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{"sheet":"Intro","index":0,"n_rows":34,"n_cols":7,"rows_kept":34,"cut":false,"hidden":false,"merged":[]}
[null,null,null,null,null,null,"One-shot Introduction to Economic Mobility via Microsoft Excel"]
[null,null,null,null,null,null,"by"]
[null,null,null,null,null,null,"Humberto Barreto"]
[null,null,null,null,null,null,"hbarreto@depauw,edu"]
[]
["In general, mobility means moving around, so when we discuss economic mobility, we are imagining people moving up and down the income distribution."]
["It's great when low-income children grow up to be successful, wealthy adults. This is called intergenerational mobility."]
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["This Excel workbook is completely self-contained and all you have to do is read (scrolling down as needed), follow instructions (especially obey the CLICK commands), and pay close attention."]
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["Software Requirements:"]
[null,"You need Microsoft EXCEL, WINDOWS DESKTOP version 2007 or greater to get full functionality from this file."]
[null,null,"The file can be opened with Mac Excel, but it uses Visual Basic code that may not be fully supported on a Mac. "]
[null,null,"This file will NOT work with a browser-version of Excel because it contains macros. You must open it with a DESKTOP-version of Excel."]
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[null,"You must be sure to Enable Content or the buttons and code in this macro-enabled workbook will not work."]
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["Let's see if you are ready to go -- CLICK the button below."]
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["If the button above does not display a message on your screen when you click it, please close the workbook and open it again, making sure that you Enable Content."]
[null,"Search \"enable macros\" in Excel's Help for more information on how to do this."]
[null,"You can also click the link below for help from the internet:"]
[null,"www.google.com/search?q=excel+enable+macros"]
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["Once you get the Click to Test button (above) to work, you are ready to begin."]
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["You will reveal new sheets in the workbook as you proceed through the material. Your job is to read carefully and pay attention to the charts and think about what you are doing."]
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["Keep an eye out for bold, red text -- it always means you are supposed to do something!"]
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["Also, answer the questions as best you can -- they are not meant to test you, but to keep you focused and engaged. The answer is usually pretty easy or revealed right after the question."]
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["CLICK on the button below to proceed to the Chetty sheet when you are ready."]

{"sheet":"Chetty","index":1,"n_rows":141,"n_cols":26,"rows_kept":141,"cut":false,"hidden":true,"merged":[]}
["Raj Chetty has studied economic mobility and we will explore and explain some key results from a specific paper published in 2014."]
[]
["One way to grasp the core issue is by thinking about the American dream."]
["You have probably heard this phrase before, but maybe not. Take a moment to think about it and give the question below a try."]
["Q1) What is your definition of the American dream? CLICK in the text box below and write a few words to answer this question."]
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["When you are finished, CLICK the Next Screen button below."]
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["You might have written about being rich or successful. Maybe you mentioned owning your own home or starting your own business. Hard work might be in there."]
["My parents brought me to the United States as a baby from Cuba and their definition of the American dream involved individual liberty and freedom of expression."]
["My mom and dad really stressed education as a way to achieve the American dream -- I was the youngest of six children and all of us graduated from college!"]
["One part of the American dream that is especially important involves moving up -- this is certainly true for my parents. "]
["They were poor immigrants and they desperately wanted their children to be better off than they were."]
["This is what economic mobility is all about -- to what extent do people move up and down in relative economic position as they live their lives?"]
[]
["Like my mom and dad, Chetty is especially interested in children's economic success compared to that of their parents. This is a type of economic mobility called intergenerational mobility."]
["It would stink to be in a society where being born to a low-income family means you and your children are destined to be forever poor. "]
["We want everyone to have economic opportunity so that they and their kids can break out of poverty and become middle-income or rich adults. "]
["America as the land of opportunity -- starting at the bottom and working your way to the top -- is at the heart of the American dream."]
[]
["Think of a ladder, with people sorted by income, lowest at the bottom and highest at the top."]
["Now think of two ladders, one for parents and the another for their children, like this:"]
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[null,null,null,"There is zero intergenerational mobility here because the children (on the right) occupy the exact same positions as their parents (on the left)."]
[null,null,null,"This society is rigid and wherever you are born is where you will stay."]
[null,null,null,"This is the exact opposite of the American dream!"]
[]
[]
["Below is a society with economic mobility:"]
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[null,null,null,"The American dream is achieved by e -- born poor to E, but rises to the top as an adult."]
[null,null,null,"Also, there is a lot of movement between the two generations."]
[null,null,null,"This is high intergenerational mobility."]
[]
[]
["No mobility is clearly bad, but what exactly is a good amount of mobility? "]
["To answer this question, we need a numerical measure of some kind. There are many statistics and computations to choose from. "]
["Perhaps the easiest focuses directly on the outcomes of children (e) born to low-income parents (E)."]
["Imagine if you had information on the income of 100 adults and (this part is crazy) the income of their parents when those 100 adults were kids."]
["You could figure out how many of the highest income adults came from poor families -- and this would be a way to measure intergenerational mobility."]
["This is Chetty's strategy."]
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["Chetty (and his co-authors, Nathaniel Hendren, Patrick Kline, and Emmanuel Saez) published a paper titled. \"WHERE IS THE LAND OF OPPORTUNITY? THE GEOGRAPHY OF INTERGENERATIONAL MOBILITY IN THE UNITED STATES\" in 2014."]
["https://academic.oup.com/qje/article/129/4/1553/1853754",null,null,null,null,null,"(This link is open-access.)"]
["From tax records (over 40 million observations), they collected incomes of people who were US citizens and roughly 30 years old in 2010 (birth cohorts from 1980 to 1982)."]
["Then they went back and got parental (average family) income when the children were born. They also got geographical location and other information."]
[]
["To repeat, there are many ways to measure mobility and they tried several alternatives, but one of them was to focus on computing the percentage of rich adults that were born to poor parents."]
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["In the quotation below, the language is sophisticated because Chetty and his co-authors are writing to an academic audience in an economics journal."]
["Quintiles are fifths (like deciles are tenths). We take all of the incomes and sort them from lowest to highest (remember the ladder)."]
["There is a minimum and maximum income. The median is the income where 50% make less and 50% more (so it is the 50th percentile)."]
["The median splits the incomes into two groups (half are below and the other half above the median), but we can also chop the distribution into fewer groups. Sometimes quartiles (4 groups) are used, but Chetty used quintiles (5 groups)."]
["If your income is in the first quintile, you are in the bottom fifth of the ladder. The third quintile means you are in the middle of the income distribution and the richest people are in the fifth (top) quintile."]
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[null,"\"Table II presents a quintile transition matrix: the probability that a child is in quintile m of the child income distribution conditional on his parent being in quintile n of the parent income distribution."]
[null," One statistic of particular interest in this matrix is the probability of moving from the bottom quintile to the top quintile, a simple measure of success that we return to later. "]
[null,"This probability is 7.5% in the United States, compared with 11.7% in Denmark (Boserup, Kopczuk, and Kreiner 2013) and 13.4% in Canada (Corak and Heisz 1999). "]
[null,"In this sense, the chances of achieving the American dream are considerably higher for children in Denmark and Canada than those in the United States.\" (p. 1578)"]
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[null,null,null,null,null,null,null,null,null,null,null,null,"If you forget if the top is the 1st or the 5th quintile, remember that ",null,null,null,null,null,null,null,"Do the row and columns add up to 100%? YES! (with a little rounding error)"]
[null,null,null,null,null,null,null,null,null,null,null,null,"the 1st percentile is really low and the 99th percentile is really high.",null,null,null,null,null,null,null,0.33700000000000002,0.24199999999999999,0.17799999999999999,0.13400000000000001,0.109,{"$f":"SUM(U113:Y113)","v":0.99999999999999989}]
[null,null,null,null,null,null,null,null,null,null,null,null,"In the table, notice that 33.7% of adults born to poor parents were",null,null,null,null,null,null,null,0.28000000000000003,0.24199999999999999,0.19800000000000001,0.16,0.11899999999999999,{"$f":"SUM(U114:Y114)","v":0.999}]
[null,null,null,null,null,null,null,null,null,null,null,null,"themselves poor -- row 1, column 1. They were unable to escape poverty.",null,null,null,null,null,null,null,0.184,0.217,0.221,0.20899999999999999,0.17,1.0009999999999999]
[null,null,null,null,null,null,null,null,null,null,null,null,"5, 5 are rich adults born to rich parents. This percentage, 36.5%, is high",null,null,null,null,null,null,null,0.123,0.17599999999999999,0.22,0.24399999999999999,0.23599999999999999,0.999]
[null,null,null,null,null,null,null,null,null,null,null,null,"because it's easier to be rich if you are born rich.",null,null,null,null,null,null,null,7.4999999999999997E-2,0.123,0.183,0.254,0.36499999999999999,1]
[null,null,null,null,null,null,null,null,null,null,null,null,"1, 5 are poor adults born to rich parents. Only 10.9% of poor adults ",null,null,null,null,null,null,null,{"$f":"SUM(U113:U117)","v":0.99899999999999989},{"$f":"SUM(V113:V117)","v":1},1,1.0009999999999999,0.999]
[null,null,null,null,null,null,null,null,null,null,null,null,"were children of rich parents."]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,{"$f":"(U113+V114+W115+X116+Y117)/5","v":0.28179999999999999},"immobility ratio -- fraction of the mass that falls on the diagonal"]
[]
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["Another data point for your consideration is that the bottom-to-top transition probability in England and Wales is 9.7% (see Table 3 on p. 89 in the link below for the full transition matrix). "]
[null,"Source:","https://onlinelibrary.wiley.com/doi/pdf/10.1111/sjoe.12511"]
[]
["We will delve deeper into the exact meaning of the bottom-to-top transition probability and what Table II is telling us, but for now, let me point out that these numbers are a bit shocking."]
["I mean, this measure of mobility says that Canada has almost twice the mobility of the United States!"]
["Also, Chetty's results show that the American dream is more likely in the three countries mentioned than in the United States, although we will see that there is huge variation across the US in the bottom-to-top measure of mobility."]
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["To understand the meaning of this 7.5% number, we need to see how it is computed and what values are high or low."]
["Our strategy will be to simulate incomes of parents and children so we can understand the transition matrix and especially the circled value of 7.5%, which is our measure of economic mobility."]
[]
["Before we begin, answer this question (you are certainly free to scroll up and reread if that helps you):"]
["Q2) What is the definition of economic mobility? Click in the text box below and write a few words to answer this question."]
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["When you are finished, CLICK the Next Screen button below."]

{"sheet":"LadderGraphics","index":2,"n_rows":6,"n_cols":8,"rows_kept":6,"cut":false,"hidden":true,"merged":[]}
[]
[null,"A",null,"a",null,"A",null,"e"]
[null,"B",null,"b",null,"B",null,"d"]
[null,"C",null,"c",null,"C",null,"b"]
[null,"D",null,"d",null,"D",null,"a"]
[null,"E",null,"e",null,"E",null,"c"]

{"sheet":"Income","index":3,"n_rows":172,"n_cols":13,"rows_kept":172,"cut":false,"hidden":true,"merged":[]}
["This sheet explains Excel's random number generator, RAND(), but also points out that it cannot be used to simulate incomes."]
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["We start with Excel's RAND() function. Try it now -- CLICK in a cell below and enter the formula =RAND()"]
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["PRESS F9 repeatedly to see the number in your cell bounce around."]
["RAND() is how Excel produces random numbers in the interval from 0 to 1."]
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["Random number generation is a complicated, fascinating area of study that we will not dive into."]
["We just want a quick overview so we can simulate incomes to explain Chetty's transition probabilities."]
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["CLICK the Next Screen button below."]
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["Here are 10 uniformly distributed random numbers"]
["CLICK in a few cells in the range B54 to B63 to see they all have the same formula: =RAND()"]
[null,{"$f":"RAND()","v":0.77879068364702775}]
[null,{"$f":"RAND()","v":0.28299491489573092}]
[null,0.11603731764620828]
[null,0.16978855290117834]
[null,0.5692843451676165,null,null,null,null,null,null,null,"PRESS F9 repeatedly to see the numbers bounce around."]
[null,0.95840501197999195]
[null,4.2543757107461055E-2,null,null,null,null,null,null,null,"Excel's RAND() function generates a random number that is uniformly distributed on the interval [0,1], so we are equally likely to get numbers anywhere from 0 to 1, with an average of 0.5."]
[null,0.37476083731041443]
[null,0.93484523854520751,null,null,null,null,null,null,null,"These charts are called histograms. They show how many values fall into each bin."]
[null,0.98473335057053968,null,null,null,null,null,null,null,"The numbers in the rectangles show many values are in that bin (the range shown on the x axis)."]
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["We could multiply each RAND() by say $200,000 to get random incomes from 0 to 200,000 with an average of $100,000, like this:"]
["CLICK in a few cells in the range B67 to B76 to see they all have the same formula: =200000*RAND()"]
[null,{"$f":"200000*RAND()","v":28673.63955095792}]
[null,{"$f":"200000*RAND()","v":122957.60443425892},null,null,null,null,null,null,null,"Multiplying RAND() by a constant, x>1, stetches the distribution from 0 to 1 (with no multiplier) to 0 to x."]
[null,196489.00917356755,null,null,null,null,null,null,null,"The average is 0.5*x, so, in our case, 0.5*200,000 = 100,000."]
[null,12365.144966878039]
[null,27416.875189611466,null,null,null,null,null,null,null,"Each time you press F9 and recalculate the sheet, you get ten new incomes that are equally distributed in the range from 0 to $200,000."]
[null,1838.4264915394688]
[null,81185.473523350156,null,null,null,null,null,null,null,"The average of the ten numbers (in the cell below) bounces around $100,000:"]
[null,121233.18554808111,null,null,null,null,null,null,null,{"$f":"AVERAGE(B67:B76)","v":80576.823826729495}]
[null,53950.411311786062]
[null,159658.46807726438,null,null,null,null,null,null,null,"PRESS F9 repeatedly to confirm that the average is around 100K."]
[]
["This is looking pretty good for our simulation, except that the distribution is not realistic. Average US household income really is around $100,000 (in 2023), but something else is way off. "]
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["Can you figure out what is the problem with just using =200000*RAND() to get incomes that mimic the real-world distribution of income? "]
["HINT: What does the distribution of income in the real world look like?"]
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["Q3) Why can't we use =200000*RAND() to generate random incomes? CLICK in the text box below and write a few words to answer this question."]
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["By the way, Chetty used parent and child's family income because he had tax data, but household income is pretty similar. See footnote 16 on p. 1566 for more on this technical point."]
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["When you are finished, CLICK the Next Screen button below."]
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["The problem with just using RAND() multiplied by a number is that income is NOT uniformly distributed -- it has a really long tail."]
["In fact, most workers earn in the neighborhood of tens of thousands of dollars and some workers make as much as $100,000."]
["A smaller number of people make over $100,000 and even fewer make up to $200,000."]
["But it doesn't stop there."]
["Some people earn up to a million dollars and a few people make even more, millions and millions of dollars."]
["Here's what the histogram for personal income in the United States actually looks like"]
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[null,null,null,null,null,null,null,null,null,"The tail is exceptionally long -- a tiny percentage of people make a million dollars in income in a year (that's five times the length of the x axis)."]
[null,null,null,null,null,null,null,null,null,"But it doesn't stop there. In this sample (the 2021 Annual Social and Economic Supplement (ASEC) of the Current Population Survey (CPS)), the highest earner made $2,950,301."]
[null,null,null,null,null,null,null,null,null,"I don't know who the highest income earner in the US was in 2021 (probably some tech titan or hedge-fund manager), but it was more that a measly $3 million!"]
[]
[null,null,null,null,null,null,null,null,null,"In the chart, the super long tail is all scrunched up and produces the step up in the $180,000 and over category."]
[null,null,null,null,null,null,null,null,null,"In fact, the tail is so long that if you tried to show it, the chart becomes unreadable:"]
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["The Lesson: RAND() cannot generate a histogram like above. RAND() can only produce a rectangular histogram."]
["RAND() generates values are EQUALLY spread out; it will never have a long tail like the histogram above."]
["Thus, RAND() cannot be used to simulate incomes."]
[]
["So RAND() can never give us a tail like we need to simulate incomes, but guess what?"]
["We can put RAND() inside another function to mimic the long tail!"]
[null,null,null,null,null,null,null,null,null,null,null,null,"Remember, this is income for a sample of a few hundred thousand people in 2021."]
["CLICK the Next Screen button below.",null,null,null,null,null,null,null,null,null,null,null,"The actual highest income in the United States in 2021 is surely much higher than that"]
[null,null,null,null,null,null,null,null,null,null,null,null,"because it is extremely unlikely that the survey included the richest person in the US."]

{"sheet":"LogNorm","index":4,"n_rows":149,"n_cols":11,"rows_kept":149,"cut":false,"hidden":true,"merged":[]}
["This sheet explains how we can use RAND() inside the function LOGNORM.INV to generate random incomes that mimic real world incomes."]
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["But first, let's make sure we all agree that RAND() alone will not work because it cannot give us a distribution like this:"]
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["The graph above shows that household income in the United States has a median of roughly $70,000, while the average is about $100,000."]
["It also makes clear that household income is not normally distributed (like a bell-shaped curve), but instead has a really long tail."]
["The tail is so long that we use an overflow bin for all incomes over $500,000. In this sample (with roughly 60,000 households), the highest income is over $2 million."]
["While Excel's RAND() function cannot produce the distribution above, LOGNORM.INV can do it."]
[]
["Check out how LOGNORM.INV works by clicking on cell A4"]
[{"$f":"_xlfn.LOGNORM.INV(RAND(),1,1)","v":0.96265677138630645}]
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["PRESS F9 repeatedly to see the number in cell A4 bounce around."]
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["Unlike RAND(), which bounced between 0 and 1, cell A4 bounces above 1 quite often."]
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["Also, unlike RAND(), we have to give LOGNORM.INV two parameters (in addition to RAND), usually called mu (m) and sigma (s)."]
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["Mu and sigma are not the center and spread of the random numbers, but they do determine these key properties of the log-normal distribution."]
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["Click on cell A15 and change mu from 1 to 11. "]
[{"$f":"_xlfn.LOGNORM.INV(RAND(),1,1)","v":2.2759801982711587}]
["PRESS F9 repeatedly to see the number in cell A15 bounce around."]
["Wow, after changing mu from 1 to 11, the random numbers are way bigger -- and sometimes really huge."]
[]
["There are formulas to determine the expected value and standard deviation (SD) of the random numbers:"]
[11,"mu"]
[1,"sigma"]
[{"$f":"EXP(A42+A43^2/2)","v":98715.771010760494},"expected value"]
[{"$f":"SQRT((EXP(A43^2)-1)*EXP(2*A42+A43^2))","v":129399.84035382181},"SD"]
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["The formulas don't matter all that much to us right now. The real question is what does a histogram of log-normally distributed random numbers look like?"]
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["CLICK in a few cells in the range B50 to B149 to see they all have the same formula: =LOGNORM.INV(RAND(),11,1)"]
[null,{"$f":"_xlfn.LOGNORM.INV(RAND(),11,1)","v":78140.767808975099}]
[null,{"$f":"_xlfn.LOGNORM.INV(RAND(),11,1)","v":53486.860591771365}]
[null,94661.113301599835]
[null,110222.16282797755]
[null,72004.882865232415,null,null,null,null,null,null,null,"PRESS F9 repeatedly to see the numbers bounce around."]
[null,163100.9524217853]
[null,488528.21560935857,null,null,null,null,null,null,null,"Wow, with LOGNORM incomes, you sometimes get a really long tail, with a value way far out to the right."]
[null,10630.224399364057,null,null,null,null,null,null,null,{"$f":"MIN(B50:B149)","v":8352.2109319416668},"min"]
[null,59248.333569748313,null,null,null,null,null,null,null,{"$f":"MAX(B50:B149)","v":728653.75124584266},"max"]
[null,26105.710338423825,null,null,null,null,null,null,null,"This is exactly what we need to generate random incomes because that is what the typical income distribution looks like."]
[null,65040.930262177164]
[null,37531.00669111804,null,null,null,null,null,null,null,"Here is the average and median income for the 100 random draws from a log-normal(11,1):"]
[null,145364.67784828163,null,null,null,null,null,null,null,{"$f":"AVERAGE(B50:B149)","v":91980.372313885862},"average income"]
[null,105798.76869854235,null,null,null,null,null,null,null,{"$f":"MEDIAN(B50:B149)","v":59168.344365364668},"median income"]
[null,65876.794024869057]
[null,49335.810143493974,null,null,null,null,null,null,null,"Q4) What is the relationship between the average and median income? Why? CLICK in the text box below and write a few words to answer this question."]
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[null,8352.2109319416668,null,null,null,null,null,null,null,"When you are finished, CLICK the Next Screen button below."]
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{"sheet":"Mobility","index":5,"n_rows":1010,"n_cols":26,"rows_kept":1010,"cut":false,"hidden":true,"merged":[]}
["This sheet implements a model of intergenerational mobility.",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,"Cell M9 (same as S20) is the key number we are interested in."]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,"The QUINTILE TRANSITION MATRIX is like the one that Chetty produced and we added a graph below it to display the data in a different way."]
["Columns B and H use LOGNORM.INV to draw 1,000 log-normally distributed incomes.",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,"The numbers are one realization of the random process -- like rolling a 3 and 5 with two dice."]
["Columns C and I compute the RANK of each income, with 1 as the highest.",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,"PRESS F9 to see the numbers bounce. Each time you hit F9, you get a new transition probabilities because you get new incomes (in col B and H)."]
["Column D uses an IF statement to determine if the income is in the bottom (1st) quintile.",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,"We will use Monte Carlo simulation to get a handle on the center and spread of the bottom-to-top transition probability"]
["Column J uses an IF statement to determine if the income is in the top (5th) quintile.",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,"Select cell M9 (click once on it, do not be in it like when you are editing a formula), then click the MCSim button and click Proceed. "]
["Column M finds if the child's parent was in the bottom quintile AND the child is now in the top quintile.",null,null,null,null,null,null,null,null,null,"PRESS F9 repeatedly to see the numbers bounce around.",null,null,null,null,null,null,null,"Upon completion, you will be taken to a new sheet with simulation results. Look at your results and return here."]
[null,"Cell M9, in green, is the bottom-to-top transition percentage. ",null,null,null,null,null,null,null,null,null,null,{"$f":"COUNTIF(M11:M1010,\">=0\")","v":200},"check"]
[null,null,null,null,null,null,null,null,null,null,null,null,{"$f":"SUM(M11:M1010)/200","v":0.23},"% of bottom who moved up to top",null,null,null,null,null,null,null,null,null,"Q5) Is your average bottom-to-top transition probability of roughly 20% low or high mobility? Why? CLICK in the text box below and write a few words to answer this question."]
["Parent","Income ($)","Rank","Bottom Quintile?",null,null,"Child","Income ($)","Rank","Top Quintile?",null,null,"Moved From Bottom to Top?"]
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[2,{"$f":"_xlfn.LOGNORM.INV(RAND(),11,1)","v":144806.72037146476},{"$f":"RANK(B12,$B$11:$B$1010,0)","v":213},{"$f":"IF(C12>800,1,0)","v":0},null,null,2,{"$f":"_xlfn.LOGNORM.INV(RAND(),11,1)","v":65112.841061187049},{"$f":"RANK(H12,$H$11:$H$1010,0)","v":439},{"$f":"IF(I12<=200,1,0)","v":0},null,null,{"$f":"IF(D12=1,IF(J12=1,1,0),\"\")","v":""},null,null,null,null,"QUINTILE TRANSITION MATRIX"]
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[4,42563.78940402632,640,0,null,null,4,22542.30980923817,797,0,null,null,"","statements to produce a 1",null,null,null,null,"Parent"]
[5,12719.618636198917,935,1,null,null,5,197737.00886066709,105,1,null,null,1,"only when it is BOTH true that",null,null,null,"Child",1,2,3,4,5]
[6,34675.337304610803,709,0,null,null,6,51219.626540373756,539,0,null,null,"","the parent was poor and the ",null,null,null,1,{"$f":"tmatrix(C11:C1010,I11:I1010)","v":0.18500000000000008},0.2050000000000001,0.18500000000000008,0.2050000000000001,0.22000000000000011,{"$f":"SUM(S16:W16)","v":1.0000000000000004}]
[7,169315.31639181633,165,0,null,null,7,22053.537386634642,804,0,null,null,"","child is rich. ",null,null,null,2,0.16500000000000006,0.19500000000000009,0.22000000000000011,0.19500000000000009,0.22500000000000012,{"$f":"SUM(S17:W17)","v":1.0000000000000004},null,"When you are finished, CLICK the Next Screen button below."]
[8,10760.940973215476,956,1,null,null,8,46980.21761961186,570,0,null,null,0,"The double quotations marks, \"\",",null,null,null,3,0.2050000000000001,0.22500000000000012,0.15000000000000005,0.25000000000000011,0.17000000000000007,1.0000000000000004]
[9,20756.817410773572,856,1,null,null,9,40475.298198123011,625,0,null,null,0,"which is what the cells evaluate to",null,null,null,4,0.21500000000000011,0.20000000000000009,0.2100000000000001,0.16000000000000006,0.21500000000000011,1.0000000000000004]
[10,38743.523030175966,672,0,null,null,10,18207.095122829232,862,0,null,null,"","if either condition does not hold,",null,null,null,5,0.23000000000000012,0.17500000000000007,0.23500000000000013,0.19000000000000009,0.17000000000000007,1.0000000000000004]
[11,96290.235896135986,329,0,null,null,11,14211.890824655638,906,0,null,null,"","means Excel displays nothing (and",null,null,null,null,{"$f":"SUM(S16:S20)","v":1.0000000000000004},{"$f":"SUM(T16:T20)","v":1.0000000000000004},1.0000000000000004,1.0000000000000004,1.0000000000000004]
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[13,73487.469594792346,433,0,null,null,13,102473.93316241923,270,0,null,null,"","nothing between the quotation marks."]
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["Only the first 100 repetitions are displayed on this worksheet."]

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[33,7.4999999999999997E-2,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,6.5000000000000002E-2,88]
[34,6.5000000000000002E-2,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,6.7500000000000004E-2,88]
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[36,0.105,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,7.0000000000000007E-2,0]
[37,5.5E-2,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,7.0000000000000007E-2,114]
[38,6.5000000000000002E-2,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,7.2499999999999995E-2,114]
[39,5.5E-2,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,7.2499999999999995E-2,0]
[40,9.5000000000000001E-2,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,7.4999999999999997E-2,0]
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[49,0.1,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,8.5000000000000006E-2,107]
[50,0.1,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,8.7499999999999994E-2,107]
[51,0.09,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,8.7499999999999994E-2,0]
[52,8.5000000000000006E-2,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,0.09,0]
[53,3.5000000000000003E-2,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,0.09,89]
[54,7.4999999999999997E-2,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,9.2499999999999999E-2,89]
[55,0.105,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,9.2499999999999999E-2,0]
[56,7.4999999999999997E-2,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,9.5000000000000001E-2,0]
[57,3.5000000000000003E-2,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,9.5000000000000001E-2,62]
[58,7.4999999999999997E-2,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,9.7500000000000003E-2,62]
[59,8.5000000000000006E-2,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,9.7500000000000003E-2,0]
[60,0.1,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,0.1,0]
[61,0.08,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,0.1,47]
[62,7.0000000000000007E-2,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,0.10249999999999999,47]
[63,8.5000000000000006E-2,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,0.10249999999999999,0]
[64,5.5E-2,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,0.105,0]
[65,8.5000000000000006E-2,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,0.105,28]
[66,0.11,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,0.1075,28]
[67,8.5000000000000006E-2,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,0.1075,0]
[68,0.115,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,0.11,0]
[69,0.05,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,0.11,18]
[70,8.5000000000000006E-2,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,0.1125,18]
[71,0.05,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,0.1125,0]
[72,7.0000000000000007E-2,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,0.115,0]
[73,7.0000000000000007E-2,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,0.115,10]
[74,0.08,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,0.11749999999999999,10]
[75,7.4999999999999997E-2,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,0.11749999999999999,0]
[76,8.5000000000000006E-2,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,0.12,0]
[77,0.08,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,0.12,7]
[78,5.5E-2,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,0.1225,7]
[79,0.09,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,0.1225,0]
[80,7.4999999999999997E-2,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,0.125,0]
[81,5.5E-2,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,0.125,5]
[82,7.4999999999999997E-2,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,0.1275,5]
[83,7.0000000000000007E-2,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,0.1275,0]
[84,0.08,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,0.13,0]
[85,6.5000000000000002E-2,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,0.13,3]
[86,6.5000000000000002E-2,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,0.13250000000000001,3]
[87,8.5000000000000006E-2,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,0.13250000000000001,0]
[88,0.05,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,0.13500000000000001,0]
[89,0.09,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,0.13500000000000001,1]
[90,8.5000000000000006E-2,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,0.13750000000000001,1]
[91,0.08,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,0.13750000000000001,0]
[92,0.05,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,0.14000000000000001,0]
[93,0.09,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,0.14000000000000001,0]
[94,7.4999999999999997E-2,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,0.14249999999999999,0]
[95,6.5000000000000002E-2,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,0.14249999999999999,1]
[96,5.5E-2,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,0.14499999999999999,1]
[97,0.105,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,0.14499999999999999,0]
[98,7.4999999999999997E-2]
[99,9.5000000000000001E-2]
[100,0.05]
["Only the first 100 repetitions are displayed on this worksheet."]

{"sheet":"Inherit","index":10,"n_rows":1010,"n_cols":43,"rows_kept":1010,"cut":false,"hidden":true,"merged":[]}
["This sheet enables inheritance so we can see how that affects intergenerational mobility.",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,"This concrete example with the inherit parameter will enable us to really understand the meaning of Chetty's 7.5% bottom-to-top transition probability."]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,"Table II has Chetty's results so you can easily compare the random-income transition probabilities to Chetty's numbers."]
["Cell F11 is named \"inherit\" and it is used to generate the child's income by ADDING ",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,"With inherit = 50%, simulation results show that the bottom-to-top transition probability is around 12% or so."]
["a percentage of the parent's income (inheritance) to the child's income.",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,"Replicate this result by using the MCSim button below with cell F11 = 50%."]
["You can easily confirm this by clicking on cell H11 (the cells below it are identical)."]
["It could be money, but inheritance could also be genes, education, and connections.",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,"Q6) Why does increasing the inherit parameter (cell F11) to 50% lower the bottom-to-top transition probability?",null,null,null,null,null,null,null,null,null,null,null,"Q7) Approximately what value of the inherit parameter (cell F11) produces the observed US bottom-to-top transition probability of 7.5%?"]
["Initially, cell F11 is set at zero (so it is the same as the previous sheet), but you can change it to any value you want.",null,null,null,null,null,null,null,null,null,"PRESS F9 repeatedly to see the numbers bounce around."]
["For example, change cell F11 to 50% and PRESS F9 repeatedly. Much lower bottom-to-top probability!",null,null,null,null,null,null,null,null,null,null,null,{"$f":"COUNTIF(M11:M1010,\">=0\")","v":200},"check"]
[null,"Cell F11, with yellow background, is a key parameter that controls how much income the parent passes to the child.",null,null,null,null,null,null,null,null,null,null,{"$f":"SUM(M11:M1010)/200","v":0.2},"% of bottom who moved up to top"]
["Parent","Income ($)","Rank","Bottom Quintile?",null,"% inherit","Child","Income ($)","Rank","Top Quintile?",null,null,"Moved From Bottom to Top?"]
[1,{"$f":"_xlfn.LOGNORM.INV(RAND(),11,1)","v":16126.66748218718},{"$f":"RANK(B11,$B$11:$B$1010,0)","v":906},{"$f":"IF(C11>800,1,0)","v":1},null,0,1,{"$f":"inherit*B11+_xlfn.LOGNORM.INV(RAND(),11,1)","v":55785.098387684004},{"$f":"RANK(H11,$H$11:$H$1010,0)","v":531},{"$f":"IF(I11<=200,1,0)","v":0},null,null,{"$f":"IF(D11=1,IF(J11=1,1,0),\"\")","v":0}]
[2,103441.63849987442,266,0,null,null,2,123278.52510509193,237,0,null,null,"",null,null,null,null,"QUINTILE TRANSITION MATRIX",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,"Set inherit to 1000% and press F9 a few times."]
[3,46912.114964979904,553,0,null,"All of the cells",3,34296.374165278168,710,0,null,null,"",null,null,null,null,null,"5th quintile is top (richest) fifth like 99th percentile is top 1%.",null,null,null,null,null,null,null,null,null,null,null,null,null,null,"Q8) Explain what happens to the Quintile Transition Matrix with inherit=1000% and what this means in terms of intergenerational mobility."]
[4,21389.962640816921,836,1,null,"in column H",4,87107.836624158153,352,0,null,null,0,null,null,null,null,null,"Parent"]
[5,81440.053194283231,355,0,null,"ADD",5,167489.45426093228,165,1,null,null,"",null,null,null,null,"Child",1,2,3,4,5,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,"Passing on 1000% (or 11 times) your income is not at all realistic, even if we include genes and social connections in the transfer from parent to child."]
[6,36850.59463230495,662,0,null,"a percentage of ",6,13215.220117546072,936,0,null,null,"",null,null,null,null,1,{"$f":"tmatrix(C11:C1010,I11:I1010)","v":0.18500000000000008},0.23000000000000012,0.15000000000000005,0.19500000000000009,0.24000000000000013,{"$f":"SUM(S16:W16)","v":1.0000000000000004},null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,"We use this completely unrealstic value just to see how the model reacts to it."]
[7,6215.9285887211945,988,1,null,"parent's income",7,36893.336686362221,686,0,null,null,0,null,null,null,null,2,0.23000000000000012,0.19500000000000009,0.2100000000000001,0.18500000000000008,0.18000000000000008,{"$f":"SUM(S17:W17)","v":1.0000000000000004}]
[8,615667.76349268237,12,0,null,"to child's income.",8,47498.04531779643,589,0,null,null,"",null,null,null,null,3,0.2050000000000001,0.13000000000000003,0.22500000000000012,0.24000000000000013,0.20000000000000009,{"$f":"SUM(S18:W18)","v":1.0000000000000004}]
[9,243389.72885789885,79,0,null,"As cell F11",9,255139.98226426065,84,1,null,null,"",null,null,null,null,4,0.18000000000000008,0.23500000000000013,0.19000000000000009,0.18000000000000008,0.21500000000000011,{"$f":"SUM(S19:W19)","v":1.0000000000000004}]
[10,72872.320384681763,395,0,null,"increases, the",10,84292.37565502277,361,0,null,null,"",null,null,null,null,5,0.20000000000000009,0.2100000000000001,0.22500000000000012,0.20000000000000009,0.16500000000000006,{"$f":"SUM(S20:W20)","v":1.0000000000000004},null,null,null,null,null,null,null,null,null,"Set the inherit parameter (cell F11) to 90%, look at the top-right corner of the transition matrix (cell W16) while pressing F9 a few times. "]
[11,41233.806160935077,615,0,null,"effect of parental",11,77485.699504170072,400,0,null,null,"",null,null,null,null,null,{"$f":"SUM(S16:S20)","v":1.0000000000000004},{"$f":"SUM(T16:T20)","v":1.0000000000000004},{"$f":"SUM(U16:U20)","v":1.0000000000000004},{"$f":"SUM(V16:V20)","v":1.0000000000000004},{"$f":"SUM(W16:W20)","v":1.0000000000000004},null,null,null,null,null,null,null,null,null,null,"Q9) With inherit=90%, how does cell W16 compare to Chetty’s observed transition probability of 10.9% and what does this tell you?"]
[12,15561.812219218933,912,1,null,"income on child's",12,72015.471847985857,427,0,null,null,0]
[13,127699.46211953998,210,0,null,"income increases.",13,8541.0432457542793,974,0,null,null,""]
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{"sheet":"LNInherit","index":11,"n_rows":1010,"n_cols":25,"rows_kept":1010,"cut":false,"hidden":true,"merged":[]}
["This sheet models inheritance in a more sophisticated way that does a much better job of simulating the full transition matrix (not just the bottom-to-top transition probablity)."]
["The idea comes from Frank Howland -- thanks, Frank!"]
[]
["The model is based on this equation:"]
[null,null,null,null,null,null,null,"Now inheritance is multiplicative, not additive."]
["If Parent Income > e^11 (59,874), then Child income (fron log-normal draw) is boosted by a % (the Parent term > 1) for inherit > 0."]
["Set inherit to 0.4 in cell F11 and run sims of cells in the transition matrix to see how well it performs.",null,null,null,null,null,null,null,null,null,null,"PRESS F9 repeatedly to see the numbers bounce around."]
["Also sim cell T39, the immobility ratio, to see that it is remarkably close to Chetty et al. (2014).",null,null,null,null,null,null,null,null,null,null,null,null,{"$f":"COUNTIF(N11:N1010,\">=0\")","v":200},"check"]
[null,null,null,null,null,null,null,null,null,null,null,null,null,{"$f":"SUM(N11:N1010)/200","v":0.17499999999999999},"% of bottom who moved up to top"]
["Parent","Income ($)","Rank","Bottom Quintile?",null,"inherit","Child","Parent term","Income ($)","Rank","Top Quintile?",null,null,"Moved From Bottom to Top?"]
[1,{"$f":"_xlfn.LOGNORM.INV(RAND(),11,1)","v":59591.412880935379},{"$f":"RANK(B11,$B$11:$B$1010,0)","v":509},{"$f":"IF(C11>800,1,0)","v":0},null,0,1,{"$f":"EXP(inherit*(LN(B11)-11))","v":1},{"$f":"H11*_xlfn.LOGNORM.INV(RAND(),11,1)","v":851251.09953487071},{"$f":"RANK(I11,$I$11:$I$1010,0)","v":2},{"$f":"IF(J11<=200,1,0)","v":1},null,null,{"$f":"IF(D11=1,IF(K11=1,1,0),\"\")","v":""}]
[2,48733.311924264468,597,0,null,null,2,1,{"$f":"H12*_xlfn.LOGNORM.INV(RAND(),11,1)","v":265031.19582346641},72,1,null,null,"",null,null,null,null,"QUINTILE TRANSITION MATRIX"]
[3,27241.776588840949,800,0,null,null,3,1,10599.753044065737,949,0,null,null,"",null,null,null,null,null,"5th quintile is top (richest) fifth like 99th percentile is top 1%."]
[4,259213.39374426095,75,0,null,null,4,1,139932.19659929449,204,0,null,null,"",null,null,null,null,null,"Parent"]
[5,161230.98944231594,157,0,null,null,5,1,53639.82600289971,546,0,null,null,"",null,null,null,null,"Child",1,2,3,4,5]
[6,119790.5130682492,237,0,null,null,6,1,30612.150675296685,744,0,null,null,"",null,null,null,null,1,{"$f":"tmatrix(C11:C1010,J11:J1010)","v":0.16500000000000006},0.23500000000000013,0.2050000000000001,0.20000000000000009,0.19500000000000009,{"$f":"SUM(T16:X16)","v":1.0000000000000004}]
[7,115591.36769071459,250,0,null,null,7,1,106048.49263936355,300,0,null,null,"",null,null,null,null,2,0.2100000000000001,0.15000000000000005,0.2050000000000001,0.18500000000000008,0.25000000000000011,{"$f":"SUM(T17:X17)","v":1.0000000000000004}]
[8,114319.25327543725,255,0,null,null,8,1,77189.631185833001,406,0,null,null,"",null,null,null,null,3,0.25000000000000011,0.19000000000000009,0.19000000000000009,0.19500000000000009,0.17500000000000007,{"$f":"SUM(T18:X18)","v":1.0000000000000004}]
[9,24523.180801494756,827,1,null,null,9,1,183517.98599875951,135,1,null,null,1,null,null,null,null,4,0.20000000000000009,0.23000000000000012,0.18000000000000008,0.2100000000000001,0.18000000000000008,{"$f":"SUM(T19:X19)","v":1.0000000000000004}]
[10,35153.029236775183,708,0,null,null,10,1,130047.02471111206,224,0,null,null,"",null,null,null,null,5,0.17500000000000007,0.19500000000000009,0.22000000000000011,0.2100000000000001,0.20000000000000009,{"$f":"SUM(T20:X20)","v":1.0000000000000004}]
[11,156453.61469242745,163,0,null,null,11,1,208016.44259564552,118,1,null,null,"",null,null,null,null,null,{"$f":"SUM(T16:T20)","v":1.0000000000000004},{"$f":"SUM(U16:U20)","v":1.0000000000000004},{"$f":"SUM(V16:V20)","v":1.0000000000000004},{"$f":"SUM(W16:W20)","v":1.0000000000000004},{"$f":"SUM(X16:X20)","v":1.0000000000000004}]
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[26,65265.700285061328,471,0,null,null,26,1,107146.38503321237,298,0,null,null,""]
[27,9538.7352436774254,974,1,null,null,27,1,80372.175331121354,391,0,null,null,0]
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[29,237515.77498866519,89,0,null,null,29,1,27903.491149283196,773,0,null,null,"",null,null,null,null,null,{"$f":"(T16+U17+V18+W19+X20)/5","v":0.18300000000000008},"immobility ratio -- fraction of the mass that falls on the diagonal"]
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{"sheet":"CZ","index":12,"n_rows":745,"n_cols":41,"rows_kept":745,"cut":false,"hidden":true,"merged":[]}
["TABLE III, p. 1549, from Chetty, et al. (2014) -->",null,"https://academic.oup.com/qje/article/129/4/1553/1853754",null,null,{"$f":"SUMPRODUCT(B5:B54,C5:C54)/SUM(B5:B54)","v":8.2277193527298245},"weighted average bottom-to-top transition probability for these 50 CZs",null,null,null,null,null,null,null,null,null,"Below are all 751 CZs -- sort by your state to see how a CZ near you is doing."]
["Intergenerational Mobility in the 50 Largest Commuting Zones (CZ)",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,"Source is Online Data Table 5 sheet from online-data-tables-4.xlsx file from -->",null,null,null,null,"https://opportunityinsights.org/paper/land-of-opportunity/"]
["(Some columns omitted to focus on bottom-to-top transition probability in column C and sorted by column C)"]
["CZ name","Population","P(child in Q5 | parent in Q1)",null,null,null,null,null,null,null,null,null,null,null,null,null,"CZ","CZ Name","State","Children in 1980-82 Cohorts","P(Child in Q5 | Parent in Q1), 80-85 Cohort"]
["San Jose, CA ",2393183,12.9,null,null,null,null,null,null,null,null,null,null,null,null,null,100,"Johnson City","TN",18494,6.2198810279369354E-2,{"$f":"MIN(U:U)","v":2.2101590409874916E-2},"min","Greenville, MS"]
["San Francisco, CA ",4642561,12.2,null,"Scroll down to see all 50 of the largest Commuting Zones, then scroll back up here and read the text below:",null,null,null,null,null,null,null,null,null,null,null,200,"Morristown","TN",7760,5.3651940077543259E-2,{"$f":"MAX(U:U)","v":0.46969696879386902},"max","Bowman, ND"]
["Washington DC ",4632415,11,null,null,null,null,null,null,null,null,null,null,null,null,null,301,"Middlesborough","TN",2217,7.2635136544704437E-2,null,null,"Notice small sample size,"]
["Seattle, WA ",3775744,10.9,null,"One thing to consider before you answer the final, challenging question below:",null,null,null,null,null,null,null,null,null,null,null,302,"Knoxville","TN",23805,5.6281212717294693E-2,null,null,"which means really HIGH"]
["Salt Lake City, UT ",1426729,10.8,null,"Chetty measures mobility from the child's point of view. ",null,null,null,null,null,null,null,null,null,null,null,401,"Winston-Salem","NC",16103,4.4800791889429092E-2,null,null,"sampling variability."]
["Boston, MA ",4974945,10.5,null,"The bottom-to-top transition probability is for a poor child who becomes rich as an adult.",null,null,null,null,null,null,null,null,null,null,null,402,"Martinsville","VA",3269,5.1835853606462479E-2,null,null,"Estimates not reliable."]
["New York, NY ",11781395,10.5,null,"This also applies to geographic mobility -- it is based on where the child was born and raised.",null,null,null,null,null,null,null,null,null,null,null,500,"Greensboro","NC",33788,4.7396939247846603E-2]
["San Diego, CA ",2813833,10.4,null,"Where a child grows up does not necessarily mean they live there as adults.",null,null,null,null,null,null,null,null,null,null,null,601,"North Wilkesboro","NC",2958,5.1663126796483994E-2]
["Newark, NJ ",5822286,10.199999999999999,null,"In fact, 38% of the children live in a different CZ as adults (Chetty, et al. (2014), p. 1589).",null,null,null,null,null,null,null,null,null,null,null,602,"Galax","VA",1877,7.9569891095161438E-2]
["Manchester, NH ",1193391,10,null,"The bottom-to-top transition probability for a commuting zone tells you the following:",null,null,null,null,null,null,null,null,null,null,null,700,"Spartanburg","SC",12280,4.311119019985199E-2]
["Sacramento, CA ",2570609,9.6999999999999993,null,"the fraction of people who grew up poor in that CZ yet are in the top quintile as an adult (regardless of where they live).",null,null,null,null,null,null,null,null,null,null,null,800,"Gastonia","NC",14684,5.1527306437492371E-2]
["Los Angeles, CA ",16393360,9.6,null,null,null,null,null,null,null,null,null,null,null,null,null,900,"Charlotte","NC",47059,4.3785236775875092E-2]
["Pittsburgh, PA ",2561364,9.5,null,"So, Manchester's value of 10 means that 10% of children raised in Manchester by poor parents are now rich adults,",null,null,null,null,null,null,null,null,null,null,null,1001,"Boone","NC",2056,5.6083649396896362E-2]
["Houston, TX ",4504013,9.3000000000000007,null,"but they do not have to be living in Manchester as adults.",null,null,null,null,null,null,null,null,null,null,null,1002,"Morganton","NC",5190,5.4446462541818619E-2]
["Portland, OR ",1842889,9.3000000000000007,null,null,null,null,null,null,null,null,null,null,null,null,null,1100,"Hickory","NC",12536,4.4969670474529266E-2]
["Fort Worth, TX ",1804370,9.1,null,"Chetty says this table is the key result of all of this work. Now that you know what a bottom-to-top transition probability is,",null,null,null,null,null,null,null,null,null,null,null,1201,"Franklin","NC",1305,5.6661561131477356E-2]
["Denver, CO ",2449044,8.6999999999999993,null,"you can look up your location in the CZs to the right and see how it is doing on this measure of intergenerational mobility.",null,null,null,null,null,null,null,null,null,null,null,1202,"Sylva","NC",1700,6.066536158323288E-2]
["Minneapolis, MN ",2904389,8.5,null,null,null,null,null,null,null,null,null,null,null,null,null,1203,"Asheville","NC",12197,6.3380278646945953E-2]
["Providence, RI ",1582997,8.1999999999999993,null,"When you are finished exploring, can you answer the last question?",null,null,null,null,null,null,null,null,null,null,null,1204,"Andrews","NC",1833,8.0481037497520447E-2]
["Las Vegas, NV ",1568418,8,null,null,null,null,null,null,null,null,null,null,null,null,null,1301,"Bennettsville","SC",3040,2.9796840623021126E-2]
["Bridgeport, CT ",3405565,7.9,null,"Q10) What do the bottom-to-top transition probabilities in different commuting zones tell us?",null,null,null,null,null,null,null,null,null,null,null,1302,"Florence","SC",21210,3.5678200423717499E-2]
["Fresno, CA ",1419998,7.5,null,"Again, Chetty and his co-authors say this is the most important finding in their work. What could it be?",null,null,null,null,null,null,null,null,null,null,null,1400,"Fayetteville","NC",24241,3.8247011601924896E-2,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,1400,"Fayetteville","NC",24241,3.8247011601924896E-2]
["Phoenix, AZ ",3303211,7.5,null,null,null,null,null,null,null,null,null,null,null,null,null,1500,"Wilmington","NC",11650,4.1803397238254547E-2]
["Philadelphia, PA ",5602247,7.4,null,null,null,null,null,null,null,null,null,null,null,null,null,1600,"Wilson","NC",8483,3.1958378851413727E-2]
["Miami, FL ",3955969,7.3,null,null,null,null,null,null,null,null,null,null,null,null,null,1701,"Raleigh","NC",41170,4.9986634403467178E-2]
["Dallas, TX ",3405666,7.1,null,null,null,null,null,null,null,null,null,null,null,null,null,1702,"Henderson","NC",2303,3.3608816564083099E-2]
["Kansas City, MI ",1762873,7,null,null,null,null,null,null,null,null,null,null,null,null,null,1800,"Goldsboro","NC",7655,4.5354951173067093E-2]
["Austin, TX ",1298076,6.9,null,null,null,null,null,null,null,null,null,null,null,null,null,1900,"Jacksonville","NC",18199,4.7007240355014801E-2]
["Buffalo, NY ",2369699,6.7,null,null,null,null,null,null,null,null,null,null,null,null,null,2000,"Virginia Beach","VA",41448,5.3550943732261658E-2]
["Chicago, IL ",8183799,6.5,null,null,null,null,null,null,null,null,null,null,null,null,null,2100,"Washington","NC",4654,4.9788478761911392E-2]
["San Antonio, TX ",1724863,6.4,null,null,null,null,null,null,null,null,null,null,null,null,null,2200,"South Boston","VA",5459,4.9048751592636108E-2]
["Grand Rapids, Michigan ",1286045,6.4,null,null,null,null,null,null,null,null,null,null,null,null,null,2300,"Lynchburg","VA",7681,6.7359142005443573E-2]
["Baltimore, MD ",2512431,6.4,null,null,null,null,null,null,null,null,null,null,null,null,null,2400,"Richmond","VA",36657,5.4764673113822937E-2]
["Port St. Lucie, FL ",1533306,6.2,null,null,null,null,null,null,null,null,null,null,null,null,null,2500,"Newport News","VA",20764,5.1365762948989868E-2]
["Tampa, FL ",2395997,6,null,null,null,null,null,null,null,null,null,null,null,null,null,2600,"Roanoke Rapids","NC",5719,3.2752901315689087E-2]
["Orlando, FL ",1697906,5.8,null,null,null,null,null,null,null,null,null,null,null,null,null,2700,"Gulfport","MS",17850,6.7107029259204865E-2]
["Nashville, TN ",1246338,5.7,null,null,null,null,null,null,null,null,null,null,null,null,null,2800,"Laurel","MS",4923,6.9207057356834412E-2]
["Detroit, MI ",5327827,5.5,null,null,null,null,null,null,null,null,null,null,null,null,null,2900,"Hattiesburg","MS",6668,6.0510888695716858E-2]
["St. Louis, MO ",2325609,5.0999999999999996,null,null,null,null,null,null,null,null,null,null,null,null,null,3001,"Kosciusko","MS",2111,3.548966720700264E-2]
["Cleveland, OH ",2661167,5.0999999999999996,null,null,null,null,null,null,null,null,null,null,null,null,null,3002,"Yazoo City","MS",1967,2.4789523333311081E-2]
["New Orleans, LA ",1381652,5.0999999999999996,null,null,null,null,null,null,null,null,null,null,null,null,null,3003,"Jackson","MS",23204,3.7534046918153763E-2]
["Cincinnati, OH ",1954800,5.0999999999999996,null,null,null,null,null,null,null,null,null,null,null,null,null,3101,"McComb","MS",4816,6.2529720366001129E-2]
["Raleigh, NC ",1412127,5,null,null,null,null,null,null,null,null,null,null,null,null,null,3102,"Brookhaven","MS",2149,6.4295485615730286E-2]
["Dayton, OH ",1179009,4.9000000000000004,null,null,null,null,null,null,null,null,null,null,null,null,null,3201,"Jena","LA",1189,0.12642225623130798]
["Columbus, OH ",1663807,4.9000000000000004,null,null,null,null,null,null,null,null,null,null,null,null,null,3202,"Natchez","MS",3351,4.8746027052402496E-2]
["Jacksonville, FL ",1176696,4.9000000000000004,null,null,null,null,null,null,null,null,null,null,null,null,null,3203,"Vicksburg","MS",3946,3.1178208068013191E-2]
["Indianapolis, IN ",1507346,4.9000000000000004,null,null,null,null,null,null,null,null,null,null,null,null,null,3300,"New Orleans","LA",57774,5.1212865859270096E-2]
["Milwaukee, WI ",1660659,4.5,null,null,null,null,null,null,null,null,null,null,null,null,null,3400,"Houma","LA",12869,0.11346915364265442]
["Atlanta, GA ",3798017,4.5,null,null,null,null,null,null,null,null,null,null,null,null,null,3500,"Baton Rouge","LA",34182,6.0396894812583923E-2]
["Charlotte, NC ",1423942,4.4000000000000004,null,null,null,null,null,null,null,null,null,null,null,null,null,3600,"Alexandria","LA",8393,6.7212842404842377E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,3700,"Lake Charles","LA",14710,9.7118459641933441E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,3800,"Lafayette","LA",24639,9.5053538680076599E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,3901,"Monroe","LA",11387,5.5185098201036453E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,3902,"Lake Providence","LA",1045,5.7306591421365738E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,4001,"Magnolia","AR",1451,6.0388945043087006E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,4002,"Shreveport","LA",21664,5.2718505263328552E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,4003,"Ruston","LA",3003,6.8827927112579346E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,4004,"Many","LA",982,0.15160796046257019]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,4101,"Crossett","AR",1108,4.1538462042808533E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,4102,"Pine Bluff","AR",7303,4.2829826474189758E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,4103,"El Dorado","AR",3942,5.6633047759532928E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,4200,"Little Rock","AR",24072,5.356171727180481E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,4301,"Stuttgart","AR",1771,5.396290123462677E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,4302,"Searcy","AR",3694,8.9104540646076202E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,4401,"London","KY",4974,6.389530748128891E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,4402,"Richmond","KY",3623,5.9086840599775314E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,4501,"West Liberty","KY",1613,6.8438537418842316E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,4502,"Hazard","KY",4355,0.13065937161445618]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,4601,"Campbellsville","KY",2821,7.1428574621677399E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,4602,"Somerset","KY",4229,6.2714509665966034E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,4701,"Greenwood","MS",3909,3.3110659569501877E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,4702,"Clarksdale","MS",6240,2.7132503688335419E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,4800,"Greenville","MS",7754,2.2101590409874916E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,4901,"Jackson","TN",7572,4.7488126903772354E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,4902,"Dyersburg","TN",3665,4.311152920126915E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,4903,"Lexington","TN",1627,8.1659972667694092E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,5000,"Tupelo","MS",8753,4.3573416769504547E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,5100,"Corinth","MS",4473,6.576324999332428E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,5201,"New Albany","MS",2128,5.4625552147626877E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,5202,"Memphis","TN",46897,2.8182739391922951E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,5300,"West Memphis","AR",6390,3.2014071941375732E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,5401,"Bowling Green","KY",5908,6.4267352223396301E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,5402,"Glasgow","KY",3250,6.1355765908956528E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,5500,"Columbia","TN",6587,5.7019267231225967E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,5600,"Nashville","TN",42917,5.726344883441925E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,5700,"Tullahoma","TN",4829,6.1447426676750183E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,5800,"Dickson","TN",5373,7.1536146104335785E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,5900,"Clarksville","TN",8506,5.9968847781419754E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,6000,"Huntsville","AL",18969,5.6676153093576431E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,6100,"Gadsden","AL",11274,7.1056663990020752E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,6200,"Florence","AL",8496,7.1067154407501221E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,6301,"McMinnville","TN",3101,5.7225432246923447E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,6302,"Cookeville","TN",3328,7.2028808295726776E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,6401,"Chattanooga","TN",17775,5.7053063064813614E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,6402,"Crossville","TN",3331,7.0844687521457672E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,6501,"Ellijay","GA",1295,6.4965195953845978E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,6502,"Cleveland","TN",7045,6.6822975873947144E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,6600,"Rome","GA",14982,4.8462133854627609E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,6700,"Tampa","FL",64012,6.0128428041934967E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,6800,"Lakeland","FL",19813,5.2058495581150055E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,6900,"Sarasota","FL",18433,6.8315662443637848E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,7000,"Miami","FL",108435,7.2966083884239197E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,7100,"Port St. Lucie","FL",40539,6.2430378049612045E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,7200,"Cape Coral","FL",15243,6.0191519558429718E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,7300,"Palm Bay","FL",18277,6.5889209508895874E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,7400,"Orlando","FL",53941,5.7816609740257263E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,7500,"Deltona","FL",16478,5.8778915554285049E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,7600,"Jacksonville","FL",43299,4.9213159829378128E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,7700,"Lake City","FL",5557,4.9539458006620407E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,7800,"Ocala","FL",10709,5.6420493870973587E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,7900,"Gainesville","FL",10384,4.9674656242132187E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,8000,"Sumter","SC",8987,3.4936707466840744E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,8100,"Columbia","SC",26624,3.7213265895843506E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,8201,"Barnwell","SC",3251,3.5372145473957062E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,8202,"Charleston","SC",21271,4.4469237327575684E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,8300,"Greenville","SC",31074,4.6985749155282974E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,8401,"Aiken","GA",21868,4.1048750281333923E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,8402,"Washington","GA",1504,3.1144781038165092E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,8501,"Fitzgerald","GA",1207,3.5914704203605652E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,8502,"Cordele","GA",2048,3.3049039542675018E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,8503,"Valdosta","GA",9271,3.1849011778831482E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,8601,"Waycross","GA",4675,4.4591743499040604E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,8602,"Brunswick","GA",3375,4.7382671386003494E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,8701,"Hinesville","GA",4748,4.8941798508167267E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,8702,"Statesboro","GA",3952,3.8888890296220779E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,8800,"Savannah","GA",15189,4.0967091917991638E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,8900,"Macon","GA",15461,3.2611172646284103E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,9001,"Vidalia","GA",4268,4.8065297305583954E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,9002,"Milledgeville","GA",3058,3.22265625E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,9003,"Dublin","GA",3178,3.2026968896389008E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,9100,"Atlanta","GA",98341,4.5329734683036804E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,9200,"Griffin","GA",5217,4.0281329303979874E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,9301,"Winder","GA",6172,3.7950664758682251E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,9302,"Toccoa","GA",3216,4.1666667908430099E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,9400,"Gainesville","GA",8566,6.9715701043605804E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,9500,"Talladega","AL",5584,4.49032261967659E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,9600,"LaGrange","GA",18078,5.2343022078275681E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,9701,"Columbus","GA",12119,3.4960333257913589E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,9702,"Americus","GA",2362,3.4407429397106171E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,9800,"Auburn","AL",4611,3.4264802932739258E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,9900,"Tallahassee","FL",14988,4.7025814652442932E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,10000,"Panama City","FL",6274,5.8157488703727722E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,10101,"Bainbridge","GA",1860,3.933333232998848E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,10102,"Thomasville","GA",2888,3.2886195927858353E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,10200,"Albany","GA",7924,2.7632687240839005E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,10301,"Eufaula","GA",2633,2.2954924032092094E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,10302,"Dothan","AL",8993,5.8282207697629929E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,10400,"Meridian","MS",6696,4.6772874891757965E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,10501,"Columbus","MS",4194,3.6027852445840836E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,10502,"Starkville","MS",4071,3.993610292673111E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,10600,"Jasper","AL",6330,8.6588360369205475E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,10700,"Birmingham","AL",38677,5.0431832671165466E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,10801,"Tuscaloosa","AL",10534,4.0322579443454742E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,10802,"Demopolis","AL",2834,4.2383044958114624E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,10900,"Pensacola","FL",22465,6.1206340789794922E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,11001,"Mobile","AL",24689,5.1398001611232758E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,11002,"Atmore","AL",3236,4.7787610441446304E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,11101,"Montgomery","AL",15241,3.3037371933460236E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,11102,"Troy","AL",3199,6.7988671362400055E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,11201,"Bluefield","VA",6948,0.11074918508529663]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,11202,"Welch","WV",1934,0.15991471707820892]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,11203,"Big Stone Gap","VA",3172,0.10360825061798096]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,11301,"Fredericksburg","VA",9209,9.4581283628940582E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,11302,"Baltimore","MD",85143,6.4007394015789032E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,11303,"Colonial Beach","VA",1935,6.5451532602310181E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,11304,"Washington DC","DC",143170,0.10981173813343048]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,11401,"Marquette","MI",5035,9.6565134823322296E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,11402,"Marinette","MI",5044,0.10272536426782608]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,11403,"Sault Ste. Marie","MI",2048,9.918319433927536E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,11500,"Jackson","MI",12082,6.3088782131671906E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,11600,"Detroit","MI",189275,5.4592762142419815E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,11700,"Lansing","MI",17160,6.4116738736629486E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,11800,"Mount Pleasant","MI",4873,6.4615383744239807E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,11900,"Saginaw","MI",21882,6.4408086240291595E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,12001,"Big Rapids","MI",4991,7.4307918548583984E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,12002,"Ludington","MI",2099,7.6073616743087769E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,12100,"Kalamazoo","MI",19114,5.2623134106397629E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,12200,"Grand Rapids","MI",52268,6.3729166984558105E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,12301,"Traverse City","MI",5876,7.4248671531677246E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,12302,"Petoskey","MI",3196,7.6555021107196808E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,12401,"Alpena","MI",3411,7.8644067049026489E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,12402,"Grayling charter","MI",4114,7.4889868497848511E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,12501,"Dayton","OH",46426,4.8814505338668823E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,12502,"Washington Court House","OH",4653,5.3333334624767303E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,12600,"Wayne","IN",4226,5.3981106728315353E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,12701,"Cincinnati","OH",76510,5.1211949437856674E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,12702,"Maysville","KY",2074,5.2845530211925507E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,12800,"Washington","IN",5764,0.10658771544694901]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,12901,"Lexington-Fayette","KY",17359,5.3744997829198837E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,12902,"Mount Sterling","KY",1380,6.2291435897350311E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,12903,"Danville","KY",3129,7.2749689221382141E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,13000,"Elizabethtown","KY",7342,8.1598944962024689E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,13101,"Louisville","KY",40846,5.199548602104187E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,13102,"Madison","IN",1951,9.3827158212661743E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,13103,"Bardstown","KY",2820,7.6216712594032288E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,13200,"Owensboro","KY",7188,9.2302568256855011E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,13300,"Findlay","OH",10154,7.3614560067653656E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,13400,"Lima","OH",12109,6.948176771402359E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,13501,"Toledo","OH",33534,5.7480804622173309E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,13502,"Defiance","OH",4495,8.1473216414451599E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,13600,"South Bend","IN",26414,6.0134567320346832E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,13700,"Concord","IN",15169,7.3400989174842834E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,13800,"Wayne","IN",5655,9.1514140367507935E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,13900,"Center","IN",7758,6.6135086119174957E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,14000,"Muncie","IN",15423,5.3173240274190903E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,14100,"Fort Wayne","IN",22891,6.5946564078330994E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,14200,"Indianapolis","IN",55739,4.9006324261426926E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,14300,"Columbus","IN",6216,7.4686430394649506E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,14400,"Terre Haute","IN",9840,8.2625254988670349E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,14500,"Lafayette","IN",12710,9.0833567082881927E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,14600,"Bloomington","IN",9458,8.7185852229595184E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,14700,"Evansville","IN",15530,7.9238921403884888E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,14801,"Olney","IL",2241,0.11693988740444183]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,14802,"Vincennes","IN",2210,0.10983981937170029]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,14900,"Gary","IN",29274,8.1390134990215302E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,15000,"Canton","OH",27950,6.4910851418972015E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,15100,"Lorain","OH",17780,5.6600116193294525E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,15200,"Cleveland","OH",98519,5.0859265029430389E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,15300,"Parkersburg","WV",8136,7.0894405245780945E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,15400,"Zanesville","OH",8140,6.8407610058784485E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,15500,"Steubenville","OH",5087,7.2718150913715363E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,15600,"Wheeling","WV",7256,0.12540401518344879]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,15700,"Scioto","OH",8664,6.4859002828598022E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,15800,"Athens","OH",5199,7.4712641537189484E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,15900,"Columbus","OH",57755,4.9094066023826599E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,16000,"Mansfield","OH",12816,6.4460784196853638E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,16100,"State College","PA",9841,0.11312764883041382]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,16200,"Altoona","PA",15478,0.10237690806388855]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,16300,"Pittsburgh","PA",87830,9.5148690044879913E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,16400,"Youngstown","OH",30784,6.6974595189094543E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,16500,"Erie","PA",25753,7.5166806578636169E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,16600,"Roanoke","VA",14354,6.4016424119472504E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,16701,"Elkins","WV",2125,0.10579936951398849]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,16702,"Morgantown","WV",8969,0.10495846718549728]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,16703,"Buckhannon","WV",1544,0.1264108419418335]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,16801,"Beckley","WV",6451,0.10644502937793732]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,16802,"Summersville","WV",2067,0.12852896749973297]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,16901,"Charleston","WV",13026,9.722939133644104E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,16902,"Spencer","WV",860,0.14656771719455719]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,17000,"Pikeville","KY",7721,0.13784037530422211]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,17100,"Huntington","KY",12489,6.8505749106407166E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,17200,"Harrisonburg","VA",5727,9.3889713287353516E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,17300,"Staunton","VA",6592,6.8016193807125092E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,17400,"Hagerstown","PA",14115,8.7094582617282867E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,17501,"Cumberland","MD",5537,9.6905536949634552E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,17502,"Winchester","VA",4243,9.7297295928001404E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,17600,"Charlottesville","VA",8494,6.1382599174976349E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,17700,"Syracuse","NY",40648,7.6672106981277466E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,17800,"Oneonta","NY",6070,9.2883892357349396E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,17900,"Union","NY",11091,8.8044025003910065E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,18000,"Buffalo","NY",86307,6.6782549023628235E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,18100,"Elmira","NY",12758,9.3692213296890259E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,18201,"Olean","NY",7961,8.0133050680160522E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,18202,"St. Marys","PA",1703,0.16298343241214752]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,18300,"Watertown","NY",9789,0.10118044167757034]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,18400,"Plattsburgh","NY",6204,8.5456684231758118E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,18500,"Amsterdam","NY",4369,8.2840234041213989E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,18600,"Albany","NY",35831,8.3333335816860199E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,18700,"Sunbury","PA",6810,0.11136677116155624]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,18800,"Scranton","PA",29528,0.10745317488908768]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,18900,"Williamsport","PA",8521,0.10162094980478287]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,19000,"Allentown","PA",21846,8.2631498575210571E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,19100,"Reading","PA",39609,9.6309542655944824E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,19200,"Harrisburg","PA",37486,7.9268291592597961E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,19300,"Poughkeepsie","NY",30004,9.4835780560970306E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,19400,"New York","NY",307294,0.10500083863735199]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,19500,"Toms River","NJ",36294,0.12229786068201065]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,19600,"Newark","NJ",170566,0.10242597013711929]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,19700,"Philadelphia","PA",193183,7.4011668562889099E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,19800,"Wilmington","DE",20410,6.5723925828933716E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,19901,"Dover","DE",15216,6.259600818157196E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,19902,"Easton","MD",5332,6.2635928392410278E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,19903,"Chincoteague","VA",1808,4.4514104723930359E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,20001,"Bangor","ME",10855,8.0909684300422668E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,20002,"Calais","ME",1404,6.8027213215827942E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,20003,"Presque Isle","ME",3025,8.5585586726665497E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,20100,"Portland","ME",25562,8.0598019063472748E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,20200,"Burlington","VT",11546,9.3187853693962097E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,20301,"Berlin","VT",3908,8.3530806005001068E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,20302,"Claremont","VT",10273,7.8877002000808716E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,20401,"Providence","RI",49803,8.2095339894294739E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,20402,"Nantucket","MA",null,8.1081077456474304E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,20403,"Oak Bluffs","MA",483,6.7669175565242767E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,20500,"Boston","MA",143898,0.10484997928142548]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,20600,"Manchester","NH",43355,0.10015174746513367]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,20700,"Keene","NH",4654,9.0111643075942993E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,20800,"Springfield","MA",22654,6.8050473928451538E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,20901,"Bridgeport","CT",105261,7.8617893159389496E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,20902,"Pittsfield","MA",6102,8.6519114673137665E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,21001,"Ashland","WI",2092,9.1032609343528748E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,21002,"Houghton","MI",1706,0.10227272659540176]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,21003,"Ironwood","MI",1188,0.12138728052377701]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,21004,"Rhinelander","WI",2501,0.10628019273281097]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,21101,"Rice Lake","WI",4129,0.10152620822191238]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,21102,"Amery","WI",2375,0.12855006754398346]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,21201,"Hutchinson","MN",3225,0.17706575989723206]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,21202,"Redwood Falls","MN",1648,0.19718310236930847]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,21301,"Mankato","MN",6666,0.12634408473968506]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,21302,"Owatonna","MN",4731,0.13793103396892548]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,21400,"St. Cloud","MN",11537,0.12688960134983063]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,21501,"Minneapolis","MN",104015,8.520112931728363E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,21502,"Pine City","MN",1770,0.10969793051481247]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,21600,"Brainerd","MN",5817,8.4274545311927795E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,21701,"Rochester","MN",9754,0.1421598494052887]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,21702,"Austin","MN",2940,0.11773255467414856]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,21801,"Mason City","IA",3267,0.12659846246242523]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,21802,"Decorah","IA",3005,0.16571427881717682]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,21900,"Marshalltown","IA",4463,0.11263467371463776]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,22001,"Waterloo","IA",9076,0.12246586382389069]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,22002,"Iowa Falls","IA",1323,0.13576158881187439]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,22100,"Iowa City","IA",6968,9.3184977769851685E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,22200,"Cedar Rapids","IA",9438,0.11731843650341034]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,22300,"Ottumwa","IA",5766,0.12449799478054047]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,22400,"Sheboygan","WI",7979,0.1380908191204071]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,22500,"Oshkosh","WI",21915,0.11485496908426285]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,22601,"Green Bay","WI",11732,9.109903872013092E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,22602,"Shawano","WI",2526,8.3900228142738342E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,22700,"Wausau","WI",15598,0.12448526918888092]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,22800,"Eau Claire","WI",12019,0.11301957815885544]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,22900,"La Crosse","WI",8803,0.11819332838058472]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,23000,"Monroe","WI",5235,0.16713881492614746]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,23100,"Madison","WI",19839,9.2191174626350403E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,23200,"Dubuque","IA",7279,0.15948276221752167]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,23301,"Charleston","IL",3643,9.5867767930030823E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,23302,"Douglas","IL",4493,0.10154525190591812]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,23400,"Bloomington","IL",7362,8.4586463868618011E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,23500,"Decatur","IL",13840,6.7792795598506927E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,23600,"Burlington","IA",5834,0.10227973014116287]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,23700,"Galesburg","IL",5368,8.8593579828739166E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,23801,"Davenport","IL",16156,8.0944351851940155E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,23802,"Clinton","IA",3018,0.1138790026307106]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,23900,"Peoria","IL",21590,7.1781784296035767E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,24000,"Kenosha","WI",22415,6.9195643067359924E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,24100,"Milwaukee","WI",62870,4.4570669531822205E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,24200,"Bourbonnais","IL",5617,7.3096446692943573E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,24300,"Chicago","IL",276393,6.4929261803627014E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,24400,"Rockford","IL",24658,7.3538653552532196E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,24500,"Rolla","MO",4260,7.9737335443496704E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,24600,"Farmington","MO",5561,8.5244648158550262E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,24701,"St. Louis","MO",93509,5.0523139536380768E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,24702,"Mexico","MO",1486,7.567567378282547E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,24801,"Jacksonville","IL",3467,9.1150440275669098E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,24802,"Springfield","IL",10662,6.737159937620163E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,24900,"Edwardsville","IL",15436,8.7293699383735657E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,25000,"Quincy","IL",6164,8.9620485901832581E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,25101,"Mountain Home","AR",1980,8.9506171643733978E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,25102,"West Plains","MO",3483,8.1554874777793884E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,25103,"Harrison","AR",2815,9.9715098738670349E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,25104,"Heber Springs","AR",1659,0.10960067808628082]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,25105,"Batesville","AR",2421,9.6028879284858704E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,25200,"Henderson","KY",6027,9.9227800965309143E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,25300,"Union City","TN",4204,7.3929958045482635E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,25401,"Paducah","KY",5126,7.4477747082710266E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,25402,"Murray","KY",972,7.0454545319080353E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,25500,"Centralia","IL",5934,8.1344373524188995E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,25601,"Carbondale","IL",9476,7.9047836363315582E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,25602,"Harrisburg","IL",1465,0.11213720589876175]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,25701,"Cape Girardeau","MO",7358,6.005154550075531E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,25702,"Poplar Bluff","MO",2781,6.6825777292251587E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,25800,"Blytheville","AR",4533,5.1401868462562561E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,25900,"Jonesboro","AR",7231,8.1032261252403259E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,26001,"Roseau","MN",1013,0.1875]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,26002,"Duluth","MN",11651,8.9114829897880554E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,26003,"West Cook UT","MN",null,0.10169491171836853]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,26004,"International Falls","MN",653,0.17412935197353363]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,26101,"Moberly","MO",2374,0.10137275606393814]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,26102,"Marshall","MO",2038,9.4837933778762817E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,26103,"Brookfield","MO",1017,0.11192213743925095]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,26104,"Trenton","MO",566,0.10833333432674408]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,26105,"Polk","MO",434,8.7136931717395782E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,26106,"Centerville","IA",1187,0.14671814441680908]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,26107,"Kirksville","MO",1237,0.11343804746866226]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,26201,"Bismarck","ND",5260,0.18674136698246002]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,26202,"East Grant UT","ND"]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,26203,"Linton","ND",390,0.29891303181648254]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,26204,"Steele","ND"]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,26301,"Devils Lake","ND",1039,9.647495299577713E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,26302,"Carrington","ND",321,0.3333333432674408]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,26303,"Turtle Mountain UT","ND",899,8.2554519176483154E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,26304,"Minot","ND",3265,0.22417840361595154]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,26305,"Rugby","ND",533,0.21910113096237183]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,26401,"Ekalaka","SD",null,0.22972972691059113]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,26402,"Baker","MT",null,0.21276596188545227]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,26403,"Bowman","ND",null,0.46969696879386902]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,26404,"Lemmon","ND",450,0.3571428656578064]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,26405,"Scobey","MT"]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,26406,"Wolf Point","MT",600,9.4188377261161804E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,26407,"Plentywood","MT",null,0.31818181276321411]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,26408,"Glasgow","MT",658,0.16606497764587402]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,26409,"Glendive","MT",590,0.26666668057441711]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,26410,"Dickinson","ND",1346,0.32920792698860168]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,26411,"Sidney","ND",1127,0.25056946277618408]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,26412,"Williston","ND",1316,0.33830845355987549]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,26501,"Brookings","SD",1600,0.1666666716337204]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,26502,"Madison","SD",681,0.18435753881931305]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,26503,"Sioux Falls","SD",7866,0.11863314360380173]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,26504,"Watertown","SD",1962,0.14352941513061523]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,26601,"Milbank","MN",915,0.1702127605676651]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,26602,"Sisseton","SD",954,0.10706637799739838]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,26603,"East Corson UT","SD",396,7.0028014481067657E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,26604,"Mobridge","SD",344,0.1111111119389534]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,26605,"Aberdeen","SD",2298,0.19926874339580536]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,26701,"Bemidji","MN",4536,9.5286883413791656E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,26702,"Grafton","ND",1468,0.23255814611911774]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,26703,"Thief River Falls","MN",1345,0.1787564754486084]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,26704,"Grand Forks","ND",4628,0.12794917821884155]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,26801,"Fargo","ND",7825,0.13581730425357819]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,26802,"Lisbon","ND",688,0.23529411852359772]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,26803,"Jamestown","ND",1652,0.22405660152435303]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,26804,"Cooperstown","ND"]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,26901,"Fergus Falls","MN",5214,0.15230768918991089]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,26902,"Little Falls","MN",3501,0.16455696523189545]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,27001,"O'Neill","NE",799,0.18934911489486694]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,27002,"Ord","NE",519,0.23923444747924805]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,27003,"Ainsworth","NE",275,0.19205297529697418]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,27004,"Winner","SD",546,0.13928571343421936]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,27005,"Yankton","SD",2166,0.17120000720024109]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,27006,"Mitchell","SD",1264,0.13381995260715485]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,27007,"Huron","SD",872,0.12048193067312241]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,27008,"Parkston","SD",947,0.15710723400115967]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,27009,"Chamberlain","SD",541,8.0419577658176422E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,27010,"Miller","SD",null,0.31506848335266113]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,27011,"Pierre","SD",956,9.2436976730823517E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,27012,"Gettysburg","SD",null,0.32653060555458069]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,27101,"Willmar","MN",3977,0.1247139573097229]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,27102,"Marshall","MN",2448,0.15306122601032257]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,27201,"Sioux Center","IA",2941,0.23076923191547394]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,27202,"Worthington","MN",2562,0.14029364287853241]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,27301,"Spencer","IA",2713,0.1850079745054245]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,27302,"Fairmont","MN",2357,0.12871287763118744]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,27401,"Storm Lake","IA",2308,0.17343173921108246]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,27402,"Fort Dodge","IA",4236,0.1300448477268219]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,27501,"Des Moines","IA",21219,9.1024823486804962E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,27502,"Creston","IA",1450,0.12451361864805222]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,27503,"Atlantic","IA",1480,0.1515837162733078]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,27504,"Carroll","IA",2239,0.16723549365997314]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,27601,"Rapid City","SD",6991,9.3032956123352051E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,27602,"Eagle Butte","SD",408,5.1118209958076477E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,27603,"Southwest Jackson UT","SD",276,0.11034482717514038]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,27604,"Murdo","SD"]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,27605,"Mission","SD",491,2.4253731593489647E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,27701,"Scottsbluff","NE",3023,0.11940298229455948]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,27702,"Cheyenne","WY",3944,9.5637582242488861E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,27703,"Torrington","WY",951,0.17158177495002747]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,27704,"Gordon","SD",1113,3.1948883086442947E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,27801,"Virginia Beach","NE",2738,0.15160796046257019]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,27802,"Columbus","NE",3023,0.16918429732322693]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,27901,"Hastings","NE",1707,0.1111111119389534]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,27902,"York","NE",1197,0.18681319057941437]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,27903,"Grand Island","NE",3384,0.14209967851638794]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,28001,"Sioux City","IA",8192,0.11252354085445404]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,28002,"West Point","NE",1139,0.10038609802722931]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,28101,"Lincoln","NE",11072,9.1316752135753632E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,28102,"Nebraska City","NE",1658,0.15835140645503998]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,28201,"Red Oak","IA",2035,0.12421383708715439]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,28202,"Omaha","NE",32266,7.7540747821331024E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,28301,"Sterling","CO",1679,0.14463452994823456]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,28302,"Ogallala","NE",796,0.16228070855140686]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,28303,"Oshkosh","NE"]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,28304,"Valentine","NE",389,0.14534883201122284]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,28305,"Broken Bow","NE",617,0.17647059261798859]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,28306,"North Platte","NE",1620,0.1227678582072258]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,28401,"Colorado Springs","CO",21823,8.9342691004276276E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,28402,"Limon","CO",null,0.1785714328289032]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,28501,"Springfield","CO",null,0.19191919267177582]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,28502,"Pueblo","CO",7107,6.562168151140213E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,28503,"Trinidad","CO",847,0.11764705926179886]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,28504,"Burlington","CO",523,0.20465116202831268]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,28601,"Oberlin","KS",309,0.24324324727058411]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,28602,"Norton","KS",257,0.16867469251155853]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,28603,"Phillipsburg","KS",467,0.14864864945411682]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,28604,"Colby","KS",802,0.19587628543376923]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,28605,"Goodland","KS",379,0.19491524994373322]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,28606,"Wano","KS",null,0.20454545319080353]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,28607,"McCook","NE",928,0.18245613574981689]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,28608,"Kearney","NE",2280,0.16442953050136566]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,28609,"Lexington","NE",2151,0.16527777910232544]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,28701,"Salida","CO",554,8.947368711233139E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,28702,"Glenwood Springs","CO",3662,0.16901408135890961]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,28703,"Granby","CO",423,7.5471699237823486E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,28704,"Laramie","WY",1045,0.16286644339561462]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,28800,"Fort Collins","CO",16004,0.11536777764558792]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,28900,"Denver","CO",80257,8.7027750909328461E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,29001,"Pratt","KS",871,0.15517240762710571]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,29002,"Coldwater","KS"]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,29003,"Dodge City","KS",1732,0.1133093535900116]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,29004,"Great Bend","KS",2108,0.13128039240837097]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,29005,"Hutchinson","KS",3343,0.10738915950059891]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,29006,"Hays","KS",1588,0.15789473056793213]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,29007,"Township 11","KS",409,0.11510791629552841]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,29008,"Center","KS",291,0.14942528307437897]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,29101,"Concordia","KS",833,0.15282392501831055]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,29102,"Superior","NE",553,0.18633539974689484]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,29103,"Beloit","KS",522,0.15037593245506287]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,29104,"Salina","KS",2538,8.2998663187026978E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,29201,"Hiawatha","KS",1029,0.17182131111621857]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,29202,"Marysville","KS",846,0.14522822201251984]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,29203,"Manhattan","KS",5252,8.8531188666820526E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,29204,"Topeka","KS",12135,7.0468798279762268E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,29301,"Wichita","KS",21826,7.2246693074703217E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,29302,"Newton","KS",3406,0.10349650681018829]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,29303,"Winfield","KS",2202,0.10986267030239105]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,29401,"Ottawa","KS",2237,9.263959527015686E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,29402,"Emporia","KS",1961,0.10940171033143997]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,29403,"Bartlesville","KS",6196,8.9498803019523621E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,29501,"Leavenworth","KS",3390,8.0346107482910156E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,29502,"Kansas City","MO",67521,7.0146575570106506E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,29503,"St. Joseph","MO",6284,8.3113454282283783E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,29504,"Sedalia","MO",3230,8.2563154399394989E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,29505,"Polk","MO",1292,0.11274509876966476]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,29506,"Bethany","MO",722,0.12084592133760452]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,29601,"Columbia","MO",10737,6.5512977540493011E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,29602,"Eldon","MO",2656,6.7785665392875671E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,29700,"Springfield","MO",16009,7.146761566400528E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,29800,"Aurora","MO",4732,7.4891462922096252E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,29901,"Joplin","MO",10466,7.2286702692508698E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,29902,"Center","MO",2219,8.5664339363574982E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,30000,"Russellville","AR",5350,8.8736087083816528E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,30100,"Fort Smith","AR",12838,9.3938596546649933E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,30200,"Muskogee","OK",6177,6.3101105391979218E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,30300,"Fayetteville","AR",12872,9.1806516051292419E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,30401,"Stillwater","OK",2782,9.8464317619800568E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,30402,"Tulsa","OK",36434,7.8357495367527008E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,30403,"Okmulgee","OK",2061,8.1061162054538727E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,30501,"Woodward","OK",1265,0.20000000298023224]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,30502,"Enid","OK",4451,0.14926879107952118]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,30601,"El Paso","TX",35086,8.6441278457641602E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,30602,"Alamogordo","NM",2912,8.4955751895904541E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,30603,"Truth or Consequences","NM",350,8.127208799123764E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,30604,"Deming","NM",2562,6.9727890193462372E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,30605,"Van Horn","TX",null,0.22346368432044983]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,30701,"Roswell","NM",5366,0.11661237478256226]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,30702,"Santa Rosa","NM",306,0.12048193067312241]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,30801,"Hobbs","NM",4532,0.16194967925548553]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,30802,"Lubbock","TX",11604,6.737537682056427E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,30901,"Clovis","NM",3308,8.2815736532211304E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,30902,"Littlefield","TX",1560,8.0366224050521851E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,30903,"Amarillo","TX",9990,8.6136706173419952E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,30904,"Pampa","TX",2831,0.15333333611488342]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,30905,"Wellington","TX",378,0.13364055752754211]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,30906,"Memphis","TX",367,0.1171548143029213]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,30907,"Matador","TX"]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,30908,"Plainview","TX",2577,8.4852293133735657E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,31001,"Garden City","KS",2094,0.10891088843345642]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,31002,"Ulysses","KS",779,0.19072164595127106]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,31003,"Scott City","KS",485,0.19130434095859528]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,31004,"Liberal","KS",1331,0.12114537507295609]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,31005,"Perryton","TX",895,0.23283581435680389]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,31006,"Guymon","OK",1186,0.16170212626457214]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,31007,"Dumas","TX",1349,0.13601532578468323]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,31101,"Victoria","TX",7314,0.10147299617528915]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,31102,"La Grange","TX",1751,0.11401425302028656]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,31103,"Gonzales","TX",772,6.9620251655578613E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,31201,"Austin","TX",40063,6.9321632385253906E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,31202,"Burnet","TX",1506,9.4736844301223755E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,31301,"San Antonio","TX",66248,6.4382590353488922E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,31302,"Beeville","TX",1769,0.10215947031974792]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,31303,"Kerrville","TX",2180,9.5637582242488861E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,31304,"Mason","TX",null,0.17441859841346741]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,31401,"Midland","TX",12919,0.17888699471950531]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,31402,"Pecos","TX",1700,0.23295454680919647]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,31403,"Fort Stockton","TX",1026,0.22278057038784027]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,31404,"Alpine","TX",689,0.1802656501531601]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,31501,"Crystal City","TX",1092,8.3204932510852814E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,31502,"Pearsall","TX",921,9.375E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,31503,"Laredo","TX",8586,0.10885358601808548]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,31600,"Brownsville","TX",38719,9.1609112918376923E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,31700,"Corpus Christi","TX",23247,0.10556760430335999]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,31800,"College Station","TX",6507,7.7777780592441559E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,31900,"Pearland","TX",14091,0.1157161220908165]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,32000,"Houston","TX",166343,9.273798018693924E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,32100,"Beaumont","TX",20998,9.4970569014549255E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,32201,"Huntsville","TX",6738,7.7342584729194641E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,32202,"Nacogdoches","TX",3820,9.3918398022651672E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,32301,"San Angelo","TX",4788,8.6386427283287048E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,32302,"Brady","TX",1037,0.11814346164464951]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,32303,"Junction","TX",277,7.3469385504722595E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,32304,"Uvalde","TX",1630,9.6843615174293518E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,32305,"Del Rio","TX",2071,0.12306045740842819]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,32306,"Eagle Pass","TX",2213,0.10008103400468826]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,32401,"Big Spring","TX",2408,0.11444141715764999]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,32402,"Sweetwater","TX",956,0.12202852964401245]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,32403,"Snyder","TX",1209,0.156089186668396]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,32501,"Abilene","TX",8009,0.10329198837280273]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,32502,"Childress","TX",346,7.8260868787765503E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,32503,"Haskell","TX",649,0.16901408135890961]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,32601,"Wichita Falls","TX",5581,9.6604496240615845E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,32602,"Graham","TX",1201,0.17593984305858612]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,32603,"Seymour","TX",null,8.6021505296230316E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,32604,"Vernon","TX",895,8.8073395192623138E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,32701,"Brownwood","TX",2275,0.10866373032331467]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,32702,"Stephenville","TX",1834,0.11419752985239029]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,32801,"Waco","TX",10912,6.753743439912796E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,32802,"Corsicana","TX",3722,0.10130434483289719]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,32900,"Killeen","TX",12453,7.7248267829418182E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,33000,"Fort Worth","TX",64571,9.1362856328487396E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,33100,"Dallas","TX",114423,7.1082465350627899E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,33200,"Paris","TX",7173,7.6712325215339661E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,33300,"Tyler","TX",15885,9.5106504857540131E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,33400,"Longview","TX",12446,0.11419707536697388]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,33500,"Texarkana","TX",9851,7.8893087804317474E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,33601,"Lawton","OK",6975,0.10488088428974152]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,33602,"Altus","OK",2027,0.11214952915906906]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,33603,"Frederick","OK",430,7.4303403496742249E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,33700,"Ardmore","OK",4840,0.11078823357820511]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,33801,"Elk City","OK",2630,0.18719889223575592]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,33802,"Chickasha","OK",3258,0.11544628441333771]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,33803,"Oklahoma City","OK",45411,8.2075290381908417E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,33901,"Ada","OK",2613,0.11672942340373993]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,33902,"Sherman","TX",6933,8.8479809463024139E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,34001,"Hot Springs","AR",7367,7.0756733417510986E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,34002,"Idabel","OK",4100,9.2278718948364258E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,34101,"Sand Point","AK"]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,34102,"Anchorage","AK",15326,0.13395297527313232]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,34103,"Valdez","AK",479,0.15999999642372131]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,34104,"Bristol Bay","AK"]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,34105,"Kotzebue","AK",283,6.4516127109527588E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,34106,"Nome","AK",363,4.6783626079559326E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,34107,"Dillingham","AK",265,0.11184210330247879]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,34108,"Kodiak","AK",601,0.14615385234355927]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,34109,"Juneau","AK",1602,0.125]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,34110,"Sitka","AK",692,7.0866145193576813E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,34111,"Ketchikan","AK",950,0.12260536104440689]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,34112,"Bethel","AK",892,5.1863856613636017E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,34113,"Barrow","AK",313,0.10000000149011612]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,34114,"Unalaska","AK",null,0.1304347813129425]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,34115,"Fairbanks","AK",4243,0.1606268435716629]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,34201,"Havre","MT",1298,8.214849978685379E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,34202,"Shelby","MT",1246,4.7505937516689301E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,34203,"Great Falls","MT",3950,9.6359744668006897E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,34204,"Lewistown","MT",606,0.17164179682731628]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,34301,"Cody","WY",1777,0.14740368723869324]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,34302,"Worland","WY",663,0.1306532621383667]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,34303,"Riverton","WY",1789,0.12431842833757401]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,34304,"Sheridan","WY",2059,0.10449320822954178]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,34305,"Miles City","MT",625,0.17928287386894226]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,34306,"Jordan","MT"]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,34307,"Colstrip","MT",662,8.8888891041278839E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,34308,"Billings","MT",6223,0.13051916658878326]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,34309,"Harlowton","MT",null,0.20000000298023224]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,34401,"Dillon","MT",418,0.11688311398029327]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,34402,"Bozeman","MT",3232,0.12596899271011353]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,34403,"Helena","MT",3077,0.11974109709262848]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,34404,"Butte-Silver Bow","MT",2086,8.9366517961025238E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,34501,"Bonners Ferry","ID",458,9.9137932062149048E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,34502,"Libby","MT",897,0.13026052713394165]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,34503,"Kalispell","MT",4902,0.11084142327308655]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,34504,"Missoula","MT",5159,0.10562730580568314]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,34601,"Gillette","WY",2583,0.2641843855381012]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,34602,"Rawlins","WY",758,0.19341564178466797]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,34603,"Casper","WY",3629,0.16626890003681183]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,34604,"Lusk","WY"]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,34701,"Honolulu","HI",27530,0.10529260337352753]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,34702,"Kapaa","HI",2279,9.9307157099246979E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,34703,"Kahului","HI",4248,8.4893882274627686E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,34801,"Las Vegas","NM",1982,8.5848420858383179E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,34802,"Santa Fe","NM",8021,8.0323316156864166E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,34803,"Tucumcari","NM",489,7.3033705353736877E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,34804,"Clayton","NM",null,0.12230215966701508]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,34805,"Alamosa","CO",2056,9.8867923021316528E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,34901,"Albuquerque","NM",27264,6.5984614193439484E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,34902,"Socorro","NM",750,5.2117262035608292E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,35001,"Phoenix","AZ",99240,7.5277291238307953E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,35002,"Safford","AZ",1801,0.11059190332889557]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,35100,"Tucson","AZ",32250,7.0549994707107544E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,35201,"Grand Junction","CO",7240,0.146367147564888]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,35202,"Gunnison","CO",372,0.10619468986988068]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,35300,"Farmington","NM",8304,9.1447524726390839E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,35401,"Flagstaff","AZ",10115,8.1450909376144409E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,35402,"Cortez","CO",1649,0.12678062915802002]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,35500,"Gallup","AZ",12998,4.1061397641897202E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,35600,"Hilo","HI",5567,6.8267583847045898E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,35701,"Twin Falls","ID",5283,8.711918443441391E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,35702,"Burley","ID",2383,0.11389236897230148]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,35801,"Boise City","ID",19052,7.3920421302318573E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,35802,"Ontario","OR",2571,8.448415994644165E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,35803,"McCall","ID",598,0.12403100728988647]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,35901,"St. George","UT",5924,0.10848329216241837]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,35902,"Price","UT",3238,0.13734392821788788]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,35903,"Moab","UT",361,0.11797752976417542]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,35904,"Richfield","UT",1481,0.12860310077667236]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,35905,"Loa","UT",null,0.20967741310596466]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,36000,"Provo","UT",18191,0.13751199841499329]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,36100,"Salt Lake City","UT",69168,0.10832742601633072]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,36200,"Logan","UT",7852,0.13690952956676483]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,36301,"Pocatello","ID",14478,9.2508666217327118E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,36302,"Salmon","ID",512,0.15492957830429077]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,36303,"Jackson","WY",754,0.1139240488409996]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,36401,"Steamboat Springs","CO",1720,0.15890410542488098]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,36402,"Vernal","UT",2460,0.25337839126586914]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,36403,"Soda Springs","ID",864,0.17699114978313446]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,36404,"Rock Springs","WY",5080,0.2053941935300827]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,36501,"Klamath Falls","CA",5914,8.5617594420909882E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,36502,"Burns","OR",329,0.13939394056797028]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,36503,"Lakeview","OR",343,0.10982658714056015]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,36600,"Redding","CA",8451,8.8071346282958984E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,36700,"Eureka","CA",5066,7.579272985458374E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,36800,"Medford","OR",9411,7.1968011558055878E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,36901,"Crescent City","CA",1749,8.3422459661960602E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,36902,"Roseburg","OR",6634,8.1977881491184235E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,37000,"Modesto","CA",27040,9.3628272414207458E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,37100,"Bakersfield","CA",25043,0.12161971628665924]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,37200,"Fresno","CA",51670,7.4879370629787445E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,37300,"Chico","CA",13628,9.4842597842216492E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,37400,"Sacramento","CA",85946,9.6909008920192719E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,37500,"San Jose","CA",69290,0.12932588160037994]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,37601,"Elko","NV",3001,0.16029411554336548]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,37602,"Winnemucca","NV",1003,0.16955018043518066]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,37603,"Portola","CA",911,0.11764705926179886]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,37604,"Reno","NV",14186,9.1030493378639221E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,37700,"Santa Rosa","CA",19909,9.9550895392894745E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,37800,"San Francisco","CA",127023,0.12152586877346039]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,37901,"Las Vegas","NV",41902,8.0029010772705078E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,37902,"Reno","NV",null,0.10975609719753265]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,37903,"Mammoth Lakes","CA",1048,0.11594203114509583]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,38000,"San Diego","CA",82253,0.10436475276947021]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,38100,"Yuma","CA",11495,9.8213225603103638E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,38200,"Santa Barbara","CA",19020,0.11294083297252655]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,38300,"Los Angeles","CA",473226,9.6090205013751984E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,38401,"Lewiston","ID",3719,9.0209789574146271E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,38402,"Pullman","WA",2260,0.1423611044883728]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,38501,"Moses Lake","WA",3696,9.6579477190971375E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,38502,"Wenatchee","WA",3859,9.3546047806739807E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,38601,"Spokane","WA",24519,9.2801488935947418E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,38602,"Colville","WA",3771,9.7524754703044891E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,38700,"Longview","WA",9140,9.2772670090198517E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,38801,"Portland","OR",63878,9.3058541417121887E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,38802,"The Dalles","OR",2609,0.10438024252653122]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,38901,"Eugene","OR",34539,7.8895814716815948E-2]
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[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,39100,"Kennewick","WA",13710,0.10585480183362961]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,39201,"La Grande","OR",1866,8.7674714624881744E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,39202,"Enterprise","OR",342,0.14379085600376129]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,39203,"Bend","OR",5527,8.1726357340812683E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,39204,"Condon","OR",null,0.10869564861059189]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,39205,"John Day","OR",353,0.11585365980863571]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,39301,"Friday Harbor","WA",439,0.10169491171836853]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,39302,"Bellingham","WA",5809,0.11557512730360031]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,39303,"Port Angeles","WA",3366,8.584006130695343E-2]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,39400,"Seattle","WA",131328,0.10855095088481903]

{"sheet":"TheEnd","index":13,"n_rows":65,"n_cols":3,"rows_kept":65,"cut":false,"hidden":true,"merged":[]}
["You've reached the end!"]
[]
["There are two key takeaways from the work you have done here:"]
["1) The United States has a reputation as the land of opportunity, but a 7.5% bottom-to-top transition probability is not good. "]
[null,"If 20% is ideal, we are only a third of the way there!"]
[null,"Also, other countries (for example, England, Denmark, and Canada) have higher bottom-to-top transition probabilities."]
[null,"We need to do more to make the American dream a reality in today's America."]
["2) There is tremendous geographical variation in the bottom-to-top transition probability for specific geographic areas in the United States."]
[null,"Silicon Valley and Salt Lake City intergenerational mobility is comparable to Canada's -- that is the good news. "]
[null,"Some places in the Deep South, like Atlanta and Charlotte, have really low bottom-to-top transition probabilities -- that is depressingly bad news."]
["This second point is what Chetty and his co-authors say is their most important finding in the conclusion of their paper:"]
["\"The main lesson of our analysis is that intergenerational mobility is a local problem . . . Going forward, a key question is why some areas of the United States generate higher rates of mobility than others.\""]
["The sources below will get you started if you want to see what are potential causes of the incredible variation in local mobility rates."]
[]
["Chetty is not the first or only researcher to estimate a transition probability matrix."]
["Here is a more-recent one (2020) from Michael Strain:"]
[]
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[null,"Source:","https://www.discoursemagazine.com/culture-and-society/2020/04/27/america-is-an-upwardly-mobile-society/"]
[]
["As you can see (now that you know how to read and interpret transition probabilities), these results are close to Chetty's -- in fact, the bottom-to-top transition probability is 6.6%, a bit lower than Chetty's 7.5%"]
["Strain, however, disagrees with Chetty's conclusion about opportunity in the US. A big reason for the difference in interpretation of the results revolves around absolute versus relative mobility. "]
["Chetty's analysis ranks parent and child incomes. This relative measure of economic success does not capture the fact that children have higher incomes than their parents."]
["So, even though children of poor parents cannot crack the top 20% against their peers, they are still better off, in an absolute sense, than their parents."]
[]
["There are other critics and more complicated issues involving correctly measuring incomes and properties of statistics based on ranking."]
["Intergenerational mobility is an area of active, intense research."]
[]
["If you want to learn more, you can, of course, find many papers by Chetty and other mobility researchers on the web. The link below is a video of Chetty presenting at the London School of Economics."]
["In 2016, he gave three separate talks as part of that year's Lionel Robbins Memorial Lectures. The link below is the first one and you should see the other two in the thumbnails on the YouTube page:"]
[null,"https://www.youtube.com/watch?v=Gzo65lP7yOk&list=PLClkG6UN6VxziYv8sz1YhjF0ft6MOFr-k&t=83s&ab_channel=LSE"]
["In these videos, Chetty is presenting the results of the work that you have completed in this workbook so you will be able to follow a lot of what he says and displays. He also goes way beyond what you have learned here."]
[]
["One area we have completely ignored is inheritance taxes. This would, of course, increase mobility (since rich parents cannot pass all of the wealth to their children), but the actual tax rate and exemption (amount untaxed) matter."]
["For 2023, in the United States, the gift and estate tax exemption is $12.92 million ($25.84 million per married couple). "]
[]
["Another source for further study is the Opportunity Insights web site:"]
[null,"https://opportunityinsights.org/"]
["You will find Chetty's work here and you can explore other questions about mobility and inequality."]
[]
["There are many directions to go in the study of mobility, but a recent Freakonomics podcast (episode 538, April 5, 2023) is worth a listen:"]
[null,"https://freakonomics.com/podcast/a-radically-simple-way-to-boost-a-neighborhood/"]
["Nathanial Hendren, one of Chetty's co-authors, discusses investing in a community instead of in people. After all, if intergenerational mobility is a local phenomenon (with tremendous variation across communities),"]
["policymakers should pay close attention to where people live and work. We need to figure out exactly why San Francisco and Salt Lake City have so much more mobility than Atlanta and Charlotte to improve"]
["the bottom-to-top transition probabilities of low-mobility places."]
["No one knows the answers -- perhaps you can work on it and make a contribution!"]

{"sheet":"GrammEarly","index":14,"n_rows":34,"n_cols":15,"rows_kept":34,"cut":false,"hidden":true,"merged":[]}
["https://www.wsj.com/public/resources/documents/YGeUx2zYVBnuisvzTtAo-WSJNewsPaper-1-7-2023.pdf",null,null,null,null,null,null,null,null,null,null,null,null,null,"Some snippets of ideas for further engagement in the study of mobility."]
["Jan 7, 2023 WSJ"]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null,null,null,null,null,null,null,null,"So we take parental income and inflation-adjust it and create quintiles."]
[null,null,null,null,null,null,null,null,null,null,null,null,null,"Then we slot in bottom quintile of children's income and see where they are."]
[null,null,null,null,null,null,null,null,null,null,null,null,null,"Only 28% are in the bottom and 26% are in the top."]
[]
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[]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,"p. 14"]
[null,null,null,null,null,null,null,null,null,null,null,null,null,null,"https://archive.org/details/newmarketsnewopp00nanc/page/14/mode/2up?view=theater"]

{"sheet":"TranMatrixCalibration","index":15,"n_rows":36,"n_cols":13,"rows_kept":36,"cut":false,"hidden":true,"merged":[]}
["income","inherit","%",null,null,null,null,null,null,null,null,null,"Trying to get a %inherit function that will produce the transition matrix."]
[0,0,0,null,null,null,null,null,null,null,null,null,"Something like the approach on this sheet does not work."]
[25000,500,{"$f":"B3/A3","v":0.02}]
[50000,2500,0.05,null,null,null,null,null,null,null,null,null,"Frank Howland shared a model with me that works!"]
[75000,25000,0.33333333333333331,null,null,null,null,null,null,null,null,null,"Thanks, Frank!"]
[100000,75000,0.75,null,null,null,null,null,null,null,null,null,"Unhide the LNInherit sheet to see it."]
[125000,120000,0.96]
[150000,150000,1]
[200000,200000,1]
[]
[]
[]
[null,1.2]
["income","inherit","%"]
[0,0,0]
[25000,0,{"$f":"B16/A16","v":0}]
[50000,0,0]
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[100000,{"$f":"-50000+$B$13*A19","v":70000},0.7]
[125000,{"$f":"-50000+$B$13*A20","v":100000},0.8]
[150000,{"$f":"-50000+$B$13*A21","v":130000},0.8666666666666667]
[200000,200000,1]
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[]
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[null,null,1.0000000000000001E-5]
["income","inherit","%"]
[0,0,0,{"$f":"IF(A29<100000,0,IF(A29>200000,1,0.00002*A29-1))","v":0}]
[25000,0,{"$f":"B30/A30","v":0},0]
[50000,0,{"$f":"$C$27*A31-0.5","v":0},0]
[75000,{"$f":"-50000+$B$13*A32","v":40000},{"$f":"$C$27*A32-0.5","v":0.25000000000000011},0]
[100000,{"$f":"-50000+$B$13*A33","v":70000},{"$f":"$C$27*A33-0.5","v":0.5},1]
[125000,{"$f":"-50000+$B$13*A34","v":100000},{"$f":"$C$27*A34-0.5","v":0.75},1.5]
[150000,{"$f":"-50000+$B$13*A35","v":130000},{"$f":"$C$27*A35-0.5","v":1.0000000000000002},2.0000000000000004]
[200000,200000,{"$f":"B36/A36","v":1},3]

{"sheet":"SchumpyHotels","index":16,"n_rows":65,"n_cols":9,"rows_kept":65,"cut":false,"hidden":true,"merged":[]}
["This is Schumpeter \"hotels\" quotation citation:"]
[]
[]
[null,null,null,null,null,null,null,null,"Source:"]
[null,null,null,null,null,null,null,null,"https://archive.org/details/imperialismandso00schu/page/126/mode/2up?q=hotel"]
[]
[null,null,null,null,null,null,null,null,"This is 1955 edition."]
[]
[null,null,null,null,null,null,null,null,"There is a 1951 edition which has this passage on p. 165."]
[]
[null,null,null,null,null,null,null,null,"The amazing part is how many people quote this and it is just one sentence."]
[]
[null,null,null,null,null,null,null,null,"Actually, he also used it in TED (see below). Again, one sentence."]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
["This is TED quotation (see below for link)"]
[]
[]
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[]
[]
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[]
["https://archive.org/details/theoryofeconomic0000schu/page/156/mode/2up?q=hotels"]

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[63]
[64]
[65]
[66]
[67]
[68]
[69]
[70]
[71]
[72]
[73]
[74]
[75]
[76]
[77]
[78]
[79]
[80]
[81]
[82]
[83]
[84]
[85]
[86]
[87]
[88]
[89]
[90]
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[99]
[100]
["Only the first 100 repetitions are displayed on this worksheet."]

{"sheet":"TwoVarMCSim","index":18,"n_rows":103,"n_cols":13,"rows_kept":103,"cut":false,"hidden":true,"merged":[[1,5,1,6],[3,8,3,9],[3,10,3,11],[3,12,3,13]]}
["Results of Monte Carlo Simulation"]
["Sample Number","Var1","Var2",null,null,"Simulation Stats"]
[1,null,null,null,null,null,"repetitions"]
[2,null,null,null,null,null,"secs",null,"Var1",null,"Var2",null,"Notes"]
[3,null,null,null,null,null,null,null,"Average",3.8919870765226666E-3,"Average",3.3556206172831171E-3]
[4,null,null,null,null,null,null,null,"SD",0.16598652994176216,"SD",0.14882661448398982]
[5,null,null,null,null,null,null,null,"Max",0.50081070155017959,"Max",0.40019025312581391]
[6,null,null,null,null,null,null,null,"Min",-0.54963495662729456,"Min",-0.46734164154276719]
[7]
[8]
[9]
[10]
[11]
[12]
[13]
[14]
[15]
[16]
[17,null,null,null,null,1]
[18]
[19]
[20]
[21]
[22]
[23]
[24]
[25]
[26]
[27]
[28]
[29]
[30]
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[40]
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[49]
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[56]
[57]
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[79]
[80]
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[83]
[84]
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[87]
[88]
[89]
[90]
[91]
[92]
[93]
[94]
[95]
[96]
[97]
[98]
[99]
[100]
["Only the first 100 repetitions are displayed on this worksheet."]