Final Project: Mapping the Globalization of Major League Baseball

by Daniel Woldar

This project looks to explore how the game of Major League Baseball has expanded since the inception of the National League in 1876. The goal of my project is to show how baseball started as an all-white, local sport in the Northeast of the United States and evolved into the global game. I plan to highlight this transition by looking at MLB player demographics. Namely, I am going to focus on place of birth and ethinicty of the league. My hope is that these two criteria can be used effectively to demonstrate just how global the game has become. I explain my data sources and how I plan to show this data in a bit more detail below.

Table of Contents:

  1. Introduction
  2. The Data Report
  3. MLB Demographics Data
  4. MLB Birth Places Data
  5. Visual Comparison of the Data

Introduction:

Major League Baseball has evolved tremendously since it was officially founded 141 years ago. To provide some context into how different Major League Baseball was in 1876, there were just 8 teams and 108 MLB players. The league was virtually a local sport. In fact, 62% of all Major League Baseball players were from either New York or Pennsylvania and every player was white.

Today, Major League Baseball has become a global sport. It has expanded to 30 teams across the United States and Canada. Last year, there were 1,482 different players in the MLB representing 22 diffrent countries. Major League Baseball has also become tremendously more diverse - a trend that became accelerated (though not originating) with Jackie Robinson breaking the color barrier in 1947. This presentation will show not only the evolution of the game, but also highlight the specific areas in which the expansion has been taking place.

The Data:

For me to use the most comprehensive demographic/geographic data possible, I was forced to pull my data from a number of sources. While I was fortunate enough to get an excel file for the geographic data, the demographic data that I was able to find could not be extracted as CSV or Excel files, so I have been forced to web scrape my data.

  • MLB Demographics 1947-2012
    • I will webscrape this data and will demonstrate how to webscrape below. You will notice that it is missing some dates. I will append this data as follows:
      • MLB Demographics 2013-2016 - Appendix Figure 1.
      • Contrary to public perception, the league was not 100% white prior to 1947. I've gone ahead an manually calculated the ethnicity breakdown for years prior to 1947 and will append these two the dataframe. For example, prior to 1947, African-American players ranged from 0.0%-0.8%, Native American players ranged from 0.0%-1.2% and Hispanic players ranged from 0.0%-2.7%.
  • Major League Baseball Players by Birthplace
    • I reached out to Baseball-Alamanac's administration team and have received an excel file of every MLB player in league history, the decade they debuted in the league and their birth location. This will allow us to show how baseball has geographically expanded over time.

Web Scraping: MLB Demographics Data


In [208]:
import pandas as pd             # data package
import matplotlib.pyplot as plt # graphics 
import sys                      # system module, used to get Python version 
import os                       # operating system tools (check files)
import datetime as dt           # date tools, used to note current date  

# these are new 
import requests, io             # internet and input tools  
from bs4 import BeautifulSoup   # website parsing

%matplotlib inline 

print('\nPython version: ', sys.version) 
print('Pandas version: ', pd.__version__)
print('Requests version: ', requests.__version__)
print("Today's date:", dt.date.today())


Python version:  3.5.2 |Continuum Analytics, Inc.| (default, Jul  2 2016, 17:52:12) 
[GCC 4.2.1 Compatible Apple LLVM 4.2 (clang-425.0.28)]
Pandas version:  0.19.2
Requests version:  2.13.0
Today's date: 2017-05-04

In [209]:
url = "http://sabr.org/bioproj/topic/baseball-demographics-1947-2012"

In [210]:
url = "http://sabr.org/bioproj/topic/baseball-demographics-1947-2012"
r  = requests.get(url)
data = r.text
soup = BeautifulSoup(data)
for link in soup.find_all('a'):
    print(link.get('href'))


#main-content
/content/sabr-members-only
/
/
/about
/about
/about/awards
/about/publications
/about/meet-staff
/about/board-directors
/about/history
/content/annual-reports
http://sabr.org/about/sabr-diversity-statement
/latest
/research
/research
/bioproject
/gamesproject
/content/baseball-research-journal-archives
/content/the-national-pastime-archives
/research/committees
http://sabrpedia.org
/chapters
/chapters
/chapters/im-new-sabr-how-do-i-join-regional-chapter
/chapters/theres-no-sabr-chapter-my-area-how-do-i-start-one
/ebooks
/events
/join
/donate
mailto:bioproject@sabr.org
None
/node/4010
/node/3953
http://sabr.org/bioproj/topic/integration-1947-1986
http://sabr.org/research/1947-dodgers-jackie-robinsons-first-game
http://sabr.org/content/sabr-convention-history
http://sabr.org/content/baseball-research-journal-archives
http://mlb.mlb.com/news/article.jsp?ymd=20130410&content_id=44425610&vkey=news_mlb&c_id=mlb
http://www.nytimes.com/2013/04/10/sports/baseball/baseball-creates-committee-to-study-decline-of-blacks-in-the-majors.html?ref=sports&_r=1&
http://sabr.org/bioproj/person/a52ccbb5
http://sabr.org/bioproj/person/c43ad285
https://sabr.org/sites/default/files/MLB-Demographics-Armour-Levitt-Figure1.png
https://sabr.org/sites/default/files/MLB-Demographics-Armour-Levitt-Figure2.png
https://sabr.org/sites/default/files/MLB-Demographics-Armour-Levitt-Figure3.png
https://sabr.org/sites/default/files/MLB-Demographics-Armour-Levitt-Figure4.png
http://sabr.org/bioproj/person/64f5dfa2
http://sabr.org/bioproj/person/ed8fc873
https://sabr.org/sites/default/files/MLB-Demographics-Armour-Levitt-Figure5.png
https://sabr.org/sites/default/files/MLB-Demographics-Armour-Levitt-Figure6.png
http://sabr.org/join
http://members.sabr.org
http://profile.sabr.org/search/custom.asp?id=593
http://sabr.org/events
http://astore.amazon.com/sabrwebsite-20
http://sabr.org/about/publications
http://sabr.org/about/history
http://sabr.org/content/frequently-asked-questions
http://sabr.org/about/contact-sabr
https://twitter.com/sabr
https://twitter.com/sabr
//anaconda/lib/python3.5/site-packages/bs4/__init__.py:181: UserWarning: No parser was explicitly specified, so I'm using the best available HTML parser for this system ("lxml"). This usually isn't a problem, but if you run this code on another system, or in a different virtual environment, it may use a different parser and behave differently.

The code that caused this warning is on line 184 of the file //anaconda/lib/python3.5/runpy.py. To get rid of this warning, change code that looks like this:

 BeautifulSoup([your markup])

to this:

 BeautifulSoup([your markup], "lxml")

  markup_type=markup_type))

In [211]:
html_doc = """
<table width="600"><tbody><tr class="tableizer-firstrow"><th>Year</th>
<th>White </th>
<th>African-<br />Americans</th>
<th>Latino</th>
<th>Asian</th>
</tr><tr><td>1947</td>
<td>98.3%</td>
<td>0.9%</td>
<td>0.7%</td>
<td>0.0%</td>
</tr><tr><td>1948</td>
<td>98.5%</td>
<td>0.7%</td>
<td>0.7%</td>
<td>0.0%</td>
</tr><tr><td>1949</td>
<td>96.6%</td>
<td>1.5%</td>
<td>1.9%</td>
<td>0.0%</td>
</tr><tr><td>1950</td>
<td>95.3%</td>
<td>1.7%</td>
<td>3.0%</td>
<td>0.0%</td>
</tr><tr><td>1951</td>
<td>94.3%</td>
<td>2.9%</td>
<td>2.8%</td>
<td>0.0%</td>
</tr><tr><td>1952</td>
<td>94.4%</td>
<td>2.9%</td>
<td>2.7%</td>
<td>0.0%</td>
</tr><tr><td>1953</td>
<td>93.3%</td>
<td>3.7%</td>
<td>3.0%</td>
<td>0.0%</td>
</tr><tr><td>1954</td>
<td>90.7%</td>
<td>5.6%</td>
<td>3.7%</td>
<td>0.0%</td>
</tr><tr><td>1955</td>
<td>89.8%</td>
<td>5.2%</td>
<td>5.0%</td>
<td>0.0%</td>
</tr><tr><td>1956</td>
<td>88.2%</td>
<td>6.7%</td>
<td>5.1%</td>
<td>0.0%</td>
</tr><tr><td>1957</td>
<td>88.1%</td>
<td>6.7%</td>
<td>5.2%</td>
<td>0.0%</td>
</tr><tr><td>1958</td>
<td>86.7%</td>
<td>7.4%</td>
<td>5.9%</td>
<td>0.0%</td>
</tr><tr><td>1959</td>
<td>84.8%</td>
<td>8.8%</td>
<td>6.5%</td>
<td>0.0%</td>
</tr><tr><td>1960</td>
<td>82.3%</td>
<td>8.9%</td>
<td>8.9%</td>
<td>0.0%</td>
</tr><tr><td>1961</td>
<td>82.6%</td>
<td>9.7%</td>
<td>7.7%</td>
<td>0.0%</td>
</tr><tr><td>1962</td>
<td>81.9%</td>
<td>10.1%</td>
<td>8.0%</td>
<td>0.0%</td>
</tr><tr><td>1963</td>
<td>80.1%</td>
<td>11.7%</td>
<td>8.2%</td>
<td>0.0%</td>
</tr><tr><td>1964</td>
<td>79.3%</td>
<td>11.7%</td>
<td>8.9%</td>
<td>0.1%</td>
</tr><tr><td>1965</td>
<td>78.3%</td>
<td>12.7%</td>
<td>8.8%</td>
<td>0.1%</td>
</tr><tr><td>1966</td>
<td>76.9%</td>
<td>13.4%</td>
<td>9.7%</td>
<td>0.0%</td>
</tr><tr><td>1967</td>
<td>75.6%</td>
<td>13.6%</td>
<td>10.7%</td>
<td>0.0%</td>
</tr><tr><td>1968</td>
<td>73.8%</td>
<td>15.4%</td>
<td>10.8%</td>
<td>0.0%</td>
</tr><tr><td>1969</td>
<td>74.4%</td>
<td>14.5%</td>
<td>11.1%</td>
<td>0.0%</td>
</tr><tr><td>1970</td>
<td>73.7%</td>
<td>14.6%</td>
<td>11.7%</td>
<td>0.0%</td>
</tr><tr><td>1971</td>
<td>73.9%</td>
<td>15.5%</td>
<td>10.6%</td>
<td>0.0%</td>
</tr><tr><td>1972</td>
<td>72.9%</td>
<td>16.1%</td>
<td>10.9%</td>
<td>0.0%</td>
</tr><tr><td>1973</td>
<td>71.6%</td>
<td>17.4%</td>
<td>11.0%</td>
<td>0.0%</td>
</tr><tr><td>1974</td>
<td>71.1%</td>
<td>17.4%</td>
<td>11.5%</td>
<td>0.0%</td>
</tr><tr><td>1975</td>
<td>71.3%</td>
<td>18.5%</td>
<td>10.2%</td>
<td>0.0%</td>
</tr><tr><td>1976</td>
<td>70.5%</td>
<td>18.0%</td>
<td>11.5%</td>
<td>0.0%</td>
</tr><tr><td>1977</td>
<td>70.7%</td>
<td>17.9%</td>
<td>11.4%</td>
<td>0.0%</td>
</tr><tr><td>1978</td>
<td>71.3%</td>
<td>17.4%</td>
<td>11.3%</td>
<td>0.0%</td>
</tr><tr><td>1979</td>
<td>71.4%</td>
<td>17.9%</td>
<td>10.7%</td>
<td>0.0%</td>
</tr><tr><td>1980</td>
<td>71.1%</td>
<td>17.4%</td>
<td>11.6%</td>
<td>0.0%</td>
</tr><tr><td>1981</td>
<td>70.1%</td>
<td>18.7%</td>
<td>11.1%</td>
<td>0.0%</td>
</tr><tr><td>1982</td>
<td>70.4%</td>
<td>17.9%</td>
<td>11.7%</td>
<td>0.0%</td>
</tr><tr><td>1983</td>
<td>70.3%</td>
<td>18.0%</td>
<td>11.6%</td>
<td>0.0%</td>
</tr><tr><td>1984</td>
<td>69.6%</td>
<td>18.4%</td>
<td>12.0%</td>
<td>0.0%</td>
</tr><tr><td>1985</td>
<td>70.3%</td>
<td>18.3%</td>
<td>11.3%</td>
<td>0.0%</td>
</tr><tr><td>1986</td>
<td>70.0%</td>
<td>18.3%</td>
<td>11.8%</td>
<td>0.0%</td>
</tr><tr><td>1987</td>
<td>69.9%</td>
<td>17.7%</td>
<td>12.3%</td>
<td>0.0%</td>
</tr><tr><td>1988</td>
<td>68.2%</td>
<td>17.3%</td>
<td>14.5%</td>
<td>0.0%</td>
</tr><tr><td>1989</td>
<td>70.3%</td>
<td>16.5%</td>
<td>13.2%</td>
<td>0.0%</td>
</tr><tr><td>1990</td>
<td>68.6%</td>
<td>16.6%</td>
<td>14.8%</td>
<td>0.0%</td>
</tr><tr><td>1991</td>
<td>66.8%</td>
<td>17.0%</td>
<td>16.1%</td>
<td>0.1%</td>
</tr><tr><td>1992</td>
<td>67.7%</td>
<td>16.7%</td>
<td>15.6%</td>
<td>0.0%</td>
</tr><tr><td>1993</td>
<td>66.3%</td>
<td>16.8%</td>
<td>16.9%</td>
<td>0.0%</td>
</tr><tr><td>1994</td>
<td>65.0%</td>
<td>17.2%</td>
<td>17.8%</td>
<td>0.1%</td>
</tr><tr><td>1995</td>
<td>64.5%</td>
<td>16.1%</td>
<td>19.2%</td>
<td>0.2%</td>
</tr><tr><td>1996</td>
<td>63.2%</td>
<td>16.0%</td>
<td>20.4%</td>
<td>0.4%</td>
</tr><tr><td>1997</td>
<td>60.9%</td>
<td>15.0%</td>
<td>23.5%</td>
<td>0.5%</td>
</tr><tr><td>1998</td>
<td>62.0%</td>
<td>14.3%</td>
<td>22.8%</td>
<td>0.8%</td>
</tr><tr><td>1999</td>
<td>61.7%</td>
<td>13.6%</td>
<td>23.5%</td>
<td>1.2%</td>
</tr><tr><td>2000</td>
<td>61.2%</td>
<td>12.8%</td>
<td>24.7%</td>
<td>1.3%</td>
</tr><tr><td>2001</td>
<td>60.7%</td>
<td>12.1%</td>
<td>26.0%</td>
<td>1.2%</td>
</tr><tr><td>2002</td>
<td>60.8%</td>
<td>10.8%</td>
<td>26.5%</td>
<td>1.9%</td>
</tr><tr><td>2003</td>
<td>61.0%</td>
<td>10.4%</td>
<td>26.8%</td>
<td>1.8%</td>
</tr><tr><td>2004</td>
<td>60.3%</td>
<td>10.1%</td>
<td>27.7%</td>
<td>1.8%</td>
</tr><tr><td>2005</td>
<td>60.9%</td>
<td>9.1%</td>
<td>27.8%</td>
<td>2.3%</td>
</tr><tr><td>2006</td>
<td>61.3%</td>
<td>9.0%</td>
<td>27.8%</td>
<td>1.9%</td>
</tr><tr><td>2007</td>
<td>63.1%</td>
<td>8.5%</td>
<td>26.1%</td>
<td>2.2%</td>
</tr><tr><td>2008</td>
<td>62.1%</td>
<td>8.2%</td>
<td>27.3%</td>
<td>2.3%</td>
</tr><tr><td>2009</td>
<td>62.2%</td>
<td>7.1%</td>
<td>28.5%</td>
<td>2.1%</td>
</tr><tr><td>2010</td>
<td>63.0%</td>
<td>7.8%</td>
<td>27.2%</td>
<td>1.9%</td>
</tr><tr><td>2011</td>
<td>63.5%</td>
<td>7.9%</td>
<td>26.9%</td>
<td>1.7%</td>
</tr><tr><td>2012</td>
<td>63.9%</td>
<td>7.2%</td>
<td>26.9%</td>
<td>1.9%</td>
</tr></tbody></table><p> </p>
"""

In [212]:
soup.find


Out[212]:
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<html dir="ltr" lang="en">
<head>
<link href="http://www.w3.org/1999/xhtml/vocab" rel="profile"/>
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<link href="http://sabr.org/sites/all/themes/sabrseven/favicon.ico" rel="shortcut icon" type="image/vnd.microsoft.icon"/>
<link href="/node/27714" rel="shortlink"/>
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<meta content="Drupal 7 (http://drupal.org)" name="Generator"/>
<link href="/bioproj/topic/baseball-demographics-1947-2012" rel="canonical"/>
<title>Baseball Demographics, 1947-2016 | Society for American Baseball Research</title>
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<h3>Baseball Demographics, 1947-2016</h3>
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<h3>Corrections? Additions?</h3>
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<h1 class="page-header">Baseball Demographics, 1947-2016</h1>
<div class="author">This article was written by <a href="/node/4010">Mark Armour</a> and <a href="/node/3953">Daniel R. Levitt</a></div>
<p><img alt="" src="/sites/default/files/images/HOF, Robinson Jackie 32.62_Bat_ NBL.jpg" style="float: right; width: 243px; height: 300px;"/>Several years ago, I (Mark) performed a research project to numerically define the <a href="http://sabr.org/bioproj/topic/integration-1947-1986">spread of integration</a> in the years after <a href="http://sabr.org/research/1947-dodgers-jackie-robinsons-first-game">Jackie Robinson’s debut</a>.  This research was presented at the <a href="http://sabr.org/content/sabr-convention-history">2007 SABR convention</a> in St. Louis, and then in the Fall 2007 <a href="http://sabr.org/content/baseball-research-journal-archives"><em>Baseball Research Journal</em></a>.  The primary task in the project was to identify players who played in the 1947-1986 period (40 years) who would not have been allowed to do so before Robinson broke the color line.  These players included both African Americans and Afro-Latinos, though I also recorded the player’s country of birth—providing an approximation for distinguishing the two groups.  Although my research was conducted independently, I was able to confirm my findings with several other people who had traveled down the same road, including Steve Treder, Rick Swaine, Tom Timmerman and Jules Tygiel.</p>
<p>In recent years there has been increased attention on the obvious decline of African Americans in the major leagues.  Although my period of study ended in 1986 (at which point the decline had not begun), many published accounts have claimed African American percentages from the 1970s that I knew were way too high since they matched the figures I had for African Americans and Afro-Latinos combined.  In April 2013, for the first time, I was contacted by <a href="http://mlb.mlb.com/news/article.jsp?ymd=20130410&amp;content_id=44425610&amp;vkey=news_mlb&amp;c_id=mlb">a number</a> <a href="http://www.nytimes.com/2013/04/10/sports/baseball/baseball-creates-committee-to-study-decline-of-blacks-in-the-majors.html?ref=sports&amp;_r=1&amp;">of media outlets</a> who wanted to understand the discrepancy, and I shared my research on the subject.</p>
<p>However, I was asked one question more than any other: Why did you stop at 1986? My honest response was that the questions I was trying to answer in 2007 were satisfactorily addressed. I was studying the rise, not the decline. Nonetheless, the increased interest in the subject suggested that I needed to completely redo the study to make it up-to-date, and also to more deliberately separate the Latino players.</p>
<p>For the present study, Dan did the work to identify the more than 11,000 players who have played since 1947, which players played in which seasons, their primary positions and other demographic or statistical information. For each of these players, I divided them into four demographic categories: African American, Latino, Asian, and White. This is not an exact science. Many players are of mixed-race, from <a href="http://sabr.org/bioproj/person/a52ccbb5">Roy Campanella</a> to <a href="http://sabr.org/bioproj/person/c43ad285">Derek Jeter</a>. Race is principally a social construct and is mostly about self-identification.</p>
<p>As my study was intended to estimate the effects of lifting the color barrier, I used skin color as the determining factor, because this is how Organized Baseball itself defined the issue prior to Robinson (and even for many years thereafter.) As there are more than 11,000 players, disagreements on a few of them are not going to change our conclusions.</p>
<p>Now that we have the data, there are many questions we can answer. We will answer a few of them here, starting with the most commonly discussed one: what is the overall percentage of various demographic groups in baseball, particularly for African Americans, and how has it changed over time.</p>
<p>Table 1 summarizes the percentage of the total pool of players who appeared in a given season who belong to each ethnic group.</p>
<p> </p>
<p><strong>Table 1 - All Players, 1947-2016</strong></p>
<table width="100%"><thead><tr class="tableizer-firstrow"><th>Year</th>
<th>White </th>
<th>African<br/>Americans</th>
<th>Latino</th>
<th>Asian</th>
</tr></thead><tbody><tr style="border-bottom: 1pt solid black;"><td>1947</td>
<td>98.3%</td>
<td>0.9%</td>
<td>0.7%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1948</td>
<td>98.5%</td>
<td>0.7%</td>
<td>0.7%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1949</td>
<td>96.6%</td>
<td>1.5%</td>
<td>1.9%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1950</td>
<td>95.3%</td>
<td>1.7%</td>
<td>3.0%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1951</td>
<td>94.3%</td>
<td>2.9%</td>
<td>2.8%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1952</td>
<td>94.4%</td>
<td>2.9%</td>
<td>2.7%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1953</td>
<td>93.3%</td>
<td>3.7%</td>
<td>3.0%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1954</td>
<td>90.7%</td>
<td>5.6%</td>
<td>3.7%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1955</td>
<td>89.8%</td>
<td>5.2%</td>
<td>5.0%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1956</td>
<td>88.2%</td>
<td>6.7%</td>
<td>5.1%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1957</td>
<td>88.1%</td>
<td>6.7%</td>
<td>5.2%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1958</td>
<td>86.7%</td>
<td>7.4%</td>
<td>5.9%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1959</td>
<td>84.8%</td>
<td>8.8%</td>
<td>6.5%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1960</td>
<td>82.3%</td>
<td>8.9%</td>
<td>8.9%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1961</td>
<td>82.6%</td>
<td>9.7%</td>
<td>7.7%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1962</td>
<td>81.9%</td>
<td>10.1%</td>
<td>8.0%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1963</td>
<td>80.1%</td>
<td>11.7%</td>
<td>8.2%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1964</td>
<td>79.3%</td>
<td>11.7%</td>
<td>8.9%</td>
<td>0.1%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1965</td>
<td>78.3%</td>
<td>12.7%</td>
<td>8.8%</td>
<td>0.1%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1966</td>
<td>76.9%</td>
<td>13.4%</td>
<td>9.7%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1967</td>
<td>75.6%</td>
<td>13.6%</td>
<td>10.7%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1968</td>
<td>73.8%</td>
<td>15.4%</td>
<td>10.8%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1969</td>
<td>74.4%</td>
<td>14.5%</td>
<td>11.1%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1970</td>
<td>73.7%</td>
<td>14.6%</td>
<td>11.7%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1971</td>
<td>73.9%</td>
<td>15.5%</td>
<td>10.6%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1972</td>
<td>72.9%</td>
<td>16.1%</td>
<td>10.9%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1973</td>
<td>71.6%</td>
<td>17.4%</td>
<td>11.0%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1974</td>
<td>71.1%</td>
<td>17.4%</td>
<td>11.5%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1975</td>
<td>71.3%</td>
<td>18.5%</td>
<td>10.2%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1976</td>
<td>70.5%</td>
<td>18.0%</td>
<td>11.5%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1977</td>
<td>70.7%</td>
<td>17.9%</td>
<td>11.4%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1978</td>
<td>71.3%</td>
<td>17.4%</td>
<td>11.3%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1979</td>
<td>71.4%</td>
<td>17.9%</td>
<td>10.7%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1980</td>
<td>71.1%</td>
<td>17.4%</td>
<td>11.6%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1981</td>
<td>70.1%</td>
<td>18.7%</td>
<td>11.1%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1982</td>
<td>70.4%</td>
<td>17.9%</td>
<td>11.7%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1983</td>
<td>70.3%</td>
<td>18.0%</td>
<td>11.6%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1984</td>
<td>69.6%</td>
<td>18.4%</td>
<td>12.0%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1985</td>
<td>70.3%</td>
<td>18.3%</td>
<td>11.3%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1986</td>
<td>70.0%</td>
<td>18.3%</td>
<td>11.8%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1987</td>
<td>69.9%</td>
<td>17.7%</td>
<td>12.3%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1988</td>
<td>68.2%</td>
<td>17.3%</td>
<td>14.5%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1989</td>
<td>70.3%</td>
<td>16.5%</td>
<td>13.2%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1990</td>
<td>68.6%</td>
<td>16.6%</td>
<td>14.8%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1991</td>
<td>66.8%</td>
<td>17.0%</td>
<td>16.1%</td>
<td>0.1%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1992</td>
<td>67.7%</td>
<td>16.7%</td>
<td>15.6%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1993</td>
<td>66.3%</td>
<td>16.8%</td>
<td>16.9%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1994</td>
<td>65.0%</td>
<td>17.2%</td>
<td>17.8%</td>
<td>0.1%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1995</td>
<td>64.5%</td>
<td>16.1%</td>
<td>19.2%</td>
<td>0.2%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1996</td>
<td>63.2%</td>
<td>16.0%</td>
<td>20.4%</td>
<td>0.4%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1997</td>
<td>60.9%</td>
<td>15.0%</td>
<td>23.5%</td>
<td>0.5%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1998</td>
<td>62.0%</td>
<td>14.3%</td>
<td>22.8%</td>
<td>0.8%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1999</td>
<td>61.7%</td>
<td>13.6%</td>
<td>23.5%</td>
<td>1.2%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>2000</td>
<td>61.2%</td>
<td>12.8%</td>
<td>24.7%</td>
<td>1.3%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>2001</td>
<td>60.7%</td>
<td>12.1%</td>
<td>26.0%</td>
<td>1.2%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>2002</td>
<td>60.8%</td>
<td>10.8%</td>
<td>26.5%</td>
<td>1.9%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>2003</td>
<td>61.0%</td>
<td>10.4%</td>
<td>26.8%</td>
<td>1.8%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>2004</td>
<td>60.3%</td>
<td>10.1%</td>
<td>27.7%</td>
<td>1.8%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>2005</td>
<td>60.9%</td>
<td>9.1%</td>
<td>27.8%</td>
<td>2.3%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>2006</td>
<td>61.3%</td>
<td>9.0%</td>
<td>27.9%</td>
<td>1.9%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>2007</td>
<td>63.1%</td>
<td>8.5%</td>
<td>26.1%</td>
<td>2.2%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>2008</td>
<td>62.1%</td>
<td>8.2%</td>
<td>27.3%</td>
<td>2.3%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>2009</td>
<td>62.2%</td>
<td>7.1%</td>
<td>28.5%</td>
<td>2.1%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>2010</td>
<td>63.0%</td>
<td>7.8%</td>
<td>27.2%</td>
<td>1.9%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>2011</td>
<td>63.5%</td>
<td>7.9%</td>
<td>26.9%</td>
<td>1.7%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>2012</td>
<td>63.9%</td>
<td>7.2%</td>
<td>26.9%</td>
<td>1.9%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>2013</td>
<td>63.6%</td>
<td>6.7%</td>
<td>27.7%</td>
<td>2.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>2014</td>
<td>63.7%</td>
<td>6.7%</td>
<td>27.7%</td>
<td>1.8%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>2015</td>
<td>63.4%</td>
<td>7.2%</td>
<td>27.7%</td>
<td>1.7%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>2016</td>
<td>63.7%</td>
<td>6.7%</td>
<td>27.4%</td>
<td>2.1%</td>
</tr></tbody></table><p> </p>
<p>Figure 1 highlights the data in graphical form.</p>
<p><a href="https://sabr.org/sites/default/files/MLB-Demographics-Armour-Levitt-Figure1.png"><img align="middle" alt="" class="img-responsive" src="https://sabr.org/sites/default/files/MLB-Demographics-Armour-Levitt-Figure1.png" width="75%"/></a></p>
<p><em>(Click image to enlarge)</em></p>
<p> </p>
<p>The percentage of African Americans grew steadily from Jackie Robinson’s debut in 1947 until the early 1970s at which point it plateaued around 16% to 19% for a quarter-century (1972-1996).  Since then it has plummeted to less than half that amount.  There are a lot of theories as to why this happened, most of which are beyond the scope of this article.  Our interest here is not to determine why, but to examine the data itself as a useful starting point.</p>
<p>One undeniable change in baseball rosters in the past generation is the growth of pitching staffs at the expense of position players.  As shown in Figure 2, nearly all the increase in players used per team comes from an increased use of pitchers.  In the late 1980s and early 1990s the percentage of players who were pitchers began rising from the low 40 percent range to 53.4% in 2016.  For the past dozen or years, more than half of all players in major league baseball have been pitchers.</p>
<p> </p>
<p><a href="https://sabr.org/sites/default/files/MLB-Demographics-Armour-Levitt-Figure2.png"><img align="middle" alt="" class="img-responsive" src="https://sabr.org/sites/default/files/MLB-Demographics-Armour-Levitt-Figure2.png" width="75%"/></a></p>
<p><em>(Click image to enlarge)</em></p>
<p> </p>
<p>African Americans have been disproportionately underrepresented on the mound, consisting of between 2 and 3 percent of the major-league hurlers over the past twelve years.  This number has never been as high as for other positions — getting over 6% a handful of times — but there are now 10 times as many Latino pitchers as there are African Americans.</p>
<p> </p>
<p><a href="https://sabr.org/sites/default/files/MLB-Demographics-Armour-Levitt-Figure3.png"><img align="middle" alt="" class="img-responsive" src="https://sabr.org/sites/default/files/MLB-Demographics-Armour-Levitt-Figure3.png" width="75%"/></a></p>
<p><em>(Click image to enlarge)</em></p>
<p> </p>
<p>We also looked at other positions, assigning each player a primary position for his career.  Alex Rodriguez, for our purposes, is a shortstop because he played more games at shortstop than at any other position.  Again, we are looking for trends in a pool of more than 11,000 players, so these simplifications will not affect our conclusions.</p>
<p>The story at catcher, for example, is even more dramatic than at pitcher, with just a handful of African American catchers in the past decade.  As of 2016, pitchers and catchers generally occupy 14 or 15 of the 25 roster slots.  For the most part, African Americans have been significantly underrepresented at these positions, and are instead competing for the remaining 10 or 11 places on the team.</p>
<p>So what positions are African Americans playing?  As shown in figure 4, most commonly, they are outfielders.</p>
<p> </p>
<p><a href="https://sabr.org/sites/default/files/MLB-Demographics-Armour-Levitt-Figure4.png"><img align="middle" alt="" class="img-responsive" src="https://sabr.org/sites/default/files/MLB-Demographics-Armour-Levitt-Figure4.png" width="75%"/></a></p>
<p><em>(Click image to enlarge)</em></p>
<p> </p>
<p>Major-league outfielders were over 40% African American for a 30-year period (1967-1999) before dropping below 30%. The share of Latino outfielders has remained over 20% for the past twenty years during the period of the African American decline.</p>
<p>We mentioned earlier that the pool of outfielders is shrinking, but African Americans' share of the pool is also shrinking, even though their numbers are still high relative to the rest of the positions on the field.</p>
<p>Our study considers every player who played in a major league game in a given season, and weighs all of them — <a href="http://sabr.org/bioproj/person/64f5dfa2">Willie Mays</a> and <a href="http://sabr.org/bioproj/person/ed8fc873">Bob Uecker</a> — equally.  But what if instead, as an alternative way to measure the impact of African Americans on the game, we weighted each player by his contributions?  The next chart summarizes the total percentage of a season’s WAR (Wins Above Replacement, as defined by Baseball-Reference.com) of each group.</p>
<p>The following table repeats the first table above, weighted by value:</p>
<p> </p>
<p><strong>Table 2 – Player WAR, 1947-2016</strong></p>
<table width="100%"><thead><tr class="tableizer-firstrow"><th>Year</th>
<th>White </th>
<th>African<br/>Americans</th>
<th>Latino</th>
<th>Asian</th>
</tr></thead><tbody><tr style="border-bottom: 1pt solid black;"><td>1947</td>
<td>99.9%</td>
<td>0.4%</td>
<td>-0.3%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1948</td>
<td>97.6%</td>
<td>2.6%</td>
<td>-0.2%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1949</td>
<td>93.9%</td>
<td>5.4%</td>
<td>0.7%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1950</td>
<td>91.0%</td>
<td>7.2%</td>
<td>1.7%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1951</td>
<td>86.7%</td>
<td>8.8%</td>
<td>4.5%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1952</td>
<td>88.3%</td>
<td>7.5%</td>
<td>4.2%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1953</td>
<td>87.3%</td>
<td>7.4%</td>
<td>5.4%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1954</td>
<td>85.2%</td>
<td>8.5%</td>
<td>6.3%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1955</td>
<td>82.2%</td>
<td>12.7%</td>
<td>5.0%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1956</td>
<td>81.8%</td>
<td>14.5%</td>
<td>3.7%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1957</td>
<td>82.8%</td>
<td>11.5%</td>
<td>5.7%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1958</td>
<td>79.9%</td>
<td>13.7%</td>
<td>6.3%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1959</td>
<td>78.0%</td>
<td>15.4%</td>
<td>6.6%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1960</td>
<td>79.5%</td>
<td>13.8%</td>
<td>6.7%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1961</td>
<td>74.6%</td>
<td>17.4%</td>
<td>8.0%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1962</td>
<td>71.3%</td>
<td>19.3%</td>
<td>9.4%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1963</td>
<td>70.4%</td>
<td>19.7%</td>
<td>9.9%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1964</td>
<td>68.6%</td>
<td>21.2%</td>
<td>10.1%</td>
<td>0.1%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1965</td>
<td>64.4%</td>
<td>24.2%</td>
<td>11.2%</td>
<td>0.2%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1966</td>
<td>63.6%</td>
<td>24.0%</td>
<td>12.4%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1967</td>
<td>67.4%</td>
<td>20.2%</td>
<td>12.4%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1968</td>
<td>64.5%</td>
<td>22.0%</td>
<td>13.5%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1969</td>
<td>63.2%</td>
<td>24.4%</td>
<td>12.4%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1970</td>
<td>66.8%</td>
<td>23.5%</td>
<td>9.7%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1971</td>
<td>66.0%</td>
<td>24.6%</td>
<td>9.5%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1972</td>
<td>64.9%</td>
<td>24.9%</td>
<td>10.2%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1973</td>
<td>66.0%</td>
<td>25.5%</td>
<td>8.5%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1974</td>
<td>66.8%</td>
<td>24.3%</td>
<td>8.9%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1975</td>
<td>65.0%</td>
<td>25.0%</td>
<td>10.1%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1976</td>
<td>66.1%</td>
<td>24.3%</td>
<td>9.7%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1977</td>
<td>62.3%</td>
<td>27.2%</td>
<td>10.4%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1978</td>
<td>67.8%</td>
<td>24.2%</td>
<td>8.0%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1979</td>
<td>67.9%</td>
<td>24.2%</td>
<td>7.9%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1980</td>
<td>66.7%</td>
<td>26.4%</td>
<td>7.0%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1981</td>
<td>66.7%</td>
<td>26.0%</td>
<td>7.3%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1982</td>
<td>66.6%</td>
<td>22.1%</td>
<td>11.3%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1983</td>
<td>65.0%</td>
<td>25.8%</td>
<td>9.2%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1984</td>
<td>66.8%</td>
<td>22.9%</td>
<td>10.2%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1985</td>
<td>66.9%</td>
<td>24.2%</td>
<td>8.9%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1986</td>
<td>69.5%</td>
<td>22.8%</td>
<td>7.7%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1987</td>
<td>67.8%</td>
<td>20.6%</td>
<td>11.6%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1988</td>
<td>68.7%</td>
<td>20.2%</td>
<td>11.1%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1989</td>
<td>65.2%</td>
<td>22.4%</td>
<td>12.3%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1990</td>
<td>64.4%</td>
<td>24.0%</td>
<td>11.6%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1991</td>
<td>61.8%</td>
<td>22.4%</td>
<td>15.9%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1992</td>
<td>59.6%</td>
<td>23.8%</td>
<td>16.6%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1993</td>
<td>64.5%</td>
<td>21.2%</td>
<td>14.3%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1994</td>
<td>59.1%</td>
<td>22.0%</td>
<td>18.9%</td>
<td>0.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1995</td>
<td>66.0%</td>
<td>18.0%</td>
<td>15.5%</td>
<td>0.5%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1996</td>
<td>58.8%</td>
<td>18.8%</td>
<td>21.8%</td>
<td>0.6%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1997</td>
<td>63.3%</td>
<td>16.7%</td>
<td>19.4%</td>
<td>0.6%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1998</td>
<td>55.0%</td>
<td>19.9%</td>
<td>23.9%</td>
<td>1.2%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>1999</td>
<td>55.0%</td>
<td>15.8%</td>
<td>28.2%</td>
<td>1.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>2000</td>
<td>55.7%</td>
<td>13.9%</td>
<td>27.7%</td>
<td>2.6%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>2001</td>
<td>56.2%</td>
<td>12.7%</td>
<td>29.0%</td>
<td>2.1%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>2002</td>
<td>56.4%</td>
<td>12.4%</td>
<td>29.3%</td>
<td>1.9%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>2003</td>
<td>54.5%</td>
<td>11.7%</td>
<td>31.7%</td>
<td>2.2%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>2004</td>
<td>54.3%</td>
<td>10.9%</td>
<td>32.9%</td>
<td>2.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>2005</td>
<td>58.3%</td>
<td>11.3%</td>
<td>28.4%</td>
<td>2.0%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>2006</td>
<td>59.1%</td>
<td>9.7%</td>
<td>28.4%</td>
<td>2.8%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>2007</td>
<td>57.3%</td>
<td>11.6%</td>
<td>27.7%</td>
<td>3.4%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>2008</td>
<td>58.6%</td>
<td>10.3%</td>
<td>26.9%</td>
<td>4.1%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>2009</td>
<td>59.8%</td>
<td>11.8%</td>
<td>25.1%</td>
<td>3.2%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>2010</td>
<td>57.0%</td>
<td>11.1%</td>
<td>29.6%</td>
<td>2.3%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>2011</td>
<td>56.7%</td>
<td>12.9%</td>
<td>29.0%</td>
<td>1.3%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>2012</td>
<td>58.3%</td>
<td>11.4%</td>
<td>28.0%</td>
<td>2.2%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>2013</td>
<td>57.3%</td>
<td>7.7%</td>
<td>30.7%</td>
<td>4.3%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>2014</td>
<td>59.1%</td>
<td>11.0%</td>
<td>27.3%</td>
<td>2.7%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>2015</td>
<td>58.1%</td>
<td>11.6%</td>
<td>28.0%</td>
<td>2.3%</td>
</tr><tr style="border-bottom: 1pt solid black;"><td>2016</td>
<td>59.9%</td>
<td>8.3%</td>
<td>29.2%</td>
<td>2.5%</td>
</tr></tbody></table><p> </p>
<p>As with the raw number data, figure 5 presents the data graphically.</p>
<p><a href="https://sabr.org/sites/default/files/MLB-Demographics-Armour-Levitt-Figure5.png"><img align="middle" alt="" class="img-responsive" src="https://sabr.org/sites/default/files/MLB-Demographics-Armour-Levitt-Figure5.png" width="75%"/></a></p>
<p><em>(Click image to enlarge)</em></p>
<p> </p>
<p>It might not be obvious from the two graphs, but the African American percentages are consistently higher when considering value rather than just counting players.</p>
<p>Figure 6 below illustrates this more directly, comparing the raw percentage of African American players with the percentage of value they contributed.</p>
<p> </p>
<p><a href="https://sabr.org/sites/default/files/MLB-Demographics-Armour-Levitt-Figure6.png"><img align="middle" alt="" class="img-responsive" src="https://sabr.org/sites/default/files/MLB-Demographics-Armour-Levitt-Figure6.png" width="75%"/></a></p>
<p><em>(Click image to enlarge)</em></p>
<p> </p>
<p>From the very early days of integration African American players have provided more on-field value than their raw numbers would suggest.  While the 1960s discrepancy might have been caused by the lingering effects of prejudice, the explanation today is likely less nefarious.  Measuring WAR, rather than a simple player count, lessens the impact of the increasing number of players who are only on a roster for a few days or weeks (many of them pitchers) who earn little or no “value”.  The WAR line is therefore a more accurate view of the impact of African American players in the game.</p>
<p>Of course the other major trend is the huge increase in the number of Latinos in Major League Baseball.  As summarized in Table 1 above, the percentage grew slowly until the late 1960s, at which point the level plateaued at around 11 to 12 percent where it held steady for roughly 20 years.  In the late 1980s the percentage of Latinos began growing rapidly until the early 2000s.  Since then, the percentage has held steady in the mid to high twenty percent range.</p>
<p>Finally, it’s worth noting the presence of a small, but meaningful number of Asians in the game.  Over the past dozen or so years, the percentage of Asians has been around two percent.  Unlike earlier years, however, when the Asians were predominately pitchers, they are now more proportionately spread out over all positions.</p>
<p> </p>
<p><span style="text-decoration: underline;"><strong>Conclusions</strong></span></p>
<p>The past 20 years has witnessed a decline in African American players in the game. This has become common knowledge, though we do not believe that the data has been publicly presented back to 1947 in a place that is easy to find.</p>
<p>The downward trend is present at all positions, although the overall decline has been exacerbated by the increased share of roster spots being allocated to pitchers and catchers.  Also, looking at player value lessens some of the decline.</p>
<p>During this same period, the share of both Asians and Latinos has increased markedly, keeping the major leagues as diverse as it has ever been.</p>
<p> </p>
<p><span style="text-decoration: underline;"><strong>Further studies</strong></span></p>
<p>The prevalent opinion seems to be that the cause of the decline in African Americans is external to major league baseball: that African Americans are focusing on other sports as youths, either by choice or because of fewer opportunities to play baseball. As far as we are aware, this issue has not been studied — it is reasoned speculation.</p>
<p>Could there be other factors? We showed above that the shift in how rosters are constructed (pitchers vs. position players) has had an effect. Could it be that there have been shifts in the types of skills that are emphasized (speed vs. power/patience) or where players are drafted (college vs. high school) that have disproportionately affected certain demographic groups? Clearly further research is called for to more fully understand the changing demographics of major league baseball.</p>
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In [213]:
soup = BeautifulSoup(html_doc, 'html.parser')

print(soup.get_text())


Year
White 
African-Americans
Latino
Asian
1947
98.3%
0.9%
0.7%
0.0%
1948
98.5%
0.7%
0.7%
0.0%
1949
96.6%
1.5%
1.9%
0.0%
1950
95.3%
1.7%
3.0%
0.0%
1951
94.3%
2.9%
2.8%
0.0%
1952
94.4%
2.9%
2.7%
0.0%
1953
93.3%
3.7%
3.0%
0.0%
1954
90.7%
5.6%
3.7%
0.0%
1955
89.8%
5.2%
5.0%
0.0%
1956
88.2%
6.7%
5.1%
0.0%
1957
88.1%
6.7%
5.2%
0.0%
1958
86.7%
7.4%
5.9%
0.0%
1959
84.8%
8.8%
6.5%
0.0%
1960
82.3%
8.9%
8.9%
0.0%
1961
82.6%
9.7%
7.7%
0.0%
1962
81.9%
10.1%
8.0%
0.0%
1963
80.1%
11.7%
8.2%
0.0%
1964
79.3%
11.7%
8.9%
0.1%
1965
78.3%
12.7%
8.8%
0.1%
1966
76.9%
13.4%
9.7%
0.0%
1967
75.6%
13.6%
10.7%
0.0%
1968
73.8%
15.4%
10.8%
0.0%
1969
74.4%
14.5%
11.1%
0.0%
1970
73.7%
14.6%
11.7%
0.0%
1971
73.9%
15.5%
10.6%
0.0%
1972
72.9%
16.1%
10.9%
0.0%
1973
71.6%
17.4%
11.0%
0.0%
1974
71.1%
17.4%
11.5%
0.0%
1975
71.3%
18.5%
10.2%
0.0%
1976
70.5%
18.0%
11.5%
0.0%
1977
70.7%
17.9%
11.4%
0.0%
1978
71.3%
17.4%
11.3%
0.0%
1979
71.4%
17.9%
10.7%
0.0%
1980
71.1%
17.4%
11.6%
0.0%
1981
70.1%
18.7%
11.1%
0.0%
1982
70.4%
17.9%
11.7%
0.0%
1983
70.3%
18.0%
11.6%
0.0%
1984
69.6%
18.4%
12.0%
0.0%
1985
70.3%
18.3%
11.3%
0.0%
1986
70.0%
18.3%
11.8%
0.0%
1987
69.9%
17.7%
12.3%
0.0%
1988
68.2%
17.3%
14.5%
0.0%
1989
70.3%
16.5%
13.2%
0.0%
1990
68.6%
16.6%
14.8%
0.0%
1991
66.8%
17.0%
16.1%
0.1%
1992
67.7%
16.7%
15.6%
0.0%
1993
66.3%
16.8%
16.9%
0.0%
1994
65.0%
17.2%
17.8%
0.1%
1995
64.5%
16.1%
19.2%
0.2%
1996
63.2%
16.0%
20.4%
0.4%
1997
60.9%
15.0%
23.5%
0.5%
1998
62.0%
14.3%
22.8%
0.8%
1999
61.7%
13.6%
23.5%
1.2%
2000
61.2%
12.8%
24.7%
1.3%
2001
60.7%
12.1%
26.0%
1.2%
2002
60.8%
10.8%
26.5%
1.9%
2003
61.0%
10.4%
26.8%
1.8%
2004
60.3%
10.1%
27.7%
1.8%
2005
60.9%
9.1%
27.8%
2.3%
2006
61.3%
9.0%
27.8%
1.9%
2007
63.1%
8.5%
26.1%
2.2%
2008
62.1%
8.2%
27.3%
2.3%
2009
62.2%
7.1%
28.5%
2.1%
2010
63.0%
7.8%
27.2%
1.9%
2011
63.5%
7.9%
26.9%
1.7%
2012
63.9%
7.2%
26.9%
1.9%
 


In [214]:
r #to check to make sure the download was successful


Out[214]:
<Response [200]>

In [215]:
soup.find_all('table')


Out[215]:
[<table width="600"><tbody><tr class="tableizer-firstrow"><th>Year</th>
 <th>White </th>
 <th>African-<br/>Americans</th>
 <th>Latino</th>
 <th>Asian</th>
 </tr><tr><td>1947</td>
 <td>98.3%</td>
 <td>0.9%</td>
 <td>0.7%</td>
 <td>0.0%</td>
 </tr><tr><td>1948</td>
 <td>98.5%</td>
 <td>0.7%</td>
 <td>0.7%</td>
 <td>0.0%</td>
 </tr><tr><td>1949</td>
 <td>96.6%</td>
 <td>1.5%</td>
 <td>1.9%</td>
 <td>0.0%</td>
 </tr><tr><td>1950</td>
 <td>95.3%</td>
 <td>1.7%</td>
 <td>3.0%</td>
 <td>0.0%</td>
 </tr><tr><td>1951</td>
 <td>94.3%</td>
 <td>2.9%</td>
 <td>2.8%</td>
 <td>0.0%</td>
 </tr><tr><td>1952</td>
 <td>94.4%</td>
 <td>2.9%</td>
 <td>2.7%</td>
 <td>0.0%</td>
 </tr><tr><td>1953</td>
 <td>93.3%</td>
 <td>3.7%</td>
 <td>3.0%</td>
 <td>0.0%</td>
 </tr><tr><td>1954</td>
 <td>90.7%</td>
 <td>5.6%</td>
 <td>3.7%</td>
 <td>0.0%</td>
 </tr><tr><td>1955</td>
 <td>89.8%</td>
 <td>5.2%</td>
 <td>5.0%</td>
 <td>0.0%</td>
 </tr><tr><td>1956</td>
 <td>88.2%</td>
 <td>6.7%</td>
 <td>5.1%</td>
 <td>0.0%</td>
 </tr><tr><td>1957</td>
 <td>88.1%</td>
 <td>6.7%</td>
 <td>5.2%</td>
 <td>0.0%</td>
 </tr><tr><td>1958</td>
 <td>86.7%</td>
 <td>7.4%</td>
 <td>5.9%</td>
 <td>0.0%</td>
 </tr><tr><td>1959</td>
 <td>84.8%</td>
 <td>8.8%</td>
 <td>6.5%</td>
 <td>0.0%</td>
 </tr><tr><td>1960</td>
 <td>82.3%</td>
 <td>8.9%</td>
 <td>8.9%</td>
 <td>0.0%</td>
 </tr><tr><td>1961</td>
 <td>82.6%</td>
 <td>9.7%</td>
 <td>7.7%</td>
 <td>0.0%</td>
 </tr><tr><td>1962</td>
 <td>81.9%</td>
 <td>10.1%</td>
 <td>8.0%</td>
 <td>0.0%</td>
 </tr><tr><td>1963</td>
 <td>80.1%</td>
 <td>11.7%</td>
 <td>8.2%</td>
 <td>0.0%</td>
 </tr><tr><td>1964</td>
 <td>79.3%</td>
 <td>11.7%</td>
 <td>8.9%</td>
 <td>0.1%</td>
 </tr><tr><td>1965</td>
 <td>78.3%</td>
 <td>12.7%</td>
 <td>8.8%</td>
 <td>0.1%</td>
 </tr><tr><td>1966</td>
 <td>76.9%</td>
 <td>13.4%</td>
 <td>9.7%</td>
 <td>0.0%</td>
 </tr><tr><td>1967</td>
 <td>75.6%</td>
 <td>13.6%</td>
 <td>10.7%</td>
 <td>0.0%</td>
 </tr><tr><td>1968</td>
 <td>73.8%</td>
 <td>15.4%</td>
 <td>10.8%</td>
 <td>0.0%</td>
 </tr><tr><td>1969</td>
 <td>74.4%</td>
 <td>14.5%</td>
 <td>11.1%</td>
 <td>0.0%</td>
 </tr><tr><td>1970</td>
 <td>73.7%</td>
 <td>14.6%</td>
 <td>11.7%</td>
 <td>0.0%</td>
 </tr><tr><td>1971</td>
 <td>73.9%</td>
 <td>15.5%</td>
 <td>10.6%</td>
 <td>0.0%</td>
 </tr><tr><td>1972</td>
 <td>72.9%</td>
 <td>16.1%</td>
 <td>10.9%</td>
 <td>0.0%</td>
 </tr><tr><td>1973</td>
 <td>71.6%</td>
 <td>17.4%</td>
 <td>11.0%</td>
 <td>0.0%</td>
 </tr><tr><td>1974</td>
 <td>71.1%</td>
 <td>17.4%</td>
 <td>11.5%</td>
 <td>0.0%</td>
 </tr><tr><td>1975</td>
 <td>71.3%</td>
 <td>18.5%</td>
 <td>10.2%</td>
 <td>0.0%</td>
 </tr><tr><td>1976</td>
 <td>70.5%</td>
 <td>18.0%</td>
 <td>11.5%</td>
 <td>0.0%</td>
 </tr><tr><td>1977</td>
 <td>70.7%</td>
 <td>17.9%</td>
 <td>11.4%</td>
 <td>0.0%</td>
 </tr><tr><td>1978</td>
 <td>71.3%</td>
 <td>17.4%</td>
 <td>11.3%</td>
 <td>0.0%</td>
 </tr><tr><td>1979</td>
 <td>71.4%</td>
 <td>17.9%</td>
 <td>10.7%</td>
 <td>0.0%</td>
 </tr><tr><td>1980</td>
 <td>71.1%</td>
 <td>17.4%</td>
 <td>11.6%</td>
 <td>0.0%</td>
 </tr><tr><td>1981</td>
 <td>70.1%</td>
 <td>18.7%</td>
 <td>11.1%</td>
 <td>0.0%</td>
 </tr><tr><td>1982</td>
 <td>70.4%</td>
 <td>17.9%</td>
 <td>11.7%</td>
 <td>0.0%</td>
 </tr><tr><td>1983</td>
 <td>70.3%</td>
 <td>18.0%</td>
 <td>11.6%</td>
 <td>0.0%</td>
 </tr><tr><td>1984</td>
 <td>69.6%</td>
 <td>18.4%</td>
 <td>12.0%</td>
 <td>0.0%</td>
 </tr><tr><td>1985</td>
 <td>70.3%</td>
 <td>18.3%</td>
 <td>11.3%</td>
 <td>0.0%</td>
 </tr><tr><td>1986</td>
 <td>70.0%</td>
 <td>18.3%</td>
 <td>11.8%</td>
 <td>0.0%</td>
 </tr><tr><td>1987</td>
 <td>69.9%</td>
 <td>17.7%</td>
 <td>12.3%</td>
 <td>0.0%</td>
 </tr><tr><td>1988</td>
 <td>68.2%</td>
 <td>17.3%</td>
 <td>14.5%</td>
 <td>0.0%</td>
 </tr><tr><td>1989</td>
 <td>70.3%</td>
 <td>16.5%</td>
 <td>13.2%</td>
 <td>0.0%</td>
 </tr><tr><td>1990</td>
 <td>68.6%</td>
 <td>16.6%</td>
 <td>14.8%</td>
 <td>0.0%</td>
 </tr><tr><td>1991</td>
 <td>66.8%</td>
 <td>17.0%</td>
 <td>16.1%</td>
 <td>0.1%</td>
 </tr><tr><td>1992</td>
 <td>67.7%</td>
 <td>16.7%</td>
 <td>15.6%</td>
 <td>0.0%</td>
 </tr><tr><td>1993</td>
 <td>66.3%</td>
 <td>16.8%</td>
 <td>16.9%</td>
 <td>0.0%</td>
 </tr><tr><td>1994</td>
 <td>65.0%</td>
 <td>17.2%</td>
 <td>17.8%</td>
 <td>0.1%</td>
 </tr><tr><td>1995</td>
 <td>64.5%</td>
 <td>16.1%</td>
 <td>19.2%</td>
 <td>0.2%</td>
 </tr><tr><td>1996</td>
 <td>63.2%</td>
 <td>16.0%</td>
 <td>20.4%</td>
 <td>0.4%</td>
 </tr><tr><td>1997</td>
 <td>60.9%</td>
 <td>15.0%</td>
 <td>23.5%</td>
 <td>0.5%</td>
 </tr><tr><td>1998</td>
 <td>62.0%</td>
 <td>14.3%</td>
 <td>22.8%</td>
 <td>0.8%</td>
 </tr><tr><td>1999</td>
 <td>61.7%</td>
 <td>13.6%</td>
 <td>23.5%</td>
 <td>1.2%</td>
 </tr><tr><td>2000</td>
 <td>61.2%</td>
 <td>12.8%</td>
 <td>24.7%</td>
 <td>1.3%</td>
 </tr><tr><td>2001</td>
 <td>60.7%</td>
 <td>12.1%</td>
 <td>26.0%</td>
 <td>1.2%</td>
 </tr><tr><td>2002</td>
 <td>60.8%</td>
 <td>10.8%</td>
 <td>26.5%</td>
 <td>1.9%</td>
 </tr><tr><td>2003</td>
 <td>61.0%</td>
 <td>10.4%</td>
 <td>26.8%</td>
 <td>1.8%</td>
 </tr><tr><td>2004</td>
 <td>60.3%</td>
 <td>10.1%</td>
 <td>27.7%</td>
 <td>1.8%</td>
 </tr><tr><td>2005</td>
 <td>60.9%</td>
 <td>9.1%</td>
 <td>27.8%</td>
 <td>2.3%</td>
 </tr><tr><td>2006</td>
 <td>61.3%</td>
 <td>9.0%</td>
 <td>27.8%</td>
 <td>1.9%</td>
 </tr><tr><td>2007</td>
 <td>63.1%</td>
 <td>8.5%</td>
 <td>26.1%</td>
 <td>2.2%</td>
 </tr><tr><td>2008</td>
 <td>62.1%</td>
 <td>8.2%</td>
 <td>27.3%</td>
 <td>2.3%</td>
 </tr><tr><td>2009</td>
 <td>62.2%</td>
 <td>7.1%</td>
 <td>28.5%</td>
 <td>2.1%</td>
 </tr><tr><td>2010</td>
 <td>63.0%</td>
 <td>7.8%</td>
 <td>27.2%</td>
 <td>1.9%</td>
 </tr><tr><td>2011</td>
 <td>63.5%</td>
 <td>7.9%</td>
 <td>26.9%</td>
 <td>1.7%</td>
 </tr><tr><td>2012</td>
 <td>63.9%</td>
 <td>7.2%</td>
 <td>26.9%</td>
 <td>1.9%</td>
 </tr></tbody></table>]

In [216]:
new_table = pd.DataFrame(columns=range(0,5)) # I know the size

In [217]:
#soup = BeautifulSoup(html_doc, 'lxml') # Parse the HTML as a string

table = soup.find_all('table')[0] # Grab the first table

table_list = []

for row in table.find_all('tr'):
    row_list = []
    columns = row.find_all('td')
    for column in columns:        
        row_list.append(column.get_text())
    table_list.append(row_list)

In [218]:
pd.DataFrame(table_list[1:])


Out[218]:
0 1 2 3 4
0 1947 98.3% 0.9% 0.7% 0.0%
1 1948 98.5% 0.7% 0.7% 0.0%
2 1949 96.6% 1.5% 1.9% 0.0%
3 1950 95.3% 1.7% 3.0% 0.0%
4 1951 94.3% 2.9% 2.8% 0.0%
5 1952 94.4% 2.9% 2.7% 0.0%
6 1953 93.3% 3.7% 3.0% 0.0%
7 1954 90.7% 5.6% 3.7% 0.0%
8 1955 89.8% 5.2% 5.0% 0.0%
9 1956 88.2% 6.7% 5.1% 0.0%
10 1957 88.1% 6.7% 5.2% 0.0%
11 1958 86.7% 7.4% 5.9% 0.0%
12 1959 84.8% 8.8% 6.5% 0.0%
13 1960 82.3% 8.9% 8.9% 0.0%
14 1961 82.6% 9.7% 7.7% 0.0%
15 1962 81.9% 10.1% 8.0% 0.0%
16 1963 80.1% 11.7% 8.2% 0.0%
17 1964 79.3% 11.7% 8.9% 0.1%
18 1965 78.3% 12.7% 8.8% 0.1%
19 1966 76.9% 13.4% 9.7% 0.0%
20 1967 75.6% 13.6% 10.7% 0.0%
21 1968 73.8% 15.4% 10.8% 0.0%
22 1969 74.4% 14.5% 11.1% 0.0%
23 1970 73.7% 14.6% 11.7% 0.0%
24 1971 73.9% 15.5% 10.6% 0.0%
25 1972 72.9% 16.1% 10.9% 0.0%
26 1973 71.6% 17.4% 11.0% 0.0%
27 1974 71.1% 17.4% 11.5% 0.0%
28 1975 71.3% 18.5% 10.2% 0.0%
29 1976 70.5% 18.0% 11.5% 0.0%
30 1977 70.7% 17.9% 11.4% 0.0%
31 1978 71.3% 17.4% 11.3% 0.0%
32 1979 71.4% 17.9% 10.7% 0.0%
33 1980 71.1% 17.4% 11.6% 0.0%
34 1981 70.1% 18.7% 11.1% 0.0%
35 1982 70.4% 17.9% 11.7% 0.0%
36 1983 70.3% 18.0% 11.6% 0.0%
37 1984 69.6% 18.4% 12.0% 0.0%
38 1985 70.3% 18.3% 11.3% 0.0%
39 1986 70.0% 18.3% 11.8% 0.0%
40 1987 69.9% 17.7% 12.3% 0.0%
41 1988 68.2% 17.3% 14.5% 0.0%
42 1989 70.3% 16.5% 13.2% 0.0%
43 1990 68.6% 16.6% 14.8% 0.0%
44 1991 66.8% 17.0% 16.1% 0.1%
45 1992 67.7% 16.7% 15.6% 0.0%
46 1993 66.3% 16.8% 16.9% 0.0%
47 1994 65.0% 17.2% 17.8% 0.1%
48 1995 64.5% 16.1% 19.2% 0.2%
49 1996 63.2% 16.0% 20.4% 0.4%
50 1997 60.9% 15.0% 23.5% 0.5%
51 1998 62.0% 14.3% 22.8% 0.8%
52 1999 61.7% 13.6% 23.5% 1.2%
53 2000 61.2% 12.8% 24.7% 1.3%
54 2001 60.7% 12.1% 26.0% 1.2%
55 2002 60.8% 10.8% 26.5% 1.9%
56 2003 61.0% 10.4% 26.8% 1.8%
57 2004 60.3% 10.1% 27.7% 1.8%
58 2005 60.9% 9.1% 27.8% 2.3%
59 2006 61.3% 9.0% 27.8% 1.9%
60 2007 63.1% 8.5% 26.1% 2.2%
61 2008 62.1% 8.2% 27.3% 2.3%
62 2009 62.2% 7.1% 28.5% 2.1%
63 2010 63.0% 7.8% 27.2% 1.9%
64 2011 63.5% 7.9% 26.9% 1.7%
65 2012 63.9% 7.2% 26.9% 1.9%

In [219]:
RTable = pd.DataFrame(table_list[1:])
RTable.columns = ["Year", "White", "African American", "Latino", "Asian"]
RTable


Out[219]:
Year White African American Latino Asian
0 1947 98.3% 0.9% 0.7% 0.0%
1 1948 98.5% 0.7% 0.7% 0.0%
2 1949 96.6% 1.5% 1.9% 0.0%
3 1950 95.3% 1.7% 3.0% 0.0%
4 1951 94.3% 2.9% 2.8% 0.0%
5 1952 94.4% 2.9% 2.7% 0.0%
6 1953 93.3% 3.7% 3.0% 0.0%
7 1954 90.7% 5.6% 3.7% 0.0%
8 1955 89.8% 5.2% 5.0% 0.0%
9 1956 88.2% 6.7% 5.1% 0.0%
10 1957 88.1% 6.7% 5.2% 0.0%
11 1958 86.7% 7.4% 5.9% 0.0%
12 1959 84.8% 8.8% 6.5% 0.0%
13 1960 82.3% 8.9% 8.9% 0.0%
14 1961 82.6% 9.7% 7.7% 0.0%
15 1962 81.9% 10.1% 8.0% 0.0%
16 1963 80.1% 11.7% 8.2% 0.0%
17 1964 79.3% 11.7% 8.9% 0.1%
18 1965 78.3% 12.7% 8.8% 0.1%
19 1966 76.9% 13.4% 9.7% 0.0%
20 1967 75.6% 13.6% 10.7% 0.0%
21 1968 73.8% 15.4% 10.8% 0.0%
22 1969 74.4% 14.5% 11.1% 0.0%
23 1970 73.7% 14.6% 11.7% 0.0%
24 1971 73.9% 15.5% 10.6% 0.0%
25 1972 72.9% 16.1% 10.9% 0.0%
26 1973 71.6% 17.4% 11.0% 0.0%
27 1974 71.1% 17.4% 11.5% 0.0%
28 1975 71.3% 18.5% 10.2% 0.0%
29 1976 70.5% 18.0% 11.5% 0.0%
30 1977 70.7% 17.9% 11.4% 0.0%
31 1978 71.3% 17.4% 11.3% 0.0%
32 1979 71.4% 17.9% 10.7% 0.0%
33 1980 71.1% 17.4% 11.6% 0.0%
34 1981 70.1% 18.7% 11.1% 0.0%
35 1982 70.4% 17.9% 11.7% 0.0%
36 1983 70.3% 18.0% 11.6% 0.0%
37 1984 69.6% 18.4% 12.0% 0.0%
38 1985 70.3% 18.3% 11.3% 0.0%
39 1986 70.0% 18.3% 11.8% 0.0%
40 1987 69.9% 17.7% 12.3% 0.0%
41 1988 68.2% 17.3% 14.5% 0.0%
42 1989 70.3% 16.5% 13.2% 0.0%
43 1990 68.6% 16.6% 14.8% 0.0%
44 1991 66.8% 17.0% 16.1% 0.1%
45 1992 67.7% 16.7% 15.6% 0.0%
46 1993 66.3% 16.8% 16.9% 0.0%
47 1994 65.0% 17.2% 17.8% 0.1%
48 1995 64.5% 16.1% 19.2% 0.2%
49 1996 63.2% 16.0% 20.4% 0.4%
50 1997 60.9% 15.0% 23.5% 0.5%
51 1998 62.0% 14.3% 22.8% 0.8%
52 1999 61.7% 13.6% 23.5% 1.2%
53 2000 61.2% 12.8% 24.7% 1.3%
54 2001 60.7% 12.1% 26.0% 1.2%
55 2002 60.8% 10.8% 26.5% 1.9%
56 2003 61.0% 10.4% 26.8% 1.8%
57 2004 60.3% 10.1% 27.7% 1.8%
58 2005 60.9% 9.1% 27.8% 2.3%
59 2006 61.3% 9.0% 27.8% 1.9%
60 2007 63.1% 8.5% 26.1% 2.2%
61 2008 62.1% 8.2% 27.3% 2.3%
62 2009 62.2% 7.1% 28.5% 2.1%
63 2010 63.0% 7.8% 27.2% 1.9%
64 2011 63.5% 7.9% 26.9% 1.7%
65 2012 63.9% 7.2% 26.9% 1.9%

In [220]:
RTable.dtypes


Out[220]:
Year                object
White               object
African American    object
Latino              object
Asian               object
dtype: object

We see that the column variables are all listed as object. We want to convert these into floats. We also want to convert Year to integer, so to do this, we do the below:


In [221]:
RTable['White'] = RTable['White'].str.replace('%', '').astype(float)
RTable['African American'] = RTable['African American'].str.replace('%', '').astype(float)
RTable['Latino'] = RTable['Latino'].str.replace('%', '').astype(float)
RTable['Asian'] = RTable['Asian'].str.replace('%', '').astype(float)

In [222]:
RTable.dtypes


Out[222]:
Year                 object
White               float64
African American    float64
Latino              float64
Asian               float64
dtype: object

In [223]:
RTable['Year'] = RTable['Year'].astype(int)
print('New dtype:', RTable['Year'].dtype)


New dtype: int64

In [224]:
RTable = RTable.set_index(['Year'])
RTable


Out[224]:
White African American Latino Asian
Year
1947 98.3 0.9 0.7 0.0
1948 98.5 0.7 0.7 0.0
1949 96.6 1.5 1.9 0.0
1950 95.3 1.7 3.0 0.0
1951 94.3 2.9 2.8 0.0
1952 94.4 2.9 2.7 0.0
1953 93.3 3.7 3.0 0.0
1954 90.7 5.6 3.7 0.0
1955 89.8 5.2 5.0 0.0
1956 88.2 6.7 5.1 0.0
1957 88.1 6.7 5.2 0.0
1958 86.7 7.4 5.9 0.0
1959 84.8 8.8 6.5 0.0
1960 82.3 8.9 8.9 0.0
1961 82.6 9.7 7.7 0.0
1962 81.9 10.1 8.0 0.0
1963 80.1 11.7 8.2 0.0
1964 79.3 11.7 8.9 0.1
1965 78.3 12.7 8.8 0.1
1966 76.9 13.4 9.7 0.0
1967 75.6 13.6 10.7 0.0
1968 73.8 15.4 10.8 0.0
1969 74.4 14.5 11.1 0.0
1970 73.7 14.6 11.7 0.0
1971 73.9 15.5 10.6 0.0
1972 72.9 16.1 10.9 0.0
1973 71.6 17.4 11.0 0.0
1974 71.1 17.4 11.5 0.0
1975 71.3 18.5 10.2 0.0
1976 70.5 18.0 11.5 0.0
1977 70.7 17.9 11.4 0.0
1978 71.3 17.4 11.3 0.0
1979 71.4 17.9 10.7 0.0
1980 71.1 17.4 11.6 0.0
1981 70.1 18.7 11.1 0.0
1982 70.4 17.9 11.7 0.0
1983 70.3 18.0 11.6 0.0
1984 69.6 18.4 12.0 0.0
1985 70.3 18.3 11.3 0.0
1986 70.0 18.3 11.8 0.0
1987 69.9 17.7 12.3 0.0
1988 68.2 17.3 14.5 0.0
1989 70.3 16.5 13.2 0.0
1990 68.6 16.6 14.8 0.0
1991 66.8 17.0 16.1 0.1
1992 67.7 16.7 15.6 0.0
1993 66.3 16.8 16.9 0.0
1994 65.0 17.2 17.8 0.1
1995 64.5 16.1 19.2 0.2
1996 63.2 16.0 20.4 0.4
1997 60.9 15.0 23.5 0.5
1998 62.0 14.3 22.8 0.8
1999 61.7 13.6 23.5 1.2
2000 61.2 12.8 24.7 1.3
2001 60.7 12.1 26.0 1.2
2002 60.8 10.8 26.5 1.9
2003 61.0 10.4 26.8 1.8
2004 60.3 10.1 27.7 1.8
2005 60.9 9.1 27.8 2.3
2006 61.3 9.0 27.8 1.9
2007 63.1 8.5 26.1 2.2
2008 62.1 8.2 27.3 2.3
2009 62.2 7.1 28.5 2.1
2010 63.0 7.8 27.2 1.9
2011 63.5 7.9 26.9 1.7
2012 63.9 7.2 26.9 1.9

One thing that this chart does not include is the Native American baseball players, so we are going to want to add these numbers back in. Unfortunately, there is no table that I pull this data from. Instead, I looked at each player and noted the active years. These players appear to have been excluded entirely from the MLB demographic data, so we need to add in a Column for Native Americans, which I believe makes this chart more accurate than excluding them entirely. This data was compiled manually by using this List of Native American MLB Players

I have showed my work compiling the percentage of MLB players that are Native American in the below:

List of Minority Baseball Players Prior to 1947


In [227]:
RTable['Native American'] = [0.7,0.5,0.4,0.2,0.3,0.2,0.2,0.2,0.0,0.2,0.2,0.2,0.2,0.2,0.1,0.1,0.1,0.3,0.1,0.1,0.1,0.1,0.1,0.1,0.1,0.1,0.2,0.1,0.1,0.1,0.1,0.0,0.0,0.0,0.0,0.0,0.0,0.1,0.0,0.1,0.0,0.1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1,0.1,0.1,0.1,0.2,0.1,0.2,0.2,0.2,0.2,0.2,0.2]
RTable


Out[227]:
White African American Latino Asian Native American
Year
1947 98.3 0.9 0.7 0.0 0.7
1948 98.5 0.7 0.7 0.0 0.5
1949 96.6 1.5 1.9 0.0 0.4
1950 95.3 1.7 3.0 0.0 0.2
1951 94.3 2.9 2.8 0.0 0.3
1952 94.4 2.9 2.7 0.0 0.2
1953 93.3 3.7 3.0 0.0 0.2
1954 90.7 5.6 3.7 0.0 0.2
1955 89.8 5.2 5.0 0.0 0.0
1956 88.2 6.7 5.1 0.0 0.2
1957 88.1 6.7 5.2 0.0 0.2
1958 86.7 7.4 5.9 0.0 0.2
1959 84.8 8.8 6.5 0.0 0.2
1960 82.3 8.9 8.9 0.0 0.2
1961 82.6 9.7 7.7 0.0 0.1
1962 81.9 10.1 8.0 0.0 0.1
1963 80.1 11.7 8.2 0.0 0.1
1964 79.3 11.7 8.9 0.1 0.3
1965 78.3 12.7 8.8 0.1 0.1
1966 76.9 13.4 9.7 0.0 0.1
1967 75.6 13.6 10.7 0.0 0.1
1968 73.8 15.4 10.8 0.0 0.1
1969 74.4 14.5 11.1 0.0 0.1
1970 73.7 14.6 11.7 0.0 0.1
1971 73.9 15.5 10.6 0.0 0.1
1972 72.9 16.1 10.9 0.0 0.1
1973 71.6 17.4 11.0 0.0 0.2
1974 71.1 17.4 11.5 0.0 0.1
1975 71.3 18.5 10.2 0.0 0.1
1976 70.5 18.0 11.5 0.0 0.1
1977 70.7 17.9 11.4 0.0 0.1
1978 71.3 17.4 11.3 0.0 0.0
1979 71.4 17.9 10.7 0.0 0.0
1980 71.1 17.4 11.6 0.0 0.0
1981 70.1 18.7 11.1 0.0 0.0
1982 70.4 17.9 11.7 0.0 0.0
1983 70.3 18.0 11.6 0.0 0.0
1984 69.6 18.4 12.0 0.0 0.1
1985 70.3 18.3 11.3 0.0 0.0
1986 70.0 18.3 11.8 0.0 0.1
1987 69.9 17.7 12.3 0.0 0.0
1988 68.2 17.3 14.5 0.0 0.1
1989 70.3 16.5 13.2 0.0 0.0
1990 68.6 16.6 14.8 0.0 0.0
1991 66.8 17.0 16.1 0.1 0.0
1992 67.7 16.7 15.6 0.0 0.0
1993 66.3 16.8 16.9 0.0 0.0
1994 65.0 17.2 17.8 0.1 0.0
1995 64.5 16.1 19.2 0.2 0.0
1996 63.2 16.0 20.4 0.4 0.0
1997 60.9 15.0 23.5 0.5 0.0
1998 62.0 14.3 22.8 0.8 0.0
1999 61.7 13.6 23.5 1.2 0.0
2000 61.2 12.8 24.7 1.3 0.0
2001 60.7 12.1 26.0 1.2 0.1
2002 60.8 10.8 26.5 1.9 0.1
2003 61.0 10.4 26.8 1.8 0.1
2004 60.3 10.1 27.7 1.8 0.1
2005 60.9 9.1 27.8 2.3 0.2
2006 61.3 9.0 27.8 1.9 0.1
2007 63.1 8.5 26.1 2.2 0.2
2008 62.1 8.2 27.3 2.3 0.2
2009 62.2 7.1 28.5 2.1 0.2
2010 63.0 7.8 27.2 1.9 0.2
2011 63.5 7.9 26.9 1.7 0.2
2012 63.9 7.2 26.9 1.9 0.2

So, we know that there have been more seasons since 2012 and in fact as noted above, we have demographic information from 2013-2016. Rather than webscrape this information, it will be easier to simply append the current table.


In [228]:
RTable1 = pd.DataFrame({'White':[61.2, 60.9, 58.8, 59.0],
                        'African American':[8.3, 8.2, 8.3, 8.3],
                        'Latino':[28.2, 28.4, 29.3, 28.5],
                        'Asian':[2.1, 2.0, 2.4, 2.4],
                        'Native American':[0.2, 0.2, 0.2, 0.2]},
                   index = [2013, 2014, 2015, 2016])

In [229]:
RTable = RTable.append(RTable1)
RTable


Out[229]:
African American Asian Latino Native American White
1947 0.9 0.0 0.7 0.7 98.3
1948 0.7 0.0 0.7 0.5 98.5
1949 1.5 0.0 1.9 0.4 96.6
1950 1.7 0.0 3.0 0.2 95.3
1951 2.9 0.0 2.8 0.3 94.3
1952 2.9 0.0 2.7 0.2 94.4
1953 3.7 0.0 3.0 0.2 93.3
1954 5.6 0.0 3.7 0.2 90.7
1955 5.2 0.0 5.0 0.0 89.8
1956 6.7 0.0 5.1 0.2 88.2
1957 6.7 0.0 5.2 0.2 88.1
1958 7.4 0.0 5.9 0.2 86.7
1959 8.8 0.0 6.5 0.2 84.8
1960 8.9 0.0 8.9 0.2 82.3
1961 9.7 0.0 7.7 0.1 82.6
1962 10.1 0.0 8.0 0.1 81.9
1963 11.7 0.0 8.2 0.1 80.1
1964 11.7 0.1 8.9 0.3 79.3
1965 12.7 0.1 8.8 0.1 78.3
1966 13.4 0.0 9.7 0.1 76.9
1967 13.6 0.0 10.7 0.1 75.6
1968 15.4 0.0 10.8 0.1 73.8
1969 14.5 0.0 11.1 0.1 74.4
1970 14.6 0.0 11.7 0.1 73.7
1971 15.5 0.0 10.6 0.1 73.9
1972 16.1 0.0 10.9 0.1 72.9
1973 17.4 0.0 11.0 0.2 71.6
1974 17.4 0.0 11.5 0.1 71.1
1975 18.5 0.0 10.2 0.1 71.3
1976 18.0 0.0 11.5 0.1 70.5
1977 17.9 0.0 11.4 0.1 70.7
1978 17.4 0.0 11.3 0.0 71.3
1979 17.9 0.0 10.7 0.0 71.4
1980 17.4 0.0 11.6 0.0 71.1
1981 18.7 0.0 11.1 0.0 70.1
1982 17.9 0.0 11.7 0.0 70.4
1983 18.0 0.0 11.6 0.0 70.3
1984 18.4 0.0 12.0 0.1 69.6
1985 18.3 0.0 11.3 0.0 70.3
1986 18.3 0.0 11.8 0.1 70.0
1987 17.7 0.0 12.3 0.0 69.9
1988 17.3 0.0 14.5 0.1 68.2
1989 16.5 0.0 13.2 0.0 70.3
1990 16.6 0.0 14.8 0.0 68.6
1991 17.0 0.1 16.1 0.0 66.8
1992 16.7 0.0 15.6 0.0 67.7
1993 16.8 0.0 16.9 0.0 66.3
1994 17.2 0.1 17.8 0.0 65.0
1995 16.1 0.2 19.2 0.0 64.5
1996 16.0 0.4 20.4 0.0 63.2
1997 15.0 0.5 23.5 0.0 60.9
1998 14.3 0.8 22.8 0.0 62.0
1999 13.6 1.2 23.5 0.0 61.7
2000 12.8 1.3 24.7 0.0 61.2
2001 12.1 1.2 26.0 0.1 60.7
2002 10.8 1.9 26.5 0.1 60.8
2003 10.4 1.8 26.8 0.1 61.0
2004 10.1 1.8 27.7 0.1 60.3
2005 9.1 2.3 27.8 0.2 60.9
2006 9.0 1.9 27.8 0.1 61.3
2007 8.5 2.2 26.1 0.2 63.1
2008 8.2 2.3 27.3 0.2 62.1
2009 7.1 2.1 28.5 0.2 62.2
2010 7.8 1.9 27.2 0.2 63.0
2011 7.9 1.7 26.9 0.2 63.5
2012 7.2 1.9 26.9 0.2 63.9
2013 8.3 2.1 28.2 0.2 61.2
2014 8.2 2.0 28.4 0.2 60.9
2015 8.3 2.4 29.3 0.2 58.8
2016 8.3 2.4 28.5 0.2 59.0

We now have all demographic information from 1947-2016. This is great, but we know that Major League Baseball began before 1947. In fact, the founding of the National League was way back in 1876. This should be easy to append, right? After all, Jackie Robinson broke the color barrier in 1947, so everybody who played before that must have been White, right? Well, not exactly. Let's give a quick history lesson.

A Brief History of MLB's Color Barrier

Jackie Robinson is often credited with integrating Major League Baseball in 1947, overcoming a tremendous amount of bigotry and racism to forever change Major League Baseball (and America) forever. The league, however, was already somewhat integrated in that it allowed white-hispanic players to participate - (a factor that helped keep MLB alive during WWII). In fact, MLB's unofficial ban of players was not so much to keep baseball White, but more to keep African Americans out. This horrific time period tarnishes MLB's history and also creates a lot of confusion into the demographics of Major League Baseball players at this time. There are a number of claims of people pretending to be White or pretending to be White Hispanic. As a result, it is difficult to determine the demographics of Major League Baseball prior to 1947 with 100% accuracy.

Moreover, before Major League Baseball's unofficial ban of African Americans, three African Americans (though only two were known at the time to be African American), played in Major League Baseball.

The below link attaches to my raw data calculations in order to determine the demographis of Major League Baseball prior to 1947. While this data may not be 100% accurate, it is in my view a more accurate depiction of Major League Baseball than starting with data in 1947 or estimating 100% White participation prior to 1947.


In [230]:
RTable2 = pd.DataFrame({'White':[100.0, 100.0, 100.0, 99.2, 100.0, 100.0, 99.6, 99.6, 99.6, 99.7, 99.7, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 99.6, 99.4, 99.4, 100.0, 99.8, 99.8, 99.5, 99.5, 99.5, 99.3, 99.8, 99.4, 99.2, 98.9, 98.7, 98.8, 98.0, 98.2, 98.3, 98.1, 97.8, 97.4, 98.7, 97.7, 97.8, 98.6, 99.2, 99.1, 98.6, 98.4, 98.8, 98.5, 98.8, 98.8, 98.8, 98.8, 98.6, 98.2, 97.8, 98.2, 98.4, 98.5, 98.4, 98.6, 98.6, 97.6, 97.5, 96.2, 96.7, 98.4],
                        'African American':[0.0, 0.0, 0.0, 0.8, 0.0, 0.0, 0.0, 0.0, 0.4, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0],
                        'Latino':[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.4, 0.4, 0.1, 0.3, 0.3, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.2, 0.0, 0.0, 0.0, 0.0, 0.0, 0.2, 0.2, 0.2, 0.4, 0.6, 1.0, 0.9, 0.8, 1.2, 1.2, 2.0, 0.9, 1.4, 1.2, 0.8, 0.4, 0.7, 0.9, 1.0, 0.6, 0.6, 0.6, 0.4, 0.6, 0.6, 0.6, 0.6, 1.0, 0.8, 0.6, 0.6, 0.7, 0.7, 0.9, 1.7, 2.0, 2.7, 2.6, 0.6],
                        'Asian':[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0],
                        'Native American':[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.4, 0.6, 0.6, 0.0, 0.2, 0.0, 0.5, 0.5, 0.5, 0.7, 0.2, 0.4, 0.6, 0.9, 0.9, 0.6, 1.0, 0.9, 0.9, 0.7, 1.0, 0.6, 0.4, 0.6, 1.0, 0.6, 0.4, 0.2, 0.5, 0.6, 0.6, 0.9, 0.6, 0.8, 0.6, 0.6, 0.8, 1.2, 1.2, 1.0, 1.0, 0.9, 0.9, 0.7, 0.5, 0.7, 0.5, 1.1, 0.7, 0.9]},
                   index = [1876, 1877, 1878, 1879, 1880, 1881, 1882, 1883, 1884, 1885, 1886, 1887, 1888, 1889, 1890, 1891, 1892, 1893, 1894, 1895, 1896, 1897, 1898, 1899, 1900, 1901, 1902, 1903, 1904, 1905, 1906, 1907, 1908, 1909, 1910, 1911, 1912, 1913, 1914, 1915, 1916, 1917, 1918, 1919, 1920, 1921, 1922, 1923, 1924, 1925, 1926, 1927, 1928, 1929, 1930, 1931, 1932, 1933, 1934, 1935, 1936, 1937, 1938, 1939, 1940, 1941, 1942, 1943, 1944, 1945, 1946])

In [231]:
RTable = RTable.append(RTable2)
RTable


Out[231]:
African American Asian Latino Native American White
1947 0.9 0.0 0.7 0.7 98.3
1948 0.7 0.0 0.7 0.5 98.5
1949 1.5 0.0 1.9 0.4 96.6
1950 1.7 0.0 3.0 0.2 95.3
1951 2.9 0.0 2.8 0.3 94.3
1952 2.9 0.0 2.7 0.2 94.4
1953 3.7 0.0 3.0 0.2 93.3
1954 5.6 0.0 3.7 0.2 90.7
1955 5.2 0.0 5.0 0.0 89.8
1956 6.7 0.0 5.1 0.2 88.2
1957 6.7 0.0 5.2 0.2 88.1
1958 7.4 0.0 5.9 0.2 86.7
1959 8.8 0.0 6.5 0.2 84.8
1960 8.9 0.0 8.9 0.2 82.3
1961 9.7 0.0 7.7 0.1 82.6
1962 10.1 0.0 8.0 0.1 81.9
1963 11.7 0.0 8.2 0.1 80.1
1964 11.7 0.1 8.9 0.3 79.3
1965 12.7 0.1 8.8 0.1 78.3
1966 13.4 0.0 9.7 0.1 76.9
1967 13.6 0.0 10.7 0.1 75.6
1968 15.4 0.0 10.8 0.1 73.8
1969 14.5 0.0 11.1 0.1 74.4
1970 14.6 0.0 11.7 0.1 73.7
1971 15.5 0.0 10.6 0.1 73.9
1972 16.1 0.0 10.9 0.1 72.9
1973 17.4 0.0 11.0 0.2 71.6
1974 17.4 0.0 11.5 0.1 71.1
1975 18.5 0.0 10.2 0.1 71.3
1976 18.0 0.0 11.5 0.1 70.5
1977 17.9 0.0 11.4 0.1 70.7
1978 17.4 0.0 11.3 0.0 71.3
1979 17.9 0.0 10.7 0.0 71.4
1980 17.4 0.0 11.6 0.0 71.1
1981 18.7 0.0 11.1 0.0 70.1
1982 17.9 0.0 11.7 0.0 70.4
1983 18.0 0.0 11.6 0.0 70.3
1984 18.4 0.0 12.0 0.1 69.6
1985 18.3 0.0 11.3 0.0 70.3
1986 18.3 0.0 11.8 0.1 70.0
1987 17.7 0.0 12.3 0.0 69.9
1988 17.3 0.0 14.5 0.1 68.2
1989 16.5 0.0 13.2 0.0 70.3
1990 16.6 0.0 14.8 0.0 68.6
1991 17.0 0.1 16.1 0.0 66.8
1992 16.7 0.0 15.6 0.0 67.7
1993 16.8 0.0 16.9 0.0 66.3
1994 17.2 0.1 17.8 0.0 65.0
1995 16.1 0.2 19.2 0.0 64.5
1996 16.0 0.4 20.4 0.0 63.2
1997 15.0 0.5 23.5 0.0 60.9
1998 14.3 0.8 22.8 0.0 62.0
1999 13.6 1.2 23.5 0.0 61.7
2000 12.8 1.3 24.7 0.0 61.2
2001 12.1 1.2 26.0 0.1 60.7
2002 10.8 1.9 26.5 0.1 60.8
2003 10.4 1.8 26.8 0.1 61.0
2004 10.1 1.8 27.7 0.1 60.3
2005 9.1 2.3 27.8 0.2 60.9
2006 9.0 1.9 27.8 0.1 61.3
2007 8.5 2.2 26.1 0.2 63.1
2008 8.2 2.3 27.3 0.2 62.1
2009 7.1 2.1 28.5 0.2 62.2
2010 7.8 1.9 27.2 0.2 63.0
2011 7.9 1.7 26.9 0.2 63.5
2012 7.2 1.9 26.9 0.2 63.9
2013 8.3 2.1 28.2 0.2 61.2
2014 8.2 2.0 28.4 0.2 60.9
2015 8.3 2.4 29.3 0.2 58.8
2016 8.3 2.4 28.5 0.2 59.0
1876 0.0 0.0 0.0 0.0 100.0
1877 0.0 0.0 0.0 0.0 100.0
1878 0.0 0.0 0.0 0.0 100.0
1879 0.8 0.0 0.0 0.0 99.2
1880 0.0 0.0 0.0 0.0 100.0
1881 0.0 0.0 0.0 0.0 100.0
1882 0.0 0.0 0.4 0.0 99.6
1883 0.0 0.0 0.4 0.0 99.6
1884 0.4 0.0 0.1 0.0 99.6
1885 0.0 0.0 0.3 0.0 99.7
1886 0.0 0.0 0.3 0.0 99.7
1887 0.0 0.0 0.0 0.0 100.0
1888 0.0 0.0 0.0 0.0 100.0
1889 0.0 0.0 0.0 0.0 100.0
1890 0.0 0.0 0.0 0.0 100.0
1891 0.0 0.0 0.0 0.0 100.0
1892 0.0 0.0 0.0 0.0 100.0
1893 0.0 0.0 0.0 0.0 100.0
1894 0.0 0.0 0.0 0.0 100.0
1895 0.0 0.0 0.0 0.0 100.0
1896 0.0 0.0 0.0 0.0 100.0
1897 0.0 0.0 0.0 0.4 99.6
1898 0.0 0.0 0.0 0.6 99.4
1899 0.0 0.0 0.0 0.6 99.4
1900 0.0 0.0 0.0 0.0 100.0
1901 0.0 0.0 0.0 0.2 99.8
1902 0.0 0.0 0.2 0.0 99.8
1903 0.0 0.0 0.0 0.5 99.5
1904 0.0 0.0 0.0 0.5 99.5
1905 0.0 0.0 0.0 0.5 99.5
1906 0.0 0.0 0.0 0.7 99.3
1907 0.0 0.0 0.0 0.2 99.8
1908 0.0 0.0 0.2 0.4 99.4
1909 0.0 0.0 0.2 0.6 99.2
1910 0.0 0.0 0.2 0.9 98.9
1911 0.0 0.0 0.4 0.9 98.7
1912 0.0 0.0 0.6 0.6 98.8
1913 0.0 0.0 1.0 1.0 98.0
1914 0.0 0.0 0.9 0.9 98.2
1915 0.0 0.0 0.8 0.9 98.3
1916 0.0 0.0 1.2 0.7 98.1
1917 0.0 0.0 1.2 1.0 97.8
1918 0.0 0.0 2.0 0.6 97.4
1919 0.0 0.0 0.9 0.4 98.7
1920 0.0 0.0 1.4 0.6 97.7
1921 0.0 0.0 1.2 1.0 97.8
1922 0.0 0.0 0.8 0.6 98.6
1923 0.0 0.0 0.4 0.4 99.2
1924 0.0 0.0 0.7 0.2 99.1
1925 0.0 0.0 0.9 0.5 98.6
1926 0.0 0.0 1.0 0.6 98.4
1927 0.0 0.0 0.6 0.6 98.8
1928 0.0 0.0 0.6 0.9 98.5
1929 0.0 0.0 0.6 0.6 98.8
1930 0.0 0.0 0.4 0.8 98.8
1931 0.0 0.0 0.6 0.6 98.8
1932 0.0 0.0 0.6 0.6 98.8
1933 0.0 0.0 0.6 0.8 98.6
1934 0.0 0.0 0.6 1.2 98.2
1935 0.0 0.0 1.0 1.2 97.8
1936 0.0 0.0 0.8 1.0 98.2
1937 0.0 0.0 0.6 1.0 98.4
1938 0.0 0.0 0.6 0.9 98.5
1939 0.0 0.0 0.7 0.9 98.4
1940 0.0 0.0 0.7 0.7 98.6
1941 0.0 0.0 0.9 0.5 98.6
1942 0.0 0.0 1.7 0.7 97.6
1943 0.0 0.0 2.0 0.5 97.5
1944 0.0 0.0 2.7 1.1 96.2
1945 0.0 0.0 2.6 0.7 96.7
1946 0.0 0.0 0.6 0.9 98.4

In [233]:
RTable=RTable.sort_index(axis=0)
RTable


Out[233]:
African American Asian Latino Native American White
1876 0.0 0.0 0.0 0.0 100.0
1877 0.0 0.0 0.0 0.0 100.0
1878 0.0 0.0 0.0 0.0 100.0
1879 0.8 0.0 0.0 0.0 99.2
1880 0.0 0.0 0.0 0.0 100.0
1881 0.0 0.0 0.0 0.0 100.0
1882 0.0 0.0 0.4 0.0 99.6
1883 0.0 0.0 0.4 0.0 99.6
1884 0.4 0.0 0.1 0.0 99.6
1885 0.0 0.0 0.3 0.0 99.7
1886 0.0 0.0 0.3 0.0 99.7
1887 0.0 0.0 0.0 0.0 100.0
1888 0.0 0.0 0.0 0.0 100.0
1889 0.0 0.0 0.0 0.0 100.0
1890 0.0 0.0 0.0 0.0 100.0
1891 0.0 0.0 0.0 0.0 100.0
1892 0.0 0.0 0.0 0.0 100.0
1893 0.0 0.0 0.0 0.0 100.0
1894 0.0 0.0 0.0 0.0 100.0
1895 0.0 0.0 0.0 0.0 100.0
1896 0.0 0.0 0.0 0.0 100.0
1897 0.0 0.0 0.0 0.4 99.6
1898 0.0 0.0 0.0 0.6 99.4
1899 0.0 0.0 0.0 0.6 99.4
1900 0.0 0.0 0.0 0.0 100.0
1901 0.0 0.0 0.0 0.2 99.8
1902 0.0 0.0 0.2 0.0 99.8
1903 0.0 0.0 0.0 0.5 99.5
1904 0.0 0.0 0.0 0.5 99.5
1905 0.0 0.0 0.0 0.5 99.5
1906 0.0 0.0 0.0 0.7 99.3
1907 0.0 0.0 0.0 0.2 99.8
1908 0.0 0.0 0.2 0.4 99.4
1909 0.0 0.0 0.2 0.6 99.2
1910 0.0 0.0 0.2 0.9 98.9
1911 0.0 0.0 0.4 0.9 98.7
1912 0.0 0.0 0.6 0.6 98.8
1913 0.0 0.0 1.0 1.0 98.0
1914 0.0 0.0 0.9 0.9 98.2
1915 0.0 0.0 0.8 0.9 98.3
1916 0.0 0.0 1.2 0.7 98.1
1917 0.0 0.0 1.2 1.0 97.8
1918 0.0 0.0 2.0 0.6 97.4
1919 0.0 0.0 0.9 0.4 98.7
1920 0.0 0.0 1.4 0.6 97.7
1921 0.0 0.0 1.2 1.0 97.8
1922 0.0 0.0 0.8 0.6 98.6
1923 0.0 0.0 0.4 0.4 99.2
1924 0.0 0.0 0.7 0.2 99.1
1925 0.0 0.0 0.9 0.5 98.6
1926 0.0 0.0 1.0 0.6 98.4
1927 0.0 0.0 0.6 0.6 98.8
1928 0.0 0.0 0.6 0.9 98.5
1929 0.0 0.0 0.6 0.6 98.8
1930 0.0 0.0 0.4 0.8 98.8
1931 0.0 0.0 0.6 0.6 98.8
1932 0.0 0.0 0.6 0.6 98.8
1933 0.0 0.0 0.6 0.8 98.6
1934 0.0 0.0 0.6 1.2 98.2
1935 0.0 0.0 1.0 1.2 97.8
1936 0.0 0.0 0.8 1.0 98.2
1937 0.0 0.0 0.6 1.0 98.4
1938 0.0 0.0 0.6 0.9 98.5
1939 0.0 0.0 0.7 0.9 98.4
1940 0.0 0.0 0.7 0.7 98.6
1941 0.0 0.0 0.9 0.5 98.6
1942 0.0 0.0 1.7 0.7 97.6
1943 0.0 0.0 2.0 0.5 97.5
1944 0.0 0.0 2.7 1.1 96.2
1945 0.0 0.0 2.6 0.7 96.7
1946 0.0 0.0 0.6 0.9 98.4
1947 0.9 0.0 0.7 0.7 98.3
1948 0.7 0.0 0.7 0.5 98.5
1949 1.5 0.0 1.9 0.4 96.6
1950 1.7 0.0 3.0 0.2 95.3
1951 2.9 0.0 2.8 0.3 94.3
1952 2.9 0.0 2.7 0.2 94.4
1953 3.7 0.0 3.0 0.2 93.3
1954 5.6 0.0 3.7 0.2 90.7
1955 5.2 0.0 5.0 0.0 89.8
1956 6.7 0.0 5.1 0.2 88.2
1957 6.7 0.0 5.2 0.2 88.1
1958 7.4 0.0 5.9 0.2 86.7
1959 8.8 0.0 6.5 0.2 84.8
1960 8.9 0.0 8.9 0.2 82.3
1961 9.7 0.0 7.7 0.1 82.6
1962 10.1 0.0 8.0 0.1 81.9
1963 11.7 0.0 8.2 0.1 80.1
1964 11.7 0.1 8.9 0.3 79.3
1965 12.7 0.1 8.8 0.1 78.3
1966 13.4 0.0 9.7 0.1 76.9
1967 13.6 0.0 10.7 0.1 75.6
1968 15.4 0.0 10.8 0.1 73.8
1969 14.5 0.0 11.1 0.1 74.4
1970 14.6 0.0 11.7 0.1 73.7
1971 15.5 0.0 10.6 0.1 73.9
1972 16.1 0.0 10.9 0.1 72.9
1973 17.4 0.0 11.0 0.2 71.6
1974 17.4 0.0 11.5 0.1 71.1
1975 18.5 0.0 10.2 0.1 71.3
1976 18.0 0.0 11.5 0.1 70.5
1977 17.9 0.0 11.4 0.1 70.7
1978 17.4 0.0 11.3 0.0 71.3
1979 17.9 0.0 10.7 0.0 71.4
1980 17.4 0.0 11.6 0.0 71.1
1981 18.7 0.0 11.1 0.0 70.1
1982 17.9 0.0 11.7 0.0 70.4
1983 18.0 0.0 11.6 0.0 70.3
1984 18.4 0.0 12.0 0.1 69.6
1985 18.3 0.0 11.3 0.0 70.3
1986 18.3 0.0 11.8 0.1 70.0
1987 17.7 0.0 12.3 0.0 69.9
1988 17.3 0.0 14.5 0.1 68.2
1989 16.5 0.0 13.2 0.0 70.3
1990 16.6 0.0 14.8 0.0 68.6
1991 17.0 0.1 16.1 0.0 66.8
1992 16.7 0.0 15.6 0.0 67.7
1993 16.8 0.0 16.9 0.0 66.3
1994 17.2 0.1 17.8 0.0 65.0
1995 16.1 0.2 19.2 0.0 64.5
1996 16.0 0.4 20.4 0.0 63.2
1997 15.0 0.5 23.5 0.0 60.9
1998 14.3 0.8 22.8 0.0 62.0
1999 13.6 1.2 23.5 0.0 61.7
2000 12.8 1.3 24.7 0.0 61.2
2001 12.1 1.2 26.0 0.1 60.7
2002 10.8 1.9 26.5 0.1 60.8
2003 10.4 1.8 26.8 0.1 61.0
2004 10.1 1.8 27.7 0.1 60.3
2005 9.1 2.3 27.8 0.2 60.9
2006 9.0 1.9 27.8 0.1 61.3
2007 8.5 2.2 26.1 0.2 63.1
2008 8.2 2.3 27.3 0.2 62.1
2009 7.1 2.1 28.5 0.2 62.2
2010 7.8 1.9 27.2 0.2 63.0
2011 7.9 1.7 26.9 0.2 63.5
2012 7.2 1.9 26.9 0.2 63.9
2013 8.3 2.1 28.2 0.2 61.2
2014 8.2 2.0 28.4 0.2 60.9
2015 8.3 2.4 29.3 0.2 58.8
2016 8.3 2.4 28.5 0.2 59.0

In [234]:
fig, ax = plt.subplots(figsize=(20,11))

RTable.plot(ax=ax)
ax.set_title('Major League Players by Race', fontsize=20,)
ax.legend(fontsize=16)
ax.set_ylabel('Percentage', fontsize=16)
ax.set_xlabel('Year', fontsize=16)


Out[234]:
<matplotlib.text.Text at 0x12fd1f860>

When we graph this, what immediately stands out is the steady decline of the percentage of white baseball players since integration in 1947 (although there were a few small dips during WWI and WWII). This shouldn't come as a surprise at all as it takes time for talent to develop and receive proper training within different cultures and so the percentage of white baseball players wasn't going to fall off a cliff.

What may come as a surprise to many is the decline of African American baseball players from it's peak in the late 1970s early 1980s. Unfortunately, there is no real good reason as to why this decline has occurred or why it has occurred so sharply. Many people attribute the globalization of the game as cause for a natural decline in African American participation (it is worth noting that the growth of Asian baseball players stem almost entirely from the international player pool) Others attribute the prioritization of alternative sports in inner-cities - namely football and basketball - as a driving force behind the decline of African American baseball players. Whatever the reason, it has been a rather precipitous drop in representation.

More than anything, this graph speaks to the rapid globalization in Major League Baseball beginning in the 1990s. We will see this more clearly in the next set of data I will show, but on this graph, you can begin to see the exponential growth of Latino baseball players, as well as the growth of Asian baseball players. This growth is almost entirely of international players and while Latino baseball players had been beforehand had been mostly from the United States or surrounding geographic areas (Cuba, Mexico, Puerto Rico, etc.). Today, the game has expanded so much to include players from more far reaching areas such as Brazil.

MLB Birth Places


In [236]:
import pandas as pd
url = '/Users/dwoldar/Data_Bootcamp/Baseball Alamanc Data.xls'
bp = pd.read_excel(url)
bp


Out[236]:
ID# DebutYear Name BirthLocation
0 aardsda01 2000s DavidAllanAardsma Colorado
1 aaronha01 1950s HenryLouisAaron Alabama
2 aaronto01 1960s TommieLeeAaron Alabama
3 aasedo01 1970s DonaldWilliamAase California
4 abadan01 2000s FaustoAndresAbad Florida
5 abadfe01 2010s FernandoAntonioAbad DominicanRepublic
6 abbated01 1890s EdwardJamesAbbaticchio Pennsylvania
7 abbeybe01 1890s BertWoodAbbey Vermont
8 abbeych01 1890s CharlesS.Abbey Nebraska
9 abbotda01 1890s LeanderFranklinAbbott Ohio
10 abbotfr01 1900s HarryFrederickWinbigler Ohio
11 abbotgl01 1970s WilliamGlennAbbott Arkansas
12 abbotje01 1990s JeffreyWilliamAbbott Georgia
13 abbotji01 1980s JamesAnthonyAbbott Michigan
14 abbotku01 1990s KurtThomasAbbott Ohio
15 abbotky01 1990s LawrenceKyleAbbott Massachusetts
16 abbotod01 1910s OdyCleonAbbott Pennsylvania
17 abbotpa01 1990s PaulDavidAbbott California
18 aberal01 1950s AlbertJuliusAber Ohio
19 abercre01 2000s ReginaldDamascusAbercrombie Georgia
20 abernbi01 1950s WilliamEdwardAbernathie California
21 abernbr01 2000s MichaelBrentAbernathy Georgia
22 abernte01 1940s TalmadgeLafayetteAbernathy NorthCarolina
23 abernte02 1950s TheodoreWadeAbernathy NorthCarolina
24 abernwo01 1940s VirgilWoodrowAbernathy NorthCarolina
25 aberscl01 1940s CliffordAlexanderAberson Illinois
26 ablesha01 1900s HarryTerrellAbles Texas
27 abnersh01 1980s ShawnWesleyAbner Ohio
28 abramca01 1940s CalvinRossAbrams Pennsylvania
29 abramge01 1920s GeorgeAllenAbrams Washington
30 abregjo01 1980s JohnnyRayAbrego Texas
31 abreubo01 1990s BobKellyAbreu Venezuela
32 abreujo01 1940s JosephLawrenceAbreu California
33 abreujo02 2010s Jos̩DarielAbreuCorrea Cuba
34 abreuju01 2010s JuandeDios(Reyes)Abreu DominicanRepublic
35 abreuto01 2000s EtanislaoToniAbreu DominicanRepublic
36 abreuwi01 2000s WinstonLeonardoAbreu DominicanRepublic
37 abstebi01 1900s WilliamHenryAbstein Missouri
38 accarje01 2000s JeremyLeeAccardo Arizona
39 aceveal01 2000s AlfredoAceves Mexico
40 acevejo01 2000s JoseOmarAcevedo DominicanRepublic
41 aceveju01 1990s JuanCarlosAcevedo Mexico
42 achteaj01 2010s AdamJosephAchter Ohio
43 ackerji01 1980s JamesJustinAcker Texas
44 ackerto01 1950s ThomasJamesAcker NewJersey
45 ackledu01 2010s DustinMichaelAckley NorthCarolina
46 acklefr01 1960s FlorianFrederickAckley Wisconsin
47 acostcy01 1970s Cecilio(Miranda)Acosta Mexico
48 acosted01 1970s EduardoElixbetAcosta Panama
49 acostjo01 1920s JoseAcosta Cuba
50 acostma01 2000s ManuelAlcidesAcosta Panama
51 acostme01 1910s BaldomeroPedroAcostaFernÌÁndez Cuba
52 acrema01 1990s MarkRobertAcre California
53 adairje01 1950s KennethJerryAdair Oklahoma
54 adairji01 1930s JamesAubreyAdair Texas
55 adamecr01 2010s CristhianPascualAdames DominicanRepublic
56 adamsac01 1940s AceTownsendAdams California
57 adamsau01 2010s AustinDavidAdams Alabama
58 adamsba01 1900s CharlesBenjaminAdams Indiana
59 adamsbe01 1910s JohnBertramAdams Texas
60 adamsbo01 1920s RobertBurnetteAdams Massachusetts
61 adamsbo02 1930s RobertAndrewAdams Alabama
62 adamsbo03 1940s RobertHenryAdams California
63 adamsbo04 1970s RobertMelvinAdams Pennsylvania
64 adamsbu01 1930s ElvinClarkAdams Colorado
65 adamsda01 1910s DanielLeslieAdams Missouri
66 adamsda02 2010s DavidLeeAdams Florida
67 adamsdi01 1940s RichardLeroyAdams California
68 adamsdo01 1960s HaroldDouglasAdams Wisconsin
69 adamsge01 1870s GeorgeH.Adams Massachusetts
70 adamsgl01 1970s GlennCharlesAdams Massachusetts
71 adamshe01 1940s HerbertLorenAdams California
72 adamsji01 1890s JamesJ.Adams Illinois
73 adamsjo01 1900s JosephEdwardAdams Illinois
74 adamsjo02 1990s JoelLeeAdamson California
75 adamska01 1910s KarlTutwilerAdams Georgia
76 adamsla01 2010s LaneWestonAdams Oklahoma
77 adamsma01 2010s MatthewJamesAdams Pennsylvania
78 adamsmi01 1960s JohnMichaelAdamson California
79 adamsmi02 1970s RobertMichaelAdams Ohio
80 adamsmi03 2000s JonMichaelAdams Texas
81 adamsre01 1940s CharlesDwightAdams California
82 adamsri01 1900s ReubenAlexanderAdams Texas
83 adamsri02 1980s RickyLeeAdams California
84 adamsru01 2000s RussellMooreAdams NorthCarolina
85 adamsry01 2010s RyanScottAdams Louisiana
86 adamssp01 1920s EarlJ.Adams Pennsylvania
87 adamssp02 1920s SpencerDeweyAdams Utah
88 adamste01 1990s TerryWayneAdams Alabama
89 adamswi01 1910s JamesIrvinAdams Pennsylvania
90 adamswi02 1990s WilliamEdwardAdams NewMexico
91 adcocjo01 1950s JosephWilburAdcock Louisiana
92 adcocna01 2010s NathanMaslerAdcock Kentucky
93 addisbo01 1950s RobertGordonAddis Ohio
94 adducji01 1980s JamesDavidAdduci Illinois
95 adducji02 2010s JimCharlesAdduci Canada
96 addybo01 1870s RobertEdwardAddy Canada
97 adenhni01 2000s NicholasJamesAdenhart Maryland
98 aderhmo01 1930s MorrisWoodrowAderholt NorthCarolina
99 adkinde01 1940s JohnDeweyAdkins Kansas
100 adkindi01 1940s RichardEarlAdkins Texas
101 adkindo01 1900s MerleTheronAdkins Wisconsin
102 adkingr01 1920s GradyEmmettAdkins Arkansas
103 adkinhe01 1890s JohnHarryAtkinson Missouri
104 adkinjo01 2000s JonathanScottAdkins WestVirginia
105 adkinst01 1990s StevenThomasAdkins Illinois
106 adlemti01 2010s TimothyMaxAdleman NewYork
107 adlesda01 1960s DavidGeorgeAdlesh California
108 adriaeh01 2010s EhÌ_rÌ©EnriqueAdrÌ_anzaPalma Venezuela
109 afenitr01 1980s MichaelTroyAfenir California
110 affelje01 2000s JeremyDavidAffeldt Arizona
111 agbaybe01 1990s BennyPeterAgbayani Hawaii
112 ageeto01 1960s TommieLeeAgee Alabama
113 agganha01 1950s HarryAgganis Massachusetts
114 aglerjo01 1910s JosephAbramAgler Ohio
115 agnewsa01 1910s SamuelLesterAgnew Missouri
116 agostju01 1980s JuanRoberto(Gonzalez)Agosto PuertoRico
117 aguaylu01 1980s Luis(Muriel)Aguayo PuertoRico
118 aguilch01 2000s ChristopherLouisAguila California
119 aguilje01 2010s Jes̼sAlexanderAguilar Venezuela
120 aguilri01 1980s RichardWarrenAguilera California
121 aguirha01 1950s HenryJohnAguirre California
122 ahearch01 1880s WilliamCharlesAhearn NewYork
123 ahearpa01 1990s PatrickHowardAhearne California
124 ahmedni01 2010s NicholasMarkAhmed Massachusetts
125 aikenwi01 1970s WillieMaysAikens SouthCarolina
126 aingeda01 1970s DanielRayAinge Oregon
127 ainsmed01 1910s EdwardWilburAinsmith(Born:EdwardAnshmedt) Russia
128 ainswku01 2000s KurtHaroldAinsworth Louisiana
129 aitchra01 1910s RaleighLeonidasAitchison SouthDakota
130 aitonge01 1910s GeorgeWilsonAiton Kansas
131 akejo01 1880s JohnLeckieAke Pennsylvania
132 akerfda01 1980s DarrelWayneAkerfelds Colorado
133 akerja01 1960s JackieDelaneAker California
134 akersbi01 1920s WilliamG.Akers Tennessee
135 akersje01 1910s AlbertEarlAkers Indiana
136 albagi01 1980s GibsonAlberto(Rosado)Alba DominicanRepublic
137 albaljo01 2000s JonathanAlbaladejo PuertoRico
138 albanjo01 1950s JosephPeterAlbanese NewYork
139 alberan01 2010s AndrewAlbers Canada
140 alberbu01 1970s FrancisBurtAlberts Pennsylvania
141 albercy01 1910s FrederickJosephAlberts Michigan
142 albergu01 1880s AugustusPeterAlberts Pennsylvania
143 alberha01 2010s HanserJoelAlbertoPe̱a DominicanRepublic
144 alberjo01 1990s JoseEdgardoAlberro PuertoRico
145 alberma01 2000s MatthewJamesAlbers Texas
146 albosed01 1940s EdwardJohnAlbosta Michigan
147 albreed01 1940s EdwardArthurAlbrecht Missouri
148 albrija01 1940s HaroldJohnAlbright Florida
149 albural01 2010s AlbertoJoseAlburquerque DominicanRepublic
150 alburvi01 1970s VictorAlbury Florida
151 alcalsa01 1970s SantoAnibal(Alcala) DominicanRepublic
152 alcanar01 2010s ArismendyAlcantara DominicanRepublic
153 alcanis01 2000s Israel(Cristosomo)Alcantara DominicanRepublic
154 alcanra01 2010s Ra̼lAlcÌÁntara DominicanRepublic
155 alcarlu01 1960s AngelLuis(Acosta)Alcaraz PuertoRico
156 alcocsc01 1910s JohnForbesAlcock Ohio
157 alderda01 1940s DaleLeonardAlderson Nebraska
158 aldremi01 1980s MichaelPeterAldrete California
159 aldresc01 1990s ScottPhillipAldred Michigan
160 aldrico01 2000s CoryJeromeAldridge Texas
161 aldrija01 1980s JayRobertAldrich Louisiana
162 aldrivi01 1910s VictorAldridge Indiana
163 alenoch01 1940s CharlesAleno Missouri
164 alexabo01 1950s RobertSomervilleAlexander Canada
165 alexada01 1920s DavidDaleAlexander Tennessee
166 alexado01 1970s DoyleLafayetteAlexander Alabama
167 alexaga01 1970s GaryWayneAlexander California
168 alexage01 1990s GeraldPaulAlexander Louisiana
169 alexahu01 1930s HughAlexander Missouri
170 alexama01 1970s MatthewAlexander Louisiana
171 alexama02 1990s ManueldeJesus(Alexander) DominicanRepublic
172 alexani01 1880s WilliamHenryAlexander Illinois
173 alexape01 1910s GroverClevelandAlexander Nebraska
174 alexasc01 2010s ScottA.Alexander California
175 alexawa01 1910s WalterErnestAlexander Georgia
176 alfarja01 2000s JasonAlfaro Texas
177 alfarjo01 2010s JorgeMarioAlfaroBuelvas Colombia
178 alfonan01 1990s AntonioAlfonseca DominicanRepublic
179 alfoned01 1990s EdgardoAntonioAlfonzo Venezuela
180 alfonel01 2000s EliezerJesusAlfonzo Venezuela
181 alicelu01 1980s LuisRen̩AliceadeJes̼s PuertoRico
182 allanan01 1980s AndrewNealAllanson Virginia
183 allarbr01 1970s BrianMarshallAllard Illinois
184 allenbe01 1960s BernardKeithAllen Ohio
185 allenbo01 1890s RobertGilmanAllen Ohio
186 allenbo02 1910s AlvahCharlesElliott Wisconsin
187 allenbo03 1930s RobertEarlAllen Tennessee
188 allenbo04 1960s RobertGrayAllen Texas
189 allenbr01 2000s BrandonDurellAllen Texas
190 allench01 1990s JohnChadAllen Texas
191 allenco01 2010s CodyEdwardAllen Florida
192 allendi01 1960s RichardAnthonyAllen Pennsylvania
193 allendu01 2000s DustinR.Allen Oklahoma
194 allenet01 1920s EthanNathanAllen Ohio
195 allenfr01 1910s FrankLeonAllen Alabama
196 allenga01 1970s GaryMartinAllenson California
197 allenha02 1960s HaroldAndrewAllen Pennsylvania
198 allenhe01 1880s HezekiahAllen Connecticut
199 allenho01 1910s HoraceTannerAllen Florida
200 allenja01 1870s CyrusAlbanAllen Illinois
201 allenja02 1980s JamesBradleyAllen Washington
202 allenje01 1990s JermaineLamontAllensworth Indiana
203 allenjo01 1910s JohnMarshallAllen WestVirginia
204 allenjo02 1930s JohnThomasAllen NorthCarolina
205 allenki01 1980s KimBryantAllen California
206 allenll01 1960s LloydCecilAllen California
207 allenlu01 2000s LucasGaleAllen Georgia
208 allenmy01 1880s MyronSmithAllen NewYork
209 allenne01 1970s NeilPatrickAllen Kansas
210 allenni01 1910s ArtemusWardAllen Kansas
211 allenpe01 1890s JesseHallAllen Ohio
212 allenro01 1970s RonaldFrederickAllen Pennsylvania
213 allenro02 1980s RoderickBernetAllen California
214 allensl01 1910s FletcherMansonAllen Missouri
215 alleyge01 1960s LeonardEugeneAlley Virginia
216 alliebo01 1970s RobertGeorgeAllietta Massachusetts
217 alliega01 1950s GairRooseveltAllie NorthCarolina
218 allisar01 1870s ArthurAlgernonAllison Pennsylvania
219 allisbo01 1950s WilliamRobertAllison Missouri
220 allisda01 1990s DanaEricAllison Virginia
221 allisdo01 1870s DouglasL.Allison Pennsylvania
222 allisma01 1910s MackPendletonAllison Kentucky
223 allismi01 1910s MiloHenryAllison Michigan
224 allrebe01 1980s DaleLeBeauAllred Arizona
225 almadme01 1930s BaldomeroAlmadaQuiros Mexico
226 almanar01 1990s ArmandoAlmanza Texas
227 almanca01 1990s CarlosManuel(Giron)Almanzar DominicanRepublic
228 almeira01 1910s RafaelD.Almeida Cuba
229 almonab01 2010s AbrahamAlmonte DominicanRepublic
230 almonbi01 1970s WilliamFrancisAlmon RhodeIsland
231 almoned01 2000s EdwinAlmonte DominicanRepublic
232 almoner01 2000s ErickR.Almonte DominicanRepublic
233 almonhe01 1990s HÌ©ctorRadhames(Moreta)Almonte DominicanRepublic
234 almonmi01 2010s MiguelEmilioAlmonte DominicanRepublic
235 almonzo01 2010s ZoiloAlmonte DominicanRepublic
236 almoral01 2010s ReinaldoAlbertAlmoraJr. Florida
237 alomalu01 1950s Luis(Barba)Aloma Cuba
238 alomaro01 1980s Roberto(VelÌÁzquez)Alomar PuertoRico
239 alomasa01 1960s Santos(Conde)Alomar PuertoRico
240 alomasa02 1980s Jr. PuertoRico
241 alonsyo01 2010s YonderAlonso Cuba
242 aloufe01 1950s FelipeRojasAlou DominicanRepublic
243 alouje01 1960s JesusMariaRojasAlou DominicanRepublic
244 alouma01 1960s MateoRojasAlou DominicanRepublic
245 aloumo01 1990s MoisesRojasAlou Georgia
246 alperwh01 1900s CharlesAugustusAlperman Pennsylvania
247 alstode01 1970s WendellAlston NewYork
248 alstoga01 1990s GarvinJamesAlston NewYork
249 alstoto01 1950s ThomasEdisonAlston NorthCarolina
250 alstowa01 1930s WalterEmmonsAlston Ohio
251 altampo01 1980s Porfirio(Ramirez)Altamirano Nicaragua
252 altavda01 2010s DanielAltavilla Pennsylvania
253 altener01 1920s ErnestMatthiasAlten Ohio
254 altenje01 1910s JesseHowardAltenburg Michigan
255 altheaa01 2010s AaronSamuelAltherr Germany
256 altizda01 1900s DavidTildenAltizer Illinois
257 altmage01 1950s GeorgeLeeAltman NorthCarolina
258 altobjo01 1950s JosephSalvatoreAltobelli Michigan
259 altroni01 1890s NicholasAltrock Ohio
260 altuvjo01 2010s Jos̩CarlosAltuve Venezuela
261 alusige01 1950s GeorgeJosephAlusik Pennsylvania
262 alvarab01 2000s AbrahamAlvarez California
263 alvarcl01 2000s ClementeRafaelAlvarez Venezuela
264 alvarda01 2010s DarÌ_oRafaeĺlvarez DominicanRepublic
265 alvarda02 2010s DarieĺlvarezCamejo Cuba
266 alvarga01 1990s GabrieldeJesusAlvarez Mexico
267 alvarhe01 2010s HendersonJavierAlvarez Venezuela
268 alvarjo01 1980s JoseLinoAlvarez Florida
269 alvarjo02 2010s Jos̩Ricardólvarez Venezuela
270 alvarju01 1990s JuanM.Alvarez Florida
271 alvarlu01 1960s LuisCÌ©sar(MartÌ_nez)Alvarado PuertoRico
272 alvaror01 1970s Jes̼sManuelOrlandólvarezMonge PuertoRico
273 alvaros01 1950s Oswaldo(Gonzalez)Alvarez Cuba
274 alvarpe01 2010s PedroManuelAlvarez DominicanRepublic
275 alvarrj01 2010s RoyEmilioAlvarez Florida
276 alvarro01 1960s Rogelio(HernÌÁndez)́lvarez Cuba
277 alvarta01 1990s CesarOctavioAlvarez Mexico
278 alvarto01 2000s AntonioEnriquélvarez Venezuela
279 alvarvi01 2000s VÌ_ctorAureliólvarez Mexico
280 alvarwi01 1980s WilsonEduardólvarezFuenmayor Venezuela
281 alvisma01 1960s RoyMaxwellAlvis Texas
282 alvorbi01 1880s WilliamCrawfordAlvord Missouri
283 alyeabr01 1960s GarrabrantRyersonAlyea NewJersey
284 amalfjo01 1950s JohnJosephAmalfitano California
285 amarari01 1990s RichardLouisAmaral California
286 amarial01 2010s AlexiJoseAmarista Venezuela
287 amaroru01 1950s Rub̩n(Mora)Amaro Mexico
288 amaroru02 1990s Jr. Pennsylvania
289 amblewa01 1930s WayneHarperAmbler Pennsylvania
290 ambrech01 2000s RaymondPayneAmbres Texas
291 ambrihe01 2010s HÌ©ctorAmbriz California
292 amelued01 1980s EdwardAllenAmelung California
293 amesre01 1900s LeonKesslingAmes Ohio
294 amesst01 2010s StevenC.Ames Washington
295 amezaal01 2000s AlfredoAm̩zagaDelgado Mexico
296 amoledo01 1890s MorrisFrancisAmole Pennsylvania
297 amorosa01 1950s Edmundo(Isasi)Amoros Cuba
298 amorvi01 1950s Vincente(Alvarez)Amor Cuba
299 anckewa01 1910s WalterAncker NewYork
300 anderal01 1940s AlfredWaltonAnderson Georgia
301 anderal02 1980s AllanLeeAnderson Ohio
302 anderan01 1940s AndyHolmAnderson Washington
303 anderbi01 1920s WilliamEdwardAnderson Massachusetts
304 anderbi02 1880s WilliamAnderson Kentucky
305 anderbo01 1950s RobertCarlAnderson Indiana
306 anderbr01 1980s BradyKevinAnderson Maryland
307 anderbr02 1990s BrianJamesAnderson Virginia
308 anderbr03 2000s BrianNikolaAnderson Arizona
309 anderbr04 2000s BrettFranklinAnderson Texas
310 anderbr05 2010s BryanDouglasAnderson California
311 anderbu01 1980s KarlAdamAnderson NewYork
312 anderch01 2010s RobertChaseAnderson Texas
313 anderco01 2010s CodyAndrewAnderson California
314 andercr01 1960s NormanCraigAnderson D.C.
315 anderda01 1880s DavidS.Anderson Pennsylvania
316 anderda02 1980s DavidCarterAnderson Kentucky
317 anderdr01 2000s DrewAnthonyAnderson Nebraska
318 anderdw01 1970s DwainCleavenAnderson California
319 anderfe01 1940s FerrellJackAnderson Kansas
320 anderfr01 1900s JohnFrederickAnderson NorthCarolina
321 anderga01 1990s GarretJosephAnderson California
322 anderge01 1910s GeorgeJendrusAnderson Ohio
323 andergo01 1900s EdwardJohnAnderson Ohio
324 anderha01 1930s HaroldAnderson Missouri
325 anderha02 1950s HarryWalterAnderson Maryland
326 anderja01 2000s JasonRogerAnderson Illinois
327 anderji01 1970s JamesLeaAnderson California
328 anderji02 1990s JamesDrewAnderson Virginia
329 anderjo01 1890s JohnJosephAnderson Norway
330 anderjo02 1950s JohnCharlesAnderson Minnesota
331 anderjo03 2000s JoshuaAaronAnderson Kentucky
332 anderke01 1980s KentMcKayAnderson SouthCarolina
333 anderla01 1970s LawrenceDennisAnderson California
334 anderla02 1970s LarryEugeneAndersen Oregon
335 anderla03 2010s LarsEricAnderson California
336 anderma01 1990s MatthewJasonAnderson Kentucky
337 anderma02 1990s MarlonOrdellAnderson Alabama
338 andermi01 1970s MichaelAllenAnderson SouthCarolina
339 andermi02 1990s MichaelJamesAnderson Texas
340 anderre01 1930s ArnoldRevolaAnderson Iowa
341 anderri01 1970s RichardLeeAnderson California
342 anderri02 1980s RichardArlenAnderson Washington
343 andersc01 1980s ScottRichardAnderson Oregon
344 andersp01 1950s GeorgeLeeAnderson SouthDakota
345 anderti01 2010s TimothyDevonAnderson Alabama
346 anderty01 2010s TylerJohnAnderson Nevada
347 anderva01 1880s WarnerSamuelAnderson Illinois
348 anderwa01 1910s WalterCarlAnderson Michigan
349 anderwi01 1910s WingoCharlieAnderson Texas
350 andinro01 2000s RobertLazaroAndino Florida
351 andrast01 2000s StephenMichaelAndrade California
352 andrecl01 2000s ClaytonJohnAndrews Florida
353 andreed01 1880s GeorgeEdwardAndrews Ohio
354 andreel01 1920s ElbertDeVoreAndrews SouthCarolina
355 andreer01 1940s ErnestHenryAndres Indiana
356 andrefr01 1970s FredAndrews Louisiana
357 andrehu01 1940s HubertCarlAndrews Oklahoma
358 andreiv01 1930s IvyPaulAndrews Alabama
359 andreji01 1890s JamesPrattAndrews Massachusetts
360 andrejo01 1950s JohnEdwardAndre Massachusetts
361 andrejo02 1970s JohnRichardAndrews California
362 andreki01 1970s KimDarrellAndrew California
363 andremi01 1960s MichaelJayAndrews California
364 andrena01 1930s NathanHardyAndrews NorthCarolina
365 andrero01 1970s RobertPatrickAndrews California
366 andresh01 1990s DarrellShaneAndrews Texas
367 andrest01 1930s StanleyJosephAndrews Massachusetts
368 andrewa01 1880s WilliamWalterAndrews Pennsylvania
369 andrima01 2010s MatthewLeeAndriese California
370 andrubi01 1930s WilliamMorganAndrus Texas
371 andruel01 2000s ElvisAugustoAndrusTorres Venezuela
372 andrufr01 1870s FrederickHothamAndrus Michigan
373 andruwi01 1880s WilliamWimanAndrus Canada
374 andujjo01 1970s JoaquÌ_nAnd̼jar DominicanRepublic
375 andujlu01 1990s Luis(Sanchez)Andujar DominicanRepublic
376 angelno01 1970s NormanStanleyAngelini California
377 anglema01 2010s MatthewRyanAngle Ohio
378 angleto01 1920s ThomasSamuelAngley Maryland
379 ankenpa01 1930s FrederickNormanAnkenman Texas
380 ankieri01 1990s RichardAlexanderAnkiel Florida
381 annade01 2010s DeanWilliamAnna Illinois
382 annisbi01 1880s WilliamPerleyAnnis Massachusetts
383 ansonca01 1870s AdrianConstantineAnson Iowa
384 anthoer01 1980s EricToddAnthony California
385 antoldu01 2010s DustinKamakanaMaiKu'uMakualaniAntolin Hawaii
386 antoljo01 1940s JosephAntolick Pennsylvania
387 antonbi01 1950s WilliamJamesAntonello NewYork
388 antonjo01 1940s JohnLawrenceAntonelli Tennessee
389 antonjo02 1940s JohnAugustAntonelli NewYork
390 antonma01 2000s MatthewAntonioAntonelli Massachusetts
391 aokino01 2010s NorichikaAoki Japan
392 aparilu01 1950s LuisErnestoAparicioMontiel Venezuela
393 apodabo01 1970s RobertJohnApodaca California
394 apontlu01 1980s LuisEduardo(Yuripe)Aponte Venezuela
395 appieke01 1980s RobertKevinAppier California
396 appleed01 1910s EdwardSamuelAppleton Texas
397 applefr01 1900s FrederickRomaineApplegate Pennsylvania
398 applepe01 1920s PeterWilliamJablonowski Connecticut
399 applilu01 1930s LuciusBenjaminAppling NorthCarolina
400 aquingr01 2000s GregoriEmilioAquino DominicanRepublic
401 aquinja01 2010s JaysonJulioAquinoFÌ©lix DominicanRepublic
402 aquinlu01 1980s LuisAntonio(Colon)Aquino PuertoRico
403 aragoan01 1910s Angel(Valdes)Aragon Cuba
404 aragoja01 1940s AngelValdes(Reyes)Aragon Cuba
405 araujel01 2010s ElvisAlejandroAra̼jo Venezuela
406 archdma01 1920s MauriceJohnArchdeacon Missouri
407 archech01 2010s ChristopherAlanArcher NorthCarolina
408 archefr01 1930s FrederickMarvinArcher Tennessee
409 archeji01 1900s JamesPatrickArcher Ireland
410 archeji02 1960s JamesWilliamArcher Virginia
411 archige01 1930s GeorgeAlbertArchie Tennessee
412 arciajo01 1960s Jos̩RaimundoArciaOrta Cuba
413 arciaor01 2010s OrlandoJesusArcia Venezuela
414 arciaos01 2010s OswaldoCelestinoArcia Venezuela
415 ardelda01 1960s DanielMiersArdell Washington
416 ardizru01 1940s RinaldoJosephArdizoia Italy
417 ardnejo01 1880s JosephA.Ardner Ohio
418 ardoida01 2000s DanielWayneArdoin Louisiana
419 arellfr01 1900s FrankJulianArellanes California
420 arenano01 2010s NolanJamesArenado California
421 arencj01 2010s JonathanPaulArencibia Florida
422 arftha01 1940s HenryIrvenArft Missouri
423 ariasal01 1990s AlejandroArias NewYork
424 ariasal02 2000s AlbertoA.Arias DominicanRepublic
425 ariasge01 1990s GeorgeAlbertoArias Arizona
426 ariasjo01 2000s JoaquÌ_ńrias DominicanRepublic
427 ariasru01 1950s Rodolfo(Martinez)Arias Cuba
428 arletbu01 1930s RussellLorisArlett California
429 arlicdo01 1960s DonaldLouisArlich Michigan
430 arlinst01 1960s StephenRalphArlin Washington
431 armasma01 1990s MarcosRafael(Ruiz)Armas Venezuela
432 armasto01 1970s AntonioRafaelArmasMachado Venezuela
433 armasto02 1990s AntonioJoseArmas Venezuela
434 armbrch01 1900s CharlesAnthonyArmbruster Ohio
435 armbred01 1970s EdisonRosandaArmbrister Bahamas
436 armbrha01 1900s HarryGregoryArmbruster Ohio
437 armbror01 1930s OrvilleMartinArmbrust Arkansas
438 armstge01 1940s NobleGeorgeArmstrong NewJersey
439 armstho01 1910s HowardElmerArmstrong Ohio
440 armstja01 1980s JackWilliamArmstrong NewJersey
441 armstmi01 1980s MichaelDennisArmstrong NewYork
442 armstsh01 2010s ShawnMichaelArmstrong NorthCarolina
443 arndtha01 1900s HarryJohnArndt Indiana
444 arndtla01 1980s LarryWayneArndt Ohio
445 arnolch01 1970s ChristopherPaulArnold California
446 arnolja01 1990s JamesLeeArnold Michigan
447 arnolsc01 1980s ScottGentryArnold Kentucky
448 arnolto01 1980s TonyDaleArnold Texas
449 arnovmo01 1930s MorrisArnovich Wisconsin
450 arnsbbr01 1980s BradleyJamesArnsberg Washington
451 arntzor01 1940s OrieEdgarArntzen Illinois
452 arochre01 1990s Rene(Magaly)Arocha Cuba
453 arojo01 2010s JonathanArturoAro DominicanRepublic
454 arredjo01 2000s JoseJuanArredondo DominicanRepublic
455 arrieja01 2010s JacobJosephArrieta Missouri
456 arrigge01 1960s GeraldWilliamArrigo Illinois
457 arrojro01 1990s LuisRolandoArrojo Cuba
458 arroybr01 2000s BronsonAnthonyArroyo Florida
459 arroyfe01 1970s FernandoArroyo California
460 arroylu01 1950s LuisEnriqueArroyo PuertoRico
461 arroyru01 1970s RudolphArroyo NewYork
462 arrueer01 2010s BÌÁrbaroErisbelArruebarrenaEscalante Cuba
463 arundha01 1880s HarryArundel Pennsylvania
464 arundtu01 1880s JohnThomasArundel NewYork
465 asadora01 1980s RandallCarlAsadoor California
466 asbelji01 1930s JamesMarionAsbell Texas
467 asbjoca01 1920s RobertAnthonyAsbjornson Massachusetts
468 ascanjo01 2000s JoseEleazarAscanio Venezuela
469 ascheco01 2010s CodyJamesAsche Missouri
470 asencja01 2000s JairoManuelAsencio DominicanRepublic
471 asencmi01 2000s MiguelDePaulaAsencio DominicanRepublic
472 ashburi01 1940s DonRichardAshburn Nebraska
473 ashbyal01 1970s AlanDeanAshby California
474 ashbyan01 1990s AndrewJasonAshby Missouri
475 asheral01 2010s AlecEdwardAsher Florida
476 ashfotu01 1970s ThomasStevenAshford Tennessee
477 ashke01 1920s KennethLowtherAsh WestVirginia
478 ashlebi01 1990s BillyManualAshley Michigan
479 ashlene01 2010s NevinRobertAshley Indiana
480 asmusto01 1900s ThomasWilliamAsmussen Illinois
481 asprobo01 1950s RobertThomasAspromonte NewYork
482 asproke01 1950s KennethJosephAspromonte NewYork
483 asselbr01 1970s BrianHanlyAsselstine California
484 assenpa01 1980s PaulAndreAssenmacher Michigan
485 astacez01 2000s EzequielFranklinAstacio DominicanRepublic
486 astacpe01 1990s PedroJulio(Pura)Astacio DominicanRepublic
487 astinba01 2010s BarrettAstin Arkansas
488 astrojo01 1940s JosephHenryAstroth Illinois
489 asuajca01 2010s CarlosA.Asuaje Venezuela
490 atchisc01 2000s ScottBarhamAtchison Texas
491 atchlju01 2000s JustinScottAtchley Washington
492 atherch01 1890s CharlesMorganHerbertAtherton NewJersey
493 atherke01 1980s KeithRoweAtherton Virginia
494 atilalu01 2010s LuisA.Atilano PuertoRico
495 atkinal01 1880s AlbertWrightAtkinson Illinois
496 atkinbi01 1970s WilliamCecilGlennAtkinson Canada
497 atkinga01 2000s GarrettBernardAtkins California
498 atkinja01 1950s JamesCurtisAtkins Alabama
499 atkinle01 1920s HubertBurleyAtkinson Illinois
... ... ... ... ...
18238 wilsode01 1990s DesiBernardWilson NewYork
18239 wilsodo01 1960s DonaldEdwardWilson Louisiana
18240 wilsodu01 1950s DuaneLewisWilson Kansas
18241 wilsoea01 1950s RobertEarlWilson(bornEarlLawrenceWilson) Louisiana
18242 wilsoed01 1930s EdwardFrancisWilson Connecticut
18243 wilsoen01 1990s Enrique(Martes)Wilson DominicanRepublic
18244 wilsofi01 1910s FinisElbertWilson Kentucky
18245 wilsofr01 1920s FrancisEdwardWilson Massachusetts
18246 wilsoga01 1900s JamesGarrettWilson Maryland
18247 wilsoga02 1970s GaryStevenWilson Arkansas
18248 wilsoga03 1990s GaryMorrisWilson California
18249 wilsoge01 1950s GeorgeWashingtonWilson NorthCarolina
18250 wilsogl01 1980s GlennDwightWilson Texas
18251 wilsogr01 1940s GradyHerbertWilson Georgia
18252 wilsoha01 1920s LewisRobertWilson Pennsylvania
18253 wilsohe01 1890s HenryClaytonWilson Maryland
18254 wilsohi01 1890s HowardPaulWilson Pennsylvania
18255 wilsoic01 1930s GeorgePeacockWilson California
18256 wilsoja01 1930s JohnFrancisWilson Oregon
18257 wilsoja02 2000s JackEugeneWilson California
18258 wilsoji01 1920s JamesWilson Pennsylvania
18259 wilsoji02 1940s JamesAlgerWilson California
18260 wilsoji03 1980s JamesGeorgeWilson Oregon
18261 wilsojo01 1910s JohnNicodemusWilson Maryland
18262 wilsojo02 1920s JohnSamuelWilson Alabama
18263 wilsojo03 2000s JoshuaAaronWilson Pennsylvania
18264 wilsoju01 2010s JustinJamesWilson California
18265 wilsokr01 2000s KristopherKyleWilson D.C.
18266 wilsole01 1910s LesterWilburWilson Michigan
18267 wilsoma01 1940s MaxWilson NorthCarolina
18268 wilsomi01 1920s SamuelMarshallWilson Pennsylvania
18269 wilsomi02 2010s MichaelLaDonWilson Oklahoma
18270 wilsomo01 1980s WilliamHaywardWilson SouthCarolina
18271 wilsomu01 1920s WilliamClarenceWilson NorthCarolina
18272 wilsone01 1960s SamuelO'NeilWilson Tennessee
18273 wilsoni01 1990s NigelEdwardWilson Canada
18274 wilsopa01 1890s ParkeAselWilson Illinois
18275 wilsopa02 1990s PaulAnthonyWilson Florida
18276 wilsope01 1900s PeterAlexWilson Massachusetts
18277 wilsopr01 1990s PrestonJamesRichardWilson SouthCarolina
18278 wilsore01 1950s RobertJamesWilson Wisconsin
18279 wilsoro01 1920s RoyEdwardWilson Iowa
18280 wilsosq01 1910s GeorgeFrancisWilson Maine
18281 wilsost01 1980s StephenDouglasWilson Canada
18282 wilsota01 1980s MichaelWilson Louisiana
18283 wilsote01 1920s GomerRussellWilson Texas
18284 wilsoto01 1910s ThomasG.Wilson Kansas
18285 wilsoto02 2000s ThomasLeroyWilson California
18286 wilsotr01 1980s TrevorKirkWilson California
18287 wilsotu01 1880s GeorgeArcherWilson NewYork
18288 wilsoty01 2010s PhilipTylerWilson Virginia
18289 wilsova01 1990s VanceAllenWilson Arizona
18290 wilsowa01 1940s WalterWoodWilson Georgia
18291 wilsowi01 1900s WilliamWilson Ohio
18292 wilsowi02 1970s WillieJamesWilson Alabama
18293 wilsoze01 1890s FrankEaltonWilson Alabama
18294 wiltsha01 1920s HaroldJamesWiltse Illinois
18295 wiltsho01 1900s GeorgeLeroyWiltse NewYork
18296 wiltssn01 1900s LewisDeWittWiltse NewYork
18297 wimmeal01 2010s AlexMichaelWimmers Ohio
18298 winceed01 1950s EdwardJosephWinceniak Illinois
18299 winchfr01 1900s FrederickCook Massachusetts
18300 winchsc01 1990s ScottJosephWinchester Michigan
18301 windhgo01 1950s GordonRayWindhorn Illinois
18302 windlbi01 1920s WillisBrewerWindle Kansas
18303 windsja01 2000s JasonDavidWindsor California
18304 wineaed01 1920s EdwardWineapple Massachusetts
18305 winebo01 1960s RobertPaulWine NewYork
18306 winegra01 1930s RalphLeeWinegarner Kansas
18307 winero01 1980s Jr. Pennsylvania
18308 winfida01 1970s DavidMarkWinfield Minnesota
18309 winfoji01 1930s JamesHeadWinford Tennessee
18310 wingaer01 1920s ErnestJamesWingard Alabama
18311 wingfte01 1920s FrederickDavisWingfield Virginia
18312 wingoal01 1910s AbsalomHolbrookWingo Georgia
18313 wingoed01 1920s EdmondArmandLaRiviere Canada
18314 wingoiv01 1910s IveyBrownWingo Georgia
18315 winhala01 1900s LafayetteSharkeyWinham NewYork
18316 winkege01 1880s GeorgeEdwardWinkelman D.C.
18317 winkejo01 1990s JosephWinkelsas NewYork
18318 winklda01 2010s DanielAllenWinkler Illinois
18319 winklge01 1880s GeorgeEdwardWinkelman D.C.
18320 winnge01 1910s GeorgeBenjaminWinn Georgia
18321 winnihe01 1980s HermanSonWinningham SouthCarolina
18322 winnji01 1980s JamesFrancisWinn California
18323 winnra01 1990s DwightRandolphWinn California
18324 winseto01 1930s JohnThomasWinsett Tennessee
18325 winstda01 1990s DarrinAlexanderWinston NewJersey
18326 winstha01 1930s HenryRudolphWinston NorthCarolina
18327 wintecl01 1920s ClarenceJohnWinters Michigan
18328 wintege01 1900s GeorgeLovingtonWinter Pennsylvania
18329 winteje01 1910s JesseFrankWinters Texas
18330 wintema01 1980s MatthewLittletonWinters NewYork
18331 wirthal01 1970s AlanLeeWirth Arizona
18332 wirtske01 1920s ElwoodVernonWirts California
18333 wisear01 1930s ArchibaldEdwinWise Texas
18334 wisebi01 1880s WilliamE.Wise D.C.
18335 wiseca01 1950s KendallColeWise Indiana
18336 wisede01 2000s LarryDewayneWise SouthCarolina
18337 wisehu01 1930s HughEdwardWise Kentucky
18338 wisema01 2000s MatthewJohnWise California
18339 wiseni01 1880s NicholasJosephWise Massachusetts
18340 wiseri01 1960s RichardCharlesWise Michigan
18341 wisero01 1940s RoyOgdenWise Illinois
18342 wisesa01 1880s SamuelWashingtonWise Ohio
18343 wislema01 2010s MatthewRobertWisler Ohio
18344 wisneja01 1910s JohnHenryWisinski Michigan
18345 wisneph01 1890s PhilipN.Wisner D.C.
18346 wissmda01 1960s DavidAlvinWissman Massachusetts
18347 wistete01 1910s GeorgeJohnWisterzil Michigan
18348 wistewh01 1930s FrancisMichaelWistert Illinois
18349 witasja01 1990s Jr. Maryland
18350 witekmi01 1940s NicholasJosephWitek Pennsylvania
18351 withero01 1900s FosterLeroyWitherup Pennsylvania
18352 withesh01 1990s ShannonBoltWithem Michigan
18353 withrch01 2010s ChristopherMichaelWithrow Texas
18354 withrco01 1960s RaymondWallaceWithrow WestVirginia
18355 withrfr01 1920s FrankBlaineWithrow Missouri
18356 witmero01 1990s RonaldHermanWitmeyer NewYork
18357 wittbo01 1980s RobertAndrewWitt Virginia
18358 witteje01 1940s JeromeCharlesWitte Missouri
18359 wittge01 1950s GeorgeAdrianWitt California
18360 wittgni01 2010s NicholasJamesWittgren California
18361 wittijo01 1930s JohnCarlWittig Maryland
18362 wittke01 1990s KevinJosephWitt NorthCarolina
18363 wittmi01 1980s MichaelAtwaterWitt California
18364 wittwh01 1910s LadislawWaldemarWittkowski Massachusetts
18365 wockejo01 1970s JohnnyBiltonWockenfuss WestVirginia
18366 woehran01 1920s AndrewEmilWoehr Indiana
18367 woerljo01 1890s JosephWoerlin France
18368 wohlema01 1990s MarkEdwardWohlers Massachusetts
18369 wohlfji01 1970s JamesEugeneWohlford California
18370 wojcias01 2010s RandallAsherWojciechowski SouthCarolina
18371 wojcijo01 1960s JohnJosephWojcik NewYork
18372 wojcist01 1990s StevenJosephWojciechowski Illinois
18373 wojeype01 1950s PeterPaulWojciechowski Pennsylvania
18374 wojnaed01 1980s EdwardDavidWojna Connecticut
18375 wolcobo01 1990s RobertWilliamWolcott California
18376 wolfeba01 1900s WilbertOttoWolfe Pennsylvania
18377 wolfebi01 1900s WilliamFranklynWolff Pennsylvania
18378 wolfebr01 2000s BrianThomasWolfe California
18379 wolfech01 1920s CharlesHuntWolfe Pennsylvania
18380 wolfeed01 1950s EdwardAnthonyWolfe California
18381 wolfeha01 1910s HaroldWolfe Ohio
18382 wolfela01 1970s LaurenceMarcyWolfe Florida
18383 wolfepo01 1910s RoyChamberlainWolfe Illinois
18384 wolfer01 1910s ErnestAdolfWolf NewJersey
18385 wolffro01 1940s RogerFrancisWolff Illinois
18386 wolfgme01 1910s MeldonJohnWolfgang NewYork
18387 wolfji01 1880s WilliamVanWinkleWolf Kentucky
18388 wolfle01 1920s WalterFrancisWolf Connecticut
18389 wolfra01 1920s RaymondBernardWolf Illinois
18390 wolfra02 1990s RandallChristopherWolf California
18391 wolfro01 2000s RossJohnWolf Illinois
18392 wolfwa01 1960s WalterBeckWolf California
18393 wolstab01 1880s AbrahamLincolnWolstenholme Pennsylvania
18394 wolteha01 1900s HarryMeiggsWolter California
18395 wolteto01 2010s AnthonyJohnWolters California
18396 wolveha01 1890s HarrySterlingWolverton Ohio
18397 womacdo01 1960s HoraceGuyWomack SouthCarolina
18398 womacsi01 1920s SidneyKirkWomack Louisiana
18399 womacto01 1990s AnthonyDarrellWomack Virginia
18400 wongko01 2010s KoltenKahaWong Hawaii
18401 woodabr01 1990s DavidBradleyWoodall Georgia
18402 woodada01 1970s DarrellLeeWoodard Arkansas
18403 woodal01 2010s RobertAlexanderWood NorthCarolina
18404 woodala01 1920s CharlesLawrenceWoodall Virginia
18405 woodami01 1980s MichaelCaryWoodard Illinois
18406 woodast01 1990s SteveLarryWoodard Alabama
18407 woodbge01 1910s EugeneStewartWoodburn Ohio
18408 woodbl01 2010s BlakeDanielWood Georgia
18409 woodbo01 1890s RobertLynnWood Ohio
18410 woodbr01 2000s RichardBrandonWood Texas
18411 woodcfr01 1890s FredWaylandWoodcock Massachusetts
18412 wooddo01 1920s CharlesSpencerWood Mississippi
18413 woodege01 1940s GeorgeAnthonyWoodend Connecticut
18414 woodeha01 1950s HaroldJosephWoodeshick Pennsylvania
18415 woodfr01 1880s FrederickLlewellynWood Canada
18416 woodge01 1880s GeorgeAlbertWood Canada
18417 woodha01 1900s HaroldAustinWood Maine
18418 woodhre01 1870s JamesWoodhead Massachusetts
18419 woodja01 1960s Jr. NewJersey
18420 woodja02 1990s JasonWilliamWood California
18421 woodjo01 1890s JohnB.Wood Pennsylvania
18422 woodjo02 1900s HowardEllsworthWood Missouri
18423 woodjo03 1940s JosephPerryWood Texas
18424 woodjo04 1940s Jr. Pennsylvania
18425 woodke01 1940s KennethLanierWood NorthCarolina
18426 woodke02 1990s KerryLeeWood Texas
18427 woodlge01 1940s EugeneRichardWoodling Ohio
18428 woodmda01 1910s DanielCourtenayWoodman Massachusetts
18429 woodmi01 2000s MichaelBurtonWood Florida
18430 woodpe01 1880s PeterBurkeWood Canada
18431 woodro01 1910s RoyWintonWood Arkansas
18432 woodrpe01 1890s PeterFrancisWoodruff Maryland
18433 woodrsa01 1900s OrvilleFrancisWoodruff Ohio
18434 woodsal01 1970s AlvisWoods California
18435 woodscl01 1910s ClarenceCofieldWoods Indiana
18436 woodsdi01 1960s RichardLeeWoodson Iowa
18437 woodsga01 1970s GaryLeeWoods California
18438 woodsja01 2000s JacobThomasWoods California
18439 woodsji01 1950s JamesJeromeWoods Illinois
18440 woodsjo01 1920s JohnFultonWoods WestVirginia
18441 woodske01 1990s IV Florida
18442 woodsp01 1930s CharlesAsherWood SouthCarolina
18443 woodspi01 1940s GeorgeRowlandWoods Connecticut
18444 woodsro01 1960s RonaldLawrenceWoods Ohio
18445 woodstr01 1980s TracyMichaelWoodson Virginia
18446 woodswa01 1890s WalterSydneyWoods NewHampshire
18447 woodte01 1990s EdwardRobertWood Ohio
18448 woodti01 2000s TimothyDotleWood Arizona
18449 woodtr01 2010s TravisA.Wood Arkansas
18450 woodwbo01 1980s RobertJohnWoodward NewHampshire
18451 woodwch01 1990s ChristopherMichaelWoodward California
18452 woodwfr01 1910s FrankRussellWoodward Connecticut
18453 woodwi01 1960s WilburForresterWood Massachusetts
18454 woodwwo01 1960s WilliamFrederickWoodward Florida
18455 woodyma01 2000s MarkAnthonyWoodyard Alabama
18456 wooldfl01 1950s FloydLewisWooldridge Missouri
18457 wooteju01 1940s EarlHazwellWooten SouthCarolina
18458 wootero01 2010s RobertDavisWooten NorthCarolina
18459 wootesh01 2000s WilliamShawnWooten California
18460 wordefr01 1910s FrederickBamfordWorden Missouri
18461 workmbr01 2010s BrandonWorkman Texas
18462 workmch01 1930s CharlesThomasWorkman Missouri
18463 workmha01 1950s HenryKilgariffWorkman California
18464 workmho01 1920s HarryHallworthWorkman WestVirginia
18465 worksra01 1900s RalphTalmadgeWorks Illinois
18466 worleva01 2010s VanceRichardWorley California
18467 worrema01 2000s MarkRobertWorrell Florida
18468 worreti01 1990s TimothyHowardWorrell California
18469 worreto01 1980s ToddRolandWorrell California
18470 worthal01 1950s AllanFultonWorthington Alabama
18471 worthcr01 1980s CraigRichardWorthington California
18472 worthda01 2010s DanielWestonWorth California
18473 worthre01 1930s RobertLeeWorthington California
18474 worthri01 1970s RichardCooperWortham Texas
18475 wortmch01 1910s WilliamLewisWortman Maryland
18476 wotusro01 1980s RonaldAllanWotus Connecticut
18477 woulfji01 1880s JamesJosephWoulfe Louisiana
18478 wrighab01 1930s AlbertOwenWright Oklahoma
18479 wrighal01 1930s AlbertEdgarWright California
18480 wrighbi01 1880s WilliamHiramWright Unknown
18481 wrighbo01 1910s RobertCassiusWright Indiana
18482 wrighch01 2000s SebernChaseWright Texas
18483 wrighcl01 1960s ClydeWright Tennessee
18484 wrighcy01 1910s CeylonWright Minnesota
18485 wrighda01 1890s DavidWilliamWright Ohio
18486 wrighda02 2000s JonathanDanielWright Texas
18487 wrighda03 2000s DavidAllenWright Virginia
18488 wrighda04 2010s DanielPaulWright Tennessee
18489 wrighdi01 1910s WillardJamesWright NewYork
18490 wrighed01 1940s HendersonEdwardWright Tennessee
18491 wrighge01 1870s GeorgeWright NewYork
18492 wrighge02 1900s ClarenceEugeneWright Ohio
18493 wrighge03 1980s GeorgeDeWittWright Oklahoma
18494 wrighgl01 1920s ForestGlennWright Missouri
18495 wrighha01 1870s WilliamHenryWright England
18496 wrighja01 1990s JameyAlanWright Oklahoma
18497 wrighja02 1990s JaretSamuelWright California
18498 wrighji01 1920s JamesWright England
18499 wrighji02 1970s JamesCliftonWright Michigan
18500 wrighji03 1980s JamesLeonWright Missouri
18501 wrighjo01 1890s JoelShermanWright Wisconsin
18502 wrighke01 1970s KennethWarrenWright Florida
18503 wrighlu01 1900s WilliamSimmonsWright Ohio
18504 wrighme01 1950s MelvinJamesWright Arkansas
18505 wrighmi01 2010s DennisMichaelWright SouthCarolina
18506 wrighpa01 1890s PatrickFrancisWright Pennsylvania
18507 wrighra01 1890s WilliamSmithWright Michigan
18508 wrighra02 1910s WayneBromleyWright WestVirginia
18509 wrighri01 1980s JamesRichardWright Texas
18510 wrighro01 1950s RoyEarlWright Ohio
18511 wrighro02 2000s RonaldWadeWright Utah
18512 wrighru01 1920s RussellGuyWrightstone Pennsylvania
18513 wrighsa01 1870s SamuelWright NewYork
18514 wrighst01 2010s StevenRichardWright California
18515 wrighta01 1930s TaftShedronWright NorthCarolina
18516 wrighto01 1940s ThomasEveretteWright NorthCarolina
18517 wrighwe01 2000s DequamLaWesleyWright Alabama
18518 wriglze01 1890s GeorgeWatsonWrigley Pennsylvania
18519 wronari01 1980s RichardJamesWrona Oklahoma
18520 wuertmi01 2000s MichaelJamesWuertz Minnesota
18521 wuestya01 1920s GeorgeWuestling Missouri
18522 wunscke01 2000s KellyDouglasWunsch Texas
18523 wurmfr01 1940s FrankJamesWurm NewYork
18524 wyattjo01 1920s LoralJohnWyatt Indiana
18525 wyattjo02 1960s JohnWyatt Illinois
18526 wyattwh01 1920s JohnWhitlowWyatt Georgia
18527 wyckowe01 1910s JohnWeldonWyckoff Pennsylvania
18528 wyliere01 1880s JamesRenwickWylie Pennsylvania
18529 wymanfr01 1880s FrankH.Wyman Massachusetts
18530 wynegbu01 1970s Jr. Pennsylvania
18531 wynnea01 1930s EarlyWynn Alabama
18532 wynnebi01 1890s WilliamAndrewWynne NorthCarolina
18533 wynnebi02 1960s BillyVernonWynne NorthCarolina
18534 wynnema01 1980s MarvellWynne Illinois
18535 wynnji01 1960s JamesShermanWynn Ohio
18536 wyrosjo01 1940s JohnBarneyWyrostek Illinois
18537 wyseha01 1940s HenryWashingtonWyse Arkansas
18538 wysonbi01 1930s HarlanWysong Ohio
18539 yabuke01 2000s KeiichiYabu Japan
18540 yabutya01 2000s YasuhikoYabuta Japan
18541 yaikhe01 1880s HenryYaik Michigan
18542 yalead01 1900s WilliamM.Yale Connecticut
18543 yancyhu01 1970s HughYancy Florida
18544 yanes01 1990s EstebanLuisYan DominicanRepublic
18545 yankoge01 1940s GeorgeEdwardYankowski Massachusetts
18546 yantzge01 1910s GeorgeWebbYantz Kentucky
18547 yarnaed01 1990s HarveyEdwardYarnall Pennsylvania
18548 yarnaru01 1920s WaldoWardYarnall Illinois
18549 yarriru01 1920s ByronWardsworthYarrison Pennsylvania
18550 yaryaya01 1920s ClarenceEverettYaryan Iowa
18551 yastrca01 1960s CarlMichaelYastrzemski NewYork
18552 yatesal01 1970s AlbertArthurYates NewJersey
18553 yateski01 2010s KirbyKaliYates Hawaii
18554 yatesty01 2000s TylerKaliYates Hawaii
18555 ydeem01 1920s EmilOgdenYde Illinois
18556 yeabsbe01 1910s RobertWatkinsYeabsley Pennsylvania
18557 yeagege01 1890s GeorgeJ.Yeager Ohio
18558 yeagejo01 1890s JosephFrancisYeager Pennsylvania
18559 yeagest01 1970s StephenWayneYeager WestVirginia
18560 yeargal01 1920s JamesAlmondYeargin SouthCarolina
18561 yeldier01 1980s EricGirardYelding Alabama
18562 yelicch01 2010s ChristianStephenYelich California
18563 yellear01 1910s ArchieJosephYelle Michigan
18564 yellela01 1960s LawrenceAlanYellen NewYork
18565 yelloch01 1920s MosesYellowHorse Oklahoma
18566 yerkeca01 1920s CharlesCarrollYerkes Pennsylvania
18567 yerkest01 1900s StanleyLewisYerkes Pennsylvania
18568 yerkest02 1900s StephenDouglasYerkes Pennsylvania
18569 yettri01 1980s RichardMartinYett California
18570 yewcito01 1950s ThomasJ.Yewcic Pennsylvania
18571 yeweled01 1880s EdwinLeonardYewell D.C.
18572 yinglch01 1890s CharlesChristianYingling Maryland
18573 yinglea01 1910s EarlHersheyYingling Ohio
18574 yingljo01 1880s JosephYingling Maryland
18575 ynoaga01 2010s GabrielYnoa DominicanRepublic
18576 ynoami01 2010s MichaelJoseYnoaVentura DominicanRepublic
18577 ynoara01 2010s ArgelisRafaelYnoa DominicanRepublic
18578 yochile01 1950s LeonardJosephYochim Louisiana
18579 yochira01 1940s RaymondAustinAloysiusYochim Louisiana
18580 yohebi01 1900s WilliamClydeYohe Illinois
18581 yorkji01 1970s JamesHarlanYork California
18582 yorkle01 1910s JamesEdwardYork Arkansas
18583 yorkmi01 1990s MichaelDavidYork Illinois
18584 yorkru01 1930s PrestonRudolphYork Alabama
18585 yorkto01 1870s ThomasJeffersonYork NewYork
18586 yorkto02 1940s TonyBattonYork Texas
18587 yoshima01 1990s MasatoYoshii Japan
18588 yosted01 1940s EdwardFrederickJosephYost NewYork
18589 yostgu01 1890s AugustYost Unknown
18590 yostne01 1980s EdgarFrederickYost California
18591 yoterel01 1920s ElmerElsworthYoter Pennsylvania
18592 youkike01 2000s KevinEdmundYoukilis Ohio
18593 youmafl01 1980s FloydEverettYoumans Florida
18594 youmash01 2000s ShaneDemondYouman Louisiana
18595 youngan01 1990s AnthonyWayneYoung Texas
18596 youngba01 1930s NormanRobertYoung NewYork
18597 youngbo01 1940s RobertGeorgeYoung Maryland
18598 youngch01 1910s CharlesYoung Pennsylvania
18599 youngch02 1920s AlbertClydeYoungblood Texas
18600 youngch03 2000s ChristopherRyanYoung Texas
18601 youngch04 2000s ChristopherBrandonYoung Texas
18602 youngcl01 1990s CliffordRaphaelYoung Texas
18603 youngcu01 1980s CurtisAllenYoung Michigan
18604 youngcy01 1890s DentonTrueYoung Ohio
18605 youngda01 2000s DanielBracyYoung Tennessee
18606 youngde01 1900s DelmerJohnYoung Missouri
18607 youngde02 1930s DelmerEdwardYoung Ohio
18608 youngde03 2000s DelwynRudyYoung California
18609 youngde04 2000s DelmonDamarcusYoung Alabama
18610 youngdi01 1950s RichardEnnisYoung Washington
18611 youngdm01 1990s DmitriDellYoung Mississippi
18612 youngdo01 1960s DonaldWayneYoung Texas
18613 younger01 1990s EricOrlandoYoung NewJersey
18614 younger02 1990s ErnestWesleyYoung Illinois
18615 younger03 2000s Jr. NewJersey
18616 youngge01 1910s GeorgeJosephYoung NewYork
18617 youngge02 1980s GeraldAnthonyYoung Honduras
18618 youngha01 1900s HarlanEdwardYoung Indiana
18619 younghe01 1890s HenryHugoYoungman Germany
18620 younghe02 1910s HermanJohnYoung Massachusetts
18621 youngir01 1900s IrvingMelroseYoung Maine
18622 youngj01 1890s JosephB.Young Pennsylvania
18623 youngja01 2000s JasonKariyaYoung California
18624 youngjo01 1970s JohnThomasYoung California
18625 youngjo02 1970s III Texas
18626 youngke01 1990s KevinStaceyYoung Michigan
18627 youngki01 1970s KipLaneYoung Ohio
18628 youngma01 1980s MatthewJohnYoung California
18629 youngma02 2010s MatthewEarlYoung Texas
18630 youngma03 2010s JohnMadisonYounginer Georgia
18631 youngmi01 1980s MichaelDarrenYoung California
18632 youngmi02 2000s MichaelBrianYoung California
18633 youngpe01 1930s LemuelFloydYoung NorthCarolina
18634 youngpe02 1990s BryanOwenYoung Mississippi
18635 youngra01 1910s RalphStuartYoung Pennsylvania
18636 youngro01 1910s RoyceMiddlebrookYoungs Texas
18637 youngru01 1930s RussellCharlesYoung Ohio
18638 youngti01 1990s TimothyR.Young Mississippi
18639 youngwa01 2000s WalterErnestYoung Mississippi
18640 yountdu01 1910s HerbertMaconYount NorthCarolina
18641 younted01 1930s FloydEdwinYount NorthCarolina
18642 yountla01 1970s LawrenceKingYount Texas
18643 yountro01 1970s RobinR.Yount Illinois
18644 yowelca01 1920s CarlColumbusYowell Virginia
18645 yuhased01 1950s JohnEdwardYuhas Ohio
18646 yurakje01 1970s JeffreyLynnYurak California
18647 yvarssa01 1940s SalvadorAnthonyYvars NewYork
18648 zabalad01 1940s Adrian(Rodriguez)Zabala Cuba
18649 zabelzi01 1910s GeorgeWashingtonZabel Kansas
18650 zachach01 1940s AlbertMyronZachary(Born:AlbertMyronZarski) NewYork
18651 zachach02 1960s WilliamChrisZachary Tennessee
18652 zachato01 1910s JonathanThompsonWaltonZachary NorthCarolina
18653 zacheel01 1910s ElmerHenryZacher NewYork
18654 zachrpa01 1970s PatrickPaulZachry Texas
18655 zackege01 1910s GeorgeCarlCzachert Vermont
18656 zagurmi01 2000s MichaelJustinZagurski Nebraska
18657 zahnefr01 1890s FrederickJosephZahner Kentucky
18658 zahnge01 1970s GeoffreyClaytonZahn Maryland
18659 zahnipa01 1920s PaulVernonZahniser Iowa
18660 zakfr01 1940s FrankThomasZak NewJersey
18661 zalusja01 1900s JohnFrancisZalusky Minnesota
18662 zambrca01 2000s CarlosAlbertoZambrano Venezuela
18663 zambred01 1990s EduardoJose(Guerra)Zambrano Venezuela
18664 zambrvi01 2000s VictorManuelZambrano Venezuela
18665 zamloca01 1910s CarlEugeneZamloch California
18666 zamoros01 1970s OscarJose(Sosa)Zamora Cuba
18667 zannido01 1950s DominickThomasZanni NewYork
18668 zapusjo01 1930s JusapasZapustas Lithuania
18669 zaratma01 2000s MauroEdwardZarate Venezuela
18670 zardojo01 1940s JosÌ©AntonioZardÌ_nSÌÁnchez Cuba
18671 zarilal01 1940s AllenLeeZarilla California
18672 zaskeje01 1980s LloydJeffreyZaske Washington
18673 zastrro01 2010s RobertJohnZastryzny Texas
18674 zauchno01 1950s NorbertHenryZauchin Michigan
18675 zaungr01 1990s GregoryOwenZaun California
18676 zavadcl01 2000s ClayPflibsonZavada Illinois
18677 zavarcl01 1980s ClintonWayneZavaras Colorado
18678 zawadla01 2010s LanceFrederickZawadzki Massachusetts
18679 zaywi01 1880s WilliamZay Pennsylvania
18680 zdebjo01 1970s JosephEdmundZdeb Illinois
18681 zearfda01 1890s DavidWilliamTildenZearfoss NewYork
18682 zeberge01 1970s GeorgeWilliamZeber Pennsylvania
18683 zeidero01 1910s RollieHubertZeider Indiana
18684 zeidjo01 2010s JoshuaAlexanderZeid Connecticut
18685 zeihehe01 1880s HenryZeiher Pennsylvania
18686 zeileto01 1980s ToddEdwardZeile California
18687 zeisema01 1910s MathiasJohnZieser Illinois
18688 zelleba01 1970s BartonWallaceZeller Illinois
18689 zeppbi01 1960s WilliamClintonZepp Michigan
18690 zerbech01 2000s WilliamChadZerbe Ohio
18691 zernigu01 1940s GusEdwardZernial Texas
18692 zettlge01 1870s GeorgeZettlein NewYork
18693 zickbo01 1950s RobertGeorgeZick Illinois
18694 zieglbr01 2000s BradGregoryZiegler Kansas
18695 zieglch01 1890s CharlesWallaceZiegler Ohio
18696 zieglge01 1890s GeorgeJ.Ziegler Illinois
18697 ziemst01 1980s StephenGraelingZiem Wisconsin
18698 zientbe01 1940s BenedictJosephZientara Illinois
18699 ziesbi01 1890s WilliamZies Illinois
18700 zimmebi01 1910s WilliamFrederickZimmerman Germany
18701 zimmech01 1880s CharlesLouisZimmer Ohio
18702 zimmedo01 1950s DonaldWilliamZimmer Ohio
18703 zimmeed01 1900s EdwardDesmondZimmerman NewJersey
18704 zimmehe01 1900s HenryZimmerman NewYork
18705 zimmeje01 1960s GeraldRobertZimmerman Nebraska
18706 zimmeje02 1990s JeffreyRossZimmerman Canada
18707 zimmejo01 1990s JordanWilliamZimmerman Canada
18708 zimmejo02 2000s JordanM.Zimmermann Wisconsin
18709 zimmero01 1940s RoyFranklinZimmerman Pennsylvania
18710 zimmery01 2000s RyanWallaceZimmerman NorthCarolina
18711 zinkch01 2000s CharlesTadaoZink California
18712 zinkwa01 1920s WalterNobleZink Massachusetts
18713 zinnfr01 1880s FrankPatrickZinn Pennsylvania
18714 zinngu01 1910s GuyZinn WestVirginia
18715 zinnji01 1910s JamesEdwardZinn Arkansas
18716 zinsebi01 1940s WilliamFrancisZinser NewYork
18717 zinteal01 2000s AlanMichaelZinter Texas
18718 zipfebu01 1960s MarionSylvesterZipfel Illinois
18719 ziskri01 1970s RichardWalterZisk NewYork
18720 zitoba01 2000s BarryWilliamZito Nevada
18721 zitzmbi01 1910s WilliamArthurZitzmann NewYork
18722 zmiched01 1910s EdwardAlbertZmich Ohio
18723 zobribe01 2000s BenjaminThomasZobrist Illinois
18724 zoccope01 2000s PeterJudeZoccolillo NewYork
18725 zoldasa01 1940s SamuelWalterZoldak NewYork
18726 zoskyed01 1990s EdwardJamesZosky California
18727 zuberbi01 1930s WilliamHenryZuber Iowa
18728 zuberjo01 1990s JonEdwardZuber California
18729 zuletju01 2000s JulioErnesto(Tapia)Zuleta Panama
18730 zumayjo01 2000s JoelMartinZumaya California
18731 zuninmi01 2010s MichaelAccorsiZunino Florida
18732 zupcibo01 1990s RobertZupcic Pennsylvania
18733 zupofr01 1950s FrankJosephZupo California
18734 zuvelpa01 1980s PaulZuvella California
18735 zuverge01 1950s GeorgeZuverink Michigan
18736 zwilldu01 1910s EdwardHarrisonZwilling Missouri
18737 zychto01 2010s AnthonyAaronZych Illinois

18738 rows × 4 columns

We don't need ID# or name, since we are only concerned with where everybody was born and when they debuted, so we remove these columns.


In [237]:
bp=bp.drop(['ID#','Name'], axis=1)
bp


Out[237]:
DebutYear BirthLocation
0 2000s Colorado
1 1950s Alabama
2 1960s Alabama
3 1970s California
4 2000s Florida
5 2010s DominicanRepublic
6 1890s Pennsylvania
7 1890s Vermont
8 1890s Nebraska
9 1890s Ohio
10 1900s Ohio
11 1970s Arkansas
12 1990s Georgia
13 1980s Michigan
14 1990s Ohio
15 1990s Massachusetts
16 1910s Pennsylvania
17 1990s California
18 1950s Ohio
19 2000s Georgia
20 1950s California
21 2000s Georgia
22 1940s NorthCarolina
23 1950s NorthCarolina
24 1940s NorthCarolina
25 1940s Illinois
26 1900s Texas
27 1980s Ohio
28 1940s Pennsylvania
29 1920s Washington
30 1980s Texas
31 1990s Venezuela
32 1940s California
33 2010s Cuba
34 2010s DominicanRepublic
35 2000s DominicanRepublic
36 2000s DominicanRepublic
37 1900s Missouri
38 2000s Arizona
39 2000s Mexico
40 2000s DominicanRepublic
41 1990s Mexico
42 2010s Ohio
43 1980s Texas
44 1950s NewJersey
45 2010s NorthCarolina
46 1960s Wisconsin
47 1970s Mexico
48 1970s Panama
49 1920s Cuba
50 2000s Panama
51 1910s Cuba
52 1990s California
53 1950s Oklahoma
54 1930s Texas
55 2010s DominicanRepublic
56 1940s California
57 2010s Alabama
58 1900s Indiana
59 1910s Texas
60 1920s Massachusetts
61 1930s Alabama
62 1940s California
63 1970s Pennsylvania
64 1930s Colorado
65 1910s Missouri
66 2010s Florida
67 1940s California
68 1960s Wisconsin
69 1870s Massachusetts
70 1970s Massachusetts
71 1940s California
72 1890s Illinois
73 1900s Illinois
74 1990s California
75 1910s Georgia
76 2010s Oklahoma
77 2010s Pennsylvania
78 1960s California
79 1970s Ohio
80 2000s Texas
81 1940s California
82 1900s Texas
83 1980s California
84 2000s NorthCarolina
85 2010s Louisiana
86 1920s Pennsylvania
87 1920s Utah
88 1990s Alabama
89 1910s Pennsylvania
90 1990s NewMexico
91 1950s Louisiana
92 2010s Kentucky
93 1950s Ohio
94 1980s Illinois
95 2010s Canada
96 1870s Canada
97 2000s Maryland
98 1930s NorthCarolina
99 1940s Kansas
100 1940s Texas
101 1900s Wisconsin
102 1920s Arkansas
103 1890s Missouri
104 2000s WestVirginia
105 1990s Illinois
106 2010s NewYork
107 1960s California
108 2010s Venezuela
109 1980s California
110 2000s Arizona
111 1990s Hawaii
112 1960s Alabama
113 1950s Massachusetts
114 1910s Ohio
115 1910s Missouri
116 1980s PuertoRico
117 1980s PuertoRico
118 2000s California
119 2010s Venezuela
120 1980s California
121 1950s California
122 1880s NewYork
123 1990s California
124 2010s Massachusetts
125 1970s SouthCarolina
126 1970s Oregon
127 1910s Russia
128 2000s Louisiana
129 1910s SouthDakota
130 1910s Kansas
131 1880s Pennsylvania
132 1980s Colorado
133 1960s California
134 1920s Tennessee
135 1910s Indiana
136 1980s DominicanRepublic
137 2000s PuertoRico
138 1950s NewYork
139 2010s Canada
140 1970s Pennsylvania
141 1910s Michigan
142 1880s Pennsylvania
143 2010s DominicanRepublic
144 1990s PuertoRico
145 2000s Texas
146 1940s Michigan
147 1940s Missouri
148 1940s Florida
149 2010s DominicanRepublic
150 1970s Florida
151 1970s DominicanRepublic
152 2010s DominicanRepublic
153 2000s DominicanRepublic
154 2010s DominicanRepublic
155 1960s PuertoRico
156 1910s Ohio
157 1940s Nebraska
158 1980s California
159 1990s Michigan
160 2000s Texas
161 1980s Louisiana
162 1910s Indiana
163 1940s Missouri
164 1950s Canada
165 1920s Tennessee
166 1970s Alabama
167 1970s California
168 1990s Louisiana
169 1930s Missouri
170 1970s Louisiana
171 1990s DominicanRepublic
172 1880s Illinois
173 1910s Nebraska
174 2010s California
175 1910s Georgia
176 2000s Texas
177 2010s Colombia
178 1990s DominicanRepublic
179 1990s Venezuela
180 2000s Venezuela
181 1980s PuertoRico
182 1980s Virginia
183 1970s Illinois
184 1960s Ohio
185 1890s Ohio
186 1910s Wisconsin
187 1930s Tennessee
188 1960s Texas
189 2000s Texas
190 1990s Texas
191 2010s Florida
192 1960s Pennsylvania
193 2000s Oklahoma
194 1920s Ohio
195 1910s Alabama
196 1970s California
197 1960s Pennsylvania
198 1880s Connecticut
199 1910s Florida
200 1870s Illinois
201 1980s Washington
202 1990s Indiana
203 1910s WestVirginia
204 1930s NorthCarolina
205 1980s California
206 1960s California
207 2000s Georgia
208 1880s NewYork
209 1970s Kansas
210 1910s Kansas
211 1890s Ohio
212 1970s Pennsylvania
213 1980s California
214 1910s Missouri
215 1960s Virginia
216 1970s Massachusetts
217 1950s NorthCarolina
218 1870s Pennsylvania
219 1950s Missouri
220 1990s Virginia
221 1870s Pennsylvania
222 1910s Kentucky
223 1910s Michigan
224 1980s Arizona
225 1930s Mexico
226 1990s Texas
227 1990s DominicanRepublic
228 1910s Cuba
229 2010s DominicanRepublic
230 1970s RhodeIsland
231 2000s DominicanRepublic
232 2000s DominicanRepublic
233 1990s DominicanRepublic
234 2010s DominicanRepublic
235 2010s DominicanRepublic
236 2010s Florida
237 1950s Cuba
238 1980s PuertoRico
239 1960s PuertoRico
240 1980s PuertoRico
241 2010s Cuba
242 1950s DominicanRepublic
243 1960s DominicanRepublic
244 1960s DominicanRepublic
245 1990s Georgia
246 1900s Pennsylvania
247 1970s NewYork
248 1990s NewYork
249 1950s NorthCarolina
250 1930s Ohio
251 1980s Nicaragua
252 2010s Pennsylvania
253 1920s Ohio
254 1910s Michigan
255 2010s Germany
256 1900s Illinois
257 1950s NorthCarolina
258 1950s Michigan
259 1890s Ohio
260 2010s Venezuela
261 1950s Pennsylvania
262 2000s California
263 2000s Venezuela
264 2010s DominicanRepublic
265 2010s Cuba
266 1990s Mexico
267 2010s Venezuela
268 1980s Florida
269 2010s Venezuela
270 1990s Florida
271 1960s PuertoRico
272 1970s PuertoRico
273 1950s Cuba
274 2010s DominicanRepublic
275 2010s Florida
276 1960s Cuba
277 1990s Mexico
278 2000s Venezuela
279 2000s Mexico
280 1980s Venezuela
281 1960s Texas
282 1880s Missouri
283 1960s NewJersey
284 1950s California
285 1990s California
286 2010s Venezuela
287 1950s Mexico
288 1990s Pennsylvania
289 1930s Pennsylvania
290 2000s Texas
291 2010s California
292 1980s California
293 1900s Ohio
294 2010s Washington
295 2000s Mexico
296 1890s Pennsylvania
297 1950s Cuba
298 1950s Cuba
299 1910s NewYork
300 1940s Georgia
301 1980s Ohio
302 1940s Washington
303 1920s Massachusetts
304 1880s Kentucky
305 1950s Indiana
306 1980s Maryland
307 1990s Virginia
308 2000s Arizona
309 2000s Texas
310 2010s California
311 1980s NewYork
312 2010s Texas
313 2010s California
314 1960s D.C.
315 1880s Pennsylvania
316 1980s Kentucky
317 2000s Nebraska
318 1970s California
319 1940s Kansas
320 1900s NorthCarolina
321 1990s California
322 1910s Ohio
323 1900s Ohio
324 1930s Missouri
325 1950s Maryland
326 2000s Illinois
327 1970s California
328 1990s Virginia
329 1890s Norway
330 1950s Minnesota
331 2000s Kentucky
332 1980s SouthCarolina
333 1970s California
334 1970s Oregon
335 2010s California
336 1990s Kentucky
337 1990s Alabama
338 1970s SouthCarolina
339 1990s Texas
340 1930s Iowa
341 1970s California
342 1980s Washington
343 1980s Oregon
344 1950s SouthDakota
345 2010s Alabama
346 2010s Nevada
347 1880s Illinois
348 1910s Michigan
349 1910s Texas
350 2000s Florida
351 2000s California
352 2000s Florida
353 1880s Ohio
354 1920s SouthCarolina
355 1940s Indiana
356 1970s Louisiana
357 1940s Oklahoma
358 1930s Alabama
359 1890s Massachusetts
360 1950s Massachusetts
361 1970s California
362 1970s California
363 1960s California
364 1930s NorthCarolina
365 1970s California
366 1990s Texas
367 1930s Massachusetts
368 1880s Pennsylvania
369 2010s California
370 1930s Texas
371 2000s Venezuela
372 1870s Michigan
373 1880s Canada
374 1970s DominicanRepublic
375 1990s DominicanRepublic
376 1970s California
377 2010s Ohio
378 1920s Maryland
379 1930s Texas
380 1990s Florida
381 2010s Illinois
382 1880s Massachusetts
383 1870s Iowa
384 1980s California
385 2010s Hawaii
386 1940s Pennsylvania
387 1950s NewYork
388 1940s Tennessee
389 1940s NewYork
390 2000s Massachusetts
391 2010s Japan
392 1950s Venezuela
393 1970s California
394 1980s Venezuela
395 1980s California
396 1910s Texas
397 1900s Pennsylvania
398 1920s Connecticut
399 1930s NorthCarolina
400 2000s DominicanRepublic
401 2010s DominicanRepublic
402 1980s PuertoRico
403 1910s Cuba
404 1940s Cuba
405 2010s Venezuela
406 1920s Missouri
407 2010s NorthCarolina
408 1930s Tennessee
409 1900s Ireland
410 1960s Virginia
411 1930s Tennessee
412 1960s Cuba
413 2010s Venezuela
414 2010s Venezuela
415 1960s Washington
416 1940s Italy
417 1880s Ohio
418 2000s Louisiana
419 1900s California
420 2010s California
421 2010s Florida
422 1940s Missouri
423 1990s NewYork
424 2000s DominicanRepublic
425 1990s Arizona
426 2000s DominicanRepublic
427 1950s Cuba
428 1930s California
429 1960s Michigan
430 1960s Washington
431 1990s Venezuela
432 1970s Venezuela
433 1990s Venezuela
434 1900s Ohio
435 1970s Bahamas
436 1900s Ohio
437 1930s Arkansas
438 1940s NewJersey
439 1910s Ohio
440 1980s NewJersey
441 1980s NewYork
442 2010s NorthCarolina
443 1900s Indiana
444 1980s Ohio
445 1970s California
446 1990s Michigan
447 1980s Kentucky
448 1980s Texas
449 1930s Wisconsin
450 1980s Washington
451 1940s Illinois
452 1990s Cuba
453 2010s DominicanRepublic
454 2000s DominicanRepublic
455 2010s Missouri
456 1960s Illinois
457 1990s Cuba
458 2000s Florida
459 1970s California
460 1950s PuertoRico
461 1970s NewYork
462 2010s Cuba
463 1880s Pennsylvania
464 1880s NewYork
465 1980s California
466 1930s Texas
467 1920s Massachusetts
468 2000s Venezuela
469 2010s Missouri
470 2000s DominicanRepublic
471 2000s DominicanRepublic
472 1940s Nebraska
473 1970s California
474 1990s Missouri
475 2010s Florida
476 1970s Tennessee
477 1920s WestVirginia
478 1990s Michigan
479 2010s Indiana
480 1900s Illinois
481 1950s NewYork
482 1950s NewYork
483 1970s California
484 1980s Michigan
485 2000s DominicanRepublic
486 1990s DominicanRepublic
487 2010s Arkansas
488 1940s Illinois
489 2010s Venezuela
490 2000s Texas
491 2000s Washington
492 1890s NewJersey
493 1980s Virginia
494 2010s PuertoRico
495 1880s Illinois
496 1970s Canada
497 2000s California
498 1950s Alabama
499 1920s Illinois
... ... ...
18238 1990s NewYork
18239 1960s Louisiana
18240 1950s Kansas
18241 1950s Louisiana
18242 1930s Connecticut
18243 1990s DominicanRepublic
18244 1910s Kentucky
18245 1920s Massachusetts
18246 1900s Maryland
18247 1970s Arkansas
18248 1990s California
18249 1950s NorthCarolina
18250 1980s Texas
18251 1940s Georgia
18252 1920s Pennsylvania
18253 1890s Maryland
18254 1890s Pennsylvania
18255 1930s California
18256 1930s Oregon
18257 2000s California
18258 1920s Pennsylvania
18259 1940s California
18260 1980s Oregon
18261 1910s Maryland
18262 1920s Alabama
18263 2000s Pennsylvania
18264 2010s California
18265 2000s D.C.
18266 1910s Michigan
18267 1940s NorthCarolina
18268 1920s Pennsylvania
18269 2010s Oklahoma
18270 1980s SouthCarolina
18271 1920s NorthCarolina
18272 1960s Tennessee
18273 1990s Canada
18274 1890s Illinois
18275 1990s Florida
18276 1900s Massachusetts
18277 1990s SouthCarolina
18278 1950s Wisconsin
18279 1920s Iowa
18280 1910s Maine
18281 1980s Canada
18282 1980s Louisiana
18283 1920s Texas
18284 1910s Kansas
18285 2000s California
18286 1980s California
18287 1880s NewYork
18288 2010s Virginia
18289 1990s Arizona
18290 1940s Georgia
18291 1900s Ohio
18292 1970s Alabama
18293 1890s Alabama
18294 1920s Illinois
18295 1900s NewYork
18296 1900s NewYork
18297 2010s Ohio
18298 1950s Illinois
18299 1900s Massachusetts
18300 1990s Michigan
18301 1950s Illinois
18302 1920s Kansas
18303 2000s California
18304 1920s Massachusetts
18305 1960s NewYork
18306 1930s Kansas
18307 1980s Pennsylvania
18308 1970s Minnesota
18309 1930s Tennessee
18310 1920s Alabama
18311 1920s Virginia
18312 1910s Georgia
18313 1920s Canada
18314 1910s Georgia
18315 1900s NewYork
18316 1880s D.C.
18317 1990s NewYork
18318 2010s Illinois
18319 1880s D.C.
18320 1910s Georgia
18321 1980s SouthCarolina
18322 1980s California
18323 1990s California
18324 1930s Tennessee
18325 1990s NewJersey
18326 1930s NorthCarolina
18327 1920s Michigan
18328 1900s Pennsylvania
18329 1910s Texas
18330 1980s NewYork
18331 1970s Arizona
18332 1920s California
18333 1930s Texas
18334 1880s D.C.
18335 1950s Indiana
18336 2000s SouthCarolina
18337 1930s Kentucky
18338 2000s California
18339 1880s Massachusetts
18340 1960s Michigan
18341 1940s Illinois
18342 1880s Ohio
18343 2010s Ohio
18344 1910s Michigan
18345 1890s D.C.
18346 1960s Massachusetts
18347 1910s Michigan
18348 1930s Illinois
18349 1990s Maryland
18350 1940s Pennsylvania
18351 1900s Pennsylvania
18352 1990s Michigan
18353 2010s Texas
18354 1960s WestVirginia
18355 1920s Missouri
18356 1990s NewYork
18357 1980s Virginia
18358 1940s Missouri
18359 1950s California
18360 2010s California
18361 1930s Maryland
18362 1990s NorthCarolina
18363 1980s California
18364 1910s Massachusetts
18365 1970s WestVirginia
18366 1920s Indiana
18367 1890s France
18368 1990s Massachusetts
18369 1970s California
18370 2010s SouthCarolina
18371 1960s NewYork
18372 1990s Illinois
18373 1950s Pennsylvania
18374 1980s Connecticut
18375 1990s California
18376 1900s Pennsylvania
18377 1900s Pennsylvania
18378 2000s California
18379 1920s Pennsylvania
18380 1950s California
18381 1910s Ohio
18382 1970s Florida
18383 1910s Illinois
18384 1910s NewJersey
18385 1940s Illinois
18386 1910s NewYork
18387 1880s Kentucky
18388 1920s Connecticut
18389 1920s Illinois
18390 1990s California
18391 2000s Illinois
18392 1960s California
18393 1880s Pennsylvania
18394 1900s California
18395 2010s California
18396 1890s Ohio
18397 1960s SouthCarolina
18398 1920s Louisiana
18399 1990s Virginia
18400 2010s Hawaii
18401 1990s Georgia
18402 1970s Arkansas
18403 2010s NorthCarolina
18404 1920s Virginia
18405 1980s Illinois
18406 1990s Alabama
18407 1910s Ohio
18408 2010s Georgia
18409 1890s Ohio
18410 2000s Texas
18411 1890s Massachusetts
18412 1920s Mississippi
18413 1940s Connecticut
18414 1950s Pennsylvania
18415 1880s Canada
18416 1880s Canada
18417 1900s Maine
18418 1870s Massachusetts
18419 1960s NewJersey
18420 1990s California
18421 1890s Pennsylvania
18422 1900s Missouri
18423 1940s Texas
18424 1940s Pennsylvania
18425 1940s NorthCarolina
18426 1990s Texas
18427 1940s Ohio
18428 1910s Massachusetts
18429 2000s Florida
18430 1880s Canada
18431 1910s Arkansas
18432 1890s Maryland
18433 1900s Ohio
18434 1970s California
18435 1910s Indiana
18436 1960s Iowa
18437 1970s California
18438 2000s California
18439 1950s Illinois
18440 1920s WestVirginia
18441 1990s Florida
18442 1930s SouthCarolina
18443 1940s Connecticut
18444 1960s Ohio
18445 1980s Virginia
18446 1890s NewHampshire
18447 1990s Ohio
18448 2000s Arizona
18449 2010s Arkansas
18450 1980s NewHampshire
18451 1990s California
18452 1910s Connecticut
18453 1960s Massachusetts
18454 1960s Florida
18455 2000s Alabama
18456 1950s Missouri
18457 1940s SouthCarolina
18458 2010s NorthCarolina
18459 2000s California
18460 1910s Missouri
18461 2010s Texas
18462 1930s Missouri
18463 1950s California
18464 1920s WestVirginia
18465 1900s Illinois
18466 2010s California
18467 2000s Florida
18468 1990s California
18469 1980s California
18470 1950s Alabama
18471 1980s California
18472 2010s California
18473 1930s California
18474 1970s Texas
18475 1910s Maryland
18476 1980s Connecticut
18477 1880s Louisiana
18478 1930s Oklahoma
18479 1930s California
18480 1880s Unknown
18481 1910s Indiana
18482 2000s Texas
18483 1960s Tennessee
18484 1910s Minnesota
18485 1890s Ohio
18486 2000s Texas
18487 2000s Virginia
18488 2010s Tennessee
18489 1910s NewYork
18490 1940s Tennessee
18491 1870s NewYork
18492 1900s Ohio
18493 1980s Oklahoma
18494 1920s Missouri
18495 1870s England
18496 1990s Oklahoma
18497 1990s California
18498 1920s England
18499 1970s Michigan
18500 1980s Missouri
18501 1890s Wisconsin
18502 1970s Florida
18503 1900s Ohio
18504 1950s Arkansas
18505 2010s SouthCarolina
18506 1890s Pennsylvania
18507 1890s Michigan
18508 1910s WestVirginia
18509 1980s Texas
18510 1950s Ohio
18511 2000s Utah
18512 1920s Pennsylvania
18513 1870s NewYork
18514 2010s California
18515 1930s NorthCarolina
18516 1940s NorthCarolina
18517 2000s Alabama
18518 1890s Pennsylvania
18519 1980s Oklahoma
18520 2000s Minnesota
18521 1920s Missouri
18522 2000s Texas
18523 1940s NewYork
18524 1920s Indiana
18525 1960s Illinois
18526 1920s Georgia
18527 1910s Pennsylvania
18528 1880s Pennsylvania
18529 1880s Massachusetts
18530 1970s Pennsylvania
18531 1930s Alabama
18532 1890s NorthCarolina
18533 1960s NorthCarolina
18534 1980s Illinois
18535 1960s Ohio
18536 1940s Illinois
18537 1940s Arkansas
18538 1930s Ohio
18539 2000s Japan
18540 2000s Japan
18541 1880s Michigan
18542 1900s Connecticut
18543 1970s Florida
18544 1990s DominicanRepublic
18545 1940s Massachusetts
18546 1910s Kentucky
18547 1990s Pennsylvania
18548 1920s Illinois
18549 1920s Pennsylvania
18550 1920s Iowa
18551 1960s NewYork
18552 1970s NewJersey
18553 2010s Hawaii
18554 2000s Hawaii
18555 1920s Illinois
18556 1910s Pennsylvania
18557 1890s Ohio
18558 1890s Pennsylvania
18559 1970s WestVirginia
18560 1920s SouthCarolina
18561 1980s Alabama
18562 2010s California
18563 1910s Michigan
18564 1960s NewYork
18565 1920s Oklahoma
18566 1920s Pennsylvania
18567 1900s Pennsylvania
18568 1900s Pennsylvania
18569 1980s California
18570 1950s Pennsylvania
18571 1880s D.C.
18572 1890s Maryland
18573 1910s Ohio
18574 1880s Maryland
18575 2010s DominicanRepublic
18576 2010s DominicanRepublic
18577 2010s DominicanRepublic
18578 1950s Louisiana
18579 1940s Louisiana
18580 1900s Illinois
18581 1970s California
18582 1910s Arkansas
18583 1990s Illinois
18584 1930s Alabama
18585 1870s NewYork
18586 1940s Texas
18587 1990s Japan
18588 1940s NewYork
18589 1890s Unknown
18590 1980s California
18591 1920s Pennsylvania
18592 2000s Ohio
18593 1980s Florida
18594 2000s Louisiana
18595 1990s Texas
18596 1930s NewYork
18597 1940s Maryland
18598 1910s Pennsylvania
18599 1920s Texas
18600 2000s Texas
18601 2000s Texas
18602 1990s Texas
18603 1980s Michigan
18604 1890s Ohio
18605 2000s Tennessee
18606 1900s Missouri
18607 1930s Ohio
18608 2000s California
18609 2000s Alabama
18610 1950s Washington
18611 1990s Mississippi
18612 1960s Texas
18613 1990s NewJersey
18614 1990s Illinois
18615 2000s NewJersey
18616 1910s NewYork
18617 1980s Honduras
18618 1900s Indiana
18619 1890s Germany
18620 1910s Massachusetts
18621 1900s Maine
18622 1890s Pennsylvania
18623 2000s California
18624 1970s California
18625 1970s Texas
18626 1990s Michigan
18627 1970s Ohio
18628 1980s California
18629 2010s Texas
18630 2010s Georgia
18631 1980s California
18632 2000s California
18633 1930s NorthCarolina
18634 1990s Mississippi
18635 1910s Pennsylvania
18636 1910s Texas
18637 1930s Ohio
18638 1990s Mississippi
18639 2000s Mississippi
18640 1910s NorthCarolina
18641 1930s NorthCarolina
18642 1970s Texas
18643 1970s Illinois
18644 1920s Virginia
18645 1950s Ohio
18646 1970s California
18647 1940s NewYork
18648 1940s Cuba
18649 1910s Kansas
18650 1940s NewYork
18651 1960s Tennessee
18652 1910s NorthCarolina
18653 1910s NewYork
18654 1970s Texas
18655 1910s Vermont
18656 2000s Nebraska
18657 1890s Kentucky
18658 1970s Maryland
18659 1920s Iowa
18660 1940s NewJersey
18661 1900s Minnesota
18662 2000s Venezuela
18663 1990s Venezuela
18664 2000s Venezuela
18665 1910s California
18666 1970s Cuba
18667 1950s NewYork
18668 1930s Lithuania
18669 2000s Venezuela
18670 1940s Cuba
18671 1940s California
18672 1980s Washington
18673 2010s Texas
18674 1950s Michigan
18675 1990s California
18676 2000s Illinois
18677 1980s Colorado
18678 2010s Massachusetts
18679 1880s Pennsylvania
18680 1970s Illinois
18681 1890s NewYork
18682 1970s Pennsylvania
18683 1910s Indiana
18684 2010s Connecticut
18685 1880s Pennsylvania
18686 1980s California
18687 1910s Illinois
18688 1970s Illinois
18689 1960s Michigan
18690 2000s Ohio
18691 1940s Texas
18692 1870s NewYork
18693 1950s Illinois
18694 2000s Kansas
18695 1890s Ohio
18696 1890s Illinois
18697 1980s Wisconsin
18698 1940s Illinois
18699 1890s Illinois
18700 1910s Germany
18701 1880s Ohio
18702 1950s Ohio
18703 1900s NewJersey
18704 1900s NewYork
18705 1960s Nebraska
18706 1990s Canada
18707 1990s Canada
18708 2000s Wisconsin
18709 1940s Pennsylvania
18710 2000s NorthCarolina
18711 2000s California
18712 1920s Massachusetts
18713 1880s Pennsylvania
18714 1910s WestVirginia
18715 1910s Arkansas
18716 1940s NewYork
18717 2000s Texas
18718 1960s Illinois
18719 1970s NewYork
18720 2000s Nevada
18721 1910s NewYork
18722 1910s Ohio
18723 2000s Illinois
18724 2000s NewYork
18725 1940s NewYork
18726 1990s California
18727 1930s Iowa
18728 1990s California
18729 2000s Panama
18730 2000s California
18731 2010s Florida
18732 1990s Pennsylvania
18733 1950s California
18734 1980s California
18735 1950s Michigan
18736 1910s Missouri
18737 2010s Illinois

18738 rows × 2 columns

We want to get rid of the s in the debut years and convert it into numbers so that we can graph the data. We will also want to change the column titles to Decade of Debut to make it a bit clearer as to what the numbers are showing. We may as well make Birth Location a cleaner title as well.


In [238]:
bp['DebutYear'] = bp['DebutYear'].str.replace('s', '').astype(int)

In [239]:
bp.columns = ["Decade of Debut", "Birth Location"]

In [240]:
bp.dtypes


Out[240]:
Decade of Debut     int64
Birth Location     object
dtype: object

In [241]:
bp=bp.sort_values(['Birth Location'])
bp


Out[241]:
Decade of Debut Birth Location
1905 1990 Afghanistan
7181 1930 Alabama
7030 1960 Alabama
14674 1990 Alabama
4743 1940 Alabama
7051 1940 Alabama
9557 1980 Alabama
358 1930 Alabama
17042 1920 Alabama
13120 1930 Alabama
14628 1930 Alabama
17073 1930 Alabama
4625 2000 Alabama
345 2010 Alabama
17115 1940 Alabama
8328 2010 Alabama
7093 1960 Alabama
13174 1930 Alabama
337 1990 Alabama
4589 1880 Alabama
11537 1960 Alabama
17167 1920 Alabama
17168 1910 Alabama
4532 1930 Alabama
7028 1940 Alabama
16965 1940 Alabama
2458 1910 Alabama
14727 2010 Alabama
6898 2010 Alabama
16807 1970 Alabama
9482 1950 Alabama
4883 1920 Alabama
4882 2010 Alabama
9483 1950 Alabama
16831 1920 Alabama
16851 1920 Alabama
11765 1990 Alabama
11752 1950 Alabama
7132 1950 Alabama
16877 2010 Alabama
9492 1980 Alabama
11731 1930 Alabama
13035 2000 Alabama
16891 1970 Alabama
16893 1980 Alabama
16895 1970 Alabama
11721 1980 Alabama
8404 1970 Alabama
16915 1980 Alabama
11700 1970 Alabama
13033 2000 Alabama
4497 2000 Alabama
11527 1940 Alabama
7180 1920 Alabama
13363 2000 Alabama
17566 1910 Alabama
14299 2000 Alabama
2370 2000 Alabama
11203 2000 Alabama
9824 2000 Alabama
11190 1990 Alabama
4064 1960 Alabama
1546 2000 Alabama
17653 2000 Alabama
8177 1970 Alabama
14290 2000 Alabama
17666 1920 Alabama
8176 1970 Alabama
9835 1950 Alabama
4017 2010 Alabama
17707 2010 Alabama
1554 1910 Alabama
11162 2010 Alabama
17734 2000 Alabama
3999 1990 Alabama
1557 1920 Alabama
926 1950 Alabama
11297 1970 Alabama
12971 1980 Alabama
8230 1960 Alabama
9749 1960 Alabama
8286 2010 Alabama
7194 1980 Alabama
9633 1940 Alabama
8280 1920 Alabama
1500 1920 Alabama
14521 1990 Alabama
8272 1980 Alabama
11455 2000 Alabama
1506 1950 Alabama
1507 1930 Alabama
14490 1920 Alabama
11403 1930 Alabama
2929 1950 Alabama
17372 1930 Alabama
17377 1960 Alabama
13291 2000 Alabama
14458 1930 Alabama
17391 1920 Alabama
17412 1990 Alabama
9732 1940 Alabama
4289 2010 Alabama
13313 2000 Alabama
7329 1990 Alabama
1115 1970 Alabama
3992 1920 Alabama
11834 1920 Alabama
6891 1940 Alabama
12275 1930 Alabama
2008 1960 Alabama
9095 2000 Alabama
8722 1980 Alabama
15329 1970 Alabama
9115 1960 Alabama
5597 1950 Alabama
16081 2000 Alabama
15324 1920 Alabama
16115 1980 Alabama
12278 1940 Alabama
699 1940 Alabama
5561 1890 Alabama
15322 1920 Alabama
15321 1920 Alabama
12737 1960 Alabama
5499 1960 Alabama
16202 1920 Alabama
6332 1940 Alabama
12219 1970 Alabama
15273 1990 Alabama
12204 1940 Alabama
15323 1930 Alabama
5654 1900 Alabama
6171 1920 Alabama
15973 2000 Alabama
639 1970 Alabama
12483 1940 Alabama
8894 1980 Alabama
15605 1930 Alabama
6114 1920 Alabama
2065 1950 Alabama
12457 1970 Alabama
12584 1930 Alabama
15570 1940 Alabama
8815 2000 Alabama
12411 1970 Alabama
8937 2010 Alabama
6146 2010 Alabama
8789 1910 Alabama
15806 1970 Alabama
15839 1960 Alabama
8998 1950 Alabama
5788 1960 Alabama
15867 1980 Alabama
15463 1980 Alabama
9053 2010 Alabama
15442 1920 Alabama
2599 1960 Alabama
1979 2000 Alabama
8613 1940 Alabama
6419 1920 Alabama
16231 1960 Alabama
8480 1960 Alabama
6783 1970 Alabama
782 1920 Alabama
6785 1960 Alabama
9404 1990 Alabama
14898 1920 Alabama
2800 1970 Alabama
16583 1930 Alabama
786 1920 Alabama
14875 1970 Alabama
2804 1940 Alabama
16631 1970 Alabama
16632 1980 Alabama
6810 1980 Alabama
16658 2010 Alabama
16685 1950 Alabama
1926 1900 Alabama
9435 1970 Alabama
16701 1990 Alabama
11870 1950 Alabama
11869 1910 Alabama
12963 2000 Alabama
12967 2010 Alabama
12929 1910 Alabama
11838 1980 Alabama
16499 1960 Alabama
5180 1940 Alabama
16236 1940 Alabama
6427 1950 Alabama
6436 1920 Alabama
12121 1910 Alabama
6453 2010 Alabama
6525 1990 Alabama
2539 1940 Alabama
498 1950 Alabama
12826 1940 Alabama
6559 1910 Alabama
1388 2000 Alabama
5278 1930 Alabama
5277 1930 Alabama
16336 1900 Alabama
16338 1890 Alabama
12035 1900 Alabama
8545 1990 Alabama
16367 1960 Alabama
16402 1910 Alabama
12874 1970 Alabama
8543 1990 Alabama
12879 1920 Alabama
16457 1990 Alabama
12921 1930 Alabama
17767 1920 Alabama
15625 1960 Alabama
3990 1990 Alabama
8041 1980 Alabama
3680 1910 Alabama
13551 1970 Alabama
18262 1920 Alabama
112 1960 Alabama
13567 1950 Alabama
13927 1980 Alabama
18292 1970 Alabama
7706 1910 Alabama
18293 1890 Alabama
18310 1920 Alabama
13919 2000 Alabama
10880 1950 Alabama
3568 2010 Alabama
7774 2010 Alabama
13917 2000 Alabama
13581 1920 Alabama
88 1990 Alabama
14214 2000 Alabama
1738 1940 Alabama
8056 1990 Alabama
18223 1950 Alabama
166 1970 Alabama
3854 1930 Alabama
3851 1950 Alabama
9963 1990 Alabama
9964 1910 Alabama
11011 1940 Alabama
18113 1930 Alabama
962 2000 Alabama
13978 1940 Alabama
18119 1950 Alabama
10991 1970 Alabama
18162 2000 Alabama
10986 1940 Alabama
7642 1920 Alabama
3802 2010 Alabama
3754 2010 Alabama
13539 1990 Alabama
1764 1980 Alabama
1601 1970 Alabama
3106 1990 Alabama
13608 1990 Alabama
3520 1920 Alabama
18561 1980 Alabama
1014 1970 Alabama
18584 1930 Alabama
10389 1910 Alabama
18609 2000 Alabama
10419 1900 Alabama
10420 1920 Alabama
13764 1970 Alabama
18531 1930 Alabama
13676 1950 Alabama
1702 1960 Alabama
10614 1970 Alabama
10596 1930 Alabama
3253 1970 Alabama
10545 1930 Alabama
13717 1940 Alabama
2 1960 Alabama
1 1950 Alabama
7899 1990 Alabama
18517 2000 Alabama
1718 2010 Alabama
10723 1960 Alabama
13613 1930 Alabama
10790 1950 Alabama
18406 1990 Alabama
10775 1910 Alabama
10289 1970 Alabama
10754 1950 Alabama
61 1930 Alabama
57 2010 Alabama
13835 1980 Alabama
18455 2000 Alabama
13629 1920 Alabama
3132 1920 Alabama
10738 1960 Alabama
3134 1930 Alabama
3436 1990 Alabama
18470 1950 Alabama
7850 1950 Alabama
10727 1950 Alabama
10352 1950 Alabama
1592 2010 Alabama
7626 1970 Alabama
13926 1960 Alabama
17959 2010 Alabama
14100 1950 Alabama
18034 2010 Alabama
1784 2000 Alabama
1783 1940 Alabama
195 1910 Alabama
11136 1940 Alabama
11123 1960 Alabama
9873 1910 Alabama
7563 1960 Alabama
3001 1940 Alabama
8149 1980 Alabama
7521 1940 Alabama
18030 1960 Alabama
2361 1950 Alabama
9872 1940 Alabama
7613 1940 Alabama
17851 1910 Alabama
17870 1980 Alabama
8123 1940 Alabama
13496 1950 Alabama
17991 1950 Alabama
7614 1930 Alabama
3912 1950 Alabama
1797 1960 Alabama
16062 1970 Alaska
18132 2000 Alaska
13284 2000 Alaska
1154 2000 Alaska
10010 1980 Alaska
16463 1920 Alaska
2777 2000 Alaska
15061 1980 Alaska
15069 2000 Alaska
9305 1980 Alaska
789 2010 Alaska
3744 2000 Alaska
15909 1960 AmericanSamoa
13321 1990 Arizona
17418 2000 Arizona
3914 1920 Arizona
18331 1970 Arizona
702 1990 Arizona
12557 1990 Arizona
1990 1980 Arizona
710 2000 Arizona
110 2000 Arizona
4051 2010 Arizona
662 1960 Arizona
17488 1980 Arizona
13923 1930 Arizona
12228 1980 Arizona
13014 2010 Arizona
425 1990 Arizona
13579 2000 Arizona
2387 2010 Arizona
10884 2010 Arizona
18289 1990 Arizona
10127 1990 Arizona
9891 2010 Arizona
10226 1940 Arizona
7373 1990 Arizona
9347 1970 Arizona
2296 2010 Arizona
13843 2000 Arizona
15076 1970 Arizona
8587 2010 Arizona
15088 1980 Arizona
3489 2010 Arizona
12417 1940 Arizona
4125 1910 Arizona
16266 2000 Arizona
18448 2000 Arizona
15523 1990 Arizona
12824 1980 Arizona
12823 2000 Arizona
3461 1970 Arizona
14867 1990 Arizona
2210 2010 Arizona
14512 2010 Arizona
4174 1970 Arizona
5012 2000 Arizona
13607 2000 Arizona
11748 2000 Arizona
5032 2000 Arizona
8979 2000 Arizona
1826 2010 Arizona
12779 2010 Arizona
10504 2000 Arizona
14169 1960 Arizona
10246 1980 Arizona
6411 1970 Arizona
7908 1990 Arizona
7559 2000 Arizona
7606 1970 Arizona
1690 1990 Arizona
14782 2000 Arizona
8883 2000 Arizona
8367 2000 Arizona
12289 1950 Arizona
4631 2000 Arizona
4624 2000 Arizona
1699 2000 Arizona
7896 1980 Arizona
15907 2010 Arizona
9596 1950 Arizona
7121 1970 Arizona
11555 1990 Arizona
8772 1940 Arizona
8773 1950 Arizona
7128 1980 Arizona
13507 2000 Arizona
224 1980 Arizona
9978 1990 Arizona
13504 1980 Arizona
18088 2010 Arizona
10650 2000 Arizona
11513 2000 Arizona
13258 2000 Arizona
9637 1930 Arizona
11465 1990 Arizona
7937 1980 Arizona
5981 1960 Arizona
308 2000 Arizona
959 2000 Arizona
9689 1960 Arizona
12283 2010 Arizona
1381 1960 Arizona
8421 1940 Arizona
17392 1970 Arizona
7300 1940 Arizona
6969 2000 Arizona
1895 2010 Arizona
12680 1960 Arizona
8060 1980 Arizona
16116 1980 Arizona
38 2000 Arizona
3196 1920 Arizona
16085 2000 Arizona
2580 2000 Arizona
13461 1960 Arkansas
8777 1950 Arkansas
8182 1920 Arkansas
15453 1990 Arkansas
5594 2000 Arkansas
1655 1960 Arkansas
16248 1930 Arkansas
8658 1900 Arkansas
593 1900 Arkansas
5571 1990 Arkansas
8173 1950 Arkansas
18504 1950 Arkansas
15469 1920 Arkansas
1220 1940 Arkansas
4003 1960 Arkansas
18537 1940 Arkansas
18449 2010 Arkansas
10713 1900 Arkansas
15851 2010 Arkansas
741 1980 Arkansas
1701 1950 Arkansas
14237 1980 Arkansas
5411 1940 Arkansas
11 1970 Arkansas
16188 1940 Arkansas
16194 1950 Arkansas
2987 2010 Arkansas
1713 1940 Arkansas
4027 1930 Arkansas
15507 1940 Arkansas
11176 1980 Arkansas
4030 1930 Arkansas
8758 1920 Arkansas
2010 1960 Arkansas
8770 1940 Arkansas
12210 2000 Arkansas
15767 1950 Arkansas
18582 1910 Arkansas
12297 1940 Arkansas
15738 1910 Arkansas
15982 1940 Arkansas
13826 1940 Arkansas
8956 1950 Arkansas
6261 1960 Arkansas
17705 1930 Arkansas
5611 1920 Arkansas
2597 1880 Arkansas
9225 1990 Arkansas
7966 1960 Arkansas
1985 1920 Arkansas
11115 1950 Arkansas
8946 1940 Arkansas
10355 1990 Arkansas
3387 1930 Arkansas
15283 1920 Arkansas
17669 1910 Arkansas
9833 1920 Arkansas
... ... ...
10869 1980 Washington
17031 1940 Washington
16083 1910 Washington
8153 1980 Washington
9763 1940 Washington
9000 1960 Washington
4478 2000 Washington
12658 1950 Washington
16071 1940 Washington
16302 1990 Washington
16303 1980 Washington
6860 1970 Washington
16041 1950 Washington
4841 1910 Washington
1755 1920 Washington
8070 1930 Washington
9783 2000 Washington
7323 2000 Washington
8135 2000 Washington
603 2000 Washington
13924 1990 Washington
15739 1950 Washington
14139 2000 Washington
6964 2010 Washington
11889 1920 Washington
14967 1910 Washington
1425 1900 Washington
8296 1930 Washington
7858 1970 Washington
2773 1970 Washington
15016 1940 Washington
9458 1990 Washington
9201 1980 Washington
6772 2010 Washington
1435 2000 Washington
6768 1980 Washington
3666 1980 Washington
890 1970 Washington
2101 2000 Washington
8431 1980 Washington
6147 2000 Washington
15106 1980 Washington
17723 1960 Washington
8276 1990 Washington
16687 1920 Washington
430 1960 Washington
18143 1980 Washington
18672 1980 Washington
1749 1940 Washington
2450 1980 Washington
9550 1940 Washington
7068 1910 Washington
14924 1960 Washington
16642 2000 Washington
13215 2010 Washington
1941 1940 Washington
14695 1990 Washington
17971 1960 Washington
6903 1970 Washington
14787 1990 Washington
8364 1940 Washington
6852 1970 Washington
12112 1980 Washington
7883 1980 Washington
17989 1940 Washington
14828 2010 Washington
8347 1940 Washington
9269 1990 Washington
14865 2000 Washington
6844 2000 Washington
12137 1930 Washington
14866 1980 Washington
11956 1940 Washington
3607 1940 Washington
11951 1910 Washington
6937 1990 Washington
201 1980 Washington
17866 1990 Washington
9377 2010 Washington
13285 1980 Washington
18022 1950 Washington
18024 2000 Washington
17862 2010 Washington
13217 1960 Washington
10274 2000 Washington
415 1960 Washington
15246 1960 Washington
10755 2010 Washington
16548 1970 Washington
10487 1940 Washington
14227 1990 Washington
1517 2000 Washington
2002 2000 Washington
5038 2000 Washington
6628 1910 Washington
7146 1990 Washington
3798 1970 Washington
5037 1990 Washington
15382 1900 Washington
2141 1960 Washington
12400 1970 Washington
15413 1950 Washington
14177 2000 Washington
342 1980 Washington
14165 1940 Washington
16616 1950 Washington
10159 1980 Washington
9632 1950 Washington
3771 2010 Washington
8765 1970 Washington
14187 2000 Washington
450 1980 Washington
9622 1980 WestGermany
3920 1980 WestGermany
5859 1980 WestGermany
642 2000 WestGermany
12546 2000 WestGermany
7921 1970 WestGermany
1093 1970 WestGermany
10833 1980 WestGermany
17935 1980 WestGermany
1438 1980 WestGermany
12999 1990 WestGermany
5669 1920 WestVirginia
6208 1970 WestVirginia
6813 1910 WestVirginia
924 1910 WestVirginia
7489 1890 WestVirginia
2569 2010 WestVirginia
11275 1890 WestVirginia
3541 1950 WestVirginia
1375 1920 WestVirginia
8609 2010 WestVirginia
9260 1980 WestVirginia
10091 1890 WestVirginia
6803 1880 WestVirginia
5739 1900 WestVirginia
6162 1870 WestVirginia
15962 2000 WestVirginia
18508 1910 WestVirginia
15430 1910 WestVirginia
6207 1970 WestVirginia
4033 1920 WestVirginia
11836 1920 WestVirginia
3974 2000 WestVirginia
8720 1980 WestVirginia
1206 1940 WestVirginia
3017 1950 WestVirginia
104 2000 WestVirginia
11384 1900 WestVirginia
18464 1920 WestVirginia
5322 1910 WestVirginia
8829 1900 WestVirginia
203 1910 WestVirginia
1218 1900 WestVirginia
2627 1990 WestVirginia
2619 1940 WestVirginia
13768 1950 WestVirginia
18714 1910 WestVirginia
7185 1990 WestVirginia
7854 2000 WestVirginia
2179 1890 WestVirginia
16565 1970 WestVirginia
10859 2000 WestVirginia
11296 1890 WestVirginia
10858 1910 WestVirginia
2281 1930 WestVirginia
5303 1910 WestVirginia
12183 1910 WestVirginia
6061 1930 WestVirginia
3774 1900 WestVirginia
15511 1870 WestVirginia
14113 1940 WestVirginia
12801 1890 WestVirginia
18440 1920 WestVirginia
1658 1930 WestVirginia
1194 1900 WestVirginia
18559 1970 WestVirginia
6771 1960 WestVirginia
5897 1910 WestVirginia
512 1970 WestVirginia
18131 1980 WestVirginia
17450 1960 WestVirginia
17702 1960 WestVirginia
6888 1950 WestVirginia
17610 1990 WestVirginia
18354 1960 WestVirginia
17696 1900 WestVirginia
12346 2000 WestVirginia
13950 1980 WestVirginia
14355 1900 WestVirginia
6730 2010 WestVirginia
5609 1950 WestVirginia
5610 1950 WestVirginia
3386 1910 WestVirginia
2787 1910 WestVirginia
10758 1950 WestVirginia
4472 1940 WestVirginia
11603 1880 WestVirginia
11604 1880 WestVirginia
5635 1950 WestVirginia
5640 1890 WestVirginia
10415 1960 WestVirginia
9289 1950 WestVirginia
5103 1980 WestVirginia
829 1910 WestVirginia
18168 1920 WestVirginia
15713 1900 WestVirginia
13972 1930 WestVirginia
16263 1940 WestVirginia
9543 1920 WestVirginia
15288 1940 WestVirginia
477 1920 WestVirginia
18365 1970 WestVirginia
7625 1900 WestVirginia
761 1930 WestVirginia
13497 1960 WestVirginia
7003 1910 WestVirginia
1958 1950 WestVirginia
1820 1970 WestVirginia
7007 1960 WestVirginia
17779 1880 WestVirginia
15517 1920 WestVirginia
5546 1960 WestVirginia
2360 1930 WestVirginia
9322 1890 WestVirginia
14150 1930 WestVirginia
2128 1990 WestVirginia
10228 1910 WestVirginia
1673 1890 WestVirginia
15047 1910 WestVirginia
13253 1980 WestVirginia
11502 1950 WestVirginia
751 1960 WestVirginia
1993 1960 WestVirginia
598 1910 WestVirginia
11757 1910 WestVirginia
757 1880 WestVirginia
6002 1940 WestVirginia
5362 1940 WestVirginia
2153 1950 WestVirginia
4791 1960 WestVirginia
8959 1910 WestVirginia
16734 1920 WestVirginia
6367 2000 Wisconsin
12973 1900 Wisconsin
8630 1910 Wisconsin
8589 1900 Wisconsin
10749 1980 Wisconsin
4384 1910 Wisconsin
10268 1970 Wisconsin
1691 1960 Wisconsin
6184 1900 Wisconsin
1096 1900 Wisconsin
4151 1950 Wisconsin
449 1930 Wisconsin
16455 1880 Wisconsin
10122 1920 Wisconsin
7601 2000 Wisconsin
6223 1970 Wisconsin
16735 1910 Wisconsin
13487 1910 Wisconsin
2942 1940 Wisconsin
7649 1950 Wisconsin
3192 1900 Wisconsin
13349 1910 Wisconsin
7629 1970 Wisconsin
10069 1900 Wisconsin
10643 1910 Wisconsin
10408 1900 Wisconsin
4467 1880 Wisconsin
16435 1900 Wisconsin
16428 1890 Wisconsin
10166 1890 Wisconsin
16624 2000 Wisconsin
18697 1980 Wisconsin
16841 2000 Wisconsin
4141 1940 Wisconsin
8624 1940 Wisconsin
13000 1950 Wisconsin
2066 1900 Wisconsin
16784 1950 Wisconsin
13300 1960 Wisconsin
10709 1940 Wisconsin
16320 1970 Wisconsin
13524 1930 Wisconsin
2907 1970 Wisconsin
1141 1910 Wisconsin
10287 1970 Wisconsin
13038 1940 Wisconsin
1145 1990 Wisconsin
13193 1900 Wisconsin
13188 1900 Wisconsin
13186 1900 Wisconsin
10036 1880 Wisconsin
13499 1970 Wisconsin
8814 1930 Wisconsin
12994 2010 Wisconsin
18708 2000 Wisconsin
9302 1970 Wisconsin
6029 1980 Wisconsin
5661 1980 Wisconsin
17616 1940 Wisconsin
15307 1990 Wisconsin
917 1930 Wisconsin
5083 1880 Wisconsin
7092 1980 Wisconsin
8244 2000 Wisconsin
9126 1930 Wisconsin
7088 1950 Wisconsin
2144 1960 Wisconsin
15162 1920 Wisconsin
8444 1940 Wisconsin
9141 1960 Wisconsin
9148 1900 Wisconsin
18146 1990 Wisconsin
5137 1880 Wisconsin
15122 1950 Wisconsin
15115 1880 Wisconsin
17721 1990 Wisconsin
7147 1940 Wisconsin
7149 1920 Wisconsin
11477 1990 Wisconsin
7166 1890 Wisconsin
15565 1920 Wisconsin
3806 1950 Wisconsin
13584 1960 Wisconsin
5730 1930 Wisconsin
2405 1910 Wisconsin
6621 1900 Wisconsin
11331 1960 Wisconsin
12507 1920 Wisconsin
4949 2000 Wisconsin
9165 1960 Wisconsin
6636 1990 Wisconsin
939 1900 Wisconsin
14185 1990 Wisconsin
14189 1910 Wisconsin
5695 1960 Wisconsin
8186 1900 Wisconsin
15474 1920 Wisconsin
11431 1990 Wisconsin
18218 1880 Wisconsin
18217 1980 Wisconsin
17532 1990 Wisconsin
15105 1910 Wisconsin
5171 1910 Wisconsin
9496 1910 Wisconsin
6962 1990 Wisconsin
5287 1950 Wisconsin
11940 1970 Wisconsin
6938 1910 Wisconsin
9241 1880 Wisconsin
14614 2000 Wisconsin
9249 1960 Wisconsin
9250 1940 Wisconsin
847 1920 Wisconsin
1421 1900 Wisconsin
12129 1890 Wisconsin
14654 2010 Wisconsin
17899 1970 Wisconsin
834 1900 Wisconsin
14663 1940 Wisconsin
5342 1920 Wisconsin
9279 1950 Wisconsin
9287 1970 Wisconsin
9313 1930 Wisconsin
186 1910 Wisconsin
9265 1950 Wisconsin
17494 2000 Wisconsin
9425 1910 Wisconsin
1426 1900 Wisconsin
9172 1910 Wisconsin
12293 1890 Wisconsin
15093 1940 Wisconsin
1914 1920 Wisconsin
9181 1940 Wisconsin
15051 1950 Wisconsin
14445 1930 Wisconsin
5544 1970 Wisconsin
12267 1890 Wisconsin
18054 1990 Wisconsin
14470 2000 Wisconsin
12247 1970 Wisconsin
3650 1880 Wisconsin
12238 2000 Wisconsin
11844 1880 Wisconsin
3645 1880 Wisconsin
11855 1880 Wisconsin
1923 1880 Wisconsin
18060 1970 Wisconsin
770 1910 Wisconsin
6999 1890 Wisconsin
4931 1910 Wisconsin
9710 1900 Wisconsin
18278 1950 Wisconsin
4673 1950 Wisconsin
13752 1990 Wisconsin
13756 1950 Wisconsin
12815 1970 Wisconsin
1612 1960 Wisconsin
2041 1990 Wisconsin
12810 1940 Wisconsin
13777 1900 Wisconsin
16009 1930 Wisconsin
9903 1950 Wisconsin
2122 1940 Wisconsin
5919 2000 Wisconsin
1803 1910 Wisconsin
3020 1940 Wisconsin
68 1960 Wisconsin
3930 1890 Wisconsin
15955 1960 Wisconsin
3416 2010 Wisconsin
17310 1940 Wisconsin
13833 1990 Wisconsin
8928 1900 Wisconsin
1596 1960 Wisconsin
8063 1900 Wisconsin
16070 1920 Wisconsin
1180 2000 Wisconsin
514 1970 Wisconsin
6014 1910 Wisconsin
10788 1900 Wisconsin
6003 1930 Wisconsin
8579 1980 Wisconsin
2115 1910 Wisconsin
7518 2000 Wisconsin
1190 2000 Wisconsin
6438 1940 Wisconsin
1776 1960 Wisconsin
17184 1960 Wisconsin
6406 1880 Wisconsin
17191 1960 Wisconsin
7492 1890 Wisconsin
5969 1960 Wisconsin
10901 1920 Wisconsin
1210 1930 Wisconsin
46 1960 Wisconsin
9929 1990 Wisconsin
18501 1890 Wisconsin
12762 1910 Wisconsin
17309 1950 Wisconsin
13976 1960 Wisconsin
5805 1880 Wisconsin
5802 1970 Wisconsin
13988 1910 Wisconsin
7280 2010 Wisconsin
9022 1980 Wisconsin
9027 1930 Wisconsin
7260 1980 Wisconsin
9029 1900 Wisconsin
9030 1930 Wisconsin
4856 1900 Wisconsin
6581 1910 Wisconsin
4908 2000 Wisconsin
5770 1940 Wisconsin
3829 1870 Wisconsin
15626 1930 Wisconsin
6599 1950 Wisconsin
101 1900 Wisconsin
8484 1900 Wisconsin
4922 1920 Wisconsin
11303 1900 Wisconsin
7258 1940 Wisconsin
2536 1900 Wisconsin
16812 1910 Wisconsin
15842 1980 Wisconsin
2854 1900 Wisconsin
9806 1940 Wisconsin
13931 1950 Wisconsin
12722 1920 Wisconsin
6494 1930 Wisconsin
15820 1920 Wisconsin
13873 1970 Wisconsin
982 1890 Wisconsin
4760 1930 Wisconsin
9777 1910 Wisconsin
17348 1980 Wisconsin
8988 1950 Wisconsin
13854 1970 Wisconsin
4829 2000 Wisconsin
6533 1910 Wisconsin
15750 1900 Wisconsin
9445 1990 Wyoming
2094 2000 Wyoming
12344 2010 Wyoming
4224 1980 Wyoming
7024 1930 Wyoming
18096 1980 Wyoming
4613 1960 Wyoming
17655 2010 Wyoming
4880 1950 Wyoming
16017 1970 Wyoming
8189 2000 Wyoming
4039 1970 Wyoming
7819 2010 Wyoming
2024 1980 Wyoming
15906 1970 Wyoming
2778 1900 maine

18738 rows × 2 columns

We want to check to make sure that each data point is entered correctly, so we take a look at each row.


In [242]:
print(bp.to_string())


       Decade of Debut     Birth Location
1905              1990        Afghanistan
7181              1930            Alabama
7030              1960            Alabama
14674             1990            Alabama
4743              1940            Alabama
7051              1940            Alabama
9557              1980            Alabama
358               1930            Alabama
17042             1920            Alabama
13120             1930            Alabama
14628             1930            Alabama
17073             1930            Alabama
4625              2000            Alabama
345               2010            Alabama
17115             1940            Alabama
8328              2010            Alabama
7093              1960            Alabama
13174             1930            Alabama
337               1990            Alabama
4589              1880            Alabama
11537             1960            Alabama
17167             1920            Alabama
17168             1910            Alabama
4532              1930            Alabama
7028              1940            Alabama
16965             1940            Alabama
2458              1910            Alabama
14727             2010            Alabama
6898              2010            Alabama
16807             1970            Alabama
9482              1950            Alabama
4883              1920            Alabama
4882              2010            Alabama
9483              1950            Alabama
16831             1920            Alabama
16851             1920            Alabama
11765             1990            Alabama
11752             1950            Alabama
7132              1950            Alabama
16877             2010            Alabama
9492              1980            Alabama
11731             1930            Alabama
13035             2000            Alabama
16891             1970            Alabama
16893             1980            Alabama
16895             1970            Alabama
11721             1980            Alabama
8404              1970            Alabama
16915             1980            Alabama
11700             1970            Alabama
13033             2000            Alabama
4497              2000            Alabama
11527             1940            Alabama
7180              1920            Alabama
13363             2000            Alabama
17566             1910            Alabama
14299             2000            Alabama
2370              2000            Alabama
11203             2000            Alabama
9824              2000            Alabama
11190             1990            Alabama
4064              1960            Alabama
1546              2000            Alabama
17653             2000            Alabama
8177              1970            Alabama
14290             2000            Alabama
17666             1920            Alabama
8176              1970            Alabama
9835              1950            Alabama
4017              2010            Alabama
17707             2010            Alabama
1554              1910            Alabama
11162             2010            Alabama
17734             2000            Alabama
3999              1990            Alabama
1557              1920            Alabama
926               1950            Alabama
11297             1970            Alabama
12971             1980            Alabama
8230              1960            Alabama
9749              1960            Alabama
8286              2010            Alabama
7194              1980            Alabama
9633              1940            Alabama
8280              1920            Alabama
1500              1920            Alabama
14521             1990            Alabama
8272              1980            Alabama
11455             2000            Alabama
1506              1950            Alabama
1507              1930            Alabama
14490             1920            Alabama
11403             1930            Alabama
2929              1950            Alabama
17372             1930            Alabama
17377             1960            Alabama
13291             2000            Alabama
14458             1930            Alabama
17391             1920            Alabama
17412             1990            Alabama
9732              1940            Alabama
4289              2010            Alabama
13313             2000            Alabama
7329              1990            Alabama
1115              1970            Alabama
3992              1920            Alabama
11834             1920            Alabama
6891              1940            Alabama
12275             1930            Alabama
2008              1960            Alabama
9095              2000            Alabama
8722              1980            Alabama
15329             1970            Alabama
9115              1960            Alabama
5597              1950            Alabama
16081             2000            Alabama
15324             1920            Alabama
16115             1980            Alabama
12278             1940            Alabama
699               1940            Alabama
5561              1890            Alabama
15322             1920            Alabama
15321             1920            Alabama
12737             1960            Alabama
5499              1960            Alabama
16202             1920            Alabama
6332              1940            Alabama
12219             1970            Alabama
15273             1990            Alabama
12204             1940            Alabama
15323             1930            Alabama
5654              1900            Alabama
6171              1920            Alabama
15973             2000            Alabama
639               1970            Alabama
12483             1940            Alabama
8894              1980            Alabama
15605             1930            Alabama
6114              1920            Alabama
2065              1950            Alabama
12457             1970            Alabama
12584             1930            Alabama
15570             1940            Alabama
8815              2000            Alabama
12411             1970            Alabama
8937              2010            Alabama
6146              2010            Alabama
8789              1910            Alabama
15806             1970            Alabama
15839             1960            Alabama
8998              1950            Alabama
5788              1960            Alabama
15867             1980            Alabama
15463             1980            Alabama
9053              2010            Alabama
15442             1920            Alabama
2599              1960            Alabama
1979              2000            Alabama
8613              1940            Alabama
6419              1920            Alabama
16231             1960            Alabama
8480              1960            Alabama
6783              1970            Alabama
782               1920            Alabama
6785              1960            Alabama
9404              1990            Alabama
14898             1920            Alabama
2800              1970            Alabama
16583             1930            Alabama
786               1920            Alabama
14875             1970            Alabama
2804              1940            Alabama
16631             1970            Alabama
16632             1980            Alabama
6810              1980            Alabama
16658             2010            Alabama
16685             1950            Alabama
1926              1900            Alabama
9435              1970            Alabama
16701             1990            Alabama
11870             1950            Alabama
11869             1910            Alabama
12963             2000            Alabama
12967             2010            Alabama
12929             1910            Alabama
11838             1980            Alabama
16499             1960            Alabama
5180              1940            Alabama
16236             1940            Alabama
6427              1950            Alabama
6436              1920            Alabama
12121             1910            Alabama
6453              2010            Alabama
6525              1990            Alabama
2539              1940            Alabama
498               1950            Alabama
12826             1940            Alabama
6559              1910            Alabama
1388              2000            Alabama
5278              1930            Alabama
5277              1930            Alabama
16336             1900            Alabama
16338             1890            Alabama
12035             1900            Alabama
8545              1990            Alabama
16367             1960            Alabama
16402             1910            Alabama
12874             1970            Alabama
8543              1990            Alabama
12879             1920            Alabama
16457             1990            Alabama
12921             1930            Alabama
17767             1920            Alabama
15625             1960            Alabama
3990              1990            Alabama
8041              1980            Alabama
3680              1910            Alabama
13551             1970            Alabama
18262             1920            Alabama
112               1960            Alabama
13567             1950            Alabama
13927             1980            Alabama
18292             1970            Alabama
7706              1910            Alabama
18293             1890            Alabama
18310             1920            Alabama
13919             2000            Alabama
10880             1950            Alabama
3568              2010            Alabama
7774              2010            Alabama
13917             2000            Alabama
13581             1920            Alabama
88                1990            Alabama
14214             2000            Alabama
1738              1940            Alabama
8056              1990            Alabama
18223             1950            Alabama
166               1970            Alabama
3854              1930            Alabama
3851              1950            Alabama
9963              1990            Alabama
9964              1910            Alabama
11011             1940            Alabama
18113             1930            Alabama
962               2000            Alabama
13978             1940            Alabama
18119             1950            Alabama
10991             1970            Alabama
18162             2000            Alabama
10986             1940            Alabama
7642              1920            Alabama
3802              2010            Alabama
3754              2010            Alabama
13539             1990            Alabama
1764              1980            Alabama
1601              1970            Alabama
3106              1990            Alabama
13608             1990            Alabama
3520              1920            Alabama
18561             1980            Alabama
1014              1970            Alabama
18584             1930            Alabama
10389             1910            Alabama
18609             2000            Alabama
10419             1900            Alabama
10420             1920            Alabama
13764             1970            Alabama
18531             1930            Alabama
13676             1950            Alabama
1702              1960            Alabama
10614             1970            Alabama
10596             1930            Alabama
3253              1970            Alabama
10545             1930            Alabama
13717             1940            Alabama
2                 1960            Alabama
1                 1950            Alabama
7899              1990            Alabama
18517             2000            Alabama
1718              2010            Alabama
10723             1960            Alabama
13613             1930            Alabama
10790             1950            Alabama
18406             1990            Alabama
10775             1910            Alabama
10289             1970            Alabama
10754             1950            Alabama
61                1930            Alabama
57                2010            Alabama
13835             1980            Alabama
18455             2000            Alabama
13629             1920            Alabama
3132              1920            Alabama
10738             1960            Alabama
3134              1930            Alabama
3436              1990            Alabama
18470             1950            Alabama
7850              1950            Alabama
10727             1950            Alabama
10352             1950            Alabama
1592              2010            Alabama
7626              1970            Alabama
13926             1960            Alabama
17959             2010            Alabama
14100             1950            Alabama
18034             2010            Alabama
1784              2000            Alabama
1783              1940            Alabama
195               1910            Alabama
11136             1940            Alabama
11123             1960            Alabama
9873              1910            Alabama
7563              1960            Alabama
3001              1940            Alabama
8149              1980            Alabama
7521              1940            Alabama
18030             1960            Alabama
2361              1950            Alabama
9872              1940            Alabama
7613              1940            Alabama
17851             1910            Alabama
17870             1980            Alabama
8123              1940            Alabama
13496             1950            Alabama
17991             1950            Alabama
7614              1930            Alabama
3912              1950            Alabama
1797              1960            Alabama
16062             1970             Alaska
18132             2000             Alaska
13284             2000             Alaska
1154              2000             Alaska
10010             1980             Alaska
16463             1920             Alaska
2777              2000             Alaska
15061             1980             Alaska
15069             2000             Alaska
9305              1980             Alaska
789               2010             Alaska
3744              2000             Alaska
15909             1960      AmericanSamoa
13321             1990            Arizona
17418             2000            Arizona
3914              1920            Arizona
18331             1970            Arizona
702               1990            Arizona
12557             1990            Arizona
1990              1980            Arizona
710               2000            Arizona
110               2000            Arizona
4051              2010            Arizona
662               1960            Arizona
17488             1980            Arizona
13923             1930            Arizona
12228             1980            Arizona
13014             2010            Arizona
425               1990            Arizona
13579             2000            Arizona
2387              2010            Arizona
10884             2010            Arizona
18289             1990            Arizona
10127             1990            Arizona
9891              2010            Arizona
10226             1940            Arizona
7373              1990            Arizona
9347              1970            Arizona
2296              2010            Arizona
13843             2000            Arizona
15076             1970            Arizona
8587              2010            Arizona
15088             1980            Arizona
3489              2010            Arizona
12417             1940            Arizona
4125              1910            Arizona
16266             2000            Arizona
18448             2000            Arizona
15523             1990            Arizona
12824             1980            Arizona
12823             2000            Arizona
3461              1970            Arizona
14867             1990            Arizona
2210              2010            Arizona
14512             2010            Arizona
4174              1970            Arizona
5012              2000            Arizona
13607             2000            Arizona
11748             2000            Arizona
5032              2000            Arizona
8979              2000            Arizona
1826              2010            Arizona
12779             2010            Arizona
10504             2000            Arizona
14169             1960            Arizona
10246             1980            Arizona
6411              1970            Arizona
7908              1990            Arizona
7559              2000            Arizona
7606              1970            Arizona
1690              1990            Arizona
14782             2000            Arizona
8883              2000            Arizona
8367              2000            Arizona
12289             1950            Arizona
4631              2000            Arizona
4624              2000            Arizona
1699              2000            Arizona
7896              1980            Arizona
15907             2010            Arizona
9596              1950            Arizona
7121              1970            Arizona
11555             1990            Arizona
8772              1940            Arizona
8773              1950            Arizona
7128              1980            Arizona
13507             2000            Arizona
224               1980            Arizona
9978              1990            Arizona
13504             1980            Arizona
18088             2010            Arizona
10650             2000            Arizona
11513             2000            Arizona
13258             2000            Arizona
9637              1930            Arizona
11465             1990            Arizona
7937              1980            Arizona
5981              1960            Arizona
308               2000            Arizona
959               2000            Arizona
9689              1960            Arizona
12283             2010            Arizona
1381              1960            Arizona
8421              1940            Arizona
17392             1970            Arizona
7300              1940            Arizona
6969              2000            Arizona
1895              2010            Arizona
12680             1960            Arizona
8060              1980            Arizona
16116             1980            Arizona
38                2000            Arizona
3196              1920            Arizona
16085             2000            Arizona
2580              2000            Arizona
13461             1960           Arkansas
8777              1950           Arkansas
8182              1920           Arkansas
15453             1990           Arkansas
5594              2000           Arkansas
1655              1960           Arkansas
16248             1930           Arkansas
8658              1900           Arkansas
593               1900           Arkansas
5571              1990           Arkansas
8173              1950           Arkansas
18504             1950           Arkansas
15469             1920           Arkansas
1220              1940           Arkansas
4003              1960           Arkansas
18537             1940           Arkansas
18449             2010           Arkansas
10713             1900           Arkansas
15851             2010           Arkansas
741               1980           Arkansas
1701              1950           Arkansas
14237             1980           Arkansas
5411              1940           Arkansas
11                1970           Arkansas
16188             1940           Arkansas
16194             1950           Arkansas
2987              2010           Arkansas
1713              1940           Arkansas
4027              1930           Arkansas
15507             1940           Arkansas
11176             1980           Arkansas
4030              1930           Arkansas
8758              1920           Arkansas
2010              1960           Arkansas
8770              1940           Arkansas
12210             2000           Arkansas
15767             1950           Arkansas
18582             1910           Arkansas
12297             1940           Arkansas
15738             1910           Arkansas
15982             1940           Arkansas
13826             1940           Arkansas
8956              1950           Arkansas
6261              1960           Arkansas
17705             1930           Arkansas
5611              1920           Arkansas
2597              1880           Arkansas
9225              1990           Arkansas
7966              1960           Arkansas
1985              1920           Arkansas
11115             1950           Arkansas
8946              1940           Arkansas
10355             1990           Arkansas
3387              1930           Arkansas
15283             1920           Arkansas
17669             1910           Arkansas
9833              1920           Arkansas
18715             1910           Arkansas
17600             1930           Arkansas
14078             1970           Arkansas
2448              1990           Arkansas
11639             1960           Arkansas
18182             1910           Arkansas
966               1940           Arkansas
3793              1910           Arkansas
1893              1960           Arkansas
14690             1990           Arkansas
16990             1910           Arkansas
16976             2010           Arkansas
967               1970           Arkansas
4801              1930           Arkansas
2235              2000           Arkansas
16957             1940           Arkansas
11685             1950           Arkansas
8886              1990           Arkansas
14450             1890           Arkansas
16924             2000           Arkansas
14440             1930           Arkansas
10953             1960           Arkansas
11716             1920           Arkansas
1153              1920           Arkansas
12096             1920           Arkansas
8885              1960           Arkansas
10987             1950           Arkansas
1501              1960           Arkansas
17281             1970           Arkansas
1132              1920           Arkansas
8263              1980           Arkansas
3853              1950           Arkansas
17357             1930           Arkansas
8870              1930           Arkansas
5980              2000           Arkansas
4479              1920           Arkansas
4358              2000           Arkansas
4530              1960           Arkansas
4531              1950           Arkansas
18112             1920           Arkansas
17153             1970           Arkansas
7123              1920           Arkansas
18135             1930           Arkansas
9590              2000           Arkansas
8327              1960           Arkansas
9944              1990           Arkansas
3984              1940           Arkansas
18151             1920           Arkansas
5931              1960           Arkansas
11080             1980           Arkansas
2197              1990           Arkansas
11081             1960           Arkansas
7452              1910           Arkansas
1640              1940           Arkansas
5075              1950           Arkansas
7984              1930           Arkansas
5879              1980           Arkansas
16500             2000           Arkansas
5143              1940           Arkansas
6676              1940           Arkansas
5173              1970           Arkansas
18247             1970           Arkansas
13858             1960           Arkansas
18402             1970           Arkansas
12875             2010           Arkansas
16378             1940           Arkansas
15082             1900           Arkansas
487               2010           Arkansas
18431             1910           Arkansas
10763             1910           Arkansas
15097             1910           Arkansas
17599             1920           Arkansas
12893             1930           Arkansas
14330             1950           Arkansas
1412              1950           Arkansas
16629             1950           Arkansas
4867              1910           Arkansas
1759              1920           Arkansas
4284              1930           Arkansas
8035              1990           Arkansas
13562             1910           Arkansas
13939             2000           Arkansas
11082             2000           Arkansas
9932              1940           Arkansas
14789             1940           Arkansas
17963             1970           Arkansas
13899             1960           Arkansas
8430              1980           Arkansas
102               1920           Arkansas
14346             1910           Arkansas
11877             1980           Arkansas
8453              1930           Arkansas
3578              2000           Arkansas
14343             1960           Arkansas
12949             1940           Arkansas
437               1930           Arkansas
10888             1960           Arkansas
10251             1990              Aruba
13489             1990              Aruba
4711              1990              Aruba
1474              2010              Aruba
8967              1990              Aruba
13502             1910      AtlanticOcean
12343             1990          Australia
1140              1990          Australia
12521             2000          Australia
18147             2000          Australia
18154             1990          Australia
14635             2000          Australia
4687              1990          Australia
8077              1990          Australia
6990              2000          Australia
1163              2010          Australia
16871             2000          Australia
7322              2010          Australia
16800             2000          Australia
11893             2000          Australia
15479             1980          Australia
5014              1990          Australia
11927             2000          Australia
9884              1990          Australia
679               2000          Australia
15997             2010          Australia
1355              2000          Australia
7929              2000          Australia
12784             2000          Australia
16199             2000          Australia
9825              2010          Australia
13627             2000          Australia
7976              2010          Australia
14953             2010          Australia
2372              2000          Australia
13710             1880          Australia
9238              1940            Austria
7865              1900    Austria-Hungary
14534             1910    Austria-Hungary
13708             1900    Austria-Hungary
9191              1900    Austria-Hungary
14120             2010            Bahamas
5470              1970            Bahamas
3767              1960            Bahamas
3731              1980            Bahamas
14379             1950            Bahamas
435               1970            Bahamas
9713              1990            Belgium
6246              2010             Brazil
14183             2010             Brazil
12653             2010             Brazil
10528             1990    BritishHonduras
9601              1960         California
9780              1930         California
8203              2000         California
8332              1960         California
8204              1960         California
8210              2000         California
9776              1990         California
9773              1990         California
2204              1990         California
8217              1910         California
9771              1930         California
9770              1990         California
1882              2010         California
8218              1970         California
9769              2000         California
9766              1990         California
9762              2010         California
9581              1990         California
9755              2000         California
9742              1910         California
8202              1970         California
2200              1900         California
1828              1960         California
1827              1940         California
9868              2000         California
8157              1980         California
8343              1990         California
9864              1980         California
9859              1970         California
8158              1990         California
1809              1960         California
9836              1970         California
9834              1990         California
1814              1930         California
9575              1910         California
2213              1910         California
9829              1990         California
1817              1950         California
9795              1990         California
9786              1990         California
9782              1950         California
9781              1930         California
1883              1970         California
8196              2000         California
9585              1960         California
9741              1990         California
9740              2000         California
1862              1990         California
2189              1970         California
9635              2000         California
8282              2000         California
8285              2010         California
9627              1980         California
9619              1960         California
8291              1950         California
8292              2010         California
9614              1990         California
9612              1930         California
9611              1990         California
8293              1990         California
8297              2000         California
8311              2000         California
9606              1980         California
8320              2000         California
9605              1960         California
9602              1970         California
9640              2000         California
9646              1980         California
9660              2010         California
8271              1940         California
8233              1970         California
2198              2010         California
9716              1980         California
8326              2000         California
8155              1970         California
9705              1970         California
1850              1970         California
1852              1950         California
2196              1970         California
2175              1970         California
9595              1990         California
9686              1990         California
9683              1910         California
8240              2000         California
8249              2000         California
9677              1970         California
9667              1940         California
9662              1960         California
8264              1980         California
1858              1960         California
9599              1950         California
8150              2010         California
8120              1980         California
2223              2000         California
1722              1990         California
10307             1910         California
10306             1930         California
10288             2010         California
7978              2000         California
10273             1960         California
2251              1980         California
10264             1990         California
10262             2010         California
10313             1940         California
10261             1930         California
10236             1970         California
10215             2010         California
7994              1890         California
2247              1950         California
1741              1980         California
8023              1990         California
10213             1980         California
10210             1990         California
10194             2000         California
10250             2000         California
10182             1980         California
2255              1990         California
2257              1970         California
7926              1960         California
10517             1990         California
7928              2000         California
10516             1980         California
10496             1970         California
7932              2000         California
7935              1980         California
10491             2010         California
10488             1960         California
7973              1970         California
10468             2010         California
7947              2000         California
10446             2010         California
7956              2000         California
7965              1990         California
10398             1980         California
10376             1950         California
7969              1890         California
10358             1960         California
1720              2000         California
10460             1960         California
10175             1950         California
10169             1990         California
10164             1980         California
9959              1990         California
8089              1900         California
9945              1960         California
9943              1940         California
9937              1930         California
9935              1980         California
8099              1980         California
9927              2000         California
9925              1940         California
9960              2000         California
9914              2000         California
8107              2000         California
8114              1970         California
9909              2000         California
9907              1930         California
9901              1990         California
9893              1890         California
8115              1970         California
9571              1920         California
1799              1980         California
2229              1980         California
1778              2000         California
1775              2010         California
10006             2010         California
10157             1940         California
8034              1990         California
10090             1990         California
10070             1920         California
10068             2000         California
10059             1980         California
1758              1960         California
2241              1970         California
10053             1980         California
10049             2000         California
8045              1980         California
10046             1940         California
10042             1990         California
1765              1980         California
10031             1980         California
10029             1970         California
1768              2010         California
10008             1990         California
8078              1960         California
8085              2000         California
10007             1990         California
9886              1930         California
9570              1980         California
8880              1920         California
9562              2010         California
2096              1910         California
8676              1990         California
8682              1990         California
8686              2000         California
2092              1990         California
1991              1990         California
9179              1950         California
1995              1970         California
9159              2000         California
8667              1990         California
9142              2010         California
9127              1920         California
9114              2010         California
9108              2010         California
8710              1960         California
8715              1940         California
2004              1980         California
8723              1900         California
9091              1990         California
8739              1970         California
9134              2000         California
9188              1990         California
8666              1910         California
1987              2010         California
8588              1960         California
8593              1930         California
9261              1970         California
9258              1900         California
8600              1990         California
9254              1960         California
9246              1960         California
2109              1980         California
8605              2010         California
9233              1980         California
9230              1920         California
8607              1940         California
9226              1920         California
9213              1900         California
8617              1980         California
8650              2010         California
8654              1920         California
8656              1930         California
9207              1980         California
9193              2000         California
2099              1960         California
8744              1940         California
1970              2010         California
8748              1960         California
8756              1940         California
8805              1920         California
8917              1990         California
8824              1960         California
8825              1990         California
8915              2000         California
8914              2000         California
8907              2000         California
8904              1990         California
2064              1970         California
8802              1980         California
8830              1920         California
8896              1980         California
8840              2000         California
8845              2000         California
8855              1990         California
8860              1960         California
8861              1950         California
8895              1990         California
2052              1980         California
2056              2000         California
8831              1990         California
8800              1990         California
2039              1940         California
8795              2010         California
2009              1960         California
9077              2000         California
9076              1930         California
9069              1880         California
9063              2010         California
9062              1990         California
9060              1990         California
9059              1970         California
2019              1980         California
9033              1970         California
9032              1990         California
2076              1970         California
9004              1950         California
8788              1910         California
2025              2010         California
2074              1960         California
2027              1880         California
8961              1970         California
8957              1990         California
8953              1980         California
8951              1930         California
8749              2010         California
9286              1910         California
8578              1940         California
9292              1970         California
8424              1980         California
9484              1920         California
9479              1970         California
9475              1960         California
8425              1960         California
8426              2000         California
9468              2000         California
9463              1980         California
8429              1980         California
8423              1980         California
9443              1980         California
9437              1990         California
8448              1890         California
1924              1980         California
8450              1930         California
9431              1980         California
8457              2000         California
1928              1950         California
8466              1910         California
9422              1890         California
9442              1970         California
1911              1980         California
9498              1950         California
1908              1960         California
8862              1970         California
9555              2000         California
8370              1990         California
9551              1920         California
8371              2010         California
9540              1990         California
1894              2000         California
9533              1970         California
8376              2000         California
1899              1950         California
8377              1970         California
8381              1990         California
8400              2000         California
1901              1970         California
9519              1930         California
8402              2010         California
9510              2010         California
9507              1930         California
1907              2010         California
8406              1930         California
8415              2000         California
9421              1930         California
9415              2000         California
8468              1990         California
9409              1970         California
9355              1930         California
9352              2000         California
9351              2010         California
1953              1970         California
9343              2010         California
2121              1980         California
9327              1970         California
8546              1970         California
9326              1970         California
8550              1980         California
9325              1970         California
8554              1930         California
8561              1990         California
8566              1980         California
1960              1910         California
1961              2000         California
9320              1960         California
8576              1930         California
9319              1960         California
9314              2000         California
9293              1920         California
9360              1990         California
8358              1960         California
9361              1980         California
9373              2000         California
9405              1950         California
8473              1990         California
9402              1950         California
9400              1960         California
9389              1970         California
8477              1980         California
9383              1960         California
9382              2010         California
8493              1940         California
2133              1980         California
9381              2000         California
9379              2010         California
8497              1970         California
8509              1990         California
2130              1970         California
8522              2000         California
8527              1940         California
1943              1990         California
8528              1970         California
8531              1970         California
8542              1960         California
9372              1990         California
9559              2000         California
9368              1940         California
7917              1970         California
4704              1990         California
2870              1990         California
4664              1980         California
2873              2000         California
4643              1950         California
4637              1890         California
2881              1980         California
4708              1980         California
4621              1920         California
4618              2000         California
4600              2010         California
4598              1970         California
4597              2010         California
4583              2010         California
4582              1960         California
4573              1950         California
2883              1970         California
2867              1940         California
4712              2010         California
4713              1980         California
2844              2010         California
4830              1990         California
2846              1990         California
4824              1980         California
4822              2010         California
2849              1990         California
2850              2000         California
4811              1960         California
4808              1960         California
4802              1980         California
4790              1970         California
4785              1990         California
2858              1930         California
4782              1990         California
4762              1970         California
4754              1990         California
4719              1900         California
4542              2000         California
4854              1930         California
4519              1980         California
4486              1980         California
4347              1960         California
4340              1950         California
4330              1930         California
4329              1930         California
2932              2000         California
4328              1940         California
4324              2000         California
2925              1990         California
4321              1940         California
4301              1960         California
4293              1990         California
4281              2000         California
4278              2010         California
4271              1980         California
2946              1950         California
4245              2000         California
4316              1980         California
2924              1940         California
4363              2000         California
4377              1980         California
4476              2000         California
4455              1910         California
4449              2010         California
4447              1920         California
2909              1920         California
4440              1920         California
4416              1990         California
4412              1920         California
2913              1980         California
4409              2010         California
4398              2010         California
4395              2010         California
2917              1940         California
4394              2000         California
2919              1990         California
2920              1970         California
4379              1930         California
4493              1970         California
4230              1920         California
4861              1950         California
4863              1960         California
5298              2000         California
5291              1970         California
5237              2000         California
5234              2000         California
5227              1980         California
5225              1930         California
5223              1990         California
2762              2000         California
5221              2010         California
5207              1980         California
5202              1950         California
5200              2000         California
5195              1940         California
5190              1940         California
5184              1970         California
5158              1980         California
5217              1980         California
5313              1980         California
5326              2000         California
5331              1940         California
5443              1920         California
5439              1970         California
2742              1920         California
5428              1880         California
5412              1960         California
5407              2010         California
5403              2000         California
5401              2000         California
5393              1990         California
5387              1970         California
5370              1940         California
5368              1960         California
5364              1970         California
5357              1910         California
5347              1910         California
5338              1980         California
5337              1910         California
5147              1960         California
2840              1900         California
5131              2010         California
5087              1990         California
4929              1900         California
4926              2000         California
4923              2010         California
4918              2010         California
4914              1980         California
2824              1970         California
4893              1940         California
4953              1990         California
2827              1930         California
4877              1900         California
4872              1960         California
4871              2000         California
4870              1920         California
4869              1960         California
2836              2000         California
4864              1970         California
4885              1980         California
4954              2010         California
4956              1950         California
4982              2010         California
2791              1970         California
5057              2000         California
5056              1990         California
2794              1930         California
5043              2000         California
5029              1970         California
5028              1960         California
5011              2000         California
2803              1890         California
5008              1960         California
5004              2000         California
5001              1960         California
4998              1990         California
2809              1970         California
4989              1980         California
4987              2000         California
2812              1920         California
5106              1990         California
4223              2010         California
4207              1990         California
4201              2010         California
3562              1900         California
3557              1940         California
3556              1960         California
3553              2010         California
3550              1970         California
3546              2010         California
3545              1930         California
3564              2010         California
3529              1990         California
3523              1950         California
3519              1920         California
3516              1960         California
3510              1970         California
3487              1960         California
3484              1980         California
3119              1980         California
3524              1980         California
3565              2010         California
3581              1960         California
3587              1880         California
3739              1990         California
3735              1960         California
3727              1960         California
3693              1990         California
3078              1950         California
3679              2000         California
3660              1980         California
3644              1930         California
3641              1970         California
3085              1970         California
3638              2000         California
3635              1920         California
3634              1920         California
3629              2010         California
3609              2000         California
3605              1970         California
3603              1980         California
3464              2000         California
3747              1920         California
3460              1980         California
3458              1930         California
3155              1960         California
3156              1990         California
3310              2000         California
3305              1930         California
3304              1920         California
3160              1920         California
3294              1920         California
3325              1990         California
3162              1950         California
3164              2010         California
3269              1940         California
3259              1940         California
3257              1980         California
3245              1940         California
3239              1960         California
3174              1940         California
3291              1990         California
3339              1950         California
3152              1970         California
3355              2010         California
3127              1980         California
3455              2000         California
3454              2010         California
3443              2000         California
3440              1960         California
3137              2000         California
3428              1960         California
3420              1990         California
3413              2000         California
3410              1970         California
3396              1890         California
3391              1990         California
3380              1990         California
3146              2000         California
3377              2010         California
3373              1990         California
3356              1990         California
3459              1930         California
3748              1920         California
3749              2010         California
3065              1980         California
2983              1980         California
4047              2010         California
4046              1970         California
2990              1900         California
4007              2000         California
2993              2000         California
3997              1940         California
2982              1970         California
3993              1970         California
3982              1980         California
3980              1990         California
3979              1980         California
3005              2000         California
3975              2010         California
3968              1950         California
3008              2000         California
3991              1990         California
4053              1980         California
4057              1980         California
4058              1990         California
2953              1990         California
4194              1950         California
4181              1880         California
4166              2000         California
4161              1950         California
4152              1970         California
4149              1930         California
2962              2000         California
4147              2000         California
4144              1950         California
4131              1930         California
4106              2010         California
4101              1990         California
4086              2010         California
4067              2010         California
2974              1970         California
4063              1980         California
3967              2000         California
3955              2010         California
3954              1980         California
3953              1990         California
3865              1920         California
3864              1930         California
3843              2000         California
3833              1990         California
3831              1960         California
3825              1950         California
3050              1980         California
3821              1950         California
3052              1990         California
3818              1980         California
3054              1970         California
3805              1960         California
3804              1930         California
3057              1930         California
3800              1930         California
3797              1970         California
3777              2010         California
3869              1940         California
5457              1970         California
3872              1990         California
3879              2010         California
3951              1970         California
3942              2010         California
3016              2010         California
3941              1960         California
3937              2010         California
3934              1980         California
3927              2010         California
3918              1980         California
3909              1990         California
3908              1960         California
3029              1920         California
3900              1970         California
3888              1960         California
3032              1980         California
3885              1990         California
3884              1970         California
3881              2010         California
3878              2010         California
7924              1910         California
5464              1990         California
2735              1970         California
2424              1980         California
7175              2000         California
7172              1950         California
7165              1920         California
7129              1990         California
7109              1900         California
7106              2000         California
7183              1980         California
7089              1900         California
7082              1930         California
7081              2000         California
2443              1960         California
7079              1990         California
2445              1990         California
7066              1940         California
7063              1970         California
10522             1950         California
7188              2000         California
2420              1930         California
7205              2010         California
7321              2010         California
7318              1970         California
7303              1980         California
7296              1990         California
7290              1960         California
7276              1950         California
7274              1900         California
7257              1980         California
7255              1910         California
7237              2010         California
7221              1980         California
2408              2000         California
2409              1960         California
7217              1960         California
7216              1980         California
2414              1980         California
7212              1910         California
7059              1970         California
7325              1980         California
7044              2000         California
7017              1920         California
6857              2000         California
6850              2010         California
6828              1910         California
6819              1900         California
6804              2010         California
6800              1970         California
6796              1980         California
6873              1980         California
6790              1990         California
6767              2010         California
6760              1930         California
6759              1920         California
6758              1930         California
6750              1930         California
6731              1930         California
6729              2000         California
6774              1960         California
6887              2010         California
2486              1960         California
6895              1990         California
7011              1960         California
7010              1960         California
6996              1970         California
6984              1910         California
6982              1980         California
6972              2000         California
6951              2000         California
6936              1990         California
6935              1950         California
2474              1980         California
6934              1990         California
2477              1940         California
2478              1980         California
6918              1900         California
6912              2010         California
2481              2010         California
6896              1990         California
7040              1980         California
6728              1980         California
7327              1910         California
7348              1960         California
7783              1900         California
7778              1990         California
2303              2000         California
7777              1940         California
7776              1920         California
7757              2000         California
7746              1980         California
7785              1970         California
7745              1960         California
7731              1990         California
7729              1920         California
7720              2010         California
7712              2010         California
7702              1990         California
7700              1990         California
2323              1970         California
7742              1970         California
7791              1940         California
7792              1990         California
7809              2000         California
2271              2010         California
7903              1940         California
2275              1970         California
7902              1970         California
7897              2000         California
2280              1980         California
7886              1990         California
7868              1990         California
7863              1960         California
7860              1990         California
7841              2000         California
7835              1970         California
7832              1980         California
7827              1990         California
7825              2000         California
2292              1980         California
7823              1960         California
7688              1910         California
7339              1990         California
7673              1990         California
2329              2000         California
7512              1950         California
2366              2000         California
7510              2010         California
2368              1960         California
7494              1960         California
7490              1970         California
7476              2000         California
2364              1880         California
7468              1930         California
7409              1970         California
7407              1990         California
7396              2000         California
7365              2000         California
7364              2000         California
7362              1980         California
7350              1990         California
7457              1960         California
7528              1990         California
7540              1900         California
7544              1990         California
7637              1980         California
2331              1900         California
7633              1990         California
7619              1930         California
7617              1940         California
7609              2000         California
7607              1980         California
7600              1980         California
7599              2000         California
7597              1910         California
7584              1990         California
7561              1980         California
7558              1980         California
2354              1970         California
7551              1980         California
7548              2000         California
7545              2000         California
7662              1980         California
6727              1980         California
6677              1910         California
6675              1940         California
5852              1970         California
5848              1990         California
2661              1990         California
5847              1990         California
5845              1940         California
5839              1970         California
2665              1970         California
5867              1990         California
5831              2010         California
5800              1930         California
2669              2000         California
5789              2010         California
5778              2000         California
5774              2000         California
5769              1980         California
5755              1970         California
5828              2000         California
5872              1990         California
5876              1980         California
5881              1930         California
6031              1990         California
6006              2000         California
5996              1980         California
5978              1950         California
5955              1910         California
2638              1980         California
2640              2010         California
5930              1980         California
5917              1960         California
5915              2000         California
5913              1970         California
5898              1970         California
5896              2010         California
5891              2010         California
5890              2010         California
5885              2000         California
5882              1960         California
5747              1930         California
6032              1990         California
2677              1930         California
5725              1960         California
5568              1990         California
5567              1990         California
5559              2000         California
2716              2010         California
5553              1990         California
5545              2000         California
5530              1990         California
5588              1970         California
5528              1990         California
5524              1980         California
5500              2000         California
2727              2000         California
2729              1990         California
5495              1960         California
5480              1970         California
5479              1970         California
5525              1990         California
5595              2010         California
5598              1900         California
5603              1980         California
5724              1930         California
2682              1970         California
5720              1930         California
5717              1990         California
5697              1990         California
5692              1970         California
5673              2000         California
5668              1970         California
5666              1990         California
5663              1970         California
5652              1960         California
2695              1980         California
5624              1920         California
2698              1970         California
5621              1920         California
5618              1930         California
5612              1960         California
5737              1880         California
6033              1910         California
6064              2000         California
6085              1950         California
6491              1950         California
6481              1980         California
6432              1990         California
6418              1920         California
6413              2010         California
6410              1900         California
6395              2010         California
6492              2010         California
6389              2000         California
6363              2010         California
6351              1950         California
6340              1930         California
6333              1960         California
6330              1990         California
6324              1990         California
6310              2000         California
6374              1980         California
2542              1960         California
6522              1970         California
6528              1940         California
6671              2010         California
6646              1990         California
6643              2010         California
6638              1950         California
6620              1990         California
6618              1970         California
2525              1950         California
6616              2010         California
6614              1980         California
6604              2000         California
6596              1940         California
6573              1960         California
6567              1970         California
6565              1920         California
6556              1970         California
6551              2010         California
6535              1960         California
6287              1990         California
6282              1930         California
6278              1990         California
2576              2000         California
6152              1980         California
6150              1990         California
6143              1990         California
6142              1990         California
6139              2010         California
6137              2000         California
6130              2000         California
2614              1930         California
2615              2000         California
6129              1960         California
6124              2010         California
6105              1920         California
6089              2000         California
2621              2000         California
2622              2010         California
2623              1970         California
6087              1990         California
2604              1880         California
2736              1940         California
6161              2010         California
6166              1910         California
6273              2000         California
6269              1970         California
6262              2000         California
6259              1980         California
6257              1990         California
2584              1990         California
6253              1930         California
2586              1950         California
6250              1990         California
6244              2000         California
6231              1940         California
6224              1990         California
6220              1990         California
2593              1970         California
6217              2010         California
6216              2010         California
6168              1940         California
6165              1990         California
7087              1980         California
11034             1980         California
10530             2010         California
15612             2000         California
15608             1960         California
15603             2010         California
15599             1990         California
643               2000         California
15598             1960         California
15592             1960         California
15627             1970         California
648               1990         California
15579             2000         California
15577             1990         California
15575             1990         California
15564             1990         California
15558             1940         California
15557             1950         California
658               1950         California
15590             1970         California
15514             1980         California
15628             2010         California
630               1960         California
15709             1990         California
15703             2010         California
15686             1890         California
15684             1970         California
15678             1990         California
619               2000         California
15674             1960         California
15636             1950         California
15664             1970         California
15656             1970         California
15655             2000         California
15652             2010         California
15645             1980         California
15639             2010         California
15638             1980         California
629               1980         California
15661             1980         California
15492             1960         California
15486             1980         California
15460             2000         California
15317             1970         California
15302             1980         California
15301             1940         California
15300             1990         California
709               1970         California
15287             2010         California
15284             2010         California
697               1960         California
15282             1960         California
15278             2010         California
15277             1980         California
719               1990         California
15259             1980         California
15252             1980         California
723               1990         California
15247             2000         California
15281             1970         California
695               2010         California
15332             1960         California
15339             1900         California
673               1970         California
15451             1950         California
15446             1990         California
677               2000         California
678               1960         California
15438             1940         California
15433             1950         California
15426             1960         California
15421             1970         California
684               1970         California
685               1990         California
15411             1900         California
15395             1920         California
15379             2010         California
15364             1970         California
15353             1890         California
15345             1970         California
15714             2000         California
15240             1960         California
15718             2010         California
15724             2000         California
16230             2000         California
16227             1970         California
16226             2000         California
16224             1940         California
16219             1990         California
523               2000         California
16215             2000         California
513               1980         California
16213             1990         California
528               1970         California
16189             1960         California
16170             1940         California
16169             1970         California
16165             1930         California
16157             1970         California
16153             1920         California
16203             2010         California
542               2010         California
16245             1970         California
509               1990         California
16363             2000         California
16360             1970         California
16347             1970         California
16335             1980         California
16327             2010         California
16317             2010         California
16299             1930         California
510               1970         California
497               2000         California
16289             1940         California
16283             1960         California
16275             2000         California
16271             1980         California
16251             1970         California
16250             1960         California
16249             1980         California
16290             1960         California
16131             2010         California
545               1990         California
16130             2010         California
15981             1970         California
15957             1980         California
15903             1990         California
15885             1980         California
15875             1990         California
15871             2010         California
15870             1900         California
15985             1970         California
15865             1940         California
15855             2000         California
15852             1940         California
15815             1980         California
15795             1990         California
15786             1980         California
15776             1980         California
15727             1980         California
595               1960         California
15986             1990         California
15990             1960         California
16008             1970         California
16122             1980         California
16113             2010         California
16093             1990         California
16087             2010         California
554               1990         California
16079             1900         California
16068             1930         California
16054             1980         California
561               1930         California
16050             2000         California
563               1980         California
16044             1990         California
16038             1990         California
16033             1990         California
16030             1990         California
16028             2000         California
16016             2000         California
15722             1980         California
483               1970         California
15233             1980         California
15224             2010         California
14569             1930         California
14565             2000         California
14562             1950         California
14561             1970         California
14557             1980         California
14544             2000         California
14519             2000         California
14571             1920         California
14514             2010         California
14511             2000         California
14488             2000         California
14475             1920         California
14472             1960         California
14468             1990         California
888               1930         California
14439             1980         California
876               1980         California
14437             1970         California
14582             1990         California
859               1990         California
14643             1970         California
839               1960         California
14636             1880         California
14634             1990         California
14629             2010         California
14624             1960         California
14616             2000         California
14583             1950         California
14612             1920         California
14597             2010         California
852               2000         California
14596             1950         California
854               2000         California
14595             1910         California
14592             1990         California
14591             1930         California
10523             1960         California
14421             1990         California
14420             1980         California
893               1990         California
14232             1980         California
14225             1910         California
14212             2000         California
14206             1980         California
14205             1990         California
14194             1940         California
14192             1970         California
14285             1980         California
14184             1990         California
937               1950         California
14182             1910         California
14141             1980         California
14130             2010         California
14123             2000         California
14118             2010         California
14106             1920         California
936               1950         California
14289             2000         California
919               1990         California
918               2010         California
14378             1980         California
14371             1910         California
897               1980         California
14358             2010         California
14356             1980         California
14352             1980         California
14351             1980         California
905               1950         California
14331             1970         California
14325             2010         California
14317             1960         California
911               1970         California
14307             2000         California
14305             2000         California
14301             2010         California
14300             2010         California
916               2000         California
14655             1980         California
15226             1980         California
835               1910         California
14668             1910         California
753               2000         California
15080             1960         California
15049             2010         California
15024             1980         California
15010             1950         California
763               2010         California
15008             2010         California
15094             2010         California
15003             1970         California
767               2010         California
14994             1930         California
14991             1970         California
14983             1990         California
14972             1980         California
14970             1980         California
14968             1970         California
14995             1990         California
777               2000         California
15100             1910         California
15108             1910         California
15223             1990         California
15220             1980         California
15218             1990         California
15215             1920         California
15214             1970         California
15195             1990         California
15192             1980         California
15107             1920         California
737               2000         California
15180             1960         California
15175             1940         California
15166             2000         California
15160             2000         California
744               1980         California
15146             1990         California
15118             1980         California
15186             2010         California
14948             1990         California
779               2000         California
14947             1970         California
14761             2000         California
14760             2000         California
14759             2000         California
14756             1970         California
814               2010         California
14737             2000         California
14733             2000         California
14790             1990         California
818               1980         California
14726             1970         California
822               1980         California
14717             1930         California
14711             1910         California
827               1970         California
14691             2000         California
14682             2010         California
820               1930         California
806               2010         California
14793             2010         California
804               1960         California
14939             2010         California
14935             1950         California
14925             2010         California
14882             1920         California
14851             2000         California
14841             1980         California
14839             2010         California
14837             2010         California
14835             1980         California
14823             1950         California
14820             1930         California
14819             1930         California
14814             1990         California
14809             1990         California
801               2000         California
802               1960         California
14796             1980         California
14659             1960         California
14085             1980         California
16365             2000         California
16375             1950         California
18091             2010         California
18085             1970         California
18082             1970         California
18081             1970         California
18074             1970         California
167               1970         California
18072             1940         California
158               1980         California
18070             2000         California
18035             1980         California
18031             1970         California
174               2010         California
18019             1960         California
18017             1970         California
18010             1980         California
17987             1990         California
18068             1980         California
17965             1990         California
18106             1980         California
18117             1970         California
18224             1950         California
18219             1970         California
18216             1950         California
18209             1970         California
18202             2010         California
18199             1930         California
133               1960         California
18115             1990         California
18196             1990         California
18192             1910         California
18180             1980         California
18174             1980         California
18165             1980         California
18158             1960         California
18139             2000         California
18138             1960         California
18193             1970         California
17957             2010         California
17952             1970         California
17951             1940         California
17742             1960         California
17732             1980         California
17728             1970         California
17725             1970         California
17710             1980         California
17703             1960         California
17688             1980         California
17754             1960         California
17679             1970         California
17673             1980         California
17672             1970         California
17668             1990         California
17667             1960         California
17657             1960         California
17656             1990         California
17654             1910         California
17675             1990         California
17755             2000         California
213               1980         California
17782             1990         California
17940             1910         California
17931             1980         California
17930             1980         California
17921             1940         California
17920             1950         California
17916             1900         California
196               1970         California
17896             1940         California
17888             1940         California
17868             1980         California
17865             1980         California
205               1980         California
206               1960         California
17814             1950         California
17808             1990         California
17797             1940         California
17783             2000         California
18233             2000         California
17651             1960         California
18236             2000         California
121               1950         California
18590             1980         California
32                1940         California
18581             1970         California
18569             1980         California
18562             2010         California
18514             2010         California
18497             1990         California
18608             2000         California
18479             1930         California
18472             2010         California
18471             1980         California
18469             1980         California
18468             1990         California
18466             2010         California
52                1990         California
18463             1950         California
18473             1930         California
18459             2000         California
18623             2000         California
18628             1980         California
3                 1970         California
18734             1980         California
18733             1950         California
18730             2000         California
18728             1990         California
18726             1990         California
18711             2000         California
18624             1970         California
18686             1980         California
17                1990         California
18671             1940         California
18665             1910         California
20                1950         California
18646             1970         California
18632             2000         California
18631             1980         California
18675             1990         California
56                1940         California
18451             1990         California
62                1940         California
18338             2000         California
18332             1920         California
18323             1990         California
18322             1980         California
18303             2000         California
18286             1980         California
18285             2000         California
18359             1950         California
107               1960         California
18264             2010         California
18259             1940         California
18257             2000         California
18255             1930         California
118               2000         California
18248             1990         California
120               1980         California
109               1980         California
18360             2010         California
18363             1980         California
18369             1970         California
18438             2000         California
18437             1970         California
18434             1970         California
67                1940         California
18420             1990         California
71                1940         California
74                1990         California
18395             2010         California
18394             1900         California
78                1960         California
18392             1960         California
18390             1990         California
81                1940         California
18380             1950         California
83                1980         California
18378             2000         California
18375             1990         California
123               1990         California
16369             1980         California
17630             2010         California
17618             1980         California
16902             2000         California
16899             1950         California
393               1970         California
395               1980         California
16889             1970         California
16881             2010         California
16857             1970         California
16905             1970         California
16852             1910         California
16825             1950         California
16815             1970         California
16808             1970         California
16804             2000         California
16799             1910         California
16779             1970         California
16775             2000         California
16827             1990         California
16771             2010         California
16912             2000         California
16916             1970         California
361               1970         California
362               1970         California
363               1960         California
17003             2000         California
365               1970         California
16996             2010         California
16994             2000         California
384               1980         California
16991             1960         California
16977             1980         California
16966             1960         California
376               1970         California
16955             1940         California
16953             1930         California
16931             1960         California
16928             2000         California
369               2010         California
16744             1970         California
419               1900         California
420               2010         California
16523             1970         California
16517             1980         California
16513             1970         California
16507             1980         California
459               1970         California
16503             1990         California
16493             1960         California
16536             1880         California
16491             1960         California
16484             2010         California
16481             2010         California
16437             1950         California
16424             1930         California
473               1970         California
16422             1960         California
16420             1930         California
465               1980         California
16543             1990         California
16544             1880         California
16552             1890         California
16725             1990         California
16708             2000         California
16705             1930         California
428               1930         California
16672             1980         California
16661             1950         California
16638             1990         California
16637             1960         California
16622             1980         California
16621             2010         California
16600             1990         California
16593             1950         California
16584             1990         California
445               1970         California
16582             1980         California
16575             2000         California
16563             1990         California
17011             2000         California
17624             1950         California
17036             2000         California
17048             2000         California
17416             1970         California
17414             1930         California
17413             1980         California
17410             2010         California
17398             1980         California
17393             2000         California
284               1950         California
17431             1940         California
285               1990         California
17385             2010         California
291               2010         California
292               1980         California
17364             1980         California
17363             1960         California
17362             1940         California
17356             1990         California
17388             2000         California
17355             2000         California
17447             1990         California
17466             2010         California
17614             1980         California
17604             1990         California
17602             2010         California
17596             2000         California
17595             1990         California
17594             1980         California
17557             1980         California
17448             2010         California
17547             1990         California
17504             2000         California
262               2000         California
17498             1970         California
17491             1960         California
17484             1960         California
17475             2010         California
17467             1910         California
17546             2000         California
17340             2000         California
17323             1980         California
17312             1980         California
333               1970         California
17142             1990         California
335               2010         California
17139             2000         California
17138             2010         California
17129             2000         California
17121             1990         California
17155             2000         California
341               1970         California
17113             2000         California
17096             1970         California
17087             1950         California
17075             2000         California
351               2000         California
17058             1970         California
17049             1990         California
17120             2010         California
17158             1980         California
327               1970         California
17195             1930         California
17303             1990         California
17299             2000         California
17282             2000         California
17253             2010         California
310               2010         California
17252             2010         California
17251             1970         California
313               2010         California
17247             1920         California
17246             2000         California
17244             1940         California
318               1970         California
17240             1970         California
321               1990         California
17233             1990         California
17208             1970         California
17197             1930         California
17045             2000         California
14079             2000         California
14602             2010         California
14065             2000         California
12161             1990         California
12128             1910         California
12122             2000         California
1374              1930         California
1376              1880         California
1377              2000         California
12113             1950         California
12105             1910         California
12104             1980         California
12084             2010         California
12082             1960         California
12076             1980         California
1387              1910         California
12063             1970         California
12061             1990         California
12165             1990         California
1393              1980         California
12166             2010         California
12186             1900         California
12246             2000         California
12242             1970         California
12241             1970         California
12240             1960         California
12235             1990         California
12234             1960         California
12231             1980         California
12230             1960         California
1354              1970         California
12225             1960         California
12221             2000         California
1358              1960         California
1359              1920         California
12199             1990         California
12187             2010         California
12175             1880         California
12030             1970         California
12028             2000         California
12024             1980         California
1431              1990         California
11804             1950         California
11801             2000         California
11800             1970         California
11771             2010         California
11767             1960         California
11747             1960         California
11741             2000         California
11732             1970         California
11730             2000         California
11723             1990         California
1448              1990         California
1453              1960         California
11694             1980         California
1455              1960         California
11859             2000         California
11860             1920         California
11874             1960         California
11876             2010         California
12013             2000         California
11996             2000         California
11991             1980         California
11987             2010         California
11986             1930         California
11983             2000         California
11969             1990         California
1344              1940         California
11968             1970         California
1408              1980         California
11953             1930         California
11918             2010         California
11915             2000         California
11895             1950         California
11887             1910         California
11884             1980         California
11960             1980         California
12248             2000         California
12253             1990         California
12257             1980         California
12604             1950         California
12600             2000         California
12596             2000         California
12591             2010         California
12576             1970         California
12565             1990         California
12559             1950         California
1276              2000         California
12554             2010         California
12551             1980         California
12550             2000         California
12527             1970         California
12518             1910         California
12509             1940         California
12495             1920         California
12624             1940         California
1262              1980         California
1261              2010         California
12641             1970         California
12757             1900         California
12728             1990         California
12727             2000         California
12707             1930         California
12702             1990         California
12697             1980         California
12695             1990         California
1288              1980         California
1246              1980         California
12682             1970         California
12673             1920         California
12671             1940         California
12669             1910         California
12657             1970         California
1257              1900         California
12650             1930         California
1247              1920         California
1457              1970         California
12494             1980         California
1293              2010         California
12345             1980         California
12331             2010         California
12330             1980         California
12328             1960         California
12324             1970         California
1323              1980         California
12318             1990         California
12304             2000         California
1327              1990         California
1332              1980         California
12284             1980         California
1337              1980         California
12266             1990         California
12259             1990         California
12258             1990         California
12363             1980         California
14069             1960         California
12367             1980         California
12369             1960         California
12480             1960         California
12478             1980         California
12467             1920         California
12444             1980         California
12442             1960         California
12437             2010         California
1303              1970         California
1292              1990         California
12408             1990         California
12394             2000         California
1308              2000         California
12390             1970         California
12380             2010         California
12376             1980         California
12373             1960         California
12372             2000         California
12399             1970         California
12767             1930         California
11682             1980         California
1460              2010         California
1606              1930         California
10983             2000         California
10982             1980         California
10981             2010         California
10967             1940         California
1611              2000         California
10946             1910         California
10944             1880         California
10939             1980         California
10936             1950         California
10926             1880         California
10925             2000         California
10924             1990         California
10923             1930         California
10920             2000         California
1605              1980         California
10908             1990         California
11002             1960         California
1595              1970         California
11106             2000         California
11105             1980         California
1574              1980         California
1575              1980         California
11091             1880         California
11089             1970         California
11088             1970         California
11040             1980         California
11035             1890         California
3188              1980         California
11031             1990         California
1590              1960         California
1591              1970         California
1593              1980         California
11018             1970         California
11017             1960         California
10883             2000         California
1629              1990         California
1630              1970         California
10722             1920         California
10711             1960         California
10703             2010         California
1669              2010         California
10693             2010         California
1672              1960         California
10676             2010         California
10673             1990         California
10672             1970         California
10662             2000         California
10641             1980         California
10604             1960         California
10599             1930         California
10581             2010         California
10550             2000         California
10725             1990         California
10729             1950         California
1659              1950         California
10743             1990         California
10877             1950         California
10876             1940         California
10855             1970         California
10850             1990         California
10843             1990         California
1637              1990         California
10819             2000         California
1570              1930         California
10813             2010         California
10804             1960         California
1644              1990         California
10774             2000         California
1649              2000         California
1650              2000         California
10771             1950         California
10760             1930         California
10807             1940         California
1569              2000         California
1568              1880         California
11132             1880         California
1488              1980         California
1489              1910         California
11512             1980         California
1492              1970         California
11505             1980         California
11482             1970         California
11472             1960         California
11471             2010         California
11461             2010         California
11460             2000         California
11459             1990         California
11458             1960         California
11441             1970         California
11428             2000         California
11412             1990         California
11528             2010         California
11541             1970         California
11546             1990         California
11563             1990         California
1461              1940         California
11670             2010         California
11651             1920         California
11641             2010         California
1465              1910         California
1466              1910         California
11616             1940         California
11401             2000         California
11605             1970         California
11600             1990         California
11598             2000         California
11586             1960         California
11585             2000         California
11577             1990         California
11576             1980         California
11570             1970         California
1472              2010         California
11673             1990         California
11377             1950         California
11351             1900         California
11207             1980         California
11206             2010         California
11204             1940         California
11187             1980         California
1548              1980         California
11163             1920         California
1551              1990         California
1552              1970         California
1553              1990         California
1555              1980         California
11156             1960         California
1559              1940         California
11150             1920         California
11149             1980         California
11134             1960         California
11211             2000         California
11214             1880         California
11246             2000         California
11249             1920         California
11345             1910         California
11344             1920         California
1518              1980         California
1519              1960         California
11341             1920         California
11336             1940         California
11333             1940         California
11366             2000         California
11323             1930         California
11312             1940         California
11310             1960         California
1528              1970         California
1529              1940         California
11302             1980         California
11272             1970         California
11260             1980         California
11317             1890         California
12772             2010         California
3183              1940         California
12775             2000         California
13350             1880         California
13351             1910         California
13353             1990         California
13364             2000         California
13379             2010         California
13380             2010         California
13388             2010         California
13393             1910         California
1098              2000         California
13408             1990         California
13411             2010         California
13443             2010         California
13444             1960         California
1232              1950         California
13347             2000         California
13446             2010         California
1087              1970         California
13494             1930         California
13501             2000         California
13519             1980         California
13523             1930         California
1076              2000         California
13533             1970         California
13540             1960         California
13542             2010         California
13544             1980         California
13548             1990         California
1069              1980         California
13556             1990         California
13572             1890         California
13449             1970         California
13602             1980         California
13344             1980         California
13328             1970         California
1158              1950         California
1157              1930         California
13095             1920         California
13100             1980         California
13102             2000         California
13129             1990         California
13145             1950         California
13150             1960         California
13172             1970         California
13202             2000         California
13205             1910         California
13208             2010         California
13210             1980         California
13214             2010         California
13341             2000         California
13231             1970         California
13241             1980         California
13246             1970         California
13250             2000         California
13251             1980         California
13254             2010         California
13257             1950         California
1130              1990         California
1129              1960         California
1128              1960         California
13281             2010         California
13305             1990         California
13309             2000         California
13310             2000         California
13318             2010         California
13234             2010         California
13084             1990         California
1060              2010         California
13612             2000         California
13853             1980         California
13856             2010         California
13864             1960         California
13872             2010         California
13895             1980         California
13915             1970         California
991               1920         California
13918             1990         California
13928             1970         California
13929             2010         California
13935             1990         California
13940             2010         California
13945             2000         California
13952             1990         California
13844             1980         California
13955             2000         California
13973             1990         California
13975             1940         California
971               1970         California
13991             1890         California
13995             1970         California
14013             1970         California
14022             2010         California
14032             1950         California
961               1980         California
14035             1980         California
14055             1970         California
957               1970         California
956               1950         California
14058             2000         California
13963             1950         California
13605             1940         California
13838             1970         California
13836             2000         California
13619             2000         California
13620             1950         California
13621             1990         California
13641             1930         California
1048              1950         California
13645             2000         California
13646             1990         California
13656             1990         California
13659             2000         California
13670             1970         California
13685             2000         California
13686             1960         California
1038              1920         California
13693             1930         California
13837             1950         California
13694             2000         California
13728             1970         California
1028              1990         California
13730             1970         California
13733             1980         California
13751             1990         California
13758             1960         California
13762             1990         California
13766             1970         California
13771             1990         California
13790             2000         California
13794             2000         California
1013              1990         California
13804             2010         California
13814             2000         California
13712             1990         California
13061             2000         California
13445             1980         California
13047             2000         California
12862             1990         California
12957             1990         California
12840             1960         California
1225              1960         California
12925             1940         California
13040             1980         California
12895             1990         California
1169              2000         California
1205              2000         California
13032             1930         California
1224              1990         California
12897             2010         California
12962             1930         California
1223              2010         California
12809             1960         California
1182              2010         California
12832             1940         California
12817             1970         California
13028             1950         California
12964             1990         California
1217              1980         California
12968             1980         California
12933             2000         California
12969             1980         California
12868             1980         California
12924             2010         California
12942             1970         California
1199              1970         California
13043             1980         California
12846             1960         California
12955             1960         California
12916             1970         California
12782             1980         California
13042             2010         California
12948             2010         California
12903             1990         California
1200              2000         California
13044             1990         California
12858             1970         California
12945             1980         California
12918             1970         California
1165              1990         California
12906             2000         California
16025             1990             Canada
5658              1980             Canada
12626             1920             Canada
12625             1880             Canada
11055             2000             Canada
14568             1930             Canada
11056             1970             Canada
139               2010             Canada
164               1950             Canada
3839              1910             Canada
2417              1900             Canada
11061             1880             Canada
7220              1930             Canada
2411              1940             Canada
11102             1900             Canada
9912              2000             Canada
18101             1940             Canada
12637             1880             Canada
11126             1890             Canada
1017              2000             Canada
12621             1900             Canada
860               1930             Canada
15596             1900             Canada
15595             1990             Canada
17741             1880             Canada
14640             1940             Canada
7062              1960             Canada
17689             1960             Canada
13648             1970             Canada
9708              2000             Canada
9103              1880             Canada
9700              1900             Canada
7022              1950             Canada
12540             1900             Canada
12539             1990             Canada
4065              1910             Canada
2973              2000             Canada
16069             1990             Canada
9850              1980             Canada
13688             1990             Canada
17807             1880             Canada
18015             1880             Canada
13754             1990             Canada
14593             1900             Canada
7164              2000             Canada
3917              1960             Canada
16039             1880             Canada
3923              2000             Canada
9827              1960             Canada
3794              2000             Canada
3019              1900             Canada
11189             1940             Canada
11200             2000             Canada
7913              1990             Canada
6049              1900             Canada
14618             1890             Canada
14620             1910             Canada
13834             1900             Canada
7306              2010             Canada
14493             2010             Canada
5861              1990             Canada
12724             1970             Canada
14203             1920             Canada
7645              1980             Canada
10751             1990             Canada
8601              1940             Canada
15747             1880             Canada
12703             1890             Canada
3430              1990             Canada
10269             2010             Canada
13977             1880             Canada
10798             1940             Canada
3452              1970             Canada
10256             1890             Canada
15813             1880             Canada
1667              1950             Canada
3123              1900             Canada
7557              1960             Canada
3345              1940             Canada
3201              1880             Canada
3229              1940             Canada
12770             1900             Canada
10584             2000             Canada
2648              1880             Canada
3268              1900             Canada
18707             1990             Canada
18706             1990             Canada
7578              2000             Canada
10654             2000             Canada
12783             1880             Canada
14155             2000             Canada
10435             1940             Canada
10431             1960             Canada
941               2000             Canada
5862              1880             Canada
8778              1900             Canada
10834             1980             Canada
12812             1970             Canada
1614              1990             Canada
18281             1980             Canada
13888             1950             Canada
18273             1990             Canada
7782              1950             Canada
3643              1970             Canada
5733              1990             Canada
14725             1950             Canada
15632             1940             Canada
3076              1960             Canada
11008             1900             Canada
7818              1990             Canada
1777              2000             Canada
9961              1900             Canada
3761              1900             Canada
12659             1910             Canada
18430             1880             Canada
15884             1890             Canada
96                1870             Canada
18416             1880             Canada
18415             1880             Canada
12672             2000             Canada
10203             1960             Canada
10201             1950             Canada
2312              1930             Canada
14321             1940             Canada
3548              1960             Canada
10158             1890             Canada
3551              2000             Canada
589               1940             Canada
2309              1990             Canada
14333             2010             Canada
2308              1990             Canada
95                2010             Canada
18313             1920             Canada
11434             1910             Canada
8523              1890             Canada
496               1970             Canada
6985              1960             Canada
8921              1960             Canada
4606              1930             Canada
2157              1950             Canada
11845             1880             Canada
14987             1880             Canada
11819             2000             Canada
15465             1920             Canada
4579              1980             Canada
9472              1880             Canada
13396             1900             Canada
13407             1880             Canada
518               2010             Canada
4942              1950             Canada
14950             2000             Canada
17221             1960             Canada
6157              1940             Canada
15476             1980             Canada
13425             1970             Canada
16221             1990             Canada
16882             1880             Canada
8128              1880             Canada
11714             1880             Canada
16693             1960             Canada
17248             1880             Canada
8124              1880             Canada
5461              1900             Canada
9523              1960             Canada
4510              1880             Canada
12474             1890             Canada
8412              1990             Canada
8464              1910             Canada
16890             2000             Canada
16313             2010             Canada
5310              1950             Canada
13005             2010             Canada
9340              2000             Canada
9341              1940             Canada
12041             1890             Canada
6516              2010             Canada
13264             1890             Canada
9312              1910             Canada
6515              2000             Canada
6495              2000             Canada
13292             1870             Canada
6667              2000             Canada
9018              1990             Canada
12117             1990             Canada
373               1880             Canada
8436              1880             Canada
13330             1960             Canada
4902              1880             Canada
11963             1880             Canada
17030             2010             Canada
508               1990             Canada
9410              1970             Canada
4657              1880             Canada
15348             1970             Canada
6431              1900             Canada
11916             1880             Canada
9356              1890             Canada
9526              2010             Canada
4454              1880             Canada
17300             1950             Canada
9180              1990             Canada
8881              1920             Canada
6904              1960             Canada
5522              1940             Canada
4290              1990             Canada
656               1970             Canada
17428             1900             Canada
16147             1910             Canada
4247              2010             Canada
6928              1890             Canada
9173              1960             Canada
16562             2000             Canada
15276             1930             Canada
8020              1880             Canada
9079              1880             Canada
5548              2000             Canada
16468             1890             Canada
17492             2000             Canada
6954              2000             Canada
6963              1900             Canada
17536             1990             Canada
4164              1990             Canada
17569             1880             Canada
4148              1890             Canada
17578             1980             Canada
543               2000             Canada
8010              1880             Canada
12288             2000             Canada
6334              1950             Canada
16208             2000             Canada
9527              1960             Canada
9203              1930             Canada
13483             2010             Canada
5467              1900             Canada
13488             2000             Canada
15528             1990             Canada
8325              1890             Canada
11626             2010             Canada
12490             1890             Canada
8275              1960             Canada
12303             2010             Canada
9189              2000             Canada
2338              1910      CanaryIslands
1836              2010              China
8963              1910              China
10442             2010           Colombia
13722             2010           Colombia
7439              2010           Colombia
13805             1970           Colombia
5646              2000           Colombia
2352              1990           Colombia
2348              1990           Colombia
17242             2010           Colombia
177               2010           Colombia
15911             2010           Colombia
6732              1990           Colombia
823               2010           Colombia
6659              2010           Colombia
16715             2010           Colombia
4255              2010           Colombia
2718              1900           Colombia
14034             1990           Colombia
6708              1980           Colombia
5664              2000           Colombia
15910             2010           Colombia
12095             1930           Colorado
10541             1890           Colorado
8409              1990           Colorado
9110              1980           Colorado
10231             1980           Colorado
16866             1970           Colorado
16868             2000           Colorado
15231             1960           Colorado
14293             1960           Colorado
12314             1910           Colorado
18677             1980           Colorado
6292              2010           Colorado
10690             2000           Colorado
15304             2000           Colorado
10591             1970           Colorado
5233              2000           Colorado
12155             2000           Colorado
4921              2000           Colorado
16394             2010           Colorado
7627              2000           Colorado
6368              1970           Colorado
8301              1950           Colorado
12798             1910           Colorado
6988              1970           Colorado
16318             1970           Colorado
17308             1970           Colorado
6811              1990           Colorado
8482              1890           Colorado
8483              1920           Colorado
9810              1970           Colorado
9805              1940           Colorado
11620             1990           Colorado
17880             1920           Colorado
3962              1910           Colorado
16182             1980           Colorado
17822             1960           Colorado
11240             2000           Colorado
7104              1900           Colorado
8067              2000           Colorado
9597              1920           Colorado
5590              2010           Colorado
16142             1970           Colorado
11342             1920           Colorado
5584              1920           Colorado
9711              1960           Colorado
14734             1910           Colorado
14689             1980           Colorado
7992              1980           Colorado
4075              1970           Colorado
7983              1900           Colorado
13755             1930           Colorado
3478              1950           Colorado
9522              2000           Colorado
11697             1980           Colorado
4836              1990           Colorado
7743              1980           Colorado
5939              2010           Colorado
10889             1910           Colorado
6542              1940           Colorado
4817              1990           Colorado
12986             2000           Colorado
10919             2000           Colorado
7371              1960           Colorado
12015             1910           Colorado
7770              1990           Colorado
15074             2000           Colorado
6170              1900           Colorado
11930             1960           Colorado
11919             1990           Colorado
13879             1910           Colorado
4650              1970           Colorado
11012             1910           Colorado
14462             2010           Colorado
12644             1990           Colorado
12857             1940           Colorado
7228              1930           Colorado
9470              1970           Colorado
15611             2000           Colorado
7199              2000           Colorado
11141             1930           Colorado
17118             1980           Colorado
0                 2000           Colorado
1305              2010           Colorado
1716              1910           Colorado
762               1920           Colorado
132               1980           Colorado
1405              1970           Colorado
2184              1990           Colorado
64                1930           Colorado
1653              1930           Colorado
1333              2010           Colorado
2506              1980           Colorado
521               1990        Connecticut
3986              2000        Connecticut
6383              1980        Connecticut
6387              2000        Connecticut
8507              1880        Connecticut
18388             1920        Connecticut
4574              1940        Connecticut
1522              1900        Connecticut
6230              1870        Connecticut
5436              1920        Connecticut
12326             1930        Connecticut
836               1900        Connecticut
15407             1890        Connecticut
18374             1980        Connecticut
9050              1890        Connecticut
15410             1930        Connecticut
6777              2010        Connecticut
12998             1990        Connecticut
3976              1920        Connecticut
14630             1880        Connecticut
11374             1930        Connecticut
1739              1990        Connecticut
2696              1940        Connecticut
2744              1950        Connecticut
15404             1940        Connecticut
3337              1910        Connecticut
13367             1950        Connecticut
2511              2010        Connecticut
3307              1880        Connecticut
18443             1940        Connecticut
1607              1990        Connecticut
15352             1880        Connecticut
12853             1960        Connecticut
7801              1920        Connecticut
11009             1920        Connecticut
12301             1870        Connecticut
8066              1880        Connecticut
11049             1900        Connecticut
4031              2010        Connecticut
13278             1890        Connecticut
11114             1890        Connecticut
10362             1910        Connecticut
13263             1930        Connecticut
17133             1900        Connecticut
4014              1980        Connecticut
18413             1940        Connecticut
844               1940        Connecticut
4566              1940        Connecticut
4006              1980        Connecticut
12923             1960        Connecticut
4645              1910        Connecticut
5463              1910        Connecticut
9111              1950        Connecticut
12062             1910        Connecticut
15886             2000        Connecticut
9342              1980        Connecticut
12038             1900        Connecticut
3475              1920        Connecticut
4757              1990        Connecticut
11718             1920        Connecticut
12010             1870        Connecticut
10114             1910        Connecticut
7970              2010        Connecticut
2479              1970        Connecticut
9331              1890        Connecticut
3045              1910        Connecticut
18242             1930        Connecticut
10113             1890        Connecticut
17366             1990        Connecticut
4809              1880        Connecticut
6919              1880        Connecticut
4873              1960        Connecticut
1404              1960        Connecticut
8380              1960        Connecticut
9318              1890        Connecticut
11871             1990        Connecticut
15754             1910        Connecticut
15741             1880        Connecticut
14454             1890        Connecticut
11806             1960        Connecticut
18452             1910        Connecticut
3412              1890        Connecticut
14522             1910        Connecticut
15422             1960        Connecticut
5472              1990        Connecticut
14313             1990        Connecticut
16059             1890        Connecticut
9969              1990        Connecticut
16040             2010        Connecticut
1491              1970        Connecticut
4684              2000        Connecticut
2871              2000        Connecticut
15499             1960        Connecticut
9378              1970        Connecticut
7108              2010        Connecticut
3025              1900        Connecticut
12160             1970        Connecticut
2441              2010        Connecticut
9349              1960        Connecticut
9163              1910        Connecticut
9164              1920        Connecticut
12130             1990        Connecticut
4924              1970        Connecticut
17278             1960        Connecticut
15594             1980        Connecticut
5505              1890        Connecticut
638               1910        Connecticut
3486              1880        Connecticut
8418              1920        Connecticut
3823              1910        Connecticut
3302              1890        Connecticut
3867              2000        Connecticut
16929             1910        Connecticut
6496              1880        Connecticut
2535              2010        Connecticut
16951             1880        Connecticut
4339              1970        Connecticut
8733              1880        Connecticut
10776             1960        Connecticut
16763             1950        Connecticut
5121              1880        Connecticut
7537              1880        Connecticut
16550             1920        Connecticut
13520             1990        Connecticut
10821             1990        Connecticut
14961             1950        Connecticut
9568              1880        Connecticut
16765             1980        Connecticut
15221             2010        Connecticut
198               1880        Connecticut
14883             1940        Connecticut
6507              2010        Connecticut
14959             1910        Connecticut
9628              1880        Connecticut
3615              1880        Connecticut
15089             1940        Connecticut
781               2010        Connecticut
4276              1980        Connecticut
17733             1960        Connecticut
398               1920        Connecticut
8769              1960        Connecticut
2071              1880        Connecticut
9785              1880        Connecticut
1061              1950        Connecticut
12597             1920        Connecticut
6633              1880        Connecticut
8194              1910        Connecticut
5865              1950        Connecticut
4175              2000        Connecticut
12610             2010        Connecticut
2546              2000        Connecticut
7659              1900        Connecticut
18684             2010        Connecticut
1634              1910        Connecticut
5333              1890        Connecticut
13426             1930        Connecticut
1815              2000        Connecticut
8257              1950        Connecticut
12661             1870        Connecticut
17634             1920        Connecticut
10932             1990        Connecticut
9690              2010        Connecticut
12665             1900        Connecticut
4420              1880        Connecticut
14981             1930        Connecticut
18476             1980        Connecticut
1026              1880        Connecticut
3764              1910        Connecticut
4444              1880        Connecticut
4445              1870        Connecticut
13715             1900        Connecticut
17603             1970        Connecticut
1904              1910        Connecticut
13383             1910        Connecticut
13740             1990        Connecticut
6476              2000        Connecticut
8866              1980        Connecticut
4165              1960        Connecticut
12660             1870        Connecticut
8719              1910        Connecticut
5093              1910        Connecticut
4085              1980        Connecticut
13476             2010        Connecticut
5797              1900        Connecticut
6079              1890        Connecticut
13965             1890        Connecticut
4404              1890        Connecticut
14971             1920        Connecticut
9561              1890        Connecticut
18542             1900        Connecticut
12694             1940               Cuba
5189              1960               Cuba
12649             1990               Cuba
6303              1960               Cuba
6304              1950               Cuba
5188              1950               Cuba
5194              2010               Cuba
5196              1990               Cuba
9693              1940               Cuba
273               1950               Cuba
14477             1960               Cuba
14479             1960               Cuba
6298              1970               Cuba
17422             1950               Cuba
6297              2010               Cuba
12684             1940               Cuba
13087             1950               Cuba
12656             2000               Cuba
17426             2010               Cuba
12647             1940               Cuba
6293              1910               Cuba
2482              2000               Cuba
276               1960               Cuba
14921             1980               Cuba
12843             1980               Cuba
2491              1990               Cuba
3716              1960               Cuba
1240              2000               Cuba
3718              1910               Cuba
14679             1960               Cuba
14842             2000               Cuba
12932             1950               Cuba
12931             1950               Cuba
237               1950               Cuba
5006              1920               Cuba
12734             1940               Cuba
241               2010               Cuba
9548              2010               Cuba
15263             1960               Cuba
6698              2010               Cuba
6430              2010               Cuba
8093              2010               Cuba
12329             2010               Cuba
8092              2010               Cuba
12838             1910               Cuba
5369              1940               Cuba
9506              1960               Cuba
3715              1950               Cuba
12985             1950               Cuba
12433             1990               Cuba
4994              1930               Cuba
8141              2000               Cuba
8140              1960               Cuba
12580             2010               Cuba
13076             2000               Cuba
12147             1950               Cuba
9997              1960               Cuba
12572             1960               Cuba
5490              1980               Cuba
265               2010               Cuba
9993              1960               Cuba
2490              1980               Cuba
4977              2000               Cuba
12361             1950               Cuba
5478              1950               Cuba
6657              1930               Cuba
14897             2010               Cuba
2813              2010               Cuba
228               1910               Cuba
14861             1950               Cuba
14856             1980               Cuba
2518              1960               Cuba
2517              1960               Cuba
6650              2010               Cuba
4210              2010               Cuba
2771              2010               Cuba
16408             1940               Cuba
49                1920               Cuba
51                1910               Cuba
10962             1960               Cuba
7416              1990               Cuba
7415              2000               Cuba
7411              1990               Cuba
7405              1960               Cuba
7400              1950               Cuba
6284              1940               Cuba
7395              1940               Cuba
2681              2000               Cuba
7387              2000               Cuba
3319              1950               Cuba
7374              2010               Cuba
14066             1940               Cuba
3322              2000               Cuba
11237             1950               Cuba
18648             1940               Cuba
931               1960               Cuba
5677              1960               Cuba
11271             1970               Cuba
11276             1990               Cuba
7234              2010               Cuba
10253             1960               Cuba
13165             1960               Cuba
13822             1950               Cuba
5849              2010               Cuba
2412              1910               Cuba
17204             1940               Cuba
4266              2000               Cuba
17135             1910               Cuba
18666             1970               Cuba
7445              1920               Cuba
4277              1920               Cuba
4126              1950               Cuba
16620             1960               Cuba
16958             1990               Cuba
10718             2010               Cuba
4112              1940               Cuba
33                2010               Cuba
3247              1940               Cuba
7596              2010               Cuba
13522             1960               Cuba
452               1990               Cuba
427               1950               Cuba
4100              1960               Cuba
5819              2010               Cuba
16981             2010               Cuba
4275              2010               Cuba
3261              2010               Cuba
10482             1910               Cuba
5813              1980               Cuba
2113              2000               Cuba
10477             1990               Cuba
10475             1950               Cuba
457               1990               Cuba
17016             1940               Cuba
462               2010               Cuba
17023             1920               Cuba
16494             1980               Cuba
4426              1950               Cuba
13611             1990               Cuba
7449              2000               Cuba
7447              1950               Cuba
16700             1950               Cuba
13813             1970               Cuba
16914             1960               Cuba
14369             1940               Cuba
15915             2010               Cuba
556               1960               Cuba
15914             2000               Cuba
10564             1960               Cuba
1016              1950               Cuba
11658             1960               Cuba
12678             2000               Cuba
14394             2010               Cuba
403               1910               Cuba
14399             1950               Cuba
14405             1950               Cuba
11662             1960               Cuba
11665             1930               Cuba
14410             1910               Cuba
17275             1950               Cuba
10593             1960               Cuba
13785             2000               Cuba
13650             2010               Cuba
404               1940               Cuba
11770             1950               Cuba
412               1960               Cuba
11780             1950               Cuba
6276              1910               Cuba
298               1950               Cuba
297               1950               Cuba
10111             1910               Cuba
2463              1950               Cuba
4213              1980               Cuba
10583             1950               Cuba
4845              2010               Cuba
11746             2000               Cuba
17272             1960               Cuba
5851              1940               Cuba
17271             1940               Cuba
11559             2000               Cuba
11550             1940               Cuba
4250              2010               Cuba
18670             1940               Cuba
11560             1950               Cuba
10546             1960               Cuba
579               2000               Cuba
2642              1960               Cuba
10556             1960               Cuba
2697              2010               Cuba
11636             2010               Cuba
10561             2010               Cuba
6258              1940               Cuba
17269             2010               Cuba
17241             2010               Cuba
17270             1950               Cuba
2429              1960               Cuba
16721             1990               Cuba
11558             2010               Cuba
10586             2000            Curacao
11343             1980            Curacao
8237              2010            Curacao
676               2000            Curacao
13626             2010            Curacao
3131              2000            Curacao
11506             1990            Curacao
15117             2010            Curacao
8460              1990            Curacao
15582             1990            Curacao
1197              2000            Curacao
15566             2010            Curacao
8621              2000            Curacao
4044              2000            Curacao
16145             1870     Czechoslovakia
9828              1950     Czechoslovakia
17295             1940     Czechoslovakia
16892             1880               D.C.
16867             1980               D.C.
1272              1870               D.C.
10521             1910               D.C.
12538             1890               D.C.
4231              1900               D.C.
17766             1930               D.C.
7653              2010               D.C.
16659             1880               D.C.
15700             1950               D.C.
16594             1960               D.C.
15967             2000               D.C.
15571             1980               D.C.
15947             1920               D.C.
15585             1960               D.C.
11643             1960               D.C.
10179             1890               D.C.
17452             1960               D.C.
4910              1910               D.C.
2495              1910               D.C.
15895             1870               D.C.
1443              1920               D.C.
11754             1900               D.C.
4787              1900               D.C.
10116             1900               D.C.
6913              2000               D.C.
11788             1880               D.C.
15780             1930               D.C.
11864             1960               D.C.
6900              1910               D.C.
12213             2010               D.C.
314               1960               D.C.
2496              1900               D.C.
10785             1890               D.C.
16978             1920               D.C.
10837             1890               D.C.
3075              1880               D.C.
4415              2000               D.C.
16492             1940               D.C.
1624              2010               D.C.
17617             1900               D.C.
3763              1940               D.C.
7838              1870               D.C.
505               1900               D.C.
2995              1920               D.C.
7870              1910               D.C.
2237              2000               D.C.
15408             1880               D.C.
10240             1880               D.C.
16103             1890               D.C.
16098             1910               D.C.
11430             1980               D.C.
17684             1880               D.C.
2446              1930               D.C.
5965              1890               D.C.
17801             1940               D.C.
17854             1920               D.C.
3445              1970               D.C.
9299              1960               D.C.
18215             1950               D.C.
5706              1960               D.C.
18211             1970               D.C.
3154              1970               D.C.
8646              1880               D.C.
6156              1880               D.C.
6128              1890               D.C.
8980              1880               D.C.
952               1920               D.C.
9392              1930               D.C.
6401              1890               D.C.
8595              1880               D.C.
17988             1900               D.C.
18571             1880               D.C.
13606             1990               D.C.
6062              1910               D.C.
8599              1880               D.C.
807               1880               D.C.
994               1910               D.C.
5761              1920               D.C.
8990              1960               D.C.
8751              1910               D.C.
18345             1890               D.C.
18334             1880               D.C.
5615              2010               D.C.
13667             1890               D.C.
18316             1880               D.C.
9049              1950               D.C.
3637              1900               D.C.
18319             1880               D.C.
18265             2000               D.C.
8725              1880               D.C.
5997              1870               D.C.
9007              1940               D.C.
5688              1880               D.C.
8180              1960               D.C.
14977             2010               D.C.
7158              1890           Delaware
16516             2000           Delaware
18055             1990           Delaware
12255             1890           Delaware
3940              1950           Delaware
3768              1880           Delaware
9890              1900           Delaware
7522              1880           Delaware
2674              1890           Delaware
16574             1970           Delaware
17628             1920           Delaware
10724             1960           Delaware
10486             1940           Delaware
667               1990           Delaware
11262             2000           Delaware
15506             1950           Delaware
9282              2010           Delaware
11848             1960           Delaware
5572              2000           Delaware
11116             1880           Delaware
15862             2000           Delaware
3040              2010           Delaware
6235              2010           Delaware
3745              1880           Delaware
10172             1990           Delaware
15490             1960           Delaware
15660             1910           Delaware
1250              1920           Delaware
17453             1900           Delaware
8470              1920           Delaware
12109             1900           Delaware
2273              1980           Delaware
8338              1980           Delaware
2044              2000           Delaware
17040             1900           Delaware
12200             1960           Delaware
9338              1870           Delaware
7723              1880           Delaware
11554             1990           Delaware
10582             1970           Delaware
17886             2010           Delaware
12515             1990           Delaware
8199              1950           Delaware
5308              1880           Delaware
13588             1900           Delaware
2944              1930           Delaware
3657              1930           Delaware
6485              1960           Delaware
3686              1910           Delaware
7628              1900           Delaware
17879             1980           Delaware
4204              1990           Delaware
12453             2010           Delaware
3656              1910           Delaware
7344              1910            Denmark
13798             1990  DominicanRepublic
10631             1980  DominicanRepublic
11236             1990  DominicanRepublic
10633             2000  DominicanRepublic
933               2000  DominicanRepublic
10634             2000  DominicanRepublic
11235             2010  DominicanRepublic
2340              2010  DominicanRepublic
11239             1970  DominicanRepublic
14197             1980  DominicanRepublic
932               1990  DominicanRepublic
1534              2010  DominicanRepublic
11253             2000  DominicanRepublic
13797             2010  DominicanRepublic
13796             2010  DominicanRepublic
13793             1990  DominicanRepublic
11238             1990  DominicanRepublic
11234             2010  DominicanRepublic
935               2000  DominicanRepublic
10635             2000  DominicanRepublic
7389              2000  DominicanRepublic
4262              2000  DominicanRepublic
2683              1990  DominicanRepublic
5719              2000  DominicanRepublic
7376              1990  DominicanRepublic
13807             2000  DominicanRepublic
13806             1980  DominicanRepublic
13319             2010  DominicanRepublic
7372              1990  DominicanRepublic
2684              1980  DominicanRepublic
1123              1990  DominicanRepublic
1566              1960  DominicanRepublic
16366             2000  DominicanRepublic
485               2000  DominicanRepublic
5710              2000  DominicanRepublic
16724             1990  DominicanRepublic
10637             1990  DominicanRepublic
10636             2010  DominicanRepublic
16747             2000  DominicanRepublic
486               1990  DominicanRepublic
2391              2010  DominicanRepublic
1142              2000  DominicanRepublic
934               1980  DominicanRepublic
1567              1990  DominicanRepublic
13800             1990  DominicanRepublic
11266             2010  DominicanRepublic
2690              1980  DominicanRepublic
13792             2000  DominicanRepublic
13156             1990  DominicanRepublic
13155             1990  DominicanRepublic
4629              1980  DominicanRepublic
13651             2000  DominicanRepublic
13152             1980  DominicanRepublic
16796             1980  DominicanRepublic
13149             2010  DominicanRepublic
13652             1970  DominicanRepublic
2423              2010  DominicanRepublic
2588              2010  DominicanRepublic
4221              1990  DominicanRepublic
6247              2000  DominicanRepublic
10585             1990  DominicanRepublic
5631              1970  DominicanRepublic
4668              1990  DominicanRepublic
5630              1990  DominicanRepublic
5629              2010  DominicanRepublic
6248              2000  DominicanRepublic
13147             2000  DominicanRepublic
2634              1960  DominicanRepublic
11536             2010  DominicanRepublic
6251              2010  DominicanRepublic
13726             1990  DominicanRepublic
13158             1980  DominicanRepublic
14243             1990  DominicanRepublic
549               2000  DominicanRepublic
13159             2000  DominicanRepublic
11287             1990  DominicanRepublic
11290             1990  DominicanRepublic
7393              1990  DominicanRepublic
11292             1990  DominicanRepublic
13789             2010  DominicanRepublic
11294             2010  DominicanRepublic
1530              2000  DominicanRepublic
13787             2000  DominicanRepublic
14268             2000  DominicanRepublic
11321             1980  DominicanRepublic
11322             2010  DominicanRepublic
2692              2010  DominicanRepublic
2693              1990  DominicanRepublic
2694              1980  DominicanRepublic
13170             1990  DominicanRepublic
13169             2010  DominicanRepublic
13786             1990  DominicanRepublic
10590             1970  DominicanRepublic
2413              2000  DominicanRepublic
13164             2000  DominicanRepublic
10587             1970  DominicanRepublic
547               2000  DominicanRepublic
13162             2000  DominicanRepublic
548               1990  DominicanRepublic
2680              1990  DominicanRepublic
16417             1990  DominicanRepublic
7397              2000  DominicanRepublic
2349              2010  DominicanRepublic
2350              2000  DominicanRepublic
10757             2010  DominicanRepublic
5840              1980  DominicanRepublic
2664              2000  DominicanRepublic
5837              2000  DominicanRepublic
5832              1990  DominicanRepublic
426               2000  DominicanRepublic
424               2000  DominicanRepublic
6015              2000  DominicanRepublic
5829              1990  DominicanRepublic
5826              1970  DominicanRepublic
6011              1960  DominicanRepublic
5821              2000  DominicanRepublic
5820              1990  DominicanRepublic
453               2010  DominicanRepublic
977               2010  DominicanRepublic
6008              2010  DominicanRepublic
5817              2010  DominicanRepublic
4390              2010  DominicanRepublic
4274              2000  DominicanRepublic
6005              2000  DominicanRepublic
4393              2000  DominicanRepublic
5841              2010  DominicanRepublic
4396              2010  DominicanRepublic
16613             2010  DominicanRepublic
5844              2010  DominicanRepublic
2342              2000  DominicanRepublic
2343              2010  DominicanRepublic
5856              2010  DominicanRepublic
4310              2010  DominicanRepublic
5854              2000  DominicanRepublic
2346              1980  DominicanRepublic
1074              1980  DominicanRepublic
16652             2000  DominicanRepublic
16651             2010  DominicanRepublic
16650             1970  DominicanRepublic
16649             1970  DominicanRepublic
16647             1990  DominicanRepublic
16646             1990  DominicanRepublic
2662              2000  DominicanRepublic
10661             1990  DominicanRepublic
10660             2000  DominicanRepublic
13575             1990  DominicanRepublic
4327              1970  DominicanRepublic
2347              1990  DominicanRepublic
16635             1990  DominicanRepublic
16634             1990  DominicanRepublic
10657             1990  DominicanRepublic
2663              2000  DominicanRepublic
5842              1990  DominicanRepublic
13329             1990  DominicanRepublic
4397              2000  DominicanRepublic
1080              1980  DominicanRepublic
4264              2000  DominicanRepublic
13385             2010  DominicanRepublic
7440              2010  DominicanRepublic
13811             2000  DominicanRepublic
470               2000  DominicanRepublic
7426              2010  DominicanRepublic
7425              2000  DominicanRepublic
7423              1960  DominicanRepublic
4461              1990  DominicanRepublic
13810             2000  DominicanRepublic
7418              1970  DominicanRepublic
1104              2010  DominicanRepublic
471               2000  DominicanRepublic
16720             2000  DominicanRepublic
7414              2010  DominicanRepublic
7413              1980  DominicanRepublic
1105              1990  DominicanRepublic
1106              2000  DominicanRepublic
1107              2010  DominicanRepublic
2337              2010  DominicanRepublic
7401              1990  DominicanRepublic
13348             2000  DominicanRepublic
14126             2000  DominicanRepublic
7442              1990  DominicanRepublic
454               2000  DominicanRepublic
6004              2000  DominicanRepublic
14064             2000  DominicanRepublic
5807              2000  DominicanRepublic
1086              1980  DominicanRepublic
1626              1990  DominicanRepublic
13479             1980  DominicanRepublic
4273              2000  DominicanRepublic
4272              2010  DominicanRepublic
13465             1990  DominicanRepublic
13464             2010  DominicanRepublic
6095              2000  DominicanRepublic
14326             1990  DominicanRepublic
5780              1980  DominicanRepublic
13391             2010  DominicanRepublic
13390             2000  DominicanRepublic
16717             1990  DominicanRepublic
16719             1980  DominicanRepublic
14056             1990  DominicanRepublic
1102              1990  DominicanRepublic
4268              2010  DominicanRepublic
14059             2000  DominicanRepublic
4267              2010  DominicanRepublic
14062             1980  DominicanRepublic
13816             1970  DominicanRepublic
14063             2000  DominicanRepublic
7444              2010  DominicanRepublic
13462             2010  DominicanRepublic
15942             2010  DominicanRepublic
13137             1990  DominicanRepublic
15313             2010  DominicanRepublic
12365             2010  DominicanRepublic
15305             2000  DominicanRepublic
6718              2000  DominicanRepublic
5361              2010  DominicanRepublic
6717              2000  DominicanRepublic
2754              1990  DominicanRepublic
15298             2010  DominicanRepublic
6715              1990  DominicanRepublic
6714              1990  DominicanRepublic
12383             2010  DominicanRepublic
12393             1970  DominicanRepublic
12789             2000  DominicanRepublic
6699              2010  DominicanRepublic
14795             2000  DominicanRepublic
15266             1980  DominicanRepublic
15265             2010  DominicanRepublic
14797             2000  DominicanRepublic
12788             2010  DominicanRepublic
14799             2010  DominicanRepublic
14815             2000  DominicanRepublic
12416             2010  DominicanRepublic
12419             2000  DominicanRepublic
12423             1990  DominicanRepublic
12424             2000  DominicanRepublic
14832             1960  DominicanRepublic
12426             2010  DominicanRepublic
6721              1990  DominicanRepublic
6722              2000  DominicanRepublic
15315             2010  DominicanRepublic
15316             2010  DominicanRepublic
4985              1970  DominicanRepublic
2499              2000  DominicanRepublic
12990             2000  DominicanRepublic
4999              2010  DominicanRepublic
12989             2000  DominicanRepublic
14648             2000  DominicanRepublic
12988             2010  DominicanRepublic
12279             2010  DominicanRepublic
6392              2000  DominicanRepublic
5406              2010  DominicanRepublic
5007              2000  DominicanRepublic
12905             1990  DominicanRepublic
5399              2010  DominicanRepublic
14834             1980  DominicanRepublic
5019              1990  DominicanRepublic
2557              2000  DominicanRepublic
12864             2010  DominicanRepublic
12848             1990  DominicanRepublic
12352             2000  DominicanRepublic
2510              1990  DominicanRepublic
1212              2000  DominicanRepublic
1213              1980  DominicanRepublic
12362             1980  DominicanRepublic
6724              1960  DominicanRepublic
6723              1990  DominicanRepublic
2751              2010  DominicanRepublic
2752              1990  DominicanRepublic
2753              1970  DominicanRepublic
1202              1970  DominicanRepublic
12732             1990  DominicanRepublic
14840             1980  DominicanRepublic
5096              2010  DominicanRepublic
14907             1990  DominicanRepublic
1277              2000  DominicanRepublic
12570             1990  DominicanRepublic
14908             1990  DominicanRepublic
14909             2000  DominicanRepublic
14910             1980  DominicanRepublic
14916             2000  DominicanRepublic
14920             2000  DominicanRepublic
5185              1980  DominicanRepublic
5186              1990  DominicanRepublic
14926             2000  DominicanRepublic
1242              2000  DominicanRepublic
12585             1960  DominicanRepublic
14904             2000  DominicanRepublic
12586             1960  DominicanRepublic
14941             2000  DominicanRepublic
5198              1980  DominicanRepublic
12587             2000  DominicanRepublic
12693             1990  DominicanRepublic
5253              2010  DominicanRepublic
5250              1980  DominicanRepublic
2534              2000  DominicanRepublic
6552              1970  DominicanRepublic
5247              1990  DominicanRepublic
5243              2000  DominicanRepublic
12692             1990  DominicanRepublic
12690             2000  DominicanRepublic
12685             1990  DominicanRepublic
5193              1990  DominicanRepublic
4984              1980  DominicanRepublic
5168              2000  DominicanRepublic
5166              2010  DominicanRepublic
12427             2000  DominicanRepublic
12428             1980  DominicanRepublic
733               2000  DominicanRepublic
12429             2000  DominicanRepublic
12430             2000  DominicanRepublic
14848             2000  DominicanRepublic
12431             2000  DominicanRepublic
14850             2000  DominicanRepublic
14853             2010  DominicanRepublic
6669              1990  DominicanRepublic
14855             2000  DominicanRepublic
14857             1990  DominicanRepublic
6661              1990  DominicanRepublic
5167              2000  DominicanRepublic
12713             2000  DominicanRepublic
6658              1970  DominicanRepublic
14899             2010  DominicanRepublic
6655              1970  DominicanRepublic
6653              1990  DominicanRepublic
14900             1990  DominicanRepublic
6645              1980  DominicanRepublic
14901             2010  DominicanRepublic
5150              1990  DominicanRepublic
14902             2010  DominicanRepublic
12526             1990  DominicanRepublic
12530             2010  DominicanRepublic
14903             2010  DominicanRepublic
5165              1980  DominicanRepublic
6660              1990  DominicanRepublic
13054             2010  DominicanRepublic
12236             2010  DominicanRepublic
13055             2010  DominicanRepublic
583               2010  DominicanRepublic
13124             2010  DominicanRepublic
13123             2000  DominicanRepublic
14397             1990  DominicanRepublic
11664             2010  DominicanRepublic
14406             1990  DominicanRepublic
14411             2010  DominicanRepublic
13122             2000  DominicanRepublic
14417             1990  DominicanRepublic
2711              2010  DominicanRepublic
11764             2000  DominicanRepublic
6270              1980  DominicanRepublic
2712              2000  DominicanRepublic
581               1970  DominicanRepublic
2713              1970  DominicanRepublic
11775             1990  DominicanRepublic
14419             2000  DominicanRepublic
11779             1980  DominicanRepublic
14422             2000  DominicanRepublic
14425             1980  DominicanRepublic
2715              2000  DominicanRepublic
14430             2000  DominicanRepublic
13094             2000  DominicanRepublic
2855              1990  DominicanRepublic
5554              2010  DominicanRepublic
11812             2000  DominicanRepublic
14449             2000  DominicanRepublic
5552              2000  DominicanRepublic
6275              2010  DominicanRepublic
5551              1980  DominicanRepublic
14393             2000  DominicanRepublic
15912             1980  DominicanRepublic
13136             2000  DominicanRepublic
578               2000  DominicanRepublic
6256              2010  DominicanRepublic
13135             2010  DominicanRepublic
15951             1970  DominicanRepublic
2702              2010  DominicanRepublic
902               1990  DominicanRepublic
11640             1990  DominicanRepublic
15946             1980  DominicanRepublic
2582              1990  DominicanRepublic
13134             2000  DominicanRepublic
901               1970  DominicanRepublic
2703              2000  DominicanRepublic
14388             2010  DominicanRepublic
15945             1990  DominicanRepublic
15943             1970  DominicanRepublic
900               1990  DominicanRepublic
13132             2010  DominicanRepublic
15941             1970  DominicanRepublic
13131             2000  DominicanRepublic
14362             2010  DominicanRepublic
15936             2000  DominicanRepublic
15934             1990  DominicanRepublic
11652             2010  DominicanRepublic
11657             2000  DominicanRepublic
14365             1960  DominicanRepublic
13125             2010  DominicanRepublic
14385             2000  DominicanRepublic
15944             2000  DominicanRepublic
13143             2010  DominicanRepublic
14451             2000  DominicanRepublic
2468              1980  DominicanRepublic
13082             1980  DominicanRepublic
1386              2000  DominicanRepublic
13081             1990  DominicanRepublic
13080             2010  DominicanRepublic
14539             1990  DominicanRepublic
14540             2000  DominicanRepublic
13079             2010  DominicanRepublic
13078             2000  DominicanRepublic
13077             2000  DominicanRepublic
15576             2000  DominicanRepublic
14545             2010  DominicanRepublic
14548             2000  DominicanRepublic
14550             1990  DominicanRepublic
2489              2000  DominicanRepublic
15562             1970  DominicanRepublic
14551             2000  DominicanRepublic
13074             2010  DominicanRepublic
13073             1990  DominicanRepublic
12174             2010  DominicanRepublic
15540             2010  DominicanRepublic
14553             2010  DominicanRepublic
14554             1990  DominicanRepublic
14555             2010  DominicanRepublic
5486              2000  DominicanRepublic
13072             1980  DominicanRepublic
13071             1990  DominicanRepublic
13057             1990  DominicanRepublic
13056             2000  DominicanRepublic
15561             1970  DominicanRepublic
2719              2010  DominicanRepublic
13083             1990  DominicanRepublic
4906              1990  DominicanRepublic
11901             1990  DominicanRepublic
5547              2000  DominicanRepublic
11902             2000  DominicanRepublic
6283              1980  DominicanRepublic
11903             1990  DominicanRepublic
11904             1990  DominicanRepublic
11905             1960  DominicanRepublic
6943              2010  DominicanRepublic
13093             2000  DominicanRepublic
13092             2000  DominicanRepublic
13091             1980  DominicanRepublic
11988             2000  DominicanRepublic
6288              1990  DominicanRepublic
4907              2000  DominicanRepublic
13090             1960  DominicanRepublic
13088             1980  DominicanRepublic
880               2000  DominicanRepublic
2722              2010  DominicanRepublic
2723              2010  DominicanRepublic
14498             1980  DominicanRepublic
14506             2010  DominicanRepublic
13086             1990  DominicanRepublic
2488              1980  DominicanRepublic
14510             1980  DominicanRepublic
4903              1990  DominicanRepublic
6299              1960  DominicanRepublic
4904              2000  DominicanRepublic
4905              1990  DominicanRepublic
14478             1990  DominicanRepublic
12529             2010  DominicanRepublic
13788             2000  DominicanRepublic
11263             2010  DominicanRepublic
17255             1990  DominicanRepublic
4092              2010  DominicanRepublic
4091              2000  DominicanRepublic
3414              1990  DominicanRepublic
2160              2000  DominicanRepublic
18243             1990  DominicanRepublic
17009             1970  DominicanRepublic
9882              1960  DominicanRepublic
9881              2000  DominicanRepublic
3125              2000  DominicanRepublic
17026             1990  DominicanRepublic
136               1980  DominicanRepublic
244               1960  DominicanRepublic
17257             2010  DominicanRepublic
17239             2000  DominicanRepublic
143               2010  DominicanRepublic
9847              2000  DominicanRepublic
10457             2000  DominicanRepublic
149               2010  DominicanRepublic
243               1960  DominicanRepublic
4068              1970  DominicanRepublic
17238             1980  DominicanRepublic
151               1970  DominicanRepublic
152               2010  DominicanRepublic
9345              2010  DominicanRepublic
153               2000  DominicanRepublic
10443             2010  DominicanRepublic
9846              1980  DominicanRepublic
9848              2010  DominicanRepublic
154               2010  DominicanRepublic
3402              2010  DominicanRepublic
17258             1990  DominicanRepublic
17292             2000  DominicanRepublic
4115              2010  DominicanRepublic
4114              1980  DominicanRepublic
3318              2010  DominicanRepublic
375               1990  DominicanRepublic
3321              2010  DominicanRepublic
9999              2010  DominicanRepublic
4110              2000  DominicanRepublic
17274             2000  DominicanRepublic
17480             2000  DominicanRepublic
4109              2010  DominicanRepublic
17273             1980  DominicanRepublic
17268             1990  DominicanRepublic
9928              1970  DominicanRepublic
17266             2000  DominicanRepublic
374               1970  DominicanRepublic
17262             2010  DominicanRepublic
17261             2010  DominicanRepublic
4107              2010  DominicanRepublic
9996              2000  DominicanRepublic
264               2010  DominicanRepublic
9994              1990  DominicanRepublic
9979              2000  DominicanRepublic
17260             2010  DominicanRepublic
1788              2000  DominicanRepublic
17525             1990  DominicanRepublic
1789              2000  DominicanRepublic
4099              1970  DominicanRepublic
17263             1980  DominicanRepublic
17470             1990  DominicanRepublic
17236             2010  DominicanRepublic
9358              2010  DominicanRepublic
9455              2000  DominicanRepublic
229               2010  DominicanRepublic
3705              1970  DominicanRepublic
3701              2010  DominicanRepublic
3700              2000  DominicanRepublic
3699              1990  DominicanRepublic
8259              1990  DominicanRepublic
8256              1980  DominicanRepublic
3697              2000  DominicanRepublic
227               1990  DominicanRepublic
8255              1960  DominicanRepublic
9790              1980  DominicanRepublic
9787              1990  DominicanRepublic
9454              2000  DominicanRepublic
3689              1990  DominicanRepublic
3688              2000  DominicanRepublic
3687              1990  DominicanRepublic
9576              2010  DominicanRepublic
10249             2000  DominicanRepublic
3678              2000  DominicanRepublic
1875              1990  DominicanRepublic
1874              2010  DominicanRepublic
1873              2000  DominicanRepublic
9603              1980  DominicanRepublic
1872              1990  DominicanRepublic
1871              2000  DominicanRepublic
1870              1990  DominicanRepublic
8209              2010  DominicanRepublic
8254              1970  DominicanRepublic
9845              2000  DominicanRepublic
231               2000  DominicanRepublic
178               1990  DominicanRepublic
10441             1960  DominicanRepublic
8321              2000  DominicanRepublic
4059              2010  DominicanRepublic
8319              2000  DominicanRepublic
8317              1960  DominicanRepublic
10440             2010  DominicanRepublic
8316              2010  DominicanRepublic
10579             1980  DominicanRepublic
242               1950  DominicanRepublic
3074              2010  DominicanRepublic
10424             1980  DominicanRepublic
10423             1990  DominicanRepublic
8314              2000  DominicanRepublic
232               2000  DominicanRepublic
235               2010  DominicanRepublic
8313              1970  DominicanRepublic
8312              1990  DominicanRepublic
9398              1970  DominicanRepublic
8308              1960  DominicanRepublic
8307              1990  DominicanRepublic
171               1990  DominicanRepublic
233               1990  DominicanRepublic
3717              2000  DominicanRepublic
17094             2010  DominicanRepublic
10402             1990  DominicanRepublic
10401             2000  DominicanRepublic
4038              2000  DominicanRepublic
17098             2000  DominicanRepublic
234               2010  DominicanRepublic
17469             1980  DominicanRepublic
4093              1990  DominicanRepublic
17468             2010  DominicanRepublic
17403             1990  DominicanRepublic
10558             1990  DominicanRepublic
18577             2010  DominicanRepublic
18576             2010  DominicanRepublic
2957              2010  DominicanRepublic
17296             2000  DominicanRepublic
17404             1990  DominicanRepublic
10540             2000  DominicanRepublic
10539             1990  DominicanRepublic
34                2010  DominicanRepublic
10536             1990  DominicanRepublic
10531             2000  DominicanRepublic
10083             2000  DominicanRepublic
35                2000  DominicanRepublic
36                2000  DominicanRepublic
10527             2010  DominicanRepublic
10526             2000  DominicanRepublic
8586              1960  DominicanRepublic
274               2010  DominicanRepublic
10518             2000  DominicanRepublic
18544             1990  DominicanRepublic
17433             1960  DominicanRepublic
10515             2000  DominicanRepublic
10514             2010  DominicanRepublic
8580              1980  DominicanRepublic
3236              2000  DominicanRepublic
10513             2010  DominicanRepublic
10562             2000  DominicanRepublic
400               2000  DominicanRepublic
10577             1990  DominicanRepublic
10576             1990  DominicanRepublic
10574             1990  DominicanRepublic
5                 2010  DominicanRepublic
10570             1990  DominicanRepublic
17387             1960  DominicanRepublic
2952              2010  DominicanRepublic
17354             1970  DominicanRepublic
17353             2000  DominicanRepublic
10567             2010  DominicanRepublic
17352             2000  DominicanRepublic
17389             2000  DominicanRepublic
10565             1990  DominicanRepublic
17338             2000  DominicanRepublic
10097             2000  DominicanRepublic
17400             2010  DominicanRepublic
17401             1990  DominicanRepublic
3230              2010  DominicanRepublic
17402             2000  DominicanRepublic
10084             2000  DominicanRepublic
3231              2000  DominicanRepublic
4185              2000  DominicanRepublic
4184              2010  DominicanRepublic
4183              2000  DominicanRepublic
401               2010  DominicanRepublic
3232              1990  DominicanRepublic
10512             2010  DominicanRepublic
18575             2010  DominicanRepublic
4137              1970  DominicanRepublic
4138              1990  DominicanRepublic
10511             2010  DominicanRepublic
10510             2010  DominicanRepublic
10508             1990  DominicanRepublic
4133              2010  DominicanRepublic
17442             2010  DominicanRepublic
4134              2010  DominicanRepublic
17437             2000  DominicanRepublic
17459             1950  DominicanRepublic
40                2000  DominicanRepublic
4123              1990  DominicanRepublic
10507             2000  DominicanRepublic
4135              1980  DominicanRepublic
17456             2000  DominicanRepublic
55                2010  DominicanRepublic
4139              2010  DominicanRepublic
17441             2010  DominicanRepublic
10506             2010  DominicanRepublic
4136              2000  DominicanRepublic
1742              1900            England
18495             1870            England
18498             1920            England
6826              1870            England
6911              1910            England
10430             1990            England
7531              1870            England
7686              1890            England
2020              1880            England
12828             1990            England
5330              1890            England
3517              1980            England
13933             2010            England
2961              1870            England
9388              1960            England
3627              1900            England
5211              1900            England
9530              1890            England
12280             1870            England
3141              1870            England
2541              1900            England
10395             1880            England
2127              1880            England
18021             1910            England
15375             1900            England
16269             2000            England
7117              1890            England
15761             1900            England
14473             1960            England
2217              1900            England
15788             1910            England
6846              1880            England
17565             1900            England
11373             1920            Finland
15177             1990            Florida
15126             1920            Florida
11878             2000            Florida
17476             1990            Florida
12484             1990            Florida
12466             1970            Florida
2785              2010            Florida
1297              1960            Florida
15137             2010            Florida
12502             2000            Florida
4827              1980            Florida
2522              2010            Florida
12469             2010            Florida
15171             2010            Florida
12144             2000            Florida
6886              1990            Florida
11868             2000            Florida
11862             2000            Florida
11842             1970            Florida
9747              1970            Florida
9733              1970            Florida
17472             2010            Florida
270               1990            Florida
1267              1980            Florida
10022             1980            Florida
6561              2000            Florida
3655              2010            Florida
8170              2010            Florida
6539              2000            Florida
17787             2010            Florida
8178              1990            Florida
1253              1970            Florida
14993             1920            Florida
12638             1930            Florida
15784             1970            Florida
15075             2010            Florida
1830              1990            Florida
6981              1990            Florida
2822              2010            Florida
15777             2010            Florida
3704              2010            Florida
1282              1920            Florida
747               2000            Florida
12547             2000            Florida
15102             2000            Florida
17736             2000            Florida
268               1980            Florida
3079              2010            Florida
17739             2000            Florida
12583             1960            Florida
12101             2000            Florida
9784              1980            Florida
17750             2000            Florida
5187              1990            Florida
12081             2000            Florida
739               1970            Florida
634               1960            Florida
17693             1990            Florida
3766              1980            Florida
2828              2000            Florida
5055              2010            Florida
9855              2000            Florida
15419             1980            Florida
8052              1990            Florida
17593             1970            Florida
5062              1990            Florida
10067             2010            Florida
5065              1980            Florida
15295             1970            Florida
3842              1990            Florida
275               2010            Florida
6710              1990            Florida
12026             2000            Florida
4995              1990            Florida
2825              2010            Florida
5040              1990            Florida
10073             2000            Florida
8055              1990            Florida
17545             1990            Florida
17555             2010            Florida
12296             1980            Florida
12046             1980            Florida
3780              2010            Florida
6893              1970            Florida
8068              2010            Florida
15394             2000            Florida
15390             1980            Florida
12307             2010            Florida
12040             2010            Florida
12260             1970            Florida
12316             2000            Florida
720               2010            Florida
15756             1960            Florida
11993             1990            Florida
6795              1950            Florida
17481             2000            Florida
11909             2010            Florida
11907             1940            Florida
3714              1950            Florida
15211             2000            Florida
8179              2010            Florida
4852              2010            Florida
2515              2010            Florida
15199             1980            Florida
15736             1980            Florida
4842              2000            Florida
5119              2010            Florida
607               1990            Florida
6968              1980            Florida
12435             2000            Florida
1416              2010            Florida
236               2010            Florida
15217             2010            Florida
15448             1970            Florida
15462             2000            Florida
9977              1920            Florida
3860              2010            Florida
6924              1970            Florida
17439             2010            Florida
618               2000            Florida
2835              1960            Florida
1811              1980            Florida
12216             1980            Florida
9995              2000            Florida
6931              1940            Florida
15241             2000            Florida
4961              1980            Florida
11962             1990            Florida
17515             2000            Florida
17799             2000            Florida
9481              1960            Florida
17809             2010            Florida
14186             2000            Florida
5698              2010            Florida
14180             2000            Florida
18429             2000            Florida
14146             1920            Florida
3323              1980            Florida
66                2010            Florida
8533              1970            Florida
2031              2010            Florida
8535              1980            Florida
6151              2010            Florida
14188             2000            Florida
8954              1960            Florida
2678              2010            Florida
5740              1990            Florida
3158              2010            Florida
14103             1970            Florida
6132              2010            Florida
2676              2010            Florida
18454             1960            Florida
18467             2000            Florida
8567              1990            Florida
14060             1990            Florida
18502             1970            Florida
18441             1990            Florida
8570              2010            Florida
8999              2010            Florida
5676              2010            Florida
3401              1970            Florida
9174              2000            Florida
5606              2010            Florida
3394              1980            Florida
14338             2010            Florida
13139             2000            Florida
1149              1970            Florida
14322             1990            Florida
2001              1990            Florida
8471              2000            Florida
8479              1990            Florida
5683              2000            Florida
2014              1960            Florida
9038              1950            Florida
13176             1990            Florida
6222              1970            Florida
13192             2000            Florida
13197             1990            Florida
8500              2000            Florida
8505              2000            Florida
14264             2010            Florida
14254             1970            Florida
6209              2010            Florida
5675              1980            Florida
18382             1970            Florida
13394             1960            Florida
8865              2000            Florida
14042             2000            Florida
13592             1980            Florida
2070              1960            Florida
8796              2000            Florida
5895              1960            Florida
13624             2000            Florida
5900              1960            Florida
8783              2010            Florida
13819             1990            Florida
5910              2010            Florida
5912              1960            Florida
2081              2000            Florida
13877             2000            Florida
5922              2010            Florida
8704              2000            Florida
13769             1970            Florida
3185              1980            Florida
13753             1990            Florida
1041              1980            Florida
13684             2010            Florida
13737             2000            Florida
13736             2000            Florida
18731             2010            Florida
4                 2000            Florida
13714             2010            Florida
13649             1970            Florida
2628              1990            Florida
1067              1990            Florida
2657              2000            Florida
963               1980            Florida
14027             1950            Florida
13434             1940            Florida
8577              2000            Florida
5790              2010            Florida
5791              2000            Florida
5793              2000            Florida
5795              1910            Florida
18543             1970            Florida
2625              1990            Florida
2668              2010            Florida
13968             2000            Florida
8843              1950            Florida
1082              1980            Florida
3167              2010            Florida
3168              1960            Florida
13515             1920            Florida
5825              2010            Florida
8596              2000            Florida
13946             1980            Florida
13925             2010            Florida
8827              2000            Florida
18593             1980            Florida
13546             1960            Florida
6047              1990            Florida
14357             2000            Florida
17802             2000            Florida
6263              1990            Florida
9187              2000            Florida
1889              1990            Florida
6482              1990            Florida
14831             2010            Florida
3574              1990            Florida
1234              1950            Florida
12771             2000            Florida
14816             2000            Florida
799               2000            Florida
14811             2000            Florida
14803             2010            Florida
8258              2010            Florida
191               2010            Florida
6464              1950            Florida
2549              1960            Florida
12836             1980            Florida
14780             2000            Florida
8266              1990            Florida
14772             2000            Florida
14771             2000            Florida
17979             1950            Florida
6440              1950            Florida
813               1930            Florida
5381              1980            Florida
15797             2010            Florida
803               2010            Florida
14746             2010            Florida
12733             2010            Florida
8243              1990            Florida
1855              2010            Florida
5239              2010            Florida
5244              1990            Florida
17820             2010            Florida
5248              2010            Florida
17821             2000            Florida
775               2010            Florida
14943             1970            Florida
3623              1970            Florida
6514              2010            Florida
784               1980            Florida
1887              1970            Florida
5280              1990            Florida
2202              2000            Florida
5290              1980            Florida
1876              2000            Florida
6506              2000            Florida
14871             1980            Florida
14864             2010            Florida
3600              1980            Florida
199               1910            Florida
8229              1990            Florida
2201              1920            Florida
14852             2000            Florida
5281              2000            Florida
17998             1990            Florida
6424              1990            Florida
6414              1980            Florida
14508             1990            Florida
8353              1960            Florida
14495             2000            Florida
8356              1990            Florida
18177             2010            Florida
1959              2010            Florida
6289              1990            Florida
18229             2000            Florida
8378              1920            Florida
8379              1980            Florida
8382              1960            Florida
148               1940            Florida
9291              1980            Florida
14426             2000            Florida
14418             2010            Florida
8398              1950            Florida
8399              1990            Florida
5570              2010            Florida
6268              2010            Florida
18275             1990            Florida
3140              2000            Florida
9198              2000            Florida
14386             2010            Florida
5591              2000            Florida
6280              2000            Florida
14513             2010            Florida
8349              2000            Florida
150               1970            Florida
9452              2000            Florida
12910             1970            Florida
18012             1990            Florida
14703             2010            Florida
14701             1990            Florida
18023             1990            Florida
12944             2010            Florida
12951             1980            Florida
12958             2000            Florida
12965             1990            Florida
6344              1980            Florida
13015             2010            Florida
2737              1910            Florida
6338              2010            Florida
5466              2000            Florida
13026             2000            Florida
2568              1980            Florida
6331              2010            Florida
6312              1980            Florida
1951              2010            Florida
3500              2000            Florida
18103             1990            Florida
8344              2010            Florida
1954              1980            Florida
8348              1990            Florida
8422              1980            Florida
11820             2010            Florida
4209              2000            Florida
10505             2000            Florida
16936             1990            Florida
16937             2000            Florida
16105             1980            Florida
7830              2010            Florida
2277              1970            Florida
4333              2000            Florida
2291              2000            Florida
7934              1990            Florida
10462             2000            Florida
10898             2010            Florida
7155              1990            Florida
3971              1980            Florida
3922              1990            Florida
2928              2000            Florida
3924              2000            Florida
10897             1980            Florida
17130             2000            Florida
4319              2000            Florida
10188             2010            Florida
4622              1990            Florida
16665             1960            Florida
10903             2000            Florida
11173             1960            Florida
10651             2000            Florida
11372             2000            Florida
2334              1980            Florida
11172             1990            Florida
7748              2010            Florida
4286              1960            Florida
16296             2010            Florida
16703             1920            Florida
16698             1980            Florida
16690             2010            Florida
16930             1980            Florida
380               1990            Florida
7302              1930            Florida
3977              2000            Florida
10683             2010            Florida
16662             1990            Florida
11666             1980            Florida
458               2000            Florida
16510             1980            Florida
7481              2010            Florida
16967             2000            Florida
4805              2010            Florida
7909              1960            Florida
16972             2000            Florida
4088              2010            Florida
16000             1990            Florida
10218             1930            Florida
15978             2010            Florida
11424             2010            Florida
16529             2000            Florida
2295              1930            Florida
10387             2000            Florida
11020             1980            Florida
7495              1990            Florida
11022             1980            Florida
16538             2010            Florida
7529              1980            Florida
17128             2010            Florida
11413             2000            Florida
10202             1960            Florida
17280             2010            Florida
10474             2010            Florida
16599             1970            Florida
11394             2010            Florida
4357              1970            Florida
2926              1980            Florida
4514              2000            Florida
11467             2000            Florida
10370             2010            Florida
4411              2010            Florida
11408             1990            Florida
4716              2010            Florida
10476             2010            Florida
11098             1900            Florida
16588             2010            Florida
10409             1990            Florida
16407             1960            Florida
1642              2000            Florida
11188             1990            Florida
7895              1980            Florida
7403              2000            Florida
7224              1970            Florida
10254             1980            Florida
350               2000            Florida
4577              2000            Florida
4001              2000            Florida
16858             1990            Florida
17164             2010            Florida
7851              2010            Florida
511               2000            Florida
17065             2010            Florida
2324              1990            Florida
4008              1970            Florida
536               2000            Florida
11247             2000            Florida
10563             2010            Florida
1542              2000            Florida
475               2010            Florida
10620             2000            Florida
3959              1980            Florida
1436              1990            Florida
2258              2000            Florida
10310             2010            Florida
16823             1990            Florida
2325              2000            Florida
16818             1920            Florida
10965             1980            Florida
10272             1980            Florida
10569             2010            Florida
16806             2000            Florida
16847             2000            Florida
7871              1990            Florida
11508             1990            Florida
1433              1930            Florida
7135              1990            Florida
3996              1990            Florida
16207             1970            Florida
10592             1990            Florida
11787             2010            Florida
15824             2000            Florida
16241             1910            Florida
16790             1980            Florida
7039              1980            Florida
4244              2000            Florida
11452             2000            Florida
11713             1960            Florida
4764              2000            Florida
421               2010            Florida
7213              1980            Florida
10350             1990            Florida
15857             2000            Florida
15856             2000            Florida
15861             2000            Florida
10551             2010            Florida
4070              2010            Florida
3903              1980            Florida
4265              2010            Florida
10448             2010            Florida
7794              1990            Florida
7694              1940            Florida
1458              1990            Florida
10937             2000            Florida
7431              2010            Florida
16898             1950            Florida
11724             2010            Florida
7766              1980            Florida
2320              2000            Florida
10243             1980            Florida
7050              1980            Florida
352               2000            Florida
16872             1980            Florida
10940             1980            Florida
16742             2010            Florida
7055              2010            Florida
4612              2000            Florida
10451             1950             France
1459              1970             France
18367             1890             France
6380              1900             France
9235              1910             France
9552              1980             France
5735              1910             France
8273              1980             France
14657             1900            Georgia
18020             1990            Georgia
175               1910            Georgia
1937              2010            Georgia
6348              2010            Georgia
4475              1910            Georgia
11010             2000            Georgia
12954             2000            Georgia
845               2000            Georgia
3110              2000            Georgia
7385              2000            Georgia
10992             1890            Georgia
17088             1950            Georgia
4480              2000            Georgia
830               1920            Georgia
12928             1920            Georgia
10416             1970            Georgia
5437              1980            Georgia
9417              1970            Georgia
14656             1940            Georgia
11044             1950            Georgia
9436              1990            Georgia
17883             2010            Georgia
16292             1920            Georgia
4550              1990            Georgia
14894             1990            Georgia
8221              2000            Georgia
4553              2000            Georgia
4554              2000            Georgia
12706             1920            Georgia
17147             1920            Georgia
10338             2000            Georgia
1535              2000            Georgia
2207              2010            Georgia
17911             2000            Georgia
504               1930            Georgia
12701             1950            Georgia
5261              1910            Georgia
14937             1980            Georgia
6518              1990            Georgia
6521              1990            Georgia
5246              2000            Georgia
4004              1930            Georgia
207               2000            Georgia
5232              2010            Georgia
17793             1940            Georgia
9720              1930            Georgia
16218             1950            Georgia
5264              1910            Georgia
5410              2000            Georgia
11164             1930            Georgia
14825             2000            Georgia
18006             1930            Georgia
819               1990            Georgia
11041             2010            Georgia
2384              1910            Georgia
8287              1980            Georgia
2552              1920            Georgia
2551              1920            Georgia
17105             1950            Georgia
811               1920            Georgia
2386              1980            Georgia
9489              1950            Georgia
12844             1930            Georgia
7312              1960            Georgia
17977             1870            Georgia
9512              1910            Georgia
4029              1940            Georgia
17958             2010            Georgia
2294              1960            Georgia
7331              1900            Georgia
16346             2010            Georgia
16342             1930            Georgia
12787             1920            Georgia
12781             2000            Georgia
17072             1980            Georgia
5339              1980            Georgia
6474              1950            Georgia
17974             1930            Georgia
2299              1890            Georgia
7479              2000            Georgia
1708              1980            Georgia
13969             2000            Georgia
16706             2010            Georgia
1678              2000            Georgia
10538             2010            Georgia
13948             1910            Georgia
16908             2000            Georgia
6078              1980            Georgia
16901             1910            Georgia
8598              1980            Georgia
13526             2000            Georgia
8834              1940            Georgia
4177              1970            Georgia
2067              1960            Georgia
3241              2000            Georgia
10543             1960            Georgia
990               2010            Georgia
5801              2010            Georgia
6106              1940            Georgia
13359             1960            Georgia
7574              1990            Georgia
6135              1910            Georgia
7575              1930            Georgia
10732             1910            Georgia
8549              1990            Georgia
13993             1980            Georgia
16945             1940            Georgia
16653             2000            Georgia
14054             2010            Georgia
18526             1920            Georgia
10699             1930            Georgia
965               1980            Georgia
14015             1990            Georgia
10730             1910            Georgia
2660              1970            Georgia
13910             2000            Georgia
13903             2010            Georgia
19                2000            Georgia
2082              2010            Georgia
3204              1970            Georgia
8736              1910            Georgia
2100              2000            Georgia
4193              1910            Georgia
21                2000            Georgia
8707              2000            Georgia
5988              1930            Georgia
1020              1920            Georgia
13657             1990            Georgia
1023              2010            Georgia
13699             1930            Georgia
16814             1990            Georgia
12                1990            Georgia
13829             1980            Georgia
2073              1980            Georgia
1008              2010            Georgia
6046              1920            Georgia
13547             1990            Georgia
13549             1980            Georgia
16751             1920            Georgia
2327              1920            Georgia
13884             1990            Georgia
2630              1910            Georgia
7691              1910            Georgia
13862             1960            Georgia
2652              1930            Georgia
13852             2010            Georgia
13851             2000            Georgia
13841             1960            Georgia
18630             2010            Georgia
1007              2000            Georgia
7565              1900            Georgia
16439             1950            Georgia
14132             1960            Georgia
2030              2000            Georgia
16496             1990            Georgia
14456             1980            Georgia
14453             2010            Georgia
5549              2000            Georgia
8395              1990            Georgia
3138              1960            Georgia
3121              1910            Georgia
16519             2010            Georgia
12606             2010            Georgia
5577              2010            Georgia
1633              1910            Georgia
2371              1930            Georgia
1989              1980            Georgia
14375             1990            Georgia
18251             1940            Georgia
2369              2010            Georgia
2572              1940            Georgia
10900             1940            Georgia
13050             1930            Georgia
14590             2000            Georgia
9387              1920            Georgia
17064             1930            Georgia
3509              2010            Georgia
1944              2010            Georgia
18169             1920            Georgia
5492              1920            Georgia
3116              1900            Georgia
10450             2000            Georgia
18129             1960            Georgia
872               1910            Georgia
8351              1950            Georgia
5521              2000            Georgia
10945             1900            Georgia
2152              1960            Georgia
18290             1940            Georgia
10846             1910            Georgia
10791             2000            Georgia
8510              2000            Georgia
5685              1920            Georgia
75                1910            Georgia
6192              1960            Georgia
14199             1980            Georgia
13211             2000            Georgia
18408             2010            Georgia
8521              1960            Georgia
14173             1930            Georgia
13315             1950            Georgia
13317             1980            Georgia
10764             1930            Georgia
2125              2000            Georgia
13261             1980            Georgia
18401             1990            Georgia
13200             1910            Georgia
7740              1920            Georgia
5602              2010            Georgia
2311              2010            Georgia
14349             1940            Georgia
18312             1910            Georgia
18314             1910            Georgia
18320             1910            Georgia
3381              1910            Georgia
14316             1940            Georgia
3379              1980            Georgia
16970             2010            Georgia
9082              1970            Georgia
1639              1970            Georgia
5649              1930            Georgia
10809             2000            Georgia
13195             1980            Georgia
7737              1950            Georgia
7233              2000            Georgia
8109              1990            Georgia
11526             1970            Georgia
7952              1990            Georgia
12508             1960            Georgia
10148             1940            Georgia
584               1910            Georgia
6875              1990            Georgia
16046             1940            Georgia
4839              2000            Georgia
17451             2000            Georgia
245               1990            Georgia
3760              1950            Georgia
6866              1990            Georgia
8081              1990            Georgia
15841             2010            Georgia
15840             1990            Georgia
2862              1950            Georgia
704               1910            Georgia
12360             1950            Georgia
5023              1970            Georgia
16018             1970            Georgia
7127              1910            Georgia
4735              1910            Georgia
15919             1970            Georgia
15680             1970            Georgia
1389              1900            Georgia
15374             1990            Georgia
15587             1950            Georgia
17571             1980            Georgia
5039              2000            Georgia
4739              1920            Georgia
1318              1950            Georgia
8074              1970            Georgia
5036              2000            Georgia
11891             2000            Georgia
15844             2010            Georgia
15637             1920            Georgia
2419              1990            Georgia
7200              1920            Georgia
11701             1920            Georgia
5112              2010            Georgia
7187              1930            Georgia
2878              2000            Georgia
7186              1990            Georgia
3856              1980            Georgia
3970              1980            Georgia
4772              1990            Georgia
7900              1940            Georgia
3721              2010            Georgia
3041              1940            Georgia
2879              2000            Georgia
3722              1940            Georgia
4649              2010            Georgia
4758              1930            Georgia
7031              1890            Georgia
5081              1950            Georgia
6878              2000            Georgia
6879              1980            Georgia
7064              2000            Georgia
4652              1950            Georgia
3742              2010            Georgia
300               1940            Georgia
15853             1920            Georgia
11910             1990            Georgia
17658             1980            Georgia
8111              1990            Georgia
15654             1920            Georgia
15710             1980            Georgia
16073             1890            Georgia
3022              1950            Georgia
551               1940            Georgia
11885             1930            Georgia
3031              1920            Georgia
17729             2000            Georgia
7219              2010            Georgia
16184             2000            Georgia
527               2010            Georgia
3673              1920            Georgia
6820              2010            Georgia
15988             2000            Georgia
1479              2000            Georgia
17537             2000            Georgia
17759             2000            Georgia
6575              1950            Georgia
11583             2010            Georgia
3947              1940            Georgia
6814              1950            Georgia
17490             1880            Georgia
17375             1950            Georgia
2243              2000            Georgia
7099              1950            Georgia
1430              1960            Georgia
15488             1930            Georgia
15974             1890            Georgia
15459             2000            Georgia
3791              1990            Georgia
15799             1950            Georgia
7097              1970            Georgia
2438              2000            Georgia
7004              1980            Georgia
11588             1930            Georgia
9938              1990            Georgia
17760             1910            Georgia
6798              2010            Georgia
535               2010            Georgia
17539             1970            Georgia
1769              1990            Georgia
17563             1930            Georgia
2801              1960            Georgia
12141             1910            Georgia
1796              1970            Georgia
7215              1940            Georgia
15827             1910            Georgia
2503              2000            Georgia
8027              2010            Georgia
11533             1990            Georgia
2466              1970            Georgia
8137              1970            Georgia
6597              1980            Georgia
2805              1930            Georgia
1795              1960            Georgia
4938              1930            Georgia
3932              2000            Georgia
7209              1950            Georgia
12276             1990            Georgia
571               2000            Georgia
255               2010            Germany
17110             1910            Germany
18619             1890            Germany
15213             1970            Germany
16332             1880            Germany
4076              1900            Germany
9122              1900            Germany
11415             1900            Germany
15055             1930            Germany
14275             1890            Germany
17882             1920            Germany
9259              1910            Germany
9278              1880            Germany
8857              2000            Germany
7485              1870            Germany
16293             2000            Germany
15544             1880            Germany
8863              2010            Germany
2112              1890            Germany
18700             1910            Germany
5744              1900            Germany
14158             1910            Germany
997               1940            Germany
10714             2010            Germany
4834              1890            Germany
8691              1890            Germany
15343             1880            Germany
11628             1910            Germany
15073             1920            Germany
6025              1880            Germany
8159              2000            Germany
2428              1940             Greece
7142              2000               Guam
18161             1910             Hawaii
14930             2000             Hawaii
14929             2000             Hawaii
10655             1970             Hawaii
4253              1980             Hawaii
18155             2000             Hawaii
14919             2000             Hawaii
17432             2000             Hawaii
5160              2000             Hawaii
8628              2000             Hawaii
18078             1970             Hawaii
7959              1980             Hawaii
10603             1990             Hawaii
16768             2010             Hawaii
385               2010             Hawaii
10124             2000             Hawaii
5297              1980             Hawaii
7138              2010             Hawaii
17435             2000             Hawaii
18554             2000             Hawaii
18553             2010             Hawaii
10095             1960             Hawaii
13970             1920             Hawaii
11360             1980             Hawaii
16505             2000             Hawaii
13979             1980             Hawaii
9297              1970             Hawaii
12448             1930             Hawaii
9143              2000             Hawaii
18400             2010             Hawaii
17772             2000             Hawaii
2501              1970             Hawaii
111               1990             Hawaii
3348              1990             Hawaii
14792             1970             Hawaii
3877              1980             Hawaii
5197              1980             Hawaii
7839              1970             Hawaii
9280              1970             Hawaii
14282             1930             Hawaii
4198              1980             Hawaii
18617             1980           Honduras
15134             1980              Idaho
5888              1960              Idaho
8226              1950              Idaho
14323             1910              Idaho
12710             2010              Idaho
8168              1950              Idaho
16026             1900              Idaho
6764              2010              Idaho
7855              1960              Idaho
10054             1930              Idaho
4360              1900              Idaho
4015              1980              Idaho
15091             1990              Idaho
4951              1920              Idaho
10598             1950              Idaho
5241              2010              Idaho
11863             2000              Idaho
14500             1980              Idaho
6754              1950              Idaho
6329              1910              Idaho
9536              1980              Idaho
8925              1950              Idaho
14808             1940              Idaho
10644             2000              Idaho
13905             1960              Idaho
4851              1970              Idaho
9493              1990              Idaho
9537              1950              Idaho
9823              2000              Idaho
7914              2010              Idaho
13265             1900           Illinois
2321              1990           Illinois
8976              1910           Illinois
8699              1910           Illinois
7546              1890           Illinois
8977              1900           Illinois
6827              1910           Illinois
8804              1910           Illinois
2358              1880           Illinois
13267             1910           Illinois
6825              1960           Illinois
8985              2010           Illinois
6940              1930           Illinois
2063              1990           Illinois
12185             1900           Illinois
8698              1910           Illinois
7670              1900           Illinois
1133              1990           Illinois
11795             1920           Illinois
1746              1930           Illinois
1424              1870           Illinois
13531             1990           Illinois
2357              1910           Illinois
1114              1880           Illinois
13323             2000           Illinois
6975              1980           Illinois
10494             1950           Illinois
8660              1890           Illinois
10769             2010           Illinois
7078              1910           Illinois
8730              1900           Illinois
7555              1900           Illinois
7996              2000           Illinois
7552              1960           Illinois
6831              1910           Illinois
6941              1890           Illinois
10125             1970           Illinois
6174              1910           Illinois
8662              1900           Illinois
8965              1990           Illinois
13527             1940           Illinois
8663              1920           Illinois
13277             1910           Illinois
13642             1980           Illinois
8664              1930           Illinois
5993              1980           Illinois
13272             1940           Illinois
6179              1960           Illinois
8986              1980           Illinois
13661             2000           Illinois
11751             1890           Illinois
12138             1920           Illinois
10795             1910           Illinois
7533              1910           Illinois
8820              1920           Illinois
7532              1920           Illinois
11601             1960           Illinois
11946             2000           Illinois
11810             1900           Illinois
10196             1970           Illinois
11594             1970           Illinois
9019              1950           Illinois
2592              2000           Illinois
2253              1960           Illinois
13700             1960           Illinois
2362              1900           Illinois
13179             1950           Illinois
8610              1930           Illinois
5970              1880           Illinois
8498              2000           Illinois
1685              1930           Illinois
5967              1880           Illinois
8496              1880           Illinois
8819              1870           Illinois
7682              1880           Illinois
7042              1930           Illinois
8697              1920           Illinois
13201             1980           Illinois
6213              2010           Illinois
8608              1940           Illinois
12192             1950           Illinois
13534             1930           Illinois
13669             2010           Illinois
6818              1880           Illinois
13671             2000           Illinois
6193              1930           Illinois
2359              1910           Illinois
6196              1910           Illinois
6197              1930           Illinois
11807             1900           Illinois
7995              1980           Illinois
13243             2000           Illinois
13232             1910           Illinois
13220             1960           Illinois
7972              1950           Illinois
10102             1900           Illinois
12205             1920           Illinois
11610             1890           Illinois
7538              1930           Illinois
13683             1980           Illinois
1144              2010           Illinois
1040              1880           Illinois
7993              1990           Illinois
8679              2000           Illinois
11990             1990           Illinois
7968              1900           Illinois
8844              1960           Illinois
8575              1930           Illinois
1084              2010           Illinois
10151             1980           Illinois
11900             1910           Illinois
10140             1880           Illinois
6110              1990           Illinois
10606             1930           Illinois
13415             1970           Illinois
13405             1910           Illinois
10060             1930           Illinois
6115              1900           Illinois
13428             1970           Illinois
13395             1880           Illinois
12078             1920           Illinois
10647             1990           Illinois
7592              1890           Illinois
6012              1900           Illinois
10712             1960           Illinois
10646             1960           Illinois
7982              1900           Illinois
13587             1910           Illinois
7946              2010           Illinois
10155             1920           Illinois
8784              2010           Illinois
7948              1880           Illinois
6862              1910           Illinois
6013              2000           Illinois
12070             1970           Illinois
9020              1960           Illinois
1440              1920           Illinois
8615              1930           Illinois
6019              2000           Illinois
8850              1880           Illinois
13477             1930           Illinois
13616             1980           Illinois
10142             1910           Illinois
7991              2000           Illinois
10143             1970           Illinois
7622              1950           Illinois
13618             2000           Illinois
13472             1940           Illinois
1441              1930           Illinois
10118             1950           Illinois
10087             1910           Illinois
7067              1930           Illinois
6884              2000           Illinois
10669             2000           Illinois
2058              1970           Illinois
1674              1990           Illinois
13448             1940           Illinois
10679             1920           Illinois
13431             1950           Illinois
1695              1930           Illinois
6945              1910           Illinois
12098             1880           Illinois
10728             1890           Illinois
2123              1880           Illinois
12114             1990           Illinois
13552             1890           Illinois
1657              1890           Illinois
2124              2000           Illinois
1372              1950           Illinois
6145              1980           Illinois
10078             1960           Illinois
1456              1930           Illinois
10745             1940           Illinois
10499             1980           Illinois
8635              1900           Illinois
13346             1940           Illinois
13338             1890           Illinois
13337             1880           Illinois
1688              1910           Illinois
11650             1950           Illinois
13633             1920           Illinois
2260              1940           Illinois
8738              1980           Illinois
11937             1940           Illinois
7077              1910           Illinois
8835              1930           Illinois
1656              1910           Illinois
11928             1880           Illinois
13582             1910           Illinois
2079              1920           Illinois
1682              1970           Illinois
7660              1920           Illinois
8626              1910           Illinois
2049              1980           Illinois
8893              1910           Illinois
13508             1950           Illinois
8898              1910           Illinois
10171             2000           Illinois
12033             1940           Illinois
8905              1980           Illinois
7733              1890           Illinois
10117             1890           Illinois
12111             1990           Illinois
6126              1910           Illinois
2613              1910           Illinois
13377             1950           Illinois
6001              1920           Illinois
10030             1960           Illinois
12029             1910           Illinois
7663              1970           Illinois
6052              1900           Illinois
10624             1940           Illinois
6950              2000           Illinois
8631              1910           Illinois
10026             1930           Illinois
8627              1910           Illinois
7526              1900           Illinois
1632              2000           Illinois
10814             1910           Illinois
6473              1950           Illinois
2279              1910           Illinois
11376             1950           Illinois
7324              1910           Illinois
7326              1880           Illinois
12464             1880           Illinois
10356             1940           Illinois
9818              1950           Illinois
11121             1920           Illinois
11120             1910           Illinois
9820              1920           Illinois
1892              1900           Illinois
1226              1960           Illinois
2418              2000           Illinois
11393             1940           Illinois
2394              1910           Illinois
7320              1900           Illinois
12476             1880           Illinois
11143             1920           Illinois
12725             1940           Illinois
11165             1890           Illinois
8246              1960           Illinois
9808              1950           Illinois
6637              1990           Illinois
2397              1890           Illinois
12740             1960           Illinois
12833             1980           Illinois
11152             1910           Illinois
12741             1950           Illinois
1891              1910           Illinois
11147             1930           Illinois
7309              1970           Illinois
12751             1980           Illinois
12761             1970           Illinois
6641              1990           Illinois
6640              1930           Illinois
12455             1880           Illinois
11101             1930           Illinois
12454             1970           Illinois
11032             1910           Illinois
6407              1910           Illinois
9440              1910           Illinois
12913             1990           Illinois
7377              1990           Illinois
1196              1900           Illinois
1195              1970           Illinois
1587              1910           Illinois
12420             1940           Illinois
1819              1910           Illinois
6691              1910           Illinois
6393              1930           Illinois
9830              1930           Illinois
12404             1910           Illinois
6696              1970           Illinois
9424              1910           Illinois
6397              1990           Illinois
7204              1880           Illinois
7369              1910           Illinois
12889             1930           Illinois
2226              1950           Illinois
9525              1990           Illinois
8113              1980           Illinois
11411             1890           Illinois
1300              1940           Illinois
1301              1940           Illinois
1510              1950           Illinois
12890             1960           Illinois
6439              1980           Illinois
12852             1940           Illinois
7360              1930           Illinois
12859             1990           Illinois
11421             1950           Illinois
6429              2000           Illinois
12881             1970           Illinois
6417              1900           Illinois
11083             1960           Illinois
8241              1910           Illinois
6623              1940           Illinois
8231              1970           Illinois
8144              1950           Illinois
9685              1910           Illinois
9682              1930           Illinois
6526              2000           Illinois
8185              1910           Illinois
1733              1990           Illinois
9672              1950           Illinois
1725              1910           Illinois
9656              1910           Illinois
12579             1950           Illinois
5966              1950           Illinois
10323             1990           Illinois
9650              1990           Illinois
8136              1990           Illinois
12563             1900           Illinois
8197              1910           Illinois
6582              1930           Illinois
11248             1920           Illinois
12667             1890           Illinois
9768              1950           Illinois
7227              1920           Illinois
8152              1910           Illinois
12613             2000           Illinois
12616             1890           Illinois
7878              1910           Illinois
7225              1990           Illinois
6557              1890           Illinois
1849              1880           Illinois
9727              1990           Illinois
9725              1910           Illinois
7872              1900           Illinois
1259              1940           Illinois
12655             1900           Illinois
11306             1990           Illinois
7866              2000           Illinois
10285             1990           Illinois
7235              1910           Illinois
10997             1890           Illinois
9642              1900           Illinois
8200              1940           Illinois
11223             1910           Illinois
11365             1970           Illinois
11222             1940           Illinois
12523             1910           Illinois
12516             2010           Illinois
9594              1990           Illinois
11210             1940           Illinois
12525             1910           Illinois
12712             1960           Illinois
12511             1950           Illinois
12721             1930           Illinois
11184             1920           Illinois
1880              1950           Illinois
7890              1950           Illinois
2545              1910           Illinois
12503             1880           Illinois
11370             1990           Illinois
10247             2000           Illinois
6609              1870           Illinois
11229             1880           Illinois
10324             1900           Illinois
11357             1930           Illinois
9639              1970           Illinois
2544              1940           Illinois
6605              1900           Illinois
11364             1940           Illinois
8205              1900           Illinois
11228             1910           Illinois
10335             1930           Illinois
1867              1990           Illinois
1869              1890           Illinois
8212              1920           Illinois
9798              1960           Illinois
8126              1890           Illinois
10351             1970           Illinois
9804              1980           Illinois
6513              1990           Illinois
1813              1910           Illinois
1187              1990           Illinois
1810              1980           Illinois
7754              1900           Illinois
7923              1990           Illinois
1794              1990           Illinois
9245              2010           Illinois
1744              1910           Illinois
9237              1880           Illinois
2238              1960           Illinois
9251              1980           Illinois
2268              1990           Illinois
1976              1990           Illinois
9227              1970           Illinois
9221              1930           Illinois
2158              1910           Illinois
12262             1930           Illinois
11561             2000           Illinois
7107              1920           Illinois
1338              1910           Illinois
1340              1910           Illinois
9252              1910           Illinois
9253              1890           Illinois
7762              1960           Illinois
10207             1940           Illinois
8368              1910           Illinois
6756              1940           Illinois
1963              1880           Illinois
9308              1990           Illinois
9306              1910           Illinois
10894             1920           Illinois
1966              1990           Illinois
9301              1940           Illinois
2505              1970           Illinois
1704              1970           Illinois
1484              2010           Illinois
7472              1950           Illinois
8388              1890           Illinois
13097             1920           Illinois
10205             1940           Illinois
8361              1940           Illinois
7749              1940           Illinois
9184              1890           Illinois
12233             1940           Illinois
10826             1930           Illinois
8451              2010           Illinois
9973              1940           Illinois
11591             1920           Illinois
9133              1940           Illinois
9129              1910           Illinois
7741              1900           Illinois
9128              1910           Illinois
9094              2000           Illinois
2589              1980           Illinois
12223             1910           Illinois
9087              2000           Illinois
1357              1920           Illinois
2013              1900           Illinois
9057              1940           Illinois
9109              1990           Illinois
13130             1980           Illinois
9135              1990           Illinois
9138              1940           Illinois
6789              1940           Illinois
2437              1930           Illinois
7497              1880           Illinois
12239             1910           Illinois
9182              1990           Illinois
2148              1880           Illinois
10844             1870           Illinois
9137              1960           Illinois
6792              1910           Illinois
7503              1980           Illinois
9162              1960           Illinois
9154              2010           Illinois
9145              1910           Illinois
10483             1890           Illinois
9953              1880           Illinois
7506              1880           Illinois
8435              1920           Illinois
1641              1990           Illinois
9334              2010           Illinois
12305             1890           Illinois
12987             1910           Illinois
8305              1950           Illinois
1493              1950           Illinois
10417             1900           Illinois
12991             1990           Illinois
13002             1940           Illinois
2564              1940           Illinois
6362              2000           Illinois
1743              1910           Illinois
2231              1910           Illinois
9854              1900           Illinois
9866              1990           Illinois
9867              1980           Illinois
13022             1910           Illinois
10976             1930           Illinois
7788              1880           Illinois
6346              1990           Illinois
7780              1950           Illinois
11497             1900           Illinois
7148              1910           Illinois
8300              1960           Illinois
7157              1950           Illinois
6701              1930           Illinois
6703              1880           Illinois
12961             1900           Illinois
1183              1970           Illinois
11475             1920           Illinois
6364              2010           Illinois
1177              1930           Illinois
12970             1920           Illinois
9406              1950           Illinois
1313              1940           Illinois
12977             1960           Illinois
1314              1920           Illinois
12981             1910           Illinois
12982             2010           Illinois
1494              1930           Illinois
2374              1930           Illinois
13031             2000           Illinois
1610              1920           Illinois
9346              1930           Illinois
7771              1890           Illinois
1319              1880           Illinois
1617              1930           Illinois
8071              1930           Illinois
6744              1900           Illinois
10935             1890           Illinois
6733              1930           Illinois
6746              1970           Illinois
10921             1900           Illinois
1622              1980           Illinois
1623              2010           Illinois
1956              1910           Illinois
11529             1940           Illinois
7459              1930           Illinois
10459             1950           Illinois
6748              1940           Illinois
1171              1900           Illinois
2170              1920           Illinois
10947             1940           Illinois
8080              1950           Illinois
13037             1910           Illinois
13046             1900           Illinois
10966             1910           Illinois
11507             1930           Illinois
10963             2010           Illinois
9386              1970           Illinois
8341              1960           Illinois
10961             1890           Illinois
8073              1940           Illinois
9374              1940           Illinois
1802              1930           Illinois
9366              1930           Illinois
10956             1900           Illinois
8336              1910           Illinois
10208             2000           Illinois
8324              1890           Illinois
10112             1980           Illinois
18737             2010           Illinois
16521             1920           Illinois
15580             1930           Illinois
14675             1920           Illinois
14667             1990           Illinois
15584             2000           Illinois
4354              1920           Illinois
14664             1960           Illinois
15607             1940           Illinois
5438              1870           Illinois
5441              2010           Illinois
2740              1930           Illinois
17778             1990           Illinois
4366              1930           Illinois
17792             1910           Illinois
3640              2010           Illinois
15629             1980           Illinois
16580             1920           Illinois
14639             1990           Illinois
3621              1890           Illinois
451               1940           Illinois
16559             1900           Illinois
17832             1940           Illinois
14633             1980           Illinois
17831             1920           Illinois
15560             1930           Illinois
842               1920           Illinois
16570             1880           Illinois
15642             1900           Illinois
17827             1970           Illinois
15640             1950           Illinois
15635             1880           Illinois
15633             1970           Illinois
3626              1930           Illinois
5421              1890           Illinois
5420              1880           Illinois
16614             1910           Illinois
17685             1880           Illinois
16657             1950           Illinois
17665             1900           Illinois
17650             1980           Illinois
17638             1890           Illinois
15512             1990           Illinois
4952              1970           Illinois
15508             2000           Illinois
16674             1920           Illinois
14739             1900           Illinois
16681             1950           Illinois
17581             1980           Illinois
17576             1910           Illinois
14755             1930           Illinois
17620             1970           Illinois
17838             2010           Illinois
4325              1890           Illinois
17697             1910           Illinois
14698             2000           Illinois
4944              1950           Illinois
16615             1950           Illinois
5414              1990           Illinois
4337              2010           Illinois
3681              1910           Illinois
5400              1920           Illinois
17738             1970           Illinois
2931              1960           Illinois
17720             1960           Illinois
4948              1990           Illinois
4950              1940           Illinois
16644             1920           Illinois
14721             1960           Illinois
4946              1930           Illinois
5378              1910           Illinois
17839             1930           Illinois
14613             1980           Illinois
4413              1890           Illinois
4881              1980           Illinois
15663             1960           Illinois
4419              1890           Illinois
5540              1960           Illinois
17982             1910           Illinois
14466             1970           Illinois
4428              1940           Illinois
14446             1920           Illinois
16489             2010           Illinois
2831              1910           Illinois
16488             1880           Illinois
15671             1940           Illinois
2832              1980           Illinois
5565              1940           Illinois
16475             1930           Illinois
17999             1900           Illinois
2700              1940           Illinois
14337             1970           Illinois
18053             1910           Illinois
15694             1930           Illinois
3525              1970           Illinois
5605              1980           Illinois
456               1960           Illinois
16470             1890           Illinois
14372             1940           Illinois
5585              2000           Illinois
16472             1970           Illinois
5576              2000           Illinois
5574              1890           Illinois
5569              1940           Illinois
172               1880           Illinois
183               1970           Illinois
14499             1990           Illinois
16520             1920           Illinois
17898             2010           Illinois
861               1890           Illinois
16541             1900           Illinois
17877             1990           Illinois
850               1940           Illinois
17876             2000           Illinois
17902             1970           Illinois
200               1870           Illinois
17856             1940           Illinois
14604             1940           Illinois
14605             1910           Illinois
17845             1910           Illinois
14609             1900           Illinois
14610             1900           Illinois
4386              1900           Illinois
15643             1950           Illinois
17903             2000           Illinois
14559             1890           Illinois
16526             1880           Illinois
17942             1950           Illinois
14518             1950           Illinois
3573              1970           Illinois
14532             1890           Illinois
14535             1980           Illinois
17918             1900           Illinois
4400              1880           Illinois
4890              2010           Illinois
14543             2000           Illinois
5497              1910           Illinois
4399              1940           Illinois
5491              1960           Illinois
4392              1930           Illinois
5501              1990           Illinois
5376              1980           Illinois
15428             1990           Illinois
4988              1950           Illinois
15078             2000           Illinois
15077             1930           Illinois
15190             1930           Illinois
15072             2010           Illinois
17055             1880           Illinois
3015              1990           Illinois
15212             1880           Illinois
15058             1910           Illinois
734               1950           Illinois
17301             1900           Illinois
5100              1950           Illinois
17304             1920           Illinois
15236             1940           Illinois
5088              1900           Illinois
17006             1910           Illinois
16997             1910           Illinois
15256             1880           Illinois
17319             1890           Illinois
17311             1910           Illinois
15013             1910           Illinois
2967              1920           Illinois
15014             1930           Illinois
15019             1930           Illinois
17218             1960           Illinois
15021             1930           Illinois
15271             1980           Illinois
15023             1970           Illinois
2968              1970           Illinois
4102              1920           Illinois
15257             1990           Illinois
3913              1990           Illinois
16943             1910           Illinois
15085             1890           Illinois
5113              1970           Illinois
17217             1940           Illinois
15110             1880           Illinois
15111             1940           Illinois
15113             1950           Illinois
15114             1980           Illinois
5135              1990           Illinois
5136              1990           Illinois
17183             1910           Illinois
17103             1930           Illinois
15148             1920           Illinois
15127             1990           Illinois
17169             1890           Illinois
15145             1980           Illinois
17166             1950           Illinois
17112             1890           Illinois
15157             1930           Illinois
16935             1960           Illinois
347               1880           Illinois
4042              1910           Illinois
17216             1990           Illinois
3972              1980           Illinois
17066             1990           Illinois
17209             1950           Illinois
3981              1960           Illinois
17200             1930           Illinois
740               1980           Illinois
17196             1960           Illinois
326               2000           Illinois
4050              1880           Illinois
17078             1910           Illinois
15101             1940           Illinois
5172              1960           Illinois
5125              1910           Illinois
4054              1990           Illinois
15011             1910           Illinois
15009             1950           Illinois
16932             2010           Illinois
2948              2010           Illinois
3058              1910           Illinois
5013              1930           Illinois
14826             1990           Illinois
17497             1980           Illinois
3809              1920           Illinois
15409             1920           Illinois
5324              1910           Illinois
14836             1890           Illinois
2798              1990           Illinois
17477             1920           Illinois
4216              1990           Illinois
16826             1960           Illinois
16829             1910           Illinois
16795             2000           Illinois
16839             1990           Illinois
5348              1910           Illinois
17522             1960           Illinois
5375              1900           Illinois
256               1900           Illinois
3779              1940           Illinois
4292              1930           Illinois
14763             1980           Illinois
17558             1920           Illinois
5349              1940           Illinois
14785             1890           Illinois
17543             1940           Illinois
4993              1900           Illinois
15414             1920           Illinois
3789              1910           Illinois
3792              1920           Illinois
15412             1910           Illinois
17556             1980           Illinois
4448              1920           Illinois
2954              1930           Illinois
5033              1930           Illinois
3893              1910           Illinois
3894              1940           Illinois
14960             1960           Illinois
5240              1970           Illinois
4156              1900           Illinois
3896              1990           Illinois
16897             1890           Illinois
17336             1950           Illinois
14978             2010           Illinois
4145              1910           Illinois
14986             1890           Illinois
15000             1900           Illinois
765               1920           Illinois
17329             1990           Illinois
381               2010           Illinois
15376             1900           Illinois
15311             1960           Illinois
14927             1880           Illinois
16861             1930           Illinois
3819              1990           Illinois
17473             1920           Illinois
16880             1930           Illinois
15371             1900           Illinois
3844              1890           Illinois
696               1970           Illinois
3850              1910           Illinois
15349             1910           Illinois
5044              1990           Illinois
5283              2000           Illinois
15335             2000           Illinois
15330             1880           Illinois
5268              1950           Illinois
17405             1940           Illinois
18059             1930           Illinois
17148             1950           Illinois
14319             1940           Illinois
18391             2000           Illinois
18405             1980           Illinois
14006             1870           Illinois
73                1900           Illinois
4742              1880           Illinois
3335              1910           Illinois
16267             1910           Illinois
72                1890           Illinois
13987             1900           Illinois
16265             1870           Illinois
13983             1910           Illinois
13981             1960           Illinois
16252             1980           Illinois
3313              1930           Illinois
15898             2000           Illinois
3312              1920           Illinois
13971             1910           Illinois
4575              1980           Illinois
18439             1950           Illinois
16242             1910           Illinois
2891              1950           Illinois
18465             1900           Illinois
3292              1920           Illinois
4585              1940           Illinois
16223             2010           Illinois
2667              1900           Illinois
13944             1980           Illinois
18525             1960           Illinois
18534             1980           Illinois
15965             1870           Illinois
13974             1920           Illinois
4562              1910           Illinois
16273             1920           Illinois
502               1920           Illinois
14112             1920           Illinois
16305             1930           Illinois
3364              1990           Illinois
495               1880           Illinois
14092             2000           Illinois
15850             1910           Illinois
3361              1910           Illinois
596               1990           Illinois
4544              1920           Illinois
5751              1930           Illinois
18372             1990           Illinois
18383             1910           Illinois
4767              1970           Illinois
499               1920           Illinois
5763              1880           Illinois
14051             1970           Illinois
14050             1970           Illinois
16277             1960           Illinois
14012             1890           Illinois
18389             1920           Illinois
14014             1990           Illinois
3347              1890           Illinois
14024             1910           Illinois
18536             1940           Illinois
3350              1900           Illinois
18385             1940           Illinois
16278             1950           Illinois
4759              2000           Illinois
591               1910           Illinois
16286             1930           Illinois
14048             1960           Illinois
18062             1980           Illinois
15845             2010           Illinois
16175             1970           Illinois
4705              1910           Illinois
3212              1990           Illinois
13821             2000           Illinois
16088             1960           Illinois
16082             1920           Illinois
18676             2000           Illinois
18680             1970           Illinois
16072             1880           Illinois
5921              1880           Illinois
4670              1990           Illinois
16055             1910           Illinois
13774             2000           Illinois
18687             1910           Illinois
18688             1970           Illinois
18693             1950           Illinois
16089             1970           Illinois
3193              1880           Illinois
18696             1890           Illinois
1022              1930           Illinois
18698             1940           Illinois
18699             1890           Illinois
13748             1960           Illinois
16056             1960           Illinois
13745             1910           Illinois
13743             1880           Illinois
13735             2000           Illinois
16065             1960           Illinois
16064             1900           Illinois
18718             1960           Illinois
18723             2000           Illinois
4658              1990           Illinois
16066             1990           Illinois
5901              1940           Illinois
5899              1980           Illinois
16090             1980           Illinois
4701              1880           Illinois
3275              1930           Illinois
4700              1970           Illinois
13896             1900           Illinois
4607              1880           Illinois
16155             1960           Illinois
18548             1920           Illinois
13887             1900           Illinois
16134             1910           Illinois
16123             1900           Illinois
573               1910           Illinois
18555             1920           Illinois
3250              1880           Illinois
5868              1900           Illinois
18580             1900           Illinois
13878             1950           Illinois
4627              2000           Illinois
4638              1920           Illinois
3216              1920           Illinois
1005              1900           Illinois
1002              1990           Illinois
18643             1970           Illinois
16020             1960           Illinois
988               1920           Illinois
25                1940           Illinois
16014             1990           Illinois
13855             1910           Illinois
18614             1990           Illinois
16013             1960           Illinois
18583             1990           Illinois
4690              1940           Illinois
16092             1980           Illinois
16314             1950           Illinois
14030             1930           Illinois
14145             1910           Illinois
18298             1950           Illinois
14279             1890           Illinois
16429             1930           Illinois
18301             1950           Illinois
4470              1900           Illinois
3482              2000           Illinois
16371             1930           Illinois
610               1910           Illinois
16436             1880           Illinois
14154             1920           Illinois
15792             1970           Illinois
5712              2000           Illinois
15804             1960           Illinois
18107             1950           Illinois
15807             1910           Illinois
18318             2010           Illinois
18098             1980           Illinois
480               1900           Illinois
94                1980           Illinois
4511              1900           Illinois
16444             1900           Illinois
16364             1920           Illinois
16438             1900           Illinois
18294             1920           Illinois
3468              1990           Illinois
105               1990           Illinois
18237             1990           Illinois
3136              2000           Illinois
4825              1920           Illinois
16411             1950           Illinois
18222             1900           Illinois
16412             1880           Illinois
16414             1960           Illinois
3421              1910           Illinois
15766             1950           Illinois
18274             1890           Illinois
15833             1900           Illinois
15771             1910           Illinois
14222             1960           Illinois
927               1970           Illinois
2903              1910           Illinois
14195             1930           Illinois
4820              1920           Illinois
14228             1990           Illinois
2688              1970           Illinois
5662              1900           Illinois
14278             2010           Illinois
18191             1910           Illinois
940               1900           Illinois
488               1940           Illinois
16445             1910           Illinois
18235             1990           Illinois
15819             1920           Illinois
920               2010           Illinois
5644              1940           Illinois
3504              1940           Illinois
16448             1940           Illinois
4456              1980           Illinois
18348             1930           Illinois
2906              1960           Illinois
5728              1980           Illinois
16447             1930           Illinois
16316             1970           Illinois
5637              2010           Illinois
15829             1890           Illinois
14303             1950           Illinois
4788              1940           Illinois
14309             1950           Illinois
14310             1990           Illinois
4533              1990           Illinois
3513              1930           Illinois
15823             1990           Illinois
16323             1910           Illinois
914               1940           Illinois
18341             1940           Illinois
5727              1950           Illinois
14135             1910           Illinois
13713             1870           Illinois
4796              2010           Illinois
10918             1960            Indiana
4452              1980            Indiana
11941             1950            Indiana
550               1880            Indiana
10866             1960            Indiana
15152             1980            Indiana
15185             1910            Indiana
16528             1880            Indiana
4661              1990            Indiana
11897             1930            Indiana
2316              1900            Indiana
4620              1970            Indiana
11423             1970            Indiana
1417              1960            Indiana
17106             1930            Indiana
15676             1990            Indiana
16933             1960            Indiana
1290              1930            Indiana
6942              1940            Indiana
4490              1900            Indiana
6634              2010            Indiana
16395             1940            Indiana
15759             1870            Indiana
4460              1990            Indiana
6974              1960            Indiana
4609              1910            Indiana
15742             1900            Indiana
5114              1990            Indiana
4647              1980            Indiana
11485             1900            Indiana
17056             1910            Indiana
4849              1910            Indiana
11346             2010            Indiana
17092             1940            Indiana
355               1940            Indiana
15201             1910            Indiana
11921             1910            Indiana
11444             1910            Indiana
11437             1970            Indiana
6914              1920            Indiana
7767              2010            Indiana
11404             1950            Indiana
11480             1920            Indiana
15216             1970            Indiana
10397             1920            Indiana
4865              1910            Indiana
7193              2010            Indiana
6948              1940            Indiana
5116              1990            Indiana
11498             1910            Indiana
16022             1970            Indiana
15169             1960            Indiana
1296              1900            Indiana
16049             1920            Indiana
16467             1900            Indiana
11380             1910            Indiana
7460              1910            Indiana
10369             2010            Indiana
11762             1910            Indiana
16220             1890            Indiana
15293             1980            Indiana
10696             1890            Indiana
12083             1960            Indiana
1360              1940            Indiana
4304              1960            Indiana
10681             1980            Indiana
11219             1890            Indiana
16680             1940            Indiana
7612              1950            Indiana
15435             1990            Indiana
644               1890            Indiana
7541              1930            Indiana
15432             1940            Indiana
15423             1990            Indiana
10797             1960            Indiana
16354             1940            Indiana
15818             1910            Indiana
7332              1920            Indiana
1677              1910            Indiana
7337              1910            Indiana
7632              1930            Indiana
681               1890            Indiana
12088             2000            Indiana
12209             1880            Indiana
10705             1990            Indiana
10746             1930            Indiana
4778              1910            Indiana
1560              2000            Indiana
4776              1960            Indiana
11766             1900            Indiana
10740             1970            Indiana
7573              1990            Indiana
4349              1910            Indiana
4934              1980            Indiana
7315              1940            Indiana
15581             1900            Indiana
15583             1920            Indiana
16295             2010            Indiana
2819              1930            Indiana
16655             1920            Indiana
16656             1910            Indiana
12197             1910            Indiana
11699             1910            Indiana
443               1900            Indiana
4958              1940            Indiana
15597             1900            Indiana
16272             1970            Indiana
15286             1970            Indiana
7638              1940            Indiana
1536              1910            Indiana
10836             1880            Indiana
2440              1970            Indiana
12342             1900            Indiana
7381              1930            Indiana
5041              1890            Indiana
16886             1970            Indiana
6980              1920            Indiana
15351             1920            Indiana
2406              1910            Indiana
16874             1880            Indiana
16210             2000            Indiana
10848             1980            Indiana
12042             1910            Indiana
6977              1910            Indiana
15649             1890            Indiana
16909             1980            Indiana
15980             1920            Indiana
1476              1990            Indiana
4826              2010            Indiana
1635              1890            Indiana
11338             1970            Indiana
7086              1910            Indiana
11854             1920            Indiana
7254              2000            Indiana
12264             1940            Indiana
16749             1980            Indiana
4246              1890            Indiana
12271             1970            Indiana
12277             1900            Indiana
2806              1960            Indiana
15923             1910            Indiana
479               2010            Indiana
12294             1910            Indiana
7264              1880            Indiana
5015              1900            Indiana
16755             1940            Indiana
7657              1940            Indiana
16774             2000            Indiana
16783             1920            Indiana
7513              1960            Indiana
10832             1900            Indiana
6992              1950            Indiana
4727              1980            Indiana
16385             2000            Indiana
1467              1910            Indiana
12263             1910            Indiana
16334             2010            Indiana
1752              1940            Indiana
3094              2000            Indiana
5619              1900            Indiana
18049             1900            Indiana
18038             1940            Indiana
2704              1970            Indiana
18003             1900            Indiana
13103             1990            Indiana
13101             1910            Indiana
162               1910            Indiana
9467              1910            Indiana
14441             1980            Indiana
1156              1910            Indiana
3552              1910            Indiana
5539              1930            Indiana
3558              1900            Indiana
5534              2000            Indiana
14483             1990            Indiana
9476              1950            Indiana
17967             2000            Indiana
5641              1950            Indiana
5643              1890            Indiana
3447              1940            Indiana
3448              1880            Indiana
13224             1980            Indiana
6203              1890            Indiana
3449              1910            Indiana
1965              1910            Indiana
8366              1910            Indiana
9371              1930            Indiana
13206             1970            Indiana
135               1910            Indiana
5656              1970            Indiana
18125             1910            Indiana
14280             1970            Indiana
3493              1990            Indiana
1948              1890            Indiana
922               1910            Indiana
8363              1990            Indiana
3426              1910            Indiana
17955             1870            Indiana
3575              1910            Indiana
14699             1880            Indiana
9796              2000            Indiana
9799              2010            Indiana
17701             1920            Indiana
14718             1880            Indiana
12907             1980            Indiana
8119              1910            Indiana
17753             1910            Indiana
821               1980            Indiana
2556              1900            Indiana
8112              1890            Indiana
12883             2010            Indiana
6425              2000            Indiana
3755              1890            Indiana
17612             1940            Indiana
17607             1910            Indiana
2227              1970            Indiana
17954             1910            Indiana
9774              1900            Indiana
5427              1950            Indiana
9547              1960            Indiana
2726              1900            Indiana
17938             1920            Indiana
17933             1920            Indiana
1721              1980            Indiana
8225              1960            Indiana
3602              1890            Indiana
3669              1950            Indiana
202               1990            Indiana
9638              1910            Indiana
17817             1990            Indiana
9702              1960            Indiana
3661              1920            Indiana
8162              1880            Indiana
1181              1910            Indiana
9752              1990            Indiana
14617             1910            Indiana
3139              1970            Indiana
9205              1950            Indiana
6189              1910            Indiana
6051              2010            Indiana
2114              2010            Indiana
13930             2010            Indiana
6058              1930            Indiana
18524             1920            Indiana
8869              1880            Indiana
13516             1900            Indiana
3166              1910            Indiana
18481             1910            Indiana
8911              2010            Indiana
58                1900            Indiana
8955              1980            Indiana
18435             1910            Indiana
2129              2000            Indiana
8982              1980            Indiana
14004             1880            Indiana
13951             1960            Indiana
14010             2000            Indiana
2061              2000            Indiana
18618             1900            Indiana
13747             1910            Indiana
2639              1940            Indiana
1046              1930            Indiana
5929              1970            Indiana
3200              1910            Indiana
13643             1910            Indiana
18683             1910            Indiana
13885             1980            Indiana
13636             1900            Indiana
13631             1910            Indiana
8633              1930            Indiana
3213              1900            Indiana
13830             1880            Indiana
1006              1910            Indiana
8623              1900            Indiana
13849             1900            Indiana
8767              1960            Indiana
9013              1980            Indiana
6101              1920            Indiana
13437             1980            Indiana
5729              1980            Indiana
2605              2000            Indiana
1116              1990            Indiana
18335             1950            Indiana
14138             1940            Indiana
1117              1980            Indiana
8449              1960            Indiana
8462              1980            Indiana
8447              1980            Indiana
9152              1940            Indiana
13276             2010            Indiana
1992              1990            Indiana
6183              1890            Indiana
8417              1910            Indiana
8414              2010            Indiana
9202              1910            Indiana
13304             2000            Indiana
14127             1960            Indiana
14124             2000            Indiana
14121             1900            Indiana
13435             2010            Indiana
9024              1920            Indiana
14037             2000            Indiana
14038             1970            Indiana
6121              1900            Indiana
14075             1880            Indiana
8492              1980            Indiana
6127              1940            Indiana
9071              1890            Indiana
13378             1950            Indiana
13372             2000            Indiana
14117             1910            Indiana
9088              1900            Indiana
9089              1900            Indiana
947               2010            Indiana
18366             1920            Indiana
2005              1900            Indiana
3769              1990            Indiana
14762             1990            Indiana
7162              1990            Indiana
17213             1970            Indiana
7990              1910            Indiana
6613              1950            Indiana
12800             1970            Indiana
5154              1930            Indiana
17334             1880            Indiana
5315              1950            Indiana
5346              1920            Indiana
17508             2000            Indiana
10145             2010            Indiana
12786             1960            Indiana
1260              1900            Indiana
15040             1890            Indiana
3919              1900            Indiana
17212             1970            Indiana
5320              1900            Indiana
10033             1910            Indiana
760               2000            Indiana
16063             1890            Indiana
12635             1900            Indiana
305               1950            Indiana
10032             1900            Indiana
15028             1910            Indiana
794               2010            Indiana
17501             1900            Indiana
5302              1890            Indiana
9915              1990            Indiana
1216              1900            Indiana
2283              2010            Indiana
15103             1960            Indiana
17331             1990            Indiana
1281              2000            Indiana
8036              2000            Indiana
759               1950            Indiana
14821             2000            Indiana
15007             2000            Indiana
809               2010            Indiana
6624              1990            Indiana
12654             1920            Indiana
3905              1910            Indiana
2286              1940            Indiana
3816              1990            Indiana
1284              1930            Indiana
6455              1890            Indiana
3873              1910            Indiana
2526              1910            Indiana
2264              1900            Indiana
5183              1900            Indiana
10152             1990            Indiana
7862              1890            Indiana
17374             1880            Indiana
5265              1970            Indiana
10260             1900            Indiana
3874              1910            Indiana
10627             2000          Indonesia
9090              1960               Iowa
7758              1920               Iowa
7308              1960               Iowa
3363              1900               Iowa
4072              2000               Iowa
14104             1980               Iowa
11153             1960               Iowa
4538              1990               Iowa
17038             1900               Iowa
15203             1920               Iowa
11182             1870               Iowa
4766              1970               Iowa
4780              1980               Iowa
2262              1990               Iowa
11104             1950               Iowa
9106              1920               Iowa
383               1870               Iowa
16918             1960               Iowa
9896              1960               Iowa
10121             1950               Iowa
9242              2000               Iowa
15765             1930               Iowa
10131             1920               Iowa
12386             1900               Iowa
4814              2010               Iowa
4498              1900               Iowa
18279             1920               Iowa
11042             1920               Iowa
16382             1920               Iowa
11054             1920               Iowa
17306             1910               Iowa
10497             1940               Iowa
2598              1880               Iowa
4803              1900               Iowa
15026             2010               Iowa
16983             1910               Iowa
1998              1930               Iowa
11803             1900               Iowa
4087              2000               Iowa
9119              2010               Iowa
15249             2000               Iowa
6155              1900               Iowa
7752              1890               Iowa
15245             1940               Iowa
4792              1920               Iowa
15237             2000               Iowa
11185             1930               Iowa
3063              2000               Iowa
13402             1930               Iowa
4636              1970               Iowa
3227              1950               Iowa
1057              2000               Iowa
2282              1990               Iowa
16100             1960               Iowa
4689              1880               Iowa
6028              1910               Iowa
13874             1910               Iowa
2997              1890               Iowa
2062              1900               Iowa
2111              1900               Iowa
16119             1900               Iowa
7111              1910               Iowa
18550             1920               Iowa
11362             1900               Iowa
1486              1910               Iowa
17100             1930               Iowa
18659             1920               Iowa
10374             1940               Iowa
18727             1930               Iowa
8677              1900               Iowa
8716              1880               Iowa
11481             1920               Iowa
13761             1900               Iowa
11486             1940               Iowa
340               1930               Iowa
560               1950               Iowa
11436             1900               Iowa
1287              1970               Iowa
7140              1940               Iowa
5148              1950               Iowa
5916              1900               Iowa
10301             2000               Iowa
11416             1920               Iowa
8776              1880               Iowa
3165              1900               Iowa
8584              1960               Iowa
13894             2010               Iowa
16254             1920               Iowa
12561             1950               Iowa
4052              1960               Iowa
13998             1910               Iowa
10434             1910               Iowa
7269              1990               Iowa
3151              1990               Iowa
15096             1910               Iowa
10222             2000               Iowa
588               1960               Iowa
4555              1990               Iowa
7056              1940               Iowa
13403             1920               Iowa
7281              2010               Iowa
16281             1900               Iowa
11254             1900               Iowa
18436             1960               Iowa
1464              1980               Iowa
8960              1930               Iowa
8856              1910               Iowa
8859              1960               Iowa
5157              1940               Iowa
2998              1910               Iowa
11599             1900               Iowa
11340             1940               Iowa
2055              1940               Iowa
10209             1970               Iowa
5169              1930               Iowa
12458             2000               Iowa
10271             1980               Iowa
15956             1910               Iowa
15179             1980               Iowa
11279             1960               Iowa
8941              1970               Iowa
10421             1950               Iowa
13525             1990               Iowa
5238              1900               Iowa
16923             1930               Iowa
17740             1970               Iowa
16766             2000               Iowa
9586              1960               Iowa
17887             1990               Iowa
14829             1990               Iowa
14817             1930               Iowa
16776             1970               Iowa
15653             1910               Iowa
1371              1990               Iowa
4935              1930               Iowa
6902              1930               Iowa
6487              1960               Iowa
15659             1910               Iowa
9532              1930               Iowa
5319              1920               Iowa
10892             1900               Iowa
9772              1990               Iowa
16612             1980               Iowa
7647              1880               Iowa
14806             1900               Iowa
16853             1900               Iowa
9503              1980               Iowa
10005             1910               Iowa
9731              1920               Iowa
17499             2010               Iowa
9797              1900               Iowa
7656              1890               Iowa
8208              1920               Iowa
5440              1970               Iowa
637               1950               Iowa
7543              1960               Iowa
16752             1900               Iowa
12298             1980               Iowa
17765             1960               Iowa
3642              1880               Iowa
17763             2010               Iowa
4351              1950               Iowa
14645             1950               Iowa
6377              1910               Iowa
15630             1950               Iowa
12995             1920               Iowa
780               1970               Iowa
627               1980               Iowa
17824             1930               Iowa
5454              1990               Iowa
17830             1940               Iowa
17835             1900               Iowa
7651              1960               Iowa
10773             1960               Iowa
5462              1930               Iowa
16546             2000               Iowa
17860             1900               Iowa
10009             1910               Iowa
6863              1960               Iowa
12851             1970               Iowa
7598              1950               Iowa
10075             1920               Iowa
18163             1880               Iowa
3113              1890               Iowa
12338             1930               Iowa
1341              1940               Iowa
6805              1910               Iowa
10680             1930               Iowa
18048             1980               Iowa
10106             1970               Iowa
15314             1910               Iowa
10959             1890               Iowa
6437              1920               Iowa
1945              1900               Iowa
692               1910               Iowa
13171             1990               Iowa
5054              1910               Iowa
5650              1890               Iowa
6784              1990               Iowa
3495              1900               Iowa
14754             1880               Iowa
17530             1990               Iowa
5061              1910               Iowa
15546             1910               Iowa
17517             1910               Iowa
12714             1900               Iowa
6442              1980               Iowa
11971             1930               Iowa
17990             1920               Iowa
12211             2000               Iowa
6929              2000               Iowa
9456              2000               Iowa
7586              1990               Iowa
16471             1880               Iowa
3537              1910               Iowa
17643             1900               Iowa
3072              1910               Iowa
1315              2000               Iowa
4843              1990               Iowa
9956              1920               Iowa
4190              2010               Iowa
10357             1870            Ireland
6829              1870            Ireland
1520              1870            Ireland
12497             1910            Ireland
3759              1870            Ireland
16733             1880            Ireland
4037              1880            Ireland
17636             1910            Ireland
14736             1880            Ireland
5425              1890            Ireland
7593              1880            Ireland
12190             1900            Ireland
7807              1880            Ireland
3199              1880            Ireland
12299             1880            Ireland
12501             1900            Ireland
5433              1870            Ireland
11087             1880            Ireland
10895             1890            Ireland
3053              1940            Ireland
4503              1880            Ireland
3858              1890            Ireland
16458             1880            Ireland
12628             1900            Ireland
409               1900            Ireland
11043             1900            Ireland
16460             1880            Ireland
10014             1880            Ireland
11122             1870            Ireland
4433              1890            Ireland
12632             1900            Ireland
11949             1880            Ireland
11947             1880            Ireland
4506              1880            Ireland
3813              1880            Ireland
10065             1890            Ireland
5230              1880            Ireland
4500              1890            Ireland
5111              1880            Ireland
11029             1870            Ireland
9679              1870            Ireland
16426             1870            Ireland
10212             1880            Ireland
1524              1930              Italy
1229              1950              Italy
1265              1940              Italy
13475             1930              Italy
416               1940              Italy
13360             1940              Italy
9767              2010              Italy
10623             2000            Jamaica
3945              1980            Jamaica
14533             1980            Jamaica
17986             1980            Jamaica
3887              2010              Japan
9296              2000              Japan
8096              2000              Japan
8701              2000              Japan
8702              2010              Japan
8090              2010              Japan
10663             2000              Japan
8091              2000              Japan
8323              2000              Japan
16704             2000              Japan
10665             2000              Japan
10664             2000              Japan
391               2010              Japan
7846              2000              Japan
10902             1990              Japan
10933             2000              Japan
16591             2000              Japan
16590             2010              Japan
16587             2000              Japan
16592             2000              Japan
8900              1990              Japan
16585             2000              Japan
17192             2000              Japan
17502             2010              Japan
10252             2010              Japan
1647              1990              Japan
18539             2000              Japan
9144              2000              Japan
18540             2000              Japan
16603             2010              Japan
16506             1990              Japan
16504             2000              Japan
8139              2000              Japan
8138              2010              Japan
8134              2000              Japan
16633             2010              Japan
2892              1990              Japan
18587             1990              Japan
9112              2000              Japan
8118              1990              Japan
16602             2010              Japan
9309              2000              Japan
8688              1990              Japan
14298             1990              Japan
5681              2000              Japan
14791             2000              Japan
12743             2000              Japan
12378             2000              Japan
12377             1990              Japan
5682              2000              Japan
12349             2010              Japan
12135             2000              Japan
5680              2010              Japan
12136             2000              Japan
12543             1990              Japan
13839             2000              Japan
12553             2000              Japan
7112              1990              Japan
12002             1960              Japan
15473             2000              Japan
5176              1970              Japan
14936             2000              Japan
12004             2010              Japan
2252              1920             Kansas
14740             1920             Kansas
1805              1910             Kansas
10988             1900             Kansas
6435              1920             Kansas
9894              1960             Kansas
14769             1960             Kansas
3034              1990             Kansas
2908              1980             Kansas
11938             1930             Kansas
793               1920             Kansas
15725             1930             Kansas
6956              1910             Kansas
10949             1930             Kansas
790               1910             Kansas
14877             1910             Kansas
3845              1990             Kansas
10952             1890             Kansas
7432              2000             Kansas
4855              1920             Kansas
14878             1910             Kansas
7987              2000             Kansas
1754              1900             Kansas
10103             1920             Kansas
11466             1960             Kansas
16396             1910             Kansas
9800              1960             Kansas
17858             1910             Kansas
17873             1940             Kansas
17875             1940             Kansas
1878              1910             Kansas
4513              1900             Kansas
7342              1950             Kansas
864               1940             Kansas
5493              1960             Kansas
7330              1950             Kansas
17941             1910             Kansas
16344             1900             Kansas
1159              1990             Kansas
17960             1910             Kansas
14492             2000             Kansas
3102              1970             Kansas
1581              1960             Kansas
10999             1990             Kansas
11829             1910             Kansas
5452              1990             Kansas
14705             1960             Kansas
3886              1930             Kansas
17746             2010             Kansas
16393             1950             Kansas
16671             1900             Kansas
12953             1900             Kansas
1837              1920             Kansas
1838              1950             Kansas
3663              2010             Kansas
17770             1920             Kansas
17776             1900             Kansas
210               1910             Kansas
209               1970             Kansas
16384             1990             Kansas
17813             1980             Kansas
11053             1930             Kansas
3904              1980             Kansas
17243             1900             Kansas
17313             1930             Kansas
1321              1910             Kansas
7693              1920             Kansas
2820              1910             Kansas
10778             1910             Kansas
4171              1940             Kansas
4170              1960             Kansas
16845             1970             Kansas
6711              1930             Kansas
6870              1950             Kansas
16940             1900             Kansas
715               1940             Kansas
12396             2010             Kansas
4371              1940             Kansas
4373              1990             Kansas
16921             1920             Kansas
12059             2010             Kansas
4208              1910             Kansas
16822             1950             Kansas
4311              2000             Kansas
10701             1920             Kansas
6799              1910             Kansas
2336              1970             Kansas
16697             1990             Kansas
15542             1900             Kansas
4343              2010             Kansas
16702             1910             Kansas
6769              1900             Kansas
4336              2000             Kansas
4228              2000             Kansas
16810             1920             Kansas
10747             1960             Kansas
12322             1940             Kansas
1662              1930             Kansas
6540              1990             Kansas
10492             1940             Kansas
15262             1990             Kansas
7840              1940             Kansas
5144              1910             Kansas
15136             1970             Kansas
12522             1950             Kansas
6593              1970             Kansas
6592              1950             Kansas
7482              1940             Kansas
15098             1950             Kansas
319               1940             Kansas
11131             1910             Kansas
3011              1970             Kansas
3013              1890             Kansas
2265              1920             Kansas
12652             1960             Kansas
6574              1900             Kansas
16561             1910             Kansas
6627              1940             Kansas
7811              1970             Kansas
16555             1940             Kansas
10479             1910             Kansas
17021             1960             Kansas
4073              1990             Kansas
2367              1940             Kansas
2302              1920             Kansas
10373             1910             Kansas
5117              2000             Kansas
5118              1990             Kansas
1711              1940             Kansas
17077             2010             Kansas
1298              1910             Kansas
15650             1970             Kansas
1714              1920             Kansas
7784              2000             Kansas
11133             1920             Kansas
14696             1920             Kansas
515               1930             Kansas
14087             1980             Kansas
9469              2000             Kansas
14099             1900             Kansas
13358             1920             Kansas
11309             1920             Kansas
13340             1930             Kansas
4586              2000             Kansas
14128             2000             Kansas
14137             1990             Kansas
9131              2000             Kansas
8445              1900             Kansas
99                1940             Kansas
2442              1930             Kansas
3359              1890             Kansas
18306             1930             Kansas
13275             1930             Kansas
5707              1920             Kansas
18284             1910             Kansas
15930             1920             Kansas
8397              1940             Kansas
7267              1930             Kansas
3434              1970             Kansas
9257              1980             Kansas
3435              2000             Kansas
18240             1950             Kansas
2861              1910             Kansas
13227             1910             Kansas
130               1910             Kansas
18302             1920             Kansas
8489              1910             Kansas
13384             1930             Kansas
14031             1960             Kansas
1034              1940             Kansas
13732             1920             Kansas
4663              1970             Kansas
5944              1890             Kansas
18694             2000             Kansas
8659              1960             Kansas
8653              1970             Kansas
13825             1940             Kansas
13832             1970             Kansas
16075             2010             Kansas
18649             1910             Kansas
8793              1910             Kansas
13886             1900             Kansas
4677              1900             Kansas
992               1900             Kansas
7198              2010             Kansas
2050              1990             Kansas
8888              1960             Kansas
8916              1910             Kansas
11562             1910             Kansas
1480              1920             Kansas
8544              1910             Kansas
15992             1950             Kansas
8929              1910             Kansas
6086              1980             Kansas
8983              1880             Kansas
8989              1950             Kansas
13420             1970             Kansas
11332             2000             Kansas
18208             1920             Kansas
3124              1990             Kansas
10695             1940             Kansas
13110             1950             Kansas
1952              1910             Kansas
4786              1960             Kansas
14306             1960             Kansas
11186             1970             Kansas
18089             1910             Kansas
4539              1990             Kansas
4546              1910             Kansas
11199             1990             Kansas
7314              1910             Kansas
5622              2000             Kansas
14314             2000             Kansas
9376              1910             Kansas
9399              1900           Kentucky
8906              2010           Kentucky
17936             1880           Kentucky
16985             1970           Kentucky
17937             1880           Kentucky
17914             1930           Kentucky
8245              1990           Kentucky
17743             1960           Kentucky
15268             2000           Kentucky
13938             1890           Kentucky
16942             1990           Kentucky
3532              1890           Kentucky
2317              1890           Kentucky
13532             1930           Kentucky
2057              1930           Kentucky
7724              1920           Kentucky
1075              1950           Kentucky
1077              1920           Kentucky
4090              2010           Kentucky
2120              1980           Kentucky
15244             1890           Kentucky
12459             1970           Kentucky
5127              1900           Kentucky
17889             1890           Kentucky
13473             1990           Kentucky
8526              2010           Kentucky
15184             1900           Kentucky
17071             1890           Kentucky
13960             1910           Kentucky
13956             1940           Kentucky
14339             1970           Kentucky
3309              1880           Kentucky
10436             1930           Kentucky
2305              2010           Kentucky
2199              1880           Kentucky
2979              1880           Kentucky
10454             2010           Kentucky
6680              1970           Kentucky
17032             1960           Kentucky
5098              1940           Kentucky
1886              2010           Kentucky
10461             2010           Kentucky
5504              1970           Kentucky
7755              1900           Kentucky
8919              1980           Kentucky
3277              1950           Kentucky
13907             1880           Kentucky
16887             1900           Kentucky
3208              1880           Kentucky
12313             1910           Kentucky
2326              1990           Kentucky
16770             1950           Kentucky
8768              2000           Kentucky
16769             1910           Kentucky
16748             1880           Kentucky
15420             1980           Kentucky
1345              1910           Kentucky
5927              1880           Kentucky
16792             1990           Kentucky
8735              1890           Kentucky
8268              1930           Kentucky
1348              1940           Kentucky
17980             2000           Kentucky
6794              1870           Kentucky
1349              1910           Kentucky
8711              2000           Kentucky
16677             2000           Kentucky
8283              1870           Kentucky
668               1880           Kentucky
5562              1890           Kentucky
7623              1910           Kentucky
13535             1920           Kentucky
16793             1990           Kentucky
13118             1890           Kentucky
13908             1880           Kentucky
15173             1880           Kentucky
18546             1910           Kentucky
8839              1880           Kentucky
14530             1960           Kentucky
12340             1890           Kentucky
7697              1910           Kentucky
6736              1950           Kentucky
13569             1930           Kentucky
16865             1990           Kentucky
17956             1920           Kentucky
6742              1890           Kentucky
3244              1920           Kentucky
13868             2000           Kentucky
4196              1930           Kentucky
2069              1970           Kentucky
15377             1910           Kentucky
8299              1920           Kentucky
688               1920           Kentucky
9430              1890           Kentucky
18657             1890           Kentucky
1151              1920           Kentucky
14529             1980           Kentucky
15167             1910           Kentucky
6631              1920           Kentucky
14584             1920           Kentucky
5435              1970           Kentucky
18092             2000           Kentucky
12723             2000           Kentucky
6501              1920           Kentucky
17789             1910           Kentucky
8407              1960           Kentucky
9185              1930           Kentucky
6504              1980           Kentucky
10071             1900           Kentucky
17794             2000           Kentucky
8000              1890           Kentucky
13266             1880           Kentucky
17795             2010           Kentucky
10080             2010           Kentucky
12708             1970           Kentucky
17396             2010           Kentucky
14157             1890           Kentucky
6510              1990           Kentucky
3086              1880           Kentucky
6512              2000           Kentucky
2171              2000           Kentucky
8028              1930           Kentucky
18244             1910           Kentucky
2759              1940           Kentucky
6478              2000           Kentucky
1962              1930           Kentucky
6391              1920           Kentucky
3685              1910           Kentucky
222               1910           Kentucky
13218             1990           Kentucky
8365              1920           Kentucky
6409              1960           Kentucky
5671              1960           Kentucky
12892             1910           Kentucky
12885             2010           Kentucky
14295             1960           Kentucky
2230              1940           Kentucky
1968              1910           Kentucky
9870              1950           Kentucky
9284              1950           Kentucky
18126             1870           Kentucky
6375              2010           Kentucky
8054              1920           Kentucky
6467              1930           Kentucky
9954              1960           Kentucky
9955              1890           Kentucky
1227              1900           Kentucky
5670              1990           Kentucky
2601              1910           Kentucky
17373             1910           Kentucky
92                2010           Kentucky
3091              2000           Kentucky
17193             2000           Kentucky
18387             1880           Kentucky
18069             2000           Kentucky
10279             1890           Kentucky
14601             2010           Kentucky
968               1880           Kentucky
10305             2010           Kentucky
17161             1920           Kentucky
1091              1880           Kentucky
3512              1980           Kentucky
15141             1950           Kentucky
3340              2000           Kentucky
17157             1990           Kentucky
331               2000           Kentucky
17150             1990           Kentucky
14009             1930           Kentucky
336               1990           Kentucky
1719              1980           Kentucky
5419              1970           Kentucky
745               1900           Kentucky
13463             1940           Kentucky
9010              1890           Kentucky
8515              1890           Kentucky
14082             2000           Kentucky
7891              1940           Kentucky
8195              1900           Kentucky
18337             1930           Kentucky
13008             1920           Kentucky
14958             1980           Kentucky
2142              1950           Kentucky
3511              2010           Kentucky
13020             1870           Kentucky
12631             1940           Kentucky
12619             1980           Kentucky
304               1880           Kentucky
17863             2000           Kentucky
1268              1940           Kentucky
13029             1880           Kentucky
6138              2000           Kentucky
2011              1880           Kentucky
1168              2000           Kentucky
6576              1920           Kentucky
10214             1980           Kentucky
750               1970           Kentucky
1736              1910           Kentucky
6587              1880           Kentucky
7892              1940           Kentucky
13021             1930           Kentucky
1155              1980           Kentucky
316               1980           Kentucky
16001             1940           Kentucky
4683              1910           Kentucky
4675              1970           Kentucky
15816             1880           Kentucky
7520              1920           Kentucky
11846             1920           Kentucky
15961             1880           Kentucky
11606             1950           Kentucky
16198             1960           Kentucky
447               1980           Kentucky
4781              1900           Kentucky
567               1910           Kentucky
7487              1920           Kentucky
7488              1930           Kentucky
15987             2000           Kentucky
7069              1880           Kentucky
1369              1990           Kentucky
7139              1930           Kentucky
16178             2000           Kentucky
7074              2000           Kentucky
11532             1900           Kentucky
15720             1910           Kentucky
6841              1890           Kentucky
2447              1960           Kentucky
16610             1890           Kentucky
4499              2000           Kentucky
1400              2000           Kentucky
7310              1990           Kentucky
4819              1880           Kentucky
16611             1900           Kentucky
4505              1970           Kentucky
10954             1890           Kentucky
10750             1910           Kentucky
11646             1910           Kentucky
15873             1990           Kentucky
16386             1890           Kentucky
15665             1920           Kentucky
6835              1990           Kentucky
15937             1960           Kentucky
6853              1890           Kentucky
7379              1890           Kentucky
15926             1880           Kentucky
4387              1890           Kentucky
2427              1900           Kentucky
11495             1990           Kentucky
16660             1890           Kentucky
4771              1870           Kentucky
6869              1960           Kentucky
1556              1890           Kentucky
15959             1880           Kentucky
15525             1990           Kentucky
15960             1880           Kentucky
4693              2010           Kentucky
15755             1920           Kentucky
11446             1870           Kentucky
10845             1910           Kentucky
11167             1880           Kentucky
15516             1880           Kentucky
11705             1920           Kentucky
2826              1910           Kentucky
11074             1980           Kentucky
4915              1980           Kentucky
4501              1970           Kentucky
4840              1940           Kentucky
16331             1880           Kentucky
11099             1880           Kentucky
2426              1900           Kentucky
4524              1990           Kentucky
7000              1910           Kentucky
16233             2000           Kentucky
11551             1970           Kentucky
4714              1880           Kentucky
16532             1900           Kentucky
11830             1960           Kentucky
1618              1960           Kentucky
10867             1890           Kentucky
15772             1960           Kentucky
10970             1890           Kentucky
11307             1880           Kentucky
6823              1980           Kentucky
18668             1930          Lithuania
10302             2010          Louisiana
16345             1950          Louisiana
18282             1980          Louisiana
13068             1880          Louisiana
1986              1960          Louisiana
3411              2000          Louisiana
11911             1960          Louisiana
7857              2010          Louisiana
3409              2000          Louisiana
16259             2010          Louisiana
9177              2000          Louisiana
15172             1990          Louisiana
9626              1920          Louisiana
1582              1990          Louisiana
14089             1960          Louisiana
2242              1940          Louisiana
1526              1930          Louisiana
12753             1930          Louisiana
3807              2000          Louisiana
12750             1920          Louisiana
14134             1970          Louisiana
91                1950          Louisiana
17878             1990          Louisiana
14140             1970          Louisiana
11289             1910          Louisiana
2244              1990          Louisiana
3598              2000          Louisiana
5306              1950          Louisiana
7005              1960          Louisiana
2289              1880          Louisiana
13262             1910          Louisiana
10019             2010          Louisiana
9574              2000          Louisiana
8434              1990          Louisiana
7484              1980          Louisiana
507               2000          Louisiana
16522             1950          Louisiana
17159             2010          Louisiana
11107             1930          Louisiana
9584              1930          Louisiana
10085             2010          Louisiana
9206              1930          Louisiana
18159             1960          Louisiana
9339              1900          Louisiana
14341             1950          Louisiana
13185             1930          Louisiana
1621              1990          Louisiana
7454              1950          Louisiana
13189             1910          Louisiana
2837              1980          Louisiana
2833              2010          Louisiana
3961              1930          Louisiana
899               1990          Louisiana
8304              1990          Louisiana
8303              1960          Louisiana
17224             1960          Louisiana
18028             1980          Louisiana
15063             2010          Louisiana
18157             1950          Louisiana
18145             1990          Louisiana
18142             1980          Louisiana
1254              1950          Louisiana
161               1980          Louisiana
3911              1910          Louisiana
6236              1880          Louisiana
168               1990          Louisiana
11695             1980          Louisiana
11688             1940          Louisiana
18195             1990          Louisiana
1550              1900          Louisiana
10160             1920          Louisiana
1543              1930          Louisiana
3494              1950          Louisiana
170               1970          Louisiana
1444              1960          Louisiana
11201             1990          Louisiana
7036              1940          Louisiana
7943              1960          Louisiana
11799             1990          Louisiana
16282             1960          Louisiana
11979             1880          Louisiana
4751              1980          Louisiana
14088             1990          Louisiana
3039              1980          Louisiana
3866              1940          Louisiana
15109             1960          Louisiana
12012             1960          Louisiana
12533             1990          Louisiana
3429              2000          Louisiana
14476             1950          Louisiana
13248             1990          Louisiana
9524              2000          Louisiana
15701             1970          Louisiana
17730             1970          Louisiana
15130             1950          Louisiana
11920             1990          Louisiana
15699             1880          Louisiana
12003             1970          Louisiana
15821             1960          Louisiana
18241             1950          Louisiana
11679             1960          Louisiana
11676             2000          Louisiana
11675             1970          Louisiana
18213             1980          Louisiana
128               2000          Louisiana
3036              1920          Louisiana
7901              1910          Louisiana
5273              1980          Louisiana
13223             2010          Louisiana
13226             1870          Louisiana
10917             1980          Louisiana
5583              1930          Louisiana
15697             1970          Louisiana
4876              1990          Louisiana
18239             1960          Louisiana
586               1920          Louisiana
12575             1960          Louisiana
516               1940          Louisiana
7231              1930          Louisiana
17608             1910          Louisiana
654               1990          Louisiana
18579             1940          Louisiana
12877             1980          Louisiana
17762             1910          Louisiana
13591             2010          Louisiana
16781             2000          Louisiana
18578             1950          Louisiana
16389             1930          Louisiana
4487              1880          Louisiana
16623             1950          Louisiana
15396             1880          Louisiana
1834              1940          Louisiana
1832              1980          Louisiana
10609             1880          Louisiana
18594             2000          Louisiana
13848             1990          Louisiana
17622             2010          Louisiana
6037              2010          Louisiana
649               2000          Louisiana
5444              1990          Louisiana
8169              1950          Louisiana
10554             1920          Louisiana
7496              1980          Louisiana
7197              1940          Louisiana
11858             1990          Louisiana
7550              1950          Louisiana
11407             2010          Louisiana
8167              1980          Louisiana
1068              1980          Louisiana
13893             1970          Louisiana
9853              1990          Louisiana
8590              1910          Louisiana
16015             1970          Louisiana
8620              1940          Louisiana
10612             1890          Louisiana
13615             2010          Louisiana
2335              1940          Louisiana
15758             2000          Louisiana
3202              1870          Louisiana
7170              1970          Louisiana
9801              1920          Louisiana
5990              1930          Louisiana
12900             1940          Louisiana
5936              1970          Louisiana
1192              1920          Louisiana
6801              1930          Louisiana
5941              1930          Louisiana
11004             1970          Louisiana
2746              2010          Louisiana
2745              2010          Louisiana
5937              2000          Louisiana
1598              1920          Louisiana
9821              1920          Louisiana
1829              1980          Louisiana
14735             1940          Louisiana
4248              2010          Louisiana
418               2000          Louisiana
3725              1880          Louisiana
15416             1990          Louisiana
15417             2000          Louisiana
5907              1990          Louisiana
4279              1920          Louisiana
10648             1990          Louisiana
16639             1960          Louisiana
13632             1920          Louisiana
14731             1990          Louisiana
16043             1990          Louisiana
5908              1960          Louisiana
4488              1960          Louisiana
8871              1910          Louisiana
9724              1920          Louisiana
11715             2010          Louisiana
16012             1890          Louisiana
85                2010          Louisiana
12996             2000          Louisiana
5356              1940          Louisiana
13474             1940          Louisiana
9913              1990          Louisiana
4707              1920          Louisiana
2363              1970          Louisiana
8517              1910          Louisiana
16999             1880          Louisiana
18477             1880          Louisiana
9026              1940          Louisiana
1856              2000          Louisiana
4080              1990          Louisiana
2131              1990          Louisiana
6666              1970          Louisiana
4056              1930          Louisiana
8508              1940          Louisiana
7507              1960          Louisiana
6883              1940          Louisiana
18398             1920          Louisiana
17320             1990          Louisiana
17819             1960          Louisiana
4383              2000          Louisiana
2023              1970          Louisiana
356               1970          Louisiana
10984             1990          Louisiana
6460              1970          Louisiana
12447             1900          Louisiana
2885              1930          Louisiana
2028              1940          Louisiana
7739              1920          Louisiana
10414             1990          Louisiana
12368             2010          Louisiana
15292             1900          Louisiana
2045              1990          Louisiana
6861              1980          Louisiana
9869              1980          Louisiana
2485              2000          Louisiana
2017              1980          Louisiana
17590             2010          Louisiana
2738              1950          Louisiana
5445              2000          Louisiana
6072              1940          Louisiana
4129              1990          Louisiana
16135             1960          Louisiana
5446              1980          Louisiana
6081              1950          Louisiana
17812             1980          Louisiana
10425             2000          Louisiana
6077              1910          Louisiana
12854             2000          Louisiana
15275             2000          Louisiana
2132              1990          Louisiana
15791             1980          Louisiana
9697              1920          Louisiana
16166             1930          Louisiana
17840             1930              Maine
13034             1910              Maine
5355              2010              Maine
8116              1900              Maine
14625             1910              Maine
6347              1870              Maine
16421             1920              Maine
17719             1940              Maine
6456              1890              Maine
10004             1900              Maine
14486             1880              Maine
9880              1890              Maine
14459             2010              Maine
9529              1910              Maine
1807              1930              Maine
3775              1900              Maine
12866             1890              Maine
3069              1900              Maine
9761              1870              Maine
3783              1900              Maine
6382              1970              Maine
3736              1960              Maine
17648             1990              Maine
828               1900              Maine
5258              1900              Maine
6319              1910              Maine
14348             1900              Maine
17540             1870              Maine
1609              1970              Maine
4491              1900              Maine
1419              1920              Maine
7877              1970              Maine
18621             1900              Maine
5687              1920              Maine
13881             1880              Maine
1325              1920              Maine
4895              1910              Maine
18280             1910              Maine
10311             1940              Maine
10312             1880              Maine
8594              1960              Maine
5709              2010              Maine
10353             1900              Maine
16097             1970              Maine
12500             1880              Maine
8565              1910              Maine
16939             1980              Maine
16137             2000              Maine
16948             1880              Maine
2484              1900              Maine
3362              1960              Maine
3360              1930              Maine
13980             2010              Maine
8973              2000              Maine
5120              1880              Maine
18417             1900              Maine
12056             1910              Maine
11326             1900              Maine
16554             1980              Maine
15198             1980              Maine
15899             1890              Maine
12006             1900              Maine
16834             1970              Maine
18186             1890              Maine
10270             1890              Maine
2591              1900              Maine
15679             1930              Maine
14284             1970              Maine
16688             1870              Maine
10229             1880              Maine
18108             1950              Maine
9332              1970              Maine
17250             1900              Maine
13510             1920           Maryland
9707              1920           Maryland
3161              1950           Maryland
8740              1910           Maryland
6069              1890           Maryland
18475             1910           Maryland
13506             1980           Maryland
2117              1990           Maryland
8555              1990           Maryland
18658             1970           Maryland
976               1880           Maryland
5415              2000           Maryland
14650             1940           Maryland
18432             1890           Maryland
11835             1900           Maryland
3173              1950           Maryland
5938              1880           Maryland
11450             1920           Maryland
16172             1980           Maryland
13698             1900           Maryland
970               1940           Maryland
11456             1880           Maryland
15989             1910           Maryland
4306              1950           Maryland
8569              1900           Maryland
979               1910           Maryland
8782              1980           Maryland
16036             1960           Maryland
6020              1890           Maryland
6021              1880           Maryland
8779              1910           Maryland
18597             1940           Maryland
5877              1920           Maryland
13622             1950           Maryland
2876              1880           Maryland
16387             1910           Maryland
6007              1890           Maryland
7174              1980           Maryland
553               1950           Maryland
8741              1920           Maryland
2108              2000           Maryland
8760              1940           Maryland
14661             1950           Maryland
3207              1890           Maryland
18572             1890           Maryland
8753              1930           Maryland
13565             1920           Maryland
8648              1950           Maryland
13554             1930           Maryland
15789             1880           Maryland
5864              1880           Maryland
2877              1930           Maryland
5999              1970           Maryland
8747              1890           Maryland
18574             1880           Maryland
16193             1990           Maryland
9369              1910           Maryland
9653              1900           Maryland
2186              1950           Maryland
14438             2000           Maryland
7270              1960           Maryland
5541              1920           Maryland
18246             1900           Maryland
18253             1890           Maryland
16268             1890           Maryland
18261             1910           Maryland
14218             1980           Maryland
1981              1910           Maryland
5691              1970           Maryland
1131              1920           Maryland
9195              1990           Maryland
5518              1900           Maryland
1902              2000           Maryland
16274             1920           Maryland
11230             1880           Maryland
14219             1980           Maryland
14302             1910           Maryland
18087             1950           Maryland
14286             1960           Maryland
1147              1910           Maryland
13173             1960           Maryland
11727             1950           Maryland
13181             1970           Maryland
8355              1980           Maryland
15848             1900           Maryland
9337              2000           Maryland
5659              1900           Maryland
15860             1910           Maryland
18203             1890           Maryland
4534              1990           Maryland
18234             1980           Maryland
14172             1890           Maryland
13457             1930           Maryland
5517              1880           Maryland
14516             1920           Maryland
5473              1890           Maryland
11316             1950           Maryland
7352              1980           Maryland
9086              1920           Maryland
9085              1920           Maryland
6341              1990           Maryland
13357             1880           Maryland
9631              1960           Maryland
2018              1890           Maryland
11617             1890           Maryland
16216             1910           Maryland
951               1910           Maryland
16211             1930           Maryland
2209              1900           Maryland
4768              1930           Maryland
18361             1930           Maryland
8467              1970           Maryland
5474              1880           Maryland
11802             1910           Maryland
4570              1980           Maryland
16253             1900           Maryland
4721              1910           Maryland
4720              1890           Maryland
17893             1930           Maryland
8438              2010           Maryland
3143              1920           Maryland
13280             1930           Maryland
97                2000           Maryland
13320             1960           Maryland
3145              1930           Maryland
2603              1920           Maryland
1167              1930           Maryland
18349             1990           Maryland
3096              1990           Maryland
9068              1920           Maryland
12218             1990           Maryland
5409              1920           Maryland
7464              1950           Maryland
1274              1920           Maryland
17199             1910           Maryland
325               1950           Maryland
15099             2000           Maryland
7471              1900           Maryland
12560             1910           Maryland
2830              1970           Maryland
6610              2000           Maryland
746               1990           Maryland
7867              1960           Maryland
7475              2010           Maryland
17205             1920           Maryland
15131             1980           Maryland
4000              1980           Maryland
7848              1880           Maryland
6626              1920           Maryland
10315             1910           Maryland
10316             1910           Maryland
10317             1910           Maryland
10343             1920           Maryland
2290              1960           Maryland
10360             1910           Maryland
7817              1910           Maryland
7812              1890           Maryland
17104             1880           Maryland
6907              1990           Maryland
10237             1900           Maryland
17215             1900           Maryland
2274              1920           Maryland
17411             1910           Maryland
11934             1950           Maryland
17394             1990           Maryland
16459             1890           Maryland
14952             1990           Maryland
15689             1880           Maryland
2540              2000           Maryland
14973             1880           Maryland
2538              1880           Maryland
14975             1880           Maryland
5222              1940           Maryland
11943             1950           Maryland
4439              1980           Maryland
5219              1910           Maryland
15022             1880           Maryland
7448              1910           Maryland
15042             1930           Maryland
15044             1940           Maryland
10165             1890           Maryland
15685             1910           Maryland
15053             1880           Maryland
306               1980           Maryland
3014              1920           Maryland
11457             1960           Maryland
15084             1900           Maryland
6583              1890           Maryland
1273              1980           Maryland
5134              1980           Maryland
612               1980           Maryland
4388              1890           Maryland
5104              1910           Maryland
12300             1900           Maryland
12282             1930           Maryland
5009              1940           Maryland
686               1900           Maryland
10638             1870           Maryland
16716             2000           Maryland
4280              1870           Maryland
10652             1900           Maryland
2333              1940           Maryland
12249             1920           Maryland
12179             1990           Maryland
1663              2010           Maryland
5018              1910           Maryland
4955              1940           Maryland
16691             1950           Maryland
16689             2010           Maryland
6816              1900           Maryland
674               1990           Maryland
16683             1890           Maryland
7610              1970           Maryland
10674             1920           Maryland
7591              1970           Maryland
10677             1880           Maryland
15454             1950           Maryland
10682             1930           Maryland
664               1920           Maryland
10717             2000           Maryland
6832              1940           Maryland
15386             1880           Maryland
5030              1870           Maryland
10829             1950           Maryland
729               1960           Maryland
16988             1990           Maryland
10811             1900           Maryland
16567             1960           Maryland
15267             1970           Maryland
16960             1890           Maryland
378               1920           Maryland
6702              1970           Maryland
7534              1900           Maryland
633               1900           Maryland
12384             1970           Maryland
6868              2010           Maryland
15297             1940           Maryland
16906             1930           Maryland
706               2000           Maryland
12099             1890           Maryland
7701              1870           Maryland
7696              1920           Maryland
4178              1900           Maryland
16873             1990           Maryland
6737              1970           Maryland
6849              1990           Maryland
16846             2000           Maryland
4346              1990           Maryland
4205              2010           Maryland
16836             1920           Maryland
12438             1880           Maryland
3048              1900           Maryland
13716             1880           Maryland
17605             1910           Maryland
10013             1900           Maryland
2748              2000           Maryland
9841              1890           Maryland
5301              1880           Maryland
6443              1940           Maryland
14713             1910           Maryland
10018             1960           Maryland
9837              1960           Maryland
15729             1990           Maryland
795               1940           Maryland
5312              1950           Maryland
17500             1910           Maryland
10969             1890           Maryland
9942              2010           Maryland
3077              2010           Maryland
1603              1960           Maryland
2236              1890           Maryland
3830              1910           Maryland
15757             1980           Maryland
5329              1920           Maryland
12718             1910           Maryland
5367              1900           Maryland
14704             1910           Maryland
15748             1890           Maryland
12869             2000           Maryland
14723             1910           Maryland
12072             1880      Massachusetts
11843             1870      Massachusetts
8958              1910      Massachusetts
11581             1970      Massachusetts
16954             1930      Massachusetts
12071             1990      Massachusetts
12845             1940      Massachusetts
13485             1890      Massachusetts
13984             1900      Massachusetts
14642             1950      Massachusetts
810               1920      Massachusetts
60                1920      Massachusetts
714               1890      Massachusetts
10509             1900      Massachusetts
1078              1990      Massachusetts
13947             2000      Massachusetts
12093             1940      Massachusetts
15328             1890      Massachusetts
390               2000      Massachusetts
17586             1990      Massachusetts
1175              1990      Massachusetts
13512             1910      Massachusetts
10535             1900      Massachusetts
11573             1900      Massachusetts
16920             1880      Massachusetts
382               1880      Massachusetts
16925             1900      Massachusetts
10793             1890      Massachusetts
8908              1990      Massachusetts
12381             1900      Massachusetts
18428             1910      Massachusetts
18453             1960      Massachusetts
8918              1880      Massachusetts
11038             1910      Massachusetts
713               1890      Massachusetts
8966              1880      Massachusetts
16441             1890      Massachusetts
69                1870      Massachusetts
17063             1970      Massachusetts
10831             1880      Massachusetts
15646             1880      Massachusetts
12053             1890      Massachusetts
964               1900      Massachusetts
12452             2010      Massachusetts
11614             1950      Massachusetts
10432             1910      Massachusetts
12052             1880      Massachusetts
17068             1920      Massachusetts
10839             1890      Massachusetts
18368             1990      Massachusetts
11045             1900      Massachusetts
16542             1990      Massachusetts
1710              1870      Massachusetts
12045             1880      Massachusetts
12462             1910      Massachusetts
17097             1990      Massachusetts
16540             1880      Massachusetts
10396             2000      Massachusetts
11320             1980      Massachusetts
10391             1880      Massachusetts
10390             1870      Massachusetts
14021             1970      Massachusetts
16579             1890      Massachusetts
12818             1920      Massachusetts
9014              1890      Massachusetts
9906              1960      Massachusetts
18418             1870      Massachusetts
14751             1910      Massachusetts
808               1930      Massachusetts
70                1970      Massachusetts
367               1930      Massachusetts
1304              1890      Massachusetts
12414             1960      Massachusetts
12415             1900      Massachusetts
18411             1890      Massachusetts
15970             1960      Massachusetts
10816             1900      Massachusetts
17007             1920      Massachusetts
360               1950      Massachusetts
9916              1920      Massachusetts
10472             1950      Massachusetts
10817             1900      Massachusetts
359               1890      Massachusetts
12055             1930      Massachusetts
10822             1890      Massachusetts
13447             1990      Massachusetts
12822             1980      Massachusetts
11335             1920      Massachusetts
9655              1950      Massachusetts
10484             1930      Massachusetts
16023             1930      Massachusetts
18529             1880      Massachusetts
14732             1930      Massachusetts
816               1940      Massachusetts
17641             1930      Massachusetts
18678             2010      Massachusetts
8754              1960      Massachusetts
12886             1910      Massachusetts
17637             1920      Massachusetts
8761              1890      Massachusetts
8762              1910      Massachusetts
8764              1890      Massachusetts
16712             1890      Massachusetts
16714             1950      Massachusetts
15                1990      Massachusetts
8771              1910      Massachusetts
10996             1900      Massachusetts
17631             1990      Massachusetts
16737             1890      Massachusetts
15554             1910      Massachusetts
16750             1880      Massachusetts
12268             1960      Massachusetts
11429             1880      Massachusetts
216               1970      Massachusetts
17682             1870      Massachusetts
15529             1930      Massachusetts
11001             1990      Massachusetts
13711             1910      Massachusetts
16061             1890      Massachusetts
13707             1940      Massachusetts
18712             1920      Massachusetts
13703             1890      Massachusetts
16664             1970      Massachusetts
13750             1880      Massachusetts
1024              1980      Massachusetts
1495              1930      Massachusetts
8717              1880      Massachusetts
12960             1900      Massachusetts
13760             1900      Massachusetts
8726              1890      Massachusetts
8727              1880      Massachusetts
16398             1990      Massachusetts
12926             1910      Massachusetts
12927             1940      Massachusetts
12226             1900      Massachusetts
11492             1950      Massachusetts
1047              1960      Massachusetts
17698             1910      Massachusetts
15447             1910      Massachusetts
1599              1910      Massachusetts
15405             1960      Massachusetts
17627             1910      Massachusetts
15399             1910      Massachusetts
9730              2000      Massachusetts
16404             1890      Massachusetts
17773             1930      Massachusetts
13564             1890      Massachusetts
13560             1880      Massachusetts
1651              1940      Massachusetts
17611             1900      Massachusetts
12339             1890      Massachusetts
16860             1940      Massachusetts
11518             1910      Massachusetts
1178              1870      Massachusetts
18545             1940      Massachusetts
13900             1970      Massachusetts
1378              1930      Massachusetts
11519             1930      Massachusetts
14742             1880      Massachusetts
625               1880      Massachusetts
16601             1930      Massachusetts
14748             1960      Massachusetts
10777             1900      Massachusetts
13932             1960      Massachusetts
16096             1900      Massachusetts
11033             1870      Massachusetts
16596             1940      Massachusetts
11515             1970      Massachusetts
11511             1940      Massachusetts
15398             1900      Massachusetts
15397             1900      Massachusetts
10611             1960      Massachusetts
16032             1960      Massachusetts
1839              1910      Massachusetts
815               1890      Massachusetts
1208              1910      Massachusetts
18620             1910      Massachusetts
13850             1940      Massachusetts
15392             1920      Massachusetts
10578             1940      Massachusetts
16084             1960      Massachusetts
15389             1910      Massachusetts
14738             1880      Massachusetts
10742             1920      Massachusetts
12159             1910      Massachusetts
10744             1930      Massachusetts
1370              1880      Massachusetts
8832              1930      Massachusetts
15381             1880      Massachusetts
655               1930      Massachusetts
14658             1880      Massachusetts
657               1980      Massachusetts
11319             1940      Massachusetts
10377             2010      Massachusetts
13361             1920      Massachusetts
10134             1890      Massachusetts
17464             1990      Massachusetts
9569              1910      Massachusetts
16462             1920      Massachusetts
12666             2010      Massachusetts
16297             1930      Massachusetts
1160              1990      Massachusetts
1940              1930      Massachusetts
13063             1940      Massachusetts
12687             1990      Massachusetts
10138             1900      Massachusetts
11108             1930      Massachusetts
9567              1900      Massachusetts
14324             1940      Massachusetts
14327             1980      Massachusetts
17347             1970      Massachusetts
11112             1900      Massachusetts
14344             1880      Massachusetts
9390              1890      Massachusetts
18047             1910      Massachusetts
18040             1870      Massachusetts
18039             1880      Massachusetts
17343             1920      Massachusetts
17925             1920      Massachusetts
9572              2010      Massachusetts
16469             1920      Massachusetts
10216             1960      Massachusetts
467               1920      Massachusetts
17232             1920      Massachusetts
11970             1920      Massachusetts
10200             1910      Massachusetts
10198             1880      Massachusetts
12595             1940      Massachusetts
17885             1990      Massachusetts
10181             1920      Massachusetts
11966             1930      Massachusetts
14573             1920      Massachusetts
12607             1930      Massachusetts
18116             1900      Massachusetts
11945             1930      Massachusetts
13175             1910      Massachusetts
10162             1890      Massachusetts
11809             1880      Massachusetts
9348              2000      Massachusetts
303               1920      Massachusetts
12622             1890      Massachusetts
12623             1890      Massachusetts
1884              1930      Massachusetts
16434             1870      Massachusetts
12738             1910      Massachusetts
15696             1930      Massachusetts
10109             1940      Massachusetts
16328             1880      Massachusetts
15811             1980      Massachusetts
14893             1950      Massachusetts
17419             1910      Massachusetts
9513              1910      Massachusetts
16451             1880      Massachusetts
1900              1990      Massachusetts
787               2010      Massachusetts
11793             1920      Massachusetts
17962             1920      Massachusetts
883               1920      Massachusetts
11797             1950      Massachusetts
11914             1910      Massachusetts
10066             1940      Massachusetts
16443             1890      Massachusetts
10064             1920      Massachusetts
17454             1880      Massachusetts
17953             1890      Massachusetts
17946             1880      Massachusetts
11118             1890      Massachusetts
1762              1890      Massachusetts
10044             1910      Massachusetts
16358             1900      Massachusetts
16454             1880      Massachusetts
12709             1940      Massachusetts
14558             1990      Massachusetts
14359             1880      Massachusetts
1613              1910      Massachusetts
10105             1990      Massachusetts
11761             1900      Massachusetts
18025             1910      Massachusetts
14373             1980      Massachusetts
16453             1880      Massachusetts
18014             2000      Massachusetts
18005             1970      Massachusetts
9446              1950      Massachusetts
16325             2000      Massachusetts
9447              1920      Massachusetts
18000             1910      Massachusetts
10955             1880      Massachusetts
11146             1920      Massachusetts
11145             1920      Massachusetts
15832             1890      Massachusetts
11786             1910      Massachusetts
11142             1920      Massachusetts
10093             1950      Massachusetts
16452             1980      Massachusetts
3178              1940      Massachusetts
11808             1930      Massachusetts
1540              1890      Massachusetts
10219             1940      Massachusetts
752               1990      Massachusetts
11637             1920      Massachusetts
17136             1980      Massachusetts
9140              1910      Massachusetts
13301             1920      Massachusetts
10354             1900      Massachusetts
9936              1990      Massachusetts
17144             1880      Massachusetts
15658             1880      Massachusetts
9941              1980      Massachusetts
12022             1960      Massachusetts
943               2000      Massachusetts
18304             1920      Massachusetts
17156             1960      Massachusetts
15939             1980      Massachusetts
1994              1870      Massachusetts
18299             1900      Massachusetts
12021             1900      Massachusetts
13013             1970      Massachusetts
14168             1910      Massachusetts
9946              1910      Massachusetts
9951              1890      Massachusetts
1631              1900      Massachusetts
17151             1940      Massachusetts
16425             1900      Massachusetts
17132             1880      Massachusetts
10874             1890      Massachusetts
12481             1880      Massachusetts
18364             1910      Massachusetts
14638             1930      Massachusetts
11119             1960      Massachusetts
15657             1900      Massachusetts
14119             1880      Massachusetts
15803             2000      Massachusetts
11305             1890      Massachusetts
1715              1910      Massachusetts
11304             1990      Massachusetts
11635             1950      Massachusetts
13336             1890      Massachusetts
13335             1920      Massachusetts
12488             1900      Massachusetts
11629             1970      Massachusetts
18339             1880      Massachusetts
17538             1940      Massachusetts
15144             1970      Massachusetts
16239             2000      Massachusetts
12496             1890      Massachusetts
17119             1880      Massachusetts
1174              1890      Massachusetts
18346             1960      Massachusetts
12018             1890      Massachusetts
1126              1930      Massachusetts
1627              1970      Massachusetts
11823             1900      Massachusetts
10241             1890      Massachusetts
587               1990      Massachusetts
124               2010      Massachusetts
11090             1880      Massachusetts
1166              1900      Massachusetts
16486             1930      Massachusetts
18230             2000      Massachusetts
10909             1880      Massachusetts
1737              1880      Massachusetts
16430             1870      Massachusetts
13048             1940      Massachusetts
11095             1930      Massachusetts
15810             1960      Massachusetts
10225             1900      Massachusetts
13219             1990      Massachusetts
10224             1980      Massachusetts
10223             1870      Massachusetts
14600             1940      Massachusetts
11681             1880      Massachusetts
15864             1910      Massachusetts
14221             1930      Massachusetts
14220             1970      Massachusetts
10971             1880      Massachusetts
11084             1900      Massachusetts
10974             1880      Massachusetts
15735             1910      Massachusetts
11076             1880      Massachusetts
12017             1880      Massachusetts
1286              1880      Massachusetts
10300             1890      Massachusetts
10297             1910      Massachusetts
10296             1890      Massachusetts
10295             1910      Massachusetts
18276             1900      Massachusetts
13249             1880      Massachusetts
9794              1890      Massachusetts
14818             1900      Massachusetts
17175             1920      Massachusetts
113               1950      Massachusetts
797               1930      Massachusetts
10283             1900      Massachusetts
13247             1890      Massachusetts
17176             1910      Massachusetts
11824             1920      Massachusetts
10281             1940      Massachusetts
10275             1920      Massachusetts
18245             1920      Massachusetts
17857             1990      Massachusetts
9643              1890      Massachusetts
17174             1920      Massachusetts
3179              1960      Massachusetts
5352              1880      Massachusetts
5224              1970      Massachusetts
5300              1880      Massachusetts
7202              1930      Massachusetts
7203              1960      Massachusetts
2416              1940      Massachusetts
6932              1970      Massachusetts
2288              1910      Massachusetts
6388              1920      Massachusetts
5766              2000      Massachusetts
6926              1900      Massachusetts
5768              1890      Massachusetts
2509              2000      Massachusetts
7232              1960      Massachusetts
5334              1890      Massachusetts
4313              1880      Massachusetts
7045              1890      Massachusetts
3757              1900      Massachusetts
5760              1930      Massachusetts
8049              1880      Massachusetts
6169              1980      Massachusetts
5757              1970      Massachusetts
7869              1990      Massachusetts
6433              1960      Massachusetts
5295              1910      Massachusetts
3330              1920      Massachusetts
3778              1970      Massachusetts
3328              1880      Massachusetts
6315              1900      Massachusetts
5956              1980      Massachusetts
3326              1880      Massachusetts
6420              1930      Massachusetts
7046              1900      Massachusetts
6398              1880      Massachusetts
6761              1900      Massachusetts
3308              1910      Massachusetts
7247              1940      Massachusetts
5905              1930      Massachusetts
5340              1930      Massachusetts
4385              1890      Massachusetts
8065              1930      Massachusetts
3283              1890      Massachusetts
2400              1910      Massachusetts
3281              1920      Massachusetts
3012              1880      Massachusetts
7294              1980      Massachusetts
4402              1920      Massachusetts
4406              1890      Massachusetts
2399              1930      Massachusetts
3278              1880      Massachusetts
8253              1940      Massachusetts
3035              1900      Massachusetts
3712              1880      Massachusetts
5535              1880      Massachusetts
4381              1970      Massachusetts
4378              1890      Massachusetts
5174              1880      Massachusetts
8242              1910      Massachusetts
3756              1890      Massachusetts
2301              1900      Massachusetts
8562              1890      Massachusetts
8392              1980      Massachusetts
2306              1880      Massachusetts
2403              1890      Massachusetts
5344              1960      Massachusetts
4226              1920      Massachusetts
4344              1980      Massachusetts
4350              1950      Massachusetts
2116              1880      Massachusetts
5940              1920      Massachusetts
2401              1920      Massachusetts
3737              1870      Massachusetts
5782              1930      Massachusetts
5358              1880      Massachusetts
8030              1910      Massachusetts
3272              1960      Massachusetts
6753              1920      Massachusetts
4222              1930      Massachusetts
7118              2010      Massachusetts
3390              1930      Massachusetts
5979              1940      Massachusetts
3811              1880      Massachusetts
2989              1890      Massachusetts
6434              1900      Massachusetts
3503              1900      Massachusetts
3863              1910      Massachusetts
6809              1870      Massachusetts
6745              1880      Massachusetts
2685              1990      Massachusetts
6167              2000      Massachusetts
4113              2000      Massachusetts
7137              2010      Massachusetts
6747              1880      Massachusetts
2788              1930      Massachusetts
3801              1950      Massachusetts
6734              1910      Massachusetts
2602              1910      Massachusetts
3488              1890      Massachusetts
8018              1920      Massachusetts
3857              1880      Massachusetts
6672              1960      Massachusetts
6103              1910      Massachusetts
7095              1890      Massachusetts
3404              1880      Massachusetts
3403              1910      Massachusetts
5080              1870      Massachusetts
3852              1880      Massachusetts
2218              1930      Massachusetts
5073              1910      Massachusetts
3498              1920      Massachusetts
4062              1900      Massachusetts
3841              1900      Massachusetts
5072              1910      Massachusetts
3148              2010      Massachusetts
2220              1910      Massachusetts
6125              1880      Massachusetts
2994              2000      Massachusetts
5286              1880      Massachusetts
7907              1910      Massachusetts
6949              1920      Massachusetts
5123              1880      Massachusetts
5130              1950      Massachusetts
6946              1920      Massachusetts
8408              1990      Massachusetts
3112              2010      Massachusetts
6441              1980      Massachusetts
5909              1890      Massachusetts
3521              1880      Massachusetts
7884              1900      Massachusetts
7882              1990      Massachusetts
3785              1880      Massachusetts
2527              1990      Massachusetts
2126              1950      Massachusetts
4990              1950      Massachusetts
4200              1930      Massachusetts
2212              1880      Massachusetts
3450              1980      Massachusetts
2956              2010      Massachusetts
7160              1870      Massachusetts
5600              1920      Massachusetts
2571              1870      Massachusetts
4186              1990      Massachusetts
2472              1890      Massachusetts
4188              1880      Massachusetts
7920              1880      Massachusetts
7919              1960      Massachusetts
2471              1910      Massachusetts
3365              1900      Massachusetts
5920              1950      Massachusetts
5734              1980      Massachusetts
5736              1920      Massachusetts
4189              1880      Massachusetts
5377              1930      Massachusetts
7080              1900      Massachusetts
3122              1920      Massachusetts
2365              1890      Massachusetts
4753              1910      Massachusetts
3585              1940      Massachusetts
4565              1910      Massachusetts
3473              1890      Massachusetts
3674              1880      Massachusetts
5804              1920      Massachusetts
5423              1880      Massachusetts
2653              1900      Massachusetts
2169              1910      Massachusetts
3668              1910      Massachusetts
7384              1940      Massachusetts
3211              1960      Massachusetts
4726              1890      Massachusetts
6065              1950      Massachusetts
7504              1890      Massachusetts
7357              1910      Massachusetts
7356              1880      Massachusetts
5796              1900      Massachusetts
4725              1930      Massachusetts
8675              1930      Massachusetts
3471              1920      Massachusetts
3632              1880      Massachusetts
6342              1970      Massachusetts
5526              1890      Massachusetts
2185              1920      Massachusetts
3221              1910      Massachusetts
3222              2010      Massachusetts
4548              1980      Massachusetts
6055              1960      Massachusetts
7577              2000      Massachusetts
4543              1900      Massachusetts
7569              1980      Massachusetts
6227              1870      Massachusetts
2562              1900      Massachusetts
7566              1920      Massachusetts
4601              2010      Massachusetts
7434              1890      Massachusetts
5201              1930      Massachusetts
3271              1960      Massachusetts
6452              1920      Massachusetts
4558              1880      Massachusetts
2666              1870      Massachusetts
4560              1970      Massachusetts
4561              1910      Massachusetts
2177              1880      Massachusetts
4529              2010      Massachusetts
5214              1910      Massachusetts
5430              2000      Massachusetts
2651              1890      Massachusetts
6550              1970      Massachusetts
3929              1910      Massachusetts
6524              1990      Massachusetts
5792              1900      Massachusetts
5869              1870      Massachusetts
3559              1880      Massachusetts
7654              1900      Massachusetts
8657              1910      Massachusetts
6454              1920      Massachusetts
6113              1870      Massachusetts
5942              1920      Massachusetts
4641              1920      Massachusetts
7335              1910      Massachusetts
2670              1890      Massachusetts
3477              1890      Massachusetts
7016              1910      Massachusetts
2395              1880      Massachusetts
4429              1950      Massachusetts
4427              1890      Massachusetts
5488              1990      Massachusetts
7687              1920      Massachusetts
8604              1990      Massachusetts
3949              1880      Massachusetts
3195              1910      Massachusetts
4421              1880      Massachusetts
4697              2010      Massachusetts
6243              2010      Massachusetts
4699              1880      Massachusetts
3243              1980      Massachusetts
2098              1980      Massachusetts
3560              1880      Massachusetts
3631              1920      Massachusetts
2233              1890      Massachusetts
3921              1910      Massachusetts
7502              1940      Massachusetts
6112              1920      Massachusetts
4485              1890      Massachusetts
4484              1910      Massachusetts
4483              1910      Massachusetts
8330              1940      Massachusetts
4482              1910      Massachusetts
2172              1890      Massachusetts
6358              2000      Massachusetts
3608              1890      Massachusetts
8655              1920      Massachusetts
2097              1890      Massachusetts
2561              1880      Massachusetts
6035              1920      Massachusetts
4481              1880      Massachusetts
4685              1920      Massachusetts
3586              1930      Massachusetts
2866              1890      Massachusetts
9695              1970             Mexico
4142              1990             Mexico
14389             1960             Mexico
12730             2010             Mexico
7424              1970             Mexico
2765              2000             Mexico
8310              1980             Mexico
12729             1990             Mexico
9687              2010             Mexico
13089             2000             Mexico
4108              2000             Mexico
5883              2000             Mexico
4669              1990             Mexico
717               2010             Mexico
4665              2000             Mexico
5082              1990             Mexico
6480              1950             Mexico
11644             1970             Mexico
17443             2000             Mexico
14366             1970             Mexico
17086             1960             Mexico
14364             2000             Mexico
546               2000             Mexico
277               1990             Mexico
3418              1990             Mexico
279               2000             Mexico
10000             2000             Mexico
17085             1970             Mexico
6272              2000             Mexico
14208             1990             Mexico
9983              1970             Mexico
16969             1990             Mexico
11659             1950             Mexico
14517             1970             Mexico
7436              1950             Mexico
13085             1960             Mexico
6295              2010             Mexico
14252             2000             Mexico
14520             1960             Mexico
2594              1990             Mexico
6255              1970             Mexico
9981              2000             Mexico
537               1940             Mexico
266               1990             Mexico
13386             1960             Mexico
17017             1960             Mexico
9982              1970             Mexico
10098             1950             Mexico
8309              1980             Mexico
10255             1990             Mexico
5002              1970             Mexico
17384             1990             Mexico
11269             2000             Mexico
800               1980             Mexico
11270             1970             Mexico
5779              2000             Mexico
17276             1950             Mexico
11992             1990             Mexico
17237             2010             Mexico
1231              1990             Mexico
47                1970             Mexico
2701              1990             Mexico
17283             1980             Mexico
2714              2010             Mexico
15556             2000             Mexico
15555             1990             Mexico
14794             2010             Mexico
805               1970             Mexico
4887              1990             Mexico
6249              1930             Mexico
6067              1990             Mexico
9885              1990             Mexico
3698              2000             Mexico
5396              1940             Mexico
39                2000             Mexico
225               1930             Mexico
2772              2010             Mexico
5005              2000             Mexico
824               1970             Mexico
41                1990             Mexico
17259             1990             Mexico
295               2000             Mexico
2747              1980             Mexico
2717              1990             Mexico
10466             1990             Mexico
17265             1990             Mexico
11740             1970             Mexico
14424             1980             Mexico
14847             1970             Mexico
13644             1970             Mexico
287               1950             Mexico
12676             1970             Mexico
5838              1990             Mexico
15917             1950             Mexico
1108              1990             Mexico
5843              2000             Mexico
4212              1990             Mexico
13809             1990             Mexico
14885             2000             Mexico
15935             2000             Mexico
12830             1980             Mexico
17337             2010             Mexico
14390             1990             Mexico
13654             1980             Mexico
7536              1980             Mexico
14070             1990             Mexico
5834              2000             Mexico
15916             2010             Mexico
2459              2000             Mexico
14402             2010             Mexico
12552             2000             Mexico
13166             1980             Mexico
14061             1990             Mexico
5824              1950             Mexico
4966              1980             Mexico
13157             2000             Mexico
3469              2000             Mexico
11776             1980             Mexico
6091              2000             Mexico
3453              1990             Mexico
14652             1960             Mexico
11839             1900           Michigan
17330             1930           Michigan
1100              2010           Michigan
15031             1990           Michigan
11816             1910           Michigan
16104             1960           Michigan
2770              2000           Michigan
17344             1990           Michigan
12861             1950           Michigan
5228              2010           Michigan
12759             1940           Michigan
3043              1930           Michigan
17674             1990           Michigan
14744             1880           Michigan
17695             1910           Michigan
3703              1970           Michigan
223               1910           Michigan
9509              1910           Michigan
6872              1930           Michigan
6871              1950           Michigan
9501              1950           Michigan
9495              1910           Michigan
6864              1980           Michigan
5416              1910           Michigan
14700             2010           Michigan
14697             1940           Michigan
14765             1980           Michigan
14677             1970           Michigan
14646             1970           Michigan
12134             1970           Michigan
13352             1940           Michigan
14627             1960           Michigan
9423              1970           Michigan
851               1930           Michigan
9413              1940           Michigan
17848             1970           Michigan
869               2010           Michigan
12825             1910           Michigan
3614              1950           Michigan
9385              1910           Michigan
17867             2010           Michigan
9370              2010           Michigan
17771             1980           Michigan
8251              1960           Michigan
14767             1950           Michigan
9556              1980           Michigan
9748              1990           Michigan
5961              1920           Michigan
14980             2000           Michigan
17458             1950           Michigan
13381             1940           Michigan
1418              1970           Michigan
1847              1910           Michigan
9704              1950           Michigan
9703              1910           Michigan
8175              1950           Michigan
11908             2000           Michigan
17520             1910           Michigan
14905             1990           Michigan
3790              1920           Michigan
11931             1940           Michigan
258               1950           Michigan
14879             1970           Michigan
13741             1960           Michigan
14788             1910           Michigan
5350              1910           Michigan
8216              1910           Michigan
8213              1970           Michigan
5307              1960           Michigan
3042              1980           Michigan
17325             2000           Michigan
9624              1970           Michigan
3772              1890           Michigan
254               1910           Michigan
3773              1900           Michigan
9634              1910           Michigan
11954             1930           Michigan
5305              1900           Michigan
17597             1880           Michigan
372               1870           Michigan
17315             1990           Michigan
15688             1940           Michigan
4860              1920           Michigan
7292              1910           Michigan
7297              1890           Michigan
7298              1900           Michigan
7710              1970           Michigan
7709              1990           Michigan
10557             1980           Michigan
4418              1950           Michigan
7690              1900           Michigan
7284              2010           Michigan
7689              1930           Michigan
7671              1940           Michigan
15783             1890           Michigan
11110             2000           Michigan
4812              1900           Michigan
10616             1980           Michigan
1573              1990           Michigan
6376              1910           Michigan
601               1980           Michigan
600               1890           Michigan
2330              1920           Michigan
7316              1910           Michigan
1580              1990           Michigan
16547             1920           Michigan
1164              1940           Michigan
429               1960           Michigan
15550             2000           Michigan
11327             1920           Michigan
16676             1960           Michigan
10392             1960           Michigan
15574             1960           Michigan
12935             1980           Michigan
13478             1970           Michigan
6082              1920           Michigan
2300              1900           Michigan
10498             1960           Michigan
13638             1970           Michigan
631               1900           Michigan
16604             1970           Michigan
10453             1950           Michigan
4897              1920           Michigan
4891              2010           Michigan
4361              1950           Michigan
4362              1920           Michigan
16589             1920           Michigan
446               1990           Michigan
4875              1970           Michigan
10438             1960           Michigan
2940              1950           Michigan
16390             1950           Michigan
15838             1900           Michigan
16197             1940           Michigan
16195             1960           Michigan
6365              1960           Michigan
1643              1890           Michigan
16005             1920           Michigan
16186             1890           Michigan
534               1990           Michigan
10815             1900           Michigan
6038              2000           Michigan
13563             1990           Michigan
16222             1950           Michigan
16173             1880           Michigan
10835             1970           Michigan
16162             1890           Michigan
16160             1970           Michigan
13559             1950           Michigan
16053             1970           Michigan
10928             1940           Michigan
12993             1960           Michigan
555               1990           Michigan
10882             1930           Michigan
10887             1990           Michigan
16037             1920           Michigan
4495              2010           Michigan
2356              1980           Michigan
4722              1960           Michigan
478               1990           Michigan
15847             1980           Michigan
4509              1910           Michigan
6023              2000           Michigan
484               1980           Michigan
1584              1950           Michigan
16353             1940           Michigan
13528             1900           Michigan
11046             1880           Michigan
10692             1930           Michigan
4717              1950           Michigan
15892             1960           Michigan
7366              1990           Michigan
7588              1990           Michigan
11037             1940           Michigan
10715             1950           Michigan
7370              1950           Michigan
10719             1960           Michigan
15905             1980           Michigan
10752             1990           Michigan
15932             1970           Michigan
6050              1970           Michigan
15893             1990           Michigan
15036             1880           Michigan
2941              1900           Michigan
11369             1940           Michigan
11649             1970           Michigan
5105              1970           Michigan
2439              1960           Michigan
730               1970           Michigan
17108             1970           Michigan
7091              1980           Michigan
4043              1960           Michigan
348               1910           Michigan
17084             1960           Michigan
10035             1990           Michigan
9975              1940           Michigan
17067             1880           Michigan
11578             1990           Michigan
10057             2010           Michigan
2436              1970           Michigan
11574             1920           Michigan
5070              1970           Michigan
12898             1920           Michigan
5063              1910           Michigan
2249              1970           Michigan
6408              1900           Michigan
16998             1910           Michigan
12896             1920           Michigan
13675             2000           Michigan
9968              1960           Michigan
15188             1950           Michigan
15041             1950           Michigan
3916              1990           Michigan
3024              1960           Michigan
15043             1920           Michigan
15057             1900           Michigan
8097              1990           Michigan
8095              1990           Michigan
8094              1970           Michigan
9860              1950           Michigan
3931              1950           Michigan
9967              1960           Michigan
13112             1880           Michigan
15087             1980           Michigan
5182              1900           Michigan
5175              1920           Michigan
5170              1950           Michigan
13417             1920           Michigan
9910              1920           Michigan
11722             1990           Michigan
1450              1950           Michigan
8046              1970           Michigan
13433             1910           Michigan
11750             1960           Michigan
16729             1950           Michigan
10100             1900           Michigan
10104             1960           Michigan
2278              2010           Michigan
15439             1980           Michigan
1509              1960           Michigan
11420             1940           Michigan
11414             1890           Michigan
672               1970           Michigan
671               1900           Michigan
10266             1910           Michigan
10284             2000           Michigan
4235              1910           Michigan
7898              1980           Michigan
7861              1940           Michigan
10304             2000           Michigan
10308             1910           Michigan
11388             1990           Michigan
11387             1940           Michigan
16758             1940           Michigan
15493             2010           Michigan
11379             2000           Michigan
16757             1930           Michigan
4242              1990           Michigan
6396              1970           Michigan
4236              1910           Michigan
10101             1940           Michigan
11438             1880           Michigan
7906              1980           Michigan
13673             2010           Michigan
10110             1960           Michigan
7971              1890           Michigan
13459             1950           Michigan
2430              1880           Michigan
10136             1950           Michigan
4132              1950           Michigan
11490             1920           Michigan
7942              1950           Michigan
2964              1920           Michigan
7905              1980           Michigan
11484             1970           Michigan
7154              1980           Michigan
16894             2000           Michigan
687               1900           Michigan
11462             1980           Michigan
13468             1970           Michigan
10192             1970           Michigan
4992              1970           Michigan
11445             1910           Michigan
10221             2000           Michigan
11443             1920           Michigan
10168             1950           Michigan
5503              1960           Michigan
17378             1920           Michigan
1295              1960           Michigan
6472              1940           Michigan
6219              1960           Michigan
18045             1970           Michigan
6757              2000           Michigan
9232              1970           Michigan
13999             1920           Michigan
3251              1950           Michigan
9212              1900           Michigan
2671              1940           Michigan
5589              1960           Michigan
18075             1940           Michigan
18563             1910           Michigan
159               1990           Michigan
13196             1910           Michigan
8597              1960           Michigan
18541             1880           Michigan
9183              1940           Michigan
9178              1950           Michigan
12341             1900           Michigan
9167              1950           Michigan
5596              1920           Michigan
1222              1940           Michigan
9156              1910           Michigan
9155              1990           Michigan
18144             1960           Michigan
18603             1980           Michigan
9149              1970           Michigan
13767             1880           Michigan
13187             1920           Michigan
14494             1960           Michigan
9304              1900           Michigan
8652              1990           Michigan
2165              1940           Michigan
12765             1900           Michigan
18674             1950           Michigan
13921             1970           Michigan
8644              1980           Michigan
3100              1980           Michigan
8386              1970           Michigan
9283              1920           Michigan
12261             1930           Michigan
14471             1980           Michigan
6459              1900           Michigan
14464             1910           Michigan
8629              1950           Michigan
13967             1960           Michigan
18626             1990           Michigan
3226              2010           Michigan
13240             1930           Michigan
5806              1890           Michigan
6546              1970           Michigan
3237              1970           Michigan
18016             1960           Michigan
3540              1990           Michigan
13765             1970           Michigan
146               1940           Michigan
12598             2000           Michigan
5613              1940           Michigan
6673              1880           Michigan
12446             1970           Michigan
12549             1990           Michigan
12456             1900           Michigan
18300             1990           Michigan
2034              1950           Michigan
6603              1940           Michigan
5689              1910           Michigan
12797             1970           Michigan
12796             1960           Michigan
8969              1990           Michigan
6608              1950           Michigan
14107             1960           Michigan
8494              1900           Michigan
12795             1980           Michigan
18327             1920           Michigan
8987              1910           Michigan
9012              1890           Michigan
8513              1980           Michigan
18352             1990           Michigan
8993              1910           Michigan
9008              1900           Michigan
18347             1910           Michigan
18340             1960           Michigan
9003              1970           Michigan
5928              1990           Michigan
2514              1960           Michigan
12555             1920           Michigan
18266             1910           Michigan
2054              1950           Michigan
18507             1890           Michigan
8874              1970           Michigan
12594             1900           Michigan
141               1910           Michigan
1312              1980           Michigan
18499             1970           Michigan
12593             1900           Michigan
5626              1920           Michigan
6578              2000           Michigan
14312             1970           Michigan
12392             1990           Michigan
18689             1960           Michigan
6700              1910           Michigan
14045             1960           Michigan
5653              1890           Michigan
14049             1900           Michigan
5767              1900           Michigan
14276             1990           Michigan
6688              1980           Michigan
2119              1950           Michigan
12564             1870           Michigan
6683              1980           Michigan
8922              1900           Michigan
12556             1940           Michigan
8927              1900           Michigan
12403             1960           Michigan
17950             1900           Michigan
18344             1910           Michigan
6477              1970           Michigan
5875              2000           Michigan
12821             1950           Michigan
13                1980           Michigan
17895             1960           Michigan
13846             1940           Michigan
2166              1910           Michigan
6503              1950           Michigan
5871              1910           Michigan
13252             1980           Michigan
9336              1940           Michigan
6797              1900           Michigan
17926             1980           Michigan
6153              1960           Michigan
8706              1950           Michigan
18735             1950           Michigan
13842             1940           Michigan
12763             1970           Michigan
9310              1940           Michigan
5515              1910           Michigan
3571              1940           Michigan
5145              1910          Minnesota
9923              1890          Minnesota
3636              1880          Minnesota
16423             1980          Minnesota
2159              1960          Minnesota
4332              1970          Minnesota
570               1950          Minnesota
15092             1990          Minnesota
3963              2010          Minnesota
14040             1950          Minnesota
10615             1980          Minnesota
8902              1990          Minnesota
7249              1980          Minnesota
17548             1920          Minnesota
3248              1970          Minnesota
2905              1930          Minnesota
6851              1920          Minnesota
15150             1940          Minnesota
16686             1990          Minnesota
3750              1910          Minnesota
7073              1900          Minnesota
6921              2000          Minnesota
4779              2010          Minnesota
7837              1910          Minnesota
6679              1970          Minnesota
14053             1990          Minnesota
6682              1970          Minnesota
8396              2000          Minnesota
2040              1960          Minnesota
14044             2000          Minnesota
17146             1920          Minnesota
2559              1900          Minnesota
14988             1970          Minnesota
7061              1920          Minnesota
5794              1910          Minnesota
15531             1970          Minnesota
8809              1970          Minnesota
17201             1980          Minnesota
8206              1920          Minnesota
12311             1980          Minnesota
2904              1910          Minnesota
16746             1970          Minnesota
16473             1950          Minnesota
2091              1910          Minnesota
18484             1910          Minnesota
15730             1990          Minnesota
8441              1970          Minnesota
11233             1910          Minnesota
17462             1880          Minnesota
2154              1880          Minnesota
7501              1900          Minnesota
11873             1950          Minnesota
6976              1970          Minnesota
11814             2010          Minnesota
10495             1900          Minnesota
12602             1980          Minnesota
764               1880          Minnesota
9161              1960          Minnesota
5783              1880          Minnesota
613               1940          Minnesota
14011             2000          Minnesota
18520             2000          Minnesota
14368             1940          Minnesota
11861             1910          Minnesota
11840             1970          Minnesota
2059              1960          Minnesota
1931              1990          Minnesota
2508              1910          Minnesota
13731             1990          Minnesota
7499              1990          Minnesota
16171             1980          Minnesota
4414              1940          Minnesota
3936              1960          Minnesota
12385             1970          Minnesota
17531             2010          Minnesota
11385             1980          Minnesota
13701             1900          Minnesota
2709              1920          Minnesota
1806              1910          Minnesota
13704             2000          Minnesota
12319             1940          Minnesota
8411              1970          Minnesota
17512             1920          Minnesota
7666              2000          Minnesota
13705             1990          Minnesota
10449             1950          Minnesota
5935              2010          Minnesota
17927             1940          Minnesota
4833              1980          Minnesota
7313              2000          Minnesota
14377             1930          Minnesota
8603              1900          Minnesota
14336             1970          Minnesota
8446              1910          Minnesota
14019             1910          Minnesota
5962              1900          Minnesota
14570             1930          Minnesota
13177             2000          Minnesota
330               1950          Minnesota
4240              2010          Minnesota
14724             1910          Minnesota
15918             2010          Minnesota
18308             1970          Minnesota
13454             1970          Minnesota
3395              1930          Minnesota
16816             1950          Minnesota
4619              1910          Minnesota
8952              1980          Minnesota
12252             1920          Minnesota
17900             1880          Minnesota
8357              2000          Minnesota
3334              1910          Minnesota
16803             1960          Minnesota
5512              1970          Minnesota
6897              2010          Minnesota
15274             1990          Minnesota
13949             2010          Minnesota
14637             1900          Minnesota
16788             1960          Minnesota
16787             1900          Minnesota
16786             1900          Minnesota
4557              1900          Minnesota
10707             1940          Minnesota
18661             1900          Minnesota
13456             1940          Minnesota
13466             1900          Minnesota
4158              1890          Minnesota
6854              2010          Minnesota
17949             1940          Minnesota
17892             1920          Minnesota
4159              1900          Minnesota
3670              1990          Minnesota
4167              1980          Minnesota
7549              1910          Minnesota
10137             1900          Minnesota
16228             1920          Minnesota
16247             1960          Minnesota
1384              1950          Minnesota
4180              1890          Minnesota
6241              1970          Minnesota
1490              2000          Minnesota
5951              1970          Minnesota
12208             1900          Minnesota
13244             2010          Minnesota
7918              1980          Minnesota
2270              1910          Minnesota
5498              1880          Minnesota
8945              1950          Minnesota
13322             1890          Minnesota
1922              1910          Minnesota
6148              1930          Minnesota
17647             1960          Minnesota
11050             1990          Minnesota
5678              1920          Minnesota
10294             1950          Minnesota
15995             1910          Minnesota
6063              1950          Minnesota
10697             2000          Minnesota
4969              2010          Minnesota
16785             2010          Minnesota
6412              1940          Minnesota
1230              1930          Minnesota
14770             1970          Minnesota
10704             2000          Minnesota
11625             1970          Minnesota
1113              1900          Minnesota
17321             2000        Mississippi
18412             1920        Mississippi
1363              1940        Mississippi
9078              1920        Mississippi
16971             1980        Mississippi
9822              2010        Mississippi
16150             1980        Mississippi
16121             1900        Mississippi
2015              1990        Mississippi
7967              2000        Mississippi
2256              1940        Mississippi
2267              1920        Mississippi
12443             1990        Mississippi
17302             2000        Mississippi
6039              1960        Mississippi
7979              2010        Mississippi
11791             1930        Mississippi
11613             2000        Mississippi
8683              1920        Mississippi
16607             2000        Mississippi
15644             2000        Mississippi
622               1930        Mississippi
13119             1950        Mississippi
4032              1960        Mississippi
6815              2000        Mississippi
6041              1960        Mississippi
3611              1900        Mississippi
10150             1980        Mississippi
9375              1940        Mississippi
11470             2000        Mississippi
16885             1990        Mississippi
6466              1980        Mississippi
17125             1990        Mississippi
17376             2000        Mississippi
16161             1990        Mississippi
16968             2000        Mississippi
15208             1970        Mississippi
1703              1990        Mississippi
10893             2000        Mississippi
1933              1990        Mississippi
1949              1980        Mississippi
13555             1990        Mississippi
5010              1960        Mississippi
9809              2010        Mississippi
2631              1930        Mississippi
15232             1970        Mississippi
15204             1960        Mississippi
10128             1920        Mississippi
10490             1920        Mississippi
2134              1930        Mississippi
909               1990        Mississippi
13296             1950        Mississippi
7879              1970        Mississippi
16636             2000        Mississippi
3616              1920        Mississippi
1761              1990        Mississippi
11580             1920        Mississippi
15609             2000        Mississippi
8486              1960        Mississippi
1512              1920        Mississippi
11406             1970        Mississippi
14026             1990        Mississippi
6084              1970        Mississippi
14308             1920        Mississippi
8459              1980        Mississippi
11405             1960        Mississippi
11584             1900        Mississippi
2816              1930        Mississippi
12398             1930        Mississippi
4296              1960        Mississippi
13058             1990        Mississippi
5932              2000        Mississippi
16663             1970        Mississippi
11311             1910        Mississippi
12878             1970        Mississippi
9922              2000        Mississippi
11589             1950        Mississippi
17909             2000        Mississippi
7797              1970        Mississippi
2815              1930        Mississippi
12940             1930        Mississippi
10291             2000        Mississippi
11255             1960        Mississippi
4013              2000        Mississippi
11774             2010        Mississippi
7176              1980        Mississippi
2051              2010        Mississippi
14198             1940        Mississippi
17284             1950        Mississippi
18185             1940        Mississippi
2991              1920        Mississippi
6111              1930        Mississippi
8534              1980        Mississippi
10242             1950        Mississippi
2992              1980        Mississippi
10916             1990        Mississippi
16772             2000        Mississippi
2304              2010        Mississippi
14315             1910        Mississippi
10259             1990        Mississippi
3180              2010        Mississippi
10024             1910        Mississippi
7828              1950        Mississippi
4282              2010        Mississippi
14025             2010        Mississippi
8491              1920        Mississippi
7054              1960        Mississippi
635               1970        Mississippi
9396              1920        Mississippi
1508              1950        Mississippi
15461             1910        Mississippi
5210              1940        Mississippi
9718              1920        Mississippi
1975              1970        Mississippi
3082              1980        Mississippi
17649             1940        Mississippi
4794              1920        Mississippi
11892             1930        Mississippi
9535              1990        Mississippi
7307              1970        Mississippi
17803             1930        Mississippi
13763             1930        Mississippi
15773             2000        Mississippi
14485             2000        Mississippi
13911             1910        Mississippi
14457             1990        Mississippi
11883             1960        Mississippi
7704              1930        Mississippi
3543              1930        Mississippi
17559             1980        Mississippi
7708              2010        Mississippi
10710             1990        Mississippi
5456              1980        Mississippi
4738              1940        Mississippi
17994             2000        Mississippi
2195              1980        Mississippi
1402              1950        Mississippi
6221              2010        Mississippi
7676              2000        Mississippi
2616              2010        Mississippi
1977              2000        Mississippi
6749              1990        Mississippi
9553              2000        Mississippi
13030             1930        Mississippi
3653              1880        Mississippi
17570             1930        Mississippi
13860             1990        Mississippi
3508              1960        Mississippi
6786              1950        Mississippi
16329             2010        Mississippi
13942             1960        Mississippi
11138             1920        Mississippi
17573             1930        Mississippi
17996             1970        Mississippi
1565              2000        Mississippi
1670              1950        Mississippi
16034             1940        Mississippi
17572             1940        Mississippi
4515              2010        Mississippi
17727             1970        Mississippi
13599             1940        Mississippi
12097             1920        Mississippi
1330              1930        Mississippi
12118             1970        Mississippi
3081              1980        Mississippi
18638             1990        Mississippi
6536              1930        Mississippi
6894              2000        Mississippi
17430             1910        Mississippi
5031              1910        Mississippi
1676              1980        Mississippi
9534              1980        Mississippi
4715              2010        Mississippi
10985             1910        Mississippi
5863              1970        Mississippi
8222              1960        Mississippi
9598              1930        Mississippi
18611             1990        Mississippi
7631              1930        Mississippi
12731             2000        Mississippi
773               1950        Mississippi
878               1960        Mississippi
12290             1950        Mississippi
15801             1980        Mississippi
14716             1910        Mississippi
1842              1950        Mississippi
13355             1970        Mississippi
13958             1920        Mississippi
18634             1990        Mississippi
4407              1930        Mississippi
7433              1970        Mississippi
17737             1950        Mississippi
1563              1990        Mississippi
18639             2000        Mississippi
6859              2010        Mississippi
9668              1970        Mississippi
15826             2000        Mississippi
4593              2000        Mississippi
9744              2000        Mississippi
15854             1910        Mississippi
10768             1890        Mississippi
16311             1990           Missouri
16308             1900           Missouri
16307             1900           Missouri
7875              1950           Missouri
7368              1910           Missouri
16789             1950           Missouri
13590             1950           Missouri
10276             1950           Missouri
16306             1990           Missouri
2918              1930           Missouri
13471             1990           Missouri
15828             1880           Missouri
2856              1910           Missouri
8799              1920           Missouri
1010              1930           Missouri
7491              1890           Missouri
7462              1960           Missouri
8721              1920           Missouri
13289             2000           Missouri
998               1930           Missouri
16760             1910           Missouri
5799              1890           Missouri
65                1910           Missouri
1278              1990           Missouri
15477             1900           Missouri
15470             1990           Missouri
11068             1880           Missouri
4239              1900           Missouri
8934              1930           Missouri
10686             1910           Missouri
13067             1900           Missouri
7361              1930           Missouri
18422             1900           Missouri
5808              1940           Missouri
10801             1880           Missouri
10906             1990           Missouri
12768             1930           Missouri
10800             1910           Missouri
2895              1960           Missouri
11402             1940           Missouri
10702             1890           Missouri
7849              1910           Missouri
16301             1960           Missouri
2882              1890           Missouri
16794             1960           Missouri
18355             1920           Missouri
4571              1970           Missouri
10998             1880           Missouri
6353              1880           Missouri
15983             1900           Missouri
5721              1950           Missouri
12756             2000           Missouri
7925              1920           Missouri
18358             1940           Missouri
5722              1950           Missouri
16261             2010           Missouri
4191              1980           Missouri
3214              1930           Missouri
5723              1940           Missouri
11449             1910           Missouri
4197              1940           Missouri
16850             1920           Missouri
506               1900           Missouri
10217             1990           Missouri
2086              1960           Missouri
8992              1880           Missouri
16917             1950           Missouri
5984              1950           Missouri
10786             1970           Missouri
7151              1940           Missouri
12705             1970           Missouri
5708              1980           Missouri
15976             1950           Missouri
7153              1880           Missouri
5024              1990           Missouri
942               1900           Missouri
5022              1930           Missouri
7936              1920           Missouri
2958              1920           Missouri
16101             1910           Missouri
7159              1910           Missouri
13901             1880           Missouri
5715              1920           Missouri
15400             1910           Missouri
15467             1990           Missouri
12514             1960           Missouri
4564              1880           Missouri
11417             1930           Missouri
7885              2000           Missouri
3153              1960           Missouri
6534              1910           Missouri
3336              1950           Missouri
1732              1920           Missouri
4219              2000           Missouri
16811             1900           Missouri
4540              1940           Missouri
6511              1990           Missouri
8732              1940           Missouri
10720             2000           Missouri
13302             1950           Missouri
10265             1870           Missouri
16805             1910           Missouri
16802             1950           Missouri
16797             1910           Missouri
11422             1950           Missouri
3215              1910           Missouri
4214              1980           Missouri
1235              1940           Missouri
7469              1950           Missouri
16109             1900           Missouri
12683             1890           Missouri
16111             1970           Missouri
13920             1870           Missouri
7483              1900           Missouri
8968              1880           Missouri
15424             1910           Missouri
8529              1900           Missouri
13306             1940           Missouri
406               1920           Missouri
7567              1930           Missouri
7571              1970           Missouri
12534             1930           Missouri
16284             1980           Missouri
16114             1900           Missouri
15984             1990           Missouri
11425             1910           Missouri
572               1900           Missouri
16722             2010           Missouri
13273             1900           Missouri
18500             1980           Missouri
8877              1910           Missouri
12615             1910           Missouri
7768              1960           Missouri
3177              1890           Missouri
4422              1960           Missouri
3266              1980           Missouri
2110              2000           Missouri
16605             2000           Missouri
11252             1910           Missouri
7263              1970           Missouri
12956             1970           Missouri
10555             1930           Missouri
16509             1900           Missouri
16152             1990           Missouri
6172              1880           Missouri
4838              2000           Missouri
4367              1960           Missouri
7262              1930           Missouri
10568             1940           Missouri
7681              1880           Missouri
4345              1900           Missouri
606               1980           Missouri
1009              1880           Missouri
13282             2010           Missouri
5886              1930           Missouri
10437             2000           Missouri
4823              1970           Missouri
16487             1970           Missouri
12592             1980           Missouri
13634             1920           Missouri
7437              1880           Missouri
10824             1880           Missouri
16490             1900           Missouri
7678              1940           Missouri
7679              1910           Missouri
4909              1940           Missouri
18494             1920           Missouri
6000              1940           Missouri
1619              1900           Missouri
7680              1900           Missouri
8867              1980           Missouri
4438              1890           Missouri
10847             2000           Missouri
16217             1990           Missouri
4672              1900           Missouri
11178             1880           Missouri
12603             1910           Missouri
16164             1890           Missouri
4866              2000           Missouri
11179             1890           Missouri
16167             1930           Missouri
15683             1940           Missouri
16042             1930           Missouri
18521             1920           Missouri
6327              1940           Missouri
7728              1880           Missouri
1541              1920           Missouri
1616              1910           Missouri
7726              1930           Missouri
8852              1930           Missouri
4862              1920           Missouri
5784              1870           Missouri
616               1910           Missouri
13509             1970           Missouri
16556             1930           Missouri
455               2010           Missouri
8841              1960           Missouri
3274              1920           Missouri
6325              1970           Missouri
2647              1880           Missouri
15667             1950           Missouri
11226             1920           Missouri
4853              1920           Missouri
11225             1900           Missouri
13498             1900           Missouri
8864              2000           Missouri
7744              1990           Missouri
7295              1880           Missouri
11217             1920           Missouri
11216             1880           Missouri
7713              1910           Missouri
2315              1940           Missouri
10493             2000           Missouri
7738              1910           Missouri
37                1900           Missouri
8592              1890           Missouri
13992             1900           Missouri
12620             1920           Missouri
10428             1930           Missouri
4285              1920           Missouri
7820              1910           Missouri
6553              1920           Missouri
2875              1890           Missouri
18456             1950           Missouri
15538             1920           Missouri
6176              1870           Missouri
15543             1940           Missouri
13553             1910           Missouri
13064             2000           Missouri
16416             1890           Missouri
2328              1900           Missouri
16180             1910           Missouri
11334             1940           Missouri
6588              1910           Missouri
15552             1880           Missouri
4300              1940           Missouri
18460             1910           Missouri
4294              1930           Missouri
15532             1960           Missouri
11347             1910           Missouri
16710             1880           Missouri
10653             1980           Missouri
16397             1940           Missouri
4489              1890           Missouri
7836              2010           Missouri
16740             2010           Missouri
2332              1940           Missouri
16401             1900           Missouri
10339             1950           Missouri
2560              1940           Missouri
14052             1960           Missouri
15530             1950           Missouri
10910             1890           Missouri
7525              1960           Missouri
15695             1950           Missouri
18606             1900           Missouri
422               1940           Missouri
13609             1910           Missouri
1679              1940           Missouri
16711             1880           Missouri
12633             1910           Missouri
10429             1880           Missouri
10382             1920           Missouri
6181              1930           Missouri
15793             1940           Missouri
15589             1970           Missouri
8611              1930           Missouri
7336              1980           Missouri
636               1880           Missouri
14002             1940           Missouri
1681              1950           Missouri
1172              1910           Missouri
10613             1950           Missouri
15615             1950           Missouri
11282             1910           Missouri
15616             1940           Missouri
16464             1880           Missouri
16465             1920           Missouri
7328              1980           Missouri
11278             1990           Missouri
8891              1910           Missouri
10426             1910           Missouri
469               2010           Missouri
1680              1950           Missouri
1134              1920           Missouri
6554              1890           Missouri
474               1990           Missouri
11093             1930           Missouri
7808              1920           Missouri
18462             1930           Missouri
15559             1990           Missouri
14043             1940           Missouri
11313             1950           Missouri
13060             1890           Missouri
8813              1960           Missouri
13059             1890           Missouri
4307              1940           Missouri
3242              2000           Missouri
8899              2010           Missouri
4464              1960           Missouri
15573             2010           Missouri
12577             1990           Missouri
4928              1910           Missouri
7650              1900           Missouri
4927              1920           Missouri
6317              1930           Missouri
15708             1950           Missouri
3589              1890           Missouri
17709             1910           Missouri
11936             1930           Missouri
6739              1950           Missouri
11942             1920           Missouri
17211             1890           Missouri
5139              1950           Missouri
1390              1900           Missouri
324               1930           Missouri
6120              1890           Missouri
9933              1980           Missouri
15149             1940           Missouri
18225             1890           Missouri
8048              2000           Missouri
921               1950           Missouri
14442             1920           Missouri
11865             1960           Missouri
169               1930           Missouri
6735              1990           Missouri
17625             1970           Missouri
11856             1890           Missouri
17691             1940           Missouri
2192              2000           Missouri
14304             1910           Missouri
9102              1960           Missouri
11734             2010           Missouri
5392              1890           Missouri
12251             1950           Missouri
15154             1890           Missouri
15116             1950           Missouri
3870              1890           Missouri
17542             1960           Missouri
17229             1950           Missouri
17226             1950           Missouri
2219              1880           Missouri
9918              1870           Missouri
11850             2010           Missouri
11729             1910           Missouri
9897              1950           Missouri
15156             1920           Missouri
11693             1920           Missouri
1027              1890           Missouri
7070              1890           Missouri
12887             1990           Missouri
3432              1980           Missouri
6973              1990           Missouri
1346              1890           Missouri
4016              1920           Missouri
792               1920           Missouri
18013             1990           Missouri
6684              1930           Missouri
2609              2010           Missouri
833               1970           Missouri
214               1910           Missouri
115               1910           Missouri
12287             1960           Missouri
1150              1920           Missouri
17152             2010           Missouri
1854              1950           Missouri
9222              1880           Missouri
15161             1920           Missouri
2188              1920           Missouri
9952              1950           Missouri
2960              1920           Missouri
8042              1960           Missouri
2151              1960           Missouri
17970             1880           Missouri
15158             1940           Missouri
17615             1990           Missouri
17968             1890           Missouri
9600              1870           Missouri
219               1950           Missouri
8219              1960           Missouri
14489             1910           Missouri
8279              1920           Missouri
17964             1970           Missouri
8160              1910           Missouri
8284              1950           Missouri
14747             1890           Missouri
6991              1900           Missouri
1209              1940           Missouri
1824              1930           Missouri
18156             1890           Missouri
14461             1970           Missouri
11923             1930           Missouri
15032             1940           Missouri
17652             1980           Missouri
8117              1940           Missouri
8443              2000           Missouri
17324             1880           Missouri
6906              1950           Missouri
17322             1910           Missouri
3476              1920           Missouri
282               1880           Missouri
3730              1920           Missouri
17333             2010           Missouri
17997             1940           Missouri
5601              1880           Missouri
8239              1910           Missouri
17368             1930           Missouri
147               1940           Missouri
6916              1960           Missouri
18065             1950           Missouri
17632             1910           Missouri
6995              1910           Missouri
14443             1920           Missouri
17659             1980           Missouri
5216              1930           Missouri
5353              1890           Missouri
9578              2010           Missouri
1336              1950           Missouri
1432              1870           Missouri
11818             1980           Missouri
3073              1960           Missouri
13412             1950           Missouri
18136             1950           Missouri
8465              1920           Missouri
7013              2010           Missouri
14334             2010           Missouri
2455              1900           Missouri
15079             1910           Missouri
9875              2000           Missouri
15083             1950           Missouri
17629             1900           Missouri
12256             1870           Missouri
12037             1880           Missouri
3948              1930           Missouri
8075              1920           Missouri
17681             1960           Missouri
1801              1890           Missouri
12389             1930           Missouri
17249             1900           Missouri
5975              1890           Missouri
1391              1890           Missouri
9545              2010           Missouri
7025              1950           Missouri
5627              1930           Missouri
8084              1900           Missouri
18167             1910           Missouri
14776             1960           Missouri
15054             2000           Missouri
5366              1920           Missouri
6901              1940           Missouri
12370             1970           Missouri
9554              1920           Missouri
11794             1870           Missouri
8250              1910           Missouri
14354             1990           Missouri
15064             1920           Missouri
9856              1970           Missouri
12379             1930           Missouri
9861              1870           Missouri
17671             1910           Missouri
12265             1980           Missouri
1808              1880           Missouri
13204             1990           Missouri
12888             1910           Missouri
5220              1980           Missouri
3056              1910           Missouri
12176             1940           Missouri
2261              2010           Missouri
14942             1950           Missouri
14579             1920           Missouri
11540             2000           Missouri
11542             1970           Missouri
9411              1980           Missouri
11935             1920           Missouri
7119              1890           Missouri
5429              1880           Missouri
3583              2000           Missouri
14874             1940           Missouri
11939             1920           Missouri
12790             1890           Missouri
6096              1990           Missouri
17923             1930           Missouri
11933             1940           Missouri
1865              1950           Missouri
10076             1970           Missouri
16947             1930           Missouri
12202             1900           Missouri
16946             1960           Missouri
10072             1990           Missouri
2180              1890           Missouri
4066              1910           Missouri
17044             1900           Missouri
18100             1970           Missouri
7953              1890           Missouri
1320              1920           Missouri
856               1940           Missouri
14873             1960           Missouri
14575             2010           Missouri
15325             1940           Missouri
2259              1960           Missouri
1221              1960           Missouri
6961              1880           Missouri
3610              1910           Missouri
17894             1880           Missouri
12479             1910           Missouri
6226              1960           Missouri
8501              1960           Missouri
15344             1960           Missouri
10108             1910           Missouri
9335              1880           Missouri
17859             1890           Missouri
14167             1890           Missouri
14560             1900           Missouri
16952             1910           Missouri
3384              1990           Missouri
17842             1920           Missouri
3781              1940           Missouri
13455             1920           Missouri
9025              1940           Missouri
10096             1950           Missouri
16964             1920           Missouri
3382              1930           Missouri
18736             1910           Missouri
17551             1910           Missouri
6822              1950           Missouri
17897             1950           Missouri
5045              1940           Missouri
3620              1870           Missouri
1861              1910           Missouri
3385              1940           Missouri
8331              1920           Missouri
9365              1940           Missouri
3596              1930           Missouri
10149             1940           Missouri
11500             1940           Missouri
3817              1910           Missouri
5245              1890           Missouri
6808              1900           Missouri
13098             1950           Missouri
3572              1950           Missouri
17943             1910           Missouri
3533              1910           Missouri
11950             1920           Missouri
14880             1990           Missouri
6927              1930           Missouri
841               1900           Missouri
17945             1900           Missouri
1407              1940           Missouri
1470              1990           Missouri
8190              1910           Missouri
10011             1910           Missouri
5449              1970           Missouri
1469              1960           Missouri
9728              1880           Missouri
12834             1880           Missouri
6674              1960           Missouri
12493             1880           Missouri
1411              1950           Missouri
2761              2000           Missouri
14666             1910           Missouri
9247              1930           Missouri
17116             1910           Missouri
1751              1970           Missouri
3646              1880           Missouri
163               1940           Missouri
2211              1920           Missouri
9055              1930           Missouri
1094              1910           Missouri
17053             2010           Missouri
5686              1970           Missouri
9042              1890           Missouri
9043              1930           Missouri
15355             1960           Missouri
9044              1900           Missouri
8008              1930           Missouri
13436             1960           Missouri
1478              2000           Missouri
11959             1910           Missouri
10051             1980           Missouri
6762              1880           Missouri
14211             1880           Missouri
9046              1900           Missouri
11932             1990           Missouri
1473              1980           Missouri
11886             1970           Missouri
6837              1910           Missouri
4048              1870           Missouri
17509             1950           Missouri
103               1890           Missouri
5679              1920           Missouri
9054              1920           Missouri
12451             1880           Missouri
5581              1990           Missouri
13679             1930           Missouri
1946              1960           Missouri
1477              1980           Missouri
2969              1920           Missouri
11224             1980            Montana
16956             2010            Montana
11048             1970            Montana
6040              1980            Montana
4592              1920            Montana
11139             1960            Montana
11378             2000            Montana
17177             1940            Montana
10040             1970            Montana
13439             1950            Montana
4508              1980            Montana
6422              2010            Montana
1615              1950            Montana
3483              1910            Montana
12747             1970            Montana
15086             1990            Montana
8433              2000            Montana
18197             1910            Montana
14752             1990            Montana
2029              1990            Montana
680               1980            Montana
12198             1960            Montana
2914              2000           Nebraska
17395             2010           Nebraska
9224              1910           Nebraska
9243              2010           Nebraska
2767              1950           Nebraska
3538              1910           Nebraska
14374             1900           Nebraska
13820             1990           Nebraska
173               1910           Nebraska
2911              1990           Nebraska
15763             1910           Nebraska
7618              1900           Nebraska
13229             1990           Nebraska
9589              1910           Nebraska
1139              1900           Nebraska
13198             2000           Nebraska
472               1940           Nebraska
14872             1960           Nebraska
157               1940           Nebraska
783               1940           Nebraska
12000             2000           Nebraska
6569              1910           Nebraska
2550              1990           Nebraska
17583             1910           Nebraska
1549              1920           Nebraska
18149             1910           Nebraska
3579              1890           Nebraska
14204             1940           Nebraska
11569             1910           Nebraska
3095              1960           Nebraska
6098              2000           Nebraska
9429              1930           Nebraska
13680             1920           Nebraska
17810             2010           Nebraska
1756              1950           Nebraska
18705             1960           Nebraska
10293             1930           Nebraska
7527              1900           Nebraska
8540              1940           Nebraska
843               1990           Nebraska
1964              1920           Nebraska
15238             1910           Nebraska
6939              1950           Nebraska
4703              1950           Nebraska
8485              1940           Nebraska
8025              1970           Nebraska
1025              1900           Nebraska
6048              1910           Nebraska
2796              2000           Nebraska
16913             1920           Nebraska
13663             1920           Nebraska
8340              1960           Nebraska
15391             1900           Nebraska
15356             1900           Nebraska
11474             1910           Nebraska
16941             1930           Nebraska
1482              1980           Nebraska
8346              1910           Nebraska
8352              1950           Nebraska
9380              1920           Nebraska
9333              1940           Nebraska
6615              1990           Nebraska
8                 1890           Nebraska
6043              1950           Nebraska
863               2000           Nebraska
8696              1980           Nebraska
14136             1980           Nebraska
12601             1980           Nebraska
522               1960           Nebraska
14669             2010           Nebraska
18656             2000           Nebraska
6336              2000           Nebraska
501               1900           Nebraska
7806              1930           Nebraska
9919              1930           Nebraska
1903              1940           Nebraska
18214             1910           Nebraska
17231             1950           Nebraska
5142              1920           Nebraska
10399             1910           Nebraska
4741              1900           Nebraska
317               2000           Nebraska
10427             1940           Nebraska
9116              1940           Nebraska
9852              1920           Nebraska
15897             1950           Nebraska
7340              1970           Nebraska
18150             1910           Nebraska
11025             1980           Nebraska
6416              1900           Nebraska
16280             1910           Nebraska
3003              1890           Nebraska
14685             1910           Nebraska
3099              2010           Nebraska
12422             1910           Nebraska
15954             1910           Nebraska
10993             1960           Nebraska
1245              1960           Nebraska
11352             1990           Nebraska
17735             2000           Nebraska
4299              2010           Nebraska
12421             1910           Nebraska
6242              1920           Nebraska
18226             1950           Nebraska
4563              2000           Nebraska
15533             1960           Nebraska
17713             1970           Nebraska
2190              1980           Nebraska
13583             1990           Nebraska
18073             1920           Nebraska
12412             1980           Nebraska
6953              1920           Nebraska
9658              1900        Netherlands
9659              1900        Netherlands
5097              1990        Netherlands
12748             1890        Netherlands
14018             1970        Netherlands
17316             2000        Netherlands
6532              2010        Netherlands
1449              1970        Netherlands
4804              1990        Netherlands
7852              1890        Netherlands
6845              2010        Netherlands
1361              2010             Nevada
12168             2010             Nevada
18720             2000             Nevada
12158             1960             Nevada
13274             2010             Nevada
1594              1990             Nevada
15880             2010             Nevada
2072              2010             Nevada
15796             2000             Nevada
14427             1990             Nevada
13857             2000             Nevada
10739             2010             Nevada
14160             2010             Nevada
9712              2010             Nevada
3499              2010             Nevada
10544             1990             Nevada
14269             2010             Nevada
11328             2000             Nevada
6998              2010             Nevada
15515             2010             Nevada
5777              2010             Nevada
3419              1990             Nevada
1184              2000             Nevada
346               2010             Nevada
3828              2000             Nevada
1271              2000             Nevada
3928              1960             Nevada
17289             2000             Nevada
15059             2000             Nevada
5786              1970             Nevada
8981              2010             Nevada
9691              2000             Nevada
14101             1920             Nevada
10177             2000             Nevada
16844             2000             Nevada
4130              1910             Nevada
14340             2010             Nevada
1413              2010             Nevada
17534             2010             Nevada
14149             1980             Nevada
18063             2010             Nevada
17178             1910       NewHampshire
14484             1930       NewHampshire
17346             1900       NewHampshire
6694              1880       NewHampshire
5359              1970       NewHampshire
3474              1910       NewHampshire
5394              1990       NewHampshire
5623              1910       NewHampshire
9898              2010       NewHampshire
18198             1950       NewHampshire
2781              1920       NewHampshire
5632              1910       NewHampshire
4365              1920       NewHampshire
12802             1930       NewHampshire
6752              1880       NewHampshire
16736             1880       NewHampshire
13430             1990       NewHampshire
7156              1870       NewHampshire
14515             1980       NewHampshire
16995             1900       NewHampshire
12902             2000       NewHampshire
16830             1930       NewHampshire
1109              1900       NewHampshire
5753              1970       NewHampshire
17818             1910       NewHampshire
5684              2000       NewHampshire
15475             1890       NewHampshire
16767             1980       NewHampshire
3651              1890       NewHampshire
17948             1910       NewHampshire
18446             1890       NewHampshire
17141             2000       NewHampshire
15197             1960       NewHampshire
18450             1980       NewHampshire
3301              1880       NewHampshire
9491              1880       NewHampshire
17722             1900       NewHampshire
1967              1900       NewHampshire
17973             1940       NewHampshire
12281             1890       NewHampshire
17180             1910       NewHampshire
13617             1880       NewHampshire
14956             1940       NewHampshire
5242              1890       NewHampshire
15706             1950       NewHampshire
11144             1990       NewHampshire
4430              1890       NewHampshire
5586              1990       NewHampshire
9620              1980       NewHampshire
2566              1990       NewHampshire
15258             2010          NewJersey
12148             1920          NewJersey
12149             1950          NewJersey
6489              1950          NewJersey
1328              1980          NewJersey
5468              1970          NewJersey
12545             1900          NewJersey
2834              1900          NewJersey
15471             1880          NewJersey
15291             1950          NewJersey
5068              1940          NewJersey
6360              1940          NewJersey
7113              1990          NewJersey
14917             1960          NewJersey
12157             1960          NewJersey
14384             1950          NewJersey
708               1990          NewJersey
6488              1890          NewJersey
11419             1890          NewJersey
5991              1930          NewJersey
14608             1890          NewJersey
2687              1940          NewJersey
14497             1950          NewJersey
14951             1920          NewJersey
5579              2010          NewJersey
6366              1920          NewJersey
5092              1930          NewJersey
11619             1970          NewJersey
838               2000          NewJersey
1577              1980          NewJersey
11395             1940          NewJersey
4698              1930          NewJersey
12614             1980          NewJersey
12132             1940          NewJersey
2654              1990          NewJersey
11396             1980          NewJersey
5672              1940          NewJersey
5089              1930          NewJersey
13865             1980          NewJersey
4692              1960          NewJersey
11399             1970          NewJersey
5459              2010          NewJersey
5758              1980          NewJersey
15242             1980          NewJersey
1214              1880          NewJersey
5746              1990          NewJersey
7178              1930          NewJersey
5099              1880          NewJersey
4996              1960          NewJersey
1042              1970          NewJersey
14133             1870          NewJersey
11520             1910          NewJersey
5925              1920          NewJersey
11516             1870          NewJersey
5000              1950          NewJersey
4644              1900          NewJersey
11454             2000          NewJersey
7133              1880          NewJersey
12195             2010          NewJersey
7134              1870          NewJersey
5494              2000          NewJersey
2764              1970          NewJersey
12308             1970          NewJersey
1571              1870          NewJersey
12491             1950          NewJersey
14541             1990          NewJersey
5502              2000          NewJersey
13660             1870          NewJersey
15357             1910          NewJersey
6806              1970          NewJersey
15354             1910          NewJersey
11556             1970          NewJersey
12475             1950          NewJersey
7458              2010          NewJersey
12739             1900          NewJersey
2434              1920          NewJersey
6484              1890          NewJersey
1483              1960          NewJersey
14912             2010          NewJersey
1576              1970          NewJersey
1350              1950          NewJersey
1228              1990          NewJersey
11433             1900          NewJersey
15319             1940          NewJersey
12794             1980          NewJersey
12181             2000          NewJersey
12468             1950          NewJersey
6647              1990          NewJersey
5582              2010          NewJersey
2548              1910          NewJersey
13653             1980          NewJersey
5276              1910          NewJersey
5738              1990          NewJersey
2376              1950          NewJersey
1215              1920          NewJersey
14896             1940          NewJersey
4980              1890          NewJersey
5101              1960          NewJersey
14008             1930          NewJersey
12355             1910          NewJersey
5625              1920          NewJersey
13986             1880          NewJersey
11195             1980          NewJersey
6738              1920          NewJersey
14764             1930          NewJersey
7256              1920          NewJersey
2531              1930          NewJersey
15620             1930          NewJersey
13831             2010          NewJersey
5178              1910          NewJersey
12371             1870          NewJersey
12842             1990          NewJersey
6983              1880          NewJersey
12254             1940          NewJersey
13782             1920          NewJersey
4746              1970          NewJersey
4745              1950          NewJersey
14741             1990          NewJersey
5389              1940          NewJersey
14370             1910          NewJersey
11308             1900          NewJersey
915               1910          NewJersey
11300             1930          NewJersey
14813             1910          NewJersey
14999             1950          NewJersey
2646              1930          NewJersey
1585              1940          NewJersey
15881             1890          NewJersey
15878             1980          NewJersey
11832             1880          NewJersey
973               1990          NewJersey
620               1880          NewJersey
7001              1910          NewJersey
14350             1940          NewJersey
11213             1930          NewJersey
7279              1910          NewJersey
1586              1990          NewJersey
15872             1970          NewJersey
5809              1990          NewJersey
15006             1950          NewJersey
4884              1920          NewJersey
6543              1910          NewJersey
1270              1940          NewJersey
11250             1900          NewJersey
592               2000          NewJersey
6905              1960          NewJersey
15896             1870          NewJersey
906               1910          NewJersey
11811             2000          NewJersey
11638             1940          NewJersey
15112             1990          NewJersey
7378              1920          NewJersey
5124              1870          NewJersey
11350             1980          NewJersey
5529              1900          NewJersey
13577             1970          NewJersey
4957              1930          NewJersey
15743             1930          NewJersey
1185              2000          NewJersey
12244             1920          NewJersey
11661             1970          NewJersey
4718              1890          NewJersey
12077             1890          NewJersey
11354             2000          NewJersey
6444              1940          NewJersey
7304              1910          NewJersey
663               1950          NewJersey
6858              1880          NewJersey
6856              1990          NewJersey
11367             1990          NewJersey
15746             1930          NewJersey
14957             1940          NewJersey
14057             2010          NewJersey
14241             1980          NewJersey
1602              1890          NewJersey
11023             1890          NewJersey
5128              1980          NewJersey
15731             1990          NewJersey
1207              1970          NewJersey
12674             1960          NewJersey
12675             1980          NewJersey
15563             1950          NewJersey
15132             1960          NewJersey
11174             1960          NewJersey
15140             1950          NewJersey
11325             1960          NewJersey
11707             1910          NewJersey
6922              1960          NewJersey
11973             2000          NewJersey
5906              2010          NewJersey
896               1910          NewJersey
11867             2000          NewJersey
5894              1890          NewJersey
15153             1890          NewJersey
6944              1980          NewJersey
14979             1940          NewJersey
5325              1870          NewJersey
5952              1940          NewJersey
6978              1920          NewJersey
6693              1910          NewJersey
6877              1990          NewJersey
10890             1920          NewJersey
8684              1990          NewJersey
8232              1910          NewJersey
13365             1870          NewJersey
438               1940          NewJersey
4334              1970          NewJersey
440               1980          NewJersey
9583              1910          NewJersey
4335              1940          NewJersey
6080              1990          NewJersey
3751              1950          NewJersey
8791              1870          NewJersey
4342              1990          NewJersey
17644             1920          NewJersey
8790              1910          NewJersey
3724              1960          NewJersey
3720              1880          NewJersey
9549              1980          NewJersey
9036              1960          NewJersey
17642             1940          NewJersey
2923              2010          NewJersey
18615             2000          NewJersey
4323              1960          NewJersey
9674              1900          NewJersey
9671              1970          NewJersey
8816              1890          NewJersey
2939              1920          NewJersey
3786              2000          NewJersey
9649              1980          NewJersey
3784              1950          NewJersey
17619             1970          NewJersey
9645              1930          NewJersey
18325             1990          NewJersey
7804              1890          NewJersey
18613             1990          NewJersey
13368             1910          NewJersey
13144             2000          NewJersey
8211              1930          NewJersey
3765              1900          NewJersey
2937              1980          NewJersey
17680             1910          NewJersey
9539              1990          NewJersey
9538              1970          NewJersey
10559             2000          NewJersey
9448              1940          NewJersey
6237              1960          NewJersey
7665              1900          NewJersey
7655              2000          NewJersey
16449             1960          NewJersey
3622              1900          NewJersey
3662              1990          NewJersey
4492              1960          NewJersey
3135              1890          NewJersey
16373             1920          NewJersey
10670             1890          NewJersey
16368             1910          NewJersey
13270             1960          NewJersey
1939              1910          NewJersey
2176              2000          NewJersey
8302              1990          NewJersey
6066              1960          NewJersey
10548             1910          NewJersey
9477              1930          NewJersey
3710              1940          NewJersey
7750              1910          NewJersey
6178              1880          NewJersey
2313              1940          NewJersey
16572             2010          NewJersey
16569             1970          NewJersey
13500             2000          NewJersey
1898              1950          NewJersey
1698              2010          NewJersey
2318              1980          NewJersey
13271             1940          NewJersey
6141              1950          NewJersey
16530             1870          NewJersey
13505             1990          NewJersey
9490              2010          NewJersey
18660             1940          NewJersey
1692              2010          NewJersey
10337             1950          NewJersey
9363              1890          NewJersey
16743             1970          NewJersey
1853              1960          NewJersey
2975              1940          NewJersey
3149              1990          NewJersey
3018              1950          NewJersey
10088             1990          NewJersey
10089             2000          NewJersey
17002             1960          NewJersey
9851              1970          NewJersey
13416             1980          NewJersey
8098              1910          NewJersey
8519              1920          NewJersey
44                1950          NewJersey
17298             1930          NewJersey
17314             1930          NewJersey
4105              2010          NewJersey
13413             1930          NewJersey
3895              1980          NewJersey
17290             1950          NewJersey
13410             1990          NewJersey
3958              1980          NewJersey
18384             1910          NewJersey
1779              1970          NewJersey
8037              1960          NewJersey
9958              1910          NewJersey
8031              1990          NewJersey
17107             2010          NewJersey
9939              1940          NewJersey
13222             1950          NewJersey
10058             1930          NewJersey
13422             1950          NewJersey
13109             1990          NewJersey
3300              1880          NewJersey
10037             1920          NewJersey
8061              1920          NewJersey
8909              1950          NewJersey
8062              1890          NewJersey
2246              1880          NewJersey
2042              1920          NewJersey
16922             1880          NewJersey
2221              1920          NewJersey
6200              1940          NewJersey
17465             1990          NewJersey
1734              1950          NewJersey
8171              1970          NewJersey
3814              1880          NewJersey
3055              1930          NewJersey
10298             1950          NewJersey
10303             1940          NewJersey
1735              1900          NewJersey
18552             1970          NewJersey
4241              1890          NewJersey
8826              1960          NewJersey
16759             1910          NewJersey
10320             2000          NewJersey
10321             1930          NewJersey
6175              1900          NewJersey
17523             1930          NewJersey
1723              1980          NewJersey
3834              1900          NewJersey
17446             1990          NewJersey
7894              1890          NewJersey
16102             1880          NewJersey
4160              1910          NewJersey
8868              1950          NewJersey
2959              1980          NewJersey
10174             1970          NewJersey
10178             1990          NewJersey
16888             1910          NewJersey
283               1960          NewJersey
8574              1960          NewJersey
9778              2010          NewJersey
4179              1940          NewJersey
7930              1930          NewJersey
10206             1950          NewJersey
4192              1990          NewJersey
4202              2010          NewJersey
17429             1890          NewJersey
10234             1970          NewJersey
4254              1990          NewJersey
16355             1920          NewJersey
18419             1960          NewJersey
6159              1990          NewJersey
16294             1990          NewJersey
8469              1990          NewJersey
16168             1920          NewJersey
8700              1910          NewJersey
17915             1890          NewJersey
8713              1920          NewJersey
7554              1940          NewJersey
8673              1980          NewJersey
4603              1920          NewJersey
2149              1900          NewJersey
9268              1960          NewJersey
9171              2000          NewJersey
9169              1920          NewJersey
3128              2010          NewJersey
1628              1960          NewJersey
8689              1950          NewJersey
13541             1900          NewJersey
9093              1930          NewJersey
9228              1970          NewJersey
9344              1980          NewJersey
16176             1980          NewJersey
10875             1900          NewJersey
13327             1940          NewJersey
2606              1920          NewJersey
9263              1940          NewJersey
18111             1940          NewJersey
8337              1940          NewJersey
7480              1900          NewJersey
492               1890          NewJersey
3555              1920          NewJersey
9290              1960          NewJersey
8729              1950          NewJersey
16107             1910          NewJersey
10759             2000          NewJersey
9092              1930          NewJersey
16143             1890          NewJersey
16191             1890          NewJersey
16339             1920          NewJersey
2003              1980          NewJersey
9275              1950          NewJersey
7493              2010          NewJersey
8335              1880          NewJersey
13184             1960          NewJersey
17891             1960          NewJersey
9353              1940          NewJersey
18141             1970          NewJersey
18184             1900          NewJersey
9107              1970          NewJersey
18703             1900          NewJersey
16149             1890          NewJersey
13268             1960          NewJersey
1403              1960          NewMexico
11125             1990          NewMexico
17677             1980          NewMexico
4654              2000          NewMexico
12876             2000          NewMexico
90                1990          NewMexico
17397             2000          NewMexico
12642             1980          NewMexico
16840             2010          NewMexico
6908              1920          NewMexico
12793             2010          NewMexico
12914             2000          NewMexico
1798              2010          NewMexico
6088              2010          NewMexico
16754             1980          NewMexico
5599              1970          NewMexico
2965              1910          NewMexico
11667             1940          NewMexico
16212             1940          NewMexico
10808             1980          NewMexico
3628              1990          NewMexico
8947              1940          NewMexico
8038              1930          NewMexico
16204             1940          NewMexico
15210             1940          NewMexico
14588             2000          NewMexico
3423              1970          NewMexico
17833             2010          NewMexico
15015             1910            NewYork
8995              1910            NewYork
12504             1930            NewYork
14387             1990            NewYork
5633              1950            NewYork
17358             1900            NewYork
9239              1930            NewYork
14932             2000            NewYork
11833             1880            NewYork
9210              1910            NewYork
1822              1960            NewYork
6994              1980            NewYork
14933             1920            NewYork
18041             1880            NewYork
9789              1950            NewYork
8133              1890            NewYork
14147             1960            NewYork
1310              1900            NewYork
2507              1940            NewYork
5575              1980            NewYork
15018             1880            NewYork
1324              1910            NewYork
11813             2010            NewYork
299               1910            NewYork
5573              1990            NewYork
5212              1940            NewYork
9803              1900            NewYork
5923              1920            NewYork
14412             2000            NewYork
1311              1950            NewYork
17349             2010            NewYork
12791             1970            NewYork
5271              1880            NewYork
9209              1960            NewYork
6960              1880            NewYork
1848              1890            NewYork
14178             1950            NewYork
5213              1900            NewYork
3803              1890            NewYork
3370              1900            NewYork
14928             2010            NewYork
2513              1870            NewYork
9121              1970            NewYork
3033              1900            NewYork
8463              1880            NewYork
15017             1910            NewYork
11821             1980            NewYork
2215              1910            NewYork
1422              1880            NewYork
5260              1930            NewYork
17423             1970            NewYork
14984             1900            NewYork
771               1920            NewYork
6705              1980            NewYork
9117              1990            NewYork
3846              1910            NewYork
3820              1880            NewYork
12492             1890            NewYork
3835              1900            NewYork
9113              1970            NewYork
9743              1880            NewYork
3462              1960            NewYork
17455             1980            NewYork
1120              1920            NewYork
1118              1930            NewYork
3824              2000            NewYork
3047              1890            NewYork
9737              1920            NewYork
774               1920            NewYork
14400             1990            NewYork
12387             1950            NewYork
9735              1890            NewYork
9734              1950            NewYork
14985             1900            NewYork
3378              1980            NewYork
17483             1890            NewYork
1427              1940            NewYork
9234              1960            NewYork
18061             1880            NewYork
17399             1940            NewYork
8997              1910            NewYork
15002             1980            NewYork
3868              1900            NewYork
14170             1920            NewYork
14998             1940            NewYork
12486             1940            NewYork
11849             1980            NewYork
12309             1920            NewYork
3467              1980            NewYork
1835              1960            NewYork
17493             1900            NewYork
12487             1930            NewYork
14997             1910            NewYork
9011              1950            NewYork
2026              1940            NewYork
769               2010            NewYork
2143              2010            NewYork
17486             1980            NewYork
17409             1950            NewYork
5252              2000            NewYork
8511              2010            NewYork
11851             1990            NewYork
8145              1900            NewYork
8475              1880            NewYork
17335             1900            NewYork
3973              1880            NewYork
15147             1900            NewYork
3009              1910            NewYork
12882             1890            NewYork
2528              1880            NewYork
1037              1880            NewYork
9926              1930            NewYork
15139             1950            NewYork
12880             1890            NewYork
13423             1890            NewYork
904               1890            NewYork
9921              1950            NewYork
18386             1910            NewYork
949               1880            NewYork
12351             1990            NewYork
15129             1880            NewYork
1447              1920            NewYork
14361             1900            NewYork
1036              1880            NewYork
18130             1980            NewYork
2147              1900            NewYork
5159              1940            NewYork
9908              1990            NewYork
3349              1980            NewYork
3470              1890            NewYork
3481              1910            NewYork
13692             1960            NewYork
17230             1930            NewYork
8057              1990            NewYork
15128             1960            NewYork
3352              1880            NewYork
9911              1950            NewYork
8050              1900            NewYork
17203             1980            NewYork
3002              1880            NewYork
11678             1970            NewYork
3998              1950            NewYork
8452              1950            NewYork
5126              1880            NewYork
5977              1950            NewYork
11672             1990            NewYork
13105             1910            NewYork
953               1870            NewYork
3332              1910            NewYork
2555              1950            NewYork
15183             1910            NewYork
6214              1920            NewYork
5122              1920            NewYork
738               2000            NewYork
2036              1900            NewYork
5164              1900            NewYork
15170             1930            NewYork
5132              1980            NewYork
1095              2000            NewYork
1452              1910            NewYork
9153              1940            NewYork
6602              1910            NewYork
15159             1940            NewYork
6601              1910            NewYork
7053              1940            NewYork
11692             1920            NewYork
15164             1900            NewYork
15165             1930            NewYork
11687             1920            NewYork
5133              1880            NewYork
2675              2000            NewYork
14074             1880            NewYork
12542             1900            NewYork
1283              1980            NewYork
748               1990            NewYork
13307             1940            NewYork
17297             1920            NewYork
9839              1950            NewYork
15045             1880            NewYork
11789             1880            NewYork
5963              1920            NewYork
15050             1980            NewYork
18172             1970            NewYork
13115             1910            NewYork
6741              1980            NewYork
17293             1980            NewYork
5203              1960            NewYork
15060             1960            NewYork
9190              1950            NewYork
18104             1910            NewYork
3366              1930            NewYork
17287             1990            NewYork
138               1950            NewYork
13117             1960            NewYork
17332             1980            NewYork
15029             1920            NewYork
18356             1990            NewYork
9816              1980            NewYork
2225              1880            NewYork
15033             1880            NewYork
13414             1910            NewYork
2460              1960            NewYork
17317             1950            NewYork
6428              1920            NewYork
9124              2010            NewYork
2155              1870            NewYork
9699              1950            NewYork
15039             1990            NewYork
3028              1880            NewYork
12375             2010            NewYork
8087              1990            NewYork
15066             1910            NewYork
12519             1900            NewYork
5973              2010            NewYork
3938              1950            NewYork
5974              1920            NewYork
3357              2000            NewYork
9175              1890            NewYork
11756             2010            NewYork
3150              1950            NewYork
14108             1970            NewYork
1800              1880            NewYork
3956              1890            NewYork
5179              1870            NewYork
3957              1910            NewYork
18124             1970            NewYork
311               1980            NewYork
18105             1940            NewYork
18371             1960            NewYork
11759             1930            NewYork
2595              1900            NewYork
17286             1880            NewYork
3358              1980            NewYork
13113             1960            NewYork
758               1970            NewYork
8978              1890            NewYork
5191              1960            NewYork
15071             1900            NewYork
5199              1960            NewYork
7026              2000            NewYork
11763             1890            NewYork
7027              1910            NewYork
14367             1970            NewYork
8524              1980            NewYork
14125             1880            NewYork
15038             1960            NewYork
5288              1930            NewYork
938               2010            NewYork
3675              1960            NewYork
9485              1960            NewYork
106               2010            NewYork
14687             1980            NewYork
1913              1990            NewYork
2187              1870            NewYork
17752             1990            NewYork
14683             1940            NewYork
14681             2000            NewYork
12103             1880            NewYork
1957              1990            NewYork
14670             1940            NewYork
2610              1950            NewYork
1299              1920            NewYork
9471              2000            NewYork
17910             1870            NewYork
3406              1880            NewYork
3408              1910            NewYork
17786             1980            NewYork
13354             1880            NewYork
14651             1960            NewYork
9461              1980            NewYork
14660             1910            NewYork
13749             1920            NewYork
3407              1880            NewYork
5514              1890            NewYork
5660              1900            NewYork
13356             1990            NewYork
5949              2000            NewYork
9466              1870            NewYork
17908             1970            NewYork
12835             1970            NewYork
17790             1980            NewYork
18287             1880            NewYork
5950              1940            NewYork
14728             1940            NewYork
17706             1930            NewYork
9520              1920            NewYork
9518              1880            NewYork
6880              1970            NewYork
18296             1900            NewYork
2519              1960            NewYork
9514              1880            NewYork
5398              2000            NewYork
18295             1900            NewYork
12068             1920            NewYork
14720             1930            NewYork
6791              1990            NewYork
6876              1910            NewYork
14719             2010            NewYork
14496             1950            NewYork
2611              1970            NewYork
14501             1980            NewYork
8490              1960            NewYork
12839             1960            NewYork
2724              1990            NewYork
9494              1870            NewYork
6793              1880            NewYork
6164              1990            NewYork
1909              2000            NewYork
825               1980            NewYork
3400              2010            NewYork
9502              1890            NewYork
9505              1900            NewYork
14210             1910            NewYork
12073             1910            NewYork
6865              1880            NewYork
5453              1870            NewYork
6144              1910            NewYork
17798             1970            NewYork
14580             1940            NewYork
2138              1870            NewYork
14576             1990            NewYork
6229              1920            NewYork
12180             1870            NewYork
13759             1900            NewYork
14574             1980            NewYork
14572             1930            NewYork
13345             1940            NewYork
17841             1960            NewYork
5483              1880            NewYork
6807              1920            NewYork
14564             1880            NewYork
867               1940            NewYork
17846             1980            NewYork
5484              1910            NewYork
17855             1880            NewYork
3592              1890            NewYork
17884             1910            NewYork
12207             1920            NewYork
14546             1930            NewYork
9364              1960            NewYork
14267             1940            NewYork
14260             2010            NewYork
12418             1990            NewYork
12212             1870            NewYork
9384              1900            NewYork
9357              1900            NewYork
18238             1990            NewYork
12196             1910            NewYork
8318              1990            NewYork
3606              1970            NewYork
2731              1980            NewYork
122               1880            NewYork
14586             1930            NewYork
2641              1950            NewYork
208               1880            NewYork
14622             1980            NewYork
6149              1960            NewYork
9438              2000            NewYork
12142             1940            NewYork
9075              1940            NewYork
17806             1880            NewYork
9444              1920            NewYork
8359              1880            NewYork
12133             1930            NewYork
9449              1980            NewYork
12131             1960            NewYork
840               1890            NewYork
6840              1980            NewYork
17704             1890            NewYork
2012              1960            NewYork
3633              1890            NewYork
6232              1920            NewYork
12829             1980            NewYork
3089              1870            NewYork
12164             1950            NewYork
9416              1950            NewYork
8298              1990            NewYork
1927              1870            NewYork
6830              1890            NewYork
14599             1900            NewYork
14524             1970            NewYork
2608              1880            NewYork
8478              1990            NewYork
5471              1950            NewYork
1929              1980            NewYork
14249             1950            NewYork
817               1880            NewYork
3696              1970            NewYork
5390              1930            NewYork
12477             1900            NewYork
2475              2010            NewYork
18201             1990            NewYork
3456              1950            NewYork
6133              1890            NewYork
1409              1890            NewYork
13371             1910            NewYork
9636              1920            NewYork
9629              1890            NewYork
1866              1880            NewYork
17585             1870            NewYork
18004             1920            NewYork
12849             2010            NewYork
12397             1970            NewYork
886               2000            NewYork
6933              2000            NewYork
11964             1900            NewYork
14822             1970            NewYork
796               1870            NewYork
247               1970            NewYork
12472             1890            NewYork
14838             1920            NewYork
14452             1910            NewYork
5294              1910            NewYork
5314              1890            NewYork
6134              1910            NewYork
18002             1940            NewYork
2476              1970            NewYork
5550              1980            NewYork
13369             1990            NewYork
9621              1920            NewYork
248               1990            NewYork
9651              1890            NewYork
9652              1880            NewYork
14888             2010            NewYork
5958              1930            NewYork
13376             1870            NewYork
5282              1960            NewYork
9680              1970            NewYork
17527             1910            NewYork
11917             1880            NewYork
18330             1980            NewYork
18027             1880            NewYork
9248              1990            NewYork
5279              1930            NewYork
17524             1900            NewYork
2766              1980            NewYork
18029             1870            NewYork
9244              1900            NewYork
1415              1960            NewYork
9607              1940            NewYork
3594              1920            NewYork
9673              1950            NewYork
14429             1980            NewYork
9654              1990            NewYork
14889             1970            NewYork
17553             1900            NewYork
1859              1880            NewYork
9661              1970            NewYork
785               1870            NewYork
9015              2010            NewYork
8394              1990            NewYork
9666              1980            NewYork
13373             1950            NewYork
8502              1880            NewYork
5289              1960            NewYork
13374             1870            NewYork
9665              1950            NewYork
14181             2010            NewYork
3144              1950            NewYork
5336              1900            NewYork
1021              1910            NewYork
9558              1890            NewYork
5371              1990            NewYork
3142              1930            NewYork
18220             1930            NewYork
8252              1970            NewYork
12031             1890            NewYork
12032             1910            NewYork
3554              1880            NewYork
12034             1900            NewYork
5382              1960            NewYork
2612              1890            NewYork
14481             1940            NewYork
8387              2000            NewYork
12039             1930            NewYork
5651              1910            NewYork
12460             1880            NewYork
8267              1980            NewYork
5657              1950            NewYork
13331             1910            NewYork
12051             1930            NewYork
3563              1870            NewYork
5527              1940            NewYork
3728              1920            NewYork
12050             2010            NewYork
17969             1970            NewYork
13362             1950            NewYork
12047             1880            NewYork
6890              2000            NewYork
3708              1930            NewYork
3709              1930            NewYork
12049             2000            NewYork
6136              1940            NewYork
13742             1880            NewYork
12019             1890            NewYork
17165             1890            NewYork
3129              1900            NewYork
5351              1990            NewYork
3746              1910            NewYork
9100              1870            NewYork
12465             1880            NewYork
5542              1960            NewYork
5343              1960            NewYork
11995             1990            NewYork
9270              1960            NewYork
6920              1970            NewYork
17621             1900            NewYork
18315             1900            NewYork
18317             1990            NewYork
18305             1960            NewYork
5335              1950            NewYork
6915              1870            NewYork
2480              1980            NewYork
9564              1910            NewYork
882               1900            NewYork
9565              1910            NewYork
13148             2010            NewYork
12014             1890            NewYork
17984             1870            NewYork
14467             1940            NewYork
17985             1890            NewYork
3743              1990            NewYork
9276              1940            NewYork
1881              1960            NewYork
12008             1900            NewYork
2021              1940            NewYork
6776              1950            NewYork
14202             1910            NewYork
12860             1890            NewYork
17109             1950            NewYork
4012              1960            NewYork
16518             1910            NewYork
8647              1930            NewYork
1052              2010            NewYork
11159             1880            NewYork
11158             1890            NewYork
1053              1960            NewYork
8752              1920            NewYork
13514             1880            NewYork
7703              1940            NewYork
16508             1880            NewYork
2843              1880            NewYork
4417              1910            NewYork
15752             1950            NewYork
16501             1870            NewYork
461               1970            NewYork
7684              1900            NewYork
13912             2000            NewYork
4425              1970            NewYork
10537             1980            NewYork
7711              1870            NewYork
18647             1940            NewYork
18650             1940            NewYork
16534             2000            NewYork
6074              1890            NewYork
5835              2010            NewYork
11183             1880            NewYork
985               1880            NewYork
609               1960            NewYork
18653             1910            NewYork
4405              1900            NewYork
7715              1920            NewYork
10532             1980            NewYork
11171             1910            NewYork
8755              1910            NewYork
12952             1900            NewYork
11168             1900            NewYork
1079              1990            NewYork
8766              1930            NewYork
1562              1870            NewYork
10572             1910            NewYork
16461             1880            NewYork
4443              1900            NewYork
4451              1880            NewYork
11113             1950            NewYork
4813              2000            NewYork
15790             1890            NewYork
10610             1900            NewYork
4815              1920            NewYork
4458              1870            NewYork
13518             1950            NewYork
5857              1940            NewYork
4463              1950            NewYork
4465              1890            NewYork
4806              1900            NewYork
11100             1900            NewYork
4468              1990            NewYork
4459              1900            NewYork
4831              1930            NewYork
3205              1900            NewYork
2390              1890            NewYork
464               1880            NewYork
7677              1910            NewYork
6335              1920            NewYork
15764             1910            NewYork
4432              1900            NewYork
18667             1950            NewYork
7668              2010            NewYork
4816              1870            NewYork
16478             1980            NewYork
16477             1980            NewYork
4818              1910            NewYork
15778             1880            NewYork
3209              1890            NewYork
15779             1910            NewYork
4434              1900            NewYork
2910              1970            NewYork
4821              1910            NewYork
4469              1900            NewYork
12670             1880            NewYork
2841              1930            NewYork
1532              1980            NewYork
441               1980            NewYork
4912              1920            NewYork
16617             1990            NewYork
4338              1890            NewYork
15634             1920            NewYork
5110              1900            NewYork
11274             1990            NewYork
7259              1920            NewYork
6386              1920            NewYork
972               1960            NewYork
15641             1970            NewYork
2927              2000            NewYork
4348              1980            NewYork
7261              2000            NewYork
8619              1930            NewYork
4899              1920            NewYork
18616             1910            NewYork
2404              1880            NewYork
15618             1930            NewYork
2821              1870            NewYork
12937             1970            NewYork
15600             1990            NewYork
12938             1980            NewYork
4326              1960            NewYork
8794              1920            NewYork
7250              1910            NewYork
13482             1930            NewYork
15604             1970            NewYork
7795              1900            NewYork
13053             1910            NewYork
11284             1970            NewYork
11283             1930            NewYork
2297              1890            NewYork
2930              1890            NewYork
10422             1980            NewYork
8618              1960            NewYork
11196             1890            NewYork
1137              1920            NewYork
13966             1910            NewYork
15673             1990            NewYork
4868              1890            NewYork
16553             1930            NewYork
4382              1990            NewYork
16545             1880            NewYork
1186              1920            NewYork
2838              1940            NewYork
15672             2000            NewYork
4389              1870            NewYork
15692             1890            NewYork
1081              1990            NewYork
8636              2010            NewYork
11202             1990            NewYork
12668             1880            NewYork
7725              1970            NewYork
11198             1910            NewYork
7730              1990            NewYork
8625              1970            NewYork
8775              1910            NewYork
11227             1910            NewYork
3225              1910            NewYork
11245             1940            NewYork
8780              1920            NewYork
624               1900            NewYork
11241             1930            NewYork
13628             1970            NewYork
10467             2000            NewYork
5827              1980            NewYork
7272              1960            NewYork
2829              1900            NewYork
5816              1950            NewYork
13492             1990            NewYork
13954             1930            NewYork
7756              1940            NewYork
6537              2000            NewYork
4369              1960            NewYork
7273              1910            NewYork
8797              1870            NewYork
15808             1920            NewYork
4800              1910            NewYork
4695              1890            NewYork
8674              1940            NewYork
1073              1900            NewYork
13007             1900            NewYork
13566             1890            NewYork
6036              2000            NewYork
2886              1940            NewYork
15994             1920            NewYork
12744             2010            NewYork
2095              1880            NewYork
4602              1880            NewYork
16027             1950            NewYork
7516              1870            NewYork
10823             1940            NewYork
10825             1900            NewYork
10827             2010            NewYork
12745             1960            NewYork
4604              1880            NewYork
18721             1910            NewYork
10968             1900            NewYork
519               1990            NewYork
8709              1990            NewYork
6034              1990            NewYork
15964             1940            NewYork
520               1990            NewYork
10780             1950            NewYork
4709              1900            NewYork
4696              1880            NewYork
13570             1870            NewYork
18716             1940            NewYork
10979             1930            NewYork
18719             1970            NewYork
1646              1890            NewYork
2887              1940            NewYork
10796             1910            NewYork
6190              1870            NewYork
10781             1910            NewYork
8714              1880            NewYork
6359              1940            NewYork
10938             1890            NewYork
8681              1940            NewYork
1004              1880            NewYork
10911             1940            NewYork
10868             1900            NewYork
4648              1880            NewYork
6355              1950            NewYork
10870             1930            NewYork
10914             1970            NewYork
10871             1870            NewYork
7465              1900            NewYork
6354              1930            NewYork
7467              1980            NewYork
2093              1890            NewYork
7473              1980            NewYork
7478              1890            NewYork
8685              1990            NewYork
16117             1880            NewYork
3184              1950            NewYork
10915             1950            NewYork
18725             1940            NewYork
10838             1880            NewYork
4610              1890            NewYork
539               2000            NewYork
18724             2000            NewYork
7451              1910            NewYork
16148             1900            NewYork
13003             1980            NewYork
16124             1930            NewYork
16057             1960            NewYork
16140             1980            NewYork
2650              1880            NewYork
4660              1980            NewYork
10922             1910            NewYork
2874              1980            NewYork
16139             1950            NewYork
16129             1870            NewYork
16141             1880            NewYork
11096             1910            NewYork
2547              1920            NewYork
18704             1900            NewYork
481               1950            NewYork
18692             1870            NewYork
8734              1920            NewYork
590               1880            NewYork
7608              1960            NewYork
4756              1910            NewYork
482               1950            NewYork
10666             1900            NewYork
16362             2010            NewYork
2655              1960            NewYork
16357             1990            NewYork
12711             1990            NewYork
15883             1910            NewYork
6339              1980            NewYork
996               1900            NewYork
10694             2010            NewYork
8731              1890            NewYork
13018             1870            NewYork
11073             1890            NewYork
11075             1880            NewYork
10628             2010            NewYork
5858              1940            NewYork
18681             1890            NewYork
4799              2000            NewYork
1578              1960            NewYork
13902             1900            NewYork
15822             1980            NewYork
13889             1880            NewYork
13245             1960            NewYork
5860              1920            NewYork
16403             1990            NewYork
6337              2000            NewYork
16381             1960            NewYork
3175              1880            NewYork
10658             2000            NewYork
13890             1910            NewYork
993               1890            NewYork
12976             1920            NewYork
8728              1950            NewYork
10706             1950            NewYork
15920             1920            NewYork
15924             1890            NewYork
11014             1890            NewYork
15925             1950            NewYork
13586             1940            NewYork
16276             1920            NewYork
6345              2000            NewYork
4552              1940            NewYork
6493              1930            NewYork
4730              1990            NewYork
4729              1920            NewYork
11003             1880            NewYork
1238              2010            NewYork
16260             1940            NewYork
10761             1970            NewYork
6053              1980            NewYork
13863             2000            NewYork
6195              2000            NewYork
6497              1950            NewYork
7380              1920            NewYork
12719             1950            NewYork
12720             1870            NewYork
4537              1930            NewYork
15902             1970            NewYork
6030              1950            NewYork
2649              1880            NewYork
1664              1940            NewYork
4551              1940            NewYork
16298             1900            NewYork
11028             1900            NewYork
4541              1940            NewYork
10726             1990            NewYork
2894              1970            NewYork
6343              1940            NewYork
5878              1960            NewYork
3190              1970            NewYork
582               1990            NewYork
16645             1950            NewYork
4341              1980            NewYork
15370             1890            NewYork
5048              1880            NewYork
3290              1880            NewYork
6404              1990            NewYork
15333             1890            NewYork
2431              1960            NewYork
5047              1910            NewYork
12908             2010            NewYork
7977              1880            NewYork
6580              1950            NewYork
11521             1900            NewYork
8889              1890            NewYork
2530              1870            NewYork
5046              1900            NewYork
2672              1870            NewYork
10120             2010            NewYork
8887              1870            NewYork
6579              1970            NewYork
3293              1960            NewYork
4089              1940            NewYork
2970              1990            NewYork
13452             1950            NewYork
17018             1960            NewYork
14041             1940            NewYork
5060              1880            NewYork
7120              1930            NewYork
17015             1950            NewYork
3297              1960            NewYork
3296              1920            NewYork
4081              2000            NewYork
4084              1980            NewYork
15312             1960            NewYork
2792              1880            NewYork
11543             1890            NewYork
3295              1940            NewYork
11539             1920            NewYork
17000             1920            NewYork
15320             1870            NewYork
16959             1930            NewYork
2971              1870            NewYork
1089              1990            NewYork
10133             1980            NewYork
1750              1940            NewYork
4157              1970            NewYork
387               1950            NewYork
1043              1940            NewYork
389               1940            NewYork
10176             1920            NewYork
8571              1900            NewYork
6201              1970            NewYork
1496              1910            NewYork
13467             1990            NewYork
4173              1880            NewYork
18513             1870            NewYork
1497              1930            NewYork
5020              1890            NewYork
5017              1980            NewYork
13658             1920            NewYork
14017             1990            NewYork
15378             1950            NewYork
16926             1880            NewYork
4146              1940            NewYork
15346             1870            NewYork
10135             1880            NewYork
690               1950            NewYork
10141             1920            NewYork
11504             1920            NewYork
4128              1990            NewYork
2966              1900            NewYork
11501             1900            NewYork
4140              1940            NewYork
14020             1870            NewYork
7145              1940            NewYork
18489             1910            NewYork
18491             1870            NewYork
689               1960            NewYork
8876              1940            NewYork
15369             1890            NewYork
2935              1950            NewYork
11510             1920            NewYork
6570              1880            NewYork
4074              1870            NewYork
4069              1960            NewYork
17111             1880            NewYork
5094              1990            NewYork
6104              1890            NewYork
3479              1980            NewYork
728               1900            NewYork
11622             1990            NewYork
2038              1930            NewYork
8923              1950            NewYork
8021              1910            NewYork
727               1900            NewYork
12562             1900            NewYork
11615             1920            NewYork
2575              1960            NewYork
10017             1880            NewYork
17099             2010            NewYork
6591              1900            NewYork
5765              1930            NewYork
11630             1910            NewYork
732               1960            NewYork
11632             1950            NewYork
15193             1950            NewYork
9974              1940            NewYork
5109              1880            NewYork
17145             1940            NewYork
15202             1990            NewYork
4019              1880            NewYork
17134             1970            NewYork
8932              2010            NewYork
9990              1990            NewYork
9992              2000            NewYork
11642             2010            NewYork
5102              1940            NewYork
8029              1900            NewYork
8926              1890            NewYork
13286             1870            NewYork
2988              1880            NewYork
11633             1990            NewYork
15234             1980            NewYork
4071              1900            NewYork
5091              1900            NewYork
11607             1910            NewYork
14047             1920            NewYork
4061              1880            NewYork
10052             1980            NewYork
17054             1870            NewYork
2043              1970            NewYork
712               1880            NewYork
1201              1890            NewYork
4060              1900            NewYork
8005              2000            NewYork
8903              1920            NewYork
13283             1900            NewYork
2972              1870            NewYork
1481              1970            NewYork
17039             1880            NewYork
5067              1880            NewYork
5064              1950            NewYork
15289             1990            NewYork
4055              1910            NewYork
10045             1950            NewYork
1763              1990            NewYork
5090              1980            NewYork
3306              1880            NewYork
10023             1950            NewYork
10028             1980            NewYork
17082             1920            NewYork
2635              1990            NewYork
1766              1980            NewYork
13682             1930            NewYork
15250             1910            NewYork
17079             1930            NewYork
5084              1970            NewYork
3299              1890            NewYork
17070             1870            NewYork
17069             1870            NewYork
7101              1890            NewYork
5077              1900            NewYork
2980              1890            NewYork
11608             1920            NewYork
10197             1900            NewYork
18148             1890            NewYork
4187              1940            NewYork
2947              1990            NewYork
1193              1910            NewYork
10379             1910            NewYork
16869             1980            NewYork
6564              1940            NewYork
10322             1970            NewYork
10318             1930            NewYork
4967              1910            NewYork
4968              1940            NewYork
18596             1930            NewYork
10383             1970            NewYork
18564             1960            NewYork
16762             1950            NewYork
11389             1940            NewYork
11392             1960            NewYork
8606              1910            NewYork
10299             2010            NewYork
669               1880            NewYork
423               1990            NewYork
2817              1880            NewYork
6177              1920            NewYork
10277             1920            NewYork
4229              1910            NewYork
10328             1900            NewYork
10388             2000            NewYork
6314              1880            NewYork
6566              1880            NewYork
2284              1980            NewYork
4233              1880            NewYork
16678             1890            NewYork
18551             1960            NewYork
8837              1870            NewYork
8614              2000            NewYork
10329             1930            NewYork
15504             1960            NewYork
7822              1980            NewYork
7214              1900            NewYork
4288              1930            NewYork
15537             2010            NewYork
12630             1890            NewYork
13066             1990            NewYork
14000             1880            NewYork
16726             1990            NewYork
1264              1970            NewYork
7834              1870            NewYork
14001             1930            NewYork
16738             1960            NewYork
2938              1980            NewYork
2415              1970            NewYork
5992              1960            NewYork
13647             1890            NewYork
7222              1980            NewYork
11368             1950            NewYork
10334             1980            NewYork
15549             1890            NewYork
10340             1950            NewYork
7229              1980            NewYork
15548             1940            NewYork
4249              1990            NewYork
18588             1940            NewYork
7816              1870            NewYork
14003             1910            NewYork
1138              1990            NewYork
6390              1930            NewYork
7211              1920            NewYork
10367             1950            NewYork
18585             1870            NewYork
4940              1970            NewYork
4227              1880            NewYork
1729              1910            NewYork
8798              1870            NewYork
15443             1930            NewYork
4979              1910            NewYork
15440             1910            NewYork
11432             1880            NewYork
2951              1960            NewYork
6311              1890            NewYork
7173              1980            NewYork
2936              1990            NewYork
4203              1980            NewYork
15434             1920            NewYork
13990             1880            NewYork
4986              2000            NewYork
8854              1880            NewYork
7904              1890            NewYork
10220             1920            NewYork
18523             1940            NewYork
10404             1880            NewYork
11447             1910            NewYork
15578             1880            NewYork
7916              1910            NewYork
15415             1930            NewYork
4997              1880            NewYork
4932              1910            NewYork
12934             1930            NewYork
2269              1990            NewYork
10405             1870            NewYork
10406             1870            NewYork
2624              1920            NewYork
10244             1930            NewYork
7179              1880            NewYork
7893              1920            NewYork
10393             1970            NewYork
4939              1960            NewYork
15569             1910            NewYork
10263             1940            NewYork
15572             1920            NewYork
13230             1970            NewYork
1731              1980            NewYork
7881              1940            NewYork
15452             1950            NewYork
7182              1870            NewYork
15444             1930            NewYork
16820             1900            NewYork
15445             1910            NewYork
7241              1990            NewYork
15534             1890            NewYork
4215              1930            NewYork
13469             1880            NewYork
10314             2000          Nicaragua
2869              1970          Nicaragua
18114             1980          Nicaragua
6486              1980          Nicaragua
10534             1970          Nicaragua
10001             2000          Nicaragua
13795             2010          Nicaragua
13791             2010          Nicaragua
2344              2000          Nicaragua
6930              2000          Nicaragua
251               1980          Nicaragua
12808             1990          Nicaragua
1110              1990          Nicaragua
3787              2010          Nicaragua
8454              1950      NorthCarolina
14077             1940      NorthCarolina
18425             1940      NorthCarolina
14191             1930      NorthCarolina
12374             1970      NorthCarolina
98                1930      NorthCarolina
24                1940      NorthCarolina
18171             1910      NorthCarolina
18326             1930      NorthCarolina
8811              1960      NorthCarolina
13295             1930      NorthCarolina
8949              1940      NorthCarolina
18403             2010      NorthCarolina
3346              1930      NorthCarolina
908               1990      NorthCarolina
13294             2000      NorthCarolina
12754             1930      NorthCarolina
8541              1960      NorthCarolina
14287             2000      NorthCarolina
5634              1920      NorthCarolina
9058              1940      NorthCarolina
2523              1950      NorthCarolina
6212              2000      NorthCarolina
2656              1910      NorthCarolina
6530              1980      NorthCarolina
14223             1940      NorthCarolina
5665              1940      NorthCarolina
6517              1980      NorthCarolina
13914             1920      NorthCarolina
18533             1960      NorthCarolina
14159             1930      NorthCarolina
18532             1890      NorthCarolina
5870              1940      NorthCarolina
9064              1970      NorthCarolina
6520              2000      NorthCarolina
18271             1920      NorthCarolina
5705              1980      NorthCarolina
18516             1940      NorthCarolina
12436             1950      NorthCarolina
18267             1940      NorthCarolina
12434             1990      NorthCarolina
6629              1910      NorthCarolina
18249             1950      NorthCarolina
6681              1920      NorthCarolina
18515             1930      NorthCarolina
2136              2000      NorthCarolina
14230             1960      NorthCarolina
9006              1990      NorthCarolina
12449             1970      NorthCarolina
18362             1990      NorthCarolina
23                1950      NorthCarolina
22                1940      NorthCarolina
1266              1970      NorthCarolina
3399              1940      NorthCarolina
18633             1930      NorthCarolina
12804             1930      NorthCarolina
18710             2000      NorthCarolina
18458             2010      NorthCarolina
8556              1920      NorthCarolina
13943             1980      NorthCarolina
84                2000      NorthCarolina
3130              2000      NorthCarolina
3189              1990      NorthCarolina
18640             1910      NorthCarolina
2007              1940      NorthCarolina
14281             2000      NorthCarolina
18641             1930      NorthCarolina
18652             1910      NorthCarolina
6163              1920      NorthCarolina
45                2010      NorthCarolina
8474              1870      NorthCarolina
5726              1930      NorthCarolina
2083              2010      NorthCarolina
13876             1910      NorthCarolina
12715             1900      NorthCarolina
14270             2000      NorthCarolina
6500              1920      NorthCarolina
3159              1990      NorthCarolina
3383              1940      NorthCarolina
10886             1990      NorthCarolina
2245              1910      NorthCarolina
1513              1930      NorthCarolina
15485             1920      NorthCarolina
666               1990      NorthCarolina
7192              1940      NorthCarolina
1724              1960      NorthCarolina
15472             1980      NorthCarolina
1726              1950      NorthCarolina
7191              1920      NorthCarolina
15502             1910      NorthCarolina
15457             1920      NorthCarolina
407               2010      NorthCarolina
16843             1970      NorthCarolina
16848             1940      NorthCarolina
16849             1940      NorthCarolina
2799              1960      NorthCarolina
16876             1910      NorthCarolina
399               1930      NorthCarolina
5021              1930      NorthCarolina
7888              1970      NorthCarolina
6308              1910      NorthCarolina
6394              1980      NorthCarolina
10342             1910      NorthCarolina
11258             1940      NorthCarolina
7773              1920      NorthCarolina
6322              2010      NorthCarolina
4917              1930      NorthCarolina
11293             1980      NorthCarolina
16654             2010      NorthCarolina
7803              1940      NorthCarolina
1525              1920      NorthCarolina
7210              1910      NorthCarolina
7238              1910      NorthCarolina
10380             1920      NorthCarolina
10375             2010      NorthCarolina
6316              1940      NorthCarolina
15547             1920      NorthCarolina
2293              2000      NorthCarolina
6090              2000      NorthCarolina
10348             1920      NorthCarolina
16731             1950      NorthCarolina
7805              2000      NorthCarolina
5025              1910      NorthCarolina
2797              1900      NorthCarolina
10154             1940      NorthCarolina
15230             2010      NorthCarolina
12359             1990      NorthCarolina
15229             2010      NorthCarolina
6415              1900      NorthCarolina
8026              1960      NorthCarolina
7083              1960      NorthCarolina
4026              1930      NorthCarolina
17123             1950      NorthCarolina
2986              1930      NorthCarolina
4023              1930      NorthCarolina
1152              1910      NorthCarolina
1781              1920      NorthCarolina
11671             1970      NorthCarolina
7052              2000      NorthCarolina
11684             1930      NorthCarolina
2451              1940      NorthCarolina
11690             1960      NorthCarolina
17187             1970      NorthCarolina
15205             1910      NorthCarolina
726               1920      NorthCarolina
4041              1920      NorthCarolina
15239             1940      NorthCarolina
5983              1940      NorthCarolina
4104              1930      NorthCarolina
15342             2010      NorthCarolina
7130              2010      NorthCarolina
11522             1990      NorthCarolina
5982              1950      NorthCarolina
16982             1990      NorthCarolina
700               1980      NorthCarolina
364               1930      NorthCarolina
12899             2000      NorthCarolina
11553             1990      NorthCarolina
11567             2010      NorthCarolina
11572             2010      NorthCarolina
17051             2000      NorthCarolina
10048             1980      NorthCarolina
10041             2000      NorthCarolina
17074             1940      NorthCarolina
11597             1990      NorthCarolina
17093             1930      NorthCarolina
11256             1930      NorthCarolina
10456             1950      NorthCarolina
442               2010      NorthCarolina
16598             1960      NorthCarolina
15940             1920      NorthCarolina
7560              1960      NorthCarolina
1063              1950      NorthCarolina
10741             1940      NorthCarolina
10735             1910      NorthCarolina
500               2000      NorthCarolina
13016             1930      NorthCarolina
6056              1920      NorthCarolina
4728              1930      NorthCarolina
16312             1960      NorthCarolina
4750              1940      NorthCarolina
13024             1940      NorthCarolina
7359              1920      NorthCarolina
7604              1960      NorthCarolina
11064             1940      NorthCarolina
11065             1990      NorthCarolina
11066             1930      NorthCarolina
7615              1990      NorthCarolina
10700             1940      NorthCarolina
16258             1960      NorthCarolina
16238             1970      NorthCarolina
4584              1920      NorthCarolina
16099             2010      NorthCarolina
4633              1910      NorthCarolina
16108             1930      NorthCarolina
4617              2010      NorthCarolina
13558             2000      NorthCarolina
16077             1940      NorthCarolina
16127             1960      NorthCarolina
16058             1890      NorthCarolina
1638              1960      NorthCarolina
4680              1990      NorthCarolina
16177             1900      NorthCarolina
10806             1970      NorthCarolina
15998             1920      NorthCarolina
16192             1970      NorthCarolina
16205             1930      NorthCarolina
2889              2010      NorthCarolina
16225             1950      NorthCarolina
16232             1900      NorthCarolina
2380              1970      NorthCarolina
16377             1920      NorthCarolina
17188             1940      NorthCarolina
16380             1980      NorthCarolina
15825             1920      NorthCarolina
11191             1920      NorthCarolina
11192             1910      NorthCarolina
11193             1980      NorthCarolina
7719              2010      NorthCarolina
2916              1910      NorthCarolina
7287              1990      NorthCarolina
7286              1960      NorthCarolina
1700              1960      NorthCarolina
1544              1910      NorthCarolina
15668             2000      NorthCarolina
13493             1940      NorthCarolina
7751              1990      NorthCarolina
15662             1930      NorthCarolina
7759              1930      NorthCarolina
623               1940      NorthCarolina
13491             1920      NorthCarolina
4355              1950      NorthCarolina
7763              1960      NorthCarolina
10481             1930      NorthCarolina
12950             1990      NorthCarolina
7718              1930      NorthCarolina
15711             1980      NorthCarolina
16409             1970      NorthCarolina
7639              1970      NorthCarolina
16419             1900      NorthCarolina
4477              1950      NorthCarolina
7644              1930      NorthCarolina
16431             1920      NorthCarolina
2853              1970      NorthCarolina
13614             1960      NorthCarolina
2393              1980      NorthCarolina
10589             1930      NorthCarolina
11151             1990      NorthCarolina
4410              1960      NorthCarolina
7705              1940      NorthCarolina
11160             2000      NorthCarolina
15734             1960      NorthCarolina
2319              2000      NorthCarolina
15716             1920      NorthCarolina
15712             2000      NorthCarolina
7716              1930      NorthCarolina
15834             1970      NorthCarolina
2239              1940      NorthCarolina
10721             2000      NorthCarolina
3676              1940      NorthCarolina
2502              2010      NorthCarolina
5383              1950      NorthCarolina
2487              1970      NorthCarolina
9516              1940      NorthCarolina
12064             1920      NorthCarolina
12820             1930      NorthCarolina
3723              1930      NorthCarolina
9508              1980      NorthCarolina
12074             1940      NorthCarolina
6867              2000      NorthCarolina
3684              1920      NorthCarolina
5408              1950      NorthCarolina
217               1950      NorthCarolina
3989              2010      NorthCarolina
17983             1950      NorthCarolina
9579              1910      NorthCarolina
12007             1910      NorthCarolina
1879              1930      NorthCarolina
1857              1980      NorthCarolina
257               1950      NorthCarolina
3776              1960      NorthCarolina
9623              1920      NorthCarolina
17588             1940      NorthCarolina
249               1950      NorthCarolina
1972              1950      NorthCarolina
18008             2000      NorthCarolina
3108              1940      NorthCarolina
3762              1910      NorthCarolina
12274             1940      NorthCarolina
17613             1970      NorthCarolina
17993             1960      NorthCarolina
9591              1990      NorthCarolina
3549              1950      NorthCarolina
17981             1930      NorthCarolina
870               2000      NorthCarolina
12090             1980      NorthCarolina
17751             1950      NorthCarolina
17811             2010      NorthCarolina
12150             1970      NorthCarolina
12151             1930      NorthCarolina
12152             2000      NorthCarolina
204               1930      NorthCarolina
6833              1960      NorthCarolina
9433              1960      NorthCarolina
14585             1930      NorthCarolina
17919             1940      NorthCarolina
1353              1950      NorthCarolina
3617              1940      NorthCarolina
1146              1940      NorthCarolina
5487              1910      NorthCarolina
3092              1960      NorthCarolina
3566              1990      NorthCarolina
9434              1930      NorthCarolina
9439              1930      NorthCarolina
9441              1930      NorthCarolina
6855              1920      NorthCarolina
14482             1960      NorthCarolina
5426              1930      NorthCarolina
3664              1920      NorthCarolina
17975             2010      NorthCarolina
12116             2010      NorthCarolina
8383              1990      NorthCarolina
3659              1930      NorthCarolina
5448              1990      NorthCarolina
17966             1950      NorthCarolina
17788             1930      NorthCarolina
8374              1920      NorthCarolina
5450              1970      NorthCarolina
6843              1960      NorthCarolina
14632             1920      NorthCarolina
17747             1990      NorthCarolina
9676              1990      NorthCarolina
9669              1960      NorthCarolina
17511             1930      NorthCarolina
3944              1980      NorthCarolina
755               1980      NorthCarolina
9874              1930      NorthCarolina
2779              1980      NorthCarolina
8079              1900      NorthCarolina
9865              1980      NorthCarolina
7023              1960      NorthCarolina
7021              1950      NorthCarolina
5204              2010      NorthCarolina
9842              1930      NorthCarolina
5205              1920      NorthCarolina
5208              1920      NorthCarolina
3496              1910      NorthCarolina
8110              1920      NorthCarolina
9815              1910      NorthCarolina
9883              1920      NorthCarolina
18097             1940      NorthCarolina
3950              1910      NorthCarolina
7033              1920      NorthCarolina
12357             1980      NorthCarolina
3987              1960      NorthCarolina
17210             1950      NorthCarolina
17219             1930      NorthCarolina
12356             1980      NorthCarolina
9158              1960      NorthCarolina
13690             1950      NorthCarolina
7041              1980      NorthCarolina
18134             1940      NorthCarolina
3117              1930      NorthCarolina
17223             1950      NorthCarolina
9904              1940      NorthCarolina
9902              1970      NorthCarolina
320               1900      NorthCarolina
2782              1950      NorthCarolina
13199             1950      NorthCarolina
6957              1950      NorthCarolina
11817             1990      NorthCarolina
18084             1950      NorthCarolina
17507             1940      NorthCarolina
5269              1930      NorthCarolina
18026             2010      NorthCarolina
17495             1920      NorthCarolina
11894             1940      NorthCarolina
3534              1940      NorthCarolina
778               1930      NorthCarolina
3528              1920      NorthCarolina
5580              1940      NorthCarolina
18046             1910      NorthCarolina
13190             1940      NorthCarolina
11882             1900      NorthCarolina
17474             2000      NorthCarolina
13194             1960      NorthCarolina
18052             1930      NorthCarolina
18051             1960      NorthCarolina
14537             1990      NorthCarolina
18076             1940      NorthCarolina
1831              1950      NorthCarolina
5218              1900      NorthCarolina
1833              1990      NorthCarolina
13191             1960      NorthCarolina
2156              1940      NorthCarolina
3507              1950      NorthCarolina
766               1990      NorthCarolina
1982              1930      NorthCarolina
14990             1940      NorthCarolina
3114              1920      NorthCarolina
3859              1940      NorthCarolina
9739              1930      NorthCarolina
17407             1950      NorthCarolina
11831             1930      NorthCarolina
12224             1930        NorthDakota
3465              2000        NorthDakota
16361             1930        NorthDakota
16315             2010        NorthDakota
6763              2000        NorthDakota
8440              1970        NorthDakota
9604              1980        NorthDakota
4959              1990        NorthDakota
13235             1940        NorthDakota
15306             1970        NorthDakota
12608             2000        NorthDakota
6971              1950        NorthDakota
1919              1960        NorthDakota
8039              1950        NorthDakota
7282              1990        NorthDakota
14581             2010        NorthDakota
6925              1910        NorthDakota
8573              1920             Norway
18071             1900             Norway
329               1890             Norway
13458             1970               Ohio
6097              1880               Ohio
13772             1970               Ohio
1065              1880               Ohio
13400             1920               Ohio
13674             1900               Ohio
13668             1900               Ohio
13538             1910               Ohio
13536             1920               Ohio
5948              1910               Ohio
13773             1980               Ohio
13325             1890               Ohio
1071              1880               Ohio
1090              2000               Ohio
6099              1940               Ohio
1066              1990               Ohio
1011              1920               Ohio
13781             1930               Ohio
6182              1910               Ohio
5976              2010               Ohio
5911              1940               Ohio
1121              2010               Ohio
13779             1910               Ohio
1097              1980               Ohio
1125              1980               Ohio
13578             1940               Ohio
1029              1900               Ohio
5892              2010               Ohio
13334             1910               Ohio
13625             1880               Ohio
5926              1890               Ohio
1051              1890               Ohio
1050              1980               Ohio
13490             1900               Ohio
13639             1970               Ohio
5995              1910               Ohio
1059              1990               Ohio
5953              1970               Ohio
2645              1900               Ohio
13662             1960               Ohio
5954              1930               Ohio
13738             1940               Ohio
13530             1940               Ohio
6027              1920               Ohio
6160              1920               Ohio
6173              1890               Ohio
6123              1880               Ohio
5985              1880               Ohio
1015              1910               Ohio
6122              1890               Ohio
5945              1940               Ohio
6094              1910               Ohio
13269             1900               Ohio
13594             1930               Ohio
2600              1900               Ohio
15991             1900               Ohio
1001              1890               Ohio
4045              1920               Ohio
17060             1910               Ohio
2977              1890               Ohio
17052             1980               Ohio
17050             2000               Ohio
353               1880               Ohio
17046             1980               Ohio
4077              1900               Ohio
4079              1940               Ohio
4094              1880               Ohio
4095              1900               Ohio
4096              1900               Ohio
16984             1990               Ohio
4097              1900               Ohio
4098              1890               Ohio
16979             1950               Ohio
4103              1890               Ohio
377               2010               Ohio
16950             1970               Ohio
16919             1900               Ohio
4155              1890               Ohio
4162              1980               Ohio
4172              2010               Ohio
4176              1980               Ohio
2955              1960               Ohio
16835             1890               Ohio
16821             2000               Ohio
4035              1900               Ohio
16778             1920               Ohio
17101             1950               Ohio
4018              2000               Ohio
17457             1910               Ohio
17427             1920               Ohio
3871              1970               Ohio
17380             1930               Ohio
293               1900               Ohio
17361             1880               Ohio
3891              1980               Ohio
17350             1900               Ohio
3897              1890               Ohio
3898              1910               Ohio
3030              1980               Ohio
3901              1930               Ohio
301               1980               Ohio
17305             2000               Ohio
3925              1900               Ohio
3021              1900               Ohio
17279             1950               Ohio
17264             1990               Ohio
17245             1920               Ohio
322               1910               Ohio
17222             1900               Ohio
323               1900               Ohio
17220             1910               Ohio
17198             1910               Ohio
2999              1900               Ohio
2996              1880               Ohio
17171             1880               Ohio
4028              1870               Ohio
3049              1940               Ohio
16777             1970               Ohio
4237              2000               Ohio
16525             1990               Ohio
4408              1910               Ohio
16514             1900               Ohio
16511             1890               Ohio
16498             1890               Ohio
16485             1930               Ohio
16479             2010               Ohio
4435              1900               Ohio
4441              1980               Ohio
4462              1970               Ohio
16383             1950               Ohio
16372             1880               Ohio
16351             1950               Ohio
16350             1870               Ohio
4523              1960               Ohio
16340             1900               Ohio
4525              1910               Ohio
16333             1880               Ohio
4528              1880               Ohio
4536              1980               Ohio
16304             1890               Ohio
16291             1970               Ohio
16288             2000               Ohio
4567              1950               Ohio
4569              1900               Ohio
16240             1990               Ohio
16237             1940               Ohio
16527             1920               Ohio
417               1880               Ohio
4403              1900               Ohio
16533             1920               Ohio
4238              1900               Ohio
16723             1970               Ohio
16713             1910               Ohio
16696             1990               Ohio
4297              1900               Ohio
16684             1890               Ohio
16675             1950               Ohio
4303              2010               Ohio
4305              1940               Ohio
4314              1960               Ohio
4320              1910               Ohio
4322              1910               Ohio
16648             1920               Ohio
16643             1930               Ohio
434               1900               Ohio
436               1900               Ohio
439               1910               Ohio
16618             1920               Ohio
4352              1910               Ohio
4356              1990               Ohio
444               1980               Ohio
16581             1980               Ohio
16576             1990               Ohio
16573             1950               Ohio
16568             1900               Ohio
16564             2000               Ohio
4391              1930               Ohio
4401              1900               Ohio
16196             1900               Ohio
17479             1940               Ohio
17489             1930               Ohio
18447             1990               Ohio
18444             1960               Ohio
3316              1950               Ohio
18433             1900               Ohio
18427             1940               Ohio
3327              1910               Ohio
18409             1890               Ohio
18407             1910               Ohio
18396             1890               Ohio
79                1970               Ohio
3353              1910               Ohio
18381             1910               Ohio
18343             2010               Ohio
18342             1880               Ohio
93                1950               Ohio
18297             2010               Ohio
18291             1900               Ohio
3405              1890               Ohio
114               1910               Ohio
18227             1960               Ohio
18200             1890               Ohio
18160             1910               Ohio
18121             1910               Ohio
3491              1960               Ohio
3497              1990               Ohio
156               1910               Ohio
18102             1990               Ohio
3298              1890               Ohio
18094             1920               Ohio
18485             1890               Ohio
18503             1900               Ohio
3182              1890               Ohio
18722             1910               Ohio
9                 1890               Ohio
10                1900               Ohio
18702             1950               Ohio
18701             1880               Ohio
18695             1890               Ohio
18690             2000               Ohio
14                1990               Ohio
18                1950               Ohio
18645             1950               Ohio
18637             1930               Ohio
18627             1970               Ohio
3228              1880               Ohio
27                1980               Ohio
18607             1930               Ohio
18604             1890               Ohio
18592             2000               Ohio
3170              1970               Ohio
3254              1910               Ohio
18573             1910               Ohio
3258              1910               Ohio
18557             1890               Ohio
18538             1930               Ohio
18535             1960               Ohio
18510             1950               Ohio
42                2010               Ohio
18492             1900               Ohio
17487             1900               Ohio
18086             1900               Ohio
18057             1880               Ohio
17768             1950               Ohio
3667              1880               Ohio
17761             1880               Ohio
17756             1910               Ohio
3677              2000               Ohio
17724             1900               Ohio
17718             1930               Ohio
17716             1930               Ohio
17712             1930               Ohio
17692             1900               Ohio
17678             1960               Ohio
17660             1910               Ohio
3733              1910               Ohio
17635             1910               Ohio
3068              1980               Ohio
250               1930               Ohio
17598             1880               Ohio
253               1920               Ohio
3770              1900               Ohio
17567             1880               Ohio
3782              1880               Ohio
259               1890               Ohio
17544             1900               Ohio
3795              1990               Ohio
17529             1970               Ohio
3799              1940               Ohio
17514             1890               Ohio
3654              1880               Ohio
18067             1930               Ohio
211               1890               Ohio
17800             1910               Ohio
18056             1940               Ohio
3526              1970               Ohio
18043             1890               Ohio
3539              1920               Ohio
18018             1990               Ohio
18009             1900               Ohio
17978             1880               Ohio
184               1960               Ohio
185               1890               Ohio
194               1920               Ohio
17912             1880               Ohio
17906             1910               Ohio
17905             1990               Ohio
17869             1920               Ohio
17864             1940               Ohio
17861             1910               Ohio
3613              1900               Ohio
17849             1880               Ohio
17837             1940               Ohio
17834             1910               Ohio
17829             1880               Ohio
17828             1940               Ohio
17825             1940               Ohio
17823             1980               Ohio
3088              1890               Ohio
3083              1930               Ohio
17805             1890               Ohio
3647              1900               Ohio
13847             1920               Ohio
16190             1880               Ohio
16185             1890               Ohio
788               1980               Ohio
2763              1900               Ohio
5304              1940               Ohio
5321              1960               Ohio
14810             1900               Ohio
14786             1990               Ohio
5363              1950               Ohio
5379              1990               Ohio
5384              1890               Ohio
14722             1940               Ohio
14709             1980               Ohio
14708             2010               Ohio
14702             2000               Ohio
5418              1890               Ohio
14665             1990               Ohio
5431              1900               Ohio
14649             2010               Ohio
5458              1970               Ohio
849               1900               Ohio
14607             1940               Ohio
853               1960               Ohio
2732              1910               Ohio
14578             1990               Ohio
14577             1960               Ohio
865               1910               Ohio
14556             1950               Ohio
5489              1960               Ohio
5293              1980               Ohio
14536             1920               Ohio
5284              1980               Ohio
14946             1990               Ohio
15143             1970               Ohio
15138             1910               Ohio
5146              1890               Ohio
5155              2000               Ohio
15124             1910               Ohio
15123             1910               Ohio
15120             1930               Ohio
15119             1910               Ohio
5163              1920               Ohio
15095             1970               Ohio
2780              2010               Ohio
15081             1950               Ohio
15070             1960               Ohio
15068             1900               Ohio
15067             1900               Ohio
15052             1960               Ohio
15046             1940               Ohio
15037             1890               Ohio
15034             1910               Ohio
15030             1940               Ohio
15027             1910               Ohio
15020             1910               Ohio
5226              1980               Ohio
14982             1930               Ohio
14976             1890               Ohio
14969             1880               Ohio
14965             1950               Ohio
5267              1960               Ohio
5140              1960               Ohio
5511              1920               Ohio
5536              2010               Ohio
14153             1870               Ohio
5713              1990               Ohio
5718              2000               Ohio
14129             1950               Ohio
14111             1940               Ohio
14102             1990               Ohio
14096             1900               Ohio
14094             1920               Ohio
5752              1930               Ohio
5759              1960               Ohio
955               1890               Ohio
14046             1890               Ohio
14029             1960               Ohio
14028             1960               Ohio
14007             1900               Ohio
14005             1910               Ohio
13996             2000               Ohio
969               1950               Ohio
13989             1880               Ohio
13982             1890               Ohio
13959             1960               Ohio
13937             1880               Ohio
13922             1900               Ohio
13906             1990               Ohio
13904             1930               Ohio
1000              1910               Ohio
5880              1880               Ohio
14161             1900               Ohio
874               2010               Ohio
14164             1890               Ohio
14190             1990               Ohio
14474             1990               Ohio
14469             1900               Ohio
14465             1960               Ohio
5555              1890               Ohio
14435             2010               Ohio
891               1960               Ohio
14383             1960               Ohio
14380             1910               Ohio
894               1880               Ohio
895               1900               Ohio
14353             1990               Ohio
903               1910               Ohio
5614              1920               Ohio
5620              1960               Ohio
913               1880               Ohio
5636              1930               Ohio
14296             1960               Ohio
5642              1890               Ohio
5667              2010               Ohio
14239             1970               Ohio
14234             1890               Ohio
929               1940               Ohio
14200             1870               Ohio
5690              1890               Ohio
5693              1900               Ohio
5694              1880               Ohio
14193             1990               Ohio
14179             1940               Ohio
533               1950               Ohio
15151             1900               Ohio
15178             2010               Ohio
15931             2000               Ohio
4733              1970               Ohio
15928             1910               Ohio
15927             1880               Ohio
4744              1880               Ohio
585               1930               Ohio
4748              2010               Ohio
4749              1970               Ohio
15879             2010               Ohio
15877             1910               Ohio
15869             1900               Ohio
594               1910               Ohio
4793              1940               Ohio
4795              1960               Ohio
15805             1890               Ohio
15785             1980               Ohio
15781             2000               Ohio
15751             1910               Ohio
4837              1890               Ohio
15745             1910               Ohio
608               1980               Ohio
15737             1910               Ohio
4850              1870               Ohio
15719             1900               Ohio
15698             1880               Ohio
617               1970               Ohio
4878              1960               Ohio
4724              1980               Ohio
621               1960               Ohio
15948             1910               Ohio
2868              1940               Ohio
16179             1880               Ohio
16159             1930               Ohio
4611              1890               Ohio
16144             2000               Ohio
16125             1900               Ohio
16120             1990               Ohio
4630              1910               Ohio
4634              1880               Ohio
4635              1900               Ohio
4639              1900               Ohio
16080             1940               Ohio
16078             2000               Ohio
4653              1900               Ohio
16052             1890               Ohio
16051             2000               Ohio
16047             1970               Ohio
4667              1990               Ohio
565               1900               Ohio
16031             1880               Ohio
4679              1980               Ohio
4681              1950               Ohio
16007             1920               Ohio
16003             1970               Ohio
15993             1950               Ohio
4702              1980               Ohio
15975             1960               Ohio
4706              1960               Ohio
15963             1900               Ohio
15174             1900               Ohio
4886              1950               Ohio
4898              1890               Ohio
15363             1910               Ohio
15360             1950               Ohio
15359             1900               Ohio
693               1980               Ohio
15337             1910               Ohio
694               1960               Ohio
15331             1890               Ohio
5049              1900               Ohio
5050              1880               Ohio
15327             1990               Ohio
15318             1880               Ohio
5051              1880               Ohio
15310             1920               Ohio
15308             1980               Ohio
15290             1950               Ohio
5069              1890               Ohio
5074              1910               Ohio
15272             1890               Ohio
15253             1970               Ohio
15248             1920               Ohio
724               1990               Ohio
2789              1970               Ohio
15219             1970               Ohio
15209             1930               Ohio
15200             1900               Ohio
15196             1900               Ohio
15181             1900               Ohio
15365             1970               Ohio
15651             1910               Ohio
5035              1900               Ohio
15387             2010               Ohio
4900              1910               Ohio
4911              1980               Ohio
4913              1900               Ohio
15617             1910               Ohio
641               1910               Ohio
15602             1920               Ohio
4919              1920               Ohio
15593             1910               Ohio
15586             1950               Ohio
4930              1970               Ohio
15536             1900               Ohio
15527             1910               Ohio
15526             1940               Ohio
660               1960               Ohio
15520             1990               Ohio
15519             2010               Ohio
15518             1940               Ohio
15509             1900               Ohio
15503             1940               Ohio
15497             1910               Ohio
15491             1910               Ohio
15456             1930               Ohio
2810              1990               Ohio
2808              1910               Ohio
2802              1960               Ohio
15403             2000               Ohio
15388             1900               Ohio
15383             1990               Ohio
6188              1890               Ohio
10958             1890               Ohio
9459              1980               Ohio
2214              1900               Ohio
10667             1880               Ohio
12936             1900               Ohio
11349             1960               Ohio
11353             1970               Ohio
11363             1880               Ohio
2145              1990               Ohio
10061             1920               Ohio
12358             1950               Ohio
2146              1950               Ohio
10063             1920               Ohio
9136              1890               Ohio
8006              1910               Ohio
9139              1920               Ohio
7630              1920               Ohio
6385              1950               Ohio
8858              1910               Ohio
9146              1980               Ohio
12348             1960               Ohio
7634              1920               Ohio
6381              1910               Ohio
7635              1950               Ohio
11371             1960               Ohio
8003              1970               Ohio
6378              1870               Ohio
10645             1990               Ohio
9681              1910               Ohio
10074             1990               Ohio
8184              1930               Ohio
8875              1940               Ohio
7611              1960               Ohio
12382             1890               Ohio
8878              1910               Ohio
11232             1910               Ohio
8472              1890               Ohio
7275              1950               Ohio
10025             1900               Ohio
7271              1900               Ohio
9746              2000               Ohio
12440             1940               Ohio
12439             1910               Ohio
1840              1950               Ohio
1841              1950               Ohio
7595              1930               Ohio
10691             1980               Ohio
8161              1960               Ohio
6678              1990               Ohio
11386             1990               Ohio
7253              1900               Ohio
7248              1960               Ohio
11298             1980               Ohio
9721              1890               Ohio
12413             1960               Ohio
12410             1970               Ohio
9714              1970               Ohio
12407             1890               Ohio
6400              1910               Ohio
1845              1900               Ohio
11318             1940               Ohio
9125              1990               Ohio
1307              1980               Ohio
1309              1930               Ohio
7223              1930               Ohio
11288             1910               Ohio
6740              1900               Ohio
11390             1930               Ohio
12327             2000               Ohio
1864              1960               Ohio
1683              1920               Ohio
7167              1890               Ohio
11451             1920               Ohio
7667              1890               Ohio
1684              1890               Ohio
7163              1960               Ohio
1335              1880               Ohio
8416              1900               Ohio
1503              1950               Ohio
6773              1940               Ohio
12270             2000               Ohio
6775              1900               Ohio
11478             1890               Ohio
2250              1950               Ohio
6779              1910               Ohio
1342              1910               Ohio
11489             1920               Ohio
7683              1910               Ohio
13009             1890               Ohio
12250             1910               Ohio
7685              1920               Ohio
13011             1890               Ohio
13012             1990               Ohio
1343              1960               Ohio
7980              1930               Ohio
7692              1890               Ohio
13019             1900               Ohio
2106              1990               Ohio
7695              1950               Ohio
6782              1910               Ohio
2216              1910               Ohio
11442             1910               Ohio
8419              1910               Ohio
12325             1940               Ohio
10077             2010               Ohio
7646              1940               Ohio
9664              1960               Ohio
9663              1970               Ohio
12321             1950               Ohio
12317             1960               Ohio
12315             1960               Ohio
8851              1970               Ohio
6751              1950               Ohio
10622             1990               Ohio
12312             1920               Ohio
8849              1900               Ohio
10617             1950               Ohio
7664              1870               Ohio
8192              1960               Ohio
9168              1910               Ohio
6369              1910               Ohio
7184              2000               Ohio
2504              1980               Ohio
1329              1880               Ohio
8591              2000               Ohio
12295             1880               Ohio
11426             1910               Ohio
9176              1960               Ohio
8836              1890               Ohio
1331              2000               Ohio
8193              1910               Ohio
9641              1920               Ohio
8602              1920               Ohio
12302             1990               Ohio
7698              1980               Ohio
6662              1900               Ohio
7585              1900               Ohio
8939              1920               Ohio
9840              1940               Ohio
1600              1980               Ohio
7383              1990               Ohio
9832              2010               Ohio
10851             2000               Ohio
11013             1910               Ohio
12634             1980               Ohio
8936              1940               Ohio
7500              1900               Ohio
9831              1910               Ohio
8043              1960               Ohio
6560              2000               Ohio
11024             1890               Ohio
8106              1910               Ohio
11027             1880               Ohio
11030             1960               Ohio
1816              1890               Ohio
12611             1980               Ohio
6568              1910               Ohio
9957              1990               Ohio
1269              1880               Ohio
8108              1880               Ohio
6572              1910               Ohio
9023              1920               Ohio
11039             1910               Ohio
9028              2010               Ohio
6584              1930               Ohio
11047             1900               Ohio
10857             1910               Ohio
12774             1990               Ohio
8506              1880               Ohio
9949              1980               Ohio
2032              1930               Ohio
10913             1880               Ohio
12704             1900               Ohio
7466              1960               Ohio
8538              1910               Ohio
7470              1960               Ohio
12736             1900               Ohio
6519              1990               Ohio
9905              1880               Ohio
10941             1980               Ohio
8064              1900               Ohio
9899              1880               Ohio
8971              1970               Ohio
1249              1900               Ohio
1774              1920               Ohio
10948             1970               Ohio
9878              1900               Ohio
1252              1910               Ohio
1804              1980               Ohio
10865             2000               Ohio
12766             1980               Ohio
9863              1980               Ohio
6541              1890               Ohio
10860             1930               Ohio
1233              1900               Ohio
10980             1920               Ohio
1256              2000               Ohio
6545              1900               Ohio
10994             1890               Ohio
10995             1890               Ohio
8539              1950               Ohio
11058             1880               Ohio
6585              1920               Ohio
9034              1940               Ohio
8481              1960               Ohio
11137             1890               Ohio
12856             1900               Ohio
12505             1940               Ohio
9775              1930               Ohio
10748             1880               Ohio
11148             1900               Ohio
6625              1910               Ohio
1561              1870               Ohio
11155             1900               Ohio
11157             1920               Ohio
12489             2000               Ohio
7299              1920               Ohio
1771              1900               Ohio
9070              1970               Ohio
1770              1890               Ohio
9757              1990               Ohio
10733             1910               Ohio
1294              2000               Ohio
12473             1880               Ohio
10731             2010               Ohio
12470             1910               Ohio
1538              1940               Ohio
11212             1980               Ohio
10015             2010               Ohio
7581              1910               Ohio
1537              1970               Ohio
8017              1920               Ohio
9750              1990               Ohio
6656              2000               Ohio
7293              1890               Ohio
7283              1880               Ohio
8032              1880               Ohio
7333              2000               Ohio
6586              1920               Ohio
12574             2010               Ohio
12573             1960               Ohio
11062             1970               Ohio
11063             1910               Ohio
9037              1930               Ohio
8125              1880               Ohio
9047              1990               Ohio
11078             1970               Ohio
7542              1910               Ohio
8033              1910               Ohio
10779             1910               Ohio
7553              1900               Ohio
7353              1940               Ohio
1285              1910               Ohio
7351              1920               Ohio
1579              1950               Ohio
2388              2000               Ohio
11092             1880               Ohio
10766             1880               Ohio
12831             1930               Ohio
6451              1880               Ohio
7346              1930               Ohio
7343              1920               Ohio
11103             2000               Ohio
9066              1890               Ohio
1572              1980               Ohio
12524             1970               Ohio
6446              1940               Ohio
11111             1900               Ohio
9056              1880               Ohio
9204              1950               Ohio
1863              1960               Ohio
1687              1880               Ohio
8643              1910               Ohio
1969              1960               Ohio
11696             1990               Ohio
11704             1900               Ohio
11709             1900               Ohio
7813              1920               Ohio
9300              1900               Ohio
7043              1890               Ohio
9521              1950               Ohio
13141             1990               Ohio
9303              1970               Ohio
8649              1940               Ohio
9281              1930               Ohio
8750              1890               Ohio
1445              1910               Ohio
10365             1910               Ohio
11735             1930               Ohio
10361             2000               Ohio
7821              1890               Ohio
12066             1990               Ohio
2266              1900               Ohio
8372              1950               Ohio
6238              1940               Ohio
8742              1980               Ohio
9497              1890               Ohio
9487              1920               Ohio
2103              1890               Ohio
6228              1910               Ohio
12107             1900               Ohio
8390              1940               Ohio
9573              1900               Ohio
10161             1920               Ohio
11602             1950               Ohio
7789              1950               Ohio
11611             1990               Ohio
11612             1980               Ohio
11627             1910               Ohio
7793              2000               Ohio
10167             1960               Ohio
7084              2000               Ohio
9264              2000               Ohio
12127             2000               Ohio
8641              1970               Ohio
11647             1880               Ohio
12125             1910               Ohio
8634              1910               Ohio
8638              1890               Ohio
12123             1990               Ohio
1373              1890               Ohio
2194              1910               Ohio
11669             1980               Ohio
9274              1970               Ohio
1462              1980               Ohio
6848              1910               Ohio
8640              1910               Ohio
10180             1890               Ohio
12126             1960               Ohio
12048             1960               Ohio
1439              1900               Ohio
9486              1980               Ohio
6206              1890               Ohio
11980             1910               Ohio
11880             1910               Ohio
9359              1940               Ohio
10235             1970               Ohio
1932              1930               Ohio
7864              1910               Ohio
1935              2000               Ohio
6967              1900               Ohio
8694              1910               Ohio
10278             1960               Ohio
1406              1940               Ohio
11866             1880               Ohio
10239             1980               Ohio
7876              1950               Ohio
6966              1900               Ohio
6198              1990               Ohio
9397              1950               Ohio
6194              1990               Ohio
7880              1970               Ohio
8690              2000               Ohio
7887              1990               Ohio
6955              1890               Ohio
10257             1910               Ohio
9391              1980               Ohio
11925             1910               Ohio
11961             1900               Ohio
8705              1940               Ohio
7856              1980               Ohio
10230             1910               Ohio
1437              1920               Ohio
10346             1900               Ohio
10211             1930               Ohio
1918              1950               Ohio
6899              1880               Ohio
13182             1940               Ohio
12027             1950               Ohio
9465              1990               Ohio
2168              1880               Ohio
9464              1930               Ohio
11792             1900               Ohio
11796             1930               Ohio
6211              1900               Ohio
11815             1970               Ohio
10326             2000               Ohio
10325             1890               Ohio
7911              2010               Ohio
7910              1880               Ohio
11999             1960               Ohio
2461              1890               Ohio
11998             1900               Ohio
6993              1960               Ohio
9451              1900               Ohio
11985             1980               Ohio
2462              1890               Ohio
6987              1900               Ohio
7853              1910               Ohio
13107             1990               Ohio
12146             1950               Ohio
7049              2010               Ohio
7136              1940               Ohio
7125              1890               Ohio
2310              1960               Ohio
10473             1900               Ohio
12227             1910               Ohio
13036             1880               Ohio
10471             1930               Ohio
7126              1870               Ohio
1365              1970               Ohio
12184             1880               Ohio
7962              1900               Ohio
8405              1980               Ohio
7722              1990               Ohio
10123             1920               Ohio
8403              1970               Ohio
1487              1880               Ohio
6824              1940               Ohio
1696              1900               Ohio
13062             2000               Ohio
11564             1870               Ohio
12206             1920               Ohio
9218              1970               Ohio
2433              2010               Ohio
7131              1970               Ohio
7955              2000               Ohio
12194             1950               Ohio
7717              2000               Ohio
7954              1910               Ohio
11523             1930               Ohio
11517             1910               Ohio
12229             1940               Ohio
10480             1880               Ohio
11534             1900               Ohio
11547             2000               Ohio
11549             1990               Ohio
8812              1900               Ohio
7753              1900               Ohio
6821              1990               Ohio
13039             1910               Ohio
1694              2010               Ohio
9217              2010               Ohio
2574              1910               Ohio
13070             2000               Ohio
10153             1880               Ohio
7098              1990               Ohio
8622              1980               Ohio
11596             1940               Ohio
12245             1900               Ohio
6323              1900               Ohio
10444             1910               Ohio
9615              1890               Ohio
8781              1950               Ohio
1161              1980               Ohio
8808              1900               Ohio
11525             1980               Ohio
11592             1990               Ohio
7961              1900               Ohio
9208              1990               Ohio
10502             1990               Ohio
8236              1950               Ohio
1689              1920               Ohio
1709              1890               Ohio
11494             1990               Ohio
10500             1910               Ohio
8410              2000               Ohio
7144              1910               Ohio
1170              1910               Ohio
2567              2010               Ohio
7100              1890               Ohio
10455             2010               Ohio
9610              2010               Ohio
11579             1900               Ohio
8228              1910               Ohio
7009              1960           Oklahoma
18095             2010           Oklahoma
3084              1930           Oklahoma
12005             1960           Oklahoma
1399              1930           Oklahoma
6555              1960           Oklahoma
15336             2000           Oklahoma
14528             2000           Oklahoma
17327             1910           Oklahoma
8201              1990           Oklahoma
14800             2000           Oklahoma
1955              1980           Oklahoma
15904             1990           Oklahoma
17575             1950           Oklahoma
3518              1990           Oklahoma
16067             1970           Oklahoma
15891             1950           Oklahoma
3649              1940           Oklahoma
1974              1970           Oklahoma
9838              1960           Oklahoma
16021             2000           Oklahoma
3515              1960           Oklahoma
11906             1980           Oklahoma
1793              1920           Oklahoma
11913             1940           Oklahoma
3090              1960           Oklahoma
8059              1990           Oklahoma
1792              1940           Oklahoma
1347              1920           Oklahoma
7450              1920           Oklahoma
13897             2010           Oklahoma
4659              1990           Oklahoma
6509              1950           Oklahoma
13883             1980           Oklahoma
7455              1950           Oklahoma
6947              2000           Oklahoma
4655              1970           Oklahoma
16019             1930           Oklahoma
15938             1920           Oklahoma
1352              2000           Oklahoma
3939              1970           Oklahoma
8339              1930           Oklahoma
5231              2000           Oklahoma
11977             1930           Oklahoma
14455             1990           Oklahoma
1947              1960           Oklahoma
885               1960           Oklahoma
15972             1990           Oklahoma
776               1910           Oklahoma
4752              1930           Oklahoma
17606             1960           Oklahoma
9199              2010           Oklahoma
575               1920           Oklahoma
8083              2010           Oklahoma
8512              2010           Oklahoma
11896             1940           Oklahoma
14869             2000           Oklahoma
10960             1940           Oklahoma
981               1960           Oklahoma
193               2000           Oklahoma
675               1910           Oklahoma
2150              1960           Oklahoma
5107              1990           Oklahoma
9546              1940           Oklahoma
8227              2010           Oklahoma
2492              1920           Oklahoma
2140              2010           Oklahoma
1366              1920           Oklahoma
11571             1940           Oklahoma
15669             1940           Oklahoma
12108             1990           Oklahoma
17626             2000           Oklahoma
12347             1960           Oklahoma
879               1970           Oklahoma
12463             1980           Oklahoma
11706             1930           Oklahoma
11708             1970           Oklahoma
15484             1970           Oklahoma
3848              1920           Oklahoma
9231              1940           Oklahoma
4859              1940           Oklahoma
7207              2010           Oklahoma
5417              2010           Oklahoma
18153             2010           Oklahoma
12163             2000           Oklahoma
2407              1950           Oklahoma
14615             1970           Oklahoma
18179             1970           Oklahoma
18190             2000           Oklahoma
12364             2010           Oklahoma
923               1940           Oklahoma
2000              1980           Oklahoma
6726              2000           Oklahoma
8248              1940           Oklahoma
17661             1920           Oklahoma
7246              2010           Oklahoma
15588             1970           Oklahoma
15255             1940           Oklahoma
17662             1920           Oklahoma
11291             2010           Oklahoma
15606             2010           Oklahoma
15614             1960           Oklahoma
6834              1940           Oklahoma
3531              1970           Oklahoma
1367              1960           Oklahoma
17708             1930           Oklahoma
5701              2010           Oklahoma
11166             1960           Oklahoma
17360             1980           Oklahoma
2456              1970           Oklahoma
2410              1980           Oklahoma
14084             2010           Oklahoma
15830             2000           Oklahoma
5578              1970           Oklahoma
2857              1920           Oklahoma
5507              1970           Oklahoma
17932             1920           Oklahoma
5509              1910           Oklahoma
14068             1940           Oklahoma
3580              1980           Oklahoma
4769              1980           Oklahoma
5365              1970           Oklahoma
14773             2010           Oklahoma
8428              1920           Oklahoma
18110             1960           Oklahoma
11790             1950           Oklahoma
8427              1910           Oklahoma
17748             1990           Oklahoma
12217             1980           Oklahoma
12214             1960           Oklahoma
11094             1970           Oklahoma
15133             2000           Oklahoma
3425              1920           Oklahoma
11725             1980           Oklahoma
14712             1980           Oklahoma
17711             1940           Oklahoma
14714             1930           Oklahoma
15468             1930           Oklahoma
5716              1950           Oklahoma
3875              1940           Oklahoma
1434              1960           Oklahoma
12201             1930           Oklahoma
698               1990           Oklahoma
7189              1980           Oklahoma
14729             1980           Oklahoma
11109             1940           Oklahoma
14730             2000           Oklahoma
17731             1970           Oklahoma
3880              1950           Oklahoma
1442              1910           Oklahoma
2750              1940           Oklahoma
18269             2010           Oklahoma
12717             1960           Oklahoma
1410              1950           Oklahoma
10575             1920           Oklahoma
13108             2000           Oklahoma
16626             1940           Oklahoma
7602              1960           Oklahoma
4168              2000           Oklahoma
13375             1940           Oklahoma
1707              2010           Oklahoma
18496             1990           Oklahoma
2047              1960           Oklahoma
1030              2010           Oklahoma
16279             1940           Oklahoma
16128             1930           Oklahoma
8757              1950           Oklahoma
6154              1940           Oklahoma
7570              2000           Oklahoma
8873              1960           Oklahoma
16200             1980           Oklahoma
12760             2010           Oklahoma
16753             1950           Oklahoma
16597             2000           Oklahoma
7950              1970           Oklahoma
10463             1950           Oklahoma
16938             1910           Oklahoma
2104              2000           Oklahoma
4504              1940           Oklahoma
4368              1930           Oklahoma
10734             1910           Oklahoma
5902              1920           Oklahoma
16187             1950           Oklahoma
10783             1920           Oklahoma
7933              1930           Oklahoma
2240              1970           Oklahoma
13314             1930           Oklahoma
8642              1950           Oklahoma
5972              1960           Oklahoma
2048              1980           Oklahoma
16900             1910           Oklahoma
2553              1980           Oklahoma
7590              2000           Oklahoma
6465              2010           Oklahoma
18478             1930           Oklahoma
7842              2010           Oklahoma
13460             1930           Oklahoma
7798              1960           Oklahoma
8013              1970           Oklahoma
16907             1950           Oklahoma
10412             1950           Oklahoma
8632              1920           Oklahoma
16764             1980           Oklahoma
13409             1970           Oklahoma
8892              2010           Oklahoma
17163             1940           Oklahoma
13303             1970           Oklahoma
7939              1970           Oklahoma
4153              1950           Oklahoma
18493             1980           Oklahoma
7938              1920           Oklahoma
8572              1940           Oklahoma
16118             1960           Oklahoma
16578             1970           Oklahoma
3279              1950           Oklahoma
16524             1940           Oklahoma
8846              1970           Oklahoma
18519             1980           Oklahoma
8821              2000           Oklahoma
8842              1970           Oklahoma
13513             1950           Oklahoma
10542             1940           Oklahoma
13571             1980           Oklahoma
4022              1940           Oklahoma
2626              1980           Oklahoma
7734              2000           Oklahoma
10204             1920           Oklahoma
6186              2010           Oklahoma
16476             1990           Oklahoma
10905             1950           Oklahoma
10907             1950           Oklahoma
4595              1910           Oklahoma
1112              1960           Oklahoma
13260             1920           Oklahoma
16987             2010           Oklahoma
1070              1930           Oklahoma
9971              1990           Oklahoma
18565             1920           Oklahoma
16244             1990           Oklahoma
13486             1910           Oklahoma
16095             1950           Oklahoma
13746             1970           Oklahoma
1148              1930           Oklahoma
6313              1920           Oklahoma
1654              1970           Oklahoma
13069             1970           Oklahoma
16855             1940           Oklahoma
53                1950           Oklahoma
6199              2010           Oklahoma
357               1940           Oklahoma
16257             1990           Oklahoma
16256             1930           Oklahoma
9970              2000           Oklahoma
13744             1930           Oklahoma
8019              1910           Oklahoma
16961             1970           Oklahoma
6371              1960           Oklahoma
1652              1920           Oklahoma
76                2010           Oklahoma
13236             1980           Oklahoma
16432             2000           Oklahoma
1787              1940           Oklahoma
15163             1930             Oregon
8024              1990             Oregon
4547              1970             Oregon
343               1980             Oregon
5754              2010             Oregon
334               1970             Oregon
9294              2000             Oregon
4572              2010             Oregon
7048              1970             Oregon
13382             1910             Oregon
3437              1970             Oregon
9754              1990             Oregon
14080             1980             Oregon
4270              2000             Oregon
950               1970             Oregon
831               1990             Oregon
4291              1960             Oregon
15733             1960             Oregon
9758              1970             Oregon
15707             1950             Oregon
2749              2010             Oregon
15762             1910             Oregon
18260             1980             Oregon
18256             1930             Oregon
4835              2000             Oregon
4807              1900             Oregon
5964              1930             Oregon
2053              2000             Oregon
15682             1990             Oregon
18164             1910             Oregon
16399             2010             Oregon
8439              1920             Oregon
15326             1990             Oregon
4374              1980             Oregon
6812              1910             Oregon
17541             1990             Oregon
15478             2010             Oregon
18133             1920             Oregon
12220             2010             Oregon
14531             1960             Oregon
10126             1990             Oregon
3172              1930             Oregon
2710              2000             Oregon
3169              1910             Oregon
682               1980             Oregon
2107              1940             Oregon
2563              2000             Oregon
7168              1910             Oregon
18099             1910             Oregon
6356              1980             Oregon
10566             1980             Oregon
16495             1920             Oregon
11487             1950             Oregon
5532              1940             Oregon
8207              1990             Oregon
7141              1990             Oregon
718               1990             Oregon
14589             2010             Oregon
6704              2000             Oregon
15681             1950             Oregon
4879              2000             Oregon
126               1970             Oregon
8014              2000             Oregon
1890              1980             Oregon
4892              1990             Oregon
628               1910             Oregon
2984              2000             Oregon
7072              2000             Oregon
837               1990             Oregon
16911             1990             Oregon
11281             1910             Oregon
8238              1940             Oregon
6690              1990             Oregon
14619             2000             Oregon
650               1970             Oregon
10047             2000             Oregon
12915             1890             Oregon
12917             1890             Oregon
653               1910             Oregon
14297             1970             Oregon
4941              1940             Oregon
6102              2010             Oregon
4947              1950             Oregon
18037             1940             Oregon
2790              1940             Oregon
9698              1940             Oregon
12867             1980             Oregon
8651              1910             Oregon
15835             1990             Oregon
5138              1960             Oregon
12568             1980             Oregon
9931              1970             Oregon
2543              1990             Oregon
14974             1930             Oregon
13216             1950             Oregon
10929             1950             Oregon
12699             1920             Oregon
768               2010             Oregon
13183             1910             Oregon
1396              1980             Oregon
986               2000             Oregon
10341             1980             Oregon
1608              1990             Oregon
10989             1900             Oregon
13242             1990             Oregon
12599             1930             Oregon
4671              2000             Oregon
566               1980             Oregon
17172             1970             Oregon
8362              1940             Oregon
13207             1940             Oregon
6529              2000             Oregon
7498              1960             Oregon
8499              1950             Oregon
12752             1980             Oregon
11016             1990             Oregon
8962              1970             Oregon
1916              1990             Oregon
12023             1970             Oregon
2232              2000             Oregon
9930              1960             Oregon
1280              1920             Oregon
2178              2000             Oregon
4774              1980             Oregon
1255              1940             Oregon
9350              1980             Oregon
558               1900             Oregon
1279              1910             Oregon
15979             1980             Oregon
3671              2000             Oregon
9985              1950             Panama
48                1970             Panama
14294             1960             Panama
14347             1950             Panama
14504             2000             Panama
50                2000             Panama
16718             2010             Panama
4666              2000             Panama
12450             1990             Panama
16183             1970             Panama
3438              2000             Panama
11783             1970             Panama
14258             1990             Panama
1162              1970             Panama
17001             1960             Panama
11273             1990             Panama
10331             1990             Panama
13589             1960             Panama
17815             1960             Panama
14253             1990             Panama
14783             1990             Panama
2163              2010             Panama
9587              1990             Panama
2845              1960             Panama
6302              2010             Panama
9736              1960             Panama
2859              1990             Panama
13290             1960             Panama
3417              2010             Panama
4260              1990             Panama
8806              1980             Panama
13827             1990             Panama
14895             1960             Panama
4122              2010             Panama
10195             1990             Panama
11208             1990             Panama
3037              1950             Panama
2162              1990             Panama
1243              2010             Panama
11473             1990             Panama
12079             1960             Panama
18729             2000             Panama
12535             1970             Panama
4020              2000             Panama
14812             1960             Panama
14678             2000             Panama
2847              2000             Panama
7190              1960             Panama
5904              1960             Panama
826               1990             Panama
11890             1990             Panama
15264             1990             Panama
7986              1950    PanamaCanalZone
2524              1960    PanamaCanalZone
4773              1970    PanamaCanalZone
14989             1950    PanamaCanalZone
10458             1940       Pennsylvania
5235              1870       Pennsylvania
3071              1970       Pennsylvania
15309             1940       Pennsylvania
10282             1910       Pennsylvania
11587             1910       Pennsylvania
5058              1940       Pennsylvania
7103              1970       Pennsylvania
8224              1980       Pennsylvania
11872             1880       Pennsylvania
11544             1940       Pennsylvania
17836             1910       Pennsylvania
16608             1980       Pennsylvania
246               1900       Pennsylvania
10452             1910       Pennsylvania
17633             1900       Pennsylvania
701               1890       Pennsylvania
11535             1950       Pennsylvania
4211              1900       Pennsylvania
15269             1910       Pennsylvania
7747              1980       Pennsylvania
9420              1970       Pennsylvania
11565             1970       Pennsylvania
14954             1890       Pennsylvania
4124              1950       Pennsylvania
16832             1890       Pennsylvania
7114              1940       Pennsylvania
9412              1880       Pennsylvania
4232              1870       Pennsylvania
10144             1930       Pennsylvania
14963             1920       Pennsylvania
4127              1920       Pennsylvania
14964             1900       Pennsylvania
9592              1990       Pennsylvania
7116              1930       Pennsylvania
15299             1880       Pennsylvania
4359              1910       Pennsylvania
7945              1990       Pennsylvania
10233             1900       Pennsylvania
14966             1940       Pennsylvania
17826             1990       Pennsylvania
2307              1900       Pennsylvania
2435              1900       Pennsylvania
1423              1900       Pennsylvania
7764              1980       Pennsylvania
15280             1910       Pennsylvania
15279             1920       Pennsylvania
10286             1900       Pennsylvania
17816             1880       Pennsylvania
14938             1990       Pennsylvania
16949             1900       Pennsylvania
15367             2000       Pennsylvania
6952              1870       Pennsylvania
7974              1900       Pennsylvania
15366             1900       Pennsylvania
1414              1990       Pennsylvania
4218              1940       Pennsylvania
11912             1890       Pennsylvania
7975              1980       Pennsylvania
9613              1880       Pennsylvania
15361             1950       Pennsylvania
4217              1970       Pennsylvania
7707              1930       Pennsylvania
11496             1900       Pennsylvania
17847             1930       Pennsylvania
15358             1900       Pennsylvania
11499             1990       Pennsylvania
15362             1940       Pennsylvania
16515             1910       Pennsylvania
16512             1880       Pennsylvania
10553             1900       Pennsylvania
16813             1950       Pennsylvania
15384             1910       Pennsylvania
11483             1920       Pennsylvania
17592             1900       Pennsylvania
15380             1960       Pennsylvania
11926             1980       Pennsylvania
463               1880       Pennsylvania
3064              1990       Pennsylvania
1730              1940       Pennsylvania
11488             1970       Pennsylvania
17852             1910       Pennsylvania
16497             1970       Pennsylvania
4423              1890       Pennsylvania
11922             1900       Pennsylvania
15373             1980       Pennsylvania
15372             1920       Pennsylvania
252               2010       Pennsylvania
17601             1890       Pennsylvania
11503             1880       Pennsylvania
16980             1940       Pennsylvania
16798             1900       Pennsylvania
5259              1940       Pennsylvania
14940             1960       Pennsylvania
15334             1880       Pennsylvania
5257              1940       Pennsylvania
16828             1920       Pennsylvania
16557             1910       Pennsylvania
2432              1940       Pennsylvania
10130             1960       Pennsylvania
5256              1980       Pennsylvania
4376              1920       Pennsylvania
17609             1940       Pennsylvania
11531             1990       Pennsylvania
10489             1900       Pennsylvania
14944             1940       Pennsylvania
14945             1940       Pennsylvania
7874              1910       Pennsylvania
7124              1930       Pennsylvania
16963             1970       Pennsylvania
5255              2000       Pennsylvania
16551             1920       Pennsylvania
1697              1900       Pennsylvania
9609              1920       Pennsylvania
7889              1970       Pennsylvania
691               1940       Pennsylvania
17843             1910       Pennsylvania
10115             1900       Pennsylvania
9401              1880       Pennsylvania
7964              1920       Pennsylvania
5263              1980       Pennsylvania
7963              1880       Pennsylvania
16531             1880       Pennsylvania
16535             1910       Pennsylvania
15341             1870       Pennsylvania
15340             1880       Pennsylvania
10119             2010       Pennsylvania
16537             1890       Pennsylvania
5262              1980       Pennsylvania
15338             1880       Pennsylvania
4234              1940       Pennsylvania
11590             1980       Pennsylvania
7029              1970       Pennsylvania
3738              1920       Pennsylvania
15048             1910       Pennsylvania
4169              1920       Pennsylvania
2786              1980       Pennsylvania
16883             1890       Pennsylvania
2945              1960       Pennsylvania
17769             1920       Pennsylvania
16741             1940       Pennsylvania
4298              1940       Pennsylvania
10336             1930       Pennsylvania
397               1900       Pennsylvania
9517              1980       Pennsylvania
10187             1970       Pennsylvania
5151              1950       Pennsylvania
5152              2010       Pennsylvania
9515              2010       Pennsylvania
5153              1880       Pennsylvania
2453              1890       Pennsylvania
8270              1990       Pennsylvania
15125             1890       Pennsylvania
2457              1890       Pennsylvania
16679             1930       Pennsylvania
17690             1880       Pennsylvania
7008              1950       Pennsylvania
4199              2000       Pennsylvania
7912              1950       Pennsylvania
4302              1930       Pennsylvania
15035             1940       Pennsylvania
2272              1870       Pennsylvania
17777             1910       Pennsylvania
1740              1900       Pennsylvania
15155             1910       Pennsylvania
9460              1900       Pennsylvania
7047              1910       Pennsylvania
15385             1910       Pennsylvania
1451              1960       Pennsylvania
17699             1870       Pennsylvania
9462              1880       Pennsylvania
10384             1880       Pennsylvania
16745             1970       Pennsylvania
16878             1950       Pennsylvania
15056             1910       Pennsylvania
10368             1910       Pennsylvania
17758             2000       Pennsylvania
4182              2000       Pennsylvania
7826              1990       Pennsylvania
5177              1940       Pennsylvania
7831              1940       Pennsylvania
2943              1940       Pennsylvania
3682              1940       Pennsylvania
1910              1880       Pennsylvania
218               1870       Pennsylvania
7034              1990       Pennsylvania
3672              1870       Pennsylvania
9488              1950       Pennsylvania
17744             1900       Pennsylvania
1915              1970       Pennsylvania
11760             1990       Pennsylvania
11758             1900       Pennsylvania
7833              1950       Pennsylvania
11772             1890       Pennsylvania
10199             1870       Pennsylvania
16728             1970       Pennsylvania
9473              1910       Pennsylvania
16854             1910       Pennsylvania
11782             1900       Pennsylvania
9511              1970       Pennsylvania
10344             1940       Pennsylvania
16732             1960       Pennsylvania
1917              1940       Pennsylvania
17714             1920       Pennsylvania
5156              1930       Pennsylvania
1896              1900       Pennsylvania
16875             1970       Pennsylvania
10363             1920       Pennsylvania
9504              1880       Pennsylvania
11737             1960       Pennsylvania
15104             1970       Pennsylvania
17764             1920       Pennsylvania
221               1870       Pennsylvania
11738             1960       Pennsylvania
16870             2000       Pennsylvania
7037              1880       Pennsylvania
4206              1930       Pennsylvania
1747              1930       Pennsylvania
11689             1960       Pennsylvania
14996             1960       Pennsylvania
11609             1920       Pennsylvania
7790              2010       Pennsylvania
4331              1980       Pennsylvania
7090              1890       Pennsylvania
2276              1970       Pennsylvania
3732              1940       Pennsylvania
15228             2000       Pennsylvania
9566              1910       Pennsylvania
11852             1880       Pennsylvania
4154              1950       Pennsylvania
2182              1900       Pennsylvania
7085              1900       Pennsylvania
7847              1900       Pennsylvania
386               1940       Pennsylvania
15001             1950       Pennsylvania
15004             1870       Pennsylvania
725               1880       Pennsylvania
10413             1990       Pennsylvania
1912              1970       Pennsylvania
15243             1900       Pennsylvania
16609             1950       Pennsylvania
16773             1900       Pennsylvania
17639             1900       Pennsylvania
1706              1880       Pennsylvania
17640             1910       Pennsylvania
2285              1940       Pennsylvania
8235              2010       Pennsylvania
5229              1880       Pennsylvania
4143              1990       Pennsylvania
16838             1900       Pennsylvania
10439             1950       Pennsylvania
10156             1880       Pennsylvania
1475              1920       Pennsylvania
6986              1890       Pennsylvania
16628             1900       Pennsylvania
8295              1910       Pennsylvania
7096              1910       Pennsylvania
7787              1880       Pennsylvania
2934              1920       Pennsylvania
15207             1910       Pennsylvania
15005             1960       Pennsylvania
4309              1990       Pennsylvania
1712              1870       Pennsylvania
15176             1960       Pennsylvania
4308              2000       Pennsylvania
17683             1870       Pennsylvania
16669             1920       Pennsylvania
15168             1980       Pennsylvania
16670             1980       Pennsylvania
10394             1900       Pennsylvania
17686             1900       Pennsylvania
17687             1990       Pennsylvania
8288              1890       Pennsylvania
5215              1880       Pennsylvania
9457              1950       Pennsylvania
17785             1960       Pennsylvania
7002              1890       Pennsylvania
212               1970       Pennsylvania
3652              1890       Pennsylvania
15182             1910       Pennsylvania
9541              1910       Pennsylvania
2449              1900       Pennsylvania
7845              1880       Pennsylvania
2183              1980       Pennsylvania
3648              1910       Pennsylvania
1888              1990       Pennsylvania
7844              1880       Pennsylvania
7071              1940       Pennsylvania
16761             1990       Pennsylvania
2263              2000       Pennsylvania
17781             1910       Pennsylvania
15012             1990       Pennsylvania
735               1900       Pennsylvania
7843              1910       Pennsylvania
17670             1990       Pennsylvania
10400             1940       Pennsylvania
15189             1980       Pennsylvania
10227             1910       Pennsylvania
9453              1900       Pennsylvania
17791             1870       Pennsylvania
5108              1960       Pennsylvania
17646             1930       Pennsylvania
16074             1940       Pennsylvania
11479             1910       Pennsylvania
11067             1870       Pennsylvania
4761              1910       Pennsylvania
4011              1880       Pennsylvania
2224              1880       Pennsylvania
9802              1900       Pennsylvania
16209             1910       Pennsylvania
4770              1950       Pennsylvania
2222              1940       Pennsylvania
15849             1910       Pennsylvania
4777              2010       Pennsylvania
16206             1890       Pennsylvania
15846             1940       Pennsylvania
9972              1900       Pennsylvania
4783              1910       Pennsylvania
8127              1910       Pennsylvania
10787             1870       Pennsylvania
15837             1910       Pennsylvania
296               1890       Pennsylvania
7354              1890       Pennsylvania
8130              1930       Pennsylvania
4588              1960       Pennsylvania
10772             1990       Pennsylvania
11077             1900       Pennsylvania
15874             1910       Pennsylvania
4755              1880       Pennsylvania
15876             1930       Pennsylvania
10812             1910       Pennsylvania
11036             1900       Pennsylvania
10810             1920       Pennsylvania
3902              1950       Pennsylvania
9817              1900       Pennsylvania
2385              1900       Pennsylvania
17162             1910       Pennsylvania
10803             1940       Pennsylvania
15890             1910       Pennsylvania
15889             1950       Pennsylvania
15888             1880       Pennsylvania
9813              1940       Pennsylvania
10802             1880       Pennsylvania
10799             1900       Pennsylvania
7358              1960       Pennsylvania
3899              1910       Pennsylvania
1645              1930       Pennsylvania
11059             1900       Pennsylvania
11060             1880       Pennsylvania
7535              1910       Pennsylvania
17160             1900       Pennsylvania
9966              1950       Pennsylvania
10792             2010       Pennsylvania
7556              1920       Pennsylvania
7524              1990       Pennsylvania
2890              1970       Pennsylvania
16246             1920       Pennsylvania
17114             1890       Pennsylvania
10002             1900       Pennsylvania
15753             1880       Pennsylvania
10003             1920       Pennsylvania
15749             1900       Pennsylvania
7305              1880       Pennsylvania
8148              1910       Pennsylvania
15744             1880       Pennsylvania
1558              1910       Pennsylvania
11161             1900       Pennsylvania
4832              1940       Pennsylvania
4844              1960       Pennsylvania
17406             1960       Pennsylvania
15732             1950       Pennsylvania
2398              1900       Pennsylvania
8022              1950       Pennsylvania
4847              1900       Pennsylvania
9765              1980       Pennsylvania
10736             2010       Pennsylvania
17408             1940       Pennsylvania
611               1970       Pennsylvania
11177             1880       Pennsylvania
4846              1940       Pennsylvania
11140             1910       Pennsylvania
15760             1890       Pennsylvania
3038              1890       Pennsylvania
4021              1910       Pennsylvania
15812             1880       Pennsylvania
3883              1890       Pennsylvania
15809             1950       Pennsylvania
10765             1900       Pennsylvania
4810              1890       Pennsylvania
16255             1890       Pennsylvania
289               1930       Pennsylvania
2389              1940       Pennsylvania
17381             1900       Pennsylvania
15787             2010       Pennsylvania
7334              1930       Pennsylvania
10762             2010       Pennsylvania
288               1990       Pennsylvania
4024              1900       Pennsylvania
16262             1880       Pennsylvania
3876              1880       Pennsylvania
15775             1910       Pennsylvania
11129             1900       Pennsylvania
15770             1910       Pennsylvania
15769             1910       Pennsylvania
15768             1890       Pennsylvania
9998              2010       Pennsylvania
8131              1920       Pennsylvania
2382              1910       Pennsylvania
10818             1920       Pennsylvania
17170             1910       Pennsylvania
16029             1930       Pennsylvania
8069              1890       Pennsylvania
17202             1940       Pennsylvania
2880              1900       Pennsylvania
16024             1920       Pennsylvania
315               1880       Pennsylvania
10950             1990       Pennsylvania
10885             1930       Pennsylvania
10951             1900       Pennsylvania
10881             1880       Pennsylvania
9895              1950       Pennsylvania
9889              1910       Pennsylvania
4682              1920       Pennsylvania
9887              1910       Pennsylvania
4691              1950       Pennsylvania
10879             1930       Pennsylvania
10878             1900       Pennsylvania
16006             1920       Pennsylvania
1786              1920       Pennsylvania
16004             1900       Pennsylvania
10872             1880       Pennsylvania
15996             1960       Pennsylvania
3952              1980       Pennsylvania
10891             1890       Pennsylvania
4674              1900       Pennsylvania
3960              1890       Pennsylvania
4651              1890       Pennsylvania
3969              1940       Pennsylvania
3006              1970       Pennsylvania
1790              1980       Pennsylvania
10912             1910       Pennsylvania
7463              1970       Pennsylvania
559               1970       Pennsylvania
9924              1910       Pennsylvania
7453              1890       Pennsylvania
10927             1900       Pennsylvania
9917              1920       Pennsylvania
10930             1900       Pennsylvania
4642              1880       Pennsylvania
17206             1890       Pennsylvania
4640              1890       Pennsylvania
10899             1920       Pennsylvania
16094             1940       Pennsylvania
16045             1960       Pennsylvania
3964              1890       Pennsylvania
7474              1910       Pennsylvania
3010              1940       Pennsylvania
10942             1960       Pennsylvania
4628              1890       Pennsylvania
10964             1890       Pennsylvania
4616              1950       Pennsylvania
3935              1990       Pennsylvania
9871              1940       Pennsylvania
11006             1900       Pennsylvania
11007             2010       Pennsylvania
16146             1910       Pennsylvania
10852             1880       Pennsylvania
1597              1940       Pennsylvania
4734              1900       Pennsylvania
11015             1910       Pennsylvania
4736              1880       Pennsylvania
15922             1870       Pennsylvania
16151             1910       Pennsylvania
17179             1930       Pennsylvania
15921             1930       Pennsylvania
8044              1920       Pennsylvania
11021             1890       Pennsylvania
10840             1900       Pennsylvania
7505              1890       Pennsylvania
16163             1910       Pennsylvania
2228              1880       Pennsylvania
17318             1900       Pennsylvania
4605              1910       Pennsylvania
10828             1910       Pennsylvania
1818              1910       Pennsylvania
2381              1900       Pennsylvania
10853             1930       Pennsylvania
3855              1950       Pennsylvania
10854             1900       Pennsylvania
10856             1880       Pennsylvania
8082              1880       Pennsylvania
10864             1910       Pennsylvania
10863             1910       Pennsylvania
10972             1910       Pennsylvania
16126             1940       Pennsylvania
10973             1910       Pennsylvania
10975             1870       Pennsylvania
10977             1900       Pennsylvania
10978             1910       Pennsylvania
17190             1920       Pennsylvania
15969             2010       Pennsylvania
15968             1950       Pennsylvania
17189             1920       Pennsylvania
4710              1910       Pennsylvania
15966             1920       Pennsylvania
2865              1930       Pennsylvania
9843              1960       Pennsylvania
10990             1940       Pennsylvania
15953             1940       Pennsylvania
16136             1920       Pennsylvania
9948              1880       Pennsylvania
17182             1870       Pennsylvania
4723              1880       Pennsylvania
11000             1870       Pennsylvania
10573             1950       Pennsylvania
11180             1880       Pennsylvania
17424             1980       Pennsylvania
15489             1880       Pennsylvania
3062              1880       Pennsylvania
665               1920       Pennsylvania
16415             1940       Pennsylvania
15482             1920       Pennsylvania
9675              1920       Pennsylvania
16418             1890       Pennsylvania
17033             1920       Pennsylvania
10632             1960       Pennsylvania
10630             1950       Pennsylvania
10639             1900       Pennsylvania
3788              1870       Pennsylvania
4473              1890       Pennsylvania
10626             1930       Pennsylvania
7648              1890       Pennsylvania
10082             1880       Pennsylvania
10618             1890       Pennsylvania
9657              1960       Pennsylvania
16446             1920       Pennsylvania
670               1880       Pennsylvania
11409             1910       Pennsylvania
8191              1880       Pennsylvania
8187              1980       Pennsylvania
10642             1900       Pennsylvania
8183              2000       Pennsylvania
15498             1950       Pennsylvania
7621              1960       Pennsylvania
10656             1970       Pennsylvania
3059              1960       Pennsylvania
17516             1880       Pennsylvania
7208              1890       Pennsylvania
8007              1910       Pennsylvania
17519             1890       Pennsylvania
7624              1980       Pennsylvania
16391             1980       Pennsylvania
17047             1960       Pennsylvania
15513             1910       Pennsylvania
17521             1930       Pennsylvania
10649             1960       Pennsylvania
1851              1890       Pennsylvania
15505             1910       Pennsylvania
7206              1910       Pennsylvania
16400             1920       Pennsylvania
8004              1900       Pennsylvania
17043             1880       Pennsylvania
11375             1920       Pennsylvania
3060              1890       Pennsylvania
17526             1890       Pennsylvania
9684              1970       Pennsylvania
2421              1960       Pennsylvania
11361             1870       Pennsylvania
7652              1940       Pennsylvania
10608             1880       Pennsylvania
4991              1970       Pennsylvania
16474             1930       Pennsylvania
11453             1900       Pennsylvania
368               1880       Pennsylvania
2807              1910       Pennsylvania
1504              1990       Pennsylvania
16482             1920       Pennsylvania
16483             1950       Pennsylvania
16989             1880       Pennsylvania
15406             1890       Pennsylvania
4436              1900       Pennsylvania
17580             1920       Pennsylvania
1502              1920       Pennsylvania
7674              1880       Pennsylvania
15402             1950       Pennsylvania
15401             1890       Pennsylvania
9630              1930       Pennsylvania
11464             1890       Pennsylvania
17584             2000       Pennsylvania
1686              1880       Pennsylvania
17589             1920       Pennsylvania
10580             1990       Pennsylvania
4431              1900       Pennsylvania
10094             1900       Pennsylvania
11440             1930       Pennsylvania
10601             1980       Pennsylvania
7988              1910       Pennsylvania
9647              1890       Pennsylvania
17560             2010       Pennsylvania
10607             1880       Pennsylvania
15449             1910       Pennsylvania
4978              1990       Pennsylvania
4450              1900       Pennsylvania
11418             1950       Pennsylvania
17562             1900       Pennsylvania
10092             1940       Pennsylvania
11427             1910       Pennsylvania
4446              1940       Pennsylvania
7658              1930       Pennsylvania
15441             1920       Pennsylvania
9644              1910       Pennsylvania
11435             1880       Pennsylvania
4442              1890       Pennsylvania
7985              1940       Pennsylvania
15437             1910       Pennsylvania
7171              1900       Pennsylvania
11439             1910       Pennsylvania
10602             1980       Pennsylvania
15431             1940       Pennsylvania
15455             1880       Pennsylvania
11359             1950       Pennsylvania
15521             1890       Pennsylvania
15522             1910       Pennsylvania
7266              2010       Pennsylvania
16321             1930       Pennsylvania
15648             1890       Pennsylvania
17083             1930       Pennsylvania
4896              1960       Pennsylvania
3836              1890       Pennsylvania
9745              1910       Pennsylvania
17080             1950       Pennsylvania
10698             1880       Pennsylvania
4901              1940       Pennsylvania
4888              1880       Pennsylvania
17461             1890       Pennsylvania
17076             1930       Pennsylvania
8164              1900       Pennsylvania
3827              1930       Pennsylvania
3826              1900       Pennsylvania
15622             1880       Pennsylvania
9729              1990       Pennsylvania
1671              1890       Pennsylvania
11280             1910       Pennsylvania
10034             1890       Pennsylvania
2823              1920       Pennsylvania
17463             1940       Pennsylvania
7268              1950       Pennsylvania
4535              1890       Pennsylvania
7589              1900       Pennsylvania
4858              1910       Pennsylvania
11197             1910       Pennsylvania
7289              1940       Pennsylvania
15693             1920       Pennsylvania
11205             1970       Pennsylvania
15690             1980       Pennsylvania
7285              1890       Pennsylvania
10012             1900       Pennsylvania
3847              1990       Pennsylvania
17102             1890       Pennsylvania
7582              1880       Pennsylvania
11215             1910       Pennsylvania
9751              1900       Pennsylvania
4036              1880       Pennsylvania
3840              1960       Pennsylvania
7587              1900       Pennsylvania
1665              1890       Pennsylvania
1666              1910       Pennsylvania
3838              1880       Pennsylvania
16309             1880       Pennsylvania
7277              1990       Pennsylvania
11231             1880       Pennsylvania
16310             1930       Pennsylvania
3822              1910       Pennsylvania
7252              1890       Pennsylvania
4049              1890       Pennsylvania
9726              1930       Pennsylvania
11324             2010       Pennsylvania
261               1950       Pennsylvania
17505             1890       Pennsylvania
11329             1890       Pennsylvania
15551             1930       Pennsylvania
17061             1980       Pennsylvania
10678             1900       Pennsylvania
7605              1900       Pennsylvania
4512              1960       Pennsylvania
8174              1960       Pennsylvania
15545             1920       Pennsylvania
17057             1940       Pennsylvania
10671             1940       Pennsylvania
11337             1940       Pennsylvania
17510             1900       Pennsylvania
16370             1900       Pennsylvania
15535             1880       Pennsylvania
7218              1910       Pennsylvania
10668             1910       Pennsylvania
16374             1890       Pennsylvania
7620              1950       Pennsylvania
15524             1940       Pennsylvania
11358             1890       Pennsylvania
4943              1990       Pennsylvania
17420             1930       Pennsylvania
7236              1880       Pennsylvania
17062             1910       Pennsylvania
8166              1930       Pennsylvania
2981              1920       Pennsylvania
9722              1940       Pennsylvania
4920              1940       Pennsylvania
3815              1960       Pennsylvania
646               1880       Pennsylvania
1531              1960       Pennsylvania
16343             1880       Pennsylvania
647               1880       Pennsylvania
16348             1880       Pennsylvania
10685             1910       Pennsylvania
10684             1880       Pennsylvania
9715              1990       Pennsylvania
16352             1880       Pennsylvania
7243              1930       Pennsylvania
10050             1940       Pennsylvania
16356             2010       Pennsylvania
3810              1890       Pennsylvania
7242              1960       Pennsylvania
4936              2010       Pennsylvania
15568             1940       Pennsylvania
15567             1990       Pennsylvania
17496             1970       Pennsylvania
9706              2000       Pennsylvania
10625             1930       Pennsylvania
13255             1930       Pennsylvania
10258             1900       Pennsylvania
5647              1880       Pennsylvania
12405             1940       Pennsylvania
5648              1910       Pennsylvania
12406             1960       Pennsylvania
5655              1910       Pennsylvania
6692              1870       Pennsylvania
12959             1970       Pennsylvania
8458              1880       Pennsylvania
6017              1880       Pennsylvania
14274             1910       Pennsylvania
6016              1900       Pennsylvania
1054              1980       Pennsylvania
14273             1890       Pennsylvania
14271             1880       Pennsylvania
6689              1930       Pennsylvania
9105              1890       Pennsylvania
1302              1880       Pennsylvania
14266             1990       Pennsylvania
9104              1910       Pennsylvania
6687              1930       Pennsylvania
131               1880       Pennsylvania
6379              1940       Pennsylvania
6686              1890       Pennsylvania
6695              1880       Pennsylvania
18204             1880       Pennsylvania
3463              2010       Pennsylvania
13604             1960       Pennsylvania
12366             1880       Pennsylvania
907               1870       Pennsylvania
14329             1960       Pennsylvania
5617              1970       Pennsylvania
8585              2000       Pennsylvania
18166             1990       Pennsylvania
6712              2010       Pennsylvania
9130              1930       Pennsylvania
18530             1970       Pennsylvania
8455              1880       Pennsylvania
140               1970       Pennsylvania
13596             1890       Pennsylvania
5628              1980       Pennsylvania
13600             1960       Pennsylvania
6024              1900       Pennsylvania
18183             1870       Pennsylvania
9123              1920       Pennsylvania
9120              1940       Pennsylvania
5639              1900       Pennsylvania
18528             1880       Pennsylvania
12402             1910       Pennsylvania
3466              1910       Pennsylvania
9118              1910       Pennsylvania
18527             1910       Pennsylvania
14335             1970       Pennsylvania
6685              1880       Pennsylvania
6009              1950       Pennsylvania
930               1880       Pennsylvania
12461             1970       Pennsylvania
12920             1880       Pennsylvania
14201             1970       Pennsylvania
6648              1980       Pennsylvania
12471             1880       Pennsylvania
1044              2000       Pennsylvania
2520              1940       Pennsylvania
6399              1890       Pennsylvania
6402              1890       Pennsylvania
5696              1920       Pennsylvania
13664             1950       Pennsylvania
5699              1870       Pennsylvania
12482             1890       Pennsylvania
5700              1880       Pennsylvania
3288              1930       Pennsylvania
1291              1940       Pennsylvania
13666             1900       Pennsylvania
6642              1960       Pennsylvania
9083              1910       Pennsylvania
12911             1970       Pennsylvania
14176             1910       Pennsylvania
6403              1950       Pennsylvania
8476              1900       Pennsylvania
6010              1910       Pennsylvania
14209             1970       Pennsylvania
5986              1990       Pennsylvania
18518             1890       Pennsylvania
9101              1920       Pennsylvania
9099              1880       Pennsylvania
12943             1900       Pennsylvania
14240             1890       Pennsylvania
9097              1900       Pennsylvania
14238             1870       Pennsylvania
1189              1880       Pennsylvania
14236             1900       Pennsylvania
14235             1910       Pennsylvania
18512             1920       Pennsylvania
12939             1910       Pennsylvania
2006              1920       Pennsylvania
14229             1890       Pennsylvania
3451              1920       Pennsylvania
14226             1900       Pennsylvania
12441             1890       Pennsylvania
14224             1930       Pennsylvania
8872              1960       Pennsylvania
18506             1890       Pennsylvania
3286              1890       Pennsylvania
14213             1950       Pennsylvania
5989              1910       Pennsylvania
8879              1970       Pennsylvania
14174             1880       Pennsylvania
1316              1880       Pennsylvania
6026              1910       Pennsylvania
9200              1930       Pennsylvania
5533              1900       Pennsylvania
6781              1920       Pennsylvania
881               1880       Pennsylvania
13027             1900       Pennsylvania
18083             1890       Pennsylvania
5537              1940       Pennsylvania
6780              1890       Pennsylvania
13023             1910       Pennsylvania
5538              1890       Pennsylvania
9197              1940       Pennsylvania
14460             1930       Pennsylvania
6057              1880       Pennsylvania
5543              1950       Pennsylvania
18570             1950       Pennsylvania
13017             1880       Pennsylvania
1173              1920       Pennsylvania
6054              1890       Pennsylvania
3502              1910       Pennsylvania
13537             1890       Pennsylvania
18568             1900       Pennsylvania
6770              1870       Pennsylvania
14444             1920       Pennsylvania
18080             1880       Pennsylvania
6349              1970       Pennsylvania
13517             1940       Pennsylvania
8413              2000       Pennsylvania
5508              1880       Pennsylvania
9219              1950       Pennsylvania
18058             1950       Pennsylvania
9216              1960       Pennsylvania
18064             1920       Pennsylvania
9215              1930       Pennsylvania
8818              1950       Pennsylvania
2497              1880       Pennsylvania
1351              1910       Pennsylvania
6073              1890       Pennsylvania
877               1910       Pennsylvania
5516              1870       Pennsylvania
3514              1940       Pennsylvania
14502             1950       Pennsylvania
9211              2010       Pennsylvania
2498              2010       Pennsylvania
3115              1910       Pennsylvania
6070              1900       Pennsylvania
12243             1900       Pennsylvania
14491             1960       Pennsylvania
6068              1940       Pennsylvania
1983              1880       Pennsylvania
3252              1920       Pennsylvania
5531              1900       Pennsylvania
142               1880       Pennsylvania
1984              1890       Pennsylvania
3501              1900       Pennsylvania
14381             1940       Pennsylvania
1322              1920       Pennsylvania
9160              1880       Pennsylvania
12983             1950       Pennsylvania
5592              1890       Pennsylvania
12980             1940       Pennsylvania
18549             1920       Pennsylvania
12978             1930       Pennsylvania
1064              1970       Pennsylvania
2706              1910       Pennsylvania
13574             1950       Pennsylvania
9151              1900       Pennsylvania
18547             1990       Pennsylvania
1317              1920       Pennsylvania
14360             1880       Pennsylvania
8838              1880       Pennsylvania
9150              1940       Pennsylvania
12974             2000       Pennsylvania
8950              1990       Pennsylvania
1176              1890       Pennsylvania
8848              1910       Pennsylvania
6370              2010       Pennsylvania
1179              1910       Pennsylvania
6357              1890       Pennsylvania
6766              1910       Pennsylvania
5587              1940       Pennsylvania
18127             1900       Pennsylvania
889               1920       Pennsylvania
18567             1900       Pennsylvania
13543             1880       Pennsylvania
18566             1920       Pennsylvania
13004             1950       Pennsylvania
1334              1920       Pennsylvania
14434             1950       Pennsylvania
6045              1900       Pennsylvania
6044              1980       Pennsylvania
5558              1950       Pennsylvania
9186              1960       Pennsylvania
13550             1960       Pennsylvania
5563              1920       Pennsylvania
12291             1910       Pennsylvania
6352              1930       Pennsylvania
3492              1910       Pennsylvania
3490              1900       Pennsylvania
9170              1950       Pennsylvania
6755              1910       Pennsylvania
9166              2000       Pennsylvania
18558             1890       Pennsylvania
3485              1890       Pennsylvania
12997             1900       Pennsylvania
18556             1910       Pennsylvania
5702              1980       Pennsylvania
12909             2000       Pennsylvania
9081              1870       Pennsylvania
5814              1950       Pennsylvania
13775             1990       Pennsylvania
13776             1960       Pennsylvania
5815              1960       Pennsylvania
3372              1870       Pennsylvania
3371              2010       Pennsylvania
8996              1960       Pennsylvania
8548              1900       Pennsylvania
13953             1910       Pennsylvania
18350             1940       Pennsylvania
18351             1900       Pennsylvania
12662             1920       Pennsylvania
8514              1980       Pennsylvania
12664             1900       Pennsylvania
13780             1940       Pennsylvania
89                1910       Pennsylvania
8518              1920       Pennsylvania
12805             1920       Pennsylvania
8920              1910       Pennsylvania
8520              1970       Pennsylvania
8924              1890       Pennsylvania
5933              1890       Pennsylvania
86                1920       Pennsylvania
13964             1920       Pennsylvania
18373             1950       Pennsylvania
9001              1910       Pennsylvania
9002              1940       Pennsylvania
2533              1890       Pennsylvania
8910              1880       Pennsylvania
12627             1930       Pennsylvania
12629             1920       Pennsylvania
13997             1910       Pennsylvania
13994             2000       Pennsylvania
12636             1910       Pennsylvania
1263              2010       Pennsylvania
12639             1910       Pennsylvania
12640             1910       Pennsylvania
9017              1960       Pennsylvania
5943              1920       Pennsylvania
5798              1890       Pennsylvania
6458              1950       Pennsylvania
1219              1920       Pennsylvania
18328             1900       Pennsylvania
12645             1950       Pennsylvania
8503              1890       Pennsylvania
8504              1920       Pennsylvania
12814             1940       Pennsylvania
1018              1960       Pennsylvania
12651             1990       Pennsylvania
9005              1910       Pennsylvania
6544              1890       Pennsylvania
6562              1970       Pennsylvania
3311              1890       Pennsylvania
18376             1900       Pennsylvania
13871             1970       Pennsylvania
13869             1960       Pennsylvania
6498              1880       Pennsylvania
13866             1900       Pennsylvania
12778             1890       Pennsylvania
2037              1900       Pennsylvania
18421             1890       Pennsylvania
12726             1940       Pennsylvania
12776             1950       Pennsylvania
6490              1980       Pennsylvania
8942              1910       Pennsylvania
2033              1960       Pennsylvania
1237              1970       Pennsylvania
3338              1890       Pennsylvania
3331              1880       Pennsylvania
12742             1900       Pennsylvania
12746             1970       Pennsylvania
5884              2000       Pennsylvania
12749             1880       Pennsylvania
6475              1990       Pennsylvania
18414             1950       Pennsylvania
6479              1880       Pennsylvania
3333              1880       Pennsylvania
6499              1920       Pennsylvania
8972              2000       Pennsylvania
77                2010       Pennsylvania
18393             1880       Pennsylvania
18377             1900       Pennsylvania
63                1970       Pennsylvania
987               1870       Pennsylvania
18379             1920       Pennsylvania
3314              1970       Pennsylvania
13916             1980       Pennsylvania
13909             2010       Pennsylvania
8964              1950       Pennsylvania
3315              1900       Pennsylvania
6463              1880       Pennsylvania
6523              1880       Pennsylvania
6468              1940       Pennsylvania
12785             1900       Pennsylvania
8930              1880       Pennsylvania
8931              1880       Pennsylvania
3320              2000       Pennsylvania
8935              1880       Pennsylvania
995               1960       Pennsylvania
1241              1910       Pennsylvania
6505              1920       Pennsylvania
6502              2000       Pennsylvania
5873              1890       Pennsylvania
2644              1930       Pennsylvania
18424             1940       Pennsylvania
6563              1980       Pennsylvania
12617             2010       Pennsylvania
2532              1890       Pennsylvania
12512             1920       Pennsylvania
12513             1880       Pennsylvania
1203              1910       Pennsylvania
12891             1920       Pennsylvania
18263             2000       Pennsylvania
2554              1890       Pennsylvania
945               1910       Pennsylvania
18268             1920       Pennsylvania
1039              1920       Pennsylvania
13687             1950       Pennsylvania
8884              1900       Pennsylvania
13691             1940       Pennsylvania
6612              1970       Pennsylvania
14110             1920       Pennsylvania
14109             1990       Pennsylvania
1035              1930       Pennsylvania
6611              1900       Pennsylvania
8563              1950       Pennsylvania
13696             1870       Pennsylvania
6607              1930       Pennsylvania
12870             1940       Pennsylvania
13702             1910       Pennsylvania
2016              1900       Pennsylvania
9072              1940       Pennsylvania
14098             1890       Pennsylvania
9073              1900       Pennsylvania
18258             1920       Pennsylvania
6405              1880       Pennsylvania
2633              1890       Pennsylvania
6639              2000       Pennsylvania
14166             1880       Pennsylvania
3427              1880       Pennsylvania
14163             1950       Pennsylvania
14162             1960       Pennsylvania
9080              1900       Pennsylvania
2137              2000       Pennsylvania
6632              1930       Pennsylvania
12901             1910       Pennsylvania
12498             1920       Pennsylvania
13677             1950       Pennsylvania
5711              1940       Pennsylvania
18252             1920       Pennsylvania
14152             1870       Pennsylvania
14151             1940       Pennsylvania
3424              2000       Pennsylvania
18254             1890       Pennsylvania
14148             1900       Pennsylvania
6622              1940       Pennsylvania
5714              1880       Pennsylvania
12894             1870       Pennsylvania
13681             1880       Pennsylvania
9061              1900       Pennsylvania
12531             1920       Pennsylvania
14095             1890       Pennsylvania
1275              1880       Pennsylvania
8559              1890       Pennsylvania
5764              1910       Pennsylvania
8558              1900       Pennsylvania
8557              1890       Pennsylvania
9035              1950       Pennsylvania
12847             1950       Pennsylvania
2022              1960       Pennsylvania
5772              1880       Pennsylvania
14036             1930       Pennsylvania
18307             1980       Pennsylvania
9031              1910       Pennsylvania
14033             1930       Pennsylvania
2673              1900       Pennsylvania
6448              1990       Pennsylvania
6449              1890       Pennsylvania
6571              1880       Pennsylvania
14016             1900       Pennsylvania
5785              1880       Pennsylvania
9021              1900       Pennsylvania
13757             1930       Pennsylvania
5787              1930       Pennsylvania
8495              1890       Pennsylvania
12558             1880       Pennsylvania
11929             1950       Pennsylvania
2529              1890       Pennsylvania
6598              1950       Pennsylvania
13706             1890       Pennsylvania
12532             1910       Pennsylvania
5971              1920       Pennsylvania
3289              1920       Pennsylvania
5968              1970       Pennsylvania
14091             1910       Pennsylvania
14090             1940       Pennsylvania
3163              1930       Pennsylvania
5750              1970       Pennsylvania
8487              1970       Pennsylvania
12536             1930       Pennsylvania
9220              1980       Pennsylvania
14081             1970       Pennsylvania
12541             1900       Pennsylvania
6600              1940       Pennsylvania
9051              1940       Pennsylvania
13724             1880       Pennsylvania
8488              1990       Pennsylvania
9048              1980       Pennsylvania
9045              1920       Pennsylvania
9041              1990       Pennsylvania
9039              1950       Pennsylvania
5756              1880       Pennsylvania
954               1880       Pennsylvania
12537             1920       Pennsylvania
8817              1890       Pennsylvania
3280              1910       Pennsylvania
12100             1930       Pennsylvania
1394              2000       Pennsylvania
812               1930       Pennsylvania
8785              1880       Pennsylvania
5311              1880       Pennsylvania
9262              1880       Pennsylvania
791               1920       Pennsylvania
2590              1890       Pennsylvania
5455              1930       Pennsylvania
5380              1900       Pennsylvania
3576              1930       Pennsylvania
14753             1930       Pennsylvania
8680              1920       Pennsylvania
13293             1890       Pennsylvania
12036             1880       Pennsylvania
2167              1930       Pennsylvania
6107              1880       Pennsylvania
6108              1890       Pennsylvania
5451              2000       Pennsylvania
13106             1910       Pennsylvania
6892              1940       Pennsylvania
18682             1970       Pennsylvania
17939             2010       Pennsylvania
13421             1990       Pennsylvania
6109              1880       Pennsylvania
2077              1880       Pennsylvania
13418             1900       Pennsylvania
14749             2000       Pennsylvania
12043             1910       Pennsylvania
8743              1890       Pennsylvania
18679             1880       Pennsylvania
13427             1900       Pennsylvania
12120             1990       Pennsylvania
18685             1880       Pennsylvania
17934             1880       Pennsylvania
5360              1900       Pennsylvania
2607              1880       Pennsylvania
13225             1930       Pennsylvania
848               1950       Pennsylvania
8695              1910       Pennsylvania
13442             1970       Pennsylvania
13441             1890       Pennsylvania
9321              1980       Pennsylvania
8393              1990       Pennsylvania
846               1900       Pennsylvania
14621             1900       Pennsylvania
14781             1960       Pennsylvania
14623             1870       Pennsylvania
13440             1910       Pennsylvania
5373              1890       Pennsylvania
12020             1900       Pennsylvania
14779             1970       Pennsylvania
14778             1960       Pennsylvania
18622             1890       Pennsylvania
14777             1960       Pennsylvania
8786              2000       Pennsylvania
2102              1970       Pennsylvania
6838              1880       Pennsylvania
14626             1870       Pennsylvania
6839              1900       Pennsylvania
8678              2010       Pennsylvania
9255              1900       Pennsylvania
14768             1990       Pennsylvania
2739              1910       Pennsylvania
13343             1910       Pennsylvania
8737              1890       Pennsylvania
3582              1870       Pennsylvania
14743             1870       Pennsylvania
3547              1900       Pennsylvania
12075             1900       Pennsylvania
12080             1940       Pennsylvania
14715             1890       Pennsylvania
13370             1930       Pennsylvania
9307              1950       Pennsylvania
6117              1960       Pennsylvania
9288              1900       Pennsylvania
14710             1940       Pennsylvania
3097              1920       Pennsylvania
6205              1900       Pennsylvania
12085             1940       Pennsylvania
12102             1910       Pennsylvania
8645              1900       Pennsylvania
8763              2000       Pennsylvania
2085              1940       Pennsylvania
8385              1910       Pennsylvania
8759              1930       Pennsylvania
3220              1940       Pennsylvania
12086             1930       Pennsylvania
12087             1980       Pennsylvania
12089             1910       Pennsylvania
12094             1990       Pennsylvania
9298              1940       Pennsylvania
9362              2010       Pennsylvania
12091             1940       Pennsylvania
3219              1930       Pennsylvania
12092             1990       Pennsylvania
2583              1890       Pennsylvania
3561              1910       Pennsylvania
17881             1940       Pennsylvania
11965             1880       Pennsylvania
3206              1930       Pennsylvania
9285              1890       Pennsylvania
11967             1940       Pennsylvania
13111             1970       Pennsylvania
3105              1900       Pennsylvania
11955             1870       Pennsylvania
5388              1870       Pennsylvania
13116             1910       Pennsylvania
8745              1910       Pennsylvania
18635             1910       Pennsylvania
17944             1940       Pennsylvania
13221             1950       Pennsylvania
1099              2010       Pennsylvania
2080              1980       Pennsylvania
9367              1940       Pennsylvania
9273              1950       Pennsylvania
17992             1980       Pennsylvania
12069             1950       Pennsylvania
6239              1940       Pennsylvania
14662             1900       Pennsylvania
2618              1990       Pennsylvania
9311              1940       Pennsylvania
3104              1890       Pennsylvania
9277              1940       Pennsylvania
3604              1950       Pennsylvania
3210              1940       Pennsylvania
16                1910       Pennsylvania
5299              1870       Pennsylvania
6140              1940       Pennsylvania
13366             1880       Pennsylvania
6075              1890       Pennsylvania
12110             1930       Pennsylvania
12106             1880       Pennsylvania
11958             1940       Pennsylvania
13279             1880       Pennsylvania
12143             1960       Pennsylvania
8661              1900       Pennsylvania
798               1960       Pennsylvania
6923              1880       Pennsylvania
12189             1950       Pennsylvania
866               1930       Pennsylvania
8329              1920       Pennsylvania
1950              1920       Pennsylvania
3187              1950       Pennsylvania
8669              1880       Pennsylvania
18732             1990       Pennsylvania
5341              1890       Pennsylvania
6309              1890       Pennsylvania
13212             1940       Pennsylvania
12178             1930       Pennsylvania
6093              1920       Pennsylvania
14805             1890       Pennsylvania
11976             1910       Pennsylvania
1135              1880       Pennsylvania
28                1940       Pennsylvania
6215              1890       Pennsylvania
5481              2000       Pennsylvania
2161              1940       Pennsylvania
5345              1910       Pennsylvania
8718              1910       Pennsylvania
8803              1990       Pennsylvania
14587             1950       Pennsylvania
8801              1960       Pennsylvania
858               1900       Pennsylvania
17907             1940       Pennsylvania
6318              1870       Pennsylvania
2173              1890       Pennsylvania
8670              1990       Pennsylvania
6326              1900       Pennsylvania
13495             1880       Pennsylvania
13311             1880       Pennsylvania
18591             1920       Pennsylvania
2090              2010       Pennsylvania
2730              1910       Pennsylvania
1362              1880       Pennsylvania
14833             1930       Pennsylvania
1127              1870       Pennsylvania
8687              1910       Pennsylvania
18598             1910       Pennsylvania
197               1960       Pennsylvania
13308             1990       Pennsylvania
9240              1990       Pennsylvania
1980              1880       Pennsylvania
8345              1900       Pennsylvania
5318              1910       Pennsylvania
17901             1960       Pennsylvania
5328              1910       Pennsylvania
18709             1940       Pennsylvania
6817              1940       Pennsylvania
1088              1920       Pennsylvania
9229              1940       Pennsylvania
2174              1900       Pennsylvania
13316             1910       Pennsylvania
18050             1960       Pennsylvania
6321              1900       Pennsylvania
3176              1890       Pennsylvania
6185              1920       Pennsylvania
1368              1900       Pennsylvania
11997             1920       Pennsylvania
12001             1880       Pennsylvania
18713             1880       Pennsylvania
18033             1900       Pennsylvania
5354              1890       Pennsylvania
5476              1900       Pennsylvania
13213             1900       Pennsylvania
6                 1890       Pennsylvania
13451             1940       Pennsylvania
3584              1900       Pennsylvania
8668              1880       Pennsylvania
8792              1900       Pennsylvania
17890             1940       Pennsylvania
18032             1880       Pennsylvania
14606             1890       Pennsylvania
192               1960       Pennsylvania
11948             1980       Pennsylvania
14594             1960       Pennsylvania
17917             1890       Pennsylvania
12153             1960       Pennsylvania
13326             1990       Pennsylvania
6191              1930       Pennsylvania
6218              1880       Pennsylvania
11975             1880       Pennsylvania
13324             1990       Pennsylvania
8693              1940       Pennsylvania
2089              2000       Pennsylvania
2902              1990        Philippines
13913             1930             Poland
4522              1950             Poland
9052              1930             Poland
13114             1920             Poland
12813             1950         PuertoRico
9759              1980         PuertoRico
13718             1980         PuertoRico
9811              1980         PuertoRico
2760              1950         PuertoRico
5161              2010         PuertoRico
17342             1950         PuertoRico
10038             1990         PuertoRico
9764              1960         PuertoRico
7399              2010         PuertoRico
3695              1990         PuertoRico
5162              2000         PuertoRico
3694              1970         PuertoRico
17341             2010         PuertoRico
5206              1970         PuertoRico
9760              1970         PuertoRico
4256              1980         PuertoRico
10753             2000         PuertoRico
6260              1950         PuertoRico
15950             2010         PuertoRico
15949             2000         PuertoRico
16837             1950         PuertoRico
17294             1960         PuertoRico
13723             1970         PuertoRico
14860             1980         PuertoRico
17434             1990         PuertoRico
3442              1980         PuertoRico
3441              2010         PuertoRico
580               2010         PuertoRico
13719             1980         PuertoRico
9984              2000         PuertoRico
3595              2000         PuertoRico
14858             2000         PuertoRico
9980              1960         PuertoRico
6254              1990         PuertoRico
12912             1970         PuertoRico
1211              2010         PuertoRico
3439              2000         PuertoRico
7388              2000         PuertoRico
577               1990         PuertoRico
3044              2010         PuertoRico
2521              2000         PuertoRico
17291             1990         PuertoRico
12643             1980         PuertoRico
7408              1990         PuertoRico
3692              1990         PuertoRico
3690              1970         PuertoRico
1198              1970         PuertoRico
12590             1940         PuertoRico
12811             2000         PuertoRico
9987              2000         PuertoRico
7428              1970         PuertoRico
12806             2000         PuertoRico
2383              2000         PuertoRico
17370             1990         PuertoRico
17371             2000         PuertoRico
3392              1990         PuertoRico
7406              1970         PuertoRico
1122              1970         PuertoRico
17390             1970         PuertoRico
12578             1980         PuertoRico
17369             2010         PuertoRico
17267             1990         PuertoRico
4269              1980         PuertoRico
12807             2000         PuertoRico
17386             1970         PuertoRico
494               2010         PuertoRico
1204              1950         PuertoRico
7422              1990         PuertoRico
9812              2010         PuertoRico
8132              1980         PuertoRico
7420              1960         PuertoRico
3415              1990         PuertoRico
3393              1980         PuertoRico
17379             1970         PuertoRico
14844             2000         PuertoRico
402               1980         PuertoRico
13153             1990         PuertoRico
13161             2010         PuertoRico
4258              1990         PuertoRico
2758              2010         PuertoRico
9991              1990         PuertoRico
11785             1970         PuertoRico
17339             1980         PuertoRico
5395              1970         PuertoRico
17288             1990         PuertoRico
11984             1970         PuertoRico
10333             2010         PuertoRico
10378             1960         PuertoRico
3197              2000         PuertoRico
9989              2010         PuertoRico
11743             1960         PuertoRico
4259              2010         PuertoRico
17285             1990         PuertoRico
2558              1990         PuertoRico
11989             1990         PuertoRico
10330             1980         PuertoRico
12569             1960         PuertoRico
5251              2000         PuertoRico
11745             2000         PuertoRico
2345              2000         PuertoRico
117               1980         PuertoRico
9316              1960         PuertoRico
116               1980         PuertoRico
5249              1970         PuertoRico
11994             1990         PuertoRico
12571             1990         PuertoRico
9986              1990         PuertoRico
2757              2010         PuertoRico
14862             1990         PuertoRico
14542             1970         PuertoRico
4083              2010         PuertoRico
4964              1950         PuertoRico
11618             1990         PuertoRico
13573             1950         PuertoRico
10605             1990         PuertoRico
12336             2000         PuertoRico
3061              1990         PuertoRico
12335             1990         PuertoRico
12334             1980         PuertoRico
3118              1980         PuertoRico
11623             1990         PuertoRico
3263              1960         PuertoRico
14392             1980         PuertoRico
3233              2010         PuertoRico
11410             1960         PuertoRico
14396             1960         PuertoRico
6285              1970         PuertoRico
1326              1940         PuertoRico
6286              1980         PuertoRico
2375              1980         PuertoRico
540               1970         PuertoRico
14391             1970         PuertoRico
240               1980         PuertoRico
17440             1990         PuertoRico
144               1990         PuertoRico
1523              1990         PuertoRico
13424             1950         PuertoRico
15541             1980         PuertoRico
17014             1960         PuertoRico
15539             1980         PuertoRico
17010             2000         PuertoRico
16619             1980         PuertoRico
13799             1980         PuertoRico
4082              1970         PuertoRico
13802             1970         PuertoRico
6716              1990         PuertoRico
9694              2000         PuertoRico
2949              2000         PuertoRico
5095              2010         PuertoRico
6720              1980         PuertoRico
6277              1970         PuertoRico
2643              1990         PuertoRico
238               1980         PuertoRico
239               1960         PuertoRico
11624             2000         PuertoRico
1124              1990         PuertoRico
14923             1970         PuertoRico
137               2000         PuertoRico
18118             1990         PuertoRico
14413             2000         PuertoRico
14911             1980         PuertoRico
2473              1990         PuertoRico
12735             1990         PuertoRico
14563             1970         PuertoRico
11557             1990         PuertoRico
4119              1990         PuertoRico
4117              1980         PuertoRico
544               1970         PuertoRico
4116              2010         PuertoRico
13521             1990         PuertoRico
3067              1950         PuertoRico
14505             1970         PuertoRico
14507             1990         PuertoRico
13484             1980         PuertoRico
11924             2010         PuertoRico
10524             1980         PuertoRico
14552             1960         PuertoRico
14549             1970         PuertoRico
14547             2010         PuertoRico
14538             1970         PuertoRico
4111              2010         PuertoRico
13075             1980         PuertoRico
10549             1990         PuertoRico
14913             1950         PuertoRico
14603             1990         PuertoRico
155               1960         PuertoRico
3262              1980         PuertoRico
14922             2000         PuertoRico
3235              2010         PuertoRico
14428             1990         PuertoRico
10470             1950         PuertoRico
14918             2000         PuertoRico
9580              1990         PuertoRico
12169             1980         PuertoRico
10571             2010         PuertoRico
12170             1960         PuertoRico
6300              2000         PuertoRico
12172             2010         PuertoRico
12173             1990         PuertoRico
2720              1990         PuertoRico
460               1950         PuertoRico
10478             1990         PuertoRico
14915             1990         PuertoRico
4121              1970         PuertoRico
14914             1960         PuertoRico
14409             1990         PuertoRico
17025             1970         PuertoRico
15952             2010         PuertoRico
12688             1960         PuertoRico
10659             2000         PuertoRico
6373              2000         PuertoRico
1533              1980         PuertoRico
13392             2000         PuertoRico
181               1980         PuertoRico
14680             1970         PuertoRico
11674             1990         PuertoRico
1454              2000         PuertoRico
17460             1980         PuertoRico
5850              1970         PuertoRico
12691             1980         PuertoRico
13127             1960         PuertoRico
11295             1990         PuertoRico
10410             1950         PuertoRico
14244             1970         PuertoRico
14261             2010         PuertoRico
12686             1990         PuertoRico
14245             2000         PuertoRico
14248             1980         PuertoRico
12425             1980         PuertoRico
14251             1980         PuertoRico
14259             2000         PuertoRico
11285             2000         PuertoRico
14257             1990         PuertoRico
11286             1980         PuertoRico
14255             2000         PuertoRico
14256             2000         PuertoRico
271               1960         PuertoRico
272               1970         PuertoRico
6266              2000         PuertoRico
10381             1970         PuertoRico
11654             2000         PuertoRico
11243             1990         PuertoRico
11655             1980         PuertoRico
11656             1960         PuertoRico
11242             1980         PuertoRico
3702              1970         PuertoRico
6372              1960         PuertoRico
3597              1990         PuertoRico
14215             1990         PuertoRico
5674              1960         PuertoRico
6271              2000         PuertoRico
14217             1960         PuertoRico
1103              1990         PuertoRico
17445             2000         PuertoRico
2164              2010         PuertoRico
11244             1970         PuertoRico
8970              1890        RhodeIsland
15621             1980        RhodeIsland
2976              1890        RhodeIsland
3422              1870        RhodeIsland
873               1880        RhodeIsland
16181             1960        RhodeIsland
13985             1870        RhodeIsland
4594              1900        RhodeIsland
6917              1910        RhodeIsland
9976              1970        RhodeIsland
2733              1880        RhodeIsland
5762              1920        RhodeIsland
3446              1900        RhodeIsland
3246              1980        RhodeIsland
5424              1910        RhodeIsland
12285             1920        RhodeIsland
11837             1880        RhodeIsland
14807             1870        RhodeIsland
3303              1910        RhodeIsland
9618              1930        RhodeIsland
16480             1940        RhodeIsland
8086              2000        RhodeIsland
5946              1920        RhodeIsland
12286             1950        RhodeIsland
9395              1980        RhodeIsland
13010             1980        RhodeIsland
9354              1890        RhodeIsland
11847             1930        RhodeIsland
9900              1960        RhodeIsland
3444              1990        RhodeIsland
1988              1920        RhodeIsland
6765              1880        RhodeIsland
12827             1950        RhodeIsland
4559              1880        RhodeIsland
562               1910        RhodeIsland
9474              1970        RhodeIsland
7201              1870        RhodeIsland
15740             1880        RhodeIsland
9147              1990        RhodeIsland
17947             1990        RhodeIsland
4599              1880        RhodeIsland
11301             1920        RhodeIsland
230               1970        RhodeIsland
14277             1960        RhodeIsland
8774              1900        RhodeIsland
3812              1880        RhodeIsland
14332             1880        RhodeIsland
8247              1960        RhodeIsland
9315              1950        RhodeIsland
659               2000        RhodeIsland
1058              2010        RhodeIsland
11972             1880        RhodeIsland
14745             1990        RhodeIsland
3107              1900        RhodeIsland
17091             1950        RhodeIsland
18176             2010        RhodeIsland
3367              1890        RhodeIsland
16427             1890        RhodeIsland
16433             1880        RhodeIsland
12044             1890        RhodeIsland
3368              1910        RhodeIsland
18001             1880        RhodeIsland
10027             1880        RhodeIsland
6508              1900        RhodeIsland
7094              1920        RhodeIsland
5422              1880        RhodeIsland
2734              1900        RhodeIsland
16154             1890        RhodeIsland
6361              1950        RhodeIsland
3369              1920        RhodeIsland
13727             1960        RhodeIsland
10364             1990        RhodeIsland
8787              1910        RhodeIsland
2377              1920        RhodeIsland
17549             1940        RhodeIsland
3612              1900             Russia
5052              1920             Russia
3191              1990             Russia
6022              1890             Russia
9876              1900             Russia
127               1910             Russia
15025             1910             Russia
6233              1930             Russia
16106             2000        SaudiArabia
18221             2010        SaudiArabia
7800              1900           Scotland
10873             1870           Scotland
12306             1880           Scotland
2784              1910           Scotland
10173             1880           Scotland
17506             1980           Scotland
16884             1940           Scotland
8290              1990          Singapore
16011             1980      SouthCarolina
13898             2000      SouthCarolina
9418              1900      SouthCarolina
8322              2000      SouthCarolina
4676              1920      SouthCarolina
3374              1940      SouthCarolina
13840             1970      SouthCarolina
5270              1900      SouthCarolina
11888             2010      SouthCarolina
3625              1990      SouthCarolina
16110             1970      SouthCarolina
9877              1930      SouthCarolina
3186              1910      SouthCarolina
6483              2010      SouthCarolina
10232             1980      SouthCarolina
9394              1970      SouthCarolina
3157              1890      SouthCarolina
18397             1960      SouthCarolina
13882             1960      SouthCarolina
332               1980      SouthCarolina
12780             2010      SouthCarolina
18370             2010      SouthCarolina
14876             1990      SouthCarolina
4005              1990      SouthCarolina
9408              1950      SouthCarolina
16156             1980      SouthCarolina
3624              2000      SouthCarolina
16817             1970      SouthCarolina
8547              1980      SouthCarolina
12773             1930      SouthCarolina
10280             1920      SouthCarolina
16091             1990      SouthCarolina
3351              1980      SouthCarolina
5866              2000      SouthCarolina
3087              1960      SouthCarolina
8333              1950      SouthCarolina
9403              1980      SouthCarolina
7519              1930      SouthCarolina
17173             1980      SouthCarolina
13957             1990      SouthCarolina
5903              1940      SouthCarolina
18442             1930      SouthCarolina
15721             1960      SouthCarolina
3147              1950      SouthCarolina
7775              1970      SouthCarolina
17513             1990      SouthCarolina
9132              2010      SouthCarolina
11355             2000      SouthCarolina
14328             1940      SouthCarolina
10445             1940      SouthCarolina
8181              2000      SouthCarolina
13580             1910      SouthCarolina
15496             1940      SouthCarolina
10447             1930      SouthCarolina
7949              2000      SouthCarolina
7195              1950      SouthCarolina
7981              1970      SouthCarolina
10594             1990      SouthCarolina
14611             2010      SouthCarolina
2444              1970      SouthCarolina
722               1910      SouthCarolina
2248              2000      SouthCarolina
11315             2010      SouthCarolina
18336             2000      SouthCarolina
8163              2010      SouthCarolina
15619             1900      SouthCarolina
4315              1950      SouthCarolina
8165              1900      SouthCarolina
4916              1930      SouthCarolina
11680             1990      SouthCarolina
8262              1940      SouthCarolina
8261              1930      SouthCarolina
17478             1940      SouthCarolina
7057              1990      SouthCarolina
8461              1930      SouthCarolina
17485             1910      SouthCarolina
2818              1930      SouthCarolina
17995             1940      SouthCarolina
18189             1990      SouthCarolina
18122             1990      SouthCarolina
18120             1960      SouthCarolina
18560             1920      SouthCarolina
705               1960      SouthCarolina
3752              1900      SouthCarolina
2922              1950      SouthCarolina
15368             1980      SouthCarolina
10129             2010      SouthCarolina
1868              1940      SouthCarolina
5523              1920      SouthCarolina
5519              1950      SouthCarolina
875               1870      SouthCarolina
16975             1980      SouthCarolina
16974             2010      SouthCarolina
3066              2010      SouthCarolina
18066             2000      SouthCarolina
3758              1970      SouthCarolina
10520             1950      SouthCarolina
2314              1950      SouthCarolina
2620              1920      SouthCarolina
8807              2010      SouthCarolina
14566             1940      SouthCarolina
721               1940      SouthCarolina
17568             1910      SouthCarolina
5079              1960      SouthCarolina
9577              2000      SouthCarolina
1505              1960      SouthCarolina
2811              1920      SouthCarolina
683               1920      SouthCarolina
3101              1990      SouthCarolina
12273             1920      SouthCarolina
4370              1940      SouthCarolina
884               1990      SouthCarolina
2322              1950      SouthCarolina
15393             1920      SouthCarolina
10552             1970      SouthCarolina
12188             2010      SouthCarolina
2205              2010      SouthCarolina
2105              1950      SouthCarolina
5998              1980      SouthCarolina
354               1920      SouthCarolina
5141              2010      SouthCarolina
7915              1970      SouthCarolina
1583              1940      SouthCarolina
15868             1920      SouthCarolina
8901              2010      SouthCarolina
15863             1980      SouthCarolina
16809             1970      SouthCarolina
7012              1960      SouthCarolina
4195              1970      SouthCarolina
15843             2010      SouthCarolina
4556              1970      SouthCarolina
4789              2010      SouthCarolina
15831             1900      SouthCarolina
8560              1930      SouthCarolina
15817             1910      SouthCarolina
14093             1920      SouthCarolina
11052             1890      SouthCarolina
18505             2010      SouthCarolina
5775              1910      SouthCarolina
14804             1920      SouthCarolina
6210              2010      SouthCarolina
10784             2000      SouthCarolina
4591              1960      SouthCarolina
8551              1940      SouthCarolina
12816             1960      SouthCarolina
17143             1930      SouthCarolina
12819             1930      SouthCarolina
17904             1920      SouthCarolina
11982             1930      SouthCarolina
3027              1920      SouthCarolina
1428              1980      SouthCarolina
338               1970      SouthCarolina
11026             2010      SouthCarolina
18457             1940      SouthCarolina
18321             1980      SouthCarolina
13739             1940      SouthCarolina
5743              1980      SouthCarolina
18277             1990      SouthCarolina
12065             1990      SouthCarolina
3577              1920      SouthCarolina
16695             1950      SouthCarolina
15726             1930      SouthCarolina
4848              1910      SouthCarolina
3433              2010      SouthCarolina
6874              2000      SouthCarolina
14175             1930      SouthCarolina
7291              2010      SouthCarolina
16692             2000      SouthCarolina
1446              1990      SouthCarolina
5405              1990      SouthCarolina
125               1970      SouthCarolina
18232             1930      SouthCarolina
10055             1890      SouthCarolina
11220             1940      SouthCarolina
2985              1950      SouthCarolina
6885              1970      SouthCarolina
4623              1980      SouthCarolina
12506             1950      SouthCarolina
11117             1900      SouthCarolina
14114             1970      SouthCarolina
18270             1980      SouthCarolina
4527              1920      SouthCarolina
14122             1950      SouthCarolina
15774             2010      SouthCarolina
16322             1980      SouthCarolina
11127             1920      SouthCarolina
7829              1970      SouthCarolina
1564              1960      SouthCarolina
14131             1970      SouthCarolina
4580              2000        SouthDakota
16782             1940        SouthDakota
344               1950        SouthDakota
1143              1930        SouthDakota
16359             1970        SouthDakota
17029             1980        SouthDakota
3171              2010        SouthDakota
7669              1960        SouthDakota
10020             2000        SouthDakota
3203              1970        SouthDakota
12922             1910        SouthDakota
12803             1910        SouthDakota
4437              2010        SouthDakota
5292              1940        SouthDakota
14115             1940        SouthDakota
9266              2000        SouthDakota
15206             1900        SouthDakota
16086             1970        SouthDakota
9192              1920        SouthDakota
3601              1960        SouthDakota
17676             1930        SouthDakota
7152              1970        SouthDakota
15929             2010        SouthDakota
6965              1950        SouthDakota
8105              1910        SouthDakota
5557              1980        SouthDakota
5513              1990        SouthDakota
12215             1930        SouthDakota
13867             1970        SouthDakota
12605             1930        SouthDakota
9779              1990        SouthDakota
3046              2000        SouthDakota
17535             1940        SouthDakota
4874              2000        SouthDakota
129               1910        SouthDakota
14116             1990        SouthDakota
5066              1910        SouthDakota
711               1970        SouthDakota
5482              1970        SouthDakota
576               2000         SouthKorea
1527              2000         SouthKorea
9157              2000         SouthKorea
8665              2010         SouthKorea
12871             2010         SouthKorea
13962             2010         SouthKorea
9788              2010         SouthKorea
12872             1990         SouthKorea
13288             2000         SouthKorea
8938              1990         SouthKorea
14757             2010         SouthKorea
8940              2010         SouthKorea
2901              2000         SouthKorea
9608              2000         SouthKorea
12548             2010         SouthKorea
2900              1990         SouthKorea
8944              2000         SouthKorea
15296             2000         SouthKorea
9593              2010         SouthKorea
2899              2010         SouthKorea
2898              2000         SouthKorea
14758             2000         SouthKorea
6450              1990       SouthVietnam
12863             1980              Spain
12520             1980              Spain
14216             1990              Spain
1498              1910             Sweden
4945              1910             Sweden
6842              1880             Sweden
9814              1910             Sweden
7477              1900        Switzerland
12337             2000             Taiwan
2860              2000             Taiwan
9295              2000             Taiwan
17664             2010             Taiwan
9588              2010             Taiwan
9792              2010             Taiwan
7931              2000             Taiwan
17122             2000             Taiwan
2863              2010             Taiwan
17663             2000             Taiwan
9892              2010             Taiwan
165               1920          Tennessee
13630             1920          Tennessee
5034              1890          Tennessee
6071              1950          Tennessee
3506              1910          Tennessee
8582              2010          Tennessee
6778              1890          Tennessee
8581              2010          Tennessee
8823              2010          Tennessee
17587             1910          Tennessee
476               1970          Tennessee
14463             1910          Tennessee
17591             1910          Tennessee
3832              1910          Tennessee
13598             2000          Tennessee
2795              1930          Tennessee
5496              1900          Tennessee
16539             1940          Tennessee
16376             1920          Tennessee
4894              1920          Tennessee
13640             2010          Tennessee
4507              1920          Tennessee
925               1920          Tennessee
8214              1900          Tennessee
9223              1940          Tennessee
4502              1930          Tennessee
2728              1940          Tennessee
2494              1920          Tennessee
13635             1940          Tennessee
11509             2010          Tennessee
10062             1920          Tennessee
9738              1930          Tennessee
1083              1970          Tennessee
871               1930          Tennessee
3505              1910          Tennessee
2814              1930          Tennessee
15480             1950          Tennessee
7727              1920          Tennessee
12395             2010          Tennessee
13601             1920          Tennessee
17528             1950          Tennessee
14311             2010          Tennessee
2705              1950          Tennessee
8442              1980          Tennessee
2708              1930          Tennessee
5604              1950          Tennessee
16450             1930          Tennessee
15510             1930          Tennessee
3472              2010          Tennessee
1515              1980          Tennessee
9701              1950          Tennessee
11348             1910          Tennessee
10621             1910          Tennessee
1521              1960          Tennessee
1514              1990          Tennessee
11397             1900          Tennessee
11398             1910          Tennessee
16993             1910          Tennessee
7636              1940          Tennessee
13006             1970          Tennessee
1844              1930          Tennessee
17574             1990          Tennessee
3282              1930          Tennessee
7244              1990          Tennessee
134               1920          Tennessee
18194             1960          Tennessee
14436             1920          Tennessee
7177              2010          Tennessee
4937              1930          Tennessee
4474              1910          Tennessee
17503             1930          Tennessee
892               1890          Tennessee
15450             2000          Tennessee
15458             1900          Tennessee
17554             2010          Tennessee
11400             1990          Tennessee
18188             1980          Tennessee
1499              1910          Tennessee
5053              1970          Tennessee
8948              1950          Tennessee
5485              2010          Tennessee
17796             1920          Tennessee
11828             2010          Tennessee
9329              1990          Tennessee
9328              1920          Tennessee
17913             1980          Tennessee
17784             1920          Tennessee
16856             1910          Tennessee
17774             1990          Tennessee
14784             1940          Tennessee
7019              1910          Tennessee
1745              1920          Tennessee
8360              1900          Tennessee
11755             1900          Tennessee
6889              1940          Tennessee
8278              1910          Tennessee
4287              2000          Tennessee
187               1930          Tennessee
16879             1910          Tennessee
8274              2010          Tennessee
11717             1930          Tennessee
2452              1960          Tennessee
2191              1940          Tennessee
13133             1910          Tennessee
14686             2000          Tennessee
5385              1940          Tennessee
8384              1910          Tennessee
2181              1890          Tennessee
5316              1890          Tennessee
411               1930          Tennessee
13259             1880          Tennessee
17853             1920          Tennessee
3181              1990          Tennessee
6958              1910          Tennessee
10245             1970          Tennessee
6959              1960          Tennessee
5274              1980          Tennessee
408               1930          Tennessee
1136              2000          Tennessee
14881             1900          Tennessee
1921              2010          Tennessee
1727              1920          Tennessee
2469              1980          Tennessee
5296              1910          Tennessee
6204              2000          Tennessee
11899             1920          Tennessee
11898             1950          Tennessee
13287             1930          Tennessee
2596              2000          Tennessee
1420              2000          Tennessee
8334              2000          Tennessee
9414              1920          Tennessee
3630              1950          Tennessee
17871             1880          Tennessee
13480             2010          Tennessee
18651             1960          Tennessee
7802              1910          Tennessee
13438             1950          Tennessee
1973              1960          Tennessee
3535              2010          Tennessee
17645             1930          Tennessee
7765              1920          Tennessee
5469              1890          Tennessee
1705              1940          Tennessee
6100              1940          Tennessee
11593             1980          Tennessee
5475              1920          Tennessee
7951              1940          Tennessee
7772              1970          Tennessee
4364              1900          Tennessee
7105              1980          Tennessee
11575             1980          Tennessee
18044             1970          Tennessee
2402              1990          Tennessee
6306              1920          Tennessee
18605             2000          Tennessee
11568             1980          Tennessee
6307              1920          Tennessee
4375              1910          Tennessee
868               1910          Tennessee
11548             2010          Tennessee
5078              1910          Tennessee
4163              1960          Tennessee
15235             1980          Tennessee
16927             1960          Tennessee
6119              1920          Tennessee
11698             1930          Tennessee
16667             1960          Tennessee
1748              1960          Tennessee
6116              1950          Tennessee
832               1900          Tennessee
13398             1950          Tennessee
388               1940          Tennessee
16903             1950          Tennessee
11683             1930          Tennessee
16904             1950          Tennessee
731               1910          Tennessee
4317              1900          Tennessee
3224              1910          Tennessee
5129              1940          Tennessee
11668             1970          Tennessee
5115              1910          Tennessee
9544              1940          Tennessee
14653             1920          Tennessee
12124             1930          Tennessee
3726              1930          Tennessee
16627             1920          Tennessee
14641             1920          Tennessee
9560              1890          Tennessee
4318              1970          Tennessee
7110              1990          Tennessee
18140             1920          Tennessee
16235             1910          Tennessee
6589              2010          Tennessee
18309             1930          Tennessee
12581             1980          Tennessee
12841             2000          Tennessee
8553              1920          Tennessee
5947              2010          Tennessee
6577              1960          Tennessee
17326             1990          Tennessee
10767             1910          Tennessee
18324             1930          Tennessee
8552              1920          Tennessee
16234             1920          Tennessee
16229             1940          Tennessee
4731              2010          Tennessee
7547              1890          Tennessee
11005             1940          Tennessee
1812              2010          Tennessee
17124             1990          Tennessee
2636              1880          Tennessee
11070             1910          Tennessee
6594              1910          Tennessee
604               1950          Tennessee
18488             2010          Tennessee
18272             1960          Tennessee
15800             1980          Tennessee
10716             1990          Tennessee
4040              1910          Tennessee
3882              2010          Tennessee
18483             1960          Tennessee
974               1990          Tennessee
7580              2010          Tennessee
15814             1910          Tennessee
16285             1920          Tennessee
14083             2010          Tennessee
8129              2010          Tennessee
2046              1990          Tennessee
597               1950          Tennessee
15858             1880          Tennessee
17345             1950          Tennessee
1661              1960          Tennessee
6421              1910          Tennessee
17149             2000          Tennessee
3926              1980          Tennessee
13891             2010          Tennessee
9950              1980          Tennessee
13880             1980          Tennessee
6470              2010          Tennessee
12716             1950          Tennessee
3978              1900          Tennessee
4614              1960          Tennessee
3341              1990          Tennessee
10896             1940          Tennessee
4632              1970          Tennessee
10862             1900          Tennessee
8943              1920          Tennessee
5893              1970          Tennessee
12755             1930          Tennessee
1785              2000          Tennessee
2884              1930          Tennessee
5887              1970          Tennessee
13892             2010          Tennessee
10841             1960          Tennessee
3317              1950          Tennessee
3966              2000          Tennessee
9849              1920          Tennessee
13961             1920          Tennessee
17154             1930          Tennessee
529               1900          Tennessee
9965              1920          Tennessee
8991              1940          Tennessee
13934             2010          Tennessee
10805             1940          Tennessee
13770             2000          Tennessee
1251              2010          Tennessee
12799             1940          Tennessee
7523              1900          Tennessee
4002              1890          Tennessee
12696             2000          Tennessee
10830             1950          Tennessee
7509              1960          Tennessee
5918              1940          Tennessee
7508              1910          Tennessee
984               1940          Tennessee
17089             2010          Tennessee
11071             2010          Tennessee
13678             1990          Tennessee
7319              1920          Tennessee
14142             1920          Tennessee
11181             1910          Tennessee
17059             1990          Tennessee
5731              1960          Tennessee
2396              1920          Tennessee
7288              1990          Tennessee
15723             2000          Tennessee
7603              1920          Tennessee
16326             1890          Tennessee
15670             1910          Tennessee
5732              1960          Tennessee
6663              1980          Tennessee
15705             1920          Tennessee
18490             1940          Tennessee
11124             1990          Tennessee
615               1960          Tennessee
5703              2000          Tennessee
16341             1950          Tennessee
2839              1960          Tennessee
1289              1940          Tennessee
3098              1920              Texas
17715             1960              Texas
80                2000              Texas
8536              1980              Texas
1906              1950              Texas
3218              1920              Texas
3567              2000              Texas
3569              1900              Texas
10189             1970              Texas
18673             2010              Texas
8375              1960              Texas
18207             1990              Texas
9500              1900              Texas
17726             1930              Texas
8281              2010              Texas
9478              2000              Texas
9480              1990              Texas
17749             2000              Texas
7927              1920              Texas
3994              1980              Texas
3285              1920              Texas
17745             1930              Texas
189               2000              Texas
3995              1980              Texas
3080              2000              Texas
3344              1910              Texas
10191             1970              Texas
8373              1920              Texas
188               1960              Texas
3457              2010              Texas
17225             1970              Texas
8746              2000              Texas
17961             2010              Texas
3120              1910              Texas
9962              1990              Texas
8072              1930              Texas
3946              2000              Texas
9879              1990              Texas
8984              1930              Texas
8639              1980              Texas
8516              1980              Texas
18353             2010              Texas
8172              1980              Texas
10043             1990              Texas
18642             1970              Texas
9862              1910              Texas
8260              1920              Texas
9717              1910              Texas
9272              1980              Texas
17041             1920              Texas
16910             1980              Texas
18636             1910              Texas
8389              1910              Texas
3223              2010              Texas
18522             2000              Texas
309               2000              Texas
396               1910              Texas
8532              1940              Texas
226               1990              Texas
17700             1910              Texas
8530              1920              Texas
18205             1960              Texas
3354              1970              Texas
18654             1970              Texas
3965              1960              Texas
82                1900              Texas
3126              1910              Texas
8974              1910              Texas
9723              1920              Texas
9528              1970              Texas
17482             1900              Texas
312               2010              Texas
2193              1950              Texas
17976             1940              Texas
16896             2010              Texas
17421             2010              Texas
16862             1990              Texas
3665              1990              Texas
10238             1980              Texas
18231             1900              Texas
9947              2000              Texas
8568              1980              Texas
17874             1990              Texas
3329              1940              Texas
17186             1970              Texas
17185             1970              Texas
9407              1930              Texas
3342              1950              Texas
8051              2010              Texas
43                1980              Texas
3591              1980              Texas
3343              1980              Texas
8672              1900              Texas
18717             2000              Texas
8708              2000              Texas
1936              2010              Texas
8671              1930              Texas
9934              2010              Texas
17872             2000              Texas
9393              1980              Texas
3000              1960              Texas
2035              2000              Texas
18228             1950              Texas
1938              1910              Texas
17850             1980              Texas
18410             2000              Texas
10248             1940              Texas
10056             1930              Texas
3985              1930              Texas
18509             1980              Texas
1757              1990              Texas
17449             1920              Texas
9940              1980              Texas
8692              1950              Texas
3988              1970              Texas
17844             1980              Texas
1760              1920              Texas
8537              1970              Texas
3590              1940              Texas
9428              1920              Texas
17922             1920              Texas
17924             2010              Texas
2088              2000              Texas
3658              1930              Texas
9920              2000              Texas
17775             1930              Texas
9084              1990              Texas
18691             1940              Texas
8156              1980              Texas
16859             2010              Texas
1920              1990              Texas
1843              1950              Texas
17928             1920              Texas
9542              1940              Texas
17929             2000              Texas
190               1990              Texas
16863             2000              Texas
9323              2000              Texas
9426              2000              Texas
17780             1960              Texas
3133              1980              Texas
18423             1940              Texas
8342              1980              Texas
3639              2000              Texas
8712              1970              Texas
9432              2010              Texas
1925              2000              Texas
17214             1920              Texas
17804             2000              Texas
8350              1970              Texas
3007              1980              Texas
8354              1970              Texas
9096              1930              Texas
17181             2000              Texas
18426             1990              Texas
8289              2000              Texas
9330              1970              Texas
3849              1910              Texas
1791              1960              Texas
9858              1920              Texas
2078              2000              Texas
9271              2010              Texas
3892              1920              Texas
9214              1940              Texas
3890              1990              Texas
3889              1970              Texas
9617              2010              Texas
18077             1970              Texas
18474             1970              Texas
18170             1940              Texas
1772              2010              Texas
8822              1970              Texas
17359             1960              Texas
281               1960              Texas
3255              1970              Texas
18283             1920              Texas
3256              1910              Texas
9793              2010              Texas
10107             2000              Texas
8012              1990              Texas
17582             1990              Texas
17351             2010              Texas
8146              1950              Texas
8220              1980              Texas
7960              1970              Texas
3238              1970              Texas
18595             1990              Texas
8215              1920              Texas
8810              2010              Texas
10081             2010              Texas
3397              1980              Texas
8147              2010              Texas
18175             1980              Texas
18586             1940              Texas
18173             1980              Texas
17117             2000              Texas
30                1980              Texas
16973             2010              Texas
8897              1920              Texas
3398              1990              Texas
7989              1940              Texas
2254              1950              Texas
8890              1920              Texas
17365             1900              Texas
145               2000              Texas
17552             2010              Texas
18128             1940              Texas
3264              2000              Texas
18486             2000              Texas
3265              1910              Texas
8432              2000              Texas
2060              1990              Texas
9067              2010              Texas
10021             1920              Texas
366               1990              Texas
1996              1930              Texas
1825              1990              Texas
8437              1960              Texas
3983              1980              Texas
17383             1980              Texas
17533             2000              Texas
17095             1990              Texas
9648              1980              Texas
17561             1910              Texas
18152             1930              Texas
160               2000              Texas
9196              1930              Texas
18090             1910              Texas
17579             1960              Texas
9194              1930              Texas
2206              1900              Texas
16986             2010              Texas
18482             2000              Texas
1877              2010              Texas
17577             2000              Texas
17081             1990              Texas
1997              1920              Texas
2208              1970              Texas
8420              1910              Texas
17564             1980              Texas
9065              1910              Texas
8828              2000              Texas
370               1930              Texas
290               2000              Texas
17415             2010              Texas
100               1940              Texas
3753              1930              Texas
8391              1970              Texas
18625             1970              Texas
3023              1990              Texas
9256              1900              Texas
1885              2000              Texas
8912              1990              Texas
10039             2000              Texas
26                1900              Texas
18329             1910              Texas
176               2000              Texas
3734              1960              Texas
8154              2000              Texas
7999              1990              Texas
3026              1960              Texas
17307             1930              Texas
8234              2000              Texas
16934             1990              Texas
18333             1930              Texas
3910              1920              Texas
18629             2010              Texas
17037             2000              Texas
10163             2010              Texas
3713              1970              Texas
59                1910              Texas
7940              1980              Texas
9267              1990              Texas
9857              1980              Texas
8002              2000              Texas
8583              2010              Texas
4150              2010              Texas
3375              1970              Texas
3284              1980              Texas
8853              2000              Texas
2963              2010              Texas
8913              2010              Texas
3376              1910              Texas
1773              1920              Texas
7944              1930              Texas
18007             1930              Texas
8401              2000              Texas
10146             1930              Texas
9016              1930              Texas
339               1990              Texas
17623             1950              Texas
10079             1980              Texas
379               1930              Texas
3861              2000              Texas
2118              1960              Texas
10132             1940              Texas
7958              2010              Texas
18602             1990              Texas
3522              1920              Texas
8223              2000              Texas
18461             2010              Texas
18601             2000              Texas
3862              2010              Texas
16962             2000              Texas
18600             2000              Texas
18599             1920              Texas
17131             1940              Texas
54                1930              Texas
3111              2010              Texas
349               1910              Texas
3431              1990              Texas
3741              1980              Texas
2139              1990              Texas
3530              1970              Texas
8616              2010              Texas
17140             1980              Texas
18612             1960              Texas
3527              1920              Texas
1753              1960              Texas
1846              2010              Texas
9826              2000              Texas
8882              2000              Texas
3070              1990              Texas
9819              1990              Texas
3388              2010              Texas
18250             1980              Texas
18187             2000              Texas
3389              1990              Texas
18042             1920              Texas
17444             2010              Texas
1033              1960              Texas
5413              1940              Texas
12353             2000              Texas
6469              1920              Texas
5607              2010              Texas
5914              1890              Texas
5608              2000              Texas
2379              1920              Texas
15977             1900              Texas
12350             1940              Texas
15971             1990              Texas
11691             1970              Texas
1604              1960              Texas
6471              1910              Texas
12354             2000              Texas
2864              2000              Texas
13812             2010              Texas
11686             2000              Texas
14345             1950              Texas
14342             1940              Texas
898               1980              Texas
13256             1910              Texas
11720             1970              Texas
11719             1930              Texas
4686              1940              Texas
5149              2010              Texas
4688              1920              Texas
15135             1920              Texas
13783             1980              Texas
11702             1930              Texas
11711             1930              Texas
7429              1980              Texas
5934              2010              Texas
10957             1890              Texas
6462              2000              Texas
11710             1900              Texas
5924              1960              Texas
11703             1970              Texas
15142             2010              Texas
2512              1930              Texas
6725              1980              Texas
12777             1980              Texas
11057             1910              Texas
11631             1930              Texas
999               2000              Texas
13859             1990              Texas
13861             1900              Texas
14318             1990              Texas
910               1920              Texas
15882             2000              Texas
13870             1970              Texas
4763              1930              Texas
4765              1990              Texas
12700             1920              Texas
2658              2010              Texas
4775              1970              Texas
1244              1960              Texas
4784              1920              Texas
13875             2000              Texas
11051             1910              Texas
15887             1910              Texas
7363              2000              Texas
7060              1920              Texas
7065              2010              Texas
15191             1910              Texas
736               2000              Texas
4737              1970              Texas
12764             1980              Texas
11019             1920              Texas
4740              1940              Texas
14320             2000              Texas
5889              1930              Texas
11648             1920              Texas
11645             2000              Texas
15901             1930              Texas
7075              2010              Texas
1003              1990              Texas
7076              1960              Texas
15894             2000              Texas
13778             2010              Texas
11726             1920              Texas
1019              1920              Texas
15121             1990              Texas
16174             1910              Texas
1191              1990              Texas
1045              2000              Texas
7511              2010              Texas
4608              1910              Texas
5987              2000              Texas
10842             1930              Texas
10820             1990              Texas
754               1990              Texas
10849             2010              Texas
541               1950              Texas
12292             1910              Texas
13665             2010              Texas
16138             2000              Texas
4615              2000              Texas
7032              1960              Texas
1636              2000              Texas
756               1930              Texas
5994              1960              Texas
7530              1930              Texas
1055              2000              Texas
4587              1970              Texas
1648              1990              Texas
517               1970              Texas
4590              2010              Texas
6384              1960              Texas
16214             1940              Texas
12947             1960              Texas
12946             1920              Texas
11769             1950              Texas
11768             1920              Texas
13637             2010              Texas
16201             1990              Texas
530               1920              Texas
10794             1940              Texas
531               1990              Texas
1049              1990              Texas
15090             1900              Texas
599               1910              Texas
14414             2010              Texas
16112             1980              Texas
13734             1950              Texas
10934             1910              Texas
14382             2010              Texas
564               2000              Texas
5957              2010              Texas
11733             1990              Texas
7035              1990              Texas
12855             1970              Texas
6743              2000              Texas
5593              1920              Texas
11728             1920              Texas
10943             1980              Texas
12837             1910              Texas
7438              2000              Texas
568               1970              Texas
569               2000              Texas
14376             1970              Texas
11736             1920              Texas
10931             1910              Texas
2872              2000              Texas
6426              1960              Texas
4626              1960              Texas
1625              2000              Texas
11739             1930              Texas
1032              1980              Texas
10904             2000              Texas
4646              2000              Texas
1031              1940              Texas
2783              1970              Texas
14398             2000              Texas
13725             2000              Texas
5960              2000              Texas
12310             1990              Texas
7456              2010              Texas
4656              2000              Texas
1620              2000              Texas
12323             2000              Texas
6423              1960              Texas
11079             2010              Texas
15225             1980              Texas
2659              1950              Texas
14262             1920              Texas
14097             1990              Texas
4925              1910              Texas
6606              1990              Texas
11491             2010              Texas
14105             2010              Texas
651               1930              Texas
645               1920              Texas
4933              2010              Texas
5741              1960              Texas
7150              1940              Texas
7240              1970              Texas
5026              1940              Texas
6617              1920              Texas
7239              1960              Texas
944               1970              Texas
11314             2010              Texas
14265             1930              Texas
14086             1910              Texas
7251              1960              Texas
5771              1910              Texas
12409             2000              Texas
6590              1980              Texas
11530             1920              Texas
11524             1970              Texas
11514             1930              Texas
6595              1930              Texas
958               1990              Texas
15350             1910              Texas
5042              1960              Texas
14071             1910              Texas
14073             1920              Texas
11277             2010              Texas
12544             2000              Texas
15610             1990              Texas
7143              1940              Texas
14076             1970              Texas
6619              1960              Texas
703               1950              Texas
11476             1940              Texas
7226              2010              Texas
11381             1920              Texas
11382             2010              Texas
11383             1930              Texas
15487             1940              Texas
14196             1920              Texas
15483             1960              Texas
15481             1920              Texas
15427             2000              Texas
4983              2000              Texas
6649              1920              Texas
1511              2010              Texas
15436             1980              Texas
6652              2010              Texas
2425              2000              Texas
6664              2000              Texas
928               1910              Texas
2686              1990              Texas
15425             1930              Texas
15494             1920              Texas
15495             1940              Texas
14143             1930              Texas
11339             1970              Texas
14144             1980              Texas
11469             2000              Texas
12499             2000              Texas
11356             1930              Texas
11468             1980              Texas
4960              1900              Texas
11463             1980              Texas
6635              1980              Texas
5016              1920              Texas
7161              1980              Texas
2516              1940              Texas
11448             1940              Texas
15501             1920              Texas
15500             2000              Texas
7169              2000              Texas
12510             1920              Texas
10770             1970              Texas
960               1930              Texas
14283             1980              Texas
15251             1930              Texas
13941             1950              Texas
11128             1950              Texas
2537              1930              Texas
15254             2000              Texas
5638              1920              Texas
15260             2000              Texas
14694             2010              Texas
15261             1950              Texas
4828              1960              Texas
5076              1940              Texas
15270             1980              Texas
7311              1970              Texas
7102              1940              Texas
6538              1970              Texas
978               1980              Texas
11135             1980              Texas
11595             2000              Texas
5085              1920              Texas
7338              1960              Texas
11086             1910              Texas
7349              1990              Texas
989               2010              Texas
1248              2010              Texas
7347              1950              Texas
12391             1960              Texas
983               2010              Texas
5836              1990              Texas
11097             1930              Texas
602               2000              Texas
912               1940              Texas
15802             1980              Texas
7341              2000              Texas
6697              2010              Texas
13936             1940              Texas
1306              1920              Texas
5086              1920              Texas
7301              1920              Texas
5776              1910              Texas
15728             1980              Texas
716               2010              Texas
5059              1920              Texas
15675             2000              Texas
14291             1950              Texas
6549              1990              Texas
6558              1910              Texas
12618             2010              Texas
7278              1930              Texas
15677             1980              Texas
2793              2000              Texas
7265              1960              Texas
7122              1970              Texas
11251             2000              Texas
14023             2010              Texas
11538             1990              Texas
1485              1990              Texas
11257             1950              Texas
14288             1910              Texas
1539              1980              Texas
15687             1990              Texas
6548              1920              Texas
5071              2000              Texas
5812              1940              Texas
5811              1930              Texas
15285             1960              Texas
2842              1930              Texas
15717             2010              Texas
12401             1910              Texas
15715             2010              Texas
1258              1990              Texas
614               1910              Texas
5645              1940              Texas
15702             1980              Texas
707               2000              Texas
6547              2010              Texas
4857              1990              Texas
11552             1970              Texas
5803              1980              Texas
11582             1910              Texas
11773             1970              Texas
2422              1960              Texas
5272              1940              Texas
12182             1950              Texas
14676             2000              Texas
10366             1940              Texas
5254              2000              Texas
13096             2000              Texas
4453              1940              Texas
12177             1910              Texas
13099             2010              Texas
862               2000              Texas
2743              1910              Texas
7661              1880              Texas
4295              1910              Texas
13104             2000              Texas
13419             1980              Texas
6970              1970              Texas
10371             1940              Texas
10372             1920              Texas
6234              1940              Texas
7815              1910              Texas
466               1930              Texas
7672              1910              Texas
5266              1940              Texas
7675              2000              Texas
4424              1920              Texas
16502             1970              Texas
1397              2000              Texas
7699              2010              Texas
855               2000              Texas
1398              1920              Texas
1364              2010              Texas
11881             1930              Texas
10619             1910              Texas
16699             1920              Texas
6225              2010              Texas
13339             1990              Texas
7643              2000              Texas
6301              1980              Texas
11857             1900              Texas
5372              1930              Texas
11978             2010              Texas
1395              1970              Texas
6294              2000              Texas
14766             2000              Texas
5510              1990              Texas
12025             2000              Texas
4471              1920              Texas
6979              1970              Texas
15065             1980              Texas
2769              2010              Texas
5236              2010              Texas
772               1920              Texas
13453             2000              Texas
14774             1990              Texas
2573              2010              Texas
14775             2000              Texas
2493              2000              Texas
1111              1990              Texas
11879             2000              Texas
12191             1990              Texas
16707             2000              Texas
16440             1940              Texas
14962             2010              Texas
4283              1910              Texas
10349             1930              Texas
13180             1980              Texas
5275              2010              Texas
10529             2010              Texas
4372              1910              Texas
448               1980              Texas
10407             2000              Texas
14824             1950              Texas
16586             1910              Texas
10469             1920              Texas
7760              2010              Texas
14647             1960              Texas
5332              1920              Texas
12115             1990              Texas
14830             2000              Texas
2741              2000              Texas
7761              1990              Texas
5442              1950              Texas
5309              1910              Texas
2617              1950              Texas
16606             1920              Texas
6847              2000              Texas
11974             1970              Texas
7781              1930              Texas
10433             1920              Texas
16641             1990              Texas
13140             1990              Texas
16625             2000              Texas
7786              1970              Texas
12119             2000              Texas
16640             1940              Texas
14845             2000              Texas
11981             1940              Texas
10485             2010              Texas
14870             1940              Texas
16571             2010              Texas
11957             2000              Texas
14673             2010              Texas
5285              1980              Texas
7810              1960              Texas
12162             1990              Texas
14598             1980              Texas
13404             1930              Texas
6910              1990              Texas
14890             1990              Texas
16682             1950              Texas
5477              2010              Texas
7732              1990              Texas
14672             1980              Texas
14671             1990              Texas
10386             1940              Texas
7814              1980              Texas
5465              2000              Texas
16673             1900              Texas
1101              2010              Texas
7735              2000              Texas
7736              1940              Texas
12009             1950              Texas
16558             2010              Texas
16560             1980              Texas
16666             1920              Texas
12140             2000              Texas
6240              2000              Texas
14631             1930              Texas
16566             2000              Texas
12139             1890              Texas
7799              1930              Texas
12145             2010              Texas
14684             2010              Texas
16730             1970              Texas
7640              2000              Texas
13561             1970              Texas
4220              1940              Texas
16791             2000              Texas
7579              2010              Texas
7014              1930              Texas
7583              1970              Texas
16300             2010              Texas
13001             1990              Texas
13298             1940              Texas
14688             1950              Texas
1119              1920              Texas
11798             1960              Texas
13312             1970              Texas
6042              1990              Texas
12272             1910              Texas
6350              1950              Texas
10708             1990              Texas
10290             1970              Texas
12222             2000              Texas
12269             1970              Texas
1339              2010              Texas
10292             1990              Texas
2565              2000              Texas
6059              1980              Texas
6060              1970              Texas
2500              1980              Texas
2896              2000              Texas
4545              1990              Texas
7576              1910              Texas
16287             1920              Texas
13297             1940              Texas
16243             2010              Texas
14707             1920              Texas
15062             1920              Texas
887               1980              Texas
10267             2010              Texas
13603             1930              Texas
6180              1970              Texas
13239             1990              Texas
14693             1990              Texas
4568              1900              Texas
13597             2010              Texas
7020              1920              Texas
12966             2000              Texas
11822             1980              Texas
12067             1900              Texas
13585             1940              Texas
12060             1970              Texas
5556              1920              Texas
12972             2010              Texas
7562              1910              Texas
12058             1990              Texas
14447             2000              Texas
1062              1930              Texas
7564              1900              Texas
7568              2000              Texas
4225              1970              Texas
7015              1910              Texas
12984             2000              Texas
13593             2010              Texas
13203             1910              Texas
1072              1950              Texas
6158              1920              Texas
13049             1920              Texas
1085              2010              Texas
2897              2010              Texas
10319             2000              Texas
16756             1910              Texas
4243              1980              Texas
7616              1910              Texas
16379             2000              Texas
5386              1910              Texas
16388             2010              Texas
2725              1960              Texas
16392             1920              Texas
4516              1940              Texas
14750             1960              Texas
6083              1970              Texas
12232             1950              Texas
11841             1990              Texas
1392              1920              Texas
5520              1920              Texas
2483              1990              Texas
5374              1990              Texas
16739             2010              Texas
16410             1930              Texas
10640             1950              Texas
1356              2010              Texas
6802              1920              Texas
13481             2010              Texas
2570              2010              Texas
6788              1910              Texas
10418             2000              Texas
4518              2010              Texas
6787              2000              Texas
13041             1950              Texas
6997              2000              Texas
10689             1970              Texas
4521              2010              Texas
4520              1980              Texas
16349             1990              Texas
16337             2000              Texas
11825             2010              Texas
14487             2010              Texas
490               2000              Texas
5391              1950              Texas
4526              1940              Texas
16330             1930              Texas
6076              1970              Texas
11175             1880            Unknown
18210             1880            Unknown
3570              1890            Unknown
18480             1880            Unknown
7539              1900            Unknown
17277             1870            Unknown
8151              1900            Unknown
13709             1880            Unknown
11712             1880            Unknown
5959              1870            Unknown
15691             1880            Unknown
9236              1880            Unknown
11072             1870            Unknown
10789             1890            Unknown
14233             1880            Unknown
7018              1900            Unknown
5560              1880            Unknown
3198              1890            Unknown
18589             1890            Unknown
10359             1870            Unknown
12016             1880            Unknown
12663             1890            Unknown
8456              1880            Unknown
4549              1880            Unknown
16842             1880            Unknown
16549             1890            Unknown
12011             1880            Unknown
12975             1880            Unknown
15194             1880            Unknown
16694             1870            Unknown
9678              1890            Unknown
4889              1890            Unknown
12992             1870            Unknown
15601             1940               Utah
7873              1970               Utah
12054             2000               Utah
16864             1920               Utah
15591             1960               Utah
15647             1930               Utah
8198              1920               Utah
13228             1940               Utah
15429             2000               Utah
16780             1970               Utah
12445             1960               Utah
4581              2000               Utah
8933              1930               Utah
7486              1930               Utah
7382              1990               Utah
8053              1980               Utah
15933             2000               Utah
12388             1960               Utah
5192              2000               Utah
14891             1940               Utah
4732              1980               Utah
8040              1960               Utah
5564              1930               Utah
12320             1980               Utah
8525              2000               Utah
87                1920               Utah
13051             1920               Utah
15782             2010               Utah
18511             2000               Utah
6457              1960               Utah
8294              2000               Utah
11566             1980               Utah
2707              1900               Utah
16595             2000               Utah
4494              1970               Utah
10147             2000               Utah
17328             1950               Utah
4496              1980               Utah
12237             2010          Venezuela
14480             2010          Venezuela
14395             2010          Venezuela
5003              1990          Venezuela
14523             2010          Venezuela
2721              2000          Venezuela
14503             2000          Venezuela
14401             2000          Venezuela
14509             2000          Venezuela
1382              2000          Venezuela
12333             1990          Venezuela
12332             2000          Venezuela
12432             2010          Venezuela
1383              1990          Venezuela
2774              2000          Venezuela
14363             2010          Venezuela
14843             2000          Venezuela
11742             2000          Venezuela
11777             2010          Venezuela
4975              1990          Venezuela
4976              1990          Venezuela
14433             2010          Venezuela
14432             2010          Venezuela
6668              1990          Venezuela
2776              1960          Venezuela
11778             2000          Venezuela
1385              1970          Venezuela
4981              1980          Venezuela
14431             2000          Venezuela
5404              2010          Venezuela
5402              2010          Venezuela
11781             2000          Venezuela
11784             1990          Venezuela
5397              2000          Venezuela
14423             1960          Venezuela
6670              1980          Venezuela
2775              2000          Venezuela
6665              1990          Venezuela
11749             1990          Venezuela
14415             1990          Venezuela
14242             2000          Venezuela
14407             2000          Venezuela
14404             2010          Venezuela
14403             2000          Venezuela
14408             2010          Venezuela
2465              2010          Venezuela
14246             2010          Venezuela
6706              1960          Venezuela
2470              1990          Venezuela
14906             2000          Venezuela
9563              1980          Venezuela
15227             2000          Venezuela
11621             2000          Venezuela
8315              2010          Venezuela
12154             2010          Venezuela
14886             2000          Venezuela
14798             1980          Venezuela
11944             2000          Venezuela
2755              1990          Venezuela
8306              2000          Venezuela
14884             2000          Venezuela
179               1990          Venezuela
14802             2000          Venezuela
180               2000          Venezuela
2756              2000          Venezuela
14863             2000          Venezuela
14859             1980          Venezuela
9582              2000          Venezuela
15303             2000          Venezuela
14854             2010          Venezuela
14849             2010          Venezuela
14846             2010          Venezuela
15294             2010          Venezuela
14801             1980          Venezuela
14525             2010          Venezuela
14931             2010          Venezuela
12171             2000          Venezuela
14526             2010          Venezuela
14527             2010          Venezuela
2464              2010          Venezuela
5447              2010          Venezuela
14247             2010          Venezuela
3707              2000          Venezuela
2768              2000          Venezuela
742               2000          Venezuela
11677             1950          Venezuela
11875             2000          Venezuela
14250             2000          Venezuela
5616              2000          Venezuela
12167             2000          Venezuela
2689              2000          Venezuela
1380              1970          Venezuela
6719              2000          Venezuela
1379              2000          Venezuela
2699              1980          Venezuela
11660             2010          Venezuela
3719              2010          Venezuela
6713              2000          Venezuela
6709              2000          Venezuela
2691              1990          Venezuela
6707              2000          Venezuela
11634             2010          Venezuela
14934             1970          Venezuela
11663             2000          Venezuela
14416             2000          Venezuela
7421              1990          Venezuela
4973              2010          Venezuela
6305              1990          Venezuela
17034             1960          Venezuela
17035             2010          Venezuela
8612              2000          Venezuela
16413             2010          Venezuela
6092              1960          Venezuela
10629             2010          Venezuela
13470             1980          Venezuela
16405             2010          Venezuela
2339              2000          Venezuela
2341              2000          Venezuela
13045             1980          Venezuela
31                1990          Venezuela
489               2010          Venezuela
16406             2010          Venezuela
6296              2010          Venezuela
17028             2000          Venezuela
17027             2000          Venezuela
6281              1990          Venezuela
10086             1980          Venezuela
4457              2000          Venezuela
17008             2010          Venezuela
1092              2000          Venezuela
17012             1990          Venezuela
17013             2000          Venezuela
3234              1990          Venezuela
4466              2010          Venezuela
17019             2010          Venezuela
17020             2010          Venezuela
6290              2000          Venezuela
17022             1970          Venezuela
17024             2010          Venezuela
6291              2010          Venezuela
16319             1980          Venezuela
6279              1980          Venezuela
17090             1970          Venezuela
13576             2000          Venezuela
13720             1980          Venezuela
13721             2000          Venezuela
13729             2000          Venezuela
557               1990          Venezuela
8058              1990          Venezuela
7446              2010          Venezuela
12865             1980          Venezuela
17234             1990          Venezuela
7443              2000          Venezuela
7441              1960          Venezuela
6445              1990          Venezuela
6447              2010          Venezuela
7435              2000          Venezuela
2637              2000          Venezuela
17235             2000          Venezuela
2373              1990          Venezuela
13697             2000          Venezuela
13695             2010          Venezuela
10756             2000          Venezuela
2351              2000          Venezuela
2353              2010          Venezuela
9988              2000          Venezuela
13610             2000          Venezuela
4974              2010          Venezuela
2355              1990          Venezuela
1188              2000          Venezuela
2888              2010          Venezuela
7517              1990          Venezuela
1780              1960          Venezuela
538               2010          Venezuela
13655             1990          Venezuela
12904             2000          Venezuela
17194             2000          Venezuela
3260              1970          Venezuela
6274              2000          Venezuela
468               2000          Venezuela
10597             2000          Venezuela
10186             1980          Venezuela
10185             2010          Venezuela
10184             2000          Venezuela
394               1980          Venezuela
392               1950          Venezuela
10183             2000          Venezuela
13167             1990          Venezuela
13163             2010          Venezuela
431               1990          Venezuela
432               1970          Venezuela
10403             1980          Venezuela
13154             2000          Venezuela
13151             2010          Venezuela
13146             2010          Venezuela
13160             1990          Venezuela
10190             1990          Venezuela
10193             2010          Venezuela
13168             2010          Venezuela
13238             2000          Venezuela
13237             2000          Venezuela
413               2010          Venezuela
414               2010          Venezuela
13209             1990          Venezuela
3194              2000          Venezuela
10327             1990          Venezuela
4251              2010          Venezuela
4252              1970          Venezuela
405               2010          Venezuela
10332             2000          Venezuela
4257              1990          Venezuela
16727             2010          Venezuela
4261              2010          Venezuela
4263              2010          Venezuela
2587              2010          Venezuela
18669             2000          Venezuela
6252              2010          Venezuela
13142             1990          Venezuela
13126             2010          Venezuela
13401             2000          Venezuela
6265              2000          Venezuela
1693              2010          Venezuela
10525             1980          Venezuela
13406             2010          Venezuela
371               2000          Venezuela
6267              2000          Venezuela
10533             2010          Venezuela
2578              2000          Venezuela
10560             2010          Venezuela
10099             2000          Venezuela
13121             2010          Venezuela
2577              1930          Venezuela
10595             2000          Venezuela
13399             2010          Venezuela
7430              2000          Venezuela
13397             2010          Venezuela
4118              1990          Venezuela
433               1990          Venezuela
18664             2000          Venezuela
18663             1990          Venezuela
18662             2000          Venezuela
2585              1990          Venezuela
13138             2010          Venezuela
6131              2000          Venezuela
2581              1990          Venezuela
10464             2010          Venezuela
10465             1970          Venezuela
16577             2010          Venezuela
2579              1950          Venezuela
4120              2000          Venezuela
6264              1990          Venezuela
13387             2010          Venezuela
13128             1980          Venezuela
9888              2000          Venezuela
1056              2000          Venezuela
17256             2000          Venezuela
286               2010          Venezuela
2851              1960          Venezuela
8142              2000          Venezuela
2392              2000          Venezuela
17382             1990          Venezuela
2852              1990          Venezuela
5833              2000          Venezuela
12677             2000          Venezuela
9696              2010          Venezuela
7345              1990          Venezuela
12679             2010          Venezuela
12681             2010          Venezuela
5846              1980          Venezuela
5853              1990          Venezuela
5855              2000          Venezuela
12689             2010          Venezuela
1239              2000          Venezuela
119               2010          Venezuela
4962              2010          Venezuela
12485             2000          Venezuela
15900             2010          Venezuela
1588              2010          Venezuela
3906              1960          Venezuela
4963              2000          Venezuela
1589              2010          Venezuela
3907              1950          Venezuela
9688              1990          Venezuela
15908             1990          Venezuela
4965              2000          Venezuela
5830              1990          Venezuela
8143              2000          Venezuela
2848              2000          Venezuela
17254             2000          Venezuela
5748              1980          Venezuela
267               2010          Venezuela
5749              2000          Venezuela
17471             1980          Venezuela
269               2010          Venezuela
14067             2000          Venezuela
108               2010          Venezuela
11268             1990          Venezuela
11267             2010          Venezuela
11265             2000          Venezuela
11264             2000          Venezuela
12582             2010          Venezuela
946               2000          Venezuela
12589             2000          Venezuela
7375              1980          Venezuela
5781              2010          Venezuela
12517             2010          Venezuela
17436             2010          Venezuela
11209             2010          Venezuela
12646             1990          Venezuela
263               2000          Venezuela
12648             1990          Venezuela
5810              2000          Venezuela
2679              1990          Venezuela
278               2000          Venezuela
280               1980          Venezuela
5818              1990          Venezuela
15553             2000          Venezuela
5822              2010          Venezuela
5823              1990          Venezuela
17438             2000          Venezuela
15913             2010          Venezuela
8121              2000          Venezuela
3796              1990          Venezuela
7419              2010          Venezuela
7402              2000          Venezuela
3324              2010          Venezuela
6654              2010          Venezuela
6651              2010          Venezuela
7390              1990          Venezuela
4971              2000          Venezuela
7392              2000          Venezuela
8103              2000          Venezuela
7417              2010          Venezuela
7412              2000          Venezuela
8102              2010          Venezuela
7391              1990          Venezuela
7410              1980          Venezuela
13808             2000          Venezuela
8101              1980          Venezuela
4970              2000          Venezuela
13817             1990          Venezuela
8088              2010          Venezuela
13823             2010          Venezuela
4972              1980          Venezuela
13815             1940          Venezuela
13784             1990          Venezuela
7386              1960          Venezuela
7398              1970          Venezuela
8100              2010          Venezuela
14207             2000          Venezuela
13818             2010          Venezuela
7427              1980          Venezuela
260               2010          Venezuela
6644              2010          Venezuela
12792             1990          Venezuela
13801             2000          Venezuela
11391             2000          Venezuela
7394              2010          Venezuela
9844              1990          Venezuela
7404              2010          Venezuela
17425             1880            Vermont
857               2000            Vermont
10861             1900            Vermont
15704             1910            Vermont
1660              1920            Vermont
5027              1900            Vermont
16060             1910            Vermont
4380              1890            Vermont
3837              1890            Vermont
5434              1880            Vermont
18011             1980            Vermont
10139             1880            Vermont
12567             1880            Vermont
18655             1910            Vermont
7                 1890            Vermont
5323              1960            Vermont
2234              1890            Vermont
15666             1920            Vermont
4662              1900            Vermont
3217              1900            Vermont
10385             1880            Vermont
9324              1910            Vermont
5874              1900            Vermont
8724              1910            Vermont
5317              1910            Vermont
4578              1900            Vermont
9450              1940            Vermont
1999              1980            Vermont
16709             1930            Vermont
7997              1920            Vermont
4596              2000            Vermont
4025              1880            Vermont
12057             1920            Vermont
13672             1970            Vermont
13511             1880            Vermont
7196              1900            Vermont
8369              1950            Vermont
9419              1940            Vermont
3480              2010       VirginIsland
1401              2010      VirginIslands
11826             2010      VirginIslands
10782             1960      VirginIslands
3740              1990      VirginIslands
3536              2000      VirginIslands
1978              1980      VirginIslands
13333             1990      VirginIslands
7317              1960      VirginIslands
3691              1970      VirginIslands
13432             1960      VirginIslands
11744             1970      VirginIslands
2912              1950      VirginIslands
3004              1960      VirginIslands
2084              1900           Virginia
5742              1920           Virginia
18212             1890           Virginia
14231             1990           Virginia
3103              1940           Virginia
8703              1900           Virginia
14171             1970           Virginia
13178             1940           Virginia
2087              1930           Virginia
6187              1880           Virginia
13342             1930           Virginia
18206             1930           Virginia
17972             1960           Virginia
9098              2000           Virginia
2135              1970           Virginia
5704              1890           Virginia
948               1880           Virginia
13233             1930           Virginia
5432              1950           Virginia
182               1980           Virginia
9074              1970           Virginia
6630              1970           Virginia
14692             2000           Virginia
6245              1990           Virginia
14156             1950           Virginia
13332             1910           Virginia
13299             1890           Virginia
6202              1990           Virginia
18357             1980           Virginia
18288             2010           Virginia
18079             1970           Virginia
13529             1920           Virginia
13545             1900           Virginia
14448             1930           Virginia
18093             1980           Virginia
13557             1880           Virginia
8833              1940           Virginia
2629              1900           Virginia
12769             1990           Virginia
8847              1940           Virginia
13828             1970           Virginia
13595             1890           Virginia
6018              1940           Virginia
13623             1920           Virginia
2632              1980           Virginia
18109             1900           Virginia
12930             1970           Virginia
3287              1940           Virginia
5566              1970           Virginia
12884             2010           Virginia
13689             1890           Virginia
18487             2000           Virginia
12873             1930           Virginia
18123             1980           Virginia
13803             2010           Virginia
12850             1980           Virginia
6461              1980           Virginia
18137             1950           Virginia
18445             1980           Virginia
3249              1960           Virginia
6328              1910           Virginia
13503             1940           Virginia
2068              1930           Virginia
14272             1950           Virginia
14644             1980           Virginia
3544              1910           Virginia
1971              1900           Virginia
3542              1990           Virginia
18311             1920           Virginia
13389             2010           Virginia
6118              1880           Virginia
5460              1880           Virginia
18644             1920           Virginia
6836              2000           Virginia
12156             1880           Virginia
14292             1910           Virginia
8637              1930           Virginia
14263             1910           Virginia
18036             1990           Virginia
3109              1950           Virginia
8994              1990           Virginia
14567             2010           Virginia
12193             1910           Virginia
12203             1990           Virginia
5506              1890           Virginia
18181             1990           Virginia
18178             2000           Virginia
18399             1990           Virginia
18404             1920           Virginia
13065             1880           Virginia
6320              1970           Virginia
13845             2000           Virginia
13052             1950           Virginia
975               1970           Virginia
980               1970           Virginia
5209              1970           Virginia
17518             1990           Virginia
8277              1960           Virginia
15794             1980           Virginia
7824              1960           Virginia
17717             1990           Virginia
7038              1950           Virginia
605               1890           Virginia
8269              2010           Virginia
11130             1970           Virginia
1897              1890           Virginia
16668             2010           Virginia
4312              1930           Virginia
15798             1920           Virginia
8001              1920           Virginia
10411             2010           Virginia
8265              1970           Virginia
11169             1930           Virginia
17694             1990           Virginia
3706              1970           Virginia
9531              1900           Virginia
11170             1930           Virginia
743               1920           Virginia
10170             1950           Virginia
7058              1990           Virginia
3711              2000           Virginia
11154             1990           Virginia
1717              2010           Virginia
749               1990           Virginia
220               1990           Virginia
10687             1920           Virginia
7006              2000           Virginia
7367              1960           Virginia
8009              1960           Virginia
8122              1990           Virginia
11069             1890           Virginia
2978              1920           Virginia
11805             1950           Virginia
4517              1990           Virginia
1821              1920           Virginia
2287              1990           Virginia
10675             2000           Virginia
15836             1940           Virginia
7355              1930           Virginia
17757             1930           Virginia
215               1960           Virginia
10345             1980           Virginia
17367             1940           Virginia
11753             1970           Virginia
2454              1940           Virginia
5181              1880           Virginia
7922              1990           Virginia
10347             1940           Virginia
3683              1920           Virginia
9499              2000           Virginia
15187             2010           Virginia
7641              1970           Virginia
17417             2000           Virginia
7796              1900           Virginia
4353              1980           Virginia
16944             1930           Virginia
15624             2010           Virginia
15418             1980           Virginia
3051              1970           Virginia
1860              1920           Virginia
7957              1930           Virginia
15464             1990           Virginia
15466             1950           Virginia
17550             1910           Virginia
8188              1930           Virginia
9670              1950           Virginia
11299             2000           Virginia
2921              1990           Virginia
10501             2000           Virginia
7245              1940           Virginia
16992             1970           Virginia
3808              1960           Virginia
10503             1940           Virginia
661               1970           Virginia
10547             1950           Virginia
9692              1960           Virginia
1516              1970           Virginia
7714              1970           Virginia
11330             1990           Virginia
16456             1950           Virginia
10309             2000           Virginia
7769              1990           Virginia
632               1940           Virginia
1547              1980           Virginia
11653             1970           Virginia
1463              2000           Virginia
3729              1910           Virginia
15222             1970           Virginia
1468              1910           Virginia
1545              1960           Virginia
2933              1950           Virginia
2298              2010           Virginia
1471              1930           Virginia
11194             1920           Virginia
16630             1880           Virginia
11221             1970           Virginia
4078              1920           Virginia
7115              1940           Virginia
7941              2000           Virginia
11545             1950           Virginia
2203              1950           Virginia
15347             1920           Virginia
16442             1920           Virginia
11261             2010           Virginia
11493             1910           Virginia
7779              1900           Virginia
9616              1900           Virginia
17004             2000           Virginia
9625              1990           Virginia
11827             1910           Virginia
7721              1920           Virginia
3619              2010           Virginia
17228             2000           Virginia
16048             2010           Virginia
14887             1960           Virginia
14827             1970           Virginia
16035             1910           Virginia
8016              1990           Virginia
14892             1940           Virginia
1668              2000           Virginia
4678              1950           Virginia
493               1980           Virginia
8015              1960           Virginia
3618              1900           Virginia
16158             1940           Virginia
14949             2000           Virginia
1934              1950           Virginia
7594              1870           Virginia
2950              1940           Virginia
16010             1950           Virginia
8076              1970           Virginia
17227             2000           Virginia
1942              1970           Virginia
328               1990           Virginia
7461              1960           Virginia
5327              2000           Virginia
16801             1930           Virginia
3599              1940           Virginia
16824             1920           Virginia
10737             1960           Virginia
7514              1950           Virginia
14868             1880           Virginia
3588              1990           Virginia
16819             2010           Virginia
14955             1980           Virginia
1782              2000           Virginia
7515              2010           Virginia
3093              1990           Virginia
11952             2010           Virginia
8047              1950           Virginia
10688             1920           Virginia
552               1910           Virginia
17207             1960           Virginia
1728              1990           Virginia
16076             1960           Virginia
4034              1920           Virginia
2467              2000           Virginia
3593              1940           Virginia
410               1960           Virginia
17127             1920           Virginia
17126             1990           Virginia
2893              1950           Virginia
7572              1950           Virginia
307               1990           Virginia
9317              1970           Virginia
6882              1940           Virginia
4576              2000           Virginia
7859              1990           Virginia
6989              1940           Virginia
6881              1940           Virginia
1429              1880           Virginia
8011              1930           Virginia
2378              1920           Virginia
14706             1910           Virginia
14992             1970           Virginia
3943              1910           Virginia
1930              1920           Virginia
4694              1990           Virginia
16833             1970           Virginia
6909              1960           Virginia
9427              1970           Virginia
503               1950           Virginia
525               1990           Virginia
8104              2000           Virginia
524               1900              Wales
11853             1880              Wales
9756              1890              Wales
12979             2000         Washington
5773              1930         Washington
626               1970         Washington
16264             1990         Washington
7230              1970         Washington
16270             1950         Washington
12588             1960         Washington
9709              1990         Washington
11259             1990         Washington
10519             1940         Washington
13450             1940         Washington
2075              1980         Washington
10600             1970         Washington
12566             1980         Washington
10588             1910         Washington
3273              1990         Washington
526               1970         Washington
640               1910         Washington
15613             1980         Washington
15623             2000         Washington
14072             1960         Washington
4010              1910         Washington
3276              2010         Washington
9719              2000         Washington
4009              1920         Washington
5745              1990         Washington
13429             1990         Washington
12941             1980         Washington
17137             2000         Washington
9040              1970         Washington
16466             1970         Washington
532               1920         Washington
12528             2000         Washington
3270              2010         Washington
3267              2010         Washington
15631             1910         Washington
14039             1960         Washington
652               1960         Washington
17005             1940         Washington
13824             1990         Washington
10016             1960         Washington
12609             2010         Washington
1675              2010         Washington
16002             1990         Washington
9791              2000         Washington
6531              1910         Washington
15999             1990         Washington
2915              1970         Washington
1767              2000         Washington
4798              1970         Washington
4797              1980         Washington
294               2010         Washington
6527              1910         Washington
11085             1930         Washington
16324             1910         Washington
1012              1960         Washington
491               2000         Washington
3933              2010         Washington
12698             2000         Washington
15859             2010         Washington
574               1920         Washington
3240              1970         Washington
15866             2000         Washington
9807              2000         Washington
29                1920         Washington
15958             2010         Washington
3915              1970         Washington
4747              2000         Washington
1236              1980         Washington
12758             2000         Washington
302               1940         Washington
8975              1980         Washington
12919             1980         Washington
13025             2000         Washington
1823              2010         Washington
12612             2010         Washington
13568             1930         Washington
11218             2000         Washington
7998              2000         Washington
9753              2010         Washington
8564              1950         Washington
16133             1970         Washington
9009              1970         Washington
16132             1990         Washington
18610             1950         Washington
10869             1980         Washington
17031             1940         Washington
16083             1910         Washington
8153              1980         Washington
9763              1940         Washington
9000              1960         Washington
4478              2000         Washington
12658             1950         Washington
16071             1940         Washington
16302             1990         Washington
16303             1980         Washington
6860              1970         Washington
16041             1950         Washington
4841              1910         Washington
1755              1920         Washington
8070              1930         Washington
9783              2000         Washington
7323              2000         Washington
8135              2000         Washington
603               2000         Washington
13924             1990         Washington
15739             1950         Washington
14139             2000         Washington
6964              2010         Washington
11889             1920         Washington
14967             1910         Washington
1425              1900         Washington
8296              1930         Washington
7858              1970         Washington
2773              1970         Washington
15016             1940         Washington
9458              1990         Washington
9201              1980         Washington
6772              2010         Washington
1435              2000         Washington
6768              1980         Washington
3666              1980         Washington
890               1970         Washington
2101              2000         Washington
8431              1980         Washington
6147              2000         Washington
15106             1980         Washington
17723             1960         Washington
8276              1990         Washington
16687             1920         Washington
430               1960         Washington
18143             1980         Washington
18672             1980         Washington
1749              1940         Washington
2450              1980         Washington
9550              1940         Washington
7068              1910         Washington
14924             1960         Washington
16642             2000         Washington
13215             2010         Washington
1941              1940         Washington
14695             1990         Washington
17971             1960         Washington
6903              1970         Washington
14787             1990         Washington
8364              1940         Washington
6852              1970         Washington
12112             1980         Washington
7883              1980         Washington
17989             1940         Washington
14828             2010         Washington
8347              1940         Washington
9269              1990         Washington
14865             2000         Washington
6844              2000         Washington
12137             1930         Washington
14866             1980         Washington
11956             1940         Washington
3607              1940         Washington
11951             1910         Washington
6937              1990         Washington
201               1980         Washington
17866             1990         Washington
9377              2010         Washington
13285             1980         Washington
18022             1950         Washington
18024             2000         Washington
17862             2010         Washington
13217             1960         Washington
10274             2000         Washington
415               1960         Washington
15246             1960         Washington
10755             2010         Washington
16548             1970         Washington
10487             1940         Washington
14227             1990         Washington
1517              2000         Washington
2002              2000         Washington
5038              2000         Washington
6628              1910         Washington
7146              1990         Washington
3798              1970         Washington
5037              1990         Washington
15382             1900         Washington
2141              1960         Washington
12400             1970         Washington
15413             1950         Washington
14177             2000         Washington
342               1980         Washington
14165             1940         Washington
16616             1950         Washington
10159             1980         Washington
9632              1950         Washington
3771              2010         Washington
8765              1970         Washington
14187             2000         Washington
450               1980         Washington
9622              1980        WestGermany
3920              1980        WestGermany
5859              1980        WestGermany
642               2000        WestGermany
12546             2000        WestGermany
7921              1970        WestGermany
1093              1970        WestGermany
10833             1980        WestGermany
17935             1980        WestGermany
1438              1980        WestGermany
12999             1990        WestGermany
5669              1920       WestVirginia
6208              1970       WestVirginia
6813              1910       WestVirginia
924               1910       WestVirginia
7489              1890       WestVirginia
2569              2010       WestVirginia
11275             1890       WestVirginia
3541              1950       WestVirginia
1375              1920       WestVirginia
8609              2010       WestVirginia
9260              1980       WestVirginia
10091             1890       WestVirginia
6803              1880       WestVirginia
5739              1900       WestVirginia
6162              1870       WestVirginia
15962             2000       WestVirginia
18508             1910       WestVirginia
15430             1910       WestVirginia
6207              1970       WestVirginia
4033              1920       WestVirginia
11836             1920       WestVirginia
3974              2000       WestVirginia
8720              1980       WestVirginia
1206              1940       WestVirginia
3017              1950       WestVirginia
104               2000       WestVirginia
11384             1900       WestVirginia
18464             1920       WestVirginia
5322              1910       WestVirginia
8829              1900       WestVirginia
203               1910       WestVirginia
1218              1900       WestVirginia
2627              1990       WestVirginia
2619              1940       WestVirginia
13768             1950       WestVirginia
18714             1910       WestVirginia
7185              1990       WestVirginia
7854              2000       WestVirginia
2179              1890       WestVirginia
16565             1970       WestVirginia
10859             2000       WestVirginia
11296             1890       WestVirginia
10858             1910       WestVirginia
2281              1930       WestVirginia
5303              1910       WestVirginia
12183             1910       WestVirginia
6061              1930       WestVirginia
3774              1900       WestVirginia
15511             1870       WestVirginia
14113             1940       WestVirginia
12801             1890       WestVirginia
18440             1920       WestVirginia
1658              1930       WestVirginia
1194              1900       WestVirginia
18559             1970       WestVirginia
6771              1960       WestVirginia
5897              1910       WestVirginia
512               1970       WestVirginia
18131             1980       WestVirginia
17450             1960       WestVirginia
17702             1960       WestVirginia
6888              1950       WestVirginia
17610             1990       WestVirginia
18354             1960       WestVirginia
17696             1900       WestVirginia
12346             2000       WestVirginia
13950             1980       WestVirginia
14355             1900       WestVirginia
6730              2010       WestVirginia
5609              1950       WestVirginia
5610              1950       WestVirginia
3386              1910       WestVirginia
2787              1910       WestVirginia
10758             1950       WestVirginia
4472              1940       WestVirginia
11603             1880       WestVirginia
11604             1880       WestVirginia
5635              1950       WestVirginia
5640              1890       WestVirginia
10415             1960       WestVirginia
9289              1950       WestVirginia
5103              1980       WestVirginia
829               1910       WestVirginia
18168             1920       WestVirginia
15713             1900       WestVirginia
13972             1930       WestVirginia
16263             1940       WestVirginia
9543              1920       WestVirginia
15288             1940       WestVirginia
477               1920       WestVirginia
18365             1970       WestVirginia
7625              1900       WestVirginia
761               1930       WestVirginia
13497             1960       WestVirginia
7003              1910       WestVirginia
1958              1950       WestVirginia
1820              1970       WestVirginia
7007              1960       WestVirginia
17779             1880       WestVirginia
15517             1920       WestVirginia
5546              1960       WestVirginia
2360              1930       WestVirginia
9322              1890       WestVirginia
14150             1930       WestVirginia
2128              1990       WestVirginia
10228             1910       WestVirginia
1673              1890       WestVirginia
15047             1910       WestVirginia
13253             1980       WestVirginia
11502             1950       WestVirginia
751               1960       WestVirginia
1993              1960       WestVirginia
598               1910       WestVirginia
11757             1910       WestVirginia
757               1880       WestVirginia
6002              1940       WestVirginia
5362              1940       WestVirginia
2153              1950       WestVirginia
4791              1960       WestVirginia
8959              1910       WestVirginia
16734             1920       WestVirginia
6367              2000          Wisconsin
12973             1900          Wisconsin
8630              1910          Wisconsin
8589              1900          Wisconsin
10749             1980          Wisconsin
4384              1910          Wisconsin
10268             1970          Wisconsin
1691              1960          Wisconsin
6184              1900          Wisconsin
1096              1900          Wisconsin
4151              1950          Wisconsin
449               1930          Wisconsin
16455             1880          Wisconsin
10122             1920          Wisconsin
7601              2000          Wisconsin
6223              1970          Wisconsin
16735             1910          Wisconsin
13487             1910          Wisconsin
2942              1940          Wisconsin
7649              1950          Wisconsin
3192              1900          Wisconsin
13349             1910          Wisconsin
7629              1970          Wisconsin
10069             1900          Wisconsin
10643             1910          Wisconsin
10408             1900          Wisconsin
4467              1880          Wisconsin
16435             1900          Wisconsin
16428             1890          Wisconsin
10166             1890          Wisconsin
16624             2000          Wisconsin
18697             1980          Wisconsin
16841             2000          Wisconsin
4141              1940          Wisconsin
8624              1940          Wisconsin
13000             1950          Wisconsin
2066              1900          Wisconsin
16784             1950          Wisconsin
13300             1960          Wisconsin
10709             1940          Wisconsin
16320             1970          Wisconsin
13524             1930          Wisconsin
2907              1970          Wisconsin
1141              1910          Wisconsin
10287             1970          Wisconsin
13038             1940          Wisconsin
1145              1990          Wisconsin
13193             1900          Wisconsin
13188             1900          Wisconsin
13186             1900          Wisconsin
10036             1880          Wisconsin
13499             1970          Wisconsin
8814              1930          Wisconsin
12994             2010          Wisconsin
18708             2000          Wisconsin
9302              1970          Wisconsin
6029              1980          Wisconsin
5661              1980          Wisconsin
17616             1940          Wisconsin
15307             1990          Wisconsin
917               1930          Wisconsin
5083              1880          Wisconsin
7092              1980          Wisconsin
8244              2000          Wisconsin
9126              1930          Wisconsin
7088              1950          Wisconsin
2144              1960          Wisconsin
15162             1920          Wisconsin
8444              1940          Wisconsin
9141              1960          Wisconsin
9148              1900          Wisconsin
18146             1990          Wisconsin
5137              1880          Wisconsin
15122             1950          Wisconsin
15115             1880          Wisconsin
17721             1990          Wisconsin
7147              1940          Wisconsin
7149              1920          Wisconsin
11477             1990          Wisconsin
7166              1890          Wisconsin
15565             1920          Wisconsin
3806              1950          Wisconsin
13584             1960          Wisconsin
5730              1930          Wisconsin
2405              1910          Wisconsin
6621              1900          Wisconsin
11331             1960          Wisconsin
12507             1920          Wisconsin
4949              2000          Wisconsin
9165              1960          Wisconsin
6636              1990          Wisconsin
939               1900          Wisconsin
14185             1990          Wisconsin
14189             1910          Wisconsin
5695              1960          Wisconsin
8186              1900          Wisconsin
15474             1920          Wisconsin
11431             1990          Wisconsin
18218             1880          Wisconsin
18217             1980          Wisconsin
17532             1990          Wisconsin
15105             1910          Wisconsin
5171              1910          Wisconsin
9496              1910          Wisconsin
6962              1990          Wisconsin
5287              1950          Wisconsin
11940             1970          Wisconsin
6938              1910          Wisconsin
9241              1880          Wisconsin
14614             2000          Wisconsin
9249              1960          Wisconsin
9250              1940          Wisconsin
847               1920          Wisconsin
1421              1900          Wisconsin
12129             1890          Wisconsin
14654             2010          Wisconsin
17899             1970          Wisconsin
834               1900          Wisconsin
14663             1940          Wisconsin
5342              1920          Wisconsin
9279              1950          Wisconsin
9287              1970          Wisconsin
9313              1930          Wisconsin
186               1910          Wisconsin
9265              1950          Wisconsin
17494             2000          Wisconsin
9425              1910          Wisconsin
1426              1900          Wisconsin
9172              1910          Wisconsin
12293             1890          Wisconsin
15093             1940          Wisconsin
1914              1920          Wisconsin
9181              1940          Wisconsin
15051             1950          Wisconsin
14445             1930          Wisconsin
5544              1970          Wisconsin
12267             1890          Wisconsin
18054             1990          Wisconsin
14470             2000          Wisconsin
12247             1970          Wisconsin
3650              1880          Wisconsin
12238             2000          Wisconsin
11844             1880          Wisconsin
3645              1880          Wisconsin
11855             1880          Wisconsin
1923              1880          Wisconsin
18060             1970          Wisconsin
770               1910          Wisconsin
6999              1890          Wisconsin
4931              1910          Wisconsin
9710              1900          Wisconsin
18278             1950          Wisconsin
4673              1950          Wisconsin
13752             1990          Wisconsin
13756             1950          Wisconsin
12815             1970          Wisconsin
1612              1960          Wisconsin
2041              1990          Wisconsin
12810             1940          Wisconsin
13777             1900          Wisconsin
16009             1930          Wisconsin
9903              1950          Wisconsin
2122              1940          Wisconsin
5919              2000          Wisconsin
1803              1910          Wisconsin
3020              1940          Wisconsin
68                1960          Wisconsin
3930              1890          Wisconsin
15955             1960          Wisconsin
3416              2010          Wisconsin
17310             1940          Wisconsin
13833             1990          Wisconsin
8928              1900          Wisconsin
1596              1960          Wisconsin
8063              1900          Wisconsin
16070             1920          Wisconsin
1180              2000          Wisconsin
514               1970          Wisconsin
6014              1910          Wisconsin
10788             1900          Wisconsin
6003              1930          Wisconsin
8579              1980          Wisconsin
2115              1910          Wisconsin
7518              2000          Wisconsin
1190              2000          Wisconsin
6438              1940          Wisconsin
1776              1960          Wisconsin
17184             1960          Wisconsin
6406              1880          Wisconsin
17191             1960          Wisconsin
7492              1890          Wisconsin
5969              1960          Wisconsin
10901             1920          Wisconsin
1210              1930          Wisconsin
46                1960          Wisconsin
9929              1990          Wisconsin
18501             1890          Wisconsin
12762             1910          Wisconsin
17309             1950          Wisconsin
13976             1960          Wisconsin
5805              1880          Wisconsin
5802              1970          Wisconsin
13988             1910          Wisconsin
7280              2010          Wisconsin
9022              1980          Wisconsin
9027              1930          Wisconsin
7260              1980          Wisconsin
9029              1900          Wisconsin
9030              1930          Wisconsin
4856              1900          Wisconsin
6581              1910          Wisconsin
4908              2000          Wisconsin
5770              1940          Wisconsin
3829              1870          Wisconsin
15626             1930          Wisconsin
6599              1950          Wisconsin
101               1900          Wisconsin
8484              1900          Wisconsin
4922              1920          Wisconsin
11303             1900          Wisconsin
7258              1940          Wisconsin
2536              1900          Wisconsin
16812             1910          Wisconsin
15842             1980          Wisconsin
2854              1900          Wisconsin
9806              1940          Wisconsin
13931             1950          Wisconsin
12722             1920          Wisconsin
6494              1930          Wisconsin
15820             1920          Wisconsin
13873             1970          Wisconsin
982               1890          Wisconsin
4760              1930          Wisconsin
9777              1910          Wisconsin
17348             1980          Wisconsin
8988              1950          Wisconsin
13854             1970          Wisconsin
4829              2000          Wisconsin
6533              1910          Wisconsin
15750             1900          Wisconsin
9445              1990            Wyoming
2094              2000            Wyoming
12344             2010            Wyoming
4224              1980            Wyoming
7024              1930            Wyoming
18096             1980            Wyoming
4613              1960            Wyoming
17655             2010            Wyoming
4880              1950            Wyoming
16017             1970            Wyoming
8189              2000            Wyoming
4039              1970            Wyoming
7819              2010            Wyoming
2024              1980            Wyoming
15906             1970            Wyoming
2778              1900              maine

As you may notice, a few of the countries no longer exist, but rather than combining Austria-Hungary births with Austria, we are leaving these as different countries, since they were at the time of the players' births. Also, to avoid confusion, please note that nobody born from the country of Georgia has played in the Major Leagues... I checked. Also, please note that when I refer to countries, I am including commonwealths, kingdoms, territories, etc. in this list and using them synonymously with the term country for ease.

There is one player (index 3480) who is incorrectly labeled as born in "Virgin Island" not "Virgin Islands", as well as one player (index 2778) whose birth place is labeled as "maine" instead of "Maine" so we need to fix that.


In [243]:
bp.set_value(3480, 'Birth Location', 'VirginIslands')
bp.set_value(2778, 'Birth Location', 'Maine')


Out[243]:
Decade of Debut Birth Location
1905 1990 Afghanistan
7181 1930 Alabama
7030 1960 Alabama
14674 1990 Alabama
4743 1940 Alabama
7051 1940 Alabama
9557 1980 Alabama
358 1930 Alabama
17042 1920 Alabama
13120 1930 Alabama
14628 1930 Alabama
17073 1930 Alabama
4625 2000 Alabama
345 2010 Alabama
17115 1940 Alabama
8328 2010 Alabama
7093 1960 Alabama
13174 1930 Alabama
337 1990 Alabama
4589 1880 Alabama
11537 1960 Alabama
17167 1920 Alabama
17168 1910 Alabama
4532 1930 Alabama
7028 1940 Alabama
16965 1940 Alabama
2458 1910 Alabama
14727 2010 Alabama
6898 2010 Alabama
16807 1970 Alabama
9482 1950 Alabama
4883 1920 Alabama
4882 2010 Alabama
9483 1950 Alabama
16831 1920 Alabama
16851 1920 Alabama
11765 1990 Alabama
11752 1950 Alabama
7132 1950 Alabama
16877 2010 Alabama
9492 1980 Alabama
11731 1930 Alabama
13035 2000 Alabama
16891 1970 Alabama
16893 1980 Alabama
16895 1970 Alabama
11721 1980 Alabama
8404 1970 Alabama
16915 1980 Alabama
11700 1970 Alabama
13033 2000 Alabama
4497 2000 Alabama
11527 1940 Alabama
7180 1920 Alabama
13363 2000 Alabama
17566 1910 Alabama
14299 2000 Alabama
2370 2000 Alabama
11203 2000 Alabama
9824 2000 Alabama
11190 1990 Alabama
4064 1960 Alabama
1546 2000 Alabama
17653 2000 Alabama
8177 1970 Alabama
14290 2000 Alabama
17666 1920 Alabama
8176 1970 Alabama
9835 1950 Alabama
4017 2010 Alabama
17707 2010 Alabama
1554 1910 Alabama
11162 2010 Alabama
17734 2000 Alabama
3999 1990 Alabama
1557 1920 Alabama
926 1950 Alabama
11297 1970 Alabama
12971 1980 Alabama
8230 1960 Alabama
9749 1960 Alabama
8286 2010 Alabama
7194 1980 Alabama
9633 1940 Alabama
8280 1920 Alabama
1500 1920 Alabama
14521 1990 Alabama
8272 1980 Alabama
11455 2000 Alabama
1506 1950 Alabama
1507 1930 Alabama
14490 1920 Alabama
11403 1930 Alabama
2929 1950 Alabama
17372 1930 Alabama
17377 1960 Alabama
13291 2000 Alabama
14458 1930 Alabama
17391 1920 Alabama
17412 1990 Alabama
9732 1940 Alabama
4289 2010 Alabama
13313 2000 Alabama
7329 1990 Alabama
1115 1970 Alabama
3992 1920 Alabama
11834 1920 Alabama
6891 1940 Alabama
12275 1930 Alabama
2008 1960 Alabama
9095 2000 Alabama
8722 1980 Alabama
15329 1970 Alabama
9115 1960 Alabama
5597 1950 Alabama
16081 2000 Alabama
15324 1920 Alabama
16115 1980 Alabama
12278 1940 Alabama
699 1940 Alabama
5561 1890 Alabama
15322 1920 Alabama
15321 1920 Alabama
12737 1960 Alabama
5499 1960 Alabama
16202 1920 Alabama
6332 1940 Alabama
12219 1970 Alabama
15273 1990 Alabama
12204 1940 Alabama
15323 1930 Alabama
5654 1900 Alabama
6171 1920 Alabama
15973 2000 Alabama
639 1970 Alabama
12483 1940 Alabama
8894 1980 Alabama
15605 1930 Alabama
6114 1920 Alabama
2065 1950 Alabama
12457 1970 Alabama
12584 1930 Alabama
15570 1940 Alabama
8815 2000 Alabama
12411 1970 Alabama
8937 2010 Alabama
6146 2010 Alabama
8789 1910 Alabama
15806 1970 Alabama
15839 1960 Alabama
8998 1950 Alabama
5788 1960 Alabama
15867 1980 Alabama
15463 1980 Alabama
9053 2010 Alabama
15442 1920 Alabama
2599 1960 Alabama
1979 2000 Alabama
8613 1940 Alabama
6419 1920 Alabama
16231 1960 Alabama
8480 1960 Alabama
6783 1970 Alabama
782 1920 Alabama
6785 1960 Alabama
9404 1990 Alabama
14898 1920 Alabama
2800 1970 Alabama
16583 1930 Alabama
786 1920 Alabama
14875 1970 Alabama
2804 1940 Alabama
16631 1970 Alabama
16632 1980 Alabama
6810 1980 Alabama
16658 2010 Alabama
16685 1950 Alabama
1926 1900 Alabama
9435 1970 Alabama
16701 1990 Alabama
11870 1950 Alabama
11869 1910 Alabama
12963 2000 Alabama
12967 2010 Alabama
12929 1910 Alabama
11838 1980 Alabama
16499 1960 Alabama
5180 1940 Alabama
16236 1940 Alabama
6427 1950 Alabama
6436 1920 Alabama
12121 1910 Alabama
6453 2010 Alabama
6525 1990 Alabama
2539 1940 Alabama
498 1950 Alabama
12826 1940 Alabama
6559 1910 Alabama
1388 2000 Alabama
5278 1930 Alabama
5277 1930 Alabama
16336 1900 Alabama
16338 1890 Alabama
12035 1900 Alabama
8545 1990 Alabama
16367 1960 Alabama
16402 1910 Alabama
12874 1970 Alabama
8543 1990 Alabama
12879 1920 Alabama
16457 1990 Alabama
12921 1930 Alabama
17767 1920 Alabama
15625 1960 Alabama
3990 1990 Alabama
8041 1980 Alabama
3680 1910 Alabama
13551 1970 Alabama
18262 1920 Alabama
112 1960 Alabama
13567 1950 Alabama
13927 1980 Alabama
18292 1970 Alabama
7706 1910 Alabama
18293 1890 Alabama
18310 1920 Alabama
13919 2000 Alabama
10880 1950 Alabama
3568 2010 Alabama
7774 2010 Alabama
13917 2000 Alabama
13581 1920 Alabama
88 1990 Alabama
14214 2000 Alabama
1738 1940 Alabama
8056 1990 Alabama
18223 1950 Alabama
166 1970 Alabama
3854 1930 Alabama
3851 1950 Alabama
9963 1990 Alabama
9964 1910 Alabama
11011 1940 Alabama
18113 1930 Alabama
962 2000 Alabama
13978 1940 Alabama
18119 1950 Alabama
10991 1970 Alabama
18162 2000 Alabama
10986 1940 Alabama
7642 1920 Alabama
3802 2010 Alabama
3754 2010 Alabama
13539 1990 Alabama
1764 1980 Alabama
1601 1970 Alabama
3106 1990 Alabama
13608 1990 Alabama
3520 1920 Alabama
18561 1980 Alabama
1014 1970 Alabama
18584 1930 Alabama
10389 1910 Alabama
18609 2000 Alabama
10419 1900 Alabama
10420 1920 Alabama
13764 1970 Alabama
18531 1930 Alabama
13676 1950 Alabama
1702 1960 Alabama
10614 1970 Alabama
10596 1930 Alabama
3253 1970 Alabama
10545 1930 Alabama
13717 1940 Alabama
2 1960 Alabama
1 1950 Alabama
7899 1990 Alabama
18517 2000 Alabama
1718 2010 Alabama
10723 1960 Alabama
13613 1930 Alabama
10790 1950 Alabama
18406 1990 Alabama
10775 1910 Alabama
10289 1970 Alabama
10754 1950 Alabama
61 1930 Alabama
57 2010 Alabama
13835 1980 Alabama
18455 2000 Alabama
13629 1920 Alabama
3132 1920 Alabama
10738 1960 Alabama
3134 1930 Alabama
3436 1990 Alabama
18470 1950 Alabama
7850 1950 Alabama
10727 1950 Alabama
10352 1950 Alabama
1592 2010 Alabama
7626 1970 Alabama
13926 1960 Alabama
17959 2010 Alabama
14100 1950 Alabama
18034 2010 Alabama
1784 2000 Alabama
1783 1940 Alabama
195 1910 Alabama
11136 1940 Alabama
11123 1960 Alabama
9873 1910 Alabama
7563 1960 Alabama
3001 1940 Alabama
8149 1980 Alabama
7521 1940 Alabama
18030 1960 Alabama
2361 1950 Alabama
9872 1940 Alabama
7613 1940 Alabama
17851 1910 Alabama
17870 1980 Alabama
8123 1940 Alabama
13496 1950 Alabama
17991 1950 Alabama
7614 1930 Alabama
3912 1950 Alabama
1797 1960 Alabama
16062 1970 Alaska
18132 2000 Alaska
13284 2000 Alaska
1154 2000 Alaska
10010 1980 Alaska
16463 1920 Alaska
2777 2000 Alaska
15061 1980 Alaska
15069 2000 Alaska
9305 1980 Alaska
789 2010 Alaska
3744 2000 Alaska
15909 1960 AmericanSamoa
13321 1990 Arizona
17418 2000 Arizona
3914 1920 Arizona
18331 1970 Arizona
702 1990 Arizona
12557 1990 Arizona
1990 1980 Arizona
710 2000 Arizona
110 2000 Arizona
4051 2010 Arizona
662 1960 Arizona
17488 1980 Arizona
13923 1930 Arizona
12228 1980 Arizona
13014 2010 Arizona
425 1990 Arizona
13579 2000 Arizona
2387 2010 Arizona
10884 2010 Arizona
18289 1990 Arizona
10127 1990 Arizona
9891 2010 Arizona
10226 1940 Arizona
7373 1990 Arizona
9347 1970 Arizona
2296 2010 Arizona
13843 2000 Arizona
15076 1970 Arizona
8587 2010 Arizona
15088 1980 Arizona
3489 2010 Arizona
12417 1940 Arizona
4125 1910 Arizona
16266 2000 Arizona
18448 2000 Arizona
15523 1990 Arizona
12824 1980 Arizona
12823 2000 Arizona
3461 1970 Arizona
14867 1990 Arizona
2210 2010 Arizona
14512 2010 Arizona
4174 1970 Arizona
5012 2000 Arizona
13607 2000 Arizona
11748 2000 Arizona
5032 2000 Arizona
8979 2000 Arizona
1826 2010 Arizona
12779 2010 Arizona
10504 2000 Arizona
14169 1960 Arizona
10246 1980 Arizona
6411 1970 Arizona
7908 1990 Arizona
7559 2000 Arizona
7606 1970 Arizona
1690 1990 Arizona
14782 2000 Arizona
8883 2000 Arizona
8367 2000 Arizona
12289 1950 Arizona
4631 2000 Arizona
4624 2000 Arizona
1699 2000 Arizona
7896 1980 Arizona
15907 2010 Arizona
9596 1950 Arizona
7121 1970 Arizona
11555 1990 Arizona
8772 1940 Arizona
8773 1950 Arizona
7128 1980 Arizona
13507 2000 Arizona
224 1980 Arizona
9978 1990 Arizona
13504 1980 Arizona
18088 2010 Arizona
10650 2000 Arizona
11513 2000 Arizona
13258 2000 Arizona
9637 1930 Arizona
11465 1990 Arizona
7937 1980 Arizona
5981 1960 Arizona
308 2000 Arizona
959 2000 Arizona
9689 1960 Arizona
12283 2010 Arizona
1381 1960 Arizona
8421 1940 Arizona
17392 1970 Arizona
7300 1940 Arizona
6969 2000 Arizona
1895 2010 Arizona
12680 1960 Arizona
8060 1980 Arizona
16116 1980 Arizona
38 2000 Arizona
3196 1920 Arizona
16085 2000 Arizona
2580 2000 Arizona
13461 1960 Arkansas
8777 1950 Arkansas
8182 1920 Arkansas
15453 1990 Arkansas
5594 2000 Arkansas
1655 1960 Arkansas
16248 1930 Arkansas
8658 1900 Arkansas
593 1900 Arkansas
5571 1990 Arkansas
8173 1950 Arkansas
18504 1950 Arkansas
15469 1920 Arkansas
1220 1940 Arkansas
4003 1960 Arkansas
18537 1940 Arkansas
18449 2010 Arkansas
10713 1900 Arkansas
15851 2010 Arkansas
741 1980 Arkansas
1701 1950 Arkansas
14237 1980 Arkansas
5411 1940 Arkansas
11 1970 Arkansas
16188 1940 Arkansas
16194 1950 Arkansas
2987 2010 Arkansas
1713 1940 Arkansas
4027 1930 Arkansas
15507 1940 Arkansas
11176 1980 Arkansas
4030 1930 Arkansas
8758 1920 Arkansas
2010 1960 Arkansas
8770 1940 Arkansas
12210 2000 Arkansas
15767 1950 Arkansas
18582 1910 Arkansas
12297 1940 Arkansas
15738 1910 Arkansas
15982 1940 Arkansas
13826 1940 Arkansas
8956 1950 Arkansas
6261 1960 Arkansas
17705 1930 Arkansas
5611 1920 Arkansas
2597 1880 Arkansas
9225 1990 Arkansas
7966 1960 Arkansas
1985 1920 Arkansas
11115 1950 Arkansas
8946 1940 Arkansas
10355 1990 Arkansas
3387 1930 Arkansas
15283 1920 Arkansas
17669 1910 Arkansas
9833 1920 Arkansas
... ... ...
10869 1980 Washington
17031 1940 Washington
16083 1910 Washington
8153 1980 Washington
9763 1940 Washington
9000 1960 Washington
4478 2000 Washington
12658 1950 Washington
16071 1940 Washington
16302 1990 Washington
16303 1980 Washington
6860 1970 Washington
16041 1950 Washington
4841 1910 Washington
1755 1920 Washington
8070 1930 Washington
9783 2000 Washington
7323 2000 Washington
8135 2000 Washington
603 2000 Washington
13924 1990 Washington
15739 1950 Washington
14139 2000 Washington
6964 2010 Washington
11889 1920 Washington
14967 1910 Washington
1425 1900 Washington
8296 1930 Washington
7858 1970 Washington
2773 1970 Washington
15016 1940 Washington
9458 1990 Washington
9201 1980 Washington
6772 2010 Washington
1435 2000 Washington
6768 1980 Washington
3666 1980 Washington
890 1970 Washington
2101 2000 Washington
8431 1980 Washington
6147 2000 Washington
15106 1980 Washington
17723 1960 Washington
8276 1990 Washington
16687 1920 Washington
430 1960 Washington
18143 1980 Washington
18672 1980 Washington
1749 1940 Washington
2450 1980 Washington
9550 1940 Washington
7068 1910 Washington
14924 1960 Washington
16642 2000 Washington
13215 2010 Washington
1941 1940 Washington
14695 1990 Washington
17971 1960 Washington
6903 1970 Washington
14787 1990 Washington
8364 1940 Washington
6852 1970 Washington
12112 1980 Washington
7883 1980 Washington
17989 1940 Washington
14828 2010 Washington
8347 1940 Washington
9269 1990 Washington
14865 2000 Washington
6844 2000 Washington
12137 1930 Washington
14866 1980 Washington
11956 1940 Washington
3607 1940 Washington
11951 1910 Washington
6937 1990 Washington
201 1980 Washington
17866 1990 Washington
9377 2010 Washington
13285 1980 Washington
18022 1950 Washington
18024 2000 Washington
17862 2010 Washington
13217 1960 Washington
10274 2000 Washington
415 1960 Washington
15246 1960 Washington
10755 2010 Washington
16548 1970 Washington
10487 1940 Washington
14227 1990 Washington
1517 2000 Washington
2002 2000 Washington
5038 2000 Washington
6628 1910 Washington
7146 1990 Washington
3798 1970 Washington
5037 1990 Washington
15382 1900 Washington
2141 1960 Washington
12400 1970 Washington
15413 1950 Washington
14177 2000 Washington
342 1980 Washington
14165 1940 Washington
16616 1950 Washington
10159 1980 Washington
9632 1950 Washington
3771 2010 Washington
8765 1970 Washington
14187 2000 Washington
450 1980 Washington
9622 1980 WestGermany
3920 1980 WestGermany
5859 1980 WestGermany
642 2000 WestGermany
12546 2000 WestGermany
7921 1970 WestGermany
1093 1970 WestGermany
10833 1980 WestGermany
17935 1980 WestGermany
1438 1980 WestGermany
12999 1990 WestGermany
5669 1920 WestVirginia
6208 1970 WestVirginia
6813 1910 WestVirginia
924 1910 WestVirginia
7489 1890 WestVirginia
2569 2010 WestVirginia
11275 1890 WestVirginia
3541 1950 WestVirginia
1375 1920 WestVirginia
8609 2010 WestVirginia
9260 1980 WestVirginia
10091 1890 WestVirginia
6803 1880 WestVirginia
5739 1900 WestVirginia
6162 1870 WestVirginia
15962 2000 WestVirginia
18508 1910 WestVirginia
15430 1910 WestVirginia
6207 1970 WestVirginia
4033 1920 WestVirginia
11836 1920 WestVirginia
3974 2000 WestVirginia
8720 1980 WestVirginia
1206 1940 WestVirginia
3017 1950 WestVirginia
104 2000 WestVirginia
11384 1900 WestVirginia
18464 1920 WestVirginia
5322 1910 WestVirginia
8829 1900 WestVirginia
203 1910 WestVirginia
1218 1900 WestVirginia
2627 1990 WestVirginia
2619 1940 WestVirginia
13768 1950 WestVirginia
18714 1910 WestVirginia
7185 1990 WestVirginia
7854 2000 WestVirginia
2179 1890 WestVirginia
16565 1970 WestVirginia
10859 2000 WestVirginia
11296 1890 WestVirginia
10858 1910 WestVirginia
2281 1930 WestVirginia
5303 1910 WestVirginia
12183 1910 WestVirginia
6061 1930 WestVirginia
3774 1900 WestVirginia
15511 1870 WestVirginia
14113 1940 WestVirginia
12801 1890 WestVirginia
18440 1920 WestVirginia
1658 1930 WestVirginia
1194 1900 WestVirginia
18559 1970 WestVirginia
6771 1960 WestVirginia
5897 1910 WestVirginia
512 1970 WestVirginia
18131 1980 WestVirginia
17450 1960 WestVirginia
17702 1960 WestVirginia
6888 1950 WestVirginia
17610 1990 WestVirginia
18354 1960 WestVirginia
17696 1900 WestVirginia
12346 2000 WestVirginia
13950 1980 WestVirginia
14355 1900 WestVirginia
6730 2010 WestVirginia
5609 1950 WestVirginia
5610 1950 WestVirginia
3386 1910 WestVirginia
2787 1910 WestVirginia
10758 1950 WestVirginia
4472 1940 WestVirginia
11603 1880 WestVirginia
11604 1880 WestVirginia
5635 1950 WestVirginia
5640 1890 WestVirginia
10415 1960 WestVirginia
9289 1950 WestVirginia
5103 1980 WestVirginia
829 1910 WestVirginia
18168 1920 WestVirginia
15713 1900 WestVirginia
13972 1930 WestVirginia
16263 1940 WestVirginia
9543 1920 WestVirginia
15288 1940 WestVirginia
477 1920 WestVirginia
18365 1970 WestVirginia
7625 1900 WestVirginia
761 1930 WestVirginia
13497 1960 WestVirginia
7003 1910 WestVirginia
1958 1950 WestVirginia
1820 1970 WestVirginia
7007 1960 WestVirginia
17779 1880 WestVirginia
15517 1920 WestVirginia
5546 1960 WestVirginia
2360 1930 WestVirginia
9322 1890 WestVirginia
14150 1930 WestVirginia
2128 1990 WestVirginia
10228 1910 WestVirginia
1673 1890 WestVirginia
15047 1910 WestVirginia
13253 1980 WestVirginia
11502 1950 WestVirginia
751 1960 WestVirginia
1993 1960 WestVirginia
598 1910 WestVirginia
11757 1910 WestVirginia
757 1880 WestVirginia
6002 1940 WestVirginia
5362 1940 WestVirginia
2153 1950 WestVirginia
4791 1960 WestVirginia
8959 1910 WestVirginia
16734 1920 WestVirginia
6367 2000 Wisconsin
12973 1900 Wisconsin
8630 1910 Wisconsin
8589 1900 Wisconsin
10749 1980 Wisconsin
4384 1910 Wisconsin
10268 1970 Wisconsin
1691 1960 Wisconsin
6184 1900 Wisconsin
1096 1900 Wisconsin
4151 1950 Wisconsin
449 1930 Wisconsin
16455 1880 Wisconsin
10122 1920 Wisconsin
7601 2000 Wisconsin
6223 1970 Wisconsin
16735 1910 Wisconsin
13487 1910 Wisconsin
2942 1940 Wisconsin
7649 1950 Wisconsin
3192 1900 Wisconsin
13349 1910 Wisconsin
7629 1970 Wisconsin
10069 1900 Wisconsin
10643 1910 Wisconsin
10408 1900 Wisconsin
4467 1880 Wisconsin
16435 1900 Wisconsin
16428 1890 Wisconsin
10166 1890 Wisconsin
16624 2000 Wisconsin
18697 1980 Wisconsin
16841 2000 Wisconsin
4141 1940 Wisconsin
8624 1940 Wisconsin
13000 1950 Wisconsin
2066 1900 Wisconsin
16784 1950 Wisconsin
13300 1960 Wisconsin
10709 1940 Wisconsin
16320 1970 Wisconsin
13524 1930 Wisconsin
2907 1970 Wisconsin
1141 1910 Wisconsin
10287 1970 Wisconsin
13038 1940 Wisconsin
1145 1990 Wisconsin
13193 1900 Wisconsin
13188 1900 Wisconsin
13186 1900 Wisconsin
10036 1880 Wisconsin
13499 1970 Wisconsin
8814 1930 Wisconsin
12994 2010 Wisconsin
18708 2000 Wisconsin
9302 1970 Wisconsin
6029 1980 Wisconsin
5661 1980 Wisconsin
17616 1940 Wisconsin
15307 1990 Wisconsin
917 1930 Wisconsin
5083 1880 Wisconsin
7092 1980 Wisconsin
8244 2000 Wisconsin
9126 1930 Wisconsin
7088 1950 Wisconsin
2144 1960 Wisconsin
15162 1920 Wisconsin
8444 1940 Wisconsin
9141 1960 Wisconsin
9148 1900 Wisconsin
18146 1990 Wisconsin
5137 1880 Wisconsin
15122 1950 Wisconsin
15115 1880 Wisconsin
17721 1990 Wisconsin
7147 1940 Wisconsin
7149 1920 Wisconsin
11477 1990 Wisconsin
7166 1890 Wisconsin
15565 1920 Wisconsin
3806 1950 Wisconsin
13584 1960 Wisconsin
5730 1930 Wisconsin
2405 1910 Wisconsin
6621 1900 Wisconsin
11331 1960 Wisconsin
12507 1920 Wisconsin
4949 2000 Wisconsin
9165 1960 Wisconsin
6636 1990 Wisconsin
939 1900 Wisconsin
14185 1990 Wisconsin
14189 1910 Wisconsin
5695 1960 Wisconsin
8186 1900 Wisconsin
15474 1920 Wisconsin
11431 1990 Wisconsin
18218 1880 Wisconsin
18217 1980 Wisconsin
17532 1990 Wisconsin
15105 1910 Wisconsin
5171 1910 Wisconsin
9496 1910 Wisconsin
6962 1990 Wisconsin
5287 1950 Wisconsin
11940 1970 Wisconsin
6938 1910 Wisconsin
9241 1880 Wisconsin
14614 2000 Wisconsin
9249 1960 Wisconsin
9250 1940 Wisconsin
847 1920 Wisconsin
1421 1900 Wisconsin
12129 1890 Wisconsin
14654 2010 Wisconsin
17899 1970 Wisconsin
834 1900 Wisconsin
14663 1940 Wisconsin
5342 1920 Wisconsin
9279 1950 Wisconsin
9287 1970 Wisconsin
9313 1930 Wisconsin
186 1910 Wisconsin
9265 1950 Wisconsin
17494 2000 Wisconsin
9425 1910 Wisconsin
1426 1900 Wisconsin
9172 1910 Wisconsin
12293 1890 Wisconsin
15093 1940 Wisconsin
1914 1920 Wisconsin
9181 1940 Wisconsin
15051 1950 Wisconsin
14445 1930 Wisconsin
5544 1970 Wisconsin
12267 1890 Wisconsin
18054 1990 Wisconsin
14470 2000 Wisconsin
12247 1970 Wisconsin
3650 1880 Wisconsin
12238 2000 Wisconsin
11844 1880 Wisconsin
3645 1880 Wisconsin
11855 1880 Wisconsin
1923 1880 Wisconsin
18060 1970 Wisconsin
770 1910 Wisconsin
6999 1890 Wisconsin
4931 1910 Wisconsin
9710 1900 Wisconsin
18278 1950 Wisconsin
4673 1950 Wisconsin
13752 1990 Wisconsin
13756 1950 Wisconsin
12815 1970 Wisconsin
1612 1960 Wisconsin
2041 1990 Wisconsin
12810 1940 Wisconsin
13777 1900 Wisconsin
16009 1930 Wisconsin
9903 1950 Wisconsin
2122 1940 Wisconsin
5919 2000 Wisconsin
1803 1910 Wisconsin
3020 1940 Wisconsin
68 1960 Wisconsin
3930 1890 Wisconsin
15955 1960 Wisconsin
3416 2010 Wisconsin
17310 1940 Wisconsin
13833 1990 Wisconsin
8928 1900 Wisconsin
1596 1960 Wisconsin
8063 1900 Wisconsin
16070 1920 Wisconsin
1180 2000 Wisconsin
514 1970 Wisconsin
6014 1910 Wisconsin
10788 1900 Wisconsin
6003 1930 Wisconsin
8579 1980 Wisconsin
2115 1910 Wisconsin
7518 2000 Wisconsin
1190 2000 Wisconsin
6438 1940 Wisconsin
1776 1960 Wisconsin
17184 1960 Wisconsin
6406 1880 Wisconsin
17191 1960 Wisconsin
7492 1890 Wisconsin
5969 1960 Wisconsin
10901 1920 Wisconsin
1210 1930 Wisconsin
46 1960 Wisconsin
9929 1990 Wisconsin
18501 1890 Wisconsin
12762 1910 Wisconsin
17309 1950 Wisconsin
13976 1960 Wisconsin
5805 1880 Wisconsin
5802 1970 Wisconsin
13988 1910 Wisconsin
7280 2010 Wisconsin
9022 1980 Wisconsin
9027 1930 Wisconsin
7260 1980 Wisconsin
9029 1900 Wisconsin
9030 1930 Wisconsin
4856 1900 Wisconsin
6581 1910 Wisconsin
4908 2000 Wisconsin
5770 1940 Wisconsin
3829 1870 Wisconsin
15626 1930 Wisconsin
6599 1950 Wisconsin
101 1900 Wisconsin
8484 1900 Wisconsin
4922 1920 Wisconsin
11303 1900 Wisconsin
7258 1940 Wisconsin
2536 1900 Wisconsin
16812 1910 Wisconsin
15842 1980 Wisconsin
2854 1900 Wisconsin
9806 1940 Wisconsin
13931 1950 Wisconsin
12722 1920 Wisconsin
6494 1930 Wisconsin
15820 1920 Wisconsin
13873 1970 Wisconsin
982 1890 Wisconsin
4760 1930 Wisconsin
9777 1910 Wisconsin
17348 1980 Wisconsin
8988 1950 Wisconsin
13854 1970 Wisconsin
4829 2000 Wisconsin
6533 1910 Wisconsin
15750 1900 Wisconsin
9445 1990 Wyoming
2094 2000 Wyoming
12344 2010 Wyoming
4224 1980 Wyoming
7024 1930 Wyoming
18096 1980 Wyoming
4613 1960 Wyoming
17655 2010 Wyoming
4880 1950 Wyoming
16017 1970 Wyoming
8189 2000 Wyoming
4039 1970 Wyoming
7819 2010 Wyoming
2024 1980 Wyoming
15906 1970 Wyoming
2778 1900 Maine

18738 rows × 2 columns


In [244]:
bp=bp.sort_values(['Birth Location'])
bp


Out[244]:
Decade of Debut Birth Location
1905 1990 Afghanistan
18292 1970 Alabama
13927 1980 Alabama
13567 1950 Alabama
112 1960 Alabama
18262 1920 Alabama
13551 1970 Alabama
3680 1910 Alabama
7706 1910 Alabama
8041 1980 Alabama
15625 1960 Alabama
17767 1920 Alabama
12921 1930 Alabama
16457 1990 Alabama
12879 1920 Alabama
8543 1990 Alabama
12874 1970 Alabama
3990 1990 Alabama
18293 1890 Alabama
18310 1920 Alabama
13919 2000 Alabama
18113 1930 Alabama
11011 1940 Alabama
9964 1910 Alabama
9963 1990 Alabama
3851 1950 Alabama
3854 1930 Alabama
166 1970 Alabama
18223 1950 Alabama
8056 1990 Alabama
1738 1940 Alabama
14214 2000 Alabama
88 1990 Alabama
13581 1920 Alabama
13917 2000 Alabama
7774 2010 Alabama
3568 2010 Alabama
10880 1950 Alabama
16402 1910 Alabama
962 2000 Alabama
16367 1960 Alabama
12035 1900 Alabama
11869 1910 Alabama
11870 1950 Alabama
16701 1990 Alabama
9435 1970 Alabama
1926 1900 Alabama
16685 1950 Alabama
16658 2010 Alabama
12963 2000 Alabama
6810 1980 Alabama
16631 1970 Alabama
2804 1940 Alabama
14875 1970 Alabama
786 1920 Alabama
16583 1930 Alabama
2800 1970 Alabama
14898 1920 Alabama
16632 1980 Alabama
12967 2010 Alabama
12929 1910 Alabama
11838 1980 Alabama
16338 1890 Alabama
16336 1900 Alabama
5277 1930 Alabama
5278 1930 Alabama
1388 2000 Alabama
6559 1910 Alabama
12826 1940 Alabama
498 1950 Alabama
2539 1940 Alabama
6525 1990 Alabama
6453 2010 Alabama
12121 1910 Alabama
6436 1920 Alabama
6427 1950 Alabama
16236 1940 Alabama
5180 1940 Alabama
16499 1960 Alabama
8545 1990 Alabama
13978 1940 Alabama
18119 1950 Alabama
10991 1970 Alabama
1784 2000 Alabama
18034 2010 Alabama
14100 1950 Alabama
17959 2010 Alabama
13926 1960 Alabama
7626 1970 Alabama
1592 2010 Alabama
1783 1940 Alabama
10352 1950 Alabama
7850 1950 Alabama
18470 1950 Alabama
3436 1990 Alabama
3134 1930 Alabama
10738 1960 Alabama
3132 1920 Alabama
13629 1920 Alabama
10727 1950 Alabama
195 1910 Alabama
11136 1940 Alabama
11123 1960 Alabama
1797 1960 Alabama
3912 1950 Alabama
7614 1930 Alabama
17991 1950 Alabama
13496 1950 Alabama
8123 1940 Alabama
17870 1980 Alabama
17851 1910 Alabama
7613 1940 Alabama
9872 1940 Alabama
2361 1950 Alabama
18030 1960 Alabama
7521 1940 Alabama
8149 1980 Alabama
3001 1940 Alabama
7563 1960 Alabama
9873 1910 Alabama
18455 2000 Alabama
13835 1980 Alabama
57 2010 Alabama
61 1930 Alabama
10420 1920 Alabama
10419 1900 Alabama
18609 2000 Alabama
10389 1910 Alabama
18584 1930 Alabama
1014 1970 Alabama
3520 1920 Alabama
13608 1990 Alabama
3106 1990 Alabama
1601 1970 Alabama
1764 1980 Alabama
13539 1990 Alabama
3754 2010 Alabama
3802 2010 Alabama
7642 1920 Alabama
10986 1940 Alabama
18162 2000 Alabama
13764 1970 Alabama
9404 1990 Alabama
18531 1930 Alabama
1702 1960 Alabama
10754 1950 Alabama
10289 1970 Alabama
10775 1910 Alabama
18406 1990 Alabama
10790 1950 Alabama
13613 1930 Alabama
10723 1960 Alabama
1718 2010 Alabama
18517 2000 Alabama
7899 1990 Alabama
1 1950 Alabama
2 1960 Alabama
13717 1940 Alabama
10545 1930 Alabama
3253 1970 Alabama
10596 1930 Alabama
10614 1970 Alabama
13676 1950 Alabama
6785 1960 Alabama
18561 1980 Alabama
6783 1970 Alabama
2370 2000 Alabama
14299 2000 Alabama
17566 1910 Alabama
13363 2000 Alabama
7180 1920 Alabama
11527 1940 Alabama
4497 2000 Alabama
11203 2000 Alabama
11700 1970 Alabama
8404 1970 Alabama
11721 1980 Alabama
16895 1970 Alabama
16893 1980 Alabama
16891 1970 Alabama
13035 2000 Alabama
11731 1930 Alabama
16915 1980 Alabama
9824 2000 Alabama
11190 1990 Alabama
4064 1960 Alabama
12971 1980 Alabama
11297 1970 Alabama
926 1950 Alabama
1557 1920 Alabama
3999 1990 Alabama
17734 2000 Alabama
11162 2010 Alabama
1554 1910 Alabama
17707 2010 Alabama
4017 2010 Alabama
9835 1950 Alabama
8176 1970 Alabama
17666 1920 Alabama
14290 2000 Alabama
8177 1970 Alabama
17653 2000 Alabama
1546 2000 Alabama
9492 1980 Alabama
8230 1960 Alabama
16877 2010 Alabama
11752 1950 Alabama
8328 2010 Alabama
17115 1940 Alabama
345 2010 Alabama
4625 2000 Alabama
17073 1930 Alabama
14628 1930 Alabama
13120 1930 Alabama
7093 1960 Alabama
17042 1920 Alabama
9557 1980 Alabama
7051 1940 Alabama
4743 1940 Alabama
14674 1990 Alabama
7030 1960 Alabama
7181 1930 Alabama
782 1920 Alabama
358 1930 Alabama
13174 1930 Alabama
337 1990 Alabama
4589 1880 Alabama
11765 1990 Alabama
16851 1920 Alabama
16831 1920 Alabama
9483 1950 Alabama
4882 2010 Alabama
4883 1920 Alabama
9482 1950 Alabama
16807 1970 Alabama
6898 2010 Alabama
14727 2010 Alabama
2458 1910 Alabama
16965 1940 Alabama
7028 1940 Alabama
4532 1930 Alabama
17168 1910 Alabama
17167 1920 Alabama
11537 1960 Alabama
7132 1950 Alabama
9749 1960 Alabama
13033 2000 Alabama
7194 1980 Alabama
12457 1970 Alabama
2065 1950 Alabama
6114 1920 Alabama
15605 1930 Alabama
8894 1980 Alabama
12483 1940 Alabama
639 1970 Alabama
15973 2000 Alabama
6171 1920 Alabama
5654 1900 Alabama
15323 1930 Alabama
12204 1940 Alabama
15273 1990 Alabama
12219 1970 Alabama
6332 1940 Alabama
16202 1920 Alabama
5499 1960 Alabama
12584 1930 Alabama
12737 1960 Alabama
15570 1940 Alabama
12411 1970 Alabama
8480 1960 Alabama
16231 1960 Alabama
6419 1920 Alabama
8613 1940 Alabama
1979 2000 Alabama
2599 1960 Alabama
15442 1920 Alabama
9053 2010 Alabama
15463 1980 Alabama
8286 2010 Alabama
5788 1960 Alabama
8998 1950 Alabama
15839 1960 Alabama
15806 1970 Alabama
8789 1910 Alabama
6146 2010 Alabama
8937 2010 Alabama
8815 2000 Alabama
15321 1920 Alabama
15867 1980 Alabama
5561 1890 Alabama
17412 1990 Alabama
17391 1920 Alabama
14458 1930 Alabama
17377 1960 Alabama
17372 1930 Alabama
15322 1920 Alabama
2929 1950 Alabama
9732 1940 Alabama
11403 1930 Alabama
1507 1930 Alabama
1506 1950 Alabama
11455 2000 Alabama
8272 1980 Alabama
14521 1990 Alabama
1500 1920 Alabama
8280 1920 Alabama
14490 1920 Alabama
4289 2010 Alabama
13291 2000 Alabama
7329 1990 Alabama
699 1940 Alabama
12278 1940 Alabama
16115 1980 Alabama
13313 2000 Alabama
16081 2000 Alabama
5597 1950 Alabama
9115 1960 Alabama
15329 1970 Alabama
9633 1940 Alabama
15324 1920 Alabama
9095 2000 Alabama
2008 1960 Alabama
12275 1930 Alabama
6891 1940 Alabama
11834 1920 Alabama
3992 1920 Alabama
1115 1970 Alabama
8722 1980 Alabama
9305 1980 Alaska
15069 2000 Alaska
15061 1980 Alaska
2777 2000 Alaska
16463 1920 Alaska
18132 2000 Alaska
1154 2000 Alaska
13284 2000 Alaska
16062 1970 Alaska
789 2010 Alaska
10010 1980 Alaska
3744 2000 Alaska
15909 1960 AmericanSamoa
10246 1980 Arizona
224 1980 Arizona
13507 2000 Arizona
7128 1980 Arizona
8773 1950 Arizona
8772 1940 Arizona
11555 1990 Arizona
7121 1970 Arizona
9596 1950 Arizona
15907 2010 Arizona
7896 1980 Arizona
9978 1990 Arizona
1699 2000 Arizona
4631 2000 Arizona
12289 1950 Arizona
8367 2000 Arizona
8883 2000 Arizona
14782 2000 Arizona
1690 1990 Arizona
7606 1970 Arizona
7559 2000 Arizona
7908 1990 Arizona
6411 1970 Arizona
4624 2000 Arizona
2580 2000 Arizona
13504 1980 Arizona
10650 2000 Arizona
16085 2000 Arizona
3196 1920 Arizona
38 2000 Arizona
16116 1980 Arizona
8060 1980 Arizona
12680 1960 Arizona
1895 2010 Arizona
6969 2000 Arizona
7300 1940 Arizona
17392 1970 Arizona
18088 2010 Arizona
8421 1940 Arizona
12283 2010 Arizona
9689 1960 Arizona
959 2000 Arizona
308 2000 Arizona
5981 1960 Arizona
7937 1980 Arizona
11465 1990 Arizona
9637 1930 Arizona
13258 2000 Arizona
11513 2000 Arizona
1381 1960 Arizona
14169 1960 Arizona
13321 1990 Arizona
12779 2010 Arizona
10226 1940 Arizona
9891 2010 Arizona
10127 1990 Arizona
18289 1990 Arizona
10884 2010 Arizona
2387 2010 Arizona
13579 2000 Arizona
425 1990 Arizona
13014 2010 Arizona
12228 1980 Arizona
7373 1990 Arizona
13923 1930 Arizona
662 1960 Arizona
4051 2010 Arizona
110 2000 Arizona
710 2000 Arizona
12557 1990 Arizona
702 1990 Arizona
18331 1970 Arizona
3914 1920 Arizona
17418 2000 Arizona
10504 2000 Arizona
17488 1980 Arizona
9347 1970 Arizona
1990 1980 Arizona
13843 2000 Arizona
1826 2010 Arizona
2296 2010 Arizona
8979 2000 Arizona
5032 2000 Arizona
13607 2000 Arizona
5012 2000 Arizona
4174 1970 Arizona
14512 2010 Arizona
2210 2010 Arizona
14867 1990 Arizona
3461 1970 Arizona
11748 2000 Arizona
12824 1980 Arizona
12823 2000 Arizona
15076 1970 Arizona
15088 1980 Arizona
12417 1940 Arizona
3489 2010 Arizona
16266 2000 Arizona
18448 2000 Arizona
15523 1990 Arizona
4125 1910 Arizona
8587 2010 Arizona
18135 1930 Arkansas
9590 2000 Arkansas
5931 1960 Arkansas
8327 1960 Arkansas
9944 1990 Arkansas
3984 1940 Arkansas
18151 1920 Arkansas
7452 1910 Arkansas
2197 1990 Arkansas
11081 1960 Arkansas
1640 1940 Arkansas
5075 1950 Arkansas
7984 1930 Arkansas
7123 1920 Arkansas
5879 1980 Arkansas
11080 1980 Arkansas
17153 1970 Arkansas
1132 1920 Arkansas
4531 1950 Arkansas
16500 2000 Arkansas
11716 1920 Arkansas
1153 1920 Arkansas
12096 1920 Arkansas
8885 1960 Arkansas
10987 1950 Arkansas
1501 1960 Arkansas
18112 1920 Arkansas
17281 1970 Arkansas
3853 1950 Arkansas
17357 1930 Arkansas
8870 1930 Arkansas
5980 2000 Arkansas
4479 1920 Arkansas
4358 2000 Arkansas
4530 1960 Arkansas
8263 1980 Arkansas
5143 1940 Arkansas
9932 1940 Arkansas
5173 1970 Arkansas
13939 2000 Arkansas
11082 2000 Arkansas
14789 1940 Arkansas
17963 1970 Arkansas
13899 1960 Arkansas
8430 1980 Arkansas
102 1920 Arkansas
14346 1910 Arkansas
11877 1980 Arkansas
8453 1930 Arkansas
3578 2000 Arkansas
14343 1960 Arkansas
12949 1940 Arkansas
437 1930 Arkansas
10953 1960 Arkansas
13562 1910 Arkansas
8035 1990 Arkansas
4284 1930 Arkansas
... ... ...
201 1980 Washington
17866 1990 Washington
9377 2010 Washington
13285 1980 Washington
18022 1950 Washington
18024 2000 Washington
17862 2010 Washington
13217 1960 Washington
10274 2000 Washington
415 1960 Washington
15246 1960 Washington
16548 1970 Washington
1755 1920 Washington
18672 1980 Washington
16041 1950 Washington
4009 1920 Washington
5745 1990 Washington
13429 1990 Washington
12941 1980 Washington
17137 2000 Washington
9040 1970 Washington
16466 1970 Washington
532 1920 Washington
12528 2000 Washington
3267 2010 Washington
15631 1910 Washington
14039 1960 Washington
652 1960 Washington
17005 1940 Washington
13824 1990 Washington
10016 1960 Washington
12609 2010 Washington
1675 2010 Washington
16002 1990 Washington
9791 2000 Washington
6531 1910 Washington
9719 2000 Washington
15999 1990 Washington
3276 2010 Washington
14072 1960 Washington
4841 1910 Washington
12979 2000 Washington
5773 1930 Washington
626 1970 Washington
16264 1990 Washington
7230 1970 Washington
16270 1950 Washington
12588 1960 Washington
9709 1990 Washington
11259 1990 Washington
10519 1940 Washington
13450 1940 Washington
2075 1980 Washington
10600 1970 Washington
12566 1980 Washington
10588 1910 Washington
3273 1990 Washington
526 1970 Washington
640 1910 Washington
15613 1980 Washington
15623 2000 Washington
4010 1910 Washington
2915 1970 Washington
3270 2010 Washington
4798 1970 Washington
12612 2010 Washington
13568 1930 Washington
11218 2000 Washington
7998 2000 Washington
9753 2010 Washington
8564 1950 Washington
16133 1970 Washington
9009 1970 Washington
16132 1990 Washington
18610 1950 Washington
10869 1980 Washington
17031 1940 Washington
16083 1910 Washington
8153 1980 Washington
9763 1940 Washington
9000 1960 Washington
4478 2000 Washington
12658 1950 Washington
16071 1940 Washington
16302 1990 Washington
16303 1980 Washington
1823 2010 Washington
13025 2000 Washington
6860 1970 Washington
8975 1980 Washington
12919 1980 Washington
4797 1980 Washington
294 2010 Washington
6527 1910 Washington
11085 1930 Washington
16324 1910 Washington
1012 1960 Washington
491 2000 Washington
3933 2010 Washington
12698 2000 Washington
574 1920 Washington
15859 2010 Washington
15866 2000 Washington
1767 2000 Washington
9807 2000 Washington
29 1920 Washington
15958 2010 Washington
3915 1970 Washington
4747 2000 Washington
1236 1980 Washington
12758 2000 Washington
302 1940 Washington
3240 1970 Washington
10833 1980 WestGermany
12999 1990 WestGermany
1438 1980 WestGermany
1093 1970 WestGermany
17935 1980 WestGermany
12546 2000 WestGermany
642 2000 WestGermany
7921 1970 WestGermany
5859 1980 WestGermany
3920 1980 WestGermany
9622 1980 WestGermany
5635 1950 WestVirginia
5640 1890 WestVirginia
10415 1960 WestVirginia
9289 1950 WestVirginia
5103 1980 WestVirginia
18168 1920 WestVirginia
15713 1900 WestVirginia
13972 1930 WestVirginia
16263 1940 WestVirginia
9543 1920 WestVirginia
15288 1940 WestVirginia
829 1910 WestVirginia
11604 1880 WestVirginia
4472 1940 WestVirginia
10758 1950 WestVirginia
2787 1910 WestVirginia
3386 1910 WestVirginia
5610 1950 WestVirginia
5609 1950 WestVirginia
6730 2010 WestVirginia
14355 1900 WestVirginia
13950 1980 WestVirginia
12346 2000 WestVirginia
17696 1900 WestVirginia
18354 1960 WestVirginia
477 1920 WestVirginia
11603 1880 WestVirginia
7625 1900 WestVirginia
11502 1950 WestVirginia
13497 1960 WestVirginia
17610 1990 WestVirginia
16734 1920 WestVirginia
8959 1910 WestVirginia
4791 1960 WestVirginia
2153 1950 WestVirginia
5362 1940 WestVirginia
6002 1940 WestVirginia
757 1880 WestVirginia
11757 1910 WestVirginia
598 1910 WestVirginia
1993 1960 WestVirginia
751 1960 WestVirginia
13253 1980 WestVirginia
15047 1910 WestVirginia
1673 1890 WestVirginia
10228 1910 WestVirginia
2128 1990 WestVirginia
14150 1930 WestVirginia
9322 1890 WestVirginia
2360 1930 WestVirginia
5546 1960 WestVirginia
15517 1920 WestVirginia
17779 1880 WestVirginia
7007 1960 WestVirginia
1820 1970 WestVirginia
1958 1950 WestVirginia
7003 1910 WestVirginia
761 1930 WestVirginia
6888 1950 WestVirginia
18365 1970 WestVirginia
17450 1960 WestVirginia
18464 1920 WestVirginia
11384 1900 WestVirginia
104 2000 WestVirginia
3017 1950 WestVirginia
1206 1940 WestVirginia
8720 1980 WestVirginia
3974 2000 WestVirginia
11836 1920 WestVirginia
4033 1920 WestVirginia
6207 1970 WestVirginia
15430 1910 WestVirginia
18508 1910 WestVirginia
15962 2000 WestVirginia
5322 1910 WestVirginia
6162 1870 WestVirginia
6803 1880 WestVirginia
10091 1890 WestVirginia
9260 1980 WestVirginia
8609 2010 WestVirginia
1375 1920 WestVirginia
3541 1950 WestVirginia
11275 1890 WestVirginia
2569 2010 WestVirginia
7489 1890 WestVirginia
924 1910 WestVirginia
6813 1910 WestVirginia
5669 1920 WestVirginia
17702 1960 WestVirginia
5739 1900 WestVirginia
8829 1900 WestVirginia
6208 1970 WestVirginia
18131 1980 WestVirginia
203 1910 WestVirginia
5897 1910 WestVirginia
6771 1960 WestVirginia
18559 1970 WestVirginia
1194 1900 WestVirginia
1658 1930 WestVirginia
18440 1920 WestVirginia
14113 1940 WestVirginia
15511 1870 WestVirginia
3774 1900 WestVirginia
6061 1930 WestVirginia
12183 1910 WestVirginia
5303 1910 WestVirginia
12801 1890 WestVirginia
10858 1910 WestVirginia
1218 1900 WestVirginia
2281 1930 WestVirginia
2627 1990 WestVirginia
2619 1940 WestVirginia
13768 1950 WestVirginia
18714 1910 WestVirginia
512 1970 WestVirginia
7854 2000 WestVirginia
11296 1890 WestVirginia
2179 1890 WestVirginia
16565 1970 WestVirginia
10859 2000 WestVirginia
7185 1990 WestVirginia
5919 2000 Wisconsin
2122 1940 Wisconsin
9903 1950 Wisconsin
16009 1930 Wisconsin
2041 1990 Wisconsin
12810 1940 Wisconsin
1612 1960 Wisconsin
12815 1970 Wisconsin
13756 1950 Wisconsin
1803 1910 Wisconsin
13777 1900 Wisconsin
13752 1990 Wisconsin
186 1910 Wisconsin
68 1960 Wisconsin
3930 1890 Wisconsin
15955 1960 Wisconsin
3416 2010 Wisconsin
17310 1940 Wisconsin
13833 1990 Wisconsin
8928 1900 Wisconsin
1596 1960 Wisconsin
8063 1900 Wisconsin
16070 1920 Wisconsin
1180 2000 Wisconsin
4673 1950 Wisconsin
6014 1910 Wisconsin
3020 1940 Wisconsin
514 1970 Wisconsin
14470 2000 Wisconsin
9710 1900 Wisconsin
10788 1900 Wisconsin
9265 1950 Wisconsin
17494 2000 Wisconsin
9425 1910 Wisconsin
1426 1900 Wisconsin
9172 1910 Wisconsin
12293 1890 Wisconsin
15093 1940 Wisconsin
1914 1920 Wisconsin
9181 1940 Wisconsin
15051 1950 Wisconsin
14445 1930 Wisconsin
18278 1950 Wisconsin
5544 1970 Wisconsin
18054 1990 Wisconsin
12247 1970 Wisconsin
3650 1880 Wisconsin
12238 2000 Wisconsin
11844 1880 Wisconsin
3645 1880 Wisconsin
11855 1880 Wisconsin
1923 1880 Wisconsin
18060 1970 Wisconsin
770 1910 Wisconsin
6999 1890 Wisconsin
4931 1910 Wisconsin
12267 1890 Wisconsin
6003 1930 Wisconsin
6581 1910 Wisconsin
2115 1910 Wisconsin
15626 1930 Wisconsin
6599 1950 Wisconsin
101 1900 Wisconsin
8484 1900 Wisconsin
4922 1920 Wisconsin
11303 1900 Wisconsin
7258 1940 Wisconsin
2536 1900 Wisconsin
16812 1910 Wisconsin
15842 1980 Wisconsin
2854 1900 Wisconsin
9806 1940 Wisconsin
3829 1870 Wisconsin
13931 1950 Wisconsin
6494 1930 Wisconsin
15820 1920 Wisconsin
13873 1970 Wisconsin
982 1890 Wisconsin
4760 1930 Wisconsin
9777 1910 Wisconsin
17348 1980 Wisconsin
8988 1950 Wisconsin
13854 1970 Wisconsin
4829 2000 Wisconsin
6533 1910 Wisconsin
9313 1930 Wisconsin
12722 1920 Wisconsin
5770 1940 Wisconsin
4908 2000 Wisconsin
4856 1900 Wisconsin
7518 2000 Wisconsin
1190 2000 Wisconsin
6438 1940 Wisconsin
1776 1960 Wisconsin
17184 1960 Wisconsin
6406 1880 Wisconsin
17191 1960 Wisconsin
7492 1890 Wisconsin
5969 1960 Wisconsin
10901 1920 Wisconsin
1210 1930 Wisconsin
46 1960 Wisconsin
9929 1990 Wisconsin
18501 1890 Wisconsin
12762 1910 Wisconsin
17309 1950 Wisconsin
13976 1960 Wisconsin
5805 1880 Wisconsin
5802 1970 Wisconsin
13988 1910 Wisconsin
15750 1900 Wisconsin
7280 2010 Wisconsin
9022 1980 Wisconsin
9027 1930 Wisconsin
7260 1980 Wisconsin
9029 1900 Wisconsin
9030 1930 Wisconsin
8579 1980 Wisconsin
9287 1970 Wisconsin
16784 1950 Wisconsin
5342 1920 Wisconsin
18697 1980 Wisconsin
16841 2000 Wisconsin
4141 1940 Wisconsin
8624 1940 Wisconsin
13000 1950 Wisconsin
2066 1900 Wisconsin
13300 1960 Wisconsin
10709 1940 Wisconsin
16320 1970 Wisconsin
13524 1930 Wisconsin
2907 1970 Wisconsin
1141 1910 Wisconsin
16624 2000 Wisconsin
10287 1970 Wisconsin
1145 1990 Wisconsin
13193 1900 Wisconsin
13188 1900 Wisconsin
13186 1900 Wisconsin
10036 1880 Wisconsin
13499 1970 Wisconsin
9279 1950 Wisconsin
12994 2010 Wisconsin
18708 2000 Wisconsin
9302 1970 Wisconsin
6029 1980 Wisconsin
5661 1980 Wisconsin
13038 1940 Wisconsin
17616 1940 Wisconsin
10166 1890 Wisconsin
16435 1900 Wisconsin
6367 2000 Wisconsin
12973 1900 Wisconsin
8630 1910 Wisconsin
8589 1900 Wisconsin
10749 1980 Wisconsin
4384 1910 Wisconsin
10268 1970 Wisconsin
1691 1960 Wisconsin
6184 1900 Wisconsin
1096 1900 Wisconsin
4151 1950 Wisconsin
449 1930 Wisconsin
16428 1890 Wisconsin
10122 1920 Wisconsin
6223 1970 Wisconsin
16735 1910 Wisconsin
13487 1910 Wisconsin
2942 1940 Wisconsin
7649 1950 Wisconsin
3192 1900 Wisconsin
13349 1910 Wisconsin
7629 1970 Wisconsin
10069 1900 Wisconsin
10643 1910 Wisconsin
10408 1900 Wisconsin
4467 1880 Wisconsin
7601 2000 Wisconsin
15307 1990 Wisconsin
8814 1930 Wisconsin
5083 1880 Wisconsin
14189 1910 Wisconsin
5695 1960 Wisconsin
8186 1900 Wisconsin
15474 1920 Wisconsin
11431 1990 Wisconsin
917 1930 Wisconsin
18217 1980 Wisconsin
17532 1990 Wisconsin
15105 1910 Wisconsin
5171 1910 Wisconsin
9496 1910 Wisconsin
6962 1990 Wisconsin
14185 1990 Wisconsin
5287 1950 Wisconsin
6938 1910 Wisconsin
9241 1880 Wisconsin
14614 2000 Wisconsin
9249 1960 Wisconsin
9250 1940 Wisconsin
847 1920 Wisconsin
1421 1900 Wisconsin
12129 1890 Wisconsin
14654 2010 Wisconsin
17899 1970 Wisconsin
834 1900 Wisconsin
14663 1940 Wisconsin
11940 1970 Wisconsin
939 1900 Wisconsin
18218 1880 Wisconsin
9165 1960 Wisconsin
7092 1980 Wisconsin
8244 2000 Wisconsin
9126 1930 Wisconsin
7088 1950 Wisconsin
2144 1960 Wisconsin
6636 1990 Wisconsin
8444 1940 Wisconsin
9141 1960 Wisconsin
9148 1900 Wisconsin
18146 1990 Wisconsin
5137 1880 Wisconsin
15122 1950 Wisconsin
15115 1880 Wisconsin
15162 1920 Wisconsin
7147 1940 Wisconsin
17721 1990 Wisconsin
4949 2000 Wisconsin
12507 1920 Wisconsin
11331 1960 Wisconsin
6621 1900 Wisconsin
2405 1910 Wisconsin
16455 1880 Wisconsin
13584 1960 Wisconsin
3806 1950 Wisconsin
15565 1920 Wisconsin
7166 1890 Wisconsin
11477 1990 Wisconsin
7149 1920 Wisconsin
5730 1930 Wisconsin
2024 1980 Wyoming
7819 2010 Wyoming
4039 1970 Wyoming
8189 2000 Wyoming
16017 1970 Wyoming
4880 1950 Wyoming
7024 1930 Wyoming
4613 1960 Wyoming
18096 1980 Wyoming
4224 1980 Wyoming
12344 2010 Wyoming
2094 2000 Wyoming
15906 1970 Wyoming
17655 2010 Wyoming
9445 1990 Wyoming

18738 rows × 2 columns

Because it's a small sample, we can go ahead and get rid of those players with a Birth Location listed as "unknown".


In [245]:
bp = bp[bp['Birth Location'] != 'Unknown']
bp = bp[bp['Birth Location'] != 'AtlanticOcean']
bp


Out[245]:
Decade of Debut Birth Location
1905 1990 Afghanistan
18292 1970 Alabama
13927 1980 Alabama
13567 1950 Alabama
112 1960 Alabama
18262 1920 Alabama
13551 1970 Alabama
3680 1910 Alabama
7706 1910 Alabama
8041 1980 Alabama
15625 1960 Alabama
17767 1920 Alabama
12921 1930 Alabama
16457 1990 Alabama
12879 1920 Alabama
8543 1990 Alabama
12874 1970 Alabama
3990 1990 Alabama
18293 1890 Alabama
18310 1920 Alabama
13919 2000 Alabama
18113 1930 Alabama
11011 1940 Alabama
9964 1910 Alabama
9963 1990 Alabama
3851 1950 Alabama
3854 1930 Alabama
166 1970 Alabama
18223 1950 Alabama
8056 1990 Alabama
1738 1940 Alabama
14214 2000 Alabama
88 1990 Alabama
13581 1920 Alabama
13917 2000 Alabama
7774 2010 Alabama
3568 2010 Alabama
10880 1950 Alabama
16402 1910 Alabama
962 2000 Alabama
16367 1960 Alabama
12035 1900 Alabama
11869 1910 Alabama
11870 1950 Alabama
16701 1990 Alabama
9435 1970 Alabama
1926 1900 Alabama
16685 1950 Alabama
16658 2010 Alabama
12963 2000 Alabama
6810 1980 Alabama
16631 1970 Alabama
2804 1940 Alabama
14875 1970 Alabama
786 1920 Alabama
16583 1930 Alabama
2800 1970 Alabama
14898 1920 Alabama
16632 1980 Alabama
12967 2010 Alabama
12929 1910 Alabama
11838 1980 Alabama
16338 1890 Alabama
16336 1900 Alabama
5277 1930 Alabama
5278 1930 Alabama
1388 2000 Alabama
6559 1910 Alabama
12826 1940 Alabama
498 1950 Alabama
2539 1940 Alabama
6525 1990 Alabama
6453 2010 Alabama
12121 1910 Alabama
6436 1920 Alabama
6427 1950 Alabama
16236 1940 Alabama
5180 1940 Alabama
16499 1960 Alabama
8545 1990 Alabama
13978 1940 Alabama
18119 1950 Alabama
10991 1970 Alabama
1784 2000 Alabama
18034 2010 Alabama
14100 1950 Alabama
17959 2010 Alabama
13926 1960 Alabama
7626 1970 Alabama
1592 2010 Alabama
1783 1940 Alabama
10352 1950 Alabama
7850 1950 Alabama
18470 1950 Alabama
3436 1990 Alabama
3134 1930 Alabama
10738 1960 Alabama
3132 1920 Alabama
13629 1920 Alabama
10727 1950 Alabama
195 1910 Alabama
11136 1940 Alabama
11123 1960 Alabama
1797 1960 Alabama
3912 1950 Alabama
7614 1930 Alabama
17991 1950 Alabama
13496 1950 Alabama
8123 1940 Alabama
17870 1980 Alabama
17851 1910 Alabama
7613 1940 Alabama
9872 1940 Alabama
2361 1950 Alabama
18030 1960 Alabama
7521 1940 Alabama
8149 1980 Alabama
3001 1940 Alabama
7563 1960 Alabama
9873 1910 Alabama
18455 2000 Alabama
13835 1980 Alabama
57 2010 Alabama
61 1930 Alabama
10420 1920 Alabama
10419 1900 Alabama
18609 2000 Alabama
10389 1910 Alabama
18584 1930 Alabama
1014 1970 Alabama
3520 1920 Alabama
13608 1990 Alabama
3106 1990 Alabama
1601 1970 Alabama
1764 1980 Alabama
13539 1990 Alabama
3754 2010 Alabama
3802 2010 Alabama
7642 1920 Alabama
10986 1940 Alabama
18162 2000 Alabama
13764 1970 Alabama
9404 1990 Alabama
18531 1930 Alabama
1702 1960 Alabama
10754 1950 Alabama
10289 1970 Alabama
10775 1910 Alabama
18406 1990 Alabama
10790 1950 Alabama
13613 1930 Alabama
10723 1960 Alabama
1718 2010 Alabama
18517 2000 Alabama
7899 1990 Alabama
1 1950 Alabama
2 1960 Alabama
13717 1940 Alabama
10545 1930 Alabama
3253 1970 Alabama
10596 1930 Alabama
10614 1970 Alabama
13676 1950 Alabama
6785 1960 Alabama
18561 1980 Alabama
6783 1970 Alabama
2370 2000 Alabama
14299 2000 Alabama
17566 1910 Alabama
13363 2000 Alabama
7180 1920 Alabama
11527 1940 Alabama
4497 2000 Alabama
11203 2000 Alabama
11700 1970 Alabama
8404 1970 Alabama
11721 1980 Alabama
16895 1970 Alabama
16893 1980 Alabama
16891 1970 Alabama
13035 2000 Alabama
11731 1930 Alabama
16915 1980 Alabama
9824 2000 Alabama
11190 1990 Alabama
4064 1960 Alabama
12971 1980 Alabama
11297 1970 Alabama
926 1950 Alabama
1557 1920 Alabama
3999 1990 Alabama
17734 2000 Alabama
11162 2010 Alabama
1554 1910 Alabama
17707 2010 Alabama
4017 2010 Alabama
9835 1950 Alabama
8176 1970 Alabama
17666 1920 Alabama
14290 2000 Alabama
8177 1970 Alabama
17653 2000 Alabama
1546 2000 Alabama
9492 1980 Alabama
8230 1960 Alabama
16877 2010 Alabama
11752 1950 Alabama
8328 2010 Alabama
17115 1940 Alabama
345 2010 Alabama
4625 2000 Alabama
17073 1930 Alabama
14628 1930 Alabama
13120 1930 Alabama
7093 1960 Alabama
17042 1920 Alabama
9557 1980 Alabama
7051 1940 Alabama
4743 1940 Alabama
14674 1990 Alabama
7030 1960 Alabama
7181 1930 Alabama
782 1920 Alabama
358 1930 Alabama
13174 1930 Alabama
337 1990 Alabama
4589 1880 Alabama
11765 1990 Alabama
16851 1920 Alabama
16831 1920 Alabama
9483 1950 Alabama
4882 2010 Alabama
4883 1920 Alabama
9482 1950 Alabama
16807 1970 Alabama
6898 2010 Alabama
14727 2010 Alabama
2458 1910 Alabama
16965 1940 Alabama
7028 1940 Alabama
4532 1930 Alabama
17168 1910 Alabama
17167 1920 Alabama
11537 1960 Alabama
7132 1950 Alabama
9749 1960 Alabama
13033 2000 Alabama
7194 1980 Alabama
12457 1970 Alabama
2065 1950 Alabama
6114 1920 Alabama
15605 1930 Alabama
8894 1980 Alabama
12483 1940 Alabama
639 1970 Alabama
15973 2000 Alabama
6171 1920 Alabama
5654 1900 Alabama
15323 1930 Alabama
12204 1940 Alabama
15273 1990 Alabama
12219 1970 Alabama
6332 1940 Alabama
16202 1920 Alabama
5499 1960 Alabama
12584 1930 Alabama
12737 1960 Alabama
15570 1940 Alabama
12411 1970 Alabama
8480 1960 Alabama
16231 1960 Alabama
6419 1920 Alabama
8613 1940 Alabama
1979 2000 Alabama
2599 1960 Alabama
15442 1920 Alabama
9053 2010 Alabama
15463 1980 Alabama
8286 2010 Alabama
5788 1960 Alabama
8998 1950 Alabama
15839 1960 Alabama
15806 1970 Alabama
8789 1910 Alabama
6146 2010 Alabama
8937 2010 Alabama
8815 2000 Alabama
15321 1920 Alabama
15867 1980 Alabama
5561 1890 Alabama
17412 1990 Alabama
17391 1920 Alabama
14458 1930 Alabama
17377 1960 Alabama
17372 1930 Alabama
15322 1920 Alabama
2929 1950 Alabama
9732 1940 Alabama
11403 1930 Alabama
1507 1930 Alabama
1506 1950 Alabama
11455 2000 Alabama
8272 1980 Alabama
14521 1990 Alabama
1500 1920 Alabama
8280 1920 Alabama
14490 1920 Alabama
4289 2010 Alabama
13291 2000 Alabama
7329 1990 Alabama
699 1940 Alabama
12278 1940 Alabama
16115 1980 Alabama
13313 2000 Alabama
16081 2000 Alabama
5597 1950 Alabama
9115 1960 Alabama
15329 1970 Alabama
9633 1940 Alabama
15324 1920 Alabama
9095 2000 Alabama
2008 1960 Alabama
12275 1930 Alabama
6891 1940 Alabama
11834 1920 Alabama
3992 1920 Alabama
1115 1970 Alabama
8722 1980 Alabama
9305 1980 Alaska
15069 2000 Alaska
15061 1980 Alaska
2777 2000 Alaska
16463 1920 Alaska
18132 2000 Alaska
1154 2000 Alaska
13284 2000 Alaska
16062 1970 Alaska
789 2010 Alaska
10010 1980 Alaska
3744 2000 Alaska
15909 1960 AmericanSamoa
10246 1980 Arizona
224 1980 Arizona
13507 2000 Arizona
7128 1980 Arizona
8773 1950 Arizona
8772 1940 Arizona
11555 1990 Arizona
7121 1970 Arizona
9596 1950 Arizona
15907 2010 Arizona
7896 1980 Arizona
9978 1990 Arizona
1699 2000 Arizona
4631 2000 Arizona
12289 1950 Arizona
8367 2000 Arizona
8883 2000 Arizona
14782 2000 Arizona
1690 1990 Arizona
7606 1970 Arizona
7559 2000 Arizona
7908 1990 Arizona
6411 1970 Arizona
4624 2000 Arizona
2580 2000 Arizona
13504 1980 Arizona
10650 2000 Arizona
16085 2000 Arizona
3196 1920 Arizona
38 2000 Arizona
16116 1980 Arizona
8060 1980 Arizona
12680 1960 Arizona
1895 2010 Arizona
6969 2000 Arizona
7300 1940 Arizona
17392 1970 Arizona
18088 2010 Arizona
8421 1940 Arizona
12283 2010 Arizona
9689 1960 Arizona
959 2000 Arizona
308 2000 Arizona
5981 1960 Arizona
7937 1980 Arizona
11465 1990 Arizona
9637 1930 Arizona
13258 2000 Arizona
11513 2000 Arizona
1381 1960 Arizona
14169 1960 Arizona
13321 1990 Arizona
12779 2010 Arizona
10226 1940 Arizona
9891 2010 Arizona
10127 1990 Arizona
18289 1990 Arizona
10884 2010 Arizona
2387 2010 Arizona
13579 2000 Arizona
425 1990 Arizona
13014 2010 Arizona
12228 1980 Arizona
7373 1990 Arizona
13923 1930 Arizona
662 1960 Arizona
4051 2010 Arizona
110 2000 Arizona
710 2000 Arizona
12557 1990 Arizona
702 1990 Arizona
18331 1970 Arizona
3914 1920 Arizona
17418 2000 Arizona
10504 2000 Arizona
17488 1980 Arizona
9347 1970 Arizona
1990 1980 Arizona
13843 2000 Arizona
1826 2010 Arizona
2296 2010 Arizona
8979 2000 Arizona
5032 2000 Arizona
13607 2000 Arizona
5012 2000 Arizona
4174 1970 Arizona
14512 2010 Arizona
2210 2010 Arizona
14867 1990 Arizona
3461 1970 Arizona
11748 2000 Arizona
12824 1980 Arizona
12823 2000 Arizona
15076 1970 Arizona
15088 1980 Arizona
12417 1940 Arizona
3489 2010 Arizona
16266 2000 Arizona
18448 2000 Arizona
15523 1990 Arizona
4125 1910 Arizona
8587 2010 Arizona
18135 1930 Arkansas
9590 2000 Arkansas
5931 1960 Arkansas
8327 1960 Arkansas
9944 1990 Arkansas
3984 1940 Arkansas
18151 1920 Arkansas
7452 1910 Arkansas
2197 1990 Arkansas
11081 1960 Arkansas
1640 1940 Arkansas
5075 1950 Arkansas
7984 1930 Arkansas
7123 1920 Arkansas
5879 1980 Arkansas
11080 1980 Arkansas
17153 1970 Arkansas
1132 1920 Arkansas
4531 1950 Arkansas
16500 2000 Arkansas
11716 1920 Arkansas
1153 1920 Arkansas
12096 1920 Arkansas
8885 1960 Arkansas
10987 1950 Arkansas
1501 1960 Arkansas
18112 1920 Arkansas
17281 1970 Arkansas
3853 1950 Arkansas
17357 1930 Arkansas
8870 1930 Arkansas
5980 2000 Arkansas
4479 1920 Arkansas
4358 2000 Arkansas
4530 1960 Arkansas
8263 1980 Arkansas
5143 1940 Arkansas
9932 1940 Arkansas
5173 1970 Arkansas
13939 2000 Arkansas
11082 2000 Arkansas
14789 1940 Arkansas
17963 1970 Arkansas
13899 1960 Arkansas
8430 1980 Arkansas
102 1920 Arkansas
14346 1910 Arkansas
11877 1980 Arkansas
8453 1930 Arkansas
3578 2000 Arkansas
14343 1960 Arkansas
12949 1940 Arkansas
437 1930 Arkansas
10953 1960 Arkansas
13562 1910 Arkansas
8035 1990 Arkansas
4284 1930 Arkansas
... ... ...
201 1980 Washington
17866 1990 Washington
9377 2010 Washington
13285 1980 Washington
18022 1950 Washington
18024 2000 Washington
17862 2010 Washington
13217 1960 Washington
10274 2000 Washington
415 1960 Washington
15246 1960 Washington
16548 1970 Washington
1755 1920 Washington
18672 1980 Washington
16041 1950 Washington
4009 1920 Washington
5745 1990 Washington
13429 1990 Washington
12941 1980 Washington
17137 2000 Washington
9040 1970 Washington
16466 1970 Washington
532 1920 Washington
12528 2000 Washington
3267 2010 Washington
15631 1910 Washington
14039 1960 Washington
652 1960 Washington
17005 1940 Washington
13824 1990 Washington
10016 1960 Washington
12609 2010 Washington
1675 2010 Washington
16002 1990 Washington
9791 2000 Washington
6531 1910 Washington
9719 2000 Washington
15999 1990 Washington
3276 2010 Washington
14072 1960 Washington
4841 1910 Washington
12979 2000 Washington
5773 1930 Washington
626 1970 Washington
16264 1990 Washington
7230 1970 Washington
16270 1950 Washington
12588 1960 Washington
9709 1990 Washington
11259 1990 Washington
10519 1940 Washington
13450 1940 Washington
2075 1980 Washington
10600 1970 Washington
12566 1980 Washington
10588 1910 Washington
3273 1990 Washington
526 1970 Washington
640 1910 Washington
15613 1980 Washington
15623 2000 Washington
4010 1910 Washington
2915 1970 Washington
3270 2010 Washington
4798 1970 Washington
12612 2010 Washington
13568 1930 Washington
11218 2000 Washington
7998 2000 Washington
9753 2010 Washington
8564 1950 Washington
16133 1970 Washington
9009 1970 Washington
16132 1990 Washington
18610 1950 Washington
10869 1980 Washington
17031 1940 Washington
16083 1910 Washington
8153 1980 Washington
9763 1940 Washington
9000 1960 Washington
4478 2000 Washington
12658 1950 Washington
16071 1940 Washington
16302 1990 Washington
16303 1980 Washington
1823 2010 Washington
13025 2000 Washington
6860 1970 Washington
8975 1980 Washington
12919 1980 Washington
4797 1980 Washington
294 2010 Washington
6527 1910 Washington
11085 1930 Washington
16324 1910 Washington
1012 1960 Washington
491 2000 Washington
3933 2010 Washington
12698 2000 Washington
574 1920 Washington
15859 2010 Washington
15866 2000 Washington
1767 2000 Washington
9807 2000 Washington
29 1920 Washington
15958 2010 Washington
3915 1970 Washington
4747 2000 Washington
1236 1980 Washington
12758 2000 Washington
302 1940 Washington
3240 1970 Washington
10833 1980 WestGermany
12999 1990 WestGermany
1438 1980 WestGermany
1093 1970 WestGermany
17935 1980 WestGermany
12546 2000 WestGermany
642 2000 WestGermany
7921 1970 WestGermany
5859 1980 WestGermany
3920 1980 WestGermany
9622 1980 WestGermany
5635 1950 WestVirginia
5640 1890 WestVirginia
10415 1960 WestVirginia
9289 1950 WestVirginia
5103 1980 WestVirginia
18168 1920 WestVirginia
15713 1900 WestVirginia
13972 1930 WestVirginia
16263 1940 WestVirginia
9543 1920 WestVirginia
15288 1940 WestVirginia
829 1910 WestVirginia
11604 1880 WestVirginia
4472 1940 WestVirginia
10758 1950 WestVirginia
2787 1910 WestVirginia
3386 1910 WestVirginia
5610 1950 WestVirginia
5609 1950 WestVirginia
6730 2010 WestVirginia
14355 1900 WestVirginia
13950 1980 WestVirginia
12346 2000 WestVirginia
17696 1900 WestVirginia
18354 1960 WestVirginia
477 1920 WestVirginia
11603 1880 WestVirginia
7625 1900 WestVirginia
11502 1950 WestVirginia
13497 1960 WestVirginia
17610 1990 WestVirginia
16734 1920 WestVirginia
8959 1910 WestVirginia
4791 1960 WestVirginia
2153 1950 WestVirginia
5362 1940 WestVirginia
6002 1940 WestVirginia
757 1880 WestVirginia
11757 1910 WestVirginia
598 1910 WestVirginia
1993 1960 WestVirginia
751 1960 WestVirginia
13253 1980 WestVirginia
15047 1910 WestVirginia
1673 1890 WestVirginia
10228 1910 WestVirginia
2128 1990 WestVirginia
14150 1930 WestVirginia
9322 1890 WestVirginia
2360 1930 WestVirginia
5546 1960 WestVirginia
15517 1920 WestVirginia
17779 1880 WestVirginia
7007 1960 WestVirginia
1820 1970 WestVirginia
1958 1950 WestVirginia
7003 1910 WestVirginia
761 1930 WestVirginia
6888 1950 WestVirginia
18365 1970 WestVirginia
17450 1960 WestVirginia
18464 1920 WestVirginia
11384 1900 WestVirginia
104 2000 WestVirginia
3017 1950 WestVirginia
1206 1940 WestVirginia
8720 1980 WestVirginia
3974 2000 WestVirginia
11836 1920 WestVirginia
4033 1920 WestVirginia
6207 1970 WestVirginia
15430 1910 WestVirginia
18508 1910 WestVirginia
15962 2000 WestVirginia
5322 1910 WestVirginia
6162 1870 WestVirginia
6803 1880 WestVirginia
10091 1890 WestVirginia
9260 1980 WestVirginia
8609 2010 WestVirginia
1375 1920 WestVirginia
3541 1950 WestVirginia
11275 1890 WestVirginia
2569 2010 WestVirginia
7489 1890 WestVirginia
924 1910 WestVirginia
6813 1910 WestVirginia
5669 1920 WestVirginia
17702 1960 WestVirginia
5739 1900 WestVirginia
8829 1900 WestVirginia
6208 1970 WestVirginia
18131 1980 WestVirginia
203 1910 WestVirginia
5897 1910 WestVirginia
6771 1960 WestVirginia
18559 1970 WestVirginia
1194 1900 WestVirginia
1658 1930 WestVirginia
18440 1920 WestVirginia
14113 1940 WestVirginia
15511 1870 WestVirginia
3774 1900 WestVirginia
6061 1930 WestVirginia
12183 1910 WestVirginia
5303 1910 WestVirginia
12801 1890 WestVirginia
10858 1910 WestVirginia
1218 1900 WestVirginia
2281 1930 WestVirginia
2627 1990 WestVirginia
2619 1940 WestVirginia
13768 1950 WestVirginia
18714 1910 WestVirginia
512 1970 WestVirginia
7854 2000 WestVirginia
11296 1890 WestVirginia
2179 1890 WestVirginia
16565 1970 WestVirginia
10859 2000 WestVirginia
7185 1990 WestVirginia
5919 2000 Wisconsin
2122 1940 Wisconsin
9903 1950 Wisconsin
16009 1930 Wisconsin
2041 1990 Wisconsin
12810 1940 Wisconsin
1612 1960 Wisconsin
12815 1970 Wisconsin
13756 1950 Wisconsin
1803 1910 Wisconsin
13777 1900 Wisconsin
13752 1990 Wisconsin
186 1910 Wisconsin
68 1960 Wisconsin
3930 1890 Wisconsin
15955 1960 Wisconsin
3416 2010 Wisconsin
17310 1940 Wisconsin
13833 1990 Wisconsin
8928 1900 Wisconsin
1596 1960 Wisconsin
8063 1900 Wisconsin
16070 1920 Wisconsin
1180 2000 Wisconsin
4673 1950 Wisconsin
6014 1910 Wisconsin
3020 1940 Wisconsin
514 1970 Wisconsin
14470 2000 Wisconsin
9710 1900 Wisconsin
10788 1900 Wisconsin
9265 1950 Wisconsin
17494 2000 Wisconsin
9425 1910 Wisconsin
1426 1900 Wisconsin
9172 1910 Wisconsin
12293 1890 Wisconsin
15093 1940 Wisconsin
1914 1920 Wisconsin
9181 1940 Wisconsin
15051 1950 Wisconsin
14445 1930 Wisconsin
18278 1950 Wisconsin
5544 1970 Wisconsin
18054 1990 Wisconsin
12247 1970 Wisconsin
3650 1880 Wisconsin
12238 2000 Wisconsin
11844 1880 Wisconsin
3645 1880 Wisconsin
11855 1880 Wisconsin
1923 1880 Wisconsin
18060 1970 Wisconsin
770 1910 Wisconsin
6999 1890 Wisconsin
4931 1910 Wisconsin
12267 1890 Wisconsin
6003 1930 Wisconsin
6581 1910 Wisconsin
2115 1910 Wisconsin
15626 1930 Wisconsin
6599 1950 Wisconsin
101 1900 Wisconsin
8484 1900 Wisconsin
4922 1920 Wisconsin
11303 1900 Wisconsin
7258 1940 Wisconsin
2536 1900 Wisconsin
16812 1910 Wisconsin
15842 1980 Wisconsin
2854 1900 Wisconsin
9806 1940 Wisconsin
3829 1870 Wisconsin
13931 1950 Wisconsin
6494 1930 Wisconsin
15820 1920 Wisconsin
13873 1970 Wisconsin
982 1890 Wisconsin
4760 1930 Wisconsin
9777 1910 Wisconsin
17348 1980 Wisconsin
8988 1950 Wisconsin
13854 1970 Wisconsin
4829 2000 Wisconsin
6533 1910 Wisconsin
9313 1930 Wisconsin
12722 1920 Wisconsin
5770 1940 Wisconsin
4908 2000 Wisconsin
4856 1900 Wisconsin
7518 2000 Wisconsin
1190 2000 Wisconsin
6438 1940 Wisconsin
1776 1960 Wisconsin
17184 1960 Wisconsin
6406 1880 Wisconsin
17191 1960 Wisconsin
7492 1890 Wisconsin
5969 1960 Wisconsin
10901 1920 Wisconsin
1210 1930 Wisconsin
46 1960 Wisconsin
9929 1990 Wisconsin
18501 1890 Wisconsin
12762 1910 Wisconsin
17309 1950 Wisconsin
13976 1960 Wisconsin
5805 1880 Wisconsin
5802 1970 Wisconsin
13988 1910 Wisconsin
15750 1900 Wisconsin
7280 2010 Wisconsin
9022 1980 Wisconsin
9027 1930 Wisconsin
7260 1980 Wisconsin
9029 1900 Wisconsin
9030 1930 Wisconsin
8579 1980 Wisconsin
9287 1970 Wisconsin
16784 1950 Wisconsin
5342 1920 Wisconsin
18697 1980 Wisconsin
16841 2000 Wisconsin
4141 1940 Wisconsin
8624 1940 Wisconsin
13000 1950 Wisconsin
2066 1900 Wisconsin
13300 1960 Wisconsin
10709 1940 Wisconsin
16320 1970 Wisconsin
13524 1930 Wisconsin
2907 1970 Wisconsin
1141 1910 Wisconsin
16624 2000 Wisconsin
10287 1970 Wisconsin
1145 1990 Wisconsin
13193 1900 Wisconsin
13188 1900 Wisconsin
13186 1900 Wisconsin
10036 1880 Wisconsin
13499 1970 Wisconsin
9279 1950 Wisconsin
12994 2010 Wisconsin
18708 2000 Wisconsin
9302 1970 Wisconsin
6029 1980 Wisconsin
5661 1980 Wisconsin
13038 1940 Wisconsin
17616 1940 Wisconsin
10166 1890 Wisconsin
16435 1900 Wisconsin
6367 2000 Wisconsin
12973 1900 Wisconsin
8630 1910 Wisconsin
8589 1900 Wisconsin
10749 1980 Wisconsin
4384 1910 Wisconsin
10268 1970 Wisconsin
1691 1960 Wisconsin
6184 1900 Wisconsin
1096 1900 Wisconsin
4151 1950 Wisconsin
449 1930 Wisconsin
16428 1890 Wisconsin
10122 1920 Wisconsin
6223 1970 Wisconsin
16735 1910 Wisconsin
13487 1910 Wisconsin
2942 1940 Wisconsin
7649 1950 Wisconsin
3192 1900 Wisconsin
13349 1910 Wisconsin
7629 1970 Wisconsin
10069 1900 Wisconsin
10643 1910 Wisconsin
10408 1900 Wisconsin
4467 1880 Wisconsin
7601 2000 Wisconsin
15307 1990 Wisconsin
8814 1930 Wisconsin
5083 1880 Wisconsin
14189 1910 Wisconsin
5695 1960 Wisconsin
8186 1900 Wisconsin
15474 1920 Wisconsin
11431 1990 Wisconsin
917 1930 Wisconsin
18217 1980 Wisconsin
17532 1990 Wisconsin
15105 1910 Wisconsin
5171 1910 Wisconsin
9496 1910 Wisconsin
6962 1990 Wisconsin
14185 1990 Wisconsin
5287 1950 Wisconsin
6938 1910 Wisconsin
9241 1880 Wisconsin
14614 2000 Wisconsin
9249 1960 Wisconsin
9250 1940 Wisconsin
847 1920 Wisconsin
1421 1900 Wisconsin
12129 1890 Wisconsin
14654 2010 Wisconsin
17899 1970 Wisconsin
834 1900 Wisconsin
14663 1940 Wisconsin
11940 1970 Wisconsin
939 1900 Wisconsin
18218 1880 Wisconsin
9165 1960 Wisconsin
7092 1980 Wisconsin
8244 2000 Wisconsin
9126 1930 Wisconsin
7088 1950 Wisconsin
2144 1960 Wisconsin
6636 1990 Wisconsin
8444 1940 Wisconsin
9141 1960 Wisconsin
9148 1900 Wisconsin
18146 1990 Wisconsin
5137 1880 Wisconsin
15122 1950 Wisconsin
15115 1880 Wisconsin
15162 1920 Wisconsin
7147 1940 Wisconsin
17721 1990 Wisconsin
4949 2000 Wisconsin
12507 1920 Wisconsin
11331 1960 Wisconsin
6621 1900 Wisconsin
2405 1910 Wisconsin
16455 1880 Wisconsin
13584 1960 Wisconsin
3806 1950 Wisconsin
15565 1920 Wisconsin
7166 1890 Wisconsin
11477 1990 Wisconsin
7149 1920 Wisconsin
5730 1930 Wisconsin
2024 1980 Wyoming
7819 2010 Wyoming
4039 1970 Wyoming
8189 2000 Wyoming
16017 1970 Wyoming
4880 1950 Wyoming
7024 1930 Wyoming
4613 1960 Wyoming
18096 1980 Wyoming
4224 1980 Wyoming
12344 2010 Wyoming
2094 2000 Wyoming
15906 1970 Wyoming
17655 2010 Wyoming
9445 1990 Wyoming

18704 rows × 2 columns

We need to use the groupby function in order to get a hard number of the number of players born in a certain country who debuted in a certain year. For example, we can use groupby to determine how many players born in California debuted in 1876, 1877, 1878, etc.


In [246]:
x=bp.groupby(["Decade of Debut", "Birth Location"]).size().reset_index(name="Number of Players")
x


Out[246]:
Decade of Debut Birth Location Number of Players
0 1870 Canada 2
1 1870 Connecticut 6
2 1870 Czechoslovakia 1
3 1870 D.C. 4
4 1870 Delaware 1
5 1870 England 6
6 1870 Georgia 1
7 1870 Germany 1
8 1870 Illinois 10
9 1870 Indiana 2
10 1870 Iowa 2
11 1870 Ireland 9
12 1870 Kentucky 6
13 1870 Louisiana 2
14 1870 Maine 4
15 1870 Maryland 4
16 1870 Massachusetts 22
17 1870 Michigan 2
18 1870 Missouri 12
19 1870 NewHampshire 1
20 1870 NewJersey 12
21 1870 NewYork 63
22 1870 NorthCarolina 1
23 1870 Ohio 10
24 1870 Pennsylvania 44
25 1870 RhodeIsland 4
26 1870 Scotland 1
27 1870 SouthCarolina 1
28 1870 Virginia 1
29 1870 WestVirginia 2
30 1870 Wisconsin 1
31 1880 Alabama 1
32 1880 Arkansas 1
33 1880 Australia 1
34 1880 California 20
35 1880 Canada 39
36 1880 Connecticut 24
37 1880 D.C. 19
38 1880 Delaware 6
39 1880 England 4
40 1880 Georgia 1
41 1880 Germany 5
42 1880 Illinois 61
43 1880 Indiana 16
44 1880 Iowa 9
45 1880 Ireland 19
46 1880 Kansas 1
47 1880 Kentucky 35
48 1880 Louisiana 11
49 1880 Maine 7
50 1880 Maryland 25
51 1880 Massachusetts 97
52 1880 Michigan 12
53 1880 Minnesota 7
54 1880 Mississippi 1
55 1880 Missouri 45
56 1880 NewHampshire 6
57 1880 NewJersey 17
58 1880 NewYork 124
59 1880 Ohio 79
60 1880 Pennsylvania 173
61 1880 RhodeIsland 14
62 1880 Scotland 2
63 1880 Sweden 1
64 1880 Tennessee 4
65 1880 Texas 1
66 1880 Vermont 7
67 1880 Virginia 11
68 1880 Wales 1
69 1880 WestVirginia 5
70 1880 Wisconsin 15
71 1890 Alabama 3
72 1890 Arkansas 1
73 1890 California 15
74 1890 Canada 16
75 1890 Colorado 2
76 1890 Connecticut 17
77 1890 D.C. 10
78 1890 Delaware 3
79 1890 England 4
80 1890 France 1
81 1890 Georgia 5
82 1890 Germany 5
83 1890 Illinois 58
84 1890 Indiana 22
85 1890 Iowa 6
86 1890 Ireland 6
87 1890 Kansas 4
88 1890 Kentucky 30
89 1890 Louisiana 2
90 1890 Maine 6
91 1890 Maryland 27
92 1890 Massachusetts 80
93 1890 Michigan 13
94 1890 Minnesota 4
95 1890 Mississippi 1
96 1890 Missouri 44
97 1890 Nebraska 3
98 1890 Netherlands 2
99 1890 NewHampshire 6
100 1890 NewJersey 26
101 1890 NewYork 82
102 1890 NorthCarolina 2
103 1890 Norway 1
104 1890 Ohio 97
105 1890 Oregon 2
106 1890 Pennsylvania 142
107 1890 RhodeIsland 7
108 1890 Russia 1
109 1890 SouthCarolina 3
110 1890 Tennessee 10
111 1890 Texas 3
112 1890 Vermont 4
113 1890 Virginia 9
114 1890 Wales 1
115 1890 WestVirginia 9
116 1890 Wisconsin 11
117 1900 Alabama 5
118 1900 Arkansas 4
119 1900 Austria-Hungary 3
120 1900 California 32
121 1900 Canada 23
122 1900 Colombia 1
123 1900 Colorado 3
124 1900 Connecticut 11
125 1900 D.C. 9
126 1900 Delaware 6
127 1900 England 8
128 1900 Florida 1
129 1900 France 1
130 1900 Georgia 6
131 1900 Germany 4
132 1900 Idaho 2
133 1900 Illinois 81
134 1900 Indiana 43
135 1900 Iowa 31
136 1900 Ireland 6
137 1900 Kansas 17
138 1900 Kentucky 15
139 1900 Louisiana 4
140 1900 Maine 18
141 1900 Maryland 25
142 1900 Massachusetts 60
143 1900 Michigan 34
144 1900 Minnesota 17
145 1900 Mississippi 3
146 1900 Missouri 44
147 1900 Nebraska 10
148 1900 Netherlands 2
149 1900 NewHampshire 5
150 1900 NewJersey 21
151 1900 NewYork 94
152 1900 NorthCarolina 10
153 1900 Norway 1
154 1900 Ohio 135
155 1900 Oregon 3
156 1900 Pennsylvania 167
157 1900 RhodeIsland 6
158 1900 Russia 2
159 1900 Scotland 1
160 1900 SouthCarolina 7
161 1900 SouthDakota 1
162 1900 Switzerland 1
163 1900 Tennessee 14
164 1900 Texas 20
165 1900 Utah 1
166 1900 Vermont 7
167 1900 Virginia 11
168 1900 Wales 1
169 1900 Washington 2
170 1900 WestVirginia 10
171 1900 Wisconsin 32
172 1910 Alabama 18
173 1910 Arizona 1
174 1910 Arkansas 14
175 1910 Austria-Hungary 1
176 1910 California 58
177 1910 Canada 8
178 1910 CanaryIslands 1
179 1910 China 1
180 1910 Colorado 9
181 1910 Connecticut 22
182 1910 Cuba 12
183 1910 D.C. 9
184 1910 Delaware 3
185 1910 Denmark 1
186 1910 England 3
187 1910 Florida 4
188 1910 France 2
189 1910 Georgia 32
190 1910 Germany 5
191 1910 Hawaii 1
192 1910 Idaho 2
193 1910 Illinois 151
194 1910 Indiana 69
195 1910 Iowa 26
196 1910 Ireland 2
197 1910 Kansas 40
198 1910 Kentucky 27
199 1910 Louisiana 11
200 1910 Maine 8
201 1910 Maryland 36
202 1910 Massachusetts 80
203 1910 Michigan 44
204 1910 Minnesota 20
205 1910 Mississippi 10
206 1910 Missouri 74
207 1910 Montana 2
208 1910 Nebraska 21
209 1910 Nevada 1
210 1910 NewHampshire 7
211 1910 NewJersey 35
212 1910 NewMexico 1
213 1910 NewYork 99
214 1910 NorthCarolina 29
215 1910 NorthDakota 1
216 1910 Ohio 141
217 1910 Oklahoma 12
218 1910 Oregon 13
219 1910 Pennsylvania 169
220 1910 RhodeIsland 6
221 1910 Russia 2
222 1910 Scotland 1
223 1910 SouthCarolina 8
224 1910 SouthDakota 5
225 1910 Sweden 3
226 1910 Tennessee 37
227 1910 Texas 67
228 1910 Vermont 6
229 1910 Virginia 15
230 1910 Washington 13
231 1910 WestVirginia 20
232 1910 Wisconsin 27
233 1920 Alabama 36
234 1920 Alaska 1
235 1920 Arizona 2
236 1920 Arkansas 18
237 1920 California 69
238 1920 Canada 5
239 1920 Colorado 6
240 1920 Connecticut 14
241 1920 Cuba 5
242 1920 D.C. 7
243 1920 Delaware 3
244 1920 England 1
245 1920 Finland 1
246 1920 Florida 10
247 1920 Georgia 27
248 1920 Germany 2
249 1920 Hawaii 1
250 1920 Idaho 1
251 1920 Illinois 78
252 1920 Indiana 22
253 1920 Iowa 23
254 1920 Kansas 25
255 1920 Kentucky 23
256 1920 Louisiana 17
257 1920 Maine 4
258 1920 Maryland 29
259 1920 Massachusetts 68
260 1920 Michigan 30
261 1920 Minnesota 11
262 1920 Mississippi 18
263 1920 Missouri 60
264 1920 Montana 1
265 1920 Nebraska 11
266 1920 Nevada 1
267 1920 NewHampshire 2
268 1920 NewJersey 31
269 1920 NewMexico 1
270 1920 NewYork 77
271 1920 NorthCarolina 44
272 1920 Norway 1
273 1920 Ohio 59
274 1920 Oklahoma 24
275 1920 Oregon 5
276 1920 Pennsylvania 106
277 1920 Poland 1
278 1920 RhodeIsland 8
279 1920 Russia 1
280 1920 SouthCarolina 18
281 1920 SouthDakota 1
282 1920 Tennessee 42
283 1920 Texas 90
284 1920 Utah 4
285 1920 Vermont 4
286 1920 Virginia 25
287 1920 Washington 7
288 1920 WestVirginia 11
289 1920 Wisconsin 14
290 1930 Alabama 30
291 1930 Arizona 2
292 1930 Arkansas 16
293 1930 California 103
294 1930 Canada 7
295 1930 Colorado 6
296 1930 Connecticut 7
297 1930 Cuba 3
298 1930 D.C. 4
299 1930 Delaware 2
300 1930 Florida 6
301 1930 Georgia 27
302 1930 Germany 1
303 1930 Hawaii 2
304 1930 Idaho 1
305 1930 Illinois 89
306 1930 Indiana 15
307 1930 Iowa 19
308 1930 Italy 2
309 1930 Kansas 15
310 1930 Kentucky 16
311 1930 Lithuania 1
312 1930 Louisiana 17
313 1930 Maine 4
314 1930 Maryland 15
315 1930 Massachusetts 50
316 1930 Mexico 2
317 1930 Michigan 11
318 1930 Minnesota 6
319 1930 Mississippi 22
320 1930 Missouri 48
321 1930 Nebraska 5
322 1930 NewHampshire 3
323 1930 NewJersey 28
324 1930 NewMexico 1
325 1930 NewYork 63
326 1930 NorthCarolina 60
327 1930 NorthDakota 2
328 1930 Ohio 48
329 1930 Oklahoma 21
330 1930 Oregon 6
331 1930 Pennsylvania 80
332 1930 Poland 2
333 1930 RhodeIsland 2
334 1930 Russia 1
335 1930 SouthCarolina 16
336 1930 SouthDakota 4
337 1930 Tennessee 27
338 1930 Texas 65
339 1930 Utah 4
340 1930 Venezuela 1
341 1930 Vermont 1
342 1930 Virginia 19
343 1930 Washington 6
344 1930 WestVirginia 7
345 1930 Wisconsin 16
346 1930 Wyoming 1
347 1940 Alabama 33
348 1940 Arizona 5
349 1940 Arkansas 21
350 1940 Austria 1
351 1940 California 95
352 1940 Canada 15
353 1940 Colorado 3
354 1940 Connecticut 9
355 1940 Cuba 22
356 1940 Czechoslovakia 1
357 1940 D.C. 4
358 1940 Delaware 1
359 1940 Florida 5
360 1940 Georgia 21
361 1940 Germany 1
362 1940 Greece 1
363 1940 Idaho 1
364 1940 Illinois 83
365 1940 Indiana 24
366 1940 Iowa 11
367 1940 Ireland 1
368 1940 Italy 3
369 1940 Kansas 20
370 1940 Kentucky 12
371 1940 Louisiana 19
372 1940 Maine 2
373 1940 Maryland 13
374 1940 Massachusetts 34
375 1940 Mexico 2
376 1940 Michigan 35
377 1940 Minnesota 10
378 1940 Mississippi 11
379 1940 Missouri 53
380 1940 Montana 1
381 1940 Nebraska 10
382 1940 NewHampshire 2
383 1940 NewJersey 37
384 1940 NewMexico 5
385 1940 NewYork 78
386 1940 NorthCarolina 57
387 1940 NorthDakota 1
388 1940 Ohio 56
389 1940 Oklahoma 32
390 1940 Oregon 10
391 1940 Pennsylvania 125
392 1940 PuertoRico 2
393 1940 RhodeIsland 2
394 1940 Scotland 1
395 1940 SouthCarolina 17
396 1940 SouthDakota 4
397 1940 Tennessee 25
398 1940 Texas 56
399 1940 Utah 3
400 1940 Venezuela 1
401 1940 Vermont 2
402 1940 Virginia 23
403 1940 Washington 18
404 1940 WestVirginia 8
405 1940 Wisconsin 20
406 1950 Alabama 33
407 1950 Arizona 3
408 1950 Arkansas 16
409 1950 Bahamas 1
410 1950 California 100
411 1950 Canada 12
412 1950 Colorado 2
413 1950 Connecticut 8
414 1950 Cuba 36
415 1950 Czechoslovakia 1
416 1950 D.C. 3
417 1950 Delaware 3
418 1950 DominicanRepublic 2
419 1950 Florida 11
420 1950 France 1
421 1950 Georgia 25
422 1950 Idaho 6
423 1950 Illinois 68
424 1950 Indiana 15
425 1950 Iowa 12
426 1950 Italy 1
427 1950 Kansas 13
428 1950 Kentucky 9
429 1950 Louisiana 18
430 1950 Maine 1
431 1950 Maryland 19
432 1950 Massachusetts 21
433 1950 Mexico 8
434 1950 Michigan 45
435 1950 Minnesota 11
436 1950 Mississippi 14
437 1950 Missouri 53
438 1950 Montana 2
439 1950 Nebraska 9
440 1950 NewHampshire 2
441 1950 NewJersey 35
442 1950 NewYork 78
443 1950 NorthCarolina 36
444 1950 NorthDakota 2
445 1950 Ohio 56
446 1950 Oklahoma 23
447 1950 Oregon 7
448 1950 Panama 3
449 1950 PanamaCanalZone 2
450 1950 Pennsylvania 79
451 1950 Poland 1
452 1950 PuertoRico 14
453 1950 RhodeIsland 5
454 1950 SouthCarolina 15
455 1950 SouthDakota 2
456 1950 Tennessee 21
457 1950 Texas 34
458 1950 Utah 1
459 1950 Venezuela 4
460 1950 Vermont 1
461 1950 VirginIslands 1
462 1950 Virginia 24
463 1950 Washington 10
464 1950 WestVirginia 12
465 1950 Wisconsin 19
466 1950 Wyoming 1
467 1960 Alabama 30
468 1960 AmericanSamoa 1
469 1960 Arizona 6
470 1960 Arkansas 19
471 1960 Bahamas 1
472 1960 California 189
473 1960 Canada 19
474 1960 Colorado 6
475 1960 Connecticut 14
476 1960 Cuba 36
477 1960 D.C. 10
478 1960 Delaware 5
479 1960 DominicanRepublic 22
480 1960 England 2
481 1960 Florida 26
482 1960 Georgia 17
483 1960 Hawaii 1
484 1960 Idaho 3
485 1960 Illinois 60
486 1960 Indiana 21
487 1960 Iowa 19
488 1960 Japan 1
489 1960 Kansas 16
490 1960 Kentucky 15
491 1960 Louisiana 22
492 1960 Maine 3
493 1960 Maryland 14
494 1960 Massachusetts 30
495 1960 Mexico 7
496 1960 Michigan 45
497 1960 Minnesota 9
498 1960 Mississippi 15
499 1960 Missouri 39
500 1960 Montana 2
501 1960 Nebraska 8
502 1960 Nevada 2
503 1960 NewHampshire 1
504 1960 NewJersey 33
505 1960 NewMexico 1
506 1960 NewYork 70
507 1960 NorthCarolina 36
508 1960 NorthDakota 1
509 1960 Ohio 65
510 1960 Oklahoma 27
511 1960 Oregon 6
512 1960 Panama 12
513 1960 PanamaCanalZone 1
514 1960 Pennsylvania 69
515 1960 PuertoRico 24
516 1960 RhodeIsland 5
517 1960 SouthCarolina 12
518 1960 SouthDakota 2
519 1960 Tennessee 21
520 1960 Texas 46
521 1960 Utah 5
522 1960 Venezuela 10
523 1960 Vermont 1
524 1960 VirginIslands 4
525 1960 Virginia 18
526 1960 Washington 15
527 1960 WestVirginia 11
528 1960 Wisconsin 19
529 1960 Wyoming 1
530 1970 Alabama 32
531 1970 Alaska 1
532 1970 Arizona 9
533 1970 Arkansas 9
534 1970 Bahamas 2
535 1970 California 272
536 1970 Canada 11
537 1970 Colombia 1
538 1970 Colorado 12
539 1970 Connecticut 7
540 1970 Cuba 4
541 1970 D.C. 3
542 1970 Delaware 2
543 1970 DominicanRepublic 38
544 1970 Florida 35
545 1970 France 1
546 1970 Georgia 18
547 1970 Germany 1
548 1970 Hawaii 7
549 1970 Idaho 1
550 1970 Illinois 56
551 1970 Indiana 24
552 1970 Iowa 11
553 1970 Japan 1
554 1970 Kansas 15
555 1970 Kentucky 14
556 1970 Louisiana 18
557 1970 Maine 7
558 1970 Maryland 12
559 1970 Massachusetts 23
560 1970 Mexico 18
561 1970 Michigan 51
562 1970 Minnesota 21
563 1970 Mississippi 18
564 1970 Missouri 25
565 1970 Montana 3
566 1970 Nebraska 3
567 1970 Netherlands 2
568 1970 Nevada 1
569 1970 NewHampshire 2
570 1970 NewJersey 29
571 1970 NewMexico 2
572 1970 NewYork 58
573 1970 Nicaragua 2
574 1970 NorthCarolina 21
575 1970 NorthDakota 2
576 1970 Ohio 52
577 1970 Oklahoma 30
578 1970 Oregon 13
579 1970 Panama 5
580 1970 PanamaCanalZone 1
581 1970 Pennsylvania 59
582 1970 PuertoRico 39
583 1970 RhodeIsland 3
584 1970 SouthCarolina 19
585 1970 SouthDakota 7
586 1970 Tennessee 12
587 1970 Texas 70
588 1970 Utah 3
589 1970 Venezuela 10
590 1970 Vermont 1
591 1970 VirginIslands 2
592 1970 Virginia 32
593 1970 Washington 22
594 1970 WestGermany 2
595 1970 WestVirginia 7
596 1970 Wisconsin 19
597 1970 Wyoming 3
598 1980 Alabama 23
599 1980 Alaska 3
600 1980 Arizona 13
601 1980 Arkansas 8
602 1980 Australia 1
603 1980 Bahamas 1
604 1980 California 316
605 1980 Canada 8
606 1980 Colombia 1
607 1980 Colorado 11
608 1980 Connecticut 11
609 1980 Cuba 8
610 1980 Curacao 1
611 1980 D.C. 3
612 1980 Delaware 3
613 1980 DominicanRepublic 64
614 1980 England 1
615 1980 Florida 69
616 1980 France 2
617 1980 Georgia 29
618 1980 Hawaii 8
619 1980 Honduras 1
620 1980 Idaho 4
621 1980 Illinois 58
622 1980 Indiana 25
623 1980 Iowa 11
624 1980 Jamaica 3
625 1980 Kansas 6
626 1980 Kentucky 16
627 1980 Louisiana 24
628 1980 Maine 3
629 1980 Maryland 18
630 1980 Massachusetts 24
631 1980 Mexico 12
632 1980 Michigan 33
633 1980 Minnesota 12
634 1980 Mississippi 17
635 1980 Missouri 23
636 1980 Montana 4
637 1980 Nebraska 7
638 1980 Nevada 1
639 1980 NewHampshire 4
640 1980 NewJersey 30
641 1980 NewMexico 4
642 1980 NewYork 83
643 1980 Nicaragua 3
644 1980 NorthCarolina 23
645 1980 NorthDakota 1
646 1980 Ohio 61
647 1980 Oklahoma 23
648 1980 Oregon 17
649 1980 Panama 1
650 1980 Pennsylvania 46
651 1980 PuertoRico 46
652 1980 RhodeIsland 4
653 1980 Scotland 1
654 1980 SouthCarolina 18
655 1980 SouthDakota 2
656 1980 Spain 2
657 1980 Tennessee 17
658 1980 Texas 81
659 1980 Utah 5
660 1980 Venezuela 28
661 1980 Vermont 2
662 1980 VirginIslands 1
663 1980 Virginia 16
664 1980 Washington 27
665 1980 WestGermany 6
666 1980 WestVirginia 6
667 1980 Wisconsin 11
668 1980 Wyoming 3
669 1990 Afghanistan 1
670 1990 Alabama 25
671 1990 Arizona 14
672 1990 Arkansas 10
673 1990 Aruba 4
674 1990 Australia 7
675 1990 Belgium 1
676 1990 BritishHonduras 1
677 1990 California 327
678 1990 Canada 28
679 1990 Colombia 4
680 1990 Colorado 9
681 1990 Connecticut 15
682 1990 Cuba 13
683 1990 Curacao 3
684 1990 D.C. 1
685 1990 Delaware 6
686 1990 DominicanRepublic 156
687 1990 England 2
688 1990 Florida 83
689 1990 Georgia 37
690 1990 Hawaii 3
691 1990 Idaho 2
692 1990 Illinois 92
693 1990 Indiana 27
694 1990 Iowa 17
695 1990 Japan 12
696 1990 Kansas 17
697 1990 Kentucky 20
698 1990 Louisiana 37
699 1990 Maine 1
700 1990 Maryland 20
701 1990 Massachusetts 35
702 1990 Mexico 32
703 1990 Michigan 39
704 1990 Minnesota 12
705 1990 Mississippi 23
706 1990 Missouri 32
707 1990 Montana 3
708 1990 Nebraska 8
709 1990 Netherlands 2
710 1990 Nevada 4
711 1990 NewHampshire 5
712 1990 NewJersey 40
713 1990 NewMexico 3
714 1990 NewYork 83
715 1990 Nicaragua 2
716 1990 NorthCarolina 30
717 1990 NorthDakota 2
718 1990 Ohio 70
719 1990 Oklahoma 16
720 1990 Oregon 20
721 1990 Panama 17
722 1990 Pennsylvania 60
723 1990 Philippines 1
724 1990 PuertoRico 59
725 1990 RhodeIsland 5
726 1990 Russia 1
727 1990 Singapore 1
728 1990 SouthCarolina 17
729 1990 SouthDakota 3
730 1990 SouthKorea 3
731 1990 SouthVietnam 1
732 1990 Spain 1
733 1990 Tennessee 19
734 1990 Texas 91
735 1990 Utah 1
736 1990 Venezuela 62
737 1990 VirginIslands 2
738 1990 Virginia 36
739 1990 Washington 22
740 1990 WestGermany 1
741 1990 WestVirginia 4
742 1990 Wisconsin 15
743 1990 Wyoming 1
744 2000 Alabama 32
745 2000 Alaska 6
746 2000 Arizona 31
747 2000 Arkansas 11
748 2000 Australia 15
749 2000 California 335
750 2000 Canada 33
751 2000 Colombia 2
752 2000 Colorado 16
753 2000 Connecticut 10
754 2000 Cuba 20
755 2000 Curacao 6
756 2000 D.C. 5
757 2000 Delaware 5
758 2000 DominicanRepublic 213
759 2000 England 1
760 2000 Florida 136
761 2000 Georgia 63
762 2000 Germany 3
763 2000 Guam 1
764 2000 Hawaii 13
765 2000 Idaho 3
766 2000 Illinois 57
767 2000 Indiana 25
768 2000 Indonesia 1
769 2000 Iowa 16
770 2000 Jamaica 1
771 2000 Japan 35
772 2000 Kansas 17
773 2000 Kentucky 27
774 2000 Louisiana 26
775 2000 Maine 2
776 2000 Maryland 15
777 2000 Massachusetts 19
778 2000 Mexico 29
779 2000 Michigan 18
780 2000 Minnesota 13
781 2000 Mississippi 32
782 2000 Missouri 24
783 2000 Montana 2
784 2000 Nebraska 11
785 2000 Netherlands 1
786 2000 Nevada 12
787 2000 NewHampshire 3
788 2000 NewJersey 22
789 2000 NewMexico 5
790 2000 NewYork 43
791 2000 Nicaragua 4
792 2000 NorthCarolina 29
793 2000 NorthDakota 3
794 2000 Ohio 51
795 2000 Oklahoma 26
796 2000 Oregon 19
797 2000 Panama 8
798 2000 Pennsylvania 34
799 2000 PuertoRico 43
800 2000 RhodeIsland 2
801 2000 SaudiArabia 1
802 2000 SouthCarolina 14
803 2000 SouthDakota 5
804 2000 SouthKorea 10
805 2000 Taiwan 6
806 2000 Tennessee 18
807 2000 Texas 157
808 2000 Utah 10
809 2000 Venezuela 130
810 2000 Vermont 2
811 2000 VirginIslands 1
812 2000 Virginia 26
813 2000 Washington 35
814 2000 WestGermany 2
815 2000 WestVirginia 6
816 2000 Wisconsin 17
817 2000 Wyoming 2
818 2010 Alabama 26
819 2010 Alaska 1
820 2010 Arizona 16
821 2010 Arkansas 6
822 2010 Aruba 1
823 2010 Australia 6
824 2010 Bahamas 1
825 2010 Brazil 3
826 2010 California 252
827 2010 Canada 16
828 2010 China 1
829 2010 Colombia 11
830 2010 Colorado 7
831 2010 Connecticut 15
832 2010 Cuba 39
833 2010 Curacao 4
834 2010 D.C. 5
835 2010 Delaware 5
836 2010 DominicanRepublic 175
837 2010 England 1
838 2010 Florida 130
839 2010 Georgia 43
840 2010 Germany 3
841 2010 Hawaii 5
842 2010 Idaho 4
843 2010 Illinois 38
844 2010 Indiana 23
845 2010 Iowa 8
846 2010 Italy 1
847 2010 Japan 14
848 2010 Kansas 8
849 2010 Kentucky 17
850 2010 Louisiana 21
851 2010 Maine 4
852 2010 Maryland 8
853 2010 Massachusetts 17
854 2010 Mexico 11
855 2010 Michigan 14
856 2010 Minnesota 13
857 2010 Mississippi 16
858 2010 Missouri 21
859 2010 Montana 2
860 2010 Nebraska 6
861 2010 Netherlands 2
862 2010 Nevada 19
863 2010 NewHampshire 1
864 2010 NewJersey 21
865 2010 NewMexico 5
866 2010 NewYork 39
867 2010 Nicaragua 3
868 2010 NorthCarolina 26
869 2010 NorthDakota 2
870 2010 Ohio 36
871 2010 Oklahoma 28
872 2010 Oregon 9
873 2010 Panama 6
874 2010 Pennsylvania 34
875 2010 PuertoRico 30
876 2010 RhodeIsland 2
877 2010 SaudiArabia 1
878 2010 SouthCarolina 24
879 2010 SouthDakota 3
880 2010 SouthKorea 9
881 2010 Taiwan 5
882 2010 Tennessee 33
883 2010 Texas 121
884 2010 Utah 1
885 2010 Venezuela 114
886 2010 VirginIslands 3
887 2010 Virginia 18
888 2010 Washington 20
889 2010 WestVirginia 3
890 2010 Wisconsin 4
891 2010 Wyoming 3

In [247]:
bp1 = x.set_index(['Decade of Debut', 'Birth Location'])
bp1


Out[247]:
Number of Players
Decade of Debut Birth Location
1870 Canada 2
Connecticut 6
Czechoslovakia 1
D.C. 4
Delaware 1
England 6
Georgia 1
Germany 1
Illinois 10
Indiana 2
Iowa 2
Ireland 9
Kentucky 6
Louisiana 2
Maine 4
Maryland 4
Massachusetts 22
Michigan 2
Missouri 12
NewHampshire 1
NewJersey 12
NewYork 63
NorthCarolina 1
Ohio 10
Pennsylvania 44
RhodeIsland 4
Scotland 1
SouthCarolina 1
Virginia 1
WestVirginia 2
Wisconsin 1
1880 Alabama 1
Arkansas 1
Australia 1
California 20
Canada 39
Connecticut 24
D.C. 19
Delaware 6
England 4
Georgia 1
Germany 5
Illinois 61
Indiana 16
Iowa 9
Ireland 19
Kansas 1
Kentucky 35
Louisiana 11
Maine 7
Maryland 25
Massachusetts 97
Michigan 12
Minnesota 7
Mississippi 1
Missouri 45
NewHampshire 6
NewJersey 17
NewYork 124
Ohio 79
Pennsylvania 173
RhodeIsland 14
Scotland 2
Sweden 1
Tennessee 4
Texas 1
Vermont 7
Virginia 11
Wales 1
WestVirginia 5
Wisconsin 15
1890 Alabama 3
Arkansas 1
California 15
Canada 16
Colorado 2
Connecticut 17
D.C. 10
Delaware 3
England 4
France 1
Georgia 5
Germany 5
Illinois 58
Indiana 22
Iowa 6
Ireland 6
Kansas 4
Kentucky 30
Louisiana 2
Maine 6
Maryland 27
Massachusetts 80
Michigan 13
Minnesota 4
Mississippi 1
Missouri 44
Nebraska 3
Netherlands 2
NewHampshire 6
NewJersey 26
NewYork 82
NorthCarolina 2
Norway 1
Ohio 97
Oregon 2
Pennsylvania 142
RhodeIsland 7
Russia 1
SouthCarolina 3
Tennessee 10
Texas 3
Vermont 4
Virginia 9
Wales 1
WestVirginia 9
Wisconsin 11
1900 Alabama 5
Arkansas 4
Austria-Hungary 3
California 32
Canada 23
Colombia 1
Colorado 3
Connecticut 11
D.C. 9
Delaware 6
England 8
Florida 1
France 1
Georgia 6
Germany 4
Idaho 2
Illinois 81
Indiana 43
Iowa 31
Ireland 6
Kansas 17
Kentucky 15
Louisiana 4
Maine 18
Maryland 25
Massachusetts 60
Michigan 34
Minnesota 17
Mississippi 3
Missouri 44
Nebraska 10
Netherlands 2
NewHampshire 5
NewJersey 21
NewYork 94
NorthCarolina 10
Norway 1
Ohio 135
Oregon 3
Pennsylvania 167
RhodeIsland 6
Russia 2
Scotland 1
SouthCarolina 7
SouthDakota 1
Switzerland 1
Tennessee 14
Texas 20
Utah 1
Vermont 7
Virginia 11
Wales 1
Washington 2
WestVirginia 10
Wisconsin 32
1910 Alabama 18
Arizona 1
Arkansas 14
Austria-Hungary 1
California 58
Canada 8
CanaryIslands 1
China 1
Colorado 9
Connecticut 22
Cuba 12
D.C. 9
Delaware 3
Denmark 1
England 3
Florida 4
France 2
Georgia 32
Germany 5
Hawaii 1
Idaho 2
Illinois 151
Indiana 69
Iowa 26
Ireland 2
Kansas 40
Kentucky 27
Louisiana 11
Maine 8
Maryland 36
Massachusetts 80
Michigan 44
Minnesota 20
Mississippi 10
Missouri 74
Montana 2
Nebraska 21
Nevada 1
NewHampshire 7
NewJersey 35
NewMexico 1
NewYork 99
NorthCarolina 29
NorthDakota 1
Ohio 141
Oklahoma 12
Oregon 13
Pennsylvania 169
RhodeIsland 6
Russia 2
Scotland 1
SouthCarolina 8
SouthDakota 5
Sweden 3
Tennessee 37
Texas 67
Vermont 6
Virginia 15
Washington 13
WestVirginia 20
Wisconsin 27
1920 Alabama 36
Alaska 1
Arizona 2
Arkansas 18
California 69
Canada 5
Colorado 6
Connecticut 14
Cuba 5
D.C. 7
Delaware 3
England 1
Finland 1
Florida 10
Georgia 27
Germany 2
Hawaii 1
Idaho 1
Illinois 78
Indiana 22
Iowa 23
Kansas 25
Kentucky 23
Louisiana 17
Maine 4
Maryland 29
Massachusetts 68
Michigan 30
Minnesota 11
Mississippi 18
Missouri 60
Montana 1
Nebraska 11
Nevada 1
NewHampshire 2
NewJersey 31
NewMexico 1
NewYork 77
NorthCarolina 44
Norway 1
Ohio 59
Oklahoma 24
Oregon 5
Pennsylvania 106
Poland 1
RhodeIsland 8
Russia 1
SouthCarolina 18
SouthDakota 1
Tennessee 42
Texas 90
Utah 4
Vermont 4
Virginia 25
Washington 7
WestVirginia 11
Wisconsin 14
1930 Alabama 30
Arizona 2
Arkansas 16
California 103
Canada 7
Colorado 6
Connecticut 7
Cuba 3
D.C. 4
Delaware 2
Florida 6
Georgia 27
Germany 1
Hawaii 2
Idaho 1
Illinois 89
Indiana 15
Iowa 19
Italy 2
Kansas 15
Kentucky 16
Lithuania 1
Louisiana 17
Maine 4
Maryland 15
Massachusetts 50
Mexico 2
Michigan 11
Minnesota 6
Mississippi 22
Missouri 48
Nebraska 5
NewHampshire 3
NewJersey 28
NewMexico 1
NewYork 63
NorthCarolina 60
NorthDakota 2
Ohio 48
Oklahoma 21
Oregon 6
Pennsylvania 80
Poland 2
RhodeIsland 2
Russia 1
SouthCarolina 16
SouthDakota 4
Tennessee 27
Texas 65
Utah 4
Venezuela 1
Vermont 1
Virginia 19
Washington 6
WestVirginia 7
Wisconsin 16
Wyoming 1
1940 Alabama 33
Arizona 5
Arkansas 21
Austria 1
California 95
Canada 15
Colorado 3
Connecticut 9
Cuba 22
Czechoslovakia 1
D.C. 4
Delaware 1
Florida 5
Georgia 21
Germany 1
Greece 1
Idaho 1
Illinois 83
Indiana 24
Iowa 11
Ireland 1
Italy 3
Kansas 20
Kentucky 12
Louisiana 19
Maine 2
Maryland 13
Massachusetts 34
Mexico 2
Michigan 35
Minnesota 10
Mississippi 11
Missouri 53
Montana 1
Nebraska 10
NewHampshire 2
NewJersey 37
NewMexico 5
NewYork 78
NorthCarolina 57
NorthDakota 1
Ohio 56
Oklahoma 32
Oregon 10
Pennsylvania 125
PuertoRico 2
RhodeIsland 2
Scotland 1
SouthCarolina 17
SouthDakota 4
Tennessee 25
Texas 56
Utah 3
Venezuela 1
Vermont 2
Virginia 23
Washington 18
WestVirginia 8
Wisconsin 20
1950 Alabama 33
Arizona 3
Arkansas 16
Bahamas 1
California 100
Canada 12
Colorado 2
Connecticut 8
Cuba 36
Czechoslovakia 1
D.C. 3
Delaware 3
DominicanRepublic 2
Florida 11
France 1
Georgia 25
Idaho 6
Illinois 68
Indiana 15
Iowa 12
Italy 1
Kansas 13
Kentucky 9
Louisiana 18
Maine 1
Maryland 19
Massachusetts 21
Mexico 8
Michigan 45
Minnesota 11
Mississippi 14
Missouri 53
Montana 2
Nebraska 9
NewHampshire 2
NewJersey 35
NewYork 78
NorthCarolina 36
NorthDakota 2
Ohio 56
Oklahoma 23
Oregon 7
Panama 3
PanamaCanalZone 2
Pennsylvania 79
Poland 1
PuertoRico 14
RhodeIsland 5
SouthCarolina 15
SouthDakota 2
Tennessee 21
Texas 34
Utah 1
Venezuela 4
Vermont 1
VirginIslands 1
Virginia 24
Washington 10
WestVirginia 12
Wisconsin 19
Wyoming 1
1960 Alabama 30
AmericanSamoa 1
Arizona 6
Arkansas 19
Bahamas 1
California 189
Canada 19
Colorado 6
Connecticut 14
Cuba 36
D.C. 10
Delaware 5
DominicanRepublic 22
England 2
Florida 26
Georgia 17
Hawaii 1
Idaho 3
Illinois 60
Indiana 21
Iowa 19
Japan 1
Kansas 16
Kentucky 15
Louisiana 22
Maine 3
Maryland 14
Massachusetts 30
Mexico 7
Michigan 45
Minnesota 9
Mississippi 15
Missouri 39
Montana 2
Nebraska 8
Nevada 2
NewHampshire 1
NewJersey 33
NewMexico 1
NewYork 70
NorthCarolina 36
NorthDakota 1
Ohio 65
Oklahoma 27
Oregon 6
Panama 12
PanamaCanalZone 1
Pennsylvania 69
PuertoRico 24
RhodeIsland 5
SouthCarolina 12
SouthDakota 2
Tennessee 21
Texas 46
Utah 5
Venezuela 10
Vermont 1
VirginIslands 4
Virginia 18
Washington 15
WestVirginia 11
Wisconsin 19
Wyoming 1
1970 Alabama 32
Alaska 1
Arizona 9
Arkansas 9
Bahamas 2
California 272
Canada 11
Colombia 1
Colorado 12
Connecticut 7
Cuba 4
D.C. 3
Delaware 2
DominicanRepublic 38
Florida 35
France 1
Georgia 18
Germany 1
Hawaii 7
Idaho 1
Illinois 56
Indiana 24
Iowa 11
Japan 1
Kansas 15
Kentucky 14
Louisiana 18
Maine 7
Maryland 12
Massachusetts 23
Mexico 18
Michigan 51
Minnesota 21
Mississippi 18
Missouri 25
Montana 3
Nebraska 3
Netherlands 2
Nevada 1
NewHampshire 2
NewJersey 29
NewMexico 2
NewYork 58
Nicaragua 2
NorthCarolina 21
NorthDakota 2
Ohio 52
Oklahoma 30
Oregon 13
Panama 5
PanamaCanalZone 1
Pennsylvania 59
PuertoRico 39
RhodeIsland 3
SouthCarolina 19
SouthDakota 7
Tennessee 12
Texas 70
Utah 3
Venezuela 10
Vermont 1
VirginIslands 2
Virginia 32
Washington 22
WestGermany 2
WestVirginia 7
Wisconsin 19
Wyoming 3
1980 Alabama 23
Alaska 3
Arizona 13
Arkansas 8
Australia 1
Bahamas 1
California 316
Canada 8
Colombia 1
Colorado 11
Connecticut 11
Cuba 8
Curacao 1
D.C. 3
Delaware 3
DominicanRepublic 64
England 1
Florida 69
France 2
Georgia 29
Hawaii 8
Honduras 1
Idaho 4
Illinois 58
Indiana 25
Iowa 11
Jamaica 3
Kansas 6
Kentucky 16
Louisiana 24
Maine 3
Maryland 18
Massachusetts 24
Mexico 12
Michigan 33
Minnesota 12
Mississippi 17
Missouri 23
Montana 4
Nebraska 7
Nevada 1
NewHampshire 4
NewJersey 30
NewMexico 4
NewYork 83
Nicaragua 3
NorthCarolina 23
NorthDakota 1
Ohio 61
Oklahoma 23
Oregon 17
Panama 1
Pennsylvania 46
PuertoRico 46
RhodeIsland 4
Scotland 1
SouthCarolina 18
SouthDakota 2
Spain 2
Tennessee 17
Texas 81
Utah 5
Venezuela 28
Vermont 2
VirginIslands 1
Virginia 16
Washington 27
WestGermany 6
WestVirginia 6
Wisconsin 11
Wyoming 3
1990 Afghanistan 1
Alabama 25
Arizona 14
Arkansas 10
Aruba 4
Australia 7
Belgium 1
BritishHonduras 1
California 327
Canada 28
Colombia 4
Colorado 9
Connecticut 15
Cuba 13
Curacao 3
D.C. 1
Delaware 6
DominicanRepublic 156
England 2
Florida 83
Georgia 37
Hawaii 3
Idaho 2
Illinois 92
Indiana 27
Iowa 17
Japan 12
Kansas 17
Kentucky 20
Louisiana 37
Maine 1
Maryland 20
Massachusetts 35
Mexico 32
Michigan 39
Minnesota 12
Mississippi 23
Missouri 32
Montana 3
Nebraska 8
Netherlands 2
Nevada 4
NewHampshire 5
NewJersey 40
NewMexico 3
NewYork 83
Nicaragua 2
NorthCarolina 30
NorthDakota 2
Ohio 70
Oklahoma 16
Oregon 20
Panama 17
Pennsylvania 60
Philippines 1
PuertoRico 59
RhodeIsland 5
Russia 1
Singapore 1
SouthCarolina 17
SouthDakota 3
SouthKorea 3
SouthVietnam 1
Spain 1
Tennessee 19
Texas 91
Utah 1
Venezuela 62
VirginIslands 2
Virginia 36
Washington 22
WestGermany 1
WestVirginia 4
Wisconsin 15
Wyoming 1
2000 Alabama 32
Alaska 6
Arizona 31
Arkansas 11
Australia 15
California 335
Canada 33
Colombia 2
Colorado 16
Connecticut 10
Cuba 20
Curacao 6
D.C. 5
Delaware 5
DominicanRepublic 213
England 1
Florida 136
Georgia 63
Germany 3
Guam 1
Hawaii 13
Idaho 3
Illinois 57
Indiana 25
Indonesia 1
Iowa 16
Jamaica 1
Japan 35
Kansas 17
Kentucky 27
Louisiana 26
Maine 2
Maryland 15
Massachusetts 19
Mexico 29
Michigan 18
Minnesota 13
Mississippi 32
Missouri 24
Montana 2
Nebraska 11
Netherlands 1
Nevada 12
NewHampshire 3
NewJersey 22
NewMexico 5
NewYork 43
Nicaragua 4
NorthCarolina 29
NorthDakota 3
Ohio 51
Oklahoma 26
Oregon 19
Panama 8
Pennsylvania 34
PuertoRico 43
RhodeIsland 2
SaudiArabia 1
SouthCarolina 14
SouthDakota 5
SouthKorea 10
Taiwan 6
Tennessee 18
Texas 157
Utah 10
Venezuela 130
Vermont 2
VirginIslands 1
Virginia 26
Washington 35
WestGermany 2
WestVirginia 6
Wisconsin 17
Wyoming 2
2010 Alabama 26
Alaska 1
Arizona 16
Arkansas 6
Aruba 1
Australia 6
Bahamas 1
Brazil 3
California 252
Canada 16
China 1
Colombia 11
Colorado 7
Connecticut 15
Cuba 39
Curacao 4
D.C. 5
Delaware 5
DominicanRepublic 175
England 1
Florida 130
Georgia 43
Germany 3
Hawaii 5
Idaho 4
Illinois 38
Indiana 23
Iowa 8
Italy 1
Japan 14
Kansas 8
Kentucky 17
Louisiana 21
Maine 4
Maryland 8
Massachusetts 17
Mexico 11
Michigan 14
Minnesota 13
Mississippi 16
Missouri 21
Montana 2
Nebraska 6
Netherlands 2
Nevada 19
NewHampshire 1
NewJersey 21
NewMexico 5
NewYork 39
Nicaragua 3
NorthCarolina 26
NorthDakota 2
Ohio 36
Oklahoma 28
Oregon 9
Panama 6
Pennsylvania 34
PuertoRico 30
RhodeIsland 2
SaudiArabia 1
SouthCarolina 24
SouthDakota 3
SouthKorea 9
Taiwan 5
Tennessee 33
Texas 121
Utah 1
Venezuela 114
VirginIslands 3
Virginia 18
Washington 20
WestVirginia 3
Wisconsin 4
Wyoming 3

It may be more helpful if we can see everything in the table.


In [248]:
pd.set_option('display.max_rows', 1000)
pd.set_option('display.max_columns', 1000)
bp1


Out[248]:
Number of Players
Decade of Debut Birth Location
1870 Canada 2
Connecticut 6
Czechoslovakia 1
D.C. 4
Delaware 1
England 6
Georgia 1
Germany 1
Illinois 10
Indiana 2
Iowa 2
Ireland 9
Kentucky 6
Louisiana 2
Maine 4
Maryland 4
Massachusetts 22
Michigan 2
Missouri 12
NewHampshire 1
NewJersey 12
NewYork 63
NorthCarolina 1
Ohio 10
Pennsylvania 44
RhodeIsland 4
Scotland 1
SouthCarolina 1
Virginia 1
WestVirginia 2
Wisconsin 1
1880 Alabama 1
Arkansas 1
Australia 1
California 20
Canada 39
Connecticut 24
D.C. 19
Delaware 6
England 4
Georgia 1
Germany 5
Illinois 61
Indiana 16
Iowa 9
Ireland 19
Kansas 1
Kentucky 35
Louisiana 11
Maine 7
Maryland 25
Massachusetts 97
Michigan 12
Minnesota 7
Mississippi 1
Missouri 45
NewHampshire 6
NewJersey 17
NewYork 124
Ohio 79
Pennsylvania 173
RhodeIsland 14
Scotland 2
Sweden 1
Tennessee 4
Texas 1
Vermont 7
Virginia 11
Wales 1
WestVirginia 5
Wisconsin 15
1890 Alabama 3
Arkansas 1
California 15
Canada 16
Colorado 2
Connecticut 17
D.C. 10
Delaware 3
England 4
France 1
Georgia 5
Germany 5
Illinois 58
Indiana 22
Iowa 6
Ireland 6
Kansas 4
Kentucky 30
Louisiana 2
Maine 6
Maryland 27
Massachusetts 80
Michigan 13
Minnesota 4
Mississippi 1
Missouri 44
Nebraska 3
Netherlands 2
NewHampshire 6
NewJersey 26
NewYork 82
NorthCarolina 2
Norway 1
Ohio 97
Oregon 2
Pennsylvania 142
RhodeIsland 7
Russia 1
SouthCarolina 3
Tennessee 10
Texas 3
Vermont 4
Virginia 9
Wales 1
WestVirginia 9
Wisconsin 11
1900 Alabama 5
Arkansas 4
Austria-Hungary 3
California 32
Canada 23
Colombia 1
Colorado 3
Connecticut 11
D.C. 9
Delaware 6
England 8
Florida 1
France 1
Georgia 6
Germany 4
Idaho 2
Illinois 81
Indiana 43
Iowa 31
Ireland 6
Kansas 17
Kentucky 15
Louisiana 4
Maine 18
Maryland 25
Massachusetts 60
Michigan 34
Minnesota 17
Mississippi 3
Missouri 44
Nebraska 10
Netherlands 2
NewHampshire 5
NewJersey 21
NewYork 94
NorthCarolina 10
Norway 1
Ohio 135
Oregon 3
Pennsylvania 167
RhodeIsland 6
Russia 2
Scotland 1
SouthCarolina 7
SouthDakota 1
Switzerland 1
Tennessee 14
Texas 20
Utah 1
Vermont 7
Virginia 11
Wales 1
Washington 2
WestVirginia 10
Wisconsin 32
1910 Alabama 18
Arizona 1
Arkansas 14
Austria-Hungary 1
California 58
Canada 8
CanaryIslands 1
China 1
Colorado 9
Connecticut 22
Cuba 12
D.C. 9
Delaware 3
Denmark 1
England 3
Florida 4
France 2
Georgia 32
Germany 5
Hawaii 1
Idaho 2
Illinois 151
Indiana 69
Iowa 26
Ireland 2
Kansas 40
Kentucky 27
Louisiana 11
Maine 8
Maryland 36
Massachusetts 80
Michigan 44
Minnesota 20
Mississippi 10
Missouri 74
Montana 2
Nebraska 21
Nevada 1
NewHampshire 7
NewJersey 35
NewMexico 1
NewYork 99
NorthCarolina 29
NorthDakota 1
Ohio 141
Oklahoma 12
Oregon 13
Pennsylvania 169
RhodeIsland 6
Russia 2
Scotland 1
SouthCarolina 8
SouthDakota 5
Sweden 3
Tennessee 37
Texas 67
Vermont 6
Virginia 15
Washington 13
WestVirginia 20
Wisconsin 27
1920 Alabama 36
Alaska 1
Arizona 2
Arkansas 18
California 69
Canada 5
Colorado 6
Connecticut 14
Cuba 5
D.C. 7
Delaware 3
England 1
Finland 1
Florida 10
Georgia 27
Germany 2
Hawaii 1
Idaho 1
Illinois 78
Indiana 22
Iowa 23
Kansas 25
Kentucky 23
Louisiana 17
Maine 4
Maryland 29
Massachusetts 68
Michigan 30
Minnesota 11
Mississippi 18
Missouri 60
Montana 1
Nebraska 11
Nevada 1
NewHampshire 2
NewJersey 31
NewMexico 1
NewYork 77
NorthCarolina 44
Norway 1
Ohio 59
Oklahoma 24
Oregon 5
Pennsylvania 106
Poland 1
RhodeIsland 8
Russia 1
SouthCarolina 18
SouthDakota 1
Tennessee 42
Texas 90
Utah 4
Vermont 4
Virginia 25
Washington 7
WestVirginia 11
Wisconsin 14
1930 Alabama 30
Arizona 2
Arkansas 16
California 103
Canada 7
Colorado 6
Connecticut 7
Cuba 3
D.C. 4
Delaware 2
Florida 6
Georgia 27
Germany 1
Hawaii 2
Idaho 1
Illinois 89
Indiana 15
Iowa 19
Italy 2
Kansas 15
Kentucky 16
Lithuania 1
Louisiana 17
Maine 4
Maryland 15
Massachusetts 50
Mexico 2
Michigan 11
Minnesota 6
Mississippi 22
Missouri 48
Nebraska 5
NewHampshire 3
NewJersey 28
NewMexico 1
NewYork 63
NorthCarolina 60
NorthDakota 2
Ohio 48
Oklahoma 21
Oregon 6
Pennsylvania 80
Poland 2
RhodeIsland 2
Russia 1
SouthCarolina 16
SouthDakota 4
Tennessee 27
Texas 65
Utah 4
Venezuela 1
Vermont 1
Virginia 19
Washington 6
WestVirginia 7
Wisconsin 16
Wyoming 1
1940 Alabama 33
Arizona 5
Arkansas 21
Austria 1
California 95
Canada 15
Colorado 3
Connecticut 9
Cuba 22
Czechoslovakia 1
D.C. 4
Delaware 1
Florida 5
Georgia 21
Germany 1
Greece 1
Idaho 1
Illinois 83
Indiana 24
Iowa 11
Ireland 1
Italy 3
Kansas 20
Kentucky 12
Louisiana 19
Maine 2
Maryland 13
Massachusetts 34
Mexico 2
Michigan 35
Minnesota 10
Mississippi 11
Missouri 53
Montana 1
Nebraska 10
NewHampshire 2
NewJersey 37
NewMexico 5
NewYork 78
NorthCarolina 57
NorthDakota 1
Ohio 56
Oklahoma 32
Oregon 10
Pennsylvania 125
PuertoRico 2
RhodeIsland 2
Scotland 1
SouthCarolina 17
SouthDakota 4
Tennessee 25
Texas 56
Utah 3
Venezuela 1
Vermont 2
Virginia 23
Washington 18
WestVirginia 8
Wisconsin 20
1950 Alabama 33
Arizona 3
Arkansas 16
Bahamas 1
California 100
Canada 12
Colorado 2
Connecticut 8
Cuba 36
Czechoslovakia 1
D.C. 3
Delaware 3
DominicanRepublic 2
Florida 11
France 1
Georgia 25
Idaho 6
Illinois 68
Indiana 15
Iowa 12
Italy 1
Kansas 13
Kentucky 9
Louisiana 18
Maine 1
Maryland 19
Massachusetts 21
Mexico 8
Michigan 45
Minnesota 11
Mississippi 14
Missouri 53
Montana 2
Nebraska 9
NewHampshire 2
NewJersey 35
NewYork 78
NorthCarolina 36
NorthDakota 2
Ohio 56
Oklahoma 23
Oregon 7
Panama 3
PanamaCanalZone 2
Pennsylvania 79
Poland 1
PuertoRico 14
RhodeIsland 5
SouthCarolina 15
SouthDakota 2
Tennessee 21
Texas 34
Utah 1
Venezuela 4
Vermont 1
VirginIslands 1
Virginia 24
Washington 10
WestVirginia 12
Wisconsin 19
Wyoming 1
1960 Alabama 30
AmericanSamoa 1
Arizona 6
Arkansas 19
Bahamas 1
California 189
Canada 19
Colorado 6
Connecticut 14
Cuba 36
D.C. 10
Delaware 5
DominicanRepublic 22
England 2
Florida 26
Georgia 17
Hawaii 1
Idaho 3
Illinois 60
Indiana 21
Iowa 19
Japan 1
Kansas 16
Kentucky 15
Louisiana 22
Maine 3
Maryland 14
Massachusetts 30
Mexico 7
Michigan 45
Minnesota 9
Mississippi 15
Missouri 39
Montana 2
Nebraska 8
Nevada 2
NewHampshire 1
NewJersey 33
NewMexico 1
NewYork 70
NorthCarolina 36
NorthDakota 1
Ohio 65
Oklahoma 27
Oregon 6
Panama 12
PanamaCanalZone 1
Pennsylvania 69
PuertoRico 24
RhodeIsland 5
SouthCarolina 12
SouthDakota 2
Tennessee 21
Texas 46
Utah 5
Venezuela 10
Vermont 1
VirginIslands 4
Virginia 18
Washington 15
WestVirginia 11
Wisconsin 19
Wyoming 1
1970 Alabama 32
Alaska 1
Arizona 9
Arkansas 9
Bahamas 2
California 272
Canada 11
Colombia 1
Colorado 12
Connecticut 7
Cuba 4
D.C. 3
Delaware 2
DominicanRepublic 38
Florida 35
France 1
Georgia 18
Germany 1
Hawaii 7
Idaho 1
Illinois 56
Indiana 24
Iowa 11
Japan 1
Kansas 15
Kentucky 14
Louisiana 18
Maine 7
Maryland 12
Massachusetts 23
Mexico 18
Michigan 51
Minnesota 21
Mississippi 18
Missouri 25
Montana 3
Nebraska 3
Netherlands 2
Nevada 1
NewHampshire 2
NewJersey 29
NewMexico 2
NewYork 58
Nicaragua 2
NorthCarolina 21
NorthDakota 2
Ohio 52
Oklahoma 30
Oregon 13
Panama 5
PanamaCanalZone 1
Pennsylvania 59
PuertoRico 39
RhodeIsland 3
SouthCarolina 19
SouthDakota 7
Tennessee 12
Texas 70
Utah 3
Venezuela 10
Vermont 1
VirginIslands 2
Virginia 32
Washington 22
WestGermany 2
WestVirginia 7
Wisconsin 19
Wyoming 3
1980 Alabama 23
Alaska 3
Arizona 13
Arkansas 8
Australia 1
Bahamas 1
California 316
Canada 8
Colombia 1
Colorado 11
Connecticut 11
Cuba 8
Curacao 1
D.C. 3
Delaware 3
DominicanRepublic 64
England 1
Florida 69
France 2
Georgia 29
Hawaii 8
Honduras 1
Idaho 4
Illinois 58
Indiana 25
Iowa 11
Jamaica 3
Kansas 6
Kentucky 16
Louisiana 24
Maine 3
Maryland 18
Massachusetts 24
Mexico 12
Michigan 33
Minnesota 12
Mississippi 17
Missouri 23
Montana 4
Nebraska 7
Nevada 1
NewHampshire 4
NewJersey 30
NewMexico 4
NewYork 83
Nicaragua 3
NorthCarolina 23
NorthDakota 1
Ohio 61
Oklahoma 23
Oregon 17
Panama 1
Pennsylvania 46
PuertoRico 46
RhodeIsland 4
Scotland 1
SouthCarolina 18
SouthDakota 2
Spain 2
Tennessee 17
Texas 81
Utah 5
Venezuela 28
Vermont 2
VirginIslands 1
Virginia 16
Washington 27
WestGermany 6
WestVirginia 6
Wisconsin 11
Wyoming 3
1990 Afghanistan 1
Alabama 25
Arizona 14
Arkansas 10
Aruba 4
Australia 7
Belgium 1
BritishHonduras 1
California 327
Canada 28
Colombia 4
Colorado 9
Connecticut 15
Cuba 13
Curacao 3
D.C. 1
Delaware 6
DominicanRepublic 156
England 2
Florida 83
Georgia 37
Hawaii 3
Idaho 2
Illinois 92
Indiana 27
Iowa 17
Japan 12
Kansas 17
Kentucky 20
Louisiana 37
Maine 1
Maryland 20
Massachusetts 35
Mexico 32
Michigan 39
Minnesota 12
Mississippi 23
Missouri 32
Montana 3
Nebraska 8
Netherlands 2
Nevada 4
NewHampshire 5
NewJersey 40
NewMexico 3
NewYork 83
Nicaragua 2
NorthCarolina 30
NorthDakota 2
Ohio 70
Oklahoma 16
Oregon 20
Panama 17
Pennsylvania 60
Philippines 1
PuertoRico 59
RhodeIsland 5
Russia 1
Singapore 1
SouthCarolina 17
SouthDakota 3
SouthKorea 3
SouthVietnam 1
Spain 1
Tennessee 19
Texas 91
Utah 1
Venezuela 62
VirginIslands 2
Virginia 36
Washington 22
WestGermany 1
WestVirginia 4
Wisconsin 15
Wyoming 1
2000 Alabama 32
Alaska 6
Arizona 31
Arkansas 11
Australia 15
California 335
Canada 33
Colombia 2
Colorado 16
Connecticut 10
Cuba 20
Curacao 6
D.C. 5
Delaware 5
DominicanRepublic 213
England 1
Florida 136
Georgia 63
Germany 3
Guam 1
Hawaii 13
Idaho 3
Illinois 57
Indiana 25
Indonesia 1
Iowa 16
Jamaica 1
Japan 35
Kansas 17
Kentucky 27
Louisiana 26
Maine 2
Maryland 15
Massachusetts 19
Mexico 29
Michigan 18
Minnesota 13
Mississippi 32
Missouri 24
Montana 2
Nebraska 11
Netherlands 1
Nevada 12
NewHampshire 3
NewJersey 22
NewMexico 5
NewYork 43
Nicaragua 4
NorthCarolina 29
NorthDakota 3
Ohio 51
Oklahoma 26
Oregon 19
Panama 8
Pennsylvania 34
PuertoRico 43
RhodeIsland 2
SaudiArabia 1
SouthCarolina 14
SouthDakota 5
SouthKorea 10
Taiwan 6
Tennessee 18
Texas 157
Utah 10
Venezuela 130
Vermont 2
VirginIslands 1
Virginia 26
Washington 35
WestGermany 2
WestVirginia 6
Wisconsin 17
Wyoming 2
2010 Alabama 26
Alaska 1
Arizona 16
Arkansas 6
Aruba 1
Australia 6
Bahamas 1
Brazil 3
California 252
Canada 16
China 1
Colombia 11
Colorado 7
Connecticut 15
Cuba 39
Curacao 4
D.C. 5
Delaware 5
DominicanRepublic 175
England 1
Florida 130
Georgia 43
Germany 3
Hawaii 5
Idaho 4
Illinois 38
Indiana 23
Iowa 8
Italy 1
Japan 14
Kansas 8
Kentucky 17
Louisiana 21
Maine 4
Maryland 8
Massachusetts 17
Mexico 11
Michigan 14
Minnesota 13
Mississippi 16
Missouri 21
Montana 2
Nebraska 6
Netherlands 2
Nevada 19
NewHampshire 1
NewJersey 21
NewMexico 5
NewYork 39
Nicaragua 3
NorthCarolina 26
NorthDakota 2
Ohio 36
Oklahoma 28
Oregon 9
Panama 6
Pennsylvania 34
PuertoRico 30
RhodeIsland 2
SaudiArabia 1
SouthCarolina 24
SouthDakota 3
SouthKorea 9
Taiwan 5
Tennessee 33
Texas 121
Utah 1
Venezuela 114
VirginIslands 3
Virginia 18
Washington 20
WestVirginia 3
Wisconsin 4
Wyoming 3

And if we want to be able to see how the number of players born at each location has changed over the decades, we can sort the table to show that to us more clearly.


In [249]:
bp2=x.sort_values(['Birth Location', 'Decade of Debut'])
bp2


Out[249]:
Decade of Debut Birth Location Number of Players
669 1990 Afghanistan 1
31 1880 Alabama 1
71 1890 Alabama 3
117 1900 Alabama 5
172 1910 Alabama 18
233 1920 Alabama 36
290 1930 Alabama 30
347 1940 Alabama 33
406 1950 Alabama 33
467 1960 Alabama 30
530 1970 Alabama 32
598 1980 Alabama 23
670 1990 Alabama 25
744 2000 Alabama 32
818 2010 Alabama 26
234 1920 Alaska 1
531 1970 Alaska 1
599 1980 Alaska 3
745 2000 Alaska 6
819 2010 Alaska 1
468 1960 AmericanSamoa 1
173 1910 Arizona 1
235 1920 Arizona 2
291 1930 Arizona 2
348 1940 Arizona 5
407 1950 Arizona 3
469 1960 Arizona 6
532 1970 Arizona 9
600 1980 Arizona 13
671 1990 Arizona 14
746 2000 Arizona 31
820 2010 Arizona 16
32 1880 Arkansas 1
72 1890 Arkansas 1
118 1900 Arkansas 4
174 1910 Arkansas 14
236 1920 Arkansas 18
292 1930 Arkansas 16
349 1940 Arkansas 21
408 1950 Arkansas 16
470 1960 Arkansas 19
533 1970 Arkansas 9
601 1980 Arkansas 8
672 1990 Arkansas 10
747 2000 Arkansas 11
821 2010 Arkansas 6
673 1990 Aruba 4
822 2010 Aruba 1
33 1880 Australia 1
602 1980 Australia 1
674 1990 Australia 7
748 2000 Australia 15
823 2010 Australia 6
350 1940 Austria 1
119 1900 Austria-Hungary 3
175 1910 Austria-Hungary 1
409 1950 Bahamas 1
471 1960 Bahamas 1
534 1970 Bahamas 2
603 1980 Bahamas 1
824 2010 Bahamas 1
675 1990 Belgium 1
825 2010 Brazil 3
676 1990 BritishHonduras 1
34 1880 California 20
73 1890 California 15
120 1900 California 32
176 1910 California 58
237 1920 California 69
293 1930 California 103
351 1940 California 95
410 1950 California 100
472 1960 California 189
535 1970 California 272
604 1980 California 316
677 1990 California 327
749 2000 California 335
826 2010 California 252
0 1870 Canada 2
35 1880 Canada 39
74 1890 Canada 16
121 1900 Canada 23
177 1910 Canada 8
238 1920 Canada 5
294 1930 Canada 7
352 1940 Canada 15
411 1950 Canada 12
473 1960 Canada 19
536 1970 Canada 11
605 1980 Canada 8
678 1990 Canada 28
750 2000 Canada 33
827 2010 Canada 16
178 1910 CanaryIslands 1
179 1910 China 1
828 2010 China 1
122 1900 Colombia 1
537 1970 Colombia 1
606 1980 Colombia 1
679 1990 Colombia 4
751 2000 Colombia 2
829 2010 Colombia 11
75 1890 Colorado 2
123 1900 Colorado 3
180 1910 Colorado 9
239 1920 Colorado 6
295 1930 Colorado 6
353 1940 Colorado 3
412 1950 Colorado 2
474 1960 Colorado 6
538 1970 Colorado 12
607 1980 Colorado 11
680 1990 Colorado 9
752 2000 Colorado 16
830 2010 Colorado 7
1 1870 Connecticut 6
36 1880 Connecticut 24
76 1890 Connecticut 17
124 1900 Connecticut 11
181 1910 Connecticut 22
240 1920 Connecticut 14
296 1930 Connecticut 7
354 1940 Connecticut 9
413 1950 Connecticut 8
475 1960 Connecticut 14
539 1970 Connecticut 7
608 1980 Connecticut 11
681 1990 Connecticut 15
753 2000 Connecticut 10
831 2010 Connecticut 15
182 1910 Cuba 12
241 1920 Cuba 5
297 1930 Cuba 3
355 1940 Cuba 22
414 1950 Cuba 36
476 1960 Cuba 36
540 1970 Cuba 4
609 1980 Cuba 8
682 1990 Cuba 13
754 2000 Cuba 20
832 2010 Cuba 39
610 1980 Curacao 1
683 1990 Curacao 3
755 2000 Curacao 6
833 2010 Curacao 4
2 1870 Czechoslovakia 1
356 1940 Czechoslovakia 1
415 1950 Czechoslovakia 1
3 1870 D.C. 4
37 1880 D.C. 19
77 1890 D.C. 10
125 1900 D.C. 9
183 1910 D.C. 9
242 1920 D.C. 7
298 1930 D.C. 4
357 1940 D.C. 4
416 1950 D.C. 3
477 1960 D.C. 10
541 1970 D.C. 3
611 1980 D.C. 3
684 1990 D.C. 1
756 2000 D.C. 5
834 2010 D.C. 5
4 1870 Delaware 1
38 1880 Delaware 6
78 1890 Delaware 3
126 1900 Delaware 6
184 1910 Delaware 3
243 1920 Delaware 3
299 1930 Delaware 2
358 1940 Delaware 1
417 1950 Delaware 3
478 1960 Delaware 5
542 1970 Delaware 2
612 1980 Delaware 3
685 1990 Delaware 6
757 2000 Delaware 5
835 2010 Delaware 5
185 1910 Denmark 1
418 1950 DominicanRepublic 2
479 1960 DominicanRepublic 22
543 1970 DominicanRepublic 38
613 1980 DominicanRepublic 64
686 1990 DominicanRepublic 156
758 2000 DominicanRepublic 213
836 2010 DominicanRepublic 175
5 1870 England 6
39 1880 England 4
79 1890 England 4
127 1900 England 8
186 1910 England 3
244 1920 England 1
480 1960 England 2
614 1980 England 1
687 1990 England 2
759 2000 England 1
837 2010 England 1
245 1920 Finland 1
128 1900 Florida 1
187 1910 Florida 4
246 1920 Florida 10
300 1930 Florida 6
359 1940 Florida 5
419 1950 Florida 11
481 1960 Florida 26
544 1970 Florida 35
615 1980 Florida 69
688 1990 Florida 83
760 2000 Florida 136
838 2010 Florida 130
80 1890 France 1
129 1900 France 1
188 1910 France 2
420 1950 France 1
545 1970 France 1
616 1980 France 2
6 1870 Georgia 1
40 1880 Georgia 1
81 1890 Georgia 5
130 1900 Georgia 6
189 1910 Georgia 32
247 1920 Georgia 27
301 1930 Georgia 27
360 1940 Georgia 21
421 1950 Georgia 25
482 1960 Georgia 17
546 1970 Georgia 18
617 1980 Georgia 29
689 1990 Georgia 37
761 2000 Georgia 63
839 2010 Georgia 43
7 1870 Germany 1
41 1880 Germany 5
82 1890 Germany 5
131 1900 Germany 4
190 1910 Germany 5
248 1920 Germany 2
302 1930 Germany 1
361 1940 Germany 1
547 1970 Germany 1
762 2000 Germany 3
840 2010 Germany 3
362 1940 Greece 1
763 2000 Guam 1
191 1910 Hawaii 1
249 1920 Hawaii 1
303 1930 Hawaii 2
483 1960 Hawaii 1
548 1970 Hawaii 7
618 1980 Hawaii 8
690 1990 Hawaii 3
764 2000 Hawaii 13
841 2010 Hawaii 5
619 1980 Honduras 1
132 1900 Idaho 2
192 1910 Idaho 2
250 1920 Idaho 1
304 1930 Idaho 1
363 1940 Idaho 1
422 1950 Idaho 6
484 1960 Idaho 3
549 1970 Idaho 1
620 1980 Idaho 4
691 1990 Idaho 2
765 2000 Idaho 3
842 2010 Idaho 4
8 1870 Illinois 10
42 1880 Illinois 61
83 1890 Illinois 58
133 1900 Illinois 81
193 1910 Illinois 151
251 1920 Illinois 78
305 1930 Illinois 89
364 1940 Illinois 83
423 1950 Illinois 68
485 1960 Illinois 60
550 1970 Illinois 56
621 1980 Illinois 58
692 1990 Illinois 92
766 2000 Illinois 57
843 2010 Illinois 38
9 1870 Indiana 2
43 1880 Indiana 16
84 1890 Indiana 22
134 1900 Indiana 43
194 1910 Indiana 69
252 1920 Indiana 22
306 1930 Indiana 15
365 1940 Indiana 24
424 1950 Indiana 15
486 1960 Indiana 21
551 1970 Indiana 24
622 1980 Indiana 25
693 1990 Indiana 27
767 2000 Indiana 25
844 2010 Indiana 23
768 2000 Indonesia 1
10 1870 Iowa 2
44 1880 Iowa 9
85 1890 Iowa 6
135 1900 Iowa 31
195 1910 Iowa 26
253 1920 Iowa 23
307 1930 Iowa 19
366 1940 Iowa 11
425 1950 Iowa 12
487 1960 Iowa 19
552 1970 Iowa 11
623 1980 Iowa 11
694 1990 Iowa 17
769 2000 Iowa 16
845 2010 Iowa 8
11 1870 Ireland 9
45 1880 Ireland 19
86 1890 Ireland 6
136 1900 Ireland 6
196 1910 Ireland 2
367 1940 Ireland 1
308 1930 Italy 2
368 1940 Italy 3
426 1950 Italy 1
846 2010 Italy 1
624 1980 Jamaica 3
770 2000 Jamaica 1
488 1960 Japan 1
553 1970 Japan 1
695 1990 Japan 12
771 2000 Japan 35
847 2010 Japan 14
46 1880 Kansas 1
87 1890 Kansas 4
137 1900 Kansas 17
197 1910 Kansas 40
254 1920 Kansas 25
309 1930 Kansas 15
369 1940 Kansas 20
427 1950 Kansas 13
489 1960 Kansas 16
554 1970 Kansas 15
625 1980 Kansas 6
696 1990 Kansas 17
772 2000 Kansas 17
848 2010 Kansas 8
12 1870 Kentucky 6
47 1880 Kentucky 35
88 1890 Kentucky 30
138 1900 Kentucky 15
198 1910 Kentucky 27
255 1920 Kentucky 23
310 1930 Kentucky 16
370 1940 Kentucky 12
428 1950 Kentucky 9
490 1960 Kentucky 15
555 1970 Kentucky 14
626 1980 Kentucky 16
697 1990 Kentucky 20
773 2000 Kentucky 27
849 2010 Kentucky 17
311 1930 Lithuania 1
13 1870 Louisiana 2
48 1880 Louisiana 11
89 1890 Louisiana 2
139 1900 Louisiana 4
199 1910 Louisiana 11
256 1920 Louisiana 17
312 1930 Louisiana 17
371 1940 Louisiana 19
429 1950 Louisiana 18
491 1960 Louisiana 22
556 1970 Louisiana 18
627 1980 Louisiana 24
698 1990 Louisiana 37
774 2000 Louisiana 26
850 2010 Louisiana 21
14 1870 Maine 4
49 1880 Maine 7
90 1890 Maine 6
140 1900 Maine 18
200 1910 Maine 8
257 1920 Maine 4
313 1930 Maine 4
372 1940 Maine 2
430 1950 Maine 1
492 1960 Maine 3
557 1970 Maine 7
628 1980 Maine 3
699 1990 Maine 1
775 2000 Maine 2
851 2010 Maine 4
15 1870 Maryland 4
50 1880 Maryland 25
91 1890 Maryland 27
141 1900 Maryland 25
201 1910 Maryland 36
258 1920 Maryland 29
314 1930 Maryland 15
373 1940 Maryland 13
431 1950 Maryland 19
493 1960 Maryland 14
558 1970 Maryland 12
629 1980 Maryland 18
700 1990 Maryland 20
776 2000 Maryland 15
852 2010 Maryland 8
16 1870 Massachusetts 22
51 1880 Massachusetts 97
92 1890 Massachusetts 80
142 1900 Massachusetts 60
202 1910 Massachusetts 80
259 1920 Massachusetts 68
315 1930 Massachusetts 50
374 1940 Massachusetts 34
432 1950 Massachusetts 21
494 1960 Massachusetts 30
559 1970 Massachusetts 23
630 1980 Massachusetts 24
701 1990 Massachusetts 35
777 2000 Massachusetts 19
853 2010 Massachusetts 17
316 1930 Mexico 2
375 1940 Mexico 2
433 1950 Mexico 8
495 1960 Mexico 7
560 1970 Mexico 18
631 1980 Mexico 12
702 1990 Mexico 32
778 2000 Mexico 29
854 2010 Mexico 11
17 1870 Michigan 2
52 1880 Michigan 12
93 1890 Michigan 13
143 1900 Michigan 34
203 1910 Michigan 44
260 1920 Michigan 30
317 1930 Michigan 11
376 1940 Michigan 35
434 1950 Michigan 45
496 1960 Michigan 45
561 1970 Michigan 51
632 1980 Michigan 33
703 1990 Michigan 39
779 2000 Michigan 18
855 2010 Michigan 14
53 1880 Minnesota 7
94 1890 Minnesota 4
144 1900 Minnesota 17
204 1910 Minnesota 20
261 1920 Minnesota 11
318 1930 Minnesota 6
377 1940 Minnesota 10
435 1950 Minnesota 11
497 1960 Minnesota 9
562 1970 Minnesota 21
633 1980 Minnesota 12
704 1990 Minnesota 12
780 2000 Minnesota 13
856 2010 Minnesota 13
54 1880 Mississippi 1
95 1890 Mississippi 1
145 1900 Mississippi 3
205 1910 Mississippi 10
262 1920 Mississippi 18
319 1930 Mississippi 22
378 1940 Mississippi 11
436 1950 Mississippi 14
498 1960 Mississippi 15
563 1970 Mississippi 18
634 1980 Mississippi 17
705 1990 Mississippi 23
781 2000 Mississippi 32
857 2010 Mississippi 16
18 1870 Missouri 12
55 1880 Missouri 45
96 1890 Missouri 44
146 1900 Missouri 44
206 1910 Missouri 74
263 1920 Missouri 60
320 1930 Missouri 48
379 1940 Missouri 53
437 1950 Missouri 53
499 1960 Missouri 39
564 1970 Missouri 25
635 1980 Missouri 23
706 1990 Missouri 32
782 2000 Missouri 24
858 2010 Missouri 21
207 1910 Montana 2
264 1920 Montana 1
380 1940 Montana 1
438 1950 Montana 2
500 1960 Montana 2
565 1970 Montana 3
636 1980 Montana 4
707 1990 Montana 3
783 2000 Montana 2
859 2010 Montana 2
97 1890 Nebraska 3
147 1900 Nebraska 10
208 1910 Nebraska 21
265 1920 Nebraska 11
321 1930 Nebraska 5
381 1940 Nebraska 10
439 1950 Nebraska 9
501 1960 Nebraska 8
566 1970 Nebraska 3
637 1980 Nebraska 7
708 1990 Nebraska 8
784 2000 Nebraska 11
860 2010 Nebraska 6
98 1890 Netherlands 2
148 1900 Netherlands 2
567 1970 Netherlands 2
709 1990 Netherlands 2
785 2000 Netherlands 1
861 2010 Netherlands 2
209 1910 Nevada 1
266 1920 Nevada 1
502 1960 Nevada 2
568 1970 Nevada 1
638 1980 Nevada 1
710 1990 Nevada 4
786 2000 Nevada 12
862 2010 Nevada 19
19 1870 NewHampshire 1
56 1880 NewHampshire 6
99 1890 NewHampshire 6
149 1900 NewHampshire 5
210 1910 NewHampshire 7
267 1920 NewHampshire 2
322 1930 NewHampshire 3
382 1940 NewHampshire 2
440 1950 NewHampshire 2
503 1960 NewHampshire 1
569 1970 NewHampshire 2
639 1980 NewHampshire 4
711 1990 NewHampshire 5
787 2000 NewHampshire 3
863 2010 NewHampshire 1
20 1870 NewJersey 12
57 1880 NewJersey 17
100 1890 NewJersey 26
150 1900 NewJersey 21
211 1910 NewJersey 35
268 1920 NewJersey 31
323 1930 NewJersey 28
383 1940 NewJersey 37
441 1950 NewJersey 35
504 1960 NewJersey 33
570 1970 NewJersey 29
640 1980 NewJersey 30
712 1990 NewJersey 40
788 2000 NewJersey 22
864 2010 NewJersey 21
212 1910 NewMexico 1
269 1920 NewMexico 1
324 1930 NewMexico 1
384 1940 NewMexico 5
505 1960 NewMexico 1
571 1970 NewMexico 2
641 1980 NewMexico 4
713 1990 NewMexico 3
789 2000 NewMexico 5
865 2010 NewMexico 5
21 1870 NewYork 63
58 1880 NewYork 124
101 1890 NewYork 82
151 1900 NewYork 94
213 1910 NewYork 99
270 1920 NewYork 77
325 1930 NewYork 63
385 1940 NewYork 78
442 1950 NewYork 78
506 1960 NewYork 70
572 1970 NewYork 58
642 1980 NewYork 83
714 1990 NewYork 83
790 2000 NewYork 43
866 2010 NewYork 39
573 1970 Nicaragua 2
643 1980 Nicaragua 3
715 1990 Nicaragua 2
791 2000 Nicaragua 4
867 2010 Nicaragua 3
22 1870 NorthCarolina 1
102 1890 NorthCarolina 2
152 1900 NorthCarolina 10
214 1910 NorthCarolina 29
271 1920 NorthCarolina 44
326 1930 NorthCarolina 60
386 1940 NorthCarolina 57
443 1950 NorthCarolina 36
507 1960 NorthCarolina 36
574 1970 NorthCarolina 21
644 1980 NorthCarolina 23
716 1990 NorthCarolina 30
792 2000 NorthCarolina 29
868 2010 NorthCarolina 26
215 1910 NorthDakota 1
327 1930 NorthDakota 2
387 1940 NorthDakota 1
444 1950 NorthDakota 2
508 1960 NorthDakota 1
575 1970 NorthDakota 2
645 1980 NorthDakota 1
717 1990 NorthDakota 2
793 2000 NorthDakota 3
869 2010 NorthDakota 2
103 1890 Norway 1
153 1900 Norway 1
272 1920 Norway 1
23 1870 Ohio 10
59 1880 Ohio 79
104 1890 Ohio 97
154 1900 Ohio 135
216 1910 Ohio 141
273 1920 Ohio 59
328 1930 Ohio 48
388 1940 Ohio 56
445 1950 Ohio 56
509 1960 Ohio 65
576 1970 Ohio 52
646 1980 Ohio 61
718 1990 Ohio 70
794 2000 Ohio 51
870 2010 Ohio 36
217 1910 Oklahoma 12
274 1920 Oklahoma 24
329 1930 Oklahoma 21
389 1940 Oklahoma 32
446 1950 Oklahoma 23
510 1960 Oklahoma 27
577 1970 Oklahoma 30
647 1980 Oklahoma 23
719 1990 Oklahoma 16
795 2000 Oklahoma 26
871 2010 Oklahoma 28
105 1890 Oregon 2
155 1900 Oregon 3
218 1910 Oregon 13
275 1920 Oregon 5
330 1930 Oregon 6
390 1940 Oregon 10
447 1950 Oregon 7
511 1960 Oregon 6
578 1970 Oregon 13
648 1980 Oregon 17
720 1990 Oregon 20
796 2000 Oregon 19
872 2010 Oregon 9
448 1950 Panama 3
512 1960 Panama 12
579 1970 Panama 5
649 1980 Panama 1
721 1990 Panama 17
797 2000 Panama 8
873 2010 Panama 6
449 1950 PanamaCanalZone 2
513 1960 PanamaCanalZone 1
580 1970 PanamaCanalZone 1
24 1870 Pennsylvania 44
60 1880 Pennsylvania 173
106 1890 Pennsylvania 142
156 1900 Pennsylvania 167
219 1910 Pennsylvania 169
276 1920 Pennsylvania 106
331 1930 Pennsylvania 80
391 1940 Pennsylvania 125
450 1950 Pennsylvania 79
514 1960 Pennsylvania 69
581 1970 Pennsylvania 59
650 1980 Pennsylvania 46
722 1990 Pennsylvania 60
798 2000 Pennsylvania 34
874 2010 Pennsylvania 34
723 1990 Philippines 1
277 1920 Poland 1
332 1930 Poland 2
451 1950 Poland 1
392 1940 PuertoRico 2
452 1950 PuertoRico 14
515 1960 PuertoRico 24
582 1970 PuertoRico 39
651 1980 PuertoRico 46
724 1990 PuertoRico 59
799 2000 PuertoRico 43
875 2010 PuertoRico 30
25 1870 RhodeIsland 4
61 1880 RhodeIsland 14
107 1890 RhodeIsland 7
157 1900 RhodeIsland 6
220 1910 RhodeIsland 6
278 1920 RhodeIsland 8
333 1930 RhodeIsland 2
393 1940 RhodeIsland 2
453 1950 RhodeIsland 5
516 1960 RhodeIsland 5
583 1970 RhodeIsland 3
652 1980 RhodeIsland 4
725 1990 RhodeIsland 5
800 2000 RhodeIsland 2
876 2010 RhodeIsland 2
108 1890 Russia 1
158 1900 Russia 2
221 1910 Russia 2
279 1920 Russia 1
334 1930 Russia 1
726 1990 Russia 1
801 2000 SaudiArabia 1
877 2010 SaudiArabia 1
26 1870 Scotland 1
62 1880 Scotland 2
159 1900 Scotland 1
222 1910 Scotland 1
394 1940 Scotland 1
653 1980 Scotland 1
727 1990 Singapore 1
27 1870 SouthCarolina 1
109 1890 SouthCarolina 3
160 1900 SouthCarolina 7
223 1910 SouthCarolina 8
280 1920 SouthCarolina 18
335 1930 SouthCarolina 16
395 1940 SouthCarolina 17
454 1950 SouthCarolina 15
517 1960 SouthCarolina 12
584 1970 SouthCarolina 19
654 1980 SouthCarolina 18
728 1990 SouthCarolina 17
802 2000 SouthCarolina 14
878 2010 SouthCarolina 24
161 1900 SouthDakota 1
224 1910 SouthDakota 5
281 1920 SouthDakota 1
336 1930 SouthDakota 4
396 1940 SouthDakota 4
455 1950 SouthDakota 2
518 1960 SouthDakota 2
585 1970 SouthDakota 7
655 1980 SouthDakota 2
729 1990 SouthDakota 3
803 2000 SouthDakota 5
879 2010 SouthDakota 3
730 1990 SouthKorea 3
804 2000 SouthKorea 10
880 2010 SouthKorea 9
731 1990 SouthVietnam 1
656 1980 Spain 2
732 1990 Spain 1
63 1880 Sweden 1
225 1910 Sweden 3
162 1900 Switzerland 1
805 2000 Taiwan 6
881 2010 Taiwan 5
64 1880 Tennessee 4
110 1890 Tennessee 10
163 1900 Tennessee 14
226 1910 Tennessee 37
282 1920 Tennessee 42
337 1930 Tennessee 27
397 1940 Tennessee 25
456 1950 Tennessee 21
519 1960 Tennessee 21
586 1970 Tennessee 12
657 1980 Tennessee 17
733 1990 Tennessee 19
806 2000 Tennessee 18
882 2010 Tennessee 33
65 1880 Texas 1
111 1890 Texas 3
164 1900 Texas 20
227 1910 Texas 67
283 1920 Texas 90
338 1930 Texas 65
398 1940 Texas 56
457 1950 Texas 34
520 1960 Texas 46
587 1970 Texas 70
658 1980 Texas 81
734 1990 Texas 91
807 2000 Texas 157
883 2010 Texas 121
165 1900 Utah 1
284 1920 Utah 4
339 1930 Utah 4
399 1940 Utah 3
458 1950 Utah 1
521 1960 Utah 5
588 1970 Utah 3
659 1980 Utah 5
735 1990 Utah 1
808 2000 Utah 10
884 2010 Utah 1
340 1930 Venezuela 1
400 1940 Venezuela 1
459 1950 Venezuela 4
522 1960 Venezuela 10
589 1970 Venezuela 10
660 1980 Venezuela 28
736 1990 Venezuela 62
809 2000 Venezuela 130
885 2010 Venezuela 114
66 1880 Vermont 7
112 1890 Vermont 4
166 1900 Vermont 7
228 1910 Vermont 6
285 1920 Vermont 4
341 1930 Vermont 1
401 1940 Vermont 2
460 1950 Vermont 1
523 1960 Vermont 1
590 1970 Vermont 1
661 1980 Vermont 2
810 2000 Vermont 2
461 1950 VirginIslands 1
524 1960 VirginIslands 4
591 1970 VirginIslands 2
662 1980 VirginIslands 1
737 1990 VirginIslands 2
811 2000 VirginIslands 1
886 2010 VirginIslands 3
28 1870 Virginia 1
67 1880 Virginia 11
113 1890 Virginia 9
167 1900 Virginia 11
229 1910 Virginia 15
286 1920 Virginia 25
342 1930 Virginia 19
402 1940 Virginia 23
462 1950 Virginia 24
525 1960 Virginia 18
592 1970 Virginia 32
663 1980 Virginia 16
738 1990 Virginia 36
812 2000 Virginia 26
887 2010 Virginia 18
68 1880 Wales 1
114 1890 Wales 1
168 1900 Wales 1
169 1900 Washington 2
230 1910 Washington 13
287 1920 Washington 7
343 1930 Washington 6
403 1940 Washington 18
463 1950 Washington 10
526 1960 Washington 15
593 1970 Washington 22
664 1980 Washington 27
739 1990 Washington 22
813 2000 Washington 35
888 2010 Washington 20
594 1970 WestGermany 2
665 1980 WestGermany 6
740 1990 WestGermany 1
814 2000 WestGermany 2
29 1870 WestVirginia 2
69 1880 WestVirginia 5
115 1890 WestVirginia 9
170 1900 WestVirginia 10
231 1910 WestVirginia 20
288 1920 WestVirginia 11
344 1930 WestVirginia 7
404 1940 WestVirginia 8
464 1950 WestVirginia 12
527 1960 WestVirginia 11
595 1970 WestVirginia 7
666 1980 WestVirginia 6
741 1990 WestVirginia 4
815 2000 WestVirginia 6
889 2010 WestVirginia 3
30 1870 Wisconsin 1
70 1880 Wisconsin 15
116 1890 Wisconsin 11
171 1900 Wisconsin 32
232 1910 Wisconsin 27
289 1920 Wisconsin 14
345 1930 Wisconsin 16
405 1940 Wisconsin 20
465 1950 Wisconsin 19
528 1960 Wisconsin 19
596 1970 Wisconsin 19
667 1980 Wisconsin 11
742 1990 Wisconsin 15
816 2000 Wisconsin 17
890 2010 Wisconsin 4
346 1930 Wyoming 1
466 1950 Wyoming 1
529 1960 Wyoming 1
597 1970 Wyoming 3
668 1980 Wyoming 3
743 1990 Wyoming 1
817 2000 Wyoming 2
891 2010 Wyoming 3

This is still a lot of data and we may want to better visualize the table so that we see how each specific location has changed over time.


In [250]:
bp3 = x.pivot(index='Decade of Debut', columns='Birth Location', values='Number of Players')
bp3.fillna(0, inplace=True)
bp3


Out[250]:
Birth Location Afghanistan Alabama Alaska AmericanSamoa Arizona Arkansas Aruba Australia Austria Austria-Hungary Bahamas Belgium Brazil BritishHonduras California Canada CanaryIslands China Colombia Colorado Connecticut Cuba Curacao Czechoslovakia D.C. Delaware Denmark DominicanRepublic England Finland Florida France Georgia Germany Greece Guam Hawaii Honduras Idaho Illinois Indiana Indonesia Iowa Ireland Italy Jamaica Japan Kansas Kentucky Lithuania Louisiana Maine Maryland Massachusetts Mexico Michigan Minnesota Mississippi Missouri Montana Nebraska Netherlands Nevada NewHampshire NewJersey NewMexico NewYork Nicaragua NorthCarolina NorthDakota Norway Ohio Oklahoma Oregon Panama PanamaCanalZone Pennsylvania Philippines Poland PuertoRico RhodeIsland Russia SaudiArabia Scotland Singapore SouthCarolina SouthDakota SouthKorea SouthVietnam Spain Sweden Switzerland Taiwan Tennessee Texas Utah Venezuela Vermont VirginIslands Virginia Wales Washington WestGermany WestVirginia Wisconsin Wyoming
Decade of Debut
1870 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 2.0 0.0 0.0 0.0 0.0 6.0 0.0 0.0 1.0 4.0 1.0 0.0 0.0 6.0 0.0 0.0 0.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 10.0 2.0 0.0 2.0 9.0 0.0 0.0 0.0 0.0 6.0 0.0 2.0 4.0 4.0 22.0 0.0 2.0 0.0 0.0 12.0 0.0 0.0 0.0 0.0 1.0 12.0 0.0 63.0 0.0 1.0 0.0 0.0 10.0 0.0 0.0 0.0 0.0 44.0 0.0 0.0 0.0 4.0 0.0 0.0 1.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 1.0 0.0 0.0 0.0 2.0 1.0 0.0
1880 0.0 1.0 0.0 0.0 0.0 1.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 20.0 39.0 0.0 0.0 0.0 0.0 24.0 0.0 0.0 0.0 19.0 6.0 0.0 0.0 4.0 0.0 0.0 0.0 1.0 5.0 0.0 0.0 0.0 0.0 0.0 61.0 16.0 0.0 9.0 19.0 0.0 0.0 0.0 1.0 35.0 0.0 11.0 7.0 25.0 97.0 0.0 12.0 7.0 1.0 45.0 0.0 0.0 0.0 0.0 6.0 17.0 0.0 124.0 0.0 0.0 0.0 0.0 79.0 0.0 0.0 0.0 0.0 173.0 0.0 0.0 0.0 14.0 0.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 0.0 1.0 0.0 0.0 4.0 1.0 0.0 0.0 7.0 0.0 11.0 1.0 0.0 0.0 5.0 15.0 0.0
1890 0.0 3.0 0.0 0.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 15.0 16.0 0.0 0.0 0.0 2.0 17.0 0.0 0.0 0.0 10.0 3.0 0.0 0.0 4.0 0.0 0.0 1.0 5.0 5.0 0.0 0.0 0.0 0.0 0.0 58.0 22.0 0.0 6.0 6.0 0.0 0.0 0.0 4.0 30.0 0.0 2.0 6.0 27.0 80.0 0.0 13.0 4.0 1.0 44.0 0.0 3.0 2.0 0.0 6.0 26.0 0.0 82.0 0.0 2.0 0.0 1.0 97.0 0.0 2.0 0.0 0.0 142.0 0.0 0.0 0.0 7.0 1.0 0.0 0.0 0.0 3.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 10.0 3.0 0.0 0.0 4.0 0.0 9.0 1.0 0.0 0.0 9.0 11.0 0.0
1900 0.0 5.0 0.0 0.0 0.0 4.0 0.0 0.0 0.0 3.0 0.0 0.0 0.0 0.0 32.0 23.0 0.0 0.0 1.0 3.0 11.0 0.0 0.0 0.0 9.0 6.0 0.0 0.0 8.0 0.0 1.0 1.0 6.0 4.0 0.0 0.0 0.0 0.0 2.0 81.0 43.0 0.0 31.0 6.0 0.0 0.0 0.0 17.0 15.0 0.0 4.0 18.0 25.0 60.0 0.0 34.0 17.0 3.0 44.0 0.0 10.0 2.0 0.0 5.0 21.0 0.0 94.0 0.0 10.0 0.0 1.0 135.0 0.0 3.0 0.0 0.0 167.0 0.0 0.0 0.0 6.0 2.0 0.0 1.0 0.0 7.0 1.0 0.0 0.0 0.0 0.0 1.0 0.0 14.0 20.0 1.0 0.0 7.0 0.0 11.0 1.0 2.0 0.0 10.0 32.0 0.0
1910 0.0 18.0 0.0 0.0 1.0 14.0 0.0 0.0 0.0 1.0 0.0 0.0 0.0 0.0 58.0 8.0 1.0 1.0 0.0 9.0 22.0 12.0 0.0 0.0 9.0 3.0 1.0 0.0 3.0 0.0 4.0 2.0 32.0 5.0 0.0 0.0 1.0 0.0 2.0 151.0 69.0 0.0 26.0 2.0 0.0 0.0 0.0 40.0 27.0 0.0 11.0 8.0 36.0 80.0 0.0 44.0 20.0 10.0 74.0 2.0 21.0 0.0 1.0 7.0 35.0 1.0 99.0 0.0 29.0 1.0 0.0 141.0 12.0 13.0 0.0 0.0 169.0 0.0 0.0 0.0 6.0 2.0 0.0 1.0 0.0 8.0 5.0 0.0 0.0 0.0 3.0 0.0 0.0 37.0 67.0 0.0 0.0 6.0 0.0 15.0 0.0 13.0 0.0 20.0 27.0 0.0
1920 0.0 36.0 1.0 0.0 2.0 18.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 69.0 5.0 0.0 0.0 0.0 6.0 14.0 5.0 0.0 0.0 7.0 3.0 0.0 0.0 1.0 1.0 10.0 0.0 27.0 2.0 0.0 0.0 1.0 0.0 1.0 78.0 22.0 0.0 23.0 0.0 0.0 0.0 0.0 25.0 23.0 0.0 17.0 4.0 29.0 68.0 0.0 30.0 11.0 18.0 60.0 1.0 11.0 0.0 1.0 2.0 31.0 1.0 77.0 0.0 44.0 0.0 1.0 59.0 24.0 5.0 0.0 0.0 106.0 0.0 1.0 0.0 8.0 1.0 0.0 0.0 0.0 18.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 42.0 90.0 4.0 0.0 4.0 0.0 25.0 0.0 7.0 0.0 11.0 14.0 0.0
1930 0.0 30.0 0.0 0.0 2.0 16.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 103.0 7.0 0.0 0.0 0.0 6.0 7.0 3.0 0.0 0.0 4.0 2.0 0.0 0.0 0.0 0.0 6.0 0.0 27.0 1.0 0.0 0.0 2.0 0.0 1.0 89.0 15.0 0.0 19.0 0.0 2.0 0.0 0.0 15.0 16.0 1.0 17.0 4.0 15.0 50.0 2.0 11.0 6.0 22.0 48.0 0.0 5.0 0.0 0.0 3.0 28.0 1.0 63.0 0.0 60.0 2.0 0.0 48.0 21.0 6.0 0.0 0.0 80.0 0.0 2.0 0.0 2.0 1.0 0.0 0.0 0.0 16.0 4.0 0.0 0.0 0.0 0.0 0.0 0.0 27.0 65.0 4.0 1.0 1.0 0.0 19.0 0.0 6.0 0.0 7.0 16.0 1.0
1940 0.0 33.0 0.0 0.0 5.0 21.0 0.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 95.0 15.0 0.0 0.0 0.0 3.0 9.0 22.0 0.0 1.0 4.0 1.0 0.0 0.0 0.0 0.0 5.0 0.0 21.0 1.0 1.0 0.0 0.0 0.0 1.0 83.0 24.0 0.0 11.0 1.0 3.0 0.0 0.0 20.0 12.0 0.0 19.0 2.0 13.0 34.0 2.0 35.0 10.0 11.0 53.0 1.0 10.0 0.0 0.0 2.0 37.0 5.0 78.0 0.0 57.0 1.0 0.0 56.0 32.0 10.0 0.0 0.0 125.0 0.0 0.0 2.0 2.0 0.0 0.0 1.0 0.0 17.0 4.0 0.0 0.0 0.0 0.0 0.0 0.0 25.0 56.0 3.0 1.0 2.0 0.0 23.0 0.0 18.0 0.0 8.0 20.0 0.0
1950 0.0 33.0 0.0 0.0 3.0 16.0 0.0 0.0 0.0 0.0 1.0 0.0 0.0 0.0 100.0 12.0 0.0 0.0 0.0 2.0 8.0 36.0 0.0 1.0 3.0 3.0 0.0 2.0 0.0 0.0 11.0 1.0 25.0 0.0 0.0 0.0 0.0 0.0 6.0 68.0 15.0 0.0 12.0 0.0 1.0 0.0 0.0 13.0 9.0 0.0 18.0 1.0 19.0 21.0 8.0 45.0 11.0 14.0 53.0 2.0 9.0 0.0 0.0 2.0 35.0 0.0 78.0 0.0 36.0 2.0 0.0 56.0 23.0 7.0 3.0 2.0 79.0 0.0 1.0 14.0 5.0 0.0 0.0 0.0 0.0 15.0 2.0 0.0 0.0 0.0 0.0 0.0 0.0 21.0 34.0 1.0 4.0 1.0 1.0 24.0 0.0 10.0 0.0 12.0 19.0 1.0
1960 0.0 30.0 0.0 1.0 6.0 19.0 0.0 0.0 0.0 0.0 1.0 0.0 0.0 0.0 189.0 19.0 0.0 0.0 0.0 6.0 14.0 36.0 0.0 0.0 10.0 5.0 0.0 22.0 2.0 0.0 26.0 0.0 17.0 0.0 0.0 0.0 1.0 0.0 3.0 60.0 21.0 0.0 19.0 0.0 0.0 0.0 1.0 16.0 15.0 0.0 22.0 3.0 14.0 30.0 7.0 45.0 9.0 15.0 39.0 2.0 8.0 0.0 2.0 1.0 33.0 1.0 70.0 0.0 36.0 1.0 0.0 65.0 27.0 6.0 12.0 1.0 69.0 0.0 0.0 24.0 5.0 0.0 0.0 0.0 0.0 12.0 2.0 0.0 0.0 0.0 0.0 0.0 0.0 21.0 46.0 5.0 10.0 1.0 4.0 18.0 0.0 15.0 0.0 11.0 19.0 1.0
1970 0.0 32.0 1.0 0.0 9.0 9.0 0.0 0.0 0.0 0.0 2.0 0.0 0.0 0.0 272.0 11.0 0.0 0.0 1.0 12.0 7.0 4.0 0.0 0.0 3.0 2.0 0.0 38.0 0.0 0.0 35.0 1.0 18.0 1.0 0.0 0.0 7.0 0.0 1.0 56.0 24.0 0.0 11.0 0.0 0.0 0.0 1.0 15.0 14.0 0.0 18.0 7.0 12.0 23.0 18.0 51.0 21.0 18.0 25.0 3.0 3.0 2.0 1.0 2.0 29.0 2.0 58.0 2.0 21.0 2.0 0.0 52.0 30.0 13.0 5.0 1.0 59.0 0.0 0.0 39.0 3.0 0.0 0.0 0.0 0.0 19.0 7.0 0.0 0.0 0.0 0.0 0.0 0.0 12.0 70.0 3.0 10.0 1.0 2.0 32.0 0.0 22.0 2.0 7.0 19.0 3.0
1980 0.0 23.0 3.0 0.0 13.0 8.0 0.0 1.0 0.0 0.0 1.0 0.0 0.0 0.0 316.0 8.0 0.0 0.0 1.0 11.0 11.0 8.0 1.0 0.0 3.0 3.0 0.0 64.0 1.0 0.0 69.0 2.0 29.0 0.0 0.0 0.0 8.0 1.0 4.0 58.0 25.0 0.0 11.0 0.0 0.0 3.0 0.0 6.0 16.0 0.0 24.0 3.0 18.0 24.0 12.0 33.0 12.0 17.0 23.0 4.0 7.0 0.0 1.0 4.0 30.0 4.0 83.0 3.0 23.0 1.0 0.0 61.0 23.0 17.0 1.0 0.0 46.0 0.0 0.0 46.0 4.0 0.0 0.0 1.0 0.0 18.0 2.0 0.0 0.0 2.0 0.0 0.0 0.0 17.0 81.0 5.0 28.0 2.0 1.0 16.0 0.0 27.0 6.0 6.0 11.0 3.0
1990 1.0 25.0 0.0 0.0 14.0 10.0 4.0 7.0 0.0 0.0 0.0 1.0 0.0 1.0 327.0 28.0 0.0 0.0 4.0 9.0 15.0 13.0 3.0 0.0 1.0 6.0 0.0 156.0 2.0 0.0 83.0 0.0 37.0 0.0 0.0 0.0 3.0 0.0 2.0 92.0 27.0 0.0 17.0 0.0 0.0 0.0 12.0 17.0 20.0 0.0 37.0 1.0 20.0 35.0 32.0 39.0 12.0 23.0 32.0 3.0 8.0 2.0 4.0 5.0 40.0 3.0 83.0 2.0 30.0 2.0 0.0 70.0 16.0 20.0 17.0 0.0 60.0 1.0 0.0 59.0 5.0 1.0 0.0 0.0 1.0 17.0 3.0 3.0 1.0 1.0 0.0 0.0 0.0 19.0 91.0 1.0 62.0 0.0 2.0 36.0 0.0 22.0 1.0 4.0 15.0 1.0
2000 0.0 32.0 6.0 0.0 31.0 11.0 0.0 15.0 0.0 0.0 0.0 0.0 0.0 0.0 335.0 33.0 0.0 0.0 2.0 16.0 10.0 20.0 6.0 0.0 5.0 5.0 0.0 213.0 1.0 0.0 136.0 0.0 63.0 3.0 0.0 1.0 13.0 0.0 3.0 57.0 25.0 1.0 16.0 0.0 0.0 1.0 35.0 17.0 27.0 0.0 26.0 2.0 15.0 19.0 29.0 18.0 13.0 32.0 24.0 2.0 11.0 1.0 12.0 3.0 22.0 5.0 43.0 4.0 29.0 3.0 0.0 51.0 26.0 19.0 8.0 0.0 34.0 0.0 0.0 43.0 2.0 0.0 1.0 0.0 0.0 14.0 5.0 10.0 0.0 0.0 0.0 0.0 6.0 18.0 157.0 10.0 130.0 2.0 1.0 26.0 0.0 35.0 2.0 6.0 17.0 2.0
2010 0.0 26.0 1.0 0.0 16.0 6.0 1.0 6.0 0.0 0.0 1.0 0.0 3.0 0.0 252.0 16.0 0.0 1.0 11.0 7.0 15.0 39.0 4.0 0.0 5.0 5.0 0.0 175.0 1.0 0.0 130.0 0.0 43.0 3.0 0.0 0.0 5.0 0.0 4.0 38.0 23.0 0.0 8.0 0.0 1.0 0.0 14.0 8.0 17.0 0.0 21.0 4.0 8.0 17.0 11.0 14.0 13.0 16.0 21.0 2.0 6.0 2.0 19.0 1.0 21.0 5.0 39.0 3.0 26.0 2.0 0.0 36.0 28.0 9.0 6.0 0.0 34.0 0.0 0.0 30.0 2.0 0.0 1.0 0.0 0.0 24.0 3.0 9.0 0.0 0.0 0.0 0.0 5.0 33.0 121.0 1.0 114.0 0.0 3.0 18.0 0.0 20.0 0.0 3.0 4.0 3.0

In [254]:
fig, ax = plt.subplots(figsize=(20,11))

bp3.plot(ax=ax)
ax.set_title('Major League Players by Birth Location', fontsize=20,)
ax.legend_.remove()
ax.set_ylabel('Number of Players', fontsize=16)
ax.set_xlabel('Decade of Debut', fontsize=16)


Out[254]:
<matplotlib.text.Text at 0x1341bc7f0>

This is very messy, so let's see if we can isolate US and International data here. It is also worth noting that we see what looks to be a dip in players over the past decade. This is not entirely the case since there are three more years in this current decade. Note that the US moving forward only includes the 50 states and Washington D.C. whereas International includes all U.S. territories, etc.


In [255]:
US = bp3.drop(['Afghanistan','AmericanSamoa', 'Aruba', 'Australia', 'Austria', 'Austria-Hungary', 'Bahamas', 'Belgium', 'Brazil', 'BritishHonduras', 'Canada', 'CanaryIslands', 'China', 'Colombia', 'Cuba', 'Curacao', 'Czechoslovakia', 'Denmark', 'DominicanRepublic', 'England', 'Finland', 'France', 'Germany', 'Greece', 'Guam', 'Honduras', 'Indonesia', 'Ireland', 'Italy', 'Japan', 'Jamaica', 'Lithuania', 'Mexico', 'Netherlands', 'Nicaragua', 'Norway', 'Panama', 'PanamaCanalZone', 'Philippines', 'Poland', 'PuertoRico', 'Russia', 'SaudiArabia', 'Scotland', 'Singapore', 'SouthKorea', 'SouthVietnam', 'Spain', 'Sweden', 'Switzerland', 'Taiwan', 'Venezuela', 'VirginIslands', 'Wales', 'WestGermany'], axis=1)
US


Out[255]:
Birth Location Alabama Alaska Arizona Arkansas California Colorado Connecticut D.C. Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas Kentucky Louisiana Maine Maryland Massachusetts Michigan Minnesota Mississippi Missouri Montana Nebraska Nevada NewHampshire NewJersey NewMexico NewYork NorthCarolina NorthDakota Ohio Oklahoma Oregon Pennsylvania RhodeIsland SouthCarolina SouthDakota Tennessee Texas Utah Vermont Virginia Washington WestVirginia Wisconsin Wyoming
Decade of Debut
1870 0.0 0.0 0.0 0.0 0.0 0.0 6.0 4.0 1.0 0.0 1.0 0.0 0.0 10.0 2.0 2.0 0.0 6.0 2.0 4.0 4.0 22.0 2.0 0.0 0.0 12.0 0.0 0.0 0.0 1.0 12.0 0.0 63.0 1.0 0.0 10.0 0.0 0.0 44.0 4.0 1.0 0.0 0.0 0.0 0.0 0.0 1.0 0.0 2.0 1.0 0.0
1880 1.0 0.0 0.0 1.0 20.0 0.0 24.0 19.0 6.0 0.0 1.0 0.0 0.0 61.0 16.0 9.0 1.0 35.0 11.0 7.0 25.0 97.0 12.0 7.0 1.0 45.0 0.0 0.0 0.0 6.0 17.0 0.0 124.0 0.0 0.0 79.0 0.0 0.0 173.0 14.0 0.0 0.0 4.0 1.0 0.0 7.0 11.0 0.0 5.0 15.0 0.0
1890 3.0 0.0 0.0 1.0 15.0 2.0 17.0 10.0 3.0 0.0 5.0 0.0 0.0 58.0 22.0 6.0 4.0 30.0 2.0 6.0 27.0 80.0 13.0 4.0 1.0 44.0 0.0 3.0 0.0 6.0 26.0 0.0 82.0 2.0 0.0 97.0 0.0 2.0 142.0 7.0 3.0 0.0 10.0 3.0 0.0 4.0 9.0 0.0 9.0 11.0 0.0
1900 5.0 0.0 0.0 4.0 32.0 3.0 11.0 9.0 6.0 1.0 6.0 0.0 2.0 81.0 43.0 31.0 17.0 15.0 4.0 18.0 25.0 60.0 34.0 17.0 3.0 44.0 0.0 10.0 0.0 5.0 21.0 0.0 94.0 10.0 0.0 135.0 0.0 3.0 167.0 6.0 7.0 1.0 14.0 20.0 1.0 7.0 11.0 2.0 10.0 32.0 0.0
1910 18.0 0.0 1.0 14.0 58.0 9.0 22.0 9.0 3.0 4.0 32.0 1.0 2.0 151.0 69.0 26.0 40.0 27.0 11.0 8.0 36.0 80.0 44.0 20.0 10.0 74.0 2.0 21.0 1.0 7.0 35.0 1.0 99.0 29.0 1.0 141.0 12.0 13.0 169.0 6.0 8.0 5.0 37.0 67.0 0.0 6.0 15.0 13.0 20.0 27.0 0.0
1920 36.0 1.0 2.0 18.0 69.0 6.0 14.0 7.0 3.0 10.0 27.0 1.0 1.0 78.0 22.0 23.0 25.0 23.0 17.0 4.0 29.0 68.0 30.0 11.0 18.0 60.0 1.0 11.0 1.0 2.0 31.0 1.0 77.0 44.0 0.0 59.0 24.0 5.0 106.0 8.0 18.0 1.0 42.0 90.0 4.0 4.0 25.0 7.0 11.0 14.0 0.0
1930 30.0 0.0 2.0 16.0 103.0 6.0 7.0 4.0 2.0 6.0 27.0 2.0 1.0 89.0 15.0 19.0 15.0 16.0 17.0 4.0 15.0 50.0 11.0 6.0 22.0 48.0 0.0 5.0 0.0 3.0 28.0 1.0 63.0 60.0 2.0 48.0 21.0 6.0 80.0 2.0 16.0 4.0 27.0 65.0 4.0 1.0 19.0 6.0 7.0 16.0 1.0
1940 33.0 0.0 5.0 21.0 95.0 3.0 9.0 4.0 1.0 5.0 21.0 0.0 1.0 83.0 24.0 11.0 20.0 12.0 19.0 2.0 13.0 34.0 35.0 10.0 11.0 53.0 1.0 10.0 0.0 2.0 37.0 5.0 78.0 57.0 1.0 56.0 32.0 10.0 125.0 2.0 17.0 4.0 25.0 56.0 3.0 2.0 23.0 18.0 8.0 20.0 0.0
1950 33.0 0.0 3.0 16.0 100.0 2.0 8.0 3.0 3.0 11.0 25.0 0.0 6.0 68.0 15.0 12.0 13.0 9.0 18.0 1.0 19.0 21.0 45.0 11.0 14.0 53.0 2.0 9.0 0.0 2.0 35.0 0.0 78.0 36.0 2.0 56.0 23.0 7.0 79.0 5.0 15.0 2.0 21.0 34.0 1.0 1.0 24.0 10.0 12.0 19.0 1.0
1960 30.0 0.0 6.0 19.0 189.0 6.0 14.0 10.0 5.0 26.0 17.0 1.0 3.0 60.0 21.0 19.0 16.0 15.0 22.0 3.0 14.0 30.0 45.0 9.0 15.0 39.0 2.0 8.0 2.0 1.0 33.0 1.0 70.0 36.0 1.0 65.0 27.0 6.0 69.0 5.0 12.0 2.0 21.0 46.0 5.0 1.0 18.0 15.0 11.0 19.0 1.0
1970 32.0 1.0 9.0 9.0 272.0 12.0 7.0 3.0 2.0 35.0 18.0 7.0 1.0 56.0 24.0 11.0 15.0 14.0 18.0 7.0 12.0 23.0 51.0 21.0 18.0 25.0 3.0 3.0 1.0 2.0 29.0 2.0 58.0 21.0 2.0 52.0 30.0 13.0 59.0 3.0 19.0 7.0 12.0 70.0 3.0 1.0 32.0 22.0 7.0 19.0 3.0
1980 23.0 3.0 13.0 8.0 316.0 11.0 11.0 3.0 3.0 69.0 29.0 8.0 4.0 58.0 25.0 11.0 6.0 16.0 24.0 3.0 18.0 24.0 33.0 12.0 17.0 23.0 4.0 7.0 1.0 4.0 30.0 4.0 83.0 23.0 1.0 61.0 23.0 17.0 46.0 4.0 18.0 2.0 17.0 81.0 5.0 2.0 16.0 27.0 6.0 11.0 3.0
1990 25.0 0.0 14.0 10.0 327.0 9.0 15.0 1.0 6.0 83.0 37.0 3.0 2.0 92.0 27.0 17.0 17.0 20.0 37.0 1.0 20.0 35.0 39.0 12.0 23.0 32.0 3.0 8.0 4.0 5.0 40.0 3.0 83.0 30.0 2.0 70.0 16.0 20.0 60.0 5.0 17.0 3.0 19.0 91.0 1.0 0.0 36.0 22.0 4.0 15.0 1.0
2000 32.0 6.0 31.0 11.0 335.0 16.0 10.0 5.0 5.0 136.0 63.0 13.0 3.0 57.0 25.0 16.0 17.0 27.0 26.0 2.0 15.0 19.0 18.0 13.0 32.0 24.0 2.0 11.0 12.0 3.0 22.0 5.0 43.0 29.0 3.0 51.0 26.0 19.0 34.0 2.0 14.0 5.0 18.0 157.0 10.0 2.0 26.0 35.0 6.0 17.0 2.0
2010 26.0 1.0 16.0 6.0 252.0 7.0 15.0 5.0 5.0 130.0 43.0 5.0 4.0 38.0 23.0 8.0 8.0 17.0 21.0 4.0 8.0 17.0 14.0 13.0 16.0 21.0 2.0 6.0 19.0 1.0 21.0 5.0 39.0 26.0 2.0 36.0 28.0 9.0 34.0 2.0 24.0 3.0 33.0 121.0 1.0 0.0 18.0 20.0 3.0 4.0 3.0

In [256]:
fig, ax = plt.subplots(figsize=(20,11))

US.plot(ax=ax)
ax.set_title('Major League Players by Birth Location', fontsize=20,)
ax.legend(fontsize=7)
ax.set_ylabel('Number of Players', fontsize=16)
ax.set_xlabel('Decade of Debut', fontsize=16)


Out[256]:
<matplotlib.text.Text at 0x133ec79e8>

This is still a bit messy, but we see in the graph, the same thing we could have noticed in the table. The majority of US-born baseball players come from only about a handful of states. Let's isolate those popular states so that we can really see any trends here. If we compare it to the demographic data, perhaps we can find something linking demographic shifts with geographic shifts domestically.


In [257]:
fig, ax = plt.subplots(figsize=(15,8), nrows=2, ncols=1, sharex=True)

US[['California','Florida', 'Illinois', 'Massachusetts', 'NewYork', 'Ohio', 'Pennsylvania', 'Texas']].plot(ax=ax[0],
                                                                                                          color=['blue', 'magenta', 'green', 'black', 'red', 'gold', 'pink', 'aqua'],
                                                                                                          linewidth=2.0)
ax[0].set_title('Major League Players by Birth Location', fontsize=20)
ax[0].legend(fontsize=8, loc='best')
ax[0].set_ylabel('Number of Players', fontsize=16)
ax[0].set_xlabel('Decade of Debut', fontsize=16)
RTable.plot(ax=ax[1])
ax[1].set_title('Major League Players by Race', fontsize=20,)
ax[1].legend(fontsize=10)
ax[1].set_ylabel('Percentage', fontsize=16)
ax[1].set_xlabel('Year', fontsize=16)


Out[257]:
<matplotlib.text.Text at 0x137a59d30>

Immediately, we notice the rapid growth of MLB players from California once the color barrier was removed. We also see a less steep, but still significant rise of players from Florida, as well as Texas. These areas don't particularly help to explain the rise in African Americans, but they do help to show that the increase of Hispanic baseball players occurred both internationally as well as domestically. It therefore should not be surprising that as baseball became more diverse, we see a large growth in players from these states.

Now let's look internationally:


In [258]:
International = bp3.drop(['Alabama', 'Alaska', 'Arizona', 'Arkansas', 'California', 'Colorado', 'Connecticut', 'Delaware', 'Florida', 'Georgia', 'Hawaii', 'Idaho', 'Illinois', 'Indiana', 'Iowa', 'Kansas', 'Kentucky', 'Louisiana', 'Maine', 'Maryland', 'Massachusetts', 'Michigan', 'Minnesota', 'Mississippi', 'Missouri', 'Montana', 'Nebraska', 'Nevada', 'NewHampshire', 'NewJersey', 'NewMexico', 'NewYork', 'NorthCarolina', 'SouthCarolina', 'NorthDakota', 'SouthDakota', 'Ohio', 'Oklahoma', 'Oregon', 'Pennsylvania', 'RhodeIsland', 'Tennessee', 'Texas', 'Utah', 'Vermont', 'Virginia', 'WestVirginia', 'Washington', 'Wisconsin', 'Wyoming', 'D.C.'], axis=1)
International


Out[258]:
Birth Location Afghanistan AmericanSamoa Aruba Australia Austria Austria-Hungary Bahamas Belgium Brazil BritishHonduras Canada CanaryIslands China Colombia Cuba Curacao Czechoslovakia Denmark DominicanRepublic England Finland France Germany Greece Guam Honduras Indonesia Ireland Italy Jamaica Japan Lithuania Mexico Netherlands Nicaragua Norway Panama PanamaCanalZone Philippines Poland PuertoRico Russia SaudiArabia Scotland Singapore SouthKorea SouthVietnam Spain Sweden Switzerland Taiwan Venezuela VirginIslands Wales WestGermany
Decade of Debut
1870 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 1.0 0.0 0.0 6.0 0.0 0.0 1.0 0.0 0.0 0.0 0.0 9.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0
1880 0.0 0.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 39.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 4.0 0.0 0.0 5.0 0.0 0.0 0.0 0.0 19.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 2.0 0.0 0.0 0.0 0.0 1.0 0.0 0.0 0.0 0.0 1.0 0.0
1890 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 16.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 4.0 0.0 1.0 5.0 0.0 0.0 0.0 0.0 6.0 0.0 0.0 0.0 0.0 0.0 2.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 1.0 0.0
1900 0.0 0.0 0.0 0.0 0.0 3.0 0.0 0.0 0.0 0.0 23.0 0.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 8.0 0.0 1.0 4.0 0.0 0.0 0.0 0.0 6.0 0.0 0.0 0.0 0.0 0.0 2.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 2.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 1.0 0.0 0.0 0.0 1.0 0.0
1910 0.0 0.0 0.0 0.0 0.0 1.0 0.0 0.0 0.0 0.0 8.0 1.0 1.0 0.0 12.0 0.0 0.0 1.0 0.0 3.0 0.0 2.0 5.0 0.0 0.0 0.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 2.0 0.0 1.0 0.0 0.0 0.0 0.0 3.0 0.0 0.0 0.0 0.0 0.0 0.0
1920 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 5.0 0.0 0.0 0.0 5.0 0.0 0.0 0.0 0.0 1.0 1.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 1.0 0.0 0.0 0.0 1.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0
1930 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 7.0 0.0 0.0 0.0 3.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 2.0 0.0 0.0 1.0 2.0 0.0 0.0 0.0 0.0 0.0 0.0 2.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 1.0 0.0 0.0 0.0
1940 0.0 0.0 0.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 15.0 0.0 0.0 0.0 22.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 1.0 1.0 0.0 0.0 0.0 1.0 3.0 0.0 0.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 2.0 0.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 1.0 0.0 0.0 0.0
1950 0.0 0.0 0.0 0.0 0.0 0.0 1.0 0.0 0.0 0.0 12.0 0.0 0.0 0.0 36.0 0.0 1.0 0.0 2.0 0.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 1.0 0.0 0.0 0.0 8.0 0.0 0.0 0.0 3.0 2.0 0.0 1.0 14.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 4.0 1.0 0.0 0.0
1960 0.0 1.0 0.0 0.0 0.0 0.0 1.0 0.0 0.0 0.0 19.0 0.0 0.0 0.0 36.0 0.0 0.0 0.0 22.0 2.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 1.0 0.0 7.0 0.0 0.0 0.0 12.0 1.0 0.0 0.0 24.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 10.0 4.0 0.0 0.0
1970 0.0 0.0 0.0 0.0 0.0 0.0 2.0 0.0 0.0 0.0 11.0 0.0 0.0 1.0 4.0 0.0 0.0 0.0 38.0 0.0 0.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 1.0 0.0 18.0 2.0 2.0 0.0 5.0 1.0 0.0 0.0 39.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 10.0 2.0 0.0 2.0
1980 0.0 0.0 0.0 1.0 0.0 0.0 1.0 0.0 0.0 0.0 8.0 0.0 0.0 1.0 8.0 1.0 0.0 0.0 64.0 1.0 0.0 2.0 0.0 0.0 0.0 1.0 0.0 0.0 0.0 3.0 0.0 0.0 12.0 0.0 3.0 0.0 1.0 0.0 0.0 0.0 46.0 0.0 0.0 1.0 0.0 0.0 0.0 2.0 0.0 0.0 0.0 28.0 1.0 0.0 6.0
1990 1.0 0.0 4.0 7.0 0.0 0.0 0.0 1.0 0.0 1.0 28.0 0.0 0.0 4.0 13.0 3.0 0.0 0.0 156.0 2.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 12.0 0.0 32.0 2.0 2.0 0.0 17.0 0.0 1.0 0.0 59.0 1.0 0.0 0.0 1.0 3.0 1.0 1.0 0.0 0.0 0.0 62.0 2.0 0.0 1.0
2000 0.0 0.0 0.0 15.0 0.0 0.0 0.0 0.0 0.0 0.0 33.0 0.0 0.0 2.0 20.0 6.0 0.0 0.0 213.0 1.0 0.0 0.0 3.0 0.0 1.0 0.0 1.0 0.0 0.0 1.0 35.0 0.0 29.0 1.0 4.0 0.0 8.0 0.0 0.0 0.0 43.0 0.0 1.0 0.0 0.0 10.0 0.0 0.0 0.0 0.0 6.0 130.0 1.0 0.0 2.0
2010 0.0 0.0 1.0 6.0 0.0 0.0 1.0 0.0 3.0 0.0 16.0 0.0 1.0 11.0 39.0 4.0 0.0 0.0 175.0 1.0 0.0 0.0 3.0 0.0 0.0 0.0 0.0 0.0 1.0 0.0 14.0 0.0 11.0 2.0 3.0 0.0 6.0 0.0 0.0 0.0 30.0 0.0 1.0 0.0 0.0 9.0 0.0 0.0 0.0 0.0 5.0 114.0 3.0 0.0 0.0

In [259]:
fig, ax = plt.subplots(figsize=(20,11))

International.plot(ax=ax)
ax.set_title('Major League Players by Birth Location', fontsize=20,)
ax.legend(fontsize=6)
ax.set_ylabel('Number of Players', fontsize=16)
ax.set_xlabel('Decade of Debut', fontsize=16)


Out[259]:
<matplotlib.text.Text at 0x137a12080>

There are a number of things that are very interesting here. The first is that the large spikes in international players should correspond well with the demographics of Major League Baseball. To see this, let's isolate the largest countries and compare it to the changing demographics in Major League Baseball. That being said, this is actually messier than the state data because there are more countries than states in which baseball players hail from. Just looking at the graph (or table), you can notice how many more countries players come from today than say 100 years ago.

Let's isolate the largest countries and compare this to the demographic data so that we can dive deeper into any trends here.


In [260]:
fig, ax = plt.subplots(figsize=(15,8), nrows=2, ncols=1, sharex=True)

International[['Canada','Cuba', 'DominicanRepublic', 'Japan', 'Mexico', 'PuertoRico', 'Venezuela']].plot(ax=ax[0],
                                                                                                          color=['blue', 'magenta', 'green', 'black', 'red', 'gold', 'aqua'],
                                                                                                          linewidth=2.0)
ax[0].set_title('Major League Players by Birth Location', fontsize=20)
ax[0].legend(fontsize=8, loc='best')
ax[0].set_ylabel('Number of Players', fontsize=16)
ax[0].set_xlabel('Decade of Debut', fontsize=16)
RTable.plot(ax=ax[1])
ax[1].set_title('Major League Players by Race', fontsize=20,)
ax[1].legend(fontsize=10)
ax[1].set_ylabel('Percentage', fontsize=16)
ax[1].set_xlabel('Year', fontsize=16)


Out[260]:
<matplotlib.text.Text at 0x13869cf60>

We notice again that the globalization in the game is directly correlated to the increased diversity of the game. This chart also shows some interesting notions. The boom of Hispanic players seems to come from different countries at different times. For example, we see the initial growth of Hispanic players comes from Cuba, before drying up once we severed diplomatic ties with the country. The growth was then carried by the Dominican Republic and Puerto Rico - however, the real boom of Hispanic players seems to come more from the explosive growth of Venezuelan players, coupled with a recent reimmergence of Cuban players.

Next, let's take this data and isolate it by continent to show how more macro trends are showing through in the game. For example, when we take a look at the below, we can get a better idea of where the global growth of baseball is coming from. I am not including the US in this data, because it is meant to look at the global scope of the game.


In [261]:
NORTH_AMERICA = International['Aruba']+International['Bahamas']+International['BritishHonduras']+International['Canada']+International['Cuba']+International['DominicanRepublic']+International['Honduras']+International['Jamaica']+International['Mexico']+International['Nicaragua']+International['Panama']+International['PanamaCanalZone']+International['PuertoRico']+International['VirginIslands']
SOUTH_AMERICA = International['Brazil']+International['Colombia']+International['Curacao']+International['Venezuela']
ASIA = International['Afghanistan']+International['China']+International['Indonesia']+International['Japan']+International['Philippines']+International['SaudiArabia']+International['Singapore']+International['SouthKorea']+International['SouthVietnam']+International['Taiwan']
EUROPE = International['Austria-Hungary']+International['Belgium']+International['CanaryIslands']+International['Czechoslovakia']+International['Denmark']+International['England']+International['Finland']+International['France']+International['Germany']+International['Greece']+International['Ireland']+International['Italy']+International['Lithuania']+International['Netherlands']+International['Norway']+International['Poland']+International['Russia']+International['Scotland']+International['Spain']+International['Sweden']+International['Switzerland']+International['Wales']+International['WestGermany']
AFRICA = 0.0
OCEANIA = International['AmericanSamoa']+International['Australia']+International['Guam']
IntCont=pd.DataFrame({'North America': NORTH_AMERICA, 'South America': SOUTH_AMERICA, 'Asia': ASIA, 'Europe': EUROPE, 'Africa': AFRICA, 'Oceania': OCEANIA})
IntCont


Out[261]:
Africa Asia Europe North America Oceania South America
Decade of Debut
1870 0.0 0.0 18.0 2.0 0.0 0.0
1880 0.0 0.0 32.0 39.0 1.0 0.0
1890 0.0 0.0 21.0 16.0 0.0 0.0
1900 0.0 0.0 30.0 23.0 0.0 1.0
1910 0.0 1.0 21.0 20.0 0.0 0.0
1920 0.0 0.0 7.0 10.0 0.0 0.0
1930 0.0 0.0 7.0 12.0 0.0 1.0
1940 0.0 0.0 8.0 41.0 0.0 1.0
1950 0.0 0.0 4.0 79.0 0.0 4.0
1960 0.0 1.0 2.0 126.0 1.0 10.0
1970 0.0 1.0 6.0 122.0 0.0 11.0
1980 0.0 0.0 12.0 148.0 1.0 30.0
1990 0.0 19.0 8.0 314.0 7.0 69.0
2000 0.0 53.0 7.0 352.0 16.0 138.0
2010 0.0 30.0 7.0 285.0 6.0 132.0

In [262]:
fig, ax = plt.subplots(figsize=(20,10))

IntCont.plot(ax=ax, linewidth=3.0)
ax.set_title('Major League Players by Birth Location', fontsize=20,)
ax.legend(fontsize=16)
ax.set_ylabel('Number of Players', fontsize=16)
ax.set_xlabel('Decade of Debut', fontsize=16)


Out[262]:
<matplotlib.text.Text at 0x1383546d8>

So while baseball has become more diverse since the color barrier, the growth seems to have been driven largely by geographic proximity to the US. It wasn't until the 1980s that the game started to really became a global game. At that point, South American players started to filter into the league, followed by Asian players and even a handful of players from the Oceania region. At the same time, European players have steadily decreased, although this is a bit misleading. This graph charts place of birth, so the roughly 40 players from Europe that played during the late 19th century were most likely born in Europe and immigrated over to the states at a young age during the numerous waves of European immigration. If we accept that, then it would appear as though baseball has not really expanded much into Europe.

Finally, let's compare international players to US-Born players and compare this to Major League Demographics.


In [263]:
USTotal = US.sum(axis=1)
InternationalTotal = International.sum(axis=1)
Total=pd.DataFrame({'US Total': USTotal, 'International Total':InternationalTotal})
Total


Out[263]:
International Total US Total
Decade of Debut
1870 20.0 218.0
1880 72.0 855.0
1890 37.0 769.0
1900 54.0 1027.0
1910 42.0 1504.0
1920 17.0 1189.0
1930 20.0 1018.0
1940 51.0 1117.0
1950 87.0 983.0
1960 140.0 1111.0
1970 140.0 1176.0
1980 191.0 1267.0
1990 417.0 1462.0
2000 566.0 1511.0
2010 460.0 1183.0

In [264]:
fig, ax = plt.subplots(figsize=(15,8), nrows=2, ncols=1, sharex=True)

Total.plot(ax=ax[0], linewidth=2.0)
ax[0].set_title('Major League Players by Birth Location', fontsize=20)
ax[0].legend(fontsize=10, loc='best')
ax[0].set_ylabel('Number of Players', fontsize=16)
ax[0].set_xlabel('Decade of Debut', fontsize=16)
RTable.plot(ax=ax[1])
ax[1].set_title('Major League Players by Race', fontsize=20,)
ax[1].legend(fontsize=10)
ax[1].set_ylabel('Percentage', fontsize=16)
ax[1].set_xlabel('Year', fontsize=16)


Out[264]:
<matplotlib.text.Text at 0x138d40fd0>

Both the number of international players and US born players has steadily increased over the past 100 years. This is due to the expansion of Major League Baseball from just 8 teams to its current structure of 30. While the league is still dominated by US-born players, it will be interesting to see if international players continue to steal share moving forward. Only time will tell.