Find Matching People in table based on similar values

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Find Matching People in table based on similar values

thomashohner

SSCrazy Eights

Points: 9856
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February 20, 2017 at 11:25 am

#320482

Hello All,
I'm trying to find a method that will run on Data-sets of 100K rows to a million efficiently and have a relatively good match output. I know that nothing will be 100% but the more accurate the better.
I am looking for any clever, more efficient way than what i have so far.
The people table should theoretically have only one row per person, however due to end user data entry we get data pollution. I need to find these potential duplicates and mark them with the corresponding matching PeopleID.
In my attempt i was able to match two out of the 3 potential group matches, however i'm pretty sure this is not going to work on much larger data-sets and it may have issues i have yet to think about with this small data-set. The dirty data in this table is based off what i have seen in a real production environment. Fat fingerd DOB's, SSN's Last Name changes, First Name Variations
Theoretically
James, Jim, Jimmy is one person.
Sarah and Sara is one person(She got married last name changed)
Thomas and Same each one person.
/*********************************** 4 unique People in the below table.
********************************************/ CREATE TABLE #People ( PeopleID INT IDENTITY (1,1) PRIMARY KEY ,FirstName VARCHAR(20) ,LastName VARCHAR(20) ,DateOfBirth DATE ,SSN VARCHAR(9) ,Gender CHAR(1) )
INSERT INTO #People (FirstName, LastName, DateOfBirth, SSN, GENDER)
VALUES ( 'Jim', 'Johnson', '01/05/1981', '12345689', 'M') ,( 'James', 'Johnson', '01/05/1980', '123456789', 'M') ,( 'Jimmy', 'Johnson', '01/05/1980', '123456789', 'M') ,( 'Sarah', 'Bellum', '12/31/1976', '999999999', 'F') ,( 'Sara', 'Gotmarried', '12/30/1976', '999999999', 'F') ,( 'Thomas', 'Dedupe', '08/21/1979', '000000000', 'M') ,( 'Sam', 'Query', '09/05/1985', '000000000', 'M');
/******************************************************* MY weak attempt only find the Jimmy & Jim Match and the Sarah Match James is still missing and this is mostlikley very slow on a million row dataset.
*********************************************************/ WITH ConcatString AS ( SELECT p1.PeopleID , p1.FirstName , p1.LastName , CONCAT(p1.firstName,' ', p1.LastName,' ', p1.DateOfBirth, ' ', p1.Gender, ' ', p1.SSN) AS RowString
FROM #People p1 )
SELECT DISTINCT cs1.PeopleID, cs1.FirstName, cs1.LastName, cs2.PeopleID, cs2.FirstName, cs2.LastName FROM ConcatString cs1 INNER JOIN ConcatString cs2 ON DIFFERENCE(cs1.RowString ,cs2.RowString) =4 WHERE cs1.PeopleID <> cs2.PeopleID
SELECT * FROM #People
DROP TABLE #People
***SQL born on date Spring 2013:-)

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Bill Talada SSChampion Points: 11954 More actions · Answer 1

As I've had to do this on many projects, I will share my past solutions.

I use a table of about 4000 FirstName-NickName pairs to find likely equivalents. Is there a way I can share this file?

I take each row and look for possible matches to it since there could be several duplicates (many to many).

I give each match a reliability rating. For example SSN+LastName is close to 100% while FirstName+DOB might be 80%.

I use Soundex matching but assign lower reliability ratings for those rows.

You cannot catch transposition and spelling errors easily except by looking at other column matches which result in lower reliability ratings.

My preference is to let users merge accounts based on human intelligence while processing my work queue.

There are no shortcuts in life.

ChrisM@home SSC-Insane Points: 24260 More actions · Answer 2

ChrisM@Work - Tuesday, June 19, 2012 3:32 AM
Fuzzy matching generates a similarity index between two strings: try this and this. Cheers ChrisM

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J Livingston SQL SSC Guru Points: 51550 More actions · Answer 3

seems similar to this https://www.sqlservercentral.com/Forums/1859349/Linking-rows-based-on-matching-fields

________________________________________________________________
you can lead a user to data....but you cannot make them think
and remember....every day is a school day

thomashohner SSCrazy Eights Points: 9856 More actions · Answer 4

Bill Talada - Monday, February 20, 2017 11:51 AM
As I've had to do this on many projects, I will share my past solutions.
I use a table of about 4000 FirstName-NickName pairs to find likely equivalents. Is there a way I can share this file?
I take each row and look for possible matches to it since there could be several duplicates (many to many).
I give each match a reliability rating. For example SSN+LastName is close to 100% while FirstName+DOB might be 80%.
I use Soundex matching but assign lower reliability ratings for those rows.
You cannot catch transposition and spelling errors easily except by looking at other column matches which result in lower reliability ratings.
My preference is to let users merge accounts based on human intelligence while processing my work queue.
There are no shortcuts in life.

I wish you could, i would love to have a table like that !

***SQL born on date Spring 2013:-)

Bill Talada SSChampion Points: 11954 More actions · Answer 5

Here are 3386 pairs of FirstName/NickNames

Aaron,Erin Aaron,Ron Aaron,Ronnie Aaron,Ronny Abel,Ab Abel,Abe Abel,Abie Abel,Eb Abel,Ebbie Abiah,Ab Abiah,Abijah Abiah,Biah Abiel,Ab Abiel,Biel Abigail,Abbie Abigail,Abby Abigail,Gail Abigail,Nabby Abner,Ab Abner,Abbie Abraham,Abe Abraham,Abie Abraham,Bram Abram,Abe Ada,Adie Adaline,Ada Adaline,Addie Adaline,Addy Adaline,Aline Adaline,Delia Adaline,Dell Adaline,Della Adaline,Lena Adam,Ad Adam,Addie Adam,Addy Adam,Ade Adela,Addie Adela,Dell Adela,Della Adelaide,Addie Adelaide,Addy Adelaide,Adela Adelaide,Adele Adelaide,Dell Adelaide,Della Adelaide,Heidi Adelbert,Ad Adelbert,Ade Adelbert,Albert Adelbert,Bert Adelbert,Del Adelbert,Delbert Adele,Addie Adele,Dell Adele,Della Adelina,Addie Adelina,Aline Adelina,Dell Adelina,Della Adeline,Ada Adeline,Addie Adeline,Addy Adeline,Aline Adeline,Delia Adeline,Dell Adeline,Della Adeline,Lena Adelle,Addie Adelle,Dell Adelle,Della Adelphia,Addy Adelphia,Adele Adelphia,Dell Adelphia,Delphia Adelphia,Philly Adolph,Ad Adolph,Dolph Adolph,Olph Adolphus,Ad Adolphus,Dolph Adolphus,Olph Adrian,Ade Adriana,Adie Adrienne,Adie Agatha,Aggie Agatha,Aggy Agnes,Aggie Agnes,Aggy Agnes,Inez Agnes,Ness Agnes,Nessa Agnes,Nessie Aileen,Allie Aileen,Lena Alan,Al Alanson,Al Alanson,Alan Alanson,Lonson Albert,Adelbert Albert,Al Albert,Bert Albert,Bertie Albert,Elbert Alberta,Allie Alberta,Bert Alberta,Bertie Aldrich,Al Aldrich,Rich Aldrich,Richie Alexander,Al Alexander,Alec Alexander,Aleck Alexander,Alex Alexander,Eleck Alexander,Lex Alexander,Sander Alexander,Sandy Alexandra,Alex Alexandra,Alexa Alexandra,Ali Alexandra,Alix Alexandra,Alla Alexandra,Allie Alexandra,Lexy Alexandra,Sandra Alexandra,Sandy Alexandria,Alex Alexandria,Alexa Alexandria,Ali Alexandria,Alix Alexandria,Alla Alexandria,Allie Alexandria,Lexy Alexandria,Sandra Alexandria,Sandy Alexis,Alex Alfred,Al Alfred,Alf Alfred,Alfie Alfred,Fred Alfred,Freddie Alfred,Freddy Alfreda,Alfie Alfreda,Alfy Alfreda,Freda Alfreda,Freddie Alfreda,Freddy Alfreda,Frieda Algernon,Alger Algernon,Algie Algernon,Algy Alice,Ali Alice,Allie Alice,Ally Alice,Elsie Alice,Lisa Alicia,Ali Alicia,Allie Alicia,Ally Alicia,Elsie Alicia,Lisa Alisa,Ali Alisa,Allie Alisa,Ally Alisa,Elsie Alisa,Lisa Alison,Ali Alison,Allie Alison,Ally Alissa,Ali Alissa,Allie Alissa,Ally Alissa,Elsie Alissa,Lisa Allan,Al Allen,Al Allison,Ali Allison,Allie Allison,Ally Allyson,Ali Allyson,Allie Allyson,Ally Almena,Allie Almena,Mena Alonso,Al Alonso,Lon Alonso,Lonnie Alonso,Lonny Alonzo,Al Alonzo,Lon Alonzo,Lonnie Alonzo,Lonny Alonzo,Lonzo Althea,Thea Alvin,Al Alvin,Vin Alvin,Vinny Alvin,Win Alwin,Al Alwin,Vin Alwin,Vinny Alwin,Win Alwyn,Al Alwyn,Vin Alwyn,Vinny Alwyn,Win Alyce,Ali Alyce,Allie Alyce,Ally Alyce,Elsie Alyce,Lisa Alyson,Ali Alyson,Allie Alyson,Ally Alyssa,Ali Alyssa,Allie Alyssa,Ally Alyssa,Elsie Alyssa,Lisa Amabel,Mab Amabel,Mabbie Amabel,Mabel Amabel,Mabs Amanda,Manda Amanda,Mandy Amelia,Amy Amelia,Emily Amelia,Mel Amelia,Millie Amelia,Milly Anabel,Ann Anabel,Anna Anabel,Bel Anabel,Bell Anabel,Belle Anastasia,Ana Anastasia,Stacey Anastasia,Stacy Anderson,Ander Anderson,Andy Anderson,Sonny Andre,Andy Andrea,Andy Andreas,Andy Andres,Andy Andrew,Andy Andrew,Drew Angel,Angie Angela,Angie Angelica,Angie Angelina,Angie Angeline,Angie Anita,Ana Anita,Nita Ann,Annie Ann,Nan Ann,Nana Ann,Nance Ann,Nancie Ann,Nancy Ann,Nanette Ann,Nannette Ann,Nanny Ann,Nina Anna,Ann Anna,Annie Anna,Nan Anna,Nana Anna,Nance Anna,Nancie Anna,Nancy Anna,Nanette Anna,Nannette Anna,Nanny Anna,Nina Annabel,Ann Annabel,Anna Annabel,Bel Annabel,Bell Annabel,Belle Annabelle,Ann Annabelle,Anna Annabelle,Bel Annabelle,Bell Annabelle,Belle Anne,Ann Anne,Annie Anne,Nan Anne,Nana Anne,Nance Anne,Nancie Anne,Nancy Anne,Nanette Anne,Nannette Anne,Nanny Anne,Nina Annetta,Annie Annetta,Netta Annetta,Nettie Annetta,Netty Annette,Annie Annette,Netta Annette,Nettie Annette,Netty Anthony,Tony Antoinette,Ann Antoinette,Net Antoinette,Netta Antoinette,Nettie Antoinette,Netty Antoinette,Toi Antoinette,Toni Antoinette,Tony Antoinette,Toy Anton,Tony Antonia,Ann Antonia,Netta Antonia,Toni Antonia,Tonia Antonia,Tony Antonia,Tonya Antony,Tony Arabel,Bel Arabel,Bell Arabel,Bella Arabel,Belle Arabella,Ara Arabella,Arry Arabella,Bel Arabella,Bell Arabella,Bella Arabella,Belle Arabelle,Ara Arabelle,Arry Arabelle,Bel Arabelle,Bell Arabelle,Bella Arabelle,Belle Archibald,Arch Archibald,Archie Archibald,Baldie Archibald,Baldo Arleen,Arly Arleen,Lena Arleen,Lynn Arlene,Arly Arlene,Lena Arlene,Lynn Arline,Arly Arline,Lena Arline,Lynn Arlyne,Arly Arlyne,Lena Arlyne,Lynn Armena,Arry Armena,Mena Arnold,Arnie Aron,Ron Aron,Ronnie Aron,Ronny Arthur,Art Arthur,Artie Asahel,Asa Asaph,Asa Asenath,Assene Asenath,Natty Asenath,Sene Ashley,Ash Audrey,Dee August,Augie August,Gus August,Gussy August,Gust August,Gustus Augusta,Aggy Augusta,Augie Augusta,Gatsy Augusta,Gussie Augusta,Gusty Augusta,Ina Augusta,Tina Augustina,Aggy Augustina,Augie Augustina,Gatsy Augustina,Gussie Augustina,Gusty Augustina,Ina Augustina,Tina Augustine,Augie Augustine,August Augustine,Austin Augustine,Gus Augustine,Gussy Augustine,Gust Augustine,Gustus Augustus,Augie Augustus,August Augustus,Austin Augustus,Gus Augustus,Gussy Augustus,Gust Augustus,Gustus Aurora,Rori Azariah,Aze Azariah,Riah Baldwin,Baldie Baldwin,Win Barbara,Bab Barbara,Babbie Barbara,Babette Barbara,Babs Barbara,Barbie Barbara,Barby Barbara,Bobbie Barnabas,Barney Barnard,Barney Barnard,Barnie Barnard,Berney Barnard,Bernie Barrett,Barrie Barrett,Barry Bartholomew,Bart Bartholomew,Bartel Bartholomew,Bartlett Bartholomew,Bartley Bartholomew,Barty Bartholomew,Bat Bartholomew,Batty Bartholomew,Mees Bartholomew,Meus Basil,Basie Basil,Baz Beatrice,Bea Beatrice,Beattie Beatrice,Bee Beatrice,Trisha Beatrice,Trissie Beatrice,Trix Beatrice,Trixie Beatrix,Bea Beatrix,Beattie Beatrix,Bee Beatrix,Trissie Beatrix,Trixie Belinda,Bel Belinda,Bell Belinda,Belle Belinda,Lin Belinda,Linda Belinda,Lindy Belinda,Lynn Benedict,Ben Benedict,Bennie Benedict,Benny Benjamin,Ben Benjamin,Benjie Benjamin,Benjy Benjamin,Bennie Benjamin,Benny Benjamin,Jamie Bennet,Ben Bennet,Bennie Bennet,Benny Bennett,Ben Bennett,Bennie Bennett,Benny Berenice,Bernie Bernard,Barney Bernard,Barnie Bernard,Berney Bernard,Bernie Bernice,Bernie Berta,Bertie Bertha,Bert Bertha,Bertie Bertha,Birdie Beverley,Bev Beverly,Bev Bradford,Brad Bradford,Ford Bradley,Brad Branden,Brandy Brandon,Brandy Brenda,Brandy Brenda,Brendie Brenton,Brent Bridget,Biddie Bridget,Biddy Bridget,Bree Bridget,Bridey Bridget,Bridgie Bridget,Bridie Bridget,Brie Bridget,Brita Bridgette,Biddie Bridgette,Biddy Bridgette,Bree Bridgette,Bridey Bridgette,Bridie Bridgette,Brie Bridgette,Brita Brigid,Biddie Brigid,Biddy Brigid,Bree Brigid,Bridey Brigid,Bridie Brigid,Brie Brigid,Brita Brigit,Biddie Brigit,Biddy Brigit,Bree Brigit,Bridey Brigit,Bridie Brigit,Brie Brigit,Brita Britney,Brie Britney,Brit Britney,Brita Britney,Britt Brittany,Brie Brittany,Brit Brittany,Brita Brittany,Britt Brittney,Brie Brittney,Brit Brittney,Brita Brittney,Britt Broderick,Brady Broderick,Brodie Broderick,Brody Broderick,Rick Broderick,Ricky Burton,Burt Byron,Ron Byron,Ronnie Byron,Ronny Caleb,Cal Calvin,Cal Calvin,Vin Calvin,Vinny Cameron,Cam Cameron,Ron Cameron,Ronny Camila,Cammie Camila,Cammy Camila,Millie Camile,Cammie Camile,Cammy Camile,Millie Camilla,Cammie Camilla,Cammy Camilla,Millie Camille,Cammie Camille,Cammy Camille,Millie Candace,Candy Candice,Candy Caren,Carin Caren,Carrie Caren,Caryn Carin,Carrie Carla,Carlie Carla,Carly Carline,Caddie Carline,Caddy Carline,Callie Carline,Cally Carline,Carlie Carline,Carly Carline,Carol Carline,Carrie Carline,Carry Carline,Lin Carline,Lynn Carline,Lynne Carlota,Lotta Carlota,Lottie Carlota,Lotty Carlotta,Lotta Carlotta,Lottie Carlotta,Lotty Carlyne,Caddie Carlyne,Caddy Carlyne,Callie Carlyne,Cally Carlyne,Carlie Carlyne,Carly Carlyne,Carol Carlyne,Carrie Carlyne,Carry Carlyne,Lin Carlyne,Lynn Carlyne,Lynne Carol,Carrie Carol,Carry Carol,Cassie Carol,Lynn Carole,Carrie Carole,Carrol Carole,Carroll Carole,Carry Carole,Karol Carolina,Caddie Carolina,Caddy Carolina,Callie Carolina,Cally Carolina,Carlie Carolina,Carly Carolina,Carol Carolina,Carrie Carolina,Carry Carolina,Lin Carolina,Lynn Carolina,Lynne Caroline,Caddie Caroline,Caddy Caroline,Callie Caroline,Cally Caroline,Carlie Caroline,Carly Caroline,Carol Caroline,Carrie Caroline,Carry Caroline,Cassie Caroline,Lin Caroline,Lynn Caroline,Lynne Carolyn,Caddie Carolyn,Caddy Carolyn,Callie Carolyn,Cally Carolyn,Carlie Carolyn,Carly Carolyn,Carol Carolyn,Carrie Carolyn,Carry Carolyn,Cassie Carolyn,Lin Carolyn,Lynn Carolyn,Lynne Carrol,Carrie Carrol,Carroll Carrol,Carry Carrol,Karol Carroll,Carrie Carroll,Carry Carroll,Karol Casey,K.C. Casey,Kasey Caspar,Cas Caspar,Cass Casper,Cas Casper,Cass Cassandra,Casey Cassandra,Cass Cassandra,Cassey Cassandra,Cassie Cassandra,Sandra Cassandra,Sandy Cassius,Cas Cassius,Cass Catharine,Cassie Catharine,Cat Catharine,Cathie Catharine,Cathy Catharine,Cattie Catharine,Catty Catharine,Kit Catharine,Kittie Catharine,Kitty Catherine,Cassie Catherine,Cat Catherine,Cathie Catherine,Cathy Catherine,Cattie Catherine,Catty Catherine,Kathy Catherine,Katy Catherine,Kay Catherine,Kit Catherine,Kittie Catherine,Kitty Catherine,Lena Catherine,Trina Catheryn,Cassie Catheryn,Cat Catheryn,Cathie Catheryn,Cathy Catheryn,Cattie Catheryn,Catty Catheryn,Kit Catheryn,Kittie Catheryn,Kitty Cathleen,Cassie Cathleen,Cat Cathleen,Cathie Cathleen,Cathy Cathleen,Cattie Cathleen,Catty Cathleen,Kathy Cathleen,Katy Cathleen,Kay Cathleen,Kit Cathleen,Kittie Cathleen,Kitty Cathleen,Lena Cathleen,Trina Cathryn,Cassie Cathryn,Cat Cathryn,Cathie Cathryn,Cathy Cathryn,Cattie Cathryn,Catty Cathryn,Kit Cathryn,Kittie Cathryn,Kitty Cecelia,Celia Cecelia,Cissy Cecelia,Sissy Cecil,Cis Cecile,Celia Cecile,Cissy Cecile,Sissy Cecilia,Celia Cecilia,Cissy Cecilia,Sissy Cecillia,Celia Cecillia,Cissy Cecillia,Sissy Cecily,Celia Cecily,Cissy Cecily,Sissy Cedric,Ced Cedric,Rick Cedric,Ricky Celena,Lena Celena,Lina Celeste,Celie Celeste,Lessie Celestina,Celie Celestina,Lessie Celestina,Tina Celestine,Celie Celestine,Lessie Celestine,Tina Celia,Cel Celia,Celie Celina,Lena Celina,Lina Celine,Lena Celine,Lina Charity,Chattie Charity,Chatty Charity,Cherry Charles,Carl Charles,Charley Charles,Charlie Charles,Chas Charles,Chick Charles,Chuck Charlotte,Char Charlotte,Charlie Charlotte,Chattie Charlotte,Lola Charlotte,Lolita Charlotte,Lotta Charlotte,Lottie Charlotte,Lotty Charlotte,Sherry Chauncey,Chan Cheryl,Cherie Chester,Chet Christian,Chris Christian,Christy Christian,Kit Christiana,Chris Christiana,Chrissie Christiana,Christa Christiana,Christie Christiana,Christy Christiana,Crissy Christiana,Kit Christiana,Kris Christiana,Kristy Christiana,Tina Christina,Chris Christina,Chrissie Christina,Christa Christina,Christie Christina,Christy Christina,Crissy Christina,Kit Christina,Kris Christina,Kristy Christina,Tina Christine,Chris Christine,Chrissie Christine,Christa Christine,Christie Christine,Christy Christine,Crissy Christine,Kit Christine,Kris Christine,Kristy Christine,Tina Christopher,Chris Christopher,Christy Christopher,Cris Christopher,Kester Christopher,Kit Christopher,Kris Christopher,Kristof Christopher,Toph Christopher,Topher Chrystal,Chris Chrystal,Crys Cicely,Celia Cicely,Cissy Cicely,Sissy Clarence,Clair Clarence,Clare Clarice,Clair Clarice,Clara Clarice,Clare Clarinda,Clara Clarissa,Cissy Clarissa,Clair Clarissa,Clara Clarissa,Clare Claudia,Claudie Clayton,Clay Clement,Clem Clementina,Clem Clementina,Clemmie Clementina,Tina Clementine,Clem Clementine,Clemmie Clementine,Tina Clifford,Cliff Clifford,Ford Clifton,Cliff Clifton,Tony Clinton,Clint Colin,Col Colin,Cole Collen,Col Collen,Cole Collin,Col Collin,Cole Columbus,Clum Conrad,Con Conrad,Connie Conrad,Conny Constance,Connee Constance,Connie Constance,Conny Cora,Co Cora,Corey Cora,Cori Cora,Corrie Cora,Cory Cordelia,Cordy Cordelia,Cori Cordelia,Delia Corina,Cora Corina,Cori Corina,Corrie Corina,Cory Corine,Cora Corine,Cori Corine,Corrie Corine,Cory Corinna,Cora Corinna,Cori Corinna,Corrie Corinna,Cory Corinne,Cora Corinne,Cori Corinne,Corrie Corinne,Cory Cornelia,Connie Cornelia,Conny Cornelia,Cori Cornelia,Cornie Cornelia,Corny Cornelia,Nelia Cornelia,Nell Cornelia,Nelle Cornelia,Nellie Cornelia,Nelly Cornelius,Con Cornelius,Connie Cornelius,Conny Cornelius,Corney Cornelius,Corny Cornelius,Cory Cornelius,Niel Corrine,Cora Corrine,Cori Corrine,Corrie Corrine,Cory Corynne,Cora Corynne,Cori Corynne,Corrie Corynne,Cory Courtney,Court Courtney,Courtie Crystal,Chris Crystal,Crys Curtis,Curt Curtis,Kurt Cynthia,Cindy Cynthia,Cintha Cyrenius,Cene Cyrenius,Cy Cyrenius,Renius Cyrenius,Serene Cyrenius,Swene Cyril,Cy Cyrus,Cy Dalton,Dahl Dalton,Dal Daniel,Dan Daniel,Danny Daniela,Dani Daniela,Danny Danielle,Dani Danielle,Danny Daphne,Daph Daphne,Daphie Darleen,Darla Darleen,Lena Darlene,Darla Darlene,Darry Darlene,Lena Darlyne,Darla Darlyne,Lena Darrel,Darry Darrell,Darry Darryl,Darry Daryl,Darry David,Dave David,Davey David,Davie David,Davy David,Day Debora,Deb Debora,Debbie Debora,Debby Deborah,Deb Deborah,Debbie Deborah,Debby Deborah,Debra Delbert,Bert Delbert,Del Delia,Dell Delia,Della Deliverance,Della Deliverance,Delly Deliverance,Dilly Delores,Dee Delores,Dell Delores,Della Delores,Lola Delores,Lolita Delores,Lolly Denice,Denny Denis,Den Denis,Denny Denise,Denny Dennis,Den Dennis,Denny Dennison,Denny Derek,Derry Derek,Rick Derek,Ricky Derrick,Derry Derrick,Eric Derrick,Rick Derrick,Ricky Dexter,Dex Diana,Di Diane,Di Dianne,Di Dicey,Dicie Dina,Di Dinah,Di Dolores,Lola Dolores,Lolita Dominic,Dom Dominic,Nick Dominica,Minnie Dominica,Nicki Dominica,Nikki Dominick,Dom Dominick,Nick Dominique,Minnie Dominique,Nicki Dominique,Nikki Donald,Don Donald,Donnie Donald,Donny Dora,Dori Dora,Dorrie Dorcus,Darkey Doreen,Dorrie Dorene,Dorrie Doris,Dorrie Dorothea,Dee Dorothea,Dodie Dorothea,Doll Dorothea,Dolly Dorothea,Dora Dorothea,Dorrie Dorothea,Dot Dorothea,Dottie Dorothea,Dotty Dorothy,Dee Dorothy,Dodie Dorothy,Doll Dorothy,Dolly Dorothy,Dora Dorothy,Dorrie Dorothy,Dortha Dorothy,Dot Dorothy,Dottie Dorothy,Dotty Dorris,Dorrie Douglas,Doug Douglass,Doug Dustin,Dusty Earnest,Ernie Earnestine,Erna Earnestine,Ernie Earnestine,Tina Ebenezer,Eb Ebenezer,Ebbie Ebenezer,Eben Edgar,Ed Edgar,Eddie Edgar,Eddy Edgar,Ned Edith,Edie Edmund,Ed Edmund,Ned Edmund,Ted Edna,Eddie Edward,Ed Edward,Eddie Edward,Eddy Edward,Ned Edward,Ted Edward,Teddy Edwin,Ed Edwin,Eddie Edwin,Eddy Edwin,Ned Edwin,Win Edyth,Dee Edyth,Edie Edyth,Edye Edythe,Dee Edythe,Edie Edythe,Edye Eileen,Allie Eileen,Lena Elaine,Ellie Elaine,Elly Elaine,Lainie Elbert,Bert Elbert,Bertie Eleanor,Elaine Eleanor,Ella Eleanor,Ellen Eleanor,Ellie Eleanor,Elly Eleanor,Lallie Eleanor,Lally Eleanor,Lanna Eleanor,Lenora Eleanor,Nell Eleanor,Nellie Eleanor,Nelly Eleanor,Nora Eleazer,Lazar Elena,Ellie Elena,Elly Elena,Lala Elena,Lallie Elena,Lally Elena,Lena Elena,Nell Elena,Nellie Elena,Nelly Elenore,Ella Elenore,Ellie Elenore,Elly Elenore,Lallie Elenore,Lally Elenore,Nell Elenore,Nellie Elenore,Nelly Elenore,Nora Eleonora,Ella Eleonora,Ellie Eleonora,Elly Eleonora,Lallie Eleonora,Lally Eleonora,Nell Eleonora,Nellie Eleonora,Nelly Eleonora,Nora Eleonore,Ella Eleonore,Ellie Eleonore,Elly Eleonore,Lallie Eleonore,Lally Eleonore,Nell Eleonore,Nellie Eleonore,Nelly Eleonore,Nora Elias,Eli Elias,Lee Elias,Lias Elijah,Eli Elijah,Lige Elinor,Ella Elinor,Ellie Elinor,Elly Elinor,Lallie Elinor,Lally Elinor,Nell Elinor,Nellie Elinor,Nelly Elinor,Nora Eliphalet,Left Elisa,Elsie Elisabeth,Bess Elisabeth,Bessie Elisabeth,Bessy Elisabeth,Bet Elisabeth,Beth Elisabeth,Betsey Elisabeth,Betsi Elisabeth,Betsy Elisabeth,Bett Elisabeth,Betta Elisabeth,Bette Elisabeth,Bettie Elisabeth,Bettina Elisabeth,Betty Elisabeth,Elisa Elisabeth,Eliza Elisabeth,Ellie Elisabeth,Elly Elisabeth,Elsa Elisabeth,Elsie Elisabeth,Ilse Elisabeth,Libby Elisabeth,Lisa Elisabeth,Lisbet Elisabeth,Lise Elisabeth,Lisette Elisabeth,Liz Elisabeth,Liza Elisabeth,Lizbeth Elisabeth,Lizette Elisabeth,Lizzie Elisabeth,Lizzy Elise,Elsie Elisha,Eli Elisha,Lish Elisia,Elsie Elissa,Elsie Eliza,Elsie Elizabeth,Bess Elizabeth,Bessie Elizabeth,Bessy Elizabeth,Bet Elizabeth,Beth Elizabeth,Betsey Elizabeth,Betsi Elizabeth,Betsy Elizabeth,Bett Elizabeth,Betta Elizabeth,Bette Elizabeth,Bettie Elizabeth,Bettina Elizabeth,Betty Elizabeth,Elisa Elizabeth,Eliza Elizabeth,Ellie Elizabeth,Elly Elizabeth,Elsa Elizabeth,Elsie Elizabeth,Ilse Elizabeth,Lib Elizabeth,Libby Elizabeth,Lisa Elizabeth,Lisbet Elizabeth,Lise Elizabeth,Lisette Elizabeth,Liz Elizabeth,Liza Elizabeth,Lizbeth Elizabeth,Lizette Elizabeth,Lizzie Elizabeth,Lizzy Ella,Ellie Ella,Elly Ella,Nellie Ella,Nelly Ellen,Ella Ellen,Ellen Ellen,Ellie Ellen,Elly Ellen,Lala Ellen,Lallie Ellen,Lally Ellen,Lena Ellen,Nell Ellen,Nellie Ellen,Nelly Elliot,El Elliott,El Ellswood,Elsey Ellswood,Elsie Ellswood,Elze Elmer,El Elmira,Ellie Elmira,Elly Elmira,Mira Eloise,Lois Elouise,Lois Elouise,Louise Elsa,Elsie Elsie,Alice Elswood,Elsey Elswood,Elsie Elswood,Elze Elvin,El Elvin,Vin Elvin,Win Elvira,Elvie Elwin,El Elwin,Vin Elwin,Win Elwood,El Elwood,Woody Elwyn,El Elwyn,Vin Elwyn,Win Elyse,Elsie Emanuel,Mannie Emanuel,Manny Emanuel,Manuel Emeline,Em Emeline,Emily Emeline,Emma Emeline,Emmy Emeline,Milly Emery,Em Emil,Em Emile,Em Emilia,Em Emilia,Emmie Emilia,Emmy Emilia,Millie Emilia,Milly Emily,Em Emily,Emma Emily,Emmie Emily,Emmy Emily,Millie Emily,Milly Emma,Em Emma,Emm Emma,Emmie Emma,Emmy Emmanuel,Mannie Emmanuel,Manny Emmery,Em Emory,Em Epaphroditius,Dite Epaphroditius,Ditus Epaphroditius,Dyce Epaphroditius,Dyche Epaphroditius,Eppa Ephraim,Eph Eric,Rick Eric,Ricky Erica,Rickie Erica,Ricky Erick,Rick Erick,Ricky Ericka,Rickie Ericka,Ricky Erik,Rick Erik,Ricky Erika,Rickie Erika,Ricky Ernest,Ernie Ernestine,Erna Ernestine,Ernie Ernestine,Tina Ervin,Erv Ervin,Vin Ervin,Win Erwin,Erv Erwin,Vin Erwin,Win Estella,Essie Estella,Essy Estella,Stella Estelle,Essie Estelle,Essy Estelle,Stella Ester,Essie Ester,Ettie Ester,Etty Ester,Hettie Ester,Hetty Esther,Essie Esther,Esther Esther,Ettie Esther,Etty Esther,Hessy Esther,Hettie Esther,Hetty Ethel,Eth Eugene,Gene Eugenia,Gene Eugenia,Genie Eugenie,Gene Eugenie,Genie Eulalia,Eula Eulalia,Lallie Eulalia,Lally Eunice,Eunie Eunice,Euny Euphemia,Effie Euphemia,Effy Euphemia,Euphie Euphemia,Phemie Euphemie,Effie Euphemie,Effy Euphemie,Euphie Euphemie,Phemie Eustacia,Stacey Eustacia,Stacia Eustacia,Stacy Eva,Evie Evaline,Eva Evaline,Eve Evaline,Lena Evangelina,Angie Evangelina,Eve Evangelina,Evie Evangelina,Lynn Evangeline,Angie Evangeline,Eve Evangeline,Evie Evangeline,Lynn Eve,Evie Eveleen,Eve Eveleen,Evie Eveleen,Evvie Eveleen,Lynn Evelina,Eve Evelina,Evie Evelina,Evvie Evelina,Lynn Eveline,Eve Eveline,Evie Eveline,Evvie Eveline,Lynn Evelyn,Eve Evelyn,Evie Evelyn,Evvie Evelyn,Lynn Evelynne,Eve Evelynne,Evie Evelynne,Evvie Evelynne,Lynn Ezekiel,Ez Ezekiel,Zeke Ezra,Ez Fabian,Fab Fabian,Fabe Faith,Fae Faith,Fay Faith,Faye Felice,Fee Felice,Fel Felicia,Fee Felicia,Fel Felicity,Fee Felicity,Fel Ferdinand,Ferdie Ferdinand,Fred Ferdinand,Freddie Fernando,Ferdie Fernando,Fern Fidelia,Delia Florence,Flo Florence,Flora Florence,Florrie Florence,Floss Florence,Flossie Florence,Flossy Florence,Floy Floyd,Floy Floyd,Floy(seeLloyd) Floyd,Loy Frances,Cissy Frances,Fan Frances,Fannie Frances,Fanny Frances,Fran Frances,France Frances,Francie Frances,Francy Frances,Frankie Frances,Franky Frances,Frannie Frances,Franny Frances,Sis Francesca,Cesca Francesca,Fran Francine,Fan Francine,Fannie Francine,Fanny Francine,Fran Francine,France Francine,Francie Francine,Francy Francine,Frankie Francine,Franky Francine,Frannie Francine,Franny Francis,Fran Francis,Frank Francis,Frankie Francis,Franky Francisca,Cesca Francisca,Fran Francisco,Fran Francisco,Frank Francisco,Frankie Francisco,Franky Franklin,Fran Franklin,Frank Franklin,Frankie Franklin,Franky Franklyn,Frank Franklyn,Frankie Franklyn,Franky Frederic,Fred Frederic,Freddie Frederic,Freddy Frederic,Rick Frederic,Ricky Frederica,Freda Frederica,Freddie Frederica,Freddy Frederica,Rickie Frederica,Ricky Frederick,Fred Frederick,Freddie Frederick,Freddy Frederick,Fritz Frederick,Rick Frederick,Ricky Fredericka,Freda Fredericka,Freddie Fredericka,Freddy Fredericka,Frieda Fredericka,Ricka Fredericka,Rickie Fredericka,Ricky Frederika,Freda Frederika,Freddie Frederika,Freddy Frederika,Rickie Frederika,Ricky Fredric,Fred Fredric,Freddie Fredric,Freddy Fredric,Rick Fredric,Ricky Fredrick,Fred Fredrick,Freddie Fredrick,Freddy Fredrick,Rick Fredrick,Ricky Gabriel,Gabby Gabriel,Gabe Gabriela,Gabby Gabriela,Gabi Gabriela,Gaby Gabriella,Ella Gabriella,Gabby Gabriella,Gabi Gabriella,Gaby Gabrielle,Ella Gabrielle,Gabby Gabrielle,Gabi Gabrielle,Gaby Garret,Garry Garret,Gary Garrett,Garry Garrett,Gary Genevieve,Eve Genevieve,Gene Genevieve,Ginny Genevieve,Jean Genevieve,Jenny Genevieve,Viv Geoffrey,Geoff Geoffrey,Jeff George,Geordie George,Georgie Georgina,Georgie Georgina,Gina Georgine,Georgie Georgine,Gina Gerald,Gerry Gerald,Jerry Geraldine,Dina Geraldine,Gerri Geraldine,Gerrie Geraldine,Gerry Geraldine,Jerry Gerard,Gerry Gerard,Jerry Gertrude,Gert Gertrude,Gertie Gertrude,Trudie Gertrude,Trudy Gilbert,Bert Gilbert,Gil Gilbert,Wilber Gillian,Jill Gladys,Glad Glenda,Glen Gloria,Glory Grace,Gracie Gregor,Greg Gregor,Gregg Gregory,Greg Gregory,Gregg Griffin,Griff Griffith,Griff Gwendolen,Gwen Gwendolen,Gwenda Gwendolen,Wendy Gwendolyn,Gwen Gwendolyn,Gwenda Gwendolyn,Wendy Hanna,Ann Hanna,Annie Hanna,Nana Hanna,Nanny Hannah,Ann Hannah,Anna Hannah,Annie Hannah,Nan Hannah,Nana Hannah,Nanny Harold,Hal Harold,Harry Harriet,Hattie Harriet,Hatty Harvey,Harve Heather,Hettie Heather,Hetty Helaine,Ellie Helaine,Elly Helaine,Lainie Helen,Ella Helen,Ellen Helen,Ellie Helen,Elly Helen,Lala Helen,Lallie Helen,Lally Helen,Lena Helen,Nell Helen,Nellie Helen,Nelly Helena,Ellie Helena,Elly Helena,Lala Helena,Lallie Helena,Lally Helena,Lena Helena,Nell Helena,Nellie Helena,Nelly Helene,Ella Helene,Ellen Helene,Ellie Helene,Lena Heloise,Eloise Heloise,Lois Henrietta,Etta Henrietta,Ettie Henrietta,Etty Henrietta,Hank Henrietta,Hettie Henrietta,Hetty Henrietta,Nettie Henrietta,Netty Henrietta,Retta Henry,Hal Henry,Hank Henry,Harry Hephsibah,Hipsie Hepsibah,Hipsie Herbert,Bert Herbert,Bertie Herbert,Herb Herman,Mannie Herman,Manny Hermione,Hermie Hester,Essie Hester,Esther Hester,Ettie Hester,Etty Hester,Hessy Hester,Hettie Hester,Hetty Hezekiah,Hez Hezekiah,Hy Hezekiah,Kiah Hilary,Hill Hilary,Hillie Hilda,Hildie Hillary,Hill Hillary,Hillie Hiram,Hy Hopkins,Hop Hopkins,Hopp Horace,Horry Howard,Howie Hubert,Bert Hubert,Bertie Hubert,Hub Hubert,Hugh Hugh,Hughie Hugh,Hugo Hylda,Hildie Ignatius,Iggy Ignatius,Nace Ignatius,Nate Ignatius,Natius Immanuel,Mannie Immanuel,Manny Imogen,Immie Imogen,Immy Imogene,Immie Imogene,Immy Irene,Rena Irene,Renie Irvin,Erv Irvin,Vin Irvin,Win Irvine,Erv Irvine,Vin Irvine,Win Irving,Erv Irving,Vin Irving,Win Irwin,Erv Irwin,Vin Irwin,Win Isaac,Ike Isaac,Zeke Isaak,Ike Isabel,Bel Isabel,Bell Isabel,Bella Isabel,Belle Isabel,Ib Isabel,Issy Isabel,Nib Isabel,Nibby Isabel,Tibbie Isabella,Bel Isabella,Bell Isabella,Bella Isabella,Belle Isabella,Ib Isabella,Issy Isabella,Nib Isabella,Nibby Isabella,Tibbie Isabelle,Bel Isabelle,Bell Isabelle,Bella Isabelle,Belle Isabelle,Ib Isabelle,Issy Isabelle,Nib Isabelle,Nibby Isabelle,Tibbie Isador,Izzy Isadora,Dora Isadora,Issy Isadore,Izzy Isidor,Izzy Isidore,Izzy Jack,Jackie Jack,Jacky Jacob,Jaap Jacob,Jake Jacob,Jay Jacobus,Jaap Jacobus,Jacob Jacobus,Jake Jacobus,Jay Jacqueline,Jackie Jacqueline,Jacky Jacquelyn,Jackie Jacquelyn,Jacky James,Jamie James,Jem James,Jim James,Jimmie James,Jimmy Jane,Janet Jane,Janey Jane,Janie Jane,Jean Jane,Jen Jane,Jennie Jane,Jenny Jane,Jessie Janet,Jan Janet,Jessie Janet,Netta Janet,Nettie Janet,Netty Janetta,Jan Janetta,Netta Janetta,Nettie Janetta,Netty Janette,Jan Janette,Netta Janette,Nettie Janette,Netty Janice,Jan Janis,Jan Jason,Jay Jasper,Jay Jean,Jane Jean,Jeanie Jean,Jeannie Jeanette,Janet Jeanette,Jean Jeanette,Jeanie Jeanette,Jeannie Jeanette,Jessie Jeanette,Netta Jeanette,Nettie Jeanette,Netty Jeanne,Jane Jeanne,Jeanie Jeanne,Jeannie Jeannetta,Jeanie Jeannetta,Jeannie Jeannetta,Netta Jeannetta,Nettie Jeannetta,Netty Jeannette,Jeanie Jeannette,Jeannie Jeannette,Netta Jeannette,Nettie Jeannette,Netty Jedidiah,Jed Jefferson,Jeff Jefferson,Sonny Jeffery,Jeff Jeffrey,Geoff Jeffrey,Jeff Jehiel,Hiel Jemima,Jem Jemima,Jemma Jemima,Mima Jemima,Mimi Jenice,Jan Jennifer,Jen Jennifer,Jenne Jennifer,Jennie Jennifer,Jenny Jeremiah,Jereme Jeremiah,Jerry Jeremy,Jerry Jerome,Jerry Jesse,Jess Jesse,Jessie Jesse,Jessy Jessica,Jess Jessica,Jessie Jillian,Jill Joan,Jo Joan,Jody Joan,Nonie Joann,Jo Joann,Jody Joanna,Hannah Joanna,Jo Joanna,Joan Joanna,Jody Joanne,Jo Joanne,Jody Joceline,Jo Joceline,Lynn Jocelyn,Jo Jocelyn,Lynn Johanna,Jo Johanna,Jody Johannah,Hannah Johannah,Joan Johannah,Jody John,Jack John,Jackie John,Jacky John,Jock John,Johnny Jonathan,John Jonathan,Jon Jonathan,Jonny Jonathan,Nathan Joseph,Jo Joseph,Jody Joseph,Joe Joseph,Joey Joseph,Jos Josephine,Fina Josephine,Jo Josephine,Jody Josephine,Joey Josephine,Josey Josephine,Josie Josephine,Jozy Joshua,Jos Joshua,Josh Josiah,Jos Joyce,Joy Juanita,Nettie Juanita,Nita Judith,Jodie Judith,Jody Judith,Jude Judith,Judie Judith,Judy Judson,Jud Judson,Sonny Julia,Jill Julia,Jule Julia,Julie Julian,Jule Julian,Jules Juliana,Jule Juliana,Julie Julianne,Jule Julianne,Julie Julias,Jule Juliet,Jule Juliet,Julie Juliette,Jule Juliette,Julie Julius,Jule Julius,Jules Junior,JR Junior,June Junior,Junie Karen,Kari Karen,Karrie Karin,Kari Karin,Karrie Karol,Carrie Karol,Carry Karoline,Caddie Karoline,Caddy Karoline,Callie Karoline,Cally Karoline,Carlie Karoline,Carly Karoline,Carol Karoline,Carrie Karoline,Carry Karoline,Lin Karoline,Lynn Karoline,Lynne Karyn,Kari Karyn,Karrie Katharine,Kate Katharine,Kathie Katharine,Kathy Katharine,Katie Katharine,Kattie Katharine,Katty Katharine,Katy Katharine,Kay Katharine,Kit Katharine,Kittie Katharine,Kitty Katherine,Cassie Katherine,Cathy Katherine,Kate Katherine,Kathie Katherine,Kathy Katherine,Katie Katherine,Kattie Katherine,Katty Katherine,Katy Katherine,Kay Katherine,Kit Katherine,Kittie Katherine,Kitty Katherine,Lena Katherine,Trina Kathleen,Cassie Kathleen,Cathy Kathleen,Kathie Kathleen,Kathy Kathleen,Katie Kathleen,Kattie Kathleen,Katty Kathleen,Katy Kathleen,Kay Kathleen,Kit Kathleen,Kittie Kathleen,Lena Kathleen,Trina Kathlene,Kathie Kathlene,Kathy Kathlene,Katie Kathlene,Kattie Kathlene,Katty Kathlene,Katy Kathlyn,Kathie Kathlyn,Kathy Kathlyn,Katie Kathlyn,Kattie Kathlyn,Katty Kathlyn,Katy Kathlynne,Kathie Kathlynne,Kathy Kathlynne,Katie Kathlynne,Kattie Kathlynne,Katty Kathlynne,Katy Kathrine,Kate Kathrine,Kathie Kathrine,Kathy Kathrine,Katie Kathrine,Kattie Kathrine,Katty Kathrine,Katy Kathrine,Kay Kathrine,Kit Kathrine,Kittie Kathrine,Kitty Kathryn,Kate Kathryn,Kathie Kathryn,Kathy Kathryn,Katie Kathryn,Kattie Kathryn,Katty Kathryn,Katy Kathryn,Kay Kathryn,Kit Kathryn,Kittie Kathryn,Kitty Kathrynne,Kate Kathrynne,Kathie Kathrynne,Kathy Kathrynne,Katie Kathrynne,Kattie Kathrynne,Katty Kathrynne,Katy Kathrynne,Kay Kathrynne,Kit Kathrynne,Kittie Kathrynne,Kitty Katrina,Kate Katrina,Kathie Katrina,Kathy Katrina,Katie Katrina,Kattie Katrina,Katty Katrina,Katy Katrina,Kay Katrina,Kit Katrina,Kittie Katrina,Kitty Kelvin,Kel Kelvin,Kelly Kendall,Ken Kendall,Kenny Kendrick,Ken Kendrick,Kenny Kendrick,Kent Kendrick,Rick Kendrick,Ricky Kenneth,Ken Kenneth,Kenny Kent,Ken Kent,Kenny Kevin,Kev Keziah,Kizza Keziah,Kizzie Kimberley,Kim Kimberly,Kim Kimberly,Kimmie Kingsley,King Kingston,King Kristen,Kris Kristen,Krista Kristen,Kristi Kristen,Kristie Kristen,Kristy Kristin,Kris Kristin,Krista Kristin,Kristi Kristin,Kristie Kristin,Kristy Kristina,Kris Kristina,Krista Kristina,Kristi Kristina,Kristie Kristina,Kristy Kristine,Chris Kristine,Christy Kristine,Crissy Kristine,Kris Kristine,Krista Kristine,Kristi Kristine,Kristie Kristine,Kristy Kristine,Tina Kristofer,Chris Kristofer,Christy Kristofer,Cris Kristofer,Kester Kristofer,Kit Kristofer,Kris Kristofer,Kristof Kristofer,Toph Kristofer,Topher Kristopher,Chris Kristopher,Christy Kristopher,Cris Kristopher,Kester Kristopher,Kit Kristopher,Kris Kristopher,Kristof Kristopher,Toph Kristopher,Topher Kurtis,Curt Kurtis,Kurt Lafayette,Fate Lafayette,Laffie Lamont,Monte Lamont,Monty Lancelot,Lance Launcelot,Lance Laura,Lauri Laura,Laurie Laura,Lolly Laureen,Laurie Laurel,Laurie Lauren,Larry Lauren,Lars Lauren,Lawrie Laurena,Laurie Laurence,Larry Laurence,Lars Laurence,Laurie Laurence,Lawrie Laurence,Lon Laurence,Lonny Laurence,Lorne Laurence,Lorry Laurene,Laurie Laurinda,Laurie Laurinda,Lori Laurinda,Lorie Laurinda,Lorrie Laurine,Laurie Laverna,Verna Laverne,Verna Lavina,Ina Lavina,Vina Lavina,Viney Lavinia,Ina Lavinia,Vina Lavinia,Viney Lavinia,Vinnie Lawrence,Larry Lawrence,Lars Lawrence,Laurie Lawrence,Lawrie Lawrence,Lon Lawrence,Lonny Lawrence,Lorne Lawrence,Lorry Lemuel,Lem Lenora,Lee Lenora,Nora Lenore,Nora Leo,Lee Leon,Lee Leona,Lee Leonard,Len Leonard,Lennie Leonard,Lenny Leonard,Leo Leonard,Leon Leonard,Lineau Leonora,Nora Leonore,Nora Leopold,Leo Leopold,Poldie LeRoy,Lee LeRoy,Roy Lesley,Les Leslie,Les Lester,Les Leticia,Lettie Leticia,Tisha Letitia,Lettice Letitia,Lettie Letitia,Tish Letitia,Tisha Letitia,Titia Levi,Lee Lewis,Lew Lewis,Lewie Lidia,Lyddy Lili,Lil Lili,Lillie Lilian,Lil Lilian,Lili Lilian,Lilli Lilian,Lillie Lilian,Lilly Lilian,Lily Lillah,Lil Lillah,Lilly Lillah,Lily Lillah,Lolly Lilli,Lil Lilli,Lillie Lillian,Lil Lillian,Lili Lillian,Lilli Lillian,Lillie Lillian,Lilly Lillian,Lily Lillian,Lolly Lilly,Lil Lilly,Lillie Lily,Lil Lily,Lillie Lincoln,Lin Lincoln,Linc Lincoln,Link Lincoln,Lynn Linda,Lin Linda,Lindy Linda,Lynn Linda,Lynne Lloyd,Floy Lloyd,Loy Lora,Lori Lora,Lorie Lora,Lorri Lora,Lorrie Loraine,Lora Loraine,Lori Loraine,Lorie Loraine,Lorrie Loreen,Lori Loreen,Lorie Loreen,Lorri Loreen,Lorrie Loren,Larry Loren,Lars Loren,Laurie Loren,Lawrie Lorena,Lori Lorena,Lorie Lorena,Lorri Lorena,Lorrie Lorence,Larry Lorence,Lars Lorence,Laurie Lorence,Lawrie Lorene,Lori Lorene,Lorie Lorene,Lorri Lorene,Lorrie Lorenzo,Larry Lorenzo,Lars Lorenzo,Laurie Lorenzo,Lawrie Lorenzo,Loren Loretta,Etta Loretta,Lori Loretta,Lorrie Loretta,Retta Lorette,Etta Lorette,Lori Lorette,Lorrie Lorette,Retta Lorinda,Laurie Lorinda,Lori Lorinda,Lorie Lorinda,Lorrie Lorine,Lori Lorine,Lorie Lorine,Lorri Lorine,Lorrie Lorrain,Lora Lorrain,Lori Lorrain,Lorie Lorrain,Lorrie Lorraine,Lora Lorraine,Lori Lorraine,Lorie Lorraine,Lorrie Louis,Lou Louis,Louie Louisa,Eliza Louisa,Lois Louisa,Lou Louisa,Lu Louisa,Lula Louisa,Lulu Louise,Eliza Louise,Lois Louise,Lou Louise,Lu Louise,Lula Louise,Lulu Loyd,Floy Loyd,Loy Loyde,Floy Loyde,Loy Lucas,Luke Luci,Lu Luci,Luce Luci,Lucky Luci,Lulu Lucia,Lu Lucia,Luce Lucia,Lucky Lucia,Lulu Lucias,Luke Lucie,Lu Lucie,Luce Lucie,Lucky Lucie,Lulu Lucile,Lu Lucile,Lucky Lucile,Lucy Lucille,Cille Lucille,Lou Lucille,Lu Lucille,Lucky Lucille,Lucy Lucinda,Cindy Lucinda,Lou Lucinda,Lu Lucinda,Lucky Lucinda,Lucy Lucy,Lu Lucy,Luce Lucy,Lucky Lucy,Lulu Luella,Ella Luella,Lu Luella,Lula Luis,Lou Luis,Louie Luther,Luke Lydia,Liddy Lydia,Lyddie Lydia,Lyddy Lynda,Lin Lynda,Lindy Lynda,Lynn Lynda,Lynne Lyndon,Lindy Lyndon,Lynn Mabel,Mab Mabel,Mabbie Mabel,Mabs Mabelle,Mab Mabelle,Mabbie Mabelle,Mabs Mable,Mab Mable,Mabbie Mable,Mabs Madeleine,Maddie Madeleine,Maddy Madeleine,Mady Madeline,Lena Madeline,Maddie Madeline,Maddy Madeline,Madge Madeline,Mady Madeline,Magda Madeline,Maggie Madeline,Maida Madeline,Maud Madelyn,Maddie Madelyn,Maddy Madelyn,Mady Magdalen,Lena Magdalen,Magda Magdalen,Magsie Magdalena,Lena Magdalena,Magda Magdalena,Magsie Magdaline,Lena Magdaline,Magda Magdaline,Magsie Magdelina,Lena Magdelina,Madge Magdelina,Magda Mahala,Hallie Malcolm,Mac Malcolm,Mal Malcolm,Malc Manuel,Mannie Manuel,Manny Marcia,Marci Marcia,Marcie Marcia,Marcy Marcus,Marc Marcus,Mark Margaret,Daisy Margaret,Greta Margaret,Gretchen Margaret,Gretta Margaret,Madge Margaret,Mae Margaret,Maggie Margaret,Magsie Margaret,Maidie Margaret,Maisie Margaret,Mamie Margaret,Marge Margaret,Margery Margaret,Margie Margaret,Margo Margaret,Margot Margaret,Marjorie Margaret,May Margaret,Meg Margaret,Megan Margaret,Midge Margaret,Peg Margaret,Peggy Margaret,Rita Margaretta,Daisy Margaretta,Gretta Margaretta,Madge Margaretta,Maggie Margaretta,Marge Margaretta,Margery Margaretta,Margie Margaretta,Meg Margaretta,Midge Margaretta,Peg Margaretta,Peggy Margaretta,Rita Margarita,Daisy Margarita,Greta Margarita,Gretchen Margarita,Madge Margarita,Mae Margarita,Maggie Margarita,Magsie Margarita,Maidie Margarita,Maisie Margarita,Mamie Margarita,Marge Margarita,Margery Margarita,Margie Margarita,Margo Margarita,Margot Margarita,Marjorie Margarita,May Margarita,Meg Margarita,Megan Margarita,Peggy Margarita,Rita Margery,Marge Margery,Margie Margret,Daisy Margret,Greta Margret,Gretchen Margret,Madge Margret,Mae Margret,Maggie Margret,Magsie Margret,Maidie Margret,Maisie Margret,Mamie Margret,Marge Margret,Margery Margret,Margie Margret,Margo Margret,Margot Margret,Marjorie Margret,May Margret,Meg Margret,Megan Margret,Peggy Margret,Rita Marguerite,Daisy Marguerite,Greta Marguerite,Gretchen Marguerite,Madge Marguerite,Mae Marguerite,Maggie Marguerite,Magsie Marguerite,Maidie Marguerite,Maisie Marguerite,Mamie Marguerite,Marge Marguerite,Margery Marguerite,Margie Marguerite,Margo Marguerite,Margot Marguerite,Marjorie Marguerite,May Marguerite,Meg Marguerite,Megan Marguerite,Peggy Marguerite,Rita Marian,Ann Marian,Mary Marianna,Ann Marianna,Mary Marianne,Ann Marianne,Mary Maribel,Bell Maribel,Mary Maribelle,Bell Maribelle,Mary Mariett,Etta Mariett,Ettie Mariett,Etty Mariett,Mary Marietta,Etta Marietta,Ettie Marietta,Etty Marietta,Mary Mariette,Etta Mariette,Ettie Mariette,Etty Mariette,Mary Marilyn,Lynn Marilyn,Mary Marilynn,Lynn Marilynn,Mary Marjorie,Marge Marjorie,Margie Marjory,Marge Marjory,Margie Markus,Marc Markus,Mark Marlene,Lynn Marlene,Mary Marlyn,Lynn Marlyn,Mary Marta,Marty Marta,Mat Marta,Mattie Marta,Matty Marta,Pat Marta,Pattie Marta,Patty Martha,Marty Martha,Mat Martha,Mattie Martha,Matty Martha,Pat Martha,Patsy Martha,Pattie Martha,Patty Martin,Mart Martin,Marty Marvin,Marv Marvin,Merv Mary,Mae Mary,Mamie Mary,May Mary,Mimi Mary,Minnie Mary,Mitzi Mary,Moll Mary,Mollie Mary,Molly Mary,Polly Maryann,Ann Maryann,Mary Maryanne,Ann Maryanne,Mary Marylin,Lynn Marylin,Mary Mathilda,Mat Mathilda,Mattie Mathilda,Matty Mathilda,Maud Mathilda,Maude Mathilda,Pattie Mathilda,Patty Mathilda,Tilda Mathilda,Tillie Mathilda,Tilly Matilda,Mat Matilda,Mattie Matilda,Matty Matilda,Maud Matilda,Maude Matilda,Pattie Matilda,Patty Matilda,Tilda Matilda,Tillie Matilda,Tilly Matthew,Mat Matthew,Matt Matthew,Mattie Matthew,Matty Matthew,Thias Matthew,Thys Matthias,Matt Matthias,Thias Matthias,Thys Maud,Maudie Maud,Maudy Maude,Maudie Maude,Maudy Maureen,Maury Maurice,Morey Maurice,Morry Maximilian,Max Maxine,Max Maxine,Maxie Megan,Meg Mehitabel,Hetty Mehitabel,Hitty Mehitabel,Mabel Mehitabel,Mitty Melanie,Mel Melanie,Mellie Melicent,Millie Melicent,Milly Melinda,Linda Melinda,Lindy Melinda,Mel Melinda,Mellie Melinda,Mindy Melissa,Lisa Melissa,Lissa Melissa,Mel Melissa,Mellie Melissa,Milly Melissa,Missie Melissa,Missy Melvin,Mel Mercedes,Mercy Mercedes,Sadie Meredith,Merry Mervin,Marv Mervin,Merv Mervyn,Merv Michael,Micah Michael,Mick Michael,Mickey Michael,Micky Michael,Mike Michele,Mickey Michele,Shelly Michelle,Mickey Michelle,Shelly Mildred,Millie Mildred,Milly Milicent,Millie Milicent,Milly Millicent,Millie Millicent,Milly Millicent,Missy Milton,Milt Minerva,Minnie Miranda,Mandy Miranda,Mira Miranda,Randy Miriam,Mimi Miriam,Mitzi Mitchell,Mitch Mollie,Moll Mollie,Polly Molly,Moll Molly,Polly Monica,Nicki Montague,Monte Montague,Monty Montgomery,Gum Montgomery,Monte Montgomery,Monty Morris,Morey Morris,Morry Mortimer,Mort Mortimer,Morty Moses,Mo Moses,Moe Moses,Mose Moses,Moss Nadine,Dee Nadine,Nada Nancy,Nan Napoleon,Leon Napoleon,Nap Napoleon,Nappy Natalia,Nattie Natalia,Natty Natalie,Nattie Natalie,Natty Natalie,Nettie Natasha,Nattie Natasha,Natty Nathalie,Nattie Nathalie,Natty Nathan,Nat Nathan,Nate Nathaniel,Nat Nathaniel,Nate Nathaniel,Nathan Nathaniel,Natty Nathaniel,Than Nell,Nellie Nell,Nelly Nelle,Nellie Nelle,Nelly Nicholas,Claas Nicholas,Claes Nicholas,Cole Nicholas,Nick Nicholas,Nicky Nicholas,Nicol Nicolas,Cole Nicolas,Nick Nicolas,Nicky Nicolas,Nicol Nicole,Nicki Nicole,Nicky Nicole,Nikki Nicole,Nikky Norbert,Bert Norbert,Norby Norma,Normie Norman,Norm Obadiah,Diah Obadiah,Dyer Obadiah,Obed Obadiah,Obie Octavia,Tave Octavia,Tavia Octavia,Tavy Olive,Livia Olive,Livvy Olive,Nollie Olive,Ollie Olive,Olly Oliver,Noll Oliver,Nollie Oliver,Nolly Oliver,Ollie Olivia,Livia Olivia,Livvy Olivia,Nollie Olivia,Ollie Olivia,Olly Orlando,Lanny Orlando,Rollo Orlando,Rolly Oscar,Ossy Oswald,Ossy Oswald,Ozzie Oswald,Ozzy Oswald,Waldo Pamela,Pam Pamela,Pammie Pamela,Pammy Parmelia,Amelia Parmelia,Melia Parmelia,Milly Patience,Pat Patience,Patty Patricia,Pat Patricia,Patsy Patricia,Patti Patricia,Pattie Patricia,Patty Patricia,Tricia Patricia,Trish Patricia,Trisha Patricia,Trissie Patrick,Paddy Patrick,Pat Patrick,Pate Patrick,Patsy Patrick,Patty Patrick,Peter Paul,Pauly Paula,Lina Paula,Paulie Paula,Polly Paulina,Lina Paulina,Paulie Paulina,Polly Pauline,Paulie Pearl,Pearlie Peggy,Peg Pelegrine,Perry Penelope,Pen Penelope,Penny Percival,Percy Peter,Pate Peter,Pete Phebe,Pheb Philetus,Leet Philetus,Phil Philinda,Linda Philip,Phil Philip,Pip Phillip,Phil Phillip,Pip Phoebe,Pheb Phyllis,Phil Phyllis,Phyl Phyllis,Phyllie Prescott,Pres Prescott,Scott Prescott,Scotty Priscilla,Cilla Priscilla,Cissy Priscilla,Prissy Prudence,Pru Prudence,Prudie Prudence,Prudy Prudence,Prue Quentin,Quinn Quenton,Quinn Quincy,Quinn Quintin,Quinn Quinton,Quinn Rachel,Rachie Rachel,Rae Rachel,Ray Rachel,Shelly Rafael,Rafe Rafael,Raff Ralph,Rafe Randal,Rand Randal,Randy Randall,Rand Randall,Randy Randolph,Dolph Randolph,Rand Randolph,Randy Raphael,Rafe Raphael,Raff Raphael,Ralph Raquel,Kellie Raquel,Kelly Raymond,Ray Raymund,Ray Rebecca,Becca Rebecca,Beck Rebecca,Becky Rebecca,Reba Regina,Gina Regina,Ginny Regina,Ray Regina,Reggie Regina,Rena Reginald,Naldo Reginald,Reg Reginald,Reggie Reginald,Renny Reginald,Rex Relief,Leafa Renata,Nata Renata,Natie Renata,Renae Renata,Rennie Renata,Renny Reuben,Rube Reuben,Ruby Reynold,Ray Rhoda,Rodie Richard,Dick Richard,Dickon Richard,Rich Richard,Richie Richard,Rick Richard,Ricky Robert,Bert Robert,Bob Robert,Bobbie Robert,Bobby Robert,Dob Robert,Dobbin Robert,Hob Robert,Hobkin Robert,Rob Robert,Robbie Robert,Robby Robert,Robin Robert,Rupert Roberta,Bert Roberta,Berta Roberta,Bertie Roberta,Birdie Roberta,Bobbie Roberta,Bobby Roberta,Robbie Roberta,Robby Roberta,Robin Roberta,Robyn Roderic,Rick Roderic,Ricky Roderic,Rod Roderic,Roddy Roderick,Rick Roderick,Ricky Roderick,Rod Roderick,Roddy Rodger,Hodge Rodger,Rod Rodger,Roddy Rodger,Rodge Rodger,Roge Rodney,Rod Rodney,Roddy Roger,Hodge Roger,Rod Roger,Roddy Roger,Rodge Roger,Roge Roland,Lanny Roland,Rollo Roland,Rolly Roland,Roly Ronald,Naldo Ronald,Ron Ronald,Ronnie Ronald,Ronny Rosa,Rosie Rosa,Rosy Rosabel,Bell Rosabel,Belle Rosabel,Rosa Rosabel,Rose Rosabel,Rosie Rosabel,Rosy Rosabel,Roz Rosabella,Bell Rosabella,Belle Rosabella,Rosa Rosabella,Rose Rosabella,Rosie Rosabella,Rosy Rosabella,Roz Rosabelle,Bell Rosabelle,Rose Rosabelle,Rosie Rosabelle,Rosy Rosalee,Rose Rosalee,Rosie Rosalee,Rosy Rosalie,Rose Rosalie,Rosie Rosalie,Rosy Rosalind,Linda Rosalind,Rose Rosalind,Rosie Rosalind,Rosy Rosalinda,Linda Rosalinda,Rosa Rosalinda,Rose Rosalinda,Rosie Rosalinda,Rosy Rosalinda,Roz Rosaline,Rose Rosaline,Rosie Rosaline,Rosy Rosalyn,Linda Rosalyn,Rosa Rosalyn,Rose Rosalyn,Rosie Rosalyn,Rosy Rosalyn,Roz Rosanna,Rose Rosanna,Rosie Rosanna,Rosy Rosanne,Rose Rosanne,Rosie Rosanne,Rosy Roscoe,Ross Rose,Rosie Rose,Rosy Roseann,Ann Roseann,Rose Roseann,Rosie Roseann,Roz Roseanna,Ann Roseanna,Rose Roseanna,Rosie Roseanna,Rosy Roseanna,Roz Rosemarie,Rose Rosemarie,Rosie Rosemarie,Rosy Rosemary,Rose Rosemary,Rosie Rosemary,Rosy Roxana,Roxie Roxana,Roxy Roxanna,Ann Roxanna,Rose Roxanna,Roxie Roxanna,Roxy Roxanne,Ann Roxanne,Rose Roxanne,Roxie Roxanne,Roxy Ruben,Rube Ruben,Ruby Rubin,Rube Rubin,Ruby Rubina,Rubie Rubina,Ruby Ruby,Rubie Rudolf,Dolf Rudolf,Dolph Rudolf,Rolf Rudolf,Rolph Rudolf,Rudy Rudolph,Dolf Rudolph,Dolph Rudolph,Olph Rudolph,Rolf Rudolph,Rolph Rudolph,Rudy Rudolphus,Dolph Rudolphus,Olph Rudolphus,Rolf Rudolphus,Rudy Rupert,Robert Russel,Russ Russell,Russ Russell,Rusty Ruth,Ruthie Sabrina,Brina Sabrina,Sabby Samantha,Sam Samantha,Sammie Samantha,Sammy Sampson,Sam Sampson,Sammy Samson,Sam Samson,Sammy Samuel,Sam Samuel,Sammy Sandra,Alexandra Sandra,Sandy Sara,Sadie Sara,Sal Sara,Sallie Sara,Sally Sarah,Sadie Sarah,Sal Sarah,Sallie Sarah,Sally Scott,Scotty Sebastian,Bass Sebastian,Seb Selena,Lena Selena,Lina Selene,Lena Selene,Lina Selina,Lena Selina,Lina Serena,Rena Seymour,Morey Seymour,See Shelton,Shel Shelton,Shelly Shelton,Tony Sheridan,Dan Sheridan,Danny Sheridan,Sher Shirlee,Shirl Shirley,Lee Shirley,Sherry Shirley,Shirl Shirlie,Shirl Sibyl,Sib Sibyl,Sibbie Sibylle,Sib Sibylle,Sibbie Sidney,Sid Sidney,Syd Silas,Si Silvester,Syl Silvester,Vester Silvia,Syl Silvia,Sylvie Simeon,Si Simeon,Sim Simeon,Simie Simeon,Simmy Simeon,Sion Simon,Si Simon,Sim Simon,Simie Simon,Simmy Simon,Sion Smith,Smitty Solomon,Sal Solomon,Salmon Solomon,Saul Solomon,Sol Solomon,Solly Solomon,Zolly Sophia,Sophie Sophia,Sophy Stanley,Stan Stefan,Stef Stefan,Steff Stefan,Steph Stefan,Steve Stefan,Stevie Stefana,Steff Stefana,Steffy Stefana,Steph Stefana,Stephie Stefana,Stevie Stefania,Steff Stefania,Steffy Stefania,Steph Stefania,Stephie Stefania,Stevie Stefanie,Steff Stefanie,Steffy Stefanie,Steph Stefanie,Stephie Stefanie,Stevie Steffan,Stef Steffan,Steff Steffan,Steph Steffan,Steve Steffan,Stevie Steffanie,Steff Steffanie,Steffy Steffanie,Steph Steffanie,Stephie Steffanie,Stevie Stephan,Stef Stephan,Steff Stephan,Steph Stephan,Steve Stephan,Stevie Stephana,Steff Stephana,Steffy Stephana,Steph Stephana,Stephie Stephana,Stevie Stephania,Steff Stephania,Steffy Stephania,Steph Stephania,Stephie Stephania,Stevie Stephanie,Steff Stephanie,Steffy Stephanie,Steph Stephanie,Stephie Stephanie,Stevie Stephany,Steff Stephany,Steffy Stephany,Steph Stephany,Stephie Stephany,Stevie Stephen,Stef Stephen,Steff Stephen,Steph Stephen,Steve Stephen,Stevie Steven,Stef Steven,Steff Steven,Steph Steven,Steve Steven,Stevie Stewart,Stew Stewart,Stu Stuart,Stew Stuart,Stu Submit,Mitty Sullivan,Sully Sullivan,Van Susan,Hannah Susan,Sue Susan,Sukey Susan,Sukie Susan,Susi Susan,Susie Susan,Susy Susan,Suzie Susan,Suzy Susanna,Sue Susanna,Sukie Susanna,Susi Susanna,Susie Susanna,Susy Susanna,Suzie Susanna,Suzy Susannah,Hannah Susannah,Sue Susannah,Sukey Susannah,Sukie Susannah,Susi Susannah,Susie Susannah,Susy Susannah,Suzie Susannah,Suzy Susanne,Sue Susanne,Sukie Susanne,Susi Susanne,Susie Susanne,Susy Susanne,Suzie Susanne,Suzy Suzanne,Sue Suzanne,Sukie Suzanne,Susi Suzanne,Susie Suzanne,Susy Suzanne,Suzie Suzanne,Suzy Sybil,Sib Sybil,Sibbie Syble,Sib Syble,Sibbie Sydney,Sid Sydney,Syd Sylvester,Si Sylvester,Sly Sylvester,Sy Sylvester,Syl Sylvester,Vessie Sylvester,Vester Sylvester,Vet Sylvia,Syl Sylvia,Sylvie Tabitha,Tabby Tamar,Tammie Tamar,Tammy Tamara,Tammie Tamara,Tammy Terence,Terry Teresa,Teri Teresa,Terri Teresa,Terrie Teresa,Terry Teresa,Tess Teresa,Tessa Teresa,Tessie Teresa,Tracy Teresa,Trissie Terrance,Terry Terrence,Terry Thaddeus,Thad Theodore,Ted Theodore,Teddy Theodore,Theo Theresa,Teri Theresa,Terri Theresa,Terrie Theresa,Terry Theresa,Tess Theresa,Tessa Theresa,Tessie Theresa,Thirza Theresa,Thursa Theresa,Tracy Theresa,Trissie Therese,Teri Therese,Terri Therese,Terrie Therese,Terry Therese,Tess Therese,Tessa Therese,Tessie Therese,Tracy Therese,Trissie Thomas,Thom Thomas,Tom Thomas,Tommy Tiffany,Tiff Tiffany,Tiffy Timothy,Tim Timothy,Timmy Tobias,Bias Tobias,Toby Tryphena,Phena Tyler,Ty Uriah,Riah Ursula,Sulie Ursula,Ursa Ursula,Ursie Valentina,Val Valentina,Vallie Valentine,Feltie Valentine,Felty Valentine,Val Valeria,Val Valeria,Vallie Valerie,Val Valerie,Vallie Valery,Val Valery,Vallie Vanessa,Essa Vanessa,Nessa Vanessa,Van Vanessa,Vanna Vanessa,Vannie Vergil,Virge Vernon,Vern Veronica,Franky Veronica,Frony Veronica,Nicki Veronica,Nicky Veronica,Ron Veronica,Ronna Veronica,Ronni Veronica,Ronnie Veronica,Ronny Veronica,Vonnie Victor,Vic Victor,Vick Victoria,Vic Victoria,Vick Victoria,Vicki Victoria,Vickie Victoria,Vicky Victoria,Viki Victoria,Vikki Vincent,Vin Vincent,Vince Vincent,Vinny Vinson,Vin Vinson,Vince Vinson,Vinny Viola,Vi Violet,Lettie Violet,Vi Violetta,Lettie Violetta,Vi Violette,Lettie Violette,Vi Virgil,Virge Virginia,Ginger Virginia,Ginny Virginia,Jane Virginia,Jennie Virginia,Jenny Virginia,Jinny Virginia,Virgie Virginia,Virgy Vivian,Viv Vivien,Viv Wallace,Wally Walter,Wally Walter,Walt Wesley,Wes Wilber,Gilbert Wilber,Will Wilber,Willie Wilber,Willy Wilbur,Gilbert Wilbur,Will Wilbur,Willie Wilbur,Willy Wiley,Will Wiley,Willie Wiley,Willy Wilfred,Fred Wilfred,Freddie Wilfred,Freddy Wilfred,Will Wilfred,Willie Wilfred,Willy Wilfrid,Fred Wilfrid,Freddie Wilfrid,Freddy Wilfrid,Will Wilfrid,Willie Wilfrid,Willy Wilhelmina,Billie Wilhelmina,Mina Wilhelmina,Minnie Wilhelmina,Willa Wilhelmina,Willie Wilhelmina,Wilma Willard,Will Willard,Willie Willard,Willy William,Bela William,Bell William,Bill William,Billie William,Billy William,Will William,Willie William,Willy Willis,Bill Willis,Billie Willis,Billy Willis,Will Willis,Willie Willis,Willy Wilson,Will Wilson,Willie Wilson,Willy Winfield,Field Winfield,Win Winfield,Winny Winfred,Fred Winfred,Freddie Winfred,Freddy Winfred,Win Winfred,Winnie Winfred,Winny Winifred,Freda Winifred,Freddie Winifred,Winnet Winifred,Winnie Winston,Win Winston,Winnie Winston,Winny Woodrow,Drew Woodrow,Wood Woodrow,Woody Yvette,Vetta Yvette,Vettie Yvonne,Vonna Yvonne,Vonnie Zachariah,Zach Zachariah,Zachy Zachariah,Zack Zachariah,Zacky Zachariah,Zeke Zacharias,Zach Zacharias,Zack Zacharias,Zacky Zachary,Zach Zachary,Zack Zachary,Zacky Zebedee,Zeb Zedediah,Diah Zedediah,Dyer Zedediah,Zed Zephaniah,Zeph Zoey,Zoe

thomashohner SSCrazy Eights Points: 9856 More actions · Answer 6

Bill thanks so much ! What a treasure to add to my warehouse. Thanks again !

***SQL born on date Spring 2013:-)

ChrisM@Work SSC Guru Points: 186127 More actions · Answer 7

-- If two rows don't have at least one column value in common, then you can't reliably -- assume that they are the same person. -- Choose an equijoin column and a fuzzy join column. You may need to work with two or three -- similar queries as below. The equijoin cuts down on the number of fuzzy matches which -- have to be considered in any one query execution. -- Run the results into a temp table and compare by eye. -- Alter [Score %] to work best with your data. -- Without the filter p1.PeopleID > p2.PeopleID you get twice as many rows output -- because p1 is matched with p2, and p2 is matched with p1, i.e. duplicates.

IF 0 = 1 BEGIN
IF OBJECT_ID('tempdb..#People') IS NOT NULL DROP TABLE #People;
CREATE TABLE #People (PeopleID INT IDENTITY (1,1) PRIMARY KEY,
FirstName VARCHAR(20), LastName VARCHAR(20), DateOfBirth DATE, SSN VARCHAR(9), Gender CHAR(1))

INSERT INTO #People (FirstName, LastName, DateOfBirth, SSN, GENDER)
VALUES
  ( 'Jim', 'Johnson', '01/05/1981', '12345689', 'M'),
  ( 'James', 'Johnson', '01/05/1980', '123456789', 'M'),
  ( 'Jimmy', 'Johnson', '01/05/1980', '123456789', 'M'),
  ( 'Jimmy', 'Jonson', '01/05/1980', '123456789', 'M'),
  ( 'Sarah', 'Bellum', '12/31/1976', '999999999', 'F'),
  ( 'Sara', 'Gotmarried', '12/30/1976', '999999999', 'F'),
  ( 'Thomas', 'Dedupe', '08/21/1979', '000000000', 'M'),
  ( 'Sam', 'Query', '09/05/1985', '000000000', 'M');
END

SELECT *, [Matchtype] = 2 -- Same LastName, very similar SSN
FROM #People p1
INNER JOIN #People p2
ON p2.LastName = p1.LastName
AND p1.PeopleID > p2.PeopleID
CROSS APPLY [dbo].[IF_Levenshtein02] (p1.SSN,p2.SSN) x
WHERE x.[Score %] >= 85
-- Associates PeopleID's 1, 2 and 3

SELECT *, [Matchtype] = 3 -- Same DOB, very similar LastName
FROM #People p1
INNER JOIN #People p2
ON p2.DateOfBirth = p1.DateOfBirth
AND p1.PeopleID > p2.PeopleID
CROSS APPLY [dbo].[IF_Levenshtein02] (p1.LastName,p2.LastName) x
WHERE x.[Score %] >= 75
-- Associates PeopleID's 2, 3 and 4

SELECT *, [Matchtype] = 1 -- Same SSN, very similar DOB
FROM #People p1
INNER JOIN #People p2
ON p2.SSN = p1.SSN
AND p1.PeopleID > p2.PeopleID
CROSS APPLY [dbo].[IF_Levenshtein02] (CONVERT(VARCHAR(10),p1.DateOfBirth,103),CONVERT(VARCHAR(10),p2.DateOfBirth,103)) x
WHERE x.[Score %] >= 90
-- Associates PeopleID's 2, 3 and 4
-- Associates PeopleID's 5 and 6

-------------------------------------------------------------------------------------------------------

Here's the function:
/****** Object: UserDefinedFunction [dbo].[IF_Levenshtein02] Script Date: 21/02/2017 14:37:26 ******/ SET ANSI_NULLS ON GO SET QUOTED_IDENTIFIER ON GO -- ChrisM 2013 or thereabouts -- this will score around 10,000 word pairs per second on 2010 laptop technology CREATE FUNCTION [dbo].[IF_Levenshtein02] ( @Reference VARCHAR(20), @Target VARCHAR(20) ) RETURNS TABLE WITH SCHEMABINDING AS RETURN ( -- output query

   SELECT [Score %] = CASE
   WHEN @Reference = @Target THEN CAST(100 AS NUMERIC(5,2))
   WHEN 0 = 1 THEN CAST(100 AS NUMERIC(5,2))            -- placeholder for any other shortcuts
   ELSE
      (SELECT
         [Score %] = CAST(SUM(LetterScore)*100.0/MAX(WordLength*WordLength) AS NUMERIC(5,2))
      FROM ( -- do
         SELECT
            seq = t1.n,
            ref.Letter,
            v.WordLength,
            LetterScore = v.WordLength - ISNULL(MIN(tgt.n),v.WordLength)
         FROM ( -- v
            SELECT
               Reference = LEFT(@Reference + REPLICATE('_',WordLength),WordLength),
               Target = LEFT(@Target + REPLICATE('_',WordLength),WordLength),
               WordLength = WordLength
            FROM ( -- di
               SELECT WordLength = MAX(WordLength)
               FROM (VALUES (DATALENGTH(@Reference)),(DATALENGTH(@Target))) d (WordLength)

            ) di
         ) v
         CROSS APPLY ( -- t1
            SELECT TOP(WordLength) n
            FROM (VALUES (1),(2),(3),(4),(5),(6),(7),(8),(9),(10),(11),(12),(13),(14),(15),(16),(17),(18),(19),(20)) t2 (n)
         ) t1
         CROSS APPLY (SELECT Letter = SUBSTRING(Reference,t1.n,1)) ref
         OUTER APPLY ( -- tgt
            SELECT TOP(WordLength) n = ABS(t1.n - t2.n)
            FROM (VALUES (1),(2),(3),(4),(5),(6),(7),(8),(9),(10),(11),(12),(13),(14),(15),(16),(17),(18),(19),(20)) t2 (n)
            WHERE SUBSTRING(@Target,t2.n,1) = ref.Letter
         ) tgt
         GROUP BY t1.n, ref.Letter, v.WordLength
      ) do
      )
   END

) -- output query

^{“Write the query the simplest way. If through testing it becomes clear that the performance is inadequate, consider alternative query forms.” - Gail Shaw}

For fast, accurate and documented assistance in answering your questions, please read this article.
Understanding and using APPLY, (I) and (II) Paul White
Hidden RBAR: Triangular Joins / The "Numbers" or "Tally" Table: What it is and how it replaces a loop Jeff Moden

thomashohner SSCrazy Eights Points: 9856 More actions · Answer 8

I agree Chris, thats always been the hard part is finding a way to weight the matches. I agree that at lest one column needs to match. Taking a look at your function now testing it out. Thanks Again !

***SQL born on date Spring 2013:-)

thomashohner SSCrazy Eights Points: 9856 More actions · Answer 9

ChrisM@Work - Tuesday, February 21, 2017 7:42 AM
-- If two rows don't have at least one column value in common, then you can't reliably -- assume that they are the same person. -- Choose an equijoin column and a fuzzy join column. You may need to work with two or three -- similar queries as below. The equijoin cuts down on the number of fuzzy matches which -- have to be considered in any one query execution. -- Run the results into a temp table and compare by eye. -- Alter [Score %] to work best with your data. -- Without the filter p1.PeopleID > p2.PeopleID you get twice as many rows output -- because p1 is matched with p2, and p2 is matched with p1, i.e. duplicates.

IF 0 = 1 BEGIN
IF OBJECT_ID('tempdb..#People') IS NOT NULL DROP TABLE #People;
CREATE TABLE #People (PeopleID INT IDENTITY (1,1) PRIMARY KEY,
  FirstName VARCHAR(20), LastName VARCHAR(20), DateOfBirth DATE, SSN VARCHAR(9), Gender CHAR(1))
INSERT INTO #People (FirstName, LastName, DateOfBirth, SSN, GENDER)
VALUES
  ( 'Jim', 'Johnson', '01/05/1981', '12345689', 'M'),
  ( 'James', 'Johnson', '01/05/1980', '123456789', 'M'),
  ( 'Jimmy', 'Johnson', '01/05/1980', '123456789', 'M'),
  ( 'Jimmy', 'Jonson', '01/05/1980', '123456789', 'M'),
  ( 'Sarah', 'Bellum', '12/31/1976', '999999999', 'F'),
  ( 'Sara', 'Gotmarried', '12/30/1976', '999999999', 'F'),
  ( 'Thomas', 'Dedupe', '08/21/1979', '000000000', 'M'),
  ( 'Sam', 'Query', '09/05/1985', '000000000', 'M');
END
SELECT *, [Matchtype] = 2 -- Same LastName, very similar SSN
FROM #People p1
INNER JOIN #People p2
ON p2.LastName = p1.LastName
AND p1.PeopleID > p2.PeopleID
CROSS APPLY [dbo].[IF_Levenshtein02] (p1.SSN,p2.SSN) x
WHERE x.[Score %] >= 85
-- Associates PeopleID's 1, 2 and 3
SELECT *, [Matchtype] = 3 -- Same DOB, very similar LastName
FROM #People p1
INNER JOIN #People p2
ON p2.DateOfBirth = p1.DateOfBirth
AND p1.PeopleID > p2.PeopleID
CROSS APPLY [dbo].[IF_Levenshtein02] (p1.LastName,p2.LastName) x
WHERE x.[Score %] >= 75
-- Associates PeopleID's 2, 3 and 4
SELECT *, [Matchtype] = 1 -- Same SSN, very similar DOB
FROM #People p1
INNER JOIN #People p2
ON p2.SSN = p1.SSN
AND p1.PeopleID > p2.PeopleID
CROSS APPLY [dbo].[IF_Levenshtein02] (CONVERT(VARCHAR(10),p1.DateOfBirth,103),CONVERT(VARCHAR(10),p2.DateOfBirth,103)) x
WHERE x.[Score %] >= 90
-- Associates PeopleID's 2, 3 and 4
-- Associates PeopleID's 5 and 6
-------------------------------------------------------------------------------------------------------
Here's the function:
/****** Object: UserDefinedFunction [dbo].[IF_Levenshtein02]    Script Date: 21/02/2017 14:37:26 ******/ SET ANSI_NULLS ON GO SET QUOTED_IDENTIFIER ON GO -- ChrisM 2013 or thereabouts -- this will score around 10,000 word pairs per second on 2010 laptop technology CREATE FUNCTION [dbo].[IF_Levenshtein02] (      @Reference VARCHAR(20), @Target VARCHAR(20) ) RETURNS TABLE WITH SCHEMABINDING AS RETURN ( -- output query
   SELECT [Score %] = CASE
   WHEN @Reference = @Target THEN CAST(100 AS NUMERIC(5,2))
   WHEN 0 = 1 THEN CAST(100 AS NUMERIC(5,2))            -- placeholder for any other shortcuts
   ELSE
      (SELECT
         [Score %] = CAST(SUM(LetterScore)*100.0/MAX(WordLength*WordLength) AS NUMERIC(5,2))
      FROM ( -- do
         SELECT
            seq = t1.n,
            ref.Letter,
            v.WordLength,
            LetterScore = v.WordLength - ISNULL(MIN(tgt.n),v.WordLength)
         FROM ( -- v
            SELECT
               Reference = LEFT(@Reference + REPLICATE('_',WordLength),WordLength),
               Target = LEFT(@Target + REPLICATE('_',WordLength),WordLength),
               WordLength = WordLength
            FROM ( -- di
               SELECT WordLength = MAX(WordLength)
               FROM (VALUES (DATALENGTH(@Reference)),(DATALENGTH(@Target))) d (WordLength)
            ) di
         ) v
         CROSS APPLY ( -- t1
            SELECT TOP(WordLength) n
            FROM (VALUES (1),(2),(3),(4),(5),(6),(7),(8),(9),(10),(11),(12),(13),(14),(15),(16),(17),(18),(19),(20)) t2 (n)
         ) t1
         CROSS APPLY (SELECT Letter = SUBSTRING(Reference,t1.n,1)) ref
         OUTER APPLY ( -- tgt
            SELECT TOP(WordLength) n = ABS(t1.n - t2.n)
            FROM (VALUES (1),(2),(3),(4),(5),(6),(7),(8),(9),(10),(11),(12),(13),(14),(15),(16),(17),(18),(19),(20)) t2 (n)
            WHERE SUBSTRING(@Target,t2.n,1) = ref.Letter
         ) tgt
         GROUP BY t1.n, ref.Letter, v.WordLength
      ) do
      )
   END
) -- output query

Yeah, I think this is going to work. I am now looking to see if i can Hybrid this with Bill's table on the first names as a Name to Alias counting as a match. Very cool stuff Thanks Chris !!

***SQL born on date Spring 2013:-)

jcelko212 32090 SSCrazy Eights Points: 9294 More actions · Answer 10

thomashohner - Monday, February 20, 2017 11:25 AM
Hello All,
I'm trying to find a method that will run on Data-sets of 100K rows to a million efficiently and have a relatively good match output. I know that nothing will be 100% but the more accurate the better.

Have you thought about buying a package, like Melissa Data, to do this task? Why re-invent the wheel?

Please post DDL and follow ANSI/ISO standards when asking for help.