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.
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.
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.
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]:
<bound method Tag.find of <!DOCTYPE html>
<html dir="ltr" lang="en">
<head>
<link href="http://www.w3.org/1999/xhtml/vocab" rel="profile"/>
<meta charset="utf-8"/>
<meta content="width=device-width, initial-scale=1.0" name="viewport"/>
<meta content="text/html; charset=utf-8" http-equiv="Content-Type"/>
<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"/>
<link href="http://sabr.org/bioproj/topic/baseball-demographics-1947-2012" rel="canonical"/>
<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>
<style>
@import url("http://sabr.org/modules/system/system.base.css?omxo37");
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@import url("http://sabr.org/sites/all/modules/footnotes/footnotes.css?omxo37");
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@import url("http://sabr.org/sites/all/modules/ctools/css/ctools.css?omxo37");
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@import url("http://sabr.org/sites/all/modules/views_slideshow/views_slideshow_controls_text.css?omxo37");
@import url("http://sabr.org/sites/all/modules/views_slideshow/contrib/views_slideshow_cycle/views_slideshow_cycle.css?omxo37");
</style>
<link href="https://cdn.jsdelivr.net/bootstrap/3.3.5/css/bootstrap.css" media="all" rel="stylesheet" type="text/css"/>
<style>
@import url("http://sabr.org/sites/all/themes/bootstrap/css/3.3.5/overrides.min.css?omxo37");
@import url("http://sabr.org/sites/all/themes/sabrseven/css/style.css?omxo37");
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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&content_id=44425610&vkey=news_mlb&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&_r=1&">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:
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.
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.
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_oRafaelÌlvarez
DominicanRepublic
265
alvarda02
2010s
DarielÌlvarezCamejo
Cuba
266
alvarga01
1990s
GabrieldeJesusAlvarez
Mexico
267
alvarhe01
2010s
HendersonJavierAlvarez
Venezuela
268
alvarjo01
1980s
JoseLinoAlvarez
Florida
269
alvarjo02
2010s
JosÌ©RicardoÌlvarez
Venezuela
270
alvarju01
1990s
JuanM.Alvarez
Florida
271
alvarlu01
1960s
LuisCÌ©sar(MartÌ_nez)Alvarado
PuertoRico
272
alvaror01
1970s
Jes̼sManuelOrlandoÌlvarezMonge
PuertoRico
273
alvaros01
1950s
Oswaldo(Gonzalez)Alvarez
Cuba
274
alvarpe01
2010s
PedroManuelAlvarez
DominicanRepublic
275
alvarrj01
2010s
RoyEmilioAlvarez
Florida
276
alvarro01
1960s
Rogelio(HernÌÁndez)Ìlvarez
Cuba
277
alvarta01
1990s
CesarOctavioAlvarez
Mexico
278
alvarto01
2000s
AntonioEnriqueÌlvarez
Venezuela
279
alvarvi01
2000s
VÌ_ctorAurelioÌlvarez
Mexico
280
alvarwi01
1980s
WilsonEduardoÌlvarezFuenmayor
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_nÌrias
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
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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
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4027 1930 Arkansas
15507 1940 Arkansas
11176 1980 Arkansas
4030 1930 Arkansas
8758 1920 Arkansas
2010 1960 Arkansas
8770 1940 Arkansas
12210 2000 Arkansas
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18582 1910 Arkansas
12297 1940 Arkansas
15738 1910 Arkansas
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13826 1940 Arkansas
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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
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8886 1990 Arkansas
14450 1890 Arkansas
16924 2000 Arkansas
14440 1930 Arkansas
10953 1960 Arkansas
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17281 1970 Arkansas
1132 1920 Arkansas
8263 1980 Arkansas
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8870 1930 Arkansas
5980 2000 Arkansas
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4358 2000 Arkansas
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17153 1970 Arkansas
7123 1920 Arkansas
18135 1930 Arkansas
9590 2000 Arkansas
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9944 1990 Arkansas
3984 1940 Arkansas
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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
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10763 1910 Arkansas
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17599 1920 Arkansas
12893 1930 Arkansas
14330 1950 Arkansas
1412 1950 Arkansas
16629 1950 Arkansas
4867 1910 Arkansas
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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
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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
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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
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9836 1970 California
9834 1990 California
1814 1930 California
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9786 1990 California
9782 1950 California
9781 1930 California
1883 1970 California
8196 2000 California
9585 1960 California
9741 1990 California
9740 2000 California
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2189 1970 California
9635 2000 California
8282 2000 California
8285 2010 California
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8292 2010 California
9614 1990 California
9612 1930 California
9611 1990 California
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8297 2000 California
8311 2000 California
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8320 2000 California
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9640 2000 California
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9660 2010 California
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8233 1970 California
2198 2010 California
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10288 2010 California
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10262 2010 California
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10236 1970 California
10215 2010 California
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2255 1990 California
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9901 1990 California
9893 1890 California
8115 1970 California
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1778 2000 California
1775 2010 California
10006 2010 California
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2241 1970 California
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9562 2010 California
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1991 1990 California
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1995 1970 California
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2004 1980 California
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1987 2010 California
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1970 2010 California
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2009 1960 California
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2019 1980 California
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2025 2010 California
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8749 2010 California
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1953 1970 California
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1960 1910 California
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1943 1990 California
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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
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932 1990 DominicanRepublic
1534 2010 DominicanRepublic
11253 2000 DominicanRepublic
13797 2010 DominicanRepublic
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11238 1990 DominicanRepublic
11234 2010 DominicanRepublic
935 2000 DominicanRepublic
10635 2000 DominicanRepublic
7389 2000 DominicanRepublic
4262 2000 DominicanRepublic
2683 1990 DominicanRepublic
5719 2000 DominicanRepublic
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13807 2000 DominicanRepublic
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13319 2010 DominicanRepublic
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1123 1990 DominicanRepublic
1566 1960 DominicanRepublic
16366 2000 DominicanRepublic
485 2000 DominicanRepublic
5710 2000 DominicanRepublic
16724 1990 DominicanRepublic
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10636 2010 DominicanRepublic
16747 2000 DominicanRepublic
486 1990 DominicanRepublic
2391 2010 DominicanRepublic
1142 2000 DominicanRepublic
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4629 1980 DominicanRepublic
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13149 2010 DominicanRepublic
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2423 2010 DominicanRepublic
2588 2010 DominicanRepublic
4221 1990 DominicanRepublic
6247 2000 DominicanRepublic
10585 1990 DominicanRepublic
5631 1970 DominicanRepublic
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5630 1990 DominicanRepublic
5629 2010 DominicanRepublic
6248 2000 DominicanRepublic
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2634 1960 DominicanRepublic
11536 2010 DominicanRepublic
6251 2010 DominicanRepublic
13726 1990 DominicanRepublic
13158 1980 DominicanRepublic
14243 1990 DominicanRepublic
549 2000 DominicanRepublic
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11287 1990 DominicanRepublic
11290 1990 DominicanRepublic
7393 1990 DominicanRepublic
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13789 2010 DominicanRepublic
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1530 2000 DominicanRepublic
13787 2000 DominicanRepublic
14268 2000 DominicanRepublic
11321 1980 DominicanRepublic
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2692 2010 DominicanRepublic
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13170 1990 DominicanRepublic
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10590 1970 DominicanRepublic
2413 2000 DominicanRepublic
13164 2000 DominicanRepublic
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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
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16650 1970 DominicanRepublic
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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
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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
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1104 2010 DominicanRepublic
471 2000 DominicanRepublic
16720 2000 DominicanRepublic
7414 2010 DominicanRepublic
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1106 2000 DominicanRepublic
1107 2010 DominicanRepublic
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454 2000 DominicanRepublic
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14064 2000 DominicanRepublic
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14056 1990 DominicanRepublic
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4268 2010 DominicanRepublic
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6718 2000 DominicanRepublic
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12789 2000 DominicanRepublic
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15265 2010 DominicanRepublic
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12788 2010 DominicanRepublic
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15315 2010 DominicanRepublic
15316 2010 DominicanRepublic
4985 1970 DominicanRepublic
2499 2000 DominicanRepublic
12990 2000 DominicanRepublic
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12989 2000 DominicanRepublic
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12279 2010 DominicanRepublic
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5007 2000 DominicanRepublic
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2557 2000 DominicanRepublic
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2751 2010 DominicanRepublic
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733 2000 DominicanRepublic
12429 2000 DominicanRepublic
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14850 2000 DominicanRepublic
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578 2000 DominicanRepublic
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2703 2000 DominicanRepublic
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3414 1990 DominicanRepublic
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136 1980 DominicanRepublic
244 1960 DominicanRepublic
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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
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153 2000 DominicanRepublic
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9848 2010 DominicanRepublic
154 2010 DominicanRepublic
3402 2010 DominicanRepublic
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3318 2010 DominicanRepublic
375 1990 DominicanRepublic
3321 2010 DominicanRepublic
9999 2010 DominicanRepublic
4110 2000 DominicanRepublic
17274 2000 DominicanRepublic
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17268 1990 DominicanRepublic
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17266 2000 DominicanRepublic
374 1970 DominicanRepublic
17262 2010 DominicanRepublic
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4107 2010 DominicanRepublic
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264 2010 DominicanRepublic
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17260 2010 DominicanRepublic
1788 2000 DominicanRepublic
17525 1990 DominicanRepublic
1789 2000 DominicanRepublic
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17470 1990 DominicanRepublic
17236 2010 DominicanRepublic
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9455 2000 DominicanRepublic
229 2010 DominicanRepublic
3705 1970 DominicanRepublic
3701 2010 DominicanRepublic
3700 2000 DominicanRepublic
3699 1990 DominicanRepublic
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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
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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
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12144 2000 Florida
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9733 1970 Florida
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10022 1980 Florida
6561 2000 Florida
3655 2010 Florida
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6539 2000 Florida
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1253 1970 Florida
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12638 1930 Florida
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15777 2010 Florida
3704 2010 Florida
1282 1920 Florida
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12547 2000 Florida
15102 2000 Florida
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268 1980 Florida
3079 2010 Florida
17739 2000 Florida
12583 1960 Florida
12101 2000 Florida
9784 1980 Florida
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5187 1990 Florida
12081 2000 Florida
739 1970 Florida
634 1960 Florida
17693 1990 Florida
3766 1980 Florida
2828 2000 Florida
5055 2010 Florida
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15419 1980 Florida
8052 1990 Florida
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5062 1990 Florida
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5065 1980 Florida
15295 1970 Florida
3842 1990 Florida
275 2010 Florida
6710 1990 Florida
12026 2000 Florida
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2825 2010 Florida
5040 1990 Florida
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12316 2000 Florida
720 2010 Florida
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11993 1990 Florida
6795 1950 Florida
17481 2000 Florida
11909 2010 Florida
11907 1940 Florida
3714 1950 Florida
15211 2000 Florida
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2515 2010 Florida
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4842 2000 Florida
5119 2010 Florida
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1416 2010 Florida
236 2010 Florida
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15448 1970 Florida
15462 2000 Florida
9977 1920 Florida
3860 2010 Florida
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618 2000 Florida
2835 1960 Florida
1811 1980 Florida
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9995 2000 Florida
6931 1940 Florida
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4961 1980 Florida
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17515 2000 Florida
17799 2000 Florida
9481 1960 Florida
17809 2010 Florida
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14146 1920 Florida
3323 1980 Florida
66 2010 Florida
8533 1970 Florida
2031 2010 Florida
8535 1980 Florida
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14188 2000 Florida
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2678 2010 Florida
5740 1990 Florida
3158 2010 Florida
14103 1970 Florida
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18454 1960 Florida
18467 2000 Florida
8567 1990 Florida
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8570 2010 Florida
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3401 1970 Florida
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13139 2000 Florida
1149 1970 Florida
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2001 1990 Florida
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5683 2000 Florida
2014 1960 Florida
9038 1950 Florida
13176 1990 Florida
6222 1970 Florida
13192 2000 Florida
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5675 1980 Florida
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13394 1960 Florida
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2070 1960 Florida
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3185 1980 Florida
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1041 1980 Florida
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4 2000 Florida
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2628 1990 Florida
1067 1990 Florida
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963 1980 Florida
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13434 1940 Florida
8577 2000 Florida
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18543 1970 Florida
2625 1990 Florida
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1082 1980 Florida
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13515 1920 Florida
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813 1930 Florida
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775 2010 Florida
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3623 1970 Florida
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5290 1980 Florida
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199 1910 Florida
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148 1940 Florida
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150 1970 Florida
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380 1990 Florida
7302 1930 Florida
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458 2000 Florida
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10218 1930 Florida
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2295 1930 Florida
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350 2000 Florida
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511 2000 Florida
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536 2000 Florida
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475 2010 Florida
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421 2010 Florida
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352 2000 Florida
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10451 1950 France
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9552 1980 France
5735 1910 France
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175 1910 Georgia
1937 2010 Georgia
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830 1920 Georgia
12928 1920 Georgia
10416 1970 Georgia
5437 1980 Georgia
9417 1970 Georgia
14656 1940 Georgia
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9436 1990 Georgia
17883 2010 Georgia
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4550 1990 Georgia
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8221 2000 Georgia
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10338 2000 Georgia
1535 2000 Georgia
2207 2010 Georgia
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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
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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
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2630 1910 Georgia
7691 1910 Georgia
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2652 1930 Georgia
13852 2010 Georgia
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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
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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
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18169 1920 Georgia
5492 1920 Georgia
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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
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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
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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
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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
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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
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527 2010 Georgia
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6820 2010 Georgia
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1479 2000 Georgia
17537 2000 Georgia
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6575 1950 Georgia
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3947 1940 Georgia
6814 1950 Georgia
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2243 2000 Georgia
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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
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571 2000 Georgia
255 2010 Germany
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18617 1980 Honduras
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1746 1930 Illinois
1424 1870 Illinois
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1114 1880 Illinois
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10494 1950 Illinois
8660 1890 Illinois
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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
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672 1970 Michigan
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146 1940 Michigan
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5613 1940 Michigan
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141 1910 Michigan
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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
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1403 1960 NewMexico
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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
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7889 1970 Pennsylvania
691 1940 Pennsylvania
17843 1910 Pennsylvania
10115 1900 Pennsylvania
9401 1880 Pennsylvania
7964 1920 Pennsylvania
5263 1980 Pennsylvania
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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
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4199 2000 Pennsylvania
7912 1950 Pennsylvania
4302 1930 Pennsylvania
15035 1940 Pennsylvania
2272 1870 Pennsylvania
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1740 1900 Pennsylvania
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1451 1960 Pennsylvania
17699 1870 Pennsylvania
9462 1880 Pennsylvania
10384 1880 Pennsylvania
16745 1970 Pennsylvania
16878 1950 Pennsylvania
15056 1910 Pennsylvania
10368 1910 Pennsylvania
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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
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9511 1970 Pennsylvania
10344 1940 Pennsylvania
16732 1960 Pennsylvania
1917 1940 Pennsylvania
17714 1920 Pennsylvania
5156 1930 Pennsylvania
1896 1900 Pennsylvania
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10363 1920 Pennsylvania
9504 1880 Pennsylvania
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15104 1970 Pennsylvania
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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
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15207 1910 Pennsylvania
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4309 1990 Pennsylvania
1712 1870 Pennsylvania
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5215 1880 Pennsylvania
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7002 1890 Pennsylvania
212 1970 Pennsylvania
3652 1890 Pennsylvania
15182 1910 Pennsylvania
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7845 1880 Pennsylvania
2183 1980 Pennsylvania
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1888 1990 Pennsylvania
7844 1880 Pennsylvania
7071 1940 Pennsylvania
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15012 1990 Pennsylvania
735 1900 Pennsylvania
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15189 1980 Pennsylvania
10227 1910 Pennsylvania
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16206 1890 Pennsylvania
15846 1940 Pennsylvania
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10787 1870 Pennsylvania
15837 1910 Pennsylvania
296 1890 Pennsylvania
7354 1890 Pennsylvania
8130 1930 Pennsylvania
4588 1960 Pennsylvania
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10792 2010 Pennsylvania
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2890 1970 Pennsylvania
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17114 1890 Pennsylvania
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611 1970 Pennsylvania
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289 1930 Pennsylvania
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10762 2010 Pennsylvania
288 1990 Pennsylvania
4024 1900 Pennsylvania
16262 1880 Pennsylvania
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9998 2010 Pennsylvania
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8069 1890 Pennsylvania
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315 1880 Pennsylvania
10950 1990 Pennsylvania
10885 1930 Pennsylvania
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10881 1880 Pennsylvania
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10879 1930 Pennsylvania
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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
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559 1970 Pennsylvania
9924 1910 Pennsylvania
7453 1890 Pennsylvania
10927 1900 Pennsylvania
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10930 1900 Pennsylvania
4642 1880 Pennsylvania
17206 1890 Pennsylvania
4640 1890 Pennsylvania
10899 1920 Pennsylvania
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16045 1960 Pennsylvania
3964 1890 Pennsylvania
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3010 1940 Pennsylvania
10942 1960 Pennsylvania
4628 1890 Pennsylvania
10964 1890 Pennsylvania
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3935 1990 Pennsylvania
9871 1940 Pennsylvania
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10852 1880 Pennsylvania
1597 1940 Pennsylvania
4734 1900 Pennsylvania
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4736 1880 Pennsylvania
15922 1870 Pennsylvania
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8044 1920 Pennsylvania
11021 1890 Pennsylvania
10840 1900 Pennsylvania
7505 1890 Pennsylvania
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2228 1880 Pennsylvania
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10973 1910 Pennsylvania
10975 1870 Pennsylvania
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17189 1920 Pennsylvania
4710 1910 Pennsylvania
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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
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15489 1880 Pennsylvania
3062 1880 Pennsylvania
665 1920 Pennsylvania
16415 1940 Pennsylvania
15482 1920 Pennsylvania
9675 1920 Pennsylvania
16418 1890 Pennsylvania
17033 1920 Pennsylvania
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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
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8191 1880 Pennsylvania
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15498 1950 Pennsylvania
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10656 1970 Pennsylvania
3059 1960 Pennsylvania
17516 1880 Pennsylvania
7208 1890 Pennsylvania
8007 1910 Pennsylvania
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15513 1910 Pennsylvania
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10649 1960 Pennsylvania
1851 1890 Pennsylvania
15505 1910 Pennsylvania
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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
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1502 1920 Pennsylvania
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15401 1890 Pennsylvania
9630 1930 Pennsylvania
11464 1890 Pennsylvania
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1686 1880 Pennsylvania
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11440 1930 Pennsylvania
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7988 1910 Pennsylvania
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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
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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
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3910 1920 Texas
18629 2010 Texas
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3713 1970 Texas
59 1910 Texas
7940 1980 Texas
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3284 1980 Texas
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7944 1930 Texas
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8401 2000 Texas
10146 1930 Texas
9016 1930 Texas
339 1990 Texas
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10079 1980 Texas
379 1930 Texas
3861 2000 Texas
2118 1960 Texas
10132 1940 Texas
7958 2010 Texas
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3522 1920 Texas
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18599 1920 Texas
17131 1940 Texas
54 1930 Texas
3111 2010 Texas
349 1910 Texas
3431 1990 Texas
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2139 1990 Texas
3530 1970 Texas
8616 2010 Texas
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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
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1604 1960 Texas
6471 1910 Texas
12354 2000 Texas
2864 2000 Texas
13812 2010 Texas
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14345 1950 Texas
14342 1940 Texas
898 1980 Texas
13256 1910 Texas
11720 1970 Texas
11719 1930 Texas
4686 1940 Texas
5149 2010 Texas
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15135 1920 Texas
13783 1980 Texas
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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
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15894 2000 Texas
13778 2010 Texas
11726 1920 Texas
1019 1920 Texas
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1191 1990 Texas
1045 2000 Texas
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5987 2000 Texas
10842 1930 Texas
10820 1990 Texas
754 1990 Texas
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12292 1910 Texas
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4615 2000 Texas
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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
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16214 1940 Texas
12947 1960 Texas
12946 1920 Texas
11769 1950 Texas
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13637 2010 Texas
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530 1920 Texas
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531 1990 Texas
1049 1990 Texas
15090 1900 Texas
599 1910 Texas
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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
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10943 1980 Texas
12837 1910 Texas
7438 2000 Texas
568 1970 Texas
569 2000 Texas
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11736 1920 Texas
10931 1910 Texas
2872 2000 Texas
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4626 1960 Texas
1625 2000 Texas
11739 1930 Texas
1032 1980 Texas
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1031 1940 Texas
2783 1970 Texas
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11079 2010 Texas
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14262 1920 Texas
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4925 1910 Texas
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651 1930 Texas
645 1920 Texas
4933 2010 Texas
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7150 1940 Texas
7240 1970 Texas
5026 1940 Texas
6617 1920 Texas
7239 1960 Texas
944 1970 Texas
11314 2010 Texas
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5771 1910 Texas
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958 1990 Texas
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2516 1940 Texas
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960 1930 Texas
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2537 1930 Texas
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978 1980 Texas
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5085 1920 Texas
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989 2010 Texas
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602 2000 Texas
912 1940 Texas
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614 1910 Texas
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466 1930 Texas
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448 1980 Texas
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1101 2010 Texas
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12140 2000 Texas
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16566 2000 Texas
12139 1890 Texas
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12145 2010 Texas
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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.
Content source: NYUDataBootcamp/Projects
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