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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-113396	ENR	Aaln Hicks	1983-06-11	UHC-84336-69	2166325898	74 Jefferson Ave, Columbus, OH, 43260	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-419159	CLM	Janice McCoy	2004-03-02	UHC-72128-31	—	7802 Oak St, Nashville, TN, 37293	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-423903	CLM	Julie Cunningham	1995-02-07	UHC-66087-50	—	6792 Indian School Rd, Nashville, TN, 37204	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-50229	TPA	Carolyn Wilson	1948-05-14	—	3516852977	2995 Pine Dr, Charlotte, NC, 28254	0.80	City re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-103666	ENR	Billy Nunez	2006-01-11	UHC-35702-03	2149933735	4262 Washington St, Eden Prairie, MN, 55385	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-125489	ENR	Marcus Murray	2007-03-02	UHC-72241-88	—	2029 Mountain View Dr, Columbus, OH, 43220	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed
ENR-120145	ENR	Albrt Knigth	1994-08-07	UHC-52355-58	—	6424 Mesa Dr, Tempe, AZ, 85229	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-419033	CLM	Barbara Espinoza	1953-03-07	UHC-74131-02	9274297274	1702 Lincoln Way, Jacksonville, FL, 32214	0.80	Phone reformatted ZIP+4 trimmed Email lower-cased Placeholder values cleared
CLM-414006	CLM	Mariana G Dixon	1975-06-01	—	—	9177 Main St, Scottsdale, AZ, 85289	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-58323	TPA	Larry Chapman	1981-11-16	—	—	3349 Union St, Eden Prairie, MN, 55390	0.80	City re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-137067	ENR	Joshua W Roberts	1979-05-25	UHC-70115-04	5605684147	3199 River Rd, Glendale, AZ, 85380	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-142975	ENR	Amanda M Arnold	1995-04-08	UHC-03979-01	—	5631 Sage Ct, Eden Prairie, MN, 55396	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-432606	CLM	George Ramos	1962-03-15	UHC-92611-30	6926011459	2114 Willow Ct, Seattle, WA, 98113	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
PRV-26888	PRV	Ana Foster	1989-09-08	—	3276168309	4119 Union St, Tempe, AZ, 85288	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-404898	CLM	Wayne Weaver	1954-08-08	UHC-84816-21	—	8045 Main St, Austin, TX, 78710	0.80	City re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-57239	TPA	Aisha X Gibson	1941-12-19	—	8773634795	3743 Church St, Atlanta, GA, 30359	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
ENR-106438	ENR	Ahmed Alvarado	1962-07-06	UHC-27686-80	2752711424	6223 Broadway, Denver, CO, 80210	0.80	Phone reformatted ZIP+4 trimmed Plan code upper-cased Whitespace trimmed
CLM-413909	CLM	Lori Carter	1979-12-12	—	5406338501	6789 Maple Ave, Sacramento, CA, 95812	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-55513	TPA	Arjun Lucas	2003-05-25	—	—	5737 Market St, Tempe, AZ, 85288	0.80	City re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-425092	CLM	Grace Dominguez	1971-10-11	UHC-38982-72	—	1991 Broadway, San Diego, CA, 92156	0.80	Date of birth reformatted City re-cased ZIP+4 trimmed Placeholder values cleared
CLM-427763	CLM	David Coleman	1968-07-18	—	—	1912 Broadway, Los Angeles, CA, 90098	0.80	Name re-cased Address re-cased ZIP+4 trimmed Placeholder values cleared
ENR-142120	ENR	Brittany I Garrett	1970-01-05	UHC-07264-35	5703683388	3896 Hillcrest Rd, Los Angeles, CA, 90031	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-60116	TPA	Santiago Allen	1975-09-04	—	—	2932 Ocean Ave, Nashville, TN, 37213	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
ENR-111117	ENR	Maark F Ford	1991-05-22	UHC-26486-55	4545450471	4676 Willow Ct, Eden Prairie, MN, 55328	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
ENR-132356	ENR	Joshua V Wallace	1945-05-21	UHC-93952-25	5243228088	7602 Cedar Ln, Tempe, AZ, 85213	0.80	Name re-cased ZIP+4 trimmed Email lower-cased Whitespace trimmed
ENR-143096	ENR	William L Jordan	1957-04-02	UHC-00145-74	9689899879	8101 Oak St, Houston, TX, 77065	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed
CLM-429333	CLM	Barb Kennedy	1967-03-23	—	—	4915 Elm St, Tampa, FL, 33669	0.80	City re-cased State code upper-cased ZIP+4 trimmed Placeholder values cleared
CLM-432335	CLM	Jonathan O Schultz	1945-06-08	—	—	3118 Pine Dr, Charlotte, NC, 28298	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
TPA-55906	TPA	Abby O Walker	1944-08-21	—	—	9062 Ridge Rd, Sacramento, CA, 95815	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-51141	TPA	Billy King	2001-11-28	—	7214603681	2775 Broadway, Columbus, OH, 43288	0.80	Phone reformatted Address re-cased ZIP+4 trimmed Placeholder values cleared
PRV-29171	PRV	Kyle Cook	2001-09-07	UHC-25023-44	—	9327 Broadway, Scottsdale, AZ, 85241	0.80	Address re-cased ZIP+4 trimmed Email lower-cased Placeholder values cleared
ENR-134541	ENR	Alexander U Webb	2003-06-24	UHC-27566-89	7566861172	5360 Grand Ave, Phoenix, AZ, 85039	0.80	ZIP+4 trimmed Email lower-cased Whitespace trimmed Placeholder values cleared
ENR-118724	ENR	Bittany A Romero	1960-07-06	UHC-23742-38	3003642246	1712 Ridge Rd, Dallas, TX, 75267	0.80	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed
TPA-54718	TPA	Ashley Hayes	1970-03-20	UHC-08753-09	—	2850 Valley View Dr, Chandler, AZ, 85230	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-410959	CLM	Valentina Yang	1943-08-22	UHC-72593-31	—	2679 Sunset Blvd, Seattle, WA, 98131	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
PRV-25683	PRV	Austin Murray	1944-07-18	—	—	6579 Washington St, Austin, TX, 78760	0.80	City re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-429336	CLM	Laura O Berry	1961-02-18	—	—	5033 Main St, Miami, FL, 33184	0.80	City re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-130936	ENR	Danny C Lawrence	1953-09-12	UHC-08974-21	—	6349 Church St, Atlanta, GA, 30377	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-116111	ENR	Natalie Le	1965-11-15	UHC-93218-27	4337926563	3005 Central Ave, San Diego, CA, 92104	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
TPA-64195	TPA	Diane Gordon	1974-08-21	—	2423452434	9110 Camelback Rd, Dallas, TX, 75211	0.80	ZIP+4 trimmed Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-51576	TPA	Nicole Wood	2002-05-07	UHC-81471-19	—	3460 Sage Ct, San Antonio, TX, 78286	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-60791	TPA	Beverly Ramirez	1979-04-12	—	7684237278	683 River Rd, Atlanta, GA, 30303	0.80	ZIP+4 trimmed Email lower-cased Whitespace trimmed Placeholder values cleared
ENR-125089	ENR	Diana Wang	1941-11-23	UHC-79599-65	5274470457	7227 Lincoln Way, Chandler, AZ, 85251	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
ENR-125090	ENR	Diana Wang	1941-11-23	UHC-79599-65	5274470457	7227 Lincoln Way, Chandler, AZ, 85251	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
ENR-120498	ENR	Kathleen Crawford	1999-06-01	UHC-99013-43	3078235692	5269 Jefferson Ave, Glendale, AZ, 85356	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-104250	ENR	Jullia J Simpson	1946-02-27	UHC-55962-37	6984150043	3069 Ocean Ave, Mesa, AZ, 85268	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed
PRV-28588	PRV	Kayla Dominguez	2005-12-04	—	7923689334	3204 Bayshore Dr, Plano, TX, 75051	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-402376	CLM	Austin Yang	1983-07-18	UHC-35695-44	8615822064	9563 River Rd, Los Angeles, CA, 90099	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-106209	ENR	Amber Martin	2001-04-24	UHC-78848-63	6238907399	9225 Bayshore Dr, Minneapolis, MN, 55475	0.80	Name re-cased City re-cased ZIP+4 trimmed Placeholder values cleared
PRV-28075	PRV	Cynthia B Burke	1950-06-14	—	9508055680	5687 Central Ave, Fresno, CA, 93732	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared

8,263 rows, page 149 of 166Previous Next