Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

All sources, flag “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-430602	CLM	Randy Cok	1977-02-14	—	—	5729 Central Ave, San Diego, CA, 92155	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
CLM-402917	CLM	Roy Tucker	1946-01-17	UHC-34706-33	—	7341 Oak St Apt 15, Atlanta, GA, 30300	0.68	Name split from “Last, First”Unit split from street Whitespace trimmed Placeholder values cleared
ENR-105992	ENR	Douglas Gilbert	1994-10-23	UHC-79322-76	—	7249 Market St # 872, San Antonio, TX, 78216	0.68	Name split from “Last, First”Date of birth reformatted Unit split from street City re-cased
ENR-106440	ENR	Carol G Grant	1956-08-13	UHC-90762-81	7475266473	8114 Ridge Rd, Columbus, OH, 43255	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
CLM-416422	CLM	Roger Bishop	1960-11-05	—	—	2419 Park Pl, Atlanta, GA, 30379	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
ENR-129943	ENR	Ann Lewis	1958-11-20	UHC-13986-22	5766694339	9751 Mesa Dr, Chandler, AZ, 85296	0.68	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased
ENR-100660	ENR	Sophia Y Olson	1971-08-04	UHC-24314-77	—	4458 Mesa Dr, Las Vegas, NV, 89169	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-100659	ENR	Sophia Y Olson	1971-08-04	UHC-24314-77	—	4458 Mesa Dr, Las Vegas, NV, 89169	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-420845	CLM	Gary Stewart	2004-07-21	—	—	4203 Apache Blvd, Plano, TX, 75076	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-114543	ENR	Gloria B Ford	1953-03-27	UHC-93806-40	—	7342 Park Pl, Miami, FL, 33120	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
PRV-23246	PRV	Isabella Jimenez	1993-02-04	UHC-62078-40	3736267813	6914 Mesa Dr, Minneapolis, MN, 55470	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
ENR-125566	ENR	Debra Cox	1993-06-22	UHC-62132-15	2829083125	8967 Desert Sky Blvd, Columbus, OH, 43297	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed
CLM-411025	CLM	Sara Andrews	1961-11-02	UHC-45537-10	—	—	0.68	Name split from “Last, First”Date of birth reformatted Phone missing area code Placeholder values cleared
CLM-418509	CLM	Steven R Bowman	1941-09-01	UHC-95679-56	—	8216 Cedar Ln, Orlando, FL, 32899	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-413416	CLM	Bobby Miller	1995-01-10	UHC-03506-53	3713143240	3637 Harbor Blvd, Tucson, AZ, 85759	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-110398	ENR	Ahmed V Bailey	1975-08-10	UHC-59254-95	3336394381	1364 Elm St, Dallas, TX, 75231	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed
ENR-120460	ENR	Olivia Parker	1982-07-27	UHC-73080-77	6079777656	4826 Cedar Ln, Glendale, AZ, 85360	0.68	Name split from “Last, First”ZIP+4 trimmed Email lower-cased Whitespace trimmed
CLM-430150	CLM	Samantha Howard	1955-11-11	UHC-54388-27	—	7572 Cedar Ln, Gilbert, AZ, 85280	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
ENR-113016	ENR	Laura F Bell	1989-12-19	UHC-46023-20	2344129726	5635 Broadway, Sacramento, CA, 95858	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
TPA-56963	TPA	Judy Williams	1997-09-06	—	4322595626	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
TPA-56962	TPA	Judy Williams	1997-09-06	—	4322595626	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
PRV-22523	PRV	John Reyes	2004-01-07	—	3064873975	1791 Elm St, Tempe, AZ, 85253	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
PRV-26368	PRV	Santiago Washington	1994-08-02	—	3645520274	6554 Ocean Ave, Charlotte, NC, 28228	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-101246	ENR	Santiago Elliott	1978-11-02	UHC-15961-44	—	3870 Willow Ct, Mesa, AZ, 85257	0.68	Name split from “Last, First”State name converted to code Whitespace trimmed Placeholder values cleared
ENR-103052	ENR	Julia Bailey	1954-05-06	UHC-66212-73	2409294354	9691 Church St, Charlotte, NC, 28251	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code
CLM-410737	CLM	Carol Banks	1999-02-17	UHC-53162-58	6282900092	7354 Mesa Dr, Scottsdale, AZ, 85253	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
CLM-419710	CLM	Abigail Arnnold	1943-01-12	—	7187396828	—	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
TPA-61500	TPA	Danielle Palmer	2001-07-22	UHC-01567-87	—	9568 Maple Ave, San Diego, CA, 92162	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-430719	CLM	Eugene Reyes	1966-05-18	UHC-92197-11	—	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
ENR-140663	ENR	Kayla Talor	—	UHC-97205-63	4676405791	4019 Grand Ave, Los Angeles, CA, 90098	0.68	Name split from “Last, First”Date of birth unreadable Email lower-cased Whitespace trimmed
PRV-27324	PRV	Christopher Gray	2000-08-20	UHC-48386-23	—	6500 Elm St, Minneapolis, MN, 55411	0.68	Name split from “Last, First”City re-cased Gender normalised Placeholder values cleared
PRV-20840	PRV	Willie Williamson	1980-02-11	UHC-87207-77	—	7994 Canyon Rd, San Antonio, TX, 78239	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
PRV-24574	PRV	Rebecca Hart	1962-03-15	—	4442893304	2012 Jefferson Ave, Dallas, TX, 75284	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-133335	ENR	Carl N Coleman	1970-03-15	UHC-95130-07	9847669139	3129 Church St, San Antonio, TX, 78288	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-139350	ENR	Janet L Kim	1942-09-23	UHC-73587-12	3129959567	6833 River Rd, Charlotte, NC, 28202	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
CLM-413587	CLM	Whie Melissa	2000-05-10	UHC-48799-02	—	—	0.68	Name split from “Last, First”SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-417183	CLM	Albert Schultz	1939-12-06	UHC-79247-71	—	8850 Hillcrest Rd, Columbus, OH, 43219	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-402680	CLM	Charlotte Shaw	—	UHC-98731-47	—	—	0.68	Name split from “Last, First”Date of birth missing Whitespace trimmed Placeholder values cleared
TPA-56083	TPA	Cheryl Cruz	1952-05-01	—	—	—	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
PRV-28209	PRV	Raymond Reed	1997-07-04	—	3816512027	—	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
PRV-25089	PRV	Janet Vasquez	1945-02-20	UHC-06138-79	6722671938	650 Bayshore Dr, San Diego, CA, 92107	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-429858	CLM	Noah A Tucker	1993-06-02	UHC-19864-11	—	2659 Park Pl, Columbus, OH, 43219	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-59770	TPA	Ruth Olson	1960-10-19	—	—	8833 Sage Ct, Seattle, WA, 98120	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-115194	ENR	Heather Harvey	1983-09-01	UHC-60272-33	6914808544	3733 Union St, Seattle, WA, 98188	0.68	Name split from “Last, First”Phone reformatted SSN last four extracted Placeholder values cleared
TPA-63760	TPA	Jordan Munoz	2007-05-27	UHC-45378-23	—	4852 Mountain View Dr, Mesa, AZ, 85211	0.68	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased
CLM-425648	CLM	Nataalie P Ryan	1965-04-26	UHC-61600-45	—	6981 Pine Dr, Los Angeles, CA, 90059	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-424893	CLM	Carl Campbell	1955-01-05	—	—	515 Canyon Rd, Sacramento, CA, 95870	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-140375	ENR	Catherine H Riley	1952-08-07	UHC-71789-10	4944398888	2534 Church St, Austin, TX, 78744	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-126782	ENR	Santiago Johnston	1947-06-08	UHC-07734-93	6914980202	8790 Palm Dr, Gilbert, AZ, 85246	0.68	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased
ENR-118914	ENR	Jasn I Ortega	1941-09-03	UHC-52395-15	7943648119	8529 Indian School Rd, Seattle, WA, 98166	0.68	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed

9,980 rows, page 145 of 200Previous Next