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-105340	ENR	Isabella T Vargas	1947-07-28	UHC-66723-98	2137270272	1948 Sunset Blvd, Phoenix, AZ, 85094	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
ENR-137423	ENR	Diego Fissher	1960-08-04	UHC-25301-98	3823714663	872 Jefferson Ave, Columbus, OH, 43295	0.68	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code
ENR-141524	ENR	Jack Gray	1966-11-25	UHC-88547-19	9105895781	6736 Church St, Sacramento, CA, 95837	0.68	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed
ENR-125574	ENR	Sophia U Palmer	2008-12-21	UHC-68627-70	3016289690	5502 Ridge Rd, San Diego, CA, 92126	0.68	Street suffix standardised Address re-cased State name converted to code Email lower-cased
ENR-131992	ENR	Beverly S Ramirez	1979-04-12	UHC-52979-02	7684237278	683 River Rd, Atlanta, GA, 30303	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
ENR-124387	ENR	Santiago S Miller	1996-07-17	UHC-18873-04	4508456758	161 Broadway, Scottsdale, AZ, 85210	0.68	Phone reformatted State name converted to code Gender normalised Plan code upper-cased
ENR-105973	ENR	Sofia Lynch	1995-01-03	UHC-06069-32	2413875761	2142 Meadow Ln, Dallas, TX, 75270	0.68	Name re-cased Street suffix standardised Address re-cased State name converted to code
ENR-131980	ENR	Ralph K Collins	1989-01-03	UHC-46526-44	9257307915	1999 Ocean Ave, Columbus, OH, 43240	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
ENR-135362	ENR	Davvid W Jacobs	1994-10-21	UHC-01841-09	4198046399	2839 Canyon Rd, Mesa, AZ, 85246	0.68	Street suffix standardised Address re-cased State name converted to code Email lower-cased
ENR-131323	ENR	Tyler O Edwards	1988-03-04	UHC-69572-78	8425081422	8005 Church St, Los Angeles, CA, 90056	0.68	Phone reformatted State name converted to code Gender normalised Whitespace trimmed
ENR-128932	ENR	Alexander Evans	1947-07-02	UHC-86087-84	8467082148	5675 Lake View Rd, Sacramento, CA, 95843	0.68	Name split from “Last, First”Phone reformatted State name converted to code Whitespace trimmed
ENR-139010	ENR	Kathryn V Burton	1973-11-08	UHC-99290-35	9353996976	7243 Ocean Ave, Houston, TX, 77046	0.68	Phone reformatted SSN last four extracted State name converted to code Whitespace trimmed
ENR-109606	ENR	Carolyn Morales	1953-04-20	UHC-97852-59	9635074445	395 Church St, Austin, TX	0.68	Name re-cased Phone reformatted State name converted to code ZIP missing
ENR-128366	ENR	Ahmed E Alexander	1989-05-22	UHC-25564-87	6583100140	2148 Pine Dr, Chandler, AZ, 85219	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
ENR-104465	ENR	Nicole Sanders	1955-06-06	UHC-28472-75	4637728392	4261 Hillcrest Rd, Atlanta, GA, 30332	0.68	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed
ENR-103727	ENR	James A Pierce	1954-02-16	UHC-54069-42	6529315136	1034 Broadway, Scottsdale, AZ, 85215	0.68	Phone reformatted State name converted to code Gender normalised Whitespace trimmed
ENR-139028	ENR	Shirley R Thompson	1996-03-20	UHC-22410-21	6992054277	4885 Harbor Blvd, Nashville, TN, 37228	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
ENR-127493	ENR	Steven V Diaz	1974-01-14	UHC-29613-87	8534457097	7108 River Rd, Glendale, AZ, 85316	0.68	Name re-cased Street suffix standardised Address re-cased State name converted to code
ENR-132581	ENR	Ema Montgomary	1976-06-14	UHC-51502-75	6307811769	356 Pine Dr, Miami, FL, 33128	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
ENR-120352	ENR	Jesse D Schultz	1973-12-12	UHC-29889-78	5838717277	1059 Sage Ct, San Antonio, TX, 78274	0.68	Name re-cased Two-digit birth year State name converted to code Whitespace trimmed
ENR-100121	ENR	Mark Z Burke	1994-05-26	UHC-86223-27	—	4572 Forest Ave, Nashville, TN, 37289	0.68	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed
ENR-110112	ENR	Jennifer Harvey	1995-04-14	UHC-95867-94	—	2807 Lake View Rd, Miami, FL, 33182	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
ENR-125141	ENR	Emma O Ortiz	1971-11-06	UHC-32667-67	5709607041	3185 Park Pl, Houston, TX, 77054	0.68	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed
ENR-115577	ENR	Roy T Ellis	1948-12-11	UHC-77583-75	—	4326 Camelback Rd, Houston, TX, 77063	0.68	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code
ENR-104142	ENR	Jerry Washington	2001-08-01	UHC-80565-05	8667946715	4832 Market St, Charlotte, NC, 28284	0.68	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed
ENR-122622	ENR	Philip Johnston	2005-01-27	UHC-42040-89	8838963783	8651 Highland Ave, Nashville, TN	0.68	Member ID reformatted State name converted to code ZIP missing Placeholder values cleared
ENR-102606	ENR	Thomas V Chavez	1958-01-21	UHC-08205-93	6396910334	6626 Market St, Miami, FL, 33199	0.68	Name split from “Last, First”Phone reformatted City re-cased State name converted to code
ENR-130842	ENR	Luis Carr	1952-03-07	UHC-81091-67	3552595611	4164 Valley View Dr, Chandler, AZ	0.68	Phone reformatted State name converted to code ZIP missing Email lower-cased
ENR-142838	ENR	Mark Walsh	1980-06-15	UHC-70851-53	6462303878	9283 Bayshore Dr, Atlanta, GA, 30320	0.68	Date of birth reformatted Phone reformatted State name converted to code Gender normalised
ENR-120204	ENR	Brin S Cartter	1941-08-02	UHC-24566-93	2693307044	4200 Valley View Dr, Los Angeles, CA, 90014	0.68	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed
ENR-142781	ENR	Christine Q Sims	1992-06-03	UHC-77833-63	8088724520	5333 Bayshore Dr, Los Angeles, CA, 90025	0.68	Name re-cased Phone reformatted State name converted to code Gender normalised
ENR-111352	ENR	Ralph Le	1950-06-26	UHC-25349-55	4285346230	513 Highland Ave, Eden Prairie, MN, 55341	0.68	Phone reformatted SSN last four extracted State name converted to code Whitespace trimmed
ENR-125081	ENR	Catherine Fuller	1961-02-27	UHC-08698-57	9046520459	3944 Oak St, Denver, CO, 80224	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
ENR-101636	ENR	Diego Z Woods	1988-10-12	UHC-49602-83	5888909008	4266 Ridge Rd, Houston, TX, 77004	0.68	Middle initial moved out of first name Phone reformatted City re-cased State name converted to code
ENR-114165	ENR	Deb H McDonald	1956-04-26	UHC-38202-11	—	361 Palm Dr, Orlando, FL, 32897	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
ENR-130847	ENR	Pamela I Franklin	1949-09-20	UHC-20767-08	3253804032	1630 Pine Dr, Tucson, AZ, 85720	0.68	Name re-cased Street suffix standardised Address re-cased State name converted to code
ENR-135433	ENR	Joe Dean	2006-12-13	UHC-39253-08	—	2090 Ridge Rd, Phoenix, AZ, 85043	0.68	Name re-cased State name converted to code Gender normalised Placeholder values cleared
ENR-134651	ENR	Arjun R Le	1990-10-15	UHC-80955-18	5723421302	7332 Bayshore Dr, Orlando, FL, 32837	0.68	Middle initial moved out of first name Name re-cased Phone reformatted State name converted to code
ENR-127808	ENR	Sara Z Wood	1953-02-26	UHC-63850-64	3772660464	89 Pine Dr, Orlando, FL	0.68	Phone reformatted State name converted to code ZIP missing Placeholder values cleared
ENR-127807	ENR	Sara Z Wood	1953-02-26	UHC-63850-64	3772660464	89 Pine Dr, Orlando, FL	0.68	Phone reformatted State name converted to code ZIP missing Placeholder values cleared
ENR-110349	ENR	Keith Z Parker	1939-05-09	UHC-86940-87	4223855351	6741 Ridge Rd, Scottsdale, AZ, 85287	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
ENR-138442	ENR	Bryan D Franklin	1991-07-15	UHC-34943-87	—	6066 Maple Ave, Seattle, WA, 98192	0.68	State name converted to code Gender normalised Whitespace trimmed Placeholder values cleared
ENR-100858	ENR	Billy Jacobs	1959-06-28	UHC-33970-88	4913229878	8915 Willow Ct, Tampa, FL, 33614	0.68	Phone reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed
ENR-128253	ENR	Debra B Dominguez	1941-03-03	UHC-37220-11	7923442128	3819 Lincoln Way # 277, Scottsdale, AZ, 85206	0.68	Date of birth reformatted Phone reformatted Unit split from street State name converted to code
ENR-116673	ENR	Ralph U Weaver	1945-03-16	UHC-96928-89	—	2447 Washington St, Orlando, FL, 32886	0.68	State name converted to code ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-123884	ENR	Lucia N Delgado	1977-09-01	UHC-30422-08	5902161437	4775 Meadow Ln, Sacramento, CA, 95813	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code
ENR-142821	ENR	Edwrd O Wright	—	UHC-92029-25	7768038757	758 Lincoln Way, Phoenix, AZ, 85024	0.68	Date of birth unreadable Phone reformatted State name converted to code Whitespace trimmed
ENR-127842	ENR	Logan Howard	2004-10-26	UHC-96485-89	9477626258	3883 Bayshore Dr, Austin, TX, 78745	0.68	Date of birth reformatted Phone reformatted State name converted to code Gender normalised
ENR-143092	ENR	Sarah Harvey	1994-03-07	UHC-63568-85	—	9589 Church St, Phoenix, AZ, 85073	0.68	Two-digit birth year State name converted to code Email lower-cased Whitespace trimmed
ENR-117351	ENR	Michelle Y McCoy	1947-09-28	UHC-96427-74	4234142398	3204 Spring St, Austin, TX, 78755	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared

4,296 rows, page 68 of 86Previous Next