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

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-131913	ENR	Charlotte M Peters	1997-05-10	UHC-50135-12	3615884195	8173 Park Pl, Tampa, FL	0.82	Name re-cased State code upper-cased ZIP missing
ENR-109929	ENR	Jack U Robertson	1970-12-17	UHC-88651-91	6139605593	883 Ocean Ave, Tucson, AZ, 85755	0.82	Name split from “Last, First”Phone reformatted State code upper-cased
ENR-109930	ENR	Jack U Robertson	1970-12-17	UHC-88651-91	6139605593	883 Ocean Ave, Tucson, AZ, 85755	0.82	Name split from “Last, First”Phone reformatted State code upper-cased
ENR-140135	ENR	Brandon U Bailey	2006-07-05	UHC-55395-79	—	7446 Market St, Tempe, AZ, 85283	0.82	Phone missing area code State code upper-cased Whitespace trimmed
CLM-420400	CLM	Paul Brooks	1952-10-21	—	—	5911 Lake View Rd, Tucson, AZ, 85762	0.82	State code upper-cased ZIP+4 trimmed Placeholder values cleared
ENR-104809	ENR	Blily Weber	1989-01-02	UHC-14482-44	—	3418 Indian School Rd, Los Angeles, CA, 90086	0.82	State code upper-cased Gender normalised Placeholder values cleared
ENR-123772	ENR	Kenneth Y Marshall	1977-11-20	UHC-46864-77	3942199966	1786 Willow Ct, Columbus, OH, 43226	0.82	Phone reformatted State code upper-cased ZIP+4 trimmed
CLM-414847	CLM	Pamela Hughes	1962-02-24	—	—	4681 Bayshore Dr Apt 5, Sacramento, CA, 95823	0.82	Unit split from street State code upper-cased Placeholder values cleared
TPA-57018	TPA	Ruth Flores	2008-03-05	—	—	2065 Elm St, Columbus, OH	0.82	State code upper-cased ZIP missing Placeholder values cleared
ENR-137539	ENR	Adam F Dixon	1988-08-08	UHC-24881-90	3972943293	7444 Broadway, Los Angeles, CA, 90044	0.82	Name split from “Last, First”Phone reformatted State code upper-cased
TPA-59485	TPA	Bradley Rogers	1987-12-20	—	—	8042 Pine Dr, Seattle, WA, 98169	0.82	Date of birth reformatted State code upper-cased Gender normalised
CLM-416610	CLM	Ethan Owens	1951-01-21	UHC-45302-33	3419586599	5590 Broadway, Houston, TX, 77081	0.82	Name split from “Last, First”State code upper-cased Placeholder values cleared
ENR-137855	ENR	Charles Fields	1974-01-11	UHC-66165-35	2042611547	8642 Valley View Dr, Glendale, AZ, 85394	0.82	Street suffix standardised Address re-cased State code upper-cased
ENR-103151	ENR	Donald N Carroll	1958-04-05	UHC-53272-20	3059375962	1136 Desert Sky Blvd, Chandler, AZ, 85261	0.82	Street suffix standardised Address re-cased State code upper-cased
CLM-415170	CLM	Paul Garza	1980-09-17	UHC-63984-52	—	9746 Forest Ave, Austin, TX, 78724	0.82	Name re-cased State code upper-cased ZIP+4 trimmed
ENR-125296	ENR	Hiroshi Harris	1992-03-24	UHC-10926-62	—	8613 Harbor Blvd, San Antonio, TX, 78204	0.82	State code upper-cased Gender normalised Whitespace trimmed
TPA-55732	TPA	Kelly Evans	1964-05-28	UHC-76873-84	—	9234 Lake View Rd # 148, Atlanta, GA, 30362	0.82	Unit split from street State code upper-cased Placeholder values cleared
PRV-27043	PRV	Daniel Stephens	1993-08-03	—	5985032190	4109 Willow Ct, Tempe, AZ, 85244	0.82	State code upper-cased Gender normalised Placeholder values cleared
CLM-403624	CLM	Jack Knight	1955-10-20	—	—	252 Sage Ct, Nashville, TN, 37219	0.82	State code upper-cased ZIP+4 trimmed Placeholder values cleared
CLM-415149	CLM	Marcus Carr	1942-10-28	—	—	2952 Jefferson Ave, Tampa, FL, 33618	0.82	Name split from “Last, First”State code upper-cased Placeholder values cleared
ENR-129016	ENR	Joan Edwards	1956-07-06	UHC-88614-34	4917616897	4205 Union St, Dallas, TX	0.82	Date of birth reformatted State code upper-cased ZIP missing
ENR-130051	ENR	Julie Dixon	1947-05-03	UHC-54209-32	8718050839	8661 Bayshore Dr, Gilbert, AZ, 85249	0.82	State code upper-cased Gender normalised Whitespace trimmed
ENR-103936	ENR	Amber D Woods	2002-02-01	UHC-14388-64	7645596905	7758 Sunset Blvd, Minneapolis, MN, 55494	0.82	Street suffix standardised Address re-cased State code upper-cased
CLM-408696	CLM	Austin W Lopez	1962-12-26	—	—	7809 Cedar Ln, San Antonio, TX	0.82	State code upper-cased ZIP missing Placeholder values cleared
TPA-59498	TPA	Mark Silva	1987-12-04	—	—	7641 Ocean Ave, Chandler, AZ, 85251	0.82	Name split from “Last, First”State code upper-cased Placeholder values cleared
ENR-136130	ENR	Kim Wood	1984-10-03	UHC-47559-10	3287675498	6099 Cedar Ln, Tucson, AZ, 85708	0.82	Name split from “Last, First”Date of birth reformatted State code upper-cased
TPA-58718	TPA	Priya Foster	1959-09-06	—	—	5159 Highland Ave Apt 38, Fresno, CA, 93792	0.82	Unit split from street State code upper-cased Placeholder values cleared
ENR-120269	ENR	Ronald G Flores	1996-04-24	UHC-43464-13	9415542057	7090 Canyon Rd, Sacramento, CA, 95850	0.82	Phone reformatted State code upper-cased Gender normalised
CLM-413907	CLM	Kathryn Sims	1967-11-06	—	9753018836	9716 River Rd, Minneapolis, MN, 55478	0.82	State code upper-cased ZIP+4 trimmed Placeholder values cleared
ENR-134697	ENR	Cynthia D Carlson	1997-07-15	UHC-39422-61	—	4545 Park Pl, Chandler, AZ, 85297	0.82	Name re-cased Phone missing area code State code upper-cased
ENR-141926	ENR	Madison Q Wilson	1946-10-13	UHC-30657-32	—	1800 Lake View Rd, Atlanta, GA, 30366	0.82	Name re-cased State code upper-cased ZIP+4 trimmed
CLM-427518	CLM	Emma Diaz	1979-08-04	UHC-52882-72	—	3374 Spring St, Fresno, CA, 93773	0.82	State code upper-cased Gender normalised Placeholder values cleared
ENR-141483	ENR	Yuki Park	2004-04-23	UHC-60795-85	8915141723	6274 Camelback Rd, Tampa, FL, 33696	0.82	SSN last four extracted State code upper-cased Email lower-cased
PRV-29001	PRV	Larry Hansen	1999-08-13	—	4752587529	5799 Union St, Tucson, AZ, 85752	0.84	Name re-cased Date of birth reformatted Phone reformatted City re-cased+4 more
ENR-122376	ENR	Joshua Crawford	1976-11-22	UHC-22291-10	2445474690	3815 Lincoln Way, Tampa, FL, 33691	0.84	State code upper-cased Gender normalised
ENR-122377	ENR	Joshua Crawford	1976-11-22	UHC-22291-10	2445474690	3815 Lincoln Way, Tampa, FL, 33691	0.84	State code upper-cased Gender normalised
ENR-135187	ENR	Janice B Ellis	1972-12-12	UHC-19036-34	—	8206 Sunset Blvd, Fresno, CA, 93710	0.84	Phone missing area code State code upper-cased
ENR-137170	ENR	Frank Watkins	1973-12-19	UHC-14109-41	2678679440	9153 Lake View Rd, San Antonio, TX, 78214	0.84	State code upper-cased Gender normalised
ENR-106256	ENR	Shirley Dixon	1992-01-20	UHC-15098-65	3939620981	5144 Ocean Ave, Chandler, AZ, 85281	0.84	Name split from “Last, First”State code upper-cased
ENR-106255	ENR	Shirley Dixon	1992-01-20	UHC-15098-65	3939620981	5144 Ocean Ave, Chandler, AZ, 85281	0.84	Name split from “Last, First”State code upper-cased
ENR-122259	ENR	Willie Harper	2000-09-13	UHC-88343-77	4348505661	750 Central Ave, Gilbert, AZ, 85211	0.86	Name re-cased Phone reformatted State code upper-cased Email lower-cased+3 more
ENR-118320	ENR	Steven L Mason	1946-10-25	UHC-70500-23	2546918588	586 Hillcrest Rd, Gilbert, AZ, 85203	0.86	Name re-cased Phone reformatted City re-cased State code upper-cased+3 more
ENR-101750	ENR	Angela I Hawkins	1940-08-24	UHC-86812-10	5688248155	975 Lincoln Way, Minneapolis, MN, 55432	0.86	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-412174	CLM	Tran B Maria	1969-05-10	UHC-71683-43	4302044410	8644 Broadway, Chandler, AZ, 85246	0.86	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-25110	PRV	Carolyn F Munoz	1980-10-27	UHC-01180-77	5032763388	9026 Maple Ave, San Antonio, TX, 78219	0.86	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+3 more
CLM-414627	CLM	Kathleen Andrews	1960-05-22	UHC-09149-87	3092080763	4573 Baseline Rd, Phoenix, AZ, 85036	0.86	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+3 more
ENR-108092	ENR	Carol J Allen	1949-11-14	UHC-29947-52	5098935303	6323 Elm St, Mesa, AZ, 85257	0.86	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+3 more
ENR-134767	ENR	Brian B Carpenter	1975-09-10	UHC-74079-84	5885332447	3989 Broadway, Denver, CO, 80290	0.86	Name re-cased Phone reformatted Member ID reformatted Address re-cased+3 more
TPA-60300	TPA	Michelle Cuok	1991-03-23	—	4353602887	7428 Church St, Mesa, AZ, 85202	0.86	Name re-cased Phone reformatted City re-cased State code upper-cased+3 more
ENR-124300	ENR	Jack Y Dunn	2007-02-20	UHC-74181-40	4384003779	414 Broadway, Nashville, TN, 37216	0.86	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+3 more

4,010 rows, page 66 of 81Previous Next