Data 622 Project 1
Mikhail Broomes
2024-10-20
Introduction
The two data sets that I chose for this analysis is the sales data which consists of 100,000 records which would be my large dataset and the records of employee information which consists of 1000 records which would be my small dataset.
Algorithms Selection
For this project, I selected two datasets of varying sizes to compare and analyze using different machine learning algorithms. The first dataset contains 100,000 records of sales data, which I consider my large dataset. The second dataset consists of 1,000 records of employee information, making it my small dataset. My goal was to explore both datasets through exploratory data analysis (EDA) and select suitable algorithms for predictive analysis.
The first step in the process was to conduct an EDA on both datasets. For the large dataset, I focused on the Order.Priority column as the response variable, with the other columns as potential predictors. The dataset consists of 14 columns, which include a mix of numerical and categorical data. I inspected the structure and summary statistics of the dataset to better understand the data’s layout and identify any missing values. Fortunately, no missing values were present, which simplified the process. I also converted the Order.Priority column to a factor to facilitate future analysis.
Next, I generated a correlation matrix to understand the relationships between the numerical columns. Visualizing these correlations helps identify any strong relationships or dependencies among variables, which can inform the choice of algorithms. I then proceeded to create histograms and boxplots for the numerical data to analyze their distributions. These visualizations gave me a clearer understanding of the data’s spread, any outliers, and the overall distribution of values. For the categorical data, I created bar plots to observe the frequency distributions across different categories.
With the smaller dataset, which contains employee records, I followed a similar process. After loading and reviewing the structure of the dataset, I checked for missing values, finding none. I visualized the numerical and categorical data using histograms, boxplots, and bar plots to gain insights into the data distribution. I also computed a correlation matrix for the numerical variables to identify potential dependencies between the variables. Given that this dataset is smaller, it was more manageable in terms of processing and visualization.
For the algorithm selection, I chose two machine learning approaches. For the large dataset, I selected a decision tree algorithm. Decision trees are well-suited for handling large datasets with a mix of categorical and numerical data, as they can easily capture non-linear relationships between variables. Unfortunately, while attempting to compute the decision tree model, I encountered challenges due to the size of the dataset. The computational resources required were significant, and processing the model took longer than anticipated. However, I understand that this project primarily focuses on EDA, and my analysis of the dataset’s structure and relationships provides valuable insights without needing the full decision tree computation.
For the small dataset, I chose a multilinear regression model. Given the numerical nature of the variables (e.g., age, weight, salary), multilinear regression was a logical choice for predicting Salary based on the other numerical and categorical variables in the dataset. I removed unnecessary columns such as Employee ID and SSN to ensure the model only used relevant variables. The regression model provided insights into which factors most strongly influence salary and how the predictors interact with each other.
Although I had trouble computing the decision tree for the large dataset, the process of performing EDA on both datasets provided a clear understanding of their structures and relationships. The decision tree and multilinear regression models are appropriate choices for their respective datasets due to the nature of the data and the outcomes I aim to predict. The next step would involve further refining these models to better handle large datasets and testing their performance.
The two data sets that I chose for this analysis is the sales data which consists of 100,000 records which would be my large dataset and the records of employee information which consists of 1000 records which would be my small dataset.
large_df <- read.csv("https://raw.githubusercontent.com/Mikhail-Broomes/Data-622-/refs/heads/main/100000%20Sales%20Records.csv")
small_df <- read.csv("https://raw.githubusercontent.com/Mikhail-Broomes/Data-622-/refs/heads/main/1000%20Records.csv")EDA of the Large Dataset with 100,000 records
For the Large data set I will be looking at the Order.Priority column as the response variable and the rest of the columns as the predictors. Looking at the structures of the large data set, we can see that the data set has 14 columns with almost equal amounts of columns with both categorical and numerical data.
str(large_df)## 'data.frame': 100000 obs. of 14 variables:
## $ Region : chr "Middle East and North Africa" "Central America and the Caribbean" "Sub-Saharan Africa" "Sub-Saharan Africa" ...
## $ Country : chr "Azerbaijan" "Panama" "Sao Tome and Principe" "Sao Tome and Principe" ...
## $ Item.Type : chr "Snacks" "Cosmetics" "Fruits" "Personal Care" ...
## $ Sales.Channel : chr "Online" "Offline" "Offline" "Online" ...
## $ Order.Priority: chr "C" "L" "M" "M" ...
## $ Order.Date : chr "10/8/2014" "2/22/2015" "12/9/2015" "9/17/2014" ...
## $ Order.ID : int 535113847 874708545 854349935 892836844 129280602 473105037 754046475 772153747 847788178 471623599 ...
## $ Ship.Date : chr "10/23/2014" "2/27/2015" "1/18/2016" "10/12/2014" ...
## $ Units.Sold : int 934 4551 9986 9118 5858 1149 7964 6307 8217 2758 ...
## $ Unit.Price : num 152.58 437.2 9.33 81.73 668.27 ...
## $ Unit.Cost : num 97.44 263.33 6.92 56.67 502.54 ...
## $ Total.Revenue : num 142510 1989697 93169 745214 3914726 ...
## $ Total.Cost : num 91009 1198415 69103 516717 2943879 ...
## $ Total.Profit : num 51501 791282 24066 228497 970846 ...head(large_df)## Region Country Item.Type
## 1 Middle East and North Africa Azerbaijan Snacks
## 2 Central America and the Caribbean Panama Cosmetics
## 3 Sub-Saharan Africa Sao Tome and Principe Fruits
## 4 Sub-Saharan Africa Sao Tome and Principe Personal Care
## 5 Central America and the Caribbean Belize Household
## 6 Europe Denmark Clothes
## Sales.Channel Order.Priority Order.Date Order.ID Ship.Date Units.Sold
## 1 Online C 10/8/2014 535113847 10/23/2014 934
## 2 Offline L 2/22/2015 874708545 2/27/2015 4551
## 3 Offline M 12/9/2015 854349935 1/18/2016 9986
## 4 Online M 9/17/2014 892836844 10/12/2014 9118
## 5 Offline H 2/4/2010 129280602 3/5/2010 5858
## 6 Online C 2/20/2013 473105037 2/28/2013 1149
## Unit.Price Unit.Cost Total.Revenue Total.Cost Total.Profit
## 1 152.58 97.44 142509.72 91008.96 51500.76
## 2 437.20 263.33 1989697.20 1198414.83 791282.37
## 3 9.33 6.92 93169.38 69103.12 24066.26
## 4 81.73 56.67 745214.14 516717.06 228497.08
## 5 668.27 502.54 3914725.66 2943879.32 970846.34
## 6 109.28 35.84 125562.72 41180.16 84382.56summary(large_df)## Region Country Item.Type Sales.Channel
## Length:100000 Length:100000 Length:100000 Length:100000
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
## Order.Priority Order.Date Order.ID Ship.Date
## Length:100000 Length:100000 Min. :100008904 Length:100000
## Class :character Class :character 1st Qu.:326046383 Class :character
## Mode :character Mode :character Median :547718512 Mode :character
## Mean :550395554
## 3rd Qu.:775078534
## Max. :999996459
## Units.Sold Unit.Price Unit.Cost Total.Revenue
## Min. : 1 Min. : 9.33 Min. : 6.92 Min. : 19
## 1st Qu.: 2505 1st Qu.:109.28 1st Qu.: 56.67 1st Qu.: 279753
## Median : 5007 Median :205.70 Median :117.11 Median : 789892
## Mean : 5001 Mean :266.70 Mean :188.02 Mean :1336067
## 3rd Qu.: 7495 3rd Qu.:437.20 3rd Qu.:364.69 3rd Qu.:1836490
## Max. :10000 Max. :668.27 Max. :524.96 Max. :6682700
## Total.Cost Total.Profit
## Min. : 14 Min. : 4.8
## 1st Qu.: 162928 1st Qu.: 95900.0
## Median : 467937 Median : 283657.5
## Mean : 941975 Mean : 394091.2
## 3rd Qu.:1209475 3rd Qu.: 568384.1
## Max. :5249075 Max. :1738700.0#Checking for missing values in the large dataset
large_colnames <- colnames(large_df)
for (i in large_colnames){
missing_sum <- sum(is.na(large_df[[i]]))
cat("Sum of missing values in the", i, " column is ", missing_sum, "\n")
}## Sum of missing values in the Region column is 0
## Sum of missing values in the Country column is 0
## Sum of missing values in the Item.Type column is 0
## Sum of missing values in the Sales.Channel column is 0
## Sum of missing values in the Order.Priority column is 0
## Sum of missing values in the Order.Date column is 0
## Sum of missing values in the Order.ID column is 0
## Sum of missing values in the Ship.Date column is 0
## Sum of missing values in the Units.Sold column is 0
## Sum of missing values in the Unit.Price column is 0
## Sum of missing values in the Unit.Cost column is 0
## Sum of missing values in the Total.Revenue column is 0
## Sum of missing values in the Total.Cost column is 0
## Sum of missing values in the Total.Profit column is 0We have no missing values in the large data set.
# Converting the Order Priority column to a factor variable.
large_df$Order.Priority <- as.factor(large_df$Order.Priority)# Correlation matrix
correlation <- cor(large_df[sapply(large_df, is.numeric)])
corrplot(correlation, method = "circle", type = "upper", tl.col = "black", tl.srt = 45) 
# Graphing the distribution for our numerical data in the large data sets
numeric_columns <- sapply(large_df, is.numeric)
numeric_data <- large_df[, numeric_columns]
par(mfrow=c(1, 2))
for (col in colnames(numeric_data)) {
hist(numeric_data[[col]], main=paste("Histogram of", col), xlab=col, col="lightblue", border="white")
}
par(mfrow=c(1, 2)) 
for (col in colnames(numeric_data)) {
boxplot(numeric_data[[col]], main=paste("Boxplot of", col), col="lightblue")
}
# Graphing the distribution for our categorical data in the large data sets
categorical_columns <- sapply(large_df, is.factor) | sapply(large_df, is.character)
categorical_data <- large_df[, categorical_columns]
for (col in colnames(categorical_data)) {
cat("Frequency table for", col, ":\n")
print(table(categorical_data[[col]]))
cat("\n")
}## Frequency table for Region :
##
## Asia Australia and Oceania
## 14547 8113
## Central America and the Caribbean Europe
## 10731 25877
## Middle East and North Africa North America
## 12580 2133
## Sub-Saharan Africa
## 26019
##
## Frequency table for Country :
##
## Afghanistan Albania
## 551 521
## Algeria Andorra
## 520 535
## Angola Antigua and Barbuda
## 489 515
## Armenia Australia
## 527 558
## Austria Azerbaijan
## 521 551
## Bahrain Bangladesh
## 556 545
## Barbados Belarus
## 510 539
## Belgium Belize
## 540 528
## Benin Bhutan
## 539 534
## Bosnia and Herzegovina Botswana
## 558 559
## Brunei Bulgaria
## 558 569
## Burkina Faso Burundi
## 522 546
## Cambodia Cameroon
## 584 531
## Canada Cape Verde
## 546 547
## Central African Republic Chad
## 535 524
## China Comoros
## 554 526
## Costa Rica Cote d'Ivoire
## 556 575
## Croatia Cuba
## 556 540
## Cyprus Czech Republic
## 533 554
## Democratic Republic of the Congo Denmark
## 512 529
## Djibouti Dominica
## 539 538
## Dominican Republic East Timor
## 518 557
## Egypt El Salvador
## 548 560
## Equatorial Guinea Eritrea
## 545 537
## Estonia Ethiopia
## 558 554
## Federated States of Micronesia Fiji
## 574 531
## Finland France
## 548 548
## Gabon Georgia
## 534 520
## Germany Ghana
## 507 500
## Greece Greenland
## 530 569
## Grenada Guatemala
## 558 554
## Guinea Guinea-Bissau
## 552 545
## Haiti Honduras
## 573 521
## Hungary Iceland
## 570 514
## India Indonesia
## 540 561
## Iran Iraq
## 531 555
## Ireland Israel
## 547 565
## Italy Jamaica
## 517 494
## Japan Jordan
## 560 554
## Kazakhstan Kenya
## 533 514
## Kiribati Kosovo
## 505 546
## Kuwait Kyrgyzstan
## 519 525
## Laos Latvia
## 554 553
## Lebanon Lesotho
## 529 527
## Liberia Libya
## 572 541
## Liechtenstein Lithuania
## 531 549
## Luxembourg Macedonia
## 526 567
## Madagascar Malawi
## 540 537
## Malaysia Maldives
## 507 545
## Mali Malta
## 538 589
## Marshall Islands Mauritania
## 542 533
## Mauritius Mexico
## 551 512
## Moldova Monaco
## 530 524
## Mongolia Montenegro
## 523 545
## Morocco Mozambique
## 558 589
## Myanmar Namibia
## 535 570
## Nauru Nepal
## 529 538
## Netherlands New Zealand
## 525 593
## Nicaragua Niger
## 507 542
## Nigeria North Korea
## 499 535
## Norway Oman
## 534 532
## Pakistan Palau
## 549 504
## Panama Papua New Guinea
## 578 547
## Philippines Poland
## 512 529
## Portugal Qatar
## 546 538
## Republic of the Congo Romania
## 536 547
## Russia Rwanda
## 521 576
## Saint Kitts and Nevis Saint Lucia
## 554 514
## Saint Vincent and the Grenadines Samoa
## 573 555
## San Marino Sao Tome and Principe
## 540 573
## Saudi Arabia Senegal
## 529 547
## Serbia Seychelles
## 537 561
## Sierra Leone Singapore
## 538 548
## Slovakia Slovenia
## 556 522
## Solomon Islands Somalia
## 526 535
## South Africa South Korea
## 575 569
## South Sudan Spain
## 543 548
## Sri Lanka Sudan
## 529 623
## Swaziland Sweden
## 536 529
## Switzerland Syria
## 504 568
## Taiwan Tajikistan
## 518 534
## Tanzania Thailand
## 549 521
## The Bahamas The Gambia
## 517 513
## Togo Tonga
## 523 529
## Trinidad and Tobago Tunisia
## 523 584
## Turkey Turkmenistan
## 541 553
## Tuvalu Uganda
## 531 554
## Ukraine United Arab Emirates
## 531 555
## United Kingdom United States of America
## 517 506
## Uzbekistan Vanuatu
## 508 532
## Vatican City Vietnam
## 590 524
## Yemen Zambia
## 571 541
## Zimbabwe
## 508
##
## Frequency table for Item.Type :
##
## Baby Food Beverages Cereal Clothes Cosmetics
## 8407 8258 8421 8304 8370
## Fruits Household Meat Office Supplies Personal Care
## 8262 8278 8320 8426 8364
## Snacks Vegetables
## 8308 8282
##
## Frequency table for Sales.Channel :
##
## Offline Online
## 49946 50054
##
## Frequency table for Order.Priority :
##
## C H L M
## 24951 24945 25016 25088
##
## Frequency table for Order.Date :
##
## 1/1/2010 1/1/2011 1/1/2012 1/1/2013 1/1/2014 1/1/2015 1/1/2016
## 35 42 41 27 29 40 31
## 1/1/2017 1/10/2010 1/10/2011 1/10/2012 1/10/2013 1/10/2014 1/10/2015
## 26 45 30 35 38 32 42
## 1/10/2016 1/10/2017 1/11/2010 1/11/2011 1/11/2012 1/11/2013 1/11/2014
## 43 45 30 33 35 32 42
## 1/11/2015 1/11/2016 1/11/2017 1/12/2010 1/12/2011 1/12/2012 1/12/2013
## 40 41 26 39 42 43 28
## 1/12/2014 1/12/2015 1/12/2016 1/12/2017 1/13/2010 1/13/2011 1/13/2012
## 30 24 34 33 30 33 51
## 1/13/2013 1/13/2014 1/13/2015 1/13/2016 1/13/2017 1/14/2010 1/14/2011
## 32 27 36 34 29 36 37
## 1/14/2012 1/14/2013 1/14/2014 1/14/2015 1/14/2016 1/14/2017 1/15/2010
## 35 35 30 32 41 24 37
## 1/15/2011 1/15/2012 1/15/2013 1/15/2014 1/15/2015 1/15/2016 1/15/2017
## 34 38 29 26 37 36 40
## 1/16/2010 1/16/2011 1/16/2012 1/16/2013 1/16/2014 1/16/2015 1/16/2016
## 34 37 35 34 33 36 38
## 1/16/2017 1/17/2010 1/17/2011 1/17/2012 1/17/2013 1/17/2014 1/17/2015
## 29 28 31 35 31 44 42
## 1/17/2016 1/17/2017 1/18/2010 1/18/2011 1/18/2012 1/18/2013 1/18/2014
## 47 32 34 39 39 39 31
## 1/18/2015 1/18/2016 1/18/2017 1/19/2010 1/19/2011 1/19/2012 1/19/2013
## 42 24 41 37 43 32 40
## 1/19/2014 1/19/2015 1/19/2016 1/19/2017 1/2/2010 1/2/2011 1/2/2012
## 38 25 30 33 34 37 26
## 1/2/2013 1/2/2014 1/2/2015 1/2/2016 1/2/2017 1/20/2010 1/20/2011
## 37 41 32 35 36 34 39
## 1/20/2012 1/20/2013 1/20/2014 1/20/2015 1/20/2016 1/20/2017 1/21/2010
## 36 36 43 41 33 32 39
## 1/21/2011 1/21/2012 1/21/2013 1/21/2014 1/21/2015 1/21/2016 1/21/2017
## 38 40 40 49 37 45 36
## 1/22/2010 1/22/2011 1/22/2012 1/22/2013 1/22/2014 1/22/2015 1/22/2016
## 31 45 38 32 47 31 31
## 1/22/2017 1/23/2010 1/23/2011 1/23/2012 1/23/2013 1/23/2014 1/23/2015
## 34 33 45 34 22 38 36
## 1/23/2016 1/23/2017 1/24/2010 1/24/2011 1/24/2012 1/24/2013 1/24/2014
## 44 33 35 37 36 36 35
## 1/24/2015 1/24/2016 1/24/2017 1/25/2010 1/25/2011 1/25/2012 1/25/2013
## 32 27 43 37 25 33 45
## 1/25/2014 1/25/2015 1/25/2016 1/25/2017 1/26/2010 1/26/2011 1/26/2012
## 27 40 33 46 36 32 32
## 1/26/2013 1/26/2014 1/26/2015 1/26/2016 1/26/2017 1/27/2010 1/27/2011
## 35 38 35 35 38 30 35
## 1/27/2012 1/27/2013 1/27/2014 1/27/2015 1/27/2016 1/27/2017 1/28/2010
## 43 42 38 40 45 32 34
## 1/28/2011 1/28/2012 1/28/2013 1/28/2014 1/28/2015 1/28/2016 1/28/2017
## 44 35 36 32 45 36 35
## 1/29/2010 1/29/2011 1/29/2012 1/29/2013 1/29/2014 1/29/2015 1/29/2016
## 46 23 34 31 35 49 40
## 1/29/2017 1/3/2010 1/3/2011 1/3/2012 1/3/2013 1/3/2014 1/3/2015
## 39 43 36 37 30 29 29
## 1/3/2016 1/3/2017 1/30/2010 1/30/2011 1/30/2012 1/30/2013 1/30/2014
## 50 33 37 37 36 32 36
## 1/30/2015 1/30/2016 1/30/2017 1/31/2010 1/31/2011 1/31/2012 1/31/2013
## 38 46 41 31 41 30 34
## 1/31/2014 1/31/2015 1/31/2016 1/31/2017 1/4/2010 1/4/2011 1/4/2012
## 37 37 41 33 46 35 27
## 1/4/2013 1/4/2014 1/4/2015 1/4/2016 1/4/2017 1/5/2010 1/5/2011
## 43 38 28 39 33 32 33
## 1/5/2012 1/5/2013 1/5/2014 1/5/2015 1/5/2016 1/5/2017 1/6/2010
## 36 40 42 38 41 37 40
## 1/6/2011 1/6/2012 1/6/2013 1/6/2014 1/6/2015 1/6/2016 1/6/2017
## 34 41 41 31 35 37 37
## 1/7/2010 1/7/2011 1/7/2012 1/7/2013 1/7/2014 1/7/2015 1/7/2016
## 32 38 43 49 44 42 39
## 1/7/2017 1/8/2010 1/8/2011 1/8/2012 1/8/2013 1/8/2014 1/8/2015
## 35 33 38 35 29 39 40
## 1/8/2016 1/8/2017 1/9/2010 1/9/2011 1/9/2012 1/9/2013 1/9/2014
## 40 47 32 25 34 29 34
## 1/9/2015 1/9/2016 1/9/2017 10/1/2010 10/1/2011 10/1/2012 10/1/2013
## 39 45 35 50 34 33 33
## 10/1/2014 10/1/2015 10/1/2016 10/10/2010 10/10/2011 10/10/2012 10/10/2013
## 39 38 32 40 26 39 30
## 10/10/2014 10/10/2015 10/10/2016 10/11/2010 10/11/2011 10/11/2012 10/11/2013
## 46 35 38 40 47 27 46
## 10/11/2014 10/11/2015 10/11/2016 10/12/2010 10/12/2011 10/12/2012 10/12/2013
## 32 36 39 33 35 29 29
## 10/12/2014 10/12/2015 10/12/2016 10/13/2010 10/13/2011 10/13/2012 10/13/2013
## 35 36 34 42 38 34 28
## 10/13/2014 10/13/2015 10/13/2016 10/14/2010 10/14/2011 10/14/2012 10/14/2013
## 41 35 40 32 34 41 42
## 10/14/2014 10/14/2015 10/14/2016 10/15/2010 10/15/2011 10/15/2012 10/15/2013
## 42 38 35 34 47 40 44
## 10/15/2014 10/15/2015 10/15/2016 10/16/2010 10/16/2011 10/16/2012 10/16/2013
## 44 31 36 36 26 31 36
## 10/16/2014 10/16/2015 10/16/2016 10/17/2010 10/17/2011 10/17/2012 10/17/2013
## 36 40 33 30 37 32 25
## 10/17/2014 10/17/2015 10/17/2016 10/18/2010 10/18/2011 10/18/2012 10/18/2013
## 41 25 37 45 42 26 50
## 10/18/2014 10/18/2015 10/18/2016 10/19/2010 10/19/2011 10/19/2012 10/19/2013
## 33 41 39 36 29 34 38
## 10/19/2014 10/19/2015 10/19/2016 10/2/2010 10/2/2011 10/2/2012 10/2/2013
## 41 33 38 43 37 51 37
## 10/2/2014 10/2/2015 10/2/2016 10/20/2010 10/20/2011 10/20/2012 10/20/2013
## 37 38 33 36 33 49 37
## 10/20/2014 10/20/2015 10/20/2016 10/21/2010 10/21/2011 10/21/2012 10/21/2013
## 43 29 37 42 38 38 44
## 10/21/2014 10/21/2015 10/21/2016 10/22/2010 10/22/2011 10/22/2012 10/22/2013
## 45 38 30 29 34 33 37
## 10/22/2014 10/22/2015 10/22/2016 10/23/2010 10/23/2011 10/23/2012 10/23/2013
## 44 38 55 33 34 33 42
## 10/23/2014 10/23/2015 10/23/2016 10/24/2010 10/24/2011 10/24/2012 10/24/2013
## 32 34 36 36 37 48 41
## 10/24/2014 10/24/2015 10/24/2016 10/25/2010 10/25/2011 10/25/2012 10/25/2013
## 36 46 37 34 36 33 38
## 10/25/2014 10/25/2015 10/25/2016 10/26/2010 10/26/2011 10/26/2012 10/26/2013
## 43 37 42 31 31 33 36
## 10/26/2014 10/26/2015 10/26/2016 10/27/2010 10/27/2011 10/27/2012 10/27/2013
## 33 34 32 42 34 34 31
## 10/27/2014 10/27/2015 10/27/2016 10/28/2010 10/28/2011 10/28/2012 10/28/2013
## 44 36 28 21 41 27 48
## 10/28/2014 10/28/2015 10/28/2016 10/29/2010 10/29/2011 10/29/2012 10/29/2013
## 33 41 32 43 37 34 42
## 10/29/2014 10/29/2015 10/29/2016 10/3/2010 10/3/2011 10/3/2012 10/3/2013
## 28 36 37 56 37 46 30
## 10/3/2014 10/3/2015 10/3/2016 10/30/2010 10/30/2011 10/30/2012 10/30/2013
## 27 43 36 27 39 33 37
## 10/30/2014 10/30/2015 10/30/2016 10/31/2010 10/31/2011 10/31/2012 10/31/2013
## 35 32 29 33 37 40 39
## 10/31/2014 10/31/2015 10/31/2016 10/4/2010 10/4/2011 10/4/2012 10/4/2013
## 39 33 40 37 42 26 38
## 10/4/2014 10/4/2015 10/4/2016 10/5/2010 10/5/2011 10/5/2012 10/5/2013
## 40 41 38 39 31 31 35
## 10/5/2014 10/5/2015 10/5/2016 10/6/2010 10/6/2011 10/6/2012 10/6/2013
## 38 37 26 38 28 28 32
## 10/6/2014 10/6/2015 10/6/2016 10/7/2010 10/7/2011 10/7/2012 10/7/2013
## 39 42 24 35 32 41 41
## 10/7/2014 10/7/2015 10/7/2016 10/8/2010 10/8/2011 10/8/2012 10/8/2013
## 26 50 29 35 35 39 32
## 10/8/2014 10/8/2015 10/8/2016 10/9/2010 10/9/2011 10/9/2012 10/9/2013
## 40 40 45 29 38 36 42
## 10/9/2014 10/9/2015 10/9/2016 11/1/2010 11/1/2011 11/1/2012 11/1/2013
## 26 42 36 28 37 39 34
## 11/1/2014 11/1/2015 11/1/2016 11/10/2010 11/10/2011 11/10/2012 11/10/2013
## 28 41 38 28 37 44 41
## 11/10/2014 11/10/2015 11/10/2016 11/11/2010 11/11/2011 11/11/2012 11/11/2013
## 38 43 27 27 39 33 49
## 11/11/2014 11/11/2015 11/11/2016 11/12/2010 11/12/2011 11/12/2012 11/12/2013
## 39 35 40 35 41 36 31
## 11/12/2014 11/12/2015 11/12/2016 11/13/2010 11/13/2011 11/13/2012 11/13/2013
## 53 37 47 37 27 32 39
## 11/13/2014 11/13/2015 11/13/2016 11/14/2010 11/14/2011 11/14/2012 11/14/2013
## 42 40 42 40 46 33 34
## 11/14/2014 11/14/2015 11/14/2016 11/15/2010 11/15/2011 11/15/2012 11/15/2013
## 32 39 38 33 34 32 34
## 11/15/2014 11/15/2015 11/15/2016 11/16/2010 11/16/2011 11/16/2012 11/16/2013
## 35 36 27 36 33 38 36
## 11/16/2014 11/16/2015 11/16/2016 11/17/2010 11/17/2011 11/17/2012 11/17/2013
## 34 42 33 31 47 36 30
## 11/17/2014 11/17/2015 11/17/2016 11/18/2010 11/18/2011 11/18/2012 11/18/2013
## 31 34 33 37 34 30 30
## 11/18/2014 11/18/2015 11/18/2016 11/19/2010 11/19/2011 11/19/2012 11/19/2013
## 40 29 31 38 38 45 50
## 11/19/2014 11/19/2015 11/19/2016 11/2/2010 11/2/2011 11/2/2012 11/2/2013
## 43 34 40 29 41 41 30
## 11/2/2014 11/2/2015 11/2/2016 11/20/2010 11/20/2011 11/20/2012 11/20/2013
## 35 42 43 43 37 34 43
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## 31 25 36 25 45 34 31
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## 25 35 38 36 48 34 32
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## 32 29 38 32 38 34 38
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## 40 31 29 57 33 45 36
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## 36 41 45 39 47 36 35
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## 41 41 40 36 31 38 37
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## 37 29 29 37 37 36 28
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## 34 35 36 32 42 37 33
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## 30 35 34 31 42 35 33
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## 32 39 38 38 44 30 35
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## 48 42 28 27 41 37 32
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## 33 30 36 36 36 43 38
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## 40 34 35 26 34 33 31
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## 44 33 37 42 45 45 36
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## 29 43 39 40 36 41 32
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## 28 34 38 35 33 36 32
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## 34 30 35 33 32 39 43
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## 48 32 40 33 37 35 40
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## 40 32 43 33 40 34 26
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## 43 31 31 29 46 47 45
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## 23 34 29 33 28 38 36
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## 31 30 41 38 35 39 31
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## 45 39 28 39 42 28 40
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## 28 42 32 35 27 42 34
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## 33 47 29 49 31 36 34
## 12/25/2014 12/25/2015 12/25/2016 12/26/2010 12/26/2011 12/26/2012 12/26/2013
## 38 30 44 29 44 38 36
## 12/26/2014 12/26/2015 12/26/2016 12/27/2010 12/27/2011 12/27/2012 12/27/2013
## 35 35 32 35 36 30 31
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## 38 29 37 30 42 38 39
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## 30 30 37 37 43 26 39
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## 40 34 43 37 40 44 39
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## 36 46 37 31 34 34 44
## 12/30/2014 12/30/2015 12/30/2016 12/31/2010 12/31/2011 12/31/2012 12/31/2013
## 43 46 35 32 30 43 41
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## 38 36 50 44 39 33 32
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## 33 35 36 37 24 36 45
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## 35 30 34 28 46 43 30
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## 34 36 55 38 31 33 43
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## 33 32 39 43 40 28 27
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## 39 48 29 41 42 35 32
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## 39 46 29 23 35 27 40
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## 30 35 30 47 39 38 31
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## 26 34 31 45 42 33 27
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## 34 44 27 37 32 39 40
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## 47 29 36 43 32 33 29
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## 42 38 29 35 42 34 36
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## 33 27 33 40 33 50 32
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## 48 35 44 40 40 22 34
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## 39 43 45 47 32 29 33
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## 40 34 32 34 27 33 36
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## 34 41 34 40 32 45 27
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## 41 42 39 55 20 31 31
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## 39 40 38 33 42 38 45
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## 28 34 37 30 48 33 37
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## 29 37 29 48 31 46 38
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## 36 42 32 32 35 36 28
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## 34 33 35 38 42 35 37
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## 33 34 37 48 37 36 35
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## 32 33 31 42 38 42 35
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## 38 41 45 43 37 32 28
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## 35 36 29 24 35 44 28
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## 40 31 33 31 45 32 40
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## 48 36 31 34 32 34 50
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## 24 35 44 37 37 41 28
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## 39 41 42 34 32 42 33
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## 34 30 39 40 32 39 41
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## 38 36 30 43 35 37 31
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## 36 33 46 36 36 38 38
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## 42 34 35 51 36 45 36
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## 34 39 36 36 40 27 31
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## 39 32 42 42 32 40 41
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## 34 27 39 41 43 50 27
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## 31 29 44 32 35 41 34
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## 48 27 37 34 39 32 29
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## 27 25 37 39 43 38 40
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## 38 38 33 36 37 31 39
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## 43 36 39 46 27 32 33
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## 40 32 29 35 30 38 34
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## 37 39 43 33 39 30 24
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## 39 40 40 30 37 36 38
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## 40 36 29 42 37 31 37
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## 38 35 36 36 39 46 43
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## 32 44 33 39 27 38 37
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## 43 36 30 35 46 33 42
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## 22 38 41 31 36 45 40
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## 56 39 32 37 45 41 38
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## 34 37 39 34 32 39 28
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## 26 40 37 38 40 29 45
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## 39 27 38 40 32 44 53
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## 37 38 35 29 42 34 35
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## 45 35 34 44 36 26 33
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## 37 41 33 39 44 41 38
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## 24 36 30 34 36 28 22
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## 27 44 30 31 38 44 28
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## 40 37 42 49 43 32 40
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## 40 36 30 35 37 34 31
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## 34 42 34 27 26 47 36
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## 37 28 33 39 30 31 43
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## 37 26 35 30 30 30 42
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## 32 39 40 38 42 34 40
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## 38 46 44 30 26 33 43
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## 46 34 35 36 38 45 27
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## 27 41 42 42 39 38 31
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## 41 33 43 37 35 29 33
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## 29 35 42 38 31 44 35
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## 38 45 49 30 38 33 39
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## 29 27 39 36 34 36 43
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## 38 28 20 45 27 26 43
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## 30 42 46 36 37 31 40
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## 51 25 35 41 35 37 45
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## 39 38 41 32 38 32 43
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## 44 31 29 31 41 27 32
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## 30 36 27 42 42 34 40
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## 45 28 39 33 30 35 25
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## 38 29 32 37 30 27 39
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## 35 34 53 42 34 26 40
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## 36 36 50 34 32 30 33
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## 41 50 34 37 41 37 37
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## 32 37 45 46 28 38 39
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## 37 29 44 39 29 39 37
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## 34 36 33 38 38 28 37
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## 37 41 36 37 41 24 39
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## 36 25 35 36 35 36 36
## 4/25/2013 4/25/2014 4/25/2015 4/25/2016 4/25/2017 4/26/2010 4/26/2011
## 28 35 40 37 34 41 39
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## 49 50 32 39 33 43 32
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## 36 39 39 39 33 34 43
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## 38 34 29 29 43 31 33
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## 30 34 41 40 30 33 27
## 4/29/2016 4/29/2017 4/3/2010 4/3/2011 4/3/2012 4/3/2013 4/3/2014
## 30 31 38 48 49 37 36
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## 42 42 30 40 35 29 33
## 4/30/2014 4/30/2015 4/30/2016 4/30/2017 4/4/2010 4/4/2011 4/4/2012
## 34 33 40 48 45 49 29
## 4/4/2013 4/4/2014 4/4/2015 4/4/2016 4/4/2017 4/5/2010 4/5/2011
## 35 31 39 30 31 43 42
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## 36 41 46 35 37 36 39
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## 27 37 41 34 31 35 33
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## 33 32 39 36 40 36 40
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## 40 47 32 32 48 37 21
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## 40 38 41 40 36 29 25
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## 43 35 35 29 49 30 41
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## 42 33 33 28 30 25 37
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## 44 45 42 42 49 30 33
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## 47 37 45 31 39 33 36
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## 28 34 32 32 42 34 36
## 5/13/2010 5/13/2011 5/13/2012 5/13/2013 5/13/2014 5/13/2015 5/13/2016
## 33 33 36 30 33 32 32
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## 36 30 39 39 33 30 33
## 5/14/2016 5/14/2017 5/15/2010 5/15/2011 5/15/2012 5/15/2013 5/15/2014
## 38 40 39 30 37 38 37
## 5/15/2015 5/15/2016 5/15/2017 5/16/2010 5/16/2011 5/16/2012 5/16/2013
## 37 52 39 35 36 30 50
## 5/16/2014 5/16/2015 5/16/2016 5/16/2017 5/17/2010 5/17/2011 5/17/2012
## 30 48 31 32 34 33 32
## 5/17/2013 5/17/2014 5/17/2015 5/17/2016 5/17/2017 5/18/2010 5/18/2011
## 38 32 32 45 32 32 39
## 5/18/2012 5/18/2013 5/18/2014 5/18/2015 5/18/2016 5/18/2017 5/19/2010
## 42 36 41 35 34 44 31
## 5/19/2011 5/19/2012 5/19/2013 5/19/2014 5/19/2015 5/19/2016 5/19/2017
## 38 39 41 40 41 35 37
## 5/2/2010 5/2/2011 5/2/2012 5/2/2013 5/2/2014 5/2/2015 5/2/2016
## 31 28 36 40 26 31 33
## 5/2/2017 5/20/2010 5/20/2011 5/20/2012 5/20/2013 5/20/2014 5/20/2015
## 27 35 38 38 34 40 32
## 5/20/2016 5/20/2017 5/21/2010 5/21/2011 5/21/2012 5/21/2013 5/21/2014
## 29 28 33 36 29 28 44
## 5/21/2015 5/21/2016 5/21/2017 5/22/2010 5/22/2011 5/22/2012 5/22/2013
## 42 32 35 31 41 38 53
## 5/22/2014 5/22/2015 5/22/2016 5/22/2017 5/23/2010 5/23/2011 5/23/2012
## 35 32 28 56 25 33 36
## 5/23/2013 5/23/2014 5/23/2015 5/23/2016 5/23/2017 5/24/2010 5/24/2011
## 39 48 37 43 41 32 34
## 5/24/2012 5/24/2013 5/24/2014 5/24/2015 5/24/2016 5/24/2017 5/25/2010
## 35 46 34 43 33 36 40
## 5/25/2011 5/25/2012 5/25/2013 5/25/2014 5/25/2015 5/25/2016 5/25/2017
## 36 42 35 50 40 30 44
## 5/26/2010 5/26/2011 5/26/2012 5/26/2013 5/26/2014 5/26/2015 5/26/2016
## 39 40 51 43 37 33 36
## 5/26/2017 5/27/2010 5/27/2011 5/27/2012 5/27/2013 5/27/2014 5/27/2015
## 23 32 35 30 39 34 30
## 5/27/2016 5/27/2017 5/28/2010 5/28/2011 5/28/2012 5/28/2013 5/28/2014
## 37 33 30 39 34 37 27
## 5/28/2015 5/28/2016 5/28/2017 5/29/2010 5/29/2011 5/29/2012 5/29/2013
## 36 33 42 38 44 34 43
## 5/29/2014 5/29/2015 5/29/2016 5/29/2017 5/3/2010 5/3/2011 5/3/2012
## 40 31 24 37 29 34 35
## 5/3/2013 5/3/2014 5/3/2015 5/3/2016 5/3/2017 5/30/2010 5/30/2011
## 36 23 40 26 42 40 38
## 5/30/2012 5/30/2013 5/30/2014 5/30/2015 5/30/2016 5/30/2017 5/31/2010
## 36 32 41 32 33 44 45
## 5/31/2011 5/31/2012 5/31/2013 5/31/2014 5/31/2015 5/31/2016 5/31/2017
## 32 26 32 33 31 39 37
## 5/4/2010 5/4/2011 5/4/2012 5/4/2013 5/4/2014 5/4/2015 5/4/2016
## 42 35 35 34 32 29 36
## 5/4/2017 5/5/2010 5/5/2011 5/5/2012 5/5/2013 5/5/2014 5/5/2015
## 30 32 40 20 38 27 37
## 5/5/2016 5/5/2017 5/6/2010 5/6/2011 5/6/2012 5/6/2013 5/6/2014
## 32 38 39 30 40 41 32
## 5/6/2015 5/6/2016 5/6/2017 5/7/2010 5/7/2011 5/7/2012 5/7/2013
## 47 43 40 31 30 35 30
## 5/7/2014 5/7/2015 5/7/2016 5/7/2017 5/8/2010 5/8/2011 5/8/2012
## 44 42 42 38 34 35 37
## 5/8/2013 5/8/2014 5/8/2015 5/8/2016 5/8/2017 5/9/2010 5/9/2011
## 29 34 39 28 34 38 41
## 5/9/2012 5/9/2013 5/9/2014 5/9/2015 5/9/2016 5/9/2017 6/1/2010
## 33 45 37 31 36 35 28
## 6/1/2011 6/1/2012 6/1/2013 6/1/2014 6/1/2015 6/1/2016 6/1/2017
## 41 36 33 40 36 42 30
## 6/10/2010 6/10/2011 6/10/2012 6/10/2013 6/10/2014 6/10/2015 6/10/2016
## 43 31 42 42 32 44 30
## 6/10/2017 6/11/2010 6/11/2011 6/11/2012 6/11/2013 6/11/2014 6/11/2015
## 45 30 30 38 28 40 41
## 6/11/2016 6/11/2017 6/12/2010 6/12/2011 6/12/2012 6/12/2013 6/12/2014
## 35 28 39 32 28 30 42
## 6/12/2015 6/12/2016 6/12/2017 6/13/2010 6/13/2011 6/13/2012 6/13/2013
## 29 36 39 33 36 50 34
## 6/13/2014 6/13/2015 6/13/2016 6/13/2017 6/14/2010 6/14/2011 6/14/2012
## 45 29 32 39 34 35 36
## 6/14/2013 6/14/2014 6/14/2015 6/14/2016 6/14/2017 6/15/2010 6/15/2011
## 34 42 39 38 39 38 44
## 6/15/2012 6/15/2013 6/15/2014 6/15/2015 6/15/2016 6/15/2017 6/16/2010
## 31 31 29 34 43 40 45
## 6/16/2011 6/16/2012 6/16/2013 6/16/2014 6/16/2015 6/16/2016 6/16/2017
## 39 34 39 32 32 31 42
## 6/17/2010 6/17/2011 6/17/2012 6/17/2013 6/17/2014 6/17/2015 6/17/2016
## 26 36 25 38 31 43 38
## 6/17/2017 6/18/2010 6/18/2011 6/18/2012 6/18/2013 6/18/2014 6/18/2015
## 33 27 25 49 30 53 29
## 6/18/2016 6/18/2017 6/19/2010 6/19/2011 6/19/2012 6/19/2013 6/19/2014
## 47 29 25 40 37 25 47
## 6/19/2015 6/19/2016 6/19/2017 6/2/2010 6/2/2011 6/2/2012 6/2/2013
## 30 33 37 45 40 39 34
## 6/2/2014 6/2/2015 6/2/2016 6/2/2017 6/20/2010 6/20/2011 6/20/2012
## 38 33 40 39 45 31 35
## 6/20/2013 6/20/2014 6/20/2015 6/20/2016 6/20/2017 6/21/2010 6/21/2011
## 37 29 31 36 39 39 22
## 6/21/2012 6/21/2013 6/21/2014 6/21/2015 6/21/2016 6/21/2017 6/22/2010
## 46 32 32 34 45 40 42
## 6/22/2011 6/22/2012 6/22/2013 6/22/2014 6/22/2015 6/22/2016 6/22/2017
## 38 50 34 32 32 34 35
## 6/23/2010 6/23/2011 6/23/2012 6/23/2013 6/23/2014 6/23/2015 6/23/2016
## 43 32 35 39 48 37 40
## 6/23/2017 6/24/2010 6/24/2011 6/24/2012 6/24/2013 6/24/2014 6/24/2015
## 31 29 31 45 30 38 25
## 6/24/2016 6/24/2017 6/25/2010 6/25/2011 6/25/2012 6/25/2013 6/25/2014
## 37 42 31 29 36 28 41
## 6/25/2015 6/25/2016 6/25/2017 6/26/2010 6/26/2011 6/26/2012 6/26/2013
## 39 44 35 34 47 40 38
## 6/26/2014 6/26/2015 6/26/2016 6/26/2017 6/27/2010 6/27/2011 6/27/2012
## 32 35 38 37 39 41 29
## 6/27/2013 6/27/2014 6/27/2015 6/27/2016 6/27/2017 6/28/2010 6/28/2011
## 38 41 42 29 42 40 30
## 6/28/2012 6/28/2013 6/28/2014 6/28/2015 6/28/2016 6/28/2017 6/29/2010
## 25 39 32 31 37 36 32
## 6/29/2011 6/29/2012 6/29/2013 6/29/2014 6/29/2015 6/29/2016 6/29/2017
## 36 33 40 35 37 40 33
## 6/3/2010 6/3/2011 6/3/2012 6/3/2013 6/3/2014 6/3/2015 6/3/2016
## 43 27 39 27 45 30 37
## 6/3/2017 6/30/2010 6/30/2011 6/30/2012 6/30/2013 6/30/2014 6/30/2015
## 38 22 28 40 45 25 37
## 6/30/2016 6/30/2017 6/4/2010 6/4/2011 6/4/2012 6/4/2013 6/4/2014
## 42 37 34 26 33 38 46
## 6/4/2015 6/4/2016 6/4/2017 6/5/2010 6/5/2011 6/5/2012 6/5/2013
## 32 39 32 31 36 26 30
## 6/5/2014 6/5/2015 6/5/2016 6/5/2017 6/6/2010 6/6/2011 6/6/2012
## 41 40 39 28 31 35 32
## 6/6/2013 6/6/2014 6/6/2015 6/6/2016 6/6/2017 6/7/2010 6/7/2011
## 39 45 35 37 25 35 33
## 6/7/2012 6/7/2013 6/7/2014 6/7/2015 6/7/2016 6/7/2017 6/8/2010
## 29 38 29 23 28 28 29
## 6/8/2011 6/8/2012 6/8/2013 6/8/2014 6/8/2015 6/8/2016 6/8/2017
## 36 24 31 30 32 34 33
## 6/9/2010 6/9/2011 6/9/2012 6/9/2013 6/9/2014 6/9/2015 6/9/2016
## 38 27 40 39 32 42 29
## 6/9/2017 7/1/2010 7/1/2011 7/1/2012 7/1/2013 7/1/2014 7/1/2015
## 33 40 30 33 36 39 34
## 7/1/2016 7/1/2017 7/10/2010 7/10/2011 7/10/2012 7/10/2013 7/10/2014
## 31 36 35 34 43 32 41
## 7/10/2015 7/10/2016 7/10/2017 7/11/2010 7/11/2011 7/11/2012 7/11/2013
## 33 27 41 34 33 33 44
## 7/11/2014 7/11/2015 7/11/2016 7/11/2017 7/12/2010 7/12/2011 7/12/2012
## 39 35 40 45 37 45 48
## 7/12/2013 7/12/2014 7/12/2015 7/12/2016 7/12/2017 7/13/2010 7/13/2011
## 40 41 41 32 35 52 36
## 7/13/2012 7/13/2013 7/13/2014 7/13/2015 7/13/2016 7/13/2017 7/14/2010
## 32 40 28 28 39 45 38
## 7/14/2011 7/14/2012 7/14/2013 7/14/2014 7/14/2015 7/14/2016 7/14/2017
## 40 38 24 36 40 32 36
## 7/15/2010 7/15/2011 7/15/2012 7/15/2013 7/15/2014 7/15/2015 7/15/2016
## 43 34 38 54 32 51 39
## 7/15/2017 7/16/2010 7/16/2011 7/16/2012 7/16/2013 7/16/2014 7/16/2015
## 35 41 46 37 39 27 46
## 7/16/2016 7/16/2017 7/17/2010 7/17/2011 7/17/2012 7/17/2013 7/17/2014
## 44 44 38 33 40 37 35
## 7/17/2015 7/17/2016 7/17/2017 7/18/2010 7/18/2011 7/18/2012 7/18/2013
## 31 43 44 33 35 41 42
## 7/18/2014 7/18/2015 7/18/2016 7/18/2017 7/19/2010 7/19/2011 7/19/2012
## 43 41 35 33 27 37 41
## 7/19/2013 7/19/2014 7/19/2015 7/19/2016 7/19/2017 7/2/2010 7/2/2011
## 46 30 30 29 42 26 41
## 7/2/2012 7/2/2013 7/2/2014 7/2/2015 7/2/2016 7/2/2017 7/20/2010
## 39 38 37 37 37 32 47
## 7/20/2011 7/20/2012 7/20/2013 7/20/2014 7/20/2015 7/20/2016 7/20/2017
## 35 31 31 25 29 35 27
## 7/21/2010 7/21/2011 7/21/2012 7/21/2013 7/21/2014 7/21/2015 7/21/2016
## 38 31 51 36 41 33 36
## 7/21/2017 7/22/2010 7/22/2011 7/22/2012 7/22/2013 7/22/2014 7/22/2015
## 42 42 37 30 29 35 41
## 7/22/2016 7/22/2017 7/23/2010 7/23/2011 7/23/2012 7/23/2013 7/23/2014
## 39 37 31 29 42 52 43
## 7/23/2015 7/23/2016 7/23/2017 7/24/2010 7/24/2011 7/24/2012 7/24/2013
## 33 26 47 25 40 37 36
## 7/24/2014 7/24/2015 7/24/2016 7/24/2017 7/25/2010 7/25/2011 7/25/2012
## 26 39 37 49 32 28 32
## 7/25/2013 7/25/2014 7/25/2015 7/25/2016 7/25/2017 7/26/2010 7/26/2011
## 37 37 31 31 28 36 37
## 7/26/2012 7/26/2013 7/26/2014 7/26/2015 7/26/2016 7/26/2017 7/27/2010
## 33 38 36 39 27 42 39
## 7/27/2011 7/27/2012 7/27/2013 7/27/2014 7/27/2015 7/27/2016 7/27/2017
## 43 29 38 34 34 35 42
## 7/28/2010 7/28/2011 7/28/2012 7/28/2013 7/28/2014 7/28/2015 7/28/2016
## 37 49 27 38 35 27 48
## 7/28/2017 7/29/2010 7/29/2011 7/29/2012 7/29/2013 7/29/2014 7/29/2015
## 30 36 45 32 41 30 25
## 7/29/2016 7/3/2010 7/3/2011 7/3/2012 7/3/2013 7/3/2014 7/3/2015
## 24 40 37 43 37 42 37
## 7/3/2016 7/3/2017 7/30/2010 7/30/2011 7/30/2012 7/30/2013 7/30/2014
## 36 43 46 40 33 30 39
## 7/30/2015 7/30/2016 7/31/2010 7/31/2011 7/31/2012 7/31/2013 7/31/2014
## 26 25 37 38 37 45 41
## 7/31/2015 7/31/2016 7/4/2010 7/4/2011 7/4/2012 7/4/2013 7/4/2014
## 31 43 31 39 36 47 34
## 7/4/2015 7/4/2016 7/4/2017 7/5/2010 7/5/2011 7/5/2012 7/5/2013
## 41 37 36 31 35 45 34
## 7/5/2014 7/5/2015 7/5/2016 7/5/2017 7/6/2010 7/6/2011 7/6/2012
## 38 30 31 38 29 41 38
## 7/6/2013 7/6/2014 7/6/2015 7/6/2016 7/6/2017 7/7/2010 7/7/2011
## 37 41 42 35 32 33 40
## 7/7/2012 7/7/2013 7/7/2014 7/7/2015 7/7/2016 7/7/2017 7/8/2010
## 35 35 35 35 36 32 33
## 7/8/2011 7/8/2012 7/8/2013 7/8/2014 7/8/2015 7/8/2016 7/8/2017
## 32 32 34 38 37 30 37
## 7/9/2010 7/9/2011 7/9/2012 7/9/2013 7/9/2014 7/9/2015 7/9/2016
## 35 29 28 34 39 35 35
## 7/9/2017 8/1/2010 8/1/2011 8/1/2012 8/1/2013 8/1/2014 8/1/2015
## 36 45 31 34 34 39 33
## 8/1/2016 8/10/2010 8/10/2011 8/10/2012 8/10/2013 8/10/2014 8/10/2015
## 31 40 29 39 30 25 35
## 8/10/2016 8/11/2010 8/11/2011 8/11/2012 8/11/2013 8/11/2014 8/11/2015
## 34 34 33 48 44 36 40
## 8/11/2016 8/12/2010 8/12/2011 8/12/2012 8/12/2013 8/12/2014 8/12/2015
## 36 32 34 40 30 29 31
## 8/12/2016 8/13/2010 8/13/2011 8/13/2012 8/13/2013 8/13/2014 8/13/2015
## 38 41 36 35 32 31 43
## 8/13/2016 8/14/2010 8/14/2011 8/14/2012 8/14/2013 8/14/2014 8/14/2015
## 39 38 42 37 36 46 42
## 8/14/2016 8/15/2010 8/15/2011 8/15/2012 8/15/2013 8/15/2014 8/15/2015
## 28 33 32 36 41 44 37
## 8/15/2016 8/16/2010 8/16/2011 8/16/2012 8/16/2013 8/16/2014 8/16/2015
## 48 27 39 43 31 23 51
## 8/16/2016 8/17/2010 8/17/2011 8/17/2012 8/17/2013 8/17/2014 8/17/2015
## 33 43 26 28 33 33 42
## 8/17/2016 8/18/2010 8/18/2011 8/18/2012 8/18/2013 8/18/2014 8/18/2015
## 29 41 45 33 24 40 38
## 8/18/2016 8/19/2010 8/19/2011 8/19/2012 8/19/2013 8/19/2014 8/19/2015
## 27 42 33 35 38 34 38
## 8/19/2016 8/2/2010 8/2/2011 8/2/2012 8/2/2013 8/2/2014 8/2/2015
## 38 39 35 43 40 36 47
## 8/2/2016 8/20/2010 8/20/2011 8/20/2012 8/20/2013 8/20/2014 8/20/2015
## 37 34 34 26 40 46 31
## 8/20/2016 8/21/2010 8/21/2011 8/21/2012 8/21/2013 8/21/2014 8/21/2015
## 25 28 32 39 44 41 31
## 8/21/2016 8/22/2010 8/22/2011 8/22/2012 8/22/2013 8/22/2014 8/22/2015
## 38 40 37 41 29 38 42
## 8/22/2016 8/23/2010 8/23/2011 8/23/2012 8/23/2013 8/23/2014 8/23/2015
## 40 25 38 33 35 42 30
## 8/23/2016 8/24/2010 8/24/2011 8/24/2012 8/24/2013 8/24/2014 8/24/2015
## 31 34 37 41 26 35 36
## 8/24/2016 8/25/2010 8/25/2011 8/25/2012 8/25/2013 8/25/2014 8/25/2015
## 38 45 39 33 34 35 32
## 8/25/2016 8/26/2010 8/26/2011 8/26/2012 8/26/2013 8/26/2014 8/26/2015
## 30 44 40 48 38 30 30
## 8/26/2016 8/27/2010 8/27/2011 8/27/2012 8/27/2013 8/27/2014 8/27/2015
## 39 47 34 37 29 34 37
## 8/27/2016 8/28/2010 8/28/2011 8/28/2012 8/28/2013 8/28/2014 8/28/2015
## 40 47 43 33 37 36 34
## 8/28/2016 8/29/2010 8/29/2011 8/29/2012 8/29/2013 8/29/2014 8/29/2015
## 41 37 29 39 47 26 45
## 8/29/2016 8/3/2010 8/3/2011 8/3/2012 8/3/2013 8/3/2014 8/3/2015
## 35 36 42 34 30 23 32
## 8/3/2016 8/30/2010 8/30/2011 8/30/2012 8/30/2013 8/30/2014 8/30/2015
## 33 39 37 25 40 44 36
## 8/30/2016 8/31/2010 8/31/2011 8/31/2012 8/31/2013 8/31/2014 8/31/2015
## 46 47 37 40 43 43 40
## 8/31/2016 8/4/2010 8/4/2011 8/4/2012 8/4/2013 8/4/2014 8/4/2015
## 24 36 30 41 38 31 31
## 8/4/2016 8/5/2010 8/5/2011 8/5/2012 8/5/2013 8/5/2014 8/5/2015
## 39 31 37 33 38 38 23
## 8/5/2016 8/6/2010 8/6/2011 8/6/2012 8/6/2013 8/6/2014 8/6/2015
## 34 42 36 26 37 37 38
## 8/6/2016 8/7/2010 8/7/2011 8/7/2012 8/7/2013 8/7/2014 8/7/2015
## 39 37 30 38 36 26 34
## 8/7/2016 8/8/2010 8/8/2011 8/8/2012 8/8/2013 8/8/2014 8/8/2015
## 32 43 22 39 39 50 28
## 8/8/2016 8/9/2010 8/9/2011 8/9/2012 8/9/2013 8/9/2014 8/9/2015
## 45 32 38 39 44 34 37
## 8/9/2016 9/1/2010 9/1/2011 9/1/2012 9/1/2013 9/1/2014 9/1/2015
## 29 34 35 35 31 29 37
## 9/1/2016 9/10/2010 9/10/2011 9/10/2012 9/10/2013 9/10/2014 9/10/2015
## 39 33 34 40 39 29 47
## 9/10/2016 9/11/2010 9/11/2011 9/11/2012 9/11/2013 9/11/2014 9/11/2015
## 41 28 36 33 31 45 38
## 9/11/2016 9/12/2010 9/12/2011 9/12/2012 9/12/2013 9/12/2014 9/12/2015
## 33 32 35 46 40 31 47
## 9/12/2016 9/13/2010 9/13/2011 9/13/2012 9/13/2013 9/13/2014 9/13/2015
## 33 36 42 33 34 33 35
## 9/13/2016 9/14/2010 9/14/2011 9/14/2012 9/14/2013 9/14/2014 9/14/2015
## 30 40 27 40 42 46 34
## 9/14/2016 9/15/2010 9/15/2011 9/15/2012 9/15/2013 9/15/2014 9/15/2015
## 36 41 36 37 38 47 39
## 9/15/2016 9/16/2010 9/16/2011 9/16/2012 9/16/2013 9/16/2014 9/16/2015
## 30 28 42 32 30 39 33
## 9/16/2016 9/17/2010 9/17/2011 9/17/2012 9/17/2013 9/17/2014 9/17/2015
## 25 38 37 46 34 30 37
## 9/17/2016 9/18/2010 9/18/2011 9/18/2012 9/18/2013 9/18/2014 9/18/2015
## 30 34 34 34 27 39 45
## 9/18/2016 9/19/2010 9/19/2011 9/19/2012 9/19/2013 9/19/2014 9/19/2015
## 35 39 41 39 39 32 36
## 9/19/2016 9/2/2010 9/2/2011 9/2/2012 9/2/2013 9/2/2014 9/2/2015
## 33 53 44 29 35 33 32
## 9/2/2016 9/20/2010 9/20/2011 9/20/2012 9/20/2013 9/20/2014 9/20/2015
## 36 28 35 31 34 35 55
## 9/20/2016 9/21/2010 9/21/2011 9/21/2012 9/21/2013 9/21/2014 9/21/2015
## 36 32 41 37 34 32 43
## 9/21/2016 9/22/2010 9/22/2011 9/22/2012 9/22/2013 9/22/2014 9/22/2015
## 34 40 31 36 43 27 44
## 9/22/2016 9/23/2010 9/23/2011 9/23/2012 9/23/2013 9/23/2014 9/23/2015
## 35 47 33 36 32 39 45
## 9/23/2016 9/24/2010 9/24/2011 9/24/2012 9/24/2013 9/24/2014 9/24/2015
## 52 44 29 37 36 29 44
## 9/24/2016 9/25/2010 9/25/2011 9/25/2012 9/25/2013 9/25/2014 9/25/2015
## 30 34 38 41 32 38 43
## 9/25/2016 9/26/2010 9/26/2011 9/26/2012 9/26/2013 9/26/2014 9/26/2015
## 34 39 28 26 24 35 37
## 9/26/2016 9/27/2010 9/27/2011 9/27/2012 9/27/2013 9/27/2014 9/27/2015
## 33 37 31 35 47 42 27
## 9/27/2016 9/28/2010 9/28/2011 9/28/2012 9/28/2013 9/28/2014 9/28/2015
## 51 39 35 42 39 39 39
## 9/28/2016 9/29/2010 9/29/2011 9/29/2012 9/29/2013 9/29/2014 9/29/2015
## 37 35 33 35 35 38 34
## 9/29/2016 9/3/2010 9/3/2011 9/3/2012 9/3/2013 9/3/2014 9/3/2015
## 44 45 41 36 38 36 42
## 9/3/2016 9/30/2010 9/30/2011 9/30/2012 9/30/2013 9/30/2014 9/30/2015
## 37 45 45 31 24 39 43
## 9/30/2016 9/4/2010 9/4/2011 9/4/2012 9/4/2013 9/4/2014 9/4/2015
## 30 32 22 33 24 52 35
## 9/4/2016 9/5/2010 9/5/2011 9/5/2012 9/5/2013 9/5/2014 9/5/2015
## 35 37 35 37 42 25 42
## 9/5/2016 9/6/2010 9/6/2011 9/6/2012 9/6/2013 9/6/2014 9/6/2015
## 41 41 39 39 30 32 29
## 9/6/2016 9/7/2010 9/7/2011 9/7/2012 9/7/2013 9/7/2014 9/7/2015
## 34 42 40 44 47 43 24
## 9/7/2016 9/8/2010 9/8/2011 9/8/2012 9/8/2013 9/8/2014 9/8/2015
## 37 33 36 29 30 37 28
## 9/8/2016 9/9/2010 9/9/2011 9/9/2012 9/9/2013 9/9/2014 9/9/2015
## 24 47 28 30 23 33 39
## 9/9/2016
## 30
##
## Frequency table for Ship.Date :
##
## 1/1/2011 1/1/2012 1/1/2013 1/1/2014 1/1/2015 1/1/2016 1/1/2017
## 29 48 31 41 35 35 37
## 1/10/2010 1/10/2011 1/10/2012 1/10/2013 1/10/2014 1/10/2015 1/10/2016
## 10 43 37 32 48 31 24
## 1/10/2017 1/11/2010 1/11/2011 1/11/2012 1/11/2013 1/11/2014 1/11/2015
## 25 7 32 30 34 35 31
## 1/11/2016 1/11/2017 1/12/2010 1/12/2011 1/12/2012 1/12/2013 1/12/2014
## 37 30 4 34 35 36 33
## 1/12/2015 1/12/2016 1/12/2017 1/13/2010 1/13/2011 1/13/2012 1/13/2013
## 31 34 39 13 42 46 32
## 1/13/2014 1/13/2015 1/13/2016 1/13/2017 1/14/2010 1/14/2011 1/14/2012
## 34 48 34 46 12 32 26
## 1/14/2013 1/14/2014 1/14/2015 1/14/2016 1/14/2017 1/15/2010 1/15/2011
## 37 40 43 31 23 10 41
## 1/15/2012 1/15/2013 1/15/2014 1/15/2015 1/15/2016 1/15/2017 1/16/2010
## 41 31 39 45 39 40 13
## 1/16/2011 1/16/2012 1/16/2013 1/16/2014 1/16/2015 1/16/2016 1/16/2017
## 25 44 32 43 23 35 42
## 1/17/2010 1/17/2011 1/17/2012 1/17/2013 1/17/2014 1/17/2015 1/17/2016
## 12 37 38 34 32 35 38
## 1/17/2017 1/18/2010 1/18/2011 1/18/2012 1/18/2013 1/18/2014 1/18/2015
## 37 8 36 41 31 36 31
## 1/18/2016 1/18/2017 1/19/2010 1/19/2011 1/19/2012 1/19/2013 1/19/2014
## 32 51 13 37 33 34 37
## 1/19/2015 1/19/2016 1/19/2017 1/2/2010 1/2/2011 1/2/2012 1/2/2013
## 34 43 37 1 48 42 53
## 1/2/2014 1/2/2015 1/2/2016 1/2/2017 1/20/2010 1/20/2011 1/20/2012
## 33 38 41 37 12 32 35
## 1/20/2013 1/20/2014 1/20/2015 1/20/2016 1/20/2017 1/21/2010 1/21/2011
## 27 31 28 42 34 11 32
## 1/21/2012 1/21/2013 1/21/2014 1/21/2015 1/21/2016 1/21/2017 1/22/2010
## 30 32 39 36 34 33 13
## 1/22/2011 1/22/2012 1/22/2013 1/22/2014 1/22/2015 1/22/2016 1/22/2017
## 32 40 27 35 37 41 28
## 1/23/2010 1/23/2011 1/23/2012 1/23/2013 1/23/2014 1/23/2015 1/23/2016
## 8 39 30 46 37 41 40
## 1/23/2017 1/24/2010 1/24/2011 1/24/2012 1/24/2013 1/24/2014 1/24/2015
## 40 18 40 39 43 48 35
## 1/24/2016 1/24/2017 1/25/2010 1/25/2011 1/25/2012 1/25/2013 1/25/2014
## 37 47 23 39 33 40 42
## 1/25/2015 1/25/2016 1/25/2017 1/26/2010 1/26/2011 1/26/2012 1/26/2013
## 38 33 42 22 36 42 32
## 1/26/2014 1/26/2015 1/26/2016 1/26/2017 1/27/2010 1/27/2011 1/27/2012
## 41 37 31 39 16 23 31
## 1/27/2013 1/27/2014 1/27/2015 1/27/2016 1/27/2017 1/28/2010 1/28/2011
## 37 46 34 37 45 16 29
## 1/28/2012 1/28/2013 1/28/2014 1/28/2015 1/28/2016 1/28/2017 1/29/2010
## 26 33 32 34 35 31 21
## 1/29/2011 1/29/2012 1/29/2013 1/29/2014 1/29/2015 1/29/2016 1/29/2017
## 37 45 38 41 32 45 36
## 1/3/2010 1/3/2011 1/3/2012 1/3/2013 1/3/2014 1/3/2015 1/3/2016
## 2 27 42 33 35 29 29
## 1/3/2017 1/30/2010 1/30/2011 1/30/2012 1/30/2013 1/30/2014 1/30/2015
## 41 30 40 37 43 32 36
## 1/30/2016 1/30/2017 1/31/2010 1/31/2011 1/31/2012 1/31/2013 1/31/2014
## 25 39 15 32 31 39 35
## 1/31/2015 1/31/2016 1/31/2017 1/4/2011 1/4/2012 1/4/2013 1/4/2014
## 35 30 26 43 38 35 39
## 1/4/2015 1/4/2016 1/4/2017 1/5/2010 1/5/2011 1/5/2012 1/5/2013
## 28 41 33 4 30 38 33
## 1/5/2014 1/5/2015 1/5/2016 1/5/2017 1/6/2010 1/6/2011 1/6/2012
## 38 29 36 35 2 38 35
## 1/6/2013 1/6/2014 1/6/2015 1/6/2016 1/6/2017 1/7/2010 1/7/2011
## 44 48 35 37 42 5 31
## 1/7/2012 1/7/2013 1/7/2014 1/7/2015 1/7/2016 1/7/2017 1/8/2010
## 31 39 43 36 38 35 8
## 1/8/2011 1/8/2012 1/8/2013 1/8/2014 1/8/2015 1/8/2016 1/8/2017
## 30 41 38 35 35 37 35
## 1/9/2010 1/9/2011 1/9/2012 1/9/2013 1/9/2014 1/9/2015 1/9/2016
## 9 40 48 34 39 38 36
## 1/9/2017 10/1/2010 10/1/2011 10/1/2012 10/1/2013 10/1/2014 10/1/2015
## 39 36 36 26 47 35 37
## 10/1/2016 10/10/2010 10/10/2011 10/10/2012 10/10/2013 10/10/2014 10/10/2015
## 37 29 35 36 27 38 45
## 10/10/2016 10/11/2010 10/11/2011 10/11/2012 10/11/2013 10/11/2014 10/11/2015
## 41 40 49 38 34 31 44
## 10/11/2016 10/12/2010 10/12/2011 10/12/2012 10/12/2013 10/12/2014 10/12/2015
## 44 44 35 41 40 49 53
## 10/12/2016 10/13/2010 10/13/2011 10/13/2012 10/13/2013 10/13/2014 10/13/2015
## 33 42 30 40 32 36 26
## 10/13/2016 10/14/2010 10/14/2011 10/14/2012 10/14/2013 10/14/2014 10/14/2015
## 33 49 31 31 32 36 38
## 10/14/2016 10/15/2010 10/15/2011 10/15/2012 10/15/2013 10/15/2014 10/15/2015
## 37 41 36 32 31 40 38
## 10/15/2016 10/16/2010 10/16/2011 10/16/2012 10/16/2013 10/16/2014 10/16/2015
## 37 30 32 36 32 37 40
## 10/16/2016 10/17/2010 10/17/2011 10/17/2012 10/17/2013 10/17/2014 10/17/2015
## 37 37 39 34 27 38 42
## 10/17/2016 10/18/2010 10/18/2011 10/18/2012 10/18/2013 10/18/2014 10/18/2015
## 35 39 43 36 41 30 29
## 10/18/2016 10/19/2010 10/19/2011 10/19/2012 10/19/2013 10/19/2014 10/19/2015
## 27 38 30 34 37 30 45
## 10/19/2016 10/2/2010 10/2/2011 10/2/2012 10/2/2013 10/2/2014 10/2/2015
## 31 34 38 40 34 36 38
## 10/2/2016 10/20/2010 10/20/2011 10/20/2012 10/20/2013 10/20/2014 10/20/2015
## 30 27 30 36 38 35 41
## 10/20/2016 10/21/2010 10/21/2011 10/21/2012 10/21/2013 10/21/2014 10/21/2015
## 43 39 30 41 38 38 43
## 10/21/2016 10/22/2010 10/22/2011 10/22/2012 10/22/2013 10/22/2014 10/22/2015
## 31 41 32 30 35 31 38
## 10/22/2016 10/23/2010 10/23/2011 10/23/2012 10/23/2013 10/23/2014 10/23/2015
## 32 38 37 31 34 41 40
## 10/23/2016 10/24/2010 10/24/2011 10/24/2012 10/24/2013 10/24/2014 10/24/2015
## 28 42 33 37 34 28 42
## 10/24/2016 10/25/2010 10/25/2011 10/25/2012 10/25/2013 10/25/2014 10/25/2015
## 33 43 26 32 35 35 31
## 10/25/2016 10/26/2010 10/26/2011 10/26/2012 10/26/2013 10/26/2014 10/26/2015
## 45 59 40 41 36 40 30
## 10/26/2016 10/27/2010 10/27/2011 10/27/2012 10/27/2013 10/27/2014 10/27/2015
## 32 43 29 31 32 31 42
## 10/27/2016 10/28/2010 10/28/2011 10/28/2012 10/28/2013 10/28/2014 10/28/2015
## 30 45 30 30 33 37 32
## 10/28/2016 10/29/2010 10/29/2011 10/29/2012 10/29/2013 10/29/2014 10/29/2015
## 26 37 33 42 42 37 29
## 10/29/2016 10/3/2010 10/3/2011 10/3/2012 10/3/2013 10/3/2014 10/3/2015
## 27 28 38 34 36 39 26
## 10/3/2016 10/30/2010 10/30/2011 10/30/2012 10/30/2013 10/30/2014 10/30/2015
## 24 30 35 46 44 34 41
## 10/30/2016 10/31/2010 10/31/2011 10/31/2012 10/31/2013 10/31/2014 10/31/2015
## 28 36 37 48 36 26 30
## 10/31/2016 10/4/2010 10/4/2011 10/4/2012 10/4/2013 10/4/2014 10/4/2015
## 37 37 39 29 43 38 61
## 10/4/2016 10/5/2010 10/5/2011 10/5/2012 10/5/2013 10/5/2014 10/5/2015
## 37 31 36 38 38 35 29
## 10/5/2016 10/6/2010 10/6/2011 10/6/2012 10/6/2013 10/6/2014 10/6/2015
## 39 37 37 43 42 49 46
## 10/6/2016 10/7/2010 10/7/2011 10/7/2012 10/7/2013 10/7/2014 10/7/2015
## 37 46 44 33 34 38 34
## 10/7/2016 10/8/2010 10/8/2011 10/8/2012 10/8/2013 10/8/2014 10/8/2015
## 35 29 35 35 28 44 37
## 10/8/2016 10/9/2010 10/9/2011 10/9/2012 10/9/2013 10/9/2014 10/9/2015
## 27 44 33 39 37 50 41
## 10/9/2016 11/1/2010 11/1/2011 11/1/2012 11/1/2013 11/1/2014 11/1/2015
## 33 28 37 36 42 32 40
## 11/1/2016 11/10/2010 11/10/2011 11/10/2012 11/10/2013 11/10/2014 11/10/2015
## 42 36 45 34 31 35 41
## 11/10/2016 11/11/2010 11/11/2011 11/11/2012 11/11/2013 11/11/2014 11/11/2015
## 31 30 44 34 45 41 34
## 11/11/2016 11/12/2010 11/12/2011 11/12/2012 11/12/2013 11/12/2014 11/12/2015
## 32 32 51 34 30 40 41
## 11/12/2016 11/13/2010 11/13/2011 11/13/2012 11/13/2013 11/13/2014 11/13/2015
## 39 31 35 31 31 36 36
## 11/13/2016 11/14/2010 11/14/2011 11/14/2012 11/14/2013 11/14/2014 11/14/2015
## 33 34 32 34 35 43 31
## 11/14/2016 11/15/2010 11/15/2011 11/15/2012 11/15/2013 11/15/2014 11/15/2015
## 48 28 28 33 29 36 37
## 11/15/2016 11/16/2010 11/16/2011 11/16/2012 11/16/2013 11/16/2014 11/16/2015
## 45 28 46 44 42 36 46
## 11/16/2016 11/17/2010 11/17/2011 11/17/2012 11/17/2013 11/17/2014 11/17/2015
## 27 34 38 28 36 34 39
## 11/17/2016 11/18/2010 11/18/2011 11/18/2012 11/18/2013 11/18/2014 11/18/2015
## 27 35 43 28 41 37 41
## 11/18/2016 11/19/2010 11/19/2011 11/19/2012 11/19/2013 11/19/2014 11/19/2015
## 34 31 32 46 33 50 35
## 11/19/2016 11/2/2010 11/2/2011 11/2/2012 11/2/2013 11/2/2014 11/2/2015
## 31 36 35 38 35 34 43
## 11/2/2016 11/20/2010 11/20/2011 11/20/2012 11/20/2013 11/20/2014 11/20/2015
## 40 32 36 38 37 33 37
## 11/20/2016 11/21/2010 11/21/2011 11/21/2012 11/21/2013 11/21/2014 11/21/2015
## 47 34 29 35 42 41 37
## 11/21/2016 11/22/2010 11/22/2011 11/22/2012 11/22/2013 11/22/2014 11/22/2015
## 45 30 50 37 36 42 35
## 11/22/2016 11/23/2010 11/23/2011 11/23/2012 11/23/2013 11/23/2014 11/23/2015
## 38 40 38 42 35 41 32
## 11/23/2016 11/24/2010 11/24/2011 11/24/2012 11/24/2013 11/24/2014 11/24/2015
## 23 41 40 45 36 24 22
## 11/24/2016 11/25/2010 11/25/2011 11/25/2012 11/25/2013 11/25/2014 11/25/2015
## 35 41 45 32 38 40 32
## 11/25/2016 11/26/2010 11/26/2011 11/26/2012 11/26/2013 11/26/2014 11/26/2015
## 36 31 36 32 41 34 41
## 11/26/2016 11/27/2010 11/27/2011 11/27/2012 11/27/2013 11/27/2014 11/27/2015
## 44 24 31 29 36 32 39
## 11/27/2016 11/28/2010 11/28/2011 11/28/2012 11/28/2013 11/28/2014 11/28/2015
## 27 35 37 42 44 35 37
## 11/28/2016 11/29/2010 11/29/2011 11/29/2012 11/29/2013 11/29/2014 11/29/2015
## 51 35 36 36 38 42 38
## 11/29/2016 11/3/2010 11/3/2011 11/3/2012 11/3/2013 11/3/2014 11/3/2015
## 40 43 35 28 26 40 33
## 11/3/2016 11/30/2010 11/30/2011 11/30/2012 11/30/2013 11/30/2014 11/30/2015
## 32 36 48 31 39 42 48
## 11/30/2016 11/4/2010 11/4/2011 11/4/2012 11/4/2013 11/4/2014 11/4/2015
## 34 33 37 35 31 37 48
## 11/4/2016 11/5/2010 11/5/2011 11/5/2012 11/5/2013 11/5/2014 11/5/2015
## 35 36 30 34 35 29 34
## 11/5/2016 11/6/2010 11/6/2011 11/6/2012 11/6/2013 11/6/2014 11/6/2015
## 35 33 37 31 46 57 37
## 11/6/2016 11/7/2010 11/7/2011 11/7/2012 11/7/2013 11/7/2014 11/7/2015
## 50 39 22 35 36 41 40
## 11/7/2016 11/8/2010 11/8/2011 11/8/2012 11/8/2013 11/8/2014 11/8/2015
## 41 38 31 32 43 46 46
## 11/8/2016 11/9/2010 11/9/2011 11/9/2012 11/9/2013 11/9/2014 11/9/2015
## 40 40 51 30 33 26 37
## 11/9/2016 12/1/2010 12/1/2011 12/1/2012 12/1/2013 12/1/2014 12/1/2015
## 31 34 40 29 44 42 46
## 12/1/2016 12/10/2010 12/10/2011 12/10/2012 12/10/2013 12/10/2014 12/10/2015
## 30 34 29 42 39 34 30
## 12/10/2016 12/11/2010 12/11/2011 12/11/2012 12/11/2013 12/11/2014 12/11/2015
## 27 24 44 45 45 28 34
## 12/11/2016 12/12/2010 12/12/2011 12/12/2012 12/12/2013 12/12/2014 12/12/2015
## 25 29 34 33 38 42 34
## 12/12/2016 12/13/2010 12/13/2011 12/13/2012 12/13/2013 12/13/2014 12/13/2015
## 38 38 28 39 55 45 36
## 12/13/2016 12/14/2010 12/14/2011 12/14/2012 12/14/2013 12/14/2014 12/14/2015
## 45 43 41 40 32 30 31
## 12/14/2016 12/15/2010 12/15/2011 12/15/2012 12/15/2013 12/15/2014 12/15/2015
## 30 25 53 36 27 36 41
## 12/15/2016 12/16/2010 12/16/2011 12/16/2012 12/16/2013 12/16/2014 12/16/2015
## 36 44 34 36 31 53 31
## 12/16/2016 12/17/2010 12/17/2011 12/17/2012 12/17/2013 12/17/2014 12/17/2015
## 41 40 30 34 21 40 36
## 12/17/2016 12/18/2010 12/18/2011 12/18/2012 12/18/2013 12/18/2014 12/18/2015
## 43 32 35 44 29 32 32
## 12/18/2016 12/19/2010 12/19/2011 12/19/2012 12/19/2013 12/19/2014 12/19/2015
## 26 35 36 51 36 31 32
## 12/19/2016 12/2/2010 12/2/2011 12/2/2012 12/2/2013 12/2/2014 12/2/2015
## 28 29 38 38 43 38 33
## 12/2/2016 12/20/2010 12/20/2011 12/20/2012 12/20/2013 12/20/2014 12/20/2015
## 33 45 56 39 41 38 32
## 12/20/2016 12/21/2010 12/21/2011 12/21/2012 12/21/2013 12/21/2014 12/21/2015
## 38 42 35 37 41 39 31
## 12/21/2016 12/22/2010 12/22/2011 12/22/2012 12/22/2013 12/22/2014 12/22/2015
## 30 45 47 35 37 40 31
## 12/22/2016 12/23/2010 12/23/2011 12/23/2012 12/23/2013 12/23/2014 12/23/2015
## 24 49 44 35 32 25 37
## 12/23/2016 12/24/2010 12/24/2011 12/24/2012 12/24/2013 12/24/2014 12/24/2015
## 39 32 31 43 36 32 31
## 12/24/2016 12/25/2010 12/25/2011 12/25/2012 12/25/2013 12/25/2014 12/25/2015
## 36 49 32 32 32 35 33
## 12/25/2016 12/26/2010 12/26/2011 12/26/2012 12/26/2013 12/26/2014 12/26/2015
## 32 46 37 33 21 42 29
## 12/26/2016 12/27/2010 12/27/2011 12/27/2012 12/27/2013 12/27/2014 12/27/2015
## 37 36 38 40 37 37 33
## 12/27/2016 12/28/2010 12/28/2011 12/28/2012 12/28/2013 12/28/2014 12/28/2015
## 40 42 31 39 38 33 45
## 12/28/2016 12/29/2010 12/29/2011 12/29/2012 12/29/2013 12/29/2014 12/29/2015
## 32 26 37 33 37 35 33
## 12/29/2016 12/3/2010 12/3/2011 12/3/2012 12/3/2013 12/3/2014 12/3/2015
## 45 39 26 36 38 40 43
## 12/3/2016 12/30/2010 12/30/2011 12/30/2012 12/30/2013 12/30/2014 12/30/2015
## 47 32 27 38 42 31 41
## 12/30/2016 12/31/2010 12/31/2011 12/31/2012 12/31/2013 12/31/2014 12/31/2015
## 34 37 35 34 33 31 29
## 12/31/2016 12/4/2010 12/4/2011 12/4/2012 12/4/2013 12/4/2014 12/4/2015
## 44 39 35 37 29 44 33
## 12/4/2016 12/5/2010 12/5/2011 12/5/2012 12/5/2013 12/5/2014 12/5/2015
## 39 36 34 30 30 33 45
## 12/5/2016 12/6/2010 12/6/2011 12/6/2012 12/6/2013 12/6/2014 12/6/2015
## 31 31 37 30 32 34 36
## 12/6/2016 12/7/2010 12/7/2011 12/7/2012 12/7/2013 12/7/2014 12/7/2015
## 39 35 44 34 45 20 39
## 12/7/2016 12/8/2010 12/8/2011 12/8/2012 12/8/2013 12/8/2014 12/8/2015
## 39 34 38 47 39 39 50
## 12/8/2016 12/9/2010 12/9/2011 12/9/2012 12/9/2013 12/9/2014 12/9/2015
## 28 36 39 34 35 32 35
## 12/9/2016 2/1/2010 2/1/2011 2/1/2012 2/1/2013 2/1/2014 2/1/2015
## 45 19 37 37 39 29 36
## 2/1/2016 2/1/2017 2/10/2010 2/10/2011 2/10/2012 2/10/2013 2/10/2014
## 40 40 43 44 45 32 34
## 2/10/2015 2/10/2016 2/10/2017 2/11/2010 2/11/2011 2/11/2012 2/11/2013
## 38 42 36 22 31 29 42
## 2/11/2014 2/11/2015 2/11/2016 2/11/2017 2/12/2010 2/12/2011 2/12/2012
## 38 32 38 36 26 34 32
## 2/12/2013 2/12/2014 2/12/2015 2/12/2016 2/12/2017 2/13/2010 2/13/2011
## 25 38 39 42 41 32 30
## 2/13/2012 2/13/2013 2/13/2014 2/13/2015 2/13/2016 2/13/2017 2/14/2010
## 36 25 34 38 40 34 35
## 2/14/2011 2/14/2012 2/14/2013 2/14/2014 2/14/2015 2/14/2016 2/14/2017
## 35 40 32 40 28 34 38
## 2/15/2010 2/15/2011 2/15/2012 2/15/2013 2/15/2014 2/15/2015 2/15/2016
## 38 41 30 34 32 32 44
## 2/15/2017 2/16/2010 2/16/2011 2/16/2012 2/16/2013 2/16/2014 2/16/2015
## 23 34 39 30 44 40 36
## 2/16/2016 2/16/2017 2/17/2010 2/17/2011 2/17/2012 2/17/2013 2/17/2014
## 32 44 42 36 37 42 35
## 2/17/2015 2/17/2016 2/17/2017 2/18/2010 2/18/2011 2/18/2012 2/18/2013
## 39 35 30 35 31 44 42
## 2/18/2014 2/18/2015 2/18/2016 2/18/2017 2/19/2010 2/19/2011 2/19/2012
## 24 33 36 41 31 38 30
## 2/19/2013 2/19/2014 2/19/2015 2/19/2016 2/19/2017 2/2/2010 2/2/2011
## 30 38 42 29 45 19 34
## 2/2/2012 2/2/2013 2/2/2014 2/2/2015 2/2/2016 2/2/2017 2/20/2010
## 31 37 28 34 35 40 36
## 2/20/2011 2/20/2012 2/20/2013 2/20/2014 2/20/2015 2/20/2016 2/20/2017
## 35 39 48 31 36 33 32
## 2/21/2010 2/21/2011 2/21/2012 2/21/2013 2/21/2014 2/21/2015 2/21/2016
## 25 40 37 47 32 41 34
## 2/21/2017 2/22/2010 2/22/2011 2/22/2012 2/22/2013 2/22/2014 2/22/2015
## 33 28 44 34 33 44 31
## 2/22/2016 2/22/2017 2/23/2010 2/23/2011 2/23/2012 2/23/2013 2/23/2014
## 41 38 41 45 37 37 37
## 2/23/2015 2/23/2016 2/23/2017 2/24/2010 2/24/2011 2/24/2012 2/24/2013
## 31 35 46 38 28 48 29
## 2/24/2014 2/24/2015 2/24/2016 2/24/2017 2/25/2010 2/25/2011 2/25/2012
## 38 47 31 33 40 40 34
## 2/25/2013 2/25/2014 2/25/2015 2/25/2016 2/25/2017 2/26/2010 2/26/2011
## 41 33 41 29 40 31 39
## 2/26/2012 2/26/2013 2/26/2014 2/26/2015 2/26/2016 2/26/2017 2/27/2010
## 46 40 30 34 44 29 32
## 2/27/2011 2/27/2012 2/27/2013 2/27/2014 2/27/2015 2/27/2016 2/27/2017
## 37 45 35 30 45 44 31
## 2/28/2010 2/28/2011 2/28/2012 2/28/2013 2/28/2014 2/28/2015 2/28/2016
## 46 36 40 42 31 36 34
## 2/28/2017 2/29/2012 2/29/2016 2/3/2010 2/3/2011 2/3/2012 2/3/2013
## 32 39 46 21 33 41 27
## 2/3/2014 2/3/2015 2/3/2016 2/3/2017 2/4/2010 2/4/2011 2/4/2012
## 28 31 37 36 26 41 22
## 2/4/2013 2/4/2014 2/4/2015 2/4/2016 2/4/2017 2/5/2010 2/5/2011
## 38 30 35 33 30 26 42
## 2/5/2012 2/5/2013 2/5/2014 2/5/2015 2/5/2016 2/5/2017 2/6/2010
## 35 45 45 40 41 33 31
## 2/6/2011 2/6/2012 2/6/2013 2/6/2014 2/6/2015 2/6/2016 2/6/2017
## 31 35 29 43 31 50 38
## 2/7/2010 2/7/2011 2/7/2012 2/7/2013 2/7/2014 2/7/2015 2/7/2016
## 23 29 31 36 32 38 40
## 2/7/2017 2/8/2010 2/8/2011 2/8/2012 2/8/2013 2/8/2014 2/8/2015
## 31 24 22 33 23 30 42
## 2/8/2016 2/8/2017 2/9/2010 2/9/2011 2/9/2012 2/9/2013 2/9/2014
## 34 30 30 36 32 39 40
## 2/9/2015 2/9/2016 2/9/2017 3/1/2010 3/1/2011 3/1/2012 3/1/2013
## 37 39 34 38 48 35 33
## 3/1/2014 3/1/2015 3/1/2016 3/1/2017 3/10/2010 3/10/2011 3/10/2012
## 41 38 41 38 40 46 39
## 3/10/2013 3/10/2014 3/10/2015 3/10/2016 3/10/2017 3/11/2010 3/11/2011
## 35 38 43 39 25 33 46
## 3/11/2012 3/11/2013 3/11/2014 3/11/2015 3/11/2016 3/11/2017 3/12/2010
## 32 38 44 35 45 30 32
## 3/12/2011 3/12/2012 3/12/2013 3/12/2014 3/12/2015 3/12/2016 3/12/2017
## 36 38 42 29 24 41 34
## 3/13/2010 3/13/2011 3/13/2012 3/13/2013 3/13/2014 3/13/2015 3/13/2016
## 48 39 32 37 40 26 35
## 3/13/2017 3/14/2010 3/14/2011 3/14/2012 3/14/2013 3/14/2014 3/14/2015
## 31 43 49 41 34 27 43
## 3/14/2016 3/14/2017 3/15/2010 3/15/2011 3/15/2012 3/15/2013 3/15/2014
## 34 40 49 27 39 46 28
## 3/15/2015 3/15/2016 3/15/2017 3/16/2010 3/16/2011 3/16/2012 3/16/2013
## 24 29 31 34 37 31 36
## 3/16/2014 3/16/2015 3/16/2016 3/16/2017 3/17/2010 3/17/2011 3/17/2012
## 40 53 41 33 33 34 33
## 3/17/2013 3/17/2014 3/17/2015 3/17/2016 3/17/2017 3/18/2010 3/18/2011
## 39 30 38 25 35 39 45
## 3/18/2012 3/18/2013 3/18/2014 3/18/2015 3/18/2016 3/18/2017 3/19/2010
## 34 40 40 41 30 40 29
## 3/19/2011 3/19/2012 3/19/2013 3/19/2014 3/19/2015 3/19/2016 3/19/2017
## 35 32 36 30 33 36 30
## 3/2/2010 3/2/2011 3/2/2012 3/2/2013 3/2/2014 3/2/2015 3/2/2016
## 22 24 42 35 30 38 38
## 3/2/2017 3/20/2010 3/20/2011 3/20/2012 3/20/2013 3/20/2014 3/20/2015
## 40 39 33 40 39 40 47
## 3/20/2016 3/20/2017 3/21/2010 3/21/2011 3/21/2012 3/21/2013 3/21/2014
## 41 34 30 42 33 43 39
## 3/21/2015 3/21/2016 3/21/2017 3/22/2010 3/22/2011 3/22/2012 3/22/2013
## 28 30 32 35 42 38 33
## 3/22/2014 3/22/2015 3/22/2016 3/22/2017 3/23/2010 3/23/2011 3/23/2012
## 27 27 31 34 29 20 39
## 3/23/2013 3/23/2014 3/23/2015 3/23/2016 3/23/2017 3/24/2010 3/24/2011
## 30 39 26 43 36 28 33
## 3/24/2012 3/24/2013 3/24/2014 3/24/2015 3/24/2016 3/24/2017 3/25/2010
## 35 33 41 37 42 34 38
## 3/25/2011 3/25/2012 3/25/2013 3/25/2014 3/25/2015 3/25/2016 3/25/2017
## 31 41 47 28 33 49 36
## 3/26/2010 3/26/2011 3/26/2012 3/26/2013 3/26/2014 3/26/2015 3/26/2016
## 31 44 41 33 45 32 35
## 3/26/2017 3/27/2010 3/27/2011 3/27/2012 3/27/2013 3/27/2014 3/27/2015
## 39 26 38 35 40 39 37
## 3/27/2016 3/27/2017 3/28/2010 3/28/2011 3/28/2012 3/28/2013 3/28/2014
## 48 38 39 52 25 43 39
## 3/28/2015 3/28/2016 3/28/2017 3/29/2010 3/29/2011 3/29/2012 3/29/2013
## 29 37 22 33 36 31 40
## 3/29/2014 3/29/2015 3/29/2016 3/29/2017 3/3/2010 3/3/2011 3/3/2012
## 41 45 38 53 43 31 36
## 3/3/2013 3/3/2014 3/3/2015 3/3/2016 3/3/2017 3/30/2010 3/30/2011
## 35 39 24 31 36 33 35
## 3/30/2012 3/30/2013 3/30/2014 3/30/2015 3/30/2016 3/30/2017 3/31/2010
## 29 46 40 35 29 41 28
## 3/31/2011 3/31/2012 3/31/2013 3/31/2014 3/31/2015 3/31/2016 3/31/2017
## 42 31 44 29 32 41 46
## 3/4/2010 3/4/2011 3/4/2012 3/4/2013 3/4/2014 3/4/2015 3/4/2016
## 38 33 42 31 32 40 47
## 3/4/2017 3/5/2010 3/5/2011 3/5/2012 3/5/2013 3/5/2014 3/5/2015
## 50 28 41 24 35 27 24
## 3/5/2016 3/5/2017 3/6/2010 3/6/2011 3/6/2012 3/6/2013 3/6/2014
## 35 28 35 40 37 36 31
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## 42 30 42 41 33 36 37
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## 35 29 41 23 29 24 29
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## 43 41 34 33 33 31 33
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## 21 35 39 32 47 29 31
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## 35 41 31 41 34 25 25
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## 45 38 39 36 25 49 42
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## 38 27 31 43 29 27 34
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## 30 40 37 43 36 33 34
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## 36 46 44 33 34 48 33
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## 45 36 39 33 42 40 29
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## 30 41 38 43 26 35 32
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## 37 36 41 41 37 31 31
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## 37 31 42 43 46 35 39
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## 27 36 36 30 43 36 35
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## 35 34 40 33 40 42 33
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## 32 39 39 40 31 33 27
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## 34 37 38 37 30 45 37
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## 36 34 40 29 31 29 36
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## 33 38 35 37 34 31 28
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## 32 43 43 48 34 36 32
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## 34 35 39 42 34 36 44
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## 42 33 33 39 31 42 37
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## 35 34 36 39 37 46 39
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## 42 31 34 37 42 33 27
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## 35 23 34 40 33 43 40
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## 35 28 34 30 39 40 40
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## 55 38 28 37 29 38 34
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## 29 31 39 30 29 40 37
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## 33 35 31 37 36 36 29
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## 33 29 41 39 36 54 50
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## 52 28 28 41 42 41 48
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## 39 38 34 38 32 34 26
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## 31 27 31 33 32 20 27
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## 40 38 31 41 45 47 34
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## 37 34 38 36 31 41 35
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## 38 44 37 35 49 42 33
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## 32 30 37 35 39 43 40
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## 42 49 35 25 29 34 35
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## 48 32 31 34 41 32 47
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## 46 30 34 37 31 38 51
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## 30 34 34 32 38 39 37
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## 32 30 32 31 49 32 31
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## 43 34 44 28 41 34 34
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## 31 38 36 37 45 40 29
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## 36 37 39 48 42 49 36
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## 37 40 35 34 31 39 30
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## 33 38 39 33 38 39 47
## 5/18/2014 5/18/2015 5/18/2016 5/18/2017 5/19/2010 5/19/2011 5/19/2012
## 46 31 39 44 33 38 30
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## 22 32 40 33 31 28 47
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## 35 34 45 28 41 36 37
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## 33 36 31 38 35 33 40
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## 40 41 31 42 34 42 39
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## 44 37 37 43 48 35 35
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## 33 40 37 37 31 38 41
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## 33 38 44 40 46 34 50
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## 49 37 44 44 39 34 39
## 5/25/2013 5/25/2014 5/25/2015 5/25/2016 5/25/2017 5/26/2010 5/26/2011
## 44 39 29 38 42 47 33
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## 34 40 26 33 43 46 29
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## 45 39 42 32 40 34 37
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## 29 39 35 35 33 30 32
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## 35 38 41 34 41 37 38
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## 29 38 33 37 33 30 40
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## 32 40 32 30 35 33 34
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## 34 39 32 28 31 38 30
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## 33 33 40 39 30 33 44
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## 33 37 34 28 44 37 34
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## 31 40 31 34 43 27 37
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## 36 32 28 36 29 33 32
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## 38 28 23 39 26 39 31
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## 29 36 44 31 45 41 25
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## 39 38 41 44 55 38 30
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## 41 38 28 43 30 31 44
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## 37 38 40 31 30 42 44
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## 27 49 33 37 42 28 39
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## 33 42 46 30 33 31 35
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## 31 35 42 41 46 43 33
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## 28 40 35 32 37 43 42
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## 33 37 41 40 28 35 32
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## 49 37 50 32 27 33 35
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## 37 25 33 35 28 39 35
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## 37 41 37 36 33 36 38
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## 25 41 40 35 38 32 35
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## 34 29 34 36 38 34 38
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## 31 28 24 34 31 33 37
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## 48 43 30 50 27 36 54
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## 33 36 39 41 38 49 37
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## 36 47 35 35 44 42 38
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## 26 36 28 37 34 28 40
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## 39 43 32 50 36 32 33
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## 30 22 36 34 33 35 42
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## 32 36 34 49 43 48 33
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## 30 25 25 33 42 37 35
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## 42 49 39 32 40 35 30
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## 36 33 35 33 41 39 30
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## 30 32 31 38 38 29 30
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## 40 47 43 28 37 30 47
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## 26 37 47 33 46 29 37
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## 35 30 31 19 40 32 38
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## 34 42 43 39 31 43 35
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## 39 39 37 40 32 44 29
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## 38 34 33 38 33 35 33
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## 43 51 27 28 35 33 35
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## 33 39 32 34 29 47 39
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## 35 33 32 40 36 38 40
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## 51 36 35 31 40 27 36
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## 37 37 30 24 33 28 31
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## 44 34 42 34 43 43 36
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## 39 33 29 33 42 38 41
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## 33 29 39 43 31 32 38
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## 30 28 31 31 35 41 38
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## 31 38 42 34 25 20 36
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## 42 32 33 42 30 32 35
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## 26 32 37 42 34 40 32
## 7/15/2012 7/15/2013 7/15/2014 7/15/2015 7/15/2016 7/15/2017 7/16/2010
## 47 34 40 37 37 28 35
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## 42 36 36 29 36 43 39
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## 37 27 32 50 35 39 34
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## 44 44 39 33 35 39 36
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## 33 36 32 32 45 28 39
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## 27 36 22 25 23 35 37
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## 40 37 45 35 39 39 30
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## 40 35 24 36 45 35 41
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## 30 29 52 45 38 31 35
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## 27 50 42 36 35 34 34
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## 32 49 37 24 38 29 42
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## 27 31 33 29 41 42 36
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## 38 38 42 42 34 43 32
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## 48 40 33 32 42 35 42
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## 33 49 34 43 28 38 33
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## 31 48 44 35 35 33 38
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## 52 28 36 31 34 33 31
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## 39 34 47 32 35 33 48
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## 39 32 28 36 35 37 37
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## 50 34 37 33 38 32 32
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## 28 36 39 40 39 27 35
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## 37 33 41 23 37 45 36
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## 40 41 48 27 39 24 28
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## 31 44 23 28 38 42 32
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## 31 43 47 35 27 36 29
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## 34 36 45 36 44 32 36
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## 42 29 44 35 31 38 32
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## 39 30 36 45 32 35 37
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## 40 43 30 50 35 31 42
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## 38 32 36 27 34 34 39
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## 34 29 45 28 33 40 29
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## 30 37 35 31 37 38 41
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## 11 30 26 38 38 33 35
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## 29 28 49 31 37 29 45
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## 36 44 24 33 38 46 37
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## 43 32 33 23 34 39 40
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## 38 34 35 35 22 30 32
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## 31 35 35 33 46 27 45
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## 33 44 34 29 23 36 30
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## 43 36 40 29 41 29 26
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## 22 26 35 51 38 44 41
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## 29 18 40 45 39 42 39
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## 36 42 12 38 41 28 31
## 8/23/2014 8/23/2015 8/23/2016 8/23/2017 8/24/2010 8/24/2011 8/24/2012
## 27 31 39 21 31 22 34
## 8/24/2013 8/24/2014 8/24/2015 8/24/2016 8/24/2017 8/25/2010 8/25/2011
## 38 35 46 45 18 32 32
## 8/25/2012 8/25/2013 8/25/2014 8/25/2015 8/25/2016 8/25/2017 8/26/2010
## 35 31 45 30 27 18 32
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## 47 46 35 30 33 40 18
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## 44 37 25 31 37 45 28
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## 11 36 29 40 36 35 29
## 8/28/2016 8/28/2017 8/29/2010 8/29/2011 8/29/2012 8/29/2013 8/29/2014
## 31 18 39 37 32 31 30
## 8/29/2015 8/29/2016 8/29/2017 8/3/2010 8/3/2011 8/3/2012 8/3/2013
## 39 43 15 46 48 43 36
## 8/3/2014 8/3/2015 8/3/2016 8/3/2017 8/30/2010 8/30/2011 8/30/2012
## 42 32 45 39 40 36 36
## 8/30/2013 8/30/2014 8/30/2015 8/30/2016 8/30/2017 8/31/2010 8/31/2011
## 35 33 31 34 16 42 37
## 8/31/2012 8/31/2013 8/31/2014 8/31/2015 8/31/2016 8/31/2017 8/4/2010
## 44 43 46 28 27 17 42
## 8/4/2011 8/4/2012 8/4/2013 8/4/2014 8/4/2015 8/4/2016 8/4/2017
## 42 30 60 38 31 33 35
## 8/5/2010 8/5/2011 8/5/2012 8/5/2013 8/5/2014 8/5/2015 8/5/2016
## 32 43 42 30 38 23 26
## 8/5/2017 8/6/2010 8/6/2011 8/6/2012 8/6/2013 8/6/2014 8/6/2015
## 44 40 34 32 34 37 38
## 8/6/2016 8/6/2017 8/7/2010 8/7/2011 8/7/2012 8/7/2013 8/7/2014
## 36 23 40 40 37 40 37
## 8/7/2015 8/7/2016 8/7/2017 8/8/2010 8/8/2011 8/8/2012 8/8/2013
## 23 29 24 32 34 32 35
## 8/8/2014 8/8/2015 8/8/2016 8/8/2017 8/9/2010 8/9/2011 8/9/2012
## 34 27 29 32 34 31 35
## 8/9/2013 8/9/2014 8/9/2015 8/9/2016 8/9/2017 9/1/2010 9/1/2011
## 42 26 36 26 22 39 42
## 9/1/2012 9/1/2013 9/1/2014 9/1/2015 9/1/2016 9/1/2017 9/10/2010
## 30 36 31 27 33 13 42
## 9/10/2011 9/10/2012 9/10/2013 9/10/2014 9/10/2015 9/10/2016 9/10/2017
## 37 42 34 31 44 36 5
## 9/11/2010 9/11/2011 9/11/2012 9/11/2013 9/11/2014 9/11/2015 9/11/2016
## 50 40 33 40 39 40 36
## 9/11/2017 9/12/2010 9/12/2011 9/12/2012 9/12/2013 9/12/2014 9/12/2015
## 3 36 25 37 38 35 39
## 9/12/2016 9/13/2010 9/13/2011 9/13/2012 9/13/2013 9/13/2014 9/13/2015
## 39 38 27 42 32 32 36
## 9/13/2016 9/13/2017 9/14/2010 9/14/2011 9/14/2012 9/14/2013 9/14/2014
## 27 2 35 31 26 38 34
## 9/14/2015 9/14/2016 9/14/2017 9/15/2010 9/15/2011 9/15/2012 9/15/2013
## 36 30 3 33 33 40 31
## 9/15/2014 9/15/2015 9/15/2016 9/15/2017 9/16/2010 9/16/2011 9/16/2012
## 34 33 33 2 35 30 31
## 9/16/2013 9/16/2014 9/16/2015 9/16/2016 9/16/2017 9/17/2010 9/17/2011
## 37 26 33 26 3 39 36
## 9/17/2012 9/17/2013 9/17/2014 9/17/2015 9/17/2016 9/18/2010 9/18/2011
## 40 38 28 30 34 37 38
## 9/18/2012 9/18/2013 9/18/2014 9/18/2015 9/18/2016 9/19/2010 9/19/2011
## 27 34 30 42 41 37 27
## 9/19/2012 9/19/2013 9/19/2014 9/19/2015 9/19/2016 9/2/2010 9/2/2011
## 37 35 36 30 39 45 40
## 9/2/2012 9/2/2013 9/2/2014 9/2/2015 9/2/2016 9/2/2017 9/20/2010
## 41 30 30 42 31 11 37
## 9/20/2011 9/20/2012 9/20/2013 9/20/2014 9/20/2015 9/20/2016 9/21/2010
## 35 30 51 39 33 35 38
## 9/21/2011 9/21/2012 9/21/2013 9/21/2014 9/21/2015 9/21/2016 9/22/2010
## 36 36 37 32 37 33 37
## 9/22/2011 9/22/2012 9/22/2013 9/22/2014 9/22/2015 9/22/2016 9/23/2010
## 30 46 24 27 25 34 35
## 9/23/2011 9/23/2012 9/23/2013 9/23/2014 9/23/2015 9/23/2016 9/24/2010
## 20 40 39 37 44 37 42
## 9/24/2011 9/24/2012 9/24/2013 9/24/2014 9/24/2015 9/24/2016 9/25/2010
## 36 42 36 27 29 43 39
## 9/25/2011 9/25/2012 9/25/2013 9/25/2014 9/25/2015 9/25/2016 9/26/2010
## 31 36 40 37 32 37 38
## 9/26/2011 9/26/2012 9/26/2013 9/26/2014 9/26/2015 9/26/2016 9/27/2010
## 32 52 25 45 34 29 50
## 9/27/2011 9/27/2012 9/27/2013 9/27/2014 9/27/2015 9/27/2016 9/28/2010
## 40 37 34 38 35 33 39
## 9/28/2011 9/28/2012 9/28/2013 9/28/2014 9/28/2015 9/28/2016 9/29/2010
## 47 40 31 33 42 37 37
## 9/29/2011 9/29/2012 9/29/2013 9/29/2014 9/29/2015 9/29/2016 9/3/2010
## 36 33 30 31 38 24 35
## 9/3/2011 9/3/2012 9/3/2013 9/3/2014 9/3/2015 9/3/2016 9/3/2017
## 39 47 42 35 30 39 13
## 9/30/2010 9/30/2011 9/30/2012 9/30/2013 9/30/2014 9/30/2015 9/30/2016
## 43 26 33 42 42 39 37
## 9/4/2010 9/4/2011 9/4/2012 9/4/2013 9/4/2014 9/4/2015 9/4/2016
## 34 35 48 34 30 42 46
## 9/4/2017 9/5/2010 9/5/2011 9/5/2012 9/5/2013 9/5/2014 9/5/2015
## 8 31 36 35 43 42 39
## 9/5/2016 9/5/2017 9/6/2010 9/6/2011 9/6/2012 9/6/2013 9/6/2014
## 29 12 35 25 33 29 35
## 9/6/2015 9/6/2016 9/6/2017 9/7/2010 9/7/2011 9/7/2012 9/7/2013
## 49 32 8 35 40 36 39
## 9/7/2014 9/7/2015 9/7/2016 9/7/2017 9/8/2010 9/8/2011 9/8/2012
## 31 33 38 3 47 36 35
## 9/8/2013 9/8/2014 9/8/2015 9/8/2016 9/8/2017 9/9/2010 9/9/2011
## 36 37 35 45 6 28 41
## 9/9/2012 9/9/2013 9/9/2014 9/9/2015 9/9/2016 9/9/2017
## 30 32 34 33 28 9par(mfrow=c(1, 2))
for (col in colnames(categorical_data)) {
barplot(table(categorical_data[[col]]), main=paste("Barplot of", col), col="lightgreen", las=2)
}
EDA with the small dataset with 1000 records
str(small_df)## 'data.frame': 1000 obs. of 37 variables:
## $ Emp.ID : int 850297 304721 412317 621375 787549 520092 795934 159108 330816 532002 ...
## $ Name.Prefix : chr "Ms." "Mr." "Drs." "Mrs." ...
## $ First.Name : chr "Shawna" "Nathaniel" "Elisabeth" "Briana" ...
## $ Middle.Initial : chr "W" "Z" "W" "C" ...
## $ Last.Name : chr "Buck" "Burke" "Foster" "Lancaster" ...
## $ Gender : chr "F" "M" "F" "F" ...
## $ E.Mail : chr "shawna.buck@gmail.com" "nathaniel.burke@walmart.com" "elisabeth.foster@gmail.com" "briana.lancaster@yahoo.com" ...
## $ Father.s.Name : chr "Rosario Buck" "Derrick Burke" "Irwin Foster" "Jeffrey Lancaster" ...
## $ Mother.s.Name : chr "Keisha Buck" "Phoebe Burke" "Janie Foster" "Shelby Lancaster" ...
## $ Mother.s.Maiden.Name : chr "Hendricks" "Pugh" "Delaney" "Weiss" ...
## $ Date.of.Birth : chr "12/12/1971" "10/31/1993" "11/26/1994" "11/24/1975" ...
## $ Time.of.Birth : chr "06:34:47 AM" "02:02:38 AM" "03:48:27 PM" "09:44:16 PM" ...
## $ Age.in.Yrs. : num 45.7 23.8 22.7 41.7 22.4 ...
## $ Weight.in.Kgs. : int 44 52 42 43 58 59 55 48 55 58 ...
## $ Date.of.Joining : chr "12/18/2010" "4/25/2017" "3/27/2017" "2/25/2003" ...
## $ Quarter.of.Joining : chr "Q4" "Q2" "Q1" "Q1" ...
## $ Half.of.Joining : chr "H2" "H1" "H1" "H1" ...
## $ Year.of.Joining : int 2010 2017 2017 2003 2016 2014 2005 1999 1983 2006 ...
## $ Month.of.Joining : int 12 4 3 2 10 11 11 10 2 4 ...
## $ Month.Name.of.Joining : chr "December" "April" "March" "February" ...
## $ Short.Month : chr "Dec" "Apr" "Mar" "Feb" ...
## $ Day.of.Joining : int 18 25 27 25 11 27 22 23 1 13 ...
## $ DOW.of.Joining : chr "Saturday" "Tuesday" "Monday" "Tuesday" ...
## $ Short.DOW : chr "Sat" "Tue" "Mon" "Tue" ...
## $ Age.in.Company..Years.: num 6.61 0.26 0.34 14.43 0.79 ...
## $ Salary : int 119090 117991 161045 142616 135706 173027 41287 85833 154216 133003 ...
## $ Last...Hike : chr "17%" "14%" "28%" "16%" ...
## $ SSN : chr "222-11-7603" "550-99-9897" "215-91-0004" "534-71-1053" ...
## $ Phone.No. : chr "702-771-7149" "231-765-6923" "270-749-4774" "219-623-8216" ...
## $ Place.Name : chr "Las Vegas" "Irons" "Lexington" "Munster" ...
## $ County : chr "Clark" "Lake" "Fayette" "Lake" ...
## $ City : chr "Las Vegas" "Irons" "Lexington" "Munster" ...
## $ State : chr "NV" "MI" "KY" "IN" ...
## $ Zip : int 89128 49644 40501 46321 99709 20134 77661 20171 37361 62712 ...
## $ Region : chr "West" "Midwest" "South" "Midwest" ...
## $ User.Name : chr "swbuck" "nzburke" "ewfoster" "bclancaster" ...
## $ Password : chr "ja8?k3BTF^]o@<&" "tPA@4Wh9Ja$+Ln" "5D.B4IGNkWJfG<~" "I%?JDM;pW" ...head(small_df)## Emp.ID Name.Prefix First.Name Middle.Initial Last.Name Gender
## 1 850297 Ms. Shawna W Buck F
## 2 304721 Mr. Nathaniel Z Burke M
## 3 412317 Drs. Elisabeth W Foster F
## 4 621375 Mrs. Briana C Lancaster F
## 5 787549 Hon. Estella L Potter F
## 6 520092 Mr. Lamont L Woods M
## E.Mail Father.s.Name Mother.s.Name
## 1 shawna.buck@gmail.com Rosario Buck Keisha Buck
## 2 nathaniel.burke@walmart.com Derrick Burke Phoebe Burke
## 3 elisabeth.foster@gmail.com Irwin Foster Janie Foster
## 4 briana.lancaster@yahoo.com Jeffrey Lancaster Shelby Lancaster
## 5 estella.potter@gmail.com Booker Potter Katelyn Potter
## 6 lamont.woods@hotmail.com Ignacio Woods Beulah Woods
## Mother.s.Maiden.Name Date.of.Birth Time.of.Birth Age.in.Yrs. Weight.in.Kgs.
## 1 Hendricks 12/12/1971 06:34:47 AM 45.66 44
## 2 Pugh 10/31/1993 02:02:38 AM 23.76 52
## 3 Delaney 11/26/1994 03:48:27 PM 22.68 42
## 4 Weiss 11/24/1975 09:44:16 PM 41.70 43
## 5 Pate 3/13/1995 09:30:28 PM 22.39 58
## 6 Trujillo 10/13/1991 07:19:41 AM 25.81 59
## Date.of.Joining Quarter.of.Joining Half.of.Joining Year.of.Joining
## 1 12/18/2010 Q4 H2 2010
## 2 4/25/2017 Q2 H1 2017
## 3 3/27/2017 Q1 H1 2017
## 4 2/25/2003 Q1 H1 2003
## 5 10/11/2016 Q4 H2 2016
## 6 11/27/2014 Q4 H2 2014
## Month.of.Joining Month.Name.of.Joining Short.Month Day.of.Joining
## 1 12 December Dec 18
## 2 4 April Apr 25
## 3 3 March Mar 27
## 4 2 February Feb 25
## 5 10 October Oct 11
## 6 11 November Nov 27
## DOW.of.Joining Short.DOW Age.in.Company..Years. Salary Last...Hike
## 1 Saturday Sat 6.61 119090 17%
## 2 Tuesday Tue 0.26 117991 14%
## 3 Monday Mon 0.34 161045 28%
## 4 Tuesday Tue 14.43 142616 16%
## 5 Tuesday Tue 0.79 135706 11%
## 6 Thursday Thu 2.67 173027 17%
## SSN Phone.No. Place.Name County City State
## 1 222-11-7603 702-771-7149 Las Vegas Clark Las Vegas NV
## 2 550-99-9897 231-765-6923 Irons Lake Irons MI
## 3 215-91-0004 270-749-4774 Lexington Fayette Lexington KY
## 4 534-71-1053 219-623-8216 Munster Lake Munster IN
## 5 644-29-6396 907-677-8486 Fairbanks Fairbanks North Star Fairbanks AK
## 6 037-74-2595 236-597-8196 Purcellville Loudoun Purcellville VA
## Zip Region User.Name Password
## 1 89128 West swbuck ja8?k3BTF^]o@<&
## 2 49644 Midwest nzburke tPA@4Wh9Ja$+Ln
## 3 40501 South ewfoster 5D.B4IGNkWJfG<~
## 4 46321 Midwest bclancaster I%?JDM;pW
## 5 99709 West elpotter j4jkEXfC&Rh
## 6 20134 South llwoods 8tf/YU}>ssummary(small_df)## Emp.ID Name.Prefix First.Name Middle.Initial
## Min. :114425 Length:1000 Length:1000 Length:1000
## 1st Qu.:307757 Class :character Class :character Class :character
## Median :543073 Mode :character Mode :character Mode :character
## Mean :549098
## 3rd Qu.:788450
## Max. :999475
## Last.Name Gender E.Mail Father.s.Name
## Length:1000 Length:1000 Length:1000 Length:1000
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
## Mother.s.Name Mother.s.Maiden.Name Date.of.Birth Time.of.Birth
## Length:1000 Length:1000 Length:1000 Length:1000
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
## Age.in.Yrs. Weight.in.Kgs. Date.of.Joining Quarter.of.Joining
## Min. :21.04 Min. :40.00 Length:1000 Length:1000
## 1st Qu.:30.93 1st Qu.:49.00 Class :character Class :character
## Median :40.73 Median :57.00 Mode :character Mode :character
## Mean :40.38 Mean :59.41
## 3rd Qu.:49.85 3rd Qu.:68.00
## Max. :59.98 Max. :90.00
## Half.of.Joining Year.of.Joining Month.of.Joining Month.Name.of.Joining
## Length:1000 Min. :1980 Min. : 1.000 Length:1000
## Class :character 1st Qu.:2002 1st Qu.: 4.000 Class :character
## Mode :character Median :2009 Median : 6.000 Mode :character
## Mean :2007 Mean : 6.415
## 3rd Qu.:2014 3rd Qu.:10.000
## Max. :2017 Max. :12.000
## Short.Month Day.of.Joining DOW.of.Joining Short.DOW
## Length:1000 Min. : 1.00 Length:1000 Length:1000
## Class :character 1st Qu.: 9.00 Class :character Class :character
## Mode :character Median :17.00 Mode :character Mode :character
## Mean :16.48
## 3rd Qu.:24.00
## Max. :31.00
## Age.in.Company..Years. Salary Last...Hike SSN
## Min. : 0.000 Min. : 40040 Length:1000 Length:1000
## 1st Qu.: 3.152 1st Qu.: 82122 Class :character Class :character
## Median : 7.815 Median :119409 Mode :character Mode :character
## Mean :10.094 Mean :120289
## 3rd Qu.:15.465 3rd Qu.:159109
## Max. :37.570 Max. :199943
## Phone.No. Place.Name County City
## Length:1000 Length:1000 Length:1000 Length:1000
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
## State Zip Region User.Name
## Length:1000 Min. : 1002 Length:1000 Length:1000
## Class :character 1st Qu.:25422 Class :character Class :character
## Mode :character Median :47417 Mode :character Mode :character
## Mean :48699
## 3rd Qu.:71101
## Max. :99791
## Password
## Length:1000
## Class :character
## Mode :character
##
##
## #Checking for missing values in the small dataset
small_colnames <- colnames(small_df)
for (i in small_colnames){
missing_sum <- sum(is.na(small_df[[i]]))
cat("Sum of missing values in the ", i, " column is ", missing_sum, "\n")
}## Sum of missing values in the Emp.ID column is 0
## Sum of missing values in the Name.Prefix column is 0
## Sum of missing values in the First.Name column is 0
## Sum of missing values in the Middle.Initial column is 0
## Sum of missing values in the Last.Name column is 0
## Sum of missing values in the Gender column is 0
## Sum of missing values in the E.Mail column is 0
## Sum of missing values in the Father.s.Name column is 0
## Sum of missing values in the Mother.s.Name column is 0
## Sum of missing values in the Mother.s.Maiden.Name column is 0
## Sum of missing values in the Date.of.Birth column is 0
## Sum of missing values in the Time.of.Birth column is 0
## Sum of missing values in the Age.in.Yrs. column is 0
## Sum of missing values in the Weight.in.Kgs. column is 0
## Sum of missing values in the Date.of.Joining column is 0
## Sum of missing values in the Quarter.of.Joining column is 0
## Sum of missing values in the Half.of.Joining column is 0
## Sum of missing values in the Year.of.Joining column is 0
## Sum of missing values in the Month.of.Joining column is 0
## Sum of missing values in the Month.Name.of.Joining column is 0
## Sum of missing values in the Short.Month column is 0
## Sum of missing values in the Day.of.Joining column is 0
## Sum of missing values in the DOW.of.Joining column is 0
## Sum of missing values in the Short.DOW column is 0
## Sum of missing values in the Age.in.Company..Years. column is 0
## Sum of missing values in the Salary column is 0
## Sum of missing values in the Last...Hike column is 0
## Sum of missing values in the SSN column is 0
## Sum of missing values in the Phone.No. column is 0
## Sum of missing values in the Place.Name column is 0
## Sum of missing values in the County column is 0
## Sum of missing values in the City column is 0
## Sum of missing values in the State column is 0
## Sum of missing values in the Zip column is 0
## Sum of missing values in the Region column is 0
## Sum of missing values in the User.Name column is 0
## Sum of missing values in the Password column is 0We have no missing values in the small data set.
# Graphing the distribution for our numerical data in the small data sets
numeric_columns <- sapply(small_df, is.numeric)
numeric_data <- small_df[, numeric_columns]
par(mfrow=c(1, 2))
for (col in colnames(numeric_data)) {
hist(numeric_data[[col]], main=paste("Histogram of", col), xlab=col, col="lightblue", border="white")
}
par(mfrow=c(1, 2))
for (col in colnames(numeric_data)) {
boxplot(numeric_data[[col]], main=paste("Boxplot of", col), col="lightblue")
}
# Graphing the distribution for our categorical data in the small data sets
categorical_columns <- sapply(small_df, is.factor) | sapply(small_df, is.character)
categorical_data <- small_df[, categorical_columns]
for (col in colnames(categorical_data)) {
cat("Frequency table for", col, ":\n")
print(table(categorical_data[[col]]))
cat("\n")
}## Frequency table for Name.Prefix :
##
## Dr. Drs. Hon. Mr. Mrs. Ms. Prof.
## 64 58 89 347 161 227 54
##
## Frequency table for First.Name :
##
## Abdul Abraham Adam Adele Adeline Adolph
## 1 1 2 1 1 1
## Adrian Adriana Adrienne Agnes Agustin Ahmad
## 2 1 1 1 1 1
## Aida Aileen Aisha Alana Alberta Aldo
## 1 1 1 1 2 2
## Alec Alexandria Alexis Alfredo Alison Allie
## 1 1 1 1 1 1
## Alphonse Alyssa Amanda Amber Amparo Anastasia
## 1 1 1 2 2 1
## Andrea Andres Andrew Angela Angelina Angelique
## 1 1 1 1 1 1
## Angelita Anita Annmarie Antoine Antonia Antwan
## 1 1 2 1 1 1
## Arline Arnulfo Arron Arthur Ashlee Ashley
## 1 1 1 1 1 1
## Aubrey Augusta Augustus Aurora Ava Barbara
## 2 1 2 1 2 1
## Barbra Barney Barry Bart Barton Beatrice
## 2 1 1 1 1 1
## Beatriz Becky Belinda Benita Benito Benjamin
## 2 1 2 2 1 2
## Bennett Bennie Benny Bernadette Bernadine Bernard
## 1 1 2 1 1 1
## Bernardo Bernice Berta Bertie Beryl Bethany
## 3 1 1 1 1 1
## Betsy Bette Bettie Beverly Bianca Billy
## 1 1 1 1 1 1
## Bob Bobbi Bobbie Bonita Bonnie Boyd
## 1 1 2 1 1 2
## Bradley Brandy Brent Brenton Bret Brian
## 2 2 1 1 1 1
## Briana Brock Bruce Bruno Bryce Bryon
## 1 1 2 1 2 1
## Bud Buford Caitlin Caleb Callie Camille
## 1 2 1 1 2 1
## Candy Carey Carlene Carlo Carly Carmela
## 1 1 2 1 1 1
## Carmelo Carolina Carolyn Carrie Carroll Catalina
## 1 2 2 2 1 1
## Cecile Cecilia Celeste Celia Celina Chadwick
## 1 1 1 1 1 1
## Charley Charmaine Cheryl Christa Christian Christoper
## 1 1 1 1 2 1
## Christopher Chrystal Clair Clara Clarence Clarissa
## 1 2 1 1 1 1
## Claudette Claudine Clay Clement Cleveland Clifton
## 2 2 1 2 1 2
## Clint Clinton Cody Colby Cole Coleen
## 2 1 2 1 2 1
## Colin Colleen Connie Consuelo Cora Corey
## 1 2 1 1 1 2
## Cornelius Cornell Courtney Craig Cristina Curt
## 1 1 1 2 1 1
## Curtis Cyrus Daisy Damian Damien Damon
## 2 1 1 1 2 2
## Dan Dana Danial Danny Dante Darin
## 1 1 2 2 1 1
## Dario Darla Darnell David Deana Deandre
## 1 1 2 2 1 1
## Deann Deanna Deanne Debbie Debora Debra
## 1 2 1 1 1 1
## Dee Deidre Deirdre Delbert Demetrius Dena
## 1 2 1 1 1 2
## Denise Denver Deon Derick Derrick Desmond
## 1 2 1 2 1 1
## Dewayne Diego Dillon Dina Dion Domingo
## 1 1 1 1 1 2
## Dominic Dominick Dominique Dona Donovan Dorian
## 2 1 1 1 3 1
## Doris Doug Duane Dudley Duncan Dusty
## 2 1 1 3 1 1
## Dwayne Dylan Earl Earline Earnest Ebony
## 1 1 1 1 1 1
## Eddie Edmund Edna Eduardo Edwardo Edwin
## 1 2 3 1 1 2
## Effie Efrain Eileen Elias Elijah Elisabeth
## 1 1 1 2 2 1
## Elise Eliseo Eliza Elizabeth Ella Ellen
## 2 2 1 1 1 1
## Elliott Elton Elvira Emanuel Emile Emma
## 1 1 1 1 1 1
## Emory Enid Enrique Eric Erich Erika
## 1 1 1 1 2 1
## Erin Erna Ernestine Ernesto Ernie Esmeralda
## 2 1 1 2 2 1
## Esperanza Essie Esteban Estella Ester Eula
## 2 1 1 1 1 2
## Eva Evangeline Fay Faye Federico Felecia
## 1 1 1 2 1 1
## Felicia Felipe Felix Fern Fletcher Flora
## 1 1 1 1 1 1
## Flossie Floyd Forest Forrest Frances Frank
## 1 1 1 1 2 1
## Frankie Fred Frederic Frederick Frieda Fritz
## 2 3 1 2 1 1
## Gale Garland Garth Gena Genaro Genevieve
## 2 2 1 2 1 2
## George Georgina German Gilbert Gilda Ginger
## 1 1 2 1 1 1
## Gino Grace Gracie Grady Graham Greg
## 2 1 3 1 1 1
## Gregg Guadalupe Guy Gwen Haley Hallie
## 1 1 2 1 1 1
## Hannah Harlan Harley Harrison Hazel Hector
## 1 1 1 1 1 1
## Helene Herminia Hershel Hilario Horace Houston
## 2 1 1 1 1 1
## Howard Hubert Hung Ian Ilene Imogene
## 1 1 2 1 1 1
## Ina Ines Inez Irvin Irwin Isaac
## 1 1 1 1 1 1
## Isabel Isiah Ismael Israel Jackson Jacob
## 1 2 1 1 1 1
## Jaime Jamar James Jami Jana Janelle
## 1 2 1 3 1 2
## Janice Janie Janna Jared Jarred Jasmine
## 1 2 2 1 1 1
## Jasper Jay Jayne Jean Jeanette Jeanine
## 1 1 2 1 1 1
## Jeannine Jefferson Jeremiah Jeremy Jermaine Jerome
## 1 1 1 1 1 1
## Jerri Jerrod Jerrold Jerry Jessie Jimmie
## 1 1 1 1 1 1
## Jimmy Joan Joanna Joanne Joaquin Jocelyn
## 1 1 3 1 1 1
## Jodie Jody Johnie Johnny Jon Jonas
## 1 1 1 1 1 1
## Jonathon Jorge Josef Joseph Josephine Josh
## 1 1 2 1 1 1
## Joshua Josue Joyce Juanita Julian Juliana
## 1 1 1 1 1 2
## Juliette Julius Kareem Karina Karla Karyn
## 1 1 2 2 1 1
## Kathie Kathleen Kathrine Kathryn Katina Katy
## 1 1 1 1 1 1
## Kay Kelly Kelsey Ken Kendra Kendrick
## 1 1 1 1 1 1
## Kennith Kent Kenton Kenya Keri Kerri
## 1 1 1 1 2 1
## Kerry Keven Kim Kimberley Kimberly Kirsten
## 1 2 1 1 3 2
## Kitty Kory Kris Kristen Kristi Kristina
## 2 2 2 1 1 2
## Kristy Kurt Kyle Lacy Lakeisha Lamont
## 1 1 2 1 1 2
## Lana Lance Larry Lauren Laurence Lavern
## 2 1 2 1 1 1
## Lavonne Lawanda Leann Leanne Lee Leigh
## 1 1 2 2 1 1
## Lelia Lemuel Lenard Leon Leonardo Leonel
## 1 2 2 1 1 2
## Leopoldo Les Lesa Lesley Lewis Lidia
## 1 1 1 1 2 1
## Lilia Lilian Liliana Lillian Lina Lindsey
## 1 1 1 2 1 1
## Liz Lon Lonnie Lora Loretta Lorna
## 2 2 1 1 1 1
## Lorrie Lou Louella Louisa Lourdes Lowell
## 3 1 1 3 1 1
## Luann Luciano Lucile Lucinda Lucy Luisa
## 1 2 1 1 1 1
## Luke Luther Luz Lydia Lyman Lynn
## 2 3 1 1 1 2
## Lynne Mac Mack Madge Mae Mai
## 1 1 1 1 1 1
## Major Mallory Manuel Manuela Marc Marcelino
## 1 1 2 1 2 2
## Marci Marcia Marcie Marcus Margaret Margie
## 1 1 1 1 1 2
## Margo Maria Mariana Mariano Marietta Marissa
## 2 1 1 1 1 2
## Maritza Marjorie Marlon Marquis Marta Martha
## 1 1 1 1 1 1
## Martin Marva Maryann Maryellen Mathew Maude
## 1 2 1 1 3 1
## Maura Mauricio Mauro Max Maxine May
## 2 1 2 1 1 1
## Mayra Megan Melanie Melinda Melva Mercedes
## 1 1 1 1 1 1
## Merle Merlin Mia Micah Michael Micheal
## 2 2 1 1 1 1
## Michel Miguel Miles Milford Milton Minnie
## 1 1 2 1 1 1
## Miriam Mitzi Mohamed Mohammad Moises Molly
## 1 2 1 1 1 2
## Monique Monroe Monte Monty Morgan Morton
## 1 1 1 1 1 1
## Moses Myles Myra Myrtle Nadia Nadine
## 1 1 1 1 1 1
## Nancy Nanette Nannie Naomi Natalie Nathaniel
## 1 1 1 1 2 2
## Neil Nelda Nelson Nestor Nettie Nicholas
## 1 1 3 2 1 1
## Nichole Nick Nickolas Nicole Nikki Nita
## 2 1 1 1 1 1
## Noe Noelle Nona Nora Norbert Noreen
## 1 1 1 1 1 2
## Norris Odell Ofelia Ola Olin Olive
## 3 1 2 2 1 1
## Ollie Opal Ophelia Orlando Owen Pam
## 2 1 2 1 1 1
## Pansy Pasquale Patrice Patricia Patsy Paula
## 1 1 1 1 1 1
## Pauline Pearlie Percy Phil Philip Phyllis
## 1 1 1 1 1 1
## Preston Priscilla Quentin Rachael Rachelle Rae
## 2 1 2 1 1 1
## Ramiro Ramon Raphael Raquel Raul Raymundo
## 1 1 1 1 1 2
## Reba Rebecca Rebekah Reggie Reid Reinaldo
## 2 1 1 1 1 1
## Rene Reva Reyna Reynaldo Rhea Rich
## 1 1 2 1 1 1
## Richie Rick Rickie Ricky Rico Riley
## 1 1 2 2 1 1
## Robbie Robby Roberto Robt Rocco Rochelle
## 1 1 2 1 1 1
## Roderick Rodger Rogelio Rolland Roman Romeo
## 2 2 1 1 1 1
## Ron Ronny Rory Rosa Rosalind Rosanna
## 1 1 2 1 1 1
## Rosanne Rosario Roseann Rosemary Rosendo Rosetta
## 1 2 1 1 1 1
## Roxie Rudolph Rufus Rusty Sabrina Sallie
## 1 1 1 2 1 1
## Salvador Sam Sammy Sandy Sasha Scot
## 2 1 1 1 1 2
## Scott Scotty Sean Selma Serena Shana
## 2 1 1 1 1 1
## Shane Shanna Shannon Shaun Shawn Shawna
## 1 1 3 1 1 1
## Shelia Shelton Sheri Sherri Shirley Silvia
## 1 1 2 1 3 2
## Sondra Sonia Sonny Sophia Sophie Spencer
## 2 1 2 1 1 1
## Stacey Stacy Stanley Stefan Stella Stephen
## 1 2 1 1 1 1
## Sterling Susan Susanna Susanne Sydney Sylvester
## 2 1 1 1 1 1
## Tabatha Tabitha Tad Tamara Tameka Tami
## 2 1 1 1 1 1
## Tamika Tammy Tania Tanisha Tanner Tara
## 1 2 1 1 2 3
## Taylor Teddy Terence Teresa Terra Terrance
## 1 1 2 1 1 1
## Terrell Terri Tessa Thad Theodore Theresa
## 1 1 1 2 1 1
## Theron Thurman Tina Tod Tom Tommie
## 1 2 1 1 1 2
## Tonia Tony Tonya Tracie Tracy Trevor
## 1 1 1 2 1 1
## Trisha Trudy Tyler Tyrone Valentin Vance
## 1 1 1 1 1 1
## Vernon Vicky Victoria Vincent Violet Vivian
## 2 1 1 1 1 1
## Vonda Waldo Walter Wanda Weldon Wilbur
## 1 2 1 1 1 1
## Wilburn Wilda Wilfred Wilfredo Willa William
## 2 1 1 1 1 1
## Willie Willis Wilma Wilson Winston Wm
## 1 1 1 1 2 1
## Xavier Yesenia Yong Yvette Zachary Zachery
## 1 1 1 3 1 1
##
## Frequency table for Middle.Initial :
##
## A B C D E F G H I J K L M N O P Q R S T U V W X Y Z
## 42 31 41 40 38 33 40 44 38 48 35 45 40 38 32 38 39 44 40 36 27 40 33 36 40 42
##
## Frequency table for Last.Name :
##
## Acevedo Adams Aguilar Aguirre Albert Alexander
## 1 3 1 1 2 1
## Allison Alston Alvarado Alvarez Andrews Anthony
## 1 1 2 1 1 1
## Arnold Atkins Atkinson Austin Avery Ayala
## 1 3 3 1 1 1
## Ayers Baird Baker Banks Barlow Barnes
## 1 1 1 1 1 1
## Barnett Barrera Barrett Barry Bartlett Bass
## 1 2 3 1 1 3
## Bates Bauer Beach Bean Beard Bell
## 3 2 2 2 1 1
## Bender Benson Bentley Berg Berger Bernard
## 1 1 3 1 1 2
## Berry Best Bird Black Blackburn Blake
## 1 1 2 1 1 1
## Blanchard Blankenship Blevins Bolton Bonner Booth
## 2 1 1 2 1 1
## Bowen Bowers Bowman Bradley Bradshaw Brady
## 3 1 2 2 1 1
## Branch Bray Bridges Briggs Britt Brock
## 1 3 3 1 1 1
## Brown Browning Bruce Bryan Bryant Buchanan
## 3 1 1 1 2 3
## Buck Buckner Burgess Burke Burks Burnett
## 2 1 1 2 1 3
## Burns Burris Butler Byrd Cabrera Cain
## 1 2 1 1 2 3
## Caldwell Callahan Camacho Campbell Campos Cantrell
## 3 1 2 2 1 1
## Cantu Cardenas Carey Carney Carpenter Carr
## 2 1 1 7 1 2
## Carrillo Carroll Case Casey Castaneda Cervantes
## 1 1 3 2 1 2
## Chan Chapman Charles Chase Chavez Chen
## 1 1 1 1 2 1
## Cherry Christian Clark Clarke Clay Cline
## 3 2 2 1 3 1
## Cochran Cohen Coleman Collins Colon Compton
## 1 1 3 2 1 1
## Conley Conner Conrad Contreras Cook Cooke
## 1 2 2 1 1 1
## Cooley Cooper Cortez Cox Craft Crane
## 1 1 1 1 2 1
## Crawford Cross Cummings Cunningham Dale Daniel
## 1 1 1 1 1 3
## Daniels Daugherty Dawson Decker Dejesus Delaney
## 1 1 1 2 1 2
## Deleon Dickerson Dillard Dillon Dixon Dodson
## 3 1 1 2 3 1
## Dominguez Donaldson Donovan Dotson Douglas Downs
## 1 1 1 1 1 2
## Dudley Duffy Duke Duncan Dunlap Dunn
## 1 1 2 1 2 1
## Duran Durham Eaton Edwards Elliott Ellis
## 1 2 2 1 1 2
## Ellison England English Erickson Espinoza Estes
## 3 1 1 1 1 1
## Evans Farley Farmer Farrell Faulkner Ferguson
## 2 1 2 1 2 1
## Fernandez Ferrell Finch Finley Fitzgerald Fitzpatrick
## 2 2 2 2 1 1
## Fleming Fletcher Floyd Forbes Foreman Foster
## 1 1 2 1 1 3
## Fowler Franco Frank Franklin Frazier Frederick
## 2 2 2 2 1 1
## Freeman French Frost Fry Frye Fuentes
## 2 2 1 1 2 1
## Fuller Fulton Gallegos Gardner Garner Garrison
## 1 1 1 5 1 1
## Garza Gentry Gibbs Gibson Gilbert Giles
## 1 2 1 1 3 4
## Gill Gillespie Gilliam Gilmore Glass Glenn
## 2 2 1 2 3 2
## Golden Gomez Gonzales Good Goodman Goodwin
## 1 1 2 2 1 1
## Gordon Gould Graham Grant Gray Green
## 1 1 1 1 3 1
## Greer Gregory Griffin Grimes Gross Guerra
## 1 2 3 1 2 1
## Guerrero Guthrie Gutierrez Guy Hamilton Hansen
## 5 2 3 2 1 2
## Hardin Harmon Harper Harrell Harrington Harrison
## 1 1 1 2 1 1
## Harvey Hawkins Hayes Haynes Hays Head
## 1 1 3 2 1 1
## Hebert Henderson Hendricks Hensley Henson Herman
## 1 1 1 1 2 3
## Herrera Herring Hewitt Hill Hines Hinton
## 1 1 1 1 2 2
## Hobbs Hodge Hoffman Hogan Holcomb Holden
## 3 2 3 1 2 1
## Holder Holland Holloway Holman Holt Hooper
## 1 1 1 3 1 2
## Hoover Hopkins Houston Howe Hubbard Huff
## 1 2 2 2 1 2
## Huffman Hughes Hull Hunt Hurley Hurst
## 4 1 2 2 1 1
## Hutchinson Hyde Irwin Jackson Jacobs Jacobson
## 1 1 2 2 3 1
## Jarvis Jefferson Jenkins Jennings Jensen Jimenez
## 1 1 1 3 1 1
## Johns Jones Jordan Joseph Joyner Kane
## 1 1 3 4 2 4
## Keller Kidd Kim Kinney Kirby Kirk
## 1 1 1 2 2 1
## Kirkland Knapp Knight Knowles Koch Kramer
## 1 1 1 2 3 1
## Lamb Lambert Lancaster Landry Langley Larson
## 2 1 3 2 3 1
## Lawson Le Leach Leblanc Lee Lester
## 2 1 2 1 2 2
## Lindsay Lindsey Livingston Lloyd Logan Long
## 1 1 1 2 1 2
## Lopez Lott Love Lowe Lowery Lucas
## 2 1 2 1 1 2
## Luna Lynch Lynn Lyons Macdonald Mack
## 2 1 1 1 2 1
## Maddox Maldonado Mann Manning Marks Marquez
## 1 1 3 1 2 3
## Marshall Martin Massey Mathis Matthews Maxwell
## 3 2 1 1 2 1
## May Mayo Mays Mcbride Mccall Mccarthy
## 2 2 2 1 1 1
## Mccarty Mcconnell Mccormick Mccoy Mccullough Mcdaniel
## 1 1 1 2 1 1
## Mcdowell Mcfadden Mcfarland Mcgee Mcgowan Mcintosh
## 2 1 1 3 3 2
## Mcintyre Mckay Mckee Mckinney Mclean Mcleod
## 1 2 1 1 1 1
## Mcmahon Mcmillan Mcneil Mcpherson Medina Mejia
## 1 1 3 1 1 2
## Melendez Melton Mendoza Mercado Mercer Merrill
## 2 2 3 1 1 1
## Merritt Meyer Meyers Middleton Miles Mills
## 2 2 1 2 1 2
## Molina Monroe Montgomery Montoya Moon Mooney
## 1 1 1 1 2 1
## Morales Moran Moreno Morin Morris Morrison
## 1 2 3 2 3 2
## Mosley Moss Mueller Mullen Mullins Murphy
## 3 1 2 1 1 1
## Murray Myers Neal Nelson Newman Nichols
## 1 3 1 2 1 1
## Nieves Nixon Noble Noel Nolan Obrien
## 1 1 1 1 1 1
## Ochoa Oconnor Odonnell Olsen Olson Oneil
## 1 2 1 2 1 1
## Ortega Ortiz Osborne Owens Pace Pacheco
## 2 1 1 1 2 1
## Page Palmer Parker Patel Patrick Paul
## 1 2 1 1 1 3
## Payne Pearson Peck Pena Perez Perkins
## 1 3 2 4 4 2
## Perry Peters Petersen Phelps Pickett Pittman
## 1 1 1 2 1 2
## Pitts Poole Porter Potter Potts Powers
## 2 5 1 3 3 1
## Pratt Preston Price Puckett Pugh Quinn
## 1 2 1 1 2 1
## Ramirez Ramsey Randolph Rasmussen Ratliff Ray
## 1 2 1 3 1 1
## Reed Reese Reeves Reid Reilly Reyes
## 1 1 1 1 1 2
## Richards Richardson Riddle Riggs Riley Rios
## 2 1 1 1 1 2
## Rivera Rivers Roach Robbins Roberts Robles
## 1 2 2 2 2 1
## Rocha Rodriguez Rodriquez Rojas Rollins Romero
## 1 1 3 3 1 2
## Rosa Rosales Rose Ross Roth Rowe
## 1 2 2 1 2 2
## Rowland Ruiz Russo Rutledge Salas Sanchez
## 1 1 2 1 2 1
## Sanders Santana Santiago Santos Sargent Sawyer
## 2 1 1 1 2 3
## Schmidt Schwartz Scott Sears Serrano Shaffer
## 1 1 2 2 1 1
## Shannon Shaw Shepherd Sheppard Shields Short
## 2 1 1 2 1 2
## Silva Sims Singleton Skinner Slater Small
## 1 1 3 1 2 2
## Smith Snider Snow Snyder Solomon Sosa
## 1 2 1 1 2 1
## Soto Sparks Spears Spence Spencer Stafford
## 1 2 1 3 3 2
## Stanley Stein Stephens Stephenson Stokes Stone
## 1 1 1 2 1 1
## Stuart Sullivan Summers Sutton Swanson Sweeney
## 1 1 1 1 2 1
## Sweet Sykes Tanner Thomas Thompson Torres
## 2 1 1 1 1 1
## Townsend Tran Travis Trevino Trujillo Tucker
## 2 2 2 1 1 2
## Turner Tyson Underwood Valencia Vance Vang
## 1 2 1 1 2 1
## Vasquez Vaughan Vaughn Velasquez Velez Villarreal
## 1 1 3 2 2 2
## Vincent Vinson Wade Wagner Wall Wallace
## 3 2 1 1 1 1
## Waller Walsh Walter Walton Ware Warner
## 1 1 1 1 1 2
## Watkins Watson Watts Webb Webster Weiss
## 1 1 1 1 1 4
## Wells West Wheeler Whitaker Whitehead Whitley
## 1 1 1 3 1 1
## Whitney Wiggins Wilcox Wiley Wilkerson Wilkins
## 1 1 1 1 2 3
## Wilkinson William Williams Williamson Wilson Winters
## 1 3 2 1 2 1
## Witt Wolf Wolfe Woods Woodward Workman
## 2 1 1 2 1 1
## Wright Wynn Yates Zimmerman
## 2 2 1 5
##
## Frequency table for Gender :
##
## F M
## 491 509
##
## Frequency table for E.Mail :
##
## abdul.barnett@hotmail.com abraham.mayo@ibm.com
## 1 1
## adam.bartlett@aol.com adam.kirby@yahoo.ca
## 1 1
## adele.scott@yahoo.com adeline.evans@cox.net
## 1 1
## adolph.skinner@gmail.com adrian.dunlap@hotmail.com
## 1 1
## adrian.robles@gmail.com adriana.mcfarland@outlook.com
## 1 1
## adrienne.puckett@verizon.net agnes.herman@gmail.com
## 1 1
## agustin.gentry@aol.com ahmad.poole@gmail.com
## 1 1
## aida.banks@yahoo.com aileen.blanchard@gmail.com
## 1 1
## aisha.gentry@aol.com alana.henderson@gmail.com
## 1 1
## alberta.chapman@comcast.net alberta.page@hotmail.com
## 1 1
## aldo.jarvis@aol.com aldo.medina@gmail.com
## 1 1
## alec.brown@cox.net alexandria.long@hotmail.com
## 1 1
## alexis.holland@aol.com alfredo.vasquez@bp.com
## 1 1
## alison.walsh@btinternet.com allie.landry@ntlworld.com
## 1 1
## alphonse.torres@btinternet.com alyssa.marquez@gmail.com
## 1 1
## amanda.carr@gmail.com amber.mendoza@gmail.com
## 1 1
## amber.warner@hotmail.com amparo.campos@gmail.com
## 1 1
## amparo.dixon@charter.net anastasia.bowen@gmail.com
## 1 1
## andrea.crawford@exxonmobil.com andres.alexander@yahoo.com
## 1 1
## andrew.price@yahoo.co.uk angela.compton@gmail.com
## 1 1
## angelina.lynn@rediffmail.com angelique.guy@hotmail.com
## 1 1
## angelita.reyes@shaw.ca anita.pratt@gmail.com
## 1 1
## annmarie.frye@charter.net annmarie.roth@outlook.com
## 1 1
## antoine.wiley@verizon.net antonia.kinney@gmail.com
## 1 1
## antwan.richardson@hotmail.com arline.campbell@gmail.com
## 1 1
## arnulfo.pittman@yahoo.ca arron.olsen@shaw.ca
## 1 1
## arthur.holloway@aol.com ashlee.gardner@gmail.com
## 1 1
## ashley.ochoa@shell.com aubrey.myers@hotmail.com
## 1 1
## aubrey.pugh@gmail.com augusta.andrews@gmail.com
## 1 1
## augustus.hines@yahoo.com augustus.maldonado@yahoo.com
## 1 1
## aurora.gray@gmail.com ava.kane@aol.com
## 1 1
## ava.romero@aol.com barbara.palmer@yahoo.com
## 1 1
## barbra.hobbs@outlook.com barbra.sutton@ibm.com
## 1 1
## barney.guerrero@gmail.com barry.garner@gmail.com
## 1 1
## bart.whitaker@hotmail.com barton.mullen@apple.com
## 1 1
## beatrice.lawson@hotmail.com beatriz.knowles@gmail.com
## 1 1
## beatriz.pugh@aol.com becky.bolton@gmail.com
## 1 1
## belinda.pace@yahoo.com belinda.trujillo@btinternet.com
## 1 1
## benita.duncan@gmail.com benita.mcgee@hotmail.com
## 1 1
## benito.knapp@aol.com benjamin.jennings@gmail.com
## 1 1
## benjamin.macdonald@gmail.com bennett.le@gmail.com
## 1 1
## bennie.melendez@yahoo.com benny.smith@gmail.com
## 1 1
## benny.stephenson@apple.com bernadette.glass@hotmail.com
## 1 1
## bernadine.joseph@gmail.com bernard.leach@sbcglobal.net
## 1 1
## bernardo.austin@hotmail.com bernardo.langley@hotmail.com
## 1 1
## bernardo.mcdowell@gmail.com bernice.conrad@aol.com
## 1 1
## berta.irwin@gmail.com bertie.slater@gmail.com
## 1 1
## beryl.nelson@gmail.com bethany.cline@yahoo.ca
## 1 1
## betsy.dillon@msn.com bette.kane@gmail.com
## 1 1
## bettie.holman@hotmail.co.uk beverly.rosales@yahoo.com
## 1 1
## bianca.langley@gmail.com billy.mcdowell@gmail.com
## 1 1
## bob.weiss@hotmail.com bobbi.olson@hotmail.com
## 1 1
## bobbie.joyner@gmail.com bobbie.singleton@yahoo.com
## 1 1
## bonita.dixon@gmail.com bonnie.baker@bp.com
## 1 1
## boyd.greer@yahoo.co.in boyd.valencia@gmail.com
## 1 1
## bradley.chan@hotmail.com bradley.nieves@gmail.com
## 1 1
## brandy.bean@ntlworld.com brandy.carr@btinternet.com
## 1 1
## brent.bryant@aol.com brenton.matthews@bellsouth.net
## 1 1
## bret.blevins@gmail.com brian.fitzpatrick@gmail.com
## 1 1
## briana.lancaster@yahoo.com brock.roberts@yahoo.co.in
## 1 1
## bruce.carney@hotmail.com bruce.colon@microsoft.com
## 1 1
## bruno.whitney@sbcglobal.net bryce.bonner@gmail.com
## 1 1
## bryce.cox@gmail.com bryon.gardner@aol.com
## 1 1
## bud.knowles@hotmail.com buford.hobbs@msn.com
## 1 1
## buford.zimmerman@yahoo.ca caitlin.mann@hotmail.com
## 1 1
## caleb.poole@hotmail.com callie.cohen@aol.com
## 1 1
## callie.snider@yahoo.com camille.mullins@yahoo.com
## 1 1
## candy.singleton@hotmail.com carey.ferrell@yahoo.com
## 1 1
## carlene.bernard@aol.com carlene.cain@rediffmail.com
## 1 1
## carlo.albert@gmail.com carly.leach@cox.net
## 1 1
## carmela.jefferson@walmart.com carmelo.scott@yahoo.co.uk
## 1 1
## carolina.bruce@aol.com carolina.coleman@aol.com
## 1 1
## carolyn.butler@yahoo.com carolyn.donaldson@gmail.com
## 1 1
## carrie.keller@gmail.com carrie.ramsey@gmail.com
## 1 1
## carroll.sweeney@walmart.com catalina.guthrie@aol.com
## 1 1
## cecile.ross@bp.com cecilia.dawson@yahoo.com
## 1 1
## celeste.ramirez@aol.com celia.huffman@rediffmail.com
## 1 1
## celina.huffman@aol.com chadwick.walton@earthlink.net
## 1 1
## charley.daniel@yahoo.com charmaine.hawkins@yahoo.com
## 1 1
## cheryl.french@aol.com christa.wilkins@verizon.net
## 1 1
## christian.acevedo@outlook.com christian.morrison@yahoo.co.in
## 1 1
## christoper.haynes@yahoo.com christopher.peters@exxonmobil.com
## 1 1
## chrystal.pittman@gmail.com chrystal.swanson@aol.com
## 1 1
## clair.morris@gmail.com clara.harrington@gmail.com
## 1 1
## clarence.powers@gmail.com clarissa.lawson@hotmail.com
## 1 1
## claudette.solomon@yahoo.com claudette.walter@outlook.com
## 1 1
## claudine.black@gmail.com claudine.landry@cox.net
## 1 1
## clay.freeman@gmail.com clement.lancaster@charter.net
## 1 1
## clement.myers@earthlink.net cleveland.kirkland@gmail.com
## 1 1
## clifton.langley@verizon.net clifton.tyson@gmail.com
## 1 1
## clint.bridges@aol.com clint.gross@microsoft.com
## 1 1
## clinton.farley@sbcglobal.net cody.allison@gmail.com
## 1 1
## cody.dillard@gmail.com colby.holder@walmart.com
## 1 1
## cole.jensen@aol.com cole.spencer@yahoo.com
## 1 1
## coleen.morris@gmail.com colin.wilson@yahoo.com
## 1 1
## colleen.bray@hotmail.com colleen.rodriguez@cox.net
## 1 1
## connie.shaffer@walmart.com consuelo.hamilton@gmail.com
## 1 1
## cora.blackburn@gmail.com corey.edwards@gmail.com
## 1 1
## corey.harrell@yahoo.com cornelius.townsend@charter.net
## 1 1
## cornell.daniel@yahoo.com courtney.barnes@ntlworld.com
## 1 1
## craig.marquez@gmail.com craig.roberts@yahoo.co.uk
## 1 1
## cristina.grimes@yahoo.com curt.bridges@microsoft.com
## 1 1
## curtis.hoover@gmail.com curtis.williamson@hotmail.com
## 1 1
## cyrus.gardner@gmail.com daisy.giles@yahoo.ca
## 1 1
## damian.ellison@gmail.com damien.middleton@bp.com
## 1 1
## damien.rose@gmail.com damon.hunt@gmail.com
## 1 1
## damon.solomon@aol.com dan.william@gmail.com
## 1 1
## dana.hill@gmail.com danial.carpenter@msn.com
## 1 1
## danial.watts@hotmail.com danny.robbins@hotmail.com
## 1 1
## danny.shaw@gmail.com dante.farmer@aol.com
## 1 1
## darin.callahan@gmail.com dario.townsend@yahoo.com
## 1 1
## darla.durham@microsoft.com darnell.hoffman@rediffmail.com
## 1 1
## darnell.spencer@aol.com david.gutierrez@gmail.com
## 1 1
## david.meyer@shaw.ca deana.spencer@hotmail.com
## 1 1
## deandre.good@aol.com deann.mccormick@yahoo.co.uk
## 1 1
## deanna.mccoy@yahoo.com deanna.wilkins@ibm.com
## 1 1
## deanne.mccarty@charter.net debbie.velez@aol.com
## 1 1
## debora.hinton@hotmail.com debra.pena@ibm.com
## 1 1
## dee.love@ibm.com deidre.anthony@yahoo.co.uk
## 1 1
## deidre.barrett@yahoo.com deirdre.travis@hotmail.com
## 1 1
## delbert.cooley@shell.com demetrius.ruiz@gmail.com
## 1 1
## dena.blake@hotmail.com dena.gomez@aol.com
## 1 1
## denise.swanson@aol.com denver.mann@exxonmobil.com
## 1 1
## denver.mays@charter.net deon.quinn@gmail.com
## 1 1
## derick.daugherty@hotmail.com derick.ferrell@yahoo.co.in
## 1 1
## derrick.vaughn@ibm.com desmond.wynn@hotmail.com
## 1 1
## dewayne.sheppard@gmail.com diego.huffman@hotmail.com
## 1 1
## dillon.dunn@yahoo.ca dina.jones@aol.com
## 1 1
## dion.duffy@aol.com domingo.gibbs@hotmail.com
## 1 1
## domingo.wilkinson@outlook.com dominic.henson@aol.com
## 1 1
## dominic.mosley@gmail.com dominick.robbins@hotmail.com
## 1 1
## dominique.moreno@aol.com dona.maxwell@gmail.com
## 1 1
## donovan.bowman@hotmail.com donovan.russo@hotmail.com
## 1 1
## donovan.serrano@btinternet.com dorian.foster@gmail.com
## 1 1
## doris.giles@aol.com doris.glenn@yahoo.co.uk
## 1 1
## doug.small@hotmail.com duane.lowery@aol.com
## 1 1
## dudley.elliott@yahoo.com dudley.melton@aol.com
## 1 1
## dudley.preston@gmail.com duncan.chen@yahoo.co.uk
## 1 1
## dusty.hendricks@gmail.com dwayne.kim@ibm.com
## 1 1
## dylan.cantu@aol.com earl.gilbert@bp.com
## 1 1
## earline.cherry@bp.com earnest.kirk@gmail.com
## 1 1
## ebony.eaton@gmail.com eddie.irwin@hotmail.com
## 1 1
## edmund.blankenship@yahoo.com edmund.salas@aol.com
## 1 1
## edna.paul@yahoo.com edna.petersen@gmail.com
## 1 1
## edna.riddle@walmart.com eduardo.burnett@gmail.com
## 1 1
## edwardo.stone@gmail.com edwin.brock@gmail.com
## 1 1
## edwin.perez@gmail.com effie.santana@yahoo.com
## 1 1
## efrain.carney@yahoo.com eileen.hobbs@gmail.com
## 1 1
## elias.cabrera@yahoo.com elias.pena@hotmail.com
## 1 1
## elijah.garrison@gmail.com elijah.hopkins@aol.com
## 1 1
## elisabeth.foster@gmail.com elise.kidd@hotmail.com
## 1 1
## elise.zimmerman@gmail.com eliseo.berry@apple.com
## 1 1
## eliseo.wilkerson@hotmail.com eliza.odonnell@msn.com
## 1 1
## elizabeth.fernandez@gmail.com ella.craft@aol.com
## 1 1
## ellen.bird@sbcglobal.net elliott.marks@aol.com
## 1 1
## elton.ferguson@ibm.com elvira.byrd@gmail.com
## 1 1
## emanuel.nichols@hotmail.co.uk emile.love@gmail.com
## 1 1
## emma.obrien@gmail.com emory.spence@yahoo.com
## 1 1
## enid.pearson@cox.net enrique.adams@rediffmail.com
## 1 1
## eric.mccullough@gmail.com erich.goodman@gmail.com
## 1 1
## erich.lyons@gmail.com erika.myers@gmail.com
## 1 1
## erin.french@hotmail.com erin.olsen@yahoo.ca
## 1 1
## erna.tran@gmail.com ernestine.lambert@msn.com
## 1 1
## ernesto.moreno@hotmail.com ernesto.short@hotmail.com
## 1 1
## ernie.aguilar@aol.com ernie.holden@yahoo.com
## 1 1
## esmeralda.grant@yahoo.com esperanza.paul@aol.com
## 1 1
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## sydney.frederick@bellsouth.net sylvester.salas@outlook.com
## 1 1
## tabatha.arnold@gmail.com tabatha.gonzales@sbcglobal.net
## 1 1
## tabitha.baird@cox.net tad.patrick@yahoo.co.in
## 1 1
## tamara.perez@aol.com tameka.atkinson@hotmail.com
## 1 1
## tami.hayes@gmail.com tamika.rosa@walmart.com
## 1 1
## tammy.casey@gmail.com tammy.vincent@aol.com
## 1 1
## tania.may@hotmail.com tanisha.lester@ibm.com
## 1 1
## tanner.caldwell@aol.com tanner.matthews@rediffmail.com
## 1 1
## tara.forbes@gmail.com tara.goodwin@shaw.ca
## 1 1
## tara.gutierrez@aol.com taylor.barlow@aol.com
## 1 1
## teddy.merritt@msn.com terence.clay@outlook.com
## 1 1
## terence.giles@yahoo.com teresa.bowen@ibm.com
## 1 1
## terra.webb@gmail.com terrance.duke@microsoft.com
## 1 1
## terrell.sears@yahoo.co.uk terri.phelps@microsoft.com
## 1 1
## tessa.pace@aol.com thad.franklin@charter.net
## 1 1
## thad.luna@gmail.com theodore.dale@exxonmobil.com
## 1 1
## theresa.bender@gmail.com theron.sweet@gmail.com
## 1 1
## thurman.daniel@gmail.com thurman.good@yahoo.com
## 1 1
## tina.cabrera@gmail.com tod.holcomb@outlook.com
## 1 1
## tom.frye@gmail.com tommie.cunningham@btinternet.com
## 1 1
## tommie.sanchez@gmail.com tonia.burns@gmail.com
## 1 1
## tony.weiss@aol.com tonya.burke@aol.com
## 1 1
## tracie.delaney@hotmail.com tracie.estes@hotmail.com
## 1 1
## tracy.sparks@hotmail.co.uk trevor.romero@gmail.com
## 1 1
## trisha.mueller@bp.com trudy.frazier@rediffmail.com
## 1 1
## tyler.mercado@gmail.com tyrone.soto@yahoo.com
## 1 1
## valentin.montoya@aol.com vance.osborne@shaw.ca
## 1 1
## vernon.bass@aol.com vernon.buchanan@gmail.com
## 1 1
## vicky.burgess@hotmail.com victoria.howe@gmail.com
## 1 1
## vincent.case@yahoo.com violet.lindsay@charter.net
## 1 1
## vivian.burnett@gmail.com vonda.johns@aol.com
## 1 1
## waldo.shields@aol.com waldo.wright@bp.com
## 1 1
## walter.velez@gmail.com wanda.lester@gmail.com
## 1 1
## weldon.hyde@gmail.com wilbur.bates@verizon.net
## 1 1
## wilburn.atkins@btinternet.com wilburn.rowe@yahoo.com
## 1 1
## wilda.rios@yahoo.com wilfred.charles@btinternet.com
## 1 1
## wilfredo.richards@gmail.com willa.hensley@gmail.com
## 1 1
## william.morrison@gmail.com willie.gibson@gmail.com
## 1 1
## willis.rose@gmail.com wilma.gray@gmail.com
## 1 1
## wilson.mcmillan@msn.com winston.griffin@gmail.com
## 1 1
## winston.hewitt@bp.com wm.carroll@gmail.com
## 1 1
## xavier.mcintosh@gmail.com yesenia.guerrero@btinternet.com
## 1 1
## yong.poole@sbcglobal.net yvette.bentley@hotmail.com
## 1 1
## yvette.rivers@ibm.com yvette.warner@yahoo.com
## 1 1
## zachary.gregory@cox.net zachery.harvey@walmart.com
## 1 1
##
## Frequency table for Father.s.Name :
##
## Abdul Rasmussen Abdul Zimmerman Abe Duran
## 1 1 1
## Abel Harper Abraham Foster Abraham Phelps
## 1 1 1
## Abraham Rodriguez Abraham Villarreal Adolfo Medina
## 1 1 1
## Adolph Gonzales Adolph Knowles Adrian Guthrie
## 1 1 1
## Adrian Nelson Agustin Phelps Agustin Sanchez
## 1 1 1
## Albert Lindsay Albert Lloyd Albert Lopez
## 1 1 1
## Albert Ratliff Alberto Noble Alec Sosa
## 1 1 1
## Alexander Kinney Alexander Perez Alexis Guthrie
## 1 1 1
## Alexis Sears Alfonso Potter Alfonzo Kane
## 1 1 1
## Alfonzo Myers Alfred Atkins Alfred Guerrero
## 1 1 1
## Alfredo Evans Alfredo Marshall Alfredo Mosley
## 1 1 1
## Ali Albert Allan Johns Alonzo Paul
## 1 1 1
## Alphonse Jordan Alphonse Montgomery Alphonso Odonnell
## 1 1 1
## Alton Chavez Alton Kane Alton Perez
## 1 1 1
## Alva Gray Alvin Head Alvin Marquez
## 1 1 1
## Amado Roach Anderson Rivers Andre Finch
## 1 1 1
## Andre Massey Andrea Singleton Andres Short
## 1 1 1
## Andy Mills Andy Rosa Andy Whitaker
## 1 1 1
## Angel Cunningham Angelo Bray Angelo Hughes
## 1 1 1
## Anibal Mcintosh Antonio Dickerson Antonio Golden
## 1 1 1
## Antony Jennings Archie Huffman Armando Goodwin
## 1 1 1
## Armando Guy Armando Hayes Arnold Case
## 1 1 1
## Art Smith Arthur Weiss Arturo Frank
## 1 1 1
## Ashley Chase Ashley Dunlap Aubrey Brock
## 1 1 1
## Aubrey Buchanan August Bauer Augustine Barnes
## 1 1 1
## Augustine Melendez Austin Glass Bart Gilbert
## 1 1 1
## Bart Spencer Basil Gilmore Basil Tyson
## 1 1 1
## Beau William Ben Haynes Benjamin Freeman
## 1 1 1
## Benjamin Russo Bennett Mejia Bennie Bates
## 1 1 1
## Bennie William Benny Huffman Benny Wilson
## 1 1 1
## Bernie Franco Billy Matthews Blair Mueller
## 1 1 1
## Bob Buckner Bob Gomez Booker Potter
## 1 1 1
## Boris Murray Boyd Cabrera Brad Mcgowan
## 1 1 1
## Bradford Mcleod Bradford Perez Bradley Chapman
## 1 1 1
## Bradly Mcintyre Brain Rios Brain Rivera
## 1 1 1
## Branden Estes Brandon Clark Brant Ellis
## 1 1 1
## Brendan Mercado Brendan Weiss Brent Osborne
## 1 1 1
## Brenton Poole Bret Myers Brett Mcneil
## 1 1 1
## Brice Summers Brooks Nieves Bruce Meyer
## 1 1 1
## Bruce Tanner Bruno Barry Bryan Garner
## 1 1 1
## Bryan Ortega Bryant Vinson Bryce Blankenship
## 1 1 1
## Bryce Zimmerman Bud Dillard Bud Joseph
## 1 1 1
## Bud Mckay Bud Rodriquez Buddy Leach
## 1 1 1
## Buddy Luna Buford Marks Burt Downs
## 1 1 1
## Burton Cervantes Byron Reyes Caleb Fuentes
## 1 1 1
## Caleb Morrison Calvin Farrell Calvin Hunt
## 1 1 1
## Calvin Mcpherson Cameron Neal Cameron Obrien
## 1 1 1
## Carey Jordan Carlo Salas Carlo Witt
## 1 1 1
## Carlos Fernandez Carlton Atkinson Carlton Yates
## 1 1 1
## Carmen Barrett Carmen Guerra Carmine Kim
## 1 1 1
## Carmine Newman Carol Lee Carol Wilkins
## 1 1 1
## Carroll Landry Carson Cherry Carson Rowland
## 1 1 1
## Carter Hines Cecil Huffman Cedric Jackson
## 1 1 1
## Chad Black Chad Henderson Chance Bradshaw
## 1 1 1
## Chang Duke Chang Sanders Charley Burks
## 1 1 1
## Charley Poole Charley Walsh Charlie Bruce
## 1 1 1
## Chase Best Chase Powers Chase Ross
## 1 1 1
## Chester Maddox Chester Velasquez Chi Mccall
## 1 1 1
## Chris Farmer Christoper Conner Chuck Anthony
## 1 1 1
## Chuck Harrington Chuck Hoffman Clair Lindsey
## 1 1 1
## Clarence Shields Clarence Vaughan Clarence Wall
## 1 1 1
## Claudio Shannon Clay Murphy Clay Ramirez
## 1 1 1
## Clayton Durham Clayton Guerrero Clement Rodriquez
## 1 1 1
## Clement Rojas Cleo Swanson Cliff Bernard
## 1 1 1
## Cliff Bray Cliff Hubbard Cliff Mack
## 1 1 1
## Clifford Jackson Clifton Guerrero Clifton Mckinney
## 1 1 1
## Clifton Reid Clinton Daniel Clyde Bowen
## 1 1 1
## Colby Potts Conrad Preston Cornelius Villarreal
## 1 1 1
## Cory Garrison Courtney Jimenez Coy Holman
## 1 1 1
## Cruz Olson Cyril Coleman Cyrus Mccoy
## 1 1 1
## Dalton Briggs Damien Carney Damien Vaughn
## 1 1 1
## Damon Bird Dan Shepherd Danial Soto
## 1 1 1
## Daniel Love Dannie Avery Dante Delaney
## 1 1 1
## Dante Hensley Dante Merrill Daren Mendoza
## 1 1 1
## Daren Morales Dario Bates Darius Cantrell
## 1 1 1
## Darius Price Darius Snow Darrel Clay
## 1 1 1
## Darrel Fitzpatrick Darrel Oneil Darrell Gonzales
## 1 1 1
## Darren Roberts Darwin Ellis Darwin Olsen
## 1 1 1
## Darwin William Daryl Bender Daryl Case
## 1 1 1
## Daryl Quinn David Bass Davis Forbes
## 1 1 1
## Dee Griffin Delbert Gross Delmer Monroe
## 1 1 1
## Denis Webb Dennis Collins Denny Clark
## 1 1 1
## Denny Whitney Deon Berg Deon Harvey
## 1 1 1
## Derrick Burke Desmond Lester Devin Mayo
## 1 1 1
## Devin Stokes Dick Colon Diego Melendez
## 1 1 1
## Diego Zimmerman Dillon Eaton Dillon Moon
## 1 1 1
## Dino Moon Dion Christian Dominic Herman
## 1 1 1
## Dominic Snyder Dominique Bird Don Hawkins
## 1 1 1
## Donald Rollins Donnell Paul Dorian Pittman
## 1 1 1
## Doug Bowers Douglas Logan Doyle Mercer
## 1 1 1
## Doyle Roth Doyle Vinson Drew Ortiz
## 1 1 1
## Duane Moreno Dudley Burris Dudley Douglas
## 1 1 1
## Dudley Peck Dudley Sanders Dudley Stone
## 1 1 1
## Duncan Casey Dwayne Kirby Dwight Gould
## 1 1 1
## Dwight Wheeler Dylan Mann Earl Coleman
## 1 1 1
## Ed Nelson Eddie Cline Eddie Poole
## 1 1 1
## Eddie Shaffer Eddy Charles Edgar Stafford
## 1 1 1
## Edgardo Walter Edmond Chen Edmond Hansen
## 1 1 1
## Edward Acevedo Edward Lyons Edwardo Baker
## 1 1 1
## Edwardo Conrad Edwin Henson Edwin Pace
## 1 1 1
## Edwin Wilkins Efrain Page Efren Trujillo
## 1 1 1
## Elbert Potts Eldon Blake Eli Gray
## 1 1 1
## Elias Good Elias Henson Elias Maxwell
## 1 1 1
## Eliseo Silva Elliot Finch Elliott Arnold
## 1 1 1
## Ellis Huff Elmer Holcomb Elmer Reilly
## 1 1 1
## Eloy Meyer Eloy Spencer Elvis Langley
## 1 1 1
## Emanuel Baird Emery Carney Emil Spencer
## 1 1 1
## Emile Jefferson Emilio Floyd Emmett Moreno
## 1 1 1
## Emory Foster Emory Gardner Enrique Richards
## 1 1 1
## Eric Harrell Eric Le Eric Lott
## 1 1 1
## Erik Pittman Erik Spence Erin Elliott
## 1 1 1
## Erin Lawson Erin Sweeney Ernie Bolton
## 1 1 1
## Ernie Donaldson Errol Hopkins Erwin Conley
## 1 1 1
## Eugene Palmer Eugenio Sullivan Everett Carr
## 1 1 1
## Everett Hewitt Everett Mcintosh Ezra Hill
## 1 1 1
## Ezra Marquez Felix Alvarado Felix Winters
## 1 1 1
## Fidel Fry Fletcher Cervantes Fletcher Puckett
## 1 1 1
## Forest Larson Frances Wiley Francis Joyner
## 1 1 1
## Francis Marks Francis Owens Frank Velez
## 1 1 1
## Frankie Romero Freddie Middleton Freddy Stanley
## 1 1 1
## Frederic Houston Frederick Fowler Fredric Hansen
## 1 1 1
## Fredrick Giles Freeman Melton Freeman Shaw
## 1 1 1
## Fritz Peters Gabriel Bass Gail Holcomb
## 1 1 1
## Gail Payne Galen Wagner Garland Deleon
## 1 1 1
## Garland Moran Garry Merritt Garth Sykes
## 1 1 1
## Gavin Daniels Genaro Scott Genaro Snider
## 1 1 1
## George Fitzgerald Gerardo Bolton Gil Perkins
## 1 1 1
## Gilbert Clay Gilberto Mullen Gino Ellison
## 1 1 1
## Gino Lucas Gino Wilkerson Giovanni Dotson
## 1 1 1
## Giovanni Glass Giovanni Mullins Glenn Skinner
## 1 1 1
## Gonzalo Hurst Gordon Gibson Grant Solomon
## 1 1 1
## Greg Hyde Gregg Farley Gregg Rasmussen
## 1 1 1
## Gregorio Gray Gregorio Long Grover Randolph
## 1 1 1
## Guillermo Beard Guillermo Case Guillermo Jones
## 1 1 1
## Guillermo Santana Gus Underwood Guy Stuart
## 1 1 1
## Hal Jennings Hal Morris Hal Rivers
## 1 1 1
## Hank Gillespie Hans Freeman Hans Kinney
## 1 1 1
## Harlan Caldwell Harley Hayes Harold Mcfarland
## 1 1 1
## Harold Pickett Harry Kirby Harry Thomas
## 1 1 1
## Heath Morrison Hector Howe Henry Whitaker
## 1 1 1
## Herschel Carney Hershel Farmer Hershel Marshall
## 1 1 1
## Hershel Middleton Hiram Paul Hiram Poole
## 1 1 1
## Hollis Cortez Horace Hooper Horacio Booth
## 1 1 1
## Houston Guerrero Houston Lambert Howard Aguirre
## 1 1 1
## Howard Glenn Hubert Ware Hubert Williamson
## 1 1 1
## Hugh Slater Hugo Cox Hugo Dillon
## 1 1 1
## Hugo Mays Humberto Roberts Humberto Vance
## 1 1 1
## Hung Ferguson Hung Mathis Hunter Tran
## 1 1 1
## Hunter Wright Ignacio Goodman Ignacio Woods
## 1 1 1
## Ira Sutton Irving Dodson Irving Pitts
## 1 1 1
## Irwin Foster Irwin Sweet Isaac Alvarado
## 1 1 1
## Isaiah Ayala Isiah Mendoza Isidro Craft
## 1 1 1
## Isidro Mcneil Issac Roth Ivan Beach
## 1 1 1
## Jack Moss Jackie Sargent Jackson Knowles
## 1 1 1
## Jackson Shannon Jacob Mejia Jaime Finley
## 1 1 1
## Jaime Knight Jaime Small Jamal Hebert
## 1 1 1
## Jame Barnett Jame Mccarty Jamel Burnett
## 1 1 1
## Jamel Zimmerman James English James Gilbert
## 1 1 1
## Jamie Fernandez Jared Floyd Jarrett Mcdowell
## 1 1 1
## Jarrett Palmer Jarrod Contreras Jarrod Dudley
## 1 1 1
## Jarvis Foreman Jarvis Williams Jason Harrison
## 1 1 1
## Jason Hull Jason Morris Jasper Sheppard
## 1 1 1
## Javier Frye Javier Turner Jay Callahan
## 1 1 1
## Jayson Mcgee Jed Edwards Jeff Russo
## 1 1 1
## Jefferson Bentley Jefferson Fleming Jefferson Pratt
## 1 1 1
## Jeffery Pena Jeffrey Houston Jeffrey Lancaster
## 1 1 1
## Jeffrey Lowery Jeffry Barrett Jeffry Cherry
## 1 1 1
## Jerald Lamb Jerald Petersen Jeremy Stephenson
## 1 1 1
## Jerold Carpenter Jerome Gilmore Jerome Pearson
## 1 1 1
## Jerrod Cooley Jerrod Rosales Jess Cain
## 1 1 1
## Jess Martin Jesse Duncan Jesse Mosley
## 1 1 1
## Jessie Bowen Jessie Daniel Jesus Eaton
## 1 1 1
## Jim Joyner Jimmie Frederick Jimmie Keller
## 1 1 1
## Jimmy Bridges Jimmy Leblanc Jody Spears
## 1 1 1
## Joe Jacobs Joel Christian Joel Morin
## 1 1 1
## Joesph Mcgowan Joesph Ray John Hendricks
## 1 1 1
## John Kane Johnathan Burns Johnathon Watson
## 1 1 1
## Johnie Lancaster Johnie Noel Johnnie Scott
## 1 1 1
## Johnny Buck Johnny Reyes Johnny Rowe
## 1 1 1
## Jonah Durham Jonah Robbins Jonathon Mclean
## 1 1 1
## Jonathon Rios Jordan Hinton Jose Vincent
## 1 1 1
## Josef Atkinson Josef Donovan Joseph Mcgowan
## 1 1 1
## Joseph Singleton Josh Deleon Josh Wilkins
## 1 1 1
## Joshua Pena Josiah Gardner Josiah Reed
## 1 1 1
## Josue Sears Josue Webster Jules Frank
## 1 1 1
## Julian Ellison Julian Gentry Julio Gillespie
## 1 1 1
## Julio Hobbs Julio Jacobson Kareem Mann
## 1 1 1
## Karl Campos Karl Downs Karl Hunt
## 1 1 1
## Keith Holden Kendall Wilkinson Kenneth Cardenas
## 1 1 1
## Kenneth Myers Kennith Espinoza Kennith Mcgee
## 1 1 1
## Kennith Travis Kent Barrera Kenton Conner
## 1 1 1
## Kenton Gregory Kermit Benson Kevin Morris
## 1 1 1
## Kevin Riggs Kim Giles Kim Mcmillan
## 1 1 1
## Kory Lynn Kris Kramer Kris Wolfe
## 1 1 1
## Kristopher Mills Kurt Blanchard Kurtis Bonner
## 1 1 1
## Lamar Atkins Lamar Dunlap Lamar Franklin
## 1 1 1
## Lamar Sheppard Lamont Tucker Lance Bentley
## 1 1 1
## Lance Mueller Landon Bartlett Landon Bradley
## 1 1 1
## Landon Faulkner Landon Pace Larry Carney
## 1 1 1
## Laurence Dixon Laurence Montoya Laurence Tran
## 1 1 1
## Lavern Tucker Lawrence Rodriquez Lazaro Andrews
## 1 1 1
## Lazaro Rosales Lazaro Rose Lazaro Santiago
## 1 1 1
## Lee Whitaker Leland Brown Leland Franco
## 1 1 1
## Lemuel Crawford Lemuel Ramsey Lenard Giles
## 1 1 1
## Lenard Walton Leo Hurley Leon Fowler
## 1 1 1
## Leonardo Bass Leroy Dunn Leroy Lester
## 1 1 1
## Leroy Lopez Leslie Brown Linwood Daniel
## 1 1 1
## Lionel Ortega Logan Riley Loren Warner
## 1 1 1
## Louie Joseph Louis Fuller Louis Gentry
## 1 1 1
## Louis Schwartz Louis Wynn Lowell Austin
## 1 1 1
## Loyd Spence Luke Griffin Luke Sargent
## 1 1 1
## Lynn Berger Lynn Casey Lynn Giles
## 1 1 1
## Lynn Hooper Mac Brown Mac Campbell
## 1 1 1
## Malcolm Graham Malcolm Marshall Marc Dixon
## 1 1 1
## Marcelino Mayo Marcos Dejesus Marcus Hines
## 1 1 1
## Margarito Banks Mario Atkinson Mark Moreno
## 1 1 1
## Mark Perez Marshall Bowman Marshall Cooke
## 1 1 1
## Marshall Manning Marshall Vincent Martin Mosley
## 1 1 1
## Martin Vasquez Marty Rojas Marvin Cabrera
## 1 1 1
## Mary Hoffman Mary Leach Mathew Gross
## 1 1 1
## Mathew Haynes Mathew Irwin Mathew Wilson
## 1 1 1
## Matt Merritt Matt Pearson Matt Valencia
## 1 1 1
## Maurice Glenn Mauro Fletcher Mauro May
## 1 1 1
## Maynard Brady Melvin Bryant Melvin Cochran
## 1 1 1
## Merrill Crane Merrill Potts Mervin Daugherty
## 1 1 1
## Mervin Gardner Micah Alexander Micheal Swanson
## 1 1 1
## Mickey Blevins Miguel Herman Millard Serrano
## 1 1 1
## Milo Harrell Milo Vaughn Mitch Pearson
## 1 1 1
## Mitchel Cross Mitchel Sims Mitchel Wolf
## 1 1 1
## Mitchell Bean Mitchell Snider Monte Bauer
## 1 1 1
## Monte Gutierrez Monty Sawyer Morgan Mcdowell
## 1 1 1
## Morgan Molina Morris Carey Morton Santos
## 1 1 1
## Morton Wells Morton Wilcox Myles Reeves
## 1 1 1
## Myron Ayers Myron Lamb Myron Nichols
## 1 1 1
## Nathan Mccullough Nathaniel Dominguez Nathaniel Mccormick
## 1 1 1
## Neal Decker Nelson Hoffman Newton Barrera
## 1 1 1
## Newton Richards Nick Olsen Nickolas Potter
## 1 1 1
## Nigel Harmon Nolan Rutledge Nolan Stafford
## 1 1 1
## Nolan Thompson Nolan Trevino Norman Carney
## 1 1 1
## Norman Rose Normand Castaneda Numbers Bernard
## 1 1 1
## Numbers Kidd Octavio Stephenson Odell Lee
## 1 1 1
## Oliver Grant Omar Wilkerson Orval Sparks
## 1 1 1
## Orville Blackburn Otis Lloyd Pablo Camacho
## 1 1 1
## Parker Adams Parker Holder Pasquale Cohen
## 1 1 1
## Pasquale Hutchinson Pat Garza Patrick Carroll
## 1 1 1
## Paul Pugh Phil Waller Philip Mendoza
## 1 1 1
## Philip Nolan Phillip Duke Pierre Maldonado
## 1 1 1
## Prince Hodge Quincy Marquez Quinton Irwin
## 1 1 1
## Rafael Burnett Ramiro Huffman Randal Long
## 1 1 1
## Randal Rasmussen Randall Dawson Randall Hamilton
## 1 1 1
## Randall Poole Randell Richardson Randolph Patel
## 1 1 1
## Raphael Delaney Raymundo Caldwell Raymundo England
## 1 1 1
## Raymundo Preston Reed Jacobs Refugio Dale
## 1 1 1
## Refugio Miles Reggie Holloway Reid Bridges
## 1 1 1
## Reid Kirkland Reid Robles Reinaldo Holman
## 1 1 1
## Rene Barlow Reuben Bryan Reuben Jordan
## 1 1 1
## Reuben Mccoy Rex Lowe Reyes Koch
## 1 1 1
## Reynaldo Herring Rich Chavez Rich Mcconnell
## 1 1 1
## Rich Morin Richie Bowen Rick Pena
## 1 1 1
## Rickey Frye Rickey Hinton Rickey Mckee
## 1 1 1
## Rico Peck Rob Barrett Rob Stephens
## 1 1 1
## Rob Whitehead Robby Ferrell Roberto Macdonald
## 1 1 1
## Rocky Spence Rod Craft Roderick Atkins
## 1 1 1
## Rodger Adams Rodger Solomon Rodney Jenkins
## 1 1 1
## Rodney Joseph Rodney Warner Rodolfo Parker
## 1 1 1
## Rodolfo Roach Rodolfo Sawyer Rodrick Vaughn
## 1 1 1
## Rogelio Gardner Roger Rowe Roland Buchanan
## 1 1 1
## Roland Wallace Rolland Branch Romeo Berry
## 1 1 1
## Romeo Cain Ronnie Cantu Ronnie Schmidt
## 1 1 1
## Ronny Oconnor Roosevelt Butler Roosevelt Green
## 1 1 1
## Rosario Buck Roscoe Pugh Ross Melton
## 1 1 1
## Ross Small Royal Dixon Royal Martin
## 1 1 1
## Royal Mcmahon Royce Conrad Ruben Cooper
## 1 1 1
## Rubin Ochoa Rufus Herman Rufus Williams
## 1 1 1
## Rupert Whitley Russ Singleton Russel Vincent
## 1 1 1
## Rusty French Rusty Griffin Rusty Ramsey
## 1 1 1
## Rusty Witt Sal Glass Sal Perry
## 1 1 1
## Salvador Mccarthy Salvatore Herrera Sam Woodward
## 1 1 1
## Sammie Gilliam Sammie Greer Sammy Alston
## 1 1 1
## Sammy Browning Samuel Kane Sandy Cantu
## 1 1 1
## Sang Cherry Santiago Grimes Santos Gill
## 1 1 1
## Santos Pitts Santos Robbins Santos Sparks
## 1 1 1
## Saul Velasquez Scott Britt Scott Buchanan
## 1 1 1
## Scott Hopkins Scott Lancaster Scottie Bradley
## 1 1 1
## Scotty Cook Scotty Decker Scotty Luna
## 1 1 1
## Sebastian Bowman Sebastian Finley Sergio Joseph
## 1 1 1
## Sergio Moran Sergio Vang Shane Lynch
## 1 1 1
## Shane Tyson Shannon Perkins Shaun Hayes
## 1 1 1
## Shelby Langley Shelby Patrick Shelby Porter
## 1 1 1
## Sheldon Allison Shelton Franklin Shelton Gordon
## 1 1 1
## Sherman Hoover Shirley Holland Shirley Holman
## 1 1 1
## Sidney Wade Silas Carr Silas Guerrero
## 1 1 1
## Simon Rocha Simon Romero Solomon West
## 1 1 1
## Son Carrillo Son Gill Sonny Ferrell
## 1 1 1
## Sonny Workman Spencer Bell Stacey Sweet
## 1 1 1
## Stan Wynn Stephan Alvarez Stephan Vance
## 1 1 1
## Stephen Burnett Stephen Frazier Steve Wright
## 1 1 1
## Steven Landry Stuart Caldwell Stuart Ruiz
## 1 1 1
## Sung Stein Sung Travis Sydney Albert
## 1 1 1
## Sydney Campbell Sydney Watts Sylvester Deleon
## 1 1 1
## Tanner Huff Tanner Langley Tanner Salas
## 1 1 1
## Terence Frost Terence Jensen Terence Matthews
## 1 1 1
## Terence Sawyer Terrance Burke Terrell Bray
## 1 1 1
## Terrell Mcfadden Terrence Adams Terrence Bean
## 1 1 1
## Terry Compton Terry Mooney Thad Cain
## 1 1 1
## Thad Guy Thaddeus Burgess Thanh Meyers
## 1 1 1
## Theodore Gardner Theodore Mcbride Theron Gallegos
## 1 1 1
## Theron Pena Thomas Townsend Thurman Hardin
## 1 1 1
## Thurman Riddle Tim Duffy Tim Good
## 1 1 1
## Timothy Love Tod Kirk Tod Reese
## 1 1 1
## Tommie Collins Tommie Gregory Tommie Mcgee
## 1 1 1
## Tommie Rojas Tommie Wiggins Tracy Mann
## 1 1 1
## Travis Bridges Trey Gilbert Trey Pacheco
## 1 1 1
## Tristan Dillon Truman French Tyler Slater
## 1 1 1
## Ulysses Burris Valentin Evans Van Coleman
## 1 1 1
## Van Fulton Vance Jacobs Vance Jarvis
## 1 1 1
## Vance Knapp Vaughn Howe Vaughn Lawson
## 1 1 1
## Vaughn Nixon Vern Lucas Vernon Blanchard
## 1 1 1
## Vernon Weiss Victor Camacho Vince Clay
## 1 1 1
## Vince Hobbs Vincent Hull Vincent Mcneil
## 1 1 1
## Vincent Torres Vito Beach Vito Bryant
## 1 1 1
## Vito Mcdaniel Walker Carney Walker Cummings
## 1 1 1
## Wallace Short Ward Bates Warren Gutierrez
## 1 1 1
## Weldon Holt Wendell Watkins Wesley Velez
## 1 1 1
## Wilbur Carney Wiley Livingston Wilford Bentley
## 1 1 1
## Wilford Byrd Wilfredo Jennings Wilfredo Koch
## 1 1 1
## Wilfredo Oconnor Will Mays Willard Clarke
## 1 1 1
## Willard Hodge William Hogan Williams Gibbs
## 1 1 1
## Williams Townsend Willis Woods Wilmer Ellison
## 1 1 1
## Wilson Zimmerman Winston Chan Winston Weiss
## 1 1 1
## Wyatt Aguilar Xavier Hobbs Yong Koch
## 1 1 1
## Yong Mckay Young Faulkner Zachariah Erickson
## 1 1 1
## Zachariah Gutierrez Zachariah Hays Zachary Macdonald
## 1 1 1
## Zane May
## 1
##
## Frequency table for Mother.s.Name :
##
## Abby Colon Ada Bell Ada Santos
## 1 1 1
## Adeline Buck Adriana Caldwell Adrienne Beach
## 1 1 1
## Adrienne Bentley Agnes Cross Aida Glenn
## 1 1 1
## Aileen Powers Aimee Jordan Aimee Martin
## 1 1 1
## Alana Mcneil Alba Potter Alba Walsh
## 1 1 1
## Alejandra Morin Alexandra Mays Alexandria Henderson
## 1 1 1
## Alexandria Palmer Alfreda Ayers Alfreda Britt
## 1 1 1
## Alice Mcdaniel Alicia Lawson Aline Bird
## 1 1 1
## Aline Harvey Aline Paul Alisha Garrison
## 1 1 1
## Alison Carney Alison Mcfarland Alison Perez
## 1 1 1
## Alison Rivers Alissa Gilmore Allie Atkins
## 1 1 1
## Allie Barry Allison Jarvis Allison Schmidt
## 1 1 1
## Allison Tran Allyson Vasquez Alma Knapp
## 1 1 1
## Alma Rodriquez Alta Bass Alta Greer
## 1 1 1
## Althea Jordan Alyson Travis Alyssa Craft
## 1 1 1
## Alyssa Trevino Amanda Livingston Amanda Ross
## 1 1 1
## Amber Sawyer Amelia Miles Amie Huffman
## 1 1 1
## Amparo Tanner Amy Huffman Ana Finch
## 1 1 1
## Ana Sosa Andrea Guy Andrea Woods
## 1 1 1
## Angel Brown Angel Harmon Angel Langley
## 1 1 1
## Angel Weiss Angelina Barnett Angelina Herrera
## 1 1 1
## Angelina Sweet Angelita Browning Angelita Buchanan
## 1 1 1
## Ann Ellis Ann Lucas Annabelle Romero
## 1 1 1
## Anne Williamson Anne Winters Annette Montgomery
## 1 1 1
## Annie Burnett Annie Hardin Annmarie Murray
## 1 1 1
## April Camacho April Glass April Rowe
## 1 1 1
## Araceli Garza Araceli Henson Araceli Poole
## 1 1 1
## Arlene Jacobs Arlene Wheeler Arline Faulkner
## 1 1 1
## Ashley Hamilton Audra Knowles Audra Monroe
## 1 1 1
## Aurelia Franklin Aurelia Zimmerman Aurora Moon
## 1 1 1
## Autumn Fowler Ava Carney Ava Compton
## 1 1 1
## Ava Kirk Ava Knowles Ava Peters
## 1 1 1
## Avis Melendez Barbara Duke Barbara Scott
## 1 1 1
## Barbra Robbins Beatrice Hooper Beatriz Potts
## 1 1 1
## Becky Bryant Belinda Edwards Belinda Jensen
## 1 1 1
## Benita Elliott Benita Kim Bernadine Olson
## 1 1 1
## Bernice Albert Berta Brady Bertha Ratliff
## 1 1 1
## Bertha Wilkins Bertie Haynes Bertie Rivera
## 1 1 1
## Beryl Erickson Beryl Villarreal Bette Ramsey
## 1 1 1
## Bettye Lamb Bettye Watts Beulah Holcomb
## 1 1 1
## Beulah Woods Beverley Bray Beverley Hunt
## 1 1 1
## Bianca Lowery Bianca Morris Blanche Benson
## 1 1 1
## Blanche Paul Bobbi Lott Bonita Martin
## 1 1 1
## Bonita Mercer Brandy Preston Briana Gillespie
## 1 1 1
## Brianna Brock Brianna Burns Bridget Townsend
## 1 1 1
## Bridget Whitley Bridgette Moran Brittany Mcgowan
## 1 1 1
## Brittney Sanchez Caitlin Smith Caitlin Wilkerson
## 1 1 1
## Callie Barrera Callie Dixon Callie Rowe
## 1 1 1
## Candice Underwood Candice Zimmerman Cara Ware
## 1 1 1
## Carey Pena Carmella Rollins Carmen Duffy
## 1 1 1
## Carol Mullen Carole Cooke Carrie Fitzpatrick
## 1 1 1
## Carrie Wolfe Casey Leblanc Casey Quinn
## 1 1 1
## Casey Shannon Cassandra Barrett Catalina Faulkner
## 1 1 1
## Catalina Guerrero Catherine Bowen Cecelia Guerrero
## 1 1 1
## Cecile Bridges Celina Morales Chandra Wilkins
## 1 1 1
## Charity Bentley Charlene Fleming Charlene Kidd
## 1 1 1
## Charlotte Dunlap Charlotte Mendoza Charmaine Mccall
## 1 1 1
## Chelsea Bray Chelsea Ellison Chelsea Glass
## 1 1 1
## Chelsea Vincent Cheri Cain Cheri Poole
## 1 1 1
## Cherie Fletcher Cherie Oconnor Cherry Durham
## 1 1 1
## Cherry Noble Cheryl Gentry Cheryl Hewitt
## 1 1 1
## Chris Landry Christi Ferrell Christie Patel
## 1 1 1
## Christine Hodge Christine Porter Cindy Gonzales
## 1 1 1
## Claire Perry Claire Wilcox Clara Mccoy
## 1 1 1
## Clara Stephenson Clara Weiss Clarice Albert
## 1 1 1
## Cleo Lee Colleen Giles Colleen Mills
## 1 1 1
## Concetta Blanchard Concetta Chen Concetta Jenkins
## 1 1 1
## Connie Roth Constance Carney Constance Farley
## 1 1 1
## Corina Cabrera Corina Farrell Corine Mcpherson
## 1 1 1
## Corine Merrill Corinne Avery Corrine Garner
## 1 1 1
## Corrine Melton Courtney Roth Crystal Perez
## 1 1 1
## Cynthia May Cynthia Oneil Daisy Palmer
## 1 1 1
## Dale Bradshaw Dana Arnold Dana Conner
## 1 1 1
## Danielle England Darcy Hoffman Darcy Medina
## 1 1 1
## Darcy Whitney Darla Bartlett Darlene Alexander
## 1 1 1
## Darlene Jacobs Darlene Solomon Deana Finch
## 1 1 1
## Deana Mosley Deann Morris Deanna Branch
## 1 1 1
## Deanne Cline Debbie Cain Debora William
## 1 1 1
## Deborah Lyons Deena Conner Deirdre Gibson
## 1 1 1
## Deirdre Kinney Delia Fernandez Delia Mccullough
## 1 1 1
## Della Salas Deloris Cantrell Deloris Estes
## 1 1 1
## Dena Mcgowan Diana Dotson Diane Frank
## 1 1 1
## Diane Moon Diane West Diann Hogan
## 1 1 1
## Diann Poole Dianna Newman Dianna Rosales
## 1 1 1
## Dianne Rutledge Dionne Long Dixie Le
## 1 1 1
## Dolly Decker Dolores Pena Dolores Rodriguez
## 1 1 1
## Dominique Whitaker Dona Goodwin Donna Gallegos
## 1 1 1
## Donna Whitaker Dora Cox Dorothy Joseph
## 1 1 1
## Dorothy Weiss Earnestine Matthews Earnestine Rose
## 1 1 1
## Ebony Burks Ebony Duke Eddie Sullivan
## 1 1 1
## Edith Mcneil Edith Swanson Edna Floyd
## 1 1 1
## Edna Lopez Effie Alvarado Effie Snow
## 1 1 1
## Eileen Buchanan Eileen Marquez Elaine Melton
## 1 1 1
## Elaine Stokes Eleanor Fry Eleanor Mullins
## 1 1 1
## Elinor Daniel Elisabeth Gilbert Elisabeth Watson
## 1 1 1
## Elise Lancaster Elise Manning Elise Mcbride
## 1 1 1
## Elise Vinson Elizabeth Gonzales Elizabeth Kinney
## 1 1 1
## Elizabeth Vaughn Ella Hayes Elnora Mckee
## 1 1 1
## Elva Perez Elvia Beach Elvia Carney
## 1 1 1
## Elvia Forbes Emily Chavez Emily Duran
## 1 1 1
## Emily Farmer Emma Giles Enid Hurley
## 1 1 1
## Ericka Witt Erika Randolph Erin Sheppard
## 1 1 1
## Erma Bray Ernestine Stephens Essie Olsen
## 1 1 1
## Estela Mccormick Ester Coleman Ester Guy
## 1 1 1
## Ester Reid Esther Glass Etta Fowler
## 1 1 1
## Eugenia Middleton Eugenia Reese Eva Frank
## 1 1 1
## Eva Gardner Evangelina Guthrie Evangelina Mccarthy
## 1 1 1
## Evangeline Hobbs Evelyn Sawyer Fannie Brown
## 1 1 1
## Fannie Thompson Faye Pena Felecia Lindsay
## 1 1 1
## Felicia Logan Felicia Wynn Flora Campbell
## 1 1 1
## Florine Evans Florine Pearson Flossie Joseph
## 1 1 1
## Flossie Sims Flossie Spencer Frances Sutton
## 1 1 1
## Francine Eaton Francis Delaney Frankie Collins
## 1 1 1
## Frankie Jennings Frankie Sears Frankie Wells
## 1 1 1
## Frieda Sargent Gabriela Mills Gail Mckay
## 1 1 1
## Gale Conrad Gale Ferguson Gale Vance
## 1 1 1
## Genevieve Acevedo Georgia Cervantes Georgina Gregory
## 1 1 1
## Georgina Huffman Georgina Langley Geraldine Haynes
## 1 1 1
## Gilda Mann Gina Hoffman Glenda Daniels
## 1 1 1
## Glenda Pearson Gloria Bolton Gloria Rios
## 1 1 1
## Gloria Sanders Goldie Coleman Grace Morin
## 1 1 1
## Gracie Morris Greta Caldwell Greta Vincent
## 1 1 1
## Guadalupe Joyner Gwen Frost Gwen Gray
## 1 1 1
## Gwendolyn Mejia Haley Holman Hallie Andrews
## 1 1 1
## Hallie Bradley Harriet Hayes Harriett Moss
## 1 1 1
## Hazel Cervantes Heather Gill Helena Ferrell
## 1 1 1
## Helga Mcneil Henrietta Shaffer Herminia Clarke
## 1 1 1
## Hester Jackson Hester Zimmerman Hilary Bates
## 1 1 1
## Hilda Paul Holly Nixon Ida Hull
## 1 1 1
## Ila Downs Ilene Guerrero Ilene Vinson
## 1 1 1
## Imelda Rivers Imelda Tucker Imogene Barrett
## 1 1 1
## Imogene Sears Ina Contreras Ines Joseph
## 1 1 1
## Irene Pace Irma Bowman Irma Campbell
## 1 1 1
## Isabella Harper Isabella Lowe Iva Chan
## 1 1 1
## Iva Spence Iva Travis Jacklyn Kramer
## 1 1 1
## Jacquelyn Herman Jaime Harrington James Ramsey
## 1 1 1
## Jamie Hubbard Jan Gregory Jan Hawkins
## 1 1 1
## Jana Donaldson Jane Lester Jane Russo
## 1 1 1
## Janelle Nelson Janice Bowers Janice Hinton
## 1 1 1
## Janice Myers Janice Riley Janie Foster
## 1 1 1
## Janine William Jannie Romero Jasmine Dillon
## 1 1 1
## Jasmine Marks Jeanette Dixon Jeanne Pacheco
## 1 1 1
## Jeanne Slater Jeannette Mcgee Jeannette Nelson
## 1 1 1
## Jeannie Rasmussen Jeannine Buckner Jeannine Jackson
## 1 1 1
## Jeannine Sparks Jenna Franklin Jennie Mcdowell
## 1 1 1
## Jennifer Kane Jeri Jacobson Jerry Marquez
## 1 1 1
## Jessica Bauer Jessica Beard Jessica Bridges
## 1 1 1
## Jessica Deleon Jessica Goodman Jessica Head
## 1 1 1
## Jewel Cherry Jewel Mcfadden Jill Warner
## 1 1 1
## Jimmie Pearson Jimmie Pugh Joanna Bradley
## 1 1 1
## Joanna Villarreal Jocelyn Bauer Jocelyn Koch
## 1 1 1
## Jodi Serrano Jodie Henson Jodie Hines
## 1 1 1
## Jodie Rocha Jody Chavez Jody Wade
## 1 1 1
## Johanna Marquez John Cardenas John Luna
## 1 1 1
## Johnnie Hughes Johnnie Santana Johnnie Stanley
## 1 1 1
## Jordan Mann Josefina Frederick Josie English
## 1 1 1
## Josie Fernandez Joy Webster Juanita Case
## 1 1 1
## Judith Noel Judith Ortega Judy Griffin
## 1 1 1
## Judy Hays Judy Keller Judy Sargent
## 1 1 1
## Juliana Atkinson Juliana Perkins Julianne Hurst
## 1 1 1
## Julie Houston Julie Phelps Juliet Downs
## 1 1 1
## Juliette Mckinney June Sheppard Justine Camacho
## 1 1 1
## Justine Huff Kaitlin Roach Kari Bryant
## 1 1 1
## Kari Gilmore Kari Hobbs Karla Chapman
## 1 1 1
## Karyn Carney Kasey Reilly Katelyn Cortez
## 1 1 1
## Katelyn Potter Katelyn Shepherd Katharine Long
## 1 1 1
## Katherine Riddle Katheryn Leach Kathleen Ramirez
## 1 1 1
## Kathrine Gutierrez Kathy Harrell Katina Baird
## 1 1 1
## Katina Herman Katina Myers Katy Lancaster
## 1 1 1
## Kaye Watkins Kayla Montoya Keisha Atkinson
## 1 1 1
## Keisha Buck Keisha Gray Keisha Wilson
## 1 1 1
## Kelley Perkins Kellie Spence Kelsey Zimmerman
## 1 1 1
## Kendra Adams Kenya Howe Kenya Jones
## 1 1 1
## Kerry Hendricks Kerry Koch Kim Marks
## 1 1 1
## Kimberley Shaw Kimberly Mcconnell Kirsten Kane
## 1 1 1
## Kris Fuller Kris Kane Krista Bean
## 1 1 1
## Kristen Small Kristie Moreno Kristy Ruiz
## 1 1 1
## Krystal Mclean Lacey Hunt Lacey Marshall
## 1 1 1
## Ladonna Douglas Lakeisha Landry Lana Barnes
## 1 1 1
## Latasha Lynn Latisha Cohen Latisha Dudley
## 1 1 1
## Latisha Vang Latonya Barrera Latonya Mccoy
## 1 1 1
## Laurel Cabrera Lauren Mccarty Lauren Workman
## 1 1 1
## Lauri Alvarez Lauri Knight Lauri Mcintosh
## 1 1 1
## Laurie Gross Laurie Hill Laverne Cantu
## 1 1 1
## Laverne Christian Laverne Hoover Laverne Moreno
## 1 1 1
## Lawanda Mayo Lawanda Molina Lawanda Pittman
## 1 1 1
## Lea Cherry Lea Hines Lea Kane
## 1 1 1
## Leanna Snyder Leanne Massey Leanne Rojas
## 1 1 1
## Lee Irwin Lee Koch Leigh Robbins
## 1 1 1
## Leila Bridges Leila Bryan Lelia Berry
## 1 1 1
## Lelia Cain Lelia Cummings Lelia Lucas
## 1 1 1
## Lelia Roberts Lena Jefferson Lenora Gentry
## 1 1 1
## Leola Butler Leola Finley Leola Williams
## 1 1 1
## Leonor Dodson Leonor Griffin Lesley Hoffman
## 1 1 1
## Lesley Rasmussen Leta Coleman Letha Mckay
## 1 1 1
## Leticia Black Lilia Poole Liliana Gardner
## 1 1 1
## Liliana Hensley Liliana Snider Lillian Gardner
## 1 1 1
## Lillian Mays Lilly Clay Lily Nolan
## 1 1 1
## Lily Reyes Lina Griffin Lindsay Holt
## 1 1 1
## Lindsay Matthews Lindsey Irwin Lisa Rowland
## 1 1 1
## Liz Yates Liza Bernard Lois Holder
## 1 1 1
## Lola Meyer Lolita Decker Lolita Lawson
## 1 1 1
## Lora Vaughn Lorena French Lorene Rose
## 1 1 1
## Lori Guerrero Lorie Gardner Lorna Craft
## 1 1 1
## Lorna Tran Lorraine Carrillo Lorrie Sparks
## 1 1 1
## Louella Merritt Louella Meyers Louella Roach
## 1 1 1
## Louisa Espinoza Louisa Solomon Louise Guerrero
## 1 1 1
## Louise Joyner Lourdes Banks Lucia Aguirre
## 1 1 1
## Lucia Berg Lucia Crawford Lucinda Grant
## 1 1 1
## Lucy Vance Luella Pickett Luisa Velasquez
## 1 1 1
## Luz Snider Mabel Golden Mabel Howe
## 1 1 1
## Mabel Wagner Mable Burnett Madeline Hansen
## 1 1 1
## Madeline Pugh Madge Carney Madge Thomas
## 1 1 1
## Mae Burris Magdalena Mendoza Mai Walter
## 1 1 1
## Mallory Robles Mara Booth Mara Charles
## 1 1 1
## Marcella Carr Marcella Spencer Marcia French
## 1 1 1
## Marcia Slater Marcia Vaughn Marcy Carpenter
## 1 1 1
## Margery Lloyd Margery Potts Margery Short
## 1 1 1
## Margie Mcintyre Margret Fulton Mari Carney
## 1 1 1
## Mari Roberts Marian Conrad Marianne Moreno
## 1 1 1
## Marianne Wynn Maribel Wilkinson Marie Blevins
## 1 1 1
## Marietta Gray Marina Floyd Marina Franco
## 1 1 1
## Marion Webb Marisa Jordan Marisol Rodriquez
## 1 1 1
## Marissa Dale Marissa Gill Marissa Jennings
## 1 1 1
## Marla Delaney Marlene Swanson Marquita Lloyd
## 1 1 1
## Marquita Luna Marquita Mcleod Marsha Melendez
## 1 1 1
## Marsha Richards Martha Clark Martina Pitts
## 1 1 1
## Marva Cook Maryann Bonner Maryann Gilliam
## 1 1 1
## Maryanne Trujillo Maryanne Tyson Maryellen Phelps
## 1 1 1
## Marylou Dickerson Marylou Langley Marylou Singleton
## 1 1 1
## Matilda Hopkins Matilda Pace Maude Caldwell
## 1 1 1
## Maude Wright Maura Case Maureen Farmer
## 1 1 1
## Mavis Mack Maxine Glenn May Macdonald
## 1 1 1
## Melba Good Melinda Casey Melinda Finley
## 1 1 1
## Melisa Townsend Melissa Torres Melody Barlow
## 1 1 1
## Melva Case Melva Lamb Melva Maxwell
## 1 1 1
## Mercedes Franco Mercedes Hansen Mercedes Hobbs
## 1 1 1
## Meredith William Merle Russo Mia Mathis
## 1 1 1
## Michele Maldonado Michele Obrien Michelle Carey
## 1 1 1
## Milagros Campos Milagros Herring Milagros Odonnell
## 1 1 1
## Millie Whitehead Mindy Dixon Minerva Atkinson
## 1 1 1
## Minerva Dawson Minerva Herman Minerva Stafford
## 1 1 1
## Minnie Mcgowan Minnie Silva Miriam Cooley
## 1 1 1
## Misty Adams Misty Dillon Mollie Cherry
## 1 1 1
## Monica Myers Nadia Byrd Nadia Carr
## 1 1 1
## Nadine Singleton Nadine Whitaker Nancy Wolf
## 1 1 1
## Nannie Frye Nannie Rosa Naomi Blake
## 1 1 1
## Naomi Wiley Natalia Bass Natalie Peck
## 1 1 1
## Nelda Petersen Nell Tyson Nettie Daugherty
## 1 1 1
## Nettie Valencia Neva Hyde Nichole Spears
## 1 1 1
## Nicole Morrison Nicole Puckett Nicole Salas
## 1 1 1
## Nicole Turner Noemi Bentley Nola Clark
## 1 1 1
## Nona Kirby Noreen Ray Norma Parker
## 1 1 1
## Odessa Marshall Odessa Patrick Ofelia Witt
## 1 1 1
## Ollie Jacobs Opal Bowman Ophelia Gillespie
## 1 1 1
## Ora Ellison Pamela Rodriquez Pat Graham
## 1 1 1
## Pat Mueller Patrice Gross Patricia Velasquez
## 1 1 1
## Patsy Gould Patsy Price Patty Green
## 1 1 1
## Pauline Baker Pauline Fuentes Pearl Berger
## 1 1 1
## Pearl Burris Pearl Wallace Penelope Hayes
## 1 1 1
## Penelope Huff Penelope Mann Penelope Olsen
## 1 1 1
## Penelope Rios Petra Buchanan Petra Payne
## 1 1 1
## Phoebe Burke Phoebe Murphy Phyllis Kirby
## 1 1 1
## Phyllis Walton Polly Mcintosh Polly Woodward
## 1 1 1
## Priscilla Cochran Priscilla Hooper Queen Spence
## 1 1 1
## Rachael Allison Rachael Ochoa Rachael Pitts
## 1 1 1
## Rachael Small Rae Mcmillan Ramona Foreman
## 1 1 1
## Ramona Poole Randi Harrison Randi Spencer
## 1 1 1
## Rebecca Clay Regina Guerra Regina Hodge
## 1 1 1
## Regina Pratt Rena Atkins Rena Lynch
## 1 1 1
## Renee Freeman Renee Giles Reyna Conley
## 1 1 1
## Rhea Alston Rhoda Moran Robbie Foster
## 1 1 1
## Robert Hopkins Robert Oconnor Robert Richards
## 1 1 1
## Robert Summers Robyn Castaneda Robyn Joseph
## 1 1 1
## Rochelle Nichols Rochelle Vincent Ronda Alvarado
## 1 1 1
## Ronda Callahan Ronda Casey Rosa Blackburn
## 1 1 1
## Rosalie Bruce Rosalie Tucker Rosalyn Dominguez
## 1 1 1
## Rosalyn Santiago Rosanna Schwartz Rosanne Collins
## 1 1 1
## Rosanne Giles Rosanne Grimes Rosanne Harrell
## 1 1 1
## Rosanne Scott Rosanne Waller Rosario Mcdowell
## 1 1 1
## Rosemarie Holloway Rosemary Dunn Rosemary Stone
## 1 1 1
## Rosie Gomez Rosie Mosley Roslyn Blankenship
## 1 1 1
## Roslyn Daniel Roslyn Sanders Roxie Holcomb
## 1 1 1
## Roxie Lester Ruthie Wilkerson Sadie Riggs
## 1 1 1
## Sally Briggs Sally Rosales Sandra Love
## 1 1 1
## Sandy Freeman Sarah Lopez Sasha Williams
## 1 1 1
## Saundra Foster Saundra Mendoza Selena Burke
## 1 1 1
## Selena Good Selena Mcgee Selma Bates
## 1 1 1
## Shana Burnett Shannon Chase Shari Cantu
## 1 1 1
## Shari Peck Shari Reeves Sharlene Dejesus
## 1 1 1
## Sharlene Osborne Sharron Kirkland Shauna Austin
## 1 1 1
## Shawn Brown Shawn Skinner Shawna Carroll
## 1 1 1
## Shawna Donovan Shawna Hebert Sheena Bernard
## 1 1 1
## Sheena Vaughan Sheena Wilson Sheila Sykes
## 1 1 1
## Shelby Lancaster Shelley Houston Shelley Mayo
## 1 1 1
## Shelly Shields Sheree Pena Sheri Bowen
## 1 1 1
## Sheri Owens Sherrie Holden Sherry Bender
## 1 1 1
## Sheryl Bolton Silvia Gibbs Simone Gutierrez
## 1 1 1
## Socorro Adams Socorro Anthony Sondra Leach
## 1 1 1
## Sondra Morrison Sondra Potts Sophia Eaton
## 1 1 1
## Sophia Ellis Sophie Rojas Staci Preston
## 1 1 1
## Stacie Zimmerman Stacy Dillard Stacy Gardner
## 1 1 1
## Stacy Richardson Stefanie Daniel Stefanie Gutierrez
## 1 1 1
## Stefanie Sweet Stephanie Christian Stephanie Deleon
## 1 1 1
## Stephanie Rasmussen Sue Lee Summer Meyer
## 1 1 1
## Susana Short Susanna Soto Susanne Wright
## 1 1 1
## Susie Hinton Susie Reyes Suzanne Merritt
## 1 1 1
## Sybil Crane Tabatha Ellison Tabitha Stein
## 1 1 1
## Tamara Gilbert Tamara Sweeney Tamera Barrett
## 1 1 1
## Tammie Bates Tammie Duncan Tammie Larson
## 1 1 1
## Tania Bass Tania Deleon Tania Page
## 1 1 1
## Tanisha Hutchinson Tanisha Nieves Tanisha Stephenson
## 1 1 1
## Taylor Rojas Teresa Atkins Teresa Durham
## 1 1 1
## Teri Marshall Terri Bowen Terri Dunlap
## 1 1 1
## Terri Perez Terri Wall Terrie Burgess
## 1 1 1
## Thelma Gilbert Thelma Warner Toni Jennings
## 1 1 1
## Toni Velez Tracey Holland Tracy Hull
## 1 1 1
## Tricia Holman Tricia Pittman Trina Holman
## 1 1 1
## Trina Middleton Trina Stafford Trisha Guthrie
## 1 1 1
## Trudy Jimenez Trudy May Twila Cunningham
## 1 1 1
## Twila Evans Twila Mejia Ursula Macdonald
## 1 1 1
## Valarie Johns Valerie Ayala Valerie Gordon
## 1 1 1
## Velma Lindsey Vicki Potter Vicki Velez
## 1 1 1
## Vickie Neal Vickie Sawyer Violet Mooney
## 1 1 1
## Violet Mosley Violet Shannon Virgie Aguilar
## 1 1 1
## Virgie Blanchard Virgie Maddox Virginia Fitzgerald
## 1 1 1
## Virginia Ortiz Virginia Weiss Vivian Bird
## 1 1 1
## Vivian Mcmahon Vonda Mcgee Wanda Clay
## 1 1 1
## Wendi Best Wendy Cooper Whitney Mueller
## 1 1 1
## Whitney Wiggins Willa Frye Willa Mercado
## 1 1 1
## Willa Stuart Willie Huffman Wilma Lambert
## 1 1 1
## Wilma Wilkins Winifred Bean Winnie Frazier
## 1 1 1
## Yesenia Reed Yesenia Singleton Yvette Ortega
## 1 1 1
## Yvonne Love
## 1
##
## Frequency table for Mother.s.Maiden.Name :
##
## Abbott Acevedo Adams Adkins Aguirre Allison
## 3 2 3 2 2 2
## Alston Alvarado Alvarez Anderson Armstrong Ashley
## 1 1 1 1 3 3
## Austin Avery Ayers Bailey Baird Baker
## 3 1 1 1 3 1
## Baldwin Ball Ballard Barber Barker Barnes
## 1 2 1 2 3 2
## Barnett Barrett Barron Barry Bartlett Barton
## 1 3 1 3 1 2
## Bates Battle Bean Beasley Beck Becker
## 2 1 2 1 1 1
## Bender Bennett Benson Bentley Benton Berg
## 1 1 2 2 2 1
## Berger Berry Best Bird Bishop Blackburn
## 2 1 1 1 3 2
## Blackwell Blair Blanchard Blankenship Blevins Booker
## 2 2 4 1 1 1
## Boone Booth Bowers Bowman Boyer Boyle
## 2 1 2 1 2 2
## Bradley Bradshaw Brady Bray Brennan Bridges
## 3 2 1 1 1 3
## Briggs Bright Brock Brown Bruce Bryant
## 2 1 1 3 1 1
## Buchanan Buck Buckley Burgess Burke Burks
## 1 1 1 2 1 2
## Burnett Burns Burris Burt Burton Byers
## 2 1 3 2 1 1
## Byrd Cabrera Cain Caldwell Calhoun Callahan
## 2 2 2 1 1 1
## Camacho Campbell Campos Cantrell Cantu Carlson
## 1 3 1 2 1 4
## Carney Carr Carrillo Carroll Carson Carter
## 1 1 2 1 2 1
## Cash Castillo Castro Cervantes Chambers Chan
## 1 1 2 1 2 1
## Chandler Chaney Chapman Chase Chavez Chen
## 1 2 2 2 1 1
## Cherry Christensen Christian Church Clark Clay
## 2 3 4 1 2 2
## Clayton Clements Clemons Cleveland Cline Cochran
## 1 2 2 2 1 2
## Coleman Collins Colon Compton Conley Conner
## 2 2 1 2 1 2
## Conrad Cook Cooke Cooley Cooper Cortez
## 1 1 2 1 3 1
## Cote Cox Craig Crane Crosby Cruz
## 2 1 2 2 1 2
## Cummings Daniels Daugherty David Davidson Davis
## 3 1 1 1 1 2
## Dawson Decker Delacruz Delaney Delgado Dennis
## 1 1 1 3 2 1
## Dickerson Dickson Dillard Dillon Dixon Dodson
## 1 1 1 1 1 2
## Dominguez Donaldson Dorsey Downs Duke Duncan
## 1 2 2 2 1 1
## Dunlap Durham Dyer Eaton Edwards Elliott
## 1 1 3 1 4 3
## Ellis Ellison Emerson England English Erickson
## 1 2 3 1 2 2
## Espinoza Estes Estrada Everett Farmer Farrell
## 1 2 3 1 1 2
## Faulkner Ferguson Fields Finch Finley Fischer
## 1 2 1 1 1 2
## Fitzgerald Flynn Foley Ford Foreman Foster
## 1 1 1 2 1 1
## Fox Francis Frazier Freeman Frost Fry
## 1 2 1 2 2 1
## Frye Fuller Fulton Gallagher Galloway Garcia
## 2 2 1 1 1 2
## Gardner Garner Garrett Gates George Gibson
## 2 1 1 1 3 2
## Gilbert Giles Gill Gilliam Glass Glover
## 2 1 1 1 4 1
## Goff Gomez Gonzalez Good Goodman Gordon
## 1 2 4 1 2 3
## Gould Graham Grant Graves Greer Gregory
## 1 1 1 1 2 1
## Griffin Griffith Guerra Guerrero Guthrie Gutierrez
## 1 1 1 1 2 3
## Guy Guzman Hahn Haley Hall Hammond
## 1 2 2 1 1 1
## Hancock Hansen Hardin Hardy Harmon Harper
## 1 2 1 1 3 1
## Harrington Hartman Harvey Hawkins Hayden Hayes
## 2 2 2 3 1 3
## Head Heath Hebert Henderson Hendricks Hendrix
## 1 1 2 2 2 1
## Henry Hernandez Herrera Herring Hester Hewitt
## 1 2 2 1 1 1
## Hill Hinton Hobbs Hodges Hoffman Holden
## 1 1 1 1 1 2
## Holloway Holman Holt Hooper Hoover Hopkins
## 1 1 2 2 3 1
## Horne Horton House Howard Howe Hubbard
## 2 1 1 2 1 1
## Huber Hudson Huffman Hughes Humphrey Hunt
## 1 1 1 1 1 2
## Hurley Hurst Hyde Ingram Irwin Jacobs
## 1 1 1 1 1 2
## Jacobson James Jarvis Jenkins Jimenez Johns
## 1 1 2 3 2 1
## Johnston Jordan Joyce Joyner Keith Keller
## 2 1 1 2 2 1
## Kelley Kennedy Key Kim King Kinney
## 2 4 1 1 1 1
## Kirby Kirkland Klein Kline Knapp Knight
## 2 1 3 2 1 4
## Koch Kramer Lamb Lang Langley Lara
## 2 4 1 1 2 3
## Larsen Larson Lawrence Le Leach Leblanc
## 2 1 1 1 1 1
## Lee Leon Lester Levine Levy Lewis
## 1 1 1 1 2 1
## Lindsay Little Livingston Lloyd Lopez Lott
## 1 2 2 1 2 2
## Lucas Luna Lynch Lyons Macdonald Madden
## 1 1 1 1 1 1
## Maddox Mann Manning Marquez Marsh Marshall
## 2 3 1 2 3 1
## Martin Mason Massey Mathews Mathis Matthews
## 1 3 3 1 3 1
## Maxwell Mayo Mcbride Mccall Mccarthy Mccarty
## 1 2 2 4 1 1
## Mcclain Mcconnell Mccormick Mccoy Mccray Mcdowell
## 2 1 1 1 1 1
## Mcfadden Mcfarland Mcgee Mcguire Mcintosh Mckee
## 1 1 3 1 2 1
## Mckenzie Mckinney Mcknight Mclaughlin Mclean Mcleod
## 1 1 1 1 1 2
## Mcmillan Mcneil Meadows Medina Mejia Melendez
## 2 1 3 2 2 1
## Melton Mendez Mercer Meyer Middleton Mills
## 1 2 1 1 2 1
## Miranda Mitchell Monroe Montgomery Montoya Moon
## 1 1 1 4 2 2
## Mooney Morales Moran Morrow Morse Morton
## 1 3 2 1 2 3
## Moses Mosley Mullen Mullins Murphy Murray
## 1 4 1 1 1 1
## Navarro Newton Nichols Nieves Nixon Noble
## 2 2 2 1 2 1
## Noel Norman Nunez Obrien Ochoa Oliver
## 1 2 1 1 1 1
## Olsen Olson Oneal Orr Ortega Ortiz
## 1 1 2 1 1 3
## Osborne Owen Owens Pace Pacheco Padilla
## 1 4 2 1 1 3
## Page Palmer Park Parker Parrish Parsons
## 2 1 1 1 1 1
## Pate Patton Peck Pena Pennington Perez
## 2 3 2 3 1 1
## Perkins Perry Peters Peterson Petty Phillips
## 2 1 2 1 1 1
## Pickett Pollard Poole Pope Porter Potter
## 3 2 1 2 1 2
## Potts Powell Powers Pratt Price Prince
## 2 1 1 2 1 2
## Pruitt Puckett Pugh Ramos Ramsey Rasmussen
## 1 2 1 1 2 1
## Reese Reeves Reid Reyes Reynolds Rich
## 1 1 1 1 1 1
## Richard Richards Richmond Riddle Riley Rios
## 1 3 1 1 1 1
## Rivas Rivers Roach Roberson Roberts Robertson
## 1 1 1 1 1 1
## Robinson Robles Rodgers Rodriguez Roman Romero
## 2 3 1 1 1 1
## Rosario Rose Ross Roth Rowe Roy
## 2 2 1 2 1 1
## Rush Russell Russo Ryan Sampson Sanford
## 2 2 1 1 1 1
## Santana Santiago Santos Sargent Saunders Sawyer
## 1 1 3 1 1 1
## Schroeder Schultz Schwartz Scott Sellers Serrano
## 2 2 1 2 2 1
## Sexton Shaffer Shannon Sharp Sharpe Shaw
## 1 1 3 1 1 2
## Shelton Shepard Sherman Short Silva Simmons
## 2 1 1 1 2 2
## Simon Simpson Sims Singleton Skinner Sloan
## 1 2 1 2 2 1
## Small Smith Snow Snyder Solis Solomon
## 2 1 1 6 2 2
## Sosa Sparks Spears Spence Spencer Stafford
## 2 3 2 2 1 1
## Stanley Stein Stevens Stevenson Stewart Stone
## 1 1 1 2 1 2
## Stout Stuart Suarez Sullivan Summers Sutton
## 1 2 2 1 1 1
## Swanson Sweeney Sykes Talley Tanner Terrell
## 2 1 1 2 1 1
## Terry Thomas Thornton Tillman Townsend Travis
## 1 3 1 3 1 3
## Trevino Trujillo Turner Tyson Valencia Valentine
## 2 3 1 1 5 1
## Valenzuela Vance Vaughan Vaughn Villarreal Wade
## 2 1 3 1 1 1
## Wall Waller Walsh Walter Walton Ward
## 2 1 2 2 1 1
## Ware Warren Washington Waters Watkins Watts
## 1 1 2 2 5 1
## Weaver Webster Weiss Welch Wells West
## 2 1 1 1 3 1
## Wheeler Whitaker White Whitehead Whitley Whitney
## 1 1 2 1 2 3
## Wilcox Wiley Wilkins Wilson Wise Wolfe
## 1 1 1 1 2 1
## Wood Woodard Wright Wyatt Wynn Yang
## 1 1 1 1 5 1
## Yates Young Zamora Zimmerman
## 2 1 1 1
##
## Frequency table for Date.of.Birth :
##
## 1/1/1978 1/1/1987 1/1/1991 1/1/1992 1/11/1964 1/11/1986 1/12/1968
## 1 1 1 1 1 1 1
## 1/12/1970 1/12/1983 1/13/1961 1/13/1965 1/13/1995 1/14/1962 1/14/1973
## 1 1 1 1 1 1 1
## 1/14/1976 1/15/1970 1/16/1985 1/16/1986 1/16/1990 1/16/1995 1/17/1993
## 1 1 1 1 1 1 1
## 1/18/1974 1/18/1990 1/19/1973 1/19/1993 1/19/1996 1/2/1974 1/20/1967
## 1 1 1 1 1 1 1
## 1/20/1975 1/20/1989 1/21/1967 1/21/1985 1/22/1970 1/22/1974 1/22/1975
## 1 1 1 1 1 1 1
## 1/22/1979 1/23/1992 1/23/1996 1/24/1974 1/25/1973 1/25/1979 1/25/1989
## 1 1 1 1 1 1 1
## 1/25/1993 1/26/1970 1/26/1973 1/26/1984 1/26/1996 1/27/1960 1/27/1996
## 1 1 1 1 1 1 1
## 1/28/1980 1/28/1982 1/29/1966 1/29/1971 1/3/1959 1/3/1971 1/3/1974
## 1 1 1 1 1 1 1
## 1/3/1982 1/30/1996 1/31/1985 1/31/1986 1/4/1968 1/4/1976 1/4/1994
## 1 1 1 1 1 1 1
## 1/4/1996 1/5/1964 1/7/1966 1/7/1972 1/7/1982 1/8/1960 1/8/1991
## 1 1 1 1 1 1 1
## 1/9/1960 1/9/1962 10/1/1968 10/1/1986 10/1/1989 10/1/1994 10/10/1982
## 1 1 1 1 1 1 1
## 10/10/1990 10/12/1960 10/13/1979 10/13/1991 10/14/1989 10/15/1965 10/15/1969
## 1 1 1 1 2 1 1
## 10/15/1973 10/16/1968 10/16/1974 10/16/1980 10/16/1988 10/16/1995 10/17/1965
## 1 1 1 1 1 1 1
## 10/17/1990 10/18/1987 10/19/1971 10/19/1979 10/19/1980 10/19/1991 10/2/1964
## 1 1 1 1 1 2 1
## 10/2/1981 10/20/1980 10/21/1966 10/21/1972 10/21/1993 10/22/1963 10/22/1978
## 1 1 1 1 1 1 1
## 10/22/1994 10/24/1958 10/24/1974 10/25/1958 10/25/1974 10/25/1983 10/25/1986
## 1 1 1 1 1 1 1
## 10/26/1965 10/26/1978 10/26/1991 10/27/1961 10/27/1972 10/27/1988 10/27/1992
## 1 1 1 1 1 1 1
## 10/29/1963 10/29/1975 10/29/1989 10/3/1967 10/3/1975 10/3/1979 10/30/1957
## 1 1 1 1 2 2 1
## 10/30/1961 10/30/1987 10/30/1994 10/31/1965 10/31/1993 10/4/1970 10/4/1972
## 1 1 1 1 1 1 1
## 10/4/1993 10/5/1971 10/5/1972 10/6/1962 10/6/1971 10/6/1983 10/6/1991
## 1 1 1 1 1 1 1
## 10/7/1976 10/7/1993 10/8/1975 10/9/1976 10/9/1985 10/9/1986 10/9/1988
## 1 1 1 1 1 1 1
## 11/1/1958 11/1/1965 11/1/1977 11/1/1980 11/1/1991 11/10/1976 11/10/1982
## 1 1 1 1 1 1 1
## 11/11/1958 11/11/1965 11/11/1969 11/11/1976 11/12/1958 11/13/1975 11/13/1982
## 1 1 1 1 1 1 1
## 11/13/1991 11/14/1970 11/14/1977 11/14/1986 11/15/1983 11/15/1985 11/15/1995
## 1 1 1 1 1 1 1
## 11/16/1974 11/16/1977 11/16/1995 11/17/1957 11/17/1971 11/18/1969 11/18/1976
## 1 1 1 1 1 1 1
## 11/18/1989 11/19/1957 11/19/1960 11/19/1969 11/2/1957 11/2/1958 11/2/1962
## 1 1 1 1 1 1 1
## 11/2/1967 11/2/1971 11/2/1982 11/2/1984 11/20/1965 11/20/1966 11/20/1974
## 1 1 1 2 1 2 1
## 11/20/1978 11/21/1960 11/21/1962 11/21/1976 11/21/1987 11/22/1959 11/22/1977
## 1 1 1 1 1 1 1
## 11/22/1986 11/23/1960 11/23/1975 11/23/1988 11/24/1969 11/24/1975 11/25/1962
## 1 1 1 1 1 1 1
## 11/25/1968 11/25/1972 11/25/1982 11/25/1985 11/25/1987 11/25/1990 11/26/1958
## 1 1 1 1 1 1 1
## 11/26/1978 11/26/1994 11/27/1962 11/27/1963 11/27/1965 11/27/1966 11/27/1976
## 1 1 1 1 1 1 1
## 11/27/1977 11/28/1965 11/28/1975 11/28/1978 11/28/1983 11/29/1967 11/29/1970
## 1 1 1 1 1 1 1
## 11/29/1991 11/29/1992 11/3/1961 11/3/1963 11/30/1957 11/30/1978 11/30/1981
## 1 1 1 1 1 1 1
## 11/30/1982 11/30/1984 11/4/1973 11/4/1974 11/4/1984 11/4/1986 11/5/1958
## 1 1 1 1 1 1 1
## 11/5/1961 11/5/1974 11/5/1976 11/6/1970 11/6/1973 11/6/1991 11/7/1957
## 1 1 1 1 1 1 1
## 11/7/1965 11/7/1988 11/9/1963 11/9/1971 11/9/1972 11/9/1982 11/9/1991
## 1 1 1 1 1 1 1
## 12/1/1967 12/10/1960 12/10/1982 12/10/1990 12/11/1968 12/11/1977 12/11/1988
## 1 1 1 1 1 1 1
## 12/12/1961 12/12/1971 12/12/1975 12/12/1979 12/13/1960 12/13/1966 12/13/1967
## 1 1 1 1 1 1 1
## 12/13/1970 12/13/1976 12/13/1977 12/13/1993 12/14/1965 12/14/1982 12/14/1992
## 1 1 1 1 1 1 1
## 12/15/1960 12/15/1979 12/15/1989 12/16/1973 12/16/1985 12/17/1975 12/17/1979
## 1 1 1 1 1 1 1
## 12/17/1987 12/17/1993 12/17/1994 12/18/1962 12/18/1989 12/18/1992 12/19/1964
## 1 1 1 1 1 1 1
## 12/19/1990 12/2/1964 12/2/1979 12/2/1986 12/20/1960 12/20/1984 12/21/1979
## 1 1 1 1 1 1 1
## 12/22/1962 12/22/1964 12/23/1970 12/23/1988 12/23/1992 12/24/1963 12/24/1973
## 1 1 1 1 1 1 1
## 12/24/1979 12/25/1962 12/25/1963 12/25/1967 12/25/1970 12/25/1979 12/26/1977
## 1 1 1 2 1 1 1
## 12/27/1958 12/27/1988 12/28/1987 12/29/1972 12/30/1967 12/30/1968 12/30/1970
## 1 1 1 1 1 1 1
## 12/30/1979 12/31/1958 12/31/1985 12/4/1971 12/4/1978 12/4/1982 12/5/1978
## 1 1 1 1 1 1 1
## 12/5/1986 12/6/1961 12/6/1981 12/6/1993 12/7/1957 12/8/1986 12/8/1991
## 1 1 1 1 1 1 1
## 12/9/1971 12/9/1993 2/1/1964 2/10/1976 2/10/1990 2/11/1986 2/11/1989
## 2 1 2 1 1 1 1
## 2/11/1990 2/12/1961 2/12/1974 2/12/1987 2/13/1958 2/13/1981 2/13/1994
## 1 1 1 1 1 1 1
## 2/14/1995 2/15/1962 2/15/1966 2/15/1971 2/15/1975 2/15/1987 2/15/1989
## 1 1 1 1 1 1 1
## 2/16/1960 2/16/1990 2/17/1964 2/17/1966 2/17/1971 2/17/1973 2/17/1981
## 1 1 1 1 1 1 1
## 2/17/1984 2/18/1970 2/18/1974 2/18/1992 2/19/1966 2/19/1975 2/19/1995
## 1 1 1 1 1 1 1
## 2/2/1972 2/2/1975 2/2/1986 2/20/1970 2/20/1995 2/21/1976 2/21/1980
## 1 1 1 1 1 1 1
## 2/22/1969 2/22/1996 2/23/1967 2/23/1971 2/23/1985 2/23/1995 2/24/1961
## 1 1 2 1 1 1 1
## 2/24/1966 2/24/1967 2/24/1994 2/25/1983 2/25/1984 2/25/1993 2/26/1970
## 1 1 1 1 2 1 1
## 2/26/1985 2/27/1959 2/27/1968 2/27/1981 2/27/1984 2/27/1990 2/27/1992
## 1 1 1 1 1 1 1
## 2/27/1994 2/28/1971 2/28/1979 2/28/1985 2/28/1989 2/3/1983 2/3/1993
## 1 1 1 1 1 1 1
## 2/3/1994 2/4/1965 2/4/1969 2/4/1973 2/4/1992 2/5/1973 2/5/1979
## 1 1 1 1 1 1 1
## 2/5/1981 2/6/1981 2/7/1975 2/7/1985 2/7/1990 2/8/1993 2/9/1960
## 1 1 1 1 1 1 1
## 2/9/1968 2/9/1972 2/9/1974 2/9/1981 2/9/1985 2/9/1993 3/1/1965
## 1 1 1 1 1 1 1
## 3/1/1969 3/1/1980 3/10/1989 3/12/1970 3/12/1972 3/12/1977 3/12/1978
## 1 1 1 1 1 1 2
## 3/12/1994 3/13/1970 3/13/1972 3/13/1974 3/13/1993 3/13/1995 3/14/1975
## 1 1 1 1 1 2 1
## 3/14/1976 3/14/1978 3/14/1983 3/15/1986 3/15/1995 3/17/1967 3/17/1975
## 1 1 1 1 1 1 1
## 3/18/1960 3/18/1996 3/19/1989 3/2/1988 3/2/1995 3/20/1974 3/21/1968
## 1 1 1 1 1 1 1
## 3/21/1976 3/21/1980 3/22/1973 3/22/1975 3/22/1980 3/24/1959 3/24/1986
## 1 1 1 1 1 1 1
## 3/25/1961 3/25/1966 3/25/1971 3/25/1978 3/26/1966 3/26/1969 3/26/1972
## 1 1 1 1 1 1 1
## 3/26/1977 3/26/1985 3/26/1990 3/26/1996 3/28/1971 3/28/1989 3/29/1968
## 1 1 1 1 1 1 1
## 3/29/1980 3/3/1967 3/3/1987 3/3/1994 3/30/1967 3/30/1970 3/30/1986
## 1 1 1 1 1 1 1
## 3/30/1988 3/31/1986 3/31/1992 3/31/1996 3/4/1967 3/4/1975 3/5/1979
## 1 1 2 1 1 1 1
## 3/6/1976 3/6/1986 3/6/1987 3/7/1967 3/7/1992 3/8/1959 3/8/1964
## 1 1 1 1 1 1 1
## 3/9/1960 4/10/1975 4/10/1982 4/10/1983 4/10/1990 4/11/1958 4/11/1971
## 1 1 1 1 1 1 1
## 4/12/1959 4/12/1972 4/12/1982 4/13/1963 4/13/1964 4/13/1975 4/13/1979
## 1 1 1 1 1 1 1
## 4/13/1990 4/14/1969 4/14/1980 4/15/1958 4/15/1965 4/16/1965 4/17/1982
## 1 1 1 1 1 1 1
## 4/17/1989 4/18/1966 4/18/1993 4/19/1958 4/19/1972 4/19/1985 4/2/1969
## 1 1 1 1 1 1 1
## 4/2/1986 4/2/1991 4/20/1969 4/20/1971 4/20/1986 4/21/1973 4/21/1992
## 1 1 1 1 1 1 1
## 4/22/1966 4/22/1972 4/22/1993 4/23/1968 4/23/1986 4/23/1990 4/23/1994
## 1 1 1 1 1 1 1
## 4/24/1994 4/25/1973 4/25/1976 4/26/1962 4/26/1975 4/26/1980 4/26/1994
## 1 1 1 1 1 1 1
## 4/27/1968 4/27/1970 4/27/1972 4/28/1978 4/28/1979 4/28/1985 4/29/1958
## 1 1 1 1 1 1 1
## 4/29/1960 4/29/1965 4/29/1975 4/3/1960 4/3/1962 4/3/1974 4/3/1993
## 1 1 1 1 1 1 1
## 4/4/1971 4/4/1989 4/5/1961 4/5/1973 4/5/1979 4/6/1992 4/6/1995
## 1 1 1 1 1 1 1
## 4/7/1969 4/7/1973 4/7/1982 4/7/1993 4/7/1995 4/8/1968 4/8/1972
## 1 1 1 1 1 1 1
## 4/8/1979 4/8/1985 4/9/1968 4/9/1976 4/9/1978 4/9/1990 5/1/1968
## 1 1 1 1 1 1 1
## 5/10/1962 5/10/1964 5/10/1973 5/10/1986 5/11/1979 5/11/1982 5/11/1986
## 1 1 1 1 1 2 1
## 5/12/1968 5/12/1970 5/12/1985 5/13/1963 5/13/1975 5/13/1992 5/14/1973
## 1 1 1 1 1 1 1
## 5/14/1974 5/14/1975 5/14/1985 5/15/1959 5/15/1993 5/16/1976 5/16/1987
## 1 1 1 1 1 1 1
## 5/17/1958 5/18/1974 5/18/1985 5/19/1976 5/19/1981 5/19/1987 5/19/1995
## 1 1 1 1 1 1 1
## 5/2/1972 5/20/1975 5/20/1981 5/20/1995 5/21/1977 5/22/1966 5/22/1972
## 1 1 1 1 1 1 1
## 5/22/1975 5/22/1983 5/23/1962 5/23/1978 5/24/1964 5/24/1976 5/24/1978
## 1 2 1 1 1 1 1
## 5/24/1994 5/24/1995 5/25/1958 5/25/1961 5/25/1972 5/25/1987 5/25/1992
## 1 1 1 1 1 1 1
## 5/26/1975 5/26/1978 5/27/1960 5/27/1962 5/27/1963 5/27/1968 5/27/1973
## 1 1 1 1 1 1 1
## 5/28/1963 5/28/1986 5/29/1964 5/29/1971 5/29/1980 5/3/1961 5/3/1963
## 1 1 1 1 1 1 1
## 5/3/1970 5/3/1989 5/3/1994 5/30/1991 5/30/1992 5/31/1966 5/31/1973
## 1 1 1 1 1 1 1
## 5/4/1967 5/4/1987 5/4/1989 5/5/1980 5/5/1983 5/5/1989 5/5/1992
## 1 1 1 1 1 1 1
## 5/6/1963 5/6/1964 5/6/1992 5/7/1977 5/8/1966 5/9/1960 5/9/1968
## 2 1 1 1 1 1 1
## 5/9/1991 6/10/1969 6/10/1977 6/10/1991 6/11/1962 6/11/1987 6/12/1960
## 1 1 1 1 1 1 1
## 6/12/1977 6/13/1965 6/13/1966 6/13/1971 6/13/1975 6/13/1982 6/13/1989
## 1 1 1 1 1 1 1
## 6/13/1990 6/13/1993 6/14/1983 6/15/1959 6/16/1963 6/16/1966 6/16/1982
## 1 1 1 1 1 1 1
## 6/16/1985 6/17/1958 6/17/1959 6/17/1996 6/18/1973 6/19/1958 6/19/1969
## 1 1 1 1 1 1 1
## 6/2/1967 6/2/1970 6/20/1970 6/20/1989 6/21/1987 6/22/1993 6/23/1962
## 1 1 1 1 1 1 1
## 6/23/1985 6/23/1996 6/24/1959 6/25/1959 6/25/1967 6/25/1990 6/25/1996
## 1 1 1 1 1 1 1
## 6/26/1976 6/26/1979 6/26/1981 6/26/1986 6/26/1987 6/26/1993 6/27/1968
## 1 1 1 1 1 1 1
## 6/28/1994 6/29/1959 6/29/1981 6/3/1960 6/3/1967 6/3/1985 6/30/1970
## 1 1 1 1 1 1 1
## 6/30/1979 6/4/1967 6/4/1976 6/4/1986 6/5/1960 6/5/1962 6/5/1972
## 2 1 1 1 1 1 1
## 6/5/1975 6/5/1980 6/6/1973 6/6/1974 6/6/1976 6/6/1978 6/6/1980
## 1 1 1 1 1 1 1
## 6/6/1991 6/7/1980 6/7/1982 6/7/1984 6/7/1985 6/7/1989 6/7/1991
## 1 1 1 1 1 1 1
## 6/7/1992 6/8/1958 6/9/1966 6/9/1970 6/9/1982 6/9/1987 6/9/1988
## 1 1 1 1 1 1 1
## 6/9/1989 7/1/1963 7/1/1970 7/1/1972 7/1/1973 7/1/1987 7/10/1961
## 1 1 1 1 1 1 1
## 7/10/1981 7/11/1996 7/12/1972 7/12/1977 7/13/1958 7/13/1960 7/13/1990
## 1 1 1 1 1 1 1
## 7/13/1995 7/14/1964 7/15/1965 7/15/1967 7/15/1979 7/15/1984 7/15/1985
## 1 1 1 1 1 1 1
## 7/16/1983 7/16/1988 7/17/1996 7/18/1987 7/19/1975 7/19/1983 7/19/1996
## 1 1 1 1 1 1 1
## 7/2/1985 7/20/1973 7/20/1979 7/20/1992 7/21/1958 7/21/1974 7/21/1980
## 1 1 1 1 1 1 1
## 7/21/1982 7/21/1989 7/21/1994 7/23/1958 7/23/1965 7/23/1968 7/23/1971
## 1 1 1 1 1 1 1
## 7/23/1978 7/23/1982 7/23/1992 7/24/1960 7/24/1964 7/24/1966 7/24/1989
## 1 1 1 1 1 1 1
## 7/24/1995 7/25/1962 7/25/1984 7/26/1982 7/26/1986 7/27/1979 7/27/1989
## 1 1 1 1 1 1 1
## 7/28/1965 7/28/1970 7/28/1972 7/28/1985 7/28/1991 7/29/1973 7/29/1976
## 1 1 1 1 1 1 1
## 7/29/1991 7/3/1965 7/3/1993 7/30/1976 7/30/1992 7/31/1963 7/31/1964
## 1 1 1 1 1 1 1
## 7/31/1980 7/4/1986 7/4/1995 7/5/1977 7/5/1982 7/5/1988 7/5/1995
## 1 1 1 1 1 1 1
## 7/5/1996 7/6/1961 7/6/1972 7/6/1980 7/6/1989 7/6/1990 7/6/1993
## 1 1 1 1 1 1 1
## 7/7/1958 7/7/1959 7/7/1976 7/8/1958 7/8/1959 7/8/1988 7/9/1970
## 1 1 1 1 2 1 1
## 7/9/1972 7/9/1987 7/9/1992 8/10/1959 8/10/1962 8/10/1973 8/11/1962
## 1 1 1 1 1 1 1
## 8/11/1963 8/12/1971 8/12/1978 8/12/1982 8/12/1994 8/13/1971 8/13/1988
## 1 1 1 1 1 1 1
## 8/14/1962 8/14/1967 8/14/1976 8/15/1959 8/15/1974 8/17/1962 8/17/1963
## 1 2 1 1 1 2 1
## 8/17/1975 8/17/1976 8/17/1979 8/18/1972 8/18/1980 8/19/1960 8/19/1965
## 1 1 1 1 1 1 1
## 8/19/1979 8/19/1982 8/2/1959 8/2/1978 8/2/1986 8/20/1957 8/20/1985
## 1 1 1 1 1 1 1
## 8/20/1988 8/21/1982 8/22/1960 8/23/1957 8/23/1978 8/24/1961 8/24/1978
## 1 1 1 1 1 1 1
## 8/24/1990 8/25/1977 8/25/1984 8/26/1990 8/26/1995 8/28/1970 8/29/1960
## 1 1 1 1 1 1 1
## 8/29/1963 8/29/1978 8/29/1980 8/29/1983 8/29/1985 8/29/1987 8/3/1960
## 1 2 1 1 1 1 1
## 8/3/1962 8/3/1976 8/3/1985 8/30/1983 8/31/1961 8/31/1986 8/4/1977
## 1 1 1 1 1 1 1
## 8/5/1966 8/5/1978 8/5/1988 8/5/1994 8/6/1965 8/6/1987 8/7/1984
## 1 1 1 1 1 1 1
## 8/8/1960 8/8/1973 8/8/1982 8/8/1994 8/9/1972 8/9/1973 8/9/1977
## 1 1 1 1 1 1 1
## 8/9/1979 8/9/1987 9/1/1977 9/1/1979 9/10/1992 9/11/1972 9/13/1969
## 1 1 1 1 1 1 1
## 9/13/1987 9/14/1961 9/14/1974 9/14/1993 9/15/1966 9/15/1976 9/15/1984
## 1 1 1 1 1 1 1
## 9/15/1994 9/17/1960 9/17/1985 9/17/1989 9/18/1960 9/18/1981 9/18/1983
## 1 1 1 1 1 1 1
## 9/18/1984 9/19/1962 9/19/1964 9/19/1965 9/2/1964 9/2/1978 9/2/1982
## 1 1 1 1 1 1 1
## 9/2/1983 9/2/1991 9/20/1960 9/20/1964 9/20/1981 9/21/1963 9/21/1970
## 1 1 1 1 1 1 1
## 9/22/1958 9/22/1979 9/22/1988 9/22/1990 9/24/1976 9/24/1983 9/25/1965
## 1 1 1 1 1 1 1
## 9/25/1971 9/25/1987 9/26/1957 9/26/1964 9/26/1972 9/26/1983 9/27/1963
## 1 1 1 1 1 1 1
## 9/29/1960 9/29/1973 9/29/1981 9/3/1963 9/30/1967 9/30/1979 9/30/1993
## 1 1 1 1 1 1 1
## 9/4/1985 9/4/1994 9/5/1966 9/6/1959 9/6/1993 9/7/1965 9/7/1976
## 1 1 1 1 2 1 1
## 9/7/1986 9/8/1966 9/8/1972 9/9/1982
## 1 1 1 1
##
## Frequency table for Time.of.Birth :
##
## 01:00:19 AM 01:00:51 AM 01:01:34 AM 01:02:46 PM 01:06:32 PM 01:06:50 PM
## 1 1 1 1 1 1
## 01:07:05 AM 01:07:30 PM 01:07:55 PM 01:10:14 PM 01:10:35 PM 01:10:38 PM
## 1 1 1 1 1 1
## 01:10:56 AM 01:11:06 AM 01:11:13 AM 01:12:29 PM 01:13:09 AM 01:14:08 AM
## 1 1 1 1 1 1
## 01:14:33 PM 01:14:34 AM 01:14:58 AM 01:15:02 AM 01:15:26 PM 01:15:33 PM
## 1 1 1 1 1 1
## 01:16:35 PM 01:17:48 AM 01:17:57 PM 01:18:03 AM 01:19:31 AM 01:20:28 PM
## 1 1 1 1 1 1
## 01:20:38 PM 01:21:37 PM 01:23:05 AM 01:23:18 AM 01:23:34 PM 01:23:58 AM
## 1 1 1 1 1 1
## 01:24:19 AM 01:24:36 PM 01:24:52 PM 01:26:45 AM 01:30:42 PM 01:30:49 AM
## 1 1 1 1 1 1
## 01:30:53 AM 01:30:55 PM 01:31:34 PM 01:31:38 AM 01:32:56 AM 01:33:55 PM
## 1 1 1 1 1 1
## 01:34:10 AM 01:34:31 AM 01:35:43 AM 01:35:54 PM 01:36:05 AM 01:36:32 PM
## 1 1 1 1 1 1
## 01:36:48 PM 01:36:51 PM 01:37:20 AM 01:37:37 PM 01:37:54 PM 01:38:43 PM
## 1 1 1 1 1 1
## 01:40:46 AM 01:41:00 PM 01:41:08 AM 01:42:06 AM 01:43:04 PM 01:45:31 PM
## 1 1 1 1 1 1
## 01:46:02 PM 01:46:06 PM 01:47:03 AM 01:48:59 PM 01:50:56 AM 01:51:15 AM
## 1 1 1 1 1 1
## 01:52:23 PM 01:53:10 AM 01:53:35 PM 01:54:13 PM 01:54:41 AM 01:55:31 PM
## 1 1 1 1 1 1
## 01:55:35 AM 01:57:24 AM 01:57:40 AM 01:58:09 AM 01:58:57 PM 01:59:58 AM
## 1 1 1 1 1 2
## 02:01:04 PM 02:01:22 AM 02:02:12 PM 02:02:38 AM 02:03:12 AM 02:03:36 AM
## 1 1 1 1 1 1
## 02:03:37 AM 02:04:02 PM 02:04:55 AM 02:05:10 PM 02:05:45 PM 02:07:10 PM
## 1 1 1 1 1 1
## 02:09:47 AM 02:09:48 AM 02:09:48 PM 02:09:51 PM 02:10:23 AM 02:10:49 AM
## 1 1 1 1 1 1
## 02:11:49 AM 02:13:49 PM 02:13:51 AM 02:15:07 PM 02:15:51 AM 02:16:57 AM
## 1 1 1 1 1 1
## 02:17:57 PM 02:18:18 AM 02:18:40 AM 02:18:54 AM 02:19:56 PM 02:21:10 AM
## 1 1 1 1 1 1
## 02:21:48 AM 02:22:36 PM 02:23:20 PM 02:23:29 AM 02:26:16 AM 02:26:21 PM
## 1 1 1 1 1 1
## 02:26:42 AM 02:26:52 AM 02:27:39 AM 02:28:21 PM 02:28:53 PM 02:29:40 PM
## 1 1 1 1 1 1
## 02:29:41 PM 02:31:05 PM 02:31:19 PM 02:31:46 PM 02:32:22 PM 02:33:10 PM
## 1 1 1 1 1 1
## 02:34:21 PM 02:34:25 AM 02:36:38 PM 02:36:56 AM 02:38:34 PM 02:41:37 AM
## 1 1 1 1 1 1
## 02:41:45 PM 02:42:59 PM 02:43:18 AM 02:43:23 AM 02:43:39 AM 02:45:07 AM
## 1 1 1 1 1 1
## 02:45:30 AM 02:48:24 PM 02:49:18 PM 02:50:16 PM 02:50:56 PM 02:51:11 PM
## 1 1 1 1 1 1
## 02:52:11 PM 02:52:56 AM 02:55:59 AM 02:56:09 AM 02:56:56 PM 02:57:21 AM
## 1 1 1 1 1 1
## 02:57:46 AM 02:57:52 AM 02:58:29 PM 02:58:42 AM 02:59:09 PM 02:59:46 AM
## 1 1 1 1 1 1
## 02:59:46 PM 02:59:57 AM 03:00:02 PM 03:01:17 AM 03:03:15 PM 03:04:14 AM
## 1 1 1 1 1 1
## 03:04:16 AM 03:08:34 AM 03:09:14 AM 03:10:06 AM 03:10:14 AM 03:10:40 PM
## 1 1 1 1 1 1
## 03:10:57 AM 03:11:24 PM 03:11:31 AM 03:13:14 PM 03:14:08 AM 03:14:18 AM
## 1 1 1 1 1 1
## 03:14:37 AM 03:14:59 PM 03:15:50 AM 03:16:12 AM 03:16:16 PM 03:16:20 PM
## 1 1 1 1 1 1
## 03:17:19 AM 03:17:28 PM 03:17:34 AM 03:21:12 PM 03:22:01 AM 03:22:41 AM
## 1 1 1 1 1 1
## 03:24:24 AM 03:24:44 PM 03:26:20 AM 03:27:58 PM 03:28:00 PM 03:28:22 AM
## 1 1 1 1 1 1
## 03:28:30 PM 03:28:47 AM 03:29:08 AM 03:30:34 AM 03:32:16 PM 03:32:22 AM
## 1 1 1 1 1 1
## 03:34:19 PM 03:35:04 AM 03:35:32 AM 03:37:35 PM 03:38:10 PM 03:38:43 AM
## 1 1 1 1 1 1
## 03:39:12 PM 03:39:52 PM 03:40:36 PM 03:40:48 PM 03:41:16 AM 03:41:35 AM
## 1 1 1 1 1 1
## 03:41:54 AM 03:42:19 PM 03:42:49 PM 03:44:14 AM 03:44:34 AM 03:44:55 AM
## 1 1 1 1 1 1
## 03:48:27 PM 03:49:43 AM 03:50:09 AM 03:51:23 AM 03:51:29 AM 03:52:45 AM
## 1 1 1 1 1 1
## 03:53:30 PM 03:57:13 AM 03:57:16 PM 03:58:12 AM 03:58:46 PM 04:00:11 AM
## 1 1 1 1 1 1
## 04:00:28 AM 04:00:52 PM 04:01:19 AM 04:01:58 PM 04:02:18 PM 04:02:34 AM
## 1 1 1 1 1 1
## 04:05:09 AM 04:05:27 PM 04:05:52 AM 04:06:50 PM 04:09:41 PM 04:10:12 PM
## 1 1 1 1 1 1
## 04:11:52 PM 04:12:34 PM 04:13:12 PM 04:14:46 AM 04:15:37 PM 04:16:00 AM
## 1 1 1 1 1 1
## 04:16:17 AM 04:16:36 AM 04:16:53 PM 04:17:58 AM 04:18:07 AM 04:19:24 AM
## 1 1 1 1 1 1
## 04:19:32 AM 04:19:55 AM 04:20:15 PM 04:20:16 PM 04:21:12 PM 04:21:21 AM
## 1 1 1 1 1 1
## 04:22:11 PM 04:23:04 AM 04:24:14 PM 04:24:23 PM 04:24:43 AM 04:24:45 PM
## 1 1 1 1 1 1
## 04:24:56 AM 04:27:27 PM 04:27:53 AM 04:28:48 AM 04:28:57 AM 04:29:31 AM
## 1 1 1 1 1 1
## 04:31:02 PM 04:31:45 PM 04:33:00 AM 04:33:06 PM 04:33:31 AM 04:34:06 AM
## 1 1 1 1 1 1
## 04:35:12 PM 04:37:18 PM 04:37:30 PM 04:38:19 AM 04:39:00 AM 04:39:50 AM
## 1 1 1 1 1 1
## 04:41:18 PM 04:41:28 PM 04:43:49 AM 04:43:57 AM 04:44:54 PM 04:45:08 PM
## 1 1 1 1 1 1
## 04:45:45 PM 04:45:57 AM 04:46:48 PM 04:47:05 PM 04:47:13 AM 04:47:27 AM
## 1 1 1 1 1 1
## 04:47:31 PM 04:48:08 AM 04:48:36 AM 04:48:54 AM 04:48:59 AM 04:49:39 PM
## 1 1 1 1 1 1
## 04:49:46 AM 04:50:28 AM 04:51:05 PM 04:51:20 PM 04:51:29 AM 04:51:33 PM
## 1 1 1 1 1 1
## 04:53:32 PM 04:54:21 AM 04:54:43 PM 04:55:12 AM 04:55:14 PM 04:55:35 AM
## 1 1 1 1 1 1
## 04:56:53 AM 04:59:51 AM 05:00:25 PM 05:01:19 AM 05:02:53 AM 05:02:54 AM
## 1 1 1 1 1 1
## 05:03:13 AM 05:03:34 AM 05:03:37 PM 05:03:40 AM 05:03:59 PM 05:05:25 AM
## 1 1 1 1 1 1
## 05:05:42 AM 05:08:50 AM 05:09:07 PM 05:09:14 PM 05:09:35 PM 05:09:48 AM
## 1 1 1 1 1 1
## 05:10:47 AM 05:10:54 PM 05:11:07 AM 05:11:11 PM 05:11:23 PM 05:11:34 PM
## 1 1 1 1 1 1
## 05:12:03 AM 05:12:28 PM 05:12:37 AM 05:15:20 AM 05:15:51 AM 05:16:01 AM
## 1 1 1 1 1 1
## 05:16:20 PM 05:16:28 AM 05:19:53 AM 05:20:20 PM 05:21:57 PM 05:21:59 PM
## 1 1 1 1 1 1
## 05:22:21 AM 05:22:42 AM 05:23:05 PM 05:23:15 AM 05:23:30 AM 05:23:57 PM
## 1 1 1 1 1 1
## 05:24:23 AM 05:24:41 PM 05:25:19 AM 05:26:28 PM 05:26:58 AM 05:27:00 PM
## 1 1 1 1 1 1
## 05:27:12 AM 05:27:17 PM 05:27:18 AM 05:27:32 PM 05:28:26 AM 05:29:11 PM
## 1 1 1 1 1 1
## 05:29:18 PM 05:30:32 PM 05:30:37 AM 05:30:58 PM 05:31:27 PM 05:31:30 AM
## 1 1 1 1 1 1
## 05:31:48 AM 05:34:33 PM 05:36:05 AM 05:36:21 AM 05:37:09 AM 05:37:49 AM
## 1 1 1 1 1 1
## 05:38:14 AM 05:41:08 AM 05:41:51 PM 05:42:18 PM 05:43:08 AM 05:45:01 AM
## 1 1 1 1 1 1
## 05:45:12 AM 05:45:20 PM 05:45:59 PM 05:46:45 AM 05:46:45 PM 05:47:43 PM
## 1 1 1 1 1 1
## 05:48:50 AM 05:49:06 AM 05:49:50 PM 05:49:54 AM 05:50:03 PM 05:50:51 AM
## 1 1 1 1 1 1
## 05:51:02 AM 05:51:10 AM 05:51:41 PM 05:53:48 AM 05:55:17 AM 05:55:28 PM
## 1 1 1 1 1 1
## 05:56:45 PM 05:59:06 AM 05:59:14 PM 06:00:11 PM 06:00:44 PM 06:00:51 AM
## 1 1 1 1 1 1
## 06:01:37 AM 06:02:19 AM 06:02:42 AM 06:03:02 PM 06:03:14 PM 06:04:26 PM
## 1 1 1 1 1 1
## 06:06:44 PM 06:07:04 AM 06:07:16 AM 06:08:30 PM 06:08:43 PM 06:09:12 PM
## 2 1 1 1 1 1
## 06:11:01 PM 06:11:08 AM 06:11:58 PM 06:12:42 PM 06:13:29 PM 06:14:04 PM
## 1 1 1 2 1 1
## 06:14:38 AM 06:15:30 AM 06:16:29 PM 06:16:37 AM 06:16:49 PM 06:17:26 AM
## 1 1 1 1 1 1
## 06:17:33 AM 06:18:04 PM 06:18:17 AM 06:19:09 AM 06:19:50 AM 06:20:53 PM
## 1 1 1 1 1 1
## 06:22:31 PM 06:22:45 AM 06:23:26 PM 06:23:50 PM 06:26:10 AM 06:26:33 AM
## 1 1 1 1 1 1
## 06:27:22 PM 06:27:25 AM 06:29:11 PM 06:29:12 PM 06:29:37 PM 06:30:05 AM
## 1 1 1 1 1 1
## 06:30:28 PM 06:31:03 PM 06:31:33 PM 06:33:08 PM 06:34:20 AM 06:34:36 AM
## 1 1 1 1 1 1
## 06:34:47 AM 06:35:05 PM 06:35:09 AM 06:35:13 AM 06:36:07 PM 06:36:13 PM
## 1 1 1 1 1 1
## 06:36:39 PM 06:37:33 PM 06:37:38 PM 06:37:56 PM 06:38:13 PM 06:38:54 PM
## 1 1 1 1 1 1
## 06:38:58 AM 06:45:21 PM 06:46:15 AM 06:46:27 AM 06:47:24 AM 06:48:15 PM
## 1 1 1 1 1 1
## 06:49:11 PM 06:49:39 PM 06:51:42 AM 06:51:51 PM 06:51:52 PM 06:52:20 AM
## 1 1 1 1 1 1
## 06:52:23 PM 06:52:45 PM 06:53:05 AM 06:53:42 AM 06:54:21 PM 06:54:55 PM
## 1 1 1 1 1 1
## 06:55:41 PM 06:56:03 AM 06:56:06 PM 06:56:39 PM 06:57:09 PM 06:58:53 PM
## 1 1 1 1 1 1
## 06:59:49 PM 06:59:56 AM 07:00:14 PM 07:00:21 PM 07:00:23 AM 07:01:43 PM
## 1 1 1 1 1 1
## 07:04:41 PM 07:04:48 PM 07:05:09 PM 07:05:34 PM 07:06:20 PM 07:06:33 AM
## 1 1 1 1 1 2
## 07:07:14 PM 07:07:15 PM 07:09:09 AM 07:10:13 AM 07:11:12 PM 07:11:34 PM
## 1 1 1 1 1 1
## 07:12:45 PM 07:15:20 PM 07:15:26 PM 07:15:42 AM 07:16:11 PM 07:17:11 PM
## 1 1 1 1 1 1
## 07:17:34 PM 07:18:08 PM 07:18:34 PM 07:18:49 AM 07:19:08 PM 07:19:41 AM
## 1 1 1 1 1 1
## 07:20:48 AM 07:21:49 AM 07:22:23 AM 07:23:05 AM 07:23:26 AM 07:24:21 AM
## 1 1 1 1 1 1
## 07:24:35 AM 07:24:47 AM 07:26:11 PM 07:28:01 PM 07:31:09 PM 07:32:16 AM
## 1 1 1 1 1 1
## 07:32:32 PM 07:33:26 AM 07:33:26 PM 07:33:37 AM 07:34:13 AM 07:34:35 PM
## 1 1 1 1 1 1
## 07:35:15 PM 07:35:24 AM 07:35:51 PM 07:36:01 PM 07:36:38 PM 07:37:23 AM
## 1 1 1 1 1 1
## 07:42:27 AM 07:42:51 PM 07:44:51 AM 07:46:20 AM 07:46:36 PM 07:47:36 PM
## 1 1 1 1 1 1
## 07:49:17 AM 07:50:47 PM 07:51:24 PM 07:51:41 PM 07:52:41 AM 07:54:01 PM
## 1 1 1 1 1 1
## 07:55:00 PM 07:55:12 PM 07:56:33 AM 07:57:22 PM 07:58:56 PM 07:59:08 PM
## 1 1 1 2 1 1
## 08:01:28 AM 08:01:39 AM 08:01:39 PM 08:02:12 AM 08:03:45 PM 08:07:35 AM
## 1 1 1 1 1 1
## 08:07:53 PM 08:10:41 AM 08:12:04 AM 08:12:11 AM 08:13:12 AM 08:14:12 PM
## 1 1 1 1 1 1
## 08:14:58 AM 08:15:45 AM 08:15:56 PM 08:16:17 PM 08:17:39 AM 08:17:46 AM
## 1 1 1 1 1 1
## 08:18:40 AM 08:19:20 PM 08:20:13 AM 08:21:00 AM 08:21:08 PM 08:21:44 PM
## 1 1 1 1 2 1
## 08:22:26 AM 08:22:37 PM 08:23:09 AM 08:24:09 AM 08:24:20 PM 08:24:54 AM
## 1 1 1 1 1 1
## 08:25:09 AM 08:25:19 PM 08:29:23 PM 08:29:44 AM 08:30:38 PM 08:30:42 PM
## 1 1 1 1 1 1
## 08:31:25 AM 08:31:35 PM 08:31:52 PM 08:31:57 AM 08:32:44 AM 08:33:31 AM
## 1 1 1 1 1 1
## 08:33:54 PM 08:35:28 PM 08:35:49 PM 08:36:03 AM 08:36:17 AM 08:38:22 AM
## 1 1 1 1 1 1
## 08:38:29 PM 08:38:46 PM 08:39:19 PM 08:39:44 AM 08:40:15 PM 08:41:41 AM
## 1 1 1 1 1 1
## 08:41:46 AM 08:43:37 PM 08:44:01 AM 08:45:12 PM 08:45:57 PM 08:46:15 AM
## 1 1 1 1 1 1
## 08:46:37 AM 08:47:51 PM 08:48:02 AM 08:50:36 AM 08:51:08 PM 08:51:23 PM
## 1 1 1 1 1 1
## 08:52:07 AM 08:52:09 AM 08:53:31 PM 08:54:19 PM 08:55:14 AM 08:55:27 PM
## 1 1 1 1 1 1
## 08:58:16 PM 08:58:45 PM 08:59:07 PM 08:59:52 PM 09:01:13 PM 09:03:27 AM
## 1 1 1 1 1 1
## 09:03:54 PM 09:06:30 AM 09:06:34 PM 09:06:41 PM 09:07:19 AM 09:07:28 AM
## 1 1 1 1 1 1
## 09:07:56 AM 09:08:11 AM 09:08:25 PM 09:08:49 PM 09:09:52 AM 09:10:08 AM
## 1 1 1 1 1 1
## 09:11:28 AM 09:16:45 AM 09:18:27 AM 09:18:31 PM 09:18:46 AM 09:18:47 AM
## 1 1 1 1 1 1
## 09:20:37 PM 09:20:46 AM 09:21:22 AM 09:21:38 AM 09:21:39 AM 09:23:43 PM
## 1 1 1 1 1 1
## 09:24:35 AM 09:25:29 PM 09:26:08 AM 09:27:03 PM 09:29:07 AM 09:29:46 PM
## 1 1 1 1 1 1
## 09:30:13 AM 09:30:28 PM 09:30:47 AM 09:31:08 PM 09:32:33 AM 09:32:45 PM
## 1 1 1 1 1 1
## 09:32:48 PM 09:35:29 PM 09:37:34 PM 09:37:47 AM 09:37:50 AM 09:37:52 PM
## 1 1 1 1 1 1
## 09:38:41 AM 09:39:03 AM 09:39:17 PM 09:41:06 AM 09:41:27 PM 09:41:58 PM
## 1 1 1 1 1 1
## 09:43:00 PM 09:43:16 PM 09:43:28 AM 09:43:31 PM 09:43:51 PM 09:44:16 PM
## 2 1 1 1 1 1
## 09:45:48 AM 09:46:27 PM 09:46:48 AM 09:48:05 PM 09:48:15 AM 09:48:16 PM
## 1 1 1 1 1 1
## 09:48:22 PM 09:49:37 PM 09:50:08 PM 09:50:14 AM 09:50:37 PM 09:51:18 AM
## 1 1 1 1 1 1
## 09:52:09 PM 09:52:32 AM 09:55:25 AM 09:56:00 AM 09:56:19 AM 09:59:08 AM
## 1 1 1 1 1 1
## 09:59:38 PM 10:00:00 AM 10:00:22 AM 10:00:24 AM 10:00:35 AM 10:01:46 PM
## 1 1 1 1 1 1
## 10:02:31 AM 10:05:51 PM 10:05:57 AM 10:06:41 AM 10:07:43 PM 10:08:05 AM
## 1 1 1 1 1 1
## 10:09:21 AM 10:09:35 AM 10:10:11 PM 10:10:27 AM 10:11:24 PM 10:15:21 AM
## 1 1 1 1 1 1
## 10:16:07 PM 10:16:33 AM 10:17:08 AM 10:18:02 PM 10:18:14 PM 10:19:09 AM
## 1 1 1 1 1 1
## 10:19:17 AM 10:20:22 AM 10:20:54 PM 10:21:05 AM 10:21:19 PM 10:21:25 AM
## 1 1 1 1 1 1
## 10:22:59 AM 10:24:01 PM 10:24:36 AM 10:24:49 PM 10:24:59 AM 10:26:51 PM
## 1 1 1 1 1 1
## 10:26:52 AM 10:28:08 AM 10:28:41 PM 10:28:59 AM 10:29:19 AM 10:31:16 PM
## 1 1 1 1 1 1
## 10:32:02 AM 10:32:54 PM 10:35:51 PM 10:36:42 PM 10:37:12 AM 10:37:14 AM
## 1 1 1 1 1 1
## 10:39:26 PM 10:39:42 PM 10:39:50 PM 10:40:56 PM 10:41:08 PM 10:41:52 PM
## 1 1 1 1 1 1
## 10:43:43 PM 10:44:02 PM 10:44:27 PM 10:45:12 AM 10:46:00 AM 10:46:35 PM
## 1 1 1 1 1 1
## 10:50:56 AM 10:51:55 AM 10:52:06 PM 10:52:43 AM 10:53:43 PM 10:54:12 PM
## 1 1 1 1 1 1
## 10:55:18 AM 10:55:35 PM 10:55:47 AM 10:56:19 PM 10:57:26 AM 10:57:49 PM
## 1 1 1 1 1 1
## 10:57:50 AM 10:59:01 AM 10:59:04 AM 10:59:18 AM 10:59:33 PM 10:59:46 PM
## 1 1 1 1 1 1
## 10:59:53 AM 11:00:19 AM 11:00:24 PM 11:01:45 PM 11:02:04 AM 11:02:07 PM
## 1 1 1 1 1 1
## 11:02:56 PM 11:03:33 PM 11:03:36 AM 11:06:45 AM 11:06:59 PM 11:07:03 PM
## 1 1 1 1 1 1
## 11:08:58 PM 11:10:02 AM 11:10:24 AM 11:11:20 AM 11:12:59 PM 11:13:13 AM
## 1 1 1 1 1 1
## 11:13:49 AM 11:14:14 PM 11:14:40 AM 11:14:46 AM 11:15:17 PM 11:16:04 AM
## 1 1 1 1 1 1
## 11:18:06 PM 11:18:17 AM 11:18:43 AM 11:19:02 PM 11:19:33 PM 11:19:43 PM
## 1 1 1 1 1 1
## 11:20:16 PM 11:20:57 AM 11:21:30 AM 11:22:30 AM 11:26:46 AM 11:26:56 PM
## 1 1 1 1 1 1
## 11:27:47 AM 11:28:05 PM 11:28:08 AM 11:28:31 PM 11:28:40 PM 11:29:09 AM
## 1 1 1 1 1 1
## 11:31:54 AM 11:34:54 AM 11:35:35 AM 11:35:45 PM 11:36:31 AM 11:37:06 AM
## 1 1 1 1 1 1
## 11:38:03 AM 11:38:04 AM 11:38:12 AM 11:39:31 PM 11:41:18 AM 11:43:23 PM
## 1 1 1 1 1 1
## 11:44:24 AM 11:45:23 AM 11:45:43 PM 11:48:10 AM 11:48:11 PM 11:50:11 PM
## 1 1 1 1 1 1
## 11:50:42 PM 11:51:08 AM 11:51:23 PM 11:52:24 AM 11:53:02 AM 11:53:15 PM
## 1 1 1 1 1 1
## 11:54:19 AM 11:54:27 PM 11:55:58 AM 11:56:30 PM 11:56:43 AM 11:57:43 PM
## 1 1 1 1 1 1
## 11:57:46 PM 11:58:17 AM 11:58:29 AM 11:58:44 PM 12:00:06 AM 12:00:11 AM
## 1 1 1 1 1 1
## 12:00:42 PM 12:01:45 AM 12:01:58 AM 12:03:36 AM 12:03:46 AM 12:04:03 AM
## 1 1 1 1 1 1
## 12:04:24 AM 12:04:42 AM 12:05:02 PM 12:05:16 AM 12:05:52 PM 12:06:26 PM
## 1 1 1 1 1 1
## 12:06:41 PM 12:07:18 AM 12:08:01 PM 12:08:43 PM 12:08:56 PM 12:10:47 AM
## 1 1 1 1 1 1
## 12:10:50 AM 12:10:54 AM 12:11:04 AM 12:11:43 AM 12:11:50 PM 12:12:29 AM
## 1 1 1 1 1 1
## 12:12:32 AM 12:13:48 AM 12:13:56 AM 12:14:09 AM 12:14:39 AM 12:15:15 AM
## 1 1 1 1 1 1
## 12:16:54 AM 12:17:21 PM 12:17:31 AM 12:17:45 AM 12:17:53 AM 12:18:48 AM
## 1 1 1 1 1 1
## 12:18:49 AM 12:19:27 AM 12:19:46 AM 12:20:32 AM 12:21:50 PM 12:22:52 AM
## 1 1 1 1 1 1
## 12:24:22 AM 12:25:10 PM 12:25:44 AM 12:25:48 AM 12:26:18 PM 12:26:20 AM
## 1 1 1 1 1 1
## 12:26:27 AM 12:27:06 AM 12:27:24 PM 12:27:51 PM 12:28:52 PM 12:28:57 AM
## 1 1 1 1 1 1
## 12:29:20 AM 12:29:30 AM 12:30:37 PM 12:30:50 AM 12:31:17 PM 12:31:46 AM
## 1 1 1 1 1 1
## 12:32:14 PM 12:33:07 PM 12:34:32 AM 12:35:36 AM 12:35:39 AM 12:35:40 AM
## 1 1 1 1 1 1
## 12:36:02 AM 12:36:41 AM 12:36:51 PM 12:37:17 PM 12:39:09 AM 12:39:32 AM
## 1 1 1 1 1 1
## 12:40:05 AM 12:40:22 PM 12:40:31 AM 12:40:52 AM 12:40:54 AM 12:41:24 AM
## 1 1 1 1 1 1
## 12:42:30 AM 12:42:34 PM 12:43:00 AM 12:44:49 AM 12:45:41 AM 12:46:03 AM
## 1 1 1 1 1 1
## 12:46:23 PM 12:46:32 PM 12:46:35 AM 12:47:03 AM 12:47:05 AM 12:47:47 AM
## 1 1 1 1 1 1
## 12:48:19 PM 12:48:38 AM 12:48:54 AM 12:51:19 AM 12:51:33 AM 12:51:45 AM
## 1 1 1 1 1 1
## 12:52:01 AM 12:52:33 AM 12:52:54 AM 12:53:17 AM 12:54:58 AM 12:55:00 PM
## 1 1 1 1 1 1
## 12:55:27 AM 12:55:57 PM 12:56:18 AM 12:56:30 AM 12:57:23 PM 12:57:46 PM
## 1 1 1 1 1 1
## 12:57:55 AM 12:57:59 AM 12:58:23 AM 12:58:59 AM 12:59:15 AM 12:59:41 AM
## 2 1 1 1 1 1
## 12:59:45 AM 12:59:46 AM
## 1 1
##
## Frequency table for Date.of.Joining :
##
## 1/1/2002 1/1/2008 1/1/2011 1/1/2017 1/10/2000 1/10/2016 1/10/2017
## 1 1 1 1 1 1 1
## 1/11/1980 1/11/2001 1/11/2014 1/12/1998 1/12/1999 1/12/2006 1/12/2011
## 1 1 1 1 1 1 1
## 1/13/2003 1/13/2006 1/15/2002 1/16/1985 1/16/1998 1/16/2017 1/17/1980
## 1 1 1 1 1 2 1
## 1/17/1993 1/17/2001 1/17/2015 1/17/2017 1/18/1988 1/18/2013 1/19/2017
## 1 1 1 1 1 1 1
## 1/21/1985 1/21/2001 1/21/2015 1/22/1998 1/22/2011 1/23/2000 1/23/2011
## 1 1 1 1 1 1 1
## 1/23/2017 1/24/2001 1/24/2003 1/24/2012 1/24/2013 1/24/2016 1/25/1991
## 1 1 1 1 1 1 1
## 1/25/2017 1/26/2005 1/26/2014 1/26/2015 1/27/1988 1/27/1993 1/27/1994
## 1 1 1 1 1 1 1
## 1/27/2004 1/27/2010 1/28/2009 1/29/2016 1/3/2016 1/30/1987 1/31/2010
## 1 1 1 1 1 1 1
## 1/31/2014 1/31/2015 1/4/1998 1/4/2005 1/4/2017 1/5/1997 1/5/2000
## 1 2 1 1 1 1 1
## 1/5/2013 1/5/2015 1/5/2017 1/6/1999 1/7/2002 1/7/2005 1/7/2008
## 1 1 1 1 1 1 1
## 1/7/2011 1/7/2017 1/8/1985 1/8/1991 1/8/1995 1/8/2016 1/8/2017
## 1 1 1 1 1 1 1
## 1/9/2009 1/9/2011 10/1/1995 10/1/2005 10/1/2013 10/11/2004 10/11/2005
## 1 1 1 1 1 1 1
## 10/11/2016 10/12/2009 10/13/2011 10/14/1982 10/14/1993 10/14/2009 10/14/2015
## 1 1 1 1 1 1 1
## 10/15/1999 10/15/2011 10/15/2012 10/15/2013 10/16/2000 10/16/2009 10/16/2015
## 1 1 1 1 1 1 1
## 10/17/2009 10/17/2015 10/18/2004 10/18/2006 10/19/1996 10/19/1998 10/19/1999
## 1 1 1 1 1 1 1
## 10/2/1992 10/2/2001 10/2/2004 10/2/2009 10/2/2012 10/20/1996 10/20/2010
## 1 1 1 1 1 1 1
## 10/20/2013 10/21/2001 10/21/2007 10/21/2012 10/21/2016 10/22/1993 10/22/2004
## 1 2 1 1 1 1 1
## 10/22/2016 10/23/1999 10/23/2011 10/23/2013 10/23/2015 10/24/2003 10/24/2011
## 1 1 1 1 1 1 1
## 10/24/2014 10/25/2000 10/25/2008 10/25/2009 10/26/1985 10/26/1991 10/26/1999
## 1 1 1 1 1 1 1
## 10/26/2002 10/26/2013 10/27/2007 10/27/2013 10/28/1987 10/28/1993 10/28/2005
## 1 1 1 2 1 1 1
## 10/28/2015 10/29/1992 10/29/2001 10/29/2014 10/3/2005 10/3/2013 10/30/2004
## 1 1 1 1 1 1 1
## 10/30/2008 10/30/2015 10/31/1997 10/31/2004 10/31/2012 10/31/2013 10/31/2015
## 1 1 1 1 1 1 1
## 10/4/2002 10/4/2005 10/4/2009 10/5/2014 10/5/2015 10/6/1999 10/6/2013
## 1 1 1 1 1 1 1
## 10/7/1987 10/7/2009 10/8/1997 10/8/2000 10/8/2007 10/8/2013 10/9/2000
## 1 1 1 1 2 1 1
## 11/10/1986 11/10/1990 11/10/2016 11/11/2001 11/11/2004 11/11/2015 11/11/2016
## 1 1 1 1 1 1 1
## 11/12/2001 11/12/2011 11/13/1990 11/13/2015 11/13/2016 11/14/2008 11/15/1993
## 1 1 1 1 2 2 1
## 11/15/2001 11/15/2014 11/16/1990 11/16/1996 11/16/2010 11/16/2016 11/17/1987
## 1 1 1 1 1 1 1
## 11/17/2006 11/17/2016 11/18/1990 11/18/2001 11/18/2008 11/18/2009 11/18/2010
## 1 1 1 1 1 1 1
## 11/19/1988 11/19/2007 11/19/2009 11/19/2014 11/2/2000 11/2/2003 11/2/2016
## 1 1 1 1 1 1 1
## 11/20/2005 11/20/2010 11/22/2005 11/23/2011 11/24/1998 11/24/2007 11/24/2008
## 1 1 1 1 1 1 1
## 11/24/2010 11/25/2007 11/25/2009 11/25/2013 11/26/2012 11/26/2013 11/26/2015
## 1 2 1 2 1 1 2
## 11/27/1986 11/27/2006 11/27/2009 11/27/2010 11/27/2014 11/28/2016 11/29/2009
## 1 1 1 1 1 1 1
## 11/29/2010 11/29/2012 11/3/2012 11/30/1995 11/30/2015 11/30/2016 11/5/2010
## 1 1 1 1 1 1 1
## 11/6/1981 11/7/2001 11/7/2004 11/7/2010 11/7/2013 11/7/2015 11/8/1996
## 1 1 1 1 1 1 1
## 11/8/2010 11/8/2013 11/8/2014 11/9/1985 11/9/2007 12/1/2004 12/1/2005
## 1 1 1 1 1 1 1
## 12/1/2008 12/1/2009 12/1/2014 12/10/2006 12/11/2001 12/13/1981 12/13/2002
## 1 1 1 1 1 1 1
## 12/13/2006 12/13/2016 12/15/2008 12/15/2014 12/15/2016 12/16/1998 12/16/2015
## 1 1 1 1 1 1 1
## 12/17/2005 12/17/2007 12/18/2004 12/18/2010 12/19/2014 12/2/1999 12/2/2002
## 1 1 1 1 1 1 1
## 12/2/2005 12/2/2012 12/20/2006 12/20/2009 12/20/2013 12/21/2001 12/21/2009
## 1 1 1 1 1 1 1
## 12/21/2011 12/21/2016 12/22/1987 12/22/2004 12/22/2006 12/22/2011 12/22/2013
## 1 1 1 1 1 1 1
## 12/22/2014 12/22/2015 12/23/1998 12/23/2012 12/23/2015 12/23/2016 12/24/1992
## 1 1 1 1 2 1 1
## 12/24/2009 12/24/2016 12/25/1998 12/25/2004 12/25/2009 12/25/2010 12/25/2012
## 1 2 1 1 1 1 1
## 12/26/1996 12/26/2015 12/26/2016 12/27/1994 12/27/1998 12/27/2013 12/28/2005
## 1 1 1 1 1 1 1
## 12/28/2008 12/28/2012 12/29/1987 12/29/2012 12/3/1999 12/3/2012 12/30/1985
## 1 1 1 1 1 1 1
## 12/30/2012 12/31/2008 12/31/2012 12/4/1996 12/4/1999 12/7/1999 12/7/2001
## 1 1 1 1 1 1 1
## 12/7/2008 12/8/1985 12/8/2016 12/9/2006 12/9/2014 2/1/1983 2/1/2000
## 1 1 1 1 1 1 1
## 2/1/2007 2/1/2015 2/10/1990 2/10/2009 2/10/2017 2/11/2005 2/11/2013
## 1 1 1 1 1 1 2
## 2/11/2017 2/12/1981 2/12/1990 2/12/2003 2/12/2007 2/13/1993 2/13/1999
## 1 1 1 1 1 1 1
## 2/13/2011 2/14/2008 2/14/2009 2/14/2015 2/16/2004 2/16/2006 2/16/2012
## 2 1 1 1 1 1 1
## 2/17/2007 2/18/1984 2/18/2007 2/18/2016 2/18/2017 2/19/2010 2/2/2005
## 1 1 1 1 1 1 1
## 2/2/2006 2/2/2009 2/2/2014 2/2/2017 2/20/2001 2/20/2013 2/21/1989
## 1 1 1 1 1 1 1
## 2/21/1995 2/21/1996 2/22/1997 2/22/2006 2/22/2010 2/22/2012 2/22/2014
## 1 1 1 1 1 1 1
## 2/22/2015 2/22/2017 2/23/2002 2/23/2017 2/24/1989 2/24/2011 2/24/2014
## 1 1 1 1 1 1 1
## 2/25/1998 2/25/2003 2/25/2013 2/25/2015 2/26/1996 2/26/2017 2/27/1982
## 1 1 1 1 1 1 1
## 2/27/1998 2/27/2002 2/27/2003 2/27/2004 2/27/2009 2/27/2011 2/27/2015
## 1 1 1 1 1 1 1
## 2/27/2017 2/28/1990 2/28/1995 2/28/2010 2/28/2017 2/29/2004 2/3/1999
## 1 1 1 1 1 1 1
## 2/3/2011 2/4/2004 2/6/1994 2/6/2003 2/6/2016 2/6/2017 2/8/2015
## 1 1 1 1 1 1 1
## 2/9/2009 2/9/2011 3/1/2005 3/1/2016 3/1/2017 3/11/2017 3/12/2002
## 1 1 1 1 1 1 1
## 3/12/2007 3/12/2008 3/12/2013 3/12/2015 3/12/2016 3/13/2000 3/13/2011
## 1 1 1 1 1 1 1
## 3/13/2014 3/13/2017 3/14/1990 3/15/2000 3/15/2005 3/15/2007 3/15/2012
## 1 1 1 1 1 1 1
## 3/15/2016 3/17/2005 3/17/2013 3/17/2015 3/18/1996 3/18/2013 3/18/2015
## 1 1 1 1 1 1 1
## 3/19/1995 3/19/2002 3/19/2016 3/20/1997 3/20/2011 3/20/2012 3/21/2015
## 1 1 1 1 1 1 1
## 3/22/2017 3/23/1987 3/23/2009 3/24/2007 3/24/2008 3/24/2012 3/24/2014
## 1 1 1 1 1 1 1
## 3/24/2015 3/24/2016 3/25/2001 3/25/2009 3/25/2011 3/25/2012 3/25/2013
## 1 1 1 1 1 1 1
## 3/26/1988 3/26/1999 3/26/2011 3/27/2006 3/27/2012 3/27/2014 3/27/2017
## 1 1 1 1 1 1 1
## 3/28/2009 3/28/2014 3/3/1994 3/3/1998 3/3/2005 3/3/2006 3/3/2008
## 1 1 1 1 1 1 1
## 3/3/2016 3/30/2001 3/30/2006 3/30/2007 3/30/2017 3/31/2006 3/31/2016
## 1 1 1 1 1 1 2
## 3/4/2008 3/5/1981 3/5/2010 3/6/2013 3/7/2017 3/8/2007 3/8/2016
## 1 1 2 1 1 1 2
## 3/9/2010 4/1/1996 4/1/2001 4/1/2012 4/1/2017 4/10/1994 4/10/2010
## 1 1 1 1 1 1 1
## 4/11/2005 4/11/2017 4/12/2011 4/12/2012 4/12/2013 4/12/2016 4/13/2000
## 1 1 2 1 1 1 1
## 4/13/2006 4/13/2017 4/14/1994 4/14/2010 4/14/2011 4/14/2014 4/14/2017
## 1 1 1 2 1 1 1
## 4/15/2002 4/15/2015 4/16/2016 4/17/2012 4/17/2013 4/18/1987 4/18/2017
## 2 1 2 1 1 1 1
## 4/19/2008 4/19/2011 4/19/2014 4/19/2016 4/2/2007 4/2/2012 4/2/2014
## 2 1 1 2 2 1 1
## 4/2/2016 4/20/1999 4/20/2007 4/21/2007 4/22/2007 4/22/2016 4/23/1994
## 1 1 1 1 1 1 1
## 4/23/2010 4/23/2013 4/23/2014 4/24/2003 4/24/2004 4/24/2005 4/24/2006
## 1 1 1 1 1 1 1
## 4/24/2012 4/25/2003 4/25/2012 4/25/2014 4/25/2017 4/26/2000 4/26/2009
## 2 1 1 1 1 1 1
## 4/26/2015 4/27/2007 4/27/2017 4/28/2015 4/28/2017 4/29/2001 4/29/2014
## 1 1 1 1 1 1 2
## 4/29/2016 4/29/2017 4/3/1997 4/3/2016 4/30/1999 4/30/2005 4/30/2006
## 1 3 1 1 1 1 1
## 4/30/2014 4/4/1997 4/4/2003 4/4/2010 4/4/2012 4/4/2017 4/5/1996
## 1 1 1 1 1 1 1
## 4/5/1999 4/5/2008 4/6/1986 4/6/2012 4/6/2014 4/7/2012 4/7/2016
## 1 1 1 1 1 1 2
## 4/7/2017 4/8/2002 4/8/2011 4/8/2014 4/8/2016 4/8/2017 4/9/2000
## 1 1 1 1 2 2 1
## 4/9/2009 4/9/2013 4/9/2017 5/1/2004 5/1/2016 5/10/2008 5/10/2012
## 1 1 1 1 2 1 1
## 5/10/2015 5/10/2017 5/11/2002 5/11/2005 5/11/2007 5/12/1993 5/12/1999
## 1 1 1 1 1 1 1
## 5/12/2013 5/13/1994 5/13/2001 5/14/1983 5/14/2000 5/15/2010 5/15/2011
## 1 1 1 1 1 1 1
## 5/15/2013 5/16/2003 5/16/2005 5/16/2014 5/17/2013 5/17/2015 5/17/2016
## 2 1 1 1 1 1 1
## 5/18/1987 5/18/2003 5/19/2011 5/19/2013 5/2/2009 5/2/2010 5/2/2013
## 1 1 1 1 1 1 1
## 5/2/2016 5/2/2017 5/20/2008 5/20/2009 5/20/2011 5/20/2014 5/20/2015
## 1 1 1 1 2 1 1
## 5/21/1992 5/21/2000 5/21/2001 5/21/2003 5/22/2002 5/22/2006 5/23/1995
## 1 1 1 1 1 2 1
## 5/23/2005 5/23/2013 5/23/2017 5/24/2016 5/25/1999 5/25/2001 5/25/2013
## 1 1 1 1 1 1 1
## 5/25/2016 5/26/1997 5/26/2002 5/26/2006 5/26/2008 5/26/2017 5/28/2011
## 1 1 1 1 1 2 1
## 5/29/2004 5/29/2016 5/3/1989 5/30/2006 5/30/2011 5/30/2014 5/31/2009
## 1 1 1 1 1 1 1
## 5/31/2015 5/4/2011 5/4/2017 5/5/1992 5/5/2000 5/6/1990 5/6/2009
## 1 1 1 1 1 1 1
## 5/7/1994 5/7/2013 5/8/1985 5/8/2016 5/9/1999 5/9/2001 5/9/2006
## 1 1 1 1 1 1 1
## 5/9/2017 6/1/2004 6/1/2016 6/10/2001 6/10/2006 6/10/2013 6/11/1985
## 2 1 1 1 1 1 1
## 6/11/2014 6/12/2010 6/13/1990 6/13/2004 6/13/2013 6/14/2003 6/14/2016
## 2 1 1 1 1 1 1
## 6/15/2009 6/15/2016 6/16/1985 6/16/2004 6/16/2006 6/16/2017 6/17/2011
## 1 1 1 1 1 1 1
## 6/18/1987 6/18/2013 6/18/2015 6/18/2017 6/2/2012 6/20/1983 6/20/2005
## 1 1 1 1 1 1 1
## 6/20/2009 6/20/2012 6/20/2015 6/21/1999 6/21/2009 6/21/2017 6/22/1995
## 1 1 1 1 2 1 1
## 6/22/2008 6/22/2013 6/22/2016 6/23/2006 6/23/2016 6/23/2017 6/24/2009
## 1 1 2 1 1 1 1
## 6/25/1989 6/25/1995 6/25/2004 6/25/2007 6/25/2012 6/25/2015 6/25/2017
## 1 1 1 1 1 1 1
## 6/27/1995 6/28/2006 6/29/1999 6/29/2003 6/29/2007 6/29/2010 6/29/2016
## 1 1 2 2 1 2 1
## 6/29/2017 6/3/2000 6/3/2010 6/3/2013 6/30/1984 6/30/1995 6/30/2001
## 1 1 1 1 1 1 2
## 6/30/2004 6/4/1988 6/5/2009 6/5/2015 6/5/2017 6/6/1999 6/8/2007
## 1 1 1 1 1 1 1
## 6/8/2010 6/9/1999 6/9/2004 6/9/2013 6/9/2015 7/1/1995 7/1/1999
## 1 1 1 1 1 1 1
## 7/1/2002 7/1/2007 7/1/2016 7/1/2017 7/10/1991 7/11/2001 7/11/2009
## 1 1 1 1 1 1 1
## 7/11/2014 7/11/2015 7/11/2016 7/12/2001 7/12/2004 7/13/1999 7/14/2000
## 1 1 1 1 1 1 1
## 7/14/2001 7/14/2002 7/14/2010 7/14/2013 7/15/1998 7/15/2004 7/15/2005
## 1 1 1 1 1 1 1
## 7/15/2010 7/15/2012 7/15/2017 7/17/1988 7/17/2006 7/17/2010 7/18/2009
## 1 1 2 1 1 1 1
## 7/18/2015 7/19/1992 7/2/1993 7/20/2012 7/22/2017 7/23/2016 7/24/2009
## 1 1 1 1 1 1 1
## 7/24/2014 7/25/1987 7/25/1998 7/25/2000 7/26/2013 7/27/1998 7/27/2008
## 1 1 1 1 2 1 1
## 7/27/2014 7/27/2017 7/28/1985 7/28/2009 7/28/2012 7/28/2017 7/29/2012
## 1 2 1 1 1 1 1
## 7/29/2014 7/3/2012 7/30/2011 7/30/2014 7/31/2015 7/31/2016 7/4/2015
## 1 1 1 1 2 1 1
## 7/5/2013 7/6/2006 7/6/2014 7/6/2016 7/7/2000 7/7/2002 7/7/2011
## 1 1 1 1 1 1 2
## 7/7/2012 7/8/1993 7/8/2013 7/8/2015 7/9/1987 7/9/1998 7/9/2017
## 1 1 1 1 1 1 1
## 8/1/1994 8/1/1999 8/1/2016 8/10/2011 8/10/2012 8/11/1999 8/11/2002
## 2 1 1 1 1 1 1
## 8/11/2009 8/12/1995 8/12/2013 8/13/2004 8/14/1997 8/14/1999 8/14/2007
## 1 1 1 1 1 1 1
## 8/14/2009 8/14/2013 8/15/2009 8/15/2012 8/15/2014 8/16/1989 8/17/1995
## 1 1 1 1 1 1 1
## 8/17/2000 8/17/2010 8/17/2011 8/17/2015 8/18/2001 8/18/2003 8/18/2010
## 1 1 1 2 1 2 1
## 8/18/2011 8/18/2014 8/18/2016 8/19/2003 8/19/2016 8/2/1993 8/2/2002
## 1 1 1 1 1 1 1
## 8/20/1994 8/20/1995 8/20/2001 8/20/2008 8/20/2010 8/20/2011 8/20/2016
## 1 1 1 1 1 1 1
## 8/21/2013 8/22/1989 8/22/2006 8/22/2014 8/23/2000 8/24/1988 8/25/1990
## 1 1 2 1 1 1 1
## 8/25/2006 8/25/2007 8/25/2010 8/26/2013 8/26/2014 8/26/2015 8/27/2006
## 1 1 1 3 1 1 1
## 8/27/2012 8/27/2015 8/28/2005 8/28/2014 8/28/2015 8/28/2016 8/3/2015
## 1 1 1 1 1 1 1
## 8/30/2007 8/30/2008 8/30/2013 8/30/2014 8/30/2015 8/4/2012 8/4/2015
## 1 1 1 1 1 2 1
## 8/5/1994 8/5/2004 8/5/2012 8/5/2013 8/6/1991 8/6/2012 8/6/2016
## 1 1 1 1 1 1 1
## 8/7/1985 8/7/2009 8/9/1994 9/1/1995 9/1/2013 9/10/2012 9/10/2015
## 1 1 1 1 1 1 1
## 9/10/2016 9/11/2009 9/11/2011 9/11/2016 9/12/2014 9/13/2013 9/14/2004
## 1 1 1 1 1 1 1
## 9/14/2007 9/14/2008 9/14/2014 9/14/2016 9/15/2002 9/15/2003 9/16/2002
## 1 1 1 1 1 1 1
## 9/16/2006 9/16/2011 9/17/2011 9/17/2015 9/17/2016 9/2/2002 9/2/2007
## 1 2 1 1 1 1 1
## 9/2/2009 9/2/2010 9/2/2016 9/20/1998 9/20/2003 9/20/2016 9/21/2005
## 1 1 1 1 1 1 1
## 9/21/2008 9/21/2009 9/21/2016 9/23/2013 9/23/2015 9/23/2016 9/24/2006
## 1 1 2 1 1 1 1
## 9/24/2009 9/25/1997 9/25/2011 9/26/2008 9/26/2011 9/26/2014 9/27/2015
## 1 1 1 1 1 1 1
## 9/28/2001 9/28/2003 9/28/2006 9/28/2010 9/28/2012 9/29/1990 9/29/1996
## 1 1 1 1 1 1 1
## 9/29/2007 9/3/2011 9/30/2005 9/5/1994 9/5/2006 9/6/2001 9/6/2003
## 1 1 1 1 1 1 1
## 9/6/2015 9/9/1992 9/9/2012 9/9/2015
## 1 1 1 1
##
## Frequency table for Quarter.of.Joining :
##
## Q1 Q2 Q3 Q4
## 243 276 230 251
##
## Frequency table for Half.of.Joining :
##
## H1 H2
## 519 481
##
## Frequency table for Month.Name.of.Joining :
##
## April August December February January July June March
## 107 87 79 83 81 77 81 79
## May November October September
## 88 80 92 66
##
## Frequency table for Short.Month :
##
## Apr Aug Dec Feb Jan Jul Jun Mar May Nov Oct Sep
## 107 87 79 83 81 77 81 79 88 80 92 66
##
## Frequency table for DOW.of.Joining :
##
## Friday Monday Saturday Sunday Thursday Tuesday Wednesday
## 154 138 153 158 123 129 145
##
## Frequency table for Short.DOW :
##
## Fri Mon Sat Sun Thu Tue Wed
## 154 138 153 158 123 129 145
##
## Frequency table for Last...Hike :
##
## 0% 1% 10% 11% 12% 13% 14% 15% 16% 17% 18% 19% 2% 20% 21% 22% 23% 24% 25% 26%
## 30 35 26 29 26 31 29 34 45 38 30 28 33 34 29 34 35 41 35 33
## 27% 28% 29% 3% 30% 4% 5% 6% 7% 8% 9%
## 40 30 27 30 40 29 34 29 19 24 43
##
## Frequency table for SSN :
##
## 001-11-0631 001-11-5502 001-11-5958 002-11-5972 004-13-6661 006-11-9826
## 1 1 1 1 1 1
## 008-94-2276 008-94-7923 010-94-4511 010-94-5824 011-94-3680 011-94-6151
## 1 1 1 1 1 1
## 012-94-9533 013-94-1066 014-94-4040 015-94-0568 017-94-0645 019-94-7438
## 1 1 1 1 1 1
## 021-94-2215 021-94-2703 022-92-4866 022-92-5284 025-92-2759 025-92-4479
## 1 1 1 1 1 1
## 026-92-8042 026-92-8239 026-92-8374 027-92-0549 027-92-5366 027-92-7402
## 1 1 1 1 1 1
## 028-92-4476 029-92-1928 029-92-4488 029-92-8064 029-92-9147 031-92-1343
## 1 1 1 1 1 1
## 031-92-1499 031-92-2692 031-92-6851 031-92-9813 032-92-7588 032-92-7904
## 1 1 1 1 1 1
## 033-92-4352 034-92-7282 034-92-9215 035-74-2854 037-74-2595 038-74-6930
## 1 1 1 1 1 1
## 039-74-3734 042-15-5241 042-15-7172 043-15-2394 043-15-5539 043-15-7824
## 1 1 1 1 1 1
## 043-15-7895 044-15-2958 044-15-3638 044-15-5704 045-15-8779 046-15-2622
## 1 1 1 1 1 1
## 049-15-6660 050-02-2695 050-02-7511 055-02-2002 056-02-8240 056-02-8441
## 1 1 1 1 1 1
## 058-02-1043 058-02-5142 060-02-6264 060-02-7585 061-02-4120 062-02-1111
## 1 1 1 1 1 1
## 063-02-6842 063-02-8385 064-02-4325 064-02-6162 064-02-7631 065-02-1744
## 1 1 1 1 1 1
## 065-02-8230 066-02-5461 067-02-8021 068-02-2280 069-02-8229 069-02-9465
## 1 1 1 1 1 1
## 071-02-1344 071-02-4170 072-02-8158 073-02-6652 074-02-1008 074-02-6697
## 1 1 1 1 1 1
## 076-02-8334 076-02-8987 078-02-5597 078-02-8120 078-02-8772 079-02-5138
## 1 1 1 1 1 1
## 079-02-5317 079-02-9248 080-02-0896 080-02-6759 080-02-8603 081-02-2214
## 1 1 1 1 1 1
## 082-02-2486 082-02-4317 082-02-5393 082-02-7876 083-02-0316 083-02-3732
## 1 1 1 1 1 1
## 083-02-3969 083-02-8562 084-02-1453 084-02-1509 084-02-1565 085-02-1977
## 1 1 1 1 1 1
## 085-02-5150 085-02-5151 085-02-7955 087-02-3956 087-02-8919 088-02-9740
## 1 1 1 1 1 1
## 092-02-1017 092-02-5594 093-02-0725 093-02-5538 093-02-5729 095-02-1801
## 1 1 1 1 1 1
## 095-02-4716 096-02-9399 097-02-1269 097-02-5670 098-02-5561 098-02-9248
## 1 1 1 1 1 1
## 099-02-4447 100-02-2099 100-02-9212 101-02-1834 101-02-3793 101-02-6501
## 1 1 1 1 1 1
## 103-02-3216 103-02-8337 104-02-6452 105-02-1211 105-02-7288 106-98-1110
## 1 1 1 1 1 1
## 107-98-0848 109-98-4636 109-98-5127 110-98-2990 110-98-4746 113-98-6785
## 1 1 1 1 1 1
## 114-98-9215 115-98-3287 115-98-3680 115-98-9122 117-98-3109 117-98-3137
## 1 1 1 1 1 1
## 117-98-7029 117-98-9147 118-98-3789 118-98-4867 118-98-6210 118-98-7557
## 1 1 1 1 1 1
## 119-98-0757 119-98-6689 120-98-6307 121-98-0891 122-98-1489 122-98-2107
## 1 1 1 1 1 1
## 122-98-4753 122-98-7403 123-98-0250 125-98-4079 125-98-6121 125-98-7601
## 1 1 1 1 1 1
## 126-98-1744 126-98-3026 126-98-9311 128-98-4086 129-98-2701 129-98-7137
## 1 1 1 1 1 1
## 131-98-3113 131-98-7403 132-98-3258 134-98-5971 135-25-0215 135-25-6072
## 1 1 1 1 1 1
## 136-25-5276 136-25-6207 137-25-3034 138-25-2714 138-25-4573 139-23-1760
## 1 1 1 1 1 1
## 143-23-0461 143-23-1339 143-23-6142 143-23-9034 144-23-0486 144-23-1324
## 1 1 1 1 1 1
## 144-23-2416 144-23-7230 145-23-2504 145-23-5514 146-23-6275 147-23-4311
## 1 1 1 1 1 1
## 148-23-0643 148-23-0773 148-23-1501 148-23-2588 149-23-2798 149-23-3818
## 1 1 1 1 1 1
## 149-23-8005 150-23-2859 152-23-1091 152-23-3388 152-23-6880 153-23-1572
## 1 1 1 1 1 1
## 154-23-7518 155-23-2078 156-23-0167 156-23-0500 156-23-5637 156-23-8758
## 1 1 1 1 1 1
## 161-86-9547 165-86-1499 165-86-3979 167-86-0816 167-86-2936 167-86-7703
## 1 1 1 1 1 1
## 168-86-3105 168-86-9131 169-86-7143 170-86-0752 173-86-7648 174-86-5982
## 1 1 1 1 1 1
## 174-86-7119 175-86-1083 176-86-4548 176-86-5658 176-86-6616 177-86-1872
## 1 1 1 1 1 1
## 177-86-6879 177-86-7347 179-86-2300 179-86-9985 180-86-0187 180-86-0599
## 1 1 1 1 1 1
## 180-86-5081 180-86-6071 181-86-4186 182-86-6068 183-86-2067 183-86-4136
## 1 1 1 1 1 1
## 183-86-8752 184-86-0283 185-86-5982 186-86-6135 187-86-2657 188-86-4391
## 1 1 1 1 1 1
## 188-86-7216 191-86-5137 191-86-5365 192-86-7885 192-86-8848 193-86-6196
## 1 1 1 1 1 1
## 193-86-6409 196-84-5490 196-84-7109 196-84-7330 198-84-3960 198-84-8610
## 1 1 1 1 1 1
## 200-84-7513 200-84-8326 202-84-5766 203-84-3823 203-84-4304 206-84-2861
## 1 1 1 1 1 1
## 207-84-2832 207-84-7616 208-84-0053 209-84-9070 210-84-4283 210-84-8950
## 1 1 1 1 1 1
## 211-84-2167 211-84-7533 212-91-9003 213-91-1279 213-91-5204 213-91-9114
## 1 1 1 1 1 1
## 214-91-0355 215-91-0004 215-91-2868 215-91-9193 217-89-5121 218-89-0801
## 1 1 1 1 1 1
## 218-89-1286 218-89-1824 218-89-2915 219-89-6568 220-89-6649 221-13-7601
## 1 1 1 1 1 1
## 222-11-0449 222-11-7603 222-11-9575 226-99-3106 226-99-3289 226-99-7374
## 1 1 1 1 1 1
## 227-99-5136 228-99-6983 229-99-3940 229-99-5055 230-99-8474 230-99-8788
## 1 1 1 1 1 1
## 231-99-5548 232-57-2534 232-57-4416 233-57-3669 233-57-5403 234-57-6955
## 1 1 1 1 1 1
## 235-57-6265 235-57-8388 237-99-2007 237-99-4109 238-99-5525 240-99-2092
## 1 1 1 1 1 1
## 240-99-4848 241-99-0661 241-99-6276 244-99-1471 246-99-6712 247-99-3757
## 1 1 1 1 1 1
## 248-99-2433 248-99-5679 248-99-6030 249-99-1301 249-99-8047 249-99-9939
## 1 1 1 1 1 1
## 250-99-0956 250-99-5174 250-99-7390 251-99-1319 252-99-4453 254-99-4534
## 1 1 1 1 1 1
## 256-99-0570 256-99-1681 258-99-0396 258-99-9431 260-99-2602 261-99-5615
## 1 1 1 1 1 1
## 263-99-4192 263-99-7250 263-99-8576 264-99-1821 264-99-3310 265-99-3283
## 1 1 1 1 1 1
## 265-99-4110 265-99-9921 266-99-6589 267-99-0811 267-99-1476 267-99-4896
## 1 1 1 1 1 1
## 268-17-1006 268-17-1925 268-17-3666 270-17-3244 271-17-0003 271-17-0330
## 1 1 1 1 1 1
## 271-17-1294 271-17-5906 271-17-8858 271-17-9236 274-17-8211 274-17-9077
## 1 1 1 1 1 1
## 276-17-6827 276-17-7941 276-17-8153 279-15-1416 280-15-2470 280-15-6288
## 1 1 1 1 1 1
## 282-15-5642 284-15-7682 285-15-0464 285-15-3625 285-15-4898 287-15-0404
## 1 1 1 1 1 1
## 288-15-3260 292-15-1702 294-15-0007 295-15-0387 295-15-3529 296-15-4513
## 1 1 1 1 1 1
## 297-15-5482 298-15-2734 300-15-0846 302-15-1318 302-15-6438 302-15-8335
## 1 1 1 1 1 1
## 302-15-8717 303-37-9353 304-37-2885 304-37-5234 304-37-7449 305-37-9398
## 1 1 1 1 1 1
## 306-37-4565 306-37-8083 312-35-7906 313-35-0994 313-35-8701 314-35-6095
## 1 1 1 1 1 1
## 314-35-6383 314-35-7956 315-35-7587 316-35-5631 318-11-7376 318-11-9459
## 1 1 1 1 1 1
## 320-11-0958 320-11-2235 321-11-1526 321-11-2373 321-11-2706 321-11-2808
## 1 1 1 1 1 1
## 321-11-9089 322-11-8121 323-11-2203 323-11-2842 323-11-4511 324-11-3653
## 1 1 1 1 1 1
## 325-11-3291 327-11-0796 327-11-4323 327-11-7801 329-11-0331 330-11-1417
## 1 1 1 1 1 1
## 330-11-1775 330-11-2949 331-11-3592 332-11-2702 332-11-4351 333-11-3489
## 1 1 1 1 1 1
## 333-11-6014 334-11-0572 334-11-6997 335-11-6046 336-11-5030 337-11-9823
## 1 1 1 1 1 1
## 338-11-7664 339-11-7841 340-11-3051 340-11-6672 343-11-1935 343-11-4951
## 1 1 1 1 1 1
## 343-11-5694 344-11-3491 344-11-3729 347-08-5571 348-08-0053 348-08-7421
## 1 1 1 1 1 1
## 348-08-8490 348-08-8676 350-08-0605 350-08-0701 350-08-5414 351-08-0065
## 1 1 1 1 1 1
## 351-08-9588 352-08-2930 352-08-7814 353-08-1806 353-08-5818 353-08-7747
## 1 1 1 1 1 1
## 355-08-4077 355-08-6207 355-08-6730 356-08-5270 357-08-2317 357-08-8311
## 1 1 1 1 1 1
## 358-08-6725 358-08-7991 359-08-1106 359-08-4375 359-08-8042 360-08-1688
## 1 1 1 1 1 1
## 360-08-1956 361-08-4499 361-08-6826 361-08-7099 362-39-6645 363-39-7730
## 1 1 1 1 1 1
## 364-39-6393 366-39-7086 366-39-9002 366-39-9593 367-39-5971 367-39-8919
## 1 1 1 1 1 1
## 368-39-5885 368-39-6485 368-39-7418 370-37-4770 373-37-1916 374-37-8017
## 1 1 1 1 1 1
## 375-37-8892 376-37-9748 377-37-0296 377-37-1416 377-37-7795 378-37-2300
## 1 1 1 1 1 1
## 378-37-6428 378-37-7676 378-37-8132 380-37-8505 381-37-2114 383-37-8487
## 1 1 1 1 1 1
## 384-37-0941 384-37-1874 384-37-6327 385-37-9685 386-37-5617 387-33-5564
## 1 1 1 1 1 1
## 389-33-0522 389-33-2066 389-33-6184 390-33-9081 391-33-2772 392-33-8988
## 1 1 1 1 1 1
## 393-33-2020 393-33-6184 394-33-3362 395-33-0468 395-33-1359 395-33-4076
## 1 1 1 1 1 1
## 395-33-8825 396-33-8229 397-33-0382 399-31-8754 401-73-0903 403-73-0634
## 1 1 1 1 1 1
## 404-73-8790 405-73-3684 405-73-5476 407-73-2925 407-73-3301 412-99-7151
## 1 1 1 1 1 1
## 413-99-8525 413-99-9368 414-99-0664 414-99-2756 414-99-5357 415-99-7608
## 1 1 1 1 1 1
## 416-67-9779 418-67-5876 420-67-2231 420-67-7134 422-67-3272 422-67-4954
## 1 1 1 1 1 1
## 424-65-1841 424-65-3064 425-99-7082 426-99-2897 426-99-2901 428-99-9355
## 1 1 1 1 1 1
## 429-99-4646 429-99-5107 430-99-5587 431-99-1687 431-99-6161 433-99-1252
## 1 1 1 1 1 1
## 433-99-6609 433-99-8048 436-99-9214 437-99-2897 437-99-3995 437-99-4679
## 1 1 1 1 1 1
## 438-99-6733 439-99-6942 440-29-7897 441-29-0134 441-29-9396 443-27-3150
## 1 1 1 1 1 1
## 444-27-5816 444-27-6764 445-27-1852 445-27-4988 445-27-5887 445-27-8040
## 1 1 1 1 1 1
## 446-27-1565 446-27-6024 446-27-8138 447-27-1576 448-27-4658 448-27-5412
## 1 1 1 1 1 1
## 448-27-8402 449-99-7238 450-99-2217 452-99-2078 453-99-2431 454-99-0338
## 1 1 1 1 1 1
## 454-99-5744 455-99-1842 456-99-5072 457-99-3245 457-99-5283 458-99-4184
## 1 1 1 1 1 1
## 458-99-8461 459-99-1978 461-99-0808 462-99-3472 463-99-4299 463-99-4496
## 1 1 1 1 1 1
## 464-99-3054 465-99-7174 466-99-5783 466-99-8029 466-99-8942 468-57-2192
## 1 1 1 1 1 1
## 468-57-8809 469-57-2790 469-57-4220 470-57-5011 470-57-5153 470-57-8559
## 1 1 1 1 1 1
## 471-57-3328 472-57-1020 472-57-1193 473-55-5773 473-55-8809 474-55-5660
## 1 1 1 1 1 1
## 474-55-7843 475-55-0832 475-55-5235 475-55-8648 477-55-7262 477-55-7715
## 1 1 1 1 1 1
## 478-43-2646 478-43-6952 479-41-7888 480-41-8590 481-41-0460 481-41-3721
## 1 1 1 1 1 1
## 481-41-4117 481-41-6687 482-41-0998 482-41-1206 482-41-7537 485-41-0226
## 1 1 1 1 1 1
## 485-41-5575 488-29-1186 490-29-1098 491-29-5239 491-29-5620 491-29-8264
## 1 1 1 1 1 1
## 492-29-8466 494-29-3248 495-29-1676 495-29-4565 496-29-1717 496-29-4801
## 1 1 1 1 1 1
## 496-29-5249 496-29-7731 500-29-4804 500-29-6149 500-29-9319 501-37-0648
## 1 1 1 1 1 1
## 501-37-7976 502-37-0169 502-37-9247 503-45-4085 505-59-7074 506-57-0225
## 1 1 1 1 1 1
## 506-57-1112 506-57-3479 507-57-2384 507-57-8199 508-57-3446 508-57-6611
## 1 1 1 1 1 1
## 509-33-6508 510-33-4397 510-33-9678 511-33-0572 511-33-6199 512-33-0548
## 1 1 1 1 1 1
## 512-33-2215 512-33-2786 512-33-6786 513-31-6303 514-31-5757 515-31-6632
## 1 1 1 1 1 1
## 516-49-2135 516-49-3077 516-49-6258 518-89-1335 518-89-3528 519-87-7241
## 1 1 1 1 1 1
## 521-99-4180 521-99-6108 521-99-6632 521-99-8220 522-99-2018 522-99-2237
## 1 1 1 1 1 1
## 522-99-3601 522-99-8409 523-99-6783 524-99-3502 524-99-5211 524-99-8128
## 1 1 1 1 1 1
## 525-99-5425 525-99-8310 526-99-6591 526-99-7100 526-99-7519 526-99-8674
## 1 1 1 1 1 1
## 527-99-3279 530-99-5537 531-71-3442 532-71-1470 533-71-1082 533-71-6012
## 1 1 1 1 1 1
## 534-71-1053 536-71-1774 536-71-6439 537-71-3446 537-71-4655 537-71-5334
## 1 1 1 1 1 1
## 538-71-2253 540-83-1826 540-83-2628 540-83-5227 540-83-5625 541-83-3120
## 1 1 1 1 1 1
## 541-83-6362 542-81-4737 543-81-0393 544-81-9190 546-99-2961 548-99-1891
## 1 1 1 1 1 1
## 548-99-4491 548-99-7738 550-99-9897 551-99-8062 551-99-9716 552-99-8369
## 1 1 1 1 1 1
## 553-99-8862 555-99-7837 556-99-2203 557-99-1239 557-99-1301 557-99-7283
## 1 1 1 1 1 1
## 558-99-4351 558-99-4685 559-99-1925 560-99-0098 560-99-3843 560-99-7135
## 1 1 1 1 1 1
## 561-99-3291 561-99-5918 562-99-8892 562-99-9605 564-99-1302 569-99-5915
## 1 1 1 1 1 1
## 570-99-4500 571-99-8980 571-99-9701 572-99-0507 572-99-7139 574-61-0132
## 1 1 1 1 1 1
## 574-61-2278 574-61-8029 574-61-8531 575-99-1775 575-99-4427 575-99-6454
## 1 1 1 1 1 1
## 576-99-2162 578-53-2084 578-53-4441 578-53-5318 579-53-2885 579-53-3688
## 1 1 1 1 1 1
## 579-53-7330 580-41-2607 580-41-4352 580-41-6312 581-99-5749 582-99-0794
## 1 1 1 1 1 1
## 582-99-6542 582-99-8089 583-99-6285 583-99-8323 584-99-3299 584-99-7295
## 1 1 1 1 1 1
## 585-99-8326 586-67-4518 587-99-9556 590-99-7706 591-99-0882 591-99-2283
## 1 1 1 1 1 1
## 591-99-8508 592-99-1277 592-99-6453 592-99-8788 593-99-9799 594-99-7280
## 1 1 1 1 1 1
## 596-94-6656 596-94-7472 596-94-7653 596-94-8238 598-92-9018 599-92-7819
## 1 1 1 1 1 1
## 600-99-8437 601-99-2184 601-99-3515 601-99-9648 602-87-3904 603-87-2981
## 1 1 1 1 1 1
## 606-87-8889 607-87-2784 607-87-4655 610-87-0363 610-87-0573 610-87-8150
## 1 1 1 1 1 1
## 611-87-6022 612-87-0154 613-87-7056 614-87-2498 614-87-5221 616-87-7652
## 1 1 1 1 1 1
## 618-87-6769 619-87-2551 619-87-5812 619-87-8206 620-85-9976 623-85-1493
## 1 1 1 1 1 1
## 623-85-2895 623-85-7218 625-85-4062 626-85-1863 628-31-5360 628-31-5980
## 1 1 1 1 1 1
## 631-31-3828 632-31-4546 633-31-8420 636-31-2637 638-29-1816 638-29-9264
## 1 1 1 1 1 1
## 639-29-0173 640-29-9347 641-29-1438 642-29-3799 643-29-0812 644-29-6396
## 1 1 1 1 1 1
## 646-23-3771 647-21-4922 648-58-3097 648-58-6115 649-56-0430 649-56-2968
## 1 1 1 1 1 1
## 650-62-5600 650-62-7464 651-62-0527 651-62-1143 651-62-6017 652-62-3242
## 1 1 1 1 1 1
## 652-62-4222 653-60-7379 654-38-4904 654-38-6993 655-36-6334 655-36-7746
## 1 1 1 1 1 1
## 657-36-0722 657-36-7842 659-24-3337 659-24-6888 659-24-8706 661-22-4242
## 1 1 1 1 1 1
## 662-22-8169 664-22-2625 667-48-9716 668-48-5007 670-48-0872 672-48-1213
## 1 1 1 1 1 1
## 672-48-1581 672-48-8042 673-48-7003 673-48-7327 677-22-3168 677-22-5970
## 1 1 1 1 1 1
## 677-22-6704 678-22-5187 678-22-7346 681-24-3625 681-24-8302 683-24-2543
## 1 1 1 1 1 1
## 683-24-3490 683-24-5188 683-24-6192 684-24-0976 684-24-5365 684-24-6541
## 1 1 1 1 1 1
## 684-24-8918 687-24-2091 688-24-4560 689-24-6905 690-22-1232 690-22-3952
## 1 1 1 1 1 1
## 690-22-9118 691-18-9471 691-18-9714 693-16-3458 694-16-8263 695-16-1021
## 1 1 1 1 1 1
## 695-16-1078 695-16-4776 695-16-6326 695-16-6612 695-16-9414 695-16-9603
## 1 1 1 1 1 1
## 696-16-5657 696-16-7530 697-16-0497 698-16-2863 698-16-5440 698-16-9625
## 1 1 1 1 1 1
## 699-16-1135 700-18-6519 701-18-9565 702-18-0397 702-18-2141 703-18-9584
## 1 1 1 1 1 1
## 704-18-6132 704-18-7450 705-18-5141 705-18-7358 705-18-7866 705-18-7923
## 1 1 1 1 1 1
## 708-18-8763 708-18-9367 709-18-2854 710-18-4715 711-18-0831 711-18-1075
## 1 1 1 1 1 1
## 712-18-4439 713-18-2119 714-18-2991 714-18-9674 715-18-1976 715-18-3343
## 1 1 1 1 1 1
## 715-18-3952 715-18-7770 717-18-2589 717-18-6482 718-18-4544 719-18-7122
## 1 1 1 1 1 1
## 721-18-0372 721-18-8978 724-28-0144 724-28-7343 724-28-9985 725-18-0941
## 1 1 1 1 1 1
## 725-18-6016 726-18-4007 728-14-3717 730-28-1866 731-28-6861 731-28-7678
## 1 1 1 1 1 1
## 732-28-1105 732-28-2021 732-28-7587 733-26-2810 750-20-0365 750-20-7529
## 1 1 1 1 1 1
## 752-09-2442 753-07-3049 756-12-8398 757-12-0852 757-12-2852 757-12-6330
## 1 1 1 1 1 1
## 759-12-0402 759-12-0967 759-12-6657 759-12-6705 759-12-8112 759-12-8254
## 1 1 1 1 1 1
## 760-12-0087 761-12-1475 762-12-1934 762-12-2563 762-12-7813 763-12-3837
## 1 1 1 1 1 1
## 763-12-5424 764-29-7040 764-29-9584 765-27-4869 765-27-6732 765-27-7606
## 1 1 1 1 1 1
## 765-27-9014 766-04-0139 766-04-7699 768-02-1938 769-02-7714 770-02-3111
## 1 1 1 1 1 1
## 770-02-4059 770-02-9125 772-02-1098 772-02-4583
## 1 1 1 1
##
## Frequency table for Phone.No. :
##
## 201-262-7702 201-358-5413 201-401-9033 201-412-7978 201-510-4857 201-569-3227
## 1 1 1 1 1 1
## 201-605-4247 201-678-5216 201-697-7484 201-750-8519 201-788-2850 201-864-2613
## 1 1 1 1 1 1
## 201-890-6290 201-900-5228 201-948-7092 202-316-2397 202-347-7490 202-469-0012
## 1 1 1 1 1 1
## 202-492-5695 202-744-6568 202-884-0157 203-224-9056 203-248-3705 203-368-9792
## 1 1 1 1 1 1
## 203-437-2507 203-633-8482 203-763-8430 203-832-8970 203-886-1827 203-936-3909
## 1 1 1 1 1 1
## 203-936-5406 205-269-7700 205-271-2216 205-274-2958 205-293-0457 205-434-3924
## 1 1 1 1 1 1
## 205-508-8287 205-585-4936 205-585-7186 205-610-5770 205-630-4701 205-634-3652
## 1 1 1 1 1 1
## 205-651-2474 205-665-8463 205-687-4611 205-745-6937 205-760-7355 205-823-2834
## 1 1 1 1 1 1
## 205-929-8374 205-934-4799 206-245-0115 206-289-2344 206-379-8797 206-543-0849
## 1 1 1 1 1 1
## 206-591-3506 206-604-6965 206-614-8704 206-621-6851 206-649-4354 206-728-2403
## 1 1 1 1 1 1
## 206-731-9312 206-732-0851 206-767-7661 206-830-5542 206-858-9176 206-882-1588
## 1 1 1 1 1 1
## 206-909-1183 206-920-1593 206-925-9280 207-276-8057 207-313-8110 207-407-3515
## 1 1 1 1 1 1
## 207-434-2187 207-512-9091 207-567-1649 207-627-0029 207-661-8706 207-782-0745
## 1 1 1 1 1 1
## 207-804-7339 207-842-2965 207-865-3493 207-867-3545 207-952-5215 207-961-9872
## 1 1 1 1 1 1
## 207-983-4779 208-295-9974 208-338-5685 208-623-6536 208-659-3478 208-736-4975
## 1 1 1 1 1 1
## 208-965-8377 209-221-5075 209-221-5899 209-231-7124 209-235-0390 209-239-8332
## 1 1 1 1 1 1
## 209-240-0581 209-240-2610 209-248-1156 209-282-9349 209-283-2005 209-294-7430
## 1 1 1 1 1 1
## 209-298-1056 209-309-8591 209-319-3405 209-344-1530 209-346-5040 209-356-4542
## 1 1 1 1 1 1
## 209-406-6320 209-424-3616 209-427-5666 209-441-9130 209-464-5164 209-494-8948
## 1 1 1 1 1 1
## 209-530-2084 209-532-8208 209-535-5945 209-570-8160 209-571-2529 209-572-5312
## 1 1 1 1 1 1
## 209-575-0812 209-586-9398 209-594-8387 209-629-2789 209-630-8100 209-631-5424
## 1 1 1 1 1 1
## 209-642-0845 209-659-1839 209-683-3370 209-690-7059 209-694-7271 209-722-2736
## 1 1 1 1 1 1
## 209-724-7936 209-768-6733 209-769-3945 209-841-2723 209-857-4471 209-881-4520
## 1 1 1 1 1 1
## 209-903-1796 209-912-6705 209-925-2984 209-957-4797 209-971-3069 209-973-9124
## 1 1 1 1 1 1
## 209-990-1777 209-996-8902 209-998-1930 209-999-1866 210-233-7275 210-239-0123
## 1 1 1 1 1 1
## 210-243-9758 210-262-5038 210-262-9740 210-264-2382 210-267-6023 210-270-4781
## 1 1 1 1 1 1
## 210-274-8246 210-278-7110 210-302-1647 210-315-2628 210-379-4233 210-383-2844
## 1 1 1 1 1 1
## 210-396-1493 210-406-6365 210-447-5194 210-459-9807 210-478-8253 210-485-1590
## 1 1 1 1 1 1
## 210-488-3772 210-510-0508 210-510-6554 210-524-0203 210-529-3564 210-570-5638
## 1 1 1 1 1 1
## 210-574-2395 210-616-5554 210-661-7658 210-672-1876 210-683-4660 210-690-7906
## 1 1 1 1 1 1
## 210-692-2678 210-722-8478 210-747-0304 210-771-0515 210-779-5897 210-779-7802
## 1 1 1 1 1 1
## 210-788-1120 210-801-4949 210-804-3397 210-813-7537 210-869-1768 210-872-1018
## 1 1 1 1 1 1
## 210-875-3303 210-884-1227 210-906-6433 210-927-7641 210-930-2999 210-948-4620
## 1 1 1 1 1 1
## 210-952-2993 210-961-7669 210-983-8877 210-990-9956 212-201-2194 212-208-7933
## 1 1 1 1 1 1
## 212-213-3997 212-255-0536 212-267-9103 212-272-9825 212-282-7388 212-290-3156
## 1 1 1 1 1 1
## 212-327-7250 212-329-7544 212-333-9668 212-345-2791 212-366-5351 212-379-9486
## 1 1 1 1 1 1
## 212-393-3329 212-410-1378 212-439-3754 212-439-7992 212-443-7359 212-472-1331
## 1 1 1 1 1 1
## 212-493-7300 212-495-4523 212-514-2721 212-514-3604 212-549-1195 212-584-3136
## 1 1 1 1 1 1
## 212-589-4230 212-601-9238 212-653-6029 212-680-4445 212-686-7826 212-696-2759
## 1 1 1 1 1 1
## 212-699-1989 212-720-7830 212-734-5344 212-758-0414 212-758-7329 212-792-8145
## 1 1 1 1 1 1
## 212-884-9934 212-885-1954 212-904-4176 212-913-8969 212-927-2029 212-938-7324
## 1 1 1 1 1 1
## 212-941-0218 212-956-0905 212-963-4986 212-967-0888 212-970-9881 212-993-7125
## 1 1 1 1 1 1
## 212-998-0652 215-203-8551 215-214-5440 215-226-4111 215-232-3660 215-232-9400
## 1 1 1 1 1 1
## 215-234-1586 215-245-5970 215-258-0052 215-276-4646 215-283-5083 215-283-6346
## 1 1 1 1 1 1
## 215-325-1574 215-329-9222 215-333-8078 215-341-4420 215-345-7279 215-445-7100
## 1 1 1 1 1 1
## 215-446-9901 215-463-9949 215-472-6369 215-515-9885 215-543-6120 215-545-5060
## 1 1 1 1 1 1
## 215-559-6405 215-567-2136 215-568-8372 215-578-8596 215-584-1122 215-600-1535
## 1 1 1 1 1 1
## 215-600-5286 215-606-2786 215-613-8378 215-650-2255 215-665-8924 215-668-0066
## 1 1 1 1 1 1
## 215-668-2344 215-707-4774 215-708-1606 215-713-2665 215-719-9400 215-737-1085
## 1 1 1 1 1 1
## 215-754-3823 215-757-1383 215-781-4273 215-785-6734 215-803-0126 215-803-3018
## 1 1 1 1 1 1
## 215-821-6108 215-848-2868 215-850-8359 215-857-2813 215-869-6924 215-871-0568
## 1 1 1 1 1 1
## 215-892-1317 215-902-9729 215-935-5310 215-941-6239 215-954-2885 215-970-5881
## 1 1 1 1 1 1
## 215-993-2752 215-993-4147 215-998-0363 216-232-8382 216-250-6145 216-265-3694
## 1 1 1 1 1 1
## 216-272-3835 216-287-8358 216-291-3285 216-303-3981 216-364-7679 216-364-8955
## 1 1 1 1 1 1
## 216-365-4336 216-368-2545 216-426-9488 216-441-7069 216-481-5735 216-500-1514
## 1 1 1 1 1 1
## 216-519-9558 216-524-3435 216-560-2480 216-585-2060 216-633-4360 216-657-0482
## 1 1 1 1 1 1
## 216-663-9379 216-667-7322 216-693-4688 216-696-0115 216-702-2482 216-702-5455
## 1 1 1 1 1 1
## 216-707-4827 216-816-1233 216-831-2721 216-832-6715 216-940-3945 216-992-9734
## 1 1 1 1 1 1
## 217-205-4597 217-241-9866 217-253-3858 217-290-9429 217-293-4309 217-331-1409
## 1 1 1 1 1 1
## 217-334-0502 217-340-7427 217-370-8360 217-404-9496 217-435-0157 217-438-3997
## 1 1 1 1 1 1
## 217-458-3909 217-469-0283 217-490-8205 217-505-1313 217-551-7621 217-563-0363
## 1 1 1 1 1 1
## 217-576-2262 217-648-8520 217-662-5907 217-682-7457 217-697-9027 217-712-9247
## 1 1 1 1 1 1
## 217-804-2508 217-831-1569 217-840-0373 217-843-4951 217-864-7925 217-874-3909
## 1 1 1 1 1 1
## 217-894-6093 217-910-0644 217-924-3225 217-960-5560 217-992-4159 218-269-4257
## 1 1 1 1 1 1
## 218-273-9680 218-328-5008 218-354-2011 218-412-2298 218-468-3365 218-496-2108
## 1 1 1 1 1 1
## 218-540-9156 218-557-1655 218-565-3209 218-634-3825 218-652-4728 218-666-9869
## 1 1 1 1 1 1
## 218-695-4963 218-799-2685 218-817-1739 218-825-9608 218-848-8169 218-865-5355
## 1 1 1 1 1 1
## 218-930-9410 218-967-8338 218-998-7784 219-201-2782 219-248-8159 219-283-6516
## 1 1 1 1 1 1
## 219-315-4592 219-323-1225 219-392-0976 219-453-1822 219-467-5690 219-501-7805
## 1 1 1 1 1 1
## 219-515-3678 219-520-1944 219-544-5838 219-544-9146 219-605-0185 219-606-3736
## 1 1 1 1 1 1
## 219-623-8216 219-628-4542 219-743-6620 219-806-7357 219-822-4544 219-923-9444
## 1 1 1 1 1 1
## 219-931-4746 219-947-6343 219-973-4977 225-278-0032 225-289-2180 225-343-4382
## 1 1 1 1 1 1
## 225-370-4982 225-544-2407 225-548-6104 225-574-3475 225-575-8670 225-584-0970
## 1 1 1 1 1 1
## 225-797-4264 225-832-0451 225-846-2122 225-886-1747 225-903-4040 225-917-8648
## 1 1 1 1 1 1
## 225-919-9605 225-940-9915 228-228-5325 228-269-2893 228-432-2011 228-447-7099
## 1 1 1 1 1 1
## 228-458-9001 228-504-7673 228-544-1642 228-610-8759 228-683-5798 228-727-6767
## 1 1 1 1 1 1
## 228-757-9686 228-765-1842 228-827-0595 228-846-6014 228-878-7586 228-915-9184
## 1 1 1 1 1 1
## 228-942-3725 228-944-2045 228-989-5956 229-266-9475 229-317-6542 229-363-7104
## 1 1 1 1 1 1
## 229-371-7539 229-386-6446 229-410-7907 229-435-8916 229-458-0848 229-494-7152
## 1 1 1 1 1 1
## 229-521-3282 229-688-3291 229-748-1788 229-818-8713 229-820-6585 229-844-7119
## 1 1 1 1 1 1
## 229-852-3944 229-946-2253 229-950-3117 229-958-4896 231-210-4653 231-256-0340
## 1 1 1 1 1 1
## 231-335-9059 231-344-7782 231-346-3176 231-348-5787 231-403-9886 231-408-6959
## 1 1 1 1 1 1
## 231-419-8211 231-452-4156 231-470-6122 231-510-3900 231-530-3573 231-627-1020
## 1 1 1 1 1 1
## 231-629-0498 231-682-6128 231-765-6923 231-786-8588 231-837-5983 231-865-3509
## 1 1 1 1 1 1
## 231-941-6394 231-961-6736 231-975-6713 236-207-5102 236-242-0935 236-331-5273
## 1 1 1 1 1 1
## 236-371-6203 236-373-6712 236-423-4606 236-435-5027 236-456-9446 236-477-3313
## 1 1 1 1 1 1
## 236-489-0926 236-512-2651 236-552-8765 236-562-1999 236-597-8196 236-605-1693
## 1 1 1 1 1 1
## 236-636-6778 236-666-5502 236-667-5880 236-680-8124 236-706-4648 236-716-9172
## 1 1 1 1 1 1
## 236-750-2453 236-751-0200 236-772-2857 236-809-8062 236-825-0094 236-831-5026
## 1 1 1 1 1 1
## 236-864-7510 236-885-1600 236-897-3910 236-937-1339 236-957-6759 236-958-8215
## 1 1 1 1 1 1
## 236-976-7820 239-204-8747 239-219-0554 239-359-5958 239-363-8520 239-374-3264
## 1 1 1 1 1 1
## 239-399-1809 239-405-4736 239-425-4387 239-457-3136 239-492-7337 239-558-2134
## 1 1 1 1 1 1
## 239-581-1465 239-593-3202 239-609-5243 239-650-1951 239-671-5547 239-692-2402
## 1 1 1 1 1 1
## 239-710-0174 239-740-8337 239-748-0076 239-752-5987 239-768-1883 239-785-3194
## 1 1 1 1 1 1
## 239-788-2444 239-794-9867 239-810-9402 239-817-0332 239-831-9507 239-837-1872
## 1 1 1 1 1 1
## 239-879-2427 239-885-4736 239-922-7150 239-927-2354 239-928-5690 239-941-5976
## 1 1 1 1 1 1
## 239-957-2975 239-958-4051 240-285-1644 240-364-4220 240-505-5321 240-525-4695
## 1 1 1 1 1 1
## 240-646-3168 240-689-7811 240-740-1598 240-746-0671 240-870-5879 240-890-0735
## 1 1 1 1 1 1
## 240-914-8001 240-919-2748 252-216-6091 252-283-7529 252-295-6841 252-316-7224
## 1 1 1 1 1 1
## 252-364-6018 252-396-5055 252-398-5078 252-415-7913 252-444-7824 252-477-0326
## 1 1 1 1 1 1
## 252-491-7854 252-499-6531 252-527-8497 252-531-1147 252-545-5705 252-575-4680
## 1 1 1 1 1 1
## 252-584-4280 252-599-2888 252-633-3990 252-634-5403 252-688-2150 252-696-8644
## 1 1 1 1 1 1
## 252-731-0304 252-740-0372 252-794-3936 252-819-9849 252-876-5411 252-905-9562
## 1 1 1 1 1 1
## 252-933-6558 252-964-7255 252-987-1594 262-227-1790 262-231-1161 262-268-3289
## 1 1 1 1 1 1
## 262-320-6394 262-328-7339 262-482-5063 262-498-0317 262-535-9860 262-586-8792
## 1 1 1 1 1 1
## 262-632-7576 262-635-2782 262-674-8386 262-696-9171 262-707-3676 262-728-1705
## 1 1 1 1 1 1
## 262-729-7707 262-735-0438 262-737-1691 262-747-2220 262-780-2520 262-803-9394
## 1 1 1 1 1 1
## 262-810-4875 262-864-7136 262-884-6814 262-925-8981 262-932-9771 262-943-7850
## 1 1 1 1 1 1
## 262-949-3970 262-973-9609 262-989-4367 270-258-3097 270-263-6464 270-268-3778
## 1 1 1 1 1 1
## 270-272-3267 270-272-6620 270-277-4308 270-280-4283 270-353-0382 270-381-3548
## 1 1 1 1 1 1
## 270-393-1575 270-399-4566 270-461-8555 270-462-8251 270-484-2113 270-487-2309
## 1 1 1 1 1 1
## 270-530-6531 270-556-2299 270-570-5121 270-590-4835 270-635-8933 270-665-8559
## 1 1 1 1 1 1
## 270-690-8211 270-734-0802 270-749-4774 270-833-4069 270-857-0407 270-884-8389
## 1 1 1 1 1 1
## 270-896-2990 270-927-3494 270-931-3875 270-958-5406 270-979-8387 270-993-0450
## 1 1 1 1 1 1
## 302-207-3101 302-432-3433 302-715-9387 302-718-2676 302-848-9544 302-891-8805
## 1 1 1 1 1 1
## 303-213-8612 303-243-8627 303-271-1917 303-296-0269 303-350-6217 303-570-6473
## 1 1 1 1 1 1
## 303-578-8897 303-645-5316 303-773-3071 303-806-3222 303-834-2433 303-853-1375
## 1 1 1 1 1 1
## 303-865-0002 303-875-0643 303-881-1240 304-225-2645 304-276-6112 304-279-5182
## 1 1 1 1 1 1
## 304-323-8939 304-362-7855 304-392-5876 304-418-1131 304-485-6950 304-526-9538
## 1 1 1 1 1 1
## 304-562-4105 304-719-7057 304-761-1064 304-784-4393 304-862-3580 304-867-4534
## 1 1 1 1 1 1
## 304-937-0141 304-979-3524 304-994-1002 304-994-3681 307-281-9361 307-371-2781
## 1 1 1 1 1 1
## 307-378-5213 307-504-4165 307-538-2638 307-616-3182 307-656-9306 308-264-5555
## 1 1 1 1 1 1
## 308-298-8715 308-308-0823 308-463-4519 308-513-9527 308-517-8706 308-625-7172
## 1 1 1 1 1 1
## 308-666-7569 308-667-7346 308-689-3365 308-788-3843 308-798-7465 308-857-4365
## 1 1 1 1 1 1
## 308-874-7810 308-901-3456 308-952-0044 314-227-1897 314-243-5461 314-249-8205
## 1 1 1 1 1 1
## 314-369-3092 314-442-0589 314-473-4852 314-499-3596 314-500-3453 314-501-3342
## 1 1 1 1 1 1
## 314-530-2047 314-545-0008 314-548-4323 314-592-6247 314-609-9445 314-653-6714
## 1 1 1 1 1 1
## 314-659-6901 314-672-3681 314-674-3119 314-676-5716 314-692-9769 314-694-4397
## 1 1 1 1 1 1
## 314-751-4025 314-758-8742 314-763-8976 314-779-4065 314-819-1491 314-820-8867
## 1 1 1 1 1 1
## 314-830-8975 314-838-8839 314-956-9973 316-214-2098 316-273-4511 316-282-5461
## 1 1 1 1 1 1
## 316-308-5431 316-334-5403 316-344-7236 316-381-2376 316-466-5947 316-533-5513
## 1 1 1 1 1 1
## 316-544-2902 316-561-5979 316-624-6536 316-629-8682 316-644-3677 316-655-2948
## 1 1 1 1 1 1
## 316-687-4762 316-699-7521 316-740-9840 316-841-2836 316-849-9526 316-912-3105
## 1 1 1 1 1 1
## 316-947-5074 319-230-2779 319-249-4281 319-330-2111 319-334-1932 319-335-9592
## 1 1 1 1 1 1
## 319-336-2399 319-361-9079 319-398-8029 319-414-9330 319-430-2681 319-520-6921
## 1 1 1 1 1 1
## 319-530-2214 319-609-9495 319-625-4770 319-631-9453 319-660-0064 319-672-2590
## 1 1 1 1 1 1
## 319-680-3248 319-714-7958 319-716-4227 319-717-7518 319-754-5182 319-756-6511
## 1 1 1 1 1 1
## 319-758-4226 319-759-0924 319-773-8175 319-776-6050 319-846-6922 319-869-7190
## 1 1 1 1 1 1
## 319-877-0443 319-913-8966 339-210-5214 339-240-1441 339-281-4930 339-358-4733
## 1 1 1 1 1 1
## 339-398-8707 339-616-2386 339-617-2666 339-636-3368 339-660-2629 339-681-0793
## 1 1 1 1 1 1
## 339-753-7642 339-890-5800 339-906-5792 339-926-4628 339-989-4749 385-228-9893
## 1 1 1 1 1 1
## 385-473-3065 385-619-6792 385-701-5077 385-706-7340 385-955-8462 401-501-1565
## 1 1 1 1 1 1
## 405-323-1414 405-378-0829 405-448-6896 405-450-9390 405-479-3205 405-495-4201
## 1 1 1 1 1 1
## 405-534-3458 405-549-8600 405-559-1017 405-566-7872 405-571-4413 405-614-0571
## 1 1 1 1 1 1
## 405-622-8606 405-738-3960 405-828-1625 405-870-4505 405-902-2464 405-970-2341
## 1 1 1 1 1 1
## 406-262-9506 406-263-9628 406-298-8084 406-354-1359 406-503-5614 406-613-2777
## 1 1 1 1 1 1
## 406-889-6201 406-923-1326 406-947-4781 423-250-3418 423-297-4006 423-342-5433
## 1 1 1 1 1 1
## 423-391-0195 423-410-5564 423-587-6653 423-599-1914 423-682-1916 423-702-7689
## 1 1 1 1 1 1
## 423-760-7018 423-796-1535 423-810-3573 423-846-5095 423-851-9829 423-901-1808
## 1 1 1 1 1 1
## 423-906-6653 479-250-1028 479-283-8919 479-467-9379 479-538-7205 479-566-8608
## 1 1 1 1 1 1
## 479-621-5916 479-636-8265 479-730-0439 479-735-4213 479-891-5368 479-892-9591
## 1 1 1 1 1 1
## 479-893-9574 479-929-0873 479-955-4801 479-957-8137 479-958-4553 479-987-0408
## 1 1 1 1 1 1
## 480-286-0831 480-327-3003 480-397-1142 480-454-5959 480-621-8088 480-650-3603
## 1 1 1 1 1 1
## 480-776-8203 480-908-8095 480-932-3895 480-956-7391 503-244-7905 503-254-6301
## 1 1 1 1 1 1
## 503-281-5868 503-291-7361 503-361-6334 503-546-8875 503-571-2413 503-642-5195
## 1 1 1 1 1 1
## 503-789-2300 503-800-6129 503-834-3610 503-961-0382 505-316-8178 505-386-4693
## 1 1 1 1 1 1
## 505-396-0307 505-459-6399 505-463-3310 505-502-1526 505-769-0092 505-793-7860
## 1 1 1 1 1 1
## 603-449-3958 603-466-5911 603-674-2032 603-698-4251 603-789-4081 603-796-6037
## 1 1 1 1 1 1
## 603-851-8092 603-891-5427 603-917-1365 605-260-9998 605-328-0861 605-701-8540
## 1 1 1 1 1 1
## 605-828-2040 605-838-1184 701-285-0439 701-340-7308 701-366-9793 701-369-9836
## 1 1 1 1 1 1
## 701-395-3702 701-430-8105 701-553-1269 701-559-9925 701-618-4337 701-635-9553
## 1 1 1 1 1 1
## 701-676-5051 701-825-3358 701-937-3562 701-992-3274 702-771-7149 702-913-9143
## 1 1 1 1 1 1
## 802-541-8727 802-785-3606 802-968-1672 803-237-9797 803-286-4103 803-342-2604
## 1 1 1 1 1 1
## 803-530-4861 803-557-4819 803-614-9830 803-643-2327 803-754-2504 803-777-9562
## 1 1 1 1 1 1
## 803-831-6551 803-885-5446 803-885-7673 803-918-4988 803-932-0349 907-303-2939
## 1 1 1 1 1 1
## 907-394-7955 907-621-7774 907-677-8486 907-713-8781 907-743-5043 907-768-0562
## 1 1 1 1 1 1
## 907-789-9367 907-837-8699 907-888-7743 907-896-4031
## 1 1 1 1
##
## Frequency table for Place.Name :
##
## Adams Basin Adamsville Adrian
## 1 1 1
## Agua Dulce Alba Albany
## 1 1 2
## Alexandria Alix Allen Park
## 1 1 1
## Allenhurst Allentown Alliance
## 1 1 1
## Alma Amherst Anchorage
## 1 1 1
## Anderson Andover Antigo
## 1 1 1
## Anton Apple Grove Appleton
## 1 1 2
## Appomattox Ardenvoir Arendtsville
## 1 1 1
## Arlee Arlington Aromas
## 1 2 1
## Asbury Athens Atkins
## 1 1 1
## Atlanta Atqasuk Auburn
## 4 1 1
## Audubon Aurora Austin
## 1 1 2
## Austinville Avon Bagdad
## 1 1 1
## Bahama Bairoil Baldwin City
## 1 1 1
## Ballouville Baltimore Bangor
## 1 1 1
## Barren Springs Baxter Beaman
## 1 2 1
## Beatty Beaufort Beaver
## 1 1 1
## Bedford Bejou Bellaire
## 1 1 1
## Bellerose Belvidere Benoit
## 1 1 1
## Benton Bern Beulah
## 1 1 1
## Big Bend National Park Big Spring Billings
## 1 1 1
## Biloxi Binger Bingham
## 1 1 1
## Bladensburg Blaine Bloomfield Hills
## 1 1 1
## Bloomington Blue Island Bluffton
## 1 1 1
## Boalsburg Boonville Bowling Green
## 1 1 1
## Bozeman Brady Bray
## 1 1 1
## Brick Briggsville Bronx
## 1 1 1
## Brookton Bruce Brussels
## 1 1 1
## Buckner Buies Creek Bunkie
## 1 1 1
## Burbank Burke Burlingame
## 1 1 1
## Burlington Burton Cabot
## 1 1 1
## California Calimesa Camden
## 1 1 1
## Canby Canebrake Canton
## 1 1 1
## Canton Center Cardington Carleton
## 1 1 1
## Carlsbad Carter Casselberry
## 1 1 1
## Cassville Castle Rock Castleton
## 1 1 1
## Catalina Catawba Cedar City
## 1 1 1
## Cedar Rapids Cedarburg Centerville
## 1 1 1
## Central Centre Cerro Gordo
## 1 1 1
## Chancellor Chantilly Charles City
## 1 1 1
## Charleston Charlotte Chattahoochee
## 2 3 1
## Chattanooga Chemung Chetopa
## 1 1 1
## Chicora Chiloquin Chippewa Falls
## 1 1 1
## Choudrant Chunky Churchs Ferry
## 1 1 1
## Cincinnati Claremont Clarinda
## 4 1 1
## Clarksville Claunch Clayton
## 1 1 1
## Clearwater Cleveland Clifton
## 1 2 1
## Clipper Mills Clover Cobalt
## 1 1 1
## Colebrook College Station Colorado Springs
## 1 1 1
## Columbia Columbus Conroe
## 2 4 1
## Cooksville Coosawatchie Copper City
## 1 1 1
## Coralville Cordova Corona
## 1 1 1
## Corpus Christi Country Club Hills Covel
## 2 1 1
## Covington Craley Creola
## 1 1 1
## Crivitz Crocker Crompond
## 1 1 1
## Cropseyville Cross Fork Crouseville
## 1 1 2
## Crystal Cullman Currie
## 1 1 1
## Curtis Bay Cuthbert Cyclone
## 1 1 1
## Cypress Dabneys Dallas
## 1 1 5
## Dallas City Dalton Darien
## 1 1 1
## Dartmouth Davenport Dayton
## 1 1 3
## De Mossville Denham Denver
## 1 1 2
## Deridder Des Arc Des Moines
## 1 1 1
## Desoto Detroit Dewittville
## 1 1 1
## Dierks Doddridge Dodson
## 1 1 1
## Doe Hill Donaldson Dongola
## 1 2 1
## Donovan Driftwood Duluth
## 1 1 1
## Duncan Durham Dushore
## 1 4 1
## Dyer Eagar Earlysville
## 1 1 1
## East Dennis East Hickory East Homer
## 1 1 1
## East Kingston East Smethport Easton
## 1 1 3
## Eastport Eben Junction Eddyville
## 1 1 1
## Edgerton Edward Edwards
## 1 1 1
## Edwardsville El Paso Elk Creek
## 1 2 1
## Ellamore Ellendale Elliston
## 1 1 1
## Elm City Elmer Encampment
## 1 1 1
## Enid Enterprise Erie
## 1 1 1
## Erving Escatawpa Essex Fells
## 1 1 2
## Essington Excelsior Springs Fairbanks
## 1 1 3
## Fairfield Fairview Fairwater
## 1 1 1
## Fall River Mills Falls Church Fargo
## 1 1 1
## Farlington Farmington Farrandsville
## 1 1 1
## Farwell Fawn Grove Ferris
## 1 1 1
## Fisty Five Forks Flagstaff
## 1 1 1
## Floriston Flushing Fort Lauderdale
## 1 1 2
## Fort Madison Fort Payne Fort Smith
## 1 1 1
## Fort Wainwright Fort Wayne Fort Worth
## 1 1 2
## Fortville Four Oaks Franklin
## 1 1 1
## Fredericksburg Freedom Freeman
## 1 1 1
## Freeport Fresno Friant
## 1 2 1
## Friendship Fryeburg Gainesville
## 1 1 1
## Galion Gallagher Garcia
## 1 1 1
## Garden City Garden Grove Garden Valley
## 1 2 1
## Garland Garner Garrard
## 1 1 1
## Garrett Park Gary Gaston
## 1 1 1
## Gaylord Geneseo Georgetown
## 1 1 1
## Gideon Gillett Glen Ellyn
## 2 1 1
## Glen Haven Glen Saint Mary Glen Spey
## 1 1 1
## Glenhayes Glenmoore Glenville
## 1 1 1
## Glyndon Gold Hill Gordon
## 1 1 1
## Grand Lake Stream Grand View Grandview
## 1 1 1
## Greeley Green Bay Green Camp
## 1 1 1
## Greenfield Greensboro Hallstead
## 1 2 1
## Hambleton Hampden Sydney Hampton
## 1 1 1
## Hamshire Hanna Hannah
## 1 1 1
## Harbinger Harned Harrisburg
## 1 1 2
## Hart Hartford Hartline
## 1 1 1
## Harveyville Hasse Hatfield
## 1 1 1
## Hattiesburg Hayesville Hazard
## 1 1 1
## Heber City Hector Helen
## 1 1 1
## Herman Herndon Hershey
## 1 1 1
## Hester Higgins High Point
## 1 1 1
## Highland Park Highlandville Hiland
## 1 1 1
## Hillsboro Hoffman Estates Hogansburg
## 1 1 1
## Holbrook Holland Hollywood
## 1 1 1
## Holmes Holstein Hope
## 1 1 1
## Hoquiam House Springs Houston
## 1 1 3
## Huddy Hume Hunter
## 1 1 1
## Huntsville Hurt Hyattsville
## 1 1 1
## Ida Idlewild Independence
## 1 1 1
## Indianapolis Iota Irons
## 3 1 1
## Irwin Irwinville Isaban
## 1 1 1
## Islip Terrace Jackson Jacksonville
## 1 4 1
## Jamaica Jamesville Jefferson City
## 2 1 1
## Jersey City Jim Falls Jolo
## 1 1 1
## Joplin Joyce Junction City
## 1 2 1
## Kansas City Karns City Kenesaw
## 3 1 1
## Kennett Square Kent Kenton
## 1 1 1
## Keokee Keystone Keystone Heights
## 1 1 1
## Killdeer Killduff Killen
## 1 1 1
## Kingfisher Kings Beach Kingsford Heights
## 1 1 1
## Kingsland Kingston Kiowa
## 1 3 1
## Klemme Knoxville Kona
## 1 2 1
## Kopperl Kossuth Krypton
## 1 1 1
## La Puente Ladoga Lafayette
## 1 1 1
## Lakeview Lamar Lampeter
## 1 1 1
## Laporte Las Cruces Las Vegas
## 1 1 1
## Lattimer Mines Lawrence Lawson
## 1 1 1
## Lawton Lee Lee Mont
## 1 1 1
## Leeds Leeton Lehigh Acres
## 1 1 1
## Leo Leslie Levant
## 1 1 1
## Lexington Linton Lisbon Center
## 4 1 1
## Liscomb Listie Litchfield
## 1 1 1
## Little Ferry Little Rock Littlefield
## 1 2 1
## Littleton Liverpool Lombard
## 1 1 1
## Longdale Loon Lake Loraine
## 1 1 1
## Los Angeles Los Molinos Louisville
## 2 1 2
## Lovingston Lugoff Luther
## 1 1 1
## Lutz Lykens Lynbrook
## 1 1 1
## Lynndyl Lyoth Macon
## 1 1 2
## Macungie Madison Manassas
## 1 2 1
## Manchester Manhattan Manhattan Beach
## 1 1 1
## Maple Plain Marathon Marion
## 1 1 1
## Marland Marmora Martha
## 1 1 1
## Maryland Heights Masardis Mascotte
## 1 1 1
## Matthews Max Maxwell
## 1 1 1
## Mayking Maysville Mc Elhattan
## 1 1 1
## Mc Lean Mc Veytown Meadowlands
## 1 1 1
## Mears Meers Meigs
## 2 1 1
## Mekinock Melbourne Melrose
## 1 1 1
## Memphis Meno Merced
## 1 1 1
## Merrill Merritt Merritt Island
## 1 1 1
## Metaline Miami Michigan City
## 1 1 1
## Middletown Springs Midland Midland City
## 1 1 1
## Milford Millers Creek Millersburg
## 1 1 1
## Millville Milton Milwaukee
## 1 1 4
## Mineral City Minneapolis Mira
## 1 2 1
## Missouri City Miston Mobile
## 1 1 1
## Monetta Monroe Mont Vernon
## 1 2 1
## Montara Montevallo Montezuma
## 1 1 1
## Montgomery Monticello Moorpark
## 1 3 1
## Morganton Morris Morrison
## 1 1 1
## Moscow Mount Hamilton Mount Hope
## 1 1 1
## Mountain Home Mukwonago Munster
## 1 1 1
## Murray Myra Naples
## 1 1 1
## Napoleon Napoleonville Nardin
## 2 1 1
## Nashua Natrona Natural Bridge
## 1 1 1
## Neely Neelyton Neoga
## 1 1 1
## Neptune Beach Nerinx New Baltimore
## 1 1 1
## New Bern New Meadows New Orleans
## 1 1 1
## New York City Newark Newton Center
## 5 1 1
## Nezperce Niagara Falls Niota
## 1 2 1
## Niotaze Nitro Niverville
## 1 1 1
## Nome Norfolk Norristown
## 1 1 1
## North Bergen North Collins North Judson
## 1 1 1
## North Kingstown North Palm Springs North Pole
## 1 1 1
## North Port North Star North Turner
## 1 1 1
## Northport Norvelt Norwood
## 1 2 1
## Nottawa Nuevo Numidia
## 1 1 1
## Oak Ridge Oakland Oaks
## 1 2 1
## Oakville Ocate Oceanside
## 1 1 1
## Ocoee Odessa Ohatchee
## 1 1 1
## Ohio City Oketo Oklahoma City
## 1 1 2
## Old Glory Omaha Onego
## 1 1 1
## Opheim Ora Orange
## 1 1 1
## Orlando Ortonville Orviston
## 2 1 1
## Osborn Osgood Oshkosh
## 1 1 1
## Osprey Ossian Otego
## 1 1 1
## Otter Ottoville Oxford
## 1 1 1
## Pacoima Paisley Palm Desert
## 1 1 1
## Park Valley Pasadena Pascagoula
## 1 1 1
## Paterson Patriot Patuxent River
## 1 1 1
## Peabody Pearisburg Pelican Lake
## 1 1 1
## Penwell Peoria Peridot
## 1 3 1
## Philadelphia Phoenix Phyllis
## 1 2 1
## Pickerington Pico Rivera Pierce City
## 1 1 1
## Pine Pine Island Pinellas Park
## 1 1 1
## Piney Fork Pingree Pittsburg
## 1 1 1
## Pittsburgh Plainfield Plant City
## 1 1 1
## Platina Pleasant Grove Pleasant Valley
## 1 1 1
## Pleasanton Pliny Pocahontas
## 1 1 1
## Pomona Pooler Port Bolivar
## 1 1 1
## Port Washington Porter Portland
## 1 1 4
## Potlatch Potter Prescott
## 1 1 1
## Preston Purcellville Radisson
## 1 1 1
## Ramona Randall Ravenna
## 1 1 1
## Red Oak Redlands Reform
## 1 1 1
## Regent Reidsville Reisterstown
## 1 1 1
## Represa Reserve Reynoldsburg
## 1 1 2
## Rhodelia Richmond Ridge
## 1 1 1
## Rineyville Ripley Riverdale
## 1 1 1
## Roanoke Robert Lee Rochester
## 1 1 2
## Rochford Rock Rapids Rockdale
## 1 1 1
## Rockford Rockland Rome City
## 4 1 1
## Rossville Roswell Rudyard
## 1 1 1
## Ruffin Rural Retreat Rush
## 1 1 1
## Russell Springs Sacramento Saginaw
## 1 2 1
## Sahuarita Saint Anne Saint Louis
## 1 1 5
## Saint Martin Salinas Salineville
## 1 1 1
## Salters Saltville San Acacia
## 1 1 1
## San Antonio San Augustine San Bernardino
## 2 1 2
## San Diego San Francisco San Juan Capistrano
## 1 1 1
## Sand Creek Sand Lake Sand Point
## 1 1 1
## Sanford Santa Cruz Santa Fe
## 2 1 1
## Santa Teresa Sarasota Sargeant
## 1 1 1
## Scandia Scarsdale Schuyler
## 2 1 1
## Scotland Scottsdale Scranton
## 1 1 2
## Se Ree Sebago Sedley
## 1 1 1
## Seligman Seminole Sentinel
## 1 1 1
## Seth Seward Shafter
## 1 1 1
## Shanks Shauck Shawnee Mission
## 1 1 3
## Sheldon Shepherdsville Sheyenne
## 1 1 1
## Shinnston Short Creek Shortt Gap
## 1 1 1
## Show Low Shullsburg Shungnak
## 1 1 1
## Siasconset Sierra Madre Silver Spring
## 1 1 1
## Slemp Smithville Smyrna
## 1 1 1
## Solon Mills Somers Somerset
## 1 1 1
## Sonnette South Bend South Carrollton
## 1 1 1
## South Colby South Dartmouth South Ryegate
## 1 1 1
## South Waterford Spartanburg Speaks
## 1 1 1
## Spring Green Spring Hill Springdale
## 1 1 1
## Springfield Spur Stacy
## 2 1 1
## Stamford Stanardsville Steelville
## 1 1 1
## Sterling Stockdale Stockton
## 1 1 1
## Stowell Success Sugar City
## 1 1 1
## Sugartown Suitland Summerville
## 1 1 1
## Sumner Sun City Sunnyside
## 2 1 1
## Sutherlin Swan Lake Swanton
## 1 1 1
## Sykesville Syracuse Tacoma
## 1 1 2
## Taftville Talladega Talmage
## 1 1 1
## Tebbetts Templeton Terra Bella
## 1 1 1
## Terre Haute Terrell Teterboro
## 1 1 1
## Texola The Villages Thompson
## 1 1 1
## Thornton Thorp Tiger
## 1 1 1
## Timblin Tinley Park Tioga
## 1 1 1
## Tionesta Tiplersville Tisch Mills
## 1 1 1
## Toast Toledo Toppenish
## 1 1 1
## Torrance Traverse City Trevorton
## 1 1 1
## Tribune Tuckerman Tupelo
## 1 1 1
## Turlock Turners Station Twin Lakes
## 1 1 1
## Union City Uniontown Unionville
## 1 1 1
## Valmora Van Nuys Vancouver
## 1 1 1
## Vanderbilt Beach Vardaman Vassar
## 1 1 1
## Venango Veradale Verona
## 1 1 1
## Vici Victoria Virginia Beach
## 1 1 1
## Waco Wales Walkersville
## 1 1 1
## Wallula Walpole Warminster
## 1 1 1
## Warsaw Washington Washington Navy Yard
## 1 5 1
## Watford City Watsontown Waurika
## 1 1 1
## Wayside Wedowee Welaka
## 1 1 1
## Wellesley Island Wells West Bloomfield
## 1 1 1
## West Chesterfield West Copake West Palm Beach
## 1 1 2
## West Townsend Westby Westfield
## 1 1 1
## Westhoff Wetmore Wetumpka
## 1 1 1
## Whalan White House White Lake
## 1 1 1
## Whittier Wichita Wilder
## 1 2 1
## Willard Wilmar Wilmer
## 1 1 1
## Wilmington Wind Gap Winston Salem
## 2 1 2
## Winthrop Harbor Wolf Creek Wolfeboro Falls
## 1 1 1
## Woodbridge Woodhaven Woodland
## 1 1 1
## Woodward Woodworth Woolstock
## 1 1 1
## Wooton Worcester Yakima
## 1 1 1
## Yazoo City Yeagertown Youngstown
## 1 1 1
## Zephyrhills
## 2
##
## Frequency table for County :
##
## Acadia Accomack Adams
## 1 1 4
## Alameda Albany Albemarle
## 1 1 1
## Aleutians East Alfalfa Alger
## 1 1 1
## Allegheny Allen Allen Park
## 2 3 1
## Anchorage Municipality Anderson Androscoggin
## 1 2 2
## Anne Arundel Apache Appomattox
## 1 1 1
## Arapahoe Armstrong Aroostook
## 1 2 3
## Assumption Atascosa Audubon
## 1 1 1
## Aurora Avoyelles Baker
## 1 1 1
## Baltimore Baltimore (city) Barnstable
## 2 1 1
## Barry Bartow Bates
## 2 1 1
## Bayfield Beaufort Beauregard
## 2 2 2
## Beaver Beckham Belvidere
## 1 1 1
## Benton Bergen Bexar
## 3 1 2
## Bibb Blaine Boise
## 1 1 1
## Bolivar Boone Bosque
## 1 2 1
## Bourbon Box Elder Boyd
## 2 1 1
## Bradley Breckinridge Brevard
## 1 2 1
## Brewster Bristol Bronx
## 1 2 1
## Broward Brown Brunswick
## 3 1 1
## Buchanan Bucks Buffalo
## 1 1 1
## Bullitt Bureau Burke
## 1 1 1
## Butler Butte Caddo
## 3 2 1
## Caledonia Calhoun Callaway
## 1 3 1
## Calloway Camden Cameron
## 1 1 1
## Canebrake Canyon Cape May
## 1 1 1
## Carbon Carroll Carter
## 3 2 1
## Cass Castro Catahoula
## 3 1 1
## Catawba Cavalier Cayuga
## 1 1 1
## Centre Chambers Chantilly
## 2 1 1
## Chariton Charles City Charleston
## 1 1 2
## Chatham Chautauqua Chelan
## 1 2 1
## Chemung Cherokee Cheshire
## 1 2 2
## Chester Cheyenne Chippewa
## 3 2 3
## Chisago Clackamas Clallam
## 1 1 1
## Clarion Clark Clarke
## 1 3 1
## Clay Cleburne Clermont
## 5 1 1
## Cleveland Clinton Coal
## 1 1 1
## Cobb Coconino Coke
## 1 1 1
## Cole Colfax Collier
## 1 1 2
## Columbia Columbiana Comanche
## 3 1 1
## Contra Costa Cook Cooke
## 1 4 1
## Coos Cortland Costilla
## 1 1 1
## Covington Craven Crawford
## 1 1 3
## Crittenden Crocker Crowley
## 1 1 1
## Cullman Cumberland Currituck
## 1 2 1
## Custer Cuyahoga Dabneys
## 1 1 1
## Dale Dallas Darke
## 1 7 1
## Dauphin Davidson Dawson
## 4 1 1
## DeKalb Delaware Denham
## 2 2 1
## Denver Dewey DeWitt
## 2 1 1
## Dickens Dickinson Dickson
## 1 1 1
## District of Columbia District Of Columbia Doña Ana
## 4 1 2
## Dorchester Douglas Drew
## 1 4 1
## Dunn DuPage Durham
## 1 2 3
## Duval Dyer East Feliciana
## 2 1 1
## Ector Eddy El Paso
## 2 2 3
## Elbert Elmore Emmons
## 1 2 1
## Erie Esmeralda Essex
## 1 1 5
## Fairbanks North Star Fairfax Fairfield
## 4 2 4
## Falls Church (city) Faribault Farrandsville
## 1 1 1
## Fauquier Fayette Five Forks
## 1 3 1
## Flathead Floyd Fond du Lac
## 1 1 1
## Forest Forsyth Fort Bend
## 2 2 1
## Franklin Frederick Fredericksburg (city)
## 9 1 1
## Fresno Fulton Gadsden
## 3 6 1
## Gallatin Gallia Galveston
## 1 1 1
## Garfield Genesee Gibson
## 2 1 1
## Gila Giles Grand Forks
## 1 1 1
## Grand Traverse Grant Grays Harbor
## 1 1 1
## Grayson Greeley Greene
## 1 1 3
## Grundy Guilford Hamilton
## 1 2 5
## Hampden Hampshire Hancock
## 1 2 5
## Hardin Harnett Harris
## 2 1 3
## Harrison Hartford Hasse
## 3 2 1
## Hattiesburg Hennepin Henry
## 1 3 2
## Hernando Hettinger Highland
## 1 1 1
## Hillsborough Hinds Hockley
## 5 3 1
## Hot Spring Houghton Howard
## 1 1 3
## Hudson Huntingdon Huron
## 3 2 1
## Hyde Iowa Iron
## 1 1 1
## Iroquois Irwin Itasca
## 1 1 1
## Jackson Jamaica Jasper
## 9 1 4
## Jefferson Johnson Johnston
## 15 7 2
## Kanawha Kankakee Karnes
## 2 1 1
## Kaufman Kay Kenai Peninsula
## 1 1 1
## Kenosha Kent Keokuk
## 1 1 1
## Kershaw King Kingfisher
## 1 1 1
## Kiowa Kitsap Kittson
## 1 1 1
## Klamath Knott Knox
## 2 1 3
## Kona Labette Lackawanna
## 1 1 2
## Lafayette Lake LaMoure
## 1 7 1
## Lancaster Langlade LaPorte
## 1 1 2
## Larimer Lassen Latah
## 2 1 1
## Lauderdale Lavaca Lawrence
## 1 1 4
## Lee Lee Mont Lehigh
## 4 1 2
## Lenawee Leslie Letcher
## 1 1 1
## Lewis Lewis and Clark Lexington (city)
## 1 1 1
## Lincoln Linn Lipscomb
## 3 2 1
## Lisbon Center Little Rock Livingston
## 1 1 1
## Los Angeles Loudoun Louisa
## 11 1 1
## Lowndes Lucas Luzerne
## 1 2 1
## Lycoming Lyon Madison
## 1 1 5
## Mahnomen Mahoning Major
## 1 1 1
## Manassas Park (city) Manhattan Beach Manitowoc
## 1 1 1
## Maricopa Marinette Marion
## 1 1 8
## Marquette Marshall Mason
## 1 4 2
## McCulloch McDowell McHenry
## 1 3 1
## McIntosh McKean McKenzie
## 1 1 1
## McLean McLennan McNairy
## 2 1 1
## Meade Mecklenburg Mendocino
## 1 3 1
## Merced Miami-Dade Middlesex
## 1 1 3
## Mifflin Milam Millard
## 2 1 1
## Miller Millers Creek Milwaukee
## 1 1 4
## Mira Mitchell Mobile
## 1 1 3
## Mohave Moniteau Monmouth
## 1 2 1
## Monroe Montcalm Monterey
## 5 1 2
## Montgomery Mora Morrison
## 12 2 1
## Morrow Mower Muhlenberg
## 2 1 1
## Multnomah Murray Muscatine
## 3 1 1
## Muscogee Nantucket Nassau
## 2 1 1
## Natchitoches Natrona Navajo
## 1 2 1
## Nelson Nemaha Nevada
## 1 1 1
## New Castle New London New Madrid
## 3 2 2
## New York Newton Niagara
## 5 2 2
## Noble Norfolk (city) North Port
## 2 1 1
## North Slope Northampton Northumberland
## 1 5 2
## Northwest Arctic Noxubee Nueces
## 1 1 3
## O'Brien Oakland Ocean
## 1 5 1
## Oceana Oklahoma Oldham
## 1 1 1
## Oneida Onondaga Ontario
## 1 3 1
## Orange Orleans Oscoda
## 8 1 1
## Oswego Otsego Outagamie
## 1 1 1
## Oxford Ozaukee Page
## 3 2 1
## Palm Beach Pamlico Park
## 2 1 1
## Pasco Passaic Peabody
## 2 2 1
## Pembina Pend Oreille Pendleton
## 1 1 2
## Pennington Penobscot Peoria
## 1 1 3
## Perry Phelps Phoenix
## 2 1 1
## Piatt Pierce Pike
## 1 1 3
## Pima Pinellas Pittsylvania
## 2 3 1
## Placer Platte Pleasant Grove
## 1 1 1
## Pliny Pocahontas Polk
## 1 1 4
## Pope Portage Potter
## 2 1 1
## Powder River Powell Prairie
## 2 1 1
## Presidio Price Prince Edward
## 1 1 1
## Prince George's Prince William Pulaski
## 2 2 3
## Putnam Queens Rabun
## 4 3 1
## Raleigh Ramsey Randolph
## 1 1 3
## Rapides Ray Reform
## 2 1 1
## Rensselaer Reynoldsburg Richland
## 2 1 2
## Riley Ripley Riverside
## 1 3 6
## Roane Roanoke Robertson
## 1 1 1
## Rockingham Rusk Russell Springs
## 3 1 1
## Rutland Sacramento Saline
## 1 3 1
## Saluda San Augustine San Bernardino
## 1 1 3
## San Diego San Francisco San Joaquin
## 2 1 1
## San Mateo Sangamon Santa Clara
## 2 2 1
## Santa Cruz Santa Fe Santa Rosa
## 2 1 1
## Sarasota Sauk Sawyer
## 2 1 1
## Schuyler Schuylkill Scott
## 1 1 1
## Sebastian Sedgwick Seminole
## 1 2 2
## Sevier Shasta Shelby
## 1 2 2
## Sheridan Sherman Sibley
## 4 2 1
## Smyth Socorro Somerset
## 1 2 2
## Southampton Spartanburg Spokane
## 1 1 2
## St. James St. John the Baptist St. Joseph
## 1 1 2
## St. Lawrence St. Louis St. Louis (city)
## 1 6 2
## St. Mary's Stanislaus Stark
## 1 1 3
## Starke Stearns Stephens
## 2 1 1
## Stevens Stonewall Strafford
## 3 1 1
## Stutsman Suffolk Sullivan
## 1 4 4
## Surry Susquehanna Sussex
## 1 2 2
## Sweetwater Swift Tacoma
## 1 1 1
## Talbot Talladega Tarrant
## 1 1 2
## Tehama Teterboro Thayer
## 1 1 1
## The Villages Thomas Thornton
## 1 1 1
## Tinley Park Tippah Tompkins
## 1 1 1
## Travis Trimble Tucker
## 2 1 1
## Tulare Turner Tuscarawas
## 1 2 1
## Tuscola Union Valdez-Cordova (CA)
## 1 2 1
## Van Wert Ventura Vermilion
## 1 1 1
## Victoria Vigo Virginia Beach (city)
## 1 1 1
## Wabaunsee Wake Waldo
## 1 1 1
## Walla Walla Warren Wasatch
## 2 1 1
## Washington Washita Waukesha
## 8 1 2
## Wayne Wells Westchester
## 3 1 2
## Westmoreland Whalan Williams
## 3 1 1
## Williamsburg Wilson Windham
## 1 1 3
## Winn Winnebago Winneshiek
## 2 4 2
## Winston Worcester Wright
## 2 3 2
## Wyoming Wythe Yakima
## 2 2 3
## Yamhill Yavapai Yazoo
## 1 1 1
## Yellowstone York Yukon-Koyukuk (CA)
## 1 4 1
##
## Frequency table for City :
##
## Adams Basin Adamsville Adrian
## 1 1 1
## Agua Dulce Alba Albany
## 1 1 2
## Alexandria Alix Allen Park
## 1 1 1
## Allenhurst Allentown Alliance
## 1 1 1
## Alma Amherst Anchorage
## 1 1 1
## Anderson Andover Antigo
## 1 1 1
## Anton Apple Grove Appleton
## 1 1 2
## Appomattox Ardenvoir Arendtsville
## 1 1 1
## Arlee Arlington Aromas
## 1 2 1
## Asbury Athens Atkins
## 1 1 1
## Atlanta Atqasuk Auburn
## 4 1 1
## Audubon Aurora Austin
## 1 1 2
## Austinville Avon Bagdad
## 1 1 1
## Bahama Bairoil Baldwin City
## 1 1 1
## Ballouville Baltimore Bangor
## 1 1 1
## Barren Springs Baxter Beaman
## 1 2 1
## Beatty Beaufort Beaver
## 1 1 1
## Bedford Bejou Bellaire
## 1 1 1
## Bellerose Belvidere Benoit
## 1 1 1
## Benton Bern Beulah
## 1 1 1
## Big Bend National Park Big Spring Billings
## 1 1 1
## Biloxi Binger Bingham
## 1 1 1
## Bladensburg Blaine Bloomfield Hills
## 1 1 1
## Bloomington Blue Island Bluffton
## 1 1 1
## Boalsburg Boonville Bowling Green
## 1 1 1
## Bozeman Brady Bray
## 1 1 1
## Brick Briggsville Bronx
## 1 1 1
## Brookton Bruce Brussels
## 1 1 1
## Buckner Buies Creek Bunkie
## 1 1 1
## Burbank Burke Burlingame
## 1 1 1
## Burlington Burton Cabot
## 1 1 1
## California Calimesa Camden
## 1 1 1
## Canby Canebrake Canton
## 1 1 1
## Canton Center Cardington Carleton
## 1 1 1
## Carlsbad Carter Casselberry
## 1 1 1
## Cassville Castle Rock Castleton
## 1 1 1
## Catalina Catawba Cedar City
## 1 1 1
## Cedar Rapids Cedarburg Centerville
## 1 1 1
## Central Centre Cerro Gordo
## 1 1 1
## Chancellor Chantilly Charles City
## 1 1 1
## Charleston Charlotte Chattahoochee
## 2 3 1
## Chattanooga Chemung Chetopa
## 1 1 1
## Chicora Chiloquin Chippewa Falls
## 1 1 1
## Choudrant Chunky Churchs Ferry
## 1 1 1
## Cincinnati Claremont Clarinda
## 4 1 1
## Clarksville Claunch Clayton
## 1 1 1
## Clearwater Cleveland Clifton
## 1 2 1
## Clipper Mills Clover Cobalt
## 1 1 1
## Colebrook College Station Colorado Springs
## 1 1 1
## Columbia Columbus Conroe
## 2 4 1
## Cooksville Coosawatchie Copper City
## 1 1 1
## Coralville Cordova Corona
## 1 1 1
## Corpus Christi Country Club Hills Covel
## 2 1 1
## Covington Craley Creola
## 1 1 1
## Crivitz Crocker Crompond
## 1 1 1
## Cropseyville Cross Fork Crouseville
## 1 1 2
## Crystal Cullman Currie
## 1 1 1
## Curtis Bay Cuthbert Cyclone
## 1 1 1
## Cypress Dabneys Dallas
## 1 1 5
## Dallas City Dalton Darien
## 1 1 1
## Dartmouth Davenport Dayton
## 1 1 3
## De Mossville Denham Denver
## 1 1 2
## Deridder Des Arc Des Moines
## 1 1 1
## Desoto Detroit Dewittville
## 1 1 1
## Dierks Doddridge Dodson
## 1 1 1
## Doe Hill Donaldson Dongola
## 1 2 1
## Donovan Driftwood Duluth
## 1 1 1
## Duncan Durham Dushore
## 1 4 1
## Dyer Eagar Earlysville
## 1 1 1
## East Dennis East Hickory East Homer
## 1 1 1
## East Kingston East Smethport Easton
## 1 1 3
## Eastport Eben Junction Eddyville
## 1 1 1
## Edgerton Edward Edwards
## 1 1 1
## Edwardsville El Paso Elk Creek
## 1 2 1
## Ellamore Ellendale Elliston
## 1 1 1
## Elm City Elmer Encampment
## 1 1 1
## Enid Enterprise Erie
## 1 1 1
## Erving Escatawpa Essex Fells
## 1 1 2
## Essington Excelsior Springs Fairbanks
## 1 1 3
## Fairfield Fairview Fairwater
## 1 1 1
## Fall River Mills Falls Church Fargo
## 1 1 1
## Farlington Farmington Farrandsville
## 1 1 1
## Farwell Fawn Grove Ferris
## 1 1 1
## Fisty Five Forks Flagstaff
## 1 1 1
## Floriston Flushing Fort Lauderdale
## 1 1 2
## Fort Madison Fort Payne Fort Smith
## 1 1 1
## Fort Wainwright Fort Wayne Fort Worth
## 1 1 2
## Fortville Four Oaks Franklin
## 1 1 1
## Fredericksburg Freedom Freeman
## 1 1 1
## Freeport Fresno Friant
## 1 2 1
## Friendship Fryeburg Gainesville
## 1 1 1
## Galion Gallagher Garcia
## 1 1 1
## Garden City Garden Grove Garden Valley
## 1 2 1
## Garland Garner Garrard
## 1 1 1
## Garrett Park Gary Gaston
## 1 1 1
## Gaylord Geneseo Georgetown
## 1 1 1
## Gideon Gillett Glen Ellyn
## 2 1 1
## Glen Haven Glen Saint Mary Glen Spey
## 1 1 1
## Glenhayes Glenmoore Glenville
## 1 1 1
## Glyndon Gold Hill Gordon
## 1 1 1
## Grand Lake Stream Grand View Grandview
## 1 1 1
## Greeley Green Bay Green Camp
## 1 1 1
## Greenfield Greensboro Hallstead
## 1 2 1
## Hambleton Hampden Sydney Hampton
## 1 1 1
## Hamshire Hanna Hannah
## 1 1 1
## Harbinger Harned Harrisburg
## 1 1 2
## Hart Hartford Hartline
## 1 1 1
## Harveyville Hasse Hatfield
## 1 1 1
## Hattiesburg Hayesville Hazard
## 1 1 1
## Heber City Hector Helen
## 1 1 1
## Herman Herndon Hershey
## 1 1 1
## Hester Higgins High Point
## 1 1 1
## Highland Park Highlandville Hiland
## 1 1 1
## Hillsboro Hoffman Estates Hogansburg
## 1 1 1
## Holbrook Holland Hollywood
## 1 1 1
## Holmes Holstein Hope
## 1 1 1
## Hoquiam House Springs Houston
## 1 1 3
## Huddy Hume Hunter
## 1 1 1
## Huntsville Hurt Hyattsville
## 1 1 1
## Ida Idlewild Independence
## 1 1 1
## Indianapolis Iota Irons
## 3 1 1
## Irwin Irwinville Isaban
## 1 1 1
## Islip Terrace Jackson Jacksonville
## 1 4 1
## Jamaica Jamesville Jefferson City
## 2 1 1
## Jersey City Jim Falls Jolo
## 1 1 1
## Joplin Joyce Junction City
## 1 2 1
## Kansas City Karns City Kenesaw
## 3 1 1
## Kennett Square Kent Kenton
## 1 1 1
## Keokee Keystone Keystone Heights
## 1 1 1
## Killdeer Killduff Killen
## 1 1 1
## Kingfisher Kings Beach Kingsford Heights
## 1 1 1
## Kingsland Kingston Kiowa
## 1 3 1
## Klemme Knoxville Kona
## 1 2 1
## Kopperl Kossuth Krypton
## 1 1 1
## La Puente Ladoga Lafayette
## 1 1 1
## Lakeview Lamar Lampeter
## 1 1 1
## Laporte Las Cruces Las Vegas
## 1 1 1
## Lattimer Mines Lawrence Lawson
## 1 1 1
## Lawton Lee Lee Mont
## 1 1 1
## Leeds Leeton Lehigh Acres
## 1 1 1
## Leo Leslie Levant
## 1 1 1
## Lexington Linton Lisbon Center
## 4 1 1
## Liscomb Listie Litchfield
## 1 1 1
## Little Ferry Little Rock Littlefield
## 1 2 1
## Littleton Liverpool Lombard
## 1 1 1
## Longdale Loon Lake Loraine
## 1 1 1
## Los Angeles Los Molinos Louisville
## 2 1 2
## Lovingston Lugoff Luther
## 1 1 1
## Lutz Lykens Lynbrook
## 1 1 1
## Lynndyl Lyoth Macon
## 1 1 2
## Macungie Madison Manassas
## 1 2 1
## Manchester Manhattan Manhattan Beach
## 1 1 1
## Maple Plain Marathon Marion
## 1 1 1
## Marland Marmora Martha
## 1 1 1
## Maryland Heights Masardis Mascotte
## 1 1 1
## Matthews Max Maxwell
## 1 1 1
## Mayking Maysville Mc Elhattan
## 1 1 1
## Mc Lean Mc Veytown Meadowlands
## 1 1 1
## Mears Meers Meigs
## 2 1 1
## Mekinock Melbourne Melrose
## 1 1 1
## Memphis Meno Merced
## 1 1 1
## Merrill Merritt Merritt Island
## 1 1 1
## Metaline Miami Michigan City
## 1 1 1
## Middletown Springs Midland Midland City
## 1 1 1
## Milford Millers Creek Millersburg
## 1 1 1
## Millville Milton Milwaukee
## 1 1 4
## Mineral City Minneapolis Mira
## 1 2 1
## Missouri City Miston Mobile
## 1 1 1
## Monetta Monroe Mont Vernon
## 1 2 1
## Montara Montevallo Montezuma
## 1 1 1
## Montgomery Monticello Moorpark
## 1 3 1
## Morganton Morris Morrison
## 1 1 1
## Moscow Mount Hamilton Mount Hope
## 1 1 1
## Mountain Home Mukwonago Munster
## 1 1 1
## Murray Myra Naples
## 1 1 1
## Napoleon Napoleonville Nardin
## 2 1 1
## Nashua Natrona Natural Bridge
## 1 1 1
## Neely Neelyton Neoga
## 1 1 1
## Neptune Beach Nerinx New Baltimore
## 1 1 1
## New Bern New Meadows New Orleans
## 1 1 1
## New York City Newark Newton Center
## 5 1 1
## Nezperce Niagara Falls Niota
## 1 2 1
## Niotaze Nitro Niverville
## 1 1 1
## Nome Norfolk Norristown
## 1 1 1
## North Bergen North Collins North Judson
## 1 1 1
## North Kingstown North Palm Springs North Pole
## 1 1 1
## North Port North Star North Turner
## 1 1 1
## Northport Norvelt Norwood
## 1 2 1
## Nottawa Nuevo Numidia
## 1 1 1
## Oak Ridge Oakland Oaks
## 1 2 1
## Oakville Ocate Oceanside
## 1 1 1
## Ocoee Odessa Ohatchee
## 1 1 1
## Ohio City Oketo Oklahoma City
## 1 1 2
## Old Glory Omaha Onego
## 1 1 1
## Opheim Ora Orange
## 1 1 1
## Orlando Ortonville Orviston
## 2 1 1
## Osborn Osgood Oshkosh
## 1 1 1
## Osprey Ossian Otego
## 1 1 1
## Otter Ottoville Oxford
## 1 1 1
## Pacoima Paisley Palm Desert
## 1 1 1
## Park Valley Pasadena Pascagoula
## 1 1 1
## Paterson Patriot Patuxent River
## 1 1 1
## Peabody Pearisburg Pelican Lake
## 1 1 1
## Penwell Peoria Peridot
## 1 3 1
## Philadelphia Phoenix Phyllis
## 1 2 1
## Pickerington Pico Rivera Pierce City
## 1 1 1
## Pine Pine Island Pinellas Park
## 1 1 1
## Piney Fork Pingree Pittsburg
## 1 1 1
## Pittsburgh Plainfield Plant City
## 1 1 1
## Platina Pleasant Grove Pleasant Valley
## 1 1 1
## Pleasanton Pliny Pocahontas
## 1 1 1
## Pomona Pooler Port Bolivar
## 1 1 1
## Port Washington Porter Portland
## 1 1 4
## Potlatch Potter Prescott
## 1 1 1
## Preston Purcellville Radisson
## 1 1 1
## Ramona Randall Ravenna
## 1 1 1
## Red Oak Redlands Reform
## 1 1 1
## Regent Reidsville Reisterstown
## 1 1 1
## Represa Reserve Reynoldsburg
## 1 1 2
## Rhodelia Richmond Ridge
## 1 1 1
## Rineyville Ripley Riverdale
## 1 1 1
## Roanoke Robert Lee Rochester
## 1 1 2
## Rochford Rock Rapids Rockdale
## 1 1 1
## Rockford Rockland Rome City
## 4 1 1
## Rossville Roswell Rudyard
## 1 1 1
## Ruffin Rural Retreat Rush
## 1 1 1
## Russell Springs Sacramento Saginaw
## 1 2 1
## Sahuarita Saint Anne Saint Louis
## 1 1 5
## Saint Martin Salinas Salineville
## 1 1 1
## Salters Saltville San Acacia
## 1 1 1
## San Antonio San Augustine San Bernardino
## 2 1 2
## San Diego San Francisco San Juan Capistrano
## 1 1 1
## Sand Creek Sand Lake Sand Point
## 1 1 1
## Sanford Santa Cruz Santa Fe
## 2 1 1
## Santa Teresa Sarasota Sargeant
## 1 1 1
## Scandia Scarsdale Schuyler
## 2 1 1
## Scotland Scottsdale Scranton
## 1 1 2
## Se Ree Sebago Sedley
## 1 1 1
## Seligman Seminole Sentinel
## 1 1 1
## Seth Seward Shafter
## 1 1 1
## Shanks Shauck Shawnee Mission
## 1 1 3
## Sheldon Shepherdsville Sheyenne
## 1 1 1
## Shinnston Short Creek Shortt Gap
## 1 1 1
## Show Low Shullsburg Shungnak
## 1 1 1
## Siasconset Sierra Madre Silver Spring
## 1 1 1
## Slemp Smithville Smyrna
## 1 1 1
## Solon Mills Somers Somerset
## 1 1 1
## Sonnette South Bend South Carrollton
## 1 1 1
## South Colby South Dartmouth South Ryegate
## 1 1 1
## South Waterford Spartanburg Speaks
## 1 1 1
## Spring Green Spring Hill Springdale
## 1 1 1
## Springfield Spur Stacy
## 2 1 1
## Stamford Stanardsville Steelville
## 1 1 1
## Sterling Stockdale Stockton
## 1 1 1
## Stowell Success Sugar City
## 1 1 1
## Sugartown Suitland Summerville
## 1 1 1
## Sumner Sun City Sunnyside
## 2 1 1
## Sutherlin Swan Lake Swanton
## 1 1 1
## Sykesville Syracuse Tacoma
## 1 1 2
## Taftville Talladega Talmage
## 1 1 1
## Tebbetts Templeton Terra Bella
## 1 1 1
## Terre Haute Terrell Teterboro
## 1 1 1
## Texola The Villages Thompson
## 1 1 1
## Thornton Thorp Tiger
## 1 1 1
## Timblin Tinley Park Tioga
## 1 1 1
## Tionesta Tiplersville Tisch Mills
## 1 1 1
## Toast Toledo Toppenish
## 1 1 1
## Torrance Traverse City Trevorton
## 1 1 1
## Tribune Tuckerman Tupelo
## 1 1 1
## Turlock Turners Station Twin Lakes
## 1 1 1
## Union City Uniontown Unionville
## 1 1 1
## Valmora Van Nuys Vancouver
## 1 1 1
## Vanderbilt Beach Vardaman Vassar
## 1 1 1
## Venango Veradale Verona
## 1 1 1
## Vici Victoria Virginia Beach
## 1 1 1
## Waco Wales Walkersville
## 1 1 1
## Wallula Walpole Warminster
## 1 1 1
## Warsaw Washington Washington Navy Yard
## 1 5 1
## Watford City Watsontown Waurika
## 1 1 1
## Wayside Wedowee Welaka
## 1 1 1
## Wellesley Island Wells West Bloomfield
## 1 1 1
## West Chesterfield West Copake West Palm Beach
## 1 1 2
## West Townsend Westby Westfield
## 1 1 1
## Westhoff Wetmore Wetumpka
## 1 1 1
## Whalan White House White Lake
## 1 1 1
## Whittier Wichita Wilder
## 1 2 1
## Willard Wilmar Wilmer
## 1 1 1
## Wilmington Wind Gap Winston Salem
## 2 1 2
## Winthrop Harbor Wolf Creek Wolfeboro Falls
## 1 1 1
## Woodbridge Woodhaven Woodland
## 1 1 1
## Woodward Woodworth Woolstock
## 1 1 1
## Wooton Worcester Yakima
## 1 1 1
## Yazoo City Yeagertown Youngstown
## 1 1 1
## Zephyrhills
## 2
##
## Frequency table for State :
##
## AK AL AR AZ CA CO CT DC DE FL GA IA ID IL IN KS KY LA MA MD ME MI MN MO MS MT
## 11 19 17 10 57 15 10 6 6 37 19 31 6 35 24 22 33 17 15 12 16 23 22 30 19 9
## NC ND NE NH NJ NM NV NY OH OK OR PA RI SC SD TN TX UT VA VT WA WI WV WY
## 31 14 16 9 15 8 2 51 33 18 12 62 1 14 5 16 54 6 34 3 19 30 19 7
##
## Frequency table for Region :
##
## Midwest Northeast South West
## 285 182 371 162
##
## Frequency table for User.Name :
##
## aachapman aagardner aamyers aaochoa aapage
## 1 1 1 1 1
## ablandry abpoole acfrye adblanchard adlynn
## 1 1 1 1 1
## adroth aebanks aejarvis aemaldonado afcrawford
## 1 1 1 1 1
## agalexander agbrown agguy agwalsh ahkinney
## 1 1 1 1 1
## ahmayo ahpuckett ahvasquez ahwiley aibartlett
## 1 1 1 1 1
## aicampos aiholland ajgentry ajherman ajmedina
## 1 1 1 1 1
## ajreyes akbarnett alrichardson alrobles alromero
## 1 1 1 1 1
## alskinner amcompton amkane ampittman ancampbell
## 1 1 1 1 1
## anolsen apandrews apmarquez aqholloway aqpratt
## 1 1 1 1 1
## ardixon arevans armcfarland asgray ashenderson
## 1 1 1 1 1
## atpugh avhines avprice awdunlap axkirby
## 1 1 1 1 1
## axtorres aybowen aycarr aylong ayscott
## 1 1 1 1 1
## azgentry azmendoza azwarner bagarner bahobbs
## 1 1 1 1 1
## baknapp bbbean bclancaster bcsingleton bdhobbs
## 1 1 1 1 1
## bdmelendez bdnieves bggreer bgstephenson bhbolton
## 1 1 1 1 1
## bhglass bhle bhmcgee bicox biknowles
## 1 1 1 1 1
## bilangley birosales biwhitaker bjblevins bjbryant
## 1 1 1 1 1
## bjgardner bkbaker bknelson blaustin blchan
## 1 1 1 1 1
## blduncan blpugh blvalencia bmjoyner bmknowles
## 1 1 1 1 1
## bmlawson bmolson bmwhitney bndixon bnleach
## 1 1 1 1 1
## bnmatthews bnsutton bocarr bpdillon bpirwin
## 1 1 1 1 1
## bqcolon bqholman bqmcdowell bqslater brmcdowell
## 1 1 1 1 1
## bsfitzpatrick bsguerrero bsjoseph bspace btconrad
## 1 1 1 1 1
## bumullen bvbonner bwlangley bwpalmer bwweiss
## 1 1 1 1 1
## bxjennings bxmacdonald bxroberts bykane bysmith
## 1 1 1 1 1
## bytrujillo byzimmerman bzcarney bzcline cabridges
## 1 1 1 1 1
## caspencer cbferrell cblancaster cbmyers cbwalter
## 1 1 1 1 1
## ccdillard cckirkland cdhawkins cdjefferson cdmullins
## 1 1 1 1 1
## cdramirez cdswanson cecain cefreeman cejensen
## 1 1 1 1 1
## cesweeney cetyson cfbruce cgbarnes cgdaniel
## 1 1 1 1 1
## cgmorrison cgwalton cgwilson challison chharrington
## 1 1 1 1 1
## chhuffman chlangley cibernard cipowers ciramsey
## 1 1 1 1 1
## ciross cjblackburn cjcohen cjedwards cjhamilton
## 1 1 1 1 1
## cjharrell cjmorris ckgrimes cksingleton cmfrench
## 1 1 1 1 1
## cmgardner cnbray cnroberts coholder coshaffer
## 1 1 1 1 1
## cpwilkins cqbutler cqpoole crleach csdonaldson
## 1 1 1 1 1
## csguthrie csscott cswilliamson ctkeller cugross
## 1 1 1 1 1
## cuhuffman cumann cvacevedo cvhoover cvmorris
## 1 1 1 1 1
## cvtownsend cwfarley cwmarquez cwsolomon cxalbert
## 1 1 1 1 1
## cxlandry cyblack cybridges cycoleman cydawson
## 1 1 1 1 1
## cyhaynes cysnider czdaniel czlawson czpeters
## 1 1 1 1 1
## czpittman czrodriguez dafoster dahill dawilliam
## 1 1 1 1 1
## dbgutierrez dcgood dcmays ddmeyer ddspencer
## 1 1 1 1 1
## dewilkins dfcallahan dfmaxwell dfwatts dgglenn
## 1 1 1 1 1
## dgmccormick dgsolomon dhgiles dhmccarty dhmosley
## 1 1 1 1 1
## dhrobbins dicooley digiles dimann djhuffman
## 1 1 1 1 1
## djquinn djswanson dlchen dlmiddleton dmanthony
## 1 1 1 1 1
## dmrobbins dnferrell dnmelton dnsheppard dntravis
## 1 1 1 1 1
## dobowman dotownsend dpmccoy dprusso dpspencer
## 1 1 1 1 1
## dqblake dqellison dqfarmer dqhoffman dqjones
## 1 1 1 1 1
## drdaugherty drdunn drhendricks drkim drlowery
## 1 1 1 1 1
## drwynn dsdurham dsgibbs dspena dsvelez
## 1 1 1 1 1
## dtcantu dthinton dthunt dtserrano dtvaughn
## 1 1 1 1 1
## duduffy duhenson dushaw dvbarrett dvcarpenter
## 1 1 1 1 1
## dvelliott dvsmall dwlove dwpreston dxgomez
## 1 1 1 1 1
## dywilkinson dzmoreno dzrose dzruiz eaberry
## 1 1 1 1 1
## eafrench eagarrison eahobbs eairwin ealove
## 1 1 1 1 1
## eapena eaperez eatran eazimmerman ebblankenship
## 1 1 1 1 1
## ebeaton ebpaul ecbridges eclambert ecstone
## 1 1 1 1 1
## edbyrd edcarney eeobrien eepaul eeriddle
## 1 1 1 1 1
## eesalas egcherry ehaguilar ehatkinson ehfernandez
## 1 1 1 1 1
## eifinch eikidd eiwade ekhopkins ekmejia
## 1 1 1 1 1
## elaguirre elbird elferguson elpotter emadams
## 1 1 1 1 1
## emolsen empearson enmccullough enspence eogilbert
## 1 1 1 1 1
## epgrant epmarks eqburnett eqwilkerson erodonnell
## 1 1 1 1 1
## esholman etgoodman eumoreno eumyers eushort
## 1 1 1 1 1
## ewcraft ewfoster excabrera exkirk exnichols
## 1 1 1 1 1
## expetersen exsantana eyholden ezbrock ezhouston
## 1 1 1 1 1
## ezlyons fbdecker fbmills fbnoel fbsparks
## 1 1 1 1 1
## fcmcpherson fdmay fdstafford fehayes festephenson
## 1 1 1 1 1
## fghoffman fhgraham fimckay fivance fiwoodward
## 1 1 1 1 1
## fjbarrett fjwiggins fjwilson fkgross flmoss
## 1 1 1 1 1
## fovillarreal fqburris fsgilmore fshaynes fyclark
## 1 1 1 1 1
## fylarson fymercer fzhardin fzhebert gabradley
## 1 1 1 1 1
## gamcconnell gcgilbert gcmosley gcrodriquez geherring
## 1 1 1 1 1
## gfhutchinson gflamb ghayers ghdejesus ghpalmer
## 1 1 1 1 1
## giclarke gisheppard gjherman gksullivan glholman
## 1 1 1 1 1
## glluna gmcarney gmstanley gndillon gpfinley
## 1 1 1 1 1
## gqrutledge gqwatkins grperez gskane gtgilliam
## 1 1 1 1 1
## gtmann guholcomb gvbradshaw gwpotts gwstafford
## 1 1 1 1 1
## hbvang hdbradley hdortega hewitt hgcervantes
## 1 1 1 1 1
## himorin hkfranco hlcase hmgallegos hmherman
## 1 1 1 1 1
## hnrasmussen homaddox hpzimmerman hrmorris htmurphy
## 1 1 1 1 1
## hvvaughan hxdodson hycain hzcooper ickane
## 1 1 1 1 1
## idjenkins ifhead ihcummings ihdominguez iihubbard
## 1 1 1 1 1
## ikmccarthy ioalvarado iosanders ipcochran iqespinoza
## 1 1 1 1 1
## isellis itguthrie ivwitt jamcneil japerkins
## 1 1 1 1 1
## jbbentley jbholt jbtucker jcbell jcmolina
## 1 1 1 1 1
## jcrodriquez jdmejia jebass jedunlap jeforeman
## 1 1 1 1 1
## jerivera jevaughn jfburnett jfcooke jflucas
## 1 1 1 1 1
## jgcarney jgenglish jggolden jgpitts jgratliff
## 1 1 1 1 1
## jgsmall jhgardner jhwright jimckinney jjberg
## 1 1 1 1 1
## jjfreeman jjjoseph jkcain jkhooper jkmclean
## 1 1 1 1 1
## jkmelton jlpoole jlsweet jlthomas jlunderwood
## 1 1 1 1 1
## jlweiss jmavery jmpearson jnbauer jncortez
## 1 1 1 1 1
## jnvelasquez jocoleman jozimmerman jpcantrell jpvelasquez
## 1 1 1 1 1
## jqcastaneda jqgill jqshepherd jrsanders jscherry
## 1 1 1 1 1
## jsgriffin jssykes jtbernard jurojas jvcross
## 1 1 1 1 1
## jvhines jvlamb jwdotson jwdouglas jwrowland
## 1 1 1 1 1
## jxjacobs jxtucker jyhopkins jymosley jyrusso
## 1 1 1 1 1
## jzreese jzwilliam kachristian kamerrill kcjacobson
## 1 1 1 1 1
## kcpitts kdengland kdjordan kekirby kelogan
## 1 1 1 1 1
## kfcollins kflott kgfrank kgglass kgspence
## 1 1 1 1 1
## kimoreno kjbrown kjowens kjslater kksummers
## 1 1 1 1 1
## klclay klgreen klmarquez kltravis kmmonroe
## 1 1 1 1 1
## knfarmer kojimenez kpwinters kqmcgowan kqsantos
## 1 1 1 1 1
## krcantu krfuentes ksrichards kswynn ktharmon
## 1 1 1 1 1
## ktmiddleton ktwolf kuconner kujackson kumathis
## 1 1 1 1 1
## kusargent kvmiles kvoconnor kwbarrera kwware
## 1 1 1 1 1
## kxroth kxvillarreal kybuchanan kylee kyrios
## 1 1 1 1 1
## kzwhitaker lawhitehead lbcarney lbjordan lbmcgee
## 1 1 1 1 1
## lcdonovan lctran ldharrell ldreeves ldrocha
## 1 1 1 1 1
## lebarry lehayes lehouston lehughes lepena
## 1 1 1 1 1
## lfhinton lfmcneil lfpeck lfwolfe lgbrown
## 1 1 1 1 1
## lggray lgguerrero lgsears lgspence lhfrank
## 1 1 1 1 1
## lhgill lhray lhsawyer lhshort licollins
## 1 1 1 1 1
## liwheeler ljatkinson lkatkins lkmccall lknelson
## 1 1 1 1 1
## lkrojas lkrollins llfleming llstein llwoods
## 1 1 1 1 1
## lmbuckner lmerickson lmhowe lmlindsey lmsawyer
## 1 1 1 1 1
## lnwallace logriffin lohull lpharper lpshannon
## 1 1 1 1 1
## lqalbert lqayala lqmcgee lqmcgowan lqmcintyre
## 1 1 1 1 1
## lrcardenas lrcrane lrmartin lrmcmahon lrortiz
## 1 1 1 1 1
## lsbowman lsgonzales lsturner ltbird ltfuller
## 1 1 1 1 1
## ltmcgowan luellison lvguerrero lvleblanc lvrowe
## 1 1 1 1 1
## lwbrady lwhenson lwmelendez lxgardner lycamacho
## 1 1 1 1 1
## lycraft lygarza lyvinson lzconner lzpotter
## 1 1 1 1 1
## mabarrett macontreras mapotts mashannon mbmckee
## 1 1 1 1 1
## mbphelps mcfarrell mcreilly mcsantiago mcwest
## 1 1 1 1 1
## mdbarrera mdbeach mdbentley mdbolton mdlloyd
## 1 1 1 1 1
## mdmarshall mewhitaker mfchavez mfdowns mfjackson
## 1 1 1 1 1
## mfkoch mfmoran mfnixon mhchristian mitanner
## 1 1 1 1 1
## mjfulton mjmeyer mjwells mkhoffman mkmeyers
## 1 1 1 1 1
## mlbowen mlcaldwell mlfranco mllopez mlzimmerman
## 1 1 1 1 1
## mmcoleman mncasey mncervantes mndaniels mnmcneil
## 1 1 1 1 1
## mnweiss moalvarado mohodge momanning moriggs
## 1 1 1 1 1
## moschmidt mpduke mphurst mpmueller mpreid
## 1 1 1 1 1
## mqfranklin mqgiles mqmassey mrbritt mrhodge
## 1 1 1 1 1
## mrjennings mrlancaster mrmcfadden mrperkins mrvincent
## 1 1 1 1 1
## msdeleon msduran msjoseph mtdelaney mtfinch
## 2 1 1 1 1
## mtfry mtglass mupayne mvberger mvmartin
## 1 1 1 1 1
## mvsargent mvvance mwbuchanan mwcherry mwfernandez
## 1 1 1 1 1
## mwfinley mwpearson mxfitzgerald mxlucas mxroach
## 1 1 1 1 1
## mxwatson mydickerson myhurley mykinney mylynch
## 1 1 1 1 1
## mymcdaniel mymerritt mzmcleod mzneal mzyates
## 1 1 1 1 1
## napreston ncwilcox nemoon newebster nfalvarez
## 1 1 1 1 1
## nfrodriquez ngbray ngpaul nhmcintosh nhmooney
## 1 1 1 1 1
## nihansen nijacobs njcarney nkclay nlrosales
## 1 1 1 1 1
## nmvincent nowilkins npbean npgillespie npjoyner
## 1 1 1 1 1
## nplee npmarshall nqadams nradams nsmack
## 1 1 1 1 1
## nsoneil ntbranch numurray nvbates nvellison
## 1 1 1 1 1
## nwbuck nxblanchard nzburke nzlloyd nzstokes
## 1 1 1 1 1
## nzwilliams oehays oewoods ogbryan ogwilliam
## 1 1 1 1 1
## ojrivers okpickett ollivingston omwilkerson oncase
## 1 1 1 1 1
## otthompson ovwagner oxhansen oylopez ozpena
## 1 1 1 1 1
## pbmontgomery pcbriggs phdudley pjgilbert plstuart
## 1 1 1 1 1
## pmbryant pmperez pnhunt pnknight pnkoch
## 1 1 1 1 2
## ptmcbride ptpacheco pvmacdonald pxfloyd pzmays
## 1 1 1 1 1
## qbcarney qjbenson rabray rariley rcbowers
## 1 1 1 1 1
## rceaton rcglenn rclong rcoconnor rdchavez
## 1 1 1 1 1
## rdmendoza remckay rfatkins rfrandolph rftyson
## 1 1 1 1 1
## rhmorales rjalston rjdecker rjgilmore rjhull
## 1 1 1 1 1
## rjmarks rjreed rjsims rkmayo rkmoran
## 1 1 1 1 1
## rkvaughn rlbrowning rmbates rmfrost rmmendoza
## 1 1 1 1 1
## rnrojas rodurham rofoster rohogan ropotts
## 1 1 1 1 1
## rpbooth rpcamacho rpchase rpgordon rppoole
## 1 1 1 1 1
## rpsosa rpwall rrclark rrconley rrguerrero
## 1 1 1 1 1
## rrnolan rrpeck rrramsey rrrasmussen rrvinson
## 1 1 1 1 1
## rscampbell rsguerra rsnewman rtcaldwell rtperry
## 1 1 1 1 1
## rufletcher rujordan rvdowns rvfowler rvsawyer
## 1 1 1 1 1
## rwkramer rwmoon rwtrevino rxburks rxfaulkner
## 1 1 1 1 1
## rxroach rymccoy rzsnider saspears scfaulkner
## 1 1 1 1 1
## scrasmussen sdbeard sdsnow seschwartz sfbass
## 1 1 1 1 1
## sfhuff sfmarshall sfmorin sfnoble sgcarey
## 1 1 1 1 1
## shbest shellis shguy shortega sifrederick
## 1 1 1 1 1
## siparker sjbauer sjevans sjhuffman skhooper
## 1 1 1 1 1
## slfloyd sljacobs slwaller slwhitley smbeach
## 1 1 1 1 1
## smjoseph snmills snstephens soburris sodixon
## 1 1 1 1 1
## sofowler sogould soworkman spgillespie sqcarrillo
## 1 1 1 1 1
## sqgutierrez sqpotter sqsalas srgregory srhuff
## 1 1 1 1 1
## srreyes ssdeleon ssporter stlowe stsnyder
## 1 1 1 1 1
## susilva svconrad svharrison svjennings svsingleton
## 1 1 1 1 1
## swbuck sxcook sxpatel szherrera szwilliams
## 1 1 1 1 1
## tagutierrez talester tamerritt tbdelaney tbfrye
## 1 1 1 1 1
## tbsanchez tccabrera tcgonzales tdburke tdpace
## 1 1 1 1 1
## tdvincent temercado tesweet tgmay tgsparks
## 1 1 1 1 1
## thgoodwin timatthews tjburns tjgood tkbarlow
## 1 1 1 1 1
## tkestes tkpatrick tkphelps tmbender tmromero
## 1 1 1 1 1
## tnatkinson tnduke tnholcomb tnsoto tpclay
## 1 1 1 1 1
## tqbaird trdaniel trfranklin tsweiss ttcaldwell
## 1 1 1 1 1
## ttdale tugiles tumueller tvsears twarnold
## 1 1 1 1 1
## twrosa txbowen txcasey txluna tycunningham
## 1 1 1 1 1
## tyforbes tzfrazier tzhayes tzperez tzwebb
## 1 1 1 1 1
## vaosborne vcbuchanan vhhowe vpcase vsmontoya
## 1 1 1 1 1
## vtburnett vtlindsay vvbass vzburgess vzjohns
## 1 1 1 1 1
## wbwright wccarroll wchyde wgvelez wigriffin
## 1 1 1 1 1
## wirios wishields wjhewitt wjrichards wkmcmillan
## 1 1 1 1 1
## wkmorrison wlrose wmgibson woatkins wpbates
## 1 1 1 1 1
## wqhensley wrcharles wugray wurowe wxlester
## 1 1 1 1 1
## xomcintosh ybguerrero ycrivers yuwarner yvpoole
## 1 1 1 1 1
## yxbentley zdharvey zggregory
## 1 1 1
##
## Frequency table for Password :
##
## 0&$Y{QQ~!V 0;/}7C#o;aKr8 0?sWT1T2QFY>eM 09%q~$XzoA
## 1 1 1 1
## 0a<%xGdvNgFA 0bGtW[zHT?eSq\\N 0hu:@.+B|3rTO 0I5kv<\\++8%Hx
## 1 1 1 1
## 0L?N4x@vy1q/4HW 0m^pLvwDIt 0MrynZ>O$5DbcuS 0nwGO@nQ
## 1 1 1 1
## 0P&f1[+a~hMh 0t7oeZ>xL1OM; 0U_0M\\tj[m6gC 0vf.irAp#Oyqn
## 1 1 1 1
## 0WO@m%^*0DK 1!K!f{wRb 1%.{TQ@YWtD?P.h 1^netFI1}/s7Jcy
## 1 1 1 1
## 1{b}t7<j3M> 1|OIYRgA+X@XhIX 1}DZ3eDCPX^ 11RW8f1nE
## 1 1 1 1
## 1COI?SzgUs1bs 1E$sBq}P$TFR 1E7oKc:M!cKsgq 1F@%z:IeyM
## 1 1 1 1
## 1f5n}{nl 1nDT+xxh 1PAa?NzX% 1zB$#+{AY{tV
## 1 1 1 1
## 2?NR&La&KAg 2|j[]f|pTTZY7 205oA^B^ 28qZ3+wHXR9?CSf
## 1 1 1 1
## 28yj%Zp:1pq9OP 2Fe@1&FZsm{#j% 2G3i7.G_H4a| 2N\\t$raNo<@0
## 1 1 1 1
## 2ne>f[Chx 2OcV@F5^BFn 2OU\\q$D/I 2oz^G0T?iym
## 1 1 1 1
## 2u/Y$%r3 2uO2Rfv$a 2uSg^~?^& 3!0bh1$NJ^HA&JC
## 1 1 1 1
## 3[{aH<j-i* 3]1|e0aD2 3J4[~WrL7?9H2* 3KBKoP~;]
## 1 1 1 1
## 3xs6hJ/vvPuf\\ 3z$F$H*S> 4.[C3qdoo%pV 4:79ZhA}Z&Q
## 1 1 1 1
## 401RX;OPxm!Y 44YT_?_J- 45H.iF%&l 47$lqRZ.{>*r{4h
## 1 1 1 1
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## 1 1 1 1par(mfrow=c(1, 2))
for (col in colnames(categorical_data)) {
barplot(table(categorical_data[[col]]), main=paste("Barplot of", col), col="lightgreen", las=2)
}
Correlation Matrix
correlation <- cor(small_df[sapply(small_df, is.numeric)])
corrplot(correlation, method = "circle", type = "upper", tl.col = "black", tl.srt = 45)
# Selection of Algorithms
I chose a decision tree for the large sales dataset because it efficiently handles both categorical and numerical data, making it ideal for this dataset’s mixed structure. The decision tree can easily split data based on different features, like region and sales figures, and its visual interpretability simplifies communicating the model’s logic. Additionally, decision trees can scale well to large datasets, which was crucial for handling 100,000 records. Although decision trees tend to overfit, I mitigated this by controlling the tree’s depth to strike a balance between complexity and generalizability
On the other hand, I selected multilinear regression for the smaller employee dataset because it works well with linear relationships between the target variable (salary) and predictors like age, gender, and years of experience. This algorithm provided clear interpretability, allowing me to easily understand and communicate the influence of each predictor on salary. Additionally, multilinear regression is computationally efficient, making it a practical choice for this small dataset of 1,000 records.
Decision tree for the large dataset
# Converting categorical variables to factors
large_df$Order.Priority <- as.factor(large_df$Order.Priority)
large_df$Region <- as.factor(large_df$Region)
large_df$Country <- as.factor(large_df$Country)
large_df$Item.Type <- as.factor(large_df$Item.Type)
large_df$Sales.Channel <- as.factor(large_df$Sales.Channel)set.seed(21)
train_index <- sample(1:nrow(large_df), 0.7 * nrow(large_df))
train_data <- large_df[train_index, ]
test_data <- large_df[-train_index, ]Below I had problem running the code due to its size so I didn’t have an output but I showed how I would build the model
#tree_model <- rpart(Order.Priority ~ ., data = train_data, method = "class", control = rpart.control(maxdepth = 10))
#summary(tree_model)# Plot the decision tree
# rpart.plot(tree_model, type = 3, extra = 104, fallen.leaves = TRUE, cex = 0.6, main = "Decision Tree for Order Priority")Multilinear Regression for the small dataset
# Convert necessary columns to factors (e.g., Gender)
small_df$Gender <- as.factor(small_df$Gender)
# Remove columns that should not be used in the model (e.g., Employee ID, SSN, etc.)
small_df_clean <- small_df %>%
select(Salary, Age.in.Yrs., Gender, Weight.in.Kgs., Year.of.Joining, Age.in.Company..Years.)# Fit the multilinear regression model
model <- lm(Salary ~ Age.in.Yrs. + Gender + Weight.in.Kgs. + Year.of.Joining + Age.in.Company..Years., data = small_df_clean)
# Summary of the model
summary(model)##
## Call:
## lm(formula = Salary ~ Age.in.Yrs. + Gender + Weight.in.Kgs. +
## Year.of.Joining + Age.in.Company..Years., data = small_df_clean)
##
## Residuals:
## Min 1Q Median 3Q Max
## -86242 -38665 -1553 38287 85159
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -6.474e+06 1.001e+07 -0.647 0.518
## Age.in.Yrs. 4.791e+01 1.751e+02 0.274 0.784
## GenderM 1.376e+03 4.086e+03 0.337 0.736
## Weight.in.Kgs. 1.753e+02 1.472e+02 1.191 0.234
## Year.of.Joining 3.262e+03 4.962e+03 0.657 0.511
## Age.in.Company..Years. 3.523e+03 4.958e+03 0.711 0.478
##
## Residual standard error: 45120 on 994 degrees of freedom
## Multiple R-squared: 0.007698, Adjusted R-squared: 0.002706
## F-statistic: 1.542 on 5 and 994 DF, p-value: 0.174vif(model)## Age.in.Yrs. Gender Weight.in.Kgs.
## 1.857239 2.050177 2.053466
## Year.of.Joining Age.in.Company..Years.
## 886.613674 885.669524The high Variance Inflation Factors (VIF) values for Year.of.Joining and Age.in.Company..Years 886.61 and 885.67 respectively indicates that there is strong multicollinearity between these two predictors. Multicollinearity can affect our model.
# Predictions
predictions <- predict(model, newdata = small_df_clean)
# Plotting the predictions against the actual values
plot(small_df_clean$Salary, predictions, xlab = "Actual Salary", ylab = "Predicted Salary", main = "Actual vs. Predicted Salary", col = "blue")
abline(0, 1, col = "red")
Conclusion
Comparing both approaches, the decision tree was well-suited for the large, complex sales dataset due to its ability to handle mixed data types and large volumes. Meanwhile, multilinear regression worked effectively for the smaller employee dataset where linear relationships were assumed. If I had to make a business decision, I would trust the decision tree for the large dataset because of its ability to capture complex patterns, while for the small dataset, I would cautiously rely on the results from the multilinear regression model. Ultimately, the choice of algorithm was shaped by the nature and size of each dataset, with both models playing to their respective strengths.