Efficient data manipulation with R

Philippe Massicotte

Laval University

March 2, 2023

Who am I


Research assistant at Takuvik (Laval University)

Remote sensing, modelling, data science, data visualization

My GitHub

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www.pmassicotte.com

Training workshop on data management and archiving



Logo of Québec Océan

March 15th 2023

Inscriptions: https://bit.ly/3ZcH96P

Outline

  • Intellectual Property of Data
  • Data management plan
  • Data acquisition
  • Data cataloguing and dissemination
  • Standards, processing, standardization and importance of metadata

Context

The expanded version of the classic Grolemund & Wickham R4DS workflow, including environmental data & sci comm bookends! Envisioned by Dr. Julia Lowndes for her useR!2019 keynote. Please cite this illustration as: Updated from Grolemund & Wickham's classis R4DS schematic, envisioned by Dr. Julia Lowndes for her 2019 useR! keynote talk and illustrated by Allison Horst.
Artwork by Allison Horst

Data preprocessing is one of the main steps in the data science project life cycle which involves converting raw data into a refined form amenable to data analysis. Source: towards data science

Context

The expanded version of the classic Grolemund & Wickham R4DS workflow, including environmental data & sci comm bookends! Envisioned by Dr. Julia Lowndes for her useR!2019 keynote. Please cite this illustration as: Updated from Grolemund & Wickham's classis R4DS schematic, envisioned by Dr. Julia Lowndes for her 2019 useR! keynote talk and illustrated by Allison Horst.
Artwork by Allison Horst

It is often said that 80% of data analysis is spent on cleaning and preparing data. And it’s not just a first step, but it must be repeated many over the course of analysis as new problems come to light or new data is collected.

Objectives

  • Part 1 (~ 2 hours)

    • Understand the basics of data manipulation techniques using R.

    • Learn how to manipulate and transform raw data into a format suitable for analysis using dplyr and tidyr.

      • filtering
      • grouping, summarizing / aggregating
      • joining data from multiple sources
  • Part 2 (~ 1 hour)

    1. Working on your own data
    2. Data challenge: SQL Murder Mystery

Who are you?

  • Diverse faculties and academic backgrounds.

  • Efforts to offer examples that are pertinent to everyone in the classroom.

Prerequisites

  • This workshop is not an introduction to R programming.

  • I am assuming that you already have basic knowledge of R.

  • You should know how to:

    • Install R packages
    • Use R Studio or another IDE of your choice
    • Create R scripts
    • Import data
    • Work with data frame
    • Perform basic calculations

Getting ready to code!

If you do not have R/R Studio installed on your laptop, I have created a pre-configured cloud instance of R with all the packages needed for this workshop. If you choose this option, you need to have a free Posit account.

  • Step 2: Make a copy of the project
Trulli

Data frames

Data frames

  • Data frames are important objects in R which are created when reading (most) tabular text files.

  • The most useful data structure for data scientists.

  • They allow for efficient data manipulation:

    • Filtering
    • Summarizing
    • Aggregating
    • Joining
    • And much more!

Data frames

A data frame can be seen as an Excel tabular sheet: Lines are observations and columns are variables.

Note

A data frame can be seen as a matrix with the difference that columns (variables) can be of different types (numerics, dates, characters, etc.).

Data frames

The mtcars data frame is included in base R.

The data was extracted from the 1974 Motor Trend US magazine, and comprises fuel consumption and 10 aspects of automobile design and performance for 32 automobiles (1973–74 models).

mtcars
                     mpg cyl  disp  hp drat    wt  qsec vs am gear carb
Mazda RX4           21.0   6 160.0 110 3.90 2.620 16.46  0  1    4    4
Mazda RX4 Wag       21.0   6 160.0 110 3.90 2.875 17.02  0  1    4    4
Datsun 710          22.8   4 108.0  93 3.85 2.320 18.61  1  1    4    1
Hornet 4 Drive      21.4   6 258.0 110 3.08 3.215 19.44  1  0    3    1
Hornet Sportabout   18.7   8 360.0 175 3.15 3.440 17.02  0  0    3    2
Valiant             18.1   6 225.0 105 2.76 3.460 20.22  1  0    3    1
Duster 360          14.3   8 360.0 245 3.21 3.570 15.84  0  0    3    4
Merc 240D           24.4   4 146.7  62 3.69 3.190 20.00  1  0    4    2
Merc 230            22.8   4 140.8  95 3.92 3.150 22.90  1  0    4    2
Merc 280            19.2   6 167.6 123 3.92 3.440 18.30  1  0    4    4
Merc 280C           17.8   6 167.6 123 3.92 3.440 18.90  1  0    4    4
Merc 450SE          16.4   8 275.8 180 3.07 4.070 17.40  0  0    3    3
Merc 450SL          17.3   8 275.8 180 3.07 3.730 17.60  0  0    3    3
Merc 450SLC         15.2   8 275.8 180 3.07 3.780 18.00  0  0    3    3
Cadillac Fleetwood  10.4   8 472.0 205 2.93 5.250 17.98  0  0    3    4
Lincoln Continental 10.4   8 460.0 215 3.00 5.424 17.82  0  0    3    4
Chrysler Imperial   14.7   8 440.0 230 3.23 5.345 17.42  0  0    3    4
Fiat 128            32.4   4  78.7  66 4.08 2.200 19.47  1  1    4    1
Honda Civic         30.4   4  75.7  52 4.93 1.615 18.52  1  1    4    2
Toyota Corolla      33.9   4  71.1  65 4.22 1.835 19.90  1  1    4    1
Toyota Corona       21.5   4 120.1  97 3.70 2.465 20.01  1  0    3    1
Dodge Challenger    15.5   8 318.0 150 2.76 3.520 16.87  0  0    3    2
AMC Javelin         15.2   8 304.0 150 3.15 3.435 17.30  0  0    3    2
Camaro Z28          13.3   8 350.0 245 3.73 3.840 15.41  0  0    3    4
Pontiac Firebird    19.2   8 400.0 175 3.08 3.845 17.05  0  0    3    2
Fiat X1-9           27.3   4  79.0  66 4.08 1.935 18.90  1  1    4    1
Porsche 914-2       26.0   4 120.3  91 4.43 2.140 16.70  0  1    5    2
Lotus Europa        30.4   4  95.1 113 3.77 1.513 16.90  1  1    5    2
Ford Pantera L      15.8   8 351.0 264 4.22 3.170 14.50  0  1    5    4
Ferrari Dino        19.7   6 145.0 175 3.62 2.770 15.50  0  1    5    6
Maserati Bora       15.0   8 301.0 335 3.54 3.570 14.60  0  1    5    8
Volvo 142E          21.4   4 121.0 109 4.11 2.780 18.60  1  1    4    2

Importing data in R

Reading files

  • Why bother about data frame?
    • Most of the time, this is the data structure that will be created when importing data in R.
  • There are many functions to import data in R.
File format Function Package
Comma separated values (.csv) read_csv() readr
Other text files (.txt, .dat, …) read_delim() readr
Excel (.xls, .xlsx) read_excel() readxl
Stata read_stata() haven
SPSS read_spss() haven
SAS read_sas() haven
Matlab file (.mat) readMat() R.matlab

Reading files

Functions to read files in often have the same schema:

read_*("file", <options>)


Examples of <options> can be:

  • A single character used to separate fields within a record: Ex.: ",", ";", "\t".
  • The names of the columns to read.
  • The number of rows to read.

Reading Excel files

To read Excel files, we can use read_excel() from the readxl package.

# Load the readxl package
library(readxl)

# Read the first sheet in a file
mydata <- read_excel("/path/to/myfile.xls")

# Read the third sheet in a file
mydata <- read_excel("/path/to/myfile.xlsx", sheet = 3)

# Read the sheet named "data"
mydata <- read_excel("/path/to/myfile.xlsx", sheet = "data")

Reading CSV files

To read CSV files, we can use read_csv() from the readr package.

# Load the readr package
library(readr)

# If the column delimiter is ","
mydata <- read_csv("/path/to/myfile.csv")

# If the column delimiter is ";"
mydata <- read_csv2("/path/to/myfile.csv")

# Read only the first 100 rows
mydata <- read_csv("/path/to/myfile.csv", n_max = 100)

Reading CSV files

Important

Note that the base R function to read a CSV file is read.csv(). Do not confuse with the read_csv() function from readr.

Reading files online

It is also possible to read files hosted online by providing an URL. For example, let’s read daily weather updates from the Curiosity Rover on Mars.

mars <- read_csv("https://query.data.world/s/nig6iktbywlhnws22gfz6tvstwtmuu")

mars
# A tibble: 1,894 × 10
      id terrestrial…¹   sol    ls month min_t…² max_t…³ press…⁴ wind_…⁵ atmo_…⁶
   <dbl> <date>        <dbl> <dbl> <chr>   <dbl>   <dbl>   <dbl>   <dbl> <chr>  
 1  1895 2018-02-27     1977   135 Mont…     -77     -10     727     NaN Sunny  
 2  1893 2018-02-26     1976   135 Mont…     -77     -10     728     NaN Sunny  
 3  1894 2018-02-25     1975   134 Mont…     -76     -16     729     NaN Sunny  
 4  1892 2018-02-24     1974   134 Mont…     -77     -13     729     NaN Sunny  
 5  1889 2018-02-23     1973   133 Mont…     -78     -18     730     NaN Sunny  
 6  1891 2018-02-22     1972   133 Mont…     -78     -14     730     NaN Sunny  
 7  1890 2018-02-21     1971   132 Mont…     -78     -13     731     NaN Sunny  
 8  1888 2018-02-20     1970   132 Mont…     -77     -16     731     NaN Sunny  
 9  1887 2018-02-19     1969   131 Mont…     -76     -16     732     NaN Sunny  
10  1886 2018-02-18     1968   131 Mont…     -76     -19     732     NaN Sunny  
# … with 1,884 more rows, and abbreviated variable names ¹​terrestrial_date,
#   ²​min_temp, ³​max_temp, ⁴​pressure, ⁵​wind_speed, ⁶​atmo_opacity

Reading files online

Exporting data

Similarly, exporting a data frame into a file can be done using: write_*().

write_*(<dataframe>, "file")

write_csv(df, "/path/to/myfile.csv")
write_csv2(df, "/path/to/myfile.csv")
write_tsv(df, "/path/to/myfile.tsv")
write_delim(df, "/path/to/myfile.tab")

For example, you could export the mtcars data frame in tab-delimited and comma-delimited files on your desktop:

write_delim(mtcars, "~/Desktop/mtcars.txt")
write_delim(mtcars, "~/Desktop/mtcars.txt", delim = "---") # Don't do that!
write_csv(mtcars, "~/Desktop/mtcars.csv")

What is a tibble?


In base R, the main object holding sheet-like data is called a data.frame. In the tidyverse ecosystem, they are called tibble, which can be seen as a pimped version of a data.frame.

What is a tibble?

Reading using base R creates a data.frame

read.csv("https://bit.ly/3SpfWMg")
      year        name  percent sex
1     1880        John 0.081541 boy
2     1880     William 0.080511 boy
3     1880       James 0.050057 boy
4     1880     Charles 0.045167 boy
5     1880      George 0.043292 boy
6     1880       Frank 0.027380 boy
7     1880      Joseph 0.022229 boy
8     1880      Thomas 0.021401 boy
9     1880       Henry 0.020641 boy
10    1880      Robert 0.020404 boy
11    1880      Edward 0.019965 boy
12    1880       Harry 0.018175 boy
13    1880      Walter 0.014822 boy
14    1880      Arthur 0.013504 boy
15    1880        Fred 0.013251 boy
16    1880      Albert 0.012609 boy
17    1880      Samuel 0.008648 boy
18    1880       David 0.007339 boy
19    1880       Louis 0.006993 boy
20    1880         Joe 0.006174 boy
21    1880     Charlie 0.006165 boy
22    1880    Clarence 0.006165 boy
23    1880     Richard 0.006148 boy
24    1880      Andrew 0.005439 boy
25    1880      Daniel 0.005430 boy
26    1880      Ernest 0.005194 boy
27    1880        Will 0.004966 boy
28    1880       Jesse 0.004805 boy
29    1880       Oscar 0.004594 boy
30    1880       Lewis 0.004366 boy
31    1880       Peter 0.004189 boy
32    1880    Benjamin 0.004138 boy
33    1880   Frederick 0.004079 boy
34    1880      Willie 0.004020 boy
35    1880      Alfred 0.003961 boy
36    1880         Sam 0.003860 boy
37    1880         Roy 0.003716 boy
38    1880     Herbert 0.003581 boy
39    1880       Jacob 0.003412 boy
40    1880         Tom 0.003370 boy
41    1880       Elmer 0.003150 boy
42    1880        Carl 0.003142 boy
43    1880         Lee 0.003049 boy
44    1880      Howard 0.003015 boy
45    1880      Martin 0.003015 boy
46    1880     Michael 0.002990 boy
47    1880        Bert 0.002939 boy
48    1880      Herman 0.002931 boy
49    1880         Jim 0.002914 boy
50    1880     Francis 0.002905 boy
51    1880      Harvey 0.002905 boy
52    1880        Earl 0.002829 boy
53    1880      Eugene 0.002770 boy
54    1880       Ralph 0.002677 boy
55    1880          Ed 0.002618 boy
56    1880      Claude 0.002610 boy
57    1880       Edwin 0.002610 boy
58    1880         Ben 0.002576 boy
59    1880     Charley 0.002576 boy
60    1880        Paul 0.002542 boy
61    1880       Edgar 0.002390 boy
62    1880       Isaac 0.002314 boy
63    1880        Otto 0.002289 boy
64    1880      Luther 0.002196 boy
65    1880    Lawrence 0.002170 boy
66    1880         Ira 0.002103 boy
67    1880     Patrick 0.002094 boy
68    1880         Guy 0.002018 boy
69    1880      Oliver 0.001976 boy
70    1880    Theodore 0.001959 boy
71    1880        Hugh 0.001892 boy
72    1880       Clyde 0.001866 boy
73    1880   Alexander 0.001782 boy
74    1880      August 0.001774 boy
75    1880       Floyd 0.001740 boy
76    1880       Homer 0.001731 boy
77    1880        Jack 0.001723 boy
78    1880     Leonard 0.001689 boy
79    1880      Horace 0.001681 boy
80    1880      Marion 0.001596 boy
81    1880      Philip 0.001571 boy
82    1880       Allen 0.001554 boy
83    1880      Archie 0.001546 boy
84    1880     Stephen 0.001486 boy
85    1880     Chester 0.001419 boy
86    1880      Willis 0.001402 boy
87    1880     Raymond 0.001394 boy
88    1880       Rufus 0.001377 boy
89    1880      Warren 0.001334 boy
90    1880      Jessie 0.001301 boy
91    1880      Milton 0.001258 boy
92    1880        Alex 0.001241 boy
93    1880         Leo 0.001241 boy
94    1880      Julius 0.001208 boy
95    1880         Ray 0.001199 boy
96    1880      Sidney 0.001199 boy
97    1880     Bernard 0.001182 boy
98    1880         Dan 0.001182 boy
99    1880       Jerry 0.001149 boy
100   1880      Calvin 0.001132 boy
101   1880       Perry 0.001132 boy
102   1880        Dave 0.001106 boy
103   1880     Anthony 0.001098 boy
104   1880       Eddie 0.001089 boy
105   1880        Amos 0.001081 boy
106   1880      Dennis 0.001081 boy
107   1880    Clifford 0.001073 boy
108   1880       Leroy 0.001047 boy
109   1880      Wesley 0.001039 boy
110   1880      Alonzo 0.001030 boy
111   1880    Garfield 0.001030 boy
112   1880    Franklin 0.001013 boy
113   1880        Emil 0.001005 boy
114   1880        Leon 0.000997 boy
115   1880      Nathan 0.000963 boy
116   1880      Harold 0.000954 boy
117   1880     Matthew 0.000954 boy
118   1880        Levi 0.000946 boy
119   1880       Moses 0.000937 boy
120   1880     Everett 0.000929 boy
121   1880      Lester 0.000921 boy
122   1880    Winfield 0.000912 boy
123   1880        Adam 0.000878 boy
124   1880       Lloyd 0.000878 boy
125   1880        Mack 0.000878 boy
126   1880    Fredrick 0.000870 boy
127   1880         Jay 0.000870 boy
128   1880        Jess 0.000870 boy
129   1880      Melvin 0.000870 boy
130   1880        Noah 0.000870 boy
131   1880       Aaron 0.000861 boy
132   1880       Alvin 0.000861 boy
133   1880      Norman 0.000861 boy
134   1880     Gilbert 0.000853 boy
135   1880      Elijah 0.000845 boy
136   1880      Victor 0.000845 boy
137   1880         Gus 0.000836 boy
138   1880      Nelson 0.000836 boy
139   1880      Jasper 0.000828 boy
140   1880       Silas 0.000828 boy
141   1880 Christopher 0.000819 boy
142   1880        Jake 0.000811 boy
143   1880        Mike 0.000802 boy
144   1880       Percy 0.000794 boy
145   1880      Adolph 0.000785 boy
146   1880     Maurice 0.000785 boy
147   1880   Cornelius 0.000777 boy
148   1880       Felix 0.000777 boy
149   1880      Reuben 0.000777 boy
150   1880     Wallace 0.000769 boy
151   1880       Claud 0.000760 boy
152   1880      Roscoe 0.000760 boy
153   1880   Sylvester 0.000752 boy
154   1880     Earnest 0.000743 boy
155   1880       Hiram 0.000743 boy
156   1880        Otis 0.000743 boy
157   1880       Simon 0.000743 boy
158   1880     Willard 0.000743 boy
159   1880       Irvin 0.000726 boy
160   1880        Mark 0.000726 boy
161   1880        Jose 0.000709 boy
162   1880      Wilbur 0.000693 boy
163   1880     Abraham 0.000684 boy
164   1880      Virgil 0.000684 boy
165   1880     Clinton 0.000667 boy
166   1880      Elbert 0.000667 boy
167   1880      Leslie 0.000667 boy
168   1880    Marshall 0.000659 boy
169   1880        Owen 0.000659 boy
170   1880       Wiley 0.000659 boy
171   1880       Anton 0.000650 boy
172   1880      Morris 0.000650 boy
173   1880      Manuel 0.000633 boy
174   1880     Phillip 0.000633 boy
175   1880    Augustus 0.000625 boy
176   1880      Emmett 0.000625 boy
177   1880         Eli 0.000617 boy
178   1880    Nicholas 0.000617 boy
179   1880      Wilson 0.000608 boy
180   1880        Alva 0.000591 boy
181   1880      Harley 0.000591 boy
182   1880      Newton 0.000591 boy
183   1880     Timothy 0.000591 boy
184   1880      Marvin 0.000583 boy
185   1880        Ross 0.000583 boy
186   1880      Curtis 0.000574 boy
187   1880      Edmund 0.000566 boy
188   1880        Jeff 0.000557 boy
189   1880       Elias 0.000549 boy
190   1880    Harrison 0.000549 boy
191   1880     Stanley 0.000549 boy
192   1880    Columbus 0.000541 boy
193   1880         Lon 0.000541 boy
194   1880         Ora 0.000541 boy
195   1880       Ollie 0.000532 boy
196   1880     Russell 0.000532 boy
197   1880       Pearl 0.000524 boy
198   1880     Solomon 0.000524 boy
199   1880        Arch 0.000515 boy
200   1880         Asa 0.000507 boy
201   1880     Clayton 0.000507 boy
202   1880       Enoch 0.000507 boy
203   1880      Irving 0.000507 boy
204   1880      Mathew 0.000507 boy
205   1880   Nathaniel 0.000507 boy
206   1880       Scott 0.000507 boy
207   1880      Hubert 0.000498 boy
208   1880      Lemuel 0.000498 boy
209   1880        Andy 0.000490 boy
210   1880       Ellis 0.000490 boy
211   1880     Emanuel 0.000481 boy
212   1880      Joshua 0.000481 boy
213   1880     Millard 0.000473 boy
214   1880      Vernon 0.000473 boy
215   1880        Wade 0.000473 boy
216   1880       Cyrus 0.000456 boy
217   1880       Miles 0.000456 boy
218   1880     Rudolph 0.000456 boy
219   1880     Sherman 0.000456 boy
220   1880      Austin 0.000448 boy
221   1880        Bill 0.000448 boy
222   1880        Chas 0.000448 boy
223   1880      Lonnie 0.000448 boy
224   1880      Monroe 0.000448 boy
225   1880       Byron 0.000439 boy
226   1880         Edd 0.000439 boy
227   1880       Emery 0.000439 boy
228   1880       Grant 0.000439 boy
229   1880      Jerome 0.000439 boy
230   1880         Max 0.000439 boy
231   1880        Mose 0.000439 boy
232   1880       Steve 0.000439 boy
233   1880      Gordon 0.000431 boy
234   1880         Abe 0.000422 boy
235   1880        Pete 0.000422 boy
236   1880       Chris 0.000414 boy
237   1880       Clark 0.000414 boy
238   1880     Gustave 0.000414 boy
239   1880     Orville 0.000414 boy
240   1880     Lorenzo 0.000405 boy
241   1880       Bruce 0.000397 boy
242   1880      Marcus 0.000397 boy
243   1880     Preston 0.000397 boy
244   1880         Bob 0.000388 boy
245   1880        Dock 0.000388 boy
246   1880      Donald 0.000388 boy
247   1880     Jackson 0.000388 boy
248   1880       Cecil 0.000380 boy
249   1880      Barney 0.000372 boy
250   1880     Delbert 0.000372 boy
251   1880      Edmond 0.000372 boy
252   1880    Anderson 0.000363 boy
253   1880   Christian 0.000363 boy
254   1880       Glenn 0.000363 boy
255   1880   Jefferson 0.000363 boy
256   1880        Luke 0.000363 boy
257   1880        Neal 0.000363 boy
258   1880        Burt 0.000355 boy
259   1880         Ike 0.000355 boy
260   1880       Myron 0.000355 boy
261   1880        Tony 0.000355 boy
262   1880      Conrad 0.000346 boy
263   1880        Joel 0.000346 boy
264   1880        Matt 0.000346 boy
265   1880       Riley 0.000346 boy
266   1880     Vincent 0.000346 boy
267   1880       Emory 0.000338 boy
268   1880      Isaiah 0.000338 boy
269   1880        Nick 0.000338 boy
270   1880        Ezra 0.000329 boy
271   1880       Green 0.000329 boy
272   1880        Juan 0.000329 boy
273   1880     Clifton 0.000321 boy
274   1880      Lucius 0.000321 boy
275   1880      Porter 0.000321 boy
276   1880      Arnold 0.000312 boy
277   1880         Bud 0.000312 boy
278   1880    Jeremiah 0.000312 boy
279   1880      Taylor 0.000312 boy
280   1880     Forrest 0.000304 boy
281   1880      Roland 0.000304 boy
282   1880     Spencer 0.000296 boy
283   1880      Burton 0.000287 boy
284   1880         Don 0.000287 boy
285   1880       Emmet 0.000287 boy
286   1880      Gustav 0.000279 boy
287   1880       Louie 0.000279 boy
288   1880      Morgan 0.000279 boy
289   1880         Ned 0.000279 boy
290   1880         Van 0.000279 boy
291   1880     Ambrose 0.000270 boy
292   1880    Chauncey 0.000270 boy
293   1880      Elisha 0.000270 boy
294   1880   Ferdinand 0.000270 boy
295   1880     General 0.000270 boy
296   1880      Julian 0.000270 boy
297   1880     Kenneth 0.000270 boy
298   1880    Mitchell 0.000270 boy
299   1880       Allie 0.000262 boy
300   1880        Josh 0.000262 boy
301   1880      Judson 0.000262 boy
302   1880       Lyman 0.000262 boy
303   1880    Napoleon 0.000262 boy
304   1880       Pedro 0.000262 boy
305   1880       Berry 0.000253 boy
306   1880      Dewitt 0.000253 boy
307   1880       Ervin 0.000253 boy
308   1880      Forest 0.000253 boy
309   1880        Lynn 0.000253 boy
310   1880        Pink 0.000253 boy
311   1880       Ruben 0.000253 boy
312   1880     Sanford 0.000253 boy
313   1880        Ward 0.000253 boy
314   1880     Douglas 0.000245 boy
315   1880         Ole 0.000245 boy
316   1880        Omer 0.000245 boy
317   1880     Ulysses 0.000245 boy
318   1880      Walker 0.000245 boy
319   1880     Wilbert 0.000245 boy
320   1880    Adelbert 0.000236 boy
321   1880    Benjiman 0.000236 boy
322   1880        Ivan 0.000236 boy
323   1880       Jonas 0.000236 boy
324   1880       Major 0.000236 boy
325   1880       Abner 0.000228 boy
326   1880   Archibald 0.000228 boy
327   1880       Caleb 0.000228 boy
328   1880       Clint 0.000228 boy
329   1880      Dudley 0.000228 boy
330   1880   Granville 0.000228 boy
331   1880        King 0.000228 boy
332   1880        Mary 0.000228 boy
333   1880      Merton 0.000228 boy
334   1880     Antonio 0.000220 boy
335   1880      Bennie 0.000220 boy
336   1880     Carroll 0.000220 boy
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10153 1890   Sylvester 0.000777 boy
10154 1890     Rudolph 0.000769 boy
10155 1890       Claud 0.000760 boy
10156 1890     Clinton 0.000752 boy
10157 1890    Franklin 0.000752 boy
10158 1890     Johnnie 0.000752 boy
10159 1890      Elbert 0.000744 boy
10160 1890     Willard 0.000744 boy
10161 1890      Alonzo 0.000735 boy
10162 1890     Orville 0.000735 boy
10163 1890       Ollie 0.000727 boy
10164 1890      Curtis 0.000718 boy
10165 1890     Matthew 0.000718 boy
10166 1890      Hubert 0.000710 boy
10167 1890   Cornelius 0.000702 boy
10168 1890       Silas 0.000702 boy
10169 1890        Mark 0.000693 boy
10170 1890        Mike 0.000693 boy
10171 1890      Vernon 0.000693 boy
10172 1890       Irvin 0.000685 boy
10173 1890    Fredrick 0.000668 boy
10174 1890     Phillip 0.000668 boy
10175 1890    Nicholas 0.000652 boy
10176 1890     Clayton 0.000643 boy
10177 1890        Jeff 0.000643 boy
10178 1890   Nathaniel 0.000627 boy
10179 1890      Reuben 0.000627 boy
10180 1890        Adam 0.000618 boy
10181 1890        Levi 0.000618 boy
10182 1890        Noah 0.000618 boy
10183 1890       Anton 0.000610 boy
10184 1890    Marshall 0.000610 boy
10185 1890       Simon 0.000610 boy
10186 1890        Bill 0.000601 boy
10187 1890       Felix 0.000601 boy
10188 1890        Jake 0.000601 boy
10189 1890     Kenneth 0.000601 boy
10190 1890       Ellis 0.000593 boy
10191 1890      Nelson 0.000593 boy
10192 1890     Abraham 0.000585 boy
10193 1890      Irving 0.000576 boy
10194 1890        Alva 0.000568 boy
10195 1890        Glen 0.000568 boy
10196 1890       Hiram 0.000568 boy
10197 1890        Owen 0.000568 boy
10198 1890      Roland 0.000568 boy
10199 1890     Sherman 0.000560 boy
10200 1890      Wilson 0.000560 boy
10201 1890 Christopher 0.000551 boy
10202 1890       Steve 0.000551 boy
10203 1890       Grant 0.000543 boy
10204 1890      Elijah 0.000535 boy
10205 1890      Jerome 0.000535 boy
10206 1890       Moses 0.000535 boy
10207 1890      Austin 0.000526 boy
10208 1890      Gordon 0.000526 boy
10209 1890      Julian 0.000526 boy
10210 1890         Edd 0.000518 boy
10211 1890     Millard 0.000518 boy
10212 1890         Don 0.000510 boy
10213 1890     Vincent 0.000510 boy
10214 1890        Pete 0.000501 boy
10215 1890       Wiley 0.000501 boy
10216 1890    Anderson 0.000493 boy
10217 1890       Bruce 0.000493 boy
10218 1890        Dock 0.000485 boy
10219 1890     Clifton 0.000476 boy
10220 1890        Mose 0.000476 boy
10221 1890   Cleveland 0.000468 boy
10222 1890     Forrest 0.000468 boy
10223 1890     Timothy 0.000468 boy
10224 1890      Bennie 0.000451 boy
10225 1890      Edmund 0.000451 boy
10226 1890        Andy 0.000443 boy
10227 1890         Bob 0.000443 boy
10228 1890      Monroe 0.000443 boy
10229 1890      Arnold 0.000434 boy
10230 1890       Byron 0.000434 boy
10231 1890      Harley 0.000434 boy
10232 1890       Roger 0.000434 boy
10233 1890       Clark 0.000426 boy
10234 1890      Edmond 0.000426 boy
10235 1890        Wade 0.000426 boy
10236 1890        Juan 0.000418 boy
10237 1890         Abe 0.000409 boy
10238 1890   Christian 0.000409 boy
10239 1890         Eli 0.000409 boy
10240 1890         Ned 0.000409 boy
10241 1890         Ora 0.000409 boy
10242 1890     Preston 0.000409 boy
10243 1890         Asa 0.000401 boy
10244 1890         Ike 0.000401 boy
10245 1890       Pearl 0.000401 boy
10246 1890         Bud 0.000393 boy
10247 1890       Enoch 0.000393 boy
10248 1890        Karl 0.000393 boy
10249 1890       Miles 0.000393 boy
10250 1890         Lon 0.000384 boy
10251 1890      Newton 0.000384 boy
10252 1890      Leland 0.000376 boy
10253 1890        Nick 0.000376 boy
10254 1890       Wayne 0.000376 boy
10255 1890     Wilfred 0.000376 boy
10256 1890      Barney 0.000368 boy
10257 1890      Conrad 0.000368 boy
10258 1890      Gerald 0.000368 boy
10259 1890    Augustus 0.000359 boy
10260 1890    Columbus 0.000359 boy
10261 1890       Earle 0.000359 boy
10262 1890       Ervin 0.000359 boy
10263 1890        Ezra 0.000359 boy
10264 1890       Grady 0.000359 boy
10265 1890        Hugo 0.000359 boy
10266 1890      Mathew 0.000359 boy
10267 1890     Solomon 0.000359 boy
10268 1890    Laurence 0.000351 boy
10269 1890        Luke 0.000351 boy
10270 1890     Carroll 0.000343 boy
10271 1890      Isaiah 0.000343 boy
10272 1890      Johnie 0.000334 boy
10273 1890        Neal 0.000334 boy
10274 1890       Scott 0.000334 boy
10275 1890   Jefferson 0.000326 boy
10276 1890       Louie 0.000326 boy
10277 1890       Riley 0.000326 boy
10278 1890        Tony 0.000326 boy
10279 1890   Archibald 0.000317 boy
10280 1890     Douglas 0.000317 boy
10281 1890        Ivan 0.000317 boy
10282 1890       Allan 0.000309 boy
10283 1890     Ambrose 0.000309 boy
10284 1890    Chauncey 0.000309 boy
10285 1890      Forest 0.000309 boy
10286 1890     Gustave 0.000309 boy
10287 1890        Joel 0.000309 boy
10288 1890        Ward 0.000309 boy
10289 1890       Elias 0.000301 boy
10290 1890        Boyd 0.000292 boy
10291 1890       Erwin 0.000292 boy
10292 1890    Jeremiah 0.000292 boy
10293 1890        Mary 0.000292 boy
10294 1890     Antonio 0.000284 boy
10295 1890    Benjiman 0.000284 boy
10296 1890       Emery 0.000284 boy
10297 1890      Jimmie 0.000284 boy
10298 1890        Omer 0.000284 boy
10299 1890   Ferdinand 0.000276 boy
10300 1890       Green 0.000276 boy
10301 1890      Marcus 0.000276 boy
10302 1890       Chris 0.000267 boy
10303 1890        Clay 0.000267 boy
10304 1890      Dallas 0.000267 boy
10305 1890     Emanuel 0.000267 boy
10306 1890       Isiah 0.000267 boy
10307 1890        Loyd 0.000267 boy
10308 1890      Murray 0.000267 boy
10309 1890       Pedro 0.000267 boy
10310 1890     Ulysses 0.000267 boy
10311 1890        Vern 0.000267 boy
10312 1890       Cyrus 0.000259 boy
10313 1890        Dick 0.000259 boy
10314 1890      Morton 0.000259 boy
10315 1890       Royal 0.000259 boy
10316 1890        Burt 0.000251 boy
10317 1890      Dewitt 0.000251 boy
10318 1890      Lucius 0.000251 boy
10319 1890    Mitchell 0.000251 boy
10320 1890         Rex 0.000251 boy
10321 1890     Spencer 0.000251 boy
10322 1890        Chas 0.000242 boy
10323 1890       Emory 0.000242 boy
10324 1890        Neil 0.000242 boy
10325 1890         Pat 0.000242 boy
10326 1890     Thurman 0.000242 boy
10327 1890      Walker 0.000242 boy
10328 1890      Burton 0.000234 boy
10329 1890     Delbert 0.000234 boy
10330 1890     Freeman 0.000234 boy
10331 1890    Garfield 0.000234 boy
10332 1890      Lemuel 0.000234 boy
10333 1890        Lynn 0.000234 boy
10334 1890        Matt 0.000234 boy
10335 1890     Wilbert 0.000234 boy
10336 1890     Clement 0.000226 boy
10337 1890       Hardy 0.000226 boy
10338 1890      Harmon 0.000226 boy
10339 1890       Lyman 0.000226 boy
10340 1890       Major 0.000226 boy
10341 1890     Malcolm 0.000226 boy
10342 1890     Stewart 0.000226 boy
10343 1890         Van 0.000226 boy
10344 1890    Winfield 0.000226 boy
10345 1890       Loren 0.000217 boy
10346 1890       Merle 0.000217 boy
10347 1890       Myron 0.000217 boy
10348 1890       Orval 0.000217 boy
10349 1890      Porter 0.000217 boy
10350 1890        Zack 0.000217 boy
10351 1890        Clem 0.000209 boy
10352 1890        Dean 0.000209 boy
10353 1890         Fay 0.000209 boy
10354 1890     Jackson 0.000209 boy
10355 1890    Napoleon 0.000209 boy
10356 1890       Ruben 0.000209 boy
10357 1890       Verne 0.000209 boy
10358 1890      Dwight 0.000200 boy
10359 1890      Elisha 0.000200 boy
10360 1890     Elliott 0.000200 boy
10361 1890      Elwood 0.000200 boy
10362 1890       Emmet 0.000200 boy
10363 1890     General 0.000200 boy
10364 1890        Josh 0.000200 boy
10365 1890      Joshua 0.000200 boy
10366 1890       Larry 0.000200 boy
10367 1890     Lorenzo 0.000200 boy
10368 1890         Ole 0.000200 boy
10369 1890       Albin 0.000192 boy
10370 1890        Arch 0.000192 boy
10371 1890       Early 0.000192 boy
10372 1890    Fletcher 0.000192 boy
10373 1890      Foster 0.000192 boy
10374 1890      Johnny 0.000192 boy
10375 1890      Morgan 0.000192 boy
10376 1890       Allie 0.000184 boy
10377 1890   Ellsworth 0.000184 boy
10378 1890       Elzie 0.000184 boy
10379 1890        Evan 0.000184 boy
10380 1890       Jonas 0.000184 boy
10381 1890      Lowell 0.000184 boy
10382 1890        Lyle 0.000184 boy
10383 1890       Ramon 0.000184 boy
10384 1890      Taylor 0.000184 boy
10385 1890      Tommie 0.000184 boy
10386 1890       Waldo 0.000184 boy
10387 1890      Warner 0.000184 boy
10388 1890     Webster 0.000184 boy
10389 1890       Alton 0.000175 boy
10390 1890       Angus 0.000175 boy
10391 1890       Arlie 0.000175 boy
10392 1890      Aubrey 0.000175 boy
10393 1890       Clint 0.000175 boy
10394 1890       Emile 0.000175 boy
10395 1890    Frederic 0.000175 boy
10396 1890      Gustav 0.000175 boy
10397 1890         Hal 0.000175 boy
10398 1890      Judson 0.000175 boy
10399 1890        King 0.000175 boy
10400 1890       Noble 0.000175 boy
10401 1890        Phil 0.000175 boy
10402 1890      Pierce 0.000175 boy
10403 1890    Randolph 0.000175 boy
10404 1890          Wm 0.000175 boy
10405 1890        Anna 0.000167 boy
10406 1890      Christ 0.000167 boy
10407 1890       Clair 0.000167 boy
10408 1890       Davis 0.000167 boy
10409 1890     Leander 0.000167 boy
10410 1890     Mathias 0.000167 boy
10411 1890      Ronald 0.000167 boy
10412 1890         Sim 0.000167 boy
10413 1890      Steven 0.000167 boy
10414 1890         Ted 0.000167 boy
10415 1890       Abram 0.000159 boy
10416 1890      Bishop 0.000159 boy
10417 1890         Dee 0.000159 boy
10418 1890        Gust 0.000159 boy
10419 1890    Herschel 0.000159 boy
10420 1890        Lige 0.000159 boy
10421 1890    Reginald 0.000159 boy
10422 1890      Rodney 0.000159 boy
10423 1890     Shirley 0.000159 boy
10424 1890    Alphonse 0.000150 boy
10425 1890     Bertram 0.000150 boy
10426 1890       Cleve 0.000150 boy
10427 1890      Dudley 0.000150 boy
10428 1890      Israel 0.000150 boy
10429 1890       Pablo 0.000150 boy
10430 1890      Prince 0.000150 boy
10431 1890     Raleigh 0.000150 boy
10432 1890      Truman 0.000150 boy
10433 1890   Valentine 0.000150 boy
10434 1890      Adrian 0.000142 boy
10435 1890       Avery 0.000142 boy
10436 1890       Basil 0.000142 boy
10437 1890     Bennett 0.000142 boy
10438 1890       Berry 0.000142 boy
10439 1890      Carlos 0.000142 boy
10440 1890     Carlton 0.000142 boy
10441 1890      Dorsey 0.000142 boy
10442 1890        Ford 0.000142 boy
10443 1890   Francisco 0.000142 boy
10444 1890     Garland 0.000142 boy
10445 1890        Gene 0.000142 boy
10446 1890        Hans 0.000142 boy
10447 1890      Harris 0.000142 boy
10448 1890       Irwin 0.000142 boy
10449 1890        Lacy 0.000142 boy
10450 1890      Lawson 0.000142 boy
10451 1890         Lem 0.000142 boy
10452 1890       Lonzo 0.000142 boy
10453 1890        Milo 0.000142 boy
10454 1890     Seymour 0.000142 boy
10455 1890         Tim 0.000142 boy
10456 1890      Turner 0.000142 boy
10457 1890     Wilburn 0.000142 boy
10458 1890      Alford 0.000134 boy
10459 1890      Antone 0.000134 boy
10460 1890      Arther 0.000134 boy
10461 1890       Artie 0.000134 boy
10462 1890        Axel 0.000134 boy
10463 1890       Cyril 0.000134 boy
10464 1890       Dewey 0.000134 boy
10465 1890       Elton 0.000134 boy
10466 1890        Emma 0.000134 boy
10467 1890       Evert 0.000134 boy
10468 1890       Fritz 0.000134 boy
10469 1890   Granville 0.000134 boy
10470 1890      Hallie 0.000134 boy
10471 1890     Johnson 0.000134 boy
10472 1890    Jonathan 0.000134 boy
10473 1890      Junius 0.000134 boy
10474 1890      Lucian 0.000134 boy
10475 1890       Mason 0.000134 boy
10476 1890      Minnie 0.000134 boy
10477 1890      Norris 0.000134 boy
10478 1890        Omar 0.000134 boy
10479 1890       Orrin 0.000134 boy
10480 1890      Ransom 0.000134 boy
10481 1890      Rollie 0.000134 boy
10482 1890      Rupert 0.000134 boy
10483 1890       Tomas 0.000134 boy
10484 1890       Tracy 0.000134 boy
10485 1890        Troy 0.000134 boy
10486 1890  Washington 0.000134 boy
10487 1890      Wilber 0.000134 boy
10488 1890     Wilford 0.000134 boy
10489 1890       Abner 0.000125 boy
10490 1890    Adelbert 0.000125 boy
10491 1890    Adolphus 0.000125 boy
10492 1890          Al 0.000125 boy
10493 1890       Cliff 0.000125 boy
10494 1890     Coleman 0.000125 boy
10495 1890        Elza 0.000125 boy
10496 1890     Gabriel 0.000125 boy
10497 1890     Garrett 0.000125 boy
10498 1890        Jean 0.000125 boy
10499 1890       Judge 0.000125 boy
10500 1890       Logan 0.000125 boy
10501 1890    Margaret 0.000125 boy
10502 1890     Maxwell 0.000125 boy
10503 1890        Nels 0.000125 boy
10504 1890        Olin 0.000125 boy
10505 1890        Pink 0.000125 boy
10506 1890      Russel 0.000125 boy
10507 1890        Seth 0.000125 boy
10508 1890       Smith 0.000125 boy
10509 1890    Sterling 0.000125 boy
10510 1890      Wilmer 0.000125 boy
10511 1890        Abel 0.000117 boy
10512 1890     Addison 0.000117 boy
10513 1890      Benton 0.000117 boy
10514 1890      Bryant 0.000117 boy
10515 1890      Casper 0.000117 boy
10516 1890        Dale 0.000117 boy
10517 1890       Evans 0.000117 boy
10518 1890    Florence 0.000117 boy
10519 1890         Geo 0.000117 boy
10520 1890   Henderson 0.000117 boy
10521 1890        Hoyt 0.000117 boy
10522 1890     Isadore 0.000117 boy
10523 1890      Lionel 0.000117 boy
10524 1890     Madison 0.000117 boy
10525 1890     Merrill 0.000117 boy
10526 1890       Minor 0.000117 boy
10527 1890         Nat 0.000117 boy
10528 1890        Olaf 0.000117 boy
10529 1890        Otha 0.000117 boy
10530 1890        Otho 0.000117 boy
10531 1890         Sol 0.000117 boy
10532 1890       Tommy 0.000117 boy
10533 1890    Aloysius 0.000109 boy
10534 1890        Aron 0.000109 boy
10535 1890   Augustine 0.000109 boy
10536 1890      Bailey 0.000109 boy
10537 1890 Bartholomew 0.000109 boy
10538 1890      Bernie 0.000109 boy
10539 1890      Buford 0.000109 boy
10540 1890         Cal 0.000109 boy
10541 1890      Cicero 0.000109 boy
10542 1890         Ebb 0.000109 boy
10543 1890     Emerson 0.000109 boy
10544 1890      Emmitt 0.000109 boy
10545 1890        Eric 0.000109 boy
10546 1890        Hamp 0.000109 boy
10547 1890      Harlan 0.000109 boy
10548 1890     Houston 0.000109 boy
10549 1890        Isom 0.000109 boy
10550 1890       Ivory 0.000109 boy
10551 1890      Justin 0.000109 boy
10552 1890        Levy 0.000109 boy
10553 1890     Lincoln 0.000109 boy
10554 1890     Lindsay 0.000109 boy
10555 1890       Loyal 0.000109 boy
10556 1890       Paris 0.000109 boy
10557 1890    Pleasant 0.000109 boy
10558 1890        Reed 0.000109 boy
10559 1890       Rubin 0.000109 boy
10560 1890       Sandy 0.000109 boy
10561 1890     Sanford 0.000109 boy
10562 1890      Stuart 0.000109 boy
10563 1890       Vance 0.000109 boy
10564 1890        West 0.000109 boy
10565 1890     Winfred 0.000109 boy
10566 1890        Alan 0.000100 boy
10567 1890       Alvah 0.000100 boy
10568 1890      Angelo 0.000100 boy
10569 1890      Ashley 0.000100 boy
10570 1890        Burl 0.000100 boy
10571 1890        Cleo 0.000100 boy
10572 1890    Dominick 0.000100 boy
10573 1890        Edna 0.000100 boy
10574 1890   Elizabeth 0.000100 boy
10575 1890        Elmo 0.000100 boy
10576 1890      Elmore 0.000100 boy
10577 1890        Enos 0.000100 boy
10578 1890     Frances 0.000100 boy
10579 1890     Gregory 0.000100 boy
10580 1890       Jason 0.000100 boy
10581 1890       Jules 0.000100 boy
10582 1890       Kirby 0.000100 boy
10583 1890   Lafayette 0.000100 boy
10584 1890     Lindsey 0.000100 boy
10585 1890        Love 0.000100 boy
10586 1890     Lucious 0.000100 boy
10587 1890     Merritt 0.000100 boy
10588 1890     Micheal 0.000100 boy
10589 1890     Milford 0.000100 boy
10590 1890      Miller 0.000100 boy
10591 1890        Ocie 0.000100 boy
10592 1890        Oral 0.000100 boy
10593 1890        Oren 0.000100 boy
10594 1890      Oswald 0.000100 boy
10595 1890      Parker 0.000100 boy
10596 1890       Price 0.000100 boy
10597 1890         Sid 0.000100 boy
10598 1890       Terry 0.000100 boy
10599 1890        Theo 0.000100 boy
10600 1890      Watson 0.000100 boy
10601 1890     Willian 0.000100 boy
10602 1890       Wyatt 0.000100 boy
10603 1890        Alec 0.000092 boy
10604 1890     Allison 0.000092 boy
10605 1890        Alma 0.000092 boy
10606 1890    Benjaman 0.000092 boy
10607 1890      Blaine 0.000092 boy
10608 1890      Butler 0.000092 boy
10609 1890       Carey 0.000092 boy
10610 1890      Doctor 0.000092 boy
10611 1890     Ephraim 0.000092 boy
10612 1890         Eva 0.000092 boy
10613 1890        Gary 0.000092 boy
10614 1890       Giles 0.000092 boy
10615 1890       Grace 0.000092 boy
10616 1890      Howell 0.000092 boy
10617 1890       Isham 0.000092 boy
10618 1890       Issac 0.000092 boy
10619 1890       Jimmy 0.000092 boy
10620 1890      Josiah 0.000092 boy
10621 1890       Kelly 0.000092 boy
10622 1890         Len 0.000092 boy
10623 1890     Maynard 0.000092 boy
10624 1890      Perley 0.000092 boy
10625 1890      Shelby 0.000092 boy
10626 1890      Sydney 0.000092 boy
10627 1890        Tobe 0.000092 boy
10628 1890     Wendell 0.000092 boy
10629 1890       Alden 0.000084 boy
10630 1890         Alf 0.000084 boy
10631 1890       Alice 0.000084 boy
10632 1890       Almon 0.000084 boy
10633 1890    Benedict 0.000084 boy
10634 1890      Benito 0.000084 boy
10635 1890       Bruno 0.000084 boy
10636 1890     Clemens 0.000084 boy
10637 1890       Cloyd 0.000084 boy
10638 1890     Eduardo 0.000084 boy
10639 1890       Elgin 0.000084 boy
10640 1890       Elvin 0.000084 boy
10641 1890       Erick 0.000084 boy
10642 1890        Fate 0.000084 boy
10643 1890       Finis 0.000084 boy
10644 1890      French 0.000084 boy
10645 1890      Hollis 0.000084 boy
10646 1890       Hosea 0.000084 boy
10647 1890         Ida 0.000084 boy
10648 1890     Lillian 0.000084 boy
10649 1890       Lonie 0.000084 boy
10650 1890      Lucien 0.000084 boy
10651 1890      Ludwig 0.000084 boy
10652 1890      Maggie 0.000084 boy
10653 1890      Mervin 0.000084 boy
10654 1890     Needham 0.000084 boy
10655 1890        Noel 0.000084 boy
10656 1890        Odie 0.000084 boy
10657 1890        Orla 0.000084 boy
10658 1890       Ottis 0.000084 boy
10659 1890      Palmer 0.000084 boy
10660 1890      Quincy 0.000084 boy
10661 1890       Rolla 0.000084 boy
10662 1890       Roman 0.000084 boy
10663 1890    Sullivan 0.000084 boy
10664 1890       Toney 0.000084 boy
10665 1890      Walton 0.000084 boy
10666 1890    Williams 0.000084 boy
10667 1890     Antoine 0.000075 boy
10668 1890      Baxter 0.000075 boy
10669 1890   Benjamine 0.000075 boy
10670 1890      Bonnie 0.000075 boy
10671 1890     Bradley 0.000075 boy
10672 1890       Brady 0.000075 boy
10673 1890        Buck 0.000075 boy
10674 1890     Burrell 0.000075 boy
10675 1890        Cary 0.000075 boy
10676 1890      Collie 0.000075 boy
10677 1890      Connie 0.000075 boy
10678 1890        Cora 0.000075 boy
10679 1890      Dayton 0.000075 boy
10680 1890       Delos 0.000075 boy
10681 1890      Denver 0.000075 boy
10682 1890         Doc 0.000075 boy
10683 1890         Dow 0.000075 boy
10684 1890      Duncan 0.000075 boy
10685 1890       Edith 0.000075 boy
10686 1890    Eldridge 0.000075 boy
10687 1890       Ernie 0.000075 boy
10688 1890       Ernst 0.000075 boy
10689 1890     Ezekiel 0.000075 boy
10690 1890     Freddie 0.000075 boy
10691 1890        Gabe 0.000075 boy
10692 1890    Gertrude 0.000075 boy
10693 1890     Godfrey 0.000075 boy
10694 1890      Golden 0.000075 boy
10695 1890    Gottlieb 0.000075 boy
10696 1890      Gustaf 0.000075 boy
10697 1890       Harve 0.000075 boy
10698 1890      Helmer 0.000075 boy
10699 1890      Henery 0.000075 boy
10700 1890      Hurley 0.000075 boy
10701 1890    Ignatius 0.000075 boy
10702 1890         Irl 0.000075 boy
10703 1890       Jesus 0.000075 boy
10704 1890     Joeseph 0.000075 boy
10705 1890       Jonah 0.000075 boy
10706 1890        Jule 0.000075 boy
10707 1890       Laura 0.000075 boy
10708 1890         Lew 0.000075 boy
10709 1890     Linwood 0.000075 boy
10710 1890         Lou 0.000075 boy
10711 1890      Louise 0.000075 boy
10712 1890         Lum 0.000075 boy
10713 1890      Manley 0.000075 boy
10714 1890   Mansfield 0.000075 boy
10715 1890       Marie 0.000075 boy
10716 1890       Maxie 0.000075 boy
10717 1890      Miguel 0.000075 boy
10718 1890        Mont 0.000075 boy
10719 1890      Nellie 0.000075 boy
10720 1890     Norbert 0.000075 boy
10721 1890        Obie 0.000075 boy
10722 1890       Odell 0.000075 boy
10723 1890        Park 0.000075 boy
10724 1890      Rafael 0.000075 boy
10725 1890         Ras 0.000075 boy
10726 1890      Rogers 0.000075 boy
10727 1890     Rolland 0.000075 boy
10728 1890      Sammie 0.000075 boy
10729 1890    Santiago 0.000075 boy
10730 1890      Selmer 0.000075 boy
10731 1890      Squire 0.000075 boy
10732 1890     Stanton 0.000075 boy
10733 1890    Terrence 0.000075 boy
10734 1890      Travis 0.000075 boy
10735 1890       Uriah 0.000075 boy
10736 1890      Vernie 0.000075 boy
10737 1890       Wylie 0.000075 boy
10738 1890        Zeno 0.000075 boy
10739 1890       Alpha 0.000067 boy
10740 1890    Alphonso 0.000067 boy
10741 1890      Andres 0.000067 boy
10742 1890       Arvid 0.000067 boy
10743 1890      Author 0.000067 boy
10744 1890        Bart 0.000067 boy
10745 1890      Barton 0.000067 boy
10746 1890         Bee 0.000067 boy
10747 1890     Bernice 0.000067 boy
10748 1890      Bertie 0.000067 boy
10749 1890      Billie 0.000067 boy
10750 1890        Boss 0.000067 boy
10751 1890      Brooks 0.000067 boy
10752 1890      Burley 0.000067 boy
10753 1890      Buster 0.000067 boy
10754 1890       Caleb 0.000067 boy
10755 1890      Carrie 0.000067 boy
10756 1890      Carson 0.000067 boy
10757 1890      Carter 0.000067 boy
10758 1890     Chalmer 0.000067 boy
10759 1890      Chancy 0.000067 boy
10760 1890    Clarance 0.000067 boy
10761 1890      Clovis 0.000067 boy
10762 1890  Cornelious 0.000067 boy
10763 1890         Coy 0.000067 boy
10764 1890        Dell 0.000067 boy
10765 1890      Dennie 0.000067 boy
10766 1890        Elie 0.000067 boy
10767 1890       Elsie 0.000067 boy
10768 1890       Ennis 0.000067 boy
10769 1890       Ethel 0.000067 boy
10770 1890    Federico 0.000067 boy
10771 1890      Felipe 0.000067 boy
10772 1890        Ferd 0.000067 boy
10773 1890         Gay 0.000067 boy
10774 1890     Gerhard 0.000067 boy
10775 1890    Guilford 0.000067 boy
10776 1890    Hamilton 0.000067 boy
10777 1890      Hattie 0.000067 boy
10778 1890      Hayden 0.000067 boy
10779 1890       Hazel 0.000067 boy
10780 1890      Hermon 0.000067 boy
10781 1890    Hilliard 0.000067 boy
10782 1890      Hunter 0.000067 boy
10783 1890         Ivy 0.000067 boy
10784 1890       Jones 0.000067 boy
10785 1890        June 0.000067 boy
10786 1890         Kit 0.000067 boy
10787 1890     Leopold 0.000067 boy
10788 1890     Lillard 0.000067 boy
10789 1890        Luis 0.000067 boy
10790 1890       Mabel 0.000067 boy
10791 1890     Malachi 0.000067 boy
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10794 1890      Merton 0.000067 boy
10795 1890      Newell 0.000067 boy
10796 1890        Newt 0.000067 boy
10797 1890        Odis 0.000067 boy
10798 1890        Ples 0.000067 boy
10799 1890       Press 0.000067 boy
10800 1890    Roderick 0.000067 boy
10801 1890        Rose 0.000067 boy
10802 1890        Rush 0.000067 boy
10803 1890     Sampson 0.000067 boy
10804 1890        Sing 0.000067 boy
10805 1890        Thad 0.000067 boy
10806 1890     Tillman 0.000067 boy
10807 1890      Virgle 0.000067 boy
10808 1890      Weldon 0.000067 boy
10809 1890  Wellington 0.000067 boy
10810 1890        Wong 0.000067 boy
10811 1890       Worth 0.000067 boy
10812 1890      Xavier 0.000067 boy
10813 1890         Zeb 0.000067 boy
10814 1890      Alcide 0.000058 boy
10815 1890        Alto 0.000058 boy
10816 1890       Benny 0.000058 boy
10817 1890       Bryan 0.000058 boy
10818 1890      Burnie 0.000058 boy
10819 1890    Carleton 0.000058 boy
10820 1890     Cassius 0.000058 boy
10821 1890    Charlton 0.000058 boy
10822 1890     Chesley 0.000058 boy
10823 1890       Craig 0.000058 boy
10824 1890        Dana 0.000058 boy
10825 1890      Dawson 0.000058 boy
10826 1890       Denis 0.000058 boy
10827 1890      Dexter 0.000058 boy
10828 1890     Dominic 0.000058 boy
10829 1890        Dora 0.000058 boy
10830 1890        Duke 0.000058 boy
10831 1890        Eben 0.000058 boy
10832 1890       Eldon 0.000058 boy
10833 1890        Eula 0.000058 boy
10834 1890    Everette 0.000058 boy
10835 1890      Finley 0.000058 boy
10836 1890      Furman 0.000058 boy
10837 1890     Garnett 0.000058 boy
10838 1890      Gideon 0.000058 boy
10839 1890     Griffin 0.000058 boy
10840 1890        Guss 0.000058 boy
10841 1890      Halsey 0.000058 boy
10842 1890     Haywood 0.000058 boy
10843 1890       Heber 0.000058 boy
10844 1890       Helen 0.000058 boy
10845 1890     Hosteen 0.000058 boy
10846 1890        Huey 0.000058 boy
10847 1890        Jens 0.000058 boy
10848 1890       Keith 0.000058 boy
10849 1890     Laverne 0.000058 boy
10850 1890       Lemon 0.000058 boy
10851 1890   Llewellyn 0.000058 boy
10852 1890   Marcellus 0.000058 boy
10853 1890    Mckinley 0.000058 boy
10854 1890       Meyer 0.000058 boy
10855 1890    Mortimer 0.000058 boy
10856 1890      Newman 0.000058 boy
10857 1890         Ola 0.000058 boy
10858 1890        Orie 0.000058 boy
10859 1890        Orin 0.000058 boy
10860 1890       Orrie 0.000058 boy
10861 1890        Polk 0.000058 boy
10862 1890       Raoul 0.000058 boy
10863 1890        Reid 0.000058 boy
10864 1890        Reno 0.000058 boy
10865 1890        Roby 0.000058 boy
10866 1890       Rollo 0.000058 boy
10867 1890       Romeo 0.000058 boy
10868 1890     Rowland 0.000058 boy
10869 1890      Rueben 0.000058 boy
10870 1890        Saul 0.000058 boy
10871 1890     Shellie 0.000058 boy
10872 1890      Sumner 0.000058 boy
10873 1890    Thaddeus 0.000058 boy
10874 1890      Tobias 0.000058 boy
10875 1890       Urban 0.000058 boy
10876 1890      Vester 0.000058 boy
10877 1890      Vivian 0.000058 boy
10878 1890        Wash 0.000058 boy
10879 1890      Waymon 0.000058 boy
10880 1890        Wess 0.000058 boy
10881 1890      Wilton 0.000058 boy
10882 1890       Young 0.000058 boy
10883 1890      Zollie 0.000058 boy
10884 1890         Abb 0.000050 boy
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10886 1890     Alpheus 0.000050 boy
10887 1890       Ammon 0.000050 boy
10888 1890       Annie 0.000050 boy
10889 1890       Ansel 0.000050 boy
10890 1890       Arden 0.000050 boy
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10892 1890      Armand 0.000050 boy
10893 1890       Atlas 0.000050 boy
10894 1890     Augusta 0.000050 boy
10895 1890      Bascom 0.000050 boy
10896 1890     Bentley 0.000050 boy
10897 1890      Bertha 0.000050 boy
10898 1890        Bird 0.000050 boy
10899 1890        Birt 0.000050 boy
10900 1890       Brice 0.000050 boy
10901 1890     Burgess 0.000050 boy
10902 1890      Carlie 0.000050 boy
10903 1890    Carlisle 0.000050 boy
10904 1890      Charly 0.000050 boy
10905 1890     Chauncy 0.000050 boy
10906 1890      Claire 0.000050 boy
10907 1890    Claudius 0.000050 boy
10908 1890       Claus 0.000050 boy
10909 1890      Cleave 0.000050 boy
10910 1890       Colin 0.000050 boy
10911 1890     Colonel 0.000050 boy
10912 1890      Conard 0.000050 boy
10913 1890      Conway 0.000050 boy
10914 1890     Cornell 0.000050 boy
10915 1890      Curley 0.000050 boy
10916 1890       Davie 0.000050 boy
10917 1890    Deforest 0.000050 boy
10918 1890     Dempsey 0.000050 boy
10919 1890       Dolph 0.000050 boy
10920 1890      Earley 0.000050 boy
10921 1890    Elbridge 0.000050 boy
10922 1890       Elick 0.000050 boy
10923 1890      Eligah 0.000050 boy
10924 1890       Elroy 0.000050 boy
10925 1890        Elva 0.000050 boy
10926 1890        Esau 0.000050 boy
10927 1890       Ester 0.000050 boy
10928 1890      Esther 0.000050 boy
10929 1890       Ewell 0.000050 boy
10930 1890       Ewing 0.000050 boy
10931 1890     Fleming 0.000050 boy
10932 1890     Florian 0.000050 boy
10933 1890     Frazier 0.000050 boy
10934 1890      Harper 0.000050 boy
10935 1890      Harrie 0.000050 boy
10936 1890       Harvy 0.000050 boy
10937 1890      Hector 0.000050 boy
10938 1890    Hezekiah 0.000050 boy
10939 1890     Horatio 0.000050 boy
10940 1890      Hughie 0.000050 boy
10941 1890       Hyman 0.000050 boy
10942 1890      Ingram 0.000050 boy
10943 1890      Irvine 0.000050 boy
10944 1890      Jennie 0.000050 boy
10945 1890       Johny 0.000050 boy
10946 1890   Josephine 0.000050 boy
10947 1890    Josephus 0.000050 boy
10948 1890     Junious 0.000050 boy
10949 1890        Lafe 0.000050 boy
10950 1890     Lambert 0.000050 boy
10951 1890      Lawyer 0.000050 boy
10952 1890      Lenard 0.000050 boy
10953 1890      Lillie 0.000050 boy
10954 1890         Lue 0.000050 boy
10955 1890         Mac 0.000050 boy
10956 1890         Mae 0.000050 boy
10957 1890        Mart 0.000050 boy
10958 1890        Mell 0.000050 boy
10959 1890    Melville 0.000050 boy
10960 1890     Mildred 0.000050 boy
10961 1890       Monte 0.000050 boy
10962 1890      Murphy 0.000050 boy
10963 1890       Myles 0.000050 boy
10964 1890       Neely 0.000050 boy
10965 1890      Oakley 0.000050 boy
10966 1890        Olen 0.000050 boy
10967 1890        Olie 0.000050 boy
10968 1890     Orlando 0.000050 boy
10969 1890       Owens 0.000050 boy
10970 1890     Pearlie 0.000050 boy
10971 1890      Peyton 0.000050 boy
10972 1890      Pierre 0.000050 boy
10973 1890       Rance 0.000050 boy
10974 1890     Randall 0.000050 boy
10975 1890         Red 0.000050 boy
10976 1890        Rich 0.000050 boy
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10978 1890      Robbie 0.000050 boy
10979 1890      Rollin 0.000050 boy
10980 1890   Salvatore 0.000050 boy
10981 1890     Sanders 0.000050 boy
10982 1890         Sie 0.000050 boy
10983 1890      Sigurd 0.000050 boy
10984 1890      Simeon 0.000050 boy
10985 1890     Talmage 0.000050 boy
10986 1890       Teddy 0.000050 boy
10987 1890    Thornton 0.000050 boy
10988 1890         Val 0.000050 boy
10989 1890      Verner 0.000050 boy
10990 1890        Webb 0.000050 boy
10991 1890      Willam 0.000050 boy
10992 1890     Winston 0.000050 boy
10993 1890      Wright 0.000050 boy
10994 1890         Add 0.000042 boy
10995 1890      Adolfo 0.000042 boy
10996 1890     Alberto 0.000042 boy
10997 1890   Alejandro 0.000042 boy
10998 1890     Alfonso 0.000042 boy
10999 1890     Alfredo 0.000042 boy
11000 1890       Almus 0.000042 boy
11001 1891        John 0.070292 boy
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11020 1891      Samuel 0.006891 boy
11021 1891      Willie 0.006763 boy
11022 1891      Ernest 0.006534 boy
11023 1891     Charlie 0.006470 boy
11024 1891        Carl 0.006186 boy
11025 1891        Earl 0.006168 boy
11026 1891       David 0.006159 boy
11027 1891     Richard 0.005573 boy
11028 1891       Ralph 0.005372 boy
11029 1891         Joe 0.005344 boy
11030 1891     Raymond 0.005262 boy
11031 1891        Paul 0.005161 boy
11032 1891       Oscar 0.005042 boy
11033 1891      Andrew 0.004768 boy
11034 1891        Will 0.004759 boy
11035 1891       Jesse 0.004750 boy
11036 1891       Elmer 0.004649 boy
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11038 1891     Herbert 0.004585 boy
11039 1891      Alfred 0.004567 boy
11040 1891      Howard 0.004438 boy
11041 1891    Benjamin 0.004219 boy
11042 1891      Harold 0.003834 boy
11043 1891         Sam 0.003825 boy
11044 1891   Frederick 0.003770 boy
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11046 1891    Lawrence 0.003560 boy
11047 1891      Herman 0.003505 boy
11048 1891      Eugene 0.003313 boy
11049 1891         Ray 0.003295 boy
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11051 1891         Leo 0.003230 boy
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11053 1891       Floyd 0.003075 boy
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11056 1891      Martin 0.003029 boy
11057 1891      Claude 0.002993 boy
11058 1891       Edwin 0.002993 boy
11059 1891       Clyde 0.002983 boy
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11064 1891       Edgar 0.002535 boy
11065 1891      Harvey 0.002508 boy
11066 1891        Otto 0.002508 boy
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11068 1891     Chester 0.002306 boy
11069 1891       Jacob 0.002178 boy
11070 1891          Ed 0.002169 boy
11071 1891      Luther 0.002160 boy
11072 1891     Leonard 0.002151 boy
11073 1891        Hugh 0.002132 boy
11074 1891       Homer 0.002105 boy
11075 1891      Jessie 0.002077 boy
11076 1891    Theodore 0.002050 boy
11077 1891      Oliver 0.001940 boy
11078 1891     Patrick 0.001940 boy
11079 1891      Archie 0.001839 boy
11080 1891      Philip 0.001812 boy
11081 1891    Clifford 0.001794 boy
11082 1891     Charley 0.001766 boy
11083 1891      Lester 0.001748 boy
11084 1891       Leroy 0.001739 boy
11085 1891     Bernard 0.001711 boy
11086 1891      August 0.001702 boy
11087 1891     Russell 0.001702 boy
11088 1891       Lloyd 0.001693 boy
11089 1891        Bert 0.001656 boy
11090 1891       Eddie 0.001638 boy
11091 1891         Ira 0.001638 boy
11092 1891     Stanley 0.001629 boy
11093 1891     Everett 0.001592 boy
11094 1891       Allen 0.001583 boy
11095 1891   Alexander 0.001574 boy
11096 1891     Anthony 0.001556 boy
11097 1891      Horace 0.001510 boy
11098 1891      Leslie 0.001501 boy
11099 1891      Grover 0.001492 boy
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11110 1891        Emil 0.001217 boy
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11112 1891        Mack 0.001162 boy
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11118 1891      Lonnie 0.001071 boy
11119 1891     Maurice 0.001071 boy
11120 1891      Wesley 0.001052 boy
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11124 1891      Sidney 0.001034 boy
11125 1891    Franklin 0.000998 boy
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11129 1891       Rufus 0.000979 boy
11130 1891    Harrison 0.000970 boy
11131 1891      Nathan 0.000970 boy
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11141 1891       Ollie 0.000879 boy
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11162 1891    Marshall 0.000732 boy
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11165 1891    Nicholas 0.000714 boy
11166 1891      Elbert 0.000705 boy
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11198 1891   Sylvester 0.000586 boy
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11200 1891     Abraham 0.000567 boy
11201 1891      Curtis 0.000567 boy
11202 1891      Edmund 0.000558 boy
11203 1891        Karl 0.000558 boy
11204 1891        Andy 0.000540 boy
11205 1891     Forrest 0.000540 boy
11206 1891      Jasper 0.000531 boy
11207 1891       Silas 0.000531 boy
11208 1891      Wilson 0.000531 boy
11209 1891      Arnold 0.000522 boy
11210 1891      Elijah 0.000522 boy
11211 1891       Grant 0.000512 boy
11212 1891     Orville 0.000512 boy
11213 1891       Steve 0.000512 boy
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11216 1891        Mose 0.000503 boy
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11218 1891     Millard 0.000494 boy
11219 1891       Byron 0.000485 boy
11220 1891         Edd 0.000485 boy
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11222 1891        Tony 0.000485 boy
11223 1891       Anton 0.000467 boy
11224 1891         Ora 0.000467 boy
11225 1891     Preston 0.000467 boy
11226 1891       Wiley 0.000467 boy
11227 1891       Bruce 0.000458 boy
11228 1891   Cleveland 0.000458 boy
11229 1891      Barney 0.000448 boy
11230 1891        Dock 0.000448 boy
11231 1891         Eli 0.000448 boy
11232 1891       Hiram 0.000448 boy
11233 1891         Don 0.000439 boy
11234 1891         Van 0.000439 boy
11235 1891     Gustave 0.000430 boy
11236 1891      Monroe 0.000430 boy
11237 1891         Asa 0.000421 boy
11238 1891   Nathaniel 0.000421 boy
11239 1891      Gerald 0.000412 boy
11240 1891      Mathew 0.000403 boy
11241 1891       Miles 0.000403 boy
11242 1891      Conrad 0.000394 boy
11243 1891       Enoch 0.000394 boy
11244 1891      Julian 0.000394 boy
11245 1891         Ike 0.000384 boy
11246 1891        Ivan 0.000384 boy
11247 1891        Juan 0.000384 boy
11248 1891       Earle 0.000375 boy
11249 1891      Forest 0.000375 boy
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11251 1891         Abe 0.000366 boy
11252 1891      Edmond 0.000366 boy
11253 1891   Jefferson 0.000366 boy
11254 1891      Jimmie 0.000366 boy
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11256 1891     Wilfred 0.000366 boy
11257 1891    Columbus 0.000357 boy
11258 1891    Laurence 0.000357 boy
11259 1891        Mary 0.000357 boy
11260 1891    Augustus 0.000348 boy
11261 1891        Ezra 0.000348 boy
11262 1891      Johnie 0.000348 boy
11263 1891        Omer 0.000348 boy
11264 1891        Wade 0.000348 boy
11265 1891     Delbert 0.000339 boy
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11267 1891     Solomon 0.000339 boy
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11276 1891       Scott 0.000320 boy
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11278 1891      Elwood 0.000311 boy
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11281 1891       Merle 0.000311 boy
11282 1891     Ulysses 0.000311 boy
11283 1891      Dallas 0.000302 boy
11284 1891     Douglas 0.000302 boy
11285 1891       Erwin 0.000302 boy
11286 1891     Freeman 0.000302 boy
11287 1891       Grady 0.000302 boy
11288 1891       Royal 0.000302 boy
11289 1891     Spencer 0.000302 boy
11290 1891        Vern 0.000302 boy
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11292 1891       Clair 0.000293 boy
11293 1891      Foster 0.000293 boy
11294 1891    Jeremiah 0.000293 boy
11295 1891      Lemuel 0.000293 boy
11296 1891     Stewart 0.000293 boy
11297 1891     Antonio 0.000284 boy
11298 1891      Dewitt 0.000284 boy
11299 1891     Jackson 0.000284 boy
11300 1891        Joel 0.000284 boy
11301 1891      Johnny 0.000284 boy
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11306 1891     Lorenzo 0.000275 boy
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11308 1891    Benjiman 0.000265 boy
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11310 1891         Bud 0.000265 boy
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11312 1891     Carroll 0.000265 boy
11313 1891     Emanuel 0.000265 boy
11314 1891         Lon 0.000265 boy
11315 1891        Loyd 0.000265 boy
11316 1891    Mitchell 0.000265 boy
11317 1891       Wayne 0.000265 boy
11318 1891      Elisha 0.000256 boy
11319 1891   Ferdinand 0.000256 boy
11320 1891    Fletcher 0.000256 boy
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11325 1891     Ambrose 0.000247 boy
11326 1891    Chauncey 0.000247 boy
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11330 1891       Louie 0.000247 boy
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11332 1891     Sanford 0.000247 boy
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11340 1891       Allie 0.000229 boy
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11350 1891      Dudley 0.000220 boy
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11360 1891    Garfield 0.000210 boy
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11364 1891       Albin 0.000201 boy
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11380 1891         Fay 0.000192 boy
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11399 1891   Archibald 0.000174 boy
11400 1891      Christ 0.000174 boy
11401 1891     Colonel 0.000174 boy
11402 1891       Early 0.000174 boy
11403 1891    Herschel 0.000174 boy
11404 1891        Josh 0.000174 boy
11405 1891      Morgan 0.000174 boy
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11445 1891    Crawford 0.000146 boy
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12655 1892       Ennis 0.000084 boy
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13280 1893      Conrad 0.000322 boy
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13282 1893      Mathew 0.000322 boy
13283 1893        Ezra 0.000314 boy
13284 1893    Mitchell 0.000314 boy
13285 1893       Royal 0.000314 boy
13286 1893         Bud 0.000306 boy
13287 1893      Foster 0.000297 boy
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13291 1893     Ulysses 0.000297 boy
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13293 1893       Elias 0.000289 boy
13294 1893         Fay 0.000289 boy
13295 1893        Lynn 0.000289 boy
13296 1893       Miles 0.000289 boy
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13299 1893         Ned 0.000281 boy
13300 1893        Clay 0.000273 boy
13301 1893       Cyrus 0.000273 boy
13302 1893       Erwin 0.000273 boy
13303 1893         Ike 0.000273 boy
13304 1893         Lon 0.000273 boy
13305 1893        Neal 0.000273 boy
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13307 1893     Antonio 0.000264 boy
13308 1893      Aubrey 0.000264 boy
13309 1893    Fletcher 0.000264 boy
13310 1893     Wilbert 0.000264 boy
13311 1893    Aloysius 0.000256 boy
13312 1893     Delbert 0.000256 boy
13313 1893       Isiah 0.000256 boy
13314 1893        Nels 0.000256 boy
13315 1893        Omer 0.000256 boy
13316 1893       Pedro 0.000256 boy
13317 1893        Arch 0.000248 boy
13318 1893      Burton 0.000248 boy
13319 1893       Enoch 0.000248 boy
13320 1893        Matt 0.000248 boy
13321 1893    Sterling 0.000248 boy
13322 1893        Ward 0.000248 boy
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13324 1893      Elwood 0.000240 boy
13325 1893     General 0.000240 boy
13326 1893    Jeremiah 0.000240 boy
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13329 1893       Lyman 0.000240 boy
13330 1893    Adolphus 0.000231 boy
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13332 1893        Clem 0.000231 boy
13333 1893     Clement 0.000231 boy
13334 1893       Cleve 0.000231 boy
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13340 1893      Wilmer 0.000231 boy
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13345 1893       Orval 0.000223 boy
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13350 1893      Carlos 0.000215 boy
13351 1893      Dallas 0.000215 boy
13352 1893   Francisco 0.000215 boy
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13360 1893       Clair 0.000207 boy
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13364 1893   Jefferson 0.000207 boy
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13380 1893    Napoleon 0.000190 boy
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13399 1893     Spencer 0.000173 boy
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13401 1893    Alphonse 0.000165 boy
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13410 1893   Henderson 0.000165 boy
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13422 1893      Isaiah 0.000157 boy
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13434 1893    Winfield 0.000157 boy
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13439 1893      Harmon 0.000149 boy
13440 1893      Harris 0.000149 boy
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13445 1893     Raleigh 0.000149 boy
13446 1893      Truman 0.000149 boy
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13450 1893    Benjiman 0.000140 boy
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13465 1893       Davis 0.000132 boy
13466 1893   Ellsworth 0.000132 boy
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13470 1893      Jordan 0.000132 boy
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13501 1893      Rupert 0.000124 boy
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13510 1893      Bertie 0.000116 boy
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13515 1893       Early 0.000116 boy
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13522 1893        June 0.000116 boy
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13530 1893      Prince 0.000116 boy
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13534 1893     Thurman 0.000116 boy
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13536 1893      Willam 0.000116 boy
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13541 1893        Aron 0.000107 boy
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13543 1893      Buster 0.000107 boy
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13545 1893      Carter 0.000107 boy
13546 1893      Cicero 0.000107 boy
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13549 1893      Emmitt 0.000107 boy
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13560 1893     Maxwell 0.000107 boy
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13564 1893        Orin 0.000107 boy
13565 1893      Parker 0.000107 boy
13566 1893        Pink 0.000107 boy
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13568 1893         Sim 0.000107 boy
13569 1893  Washington 0.000107 boy
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13575 1893      Buford 0.000099 boy
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13580 1893    Crawford 0.000099 boy
13581 1893      Dexter 0.000099 boy
13582 1893      Edison 0.000099 boy
13583 1893        Elie 0.000099 boy
13584 1893   Elizabeth 0.000099 boy
13585 1893       Ernst 0.000099 boy
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13587 1893    Garfield 0.000099 boy
13588 1893        Gust 0.000099 boy
13589 1893    Hezekiah 0.000099 boy
13590 1893      Hunter 0.000099 boy
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13595 1893     Madison 0.000099 boy
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13599 1893      Miller 0.000099 boy
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13601 1893    Pleasant 0.000099 boy
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13610 1893     Tillman 0.000099 boy
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13612 1893      Weaver 0.000099 boy
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13615 1893    Adelbert 0.000091 boy
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13618 1893       Alvah 0.000091 boy
13619 1893      Bishop 0.000091 boy
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13621 1893       Caleb 0.000091 boy
13622 1893       Carey 0.000091 boy
13623 1893    Carlisle 0.000091 boy
13624 1893       Coley 0.000091 boy
13625 1893       Ernie 0.000091 boy
13626 1893       Evans 0.000091 boy
13627 1893    Florence 0.000091 boy
13628 1893        Gale 0.000091 boy
13629 1893        Guss 0.000091 boy
13630 1893      Hallie 0.000091 boy
13631 1893      Hattie 0.000091 boy
13632 1893       Hyman 0.000091 boy
13633 1893       Jesus 0.000091 boy
13634 1893       Julia 0.000091 boy
13635 1893     Leander 0.000091 boy
13636 1893     Lincoln 0.000091 boy
13637 1893     Micheal 0.000091 boy
13638 1893        Noel 0.000091 boy
13639 1893     Norbert 0.000091 boy
13640 1893     Orlando 0.000091 boy
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13650 1893      Alford 0.000083 boy
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13659 1893      Blaine 0.000083 boy
13660 1893        Boss 0.000083 boy
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13663 1893      Butler 0.000083 boy
13664 1893    Clarance 0.000083 boy
13665 1893  Cornelious 0.000083 boy
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13667 1893         Dow 0.000083 boy
13668 1893      Duncan 0.000083 boy
13669 1893        Edna 0.000083 boy
13670 1893       Eldon 0.000083 boy
13671 1893       Elsie 0.000083 boy
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13675 1893      Harlan 0.000083 boy
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13680 1893       Jewel 0.000083 boy
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13685 1893        Luis 0.000083 boy
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13688 1893    Melville 0.000083 boy
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13699 1893       Sandy 0.000083 boy
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13701 1893  Stanislaus 0.000083 boy
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13705 1893      Wright 0.000083 boy
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13710 1893    Bernhard 0.000074 boy
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13712 1893       Blair 0.000074 boy
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13718 1893      Elmore 0.000074 boy
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13727 1893     Gregory 0.000074 boy
13728 1893   Guadalupe 0.000074 boy
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13731 1893        Huey 0.000074 boy
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13733 1893    Ignatius 0.000074 boy
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13735 1893    Jonathan 0.000074 boy
13736 1893       Jones 0.000074 boy
13737 1893       Kirby 0.000074 boy
13738 1893   Lafayette 0.000074 boy
13739 1893      Laurie 0.000074 boy
13740 1893     Lillian 0.000074 boy
13741 1893       Lonie 0.000074 boy
13742 1893   Marcellus 0.000074 boy
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13746 1893        Obie 0.000074 boy
13747 1893        Ocie 0.000074 boy
13748 1893        Oran 0.000074 boy
13749 1893      Oswald 0.000074 boy
13750 1893        Otha 0.000074 boy
13751 1893        Park 0.000074 boy
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13760 1893        Saul 0.000074 boy
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13764 1893       Tomie 0.000074 boy
13765 1893      Vivian 0.000074 boy
13766 1893      Wilton 0.000074 boy
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13775 1893      Bessie 0.000066 boy
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13780 1893    Claudius 0.000066 boy
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13784 1893        Dell 0.000066 boy
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13789 1893       Estel 0.000066 boy
13790 1893     Hampton 0.000066 boy
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13795 1893     Hershel 0.000066 boy
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13799 1893       Jason 0.000066 boy
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13801 1893     Lambert 0.000066 boy
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13808 1893      Martha 0.000066 boy
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13810 1893       Murry 0.000066 boy
13811 1893      Myrtle 0.000066 boy
13812 1893      Newell 0.000066 boy
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13814 1893        Olie 0.000066 boy
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13818 1893      Ronald 0.000066 boy
13819 1893        Rose 0.000066 boy
13820 1893       Rubin 0.000066 boy
13821 1893        Rush 0.000066 boy
13822 1893    Santiago 0.000066 boy
13823 1893     Shelley 0.000066 boy
13824 1893      Simeon 0.000066 boy
13825 1893     Stanton 0.000066 boy
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13827 1893   Theophile 0.000066 boy
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13829 1893    Thorwald 0.000066 boy
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13831 1893       Toney 0.000066 boy
13832 1893      Travis 0.000066 boy
13833 1893      Vaughn 0.000066 boy
13834 1893     Winston 0.000066 boy
13835 1893     Woodson 0.000066 boy
13836 1893        Acie 0.000058 boy
13837 1893     Alberto 0.000058 boy
13838 1893      Alcide 0.000058 boy
13839 1893       Alvis 0.000058 boy
13840 1893       Arley 0.000058 boy
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13844 1893     Bennett 0.000058 boy
13845 1893    Bradford 0.000058 boy
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13847 1893       Brown 0.000058 boy
13848 1893     Chalmer 0.000058 boy
13849 1893     Colonel 0.000058 boy
13850 1893       Damon 0.000058 boy
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13856 1893      Eligah 0.000058 boy
13857 1893       Elroy 0.000058 boy
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13859 1893       Estes 0.000058 boy
13860 1893       Fidel 0.000058 boy
13861 1893       Finis 0.000058 boy
13862 1893     Florian 0.000058 boy
13863 1893     Garnett 0.000058 boy
13864 1893        Gary 0.000058 boy
13865 1893      Gustaf 0.000058 boy
13866 1893        Hamp 0.000058 boy
13867 1893     Haskell 0.000058 boy
13868 1893     Hillard 0.000058 boy
13869 1893      Hughie 0.000058 boy
13870 1893     Ishmael 0.000058 boy
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13873 1893      Junior 0.000058 boy
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13875 1893        Kyle 0.000058 boy
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13877 1893       Laura 0.000058 boy
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13880 1893      Lillie 0.000058 boy
13881 1893     Lindsey 0.000058 boy
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13885 1893      Luster 0.000058 boy
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13888 1893        Murl 0.000058 boy
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13890 1893      Norton 0.000058 boy
13891 1893    Percival 0.000058 boy
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13893 1893    Reinhold 0.000058 boy
13894 1893     Rexford 0.000058 boy
13895 1893     Shelton 0.000058 boy
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13898 1893    Thaddeus 0.000058 boy
13899 1893     Unknown 0.000058 boy
13900 1893      Werner 0.000058 boy
13901 1893     Westley 0.000058 boy
13902 1893     Wilfrid 0.000058 boy
13903 1893    Williams 0.000058 boy
13904 1893     Willian 0.000058 boy
13905 1893       Worth 0.000058 boy
13906 1893         Yee 0.000058 boy
13907 1893       Agnes 0.000050 boy
13908 1893      Albion 0.000050 boy
13909 1893     Alfredo 0.000050 boy
13910 1893       Almon 0.000050 boy
13911 1893     Alpheus 0.000050 boy
13912 1893       Alvie 0.000050 boy
13913 1893       Ammon 0.000050 boy
13914 1893     Antoine 0.000050 boy
13915 1893      Antone 0.000050 boy
13916 1893      Arnett 0.000050 boy
13917 1893       Aubra 0.000050 boy
13918 1893       Audie 0.000050 boy
13919 1893    Augustin 0.000050 boy
13920 1893        Avon 0.000050 boy
13921 1893    Benjaman 0.000050 boy
13922 1893      Benton 0.000050 boy
13923 1893       Beryl 0.000050 boy
13924 1893       Blake 0.000050 boy
13925 1893      Bolden 0.000050 boy
13926 1893     Bradley 0.000050 boy
13927 1893      Caesar 0.000050 boy
13928 1893      Callie 0.000050 boy
13929 1893    Campbell 0.000050 boy
13930 1893         Cap 0.000050 boy
13931 1893      Carlie 0.000050 boy
13932 1893     Claudie 0.000050 boy
13933 1893       Cleon 0.000050 boy
13934 1893        Curt 0.000050 boy
13935 1893       Daisy 0.000050 boy
13936 1893      Dannie 0.000050 boy
13937 1893     Darrell 0.000050 boy
13938 1893      Doctor 0.000050 boy
13939 1893        Duke 0.000050 boy
13940 1893        Elex 0.000050 boy
13941 1893       Ennis 0.000050 boy
13942 1893     Erastus 0.000050 boy
13943 1893      Evertt 0.000050 boy
13944 1893       Ewing 0.000050 boy
13945 1893        Ferd 0.000050 boy
13946 1893      Ferman 0.000050 boy
13947 1893      Ferris 0.000050 boy
13948 1893      Finley 0.000050 boy
13949 1893    Franklyn 0.000050 boy
13950 1893       Franz 0.000050 boy
13951 1893      French 0.000050 boy
13952 1893      Fulton 0.000050 boy
13953 1893      Gaston 0.000050 boy
13954 1893      Gerrit 0.000050 boy
13955 1893      Graham 0.000050 boy
13956 1893        Hall 0.000050 boy
13957 1893    Hamilton 0.000050 boy
13958 1893       Harve 0.000050 boy
13959 1893      Harvie 0.000050 boy
13960 1893      Hector 0.000050 boy
13961 1893      Hobart 0.000050 boy
13962 1893     Horatio 0.000050 boy
13963 1893     Hosteen 0.000050 boy
13964 1893        Hoyt 0.000050 boy
13965 1893      Huston 0.000050 boy
13966 1893       Irene 0.000050 boy
13967 1893       Ivory 0.000050 boy
13968 1893      Jeffie 0.000050 boy
13969 1893        Jens 0.000050 boy
13970 1893      Jewell 0.000050 boy
13971 1893      Joesph 0.000050 boy
13972 1893      Julien 0.000050 boy
13973 1893      Juluis 0.000050 boy
13974 1893      Kelley 0.000050 boy
13975 1893        Kirk 0.000050 boy
13976 1893      Larkin 0.000050 boy
13977 1893       Lemon 0.000050 boy
13978 1893         Len 0.000050 boy
13979 1893    Leonidas 0.000050 boy
13980 1893       Lexie 0.000050 boy
13981 1893        Link 0.000050 boy
13982 1893        Lish 0.000050 boy
13983 1893      Lovell 0.000050 boy
13984 1893         Mae 0.000050 boy
13985 1893     Manford 0.000050 boy
13986 1893        Mart 0.000050 boy
13987 1893       Maude 0.000050 boy
13988 1893         May 0.000050 boy
13989 1893      Melton 0.000050 boy
13990 1893    Meredith 0.000050 boy
13991 1893        Merl 0.000050 boy
13992 1893      Moises 0.000050 boy
13993 1893       Monte 0.000050 boy
13994 1893  Montgomery 0.000050 boy
13995 1893        Myer 0.000050 boy
13996 1893     Needham 0.000050 boy
13997 1893        Newt 0.000050 boy
13998 1893        Nora 0.000050 boy
13999 1893        Odis 0.000050 boy
14000 1893      Orange 0.000050 boy
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14002 1894     William 0.058243 boy
14003 1894       James 0.040910 boy
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14010 1894       Harry 0.017525 boy
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14014 1894      Arthur 0.013706 boy
14015 1894        Fred 0.011809 boy
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14017 1894    Clarence 0.009487 boy
14018 1894         Roy 0.008150 boy
14019 1894      Willie 0.007894 boy
14020 1894        Earl 0.007173 boy
14021 1894       Louis 0.006957 boy
14022 1894        Carl 0.006893 boy
14023 1894        Paul 0.006597 boy
14024 1894      Ernest 0.006573 boy
14025 1894     Richard 0.006469 boy
14026 1894      Samuel 0.006213 boy
14027 1894     Raymond 0.006141 boy
14028 1894         Joe 0.005932 boy
14029 1894       David 0.005836 boy
14030 1894     Charlie 0.005644 boy
14031 1894       Ralph 0.005540 boy
14032 1894      Harold 0.005524 boy
14033 1894      Howard 0.004900 boy
14034 1894       Oscar 0.004812 boy
14035 1894      Andrew 0.004756 boy
14036 1894     Herbert 0.004683 boy
14037 1894       Elmer 0.004603 boy
14038 1894       Jesse 0.004539 boy
14039 1894        Will 0.004475 boy
14040 1894      Alfred 0.004171 boy
14041 1894      Daniel 0.004123 boy
14042 1894         Leo 0.004123 boy
14043 1894         Sam 0.004059 boy
14044 1894    Benjamin 0.003755 boy
14045 1894         Lee 0.003643 boy
14046 1894       Floyd 0.003563 boy
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14050 1894     Francis 0.003394 boy
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14052 1894      Eugene 0.003370 boy
14053 1894      Claude 0.003354 boy
14054 1894   Frederick 0.003306 boy
14055 1894       Peter 0.003130 boy
14056 1894       Clyde 0.003090 boy
14057 1894         Ray 0.003034 boy
14058 1894       Edwin 0.002930 boy
14059 1894       Lewis 0.002874 boy
14060 1894     Leonard 0.002746 boy
14061 1894         Tom 0.002746 boy
14062 1894         Ben 0.002610 boy
14063 1894     Chester 0.002602 boy
14064 1894       Edgar 0.002506 boy
14065 1894    Clifford 0.002458 boy
14066 1894      Martin 0.002394 boy
14067 1894      Harvey 0.002346 boy
14068 1894       Jacob 0.002346 boy
14069 1894      Lester 0.002330 boy
14070 1894         Jim 0.002298 boy
14071 1894      Luther 0.002282 boy
14072 1894     Russell 0.002226 boy
14073 1894       Homer 0.002186 boy
14074 1894        Otto 0.002162 boy
14075 1894        Hugh 0.002154 boy
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14078 1894     Bernard 0.002050 boy
14079 1894      Jessie 0.002042 boy
14080 1894       Lloyd 0.002025 boy
14081 1894          Ed 0.001929 boy
14082 1894    Theodore 0.001929 boy
14083 1894       Leroy 0.001913 boy
14084 1894        Leon 0.001889 boy
14085 1894     Patrick 0.001833 boy
14086 1894     Everett 0.001809 boy
14087 1894      Leslie 0.001785 boy
14088 1894      Oliver 0.001777 boy
14089 1894       Allen 0.001753 boy
14090 1894     Stanley 0.001745 boy
14091 1894      Philip 0.001713 boy
14092 1894      Archie 0.001657 boy
14093 1894         Ira 0.001649 boy
14094 1894       Eddie 0.001625 boy
14095 1894   Alexander 0.001593 boy
14096 1894      Norman 0.001593 boy
14097 1894      Horace 0.001569 boy
14098 1894        Bert 0.001497 boy
14099 1894     Charley 0.001489 boy
14100 1894      Victor 0.001441 boy
14101 1894      Julius 0.001425 boy
14102 1894       Cecil 0.001401 boy
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14107 1894      Sidney 0.001345 boy
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14109 1894      August 0.001297 boy
14110 1894      Milton 0.001249 boy
14111 1894      Marion 0.001233 boy
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14120 1894      Vernon 0.001049 boy
14121 1894        Dave 0.001033 boy
14122 1894        Otis 0.001033 boy
14123 1894        Emil 0.001025 boy
14124 1894       Rufus 0.001025 boy
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14126 1894      Nathan 0.001017 boy
14127 1894      Emmett 0.001009 boy
14128 1894     Maurice 0.001001 boy
14129 1894      Melvin 0.001001 boy
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14134 1894     Willard 0.000977 boy
14135 1894      Bennie 0.000969 boy
14136 1894        Mack 0.000953 boy
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14140 1894     Phillip 0.000881 boy
14141 1894        Ross 0.000881 boy
14142 1894        Amos 0.000865 boy
14143 1894        Glen 0.000865 boy
14144 1894      Hubert 0.000841 boy
14145 1894     Kenneth 0.000841 boy
14146 1894        Jess 0.000833 boy
14147 1894     Orville 0.000833 boy
14148 1894     Rudolph 0.000833 boy
14149 1894      Wilbur 0.000833 boy
14150 1894      Alonzo 0.000817 boy
14151 1894      Irving 0.000817 boy
14152 1894   Sylvester 0.000809 boy
14153 1894   Cornelius 0.000801 boy
14154 1894     Sherman 0.000801 boy
14155 1894      Manuel 0.000793 boy
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14157 1894     Wallace 0.000793 boy
14158 1894       Claud 0.000777 boy
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14166 1894     Clifton 0.000745 boy
14167 1894    Marshall 0.000745 boy
14168 1894      Marvin 0.000737 boy
14169 1894       Irvin 0.000721 boy
14170 1894      Roscoe 0.000721 boy
14171 1894      Curtis 0.000705 boy
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14184 1894     Clinton 0.000640 boy
14185 1894       Ollie 0.000640 boy
14186 1894        Owen 0.000640 boy
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14188 1894       Aaron 0.000632 boy
14189 1894      Arnold 0.000632 boy
14190 1894       Felix 0.000624 boy
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14192 1894   Nathaniel 0.000616 boy
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14194 1894        Alva 0.000608 boy
14195 1894      Gerald 0.000608 boy
14196 1894         Gus 0.000608 boy
14197 1894      Nelson 0.000608 boy
14198 1894        Noah 0.000592 boy
14199 1894     Abraham 0.000584 boy
14200 1894        Bill 0.000584 boy
14201 1894        Karl 0.000584 boy
14202 1894 Christopher 0.000576 boy
14203 1894         Don 0.000576 boy
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14205 1894        Levi 0.000544 boy
14206 1894        Pete 0.000544 boy
14207 1894     Douglas 0.000528 boy
14208 1894     Preston 0.000528 boy
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14211 1894       Bruce 0.000504 boy
14212 1894     Clayton 0.000504 boy
14213 1894      Harley 0.000504 boy
14214 1894       Wiley 0.000504 boy
14215 1894       Grant 0.000496 boy
14216 1894       Hiram 0.000488 boy
14217 1894      Jasper 0.000488 boy
14218 1894        Dock 0.000480 boy
14219 1894         Edd 0.000480 boy
14220 1894         Eli 0.000480 boy
14221 1894      Johnie 0.000480 boy
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14223 1894        Mose 0.000472 boy
14224 1894      Monroe 0.000464 boy
14225 1894       Roger 0.000464 boy
14226 1894       Wayne 0.000464 boy
14227 1894        Ivan 0.000456 boy
14228 1894       Ervin 0.000448 boy
14229 1894       Miles 0.000448 boy
14230 1894       Silas 0.000448 boy
14231 1894      Austin 0.000440 boy
14232 1894       Earle 0.000440 boy
14233 1894      Leland 0.000440 boy
14234 1894       Pearl 0.000440 boy
14235 1894      Elijah 0.000432 boy
14236 1894        Wade 0.000432 boy
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14238 1894      Julian 0.000424 boy
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14242 1894       Clark 0.000400 boy
14243 1894   Cleveland 0.000400 boy
14244 1894      Edmond 0.000400 boy
14245 1894    Fredrick 0.000400 boy
14246 1894        Juan 0.000400 boy
14247 1894        Troy 0.000400 boy
14248 1894     Emanuel 0.000392 boy
14249 1894         Bob 0.000384 boy
14250 1894        Lyle 0.000384 boy
14251 1894        Mary 0.000384 boy
14252 1894        Tony 0.000384 boy
14253 1894    Augustus 0.000376 boy
14254 1894     Millard 0.000376 boy
14255 1894       Scott 0.000376 boy
14256 1894        Boyd 0.000368 boy
14257 1894     Carroll 0.000368 boy
14258 1894    Laurence 0.000368 boy
14259 1894      Marcus 0.000368 boy
14260 1894       Chris 0.000360 boy
14261 1894      Jimmie 0.000360 boy
14262 1894        Andy 0.000352 boy
14263 1894        Ezra 0.000352 boy
14264 1894   Ferdinand 0.000352 boy
14265 1894     Gustave 0.000352 boy
14266 1894        Joel 0.000352 boy
14267 1894     Wilfred 0.000352 boy
14268 1894       Isiah 0.000344 boy
14269 1894      Jerome 0.000344 boy
14270 1894      Wilson 0.000344 boy
14271 1894        Clay 0.000336 boy
14272 1894       Louie 0.000336 boy
14273 1894         Ned 0.000336 boy
14274 1894         Ora 0.000336 boy
14275 1894    Columbus 0.000328 boy
14276 1894         Ike 0.000328 boy
14277 1894        Neal 0.000328 boy
14278 1894   Christian 0.000320 boy
14279 1894      Conrad 0.000320 boy
14280 1894       Emery 0.000320 boy
14281 1894       Emory 0.000320 boy
14282 1894      Foster 0.000320 boy
14283 1894      Aubrey 0.000312 boy
14284 1894    Mitchell 0.000312 boy
14285 1894       Grady 0.000304 boy
14286 1894       Merle 0.000304 boy
14287 1894        Nick 0.000304 boy
14288 1894       Riley 0.000304 boy
14289 1894         Asa 0.000296 boy
14290 1894       Major 0.000296 boy
14291 1894       Elias 0.000288 boy
14292 1894      Isaiah 0.000288 boy
14293 1894       Larry 0.000288 boy
14294 1894        Loyd 0.000288 boy
14295 1894         Bud 0.000280 boy
14296 1894       Enoch 0.000280 boy
14297 1894       Erwin 0.000280 boy
14298 1894     Ambrose 0.000272 boy
14299 1894     Clement 0.000272 boy
14300 1894      Dewitt 0.000272 boy
14301 1894      Dudley 0.000272 boy
14302 1894         Fay 0.000272 boy
14303 1894     Malcolm 0.000272 boy
14304 1894     Ulysses 0.000272 boy
14305 1894        Vern 0.000272 boy
14306 1894      Elwood 0.000264 boy
14307 1894       Ruben 0.000264 boy
14308 1894       Clair 0.000256 boy
14309 1894   Ellsworth 0.000256 boy
14310 1894      Forest 0.000256 boy
14311 1894        Hugo 0.000256 boy
14312 1894     Jackson 0.000256 boy
14313 1894        Luke 0.000256 boy
14314 1894      Morgan 0.000256 boy
14315 1894      Newton 0.000256 boy
14316 1894       Pedro 0.000256 boy
14317 1894     Solomon 0.000256 boy
14318 1894         Van 0.000256 boy
14319 1894       Allan 0.000248 boy
14320 1894      Tommie 0.000248 boy
14321 1894        Ward 0.000248 boy
14322 1894        Arch 0.000240 boy
14323 1894     Carlton 0.000240 boy
14324 1894     Delbert 0.000240 boy
14325 1894   Jefferson 0.000240 boy
14326 1894       Loren 0.000240 boy
14327 1894      Lucius 0.000240 boy
14328 1894      Mathew 0.000240 boy
14329 1894        Neil 0.000240 boy
14330 1894         Rex 0.000240 boy
14331 1894     Wilbert 0.000240 boy
14332 1894      Burton 0.000232 boy
14333 1894     Garland 0.000232 boy
14334 1894      Johnny 0.000232 boy
14335 1894      Lemuel 0.000232 boy
14336 1894       Noble 0.000232 boy
14337 1894       Alton 0.000224 boy
14338 1894    Chauncey 0.000224 boy
14339 1894       Cyril 0.000224 boy
14340 1894        Dale 0.000224 boy
14341 1894        Dean 0.000224 boy
14342 1894      Dorsey 0.000224 boy
14343 1894     Freddie 0.000224 boy
14344 1894    Jeremiah 0.000224 boy
14345 1894      Junius 0.000224 boy
14346 1894        Lynn 0.000224 boy
14347 1894         Pat 0.000224 boy
14348 1894     Wilford 0.000224 boy
14349 1894       Basil 0.000216 boy
14350 1894       Cyrus 0.000216 boy
14351 1894      Elisha 0.000216 boy
14352 1894    Fletcher 0.000216 boy
14353 1894     Freeman 0.000216 boy
14354 1894      Morton 0.000216 boy
14355 1894      Murray 0.000216 boy
14356 1894     Sanford 0.000216 boy
14357 1894     Spencer 0.000216 boy
14358 1894          Al 0.000208 boy
14359 1894       Cleve 0.000208 boy
14360 1894       Emile 0.000208 boy
14361 1894     General 0.000208 boy
14362 1894       Lyman 0.000208 boy
14363 1894      Porter 0.000208 boy
14364 1894      Russel 0.000208 boy
14365 1894     Stewart 0.000208 boy
14366 1894   Valentine 0.000208 boy
14367 1894   Archibald 0.000200 boy
14368 1894      Carlos 0.000200 boy
14369 1894      Dallas 0.000200 boy
14370 1894        Dick 0.000200 boy
14371 1894      Dwight 0.000200 boy
14372 1894        Evan 0.000200 boy
14373 1894         Lon 0.000200 boy
14374 1894     Lorenzo 0.000200 boy
14375 1894        Milo 0.000200 boy
14376 1894     Antonio 0.000192 boy
14377 1894      Arther 0.000192 boy
14378 1894      Christ 0.000192 boy
14379 1894        Clem 0.000192 boy
14380 1894   Francisco 0.000192 boy
14381 1894    Herschel 0.000192 boy
14382 1894       Jason 0.000192 boy
14383 1894      Joshua 0.000192 boy
14384 1894        Omer 0.000192 boy
14385 1894    Randolph 0.000192 boy
14386 1894        Zack 0.000192 boy
14387 1894       Abner 0.000184 boy
14388 1894        Chas 0.000184 boy
14389 1894         Dee 0.000184 boy
14390 1894     Emerson 0.000184 boy
14391 1894         Hal 0.000184 boy
14392 1894        Lacy 0.000184 boy
14393 1894        Matt 0.000184 boy
14394 1894       Myron 0.000184 boy
14395 1894        Noel 0.000184 boy
14396 1894       Royal 0.000184 boy
14397 1894         Ted 0.000184 boy
14398 1894      Wilmer 0.000184 boy
14399 1894       Allie 0.000176 boy
14400 1894       Early 0.000176 boy
14401 1894       Elzie 0.000176 boy
14402 1894     Gabriel 0.000176 boy
14403 1894       Green 0.000176 boy
14404 1894      Harris 0.000176 boy
14405 1894     Merritt 0.000176 boy
14406 1894    Napoleon 0.000176 boy
14407 1894    Reginald 0.000176 boy
14408 1894     Shirley 0.000176 boy
14409 1894         Sol 0.000176 boy
14410 1894      Taylor 0.000176 boy
14411 1894      Walker 0.000176 boy
14412 1894     Elliott 0.000168 boy
14413 1894     Haywood 0.000168 boy
14414 1894       Irwin 0.000168 boy
14415 1894      Ronald 0.000168 boy
14416 1894      Sydney 0.000168 boy
14417 1894      Turner 0.000168 boy
14418 1894     Wendell 0.000168 boy
14419 1894     Addison 0.000160 boy
14420 1894       Alvie 0.000160 boy
14421 1894        Anna 0.000160 boy
14422 1894      Casper 0.000160 boy
14423 1894     Corbett 0.000160 boy
14424 1894    Eldridge 0.000160 boy
14425 1894        Eric 0.000160 boy
14426 1894    Garfield 0.000160 boy
14427 1894   Granville 0.000160 boy
14428 1894        Gust 0.000160 boy
14429 1894      Harmon 0.000160 boy
14430 1894        King 0.000160 boy
14431 1894      Lionel 0.000160 boy
14432 1894        Nels 0.000160 boy
14433 1894        Oren 0.000160 boy
14434 1894      Parker 0.000160 boy
14435 1894       Urban 0.000160 boy
14436 1894       Vance 0.000160 boy
14437 1894     Webster 0.000160 boy
14438 1894    Winfield 0.000160 boy
14439 1894       Abram 0.000152 boy
14440 1894    Aloysius 0.000152 boy
14441 1894    Alphonse 0.000152 boy
14442 1894      Angelo 0.000152 boy
14443 1894       Emmet 0.000152 boy
14444 1894        Gene 0.000152 boy
14445 1894      Gustav 0.000152 boy
14446 1894        Hans 0.000152 boy
14447 1894       Hardy 0.000152 boy
14448 1894     Isadore 0.000152 boy
14449 1894        Jean 0.000152 boy
14450 1894      Judson 0.000152 boy
14451 1894   Lafayette 0.000152 boy
14452 1894      Lawson 0.000152 boy
14453 1894    Mckinley 0.000152 boy
14454 1894    Melville 0.000152 boy
14455 1894         Ole 0.000152 boy
14456 1894       Orval 0.000152 boy
14457 1894        Otha 0.000152 boy
14458 1894        Phil 0.000152 boy
14459 1894     Raleigh 0.000152 boy
14460 1894      Rupert 0.000152 boy
14461 1894       Sandy 0.000152 boy
14462 1894      Truman 0.000152 boy
14463 1894          Wm 0.000152 boy
14464 1894      Adrian 0.000144 boy
14465 1894       Avery 0.000144 boy
14466 1894    Benjiman 0.000144 boy
14467 1894       Bruno 0.000144 boy
14468 1894        Cary 0.000144 boy
14469 1894    Dominick 0.000144 boy
14470 1894       Elvin 0.000144 boy
14471 1894       Essie 0.000144 boy
14472 1894     Houston 0.000144 boy
14473 1894        Josh 0.000144 boy
14474 1894       Mason 0.000144 boy
14475 1894         Nat 0.000144 boy
14476 1894        Odie 0.000144 boy
14477 1894        Otho 0.000144 boy
14478 1894      Palmer 0.000144 boy
14479 1894       Wyatt 0.000144 boy
14480 1894       Arlie 0.000136 boy
14481 1894      Ashley 0.000136 boy
14482 1894     Bertram 0.000136 boy
14483 1894      Buford 0.000136 boy
14484 1894       Clare 0.000136 boy
14485 1894       Cliff 0.000136 boy
14486 1894       Dewey 0.000136 boy
14487 1894     Frances 0.000136 boy
14488 1894       Fritz 0.000136 boy
14489 1894      Harlan 0.000136 boy
14490 1894      Lowell 0.000136 boy
14491 1894      Lucian 0.000136 boy
14492 1894        Luis 0.000136 boy
14493 1894     Milford 0.000136 boy
14494 1894        Olin 0.000136 boy
14495 1894        Oral 0.000136 boy
14496 1894       Ramon 0.000136 boy
14497 1894        Thad 0.000136 boy
14498 1894     Thurman 0.000136 boy
14499 1894     Tillman 0.000136 boy
14500 1894      Verner 0.000136 boy
14501 1894       Waldo 0.000136 boy
14502 1894       Albin 0.000128 boy
14503 1894       Artie 0.000128 boy
14504 1894      Carter 0.000128 boy
14505 1894       Elton 0.000128 boy
14506 1894      Emmitt 0.000128 boy
14507 1894    Frederic 0.000128 boy
14508 1894   Henderson 0.000128 boy
14509 1894    Jonathan 0.000128 boy
14510 1894      Jordan 0.000128 boy
14511 1894       Logan 0.000128 boy
14512 1894     Merrill 0.000128 boy
14513 1894     Micheal 0.000128 boy
14514 1894        Olaf 0.000128 boy
14515 1894        Pink 0.000128 boy
14516 1894      Rollie 0.000128 boy
14517 1894        Saul 0.000128 boy
14518 1894         Son 0.000128 boy
14519 1894      Stuart 0.000128 boy
14520 1894      Warner 0.000128 boy
14521 1894        Abel 0.000120 boy
14522 1894      Bessie 0.000120 boy
14523 1894      Buster 0.000120 boy
14524 1894        Elza 0.000120 boy
14525 1894        Emma 0.000120 boy
14526 1894       Ernst 0.000120 boy
14527 1894        Guss 0.000120 boy
14528 1894       Jimmy 0.000120 boy
14529 1894      Justin 0.000120 boy
14530 1894        Levy 0.000120 boy
14531 1894        Lige 0.000120 boy
14532 1894    Margaret 0.000120 boy
14533 1894      Merton 0.000120 boy
14534 1894       Orrin 0.000120 boy
14535 1894        Ruth 0.000120 boy
14536 1894    Sterling 0.000120 boy
14537 1894      Theron 0.000120 boy
14538 1894       Verne 0.000120 boy
14539 1894      Vernie 0.000120 boy
14540 1894      Vester 0.000120 boy
14541 1894  Washington 0.000120 boy
14542 1894      Wilber 0.000120 boy
14543 1894     Bennett 0.000112 boy
14544 1894      Bertha 0.000112 boy
14545 1894     Beverly 0.000112 boy
14546 1894        Burt 0.000112 boy
14547 1894     Coleman 0.000112 boy
14548 1894       Eldon 0.000112 boy
14549 1894     Ezekiel 0.000112 boy
14550 1894      Hallie 0.000112 boy
14551 1894       Jodie 0.000112 boy
14552 1894       Judge 0.000112 boy
14553 1894       Jules 0.000112 boy
14554 1894         Loy 0.000112 boy
14555 1894     Maynard 0.000112 boy
14556 1894    Mortimer 0.000112 boy
14557 1894        Obie 0.000112 boy
14558 1894     Orlando 0.000112 boy
14559 1894        Reid 0.000112 boy
14560 1894        Seth 0.000112 boy
14561 1894      Shelby 0.000112 boy
14562 1894         Sid 0.000112 boy
14563 1894         Sim 0.000112 boy
14564 1894       Smith 0.000112 boy
14565 1894       Tommy 0.000112 boy
14566 1894       Wylie 0.000112 boy
14567 1894       Angus 0.000104 boy
14568 1894      Bernie 0.000104 boy
14569 1894      Billie 0.000104 boy
14570 1894        Boss 0.000104 boy
14571 1894      Dalton 0.000104 boy
14572 1894        Dana 0.000104 boy
14573 1894      Dayton 0.000104 boy
14574 1894        Dell 0.000104 boy
14575 1894     Eduardo 0.000104 boy
14576 1894    Florence 0.000104 boy
14577 1894        Ford 0.000104 boy
14578 1894      Howell 0.000104 boy
14579 1894       Jesus 0.000104 boy
14580 1894       Jonas 0.000104 boy
14581 1894      Jonnie 0.000104 boy
14582 1894      Josiah 0.000104 boy
14583 1894         Lem 0.000104 boy
14584 1894      Lenard 0.000104 boy
14585 1894       Maude 0.000104 boy
14586 1894      Miguel 0.000104 boy
14587 1894      Norris 0.000104 boy
14588 1894      Oswald 0.000104 boy
14589 1894      Prince 0.000104 boy
14590 1894      Ransom 0.000104 boy
14591 1894        Ruby 0.000104 boy
14592 1894      Steven 0.000104 boy
14593 1894       Toney 0.000104 boy
14594 1894    Alphonso 0.000096 boy
14595 1894      Audley 0.000096 boy
14596 1894       Berry 0.000096 boy
14597 1894        Buck 0.000096 boy
14598 1894        Burl 0.000096 boy
14599 1894       Carey 0.000096 boy
14600 1894      Carson 0.000096 boy
14601 1894       Davis 0.000096 boy
14602 1894        Elmo 0.000096 boy
14603 1894        Gale 0.000096 boy
14604 1894      Graham 0.000096 boy
14605 1894      Hervey 0.000096 boy
14606 1894      Hollis 0.000096 boy
14607 1894       Hyman 0.000096 boy
14608 1894         Irl 0.000096 boy
14609 1894      Israel 0.000096 boy
14610 1894       Jones 0.000096 boy
14611 1894       Kelly 0.000096 boy
14612 1894     Linwood 0.000096 boy
14613 1894   Llewellyn 0.000096 boy
14614 1894       Lonie 0.000096 boy
14615 1894         Lou 0.000096 boy
14616 1894      Lucien 0.000096 boy
14617 1894     Madison 0.000096 boy
14618 1894       Minor 0.000096 boy
14619 1894       Nolan 0.000096 boy
14620 1894       Paris 0.000096 boy
14621 1894        Reed 0.000096 boy
14622 1894     Seymour 0.000096 boy
14623 1894       Terry 0.000096 boy
14624 1894        Theo 0.000096 boy
14625 1894        Tobe 0.000096 boy
14626 1894       Tracy 0.000096 boy
14627 1894     Unknown 0.000096 boy
14628 1894      Vaughn 0.000096 boy
14629 1894      Vivian 0.000096 boy
14630 1894    Williams 0.000096 boy
14631 1894    Adolphus 0.000088 boy
14632 1894        Alan 0.000088 boy
14633 1894      Bailey 0.000088 boy
14634 1894 Bartholomew 0.000088 boy
14635 1894      Bryant 0.000088 boy
14636 1894     Chesley 0.000088 boy
14637 1894        Cleo 0.000088 boy
14638 1894       Cloyd 0.000088 boy
14639 1894         Coy 0.000088 boy
14640 1894    Crawford 0.000088 boy
14641 1894      Elmore 0.000088 boy
14642 1894        Enos 0.000088 boy
14643 1894     Ephriam 0.000088 boy
14644 1894       Ernie 0.000088 boy
14645 1894       Ethel 0.000088 boy
14646 1894       Finis 0.000088 boy
14647 1894     Garrett 0.000088 boy
14648 1894      Golden 0.000088 boy
14649 1894     Hampton 0.000088 boy
14650 1894       Heber 0.000088 boy
14651 1894      Henery 0.000088 boy
14652 1894       Issac 0.000088 boy
14653 1894        June 0.000088 boy
14654 1894       Keith 0.000088 boy
14655 1894       Loyal 0.000088 boy
14656 1894     Marshal 0.000088 boy
14657 1894       Monte 0.000088 boy
14658 1894      Nellie 0.000088 boy
14659 1894        Okey 0.000088 boy
14660 1894        Orin 0.000088 boy
14661 1894       Ottis 0.000088 boy
14662 1894       Price 0.000088 boy
14663 1894     Randall 0.000088 boy
14664 1894       Rolla 0.000088 boy
14665 1894    Thornton 0.000088 boy
14666 1894      Weldon 0.000088 boy
14667 1894     Wilburn 0.000088 boy
14668 1894         Ace 0.000080 boy
14669 1894      Alford 0.000080 boy
14670 1894       Algie 0.000080 boy
14671 1894      Alonza 0.000080 boy
14672 1894       Alvah 0.000080 boy
14673 1894       Alvis 0.000080 boy
14674 1894       Annie 0.000080 boy
14675 1894         Art 0.000080 boy
14676 1894      Author 0.000080 boy
14677 1894        Axel 0.000080 boy
14678 1894    Benjaman 0.000080 boy
14679 1894       Billy 0.000080 boy
14680 1894      Brooks 0.000080 boy
14681 1894     Carlyle 0.000080 boy
14682 1894      Cicero 0.000080 boy
14683 1894      Cletus 0.000080 boy
14684 1894       Clint 0.000080 boy
14685 1894      Duncan 0.000080 boy
14686 1894        Elie 0.000080 boy
14687 1894       Eliga 0.000080 boy
14688 1894   Elizabeth 0.000080 boy
14689 1894        Fate 0.000080 boy
14690 1894        Gail 0.000080 boy
14691 1894        Gary 0.000080 boy
14692 1894    Gertrude 0.000080 boy
14693 1894    Gregorio 0.000080 boy
14694 1894     Gregory 0.000080 boy
14695 1894     Hayward 0.000080 boy
14696 1894       Hazel 0.000080 boy
14697 1894      Hudson 0.000080 boy
14698 1894        Isom 0.000080 boy
14699 1894         Ivy 0.000080 boy
14700 1894      Jennie 0.000080 boy
14701 1894        Kyle 0.000080 boy
14702 1894       Lamar 0.000080 boy
14703 1894     Leander 0.000080 boy
14704 1894     Lincoln 0.000080 boy
14705 1894      Louise 0.000080 boy
14706 1894     Lucious 0.000080 boy
14707 1894         Lum 0.000080 boy
14708 1894   Marcellus 0.000080 boy
14709 1894      Newman 0.000080 boy
14710 1894     Norbert 0.000080 boy
14711 1894        Ocie 0.000080 boy
14712 1894        Olen 0.000080 boy
14713 1894        Omar 0.000080 boy
14714 1894       Pablo 0.000080 boy
14715 1894    Roderick 0.000080 boy
14716 1894      Rollin 0.000080 boy
14717 1894       Roman 0.000080 boy
14718 1894     Roswell 0.000080 boy
14719 1894     Rowland 0.000080 boy
14720 1894       Rubin 0.000080 boy
14721 1894       Sarah 0.000080 boy
14722 1894      Seward 0.000080 boy
14723 1894    Stanford 0.000080 boy
14724 1894    Thaddeus 0.000080 boy
14725 1894       Tomas 0.000080 boy
14726 1894      Walton 0.000080 boy
14727 1894      Watson 0.000080 boy
14728 1894     Winfred 0.000080 boy
14729 1894        Wong 0.000080 boy
14730 1894    Adelbert 0.000072 boy
14731 1894       Alpha 0.000072 boy
14732 1894      Andres 0.000072 boy
14733 1894       Anson 0.000072 boy
14734 1894        Aron 0.000072 boy
14735 1894   Benjamine 0.000072 boy
14736 1894       Benny 0.000072 boy
14737 1894      Blaine 0.000072 boy
14738 1894      Bonnie 0.000072 boy
14739 1894     Bradley 0.000072 boy
14740 1894       Bryan 0.000072 boy
14741 1894        Burr 0.000072 boy
14742 1894      Butler 0.000072 boy
14743 1894         Cal 0.000072 boy
14744 1894    Carlisle 0.000072 boy
14745 1894       Casey 0.000072 boy
14746 1894       Clara 0.000072 boy
14747 1894    Clarance 0.000072 boy
14748 1894       Craig 0.000072 boy
14749 1894         Doc 0.000072 boy
14750 1894     Dolphus 0.000072 boy
14751 1894      Egbert 0.000072 boy
14752 1894      Eligah 0.000072 boy
14753 1894       Elsie 0.000072 boy
14754 1894     Ephraim 0.000072 boy
14755 1894       Evans 0.000072 boy
14756 1894     Fleming 0.000072 boy
14757 1894      Gerard 0.000072 boy
14758 1894      Helmer 0.000072 boy
14759 1894    Hezekiah 0.000072 boy
14760 1894    Hilliard 0.000072 boy
14761 1894    Humphrey 0.000072 boy
14762 1894      Hunter 0.000072 boy
14763 1894         Ida 0.000072 boy
14764 1894    Ignatius 0.000072 boy
14765 1894         Lew 0.000072 boy
14766 1894       Loran 0.000072 boy
14767 1894     Mathias 0.000072 boy
14768 1894      Melton 0.000072 boy
14769 1894      Miller 0.000072 boy
14770 1894      Norval 0.000072 boy
14771 1894      Octave 0.000072 boy
14772 1894        Odis 0.000072 boy
14773 1894        Oran 0.000072 boy
14774 1894      Pierce 0.000072 boy
14775 1894      Pierre 0.000072 boy
14776 1894     Raphael 0.000072 boy
14777 1894       Reese 0.000072 boy
14778 1894    Richmond 0.000072 boy
14779 1894      Rodney 0.000072 boy
14780 1894        Rush 0.000072 boy
14781 1894     Shelton 0.000072 boy
14782 1894    Spurgeon 0.000072 boy
14783 1894      Squire 0.000072 boy
14784 1894     Talmage 0.000072 boy
14785 1894  Wellington 0.000072 boy
14786 1894        West 0.000072 boy
14787 1894        Zeno 0.000072 boy
14788 1894       Addie 0.000064 boy
14789 1894       Alden 0.000064 boy
14790 1894      Antone 0.000064 boy
14791 1894       Arley 0.000064 boy
14792 1894       Arvel 0.000064 boy
14793 1894        Bart 0.000064 boy
14794 1894         Bee 0.000064 boy
14795 1894    Bernhard 0.000064 boy
14796 1894       Brown 0.000064 boy
14797 1894        Byrd 0.000064 boy
14798 1894    Carleton 0.000064 boy
14799 1894     Claudie 0.000064 boy
14800 1894      Collie 0.000064 boy
14801 1894    Courtney 0.000064 boy
14802 1894      Delmer 0.000064 boy
14803 1894      Dexter 0.000064 boy
14804 1894       Doyle 0.000064 boy
14805 1894        Ella 0.000064 boy
14806 1894       Emmit 0.000064 boy
14807 1894       Ennis 0.000064 boy
14808 1894        Erby 0.000064 boy
14809 1894       Essex 0.000064 boy
14810 1894         Eva 0.000064 boy
14811 1894    Fernando 0.000064 boy
14812 1894        Floy 0.000064 boy
14813 1894        Gabe 0.000064 boy
14814 1894   Guadalupe 0.000064 boy
14815 1894       Harve 0.000064 boy
14816 1894      Hector 0.000064 boy
14817 1894       Helen 0.000064 boy
14818 1894     Hillard 0.000064 boy
14819 1894       Holly 0.000064 boy
14820 1894      Hughey 0.000064 boy
14821 1894     Isidore 0.000064 boy
14822 1894        Ivey 0.000064 boy
14823 1894       Ivory 0.000064 boy
14824 1894       Kirby 0.000064 boy
14825 1894   Lawerence 0.000064 boy
14826 1894       Leigh 0.000064 boy
14827 1894         Len 0.000064 boy
14828 1894      Lennie 0.000064 boy
14829 1894      Linton 0.000064 boy
14830 1894       Lonzo 0.000064 boy
14831 1894        Love 0.000064 boy
14832 1894       Lucas 0.000064 boy
14833 1894      Malcom 0.000064 boy
14834 1894     Manford 0.000064 boy
14835 1894     Maxwell 0.000064 boy
14836 1894         May 0.000064 boy
14837 1894        Mont 0.000064 boy
14838 1894      Murphy 0.000064 boy
14839 1894        Orie 0.000064 boy
14840 1894        Orla 0.000064 boy
14841 1894        Ovid 0.000064 boy
14842 1894        Park 0.000064 boy
14843 1894    Percival 0.000064 boy
14844 1894    Pleasant 0.000064 boy
14845 1894      Rafael 0.000064 boy
14846 1894     Rolland 0.000064 boy
14847 1894       Stacy 0.000064 boy
14848 1894    Sylvanus 0.000064 boy
14849 1894         Tim 0.000064 boy
14850 1894      Travis 0.000064 boy
14851 1894        Wash 0.000064 boy
14852 1894      Weaver 0.000064 boy
14853 1894      Werner 0.000064 boy
14854 1894      Wilton 0.000064 boy
14855 1894     Woodson 0.000064 boy
14856 1894      Wright 0.000064 boy
14857 1894       Agnes 0.000056 boy
14858 1894     Alfonso 0.000056 boy
14859 1894     Alfredo 0.000056 boy
14860 1894      Alston 0.000056 boy
14861 1894       Ansel 0.000056 boy
14862 1894       Arvid 0.000056 boy
14863 1894      Audrey 0.000056 boy
14864 1894     Augusta 0.000056 boy
14865 1894      Bascom 0.000056 boy
14866 1894      Baxter 0.000056 boy
14867 1894    Benedict 0.000056 boy
14868 1894      Bertie 0.000056 boy
14869 1894    Bertrand 0.000056 boy
14870 1894        Birt 0.000056 boy
14871 1894       Blake 0.000056 boy
14872 1894       Brice 0.000056 boy
14873 1894       Buddy 0.000056 boy
14874 1894     Burrell 0.000056 boy
14875 1894      Claire 0.000056 boy
14876 1894      Cleave 0.000056 boy
14877 1894     Clemmie 0.000056 boy
14878 1894      Clemon 0.000056 boy
14879 1894     Collins 0.000056 boy
14880 1894        Cora 0.000056 boy
14881 1894      Cullen 0.000056 boy
14882 1894      Danial 0.000056 boy
14883 1894     Dempsey 0.000056 boy
14884 1894      Donnie 0.000056 boy
14885 1894     Dorothy 0.000056 boy
14886 1894     Durward 0.000056 boy
14887 1894       Einar 0.000056 boy
14888 1894      Elliot 0.000056 boy
14889 1894       Elwin 0.000056 boy
14890 1894       Estel 0.000056 boy
14891 1894      Esther 0.000056 boy
14892 1894    Everette 0.000056 boy
14893 1894        Fern 0.000056 boy
14894 1894       Franz 0.000056 boy
14895 1894      Garnet 0.000056 boy
14896 1894     Garnett 0.000056 boy
14897 1894      Gaston 0.000056 boy
14898 1894         Gay 0.000056 boy
14899 1894     Gerhard 0.000056 boy
14900 1894      Glover 0.000056 boy
14901 1894      Gurney 0.000056 boy
14902 1894    Hamilton 0.000056 boy
14903 1894      Hebert 0.000056 boy
14904 1894      Hermon 0.000056 boy
14905 1894      Hezzie 0.000056 boy
14906 1894        Hill 0.000056 boy
14907 1894      Hobart 0.000056 boy
14908 1894       Hosea 0.000056 boy
14909 1894        Hoyt 0.000056 boy
14910 1894        Huey 0.000056 boy
14911 1894      Hughie 0.000056 boy
14912 1894       Isham 0.000056 boy
14913 1894        Kurt 0.000056 boy
14914 1894     Lillian 0.000056 boy
14915 1894     Lindsey 0.000056 boy
14916 1894       Linus 0.000056 boy
14917 1894        Lois 0.000056 boy
14918 1894        Lula 0.000056 boy
14919 1894      Mahlon 0.000056 boy
14920 1894       Marie 0.000056 boy
14921 1894      Martha 0.000056 boy
14922 1894      Mattie 0.000056 boy
14923 1894       Mearl 0.000056 boy
14924 1894        Murl 0.000056 boy
14925 1894     Nicolas 0.000056 boy
14926 1894        Nora 0.000056 boy
14927 1894      Oakley 0.000056 boy
14928 1894       Oddie 0.000056 boy
14929 1894       Odell 0.000056 boy
14930 1894      Orange 0.000056 boy
14931 1894     Osborne 0.000056 boy
14932 1894      Parley 0.000056 boy
14933 1894      Ramsey 0.000056 boy
14934 1894    Reinhold 0.000056 boy
14935 1894        Rene 0.000056 boy
14936 1894         Roe 0.000056 boy
14937 1894       Romeo 0.000056 boy
14938 1894      Rueben 0.000056 boy
14939 1894        Ruel 0.000056 boy
14940 1894      Sammie 0.000056 boy
14941 1894     Sampson 0.000056 boy
14942 1894      Shelly 0.000056 boy
14943 1894      Simeon 0.000056 boy
14944 1894    Sullivan 0.000056 boy
14945 1894     Tolbert 0.000056 boy
14946 1894         Toy 0.000056 boy
14947 1894     Vicente 0.000056 boy
14948 1894      Vinton 0.000056 boy
14949 1894      Wayman 0.000056 boy
14950 1894        Webb 0.000056 boy
14951 1894     Winston 0.000056 boy
14952 1894         Yee 0.000056 boy
14953 1894         Zed 0.000056 boy
14954 1894         Ada 0.000048 boy
14955 1894      Adolfo 0.000048 boy
14956 1894        Alec 0.000048 boy
14957 1894         Alf 0.000048 boy
14958 1894     Allison 0.000048 boy
14959 1894       Alois 0.000048 boy
14960 1894       Ammon 0.000048 boy
14961 1894        Audy 0.000048 boy
14962 1894   Augustine 0.000048 boy
14963 1894      Auther 0.000048 boy
14964 1894      Barnie 0.000048 boy
14965 1894      Barton 0.000048 boy
14966 1894    Benjamen 0.000048 boy
14967 1894     Bernice 0.000048 boy
14968 1894      Berton 0.000048 boy
14969 1894      Bishop 0.000048 boy
14970 1894       Blair 0.000048 boy
14971 1894     Blanche 0.000048 boy
14972 1894      Burnie 0.000048 boy
14973 1894       Caleb 0.000048 boy
14974 1894     Camille 0.000048 boy
14975 1894      Carrie 0.000048 boy
14976 1894     Colonel 0.000048 boy
14977 1894      Conley 0.000048 boy
14978 1894      Connie 0.000048 boy
14979 1894       Creed 0.000048 boy
14980 1894      Delmar 0.000048 boy
14981 1894       Denis 0.000048 boy
14982 1894      Denver 0.000048 boy
14983 1894     Dominic 0.000048 boy
14984 1894       Donat 0.000048 boy
14985 1894        Drew 0.000048 boy
14986 1894        Eben 0.000048 boy
14987 1894        Edna 0.000048 boy
14988 1894       Effie 0.000048 boy
14989 1894       Elige 0.000048 boy
14990 1894       Ellen 0.000048 boy
14991 1894      Emmons 0.000048 boy
14992 1894       Erich 0.000048 boy
14993 1894        Erle 0.000048 boy
14994 1894        Esau 0.000048 boy
14995 1894       Esley 0.000048 boy
14996 1894      Estill 0.000048 boy
14997 1894       Eston 0.000048 boy
14998 1894       Evert 0.000048 boy
14999 1894        Ferd 0.000048 boy
15000 1894        Flem 0.000048 boy
15001 1895        John 0.065699 boy
15002 1895     William 0.057464 boy
15003 1895       James 0.042131 boy
15004 1895      George 0.033864 boy
15005 1895     Charles 0.028684 boy
15006 1895       Frank 0.023781 boy
15007 1895      Joseph 0.023623 boy
15008 1895      Robert 0.020813 boy
15009 1895       Henry 0.017536 boy
15010 1895      Edward 0.017386 boy
15011 1895      Thomas 0.017007 boy
15012 1895       Harry 0.016810 boy
15013 1895      Walter 0.015909 boy
15014 1895      Arthur 0.013154 boy
15015 1895        Fred 0.011709 boy
15016 1895      Albert 0.010983 boy
15017 1895    Clarence 0.010462 boy
15018 1895      Willie 0.008456 boy
15019 1895         Roy 0.008117 boy
15020 1895        Paul 0.007367 boy
15021 1895       Louis 0.007209 boy
15022 1895        Earl 0.006727 boy
15023 1895        Carl 0.006719 boy
15024 1895      Ernest 0.006585 boy
15025 1895      Samuel 0.006427 boy
15026 1895     Raymond 0.006364 boy
15027 1895     Charlie 0.006056 boy
15028 1895         Joe 0.006024 boy
15029 1895      Harold 0.005945 boy
15030 1895       Ralph 0.005811 boy
15031 1895     Richard 0.005740 boy
15032 1895       David 0.005582 boy
15033 1895      Howard 0.005061 boy
15034 1895       Elmer 0.004816 boy
15035 1895       Jesse 0.004556 boy
15036 1895     Herbert 0.004493 boy
15037 1895      Andrew 0.004437 boy
15038 1895      Alfred 0.004350 boy
15039 1895       Oscar 0.004335 boy
15040 1895      Daniel 0.004074 boy
15041 1895    Lawrence 0.004019 boy
15042 1895         Leo 0.004019 boy
15043 1895         Sam 0.003845 boy
15044 1895        Will 0.003829 boy
15045 1895     Francis 0.003790 boy
15046 1895        Jack 0.003790 boy
15047 1895         Lee 0.003774 boy
15048 1895    Benjamin 0.003569 boy
15049 1895      Herman 0.003466 boy
15050 1895      Eugene 0.003395 boy
15051 1895       Floyd 0.003371 boy
15052 1895     Michael 0.003261 boy
15053 1895       Peter 0.003253 boy
15054 1895   Frederick 0.003206 boy
15055 1895      Claude 0.003071 boy
15056 1895         Ray 0.003000 boy
15057 1895     Chester 0.002985 boy
15058 1895       Lewis 0.002977 boy
15059 1895       Clyde 0.002921 boy
15060 1895       Edwin 0.002732 boy
15061 1895     Leonard 0.002700 boy
15062 1895         Tom 0.002645 boy
15063 1895         Ben 0.002558 boy
15064 1895       Edgar 0.002550 boy
15065 1895      Martin 0.002503 boy
15066 1895     Russell 0.002377 boy
15067 1895       Homer 0.002337 boy
15068 1895      Lester 0.002329 boy
15069 1895        Otto 0.002234 boy
15070 1895      Harvey 0.002227 boy
15071 1895         Jim 0.002203 boy
15072 1895    Clifford 0.002148 boy
15073 1895      Luther 0.002124 boy
15074 1895       Jacob 0.002100 boy
15075 1895       Lloyd 0.002077 boy
15076 1895         Guy 0.002061 boy
15077 1895     Bernard 0.002045 boy
15078 1895       Leroy 0.001966 boy
15079 1895      Jessie 0.001934 boy
15080 1895        Hugh 0.001919 boy
15081 1895      Leslie 0.001855 boy
15082 1895     Patrick 0.001840 boy
15083 1895     Stanley 0.001840 boy
15084 1895          Ed 0.001808 boy
15085 1895       Eddie 0.001800 boy
15086 1895     Anthony 0.001745 boy
15087 1895        Leon 0.001729 boy
15088 1895      Oliver 0.001705 boy
15089 1895      Archie 0.001674 boy
15090 1895      Horace 0.001666 boy
15091 1895      Norman 0.001666 boy
15092 1895      Philip 0.001666 boy
15093 1895    Theodore 0.001642 boy
15094 1895     Everett 0.001634 boy
15095 1895         Ira 0.001634 boy
15096 1895      Donald 0.001603 boy
15097 1895   Alexander 0.001571 boy
15098 1895       Allen 0.001548 boy
15099 1895      Victor 0.001548 boy
15100 1895       Cecil 0.001516 boy
15101 1895      August 0.001500 boy
15102 1895      Milton 0.001484 boy
15103 1895       Alvin 0.001413 boy
15104 1895     Stephen 0.001413 boy
15105 1895     Charley 0.001405 boy
15106 1895      Sidney 0.001405 boy
15107 1895       Isaac 0.001358 boy
15108 1895      Julius 0.001303 boy
15109 1895       Percy 0.001295 boy
15110 1895      Warren 0.001263 boy
15111 1895      Melvin 0.001247 boy
15112 1895      Wesley 0.001232 boy
15113 1895       Glenn 0.001184 boy
15114 1895        Bert 0.001176 boy
15115 1895      Marion 0.001169 boy
15116 1895      Virgil 0.001153 boy
15117 1895        Alex 0.001129 boy
15118 1895     Earnest 0.001129 boy
15119 1895        Mack 0.001105 boy
15120 1895        Dave 0.001097 boy
15121 1895      Emmett 0.001090 boy
15122 1895        Emil 0.001074 boy
15123 1895     Maurice 0.001074 boy
15124 1895       Rufus 0.001066 boy
15125 1895      Willis 0.001066 boy
15126 1895     Vincent 0.001058 boy
15127 1895        Otis 0.001050 boy
15128 1895     Gilbert 0.001042 boy
15129 1895      Vernon 0.001034 boy
15130 1895      Calvin 0.001026 boy
15131 1895     Kenneth 0.001003 boy
15132 1895      Morris 0.000987 boy
15133 1895      Wilbur 0.000987 boy
15134 1895     Johnnie 0.000947 boy
15135 1895      Lonnie 0.000947 boy
15136 1895      Nathan 0.000940 boy
15137 1895     Wallace 0.000940 boy
15138 1895     Willard 0.000892 boy
15139 1895     Matthew 0.000884 boy
15140 1895      Irving 0.000869 boy
15141 1895       Felix 0.000861 boy
15142 1895      Dennis 0.000853 boy
15143 1895      Nelson 0.000853 boy
15144 1895      Marvin 0.000845 boy
15145 1895      Elbert 0.000837 boy
15146 1895      Hubert 0.000837 boy
15147 1895     Rudolph 0.000837 boy
15148 1895      Gordon 0.000821 boy
15149 1895        Jose 0.000821 boy
15150 1895    Franklin 0.000813 boy
15151 1895        Glen 0.000805 boy
15152 1895       Jerry 0.000805 boy
15153 1895        Jess 0.000805 boy
15154 1895        Mark 0.000805 boy
15155 1895      Reuben 0.000805 boy
15156 1895       Ellis 0.000790 boy
15157 1895    Marshall 0.000790 boy
15158 1895   Sylvester 0.000782 boy
15159 1895      Manuel 0.000774 boy
15160 1895       Perry 0.000766 boy
15161 1895      Roland 0.000766 boy
15162 1895        Amos 0.000758 boy
15163 1895      Arnold 0.000758 boy
15164 1895         Dan 0.000758 boy
15165 1895         Max 0.000750 boy
15166 1895       Aaron 0.000742 boy
15167 1895     Abraham 0.000742 boy
15168 1895      Grover 0.000734 boy
15169 1895     Clifton 0.000726 boy
15170 1895     Orville 0.000726 boy
15171 1895     Clinton 0.000718 boy
15172 1895        Jake 0.000718 boy
15173 1895         Jay 0.000718 boy
15174 1895      Roscoe 0.000718 boy
15175 1895        Bill 0.000711 boy
15176 1895      Edmund 0.000711 boy
15177 1895       Ollie 0.000711 boy
15178 1895     Phillip 0.000711 boy
15179 1895      Curtis 0.000703 boy
15180 1895       Claud 0.000695 boy
15181 1895     Forrest 0.000695 boy
15182 1895      Adolph 0.000679 boy
15183 1895     Clayton 0.000679 boy
15184 1895   Cornelius 0.000679 boy
15185 1895      Alonzo 0.000671 boy
15186 1895        Mike 0.000671 boy
15187 1895    Nicholas 0.000663 boy
15188 1895      Bennie 0.000647 boy
15189 1895    Harrison 0.000640 boy
15190 1895        Adam 0.000616 boy
15191 1895         Don 0.000616 boy
15192 1895       Grant 0.000608 boy
15193 1895      Gerald 0.000600 boy
15194 1895      Elijah 0.000592 boy
15195 1895        Owen 0.000592 boy
15196 1895     Sherman 0.000592 boy
15197 1895        Alva 0.000584 boy
15198 1895        Ross 0.000576 boy
15199 1895         Gus 0.000568 boy
15200 1895        Levi 0.000568 boy
15201 1895   Nathaniel 0.000568 boy
15202 1895        Noah 0.000568 boy
15203 1895      Jasper 0.000561 boy
15204 1895       Steve 0.000561 boy
15205 1895      Wilson 0.000561 boy
15206 1895       Moses 0.000553 boy
15207 1895       Roger 0.000545 boy
15208 1895        Dock 0.000537 boy
15209 1895      Harley 0.000537 boy
15210 1895       Silas 0.000537 boy
15211 1895        Karl 0.000529 boy
15212 1895       Bruce 0.000521 boy
15213 1895        Pete 0.000521 boy
15214 1895       Irvin 0.000513 boy
15215 1895        Jeff 0.000513 boy
15216 1895      Jimmie 0.000513 boy
15217 1895     Emanuel 0.000505 boy
15218 1895       Anton 0.000497 boy
15219 1895      Monroe 0.000497 boy
15220 1895    Fredrick 0.000490 boy
15221 1895       Hiram 0.000490 boy
15222 1895        Mose 0.000490 boy
15223 1895     Carroll 0.000482 boy
15224 1895     Douglas 0.000482 boy
15225 1895        Juan 0.000482 boy
15226 1895       Wiley 0.000482 boy
15227 1895 Christopher 0.000474 boy
15228 1895     Timothy 0.000474 boy
15229 1895       Grady 0.000466 boy
15230 1895      Jerome 0.000458 boy
15231 1895      Johnie 0.000458 boy
15232 1895    Laurence 0.000458 boy
15233 1895     Preston 0.000458 boy
15234 1895       Simon 0.000450 boy
15235 1895       Byron 0.000442 boy
15236 1895       Wayne 0.000442 boy
15237 1895      Austin 0.000434 boy
15238 1895      Barney 0.000434 boy
15239 1895         Eli 0.000434 boy
15240 1895      Julian 0.000434 boy
15241 1895        Loyd 0.000434 boy
15242 1895         Abe 0.000426 boy
15243 1895         Bob 0.000426 boy
15244 1895      Leland 0.000426 boy
15245 1895   Christian 0.000418 boy
15246 1895       Clark 0.000418 boy
15247 1895       Earle 0.000418 boy
15248 1895        Luke 0.000418 boy
15249 1895      Forest 0.000411 boy
15250 1895         Ora 0.000411 boy
15251 1895   Cleveland 0.000403 boy
15252 1895       Ervin 0.000403 boy
15253 1895     Solomon 0.000403 boy
15254 1895    Augustus 0.000395 boy
15255 1895      Edmond 0.000395 boy
15256 1895     Millard 0.000395 boy
15257 1895     Gustave 0.000387 boy
15258 1895        Ivan 0.000387 boy
15259 1895       Riley 0.000387 boy
15260 1895        Ward 0.000379 boy
15261 1895        Mary 0.000371 boy
15262 1895       Erwin 0.000363 boy
15263 1895       Louie 0.000363 boy
15264 1895        Lynn 0.000363 boy
15265 1895       Merle 0.000363 boy
15266 1895        Ezra 0.000355 boy
15267 1895       Pearl 0.000355 boy
15268 1895         Ike 0.000347 boy
15269 1895      Elwood 0.000340 boy
15270 1895       Scott 0.000340 boy
15271 1895        Tony 0.000340 boy
15272 1895     Ulysses 0.000340 boy
15273 1895        Vern 0.000340 boy
15274 1895    Columbus 0.000332 boy
15275 1895       Emory 0.000332 boy
15276 1895       Chris 0.000324 boy
15277 1895         Edd 0.000324 boy
15278 1895     Wilfred 0.000324 boy
15279 1895         Asa 0.000316 boy
15280 1895      Dewitt 0.000316 boy
15281 1895        Lyle 0.000316 boy
15282 1895        Andy 0.000308 boy
15283 1895       Enoch 0.000308 boy
15284 1895        Hugo 0.000308 boy
15285 1895       Irwin 0.000308 boy
15286 1895      Murray 0.000308 boy
15287 1895     Stewart 0.000308 boy
15288 1895        Wade 0.000308 boy
15289 1895     Ambrose 0.000300 boy
15290 1895   Ferdinand 0.000300 boy
15291 1895    Fletcher 0.000300 boy
15292 1895        Neal 0.000300 boy
15293 1895         Ned 0.000300 boy
15294 1895      Tommie 0.000300 boy
15295 1895      Aubrey 0.000292 boy
15296 1895   Ellsworth 0.000292 boy
15297 1895       Emery 0.000292 boy
15298 1895        Joel 0.000292 boy
15299 1895       Larry 0.000292 boy
15300 1895       Ruben 0.000292 boy
15301 1895     Antonio 0.000284 boy
15302 1895      Marcus 0.000284 boy
15303 1895         Pat 0.000284 boy
15304 1895      Walker 0.000284 boy
15305 1895       Isiah 0.000276 boy
15306 1895      Johnny 0.000276 boy
15307 1895     Spencer 0.000276 boy
15308 1895    Sterling 0.000276 boy
15309 1895     Wilbert 0.000276 boy
15310 1895      Conrad 0.000268 boy
15311 1895       Major 0.000268 boy
15312 1895    Mckinley 0.000268 boy
15313 1895       Myron 0.000268 boy
15314 1895         Rex 0.000268 boy
15315 1895         Van 0.000268 boy
15316 1895       Allie 0.000261 boy
15317 1895         Bud 0.000261 boy
15318 1895        Clay 0.000261 boy
15319 1895      Dallas 0.000261 boy
15320 1895     Delbert 0.000261 boy
15321 1895      Elisha 0.000261 boy
15322 1895     Malcolm 0.000261 boy
15323 1895      Mathew 0.000261 boy
15324 1895       Miles 0.000261 boy
15325 1895      Newton 0.000261 boy
15326 1895         Dee 0.000253 boy
15327 1895     Jackson 0.000253 boy
15328 1895       Royal 0.000253 boy
15329 1895    Anderson 0.000245 boy
15330 1895        Boyd 0.000245 boy
15331 1895       Clair 0.000245 boy
15332 1895     Elliott 0.000245 boy
15333 1895       Emmet 0.000245 boy
15334 1895         Lon 0.000245 boy
15335 1895    Mitchell 0.000245 boy
15336 1895        Neil 0.000245 boy
15337 1895     Bertram 0.000237 boy
15338 1895     Garland 0.000237 boy
15339 1895       Loren 0.000237 boy
15340 1895    Chauncey 0.000229 boy
15341 1895       Elias 0.000229 boy
15342 1895   Granville 0.000229 boy
15343 1895      Joshua 0.000229 boy
15344 1895        Nick 0.000229 boy
15345 1895    Randolph 0.000229 boy
15346 1895        Troy 0.000229 boy
15347 1895        Clem 0.000221 boy
15348 1895     Clement 0.000221 boy
15349 1895       Dewey 0.000221 boy
15350 1895        Gene 0.000221 boy
15351 1895   Jefferson 0.000221 boy
15352 1895    Jeremiah 0.000221 boy
15353 1895      Lowell 0.000221 boy
15354 1895      Lucius 0.000221 boy
15355 1895       Noble 0.000221 boy
15356 1895        Oren 0.000221 boy
15357 1895     Shirley 0.000221 boy
15358 1895    Aloysius 0.000213 boy
15359 1895       Bryan 0.000213 boy
15360 1895      Burton 0.000213 boy
15361 1895     Carlton 0.000213 boy
15362 1895      Foster 0.000213 boy
15363 1895     Freeman 0.000213 boy
15364 1895        Josh 0.000213 boy
15365 1895    Napoleon 0.000213 boy
15366 1895       Ramon 0.000213 boy
15367 1895      Wilmer 0.000213 boy
15368 1895       Alton 0.000205 boy
15369 1895   Archibald 0.000205 boy
15370 1895     Bradley 0.000205 boy
15371 1895        Dale 0.000205 boy
15372 1895        Elmo 0.000205 boy
15373 1895       Jonas 0.000205 boy
15374 1895      Jordan 0.000205 boy
15375 1895     Lincoln 0.000205 boy
15376 1895     Lorenzo 0.000205 boy
15377 1895        Matt 0.000205 boy
15378 1895      Morgan 0.000205 boy
15379 1895        Omer 0.000205 boy
15380 1895    Reginald 0.000205 boy
15381 1895      Taylor 0.000205 boy
15382 1895       Vance 0.000205 boy
15383 1895    Alphonse 0.000197 boy
15384 1895       Cyrus 0.000197 boy
15385 1895       Elvin 0.000197 boy
15386 1895   Henderson 0.000197 boy
15387 1895     Merrill 0.000197 boy
15388 1895      Porter 0.000197 boy
15389 1895      Ronald 0.000197 boy
15390 1895      Arther 0.000189 boy
15391 1895       Early 0.000189 boy
15392 1895     Freddie 0.000189 boy
15393 1895      Hollis 0.000189 boy
15394 1895      Isaiah 0.000189 boy
15395 1895        King 0.000189 boy
15396 1895         Sol 0.000189 boy
15397 1895      Sydney 0.000189 boy
15398 1895         Ted 0.000189 boy
15399 1895          Al 0.000182 boy
15400 1895      Dudley 0.000182 boy
15401 1895         Fay 0.000182 boy
15402 1895    Herschel 0.000182 boy
15403 1895       Jason 0.000182 boy
15404 1895      Judson 0.000182 boy
15405 1895      Junius 0.000182 boy
15406 1895       Kelly 0.000182 boy
15407 1895   Lafayette 0.000182 boy
15408 1895      Lemuel 0.000182 boy
15409 1895      Morton 0.000182 boy
15410 1895       Pedro 0.000182 boy
15411 1895     Sanford 0.000182 boy
15412 1895   Valentine 0.000182 boy
15413 1895     Wendell 0.000182 boy
15414 1895    Adolphus 0.000174 boy
15415 1895       Allan 0.000174 boy
15416 1895       Basil 0.000174 boy
15417 1895        Burt 0.000174 boy
15418 1895        Dick 0.000174 boy
15419 1895      Dwight 0.000174 boy
15420 1895        Hans 0.000174 boy
15421 1895      Harris 0.000174 boy
15422 1895     Houston 0.000174 boy
15423 1895       Judge 0.000174 boy
15424 1895        Omar 0.000174 boy
15425 1895    Winfield 0.000174 boy
15426 1895        Alan 0.000166 boy
15427 1895       Arlie 0.000166 boy
15428 1895       Cliff 0.000166 boy
15429 1895       Cyril 0.000166 boy
15430 1895     Emerson 0.000166 boy
15431 1895       Emile 0.000166 boy
15432 1895     Haywood 0.000166 boy
15433 1895       Lyman 0.000166 boy
15434 1895      Rollie 0.000166 boy
15435 1895      Wilber 0.000166 boy
15436 1895        Zack 0.000166 boy
15437 1895       Avery 0.000158 boy
15438 1895        Axel 0.000158 boy
15439 1895      Buford 0.000158 boy
15440 1895      Carlos 0.000158 boy
15441 1895        Dean 0.000158 boy
15442 1895        Eric 0.000158 boy
15443 1895   Francisco 0.000158 boy
15444 1895     General 0.000158 boy
15445 1895        Gust 0.000158 boy
15446 1895         Hal 0.000158 boy
15447 1895      Lenard 0.000158 boy
15448 1895     Lucious 0.000158 boy
15449 1895        Nels 0.000158 boy
15450 1895         Ole 0.000158 boy
15451 1895       Sandy 0.000158 boy
15452 1895      Stuart 0.000158 boy
15453 1895       Tommy 0.000158 boy
15454 1895       Verne 0.000158 boy
15455 1895       Waldo 0.000158 boy
15456 1895     Addison 0.000150 boy
15457 1895        Cleo 0.000150 boy
15458 1895         Coy 0.000150 boy
15459 1895      Elmore 0.000150 boy
15460 1895        Elza 0.000150 boy
15461 1895    Florence 0.000150 boy
15462 1895     Garrett 0.000150 boy
15463 1895      Gustav 0.000150 boy
15464 1895     Isadore 0.000150 boy
15465 1895        Jean 0.000150 boy
15466 1895      Lionel 0.000150 boy
15467 1895       Mason 0.000150 boy
15468 1895     Maynard 0.000150 boy
15469 1895    Melville 0.000150 boy
15470 1895        Olin 0.000150 boy
15471 1895        Reed 0.000150 boy
15472 1895      Rodney 0.000150 boy
15473 1895       Roman 0.000150 boy
15474 1895        Ruby 0.000150 boy
15475 1895  Washington 0.000150 boy
15476 1895       Abram 0.000142 boy
15477 1895      Adrian 0.000142 boy
15478 1895        Anna 0.000142 boy
15479 1895    Benjiman 0.000142 boy
15480 1895       Berry 0.000142 boy
15481 1895       Hardy 0.000142 boy
15482 1895         Ivy 0.000142 boy
15483 1895        Lige 0.000142 boy
15484 1895        Milo 0.000142 boy
15485 1895     Norbert 0.000142 boy
15486 1895      Prince 0.000142 boy
15487 1895      Russel 0.000142 boy
15488 1895        Seth 0.000142 boy
15489 1895     Wilford 0.000142 boy
15490 1895       Wylie 0.000142 boy
15491 1895       Carey 0.000134 boy
15492 1895      Christ 0.000134 boy
15493 1895      Delmar 0.000134 boy
15494 1895   Elizabeth 0.000134 boy
15495 1895       Green 0.000134 boy
15496 1895       Helen 0.000134 boy
15497 1895       Jesus 0.000134 boy
15498 1895       Jules 0.000134 boy
15499 1895        Noel 0.000134 boy
15500 1895     Thurman 0.000134 boy
15501 1895       Abner 0.000126 boy
15502 1895     Adelard 0.000126 boy
15503 1895        Alma 0.000126 boy
15504 1895       Artie 0.000126 boy
15505 1895      Buster 0.000126 boy
15506 1895        Chas 0.000126 boy
15507 1895       Cleve 0.000126 boy
15508 1895      Connie 0.000126 boy
15509 1895      Dorsey 0.000126 boy
15510 1895       Elton 0.000126 boy
15511 1895      Emmitt 0.000126 boy
15512 1895      Esther 0.000126 boy
15513 1895     Frances 0.000126 boy
15514 1895    Hezekiah 0.000126 boy
15515 1895      Hobart 0.000126 boy
15516 1895      Howell 0.000126 boy
15517 1895       Ivory 0.000126 boy
15518 1895       Lonzo 0.000126 boy
15519 1895      Miguel 0.000126 boy
15520 1895        Obie 0.000126 boy
15521 1895       Pablo 0.000126 boy
15522 1895     Raleigh 0.000126 boy
15523 1895      Sammie 0.000126 boy
15524 1895      Shelby 0.000126 boy
15525 1895       Smith 0.000126 boy
15526 1895      Steven 0.000126 boy
15527 1895      Vivian 0.000126 boy
15528 1895     Webster 0.000126 boy
15529 1895       Angus 0.000118 boy
15530 1895       Annie 0.000118 boy
15531 1895        Arch 0.000118 boy
15532 1895       Clint 0.000118 boy
15533 1895    Dominick 0.000118 boy
15534 1895       Ethel 0.000118 boy
15535 1895       Evert 0.000118 boy
15536 1895       Fritz 0.000118 boy
15537 1895    Garfield 0.000118 boy
15538 1895        Guss 0.000118 boy
15539 1895    Hamilton 0.000118 boy
15540 1895      Harmon 0.000118 boy
15541 1895      Israel 0.000118 boy
15542 1895        Levy 0.000118 boy
15543 1895       Logan 0.000118 boy
15544 1895      Lucian 0.000118 boy
15545 1895      Ludwig 0.000118 boy
15546 1895     Madison 0.000118 boy
15547 1895     Milford 0.000118 boy
15548 1895        Otho 0.000118 boy
15549 1895      Parker 0.000118 boy
15550 1895        Phil 0.000118 boy
15551 1895        Pink 0.000118 boy
15552 1895      Rupert 0.000118 boy
15553 1895     Talmage 0.000118 boy
15554 1895         Tim 0.000118 boy
15555 1895      Truman 0.000118 boy
15556 1895       Albin 0.000111 boy
15557 1895       Alvah 0.000111 boy
15558 1895      Bernie 0.000111 boy
15559 1895       Bruno 0.000111 boy
15560 1895      Casper 0.000111 boy
15561 1895       Davis 0.000111 boy
15562 1895      Duncan 0.000111 boy
15563 1895    Eldridge 0.000111 boy
15564 1895       Evans 0.000111 boy
15565 1895    Frederic 0.000111 boy
15566 1895     Gabriel 0.000111 boy
15567 1895      Gerard 0.000111 boy
15568 1895      Graham 0.000111 boy
15569 1895        Jule 0.000111 boy
15570 1895     Mathias 0.000111 boy
15571 1895     Merritt 0.000111 boy
15572 1895      Mervin 0.000111 boy
15573 1895      Norris 0.000111 boy
15574 1895        Odie 0.000111 boy
15575 1895       Orval 0.000111 boy
15576 1895        Otha 0.000111 boy
15577 1895      Pierce 0.000111 boy
15578 1895        Theo 0.000111 boy
15579 1895          Wm 0.000111 boy
15580 1895       Alvis 0.000103 boy
15581 1895      Angelo 0.000103 boy
15582 1895      Bertha 0.000103 boy
15583 1895      Billie 0.000103 boy
15584 1895       Ernst 0.000103 boy
15585 1895        Evan 0.000103 boy
15586 1895        Gail 0.000103 boy
15587 1895       Hazel 0.000103 boy
15588 1895       Heber 0.000103 boy
15589 1895     Johnson 0.000103 boy
15590 1895         Lem 0.000103 boy
15591 1895     Leopold 0.000103 boy
15592 1895     Linwood 0.000103 boy
15593 1895      Lucien 0.000103 boy
15594 1895     Maxwell 0.000103 boy
15595 1895      Newman 0.000103 boy
15596 1895        Oral 0.000103 boy
15597 1895     Orlando 0.000103 boy
15598 1895      Oswald 0.000103 boy
15599 1895      Palmer 0.000103 boy
15600 1895       Paris 0.000103 boy
15601 1895      Ransom 0.000103 boy
15602 1895      Rogers 0.000103 boy
15603 1895    Santiago 0.000103 boy
15604 1895        Saul 0.000103 boy
15605 1895       Terry 0.000103 boy
15606 1895      Turner 0.000103 boy
15607 1895      Warner 0.000103 boy
15608 1895     Winfred 0.000103 boy
15609 1895      Bonnie 0.000095 boy
15610 1895        Buck 0.000095 boy
15611 1895         Cal 0.000095 boy
15612 1895     Coleman 0.000095 boy
15613 1895        Dana 0.000095 boy
15614 1895       Denis 0.000095 boy
15615 1895      Denver 0.000095 boy
15616 1895        Emma 0.000095 boy
15617 1895        Gary 0.000095 boy
15618 1895      Gaston 0.000095 boy
15619 1895    Gertrude 0.000095 boy
15620 1895      Hallie 0.000095 boy
15621 1895      Harlan 0.000095 boy
15622 1895      Harper 0.000095 boy
15623 1895       Hosea 0.000095 boy
15624 1895        Hoyt 0.000095 boy
15625 1895       Hyman 0.000095 boy
15626 1895       Jimmy 0.000095 boy
15627 1895        Lacy 0.000095 boy
15628 1895     Lillian 0.000095 boy
15629 1895       Lonie 0.000095 boy
15630 1895      Mahlon 0.000095 boy
15631 1895      Merton 0.000095 boy
15632 1895       Meyer 0.000095 boy
15633 1895      Myrtle 0.000095 boy
15634 1895        Olen 0.000095 boy
15635 1895        Oran 0.000095 boy
15636 1895   Roosevelt 0.000095 boy
15637 1895    Thornton 0.000095 boy
15638 1895     Tillman 0.000095 boy
15639 1895      Watson 0.000095 boy
15640 1895      Benton 0.000087 boy
15641 1895       Billy 0.000087 boy
15642 1895    Bradford 0.000087 boy
15643 1895       Brady 0.000087 boy
15644 1895        Cary 0.000087 boy
15645 1895       Clara 0.000087 boy
15646 1895     Colonel 0.000087 boy
15647 1895     Corbett 0.000087 boy
15648 1895    Crawford 0.000087 boy
15649 1895      Dalton 0.000087 boy
15650 1895      Egbert 0.000087 boy
15651 1895        Fate 0.000087 boy
15652 1895      Golden 0.000087 boy
15653 1895        Isom 0.000087 boy
15654 1895       Issac 0.000087 boy
15655 1895       Jewel 0.000087 boy
15656 1895      Jewell 0.000087 boy
15657 1895     Lambert 0.000087 boy
15658 1895     Lindsay 0.000087 boy
15659 1895     Lindsey 0.000087 boy
15660 1895      Mattie 0.000087 boy
15661 1895      Murphy 0.000087 boy
15662 1895       Murry 0.000087 boy
15663 1895         Nat 0.000087 boy
15664 1895        Olaf 0.000087 boy
15665 1895       Orrin 0.000087 boy
15666 1895       Ottis 0.000087 boy
15667 1895      Quincy 0.000087 boy
15668 1895      Rafael 0.000087 boy
15669 1895        Reid 0.000087 boy
15670 1895         Roe 0.000087 boy
15671 1895     Seymour 0.000087 boy
15672 1895         Sim 0.000087 boy
15673 1895      Simeon 0.000087 boy
15674 1895         Son 0.000087 boy
15675 1895    Talmadge 0.000087 boy
15676 1895        Thad 0.000087 boy
15677 1895      Theron 0.000087 boy
15678 1895       Tracy 0.000087 boy
15679 1895      Vernie 0.000087 boy
15680 1895      Walton 0.000087 boy
15681 1895        West 0.000087 boy
15682 1895       Wyatt 0.000087 boy
15683 1895         Zeb 0.000087 boy
15684 1895      Zollie 0.000087 boy
15685 1895     Alfonso 0.000079 boy
15686 1895     Alfredo 0.000079 boy
15687 1895      Armand 0.000079 boy
15688 1895        Aron 0.000079 boy
15689 1895      Ashley 0.000079 boy
15690 1895      Bailey 0.000079 boy
15691 1895        Bart 0.000079 boy
15692 1895       Benny 0.000079 boy
15693 1895      Bishop 0.000079 boy
15694 1895      Brooks 0.000079 boy
15695 1895        Byrd 0.000079 boy
15696 1895       Caleb 0.000079 boy
15697 1895    Carleton 0.000079 boy
15698 1895     Carlyle 0.000079 boy
15699 1895      Carson 0.000079 boy
15700 1895      Cletus 0.000079 boy
15701 1895       Cloyd 0.000079 boy
15702 1895      Collie 0.000079 boy
15703 1895      Dayton 0.000079 boy
15704 1895     Dominic 0.000079 boy
15705 1895      Earlie 0.000079 boy
15706 1895        Elie 0.000079 boy
15707 1895         Ely 0.000079 boy
15708 1895       Elzie 0.000079 boy
15709 1895        Enos 0.000079 boy
15710 1895     Enrique 0.000079 boy
15711 1895     Ephraim 0.000079 boy
15712 1895       Ewing 0.000079 boy
15713 1895       Finis 0.000079 boy
15714 1895         Geo 0.000079 boy
15715 1895     Godfrey 0.000079 boy
15716 1895     Harland 0.000079 boy
15717 1895     Hartley 0.000079 boy
15718 1895     Hayward 0.000079 boy
15719 1895      Helmer 0.000079 boy
15720 1895      Henery 0.000079 boy
15721 1895         Ida 0.000079 boy
15722 1895       Isham 0.000079 boy
15723 1895       Jodie 0.000079 boy
15724 1895    Jonathan 0.000079 boy
15725 1895        June 0.000079 boy
15726 1895       Lamar 0.000079 boy
15727 1895      Larkin 0.000079 boy
15728 1895   Llewellyn 0.000079 boy
15729 1895      Louise 0.000079 boy
15730 1895         Mat 0.000079 boy
15731 1895      Merlin 0.000079 boy
15732 1895      Miller 0.000079 boy
15733 1895     Mitchel 0.000079 boy
15734 1895    Richmond 0.000079 boy
15735 1895     Sampson 0.000079 boy
15736 1895      Travis 0.000079 boy
15737 1895      Virgle 0.000079 boy
15738 1895    Williams 0.000079 boy
15739 1895        Acie 0.000071 boy
15740 1895         Ada 0.000071 boy
15741 1895        Alta 0.000071 boy
15742 1895       Ansel 0.000071 boy
15743 1895     Bennett 0.000071 boy
15744 1895      Bertie 0.000071 boy
15745 1895      Burley 0.000071 boy
15746 1895      Butler 0.000071 boy
15747 1895      Carter 0.000071 boy
15748 1895    Clarance 0.000071 boy
15749 1895       Clare 0.000071 boy
15750 1895        Cora 0.000071 boy
15751 1895         Doc 0.000071 boy
15752 1895       Eldon 0.000071 boy
15753 1895     Ellwood 0.000071 boy
15754 1895       Elsie 0.000071 boy
15755 1895       Emmit 0.000071 boy
15756 1895       Essie 0.000071 boy
15757 1895    Everette 0.000071 boy
15758 1895     Ezekiel 0.000071 boy
15759 1895      Fenton 0.000071 boy
15760 1895       Grace 0.000071 boy
15761 1895     Gregory 0.000071 boy
15762 1895        Hamp 0.000071 boy
15763 1895     Hershel 0.000071 boy
15764 1895     Hubbard 0.000071 boy
15765 1895      Isreal 0.000071 boy
15766 1895        Ivey 0.000071 boy
15767 1895    Jennings 0.000071 boy
15768 1895      Joesph 0.000071 boy
15769 1895      Jonnie 0.000071 boy
15770 1895   Lawerence 0.000071 boy
15771 1895      Lawson 0.000071 boy
15772 1895     Leander 0.000071 boy
15773 1895         Lew 0.000071 boy
15774 1895         Lou 0.000071 boy
15775 1895         Loy 0.000071 boy
15776 1895        Luis 0.000071 boy
15777 1895    Margaret 0.000071 boy
15778 1895       Marie 0.000071 boy
15779 1895      Martha 0.000071 boy
15780 1895      Minnie 0.000071 boy
15781 1895      Nellie 0.000071 boy
15782 1895        Orie 0.000071 boy
15783 1895        Orlo 0.000071 boy
15784 1895       Pleas 0.000071 boy
15785 1895     Raphael 0.000071 boy
15786 1895       Rolla 0.000071 boy
15787 1895     Rolland 0.000071 boy
15788 1895      Rollin 0.000071 boy
15789 1895        Tobe 0.000071 boy
15790 1895     Unknown 0.000071 boy
15791 1895        Wash 0.000071 boy
15792 1895     Waverly 0.000071 boy
15793 1895     Wilburn 0.000071 boy
15794 1895      Wilton 0.000071 boy
15795 1895       Alden 0.000063 boy
15796 1895       Alice 0.000063 boy
15797 1895     Allison 0.000063 boy
15798 1895     Alpheus 0.000063 boy
15799 1895   Alphonsus 0.000063 boy
15800 1895        Alto 0.000063 boy
15801 1895      Andres 0.000063 boy
15802 1895      Antone 0.000063 boy
15803 1895     Augusta 0.000063 boy
15804 1895      Belton 0.000063 boy
15805 1895    Benedict 0.000063 boy
15806 1895      Blaine 0.000063 boy
15807 1895        Burl 0.000063 boy
15808 1895      Curley 0.000063 boy
15809 1895       Damon 0.000063 boy
15810 1895        Dell 0.000063 boy
15811 1895       Delos 0.000063 boy
15812 1895      Dexter 0.000063 boy
15813 1895       Einar 0.000063 boy
15814 1895       Elder 0.000063 boy
15815 1895       Eliga 0.000063 boy
15816 1895       Elwin 0.000063 boy
15817 1895     Ephriam 0.000063 boy
15818 1895      Felipe 0.000063 boy
15819 1895        Ferd 0.000063 boy
15820 1895        Ford 0.000063 boy
15821 1895      French 0.000063 boy
15822 1895        Gabe 0.000063 boy
15823 1895       Galen 0.000063 boy
15824 1895     Garnett 0.000063 boy
15825 1895       Giles 0.000063 boy
15826 1895      Hattie 0.000063 boy
15827 1895       Hayes 0.000063 boy
15828 1895      Hilton 0.000063 boy
15829 1895      Hobert 0.000063 boy
15830 1895       Hosie 0.000063 boy
15831 1895      Hurley 0.000063 boy
15832 1895    Ignatius 0.000063 boy
15833 1895         Irl 0.000063 boy
15834 1895     Isidore 0.000063 boy
15835 1895       Jones 0.000063 boy
15836 1895     Junious 0.000063 boy
15837 1895       Kirby 0.000063 boy
15838 1895       Leigh 0.000063 boy
15839 1895      Lillie 0.000063 boy
15840 1895       Maxie 0.000063 boy
15841 1895        Mayo 0.000063 boy
15842 1895      Melton 0.000063 boy
15843 1895     Micheal 0.000063 boy
15844 1895        Mont 0.000063 boy
15845 1895      Montie 0.000063 boy
15846 1895    Mortimer 0.000063 boy
15847 1895       Myles 0.000063 boy
15848 1895      Newell 0.000063 boy
15849 1895       Nolan 0.000063 boy
15850 1895        Ocie 0.000063 boy
15851 1895        Okey 0.000063 boy
15852 1895       Orion 0.000063 boy
15853 1895        Osie 0.000063 boy
15854 1895         Rae 0.000063 boy
15855 1895     Randall 0.000063 boy
15856 1895       Reese 0.000063 boy
15857 1895       Rocco 0.000063 boy
15858 1895        Rose 0.000063 boy
15859 1895   Salvatore 0.000063 boy
15860 1895       Sarah 0.000063 boy
15861 1895   Sebastian 0.000063 boy
15862 1895     Shellie 0.000063 boy
15863 1895    Sheridan 0.000063 boy
15864 1895         Sid 0.000063 boy
15865 1895      Sigurd 0.000063 boy
15866 1895    Spurgeon 0.000063 boy
15867 1895    Thompson 0.000063 boy
15868 1895      Vester 0.000063 boy
15869 1895     Vicente 0.000063 boy
15870 1895       Worth 0.000063 boy
15871 1895       Young 0.000063 boy
15872 1895       Addie 0.000055 boy
15873 1895    Adelbert 0.000055 boy
15874 1895      Alford 0.000055 boy
15875 1895      Alonza 0.000055 boy
15876 1895       Alvie 0.000055 boy
15877 1895       Arley 0.000055 boy
15878 1895         Art 0.000055 boy
15879 1895       Arvil 0.000055 boy
15880 1895   Augustine 0.000055 boy
15881 1895 Bartholomew 0.000055 boy
15882 1895      Baxter 0.000055 boy
15883 1895         Bee 0.000055 boy
15884 1895    Benjaman 0.000055 boy
15885 1895      Bessie 0.000055 boy
15886 1895       Blair 0.000055 boy
15887 1895       Brown 0.000055 boy
15888 1895      Bryant 0.000055 boy
15889 1895     Burrell 0.000055 boy
15890 1895     Cameron 0.000055 boy
15891 1895     Casimer 0.000055 boy
15892 1895    Chalmers 0.000055 boy
15893 1895     Christy 0.000055 boy
15894 1895     Clemens 0.000055 boy
15895 1895       Clive 0.000055 boy
15896 1895       Coley 0.000055 boy
15897 1895     Collins 0.000055 boy
15898 1895    Courtney 0.000055 boy
15899 1895      Cullen 0.000055 boy
15900 1895      Danial 0.000055 boy
15901 1895      Dannie 0.000055 boy
15902 1895      Doctor 0.000055 boy
15903 1895       Doyle 0.000055 boy
15904 1895        Duke 0.000055 boy
15905 1895        Eben 0.000055 boy
15906 1895       Edmon 0.000055 boy
15907 1895       Effie 0.000055 boy
15908 1895      Eldred 0.000055 boy
15909 1895      Eligah 0.000055 boy
15910 1895       Ellie 0.000055 boy
15911 1895      Elliot 0.000055 boy
15912 1895       Elroy 0.000055 boy
15913 1895       Elwyn 0.000055 boy
15914 1895        Elzy 0.000055 boy
15915 1895      Emilio 0.000055 boy
15916 1895 Encarnacion 0.000055 boy
15917 1895       Ernie 0.000055 boy
15918 1895       Estel 0.000055 boy
15919 1895     Evander 0.000055 boy
15920 1895       Ewell 0.000055 boy
15921 1895     Gaither 0.000055 boy
15922 1895     Gerhard 0.000055 boy
15923 1895    Gottlieb 0.000055 boy
15924 1895     Grafton 0.000055 boy
15925 1895     Guthrie 0.000055 boy
15926 1895     Hampton 0.000055 boy
15927 1895      Harlow 0.000055 boy
15928 1895      Hayden 0.000055 boy
15929 1895      Hector 0.000055 boy
15930 1895      Horton 0.000055 boy
15931 1895     Hosteen 0.000055 boy
15932 1895      Hunter 0.000055 boy
15933 1895      Huston 0.000055 boy
15934 1895     Jacques 0.000055 boy
15935 1895      Jettie 0.000055 boy
15936 1895       Jonah 0.000055 boy
15937 1895      Josiah 0.000055 boy
15938 1895        Kyle 0.000055 boy
15939 1895      Lannie 0.000055 boy
15940 1895         Lea 0.000055 boy
15941 1895      Lennie 0.000055 boy
15942 1895      Leonce 0.000055 boy
15943 1895       Loran 0.000055 boy
15944 1895        Lucy 0.000055 boy
15945 1895         Lum 0.000055 boy
15946 1895       Mamie 0.000055 boy
15947 1895       Minor 0.000055 boy
15948 1895         Moe 0.000055 boy
15949 1895      Nestor 0.000055 boy
15950 1895      Norval 0.000055 boy
15951 1895     Norwood 0.000055 boy
15952 1895      Oakley 0.000055 boy
15953 1895       Odell 0.000055 boy
15954 1895        Odis 0.000055 boy
15955 1895        Orin 0.000055 boy
15956 1895      Orland 0.000055 boy
15957 1895       Orson 0.000055 boy
15958 1895       Ovila 0.000055 boy
15959 1895        Park 0.000055 boy
15960 1895      Pierre 0.000055 boy
15961 1895     Pinkney 0.000055 boy
15962 1895       Price 0.000055 boy
15963 1895     Reynold 0.000055 boy
15964 1895    Reynolds 0.000055 boy
15965 1895       Royce 0.000055 boy
15966 1895       Rubin 0.000055 boy
15967 1895        Ruth 0.000055 boy
15968 1895     Shelley 0.000055 boy
15969 1895       Susie 0.000055 boy
15970 1895         Toy 0.000055 boy
15971 1895        True 0.000055 boy
15972 1895       Urban 0.000055 boy
15973 1895      Vaughn 0.000055 boy
15974 1895      Willam 0.000055 boy
15975 1895     Winford 0.000055 boy
15976 1895     Winston 0.000055 boy
15977 1895      Woodie 0.000055 boy
15978 1895        Zeke 0.000055 boy
15979 1895        Abel 0.000047 boy
15980 1895         Alf 0.000047 boy
15981 1895       Alois 0.000047 boy
15982 1895       Alwin 0.000047 boy
15983 1895       Anson 0.000047 boy
15984 1895       Arvel 0.000047 boy
15985 1895       Ashby 0.000047 boy
15986 1895       Asher 0.000047 boy
15987 1895       Audie 0.000047 boy
15988 1895      Barnie 0.000047 boy
15989 1895     Bedford 0.000047 boy
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15991 1895    Bernardo 0.000047 boy
15992 1895     Bernice 0.000047 boy
15993 1895      Burnie 0.000047 boy
15994 1895       Burns 0.000047 boy
15995 1895      Carlie 0.000047 boy
15996 1895       Carol 0.000047 boy
15997 1895     Casimir 0.000047 boy
15998 1895     Cassius 0.000047 boy
15999 1895      Cephus 0.000047 boy
16000 1895     Chalmer 0.000047 boy
16001 1896        John 0.063051 boy
16002 1896     William 0.060022 boy
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16020 1896        Paul 0.007468 boy
16021 1896        Earl 0.006910 boy
16022 1896       Louis 0.006747 boy
16023 1896      Harold 0.006678 boy
16024 1896     Raymond 0.006662 boy
16025 1896        Carl 0.006600 boy
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16027 1896         Joe 0.005942 boy
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16030 1896       Ralph 0.005779 boy
16031 1896      Samuel 0.005686 boy
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16033 1896      Howard 0.005245 boy
16034 1896     Herbert 0.004919 boy
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16036 1896       Elmer 0.004462 boy
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16039 1896     Francis 0.004268 boy
16040 1896        Jack 0.004176 boy
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16044 1896        Will 0.003935 boy
16045 1896      Eugene 0.003928 boy
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16050 1896         Ray 0.003300 boy
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16064 1896     Russell 0.002533 boy
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16066 1896    Clifford 0.002409 boy
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16075 1896        Hugh 0.002037 boy
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16084 1896    Theodore 0.001867 boy
16085 1896      Leslie 0.001836 boy
16086 1896        Leon 0.001820 boy
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16088 1896      Archie 0.001782 boy
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16090 1896     Everett 0.001735 boy
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16095 1896      Horace 0.001580 boy
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16099 1896      Oliver 0.001503 boy
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16218 1896        Noah 0.000535 boy
16219 1896        Alva 0.000527 boy
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16399 1896          Wm 0.000194 boy
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16401 1896         Dee 0.000186 boy
16402 1896      Elmore 0.000186 boy
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17660 1897       Elwin 0.000090 boy
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17688 1897    Bertrand 0.000082 boy
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17699 1897     Gabriel 0.000082 boy
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17701 1897     Gaylord 0.000082 boy
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17705 1897       Jimmy 0.000082 boy
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17727 1897      Alonza 0.000074 boy
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17760 1897      Kelley 0.000074 boy
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17775 1897    Reinhold 0.000074 boy
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17801 1897       Clive 0.000066 boy
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18273 1898     Stewart 0.000333 boy
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18277 1898 Christopher 0.000325 boy
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18282 1898      Hobert 0.000318 boy
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18311 1898      Hobson 0.000288 boy
18312 1898       Irwin 0.000288 boy
18313 1898   Jefferson 0.000288 boy
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18318 1898      Foster 0.000280 boy
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18325 1898      Dwight 0.000265 boy
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18330 1898     Garland 0.000257 boy
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18332 1898        Omer 0.000257 boy
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18340 1898      Elisha 0.000242 boy
18341 1898     Elliott 0.000242 boy
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18364 1898      Dallas 0.000212 boy
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18380 1898       Cyril 0.000204 boy
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18401 1898        Hugo 0.000189 boy
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18445 1898         Lem 0.000159 boy
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18488 1898      Buford 0.000136 boy
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18760 1898         Dow 0.000068 boy
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18818 1898     Claudie 0.000061 boy
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18835 1898     Gifford 0.000061 boy
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18893 1898 Bartholomew 0.000053 boy
18894 1898      Baxter 0.000053 boy
18895 1898     Blanche 0.000053 boy
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18899 1898      Burley 0.000053 boy
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18901 1898     Collier 0.000053 boy
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18904 1898      Dalton 0.000053 boy
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18912 1898     Ephriam 0.000053 boy
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18960 1898      Miller 0.000053 boy
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20767 1900       Murry 0.000074 boy
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20769 1900        Ocie 0.000074 boy
20770 1900        Oran 0.000074 boy
20771 1900        Orie 0.000074 boy
20772 1900        Orin 0.000074 boy
20773 1900        Osie 0.000074 boy
20774 1900       Patsy 0.000074 boy
20775 1900      Rafael 0.000074 boy
20776 1900      Ransom 0.000074 boy
20777 1900      Raymon 0.000074 boy
20778 1900       Rocco 0.000074 boy
20779 1900        Rube 0.000074 boy
20780 1900    Santiago 0.000074 boy
20781 1900      Sylvan 0.000074 boy
20782 1900      Vaughn 0.000074 boy
20783 1900        Webb 0.000074 boy
20784 1900     Wheeler 0.000074 boy
20785 1900      Wilton 0.000074 boy
20786 1900     Addison 0.000068 boy
20787 1900     Alfredo 0.000068 boy
20788 1900      Auther 0.000068 boy
20789 1900        Axel 0.000068 boy
20790 1900    Benedict 0.000068 boy
20791 1900      Bessie 0.000068 boy
20792 1900       Brady 0.000068 boy
20793 1900      Buddie 0.000068 boy
20794 1900     Burnett 0.000068 boy
20795 1900       Caleb 0.000068 boy
20796 1900      Christ 0.000068 boy
20797 1900      Conley 0.000068 boy
20798 1900       Damon 0.000068 boy
20799 1900      Delmar 0.000068 boy
20800 1900        Duke 0.000068 boy
20801 1900      Earlie 0.000068 boy
20802 1900     Eduardo 0.000068 boy
20803 1900       Elder 0.000068 boy
20804 1900       Ellie 0.000068 boy
20805 1900       Ewell 0.000068 boy
20806 1900      Farris 0.000068 boy
20807 1900         Geo 0.000068 boy
20808 1900      Gerard 0.000068 boy
20809 1900      Gideon 0.000068 boy
20810 1900       Grace 0.000068 boy
20811 1900    Gregorio 0.000068 boy
20812 1900   Guadalupe 0.000068 boy
20813 1900     Hampton 0.000068 boy
20814 1900        Hoyt 0.000068 boy
20815 1900    Ignatius 0.000068 boy
20816 1900        Isom 0.000068 boy
20817 1900       Issac 0.000068 boy
20818 1900       Jodie 0.000068 boy
20819 1900       Jonah 0.000068 boy
20820 1900      Jordan 0.000068 boy
20821 1900      Laurie 0.000068 boy
20822 1900     Laverne 0.000068 boy
20823 1900      Leeroy 0.000068 boy
20824 1900      Lemmie 0.000068 boy
20825 1900     Lillian 0.000068 boy
20826 1900   Marcellus 0.000068 boy
20827 1900      Marlin 0.000068 boy
20828 1900      Pierre 0.000068 boy
20829 1900        Rose 0.000068 boy
20830 1900       Royce 0.000068 boy
20831 1900    Stanford 0.000068 boy
20832 1900    Thornton 0.000068 boy
20833 1900    Thurston 0.000068 boy
20834 1900        Tobe 0.000068 boy
20835 1900       Tyler 0.000068 boy
20836 1900      Verner 0.000068 boy
20837 1900        Acie 0.000062 boy
20838 1900       Addie 0.000062 boy
20839 1900       Alvah 0.000062 boy
20840 1900       Barry 0.000062 boy
20841 1900     Bartley 0.000062 boy
20842 1900      Barton 0.000062 boy
20843 1900      Baxter 0.000062 boy
20844 1900         Bee 0.000062 boy
20845 1900      Benito 0.000062 boy
20846 1900     Bernice 0.000062 boy
20847 1900       Blair 0.000062 boy
20848 1900       Buddy 0.000062 boy
20849 1900         Cal 0.000062 boy
20850 1900      Carmen 0.000062 boy
20851 1900     Carmine 0.000062 boy
20852 1900       Clare 0.000062 boy
20853 1900     Claudie 0.000062 boy
20854 1900      Collis 0.000062 boy
20855 1900    Courtney 0.000062 boy
20856 1900        Dell 0.000062 boy
20857 1900       Eliga 0.000062 boy
20858 1900      Eligah 0.000062 boy
20859 1900       Elwin 0.000062 boy
20860 1900      Estell 0.000062 boy
20861 1900       Eston 0.000062 boy
20862 1900         Foy 0.000062 boy
20863 1900    Frederic 0.000062 boy
20864 1900      French 0.000062 boy
20865 1900        Gale 0.000062 boy
20866 1900     Garnett 0.000062 boy
20867 1900        Gary 0.000062 boy
20868 1900     Godfrey 0.000062 boy
20869 1900      Goebel 0.000062 boy
20870 1900        Gray 0.000062 boy
20871 1900      Harlow 0.000062 boy
20872 1900      Hayden 0.000062 boy
20873 1900      Helmer 0.000062 boy
20874 1900    Hilliard 0.000062 boy
20875 1900         Joy 0.000062 boy
20876 1900     Julious 0.000062 boy
20877 1900       Lemon 0.000062 boy
20878 1900         Len 0.000062 boy
20879 1900     Leopold 0.000062 boy
20880 1900      Lesley 0.000062 boy
20881 1900        Lois 0.000062 boy
20882 1900       Loran 0.000062 boy
20883 1900      Ludwig 0.000062 boy
20884 1900      Luster 0.000062 boy
20885 1900         Mae 0.000062 boy
20886 1900    Melville 0.000062 boy
20887 1900       Moody 0.000062 boy
20888 1900      Norval 0.000062 boy
20889 1900        Omar 0.000062 boy
20890 1900       Orrin 0.000062 boy
20891 1900       Pleas 0.000062 boy
20892 1900       Reese 0.000062 boy
20893 1900        Rene 0.000062 boy
20894 1900       Rolla 0.000062 boy
20895 1900      Rossie 0.000062 boy
20896 1900     Sanders 0.000062 boy
20897 1900      Seward 0.000062 boy
20898 1900     Seymour 0.000062 boy
20899 1900    Sullivan 0.000062 boy
20900 1900      Tallie 0.000062 boy
20901 1900       Urban 0.000062 boy
20902 1900        Wong 0.000062 boy
20903 1900     Alfonzo 0.000055 boy
20904 1900     Allison 0.000055 boy
20905 1900       Alois 0.000055 boy
20906 1900       Alvis 0.000055 boy
20907 1900        Arlo 0.000055 boy
20908 1900       Artis 0.000055 boy
20909 1900       Arvid 0.000055 boy
20910 1900      Barnie 0.000055 boy
20911 1900        Bart 0.000055 boy
20912 1900       Brown 0.000055 boy
20913 1900      Callie 0.000055 boy
20914 1900     Cameron 0.000055 boy
20915 1900     Casimer 0.000055 boy
20916 1900       Cloyd 0.000055 boy
20917 1900      Collin 0.000055 boy
20918 1900     Colonel 0.000055 boy
20919 1900       Craig 0.000055 boy
20920 1900     Darrell 0.000055 boy
20921 1900      Delmer 0.000055 boy
20922 1900        Eddy 0.000055 boy
20923 1900       Edith 0.000055 boy
20924 1900       Elige 0.000055 boy
20925 1900      Elliot 0.000055 boy
20926 1900        Enos 0.000055 boy
20927 1900     Enrique 0.000055 boy
20928 1900       Erich 0.000055 boy
20929 1900       Ernst 0.000055 boy
20930 1900       Evert 0.000055 boy
20931 1900      Fabian 0.000055 boy
20932 1900      Ferris 0.000055 boy
20933 1900    Fitzhugh 0.000055 boy
20934 1900        Gail 0.000055 boy
20935 1900       Gorge 0.000055 boy
20936 1900      Harvie 0.000055 boy
20937 1900      Hester 0.000055 boy
20938 1900       Hosie 0.000055 boy
20939 1900      Hudson 0.000055 boy
20940 1900       Irene 0.000055 boy
20941 1900      Jennie 0.000055 boy
20942 1900        June 0.000055 boy
20943 1900      Lauren 0.000055 boy
20944 1900        Lupe 0.000055 boy
20945 1900      Martha 0.000055 boy
20946 1900     Mathias 0.000055 boy
20947 1900       Mearl 0.000055 boy
20948 1900     Milburn 0.000055 boy
20949 1900      Newell 0.000055 boy
20950 1900        Newt 0.000055 boy
20951 1900        Nora 0.000055 boy
20952 1900      Oswald 0.000055 boy
20953 1900        Ozie 0.000055 boy
20954 1900       Paris 0.000055 boy
20955 1900     Pinkney 0.000055 boy
20956 1900    Pleasant 0.000055 boy
20957 1900        Rush 0.000055 boy
20958 1900    Salvador 0.000055 boy
20959 1900      Santos 0.000055 boy
20960 1900    Schuyler 0.000055 boy
20961 1900    Shedrick 0.000055 boy
20962 1900     Shelley 0.000055 boy
20963 1900     Shellie 0.000055 boy
20964 1900    Spurgeon 0.000055 boy
20965 1900  Wellington 0.000055 boy
20966 1900     Wilfrid 0.000055 boy
20967 1900      Zollie 0.000055 boy
20968 1900         Ace 0.000049 boy
20969 1900       Adolf 0.000049 boy
20970 1900       Agnes 0.000049 boy
20971 1900         Alf 0.000049 boy
20972 1900       Alice 0.000049 boy
20973 1900       Almon 0.000049 boy
20974 1900       Arley 0.000049 boy
20975 1900      Arturo 0.000049 boy
20976 1900       Arvel 0.000049 boy
20977 1900     Beverly 0.000049 boy
20978 1900       Brice 0.000049 boy
20979 1900        Byrd 0.000049 boy
20980 1900      Ceasar 0.000049 boy
20981 1900        Cora 0.000049 boy
20982 1900      Doctor 0.000049 boy
20983 1900      Donnie 0.000049 boy
20984 1900     Donovan 0.000049 boy
20985 1900     Dorothy 0.000049 boy
20986 1900        Drew 0.000049 boy
20987 1900       Elden 0.000049 boy
20988 1900       Elvis 0.000049 boy
20989 1900     Ephraim 0.000049 boy
20990 1900       Essie 0.000049 boy
20991 1900         Eva 0.000049 boy
20992 1900      Felton 0.000049 boy
20993 1900      Finley 0.000049 boy
20994 1900     Fleming 0.000049 boy
20995 1900     Gaylord 0.000049 boy
20996 1900     Gerhard 0.000049 boy
20997 1900    Gertrude 0.000049 boy
20998 1900       Heber 0.000049 boy
20999 1900     Hillard 0.000049 boy
21000 1900       Holly 0.000049 boy
21001 1901        John 0.059677 boy
21002 1901     William 0.051823 boy
21003 1901       James 0.040958 boy
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21005 1901     Charles 0.026374 boy
21006 1901      Joseph 0.023935 boy
21007 1901      Robert 0.021997 boy
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21015 1901      Albert 0.011401 boy
21016 1901      Willie 0.011193 boy
21017 1901    Clarence 0.010346 boy
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21019 1901        Paul 0.007993 boy
21020 1901         Roy 0.007932 boy
21021 1901      Harold 0.007924 boy
21022 1901     Raymond 0.007681 boy
21023 1901        Earl 0.007076 boy
21024 1901        Carl 0.007067 boy
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21027 1901         Joe 0.006540 boy
21028 1901      Ernest 0.005977 boy
21029 1901       Ralph 0.005899 boy
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21034 1901      Howard 0.005052 boy
21035 1901     Herbert 0.004957 boy
21036 1901     Francis 0.004697 boy
21037 1901    Lawrence 0.004636 boy
21038 1901       Elmer 0.004498 boy
21039 1901      Alfred 0.004377 boy
21040 1901      Andrew 0.004152 boy
21041 1901         Sam 0.004143 boy
21042 1901         Leo 0.003944 boy
21043 1901    Theodore 0.003893 boy
21044 1901      Eugene 0.003849 boy
21045 1901         Lee 0.003668 boy
21046 1901       Floyd 0.003659 boy
21047 1901       Oscar 0.003650 boy
21048 1901      Daniel 0.003607 boy
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21050 1901     Russell 0.003417 boy
21051 1901      Herman 0.003400 boy
21052 1901     Michael 0.003322 boy
21053 1901        Will 0.003149 boy
21054 1901     Leonard 0.003131 boy
21055 1901       Clyde 0.003079 boy
21056 1901    Benjamin 0.002967 boy
21057 1901       Peter 0.002967 boy
21058 1901      Claude 0.002950 boy
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21060 1901   Frederick 0.002906 boy
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21062 1901     Anthony 0.002794 boy
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21064 1901      Martin 0.002630 boy
21065 1901       Edwin 0.002586 boy
21066 1901       Eddie 0.002560 boy
21067 1901         Tom 0.002517 boy
21068 1901       Lloyd 0.002465 boy
21069 1901    Clifford 0.002448 boy
21070 1901       Cecil 0.002405 boy
21071 1901       Edgar 0.002344 boy
21072 1901       Leroy 0.002318 boy
21073 1901         Ben 0.002240 boy
21074 1901       Homer 0.002223 boy
21075 1901     Chester 0.002188 boy
21076 1901      Harvey 0.002188 boy
21077 1901      Donald 0.002163 boy
21078 1901     Kenneth 0.002128 boy
21079 1901      Luther 0.002111 boy
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21086 1901     Everett 0.001886 boy
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21088 1901       Allen 0.001721 boy
21089 1901      Leslie 0.001713 boy
21090 1901      Milton 0.001704 boy
21091 1901        Hugh 0.001661 boy
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21094 1901       Glenn 0.001557 boy
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21096 1901      Horace 0.001540 boy
21097 1901      Melvin 0.001522 boy
21098 1901       Jacob 0.001488 boy
21099 1901         Guy 0.001471 boy
21100 1901      Victor 0.001462 boy
21101 1901      Julius 0.001453 boy
21102 1901   Alexander 0.001401 boy
21103 1901          Ed 0.001401 boy
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21106 1901     Maurice 0.001384 boy
21107 1901      Marion 0.001375 boy
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21109 1901     Stephen 0.001367 boy
21110 1901      Virgil 0.001367 boy
21111 1901        Otto 0.001349 boy
21112 1901      Manuel 0.001298 boy
21113 1901      Warren 0.001289 boy
21114 1901      Lonnie 0.001280 boy
21115 1901      Morris 0.001263 boy
21116 1901      Wesley 0.001263 boy
21117 1901      Marvin 0.001254 boy
21118 1901         Ira 0.001228 boy
21119 1901      Hubert 0.001211 boy
21120 1901        Alex 0.001194 boy
21121 1901       Dewey 0.001185 boy
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21123 1901      Sidney 0.001159 boy
21124 1901      Gerald 0.001150 boy
21125 1901       Isaac 0.001150 boy
21126 1901     Wallace 0.001142 boy
21127 1901     Earnest 0.001133 boy
21128 1901      Nathan 0.001133 boy
21129 1901     Vincent 0.001133 boy
21130 1901      Wilbur 0.001125 boy
21131 1901     Gilbert 0.001116 boy
21132 1901      Vernon 0.001116 boy
21133 1901        Bert 0.001107 boy
21134 1901        Jose 0.001099 boy
21135 1901        Otis 0.001099 boy
21136 1901        Emil 0.001055 boy
21137 1901       Rufus 0.001047 boy
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21139 1901   Sylvester 0.001038 boy
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21141 1901      August 0.001003 boy
21142 1901       Jerry 0.001003 boy
21143 1901      Curtis 0.000986 boy
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21147 1901      Emmett 0.000952 boy
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21149 1901      Willis 0.000917 boy
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21154 1901     Clifton 0.000874 boy
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21156 1901      Jimmie 0.000856 boy
21157 1901      Calvin 0.000848 boy
21158 1901        Mike 0.000848 boy
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21160 1901         Jay 0.000830 boy
21161 1901      Edmund 0.000822 boy
21162 1901     Orville 0.000813 boy
21163 1901    Franklin 0.000796 boy
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21167 1901   Roosevelt 0.000779 boy
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21181 1901      Irving 0.000692 boy
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21183 1901      Dennis 0.000683 boy
21184 1901      Elijah 0.000683 boy
21185 1901        Jake 0.000683 boy
21186 1901        Pete 0.000683 boy
21187 1901      Elbert 0.000675 boy
21188 1901        Juan 0.000675 boy
21189 1901     Phillip 0.000675 boy
21190 1901     Preston 0.000675 boy
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21200 1901       Simon 0.000623 boy
21201 1901        Adam 0.000614 boy
21202 1901       Felix 0.000606 boy
21203 1901         Gus 0.000606 boy
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21205 1901      Jerome 0.000588 boy
21206 1901      Leland 0.000588 boy
21207 1901      Reuben 0.000588 boy
21208 1901      Alonzo 0.000580 boy
21209 1901    Marshall 0.000580 boy
21210 1901      Julian 0.000571 boy
21211 1901       Bruce 0.000562 boy
21212 1901     Sherman 0.000554 boy
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21214 1901       Wiley 0.000554 boy
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21218 1901     Abraham 0.000536 boy
21219 1901      Monroe 0.000536 boy
21220 1901     Timothy 0.000536 boy
21221 1901        Tony 0.000536 boy
21222 1901        Wade 0.000536 boy
21223 1901        Ivan 0.000519 boy
21224 1901    Laurence 0.000519 boy
21225 1901        Loyd 0.000519 boy
21226 1901        Lyle 0.000519 boy
21227 1901       Roger 0.000519 boy
21228 1901        Alva 0.000510 boy
21229 1901      Jasper 0.000502 boy
21230 1901       Louie 0.000502 boy
21231 1901        Mary 0.000502 boy
21232 1901        Noah 0.000484 boy
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21234 1901      Tommie 0.000476 boy
21235 1901        Karl 0.000467 boy
21236 1901     Millard 0.000467 boy
21237 1901     Antonio 0.000450 boy
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21240 1901       Moses 0.000450 boy
21241 1901     Wilbert 0.000450 boy
21242 1901       Byron 0.000441 boy
21243 1901      Wilson 0.000441 boy
21244 1901       Anton 0.000433 boy
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21246 1901      Elwood 0.000424 boy
21247 1901    Fredrick 0.000424 boy
21248 1901      Grover 0.000424 boy
21249 1901        Mose 0.000424 boy
21250 1901         Abe 0.000415 boy
21251 1901         Don 0.000415 boy
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21253 1901     Wilfred 0.000407 boy
21254 1901     Carroll 0.000398 boy
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21256 1901      Forest 0.000389 boy
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21260 1901    Harrison 0.000381 boy
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21262 1901      Marcus 0.000381 boy
21263 1901       Myron 0.000381 boy
21264 1901      Aubrey 0.000372 boy
21265 1901      Ronald 0.000372 boy
21266 1901        Boyd 0.000363 boy
21267 1901     Carlton 0.000355 boy
21268 1901      Edmond 0.000355 boy
21269 1901        Levi 0.000355 boy
21270 1901      Murray 0.000355 boy
21271 1901        Troy 0.000355 boy
21272 1901        Dale 0.000346 boy
21273 1901        Dock 0.000346 boy
21274 1901        Nick 0.000346 boy
21275 1901       Allan 0.000337 boy
21276 1901      Mathew 0.000337 boy
21277 1901      Carlos 0.000329 boy
21278 1901   Christian 0.000329 boy
21279 1901     Delbert 0.000329 boy
21280 1901     Gustave 0.000329 boy
21281 1901    Herschel 0.000329 boy
21282 1901       Hiram 0.000329 boy
21283 1901       Pearl 0.000329 boy
21284 1901      Dwight 0.000320 boy
21285 1901         Edd 0.000320 boy
21286 1901     Emanuel 0.000320 boy
21287 1901        Luke 0.000320 boy
21288 1901       Miles 0.000320 boy
21289 1901       Silas 0.000320 boy
21290 1901     Solomon 0.000320 boy
21291 1901      Conrad 0.000311 boy
21292 1901      Foster 0.000311 boy
21293 1901       Pedro 0.000311 boy
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21297 1901 Christopher 0.000303 boy
21298 1901       Earle 0.000303 boy
21299 1901       Emery 0.000303 boy
21300 1901   Francisco 0.000303 boy
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21302 1901     Malcolm 0.000303 boy
21303 1901       Ruben 0.000303 boy
21304 1901        Andy 0.000294 boy
21305 1901      Barney 0.000294 boy
21306 1901       Cyril 0.000294 boy
21307 1901        Joel 0.000294 boy
21308 1901         Ora 0.000294 boy
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21310 1901      Angelo 0.000285 boy
21311 1901    Fletcher 0.000285 boy
21312 1901       Noble 0.000285 boy
21313 1901       Ramon 0.000285 boy
21314 1901        Dean 0.000277 boy
21315 1901        Neil 0.000277 boy
21316 1901         Pat 0.000277 boy
21317 1901        Vern 0.000277 boy
21318 1901        Gene 0.000268 boy
21319 1901     Houston 0.000268 boy
21320 1901        Jean 0.000268 boy
21321 1901    Mitchell 0.000268 boy
21322 1901    Reginald 0.000268 boy
21323 1901     Stewart 0.000268 boy
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21325 1901         Bud 0.000260 boy
21326 1901   Cleveland 0.000260 boy
21327 1901     Garland 0.000260 boy
21328 1901        Hugo 0.000260 boy
21329 1901     Lorenzo 0.000260 boy
21330 1901      Lucius 0.000260 boy
21331 1901      Newton 0.000260 boy
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21333 1901     Spencer 0.000260 boy
21334 1901      Adrian 0.000251 boy
21335 1901    Alphonse 0.000251 boy
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21337 1901      Dallas 0.000251 boy
21338 1901       Davis 0.000251 boy
21339 1901    Dominick 0.000251 boy
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21341 1901   Ferdinand 0.000251 boy
21342 1901     Freddie 0.000251 boy
21343 1901        Neal 0.000251 boy
21344 1901       Orval 0.000251 boy
21345 1901      Prince 0.000251 boy
21346 1901         Rex 0.000251 boy
21347 1901       Basil 0.000242 boy
21348 1901     Clement 0.000242 boy
21349 1901    Columbus 0.000242 boy
21350 1901      Russel 0.000242 boy
21351 1901       Scott 0.000242 boy
21352 1901    Sterling 0.000242 boy
21353 1901      Dewitt 0.000234 boy
21354 1901   Jefferson 0.000234 boy
21355 1901       Jesus 0.000234 boy
21356 1901        Lynn 0.000234 boy
21357 1901        Milo 0.000234 boy
21358 1901         Sol 0.000234 boy
21359 1901       Alton 0.000225 boy
21360 1901    Anderson 0.000225 boy
21361 1901       Chris 0.000225 boy
21362 1901        Cleo 0.000225 boy
21363 1901       Cyrus 0.000225 boy
21364 1901      Dudley 0.000225 boy
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21368 1901     Merrill 0.000225 boy
21369 1901   Salvatore 0.000225 boy
21370 1901     Sanford 0.000225 boy
21371 1901       Abner 0.000216 boy
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21374 1901     Emerson 0.000216 boy
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21378 1901      Taylor 0.000216 boy
21379 1901     Ulysses 0.000216 boy
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21381 1901      Walker 0.000216 boy
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21385 1901   Granville 0.000208 boy
21386 1901      Hollis 0.000208 boy
21387 1901       Irwin 0.000208 boy
21388 1901     Jackson 0.000208 boy
21389 1901      Lowell 0.000208 boy
21390 1901    Napoleon 0.000208 boy
21391 1901        Otho 0.000208 boy
21392 1901    Randolph 0.000208 boy
21393 1901      Steven 0.000208 boy
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21401 1901      Junius 0.000190 boy
21402 1901      Lawson 0.000190 boy
21403 1901       Major 0.000190 boy
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21426 1901       Enoch 0.000173 boy
21427 1901        Ezra 0.000173 boy
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21429 1901      Harlan 0.000173 boy
21430 1901      Lemuel 0.000173 boy
21431 1901      Lionel 0.000173 boy
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21435 1901     Coleman 0.000164 boy
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21437 1901      Elisha 0.000164 boy
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21439 1901   Guadalupe 0.000164 boy
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21441 1901      Harmon 0.000164 boy
21442 1901       Hazel 0.000164 boy
21443 1901        Hoyt 0.000164 boy
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21456 1901      Buster 0.000156 boy
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21459 1901     Johnson 0.000156 boy
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21479 1901      Isaiah 0.000147 boy
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21483 1901     Linwood 0.000147 boy
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21488 1901      Armand 0.000138 boy
21489 1901      Brooks 0.000138 boy
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21492 1901      Emmitt 0.000138 boy
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21494 1901    Everette 0.000138 boy
21495 1901    Frederic 0.000138 boy
21496 1901     Gregory 0.000138 boy
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21500 1901      Morgan 0.000138 boy
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21502 1901        Odis 0.000138 boy
21503 1901      Rafael 0.000138 boy
21504 1901         Son 0.000138 boy
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21507 1901   Archibald 0.000130 boy
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21510 1901        Burl 0.000130 boy
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21512 1901       Cliff 0.000130 boy
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21515 1901        Gust 0.000130 boy
21516 1901      Gustav 0.000130 boy
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21518 1901     Hershel 0.000130 boy
21519 1901       Jules 0.000130 boy
21520 1901       Keith 0.000130 boy
21521 1901        King 0.000130 boy
21522 1901       Mason 0.000130 boy
21523 1901       Meyer 0.000130 boy
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21525 1901      Oswald 0.000130 boy
21526 1901        Otha 0.000130 boy
21527 1901     Rolland 0.000130 boy
21528 1901        Ruth 0.000130 boy
21529 1901        Seth 0.000130 boy
21530 1901       Teddy 0.000130 boy
21531 1901       Tomas 0.000130 boy
21532 1901      Truman 0.000130 boy
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21535 1901     Wilford 0.000130 boy
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21537 1901      Billie 0.000121 boy
21538 1901       Brady 0.000121 boy
21539 1901    Crawford 0.000121 boy
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21541 1901        Elza 0.000121 boy
21542 1901        Hans 0.000121 boy
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21544 1901      Israel 0.000121 boy
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21546 1901      Jewell 0.000121 boy
21547 1901       Jones 0.000121 boy
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21550 1901      Lenard 0.000121 boy
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21558 1901    Winfield 0.000121 boy
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21565 1901   Augustine 0.000112 boy
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21574 1901      Hermon 0.000112 boy
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21581 1901        Odie 0.000112 boy
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21584 1901    Rosevelt 0.000112 boy
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21587 1901       Sandy 0.000112 boy
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21607 1901    Chauncey 0.000104 boy
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21829 1901     Merritt 0.000069 boy
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21835 1901        Omar 0.000069 boy
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21844 1901       Romeo 0.000069 boy
21845 1901        Rose 0.000069 boy
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21850 1901    Talmadge 0.000069 boy
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21898 1901    Ignatius 0.000061 boy
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21902 1901   Lawerence 0.000061 boy
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21905 1901      Lessie 0.000061 boy
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21910 1901     Mathews 0.000061 boy
21911 1901      Mattie 0.000061 boy
21912 1901       Maxie 0.000061 boy
21913 1901       Mearl 0.000061 boy
21914 1901        Merl 0.000061 boy
21915 1901      Merlin 0.000061 boy
21916 1901     Mildred 0.000061 boy
21917 1901       Moody 0.000061 boy
21918 1901         Ola 0.000061 boy
21919 1901        Opal 0.000061 boy
21920 1901        Oral 0.000061 boy
21921 1901       Orson 0.000061 boy
21922 1901       Orvil 0.000061 boy
21923 1901         Ova 0.000061 boy
21924 1901        Pate 0.000061 boy
21925 1901    Percival 0.000061 boy
21926 1901       Regis 0.000061 boy
21927 1901    Reynolds 0.000061 boy
21928 1901       Rolla 0.000061 boy
21929 1901     Rosario 0.000061 boy
21930 1901        Rudy 0.000061 boy
21931 1901    Salvador 0.000061 boy
21932 1901      Samual 0.000061 boy
21933 1901    Schuyler 0.000061 boy
21934 1901         Sid 0.000061 boy
21935 1901      Sigurd 0.000061 boy
21936 1901    Stafford 0.000061 boy
21937 1901     Talmage 0.000061 boy
21938 1901        Thad 0.000061 boy
21939 1901      Vester 0.000061 boy
21940 1901     Vicente 0.000061 boy
21941 1901        Vito 0.000061 boy
21942 1901        Zack 0.000061 boy
21943 1901    Adelbert 0.000052 boy
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21945 1901      Adolfo 0.000052 boy
21946 1901       Adron 0.000052 boy
21947 1901     Alberto 0.000052 boy
21948 1901   Alphonsus 0.000052 boy
21949 1901       Ammon 0.000052 boy
21950 1901       Ancil 0.000052 boy
21951 1901      Arland 0.000052 boy
21952 1901       Arley 0.000052 boy
21953 1901       Arnie 0.000052 boy
21954 1901       Artis 0.000052 boy
21955 1901      Asbury 0.000052 boy
21956 1901       Audie 0.000052 boy
21957 1901      Auther 0.000052 boy
21958 1901      Author 0.000052 boy
21959 1901        Axel 0.000052 boy
21960 1901       Barry 0.000052 boy
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21962 1901     Bedford 0.000052 boy
21963 1901      Bertha 0.000052 boy
21964 1901       Blair 0.000052 boy
21965 1901      Boston 0.000052 boy
21966 1901        Budd 0.000052 boy
21967 1901       Buren 0.000052 boy
21968 1901         Cap 0.000052 boy
21969 1901     Carmine 0.000052 boy
21970 1901      Carrol 0.000052 boy
21971 1901      Cicero 0.000052 boy
21972 1901       Clide 0.000052 boy
21973 1901   Courtland 0.000052 boy
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21975 1901       Damon 0.000052 boy
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21978 1901     Dempsey 0.000052 boy
21979 1901         Dow 0.000052 boy
21980 1901       Effie 0.000052 boy
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21982 1901      Eligah 0.000052 boy
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21984 1901      Erland 0.000052 boy
21985 1901       Ethan 0.000052 boy
21986 1901       Ewing 0.000052 boy
21987 1901      Fenton 0.000052 boy
21988 1901    Fernando 0.000052 boy
21989 1901     Gaylord 0.000052 boy
21990 1901        Gray 0.000052 boy
21991 1901      Gussie 0.000052 boy
21992 1901      Harlie 0.000052 boy
21993 1901     Haskell 0.000052 boy
21994 1901     Hayward 0.000052 boy
21995 1901      Hester 0.000052 boy
21996 1901         Ida 0.000052 boy
21997 1901     Ishmael 0.000052 boy
21998 1901        Ivey 0.000052 boy
21999 1901      Joesph 0.000052 boy
22000 1901      Johney 0.000052 boy
22001 1902        John 0.059568 boy
22002 1902     William 0.049836 boy
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22010 1902       Henry 0.016218 boy
22011 1902      Thomas 0.016075 boy
22012 1902      Walter 0.013996 boy
22013 1902       Harry 0.013182 boy
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22015 1902      Arthur 0.011194 boy
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22017 1902    Clarence 0.009732 boy
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22419 1902     Isadore 0.000181 boy
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22497 1902      Lenard 0.000143 boy
22498 1902      Lionel 0.000143 boy
22499 1902      Lucien 0.000143 boy
22500 1902        Luis 0.000143 boy
22501 1902        Otha 0.000143 boy
22502 1902      Rodney 0.000143 boy
22503 1902       Sandy 0.000143 boy
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22505 1902      Walker 0.000143 boy
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22509 1902   Archibald 0.000136 boy
22510 1902       Avery 0.000136 boy
22511 1902       Clint 0.000136 boy
22512 1902       Emile 0.000136 boy
22513 1902    Frederic 0.000136 boy
22514 1902        Gary 0.000136 boy
22515 1902      Hobart 0.000136 boy
22516 1902       Jimmy 0.000136 boy
22517 1902       Judge 0.000136 boy
22518 1902     Milford 0.000136 boy
22519 1902       Terry 0.000136 boy
22520 1902         Tim 0.000136 boy
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22522 1902      Bernie 0.000128 boy
22523 1902     Bertram 0.000128 boy
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22525 1902      Carson 0.000128 boy
22526 1902     Coleman 0.000128 boy
22527 1902   Granville 0.000128 boy
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22529 1902        Josh 0.000128 boy
22530 1902      Joshua 0.000128 boy
22531 1902     Lincoln 0.000128 boy
22532 1902      Merton 0.000128 boy
22533 1902        Ruth 0.000128 boy
22534 1902     Wilford 0.000128 boy
22535 1902     Winfred 0.000128 boy
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22539 1902      Cicero 0.000121 boy
22540 1902       Cleve 0.000121 boy
22541 1902       Cliff 0.000121 boy
22542 1902      Connie 0.000121 boy
22543 1902      Delmar 0.000121 boy
22544 1902     General 0.000121 boy
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22547 1902      Kermit 0.000121 boy
22548 1902   Marcellus 0.000121 boy
22549 1902       Ottis 0.000121 boy
22550 1902     Randall 0.000121 boy
22551 1902        Thad 0.000121 boy
22552 1902    Thaddeus 0.000121 boy
22553 1902      Travis 0.000121 boy
22554 1902     Unknown 0.000121 boy
22555 1902        Vito 0.000121 boy
22556 1902     Alfredo 0.000113 boy
22557 1902       Angus 0.000113 boy
22558 1902       Artie 0.000113 boy
22559 1902       Berry 0.000113 boy
22560 1902       Bruno 0.000113 boy
22561 1902       Buddy 0.000113 boy
22562 1902       Clare 0.000113 boy
22563 1902       Evans 0.000113 boy
22564 1902      Felipe 0.000113 boy
22565 1902        Gust 0.000113 boy
22566 1902     Hampton 0.000113 boy
22567 1902       Hazel 0.000113 boy
22568 1902      Hunter 0.000113 boy
22569 1902       Lamar 0.000113 boy
22570 1902       Lemon 0.000113 boy
22571 1902       Lonzo 0.000113 boy
22572 1902     Lucious 0.000113 boy
22573 1902       Marie 0.000113 boy
22574 1902      Marlin 0.000113 boy
22575 1902    Melville 0.000113 boy
22576 1902     Micheal 0.000113 boy
22577 1902      Morton 0.000113 boy
22578 1902       Nolan 0.000113 boy
22579 1902         Ole 0.000113 boy
22580 1902    Pasquale 0.000113 boy
22581 1902      Pierce 0.000113 boy
22582 1902     Raphael 0.000113 boy
22583 1902     Addison 0.000105 boy
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22585 1902    Alphonso 0.000105 boy
22586 1902      Ashley 0.000105 boy
22587 1902      Audrey 0.000105 boy
22588 1902   Augustine 0.000105 boy
22589 1902     Bernice 0.000105 boy
22590 1902      Billie 0.000105 boy
22591 1902       Brady 0.000105 boy
22592 1902      Buford 0.000105 boy
22593 1902      Denver 0.000105 boy
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22595 1902      Edison 0.000105 boy
22596 1902      Eldred 0.000105 boy
22597 1902      Eligah 0.000105 boy
22598 1902       Elsie 0.000105 boy
22599 1902      Golden 0.000105 boy
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22601 1902       Hyman 0.000105 boy
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22606 1902     Mildred 0.000105 boy
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22610 1902      Rollin 0.000105 boy
22611 1902        Ruby 0.000105 boy
22612 1902     Sampson 0.000105 boy
22613 1902  Washington 0.000105 boy
22614 1902      Watson 0.000105 boy
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22616 1902       Benny 0.000098 boy
22617 1902      Dalton 0.000098 boy
22618 1902        Dell 0.000098 boy
22619 1902      Elmore 0.000098 boy
22620 1902       Emmet 0.000098 boy
22621 1902      Emmitt 0.000098 boy
22622 1902        Ford 0.000098 boy
22623 1902       Fritz 0.000098 boy
22624 1902      Gustav 0.000098 boy
22625 1902    Hamilton 0.000098 boy
22626 1902      Harmon 0.000098 boy
22627 1902       Jewel 0.000098 boy
22628 1902     Johnson 0.000098 boy
22629 1902   Lafayette 0.000098 boy
22630 1902     Leander 0.000098 boy
22631 1902         Lem 0.000098 boy
22632 1902     Lillian 0.000098 boy
22633 1902     Lindsey 0.000098 boy
22634 1902       Logan 0.000098 boy
22635 1902       Loran 0.000098 boy
22636 1902         Loy 0.000098 boy
22637 1902      Lucian 0.000098 boy
22638 1902      Ludwig 0.000098 boy
22639 1902        Ocie 0.000098 boy
22640 1902        Olen 0.000098 boy
22641 1902       Orrie 0.000098 boy
22642 1902        Pink 0.000098 boy
22643 1902       Romeo 0.000098 boy
22644 1902       Smith 0.000098 boy
22645 1902         Son 0.000098 boy
22646 1902      Sydney 0.000098 boy
22647 1902       Urban 0.000098 boy
22648 1902      Vaughn 0.000098 boy
22649 1902      Vernie 0.000098 boy
22650 1902      Walton 0.000098 boy
22651 1902    Adolphus 0.000090 boy
22652 1902       Alice 0.000090 boy
22653 1902       Alvah 0.000090 boy
22654 1902     Beverly 0.000090 boy
22655 1902        Burt 0.000090 boy
22656 1902       Carey 0.000090 boy
22657 1902        Cary 0.000090 boy
22658 1902      Christ 0.000090 boy
22659 1902       Cloyd 0.000090 boy
22660 1902      Delmer 0.000090 boy
22661 1902       Elvis 0.000090 boy
22662 1902    Everette 0.000090 boy
22663 1902      Fannie 0.000090 boy
22664 1902      Furman 0.000090 boy
22665 1902     Garrett 0.000090 boy
22666 1902      Gladys 0.000090 boy
22667 1902       Hayes 0.000090 boy
22668 1902    Hezekiah 0.000090 boy
22669 1902        Hoyt 0.000090 boy
22670 1902      Jonnie 0.000090 boy
22671 1902      Judson 0.000090 boy
22672 1902     Laverne 0.000090 boy
22673 1902       Mabel 0.000090 boy
22674 1902      Miller 0.000090 boy
22675 1902       Murry 0.000090 boy
22676 1902      Oakley 0.000090 boy
22677 1902        Odis 0.000090 boy
22678 1902        Olaf 0.000090 boy
22679 1902       Reese 0.000090 boy
22680 1902     Rowland 0.000090 boy
22681 1902    Theadore 0.000090 boy
22682 1902      Theron 0.000090 boy
22683 1902   Valentine 0.000090 boy
22684 1902        West 0.000090 boy
22685 1902          Wm 0.000090 boy
22686 1902        Zeno 0.000090 boy
22687 1902        Abel 0.000083 boy
22688 1902       Annie 0.000083 boy
22689 1902       Arvel 0.000083 boy
22690 1902     Bennett 0.000083 boy
22691 1902      Bertha 0.000083 boy
22692 1902      Brooks 0.000083 boy
22693 1902       Bryan 0.000083 boy
22694 1902      Bryant 0.000083 boy
22695 1902       Caleb 0.000083 boy
22696 1902      Carter 0.000083 boy
22697 1902    Crawford 0.000083 boy
22698 1902     Darrell 0.000083 boy
22699 1902      Dorsey 0.000083 boy
22700 1902      Duncan 0.000083 boy
22701 1902        Edna 0.000083 boy
22702 1902       Ellie 0.000083 boy
22703 1902        Elza 0.000083 boy
22704 1902        Emma 0.000083 boy
22705 1902       Ewing 0.000083 boy
22706 1902    Fernando 0.000083 boy
22707 1902        Gail 0.000083 boy
22708 1902      Hallie 0.000083 boy
22709 1902        Hamp 0.000083 boy
22710 1902      Henery 0.000083 boy
22711 1902      Hilton 0.000083 boy
22712 1902       Irene 0.000083 boy
22713 1902      Kelley 0.000083 boy
22714 1902     Leopold 0.000083 boy
22715 1902       Loyal 0.000083 boy
22716 1902      Mahlon 0.000083 boy
22717 1902      Mattie 0.000083 boy
22718 1902      Mervin 0.000083 boy
22719 1902      Minnie 0.000083 boy
22720 1902        Obie 0.000083 boy
22721 1902        Oral 0.000083 boy
22722 1902        Oran 0.000083 boy
22723 1902        Orin 0.000083 boy
22724 1902      Oswald 0.000083 boy
22725 1902      Palmer 0.000083 boy
22726 1902      Pierre 0.000083 boy
22727 1902      Raymon 0.000083 boy
22728 1902        Rene 0.000083 boy
22729 1902       Rocco 0.000083 boy
22730 1902      Rollie 0.000083 boy
22731 1902    Salvador 0.000083 boy
22732 1902      Shelby 0.000083 boy
22733 1902         Sim 0.000083 boy
22734 1902    Talmadge 0.000083 boy
22735 1902       Teddy 0.000083 boy
22736 1902     Tillman 0.000083 boy
22737 1902       Tomie 0.000083 boy
22738 1902       Viola 0.000083 boy
22739 1902        Wash 0.000083 boy
22740 1902    Williams 0.000083 boy
22741 1902     Winston 0.000083 boy
22742 1902       Young 0.000083 boy
22743 1902        Zack 0.000083 boy
22744 1902    Adelbert 0.000075 boy
22745 1902     Alberto 0.000075 boy
22746 1902       Alden 0.000075 boy
22747 1902      Antone 0.000075 boy
22748 1902     Augusta 0.000075 boy
22749 1902      Bailey 0.000075 boy
22750 1902    Benjiman 0.000075 boy
22751 1902      Benton 0.000075 boy
22752 1902    Bertrand 0.000075 boy
22753 1902       Blair 0.000075 boy
22754 1902      Bonnie 0.000075 boy
22755 1902     Chesley 0.000075 boy
22756 1902    Clarance 0.000075 boy
22757 1902      Cletus 0.000075 boy
22758 1902      Earlie 0.000075 boy
22759 1902       Elgin 0.000075 boy
22760 1902       Ennis 0.000075 boy
22761 1902     Ephraim 0.000075 boy
22762 1902       Evert 0.000075 boy
22763 1902       Ewald 0.000075 boy
22764 1902      Felton 0.000075 boy
22765 1902      Ferris 0.000075 boy
22766 1902     Gaylord 0.000075 boy
22767 1902    Gertrude 0.000075 boy
22768 1902     Gregory 0.000075 boy
22769 1902        Guss 0.000075 boy
22770 1902       Hosie 0.000075 boy
22771 1902      Hudson 0.000075 boy
22772 1902         Ivy 0.000075 boy
22773 1902       Jones 0.000075 boy
22774 1902        Kirk 0.000075 boy
22775 1902         Lew 0.000075 boy
22776 1902        Mace 0.000075 boy
22777 1902       Mario 0.000075 boy
22778 1902         May 0.000075 boy
22779 1902        Odie 0.000075 boy
22780 1902     Orlando 0.000075 boy
22781 1902       Patsy 0.000075 boy
22782 1902      Rafael 0.000075 boy
22783 1902    Richmond 0.000075 boy
22784 1902        Rudy 0.000075 boy
22785 1902      Samual 0.000075 boy
22786 1902      Santos 0.000075 boy
22787 1902        Seth 0.000075 boy
22788 1902     Sheldon 0.000075 boy
22789 1902      Simeon 0.000075 boy
22790 1902      Warner 0.000075 boy
22791 1902      Weldon 0.000075 boy
22792 1902      Wilton 0.000075 boy
22793 1902       Wylie 0.000075 boy
22794 1902       Abram 0.000068 boy
22795 1902        Alec 0.000068 boy
22796 1902     Allison 0.000068 boy
22797 1902     Antoine 0.000068 boy
22798 1902         Art 0.000068 boy
22799 1902      Baxter 0.000068 boy
22800 1902      Bertie 0.000068 boy
22801 1902      Bishop 0.000068 boy
22802 1902    Bradford 0.000068 boy
22803 1902     Bradley 0.000068 boy
22804 1902        Burl 0.000068 boy
22805 1902      Carrol 0.000068 boy
22806 1902     Clarnce 0.000068 boy
22807 1902        Dana 0.000068 boy
22808 1902       Danny 0.000068 boy
22809 1902      Dexter 0.000068 boy
22810 1902     Domingo 0.000068 boy
22811 1902     Durward 0.000068 boy
22812 1902       Einar 0.000068 boy
22813 1902       Essie 0.000068 boy
22814 1902       Ewell 0.000068 boy
22815 1902        Gale 0.000068 boy
22816 1902      Garvin 0.000068 boy
22817 1902      Gaston 0.000068 boy
22818 1902       Giles 0.000068 boy
22819 1902    Gottlieb 0.000068 boy
22820 1902      Gussie 0.000068 boy
22821 1902     Haskell 0.000068 boy
22822 1902      Hermon 0.000068 boy
22823 1902      Howell 0.000068 boy
22824 1902      Hurley 0.000068 boy
22825 1902     Isidore 0.000068 boy
22826 1902    Jennings 0.000068 boy
22827 1902         Joy 0.000068 boy
22828 1902        Jule 0.000068 boy
22829 1902      Justin 0.000068 boy
22830 1902     Lambert 0.000068 boy
22831 1902      Lawton 0.000068 boy
22832 1902         Len 0.000068 boy
22833 1902        Levy 0.000068 boy
22834 1902        Lige 0.000068 boy
22835 1902      Lillie 0.000068 boy
22836 1902     Lindsay 0.000068 boy
22837 1902      Louise 0.000068 boy
22838 1902        Love 0.000068 boy
22839 1902         Mae 0.000068 boy
22840 1902         Mat 0.000068 boy
22841 1902    Meredith 0.000068 boy
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22843 1902       Myles 0.000068 boy
22844 1902      Myrtle 0.000068 boy
22845 1902        Newt 0.000068 boy
22846 1902        Olan 0.000068 boy
22847 1902       Ossie 0.000068 boy
22848 1902       Pleas 0.000068 boy
22849 1902      Quincy 0.000068 boy
22850 1902      Rueben 0.000068 boy
22851 1902      Rupert 0.000068 boy
22852 1902    Santiago 0.000068 boy
22853 1902     Seymour 0.000068 boy
22854 1902         Sid 0.000068 boy
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22857 1902     Vicente 0.000068 boy
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22860 1902     Wardell 0.000068 boy
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22864 1902     Agustin 0.000060 boy
22865 1902        Alma 0.000060 boy
22866 1902       Alois 0.000060 boy
22867 1902      Ashton 0.000060 boy
22868 1902        Axel 0.000060 boy
22869 1902        Bart 0.000060 boy
22870 1902    Beatrice 0.000060 boy
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22875 1902       Clara 0.000060 boy
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22877 1902     Dolphus 0.000060 boy
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22889 1902    Hilliard 0.000060 boy
22890 1902      Hughie 0.000060 boy
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22895 1902       Lonie 0.000060 boy
22896 1902     Lorenza 0.000060 boy
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22899 1902     Malachi 0.000060 boy
22900 1902      Mannie 0.000060 boy
22901 1902      Martha 0.000060 boy
22902 1902       Maxie 0.000060 boy
22903 1902      Nathen 0.000060 boy
22904 1902        Nora 0.000060 boy
22905 1902      Norval 0.000060 boy
22906 1902        Odus 0.000060 boy
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22910 1902        Opal 0.000060 boy
22911 1902        Ozie 0.000060 boy
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22913 1902     Pearlie 0.000060 boy
22914 1902    Percival 0.000060 boy
22915 1902      Robbie 0.000060 boy
22916 1902    Roderick 0.000060 boy
22917 1902       Rolla 0.000060 boy
22918 1902      Shelly 0.000060 boy
22919 1902    Spurgeon 0.000060 boy
22920 1902    Thornton 0.000060 boy
22921 1902    Thurston 0.000060 boy
22922 1902      Tollie 0.000060 boy
22923 1902       Toney 0.000060 boy
22924 1902       Verna 0.000060 boy
22925 1902      Verner 0.000060 boy
22926 1902  Victoriano 0.000060 boy
22927 1902     Westley 0.000060 boy
22928 1902      Weston 0.000060 boy
22929 1902     Wilfrid 0.000060 boy
22930 1902     Wilhelm 0.000060 boy
22931 1902      Willam 0.000060 boy
22932 1902         Zeb 0.000060 boy
22933 1902     Alfonzo 0.000053 boy
22934 1902      Alonza 0.000053 boy
22935 1902       Arden 0.000053 boy
22936 1902       Arvid 0.000053 boy
22937 1902      Audley 0.000053 boy
22938 1902      Auther 0.000053 boy
22939 1902      Authur 0.000053 boy
22940 1902 Bartholomew 0.000053 boy
22941 1902      Barton 0.000053 boy
22942 1902      Belton 0.000053 boy
22943 1902      Bessie 0.000053 boy
22944 1902     Blanche 0.000053 boy
22945 1902       Brown 0.000053 boy
22946 1902     Carmine 0.000053 boy
22947 1902      Claire 0.000053 boy
22948 1902      Collie 0.000053 boy
22949 1902     Collins 0.000053 boy
22950 1902      Conway 0.000053 boy
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22960 1902       Emmit 0.000053 boy
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22963 1902     Ephriam 0.000053 boy
22964 1902        Esau 0.000053 boy
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22966 1902      Eunice 0.000053 boy
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22968 1902     Florian 0.000053 boy
22969 1902      Fulton 0.000053 boy
22970 1902     Georgie 0.000053 boy
22971 1902   Guadalupe 0.000053 boy
22972 1902      Gurney 0.000053 boy
22973 1902      Gustaf 0.000053 boy
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22976 1902     Hjalmer 0.000053 boy
22977 1902        Ivor 0.000053 boy
22978 1902      Jarvis 0.000053 boy
22979 1902      Joesph 0.000053 boy
22980 1902      Johney 0.000053 boy
22981 1902       Johny 0.000053 boy
22982 1902   Josephine 0.000053 boy
22983 1902        Kyle 0.000053 boy
22984 1902      Linnie 0.000053 boy
22985 1902      Linton 0.000053 boy
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22987 1902        Lola 0.000053 boy
22988 1902        Lula 0.000053 boy
22989 1902     Madison 0.000053 boy
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23020 1903      Harold 0.008227 boy
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23027 1903        Earl 0.006472 boy
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23034 1903     Herbert 0.005165 boy
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23051 1903       Oscar 0.003302 boy
23052 1903       Clyde 0.003193 boy
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23056 1903     Russell 0.003015 boy
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23069 1903    Benjamin 0.002513 boy
23070 1903       Eddie 0.002436 boy
23071 1903      Claude 0.002327 boy
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23088 1903      Melvin 0.001778 boy
23089 1903      Leslie 0.001755 boy
23090 1903       Alvin 0.001716 boy
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23093 1903      Oliver 0.001624 boy
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23095 1903     Everett 0.001577 boy
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23101 1903        Hugh 0.001492 boy
23102 1903      Archie 0.001485 boy
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23115 1903      Hubert 0.001314 boy
23116 1903     Vincent 0.001314 boy
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23120 1903        Otto 0.001284 boy
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23122 1903      Sidney 0.001253 boy
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23127 1903      Manuel 0.001168 boy
23128 1903      Nathan 0.001129 boy
23129 1903      Lonnie 0.001121 boy
23130 1903      Bennie 0.001113 boy
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23134 1903     Earnest 0.001082 boy
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23136 1903      Curtis 0.001067 boy
23137 1903     Gilbert 0.001067 boy
23138 1903       Isaac 0.001067 boy
23139 1903      Arnold 0.001036 boy
23140 1903       Rufus 0.001036 boy
23141 1903      Willis 0.001028 boy
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23153 1903     Rudolph 0.000928 boy
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23156 1903   Sylvester 0.000881 boy
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23159 1903     Clifton 0.000851 boy
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23163 1903      Calvin 0.000820 boy
23164 1903     Clinton 0.000820 boy
23165 1903   Nathaniel 0.000812 boy
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23171 1903     Abraham 0.000742 boy
23172 1903      Elbert 0.000735 boy
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23174 1903    Marshall 0.000727 boy
23175 1903       Aaron 0.000719 boy
23176 1903       Felix 0.000719 boy
23177 1903        Jake 0.000719 boy
23178 1903      Jerome 0.000719 boy
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23180 1903   Cornelius 0.000711 boy
23181 1903     Phillip 0.000711 boy
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23184 1903    Nicholas 0.000696 boy
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23187 1903       Moses 0.000665 boy
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23189 1903     Clayton 0.000657 boy
23190 1903       Alton 0.000649 boy
23191 1903        Amos 0.000642 boy
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23196 1903        Mark 0.000626 boy
23197 1903      Booker 0.000619 boy
23198 1903       Ollie 0.000611 boy
23199 1903      Tommie 0.000611 boy
23200 1903        Tony 0.000603 boy
23201 1903       Claud 0.000595 boy
23202 1903    Laurence 0.000595 boy
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23205 1903     Preston 0.000588 boy
23206 1903      Dennis 0.000580 boy
23207 1903        Juan 0.000580 boy
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23209 1903     Antonio 0.000557 boy
23210 1903         Gus 0.000549 boy
23211 1903         Ted 0.000549 boy
23212 1903        Ivan 0.000541 boy
23213 1903        Karl 0.000541 boy
23214 1903        Loyd 0.000541 boy
23215 1903     Sherman 0.000541 boy
23216 1903       Merle 0.000534 boy
23217 1903        Pete 0.000534 boy
23218 1903      Roscoe 0.000534 boy
23219 1903       Bruce 0.000526 boy
23220 1903        Levi 0.000526 boy
23221 1903      Monroe 0.000518 boy
23222 1903        Ross 0.000518 boy
23223 1903         Bob 0.000510 boy
23224 1903        Lyle 0.000510 boy
23225 1903       Grady 0.000503 boy
23226 1903      Harley 0.000503 boy
23227 1903      Reuben 0.000503 boy
23228 1903         Don 0.000495 boy
23229 1903     Wilfred 0.000495 boy
23230 1903        Mary 0.000487 boy
23231 1903      Wilson 0.000487 boy
23232 1903       Grant 0.000472 boy
23233 1903     Carroll 0.000464 boy
23234 1903       Byron 0.000456 boy
23235 1903    Fredrick 0.000456 boy
23236 1903      Johnny 0.000456 boy
23237 1903      Julian 0.000456 boy
23238 1903     Wilbert 0.000456 boy
23239 1903         Abe 0.000448 boy
23240 1903      Elijah 0.000448 boy
23241 1903      Elwood 0.000448 boy
23242 1903       Ervin 0.000448 boy
23243 1903        Mose 0.000448 boy
23244 1903       Erwin 0.000441 boy
23245 1903      Jasper 0.000441 boy
23246 1903       Larry 0.000441 boy
23247 1903     Millard 0.000441 boy
23248 1903      Alonzo 0.000433 boy
23249 1903       Anton 0.000433 boy
23250 1903      Aubrey 0.000433 boy
23251 1903        Dale 0.000433 boy
23252 1903      Grover 0.000425 boy
23253 1903      Burton 0.000402 boy
23254 1903      Ronald 0.000402 boy
23255 1903       Wiley 0.000402 boy
23256 1903 Christopher 0.000394 boy
23257 1903     Emanuel 0.000394 boy
23258 1903        Alva 0.000387 boy
23259 1903      Austin 0.000387 boy
23260 1903      Barney 0.000387 boy
23261 1903     Delbert 0.000387 boy
23262 1903       Ruben 0.000387 boy
23263 1903       Clark 0.000379 boy
23264 1903        Neal 0.000379 boy
23265 1903     Timothy 0.000379 boy
23266 1903     Malcolm 0.000371 boy
23267 1903        Noah 0.000371 boy
23268 1903    Reginald 0.000371 boy
23269 1903         Eli 0.000363 boy
23270 1903      Forest 0.000363 boy
23271 1903    Harrison 0.000363 boy
23272 1903       Silas 0.000363 boy
23273 1903        Jeff 0.000356 boy
23274 1903        Luke 0.000356 boy
23275 1903        Nick 0.000356 boy
23276 1903        Troy 0.000356 boy
23277 1903        Wade 0.000356 boy
23278 1903        Andy 0.000348 boy
23279 1903     Freddie 0.000348 boy
23280 1903        Gene 0.000348 boy
23281 1903    Mckinley 0.000348 boy
23282 1903         Edd 0.000340 boy
23283 1903      Edmond 0.000340 boy
23284 1903       Louie 0.000340 boy
23285 1903      Marcus 0.000340 boy
23286 1903       Miles 0.000340 boy
23287 1903       Pedro 0.000340 boy
23288 1903     Solomon 0.000340 boy
23289 1903       Tommy 0.000340 boy
23290 1903       Myron 0.000332 boy
23291 1903         Rex 0.000332 boy
23292 1903   Cleveland 0.000325 boy
23293 1903       Cyril 0.000325 boy
23294 1903        Boyd 0.000317 boy
23295 1903      Carlos 0.000317 boy
23296 1903       Ramon 0.000317 boy
23297 1903        Cleo 0.000309 boy
23298 1903      Lowell 0.000309 boy
23299 1903        Ward 0.000309 boy
23300 1903      Dallas 0.000302 boy
23301 1903        Dock 0.000302 boy
23302 1903    Herschel 0.000302 boy
23303 1903          Al 0.000294 boy
23304 1903      Angelo 0.000294 boy
23305 1903         Coy 0.000294 boy
23306 1903       Elton 0.000294 boy
23307 1903     Gustave 0.000294 boy
23308 1903       Loren 0.000294 boy
23309 1903         Van 0.000294 boy
23310 1903       Allan 0.000286 boy
23311 1903     Clement 0.000286 boy
23312 1903   Christian 0.000278 boy
23313 1903         Fay 0.000278 boy
23314 1903       Major 0.000278 boy
23315 1903    Mitchell 0.000278 boy
23316 1903       Pearl 0.000278 boy
23317 1903      Wilmer 0.000278 boy
23318 1903       Chris 0.000271 boy
23319 1903      Dudley 0.000271 boy
23320 1903       Emery 0.000271 boy
23321 1903    Randolph 0.000271 boy
23322 1903    Dominick 0.000263 boy
23323 1903        Eric 0.000263 boy
23324 1903     Jackson 0.000263 boy
23325 1903        Lynn 0.000263 boy
23326 1903      Mathew 0.000263 boy
23327 1903        Olin 0.000263 boy
23328 1903         Ora 0.000263 boy
23329 1903   Salvatore 0.000263 boy
23330 1903     Carlton 0.000255 boy
23331 1903       Clair 0.000255 boy
23332 1903       Earle 0.000255 boy
23333 1903        Ezra 0.000255 boy
23334 1903    Fletcher 0.000255 boy
23335 1903       Hiram 0.000255 boy
23336 1903       Lyman 0.000255 boy
23337 1903     Maynard 0.000255 boy
23338 1903         Pat 0.000255 boy
23339 1903      Russel 0.000255 boy
23340 1903     Ambrose 0.000247 boy
23341 1903         Bud 0.000247 boy
23342 1903       Emory 0.000247 boy
23343 1903        Joel 0.000247 boy
23344 1903         Sol 0.000247 boy
23345 1903     Stewart 0.000247 boy
23346 1903    Columbus 0.000240 boy
23347 1903     Isadore 0.000240 boy
23348 1903       Isiah 0.000240 boy
23349 1903     Merrill 0.000240 boy
23350 1903      Murray 0.000240 boy
23351 1903       Orval 0.000240 boy
23352 1903    Sterling 0.000240 boy
23353 1903    Anderson 0.000232 boy
23354 1903      Conrad 0.000232 boy
23355 1903      Lionel 0.000232 boy
23356 1903       Odell 0.000232 boy
23357 1903       Helen 0.000224 boy
23358 1903       Noble 0.000224 boy
23359 1903       Riley 0.000224 boy
23360 1903     Coleman 0.000216 boy
23361 1903      Dwight 0.000216 boy
23362 1903     Elliott 0.000216 boy
23363 1903      Foster 0.000216 boy
23364 1903        Neil 0.000216 boy
23365 1903        Noel 0.000216 boy
23366 1903        Oren 0.000216 boy
23367 1903       Royal 0.000216 boy
23368 1903     Spencer 0.000216 boy
23369 1903        Vern 0.000216 boy
23370 1903        Clay 0.000209 boy
23371 1903        Dean 0.000209 boy
23372 1903      Dewitt 0.000209 boy
23373 1903       Eldon 0.000209 boy
23374 1903        Elmo 0.000209 boy
23375 1903       Emmet 0.000209 boy
23376 1903     Garland 0.000209 boy
23377 1903      Hollis 0.000209 boy
23378 1903     Houston 0.000209 boy
23379 1903        Matt 0.000209 boy
23380 1903      Newton 0.000209 boy
23381 1903         Asa 0.000201 boy
23382 1903       Berry 0.000201 boy
23383 1903     Emerson 0.000201 boy
23384 1903       Enoch 0.000201 boy
23385 1903   Francisco 0.000201 boy
23386 1903     Freeman 0.000201 boy
23387 1903       Jimmy 0.000201 boy
23388 1903       Jonas 0.000201 boy
23389 1903     Lorenzo 0.000201 boy
23390 1903      Morgan 0.000201 boy
23391 1903    Rosevelt 0.000201 boy
23392 1903      Stuart 0.000201 boy
23393 1903        Alan 0.000193 boy
23394 1903         Dee 0.000193 boy
23395 1903      Elisha 0.000193 boy
23396 1903      Lucius 0.000193 boy
23397 1903      Steven 0.000193 boy
23398 1903         Tim 0.000193 boy
23399 1903       Vance 0.000193 boy
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23401 1903    Augustus 0.000186 boy
23402 1903        Buck 0.000186 boy
23403 1903      Buford 0.000186 boy
23404 1903         Ike 0.000186 boy
23405 1903       Irwin 0.000186 boy
23406 1903    Jeremiah 0.000186 boy
23407 1903      Lemuel 0.000186 boy
23408 1903       Scott 0.000186 boy
23409 1903   Valentine 0.000186 boy
23410 1903      Warner 0.000186 boy
23411 1903      Adrian 0.000178 boy
23412 1903   Archibald 0.000178 boy
23413 1903       Basil 0.000178 boy
23414 1903      Buster 0.000178 boy
23415 1903      Carter 0.000178 boy
23416 1903    Chauncey 0.000178 boy
23417 1903       Early 0.000178 boy
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23420 1903     Haywood 0.000178 boy
23421 1903      Isaiah 0.000178 boy
23422 1903        Lacy 0.000178 boy
23423 1903      Lenard 0.000178 boy
23424 1903         Lon 0.000178 boy
23425 1903    Margaret 0.000178 boy
23426 1903         Ned 0.000178 boy
23427 1903      Prince 0.000178 boy
23428 1903      Rollin 0.000178 boy
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23430 1903     Alfonso 0.000170 boy
23431 1903    Alphonse 0.000170 boy
23432 1903    Clarance 0.000170 boy
23433 1903       Cyrus 0.000170 boy
23434 1903       Davis 0.000170 boy
23435 1903      Delmar 0.000170 boy
23436 1903       Elvin 0.000170 boy
23437 1903       Elzie 0.000170 boy
23438 1903      Emmitt 0.000170 boy
23439 1903        Evan 0.000170 boy
23440 1903        Jean 0.000170 boy
23441 1903       Jules 0.000170 boy
23442 1903        Milo 0.000170 boy
23443 1903        Omer 0.000170 boy
23444 1903      Palmer 0.000170 boy
23445 1903      Porter 0.000170 boy
23446 1903       Rocco 0.000170 boy
23447 1903     Sanford 0.000170 boy
23448 1903       Waldo 0.000170 boy
23449 1903      Walker 0.000170 boy
23450 1903     Wendell 0.000170 boy
23451 1903      Alford 0.000162 boy
23452 1903        Burl 0.000162 boy
23453 1903     Dominic 0.000162 boy
23454 1903   Granville 0.000162 boy
23455 1903      Harris 0.000162 boy
23456 1903       Hyman 0.000162 boy
23457 1903      Jordan 0.000162 boy
23458 1903        Josh 0.000162 boy
23459 1903      Joshua 0.000162 boy
23460 1903       Keith 0.000162 boy
23461 1903       Kelly 0.000162 boy
23462 1903     Linwood 0.000162 boy
23463 1903       Mason 0.000162 boy
23464 1903     Mildred 0.000162 boy
23465 1903        Odis 0.000162 boy
23466 1903       Ottis 0.000162 boy
23467 1903        Reed 0.000162 boy
23468 1903     Ulysses 0.000162 boy
23469 1903     Wilburn 0.000162 boy
23470 1903       Abner 0.000155 boy
23471 1903    Aloysius 0.000155 boy
23472 1903      Billie 0.000155 boy
23473 1903       Billy 0.000155 boy
23474 1903      Connie 0.000155 boy
23475 1903       Elias 0.000155 boy
23476 1903       Ethel 0.000155 boy
23477 1903   Jefferson 0.000155 boy
23478 1903       Jesus 0.000155 boy
23479 1903         Loy 0.000155 boy
23480 1903        Luis 0.000155 boy
23481 1903       Meyer 0.000155 boy
23482 1903     Micheal 0.000155 boy
23483 1903        Phil 0.000155 boy
23484 1903      Taylor 0.000155 boy
23485 1903        Thad 0.000155 boy
23486 1903       Verne 0.000155 boy
23487 1903        Chas 0.000147 boy
23488 1903       Cliff 0.000147 boy
23489 1903   Ellsworth 0.000147 boy
23490 1903   Ferdinand 0.000147 boy
23491 1903    Frederic 0.000147 boy
23492 1903    Garfield 0.000147 boy
23493 1903        Hugo 0.000147 boy
23494 1903      Jewell 0.000147 boy
23495 1903    Jonathan 0.000147 boy
23496 1903        King 0.000147 boy
23497 1903       Lonzo 0.000147 boy
23498 1903     Rolland 0.000147 boy
23499 1903      Rollie 0.000147 boy
23500 1903     Rowland 0.000147 boy
23501 1903        Ruby 0.000147 boy
23502 1903      Theron 0.000147 boy
23503 1903      Truman 0.000147 boy
23504 1903    Winfield 0.000147 boy
23505 1903       Allie 0.000139 boy
23506 1903        Anna 0.000139 boy
23507 1903     Bertram 0.000139 boy
23508 1903        Clem 0.000139 boy
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23510 1903     Gabriel 0.000139 boy
23511 1903       Hardy 0.000139 boy
23512 1903      Henery 0.000139 boy
23513 1903     Lindsey 0.000139 boy
23514 1903     Madison 0.000139 boy
23515 1903      Miguel 0.000139 boy
23516 1903        Olen 0.000139 boy
23517 1903        Otho 0.000139 boy
23518 1903     Raleigh 0.000139 boy
23519 1903       Roman 0.000139 boy
23520 1903        Seth 0.000139 boy
23521 1903      Shelby 0.000139 boy
23522 1903       Terry 0.000139 boy
23523 1903        Theo 0.000139 boy
23524 1903      Vernie 0.000139 boy
23525 1903     Wilford 0.000139 boy
23526 1903      Wilton 0.000139 boy
23527 1903       Arlie 0.000131 boy
23528 1903       Benny 0.000131 boy
23529 1903       Clint 0.000131 boy
23530 1903      Dorsey 0.000131 boy
23531 1903     Frances 0.000131 boy
23532 1903        Gail 0.000131 boy
23533 1903     Garnett 0.000131 boy
23534 1903      Gaston 0.000131 boy
23535 1903       Green 0.000131 boy
23536 1903   Guadalupe 0.000131 boy
23537 1903    Hamilton 0.000131 boy
23538 1903      Harmon 0.000131 boy
23539 1903     Hershel 0.000131 boy
23540 1903      Jonnie 0.000131 boy
23541 1903      Lesley 0.000131 boy
23542 1903     Maxwell 0.000131 boy
23543 1903      Murphy 0.000131 boy
23544 1903        Obie 0.000131 boy
23545 1903         Ole 0.000131 boy
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23547 1903        Saul 0.000131 boy
23548 1903     Shirley 0.000131 boy
23549 1903      Wilber 0.000131 boy
23550 1903    Benjiman 0.000124 boy
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23554 1903      Cicero 0.000124 boy
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23559 1903        Hans 0.000124 boy
23560 1903      Harlan 0.000124 boy
23561 1903       Hazel 0.000124 boy
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23564 1903      Lucien 0.000124 boy
23565 1903      Miller 0.000124 boy
23566 1903    Napoleon 0.000124 boy
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23569 1903      Parker 0.000124 boy
23570 1903       Patsy 0.000124 boy
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23575 1903      Walton 0.000124 boy
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23577 1903       Alois 0.000116 boy
23578 1903    Alphonso 0.000116 boy
23579 1903     Bennett 0.000116 boy
23580 1903      Bessie 0.000116 boy
23581 1903      Cletus 0.000116 boy
23582 1903       Cleve 0.000116 boy
23583 1903       Evans 0.000116 boy
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23588 1903     Hampton 0.000116 boy
23589 1903        Omar 0.000116 boy
23590 1903        Rene 0.000116 boy
23591 1903     Reynold 0.000116 boy
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23595 1903        Abel 0.000108 boy
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23597 1903      Armand 0.000108 boy
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23599 1903   Augustine 0.000108 boy
23600 1903     Carmine 0.000108 boy
23601 1903      Carson 0.000108 boy
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23603 1903       Jewel 0.000108 boy
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23606 1903   Marcellus 0.000108 boy
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23610 1903      Norris 0.000108 boy
23611 1903      Pierce 0.000108 boy
23612 1903     Randall 0.000108 boy
23613 1903    Roderick 0.000108 boy
23614 1903       Sandy 0.000108 boy
23615 1903       Teddy 0.000108 boy
23616 1903      Vaughn 0.000108 boy
23617 1903      Vivian 0.000108 boy
23618 1903      Weldon 0.000108 boy
23619 1903    Adolphus 0.000101 boy
23620 1903       Alvie 0.000101 boy
23621 1903       Angus 0.000101 boy
23622 1903       Annie 0.000101 boy
23623 1903        Arch 0.000101 boy
23624 1903       Artie 0.000101 boy
23625 1903       Avery 0.000101 boy
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23627 1903    Everette 0.000101 boy
23628 1903      Felipe 0.000101 boy
23629 1903       Fritz 0.000101 boy
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23631 1903      Graham 0.000101 boy
23632 1903        Guss 0.000101 boy
23633 1903     Hayward 0.000101 boy
23634 1903        Isom 0.000101 boy
23635 1903       Issac 0.000101 boy
23636 1903       Jason 0.000101 boy
23637 1903      Josiah 0.000101 boy
23638 1903      Junius 0.000101 boy
23639 1903   Lafayette 0.000101 boy
23640 1903     Lucious 0.000101 boy
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23650 1903      Rodney 0.000101 boy
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23660 1903      Christ 0.000093 boy
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23663 1903      Clovis 0.000093 boy
23664 1903      Curley 0.000093 boy
23665 1903      Delmer 0.000093 boy
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23667 1903    Eldridge 0.000093 boy
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23669 1903        Enos 0.000093 boy
23670 1903       Ewell 0.000093 boy
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23675 1903        Huey 0.000093 boy
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23680 1903      Lawson 0.000093 boy
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23682 1903     Lillian 0.000093 boy
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23685 1903     Merritt 0.000093 boy
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23688 1903      Raymon 0.000093 boy
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23699 1903       Alden 0.000085 boy
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23701 1903      Arther 0.000085 boy
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23704 1903       Caleb 0.000085 boy
23705 1903      Carmen 0.000085 boy
23706 1903      Claire 0.000085 boy
23707 1903     Claudie 0.000085 boy
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23710 1903        Fern 0.000085 boy
23711 1903      Gerard 0.000085 boy
23712 1903        Gust 0.000085 boy
23713 1903      Hector 0.000085 boy
23714 1903      Hobart 0.000085 boy
23715 1903       Hosea 0.000085 boy
23716 1903     Ignacio 0.000085 boy
23717 1903     Isidore 0.000085 boy
23718 1903       Ivory 0.000085 boy
23719 1903       Julio 0.000085 boy
23720 1903      Lemmie 0.000085 boy
23721 1903     Lincoln 0.000085 boy
23722 1903         Lou 0.000085 boy
23723 1903       Paris 0.000085 boy
23724 1903        Pink 0.000085 boy
23725 1903        Rudy 0.000085 boy
23726 1903        Ruel 0.000085 boy
23727 1903   Sebastian 0.000085 boy
23728 1903    Thaddeus 0.000085 boy
23729 1903    Theadore 0.000085 boy
23730 1903        Tobe 0.000085 boy
23731 1903      Virgie 0.000085 boy
23732 1903       Worth 0.000085 boy
23733 1903       Wyatt 0.000085 boy
23734 1903     Alfonzo 0.000077 boy
23735 1903     Alfredo 0.000077 boy
23736 1903      Andres 0.000077 boy
23737 1903        Axel 0.000077 boy
23738 1903     Beckham 0.000077 boy
23739 1903      Benito 0.000077 boy
23740 1903      Bertha 0.000077 boy
23741 1903       Bryan 0.000077 boy
23742 1903      Bryant 0.000077 boy
23743 1903       Carol 0.000077 boy
23744 1903       Casey 0.000077 boy
23745 1903       Clara 0.000077 boy
23746 1903         Doc 0.000077 boy
23747 1903        Elie 0.000077 boy
23748 1903        Emma 0.000077 boy
23749 1903     Ezekiel 0.000077 boy
23750 1903      Felton 0.000077 boy
23751 1903     Gregory 0.000077 boy
23752 1903       Heber 0.000077 boy
23753 1903      Hermon 0.000077 boy
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23755 1903      Huston 0.000077 boy
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23758 1903     Laverne 0.000077 boy
23759 1903      Leeroy 0.000077 boy
23760 1903        Less 0.000077 boy
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23762 1903      Louise 0.000077 boy
23763 1903       Marie 0.000077 boy
23764 1903      Mattie 0.000077 boy
23765 1903       Nolan 0.000077 boy
23766 1903      Pierre 0.000077 boy
23767 1903       Rosco 0.000077 boy
23768 1903       Royce 0.000077 boy
23769 1903        Rube 0.000077 boy
23770 1903      Rudolf 0.000077 boy
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23772 1903      Santos 0.000077 boy
23773 1903     Sheldon 0.000077 boy
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23775 1903     Thedore 0.000077 boy
23776 1903    Thornton 0.000077 boy
23777 1903       Toney 0.000077 boy
23778 1903         Toy 0.000077 boy
23779 1903      Travis 0.000077 boy
23780 1903       Urban 0.000077 boy
23781 1903      Vester 0.000077 boy
23782 1903        Wash 0.000077 boy
23783 1903       Alice 0.000070 boy
23784 1903      Alonza 0.000070 boy
23785 1903       Arley 0.000070 boy
23786 1903       Arvil 0.000070 boy
23787 1903       Barry 0.000070 boy
23788 1903 Bartholomew 0.000070 boy
23789 1903      Bernie 0.000070 boy
23790 1903    Bertrand 0.000070 boy
23791 1903      Bishop 0.000070 boy
23792 1903      Bobbie 0.000070 boy
23793 1903        Boss 0.000070 boy
23794 1903       Bruno 0.000070 boy
23795 1903      Buddie 0.000070 boy
23796 1903        Burt 0.000070 boy
23797 1903      Carrie 0.000070 boy
23798 1903        Cary 0.000070 boy
23799 1903       Cloyd 0.000070 boy
23800 1903      Collie 0.000070 boy
23801 1903        Cora 0.000070 boy
23802 1903    Courtney 0.000070 boy
23803 1903      Dalton 0.000070 boy
23804 1903        Dana 0.000070 boy
23805 1903        Dell 0.000070 boy
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23807 1903      Denver 0.000070 boy
23808 1903      Donnie 0.000070 boy
23809 1903     Donovan 0.000070 boy
23810 1903       Elvie 0.000070 boy
23811 1903       Ennis 0.000070 boy
23812 1903        Fate 0.000070 boy
23813 1903        Ford 0.000070 boy
23814 1903    Franklyn 0.000070 boy
23815 1903       Grace 0.000070 boy
23816 1903     Griffin 0.000070 boy
23817 1903   Henderson 0.000070 boy
23818 1903    Ignatius 0.000070 boy
23819 1903         Ivy 0.000070 boy
23820 1903         Joy 0.000070 boy
23821 1903      Junior 0.000070 boy
23822 1903      Landon 0.000070 boy
23823 1903      Larkin 0.000070 boy
23824 1903         Len 0.000070 boy
23825 1903      Merlin 0.000070 boy
23826 1903     Mitchel 0.000070 boy
23827 1903        Nels 0.000070 boy
23828 1903        Okey 0.000070 boy
23829 1903        Olaf 0.000070 boy
23830 1903      Oswald 0.000070 boy
23831 1903        Ozie 0.000070 boy
23832 1903     Presley 0.000070 boy
23833 1903       Price 0.000070 boy
23834 1903     Raphael 0.000070 boy
23835 1903      Rogers 0.000070 boy
23836 1903     Rosario 0.000070 boy
23837 1903        Rush 0.000070 boy
23838 1903    Salvador 0.000070 boy
23839 1903       Stacy 0.000070 boy
23840 1903      Thelma 0.000070 boy
23841 1903       Tracy 0.000070 boy
23842 1903    Trinidad 0.000070 boy
23843 1903        Verl 0.000070 boy
23844 1903        West 0.000070 boy
23845 1903    Williams 0.000070 boy
23846 1903     Winfred 0.000070 boy
23847 1903       Addie 0.000062 boy
23848 1903   Alejandro 0.000062 boy
23849 1903        Alma 0.000062 boy
23850 1903       Almon 0.000062 boy
23851 1903         Bee 0.000062 boy
23852 1903   Benjamine 0.000062 boy
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23855 1903      Carrol 0.000062 boy
23856 1903      Clarke 0.000062 boy
23857 1903    Crawford 0.000062 boy
23858 1903     Darrell 0.000062 boy
23859 1903     Durward 0.000062 boy
23860 1903        Edna 0.000062 boy
23861 1903       Elwin 0.000062 boy
23862 1903       Elwyn 0.000062 boy
23863 1903      Emilio 0.000062 boy
23864 1903      Evelyn 0.000062 boy
23865 1903      Fenton 0.000062 boy
23866 1903      Garnet 0.000062 boy
23867 1903        Gary 0.000062 boy
23868 1903      Hardie 0.000062 boy
23869 1903     Harland 0.000062 boy
23870 1903     Haskell 0.000062 boy
23871 1903    Hershell 0.000062 boy
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23873 1903    Hilliard 0.000062 boy
23874 1903     Hubbard 0.000062 boy
23875 1903      Hurley 0.000062 boy
23876 1903       Irene 0.000062 boy
23877 1903       Jodie 0.000062 boy
23878 1903      Joesph 0.000062 boy
23879 1903     Julious 0.000062 boy
23880 1903      Lessie 0.000062 boy
23881 1903        Levy 0.000062 boy
23882 1903        Lige 0.000062 boy
23883 1903        Lois 0.000062 boy
23884 1903       Loney 0.000062 boy
23885 1903        Lula 0.000062 boy
23886 1903       Mabel 0.000062 boy
23887 1903      Marcel 0.000062 boy
23888 1903       Marty 0.000062 boy
23889 1903      Melton 0.000062 boy
23890 1903      Merton 0.000062 boy
23891 1903      Mervin 0.000062 boy
23892 1903       Minor 0.000062 boy
23893 1903       Oneal 0.000062 boy
23894 1903     Orlando 0.000062 boy
23895 1903    Pasquale 0.000062 boy
23896 1903        Reid 0.000062 boy
23897 1903     Ricardo 0.000062 boy
23898 1903     Roberto 0.000062 boy
23899 1903        Roma 0.000062 boy
23900 1903     Shelton 0.000062 boy
23901 1903         Sid 0.000062 boy
23902 1903      Sylvan 0.000062 boy
23903 1903      Teddie 0.000062 boy
23904 1903     Terrell 0.000062 boy
23905 1903      Virgle 0.000062 boy
23906 1903     Westley 0.000062 boy
23907 1903     Wheeler 0.000062 boy
23908 1903        Whit 0.000062 boy
23909 1903     Wilfrid 0.000062 boy
23910 1903        Acie 0.000054 boy
23911 1903     Agustin 0.000054 boy
23912 1903        Alec 0.000054 boy
23913 1903         Art 0.000054 boy
23914 1903      Ashley 0.000054 boy
23915 1903     Augusta 0.000054 boy
23916 1903        Bart 0.000054 boy
23917 1903      Baxter 0.000054 boy
23918 1903      Benton 0.000054 boy
23919 1903       Blake 0.000054 boy
23920 1903      Burley 0.000054 boy
23921 1903      Butler 0.000054 boy
23922 1903      Casper 0.000054 boy
23923 1903      Cedric 0.000054 boy
23924 1903     Chesley 0.000054 boy
23925 1903     Clarnce 0.000054 boy
23926 1903       Craig 0.000054 boy
23927 1903        Curt 0.000054 boy
23928 1903       Daisy 0.000054 boy
23929 1903      Dannie 0.000054 boy
23930 1903      Dennie 0.000054 boy
23931 1903     Dillard 0.000054 boy
23932 1903     Dorothy 0.000054 boy
23933 1903       Einar 0.000054 boy
23934 1903       Elden 0.000054 boy
23935 1903      Eligah 0.000054 boy
23936 1903        Ella 0.000054 boy
23937 1903      Elliot 0.000054 boy
23938 1903     Ellwood 0.000054 boy
23939 1903       Emmit 0.000054 boy
23940 1903     Enrique 0.000054 boy
23941 1903       Ernie 0.000054 boy
23942 1903       Essie 0.000054 boy
23943 1903       Estel 0.000054 boy
23944 1903      Eunice 0.000054 boy
23945 1903       Evert 0.000054 boy
23946 1903       Ezell 0.000054 boy
23947 1903     Fayette 0.000054 boy
23948 1903     Fleming 0.000054 boy
23949 1903      Furman 0.000054 boy
23950 1903     Gaylord 0.000054 boy
23951 1903       Giles 0.000054 boy
23952 1903      Glover 0.000054 boy
23953 1903      Harlie 0.000054 boy
23954 1903       Harve 0.000054 boy
23955 1903      Hattie 0.000054 boy
23956 1903      Hayden 0.000054 boy
23957 1903     Hilbert 0.000054 boy
23958 1903      Holmes 0.000054 boy
23959 1903      Howell 0.000054 boy
23960 1903     Hurbert 0.000054 boy
23961 1903     Junious 0.000054 boy
23962 1903      Justus 0.000054 boy
23963 1903        Kent 0.000054 boy
23964 1903        Kyle 0.000054 boy
23965 1903      Lawton 0.000054 boy
23966 1903         Lem 0.000054 boy
23967 1903       Lemon 0.000054 boy
23968 1903        Lena 0.000054 boy
23969 1903      Lennie 0.000054 boy
23970 1903       Lenon 0.000054 boy
23971 1903      Lenord 0.000054 boy
23972 1903      Lillie 0.000054 boy
23973 1903       Lonie 0.000054 boy
23974 1903       Loran 0.000054 boy
23975 1903      Lovell 0.000054 boy
23976 1903       Lucas 0.000054 boy
23977 1903        Lupe 0.000054 boy
23978 1903      Mahlon 0.000054 boy
23979 1903      Marlin 0.000054 boy
23980 1903       Maude 0.000054 boy
23981 1903         May 0.000054 boy
23982 1903       Mearl 0.000054 boy
23983 1903        Merl 0.000054 boy
23984 1903      Michel 0.000054 boy
23985 1903     Milburn 0.000054 boy
23986 1903       Murry 0.000054 boy
23987 1903      Norval 0.000054 boy
23988 1903        Ocie 0.000054 boy
23989 1903        Oral 0.000054 boy
23990 1903       Ozzie 0.000054 boy
23991 1903     Pearlie 0.000054 boy
23992 1903        Ples 0.000054 boy
23993 1903    Porfirio 0.000054 boy
23994 1903       Reece 0.000054 boy
23995 1903         Roe 0.000054 boy
23996 1903     Seymour 0.000054 boy
23997 1903    Thurston 0.000054 boy
23998 1903     Tillman 0.000054 boy
23999 1903     Vicente 0.000054 boy
24000 1903    Waldemar 0.000054 boy
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24002 1904     William 0.046327 boy
24003 1904       James 0.042299 boy
24004 1904      George 0.030459 boy
24005 1904      Robert 0.024647 boy
24006 1904     Charles 0.024597 boy
24007 1904      Joseph 0.023766 boy
24008 1904       Frank 0.020207 boy
24009 1904      Edward 0.016850 boy
24010 1904       Henry 0.015067 boy
24011 1904      Thomas 0.014850 boy
24012 1904      Walter 0.013515 boy
24013 1904       Harry 0.012432 boy
24014 1904      Willie 0.012093 boy
24015 1904      Arthur 0.010793 boy
24016 1904      Albert 0.010490 boy
24017 1904    Clarence 0.009457 boy
24018 1904        Fred 0.008829 boy
24019 1904        Paul 0.008620 boy
24020 1904      Harold 0.008562 boy
24021 1904         Roy 0.008107 boy
24022 1904     Raymond 0.007891 boy
24023 1904         Joe 0.006923 boy
24024 1904     Richard 0.006909 boy
24025 1904        Carl 0.006880 boy
24026 1904       Louis 0.006757 boy
24027 1904        Jack 0.006555 boy
24028 1904       Ralph 0.006490 boy
24029 1904        Earl 0.006165 boy
24030 1904    Theodore 0.006028 boy
24031 1904       David 0.005891 boy
24032 1904      Ernest 0.005407 boy
24033 1904     Charlie 0.005335 boy
24034 1904      Samuel 0.005249 boy
24035 1904      Howard 0.005241 boy
24036 1904     Francis 0.004953 boy
24037 1904     Herbert 0.004909 boy
24038 1904    Lawrence 0.004779 boy
24039 1904       Elmer 0.004476 boy
24040 1904         Sam 0.004353 boy
24041 1904      Alfred 0.004339 boy
24042 1904         Leo 0.003992 boy
24043 1904      Andrew 0.003949 boy
24044 1904      Eugene 0.003906 boy
24045 1904         Lee 0.003848 boy
24046 1904     Leonard 0.003667 boy
24047 1904      Herman 0.003588 boy
24048 1904     Russell 0.003415 boy
24049 1904      Daniel 0.003408 boy
24050 1904     Michael 0.003343 boy
24051 1904       Clyde 0.003299 boy
24052 1904       Floyd 0.003220 boy
24053 1904       Jesse 0.003198 boy
24054 1904       Oscar 0.003191 boy
24055 1904         Ray 0.003119 boy
24056 1904     Anthony 0.003047 boy
24057 1904     Kenneth 0.002989 boy
24058 1904      Donald 0.002982 boy
24059 1904       Lewis 0.002902 boy
24060 1904       Leroy 0.002895 boy
24061 1904      Lester 0.002873 boy
24062 1904       Peter 0.002852 boy
24063 1904   Frederick 0.002816 boy
24064 1904       Edwin 0.002801 boy
24065 1904     Stanley 0.002678 boy
24066 1904    Clifford 0.002606 boy
24067 1904       Cecil 0.002592 boy
24068 1904    Benjamin 0.002585 boy
24069 1904     Chester 0.002563 boy
24070 1904      Claude 0.002433 boy
24071 1904      Martin 0.002411 boy
24072 1904     Bernard 0.002354 boy
24073 1904       Lloyd 0.002332 boy
24074 1904         Tom 0.002296 boy
24075 1904       Eddie 0.002274 boy
24076 1904      Jessie 0.002260 boy
24077 1904      Norman 0.002202 boy
24078 1904       Alton 0.002180 boy
24079 1904      Harvey 0.002166 boy
24080 1904       Edgar 0.002159 boy
24081 1904        Will 0.002072 boy
24082 1904      Luther 0.002065 boy
24083 1904         Ben 0.002036 boy
24084 1904     Johnnie 0.001928 boy
24085 1904         Jim 0.001920 boy
24086 1904      Philip 0.001920 boy
24087 1904       Homer 0.001848 boy
24088 1904       Alvin 0.001783 boy
24089 1904       Jacob 0.001754 boy
24090 1904        Leon 0.001740 boy
24091 1904      Leslie 0.001704 boy
24092 1904      Melvin 0.001689 boy
24093 1904   Roosevelt 0.001660 boy
24094 1904     Everett 0.001653 boy
24095 1904      Milton 0.001653 boy
24096 1904       Allen 0.001646 boy
24097 1904     Patrick 0.001632 boy
24098 1904      Victor 0.001574 boy
24099 1904       Glenn 0.001567 boy
24100 1904      Virgil 0.001523 boy
24101 1904     Vincent 0.001487 boy
24102 1904      Horace 0.001480 boy
24103 1904   Alexander 0.001466 boy
24104 1904      Marvin 0.001466 boy
24105 1904        Hugh 0.001458 boy
24106 1904      Gerald 0.001451 boy
24107 1904      Sidney 0.001451 boy
24108 1904      Oliver 0.001444 boy
24109 1904      Marion 0.001429 boy
24110 1904     Earnest 0.001364 boy
24111 1904      Julius 0.001364 boy
24112 1904     Gilbert 0.001357 boy
24113 1904      Archie 0.001336 boy
24114 1904          Ed 0.001328 boy
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24116 1904     Willard 0.001299 boy
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24118 1904      Vernon 0.001285 boy
24119 1904      Gordon 0.001278 boy
24120 1904       Jerry 0.001278 boy
24121 1904      Wilbur 0.001278 boy
24122 1904         Guy 0.001263 boy
24123 1904      Morris 0.001263 boy
24124 1904      Hubert 0.001249 boy
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24126 1904       Isaac 0.001206 boy
24127 1904     Charley 0.001198 boy
24128 1904     Maurice 0.001198 boy
24129 1904      Wesley 0.001198 boy
24130 1904     Wallace 0.001177 boy
24131 1904      Warren 0.001177 boy
24132 1904        Otto 0.001162 boy
24133 1904      Irving 0.001148 boy
24134 1904      Bennie 0.001141 boy
24135 1904        Mack 0.001141 boy
24136 1904         Dan 0.001126 boy
24137 1904      Arnold 0.001076 boy
24138 1904      Manuel 0.001076 boy
24139 1904      Curtis 0.001040 boy
24140 1904         Ira 0.001040 boy
24141 1904        Jose 0.001040 boy
24142 1904      Roland 0.001004 boy
24143 1904       Rufus 0.000996 boy
24144 1904      Willis 0.000982 boy
24145 1904         Max 0.000967 boy
24146 1904     Orville 0.000967 boy
24147 1904      Lonnie 0.000960 boy
24148 1904      Nathan 0.000946 boy
24149 1904        Bill 0.000924 boy
24150 1904     Rudolph 0.000924 boy
24151 1904      August 0.000917 boy
24152 1904     Phillip 0.000917 boy
24153 1904       Percy 0.000902 boy
24154 1904      Jimmie 0.000895 boy
24155 1904   Sylvester 0.000895 boy
24156 1904       Steve 0.000888 boy
24157 1904        Bert 0.000866 boy
24158 1904      Emmett 0.000866 boy
24159 1904        Glen 0.000866 boy
24160 1904      Calvin 0.000852 boy
24161 1904        Mike 0.000852 boy
24162 1904       Aaron 0.000845 boy
24163 1904    Marshall 0.000837 boy
24164 1904     Clifton 0.000830 boy
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24166 1904     Abraham 0.000801 boy
24167 1904     Clinton 0.000787 boy
24168 1904      Edmund 0.000787 boy
24169 1904    Franklin 0.000780 boy
24170 1904       Irvin 0.000772 boy
24171 1904      Johnie 0.000772 boy
24172 1904   Cornelius 0.000765 boy
24173 1904       Ellis 0.000765 boy
24174 1904   Nathaniel 0.000758 boy
24175 1904        Adam 0.000744 boy
24176 1904       Felix 0.000744 boy
24177 1904        Dave 0.000736 boy
24178 1904      Jerome 0.000736 boy
24179 1904        Jess 0.000736 boy
24180 1904    Nicholas 0.000736 boy
24181 1904        Emil 0.000729 boy
24182 1904      Elbert 0.000722 boy
24183 1904       Ollie 0.000722 boy
24184 1904      Roscoe 0.000708 boy
24185 1904       Dewey 0.000700 boy
24186 1904     Matthew 0.000700 boy
24187 1904        Amos 0.000693 boy
24188 1904     Clayton 0.000693 boy
24189 1904         Jay 0.000686 boy
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24192 1904       Perry 0.000671 boy
24193 1904       Wayne 0.000664 boy
24194 1904       Roger 0.000657 boy
24195 1904      Adolph 0.000650 boy
24196 1904      Dennis 0.000650 boy
24197 1904     Forrest 0.000643 boy
24198 1904       Bruce 0.000628 boy
24199 1904       Moses 0.000628 boy
24200 1904        Tony 0.000628 boy
24201 1904       Claud 0.000614 boy
24202 1904       Ervin 0.000585 boy
24203 1904        Juan 0.000585 boy
24204 1904      Nelson 0.000585 boy
24205 1904     Sherman 0.000585 boy
24206 1904     Wilfred 0.000578 boy
24207 1904        Jake 0.000563 boy
24208 1904      Wilson 0.000563 boy
24209 1904      Johnny 0.000556 boy
24210 1904     Millard 0.000556 boy
24211 1904      Alonzo 0.000549 boy
24212 1904       Simon 0.000549 boy
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24215 1904        Lyle 0.000534 boy
24216 1904        Ivan 0.000527 boy
24217 1904    Laurence 0.000527 boy
24218 1904        Ross 0.000527 boy
24219 1904        Jeff 0.000513 boy
24220 1904        Owen 0.000513 boy
24221 1904        Pete 0.000513 boy
24222 1904      Reuben 0.000513 boy
24223 1904     Carroll 0.000505 boy
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24225 1904        Mose 0.000505 boy
24226 1904      Leland 0.000498 boy
24227 1904        Troy 0.000498 boy
24228 1904     Antonio 0.000491 boy
24229 1904        Levi 0.000491 boy
24230 1904        Karl 0.000484 boy
24231 1904       Louie 0.000484 boy
24232 1904     Preston 0.000484 boy
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24235 1904      Forest 0.000469 boy
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24237 1904     Douglas 0.000462 boy
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24239 1904     Emanuel 0.000448 boy
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24242 1904      Aubrey 0.000433 boy
24243 1904      Elijah 0.000433 boy
24244 1904    Mckinley 0.000433 boy
24245 1904      Tommie 0.000433 boy
24246 1904     Wilbert 0.000433 boy
24247 1904     Delbert 0.000426 boy
24248 1904       Grady 0.000426 boy
24249 1904        Gene 0.000419 boy
24250 1904       Grant 0.000419 boy
24251 1904      Grover 0.000419 boy
24252 1904        Mary 0.000419 boy
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24256 1904        Wade 0.000412 boy
24257 1904      Harley 0.000404 boy
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24261 1904        Dale 0.000383 boy
24262 1904      Edmond 0.000383 boy
24263 1904       Merle 0.000383 boy
24264 1904         Abe 0.000375 boy
24265 1904      Elwood 0.000375 boy
24266 1904       Erwin 0.000375 boy
24267 1904      Jasper 0.000375 boy
24268 1904   Salvatore 0.000368 boy
24269 1904       Silas 0.000368 boy
24270 1904       Earle 0.000361 boy
24271 1904      Ronald 0.000361 boy
24272 1904     Solomon 0.000361 boy
24273 1904        Alva 0.000354 boy
24274 1904    Anderson 0.000354 boy
24275 1904     Jackson 0.000354 boy
24276 1904     Carlton 0.000339 boy
24277 1904        Andy 0.000332 boy
24278 1904        Boyd 0.000332 boy
24279 1904       Clark 0.000332 boy
24280 1904      Dwight 0.000332 boy
24281 1904    Harrison 0.000332 boy
24282 1904     Malcolm 0.000332 boy
24283 1904      Murray 0.000332 boy
24284 1904        Noah 0.000332 boy
24285 1904       Allan 0.000325 boy
24286 1904       Anton 0.000325 boy
24287 1904       Miles 0.000325 boy
24288 1904    Augustus 0.000318 boy
24289 1904 Christopher 0.000318 boy
24290 1904       Hiram 0.000318 boy
24291 1904       Jesus 0.000318 boy
24292 1904        Neal 0.000318 boy
24293 1904         Ned 0.000318 boy
24294 1904     Spencer 0.000318 boy
24295 1904     Clement 0.000310 boy
24296 1904         Eli 0.000310 boy
24297 1904    Fredrick 0.000310 boy
24298 1904        Joel 0.000310 boy
24299 1904       Pedro 0.000310 boy
24300 1904       Clair 0.000303 boy
24301 1904   Cleveland 0.000303 boy
24302 1904       Emory 0.000303 boy
24303 1904      Foster 0.000303 boy
24304 1904     Gustave 0.000303 boy
24305 1904      Marcus 0.000303 boy
24306 1904      Angelo 0.000296 boy
24307 1904      Burton 0.000296 boy
24308 1904   Francisco 0.000296 boy
24309 1904     Garland 0.000296 boy
24310 1904        Neil 0.000296 boy
24311 1904     Stewart 0.000296 boy
24312 1904      Buster 0.000289 boy
24313 1904        Cleo 0.000289 boy
24314 1904       Cyril 0.000289 boy
24315 1904     Freeman 0.000289 boy
24316 1904       Irwin 0.000289 boy
24317 1904        Luke 0.000289 boy
24318 1904        Lynn 0.000289 boy
24319 1904    Reginald 0.000289 boy
24320 1904     Freddie 0.000282 boy
24321 1904        Ward 0.000282 boy
24322 1904      Carlos 0.000274 boy
24323 1904      Dallas 0.000274 boy
24324 1904        Dock 0.000274 boy
24325 1904       Ramon 0.000274 boy
24326 1904       Ruben 0.000274 boy
24327 1904      Stuart 0.000274 boy
24328 1904       Basil 0.000267 boy
24329 1904    Columbus 0.000267 boy
24330 1904         Edd 0.000267 boy
24331 1904       Loren 0.000267 boy
24332 1904    Mitchell 0.000267 boy
24333 1904    Rosevelt 0.000267 boy
24334 1904      Wilmer 0.000267 boy
24335 1904    Alphonse 0.000260 boy
24336 1904         Bud 0.000260 boy
24337 1904   Ellsworth 0.000260 boy
24338 1904   Ferdinand 0.000260 boy
24339 1904         Ora 0.000260 boy
24340 1904    Fletcher 0.000253 boy
24341 1904    Jeremiah 0.000253 boy
24342 1904         Pat 0.000253 boy
24343 1904       Scott 0.000253 boy
24344 1904     Ambrose 0.000245 boy
24345 1904        Ezra 0.000245 boy
24346 1904     Merrill 0.000245 boy
24347 1904       Odell 0.000245 boy
24348 1904    Randolph 0.000245 boy
24349 1904      Sammie 0.000245 boy
24350 1904      Truman 0.000245 boy
24351 1904          Al 0.000238 boy
24352 1904         Rex 0.000238 boy
24353 1904    Sterling 0.000238 boy
24354 1904        Clay 0.000231 boy
24355 1904      Lowell 0.000231 boy
24356 1904       Riley 0.000231 boy
24357 1904     Sanford 0.000231 boy
24358 1904       Tommy 0.000231 boy
24359 1904     Wendell 0.000231 boy
24360 1904     Alfonso 0.000224 boy
24361 1904      Dewitt 0.000224 boy
24362 1904    Garfield 0.000224 boy
24363 1904      Harlan 0.000224 boy
24364 1904     Isadore 0.000224 boy
24365 1904       Major 0.000224 boy
24366 1904      Taylor 0.000224 boy
24367 1904         Van 0.000224 boy
24368 1904      Adrian 0.000217 boy
24369 1904       Arlie 0.000217 boy
24370 1904   Christian 0.000217 boy
24371 1904     Emerson 0.000217 boy
24372 1904       Emery 0.000217 boy
24373 1904      Israel 0.000217 boy
24374 1904      Lucius 0.000217 boy
24375 1904     Milford 0.000217 boy
24376 1904       Pearl 0.000217 boy
24377 1904       Royal 0.000217 boy
24378 1904     Thurman 0.000217 boy
24379 1904        Alan 0.000209 boy
24380 1904        Buck 0.000209 boy
24381 1904      Dudley 0.000209 boy
24382 1904       Elvin 0.000209 boy
24383 1904     Lorenzo 0.000209 boy
24384 1904       Lyman 0.000209 boy
24385 1904      Mathew 0.000209 boy
24386 1904       Orval 0.000209 boy
24387 1904      Prince 0.000209 boy
24388 1904      Russel 0.000209 boy
24389 1904     Ulysses 0.000209 boy
24390 1904     Coleman 0.000202 boy
24391 1904        Dean 0.000202 boy
24392 1904    Dominick 0.000202 boy
24393 1904       Elton 0.000202 boy
24394 1904       Emile 0.000202 boy
24395 1904   Granville 0.000202 boy
24396 1904      Hollis 0.000202 boy
24397 1904       Isiah 0.000202 boy
24398 1904       Jimmy 0.000202 boy
24399 1904     Maynard 0.000202 boy
24400 1904      Sydney 0.000202 boy
24401 1904       Chris 0.000195 boy
24402 1904     Elliott 0.000195 boy
24403 1904        Elmo 0.000195 boy
24404 1904     Houston 0.000195 boy
24405 1904       Meyer 0.000195 boy
24406 1904      Porter 0.000195 boy
24407 1904        Theo 0.000195 boy
24408 1904        Vern 0.000195 boy
24409 1904        Chas 0.000188 boy
24410 1904       Eldon 0.000188 boy
24411 1904       Elias 0.000188 boy
24412 1904        Hugo 0.000188 boy
24413 1904       Hyman 0.000188 boy
24414 1904        Jean 0.000188 boy
24415 1904        Saul 0.000188 boy
24416 1904         Sol 0.000188 boy
24417 1904      Buford 0.000180 boy
24418 1904      Carter 0.000180 boy
24419 1904     Dominic 0.000180 boy
24420 1904      Elisha 0.000180 boy
24421 1904    Herschel 0.000180 boy
24422 1904      Isaiah 0.000180 boy
24423 1904       Jewel 0.000180 boy
24424 1904        Luis 0.000180 boy
24425 1904     Micheal 0.000180 boy
24426 1904      Norris 0.000180 boy
24427 1904      Parker 0.000180 boy
24428 1904      Steven 0.000180 boy
24429 1904       Waldo 0.000180 boy
24430 1904    Aloysius 0.000173 boy
24431 1904      Arther 0.000173 boy
24432 1904         Asa 0.000173 boy
24433 1904       Cliff 0.000173 boy
24434 1904       Davis 0.000173 boy
24435 1904        Dick 0.000173 boy
24436 1904       Early 0.000173 boy
24437 1904       Hazel 0.000173 boy
24438 1904      Jewell 0.000173 boy
24439 1904      Junius 0.000173 boy
24440 1904        King 0.000173 boy
24441 1904        Matt 0.000173 boy
24442 1904        Oren 0.000173 boy
24443 1904     Shirley 0.000173 boy
24444 1904      Conrad 0.000166 boy
24445 1904     Frances 0.000166 boy
24446 1904     General 0.000166 boy
24447 1904      Lawson 0.000166 boy
24448 1904        Otho 0.000166 boy
24449 1904       Roman 0.000166 boy
24450 1904       Verne 0.000166 boy
24451 1904      Wilton 0.000166 boy
24452 1904       Albin 0.000159 boy
24453 1904    Chauncey 0.000159 boy
24454 1904    Clarance 0.000159 boy
24455 1904         Coy 0.000159 boy
24456 1904       Cyrus 0.000159 boy
24457 1904       Enoch 0.000159 boy
24458 1904      Harmon 0.000159 boy
24459 1904     Haywood 0.000159 boy
24460 1904       Jonas 0.000159 boy
24461 1904        Lacy 0.000159 boy
24462 1904        Noel 0.000159 boy
24463 1904       Pablo 0.000159 boy
24464 1904      Rafael 0.000159 boy
24465 1904      Warner 0.000159 boy
24466 1904    Alphonso 0.000152 boy
24467 1904     Bertram 0.000152 boy
24468 1904       Billy 0.000152 boy
24469 1904         Dee 0.000152 boy
24470 1904      Dorsey 0.000152 boy
24471 1904      Emmitt 0.000152 boy
24472 1904         Hal 0.000152 boy
24473 1904   Jefferson 0.000152 boy
24474 1904       Judge 0.000152 boy
24475 1904        Milo 0.000152 boy
24476 1904       Noble 0.000152 boy
24477 1904        Phil 0.000152 boy
24478 1904        Ruby 0.000152 boy
24479 1904       Tomas 0.000152 boy
24480 1904      Wilber 0.000152 boy
24481 1904    Winfield 0.000152 boy
24482 1904     Hershel 0.000144 boy
24483 1904      Lionel 0.000144 boy
24484 1904    Margaret 0.000144 boy
24485 1904       Mason 0.000144 boy
24486 1904        Omer 0.000144 boy
24487 1904    Pasquale 0.000144 boy
24488 1904     Raleigh 0.000144 boy
24489 1904      Rupert 0.000144 boy
24490 1904       Sandy 0.000144 boy
24491 1904       Abner 0.000137 boy
24492 1904     Alfredo 0.000137 boy
24493 1904      Antone 0.000137 boy
24494 1904        Aron 0.000137 boy
24495 1904      Billie 0.000137 boy
24496 1904      Delmar 0.000137 boy
24497 1904      Elmore 0.000137 boy
24498 1904       Emmet 0.000137 boy
24499 1904         Fay 0.000137 boy
24500 1904       Issac 0.000137 boy
24501 1904     Johnson 0.000137 boy
24502 1904      Joshua 0.000137 boy
24503 1904      Kermit 0.000137 boy
24504 1904     Linwood 0.000137 boy
24505 1904      Morton 0.000137 boy
24506 1904      Newton 0.000137 boy
24507 1904        Olin 0.000137 boy
24508 1904        Otha 0.000137 boy
24509 1904      Palmer 0.000137 boy
24510 1904    Thaddeus 0.000137 boy
24511 1904      Travis 0.000137 boy
24512 1904       Vance 0.000137 boy
24513 1904      Vivian 0.000137 boy
24514 1904  Washington 0.000137 boy
24515 1904    Adelbert 0.000130 boy
24516 1904       Alden 0.000130 boy
24517 1904       Artie 0.000130 boy
24518 1904       Avery 0.000130 boy
24519 1904    Benedict 0.000130 boy
24520 1904       Benny 0.000130 boy
24521 1904       Bruno 0.000130 boy
24522 1904      Felton 0.000130 boy
24523 1904      Gerard 0.000130 boy
24524 1904      Harris 0.000130 boy
24525 1904   Henderson 0.000130 boy
24526 1904       Ivory 0.000130 boy
24527 1904        Josh 0.000130 boy
24528 1904      Judson 0.000130 boy
24529 1904      Miguel 0.000130 boy
24530 1904      Morgan 0.000130 boy
24531 1904       Nolan 0.000130 boy
24532 1904        Olen 0.000130 boy
24533 1904     Randall 0.000130 boy
24534 1904         Sim 0.000130 boy
24535 1904       Terry 0.000130 boy
24536 1904   Valentine 0.000130 boy
24537 1904     Wilford 0.000130 boy
24538 1904       Abram 0.000123 boy
24539 1904    Adolphus 0.000123 boy
24540 1904       Angus 0.000123 boy
24541 1904      Bonnie 0.000123 boy
24542 1904       Carey 0.000123 boy
24543 1904        Clem 0.000123 boy
24544 1904     Dorothy 0.000123 boy
24545 1904       Ethel 0.000123 boy
24546 1904      Golden 0.000123 boy
24547 1904        Hans 0.000123 boy
24548 1904      Hector 0.000123 boy
24549 1904      Henery 0.000123 boy
24550 1904      Hunter 0.000123 boy
24551 1904       Keith 0.000123 boy
24552 1904     Lucious 0.000123 boy
24553 1904     Maxwell 0.000123 boy
24554 1904        Obie 0.000123 boy
24555 1904        Odie 0.000123 boy
24556 1904       Ottis 0.000123 boy
24557 1904       Patsy 0.000123 boy
24558 1904        Reed 0.000123 boy
24559 1904        Rene 0.000123 boy
24560 1904    Santiago 0.000123 boy
24561 1904       Smith 0.000123 boy
24562 1904       Teddy 0.000123 boy
24563 1904      Vaughn 0.000123 boy
24564 1904      Walker 0.000123 boy
24565 1904     Wilburn 0.000123 boy
24566 1904        Anna 0.000116 boy
24567 1904   Archibald 0.000116 boy
24568 1904     Bernice 0.000116 boy
24569 1904       Berry 0.000116 boy
24570 1904      Bertha 0.000116 boy
24571 1904       Brady 0.000116 boy
24572 1904      Duncan 0.000116 boy
24573 1904    Fernando 0.000116 boy
24574 1904    Frederic 0.000116 boy
24575 1904     Gregory 0.000116 boy
24576 1904   Guadalupe 0.000116 boy
24577 1904      Gustav 0.000116 boy
24578 1904     Isidore 0.000116 boy
24579 1904      Justin 0.000116 boy
24580 1904      Lemuel 0.000116 boy
24581 1904         Mac 0.000116 boy
24582 1904      Manley 0.000116 boy
24583 1904      Marlin 0.000116 boy
24584 1904     Merritt 0.000116 boy
24585 1904     Rolland 0.000116 boy
24586 1904     Tillman 0.000116 boy
24587 1904      Andres 0.000108 boy
24588 1904     Bradley 0.000108 boy
24589 1904      Caesar 0.000108 boy
24590 1904      Cletus 0.000108 boy
24591 1904    Crawford 0.000108 boy
24592 1904        Eric 0.000108 boy
24593 1904      Garnet 0.000108 boy
24594 1904         Geo 0.000108 boy
24595 1904       Giles 0.000108 boy
24596 1904       Helen 0.000108 boy
24597 1904      Hobert 0.000108 boy
24598 1904       Hosea 0.000108 boy
24599 1904      Jonnie 0.000108 boy
24600 1904        Lige 0.000108 boy
24601 1904     Lincoln 0.000108 boy
24602 1904         Lon 0.000108 boy
24603 1904       Lonzo 0.000108 boy
24604 1904       Maxie 0.000108 boy
24605 1904        Ocie 0.000108 boy
24606 1904      Rogers 0.000108 boy
24607 1904       Rubin 0.000108 boy
24608 1904        Ruth 0.000108 boy
24609 1904    Theadore 0.000108 boy
24610 1904    Williams 0.000108 boy
24611 1904        Alec 0.000101 boy
24612 1904       Allie 0.000101 boy
24613 1904       Alvie 0.000101 boy
24614 1904       Bryan 0.000101 boy
24615 1904      Bryant 0.000101 boy
24616 1904     Carmine 0.000101 boy
24617 1904      Casper 0.000101 boy
24618 1904       Cleve 0.000101 boy
24619 1904      Denver 0.000101 boy
24620 1904      Edison 0.000101 boy
24621 1904      Emilio 0.000101 boy
24622 1904    Everette 0.000101 boy
24623 1904       Evert 0.000101 boy
24624 1904    Florence 0.000101 boy
24625 1904     Gabriel 0.000101 boy
24626 1904      Gaston 0.000101 boy
24627 1904       Hardy 0.000101 boy
24628 1904      Hobart 0.000101 boy
24629 1904        Hoyt 0.000101 boy
24630 1904     Ignacio 0.000101 boy
24631 1904    Jonathan 0.000101 boy
24632 1904       Jules 0.000101 boy
24633 1904     Laverne 0.000101 boy
24634 1904   Marcellus 0.000101 boy
24635 1904      Merlin 0.000101 boy
24636 1904         Moe 0.000101 boy
24637 1904     Norbert 0.000101 boy
24638 1904        Odis 0.000101 boy
24639 1904       Romeo 0.000101 boy
24640 1904        Seth 0.000101 boy
24641 1904      Theron 0.000101 boy
24642 1904         Tim 0.000101 boy
24643 1904       Urban 0.000101 boy
24644 1904     Webster 0.000101 boy
24645 1904      Weldon 0.000101 boy
24646 1904     Winston 0.000101 boy
24647 1904         Bee 0.000094 boy
24648 1904      Bernie 0.000094 boy
24649 1904        Burt 0.000094 boy
24650 1904       Clara 0.000094 boy
24651 1904       Damon 0.000094 boy
24652 1904       Doyle 0.000094 boy
24653 1904        Edna 0.000094 boy
24654 1904   Elizabeth 0.000094 boy
24655 1904       Elzie 0.000094 boy
24656 1904        Enos 0.000094 boy
24657 1904       Ernie 0.000094 boy
24658 1904       Estel 0.000094 boy
24659 1904        Fate 0.000094 boy
24660 1904     Garrett 0.000094 boy
24661 1904       Green 0.000094 boy
24662 1904        Guss 0.000094 boy
24663 1904      Hallie 0.000094 boy
24664 1904    Hezekiah 0.000094 boy
24665 1904       Jones 0.000094 boy
24666 1904       Kelly 0.000094 boy
24667 1904   Lafayette 0.000094 boy
24668 1904      Lawton 0.000094 boy
24669 1904     Lindsay 0.000094 boy
24670 1904       Logan 0.000094 boy
24671 1904      Lucian 0.000094 boy
24672 1904       Mario 0.000094 boy
24673 1904     Mildred 0.000094 boy
24674 1904    Mortimer 0.000094 boy
24675 1904        Oral 0.000094 boy
24676 1904      Rodney 0.000094 boy
24677 1904       Romie 0.000094 boy
24678 1904       Sammy 0.000094 boy
24679 1904     Sampson 0.000094 boy
24680 1904       Sonny 0.000094 boy
24681 1904      Turner 0.000094 boy
24682 1904      Vester 0.000094 boy
24683 1904      Watson 0.000094 boy
24684 1904        West 0.000094 boy
24685 1904     Winfred 0.000094 boy
24686 1904     Alberto 0.000087 boy
24687 1904       Annie 0.000087 boy
24688 1904     Antoine 0.000087 boy
24689 1904      Blaine 0.000087 boy
24690 1904    Carleton 0.000087 boy
24691 1904      Carmen 0.000087 boy
24692 1904        Cary 0.000087 boy
24693 1904       Clare 0.000087 boy
24694 1904       Clint 0.000087 boy
24695 1904      Clovis 0.000087 boy
24696 1904       Duane 0.000087 boy
24697 1904       Elsie 0.000087 boy
24698 1904        Elza 0.000087 boy
24699 1904        Emma 0.000087 boy
24700 1904        Evan 0.000087 boy
24701 1904       Evans 0.000087 boy
24702 1904        Gail 0.000087 boy
24703 1904        Gary 0.000087 boy
24704 1904     Godfrey 0.000087 boy
24705 1904      Graham 0.000087 boy
24706 1904        Isom 0.000087 boy
24707 1904         Ivy 0.000087 boy
24708 1904      Junior 0.000087 boy
24709 1904      Lenard 0.000087 boy
24710 1904      Luster 0.000087 boy
24711 1904       Mabel 0.000087 boy
24712 1904    Melville 0.000087 boy
24713 1904      Miller 0.000087 boy
24714 1904        Orin 0.000087 boy
24715 1904      Rollin 0.000087 boy
24716 1904     Seymour 0.000087 boy
24717 1904      Shelby 0.000087 boy
24718 1904     Sheldon 0.000087 boy
24719 1904         Son 0.000087 boy
24720 1904        Thad 0.000087 boy
24721 1904      Verner 0.000087 boy
24722 1904        Wash 0.000087 boy
24723 1904          Wm 0.000087 boy
24724 1904       Alois 0.000079 boy
24725 1904       Alvis 0.000079 boy
24726 1904        Arch 0.000079 boy
24727 1904      Ashley 0.000079 boy
24728 1904     Beverly 0.000079 boy
24729 1904      Brooks 0.000079 boy
24730 1904      Buddie 0.000079 boy
24731 1904       Buddy 0.000079 boy
24732 1904     Collins 0.000079 boy
24733 1904      Connie 0.000079 boy
24734 1904        Dana 0.000079 boy
24735 1904      Delmer 0.000079 boy
24736 1904     Domingo 0.000079 boy
24737 1904        Eino 0.000079 boy
24738 1904     Frazier 0.000079 boy
24739 1904      Gladys 0.000079 boy
24740 1904     Hayward 0.000079 boy
24741 1904      Hurley 0.000079 boy
24742 1904       Jason 0.000079 boy
24743 1904   Katherine 0.000079 boy
24744 1904      Lillie 0.000079 boy
24745 1904   Llewellyn 0.000079 boy
24746 1904       Lonie 0.000079 boy
24747 1904     Madison 0.000079 boy
24748 1904      Mahlon 0.000079 boy
24749 1904      Murphy 0.000079 boy
24750 1904    Napoleon 0.000079 boy
24751 1904        Pink 0.000079 boy
24752 1904    Rayfield 0.000079 boy
24753 1904       Reese 0.000079 boy
24754 1904       Rocco 0.000079 boy
24755 1904    Salvador 0.000079 boy
24756 1904     Shelton 0.000079 boy
24757 1904      Vernie 0.000079 boy
24758 1904        Vito 0.000079 boy
24759 1904         Zeb 0.000079 boy
24760 1904        Abel 0.000072 boy
24761 1904         Alf 0.000072 boy
24762 1904      Alford 0.000072 boy
24763 1904      Author 0.000072 boy
24764 1904      Bailey 0.000072 boy
24765 1904    Benjiman 0.000072 boy
24766 1904    Bertrand 0.000072 boy
24767 1904      Burley 0.000072 boy
24768 1904       Caleb 0.000072 boy
24769 1904      Carson 0.000072 boy
24770 1904      Dawson 0.000072 boy
24771 1904       Delos 0.000072 boy
24772 1904      Earlie 0.000072 boy
24773 1904       Edith 0.000072 boy
24774 1904      Eligah 0.000072 boy
24775 1904     Ellwood 0.000072 boy
24776 1904       Ennis 0.000072 boy
24777 1904         Eva 0.000072 boy
24778 1904     Garnett 0.000072 boy
24779 1904      Goldie 0.000072 boy
24780 1904   Guillermo 0.000072 boy
24781 1904    Hilliard 0.000072 boy
24782 1904    Ignatius 0.000072 boy
24783 1904       Jodie 0.000072 boy
24784 1904      Joesph 0.000072 boy
24785 1904         Joy 0.000072 boy
24786 1904        Kyle 0.000072 boy
24787 1904       Lamar 0.000072 boy
24788 1904         Lem 0.000072 boy
24789 1904     Lillian 0.000072 boy
24790 1904     Lindsey 0.000072 boy
24791 1904      Louise 0.000072 boy
24792 1904       Loyal 0.000072 boy
24793 1904      Lucien 0.000072 boy
24794 1904      Merton 0.000072 boy
24795 1904      Mervin 0.000072 boy
24796 1904     Mitchel 0.000072 boy
24797 1904      Newell 0.000072 boy
24798 1904        Oran 0.000072 boy
24799 1904     Raphael 0.000072 boy
24800 1904      Raymon 0.000072 boy
24801 1904    Reinhold 0.000072 boy
24802 1904    Richmond 0.000072 boy
24803 1904        Rose 0.000072 boy
24804 1904        Rudy 0.000072 boy
24805 1904     Sigmund 0.000072 boy
24806 1904    Thornton 0.000072 boy
24807 1904       Toney 0.000072 boy
24808 1904       Waino 0.000072 boy
24809 1904        Zack 0.000072 boy
24810 1904     Addison 0.000065 boy
24811 1904     Alfonzo 0.000065 boy
24812 1904       Alice 0.000065 boy
24813 1904       Almon 0.000065 boy
24814 1904       Arley 0.000065 boy
24815 1904      Armand 0.000065 boy
24816 1904     Augusta 0.000065 boy
24817 1904      Barton 0.000065 boy
24818 1904     Beecher 0.000065 boy
24819 1904        Burl 0.000065 boy
24820 1904   Catherine 0.000065 boy
24821 1904    Clemence 0.000065 boy
24822 1904     Darrell 0.000065 boy
24823 1904      Dayton 0.000065 boy
24824 1904        Dell 0.000065 boy
24825 1904     Donovan 0.000065 boy
24826 1904       Doris 0.000065 boy
24827 1904      Eldred 0.000065 boy
24828 1904      Elliot 0.000065 boy
24829 1904       Ernst 0.000065 boy
24830 1904       Essie 0.000065 boy
24831 1904      Fabian 0.000065 boy
24832 1904       Finis 0.000065 boy
24833 1904        Ford 0.000065 boy
24834 1904      Furman 0.000065 boy
24835 1904     Gardner 0.000065 boy
24836 1904       Grace 0.000065 boy
24837 1904    Hamilton 0.000065 boy
24838 1904     Harland 0.000065 boy
24839 1904        Harm 0.000065 boy
24840 1904      Hayden 0.000065 boy
24841 1904      Hermon 0.000065 boy
24842 1904     Hilbert 0.000065 boy
24843 1904      Hilton 0.000065 boy
24844 1904      Hudson 0.000065 boy
24845 1904       Jamie 0.000065 boy
24846 1904      Jordan 0.000065 boy
24847 1904        June 0.000065 boy
24848 1904        Kirk 0.000065 boy
24849 1904      Laurel 0.000065 boy
24850 1904       Lemon 0.000065 boy
24851 1904         Len 0.000065 boy
24852 1904      Lennie 0.000065 boy
24853 1904     Marshal 0.000065 boy
24854 1904      Melton 0.000065 boy
24855 1904     Nicolas 0.000065 boy
24856 1904         Ole 0.000065 boy
24857 1904     Orlando 0.000065 boy
24858 1904       Orrin 0.000065 boy
24859 1904       Orvel 0.000065 boy
24860 1904      Oswald 0.000065 boy
24861 1904        Park 0.000065 boy
24862 1904      Pierre 0.000065 boy
24863 1904      Ransom 0.000065 boy
24864 1904    Roderick 0.000065 boy
24865 1904     Rowland 0.000065 boy
24866 1904      Santos 0.000065 boy
24867 1904   Sebastian 0.000065 boy
24868 1904         Sid 0.000065 boy
24869 1904      Sumner 0.000065 boy
24870 1904      Thelma 0.000065 boy
24871 1904    Vincenzo 0.000065 boy
24872 1904     Wardell 0.000065 boy
24873 1904      Welton 0.000065 boy
24874 1904      Willam 0.000065 boy
24875 1904        Acie 0.000058 boy
24876 1904      Adrain 0.000058 boy
24877 1904       Adron 0.000058 boy
24878 1904   Alejandro 0.000058 boy
24879 1904       Almer 0.000058 boy
24880 1904       Arbie 0.000058 boy
24881 1904   Arlington 0.000058 boy
24882 1904         Art 0.000058 boy
24883 1904       Arvid 0.000058 boy
24884 1904       Audie 0.000058 boy
24885 1904   Augustine 0.000058 boy
24886 1904     Bartley 0.000058 boy
24887 1904    Benjaman 0.000058 boy
24888 1904     Bennett 0.000058 boy
24889 1904      Benton 0.000058 boy
24890 1904      Bertie 0.000058 boy
24891 1904       Betty 0.000058 boy
24892 1904       Bobby 0.000058 boy
24893 1904    Bradford 0.000058 boy
24894 1904      Cedric 0.000058 boy
24895 1904     Chalmer 0.000058 boy
24896 1904    Chalmers 0.000058 boy
24897 1904       Colin 0.000058 boy
24898 1904      Dalton 0.000058 boy
24899 1904      Darwin 0.000058 boy
24900 1904       Denis 0.000058 boy
24901 1904     Desmond 0.000058 boy
24902 1904     Dillard 0.000058 boy
24903 1904     Domenic 0.000058 boy
24904 1904      Donnie 0.000058 boy
24905 1904        Drew 0.000058 boy
24906 1904       Duard 0.000058 boy
24907 1904        Duke 0.000058 boy
24908 1904       Edson 0.000058 boy
24909 1904       Elden 0.000058 boy
24910 1904       Elroy 0.000058 boy
24911 1904       Elvis 0.000058 boy
24912 1904       Elwyn 0.000058 boy
24913 1904       Emmit 0.000058 boy
24914 1904     Ephraim 0.000058 boy
24915 1904        Eula 0.000058 boy
24916 1904       Ewell 0.000058 boy
24917 1904       Flora 0.000058 boy
24918 1904     Florian 0.000058 boy
24919 1904        Floy 0.000058 boy
24920 1904       Fritz 0.000058 boy
24921 1904     Gaylord 0.000058 boy
24922 1904       Genie 0.000058 boy
24923 1904      Glover 0.000058 boy
24924 1904     Hampton 0.000058 boy
24925 1904       Heber 0.000058 boy
24926 1904      Helmer 0.000058 boy
24927 1904      Josiah 0.000058 boy
24928 1904     Junious 0.000058 boy
24929 1904     Leander 0.000058 boy
24930 1904        Levy 0.000058 boy
24931 1904        Lois 0.000058 boy
24932 1904         Loy 0.000058 boy
24933 1904      Malcom 0.000058 boy
24934 1904       Marie 0.000058 boy
24935 1904       Marty 0.000058 boy
24936 1904     Mathias 0.000058 boy
24937 1904    Meredith 0.000058 boy
24938 1904       Murry 0.000058 boy
24939 1904    Nickolas 0.000058 boy
24940 1904      Norval 0.000058 boy
24941 1904        Olaf 0.000058 boy
24942 1904        Omar 0.000058 boy
24943 1904       Ossie 0.000058 boy
24944 1904      Pierce 0.000058 boy
24945 1904       Price 0.000058 boy
24946 1904        Raul 0.000058 boy
24947 1904        Reid 0.000058 boy
24948 1904     Ricardo 0.000058 boy
24949 1904     Roberto 0.000058 boy
24950 1904       Rolla 0.000058 boy
24951 1904       Royce 0.000058 boy
24952 1904      Severo 0.000058 boy
24953 1904     Shelley 0.000058 boy
24954 1904      Shelly 0.000058 boy
24955 1904    Stanford 0.000058 boy
24956 1904      Sylvan 0.000058 boy
24957 1904    Thurston 0.000058 boy
24958 1904       Tobie 0.000058 boy
24959 1904        Verl 0.000058 boy
24960 1904      Virgle 0.000058 boy
24961 1904      Walton 0.000058 boy
24962 1904      Wayman 0.000058 boy
24963 1904     Westley 0.000058 boy
24964 1904      Weston 0.000058 boy
24965 1904       Wylie 0.000058 boy
24966 1904        Alma 0.000051 boy
24967 1904      Alonza 0.000051 boy
24968 1904     Alpheus 0.000051 boy
24969 1904        Amon 0.000051 boy
24970 1904       Arden 0.000051 boy
24971 1904       Arnie 0.000051 boy
24972 1904      Baxter 0.000051 boy
24973 1904     Bedford 0.000051 boy
24974 1904      Benson 0.000051 boy
24975 1904      Berton 0.000051 boy
24976 1904       Beryl 0.000051 boy
24977 1904       Blair 0.000051 boy
24978 1904       Brice 0.000051 boy
24979 1904     Burrell 0.000051 boy
24980 1904     Carlyle 0.000051 boy
24981 1904       Casey 0.000051 boy
24982 1904        Cass 0.000051 boy
24983 1904      Christ 0.000051 boy
24984 1904      Claire 0.000051 boy
24985 1904     Claudie 0.000051 boy
24986 1904      Collie 0.000051 boy
24987 1904     Colonel 0.000051 boy
24988 1904  Cornelious 0.000051 boy
24989 1904     Council 0.000051 boy
24990 1904    Courtney 0.000051 boy
24991 1904       Danny 0.000051 boy
24992 1904       Einar 0.000051 boy
24993 1904       Elder 0.000051 boy
24994 1904    Eldridge 0.000051 boy
24995 1904       Elige 0.000051 boy
24996 1904        Ella 0.000051 boy
24997 1904      Ellery 0.000051 boy
24998 1904       Elwin 0.000051 boy
24999 1904     Enrique 0.000051 boy
 [ reached 'max' / getOption("max.print") -- omitted 233001 rows ]

Reading using readr creates a tibble

read_csv("https://bit.ly/3SpfWMg")
# A tibble: 258,000 × 4
    year name    percent sex  
   <dbl> <chr>     <dbl> <chr>
 1  1880 John     0.0815 boy  
 2  1880 William  0.0805 boy  
 3  1880 James    0.0501 boy  
 4  1880 Charles  0.0452 boy  
 5  1880 George   0.0433 boy  
 6  1880 Frank    0.0274 boy  
 7  1880 Joseph   0.0222 boy  
 8  1880 Thomas   0.0214 boy  
 9  1880 Henry    0.0206 boy  
10  1880 Robert   0.0204 boy  
# … with 257,990 more rows

Manipulating data in R

Data manipulation

There are at least two characteristics that a good data manipulation software should have:

  1. speed: results are returned in a reasonable time
  1. elegance: easy to use and to understand what the code is doing

The tidyverse is an opinionated collection of R packages designed for data science. All packages share an underlying design philosophy, grammar, and data structures.

The tidyverse

The tidyverse is a meta package that provides a collection of tools (across different packages) that are designed for data science.

The tidyverse

The package is not included in the base installation of R.

# Install the tidyverse packages
install.packages("tidyverse")
# Load all the packages included in tidyverse
library(tidyverse)

Data manipulation with {dplyr} and {tidyr}

Tidyverse

A lot of tidyverse functions have the same scheme: the first argument is a data frame:

function(<dataframe>, <expression>)

Useful functions in dplyr / tidyr
Function Definition
filter(df, ...) Select a subset of the rows of a data frame.
arrange(df, ...) Reorder rows of a data frame.
select(df, ...) Select columns of a data frame.
mutate(df, ...) Add or modify columns in a data frame.
summarise(df, ...) Summarize a data frame into a single row. This function is very helpful in combination with the group_by() function.
group_by(df, ...) Group a data frame based on the specified columns.
*_join(df, ...) Join/merge two data frames.

The nycflights13 datasets

  • To learn how to use these functions, we will use datasets from package nycflights13.

  • This package contains information about all flights that departed from New York airports (i.e., EWR, JFK and LGA) in 2013.

  • Not included in base R, we first need to install it.

# Install the dataset package
install.packages("nycflights13")

Relationships

Trulli
Source: R for Data Science
  • The flights table connects to planes via a single variable, tailnum.
  • The flights table connects to airports in two ways: via the origin and dest variables.

nycflights13

For the following examples we are going to use fights, planes, airports, airlines tables.

# Libraries for data manipulation and visualization
library(tidyverse)

# Load the data package
library(nycflights13)

# Loads all the five data frame included in nycflights13
data(flights)
data(planes)
data(airports)
data(airlines)
data(weather)

The flights table

glimpse(flights)
Rows: 336,776
Columns: 19
$ year           <int> 2013, 2013, 2013, 2013, 2013, 2013, 2013, 2013, 2013, 2…
$ month          <int> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1…
$ day            <int> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1…
$ dep_time       <int> 517, 533, 542, 544, 554, 554, 555, 557, 557, 558, 558, …
$ sched_dep_time <int> 515, 529, 540, 545, 600, 558, 600, 600, 600, 600, 600, …
$ dep_delay      <dbl> 2, 4, 2, -1, -6, -4, -5, -3, -3, -2, -2, -2, -2, -2, -1…
$ arr_time       <int> 830, 850, 923, 1004, 812, 740, 913, 709, 838, 753, 849,…
$ sched_arr_time <int> 819, 830, 850, 1022, 837, 728, 854, 723, 846, 745, 851,…
$ arr_delay      <dbl> 11, 20, 33, -18, -25, 12, 19, -14, -8, 8, -2, -3, 7, -1…
$ carrier        <chr> "UA", "UA", "AA", "B6", "DL", "UA", "B6", "EV", "B6", "…
$ flight         <int> 1545, 1714, 1141, 725, 461, 1696, 507, 5708, 79, 301, 4…
$ tailnum        <chr> "N14228", "N24211", "N619AA", "N804JB", "N668DN", "N394…
$ origin         <chr> "EWR", "LGA", "JFK", "JFK", "LGA", "EWR", "EWR", "LGA",…
$ dest           <chr> "IAH", "IAH", "MIA", "BQN", "ATL", "ORD", "FLL", "IAD",…
$ air_time       <dbl> 227, 227, 160, 183, 116, 150, 158, 53, 140, 138, 149, 1…
$ distance       <dbl> 1400, 1416, 1089, 1576, 762, 719, 1065, 229, 944, 733, …
$ hour           <dbl> 5, 5, 5, 5, 6, 5, 6, 6, 6, 6, 6, 6, 6, 6, 6, 5, 6, 6, 6…
$ minute         <dbl> 15, 29, 40, 45, 0, 58, 0, 0, 0, 0, 0, 0, 0, 0, 0, 59, 0…
$ time_hour      <dttm> 2013-01-01 05:00:00, 2013-01-01 05:00:00, 2013-01-01 0…

The flights table

year month day dep_time sched_dep_time dep_delay arr_time sched_arr_time arr_delay carrier flight tailnum origin dest air_time distance hour minute time_hour
2013 1 1 517 515 2 830 819 11 UA 1545 N14228 EWR IAH 227 1400 5 15 2013-01-01 05:00:00
2013 1 1 533 529 4 850 830 20 UA 1714 N24211 LGA IAH 227 1416 5 29 2013-01-01 05:00:00
2013 1 1 542 540 2 923 850 33 AA 1141 N619AA JFK MIA 160 1089 5 40 2013-01-01 05:00:00
2013 1 1 544 545 -1 1004 1022 -18 B6 725 N804JB JFK BQN 183 1576 5 45 2013-01-01 05:00:00
2013 1 1 554 600 -6 812 837 -25 DL 461 N668DN LGA ATL 116 762 6 0 2013-01-01 06:00:00
2013 1 1 554 558 -4 740 728 12 UA 1696 N39463 EWR ORD 150 719 5 58 2013-01-01 05:00:00

The planes table

glimpse(planes)
Rows: 3,322
Columns: 9
$ tailnum      <chr> "N10156", "N102UW", "N103US", "N104UW", "N10575", "N105UW…
$ year         <int> 2004, 1998, 1999, 1999, 2002, 1999, 1999, 1999, 1999, 199…
$ type         <chr> "Fixed wing multi engine", "Fixed wing multi engine", "Fi…
$ manufacturer <chr> "EMBRAER", "AIRBUS INDUSTRIE", "AIRBUS INDUSTRIE", "AIRBU…
$ model        <chr> "EMB-145XR", "A320-214", "A320-214", "A320-214", "EMB-145…
$ engines      <int> 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, …
$ seats        <int> 55, 182, 182, 182, 55, 182, 182, 182, 182, 182, 55, 55, 5…
$ speed        <int> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, N…
$ engine       <chr> "Turbo-fan", "Turbo-fan", "Turbo-fan", "Turbo-fan", "Turb…

The planes table

tailnum year type manufacturer model engines seats speed engine
N10156 2004 Fixed wing multi engine EMBRAER EMB-145XR 2 55 NA Turbo-fan
N102UW 1998 Fixed wing multi engine AIRBUS INDUSTRIE A320-214 2 182 NA Turbo-fan
N103US 1999 Fixed wing multi engine AIRBUS INDUSTRIE A320-214 2 182 NA Turbo-fan
N104UW 1999 Fixed wing multi engine AIRBUS INDUSTRIE A320-214 2 182 NA Turbo-fan
N10575 2002 Fixed wing multi engine EMBRAER EMB-145LR 2 55 NA Turbo-fan
N105UW 1999 Fixed wing multi engine AIRBUS INDUSTRIE A320-214 2 182 NA Turbo-fan

The airports table

glimpse(airports)
Rows: 1,458
Columns: 8
$ faa   <chr> "04G", "06A", "06C", "06N", "09J", "0A9", "0G6", "0G7", "0P2", "…
$ name  <chr> "Lansdowne Airport", "Moton Field Municipal Airport", "Schaumbur…
$ lat   <dbl> 41.13047, 32.46057, 41.98934, 41.43191, 31.07447, 36.37122, 41.4…
$ lon   <dbl> -80.61958, -85.68003, -88.10124, -74.39156, -81.42778, -82.17342…
$ alt   <dbl> 1044, 264, 801, 523, 11, 1593, 730, 492, 1000, 108, 409, 875, 10…
$ tz    <dbl> -5, -6, -6, -5, -5, -5, -5, -5, -5, -8, -5, -6, -5, -5, -5, -5, …
$ dst   <chr> "A", "A", "A", "A", "A", "A", "A", "A", "U", "A", "A", "U", "A",…
$ tzone <chr> "America/New_York", "America/Chicago", "America/Chicago", "Ameri…

The airlines table

glimpse(airlines)
Rows: 16
Columns: 2
$ carrier <chr> "9E", "AA", "AS", "B6", "DL", "EV", "F9", "FL", "HA", "MQ", "O…
$ name    <chr> "Endeavor Air Inc.", "American Airlines Inc.", "Alaska Airline…

The weather table

glimpse(weather)
Rows: 26,115
Columns: 15
$ origin     <chr> "EWR", "EWR", "EWR", "EWR", "EWR", "EWR", "EWR", "EWR", "EW…
$ year       <int> 2013, 2013, 2013, 2013, 2013, 2013, 2013, 2013, 2013, 2013,…
$ month      <int> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,…
$ day        <int> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,…
$ hour       <int> 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 13, 14, 15, 16, 17, 18, …
$ temp       <dbl> 39.02, 39.02, 39.02, 39.92, 39.02, 37.94, 39.02, 39.92, 39.…
$ dewp       <dbl> 26.06, 26.96, 28.04, 28.04, 28.04, 28.04, 28.04, 28.04, 28.…
$ humid      <dbl> 59.37, 61.63, 64.43, 62.21, 64.43, 67.21, 64.43, 62.21, 62.…
$ wind_dir   <dbl> 270, 250, 240, 250, 260, 240, 240, 250, 260, 260, 260, 330,…
$ wind_speed <dbl> 10.35702, 8.05546, 11.50780, 12.65858, 12.65858, 11.50780, …
$ wind_gust  <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 20.…
$ precip     <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ pressure   <dbl> 1012.0, 1012.3, 1012.5, 1012.2, 1011.9, 1012.4, 1012.2, 101…
$ visib      <dbl> 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10,…
$ time_hour  <dttm> 2013-01-01 01:00:00, 2013-01-01 02:00:00, 2013-01-01 03:00…

Getting more information

If you want more information on a specific table, use the ? operator. This will open the help file and describe all variables included in the data frame.

?flights

?planes

?airports

?airlines

?weather

The filter() function

  • The filter() allows you to select a subset of the rows of a data frame.

  • The first argument is the name of the data frame, and the second and subsequent are filtering expressions evaluated in the context of that data frame.

filter(<dataframe>, <logical expression>)

The filter() function

Example 1: select all flights with a tail number equal to “N14228”.

filter(flights, tailnum == "N14228")
# A tibble: 111 × 19
    year month   day dep_time sched_de…¹ dep_d…² arr_t…³ sched…⁴ arr_d…⁵ carrier
   <int> <int> <int>    <int>      <int>   <dbl>   <int>   <int>   <dbl> <chr>  
 1  2013     1     1      517        515       2     830     819      11 UA     
 2  2013     1     8     1435       1440      -5    1717    1746     -29 UA     
 3  2013     1     9      717        700      17     812     815      -3 UA     
 4  2013     1     9     1143       1144      -1    1425    1445     -20 UA     
 5  2013     1    13      835        824      11    1030     951      39 UA     
 6  2013     1    16     1829       1730      59    2117    2023      54 UA     
 7  2013     1    22     1902       1808      54    2214    2106      68 UA     
 8  2013     1    23     1050       1056      -6    1143    1208     -25 UA     
 9  2013     1    23     1533       1529       4    1641    1645      -4 UA     
10  2013     1    25      724        720       4    1000    1023     -23 UA     
# … with 101 more rows, 9 more variables: flight <int>, tailnum <chr>,
#   origin <chr>, dest <chr>, air_time <dbl>, distance <dbl>, hour <dbl>,
#   minute <dbl>, time_hour <dttm>, and abbreviated variable names
#   ¹​sched_dep_time, ²​dep_delay, ³​arr_time, ⁴​sched_arr_time, ⁵​arr_delay

The filter() function

Example 2: select all flights with a departure delay greater than 180 minutes.

filter(flights, dep_delay > 180)
# A tibble: 3,893 × 19
    year month   day dep_time sched_de…¹ dep_d…² arr_t…³ sched…⁴ arr_d…⁵ carrier
   <int> <int> <int>    <int>      <int>   <dbl>   <int>   <int>   <dbl> <chr>  
 1  2013     1     1      848       1835     853    1001    1950     851 MQ     
 2  2013     1     1     1815       1325     290    2120    1542     338 EV     
 3  2013     1     1     1842       1422     260    1958    1535     263 EV     
 4  2013     1     1     2006       1630     216    2230    1848     222 EV     
 5  2013     1     1     2115       1700     255    2330    1920     250 9E     
 6  2013     1     1     2205       1720     285      46    2040     246 AA     
 7  2013     1     1     2312       2000     192      21    2110     191 EV     
 8  2013     1     1     2343       1724     379     314    1938     456 EV     
 9  2013     1     2     1244        900     224    1431    1104     207 EV     
10  2013     1     2     1332        904     268    1616    1128     288 EV     
# … with 3,883 more rows, 9 more variables: flight <int>, tailnum <chr>,
#   origin <chr>, dest <chr>, air_time <dbl>, distance <dbl>, hour <dbl>,
#   minute <dbl>, time_hour <dttm>, and abbreviated variable names
#   ¹​sched_dep_time, ²​dep_delay, ³​arr_time, ⁴​sched_arr_time, ⁵​arr_delay

The filter() function

Example 3: select all flights from carriersMQ” or “EV”.

filter(flights, carrier == "MQ" | carrier == "EV")
# A tibble: 80,570 × 19
    year month   day dep_time sched_de…¹ dep_d…² arr_t…³ sched…⁴ arr_d…⁵ carrier
   <int> <int> <int>    <int>      <int>   <dbl>   <int>   <int>   <dbl> <chr>  
 1  2013     1     1      557        600      -3     709     723     -14 EV     
 2  2013     1     1      600        600       0     837     825      12 MQ     
 3  2013     1     1      602        605      -3     821     805      16 MQ     
 4  2013     1     1      608        600       8     807     735      32 MQ     
 5  2013     1     1      624        630      -6     909     840      29 EV     
 6  2013     1     1      624        630      -6     840     830      10 MQ     
 7  2013     1     1      632        608      24     740     728      12 EV     
 8  2013     1     1      656        705      -9    1007     940      27 MQ     
 9  2013     1     1      749        710      39     939     850      49 MQ     
10  2013     1     1      800        810     -10     949     955      -6 MQ     
# … with 80,560 more rows, 9 more variables: flight <int>, tailnum <chr>,
#   origin <chr>, dest <chr>, air_time <dbl>, distance <dbl>, hour <dbl>,
#   minute <dbl>, time_hour <dttm>, and abbreviated variable names
#   ¹​sched_dep_time, ²​dep_delay, ³​arr_time, ⁴​sched_arr_time, ⁵​arr_delay

The filter() function

Another option using the %in% operator.

filter(flights, carrier %in% c("MQ", "EV"))
# A tibble: 80,570 × 19
    year month   day dep_time sched_de…¹ dep_d…² arr_t…³ sched…⁴ arr_d…⁵ carrier
   <int> <int> <int>    <int>      <int>   <dbl>   <int>   <int>   <dbl> <chr>  
 1  2013     1     1      557        600      -3     709     723     -14 EV     
 2  2013     1     1      600        600       0     837     825      12 MQ     
 3  2013     1     1      602        605      -3     821     805      16 MQ     
 4  2013     1     1      608        600       8     807     735      32 MQ     
 5  2013     1     1      624        630      -6     909     840      29 EV     
 6  2013     1     1      624        630      -6     840     830      10 MQ     
 7  2013     1     1      632        608      24     740     728      12 EV     
 8  2013     1     1      656        705      -9    1007     940      27 MQ     
 9  2013     1     1      749        710      39     939     850      49 MQ     
10  2013     1     1      800        810     -10     949     955      -6 MQ     
# … with 80,560 more rows, 9 more variables: flight <int>, tailnum <chr>,
#   origin <chr>, dest <chr>, air_time <dbl>, distance <dbl>, hour <dbl>,
#   minute <dbl>, time_hour <dttm>, and abbreviated variable names
#   ¹​sched_dep_time, ²​dep_delay, ³​arr_time, ⁴​sched_arr_time, ⁵​arr_delay

The filter() function

Your turn: write code that uses the flights table and return all the flights with delayed departures between 100 and 200 minutes from the “FL” carrier.

filter(flights, dep_delay >= 100 & dep_delay <= 200 & carrier == "FL")
# A tibble: 127 × 19
    year month   day dep_time sched_de…¹ dep_d…² arr_t…³ sched…⁴ arr_d…⁵ carrier
   <int> <int> <int>    <int>      <int>   <dbl>   <int>   <int>   <dbl> <chr>  
 1  2013     1    27     1522       1308     134    1809    1542     147 FL     
 2  2013     1    30     2300       2030     150      23    2206     137 FL     
 3  2013    10     7     2132       1859     153    2339    2126     133 FL     
 4  2013    10     7     2240       2030     130    2356    2201     115 FL     
 5  2013    10    11     1946       1738     128    2156    2005     111 FL     
 6  2013    10    11     2144       1859     165    2344    2126     138 FL     
 7  2013    10    28      956        810     106    1217    1037     100 FL     
 8  2013    11    12     1937       1729     128    2221    1955     146 FL     
 9  2013    11    27     1901       1720     101    2144    1948     116 FL     
10  2013    12     5     2314       2033     161      38    2206     152 FL     
# … with 117 more rows, 9 more variables: flight <int>, tailnum <chr>,
#   origin <chr>, dest <chr>, air_time <dbl>, distance <dbl>, hour <dbl>,
#   minute <dbl>, time_hour <dttm>, and abbreviated variable names
#   ¹​sched_dep_time, ²​dep_delay, ³​arr_time, ⁴​sched_arr_time, ⁵​arr_delay

The arrange() function

  • arrange() reorders the rows of a data frame.

  • The function takes a data frame, and a set of column name(s) to order by.

arrange(<dataframe>, <column(s)>)

The arrange() function

Example 1: reorder flights on departure month.

arrange(flights, month)
# A tibble: 336,776 × 19
    year month   day dep_time sched_de…¹ dep_d…² arr_t…³ sched…⁴ arr_d…⁵ carrier
   <int> <int> <int>    <int>      <int>   <dbl>   <int>   <int>   <dbl> <chr>  
 1  2013     1     1      517        515       2     830     819      11 UA     
 2  2013     1     1      533        529       4     850     830      20 UA     
 3  2013     1     1      542        540       2     923     850      33 AA     
 4  2013     1     1      544        545      -1    1004    1022     -18 B6     
 5  2013     1     1      554        600      -6     812     837     -25 DL     
 6  2013     1     1      554        558      -4     740     728      12 UA     
 7  2013     1     1      555        600      -5     913     854      19 B6     
 8  2013     1     1      557        600      -3     709     723     -14 EV     
 9  2013     1     1      557        600      -3     838     846      -8 B6     
10  2013     1     1      558        600      -2     753     745       8 AA     
# … with 336,766 more rows, 9 more variables: flight <int>, tailnum <chr>,
#   origin <chr>, dest <chr>, air_time <dbl>, distance <dbl>, hour <dbl>,
#   minute <dbl>, time_hour <dttm>, and abbreviated variable names
#   ¹​sched_dep_time, ²​dep_delay, ³​arr_time, ⁴​sched_arr_time, ⁵​arr_delay

The arrange() function

Example 2: reorder flights on departure month and departure time.

arrange(flights, month, dep_time)
# A tibble: 336,776 × 19
    year month   day dep_time sched_de…¹ dep_d…² arr_t…³ sched…⁴ arr_d…⁵ carrier
   <int> <int> <int>    <int>      <int>   <dbl>   <int>   <int>   <dbl> <chr>  
 1  2013     1    13        1       2249      72     108    2357      71 B6     
 2  2013     1    31        1       2100     181     124    2225     179 WN     
 3  2013     1     9        2       2359       3     432     444     -12 B6     
 4  2013     1    13        2       2359       3     502     444      18 B6     
 5  2013     1    16        2       2125     157     119    2250     149 MQ     
 6  2013     1    10        3       2359       4     426     437     -11 B6     
 7  2013     1    13        3       2030     213     340    2350     230 B6     
 8  2013     1    16        3       1946     257     212    2154     258 EV     
 9  2013     1    30        3       2159     124     100    2306     114 EV     
10  2013     1    31        4       2359       5     455     444      11 B6     
# … with 336,766 more rows, 9 more variables: flight <int>, tailnum <chr>,
#   origin <chr>, dest <chr>, air_time <dbl>, distance <dbl>, hour <dbl>,
#   minute <dbl>, time_hour <dttm>, and abbreviated variable names
#   ¹​sched_dep_time, ²​dep_delay, ³​arr_time, ⁴​sched_arr_time, ⁵​arr_delay

The arrange() function

Example 3: reorder flights on departure month and by decreasing departure time.

arrange(flights, month, desc(dep_time))
# A tibble: 336,776 × 19
    year month   day dep_time sched_de…¹ dep_d…² arr_t…³ sched…⁴ arr_d…⁵ carrier
   <int> <int> <int>    <int>      <int>   <dbl>   <int>   <int>   <dbl> <chr>  
 1  2013     1     7     2359       2359       0     506     437      29 B6     
 2  2013     1    12     2359       2359       0     429     437      -8 B6     
 3  2013     1    13     2359       2130     149     435     218     137 B6     
 4  2013     1    18     2359       2359       0     439     437       2 B6     
 5  2013     1    19     2359       2359       0     437     444      -7 B6     
 6  2013     1    25     2359       2359       0     500     444      16 B6     
 7  2013     1     4     2358       2359      -1     429     437      -8 B6     
 8  2013     1     4     2358       2359      -1     436     445      -9 B6     
 9  2013     1    13     2358       2045     193     233    2310     203 B6     
10  2013     1    16     2358       2359      -1     502     437      25 B6     
# … with 336,766 more rows, 9 more variables: flight <int>, tailnum <chr>,
#   origin <chr>, dest <chr>, air_time <dbl>, distance <dbl>, hour <dbl>,
#   minute <dbl>, time_hour <dttm>, and abbreviated variable names
#   ¹​sched_dep_time, ²​dep_delay, ³​arr_time, ⁴​sched_arr_time, ⁵​arr_delay

The select() function

  • select() is used to extract column(s) from a data frame.

  • Useful when you want to perform data analysis on specific column(s) and not the complete dataset.

select(<dataframe>, <column(s)>)

The select() function

Example 1: select “faa” and “name” columns from the airports data frame.

select(airports, faa, name)
# A tibble: 1,458 × 2
   faa   name                          
   <chr> <chr>                         
 1 04G   Lansdowne Airport             
 2 06A   Moton Field Municipal Airport 
 3 06C   Schaumburg Regional           
 4 06N   Randall Airport               
 5 09J   Jekyll Island Airport         
 6 0A9   Elizabethton Municipal Airport
 7 0G6   Williams County Airport       
 8 0G7   Finger Lakes Regional Airport 
 9 0P2   Shoestring Aviation Airfield  
10 0S9   Jefferson County Intl         
# … with 1,448 more rows

The select() function

You can also use select() to remove columns with the - operator.

Example 2: select all columns from airports except “faa” and “name”.

select(airports, -faa, -name)
# A tibble: 1,458 × 6
     lat    lon   alt    tz dst   tzone              
   <dbl>  <dbl> <dbl> <dbl> <chr> <chr>              
 1  41.1  -80.6  1044    -5 A     America/New_York   
 2  32.5  -85.7   264    -6 A     America/Chicago    
 3  42.0  -88.1   801    -6 A     America/Chicago    
 4  41.4  -74.4   523    -5 A     America/New_York   
 5  31.1  -81.4    11    -5 A     America/New_York   
 6  36.4  -82.2  1593    -5 A     America/New_York   
 7  41.5  -84.5   730    -5 A     America/New_York   
 8  42.9  -76.8   492    -5 A     America/New_York   
 9  39.8  -76.6  1000    -5 U     America/New_York   
10  48.1 -123.    108    -8 A     America/Los_Angeles
# … with 1,448 more rows

The select() function

It is also possible to select columns using helper functions.

Example 3: select “year”, “month” and all columns that start with “dep_” from flights.

select(flights, year, month, starts_with("dep_"))
# A tibble: 336,776 × 4
    year month dep_time dep_delay
   <int> <int>    <int>     <dbl>
 1  2013     1      517         2
 2  2013     1      533         4
 3  2013     1      542         2
 4  2013     1      544        -1
 5  2013     1      554        -6
 6  2013     1      554        -4
 7  2013     1      555        -5
 8  2013     1      557        -3
 9  2013     1      557        -3
10  2013     1      558        -2
# … with 336,766 more rows

The mutate() function

  • The mutate() function is used to add or modify existing column(s) inside a data frame.

  • The function takes a data frame, and one or more expressions that add/modify columns.

mutate(<dataframe>, <expression>)

The mutate() function

Example 1:

add a new column named distance_km which converts the distance column, which is the flight distance in miles, into km.

mutate(
  flights,
  distance_km = distance / 0.62137,
  .keep = "used"
)
# A tibble: 336,776 × 2
   distance distance_km
      <dbl>       <dbl>
 1     1400       2253.
 2     1416       2279.
 3     1089       1753.
 4     1576       2536.
 5      762       1226.
 6      719       1157.
 7     1065       1714.
 8      229        369.
 9      944       1519.
10      733       1180.
# … with 336,766 more rows

The mutate() function

It is also possible to add many new variables in a single operation.

mutate(
  flights,
  distance_km = distance / 0.62137,
  distance_knot = distance / 1.15078,
  .keep = "used"
)
# A tibble: 336,776 × 3
   distance distance_km distance_knot
      <dbl>       <dbl>         <dbl>
 1     1400       2253.         1217.
 2     1416       2279.         1230.
 3     1089       1753.          946.
 4     1576       2536.         1370.
 5      762       1226.          662.
 6      719       1157.          625.
 7     1065       1714.          925.
 8      229        369.          199.
 9      944       1519.          820.
10      733       1180.          637.
# … with 336,766 more rows

The mutate() function

The mutate() function is very powerful as it allows to use of some helper functions to mutate multiple columns at once.

For the following examples, we will use the weather table.

weather
# A tibble: 26,115 × 15
   origin  year month   day  hour  temp  dewp humid wind_dir wind_speed wind_g…¹
   <chr>  <int> <int> <int> <int> <dbl> <dbl> <dbl>    <dbl>      <dbl>    <dbl>
 1 EWR     2013     1     1     1  39.0  26.1  59.4      270      10.4        NA
 2 EWR     2013     1     1     2  39.0  27.0  61.6      250       8.06       NA
 3 EWR     2013     1     1     3  39.0  28.0  64.4      240      11.5        NA
 4 EWR     2013     1     1     4  39.9  28.0  62.2      250      12.7        NA
 5 EWR     2013     1     1     5  39.0  28.0  64.4      260      12.7        NA
 6 EWR     2013     1     1     6  37.9  28.0  67.2      240      11.5        NA
 7 EWR     2013     1     1     7  39.0  28.0  64.4      240      15.0        NA
 8 EWR     2013     1     1     8  39.9  28.0  62.2      250      10.4        NA
 9 EWR     2013     1     1     9  39.9  28.0  62.2      260      15.0        NA
10 EWR     2013     1     1    10  41    28.0  59.6      260      13.8        NA
# … with 26,105 more rows, 4 more variables: precip <dbl>, pressure <dbl>,
#   visib <dbl>, time_hour <dttm>, and abbreviated variable name ¹​wind_gust

The mutate() function

Let’s say we want to round all the numerical columns of the weather data frame. It could be fastidious to do it manually for the 13 numerical columns.

glimpse(weather)
Rows: 26,115
Columns: 15
$ origin     <chr> "EWR", "EWR", "EWR", "EWR", "EWR", "EWR", "EWR", "EWR", "EW…
$ year       <int> 2013, 2013, 2013, 2013, 2013, 2013, 2013, 2013, 2013, 2013,…
$ month      <int> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,…
$ day        <int> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,…
$ hour       <int> 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 13, 14, 15, 16, 17, 18, …
$ temp       <dbl> 39.02, 39.02, 39.02, 39.92, 39.02, 37.94, 39.02, 39.92, 39.…
$ dewp       <dbl> 26.06, 26.96, 28.04, 28.04, 28.04, 28.04, 28.04, 28.04, 28.…
$ humid      <dbl> 59.37, 61.63, 64.43, 62.21, 64.43, 67.21, 64.43, 62.21, 62.…
$ wind_dir   <dbl> 270, 250, 240, 250, 260, 240, 240, 250, 260, 260, 260, 330,…
$ wind_speed <dbl> 10.35702, 8.05546, 11.50780, 12.65858, 12.65858, 11.50780, …
$ wind_gust  <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 20.…
$ precip     <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ pressure   <dbl> 1012.0, 1012.3, 1012.5, 1012.2, 1011.9, 1012.4, 1012.2, 101…
$ visib      <dbl> 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10,…
$ time_hour  <dttm> 2013-01-01 01:00:00, 2013-01-01 02:00:00, 2013-01-01 03:00…

The mutate() function

Would require a lot of typing (and I am very lazy!):

mutate(
  weather,
  year = round(year),
  month = round(month),
  day = round(day),
  hour = round(hour),
  temp = round(temp),
  dewp = round(dewp),
  humid = round(humid),
  wind_dir = round(wind_dir),
  wind_speed = round(wind_speed),
  wind_gust = round(wind_gust),
  precip = round(precip),
  pressure = round(pressure)
)

The mutate() function

  • One option, is to use the across(cols, function_to_apply) function.

  • The following code says:

apply the round() function to all the columns between temp and pressure

mutate(weather, across(year:pressure, round), .keep = "used")
# A tibble: 26,115 × 12
    year month   day  hour  temp  dewp humid wind_dir wind_speed wind_g…¹ precip
   <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>    <dbl>      <dbl>    <dbl>  <dbl>
 1  2013     1     1     1    39    26    59      270         10       NA      0
 2  2013     1     1     2    39    27    62      250          8       NA      0
 3  2013     1     1     3    39    28    64      240         12       NA      0
 4  2013     1     1     4    40    28    62      250         13       NA      0
 5  2013     1     1     5    39    28    64      260         13       NA      0
 6  2013     1     1     6    38    28    67      240         12       NA      0
 7  2013     1     1     7    39    28    64      240         15       NA      0
 8  2013     1     1     8    40    28    62      250         10       NA      0
 9  2013     1     1     9    40    28    62      260         15       NA      0
10  2013     1     1    10    41    28    60      260         14       NA      0
# … with 26,105 more rows, 1 more variable: pressure <dbl>, and abbreviated
#   variable name ¹​wind_gust

The mutate() function

  • Another option is to use a combination of across() and where() functions.

  • The following code says:

apply the round() function to all the numerical columns

mutate(weather, across(where(is.numeric), round), .keep = "used")
# A tibble: 26,115 × 13
    year month   day  hour  temp  dewp humid wind_dir wind_speed wind_g…¹ precip
   <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>    <dbl>      <dbl>    <dbl>  <dbl>
 1  2013     1     1     1    39    26    59      270         10       NA      0
 2  2013     1     1     2    39    27    62      250          8       NA      0
 3  2013     1     1     3    39    28    64      240         12       NA      0
 4  2013     1     1     4    40    28    62      250         13       NA      0
 5  2013     1     1     5    39    28    64      260         13       NA      0
 6  2013     1     1     6    38    28    67      240         12       NA      0
 7  2013     1     1     7    39    28    64      240         15       NA      0
 8  2013     1     1     8    40    28    62      250         10       NA      0
 9  2013     1     1     9    40    28    62      260         15       NA      0
10  2013     1     1    10    41    28    60      260         14       NA      0
# … with 26,105 more rows, 2 more variables: pressure <dbl>, visib <dbl>, and
#   abbreviated variable name ¹​wind_gust

The summarise() function

  • The summarise() function allows summarising columns from a data frame.

  • Compress a data frame into single values (i.e. one row).

    • Hence, you have to provide a function that will be used to calculate a certain value.

summarise(<dataframe>, <expression>)

The summarise() function

Example 1: Calculate the mean/average values for the dep_delay and arr_delay columns.

summarise(
  flights,
  average_departure_delay = mean(dep_delay),
  average_arrival_delay = mean(arr_delay)
)
# A tibble: 1 × 2
  average_departure_delay average_arrival_delay
                    <dbl>                 <dbl>
1                      NA                    NA

What is going on? Why do we have NA’s?

The summarise() function

Example 1: Calculate the mean/average values for the dep_delay and arr_delay columns.

summarise(
  flights,
  average_departure_delay = mean(dep_delay, na.rm = TRUE),
  average_arrival_delay = mean(arr_delay, na.rm = TRUE)
)
# A tibble: 1 × 2
  average_departure_delay average_arrival_delay
                    <dbl>                 <dbl>
1                    12.6                  6.90

The summarise() function

  • It could be interesting to know how many observations were used in the computation.
  • For this, we can use the n() helper function.
summarise(
  flights,
  average_departure_delay = mean(dep_delay, na.rm = TRUE),
  average_arrival_delay = mean(arr_delay, na.rm = TRUE),
  n = n() # Adding a new column "n" with the number of used observations
)
# A tibble: 1 × 3
  average_departure_delay average_arrival_delay      n
                    <dbl>                 <dbl>  <int>
1                    12.6                  6.90 336776

The summarise() function

  • Similarly as with mutate(), we can use the across() function to avoid extra typing.
summarise(
  weather,
  across(where(is.numeric), mean, na.rm = TRUE),
  n = n()
)
# A tibble: 1 × 14
   year month   day  hour  temp  dewp humid wind_dir wind_speed wind_g…¹  precip
  <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>    <dbl>      <dbl>    <dbl>   <dbl>
1  2013  6.50  15.7  11.5  55.3  41.4  62.5     200.       10.5     25.5 0.00447
# … with 3 more variables: pressure <dbl>, visib <dbl>, n <int>, and
#   abbreviated variable name ¹​wind_gust

Working with grouped data

  • Alone, the summarise() function is not helpful because it collapses a data frame to a single row.
  • Usually, we want to work on grouped data.
  • group_by() “prepares” a data frame to send it to the summarise() function.

Working with grouped data

Example 1: Calculate the average departure delay by carrier.

First, let’s group the data by carrier.

flights_grouped <- group_by(flights, carrier)
flights_grouped
# A tibble: 336,776 × 19
# Groups:   carrier [16]
    year month   day dep_time sched_de…¹ dep_d…² arr_t…³ sched…⁴ arr_d…⁵ carrier
   <int> <int> <int>    <int>      <int>   <dbl>   <int>   <int>   <dbl> <chr>  
 1  2013     1     1      517        515       2     830     819      11 UA     
 2  2013     1     1      533        529       4     850     830      20 UA     
 3  2013     1     1      542        540       2     923     850      33 AA     
 4  2013     1     1      544        545      -1    1004    1022     -18 B6     
 5  2013     1     1      554        600      -6     812     837     -25 DL     
 6  2013     1     1      554        558      -4     740     728      12 UA     
 7  2013     1     1      555        600      -5     913     854      19 B6     
 8  2013     1     1      557        600      -3     709     723     -14 EV     
 9  2013     1     1      557        600      -3     838     846      -8 B6     
10  2013     1     1      558        600      -2     753     745       8 AA     
# … with 336,766 more rows, 9 more variables: flight <int>, tailnum <chr>,
#   origin <chr>, dest <chr>, air_time <dbl>, distance <dbl>, hour <dbl>,
#   minute <dbl>, time_hour <dttm>, and abbreviated variable names
#   ¹​sched_dep_time, ²​dep_delay, ³​arr_time, ⁴​sched_arr_time, ⁵​arr_delay

Working with grouped data

Example 1: Calculate the average departure delay by carrier.

Secondly, use summarise() as we did before by now using flights_grouped instead of flights.

summarise(
  flights_grouped,
  average_departure_delay = mean(dep_delay, na.rm = TRUE),
  n = n()
)

Working with grouped data

# A tibble: 16 × 3
   carrier average_departure_delay     n
   <chr>                     <dbl> <int>
 1 9E                        16.7  18460
 2 AA                         8.59 32729
 3 AS                         5.80   714
 4 B6                        13.0  54635
 5 DL                         9.26 48110
 6 EV                        20.0  54173
 7 F9                        20.2    685
 8 FL                        18.7   3260
 9 HA                         4.90   342
10 MQ                        10.6  26397
11 OO                        12.6     32
12 UA                        12.1  58665
13 US                         3.78 20536
14 VX                        12.9   5162
15 WN                        17.7  12275
16 YV                        19.0    601

Working with grouped data

  • We can also summarise() multiple columns at once.
summarise(
  flights_grouped,
  across(where(is.numeric), mean, na.rm = TRUE),
  n = n()
)

Working with grouped data

# A tibble: 16 × 16
   carrier  year month   day dep_time sched_de…¹ dep_d…² arr_t…³ sched…⁴ arr_d…⁵
   <chr>   <dbl> <dbl> <dbl>    <dbl>      <dbl>   <dbl>   <dbl>   <dbl>   <dbl>
 1 9E       2013  6.56  15.6    1487.      1472.   16.7    1639.   1671.   7.38 
 2 AA       2013  6.48  15.7    1297.      1290.    8.59   1521.   1545.   0.364
 3 AS       2013  6.41  15.8    1295.      1285.    5.80   1565.   1595.  -9.93 
 4 B6       2013  6.52  15.8    1381.      1397.   13.0    1406.   1469.   9.46 
 5 DL       2013  6.57  15.8    1351.      1346.    9.26   1573.   1596.   1.64 
 6 EV       2013  6.58  15.7    1369.      1354.   20.0    1488.   1532.  15.8  
 7 F9       2013  6.59  15.6    1438.      1408.   20.2    1672.   1646.  21.9  
 8 FL       2013  6.02  15.7    1387.      1372.   18.7    1574.   1585.  20.1  
 9 HA       2013  6.27  15.7     949.       974.    4.90   1474.   1492.  -6.92 
10 MQ       2013  6.47  15.7    1393.      1387.   10.6    1551.   1564.  10.8  
11 OO       2013  8.75  16.3    1725.      1731.   12.6    1913.   1890.  11.9  
12 UA       2013  6.56  15.7    1327.      1313.   12.1    1509.   1544.   3.56 
13 US       2013  6.55  15.7    1231.      1246.    3.78   1402.   1412.   2.13 
14 VX       2013  6.93  15.7    1280.      1265.   12.9    1523.   1596.   1.76 
15 WN       2013  6.63  15.7    1281.      1260.   17.7    1443.   1450.   9.65 
16 YV       2013  6.91  15.8    1601.      1575.   19.0    1761.   1743.  15.6  
# … with 6 more variables: flight <dbl>, air_time <dbl>, distance <dbl>,
#   hour <dbl>, minute <dbl>, n <int>, and abbreviated variable names
#   ¹​sched_dep_time, ²​dep_delay, ³​arr_time, ⁴​sched_arr_time, ⁵​arr_delay

Working with grouped data

New in dplyr 1.1.0

.by/by is an experimental alternative to group_by() that supports per-operation grouping for mutate(), summarise(), filter(), and the slice() family.

We want to calculate the average height for each combination of species and homeworld in the starwars data frame.

starwars_grouped <- group_by(starwars, species, homeworld)
summarise(
  starwars_grouped,
  mean_height = mean(height)
)
# A tibble: 58 × 3
# Groups:   species [38]
   species  homeworld   mean_height
   <chr>    <chr>             <dbl>
 1 Aleena   Aleen Minor          79
 2 Besalisk Ojom                198
 3 Cerean   Cerea               198
 4 Chagrian Champala            196
 5 Clawdite Zolan               168
 6 Droid    Naboo                96
 7 Droid    Tatooine            132
 8 Droid    <NA>                 NA
 9 Dug      Malastare           112
10 Ewok     Endor                88
# … with 48 more rows
summarise(
  starwars,
  mean_height = mean(height),
  .by = c(species, homeworld)
)
# A tibble: 58 × 3
   species homeworld mean_height
   <chr>   <chr>           <dbl>
 1 Human   Tatooine         179.
 2 Droid   Tatooine         132 
 3 Droid   Naboo             96 
 4 Human   Alderaan         176.
 5 Human   Stewjon          182 
 6 Human   Eriadu           180 
 7 Wookiee Kashyyyk         231 
 8 Human   Corellia         175 
 9 Rodian  Rodia            173 
10 Hutt    Nal Hutta        175 
# … with 48 more rows

Exercises

The Titanic

titanic <- read_csv("https://bit.ly/3xrnh3U")
glimpse(titanic)
Rows: 1,309
Columns: 9
$ pclass      <dbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1…
$ sex         <chr> "female", "male", "female", "male", "female", "male", "fem…
$ age         <dbl> 29.00, 0.92, 2.00, 30.00, 25.00, 48.00, 63.00, 39.00, 53.0…
$ family_size <dbl> 0, 3, 3, 3, 3, 0, 1, 0, 2, 0, 1, 1, 0, 0, 0, 0, 1, 1, 0, 0…
$ ticket      <chr> "24160", "113781", "113781", "113781", "113781", "19952", …
$ fare        <dbl> 211.3375, 151.5500, 151.5500, 151.5500, 151.5500, 26.5500,…
$ cabin       <chr> "B5", "C22 C26", "C22 C26", "C22 C26", "C22 C26", "E12", "…
$ embarked    <chr> "S", "S", "S", "S", "S", "S", "S", "S", "S", "C", "C", "C"…
$ survived    <dbl> 1, 1, 0, 0, 0, 1, 1, 0, 1, 0, 0, 1, 1, 1, 1, 0, 0, 1, 1, 0…

The Titanic

Using your newly acquired skills, try answering the following questions:

  1. What was the average age of passengers on the Titanic?
    • Hint: use summarise()
  2. How many passengers on the Titanic were from first class?
    • Hint: use filter()
  3. What was the proportion of passengers who survived the Titanic disaster?
    • Hint: use group_by(), summarise() and mutate()
  4. What was the average ticket price by cabin class (sort the results by decreasing price)?
    • Hint: use group_by(), summarise(), mutate() and arrange()

Piping operations

Photo by Val Tievsky on Unsplash

Piping operations

  • We have seen that to summarise grouped data, we need to perform two operations.
  • Here we want to calculate the average departure delay for each carrier.
# Group the data
flights_grouped <- group_by(flights, carrier)

# Do the calculation
res <- summarise(
  flights_grouped,
  average_departure_delay = mean(dep_delay, na.rm = TRUE),
  n = n()
)

The thing is that we never directly use flights_grouped; it is only used as an intermediate object.

Piping operations

  • With R 4.1.0+, we can use the pipe operator (|>) to chain operations.

  • Basically, (|>) takes the left-hand side (lhs) object and passes it as the first argument in the right-hand side (rhs) function.

# Same as log(10)
10 |> log()
[1] 2.302585
# Same has:
# toupper("my string")
"my string" |> toupper()
[1] "MY STRING"
# Same has:
# head(chickwts), 6)
chickwts |> head(6)
  weight      feed
1    179 horsebean
2    160 horsebean
3    136 horsebean
4    227 horsebean
5    217 horsebean
6    168 horsebean

Piping operations

  • Why is this useful? Because we can chain intermediate steps in data analysis.

  • For example:

    1. Take flights and pass it as the first argument in group_by().
    2. Group the data based on the carrier column.
    3. Summarise the data to calculate the average departure delay.
flights |> # Take the flight data frame
  group_by(carrier) |> # Then group it by carrier
  summarise( # Then calculate the average departure delay (by group)
    average_departure_delay = mean(dep_delay, na.rm = TRUE),
    n = n()
  )

Piping operations

# A tibble: 16 × 3
   carrier average_departure_delay     n
   <chr>                     <dbl> <int>
 1 9E                        16.7  18460
 2 AA                         8.59 32729
 3 AS                         5.80   714
 4 B6                        13.0  54635
 5 DL                         9.26 48110
 6 EV                        20.0  54173
 7 F9                        20.2    685
 8 FL                        18.7   3260
 9 HA                         4.90   342
10 MQ                        10.6  26397
11 OO                        12.6     32
12 UA                        12.1  58665
13 US                         3.78 20536
14 VX                        12.9   5162
15 WN                        17.7  12275
16 YV                        19.0    601

Piping operations

  • By default, the pipe operator passes the lhs object as the first parameter in the rhs function. We can control this behaviour using the “_” placeholder.

  • For example, rnorm(n, mean = 0, sd = 1) has three arguments.

10 |> rnorm() # Same as rnorm(n = 10, mean = 0, sd = 1)
10 |> rnorm(5, mean = _) # Same as rnorm(5, mean = 10, sd = 1)

Attention!!!

You have to use the placeholder with named parameters.

10  |> rnorm(5, _) # Not good!
10 |> rnorm(5, mean = _) # Good!

Joining tables

Joining tables

  • Data are rarely stored in a single data frame or a single file.

  • Good database practices recommend having similar data in separate tables.

  • Joins are used to merge data frame together.

*_join(<dataframe>, <dataframe>)

Understanding joins

Trulli
Types of equality and filtering joins

Understanding joins

Suppose that we have two data frames: sites and measurements.

The sites table contains information where about sampling locations
site_id latitude longitude
Site A 45.5231 -122.6765
Site B 46.1234 -123.4567
Site C 47.3456 -124.5678
The measurements table contains temperature measurements
site_name temperature date
Site A 20.5 2020-01-01
Site A 21.3 2020-01-02
Site B 18.9 2020-02-01

Understanding joins

If you want to follow along, you can read the toy data as this:

sites <- read_csv("https://bit.ly/3xAwqr1")
measurements <- read_csv("https://bit.ly/3Sepl9a")
sites
# A tibble: 3 × 3
  site_id latitude longitude
  <chr>      <dbl>     <dbl>
1 Site A      45.5     -123.
2 Site B      46.1     -123.
3 Site C      47.3     -125.
measurements
# A tibble: 3 × 3
  site_name temperature date      
  <chr>           <dbl> <date>    
1 Site A           20.5 2020-01-01
2 Site A           21.3 2020-01-02
3 Site B           18.9 2020-02-01

Left joins

sites
measurements
# A tibble: 3 × 3
  site_id latitude longitude
  <chr>      <dbl>     <dbl>
1 Site A      45.5     -123.
2 Site B      46.1     -123.
3 Site C      47.3     -125.
# A tibble: 3 × 3
  site_name temperature date      
  <chr>           <dbl> <date>    
1 Site A           20.5 2020-01-01
2 Site A           21.3 2020-01-02
3 Site B           18.9 2020-02-01

If we try to join sites and measurements together, we get the following error.

left_join(sites, measurements)
Error in `left_join()`:
! `by` must be supplied when `x` and `y` have no common variables.
ℹ Use `cross_join()` to perform a cross-join.

Good practice

The *_join() family functions will try to automatically join tables using columns with the same names. However, it is of good practice to be explicit on which columns to use with the by argument.

Left joins

  • We can specify the columns to use for the join with the by argument.

  • The following code says:

Use the site_id column in sites and the site_name column in measurements to join both tables together.

left_join(sites, measurements, by = c("site_id" = "site_name"))
# A tibble: 4 × 5
  site_id latitude longitude temperature date      
  <chr>      <dbl>     <dbl>       <dbl> <date>    
1 Site A      45.5     -123.        20.5 2020-01-01
2 Site A      45.5     -123.        21.3 2020-01-02
3 Site B      46.1     -123.        18.9 2020-02-01
4 Site C      47.3     -125.        NA   NA        

Inner joins

sites
measurements
# A tibble: 3 × 3
  site_id latitude longitude
  <chr>      <dbl>     <dbl>
1 Site A      45.5     -123.
2 Site B      46.1     -123.
3 Site C      47.3     -125.
# A tibble: 3 × 3
  site_name temperature date      
  <chr>           <dbl> <date>    
1 Site A           20.5 2020-01-01
2 Site A           21.3 2020-01-02
3 Site B           18.9 2020-02-01

An inner_join() keeps only the observations that match between the tables.

inner_join(sites, measurements, by = c("site_id" = "site_name"))
# A tibble: 3 × 5
  site_id latitude longitude temperature date      
  <chr>      <dbl>     <dbl>       <dbl> <date>    
1 Site A      45.5     -123.        20.5 2020-01-01
2 Site A      45.5     -123.        21.3 2020-01-02
3 Site B      46.1     -123.        18.9 2020-02-01

Full joins

sites
measurements
# A tibble: 3 × 3
  site_id latitude longitude
  <chr>      <dbl>     <dbl>
1 Site A      45.5     -123.
2 Site B      46.1     -123.
3 Site C      47.3     -125.
# A tibble: 3 × 3
  site_name temperature date      
  <chr>           <dbl> <date>    
1 Site A           20.5 2020-01-01
2 Site A           21.3 2020-01-02
3 Site B           18.9 2020-02-01

A full_join() keeps all the observations contained in the tables. NA will be used as a fill value when there are no matches.

full_join(sites, measurements, by = c("site_id" = "site_name"))
# A tibble: 4 × 5
  site_id latitude longitude temperature date      
  <chr>      <dbl>     <dbl>       <dbl> <date>    
1 Site A      45.5     -123.        20.5 2020-01-01
2 Site A      45.5     -123.        21.3 2020-01-02
3 Site B      46.1     -123.        18.9 2020-02-01
4 Site C      47.3     -125.        NA   NA        

Anti joins

sites
measurements
# A tibble: 3 × 3
  site_id latitude longitude
  <chr>      <dbl>     <dbl>
1 Site A      45.5     -123.
2 Site B      46.1     -123.
3 Site C      47.3     -125.
# A tibble: 3 × 3
  site_name temperature date      
  <chr>           <dbl> <date>    
1 Site A           20.5 2020-01-01
2 Site A           21.3 2020-01-02
3 Site B           18.9 2020-02-01

An anti-join() finds all observations that have no match between tables. The next block of code says:

find all observations in sites that have no match in measurements

anti_join(sites, measurements, by = c("site_id" = "site_name"))
# A tibble: 1 × 3
  site_id latitude longitude
  <chr>      <dbl>     <dbl>
1 Site C      47.3     -125.

Anti joins

sites
measurements
# A tibble: 3 × 3
  site_id latitude longitude
  <chr>      <dbl>     <dbl>
1 Site A      45.5     -123.
2 Site B      46.1     -123.
3 Site C      47.3     -125.
# A tibble: 3 × 3
  site_name temperature date      
  <chr>           <dbl> <date>    
1 Site A           20.5 2020-01-01
2 Site A           21.3 2020-01-02
3 Site B           18.9 2020-02-01

If we inverse the order of the data frames, we get a different result. The next block of code says:

find all observations in measurements that have no match in sites

anti_join(measurements, sites, by = c("site_name" = "site_id"))
# A tibble: 0 × 3
# … with 3 variables: site_name <chr>, temperature <dbl>, date <date>

Inequality and rolling joins

So far, we have joined tables on the exact match: both tables need to have columns sharing the same value.

Source: https://www.ifremer.fr/fr
A CTD hanging on a cable, ready to be deployed in the ocean.

Inequality and rolling joins

So far, we have joined tables on the exact match: both tables need to have columns sharing the same value.

Now, consider these two data frames to merge using the depth_m column.

df_temperature
# A tibble: 2 × 2
  depth_m  chla
    <dbl> <dbl>
1     1.1   0.1
2     1.4   0.3
df_o2
# A tibble: 2 × 2
  depth_m  doxy
    <dbl> <dbl>
1    1.12   200
2    1.2    250

What will happen if I try to join them?

Inequality joins

Joining these table is not working because there are no values of depth_m that match between df_temperature and df_o2

df_temperature
df_o2
# A tibble: 2 × 2
  depth_m  chla
    <dbl> <dbl>
1     1.1   0.1
2     1.4   0.3
# A tibble: 2 × 2
  depth_m  doxy
    <dbl> <dbl>
1    1.12   200
2    1.2    250
left_join(df_temperature, df_o2, by = "depth_m")
# A tibble: 2 × 3
  depth_m  chla  doxy
    <dbl> <dbl> <dbl>
1     1.1   0.1    NA
2     1.4   0.3    NA
inner_join(df_temperature, df_o2, by = "depth_m")
# A tibble: 0 × 3
# … with 3 variables: depth_m <dbl>, chla <dbl>, doxy <dbl>

Inequality joins

Because there are no exact matches in the depth_m column, we can use an inequality join with the join_by() function.

left_join(df_temperature, df_o2, by = join_by(depth_m <= depth_m))
# A tibble: 3 × 4
  depth_m.x  chla depth_m.y  doxy
      <dbl> <dbl>     <dbl> <dbl>
1       1.1   0.1      1.12   200
2       1.1   0.1      1.2    250
3       1.4   0.3     NA       NA

The previous bloc of code says:

left join df_temperature and df_o2 where depth_m in df_temperature is smaller or equal to depth_m in df_o2

Inequality joins

df_temperature
df_o2
# A tibble: 2 × 2
  depth_m  chla
    <dbl> <dbl>
1     1.1   0.1
2     1.4   0.3
# A tibble: 2 × 2
  depth_m  doxy
    <dbl> <dbl>
1    1.12   200
2    1.2    250

Note that there are two rows in df_o2 that match the specified condition. This is why we end up with three rows after joining.

left_join(df_temperature, df_o2, by = join_by(depth_m <= depth_m))
# A tibble: 3 × 4
  depth_m.x  chla depth_m.y  doxy
      <dbl> <dbl>     <dbl> <dbl>
1       1.1   0.1      1.12   200
2       1.1   0.1      1.2    250
3       1.4   0.3     NA       NA

Rolling joins

Instead of using an inequality join, we can try a rolling join. This type of join limits the results returned from an inequality join condition and uses the closest() function.

left_join(df_temperature, df_o2, by = join_by(closest(depth_m <= depth_m)))
# A tibble: 2 × 4
  depth_m.x  chla depth_m.y  doxy
      <dbl> <dbl>     <dbl> <dbl>
1       1.1   0.1      1.12   200
2       1.4   0.3     NA       NA

The previous bloc of code says:

left join df_temperature and df_o2 where depth_m in df_temperature is smaller or equal to depth_m in df_o2 but only keep the closest match

Questions?

Time to practice

1 - Work on your data

2 - SQL Murder Mystery: https://mystery.knightlab.com/

SQL Murder Mystery

Photo by Matt Popovich on Unsplash

SQL Murder Mystery

There’s been a Murder in SQL City! The SQL Murder Mystery is designed to be both a self-directed lesson to learn SQL concepts and commands and a fun game for experienced SQL users to solve an intriguing crime https://mystery.knightlab.com/.

SQL Murder Mystery

  • A crime has taken place and the detective needs your help.

  • The detective gave you the crime scene report, but you somehow lost it.

  • You vaguely remember that the crime was a ​murder​ that occurred sometime on ​Jan.15, 2018​ and that it took place in ​SQL City​.

  • Start by retrieving the corresponding crime scene report from the police department’s database.

SQL Murder Mystery

There are several files (tables) with all the information you need to find the murderer.

data/sql_murder_mystery/
├── crime_scene_report.csv
├── drivers_license.csv
├── facebook_event_checkin.csv
├── get_fit_now_check_in.csv
├── get_fit_now_member.csv
├── income.csv
├── interview.csv
├── person.csv
└── solution.csv

You can download a with all the files here:

https://bit.ly/3EzqimN

SQL Murder Mystery

If you are using RStudio in the cloud, all files are already included in the data/sql_murder_mystery/ folder.

Screenshot showing the location of CSV files for the SQL murder mystery challenge.

SQL Murder Mystery

Entity-relationship (ER) diagram of the SQL murder tables

Entity-relationship (ER) diagram of the SQL murder tables

SQL Murder Mystery

Your challenges consist in:

  • Find the murderer

  • Find who commissioned the murder

Getting started

Open the file crime_scene_report.csv and search for a murder that occurred on January 15 of 2018 in the SQL City. From there, conduct your investigation!