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

All sources, flag “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-404119	CLM	Raymond Wood	1977-12-17	UHC-43430-18	4136458907	409 Cedar Ln, Las Vegas, NV, 89148	0.92	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed
PRV-27088	PRV	Charles Perry	1954-09-03	UHC-24528-85	8819610904	—	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-115449	ENR	Eugene U Romero	1997-08-21	UHC-41115-17	2407821079	8828 Mountain View Dr, Glendale, AZ, 85355	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-130573	ENR	Maria L Stephens	1986-09-24	UHC-32216-39	8617633911	1827 Canyon Rd, San Diego, CA, 92119	0.92	Name re-cased Phone reformatted Member ID reformatted Placeholder values cleared
CLM-415815	CLM	Joshua Simmons	1974-12-28	UHC-19558-30	—	1213 Main St, Seattle, WA, 98148	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-107257	ENR	Madison X Montgomery	1975-10-17	UHC-92303-01	8286695928	9194 Broadway, Gilbert, AZ, 85219	0.92	Name re-cased Phone reformatted Member ID reformatted Address re-cased
ENR-131995	ENR	Robert T Weber	1958-04-01	UHC-27730-22	8658878090	7240 Canyon Rd, Columbus, OH, 43201	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-109482	ENR	Susan Estrada	1958-05-10	UHC-65247-52	8356094075	—	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-108196	ENR	Timothy Flores	1980-10-14	UHC-53330-02	—	2143 Apache Blvd, Glendale, AZ, 85350	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-140672	ENR	Edward T Dominguez	1964-02-08	UHC-10224-04	8008627960	4760 Mesa Dr, Sacramento, CA, 95824	0.92	Name re-cased Phone reformatted Member ID reformatted City re-cased
ENR-126398	ENR	Bobby S Butler	2008-11-09	UHC-08110-05	8942103066	7923 Ridge Rd, Fresno, CA, 93705	0.92	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed
ENR-114221	ENR	Andrea C Marshall	1975-04-27	UHC-11100-01	5977453596	3932 Mesa Dr, Miami, FL, 33180	0.92	Name re-cased Phone reformatted Member ID reformatted Email lower-cased
TPA-62721	TPA	Rebecca G Fox	2000-12-04	UHC-05601-41	—	7732 Harbor Blvd, Eden Prairie, MN, 55371	0.92	Name re-cased Member ID reformatted City re-cased Placeholder values cleared
ENR-128345	ENR	Kathryn Ford	1995-01-12	UHC-66109-47	3106383894	779 Valley View Dr, Seattle, WA, 98108	0.92	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed
ENR-110971	ENR	Elijah Cooper	1954-04-27	UHC-40468-10	2858435734	771 Pine Dr, Nashville, TN, 37246	0.92	Name re-cased Member ID reformatted City re-cased Whitespace trimmed
ENR-105266	ENR	Katherine Dean	1958-12-09	UHC-59897-08	5045412694	7389 Union St, Fresno, CA, 93715	0.92	Date of birth reformatted Phone reformatted Member ID reformatted Placeholder values cleared
CLM-419827	CLM	Cheryl Harper	1996-10-02	UHC-35989-19	5649933179	404 Lincoln Way, San Antonio, TX, 78233	0.92	Phone reformatted Member ID reformatted Plan code upper-cased Placeholder values cleared
PRV-25688	PRV	Helen Estrada	1945-12-08	UHC-63825-95	2865999236	5639 Spring St, Las Vegas, NV, 89134	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-132149	ENR	Kelly T Wilson	1993-06-26	UHC-42179-87	—	3725 Lake View Rd, Minneapolis, MN, 55404	0.92	Member ID reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-425564	CLM	Kayla Scott	1980-04-22	UHC-83248-67	—	—	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-115715	ENR	Deborah V Gomez	1998-09-10	UHC-13902-47	2636344023	7563 Canyon Rd, Atlanta, GA, 30397	0.92	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed
ENR-100136	ENR	Terry Reid	1980-07-06	UHC-20740-77	6058840704	3199 Highland Ave, Glendale, AZ, 85369	0.92	Name re-cased Phone reformatted Member ID reformatted Email lower-cased
ENR-115695	ENR	Kim I Hunter	1983-09-07	UHC-75741-71	7283996473	3181 Forest Ave, San Antonio, TX, 78290	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-412429	CLM	Ethan Torres	1965-03-17	UHC-32591-84	5163789367	—	0.92	Name re-cased Phone reformatted Member ID reformatted Placeholder values cleared
ENR-106675	ENR	Jason Walker	1958-07-11	UHC-52858-40	9198299272	8763 Lincoln Way, Orlando, FL, 32826	0.92	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed
ENR-125586	ENR	Jonathan Q Silva	2006-05-10	UHC-97068-21	5905414389	8190 Cedar Ln, Fresno, CA, 93752	0.92	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed
CLM-409489	CLM	Mariana Johnson	1997-03-21	UHC-60276-16	4404821064	—	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-409145	CLM	Jessica Soto	1970-08-06	UHC-35087-41	—	—	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-413966	CLM	Juan L Green	2008-05-03	UHC-94834-71	7764709957	—	0.92	Name re-cased Phone reformatted Member ID reformatted Placeholder values cleared
ENR-140770	ENR	Doris T Mendez	1997-11-25	UHC-89129-89	3709817702	4014 Harbor Blvd, Miami, FL, 33178	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-135732	ENR	Martha A Wang	1975-07-10	UHC-59040-35	3778804846	4161 Lake View Rd, Seattle, WA, 98141	0.92	Name re-cased Date of birth reformatted Member ID reformatted Placeholder values cleared
ENR-115680	ENR	Hannah Fox	1957-02-11	UHC-68631-94	2025079985	3617 Meadow Ln, Los Angeles, CA, 90019	0.92	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed
ENR-115679	ENR	Hannah Fox	1957-02-11	UHC-68631-94	2025079985	3617 Meadow Ln, Los Angeles, CA, 90019	0.92	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed
CLM-427347	CLM	Scott Boyd	1961-05-06	UHC-40250-67	5788993387	—	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-130062	ENR	Mason Oliver	1946-05-12	UHC-22249-63	7656982252	4923 Lincoln Way, Glendale, AZ, 85349	0.92	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed
ENR-121466	ENR	Sandra Ortega	1980-12-26	UHC-68680-76	8608262700	7314 Hillcrest Rd, Tucson, AZ, 85779	0.92	Name re-cased Phone reformatted Member ID reformatted State code upper-cased
PRV-28828	PRV	Logan F McDonald	1979-12-13	UHC-23240-38	6828935222	—	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-425797	CLM	Ruth Wheeler	2007-03-13	UHC-38169-95	—	4468 Cedar Ln, Minneapolis, MN, 55429	0.92	Member ID reformatted City re-cased Whitespace trimmed Placeholder values cleared
ENR-134237	ENR	Patricia Thompson	1945-12-24	UHC-18570-72	6438668849	2201 Desert Sky Blvd, Jacksonville, FL, 32245	0.92	Date of birth reformatted Phone reformatted Member ID reformatted Placeholder values cleared
CLM-405432	CLM	Walter X Espinoza	1976-05-06	UHC-40017-55	5095932183	—	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-132316	ENR	Rebecca L Palmer	1961-01-18	UHC-84842-07	5843950447	5599 Market St, Las Vegas, NV, 89143	0.92	Name re-cased Member ID reformatted City re-cased Email lower-cased
ENR-118265	ENR	Maria M Young	1981-05-21	UHC-57966-63	7747603813	4044 Maple Ave, Charlotte, NC, 28215	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-125350	ENR	Alice Gordon	1961-02-17	UHC-20139-14	2206721411	9363 Lincoln Way, Seattle, WA, 98122	0.92	Name re-cased Phone reformatted Member ID reformatted Placeholder values cleared
CLM-402168	CLM	Sandra Freeman	1995-01-01	UHC-99325-76	7815962100	—	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-401494	CLM	Sofia Chen	1996-09-25	UHC-18452-22	4557419514	7943 Washington St, Phoenix, AZ, 85006	0.92	Phone reformatted Member ID reformatted Email lower-cased Placeholder values cleared
ENR-116685	ENR	Frank Bennett	2007-04-06	UHC-90848-74	8044504782	8560 Park Pl, Miami, FL, 33125	0.92	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed
ENR-115697	ENR	Zachary Knight	1959-07-23	UHC-03561-97	2213466053	6436 Grand Ave, Charlotte, NC, 28290	0.92	Phone reformatted Member ID reformatted City re-cased Email lower-cased
TPA-54761	TPA	Jacqueline Flores	1939-12-16	UHC-03070-53	4285278069	8553 Spring St, Tampa, FL, 33668	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-418545	CLM	Jean Wang	1965-07-21	UHC-49440-91	—	2348 Elm St, Glendale, AZ, 85368	0.92	Name re-cased Date of birth reformatted Member ID reformatted Placeholder values cleared
PRV-28383	PRV	Carter Megan	1980-10-13	UHC-66312-14	6069038480	4534 Forest Ave, San Diego, CA, 92152	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared

7,723 rows, page 140 of 155Previous Next