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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-117760	ENR	Randy L Gilbert	1989-12-12	UHC-77868-74	3037153012	8588 Grand Ave Apt 35, Nashville, TN, 37289	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-117886	ENR	Ann Z Rogers	2003-02-18	UHC-24914-75	3032981285	9630 Spring St, Eden Prairie, MN, 55310	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
ENR-113629	ENR	Alexander Murphy	1997-10-13	UHC-15436-47	4228946480	81 Church St, Minneapolis, MN, 55408	0.66	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+1 more
ENR-136371	ENR	Don T Howard	1993-03-21	UHC-66385-91	6526879852	2317 Lake View Rd, Scottsdale, AZ, 85241	0.66	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+1 more
ENR-123614	ENR	Andrew Lawrence	1977-02-26	UHC-57381-90	3749830436	2137 Forest Ave # 848, Austin, TX, 78712	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-105554	ENR	Lawrence O McCoy	1981-11-19	UHC-10728-13	8513360978	4352 Oak St, Scottsdale, AZ, 85214	0.66	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+1 more
ENR-117003	ENR	Heather C Chapman	1981-12-02	UHC-90502-74	6795081731	7036 Park Pl, Minneapolis, MN	0.66	Name re-cased Phone reformatted ZIP missing Gender normalised+1 more
ENR-122370	ENR	Kenneth H Carrr	1947-01-02	UHC-16971-71	3289272055	5461 Grand Ave, Tucson, AZ, 85710	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
ENR-115121	ENR	Ruth B Hicks	1985-02-22	UHC-03655-79	3646543765	5034 Grand Ave, Houston, TX, 77090	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-101908	ENR	Dylan Wang	1941-03-06	UHC-09762-15	2198627734	7317 Sage Ct, Mesa, AZ, 85221	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-126040	ENR	Grace Carr	1938-12-11	UHC-29199-98	8033354003	9265 Palm Dr # 815, Minneapolis, MN, 55427	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-122813	ENR	Kimebrly Q Gardner	1968-11-23	UHC-05701-79	—	1126 Washington St, Columbus, OH, 43247	0.66	Name re-cased Date of birth reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-126487	ENR	Vicoria Stevens	1939-04-07	UHC-81509-46	4249833049	7531 Forest Ave, Seattle, WA, 98136	0.66	Name re-cased Two-digit birth year SSN last four extracted City re-cased+1 more
ENR-104784	ENR	Sean U Watkins	2006-06-01	—	2899082366	2957 Valley View Dr # 656, Miami, FL, 33183	0.66	Name re-cased Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-135623	ENR	Ann H Thomas	1944-08-05	UHC-26331-71	4459448313	7631 Grand Ave, Tucson, AZ, 85730	0.66	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+1 more
ENR-107244	ENR	Ahmed B Biley	1978-05-10	UHC-12383-43	—	5091 Broadway, Atlanta, GA	0.66	Name re-cased Date of birth reformatted Phone missing area code ZIP missing+1 more
ENR-133205	ENR	Christine H Gilbert	1995-01-23	UHC-50271-21	6524674613	866 Pine Dr, San Diego, CA, 92178	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-121122	ENR	Eugene X Bailey	1968-02-11	UHC-60178-10	—	5402 Church St, Tempe, AZ, 85252	0.66	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+1 more
ENR-124454	ENR	Natalie McCoy	1980-01-12	UHC-22737-76	3987587654	8469 Elm St, Fresno, CA, 93799	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-125419	ENR	Alice J Rojas	1959-09-24	UHC-48755-05	—	7541 Meadow Ln, Fresno, CA, 93736	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-135860	ENR	Wayne D Brown	1946-04-03	UHC-91030-40	5959486877	4147 Market St, Sacramento, CA, 95885	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-102542	ENR	Justin A Myes	1972-03-15	UHC-69978-94	2827644427	1634 Apache Blvd, San Diego, CA	0.66	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
ENR-119608	ENR	Joe Edwardds	1994-08-22	UHC-54824-57	9314941398	6240 Elm St, Mesa, AZ, 85249	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-116832	ENR	Nathan Rihardson	1966-04-14	UHC-73335-16	9165659363	7116 Union St, Austin, TX, 78776	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-104449	ENR	Dylan O Dominguez	1988-03-25	UHC-56390-60	7076399934	3895 Palm Dr, Gilbert, AZ, 85279	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-120652	ENR	Roy Haall	2003-09-04	UHC-75280-72	2452695122	2202 Forest Ave, Houston, TX, 77019	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-141703	ENR	Don R Silva	1940-01-23	UHC-12940-18	—	7928 Union St, Las Vegas, NV, 89128	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-102489	ENR	Christopher Stephens	1951-11-08	UHC-99330-56	7157751460	461 Central Ave, Dallas, TX, 75292	0.66	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+1 more
ENR-121306	ENR	David V Davis	1948-04-05	UHC-44621-94	6969462810	5233 Maple Ave, Mesa, AZ, 85203	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-127970	ENR	Stephanie B Alvarado	1994-11-24	UHC-14676-12	—	7956 Camelback Rd, Las Vegas, NV, 89197	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-123942	ENR	Justin Espinoza	1988-08-14	UHC-31477-11	3257228772	8144 Union St, Chandler, AZ, 85241	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-135945	ENR	Rachel Y Li	1938-12-01	UHC-49940-99	—	4340 Sunset Blvd, Austin, TX	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-110574	ENR	Janice Fisher	1939-10-25	UHC-18024-58	2708942994	7148 Spring St, Los Angeles, CA, 90096	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-119044	ENR	Cynthia Perkins	1972-09-09	UHC-19178-80	8355706528	6645 Highland Ave, Denver, CO, 80202	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-138165	ENR	Christopher B Stevens	1992-09-21	UHC-44226-46	—	6186 Elm St, Plano, TX, 75006	0.66	Name re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
ENR-123509	ENR	Jassica H Garza	1962-01-08	UHC-17947-20	6563443648	5622 Harbor Blvd, Minneapolis, MN, 55420	0.66	Name re-cased Phone reformatted SSN last four extracted Gender normalised+1 more
ENR-103978	ENR	Roy Howell	1951-03-05	UHC-50013-23	4359597506	8604 Lake View Rd, San Diego, CA, 92194	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-107393	ENR	Diego P Bradley	1978-04-22	UHC-19523-90	2595188420	1851 Ridge Rd, Plano, TX, 75001	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-124392	ENR	Michelle N Carroll	1980-12-26	UHC-10245-69	—	927 Indian School Rd # 271, San Antonio, TX, 78203	0.66	Name re-cased Date of birth reformatted Phone missing area code Unit split from street+1 more
ENR-115997	ENR	Brittany K Fowler	1995-11-07	UHC-59225-95	2982697516	3562 Apache Blvd, Austin, TX, 78742	0.66	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+1 more
ENR-110024	ENR	Kimberly Bryant	2001-09-27	UHC-41397-22	6588041763	9728 Lincoln Way, Orlando, FL	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-129137	ENR	Heather Munoz	1971-02-03	UHC-96240-40	3296654694	2548 Washington St # 658, Orlando, FL, 32824	0.66	Name re-cased Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-121294	ENR	Lawrence T Chen	1956-08-24	UHC-74609-69	5487832756	2344 Elm St, Charlotte, NC, 28222	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-142028	ENR	Omar Daniels	1945-12-06	UHC-02028-90	4847064144	802 Spring St Apt 17, Scottsdale, AZ, 85223	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-108552	ENR	Sarah F Hudson	2007-06-07	UHC-44206-31	3647193643	7942 Spring St, Eden Prairie, MN	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-109833	ENR	Julie F Lee	1985-06-28	UHC-59108-59	9624847955	7238 Main St, Tucson, AZ, 85743	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-136526	ENR	Henderson N Helen	1991-03-05	UHC-85422-78	4003665826	3936 Apache Blvd, Tempe, AZ, 85215	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-105121	ENR	Hannah Fuller	—	UHC-13349-69	3609389306	3788 Apache Blvd, Tampa, FL, 33679	0.66	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+1 more
ENR-128451	ENR	Carlos K Obrien	1994-07-22	UHC-49623-35	6919413807	5567 Sunset Blvd, Seattle, WA, 98198	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-122374	ENR	Adam F Robinson	1987-08-21	UHC-72059-96	—	5799 Church St, Denver, CO, 80228	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more

17,310 rows, page 116 of 347Previous Next