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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-137325	ENR	Heather F Jackson	1992-04-01	UHC-20288-13	5684539592	9590 Mesa Dr, Minneapolis, MN, 55466	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-115570	ENR	Ann Hayes	1987-03-12	UHC-95817-72	4885140799	1144 Valley View Dr, Miami, FL, 33100	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-111020	ENR	Ahmed Spencer	1994-06-20	UHC-74337-10	4925245904	317 Park Pl, Mesa, AZ, 85244	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128430	ENR	Jess U Gutierrez	1974-10-27	UHC-24342-90	6817862168	1699 Valley View Dr, Los Angeles, CA, 90068	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114858	ENR	Kathryn B Ross	1981-02-11	UHC-38480-02	2692031668	9505 Harbor Blvd, Minneapolis, MN, 55442	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129622	ENR	Eric Q Clrk	1947-12-27	UHC-91237-25	3856868830	7672 Market St, Tempe, AZ, 85278	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-133170	ENR	Carl Hunt	1952-07-25	UHC-78785-52	3473035200	8099 Spring St, San Antonio, TX, 78203	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120125	ENR	Albert W Richardds	1994-01-03	UHC-91600-43	—	3265 Church St, Chandler, AZ, 85246	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-136315	ENR	Natalie Cooper	1985-11-25	UHC-86630-74	6187317542	8026 Sunset Blvd, Columbus, OH, 43200	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-104622	ENR	Teresa Wilson	1977-09-18	UHC-45385-63	3675462817	456 Canyon Rd, Tucson, AZ, 85775	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126818	ENR	Katherine Webb	1941-10-14	UHC-68485-27	7318558823	9899 Cedar Ln, Seattle, WA, 98150	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-140338	ENR	Jean Russell	1942-09-09	UHC-68988-57	7094427138	3334 Mountain View Dr, Miami, FL, 33151	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-137434	ENR	Mei Oliver	1949-11-07	UHC-34114-97	4259761454	5698 Meadow Ln, Denver, CO, 80299	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-103380	ENR	Carolyn Fuller	1949-04-24	UHC-59404-46	8204205512	4866 Church St, San Diego, CA, 92120	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123664	ENR	Christine C Delgado	1941-08-20	UHC-74487-51	4209125213	6732 Elm St, Jacksonville, FL, 32237	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-132668	ENR	Alice F Gomez	1939-01-07	UHC-92278-25	6478136003	5999 Sage Ct, Fresno, CA, 93711	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115924	ENR	Mark Q Phillips	1982-04-25	UHC-03419-52	5724727648	2552 Willow Ct, Minneapolis, MN, 55468	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112880	ENR	Ashley Lopez	1944-08-15	UHC-75234-83	6934061650	1743 Sage Ct, Denver, CO, 80272	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138310	ENR	Bradley A Aguilar	1979-12-12	UHC-53290-66	4795839348	5478 Apache Blvd, Houston, TX, 77029	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-128601	ENR	Doris Dominguez	2006-04-06	UHC-59186-32	5869387659	2312 Canyon Rd, Los Angeles, CA, 90011	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-131975	ENR	Murray Pamela	1984-10-15	UHC-21642-27	9466826269	4231 Ocean Ave, San Diego, CA, 92106	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112090	ENR	Mary O Ellis	1946-12-19	UHC-30307-95	2448158486	6195 Desert Sky Blvd, Chandler, AZ, 85209	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-109940	ENR	Robert I Obrien	1956-09-11	UHC-97436-25	4168632056	2522 Bayshore Dr, Phoenix, AZ, 85027	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-115104	ENR	Anngela Jordan	1971-06-04	UHC-61994-78	2555657045	6114 Apache Blvd, Dallas, TX, 75245	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105623	ENR	Ethan Dean	1976-05-04	UHC-25740-72	6802038202	3661 Lincoln Way, San Antonio, TX, 78224	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-138547	ENR	Victoria Kelly	1973-01-09	UHC-21186-40	7957205043	3621 Sage Ct, Los Angeles, CA, 90025	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119501	ENR	John Salazar	1994-07-01	UHC-24125-50	5549680666	141 Valley View Dr, Minneapolis, MN, 55466	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118554	ENR	Deise H Peters	1989-01-07	UHC-79017-66	2322649701	7113 Park Pl, Nashville, TN, 37252	0.76	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+2 more
ENR-114890	ENR	Ann Alvarado	2008-10-07	UHC-66118-84	2808854764	2696 Cedar Ln, Sacramento, CA, 95837	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-112631	ENR	Adam Turner	1959-06-10	UHC-00556-15	8199603611	6333 Valley View Dr, Fresno, CA, 93726	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-119920	ENR	Margaret Cox	1995-02-01	UHC-24171-72	7206292101	1971 Spring St, Charlotte, NC, 28277	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111365	ENR	Natalie C Daniels	2007-02-11	UHC-71846-20	8345107726	1686 Ridge Rd, Minneapolis, MN, 55483	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-129706	ENR	Frank Y Patel	1973-03-24	UHC-81497-86	2786052891	2646 Sunset Blvd # 194, San Diego, CA, 92126	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-126359	ENR	Angela Sims	2005-08-22	UHC-18156-01	9717849078	429 Main St, Minneapolis, MN, 55454	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-106473	ENR	Jason Nelson	1990-01-28	UHC-26606-97	8774549967	5012 Desert Sky Blvd, San Diego, CA, 92187	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113282	ENR	Martha Z Gibert	1977-02-08	UHC-54491-74	3542060608	3940 Oak St, Tampa, FL, 33608	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-115211	ENR	Simmons Samantha	1997-02-10	UHC-59590-89	6204684948	1931 Mesa Dr, Glendale, AZ, 85369	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138612	ENR	Debra O Obrien	1971-06-16	UHC-31731-46	6933298041	3034 Park Pl, Glendale, AZ, 85337	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-105864	ENR	Gregory Ward	1981-01-22	UHC-42600-61	4227143570	886 Bayshore Dr, Miami, FL, 33159	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-100452	ENR	Edward A Howell	1950-12-13	UHC-47701-51	7084587377	4793 Main St, Atlanta, GA, 30345	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-131301	ENR	Marcus R Fuller	1967-12-11	UHC-34181-47	9129912279	9406 Indian School Rd, Scottsdale, AZ, 85291	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-131926	ENR	Grace Payne	1973-11-25	UHC-34652-72	5048748926	4276 Desert Sky Blvd, San Antonio, TX, 78287	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105759	ENR	Jaet Harris	1958-04-17	UHC-34545-51	8864401179	8158 Highland Ave, Tucson, AZ, 85726	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105758	ENR	Jaet Harris	1958-04-17	UHC-34545-51	8864401179	8158 Highland Ave, Tucson, AZ, 85726	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113348	ENR	QJunk	1994-11-06	UHC-15235-11	6353217120	4333 Spring St, Atlanta, GA, 30351	0.76	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+2 more
ENR-137008	ENR	Carl G Murray	1998-01-19	UHC-43401-37	8857874803	1170 Elm St, Phoenix, AZ, 85048	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-133010	ENR	Jennifer Burton	1950-06-23	UHC-95472-68	3569115027	3305 Washington St, Seattle, WA, 98119	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-119023	ENR	Eric Coleman	2007-04-20	UHC-65472-35	6735916329	2114 Main St, Charlotte, NC, 28252	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138927	ENR	Donna Jenkins	1958-12-26	UHC-36805-79	9649802879	2650 Maple Ave, Charlotte, NC, 28253	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-110797	ENR	Larry N Patterson	1993-11-15	UHC-30933-70	7129873032	8912 Ocean Ave, San Antonio, TX, 78220	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more

13,989 rows, page 141 of 280Previous Next