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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-122566	ENR	Deborah H Jones	1987-07-11	UHC-84110-46	2157087940	145 River Rd, Seattle, WA, 98135	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138572	ENR	Laura Davis	1967-11-01	UHC-49980-08	9724607203	6451 Main St, Las Vegas, NV, 89102	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110646	ENR	Ryan Robinson	1946-08-04	UHC-63754-29	5448338811	1897 Ocean Ave, Houston, TX, 77081	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114433	ENR	Rachel H Nguyen	1986-07-20	UHC-54649-71	7016512598	6457 Washington St, Scottsdale, AZ, 85219	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-126860	ENR	Samantha P Hawkins	1964-06-19	UHC-88855-86	4079348722	3752 Grand Ave, Tempe, AZ, 85247	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138070	ENR	Kyle Howell	1987-12-25	UHC-63180-30	3252676589	274 Highland Ave, Miami, FL, 33152	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-100942	ENR	Cheryl Parker	1988-06-09	UHC-01302-07	7462616992	8286 Bayshore Dr, Tampa, FL, 33649	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119168	ENR	Olivia Espinoza	1945-12-04	UHC-11695-57	2054054111	1329 Meadow Ln, San Diego, CA	0.74	Name re-cased Phone reformatted City re-cased ZIP missing+3 more
ENR-141429	ENR	Rebecca Payne	1939-03-10	UHC-73170-37	6297749005	1740 Union St, Nashville, TN, 37257	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-113214	ENR	Andrea Morris	1999-10-07	UHC-84486-67	8812680673	3845 Maple Ave, Denver, CO, 80280	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-133742	ENR	Lisa F Rammos	1980-10-02	UHC-19952-91	4142548476	9851 Apache Blvd, Tampa, FL, 33680	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117738	ENR	Teresa A Larson	1987-10-03	UHC-97528-71	4388265720	4594 Baseline Rd, Las Vegas, NV, 89171	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108879	ENR	Bobby P Fowler	1992-05-05	UHC-04956-87	3266808727	7072 Harbor Blvd, Plano, TX, 75045	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115122	ENR	Teresa Lewis	2000-06-26	UHC-48359-03	7245321142	7045 Meadow Ln, Dallas, TX, 75282	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105723	ENR	Stephen Y Hicks	2003-03-01	UHC-10555-56	3595564090	2494 Oak St, Austin, TX, 78782	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-136941	ENR	Dylaan U King	1938-09-20	UHC-53344-87	4276498907	2534 Market St, Columbus, OH, 43275	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-111668	ENR	Dorothy U Turner	1977-09-01	UHC-22932-26	9079898363	7948 Sunset Blvd, Los Angeles, CA, 90059	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-137824	ENR	Janice Garrett	1959-02-15	UHC-93142-89	3524507434	2391 River Rd, Plano, TX, 75045	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-111141	ENR	Timothy U Lynch	1976-10-20	UHC-17134-18	2686015298	5599 Highland Ave, Miami, FL, 33124	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-139486	ENR	Natalie O Roberts	1974-11-07	UHC-16923-99	5052145273	755 Bayshore Dr, Sacramento, CA	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-126049	ENR	Catherine Burton	2006-07-19	UHC-81313-35	8464371580	7930 Market St, Tucson, AZ, 85739	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-121414	ENR	Carl Q Wang	1944-04-05	UHC-10871-24	2029146447	8827 River Rd, Orlando, FL, 32800	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-102166	ENR	Douglas Myers	1966-09-14	UHC-94916-06	9527471969	3251 Pine Dr, Columbus, OH, 43229	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-126329	ENR	Juan Aguilar	1939-07-19	UHC-53683-04	2443341989	608 Forest Ave, Las Vegas, NV, 89164	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117817	ENR	Cralos Le	1944-10-15	UHC-07359-80	5644707042	7655 Lake View Rd, Charlotte, NC, 28252	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124270	ENR	Harrold Morrison	1980-01-20	UHC-18764-68	9257177456	4377 Church St, Miami, FL, 33144	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-106986	ENR	Sofia Y Hart	2007-01-01	UHC-60364-39	3126488737	346 Meadow Ln, Tampa, FL, 33655	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117529	ENR	Anrew P Ramos	1951-09-27	UHC-09140-27	9076343928	2590 Market St, Dallas, TX, 75211	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-117530	ENR	Anrew P Ramos	1951-09-27	UHC-09140-27	9076343928	2590 Market St, Dallas, TX, 75211	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-106738	ENR	Amanda G Santos	1964-09-21	UHC-87211-30	9527098351	9278 Camelback Rd, Austin, TX, 78724	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103450	ENR	Madison Jones	1997-09-09	UHC-46381-97	2644496707	4925 Palm Dr, Tucson, AZ, 85784	0.74	Name re-cased Date of birth reformatted City re-cased Email lower-cased+3 more
ENR-121123	ENR	Arjun K Diaz	1971-02-25	UHC-03518-52	6319345952	3806 Elm St, Tempe, AZ, 85215	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-103000	ENR	Tom Obrien	1989-03-17	UHC-36282-16	7878162910	7540 Forest Ave, Seattle, WA, 98161	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107924	ENR	Marilyn Alexander	1940-02-06	UHC-20423-25	7946354986	9678 Indian School Rd, Atlanta, GA, 30397	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103478	ENR	Charles Sandoval	1941-07-17	UHC-96190-89	8272435738	733 Harbor Blvd, Atlanta, GA, 30339	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102946	ENR	Abby Snyder	1997-05-24	UHC-30299-02	8204382498	6519 Oak St, Miami, FL, 33171	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131142	ENR	Natalie Crawford	1943-07-06	UHC-94219-79	8056690292	6101 Forest Ave, Miami, FL, 33144	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-110413	ENR	Jason Fisher	1943-08-05	UHC-51837-41	8717064323	1012 Camelback Rd, Austin, TX, 78793	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134971	ENR	Carlos V Greene	1990-12-22	UHC-01781-13	7097750003	8753 Highland Ave, Atlanta, GA, 30307	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-111880	ENR	Joan Mills	1957-12-16	UHC-84014-04	8845115773	1972 Hillcrest Rd, Scottsdale, AZ, 85214	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-100821	ENR	Samuel J Hoffman	1995-05-28	UHC-48552-81	5705267242	8568 Elm St, Las Vegas, NV, 89159	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114030	ENR	Meyer Donna	1994-07-12	UHC-48251-19	3464947192	740 Park Pl, Tucson, AZ, 85769	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123876	ENR	Rob Mendez	1966-03-15	UHC-01213-61	7077265275	1095 Forest Ave, Phoenix, AZ, 85072	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111300	ENR	Janet V Carroll	1980-01-11	UHC-53874-23	—	4277 Elm St, Tucson, AZ, 85746	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-124102	ENR	Omar Moore	2004-07-06	UHC-47663-42	2598112902	6676 Central Ave, Columbus, OH, 43232	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-137438	ENR	Gloria E Le	1946-04-05	UHC-07005-78	3559433540	8903 Market St, Sacramento, CA, 95887	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-133415	ENR	Heaather Carr	1966-07-04	UHC-15089-19	5015970409	3767 Camelback Rd, Nashville, TN, 37248	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114827	ENR	Jeryr Greene	1968-01-26	UHC-94768-06	—	2570 Bayshore Dr, Mesa, AZ, 85222	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-104291	ENR	Lucia D Simmons	1969-02-21	UHC-21359-72	4399302121	5160 Park Pl, Fresno, CA, 93748	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-122749	ENR	Nancy Banks	1955-03-10	UHC-78948-13	2483066386	3184 Bayshore Dr, Chandler, AZ, 85233	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more

8,423 rows, page 84 of 169Previous Next