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 “Plan code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlan code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-56919	TPA	Camila Dunn	2007-12-05	—	4307541468	—	0.92	Date of birth reformatted Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-412889	CLM	Ashley D Schmidt	1947-03-01	UHC-48601-56	8658408318	—	0.92	Name re-cased Phone reformatted Plan code upper-cased Placeholder values cleared
ENR-142899	ENR	Alice D Alvarado	1971-06-06	UHC-97558-28	—	8143 Desert Sky Blvd, Orlando, FL, 32838	0.92	Name re-cased Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-132709	ENR	George Z Austin	1938-09-20	UHC-22482-04	4903978675	—	0.92	Name re-cased Member ID reformatted Plan code upper-cased Placeholder values cleared
TPA-56113	TPA	Kathleen Stevens	1979-02-01	UHC-16813-28	5597005041	—	0.92	Name re-cased Phone reformatted Plan code upper-cased Placeholder values cleared
CLM-412079	CLM	Gregory T Moreno	1991-02-06	—	—	—	0.92	Name re-cased Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-402735	CLM	Joseph Murphy	1956-01-11	—	—	—	0.92	Name re-cased Date of birth reformatted Plan code upper-cased Placeholder values cleared
CLM-413675	CLM	Carol Gutierrez	2000-09-08	—	8695427797	5447 Church St, Plano, TX, 75085	0.92	Name re-cased Phone reformatted Plan code upper-cased Placeholder values cleared
CLM-422171	CLM	Lori Robinson	1955-05-14	UHC-28139-43	9885457599	1793 Mountain View Dr, Tampa, FL, 33627	0.92	Name re-cased City re-cased Plan code upper-cased Whitespace trimmed
ENR-111124	ENR	Mei E Wallace	1956-12-21	UHC-83382-72	3827610724	6717 Pine Dr, Eden Prairie, MN, 55375	0.92	Date of birth reformatted Phone reformatted City re-cased Plan code upper-cased
ENR-122419	ENR	Olivia K Bradley	1950-11-05	UHC-21842-25	5058067939	293 Grand Ave, Sacramento, CA, 95873	0.92	Name re-cased Phone reformatted Member ID reformatted Plan code upper-cased
ENR-127317	ENR	Michelle J Hoffman	1973-01-12	UHC-99305-76	4388649479	427 Highland Ave, Atlanta, GA, 30337	0.92	Name re-cased Phone reformatted Plan code upper-cased Whitespace trimmed
CLM-429752	CLM	Betty Burke	1966-02-08	UHC-91816-98	—	—	0.92	Name re-cased Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-106703	ENR	Marilyn W Romero	1954-08-02	UHC-22595-40	—	—	0.92	Date of birth reformatted Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-138575	ENR	Camila Franklin	1979-11-17	UHC-02351-86	4194871252	5533 Main St, San Diego, CA, 92122	0.92	Name re-cased City re-cased Plan code upper-cased Placeholder values cleared
CLM-422345	CLM	Carolyn Brooks	1952-02-17	UHC-30493-05	—	1260 Harbor Blvd, Jacksonville, FL, 32257	0.92	Date of birth reformatted Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-422308	CLM	Camila Cox	1938-02-19	—	—	2807 Grand Ave, Las Vegas, NV, 89111	0.92	Date of birth reformatted Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-131397	ENR	Christopher P Wang	2006-07-22	UHC-85700-16	6118800871	6764 Main St, Mesa, AZ, 85240	0.92	Name re-cased Phone reformatted Email lower-cased Plan code upper-cased
ENR-101887	ENR	Keith M Payne	1997-02-13	UHC-82936-46	8374687938	8137 Cedar Ln, Orlando, FL, 32808	0.92	Date of birth reformatted Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-425988	CLM	Camila Herrera	1946-01-08	UHC-53583-98	4765411019	6176 Park Pl, Glendale, AZ, 85380	0.92	Phone reformatted Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-138910	ENR	Camila Green	2001-09-12	UHC-47377-74	6993956622	2252 Oak St, Las Vegas, NV, 89170	0.92	Name re-cased Date of birth reformatted Plan code upper-cased Whitespace trimmed
CLM-402446	CLM	Ethan Hughes	1959-03-09	UHC-73338-55	—	3985 Palm Dr, Tucson, AZ, 85755	0.92	Date of birth reformatted Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-122362	ENR	Gloria X Reeed	2000-03-08	—	4147546714	199 Lake View Rd, Charlotte, NC, 28221	0.92	City re-cased Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-123432	ENR	Aisha Nguyen	1985-06-09	UHC-89751-57	2507784961	6265 Elm St, Chandler, AZ, 85287	0.92	Name re-cased Phone reformatted Email lower-cased Plan code upper-cased
ENR-107493	ENR	Dorothy L Herrera	1952-04-24	UHC-12392-13	2075718948	6298 Broadway, Fresno, CA, 93767	0.92	Phone reformatted Email lower-cased Plan code upper-cased Whitespace trimmed
ENR-115206	ENR	Kelly Waston	1987-01-01	UHC-99406-56	8166214642	—	0.92	Name re-cased Phone reformatted Plan code upper-cased Placeholder values cleared
TPA-59587	TPA	Samantha West	1987-11-13	—	9849528150	—	0.92	Name re-cased Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-423644	CLM	Daniel Lawrence	1953-09-12	UHC-08974-21	—	6349 Church St, Atlanta, GA, 30377	0.92	Date of birth reformatted Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-131825	ENR	Philip F Green	1991-12-18	UHC-77473-69	6358674176	6597 Bayshore Dr, Phoenix, AZ, 85045	0.92	Name re-cased Phone reformatted Plan code upper-cased Whitespace trimmed
CLM-400249	CLM	Sofia Woods	1961-10-28	UHC-13736-25	—	6262 Forest Ave, Chandler, AZ, 85238	0.92	Date of birth reformatted State code upper-cased Plan code upper-cased Placeholder values cleared
ENR-101966	ENR	Mray N Murray	1980-11-05	UHC-26594-26	2116793407	1000 Spring St, Miami, FL, 33103	0.92	Name re-cased Date of birth reformatted Plan code upper-cased Whitespace trimmed
ENR-135984	ENR	Steve T Wallace	1940-10-19	UHC-15113-79	4376485714	8935 Willow Ct, Fresno, CA, 93741	0.92	Phone reformatted Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-104937	ENR	Maria Cruz	1949-10-22	UHC-56006-43	6458067548	2124 Ridge Rd, San Diego, CA, 92142	0.92	Name re-cased Phone reformatted Plan code upper-cased Whitespace trimmed
ENR-134763	ENR	Lisa Bishop	2005-12-28	UHC-04368-24	9787156629	9579 Oak St, Plano, TX, 75011	0.92	Phone reformatted Plan code upper-cased Whitespace trimmed 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
ENR-110283	ENR	Hiroshi Ryan	1941-05-02	UHC-40939-18	6475535353	5712 Grand Ave, Tempe, AZ, 85201	0.92	Date of birth reformatted Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-429916	CLM	Melissa O Soto	1979-06-25	—	—	—	0.92	Name re-cased Plan code upper-cased Whitespace trimmed Placeholder values cleared
PRV-29319	PRV	Charles I Stevens	2004-01-25	—	3586152962	9425 Jefferson Ave, Atlanta, GA, 30382	0.92	Name re-cased Phone reformatted Plan code upper-cased Placeholder values cleared
ENR-131222	ENR	Ronald Stone	1948-08-28	UHC-20959-12	3537611389	643 Forest Ave, Glendale, AZ, 85359	0.92	Date of birth reformatted Phone reformatted Email lower-cased Plan code upper-cased
CLM-427729	CLM	Alexander Smith	1958-09-25	—	5583827401	—	0.92	Name re-cased Plan code upper-cased Whitespace trimmed Placeholder values cleared
TPA-53618	TPA	Bradley Kim	1945-07-19	—	4887616975	—	0.92	Phone reformatted Plan code upper-cased Whitespace trimmed Placeholder values cleared
TPA-58321	TPA	Bobby W Rodriguez	1940-03-22	—	—	9029 Main St, Austin, TX, 78743	0.92	Name re-cased Plan code upper-cased Whitespace trimmed Placeholder values cleared
PRV-28452	PRV	Priya Phillips	1984-06-03	—	4853134742	1868 Hillcrest Rd, Miami, FL, 33156	0.92	Phone reformatted City re-cased Plan code upper-cased Placeholder values cleared
TPA-62928	TPA	Arjun Meyer	2006-05-24	—	—	3470 Jefferson Ave, Phoenix, AZ, 85009	0.92	Date of birth reformatted Plan code upper-cased Whitespace trimmed Placeholder values cleared
TPA-59403	TPA	Paul Stone	1957-11-03	—	2473927138	—	0.92	Date of birth reformatted Phone reformatted Plan code upper-cased Whitespace trimmed
ENR-107506	ENR	Abigail Welch	1998-11-24	UHC-47178-19	4986102208	1621 Union St, Nashville, TN, 37207	0.92	Phone reformatted City re-cased Plan code upper-cased Whitespace trimmed
ENR-116338	ENR	Geore P Little	1999-10-12	UHC-09315-33	5219845136	2569 Apache Blvd, Seattle, WA, 98174	0.92	Date of birth reformatted Phone reformatted Plan code upper-cased Whitespace trimmed
PRV-24309	PRV	Ann Schmidt	1977-05-05	UHC-80695-60	3878760394	9812 Palm Dr, Sacramento, CA, 95888	0.92	Phone reformatted Member ID reformatted Plan code upper-cased Placeholder values cleared
ENR-106527	ENR	Dorothy A Sullivan	1975-07-13	UHC-18967-93	—	1010 Union St, Tucson, AZ, 85755	0.92	Member ID reformatted Email lower-cased Plan code upper-cased Whitespace trimmed
ENR-103682	ENR	Alexander Payne	1942-05-02	UHC-97475-62	5669779485	3178 Cedar Ln, Scottsdale, AZ, 85230	0.92	Phone reformatted State code upper-cased Plan code upper-cased Whitespace trimmed

3,278 rows, page 59 of 66Previous Next