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

Enrollment, flag “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-101971	ENR	Anna M Sanchez	1964-01-06	UHC-55023-31	4823316465	879 Palm Dr Apt 5, Austin, TX, 78728	0.38	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-123394	ENR	Maria V Wagner	1983-05-02	UHC-23015-94	4059179634	9202 Camelback Rd, Seattle, WA, 98184	0.38	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Member ID reformatted+3 more
ENR-128798	ENR	Mary Shaw	2008-03-14	UHC-57057-08	5379779855	1838 Mesa Dr, Orlando, FL, 32845	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-115487	ENR	Jcaqueline Flores	2001-09-24	UHC-36088-62	5798756006	1019 Grand Ave, Plano, TX, 75005	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112786	ENR	Gary U Campbell	1962-12-06	UHC-31793-95	2286958526	1342 Hillcrest Rd, Gilbert, AZ, 85206	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102466	ENR	Doris Crawford	1999-04-22	UHC-42956-41	2992428088	7748 Union St, Las Vegas, NV, 89156	0.38	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-126461	ENR	Janet Harris	1998-10-06	UHC-03351-82	—	1529 Highland Ave Apt 31, Tempe, AZ, 85248	0.38	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+3 more
ENR-110159	ENR	Vincent W Maldonado	1997-04-01	UHC-63268-01	9067394747	8069 Spring St, Nashville, TN, 37205	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-126200	ENR	HiroshiJunk	1950-07-07	UHC-42235-41	3443645351	4534 Church St, Gilbert, AZ, 85228	0.38	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-104177	ENR	Robert V Ellis	1985-03-20	UHC-85875-44	2686135099	1165 Canyon Rd, Columbus, OH, 43297	0.38	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119843	ENR	Lori Cole	—	UHC-55402-62	6552756205	6098 Harbor Blvd, Seattle, WA, 98145	0.38	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-102812	ENR	Gloria R Washington	1983-01-25	—	9639894896	9741 Palm Dr, Seattle, WA, 98178	0.38	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
ENR-107939	ENR	Dorothy X Hanson	—	UHC-22734-24	7614392927	7142 Sage Ct, Eden Prairie, MN, 55313	0.38	Name split from “Last, First”Date of birth missing Street suffix standardised Address re-cased+3 more
ENR-131077	ENR	Raymond Washington	1968-08-17	UHC-78812-89	—	4238 Broadway, Mesa, AZ	0.38	Name split from “Last, First”Date of birth reformatted Address re-cased State name converted to code+3 more
ENR-110514	ENR	Joshua R Hayes	1956-04-13	UHC-85275-22	5918584128	3922 Hillcrest Rd, Eden Prairie, MN, 55303	0.38	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138481	ENR	Mason B Hill	—	UHC-48547-94	5939778967	4209 Elm St, San Diego, CA, 92141	0.38	Name split from “Last, First”Date of birth reformatted Date of birth unreadable Phone reformatted+3 more
ENR-123824	ENR	Helen Marshall	1965-06-04	UHC-81480-61	9384868552	6645 Washington St, Austin, TX, 78762	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-101063	ENR	Randy Sanchez	1962-01-09	UHC-91481-56	6478829925	3993 Elm St, Chandler, AZ	0.38	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-137352	ENR	Martha T Black	1979-07-25	UHC-60855-59	7275741569	4783 River Rd, Minneapolis, MN, 55407	0.38	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-100992	ENR	Megan B Delgado	1972-04-12	UHC-66630-74	—	9891 Baseline Rd Apt 28, Chandler, AZ, 85258	0.38	Middle initial moved out of first name Date of birth reformatted Unit split from street State name converted to code+3 more
ENR-139819	ENR	Helen Y Murphy	1940-04-15	UHC-97173-05	—	8562 Apache Blvd, Jacksonville, FL, 32206	0.38	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-136475	ENR	Andrea Y Armstrong	1958-04-28	UHC-90391-35	2928019801	1343 Willow Ct Apt 10, Tampa, FL, 33602	0.38	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-110766	ENR	Kimberly Fowler	1967-04-13	UHC-87015-96	4875790660	6308 Union St, Tucson, AZ	0.38	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-131381	ENR	Donna L Guzman	1947-11-14	UHC-71147-44	5687496165	5998 Pine Dr, Denver, CO, 80219	0.38	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-113994	ENR	Lisa Singh	1947-03-16	UHC-06275-32	2475589397	8393 Cedar Ln Apt 32, Glendale, AZ, 85360	0.38	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-111766	ENR	Henry A Adams	—	UHC-21262-29	6504101200	1169 Elm St, Plano, TX, 75003	0.38	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121949	ENR	Albert C Parker	2002-03-03	UHC-63627-89	2387815960	258 Market St, Scottsdale, AZ, 85255	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-124081	ENR	Arjun A Olson	1990-05-15	UHC-60248-06	8113078829	769 Cedar Ln, Dallas, TX, 75225	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103367	ENR	Andrea M James	1953-02-16	UHC-49092-78	—	4986 Highland Ave, Plano, TX, 75053	0.38	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-103366	ENR	Andrea M James	1953-02-16	UHC-49092-78	—	4986 Highland Ave, Plano, TX, 75053	0.38	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-140528	ENR	Arthur T Reid	—	UHC-82158-14	4499742444	4854 Church St, Miami, FL, 33163	0.38	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119858	ENR	Heather N Hart	1940-09-07	UHC-30106-34	2089763047	3708 Hillcrest Rd, Miami, FL	0.38	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-104265	ENR	Diego Jimenez	1940-09-20	UHC-73976-87	5873181263	5774 Hillcrest Rd Apt 21, Tampa, FL, 33675	0.38	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-141216	ENR	Mark E Edwards	1956-10-11	UHC-45206-33	7097737311	7708 Highland Ave, Eden Prairie, MN, 55339	0.38	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-109454	ENR	Sofiia Robertson	1956-08-16	UHC-53644-18	—	1630 Mesa Dr, Minneapolis, MN, 55468	0.38	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-114808	ENR	Deborah Romero	1954-12-26	UHC-22670-89	8426149390	8812 Lincoln Way, Los Angeles, CA, 90076	0.38	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
ENR-103110	ENR	Gary Price	1976-10-01	UHC-09967-57	9218690091	8120 Bayshore Dr # 842, Chandler, AZ, 85219	0.38	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-118274	ENR	Emma A Rios	1960-01-12	UHC-40743-44	—	1383 Willow Ct, Denver, CO, 80297	0.38	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-140280	ENR	Jessica V Wood	2004-05-24	UHC-42569-57	5596342608	3017 Camelback Rd, Scottsdale, AZ, 85270	0.38	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-107594	ENR	Ahmed Munoz	1980-06-16	UHC-44111-09	3827764197	2523 Bayshore Dr Apt 31, Austin, TX, 78708	0.38	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-105245	ENR	Richard J Thompson	1994-09-10	UHC-33481-11	5334679114	4153 Jefferson Ave, Houston, TX, 77063	0.38	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-139262	ENR	Danielle E Young	2004-09-22	UHC-09608-97	9798198386	5918 Baseline Rd, Sacramento, CA, 95811	0.38	Name split from “Last, First”Phone reformatted SSN last four extracted State name converted to code+3 more
ENR-100488	ENR	Philip W Cole	1991-03-27	UHC-87676-14	4138016940	4018 Highland Ave, Sacramento, CA, 95837	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted State name converted to code+3 more
ENR-130215	ENR	Ana Knight	1992-08-10	UHC-00835-26	5773596968	4791 Harbor Blvd # 125, Glendale, AZ, 85327	0.38	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-115664	ENR	Elizabeth Q Dominguez	1974-03-10	UHC-35965-93	6766274170	4119 Church St, Charlotte, NC, 28251	0.38	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109867	ENR	Deborah X Harvey	1986-10-11	UHC-95099-55	9614248710	8313 Market St, Tampa, FL, 33649	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-115675	ENR	Scott Z Reyes	—	UHC-64259-98	9633512771	6572 Forest Ave, Houston, TX, 77011	0.38	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
ENR-133270	ENR	Larry Mendoza	1992-09-08	UHC-14829-62	9434462190	2548 Willow Ct, Orlando, FL, 32809	0.38	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-132396	ENR	Katherine Silva	1939-05-20	UHC-05146-68	—	1542 Market St # 102, Tampa, FL	0.38	Unit split from street Street suffix standardised Address re-cased State name converted to code+3 more
ENR-130068	ENR	Anna R Wong	2007-03-16	UHC-73396-71	7226606277	9280 Valley View Dr, Jacksonville, FL, 32203	0.38	Middle initial moved out of first name Two-digit birth year Phone reformatted Street suffix standardised+3 more

4,296 rows, page 8 of 86Previous Next