  1948-05-01,94
  1948-06-01,94.2
  1948-07-01,94.6
  1948-08-01,93.8
  1948-09-01,93.9
  1948-10-01,94.1
  1948-11-01,93.8
  1948-12-01,93.7
  1949-01-01,93.3
  1949-02-01,93
  1949-03-01,92.9
  1949-04-01,92.5
  1949-05-01,92
  1949-06-01,92
  1949-07-01,91.5
  1949-08-01,91.7
  1949-09-01,91.9
  1949-10-01,90.7
  1949-11-01,91.6
  1949-12-01,91.3
  1950-01-01,91.2
  1950-02-01,91.2
  1950-03-01,91.2
  1950-04-01,91.8
  1950-05-01,92.4
  1950-06-01,92.8
  1950-07-01,92.7
  1950-08-01,93.2
  1950-09-01,93.8
  1950-10-01,93.7
  1950-11-01,93.9
  1950-12-01,93.5
  1951-01-01,94.4
  1951-02-01,94.7
  1951-03-01,95.2
  1951-04-01,95.1
  1951-05-01,94.8
  1951-06-01,94.5
  1951-07-01,94.5
  1951-08-01,94.4
  1951-09-01,94.4
  1951-10-01,94.7
  1951-11-01,94.6
  1951-12-01,95
  1952-01-01,95.1
  1952-02-01,95.3
  1952-03-01,95.5
  1952-04-01,95.4
  1952-05-01,95.3
  1952-06-01,95
  1952-07-01,95
  1952-08-01,94.6
  1952-09-01,95.1
  1952-10-01,95.1
  1952-11-01,95.1
  1952-12-01,95.7
  1953-01-01,95.5
  1953-02-01,95.9
  1953-03-01,96
  1953-04-01,95.3
  1953-05-01,95.1
  1953-06-01,95.5
  1953-07-01,95.7
  1953-08-01,95.9
  1953-09-01,95.3
  1953-10-01,94.8
  1953-11-01,94.9
  1953-12-01,94.2
  1954-01-01,93.7
  1954-02-01,93.5
  1954-03-01,92.8
  1954-04-01,92.9
  1954-05-01,92.8
  1954-06-01,93
  1954-07-01,92.8
  1954-08-01,92.8
  1954-09-01,92.8
  1954-10-01,92.8
  1954-11-01,93.3
  1954-12-01,93.5
  1955-01-01,93.9
  1955-02-01,93.7
  1955-03-01,93.8
  1955-04-01,93.6
  1955-05-01,94.4
  1955-06-01,94.5
  1955-07-01,94.7
  1955-08-01,94.6
  1955-09-01,94.6
  1955-10-01,94.6
  1955-11-01,94.6
  1955-12-01,94.8
  1956-01-01,94.9
  1956-02-01,94.7
  1956-03-01,94.6
  1956-04-01,95
  1956-05-01,94.3
  1956-06-01,94.3
  1956-07-01,94.1
  1956-08-01,94.4
  1956-09-01,94.2
  1956-10-01,94.2
  1956-11-01,94.2
  1956-12-01,94.2
  1957-01-01,94.3
  1957-02-01,94.6
  1957-03-01,95.1
  1957-04-01,94.6
  1957-05-01,94.6
  1957-06-01,94.4
  1957-07-01,94.3
  1957-08-01,94.2
  1957-09-01,93.8
  1957-10-01,93.5
  1957-11-01,93.1
  1957-12-01,92.7
  1958-01-01,92.2
  1958-02-01,91.4
  1958-03-01,91.2
  1958-04-01,90.9
  1958-05-01,91.2
  1958-06-01,91.1
  1958-07-01,91.2
  1958-08-01,91.5
  1958-09-01,92
  1958-10-01,92.4
  1958-11-01,92.3
  1958-12-01,92.4
  1959-01-01,92.4
  1959-02-01,92.2
  1959-03-01,93.1
  1959-04-01,93.5
  1959-05-01,93.5
  1959-06-01,93.4
  1959-07-01,93.5
  1959-08-01,93.1
  1959-09-01,92.8
  1959-10-01,92.9
  1959-11-01,92.3
  1959-12-01,93.5
  1960-01-01,93.4
  1960-02-01,93.6
  1960-03-01,92.7
  1960-04-01,93.2
  1960-05-01,93.4
  1960-06-01,93.1
  1960-07-01,92.8
  1960-08-01,92.8
  1960-09-01,93
  1960-10-01,92.6
  1960-11-01,92.5
  1960-12-01,92
  1961-01-01,91.7
  1961-02-01,91.3
  1961-03-01,91.7
  1961-04-01,91.9
  1961-05-01,91.6
  1961-06-01,92
  1961-07-01,92
  1961-08-01,92
  1961-09-01,92.3
  1961-10-01,92.5
  1961-11-01,92.5
  1961-12-01,92.5
  1962-01-01,92.5
  1962-02-01,92.8
  1962-03-01,92.8
  1962-04-01,92.7
  1962-05-01,93.2
  1962-06-01,92.9
  1962-07-01,92.9
  1962-08-01,93.1
  1962-09-01,93
  1962-10-01,93.3
  1962-11-01,93.1
  1962-12-01,93.1
  1963-01-01,92.8
  1963-02-01,92.5
  1963-03-01,92.9
  1963-04-01,92.9
  1963-05-01,92.9
  1963-06-01,93.2
  1963-07-01,93.4
  1963-08-01,93.2
  1963-09-01,93.4
  1963-10-01,93.3
  1963-11-01,93.1
  1963-12-01,93.4
  1964-01-01,93.4
  1964-02-01,93.6
  1964-03-01,93.6
  1964-04-01,93.8
  1964-05-01,94
  1964-06-01,93.6
  1964-07-01,93.9
  1964-08-01,93.7
  1964-09-01,93.8
  1964-10-01,93.6
  1964-11-01,93.8
  1964-12-01,93.6
  1965-01-01,93.8
  1965-02-01,93.6
  1965-03-01,93.9
  1965-04-01,94
  1965-05-01,94.1
  1965-06-01,94.3
  1965-07-01,94.2
  1965-08-01,94.2
  1965-09-01,94.2
  1965-10-01,94.3
  1965-11-01,94.5
  1965-12-01,94.4
  1966-01-01,94.5
  1966-02-01,94.5
  1966-03-01,94.6
  1966-04-01,94.7
  1966-05-01,94.8
  1966-06-01,94.5
  1966-07-01,94.3
  1966-08-01,94.5
  1966-09-01,94.6
  1966-10-01,94.7
  1966-11-01,94.7
  1966-12-01,94.7
  1967-01-01,95
  1967-02-01,94.7
  1967-03-01,94.7
  1967-04-01,94.9
  1967-05-01,94.8
  1967-06-01,94.7
  1967-07-01,94.9
  1967-08-01,94.7
  1967-09-01,94.6
  1967-10-01,94.7
  1967-11-01,94.6
  1967-12-01,94.7
  1968-01-01,94.5
  1968-02-01,94.6
  1968-03-01,94.6
  1968-04-01,94.8
  1968-05-01,94.8
  1968-06-01,94.9
  1968-07-01,94.8
  1968-08-01,94.8
  1968-09-01,94.6
  1968-10-01,94.6
  1968-11-01,94.5
  1968-12-01,94.8
  1969-01-01,94.9
  1969-02-01,95
  1969-03-01,94.7
  1969-04-01,94.5
  1969-05-01,94.5
  1969-06-01,94.5
  1969-07-01,94.4
  1969-08-01,94.6
  1969-09-01,94.3
  1969-10-01,94.3
  1969-11-01,94.2
  1969-12-01,94.1
  1970-01-01,94
  1970-02-01,93.8
  1970-03-01,93.8
  1970-04-01,93.6
  1970-05-01,93.4
  1970-06-01,93.2
  1970-07-01,93
  1970-08-01,92.9
  1970-09-01,92.9
  1970-10-01,92.7
  1970-11-01,92.6
  1970-12-01,92.2
  1971-01-01,92.2
  1971-02-01,92.3
  1971-03-01,92.1
  1971-04-01,92.2
  1971-05-01,92.3
  1971-06-01,92.3
  1971-07-01,92.2
  1971-08-01,92
  1971-09-01,92
  1971-10-01,91.9
  1971-11-01,91.9
  1971-12-01,91.6
  1972-01-01,91.8
  1972-02-01,92
  1972-03-01,92.3
  1972-04-01,92.2
  1972-05-01,92.1
  1972-06-01,92.2
  1972-07-01,92.3
  1972-08-01,92.2
  1972-09-01,92.1
  1972-10-01,92
  1972-11-01,92.2
  1972-12-01,92.4
  1973-01-01,92.3
  1973-02-01,92.4
  1973-03-01,92.5
  1973-04-01,92.4
  1973-05-01,92.4
  1973-06-01,92.5
  1973-07-01,92.8
  1973-08-01,92.5
  1973-09-01,92.6
  1973-10-01,92.8
  1973-11-01,92.7
  1973-12-01,92.6
  1974-01-01,92.9
  1974-02-01,92.6
  1974-03-01,92.4
  1974-04-01,91.7
  1974-05-01,92.2
  1974-06-01,92.1
  1974-07-01,91.8
  1974-08-01,91.8
  1974-09-01,91.6
  1974-10-01,91.3
  1974-11-01,91.1
  1974-12-01,90.4
  1975-01-01,89.4
  1975-02-01,89
  1975-03-01,88.9
  1975-04-01,88.8
  1975-05-01,88.8
  1975-06-01,88.8
  1975-07-01,89
  1975-08-01,89.2
  1975-09-01,89
  1975-10-01,89.2
  1975-11-01,89.1
  1975-12-01,89
  1976-01-01,89.3
  1976-02-01,89.3
  1976-03-01,89.6
  1976-04-01,89.7
  1976-05-01,89.8
  1976-06-01,89.4
  1976-07-01,89.5
  1976-08-01,89.6
  1976-09-01,89.6
  1976-10-01,89.7
  1976-11-01,89.4
  1976-12-01,89.3
  1977-01-01,89.3
  1977-02-01,89.5
  1977-03-01,89.8
  1977-04-01,90
  1977-05-01,90
  1977-06-01,90.2
  1977-07-01,90.1
  1977-08-01,90.2
  1977-09-01,90.4
  1977-10-01,90.3
  1977-11-01,90.7
  1977-12-01,91
  1978-01-01,91.1
  1978-02-01,91
  1978-03-01,90.9
  1978-04-01,91.1
  1978-05-01,91
  1978-06-01,91.1
  1978-07-01,91.1
  1978-08-01,90.7
  1978-09-01,91
  1978-10-01,90.8
  1978-11-01,91.2
  1978-12-01,91.1
  1979-01-01,91.3
  1979-02-01,91.5
  1979-03-01,91.5
  1979-04-01,91.1
  1979-05-01,91.3
  1979-06-01,91.3
  1979-07-01,91.4
  1979-08-01,91
  1979-09-01,91.1
  1979-10-01,90.8
  1979-11-01,90.6
  1979-12-01,90.9
  1980-01-01,90.8
  1980-02-01,90.6
  1980-03-01,90.1
  1980-04-01,89.5
  1980-05-01,89.1
  1980-06-01,89
  1980-07-01,88.8
  1980-08-01,88.7
  1980-09-01,88.9
  1980-10-01,89
  1980-11-01,89.1
  1980-12-01,89.1
  1981-01-01,89.2
  1981-02-01,89
  1981-03-01,89.4
  1981-04-01,89.7
  1981-05-01,89.7
  1981-06-01,89.2
  1981-07-01,89.2
  1981-08-01,89.1
  1981-09-01,88.9
  1981-10-01,88.5
  1981-11-01,88.3
  1981-12-01,87.6
  1982-01-01,87.5
  1982-02-01,87.6
  1982-03-01,87.2
  1982-04-01,87.2
  1982-05-01,87.2
  1982-06-01,86.7
  1982-07-01,86.4
  1982-08-01,86.4
  1982-09-01,85.9
  1982-10-01,85.7
  1982-11-01,85.4
  1982-12-01,85.2
  1983-01-01,85.1
  1983-02-01,84.9
  1983-03-01,85.2
  1983-04-01,85.5
  1983-05-01,85.6
  1983-06-01,86
  1983-07-01,86.4
  1983-08-01,86.5
  1983-09-01,86.6
  1983-10-01,86.8
  1983-11-01,87.1
  1983-12-01,87.5
  1984-01-01,87.6
  1984-02-01,87.8
  1984-03-01,88
  1984-04-01,88
  1984-05-01,88.2
  1984-06-01,88.6
  1984-07-01,88.6
  1984-08-01,88.7
  1984-09-01,88.7
  1984-10-01,88.7
  1984-11-01,88.7
  1984-12-01,88.7
  1985-01-01,88.6
  1985-02-01,88.7
  1985-03-01,88.7
  1985-04-01,88.6
  1985-05-01,88.8
  1985-06-01,88.4
  1985-07-01,88.6
  1985-08-01,88.7
  1985-09-01,88.8
  1985-10-01,88.9
  1985-11-01,88.8
  1985-12-01,88.7
  1986-01-01,89
  1986-02-01,88.4
  1986-03-01,88.5
  1986-04-01,88.5
  1986-05-01,88.3
  1986-06-01,88.4
  1986-07-01,88.4
  1986-08-01,88.6
  1986-09-01,88.6
  1986-10-01,88.3
  1986-11-01,88.5
  1986-12-01,88.8
  1987-01-01,88.7
  1987-02-01,88.7
  1987-03-01,88.8
  1987-04-01,88.9
  1987-05-01,89
  1987-06-01,88.9
  1987-07-01,89
  1987-08-01,89
  1987-09-01,89.2
  1987-10-01,89.1
  1987-11-01,89.3
  1987-12-01,89.3
  1988-01-01,89.4
  1988-02-01,89.5
  1988-03-01,89.4
  1988-04-01,89.8
  1988-05-01,89.5
  1988-06-01,89.3
  1988-07-01,89.6
  1988-08-01,89.4
  1988-09-01,89.5
  1988-10-01,89.5
  1988-11-01,89.5
  1988-12-01,89.4
  1989-01-01,89.9
  1989-02-01,89.8
  1989-03-01,89.9
  1989-04-01,89.7
  1989-05-01,89.8
  1989-06-01,90
  1989-07-01,89.9
  1989-08-01,90
  1989-09-01,89.7
  1989-10-01,89.8
  1989-11-01,89.9
  1989-12-01,90
  1990-01-01,89.9
  1990-02-01,90.1
  1990-03-01,89.8
  1990-04-01,89.4
  1990-05-01,89.3
  1990-06-01,89.3
  1990-07-01,89
  1990-08-01,88.9
  1990-09-01,88.7
  1990-10-01,88.6
  1990-11-01,88.5
  1990-12-01,88.1
  1991-01-01,88.2
  1991-02-01,88
  1991-03-01,87.7
  1991-04-01,87.9
  1991-05-01,87.4
  1991-06-01,87.5
  1991-07-01,87.5
  1991-08-01,87.4
  1991-09-01,87.5
  1991-10-01,87.2
  1991-11-01,87.1
  1991-12-01,86.9
  1992-01-01,86.9
  1992-02-01,86.6
  1992-03-01,86.8
  1992-04-01,86.9
  1992-05-01,86.8
  1992-06-01,86.9
  1992-07-01,86.9
  1992-08-01,86.9
  1992-09-01,86.8
  1992-10-01,86.7
  1992-11-01,86.6
  1992-12-01,86.7
  1993-01-01,86.8
  1993-02-01,86.7
  1993-03-01,86.5
  1993-04-01,86.8
  1993-05-01,87
  1993-06-01,87.1
  1993-07-01,87.1
  1993-08-01,87.2
  1993-09-01,87.1
  1993-10-01,87.1
  1993-11-01,87.5
  1993-12-01,87.4
  1994-01-01,87.1
  1994-02-01,86.8
  1994-03-01,87
  1994-04-01,87.1
  1994-05-01,87.3
  1994-06-01,87
  1994-07-01,87
  1994-08-01,87
  1994-09-01,87.4
  1994-10-01,87.5
  1994-11-01,87.9
  1994-12-01,88
  1995-01-01,87.9
  1995-02-01,88.1
  1995-03-01,87.9
  1995-04-01,87.7
  1995-05-01,87.6
  1995-06-01,87.6
  1995-07-01,87.5
  1995-08-01,87.4
  1995-09-01,87.6
  1995-10-01,87.6
  1995-11-01,87.2
  1995-12-01,87.2
  1996-01-01,87.5
  1996-02-01,87.7
  1996-03-01,87.5
  1996-04-01,87.5
  1996-05-01,87.6
  1996-06-01,87.8
  1996-07-01,88.1
  1996-08-01,88.4
  1996-09-01,88.1
  1996-10-01,88.3
  1996-11-01,88.2
  1996-12-01,88.3
  1997-01-01,88.2
  1997-02-01,88.2
  1997-03-01,88.2
  1997-04-01,88.1
  1997-05-01,88.1
  1997-06-01,88.4
  1997-07-01,88.6
  1997-08-01,88.7
  1997-09-01,88.6
  1997-10-01,88.6
  1997-11-01,88.7
  1997-12-01,88.6
  1998-01-01,88.8
  1998-02-01,88.9
  1998-03-01,88.8
  1998-04-01,88.9
  1998-05-01,88.8
  1998-06-01,88.7
  1998-07-01,88.7
  1998-08-01,88.8
  1998-09-01,88.8
  1998-10-01,88.8
  1998-11-01,89.1
  1998-12-01,88.9
  1999-01-01,89.7
  1999-02-01,89.2
  1999-03-01,89.2
  1999-04-01,89.1
  1999-05-01,88.9
  1999-06-01,88.8
  1999-07-01,88.8
  1999-08-01,88.7
  1999-09-01,88.6
  1999-10-01,88.7
  1999-11-01,89
  1999-12-01,89
  2000-01-01,89.5
  2000-02-01,89.4
  2000-03-01,89.3
  2000-04-01,89.2
  2000-05-01,89
  2000-06-01,89.1
  2000-07-01,88.9
  2000-08-01,88.9
  2000-09-01,88.6
  2000-10-01,88.6
  2000-11-01,88.8
  2000-12-01,88.9
  2001-01-01,88.9
  2001-02-01,88.8
  2001-03-01,88.5
  2001-04-01,88.3
  2001-05-01,88.3
  2001-06-01,88.1
  2001-07-01,87.9
  2001-08-01,87.6
  2001-09-01,87.6
  2001-10-01,87.4
  2001-11-01,87
  2001-12-01,87.1
  2002-01-01,86.8
  2002-02-01,87.1
  2002-03-01,87
  2002-04-01,86.8
  2002-05-01,86.9
  2002-06-01,86.5
  2002-07-01,86.5
  2002-08-01,86.8
  2002-09-01,86.8
  2002-10-01,86.6
  2002-11-01,85.9
  2002-12-01,86
  2003-01-01,85.6
  2003-02-01,85.9
  2003-03-01,85.8
  2003-04-01,85.9
  2003-05-01,85.7
  2003-06-01,85.8
  2003-07-01,85.8
  2003-08-01,85.7
  2003-09-01,85.9
  2003-10-01,85.9
  2003-11-01,86
  2003-12-01,86.4
  2004-01-01,86.4
  2004-02-01,86.2
  2004-03-01,86
  2004-04-01,86.2
  2004-05-01,86.3
  2004-06-01,86.5
  2004-07-01,86.7
  2004-08-01,86.5
  2004-09-01,86.4
  2004-10-01,86.3
  2004-11-01,86.5
  2004-12-01,86.2
  2005-01-01,86.5
  2005-02-01,86.7
  2005-03-01,86.8
  2005-04-01,87
  2005-05-01,87.1
  2005-06-01,87
  2005-07-01,87
  2005-08-01,87.4
  2005-09-01,87
  2005-10-01,87
  2005-11-01,86.8
  2005-12-01,86.7
  2006-01-01,87.2
  2006-02-01,87.1
  2006-03-01,87.4
  2006-04-01,87.2
  2006-05-01,87.2
  2006-06-01,87.2
  2006-07-01,87.1
  2006-08-01,87.1
  2006-09-01,87.4
  2006-10-01,87.4
  2006-11-01,87.5
  2006-12-01,87.7
  2007-01-01,88
  2007-02-01,87.9
  2007-03-01,88
  2007-04-01,87.9
  2007-05-01,87.7
  2007-06-01,87.5
  2007-07-01,87.3
  2007-08-01,87.2
  2007-09-01,87.1
  2007-10-01,86.9
  2007-11-01,87.2
  2007-12-01,87.2
  2008-01-01,87.4
  2008-02-01,87.4
  2008-03-01,87.1
  2008-04-01,86.7
  2008-05-01,86.5
  2008-06-01,86.3
  2008-07-01,86.2
  2008-08-01,85.8
  2008-09-01,85.4
  2008-10-01,85.2
  2008-11-01,84.7
  2008-12-01,83.7
  2009-01-01,83.1
  2009-02-01,82.5
  2009-03-01,82
  2009-04-01,81.8
  2009-05-01,81.5
  2009-06-01,81.5
  2009-07-01,81.3
  2009-08-01,81.2
  2009-09-01,80.8
  2009-10-01,80.8
  2009-11-01,80.7
  2009-12-01,80.4
  2010-01-01,80.7
  2010-02-01,80.6
  2010-03-01,80.8
  2010-04-01,81.3
  2010-05-01,81.1
  2010-06-01,81.1
  2010-07-01,81.1
  2010-08-01,81.2
  2010-09-01,81.2
  2010-10-01,81.1
  2010-11-01,80.7
  2010-12-01,80.8
  2011-01-01,81.2
  2011-02-01,81.4
  2011-03-01,81.4
  2011-04-01,81.2
  2011-05-01,81.6
  2011-06-01,81.3
  2011-07-01,81.1
  2011-08-01,81.4
  2011-09-01,81.3
  2011-10-01,81.1
  2011-11-01,81.9
  2011-12-01,82.1
  2012-01-01,82.5
  2012-02-01,82.4
  2012-03-01,82.5
  2012-04-01,82.5
  2012-05-01,82.5
  2012-06-01,82.6
  2012-07-01,82.4
  2012-08-01,82.4
  2012-09-01,82.7
  2012-10-01,82.9
  2012-11-01,82.5
  2012-12-01,82.8
  2013-01-01,82.6
  2013-02-01,82.8
  2013-03-01,82.8
  2013-04-01,82.8
  2013-05-01,83
  2013-06-01,82.9
  2013-07-01,82.9
  2013-08-01,82.6
  2013-09-01,82.6
  2013-10-01,82.4
  2013-11-01,83
  2013-12-01,83
  2014-01-01,83.2
  2014-02-01,83
  2014-03-01,83.5
  2014-04-01,83.2
  2014-05-01,83.3
  2014-06-01,83.8
  2014-07-01,83.8
  2014-08-01,83.9
  2014-09-01,84.1
  2014-10-01,84
  2014-11-01,83.9
  2014-12-01,84.2
  2015-01-01,84.3
  2015-02-01,84.3
  2015-03-01,84.5
  2015-04-01,84.4
  2015-05-01,84.3
  2015-06-01,84.5
  2015-07-01,84.4
  2015-08-01,84.6
  2015-09-01,84.6
  2015-10-01,84.4
  2015-11-01,84.4
  2015-12-01,84.5
  2016-01-01,84.9
  2016-02-01,84.9
  2016-03-01,85.2
  2016-04-01,84.8
  2016-05-01,84.9
  2016-06-01,85.1
  2016-07-01,84.9
  2016-08-01,84.9
  2016-09-01,84.9
  2016-10-01,85
  2016-11-01,85
  2016-12-01,85
  2017-01-01,85.3
  2017-02-01,85.2
  2017-03-01,85.2
  2017-04-01,85.5
  2017-05-01,85.3
  2017-06-01,85.4
  2017-07-01,85.3
  2017-08-01,85
  2017-09-01,85.6
  2017-10-01,85.6
  2017-11-01,85.5
  2017-12-01,86
  2018-01-01,86
  2018-02-01,86.4
  2018-03-01,86.2
  2018-04-01,86.3
  2018-05-01,86.4
  2018-06-01,86.1
  2018-07-01,86.2
  2018-08-01,86
  2018-09-01,85.9
  2018-10-01,86.1
  2018-11-01,86.2
  2018-12-01,86
  2019-01-01,86.5
  2019-02-01,86.6
  2019-03-01,86.8
  2019-04-01,86.5
  2019-05-01,86.3
  2019-06-01,86.2
  2019-07-01,86.2
  2019-08-01,86.2
  2019-09-01,86.4
  2019-10-01,86.4
  2019-11-01,86.6
  2019-12-01,86.4
  2020-01-01,86.7
  2020-02-01,86.5
  2020-03-01,85.8
  2020-04-01,76
  2020-05-01,78
  2020-06-01,79.6
  2020-07-01,79.8
  2020-08-01,81.5
  2020-09-01,81.5
  2020-10-01,82.1
  2020-11-01,81.9
  2020-12-01,82.2
  2021-01-01,82.6
  2021-02-01,82.7
  2021-03-01,82.8
  2021-04-01,83
  2021-05-01,83
  2021-06-01,83.1
  2021-07-01,83.9
  2021-08-01,84
  2021-09-01,84.1
  2021-10-01,84.6
  2021-11-01,84.9
  2021-12-01,85
  2022-01-01,85.1
  2022-02-01,85.9
  2022-03-01,86
  2022-04-01,86
  2022-05-01,86.1
  2022-06-01,85.8
  2022-07-01,85.9
  2022-08-01,85.9
  2022-09-01,86.1
  2022-10-01,85.7
  2022-11-01,85.7
  2022-12-01,86.1
  2023-01-01,85.8
  2023-02-01,86.2
  2023-03-01,86.5
  2023-04-01,86.4
  2023-05-01,86.4
  2023-06-01,86.5
  2023-07-01,86.6
  2023-08-01,86.4
  2023-09-01,86.4
  2023-10-01,85.9  
  Date,No college degree and no children under age 10,No college degree and has a child under age 10,Has a college degree and no children under age 10,Has a college degree and has a child under age 10
  1995-01-01,82.59822166,89.47887214,92.92846147,96.59910466
  1995-02-01,82.69168534,89.65965307,93.0109434,96.60802054
  1995-03-01,82.7411546,89.78773776,93.07217425,96.58369704
  1995-04-01,82.80788364,89.82639272,93.07501551,96.57581653
  1995-05-01,82.85994868,89.82692856,93.04120961,96.58733017
  1995-06-01,82.92875513,89.84671664,93.09456986,96.56343726
  1995-07-01,82.97616633,89.77554439,93.13809129,96.58962487
  1995-08-01,83.04472099,89.72458686,93.09849575,96.58668227
  1995-09-01,83.05582777,89.70329108,93.06980767,96.53066716
  1995-10-01,83.05845176,89.72010993,92.97138222,96.47110266
  1995-11-01,82.9585249,89.70115099,92.85786898,96.48735076
  1995-12-01,82.85930389,89.65131401,92.77903033,96.48089454
  1996-01-01,82.83311426,89.63557106,92.74926138,96.45686062
  1996-02-01,82.79209153,89.63871568,92.7096415,96.4747148
  1996-03-01,82.7800047,89.64069303,92.62764225,96.51269763
  1996-04-01,82.78946405,89.69747821,92.56839795,96.49863438
  1996-05-01,82.78992205,89.76546342,92.56016037,96.43259854
  1996-06-01,82.83439801,89.77384349,92.52962626,96.46457601
  1996-07-01,82.8841594,89.88495532,92.53309219,96.45465329
  1996-08-01,82.96628551,90.01147671,92.58193065,96.4305846
  1996-09-01,83.05271021,90.05918386,92.55028002,96.46165262
  1996-10-01,83.14489864,90.12135889,92.54383286,96.50542657
  1996-11-01,83.25286067,90.22299119,92.60936464,96.49635322
  1996-12-01,83.37038869,90.30727913,92.62533396,96.50195184
  1997-01-01,83.39357233,90.46399444,92.64778946,96.57195781
  1997-02-01,83.43451008,90.5531664,92.67425426,96.58857024
  1997-03-01,83.47052253,90.68136228,92.74353798,96.62030316
  1997-04-01,83.4967285,90.78610713,92.84761225,96.69282244
  1997-05-01,83.52615028,90.88022124,92.84489339,96.75524787
  1997-06-01,83.54273173,90.99121918,92.86397325,96.80341133
  1997-07-01,83.60001238,91.05626543,92.84413966,96.89430128
  1997-08-01,83.63393241,91.13820305,92.83252155,96.94434887
  1997-09-01,83.65182214,91.20428742,92.8636242,96.9820386
  1997-10-01,83.65086124,91.22803851,92.88205996,97.01446662
  1997-11-01,83.70925821,91.26685632,92.90660044,97.05532561
  1997-12-01,83.71861864,91.32318933,92.93706232,97.04812402
  1998-01-01,83.81657629,91.37243798,92.9449732,97.03662284
  1998-02-01,83.87709384,91.44434347,92.9295364,97.09087324
  1998-03-01,83.9312898,91.49001243,93.01645741,97.05840679
  1998-04-01,83.97927987,91.62755753,93.05007602,97.03769494
  1998-05-01,84.06284631,91.70994531,93.16068729,97.02191015
  1998-06-01,84.10702964,91.76509403,93.22776104,96.98728648
  1998-07-01,84.12736289,91.77889382,93.24967341,96.95962604
  1998-08-01,84.14787694,91.748474,93.25442696,96.95885142
  1998-09-01,84.16659572,91.7402581,93.27466863,96.94458348
  1998-10-01,84.1877135,91.78091956,93.28830395,96.96046782
  1998-11-01,84.22224462,91.80535343,93.27270628,96.91015716
  1998-12-01,84.25859472,91.82613623,93.25173871,96.97088017
  1999-01-01,84.32574459,91.85175192,93.29853845,96.9910479
  1999-02-01,84.36678881,91.8971083,93.27340225,96.99086506
  1999-03-01,84.42925959,91.93919956,93.10948747,97.02553845
  1999-04-01,84.47601682,91.94176508,92.97795964,97.01949489
  1999-05-01,84.45722751,91.89688513,92.87777563,97.05014241
  1999-06-01,84.4474545,91.89108923,92.80519336,97.04779196
  1999-07-01,84.42236118,91.94626389,92.76307743,97.03338647
  1999-08-01,84.34202249,92.03035793,92.74167394,97.01903797
  1999-09-01,84.30530439,92.12095315,92.67276969,97.03535169
  1999-10-01,84.31906375,92.08231248,92.66550459,97.0476286
  1999-11-01,84.34053518,92.07583247,92.62333517,97.17028961
  1999-12-01,84.39499745,92.0621925,92.65069811,97.1746855
  2000-01-01,84.40187241,92.07159453,92.64647585,97.2048165
  2000-02-01,84.43485795,92.05317323,92.73335581,97.20679595
  2000-03-01,84.42786778,92.04383591,92.80635988,97.24466694
  2000-04-01,84.42262672,92.03874425,92.88402131,97.30991227
  2000-05-01,84.39004748,92.07364439,92.89497293,97.34927255
  2000-06-01,84.39549346,92.12586592,92.91598082,97.40589841
  2000-07-01,84.43066663,92.09860789,92.94615379,97.41270084
  2000-08-01,84.49104798,92.07219115,92.97595954,97.44001116
  2000-09-01,84.49926971,92.05820398,93.03004126,97.39059957
  2000-10-01,84.45372974,92.12387111,92.98897294,97.39366667
  2000-11-01,84.37996237,92.16087317,93.04244716,97.36148965
  2000-12-01,84.31496687,92.18410985,93.02136188,97.37629054
  2001-01-01,84.24755043,92.11994482,92.99089519,97.32334422
  2001-02-01,84.17896291,92.08200185,92.99561546,97.30561883
  2001-03-01,84.11428208,92.0403869,92.95654823,97.24984044
  2001-04-01,83.99695062,92.00712863,92.88608434,97.16727838
  2001-05-01,83.95914059,91.94710264,92.86433265,97.11953368
  2001-06-01,83.84428785,91.82892661,92.81722198,97.05976062
  2001-07-01,83.69831531,91.75956745,92.77417434,97.06320596
  2001-08-01,83.56200025,91.59970389,92.67683086,97.00985369
  2001-09-01,83.46709383,91.43014184,92.59225903,96.96583854
  2001-10-01,83.34339717,91.28602737,92.5349057,96.79495067
  2001-11-01,83.17234818,91.11515385,92.36071638,96.66888956
  2001-12-01,82.9855216,90.96628413,92.19343684,96.48917768
  2002-01-01,82.75878952,90.78177364,91.96819205,96.39154726
  2002-02-01,82.60105951,90.61947138,91.77672259,96.3111
  2002-03-01,82.47095092,90.41328363,91.69993084,96.18928168
  2002-04-01,82.36250417,90.20157744,91.60516287,96.13153582
  2002-05-01,82.24843884,90.06417782,91.53509232,96.0005337
  2002-06-01,82.14371378,89.92405579,91.45651995,95.86333822
  2002-07-01,82.0574251,89.79119932,91.33972219,95.7975161
  2002-08-01,82.00125952,89.73989972,91.28755662,95.75783303
  2002-09-01,81.96308997,89.72388899,91.21105898,95.78595056
  2002-10-01,81.90009557,89.65534683,91.17736654,95.86096208
  2002-11-01,81.81377512,89.51788363,91.0981264,95.89620446
  2002-12-01,81.72101038,89.40864295,91.07335901,95.95760297
  2003-01-01,81.60073665,89.37007074,91.09790124,95.95068506
  2003-02-01,81.48931082,89.27968716,91.05280181,95.85239977
  2003-03-01,81.36887153,89.24283881,91.00133509,95.84075552
  2003-04-01,81.27823239,89.23228431,90.9846114,95.79092852
  2003-05-01,81.17670343,89.19687291,90.88607607,95.777439
  2003-06-01,81.10111807,89.11492128,90.85462271,95.75116459
  2003-07-01,81.01290098,89.07954556,90.85253662,95.68236164
  2003-08-01,80.89671927,89.08059475,90.70550873,95.55345041
  2003-09-01,80.81805408,89.01500374,90.5814886,95.47591745
  2003-10-01,80.77122772,88.9415186,90.4488852,95.48037621
  2003-11-01,80.79306693,88.94672786,90.35726232,95.43271575
  2003-12-01,80.87152054,88.93099692,90.24150197,95.40312702
  2004-01-01,80.98786151,88.94392206,90.24204711,95.38292674
  2004-02-01,81.01251864,88.94969881,90.19559471,95.44954878
  2004-03-01,80.95452398,89.0347438,90.13081312,95.52299694
  2004-04-01,80.96725013,89.11484448,90.07993084,95.5613323
  2004-05-01,80.97543192,89.24038802,90.07836661,95.62962682
  2004-06-01,81.01145346,89.40924648,90.03290061,95.77058428
  2004-07-01,81.07104361,89.51427727,90.06225023,95.7911031
  2004-08-01,81.12901637,89.56329958,90.15282272,95.86586277
  2004-09-01,81.12330888,89.67875027,90.25714906,95.91079242
  2004-10-01,81.13985085,89.81440837,90.33156807,95.86564403
  2004-11-01,81.15934456,89.90835337,90.4359528,95.8887504
  2004-12-01,81.0395606,90.00056933,90.54682327,95.92090273
  2005-01-01,81.00917613,90.03719644,90.54442868,95.94705784
  2005-02-01,81.02205542,90.08911423,90.59370074,95.94749149
  2005-03-01,81.14306899,90.09449217,90.60409139,95.94983052
  2005-04-01,81.27197989,90.12192537,90.61806462,96.01533127
  2005-05-01,81.3683631,90.18976394,90.59479147,96.00625775
  2005-06-01,81.46353746,90.21650221,90.63104149,95.99794594
  2005-07-01,81.55597657,90.20251459,90.6328678,96.02166906
  2005-08-01,81.66885834,90.22240538,90.79690035,96.11705979
  2005-09-01,81.76363442,90.21054731,90.84696764,96.13747401
  2005-10-01,81.87001242,90.21032604,90.88343296,96.19843828
  2005-11-01,81.91624737,90.2810092,90.93511158,96.19665658
  2005-12-01,81.99547258,90.27292812,91.01728762,96.23851284
  2006-01-01,82.06746638,90.34528714,91.09433436,96.27078204
  2006-02-01,82.09152097,90.37294448,91.12688655,96.29243679
  2006-03-01,82.16994327,90.42086314,91.17692907,96.30357362
  2006-04-01,82.1934088,90.41989407,91.22485994,96.28129505
  2006-05-01,82.21526177,90.36386433,91.29213245,96.32738947
  2006-06-01,82.20974808,90.41881658,91.36349398,96.33920409
  2006-07-01,82.1748813,90.46578598,91.42309107,96.42685343
  2006-08-01,82.16315414,90.40592534,91.40811773,96.41803054
  2006-09-01,82.18349829,90.43830434,91.49028766,96.38064318
  2006-10-01,82.22803068,90.48758948,91.55777388,96.37472369
  2006-11-01,82.29740465,90.531689,91.64524695,96.38417143
  2006-12-01,82.38714041,90.5850154,91.68888287,96.37857112
  2007-01-01,82.44648773,90.60976877,91.77157618,96.39001619
  2007-02-01,82.5047267,90.6218041,91.86768027,96.4295204
  2007-03-01,82.45198576,90.62320167,92.01210455,96.47914432
  2007-04-01,82.43306596,90.66957411,92.11446687,96.47267981
  2007-05-01,82.43718751,90.64049702,92.24182529,96.44557154
  2007-06-01,82.43089616,90.61593722,92.27974206,96.45579316
  2007-07-01,82.41061976,90.70708262,92.29112217,96.36764018
  2007-08-01,82.35251329,90.87871796,92.30229984,96.2679236
  2007-09-01,82.28552348,90.94055466,92.27666539,96.24837089
  2007-10-01,82.2024776,90.93658621,92.2902885,96.21914572
  2007-11-01,82.19418349,90.91524342,92.29223789,96.22381681
  2007-12-01,82.15630519,90.93006523,92.26785838,96.19215034
  2008-01-01,82.09875435,90.85402564,92.22667136,96.18727645
  2008-02-01,81.99906665,90.87609164,92.21555369,96.19484154
  2008-03-01,81.88409083,90.91917573,92.17690319,96.11867879
  2008-04-01,81.73549019,90.87998841,92.12845416,96.10554753
  2008-05-01,81.60074438,90.88473566,92.01161132,96.13673783
  2008-06-01,81.46924717,90.845261,91.93461097,96.08483507
  2008-07-01,81.36586201,90.73219024,91.87553454,96.04630717
  2008-08-01,81.25993868,90.51208208,91.82464086,96.07058968
  2008-09-01,81.06058634,90.29966803,91.7980238,96.04894515
  2008-10-01,80.87017258,90.06622828,91.76108219,96.05763841
  2008-11-01,80.57787272,89.84678618,91.65316561,96.03524427
  2008-12-01,80.22457186,89.53569637,91.47896484,95.93727934
  2009-01-01,79.80470045,89.13887597,91.27486238,95.79778308
  2009-02-01,79.38977387,88.61743918,91.00345557,95.62005325
  2009-03-01,78.93270276,88.02435383,90.72110816,95.50269327
  2009-04-01,78.49335478,87.43410125,90.45886373,95.39100806
  2009-05-01,78.00833289,86.85400755,90.1929861,95.23446752
  2009-06-01,77.53287179,86.31027119,89.93497078,95.0682253
  2009-07-01,77.06155133,85.84163416,89.66099672,94.89373076
  2009-08-01,76.6051191,85.47529015,89.41291967,94.73933696
  2009-09-01,76.1634519,85.13872725,89.13266429,94.58927277
  2009-10-01,75.66719715,84.8041158,88.96608532,94.45461261
  2009-11-01,75.23321431,84.4576759,88.7875752,94.26824281
  2009-12-01,74.85675354,84.10388036,88.68210055,94.16577123
  2010-01-01,74.58025463,83.86892952,88.59180797,94.09226517
  2010-02-01,74.38695349,83.72559853,88.49615981,94.02037374
  2010-03-01,74.2304814,83.6165298,88.448366,94.02771963
  2010-04-01,74.16521106,83.56267027,88.44186181,94.05018743
  2010-05-01,74.1324855,83.52766891,88.47277454,94.11495998
  2010-06-01,74.08613461,83.46919845,88.50315364,94.16146769
  2010-07-01,74.07828923,83.47050723,88.45018859,94.18817671
  2010-08-01,74.0691622,83.44652194,88.38851865,94.20263996
  2010-09-01,74.09547368,83.40357953,88.32009615,94.29815076
  2010-10-01,74.20168727,83.39417486,88.17726367,94.30660797
  2010-11-01,74.25569237,83.30565307,88.06561375,94.35389169
  2010-12-01,74.3357585,83.33762408,88.0312561,94.39041489
  2011-01-01,74.41980169,83.39900517,88.01489217,94.46917788
  2011-02-01,74.4987129,83.49813768,88.03743964,94.61349151
  2011-03-01,74.55953346,83.55711991,88.05307482,94.70701573
  2011-04-01,74.53642454,83.52803979,88.01380618,94.74398545
  2011-05-01,74.59790668,83.48754088,88.054846,94.66347851
  2011-06-01,74.58689734,83.49289355,88.02975945,94.68277031
  2011-07-01,74.52652727,83.4993237,88.07534448,94.72989926
  2011-08-01,74.47601612,83.56895067,88.12328333,94.80356752
  2011-09-01,74.47382354,83.57327344,88.19630091,94.84002555
  2011-10-01,74.42642068,83.58561724,88.27649012,94.9195044
  2011-11-01,74.49945822,83.77853281,88.383889,95.0063426
  2011-12-01,74.61709721,83.96305923,88.42748533,95.10177486
  2012-01-01,74.74315078,84.17144547,88.43532575,95.1586573
  2012-02-01,74.86348441,84.35218231,88.44902978,95.11955094
  2012-03-01,74.98229181,84.53682796,88.47893573,95.04210445
  2012-04-01,75.08789254,84.73099531,88.55121158,95.10268004
  2012-05-01,75.11070898,84.98933346,88.58264579,95.22486793
  2012-06-01,75.27446996,85.17261859,88.63224423,95.28646149
  2012-07-01,75.43385633,85.26070896,88.72289659,95.38160037
  2012-08-01,75.54265051,85.32898425,88.76751888,95.40740436
  2012-09-01,75.67652789,85.49071741,88.87800021,95.37853135
  2012-10-01,75.79388293,85.68393033,88.95318563,95.37967928
  2012-11-01,75.81312412,85.77777322,89.02281359,95.34046297
  2012-12-01,75.84953267,85.83817221,89.10813704,95.30626333
  2013-01-01,75.83389215,85.78916258,89.19663956,95.31427241
  2013-02-01,75.81475548,85.85153702,89.31439916,95.32320401
  2013-03-01,75.87865563,85.95108142,89.35765448,95.34328836
  2013-04-01,75.9399496,86.06097202,89.33836155,95.29868337
  2013-05-01,76.01563914,86.13714771,89.29981128,95.25143065
  2013-06-01,76.06474399,86.25132649,89.25401971,95.23919863
  2013-07-01,76.12682135,86.2673906,89.18781268,95.23799569
  2013-08-01,76.14272347,86.16373402,89.20500589,95.25814119
  2013-09-01,76.15661059,86.09155337,89.15396008,95.30039129
  2013-10-01,76.0926757,86.03210639,89.07013425,95.25182986
  2013-11-01,76.12118483,86.05933195,88.99148142,95.29374136
  2013-12-01,76.07821693,86.1886674,88.92581961,95.37173417
  2014-01-01,76.06894615,86.39536865,88.89499162,95.36948784
  2014-02-01,76.0802543,86.44401352,88.81102208,95.39232513
  2014-03-01,76.13659071,86.45616225,88.7871691,95.40495766
  2014-04-01,76.16703247,86.50628157,88.8721845,95.38402522
  2014-05-01,76.18397679,86.51852982,88.98685471,95.41850301
  2014-06-01,76.24571252,86.54713843,89.13316209,95.38575623
  2014-07-01,76.33879975,86.65860976,89.22440238,95.38572139
  2014-08-01,76.47550788,86.88260416,89.23555642,95.36644095
  2014-09-01,76.56880358,87.0999711,89.29240025,95.36730758
  2014-10-01,76.71212101,87.30175627,89.33561853,95.42207729
  2014-11-01,76.77386068,87.38351578,89.33560983,95.48772111
  2014-12-01,76.92849328,87.36874525,89.35665309,95.47320666
  2015-01-01,77.07613166,87.37386309,89.34891982,95.50691039
  2015-02-01,77.21061115,87.48909205,89.41139662,95.5090708
  2015-03-01,77.32754545,87.60878635,89.52241224,95.52449592
  2015-04-01,77.45709758,87.70015823,89.58546231,95.50892052
  2015-05-01,77.55928831,87.7803267,89.62956359,95.4658048
  2015-06-01,77.61128855,87.79750497,89.68130262,95.49627778
  2015-07-01,77.59820855,87.84762753,89.75717632,95.49180492
  2015-08-01,77.62414,87.89693793,89.79527962,95.50975914
  2015-09-01,77.6479544,87.95638151,89.81895053,95.52374008
  2015-10-01,77.69863098,87.93524468,89.86696674,95.46922272
  2015-11-01,77.76993346,87.97301709,89.95503476,95.40007593
  2015-12-01,77.77799989,88.08233446,90.05777727,95.36844694
  2016-01-01,77.87651487,88.14587156,90.17558092,95.34784417
  2016-02-01,77.97973073,88.18138154,90.27422439,95.32901026
  2016-03-01,78.07630395,88.11158418,90.35205784,95.31777437
  2016-04-01,78.13202293,88.11933057,90.31815467,95.3507903
  2016-05-01,78.20655288,88.16694774,90.26871082,95.35159847
  2016-06-01,78.29556316,88.25785357,90.20766725,95.34714376
  2016-07-01,78.36287996,88.34774573,90.16263872,95.35242599
  2016-08-01,78.39061615,88.40167547,90.18366086,95.3374057
  2016-09-01,78.41117094,88.40653249,90.23926376,95.29745544
  2016-10-01,78.44649302,88.43720062,90.34800479,95.32445671
  2016-11-01,78.49826459,88.47272315,90.43354439,95.33250551
  2016-12-01,78.57317333,88.4893853,90.45347145,95.34266887
  2017-01-01,78.5862425,88.526948,90.50821183,95.36273208
  2017-02-01,78.61393774,88.54961847,90.46656925,95.39856641
  2017-03-01,78.60214694,88.70485898,90.35608787,95.39444084
  2017-04-01,78.66969572,88.81634014,90.36425386,95.35696462
  2017-05-01,78.69189187,88.86690048,90.38310279,95.37415341
  2017-06-01,78.64668366,88.96052744,90.37850564,95.41324895
  2017-07-01,78.67798704,88.93758803,90.42882298,95.43827087
  2017-08-01,78.68835026,88.86387673,90.44285871,95.400107
  2017-09-01,78.7831625,88.91380454,90.46612556,95.46480412
  2017-10-01,78.868912,88.98531837,90.48756994,95.46660511
  2017-11-01,79.01494585,89.03258386,90.46915436,95.48138467
  2017-12-01,79.19918573,89.10620328,90.46504245,95.51499395
  2018-01-01,79.32646929,89.16648705,90.43964653,95.47253009
  2018-02-01,79.46184806,89.31387768,90.48461249,95.50590689
  2018-03-01,79.59877203,89.36144191,90.54661402,95.51336742
  2018-04-01,79.67245096,89.42292741,90.56988777,95.57160001
  2018-05-01,79.75948077,89.51851798,90.61565471,95.65552922
  2018-06-01,79.84663931,89.51834608,90.6574006,95.71484488
  2018-07-01,79.88930654,89.63763408,90.68604647,95.79060639
  2018-08-01,79.93293116,89.78615817,90.72730928,95.93912263
  2018-09-01,79.95298663,89.82921648,90.721181,95.98960147
  2018-10-01,80.05447378,89.92645734,90.64760309,95.99383384
  2018-11-01,80.12497259,90.03461026,90.67537762,95.99497201
  2018-12-01,80.12460149,90.08539818,90.69894953,95.95306349
  2019-01-01,80.20398824,90.16639178,90.72134438,95.98514345
  2019-02-01,80.21903659,90.18063422,90.77671006,96.01910907
  2019-03-01,80.23757671,90.29391383,90.82691689,96.03874743
  2019-04-01,80.25570369,90.37396416,90.79230336,96.03713206
  2019-05-01,80.24201367,90.46527224,90.73022093,96.03027778
  2019-06-01,80.20103028,90.50805645,90.68793526,96.02428854
  2019-07-01,80.20238134,90.54282368,90.60511563,95.95581713
  2019-08-01,80.27284347,90.63983222,90.56294195,95.89277552
  2019-09-01,80.35089034,90.73956867,90.56346085,95.855665
  2019-10-01,80.3508655,90.8394124,90.54355449,95.9086632
  2019-11-01,80.34483324,90.94211707,90.55877067,95.9318965
  2019-12-01,80.3695359,91.03649227,90.55831824,95.95600287
  2020-01-01,80.32919298,91.08021706,90.57828413,95.96709754
  2020-02-01,80.26652337,90.97962287,90.63365611,95.89800309
  2020-03-01,80.12553447,90.77636731,90.61022371,95.83554655
  2020-04-01,79.01501578,89.5839997,90.01070428,95.38339908
  2020-05-01,78.11589458,88.62755306,89.55449599,95.00067306
  2020-06-01,77.48599907,87.85747216,89.15504988,94.69716398
  2020-07-01,76.93908826,87.1066775,88.65982795,94.45762879
  2020-08-01,76.49632939,86.56587806,88.30459909,94.26957387
  2020-09-01,76.03816456,86.00658713,87.99209083,94.07002273
  2020-10-01,75.66072669,85.46770491,87.80773415,93.85235488
  2020-11-01,75.18799123,84.98023126,87.58026386,93.68921969
  2020-12-01,74.69610342,84.47170053,87.39717261,93.58193938
  2021-01-01,74.22689675,84.00826219,87.18250265,93.49200436
  2021-02-01,73.78893457,83.73231314,86.91162305,93.40105452
  2021-03-01,73.43893863,83.48903712,86.79677972,93.30637763
  2021-04-01,74.06775515,84.23417553,87.3541789,93.6799414
  2021-05-01,74.48597109,84.76351574,87.78300707,93.96978036
  2021-06-01,74.77199686,85.15746141,88.09383818,94.19106957
  2021-07-01,75.04282896,85.5775761,88.59159331,94.39226947
  2021-08-01,75.26532871,85.84477241,88.87069794,94.59386651
  2021-09-01,75.47632073,86.16192712,89.06789306,94.7932548
  2021-10-01,75.70165709,86.41493212,89.18887607,94.92141318
  2021-11-01,75.99178701,86.63426025,89.32253436,95.04325681
  2021-12-01,76.2379985,86.96702496,89.45610603,95.16580876
  2022-01-01,76.51796992,87.30475139,89.54100489,95.13032687
  2022-02-01,76.8729785,87.68978881,89.72176142,95.1901521
  2022-03-01,77.22552372,88.03483189,89.80873993,95.35616154
  2022-04-01,77.57534934,88.46403523,89.87234139,95.42562053
  2022-05-01,78.01280551,88.79713349,89.9602044,95.50282079
  2022-06-01,78.31892374,89.1205522,90.0989045,95.54491712
  2022-07-01,78.56375206,89.314133,90.23354929,95.55210373
  2022-08-01,78.72897514,89.5158484,90.37827733,95.5512014
  2022-09-01,78.90423322,89.73276512,90.5078898,95.5225111
  2022-10-01,78.98328951,89.88463119,90.6256052,95.55019721
  2022-11-01,79.0702598,89.98415015,90.6985615,95.53313033
  2022-12-01,79.26201505,89.98191281,90.7542652,95.49360696
  2023-01-01,79.40435593,89.95407985,90.86350083,95.50969426
  2023-02-01,79.5309073,89.9284291,90.8729833,95.51492211
  2023-03-01,79.62945826,89.97994082,90.93045955,95.48923191
  2023-04-01,79.66858466,90.01309891,91.00511936,95.45548267
  2023-05-01,79.71173835,89.97577952,90.98910122,95.44085657
  2023-06-01,79.78523405,90.01261684,91.01320364,95.48150465
  2023-07-01,79.82676257,90.14710526,91.00870634,95.45486849
  2023-08-01,79.88838425,90.17190194,91.00118808,95.37249989
  2023-09-01,79.91362038,90.17113418,91.00745502,95.39015735  
  Year,No college degree and no children under age 10,No college degree and has a child under age 10,Has a college degree and no children under age 10,Has a college degree and has a child under age 10
  1995,48.9916985,22.99836351,18.94842295,9.061515039
  1996,48.703264,23.10548561,18.98769676,9.203553626
  1997,48.94393546,22.92493206,18.98243038,9.148702088
  1998,48.88877164,22.44562683,19.35423822,9.311363313
  1999,48.58139428,21.93289,20.04400699,9.441708723
  2000,48.73036569,21.59855554,20.26215311,9.40892566
  2001,49.03393504,21.21484791,20.2481635,9.503053556
  2002,49.18599298,20.96183836,20.15403974,9.698128923
  2003,49.37807009,20.91871663,19.84855208,9.854661204
  2004,49.25058317,20.91796633,19.87752897,9.953921535
  2005,49.94168025,20.57863967,19.81577318,9.663906899
  2006,49.91480388,20.42579713,19.91849018,9.740908819
  2007,49.72579521,20.17924138,20.05707957,10.03788384
  2008,50.07594979,19.67244719,20.10731629,10.14428674
  2009,50.39430546,19.70378019,19.83175257,10.07016178
  2010,50.25302444,19.79060632,19.93431564,10.0220536
  2011,50.03085979,19.51523775,20.29966265,10.15423981
  2012,49.78892572,19.15629554,20.89202953,10.16274922
  2013,49.30463345,18.72213194,21.73439682,10.23883778
  2014,49.18911497,18.59084127,21.78704338,10.43300039
  2015,48.36180576,18.41432271,22.45335682,10.77051472
  2016,47.97335959,18.00216311,23.21632529,10.808152
  2017,48.05513324,17.39951962,23.72999777,10.81534937
  2018,47.35405906,17.24377713,24.44518299,10.95698083
  2019,46.75317963,17.15182098,25.01835602,11.07664337
  2020,46.15655807,16.46415782,25.90084253,11.47844159
  2021,46.45835048,16.19854978,26.12497166,11.21812808
  2022,46.21013995,15.84875174,26.57907114,11.36203717
  2023,45.75102606,15.44067639,27.30851927,11.49977829
  AgeOfYoungestChild,2002-2003,2022-2023
  0,47.77392807,48.93271378
  1,53.67776198,55.16198599
  2,57.37069662,58.84863421
  3,59.70301121,59.59234183
  4,62.20377497,62.84731021
  5,64.50529007,64.32168599
  6,65.77727636,67.8110132
  7,69.33866794,67.15770609
  8,70.2987109,67.74308457
  9,70.37615045,68.66827314
  10,72.34793404,68.75837556
  11,72.61963389,70.05154267
  12,74.26595552,70.53749061
  13,75.17604057,71.59262634
  14,75.08646906,71.80048417
  15,75.08425627,72.8927326
  16,76.81625011,72.62054996
  17,76.54465587,72.75927849
  AgeOfYoungestChild,2002-2003,2022-2023
  0,43.92744282,44.49508895
  1,37.81277666,37.26198104
  2,33.85028716,33.48089257
  3,30.52523929,32.97683315
  4,27.64596603,29.2438918
  5,24.80401072,27.12218968
  6,22.43918843,24.06842664
  7,19.58767985,23.49013344
  8,19.14100533,23.28454061
  9,18.7322905,22.13325918
  10,16.62497811,21.03436787
  11,16.40233282,20.08498827
  12,14.91810285,19.44701817
  13,13.92682971,18.16879456
  14,13.28865124,17.22504409
  15,13.081343,16.21946736
  16,11.06852001,15.07764327
  17,11.27999174,15.5743638
  Group,YearsFromBirth,Estimate,Upper,Lower
  Women with a college degree,-5,-0.6921673,0.2461811,-1.6305157
  Women with a college degree,-4,0.2864167,1.0603938,-0.4875605
  Women with a college degree,-3,0.1830557,0.8125003,-0.446389
  Women with a college degree,-2,0,0,0
  Women with a college degree,-1,0.2020363,0.7639723,-0.3598997
  Women with a college degree,0,-29.1545007,-27.836973,-30.4720284
  Women with a college degree,1,-26.0322762,-24.7372399,-27.3273125
  Women with a college degree,2,-29.0288755,-27.689369,-30.3683819
  Women with a college degree,3,-29.3519149,-27.9804377,-30.7233921
  Women with a college degree,4,-30.3558556,-28.9299892,-31.7817221
  Women with a college degree,5,-30.4096724,-28.9308166,-31.8885281
  Women with a college degree,6,-29.3962777,-27.8565009,-30.9360545
  Women with a college degree,7,-28.7765176,-27.2053436,-30.3476915
  Women with a college degree,8,-28.8179232,-27.1955369,-30.4403096
  Women with a college degree,9,-26.4335529,-24.7547409,-28.112365
  Women with a college degree,10,-25.3133833,-23.5788469,-27.0479197
  Women without a college degree,-5,1.5284011,2.2785053,0.7782969
  Women without a college degree,-4,0.1459114,0.7902261,-0.4984033
  Women without a college degree,-3,0.4087989,0.9767406,-0.1591428
  Women without a college degree,-2,0,0,0
  Women without a college degree,-1,0.0663807,0.6173649,-0.4846036
  Women without a college degree,0,-32.1888795,-30.9808189,-33.3969401
  Women without a college degree,1,-31.536977,-30.3259039,-32.7480501
  Women without a college degree,2,-30.7982506,-29.5556112,-32.04089
  Women without a college degree,3,-32.4311462,-31.1343099,-33.7279825
  Women without a college degree,4,-32.7536946,-31.416082,-34.0913072
  Women without a college degree,5,-32.865052,-31.4653158,-34.2647883
  Women without a college degree,6,-33.8501885,-32.3722989,-35.328078
  Women without a college degree,7,-31.7716241,-30.2461475,-33.2971006
  Women without a college degree,8,-30.9333593,-29.3439546,-32.5227639
  Women without a college degree,9,-29.1646576,-27.5271347,-30.8021806
  Women without a college degree,10,-24.7086814,-23.0225842,-26.3947786
  Men,-5,0.493401,0.8052374,0.1815646
  Men,-4,0.5850738,0.8708867,0.2992609
  Men,-3,0.3139771,0.5680259,0.0599282
  Men,-2,0,0,0
  Men,-1,-0.1120981,0.1599428,-0.3841389
  Men,0,0.4887628,0.9195574,0.0579682
  Men,1,0.0711859,0.5028592,-0.3604875
  Men,2,0.2248911,0.6590853,-0.2093031
  Men,3,-0.6325123,-0.1809672,-1.0840573
  Men,4,-0.6228896,-0.1630734,-1.0827057
  Men,5,-0.6819843,-0.200361,-1.1636076
  Men,6,-0.5425571,-0.0535992,-1.0315151
  Men,7,-0.6532265,-0.1565469,-1.149906
  Men,8,-0.0233505,0.4766628,-0.5233639
  Men,9,-0.0418097,0.4814937,-0.5651131
  Men,10,-0.076633,0.4593874,-0.6126533
  Group,YearsFromBirth,Estimate,Upper,Lower
  Women with a college degree,-5,1.005259,1.8175026,0.1930154
  Women with a college degree,-4,0.4094539,1.0891877,-0.2702798
  Women with a college degree,-3,-0.4874679,0.1222602,-1.097196
  Women with a college degree,-2,0,0,0
  Women with a college degree,-1,-0.8232316,-0.2755406,-1.3709226
  Women with a college degree,0,-23.9250818,-22.6857718,-25.1643918
  Women with a college degree,1,-23.3941961,-22.1457216,-24.6426705
  Women with a college degree,2,-25.570828,-24.3099307,-26.8317254
  Women with a college degree,3,-28.1411498,-26.8453241,-29.4369755
  Women with a college degree,4,-27.914514,-26.6036178,-29.2254101
  Women with a college degree,5,-26.8599917,-25.5326929,-28.1872905
  Women with a college degree,6,-27.8534378,-26.4741673,-29.2327083
  Women with a college degree,7,-27.5602466,-26.1550736,-28.9654196
  Women with a college degree,8,-27.5040536,-26.0737627,-28.9343445
  Women with a college degree,9,-22.5381587,-21.1313013,-23.945016
  Women with a college degree,10,-23.5813538,-22.1279663,-25.0347413
  Women without a college degree,-5,-1.0625042,-0.3167114,-1.808297
  Women without a college degree,-4,-0.4182903,0.2523426,-1.0889233
  Women without a college degree,-3,0.3147048,0.9097873,-0.2803778
  Women without a college degree,-2,0,0,0
  Women without a college degree,-1,0.5849531,1.1655953,0.00431
  Women without a college degree,0,-27.8410893,-26.6634014,-29.0187773
  Women without a college degree,1,-27.2576007,-26.0882702,-28.4269312
  Women without a college degree,2,-27.788512,-26.5994937,-28.9775304
  Women without a college degree,3,-28.484234,-27.2557584,-29.7127096
  Women without a college degree,4,-25.8346693,-24.5800621,-27.0892766
  Women without a college degree,5,-27.4509602,-26.1745425,-28.7273779
  Women without a college degree,6,-25.0954525,-23.7881028,-26.4028022
  Women without a college degree,7,-26.0958126,-24.7513839,-27.4402412
  Women without a college degree,8,-22.7225945,-21.341622,-24.103567
  Women without a college degree,9,-20.9411981,-19.5365103,-22.345886
  Women without a college degree,10,-21.658323,-20.220006,-23.09664
  Men,-5,0.9673468,1.3388857,0.5958078
  Men,-4,0.7516916,1.0832902,0.420093
  Men,-3,0.5293447,0.8326259,0.2260635
  Men,-2,0,0,0
  Men,-1,-0.3448328,-0.055155,-0.6345105
  Men,0,1.9389865,2.3761215,1.5018515
  Men,1,1.1089872,1.5574852,0.6604891
  Men,2,1.8395851,2.2732967,1.4058736
  Men,3,1.8069265,2.2488403,1.3650126
  Men,4,1.8753504,2.3189698,1.431731
  Men,5,1.8939581,2.344116,1.4438002
  Men,6,1.7583741,2.223716,1.2930322
  Men,7,2.1827237,2.6382064,1.7272409
  Men,8,1.1420632,1.6372275,0.6468989
  Men,9,1.3681722,1.8740042,0.8623402
  Men,10,1.1839181,1.6939186,0.6739175
  Group,YearsFromBirth,Estimate,Upper,Lower
  Women with a college degree,-5,0.3414231,1.1149213,-0.4320751
  Women with a college degree,-4,0.4753256,1.1370635,-0.1864123
  Women with a college degree,-3,0.3171526,0.9125756,-0.2782704
  Women with a college degree,-2,0,0,0
  Women with a college degree,-1,0.1897615,0.7617534,-0.3822305
  Women with a college degree,0,-18.5709222,-17.376941,-19.7649034
  Women with a college degree,1,-19.0747996,-17.8910689,-20.2585302
  Women with a college degree,2,-19.5133775,-18.3296674,-20.6970876
  Women with a college degree,3,-21.4503406,-20.2182467,-22.6824346
  Women with a college degree,4,-23.7822369,-22.4970123,-25.0674615
  Women with a college degree,5,-24.5008667,-23.2293915,-25.7723418
  Women with a college degree,6,-24.721317,-23.4147793,-26.0278547
  Women with a college degree,7,-25.1520567,-23.8227991,-26.4813144
  Women with a college degree,8,-22.3859884,-21.0553524,-23.7166244
  Women with a college degree,9,-24.5068414,-23.142086,-25.8715967
  Women with a college degree,10,-22.2402888,-20.8953259,-23.5852517
  Women without a college degree,-5,-1.0512379,-0.159779,-1.9426968
  Women without a college degree,-4,0.4094482,1.1965028,-0.3776065
  Women without a college degree,-3,0.1756438,0.8709826,-0.5196949
  Women without a college degree,-2,0,0,0
  Women without a college degree,-1,-1.8007095,-1.105886,-2.495533
  Women without a college degree,0,-26.3498447,-25.0739684,-27.6257209
  Women without a college degree,1,-23.4131518,-22.1792406,-24.6470631
  Women without a college degree,2,-23.7411131,-22.5060187,-24.9762075
  Women without a college degree,3,-22.9085596,-21.6842126,-24.1329066
  Women without a college degree,4,-24.8716907,-23.6403182,-26.1030633
  Women without a college degree,5,-25.6167837,-24.357333,-26.8762344
  Women without a college degree,6,-23.0103132,-21.7368758,-24.2837507
  Women without a college degree,7,-21.4711931,-20.176641,-22.7657451
  Women without a college degree,8,-19.2894417,-17.9877641,-20.5911192
  Women without a college degree,9,-19.7721639,-18.444401,-21.0999268
  Women without a college degree,10,-17.9830197,-16.6284652,-19.3375742
  Men,-5,-0.2420753,0.208521,-0.6926715
  Men,-4,-0.2166584,0.1696814,-0.6029982
  Men,-3,-0.4034219,-0.0536041,-0.7532397
  Men,-2,0,0,0
  Men,-1,0.6793159,0.9970015,0.3616303
  Men,0,1.0437154,1.5263369,0.5610939
  Men,1,0.8142749,1.2986494,0.3299005
  Men,2,1.3436868,1.8147702,0.8726034
  Men,3,1.1401522,1.6168212,0.6634832
  Men,4,1.3751162,1.8490822,0.9011502
  Men,5,1.1198685,1.6001945,0.6395424
  Men,6,1.4757361,1.9631911,0.9882811
  Men,7,1.157248,1.6677861,0.6467099
  Men,8,1.6314111,2.1406917,1.1221305
  Men,9,1.3236571,1.8493701,0.797944
  Men,10,1.4709615,2.0080041,0.9339189
  Group,YearsFromBirth,Estimate,Upper,Lower
  Women with a college degree,-5,-0.4637126,0.2254824,-1.1529076
  Women with a college degree,-4,-0.0376116,0.5989861,-0.6742092
  Women with a college degree,-3,0.492044,1.051875,-0.067787
  Women with a college degree,-2,0,0,0
  Women with a college degree,-1,-1.2192889,-0.6455221,-1.7930556
  Women with a college degree,0,-22.2807775,-21.0638892,-23.4976658
  Women with a college degree,1,-21.0707492,-19.884876,-22.2566223
  Women with a college degree,2,-23.4786542,-22.2482127,-24.7090956
  Women with a college degree,3,-23.8127521,-22.5674817,-25.0580226
  Women with a college degree,4,-25.3679417,-24.0925742,-26.6433092
  Women with a college degree,5,-23.9275952,-22.644492,-25.2106984
  Women with a college degree,6,-22.8387383,-21.5265848,-24.1508917
  Women with a college degree,7,-24.2416699,-22.898695,-25.5846448
  Women with a college degree,8,-22.1771954,-20.8427435,-23.5116473
  Women with a college degree,9,-19.7315029,-18.3962471,-21.0667588
  Women with a college degree,10,-20.3856481,-19.0376248,-21.7336715
  Women without a college degree,-5,2.3393673,3.4235607,1.2551739
  Women without a college degree,-4,0.9214073,1.8732058,-0.0303913
  Women without a college degree,-3,0.5659944,1.4214456,-0.2894568
  Women without a college degree,-2,0,0,0
  Women without a college degree,-1,0.2123318,1.0647382,-0.6400747
  Women without a college degree,0,-24.9496961,-23.4496604,-26.4497319
  Women without a college degree,1,-20.6494345,-19.1923034,-22.1065657
  Women without a college degree,2,-20.3320528,-18.9042337,-21.759872
  Women without a college degree,3,-19.532446,-18.1288208,-20.9360713
  Women without a college degree,4,-19.4289072,-18.0104164,-20.847398
  Women without a college degree,5,-21.6744328,-20.2371866,-23.1116791
  Women without a college degree,6,-20.9445567,-19.5109636,-22.3781499
  Women without a college degree,7,-18.660628,-17.2283258,-20.0929303
  Women without a college degree,8,-16.6323926,-15.2096197,-18.0551656
  Women without a college degree,9,-13.9519555,-12.535872,-15.368039
  Women without a college degree,10,-13.5592703,-12.1225617,-14.9959788
  Men,-5,-0.0645307,0.3856542,-0.5147157
  Men,-4,0.2753293,0.6542258,-0.1035673
  Men,-3,0.3984603,0.7390289,0.0578917
  Men,-2,0,0,0
  Men,-1,-0.3052978,0.0157729,-0.6263685
  Men,0,1.1048625,1.5618349,0.6478901
  Men,1,0.6480978,1.1056331,0.1905625
  Men,2,0.9334907,1.3777767,0.4892047
  Men,3,1.1144568,1.5576015,0.6713121
  Men,4,1.1938767,1.6488992,0.7388543
  Men,5,1.0210317,1.4748395,0.5672239
  Men,6,0.9513343,1.4202415,0.4824272
  Men,7,0.9283711,1.4000557,0.4566865
  Men,8,0.9929495,1.4650385,0.5208604
  Men,9,1.0885298,1.5670031,0.6100565
  Men,10,0.5466131,1.0520295,0.0411966
  Group,YearsFromBirth,Estimate,Upper,Lower
  Women with a college degree,-5,-1.7001091,-0.8375484,-2.5626698
  Women with a college degree,-4,-1.6794467,-0.9351488,-2.4237447
  Women with a college degree,-3,-0.6187357,0.0411588,-1.2786301
  Women with a college degree,-2,0,0,0
  Women with a college degree,-1,-1.8187064,-1.2082514,-2.4291615
  Women with a college degree,0,-22.7589894,-21.5444683,-23.9735105
  Women with a college degree,1,-22.4364729,-21.2628348,-23.6101109
  Women with a college degree,2,-23.3917494,-22.2120734,-24.5714254
  Women with a college degree,3,-24.7105444,-23.5258575,-25.8952312
  Women with a college degree,4,-25.9912033,-24.7799229,-27.2024837
  Women with a college degree,5,-24.1408129,-22.9265966,-25.3550293
  Women with a college degree,6,-23.4339609,-22.2021032,-24.6658185
  Women with a college degree,7,-24.1181698,-22.8433311,-25.3930084
  Women with a college degree,8,-23.9952065,-22.7081419,-25.2822711
  Women with a college degree,9,-21.8408471,-20.5529459,-23.1287484
  Women with a college degree,10,-20.5408268,-19.2362868,-21.8453669
  Women without a college degree,-5,3.3907715,4.6475239,2.1340191
  Women without a college degree,-4,2.3969063,3.5241585,1.2696541
  Women without a college degree,-3,1.906284,2.9571139,0.8554541
  Women without a college degree,-2,0,0,0
  Women without a college degree,-1,-0.0417476,1.0191853,-1.1026805
  Women without a college degree,0,-25.4092698,-23.676666,-27.1418737
  Women without a college degree,1,-22.2465687,-20.5753254,-23.917812
  Women without a college degree,2,-20.9212976,-19.2570981,-22.5854971
  Women without a college degree,3,-21.2799987,-19.6235643,-22.9364331
  Women without a college degree,4,-21.5724334,-19.9018871,-23.2429796
  Women without a college degree,5,-21.9368114,-20.2745467,-23.5990761
  Women without a college degree,6,-19.9326054,-18.2676356,-21.5975751
  Women without a college degree,7,-18.9578379,-17.2933025,-20.6223734
  Women without a college degree,8,-15.5601554,-13.9133652,-17.2069457
  Women without a college degree,9,-13.9382387,-12.299649,-15.5768283
  Women without a college degree,10,-11.1491494,-9.5145252,-12.7837736
  Men,-5,0.5899744,1.0467514,0.1331975
  Men,-4,0.550972,0.9640203,0.1379238
  Men,-3,0.3323025,0.717024,-0.0524189
  Men,-2,0,0,0
  Men,-1,0.6273379,0.986664,0.2680117
  Men,0,1.855609,2.387144,1.324074
  Men,1,1.8634008,2.3833046,1.343497
  Men,2,1.7433074,2.2616892,1.2249257
  Men,3,2.4369298,2.930855,1.9430046
  Men,4,1.8037559,2.3269165,1.2805952
  Men,5,1.8922498,2.4131745,1.371325
  Men,6,1.3995364,1.9360378,0.8630351
  Men,7,2.2192252,2.7447898,1.6936606
  Men,8,0.8594865,1.4176259,0.3013471
  Men,9,1.4358783,1.9945713,0.8771854
  Men,10,1.9012985,2.4700124,1.3325846
  Group,YearsFromBirth,Estimate,Upper,Lower
  Women with a college degree,-5,1.5549615,2.3513896,0.7585333
  Women with a college degree,-4,1.7310397,2.413264,1.0488153
  Women with a college degree,-3,1.3756924,1.9856312,0.7657537
  Women with a college degree,-2,0,0,0
  Women with a college degree,-1,0.8409126,1.4266054,0.2552197
  Women with a college degree,0,-15.3936713,-14.2207139,-16.5666287
  Women with a college degree,1,-16.4498966,-15.2937559,-17.6060373
  Women with a college degree,2,-20.0765771,-18.8901973,-21.262957
  Women with a college degree,3,-19.0065891,-17.8324546,-20.1807236
  Women with a college degree,4,-20.7110348,-19.5156808,-21.9063889
  Women with a college degree,5,-19.4447935,-18.238618,-20.6509689
  Women with a college degree,6,-20.162537,-18.9317739,-21.3933002
  Women with a college degree,7,-18.5817955,-17.3287184,-19.8348725
  Women with a college degree,8,-19.352128,-18.0795914,-20.6246646
  Women with a college degree,9,-19.2351545,-17.9407221,-20.5295869
  Women with a college degree,10,-18.4004741,-17.0882327,-19.7127155
  Women without a college degree,-5,1.7846441,3.15824,0.4110481
  Women without a college degree,-4,0.5094648,1.6887603,-0.6698308
  Women without a college degree,-3,1.0993752,2.1704608,0.0282896
  Women without a college degree,-2,0,0,0
  Women without a college degree,-1,-1.7560246,-0.6632966,-2.8487526
  Women without a college degree,0,-24.9912165,-23.2150801,-26.7673528
  Women without a college degree,1,-20.6829546,-18.9192064,-22.4467028
  Women without a college degree,2,-20.6331828,-18.8941217,-22.372244
  Women without a college degree,3,-20.3306363,-18.5803881,-22.0808845
  Women without a college degree,4,-19.2672211,-17.5312005,-21.0032418
  Women without a college degree,5,-19.7392496,-17.9663106,-21.5121886
  Women without a college degree,6,-21.5788697,-19.7797955,-23.3779439
  Women without a college degree,7,-20.7015825,-18.8973273,-22.5058377
  Women without a college degree,8,-19.5520748,-17.7493107,-21.3548388
  Women without a college degree,9,-18.4201381,-16.6228841,-20.2173921
  Women without a college degree,10,-17.1637012,-15.3750569,-18.9523454
  Men,-5,0.3660277,0.8714262,-0.1393709
  Men,-4,0.0746826,0.5352314,-0.3858662
  Men,-3,0.2951984,0.704283,-0.1138861
  Men,-2,0,0,0
  Men,-1,0.1005785,0.5104157,-0.3092586
  Men,0,1.5245917,2.1752814,0.873902
  Men,1,1.1267022,1.7640001,0.4894043
  Men,2,1.0045768,1.6312545,0.3778992
  Men,3,1.6164741,2.2337757,0.9991725
  Men,4,2.1883157,2.7954656,1.5811658
  Men,5,1.8200568,2.4419354,1.1981782
  Men,6,1.047497,1.6860564,0.4089377
  Men,7,2.0718278,2.7085973,1.4350583
  Men,8,1.549936,2.2019934,0.8978785
  Men,9,1.5229731,2.180609,0.8653372
  Men,10,2.0384146,2.7103796,1.3664496
  Group,YearsFromBirth,Estimate,Upper,Lower
  Women with a college degree,-5,0.4087286,1.2663514,-0.4488941
  Women with a college degree,-4,-0.1115762,0.6271048,-0.8502572
  Women with a college degree,-3,-0.4384015,0.2197546,-1.0965577
  Women with a college degree,-2,0,0,0
  Women with a college degree,-1,0.314736,0.9089523,-0.2794802
  Women with a college degree,0,-16.4869424,-15.2934104,-17.6804745
  Women with a college degree,1,-15.9867872,-14.853131,-17.1204433
  Women with a college degree,2,-17.6851081,-16.5445141,-18.8257021
  Women with a college degree,3,-19.8544009,-18.7074919,-21.00131
  Women with a college degree,4,-19.6959817,-18.5595678,-20.8323956
  Women with a college degree,5,-19.9001089,-18.7408809,-21.0593369
  Women with a college degree,6,-20.2481829,-19.0853347,-21.4110311
  Women with a college degree,7,-18.6121533,-17.4437613,-19.7805453
  Women with a college degree,8,-18.8440748,-17.644269,-20.0438807
  Women with a college degree,9,-18.5865659,-17.3849861,-19.7881457
  Women with a college degree,10,-17.0192253,-15.8114566,-18.2269941
  Women without a college degree,-5,-0.8062211,0.8725501,-2.4849923
  Women without a college degree,-4,-0.2432097,1.1855024,-1.6719218
  Women without a college degree,-3,-0.6631853,0.6291927,-1.9555633
  Women without a college degree,-2,0,0,0
  Women without a college degree,-1,0.3871545,1.6536343,-0.8793252
  Women without a college degree,0,-26.2940913,-24.2738254,-28.3143572
  Women without a college degree,1,-23.7088976,-21.7984282,-25.619367
  Women without a college degree,2,-21.3931875,-19.5138643,-23.2725108
  Women without a college degree,3,-23.4452982,-21.5428837,-25.3477126
  Women without a college degree,4,-23.0836775,-21.1861842,-24.9811707
  Women without a college degree,5,-19.6616192,-17.7690542,-21.5541843
  Women without a college degree,6,-16.9414107,-15.0318299,-18.8509915
  Women without a college degree,7,-20.9774085,-19.0416935,-22.9131235
  Women without a college degree,8,-20.7454421,-18.7974031,-22.6934812
  Women without a college degree,9,-18.4380077,-16.4851153,-20.3909001
  Women without a college degree,10,-16.9583683,-14.9877541,-18.9289825
  Men,-5,1.1731237,1.8361824,0.510065
  Men,-4,1.1929394,1.7874454,0.5984333
  Men,-3,0.3784049,0.9100001,-0.1531904
  Men,-2,0,0,0
  Men,-1,0.6004076,1.092609,0.1082063
  Men,0,2.7184381,3.3770761,2.0598001
  Men,1,2.3034635,2.9315678,1.6753591
  Men,2,1.8436962,2.4722271,1.2151653
  Men,3,2.0003823,2.6200385,1.380726
  Men,4,1.8061295,2.4258706,1.1863884
  Men,5,1.448881,2.085784,0.8119779
  Men,6,2.1297643,2.7596716,1.4998571
  Men,7,1.4427443,2.0928713,0.7926172
  Men,8,1.2290555,1.8937985,0.5643125
  Men,9,1.7756765,2.4466231,1.1047298
  Men,10,2.2367809,2.9097269,1.5638348
  Group,YearsFromBirth,Estimate,Upper,Lower
  Women with a college degree,-5,-0.2304809,0.6926124,-1.1535741
  Women with a college degree,-4,-1.3582705,-0.5569284,-2.1596126
  Women with a college degree,-3,-0.2385224,0.5235924,-1.0006372
  Women with a college degree,-2,0,0,0
  Women with a college degree,-1,-0.3968203,0.3332759,-1.1269165
  Women with a college degree,0,-11.4781801,-10.1091239,-12.8472364
  Women with a college degree,1,-11.5254254,-10.2246287,-12.826222
  Women with a college degree,2,-16.5014724,-15.1537944,-17.8491504
  Women with a college degree,3,-18.1787532,-16.8485844,-19.508922
  Women with a college degree,4,-17.234928,-15.9251347,-18.5447212
  Women with a college degree,5,-16.7994628,-15.4848842,-18.1140413
  Women with a college degree,6,-16.6891941,-15.3630804,-18.0153077
  Women with a college degree,7,-15.6774502,-14.3519711,-17.0029293
  Women with a college degree,8,-18.2291812,-16.86157,-19.5967924
  Women with a college degree,9,-15.6570095,-14.2943828,-17.0196361
  Women with a college degree,10,-16.727088,-15.3335759,-18.1206001
  Women without a college degree,-5,5.2712941,7.5496609,2.9929273
  Women without a college degree,-4,1.6419923,3.5065812,-0.2225966
  Women without a college degree,-3,0.0569744,1.7256502,-1.6117015
  Women without a college degree,-2,0,0,0
  Women without a college degree,-1,1.5638518,3.2022578,-0.0745542
  Women without a college degree,0,-24.2556253,-21.6682386,-26.8430121
  Women without a college degree,1,-21.4295965,-18.9167152,-23.9424779
  Women without a college degree,2,-19.5477638,-17.0388921,-22.0566354
  Women without a college degree,3,-19.7449914,-17.2511953,-22.2387874
  Women without a college degree,4,-18.7339533,-16.2267612,-21.2411453
  Women without a college degree,5,-18.195838,-15.6659462,-20.7257298
  Women without a college degree,6,-18.0822881,-15.5465668,-20.6180093
  Women without a college degree,7,-15.3198087,-12.7647807,-17.8748366
  Women without a college degree,8,-14.4998318,-11.9301067,-17.0695569
  Women without a college degree,9,-14.8433996,-12.2889412,-17.3978579
  Women without a college degree,10,-13.6510458,-11.066488,-16.2356037
  Men,-5,0.7317445,1.5050649,-0.0415758
  Men,-4,0.3721145,1.0159176,-0.2716886
  Men,-3,-0.413927,0.1445492,-0.9724032
  Men,-2,0,0,0
  Men,-1,-0.4841097,0.0511148,-1.0193343
  Men,0,1.5290712,2.3024687,0.7556736
  Men,1,1.6109202,2.3397358,0.8821045
  Men,2,1.5792835,2.2935909,0.8649761
  Men,3,1.9731523,2.6523044,1.2940003
  Men,4,1.8350874,2.5423395,1.1278353
  Men,5,1.6972114,2.4081287,0.9862941
  Men,6,1.0783966,1.8037688,0.3530244
  Men,7,1.4566943,2.1932723,0.7201163
  Men,8,1.3644516,2.1114643,0.6174389
  Men,9,1.1032484,1.8776112,0.3288855
  Men,10,1.8154762,2.5841304,1.0468221