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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-138651	ENR	Brian Y Matthews	1971-04-24	UHC-93707-17	8872508548	8645 Sunset Blvd, Dallas, TX, 75224	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-419314	CLM	Kayla McDonald	2004-09-08	—	4042634903	3292 Church St, Atlanta, GA	0.64	Phone reformatted State code upper-cased ZIP missing Gender normalised+2 more
CLM-409677	CLM	Margaret Hernadnez	2008-07-14	UHC-56059-24	—	7702 Main St # 989, Miami, FL, 33128	0.64	Name re-cased Date of birth reformatted Unit split from street Gender normalised+2 more
CLM-424688	CLM	George Wright	1952-09-05	UHC-78782-59	9305899624	7428 Spring St, Houston, TX, 77069	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-414178	CLM	Elizabeth Howard	2001-12-10	—	—	6188 Church St, San Antonio, TX, 78214	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-122970	ENR	Brenda D Robinson	1998-11-13	UHC-74822-49	9472560429	4873 Mesa Dr, Houston, TX, 77092	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-420374	CLM	Natalie Fields	1991-03-02	UHC-40274-76	9393577098	8410 Desert Sky Blvd, Tucson, AZ, 85720	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413041	CLM	Jeremy Snyder	1988-04-05	—	4686701391	106 Washington St, Denver, CO, 80272	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-128539	ENR	Elijah Collins	1979-06-20	UHC-12190-69	2622537759	1597 Central Ave, Jacksonville, FL, 32297	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-415974	CLM	Chritina Bishop	1975-04-27	—	—	2857 Bayshore Dr, Phoenix, AZ, 85009	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-129327	ENR	Pamela K Grant	1961-09-13	UHC-80809-65	8833087580	2444 Ocean Ave, Scottsdale, AZ, 85251	0.64	Name re-cased Phone reformatted State name converted to code Gender normalised+2 more
TPA-53161	TPA	Gloria Rogers	1984-03-18	UHC-45329-47	4333501480	5350 Desert Sky Blvd, Atlanta, GA, 30347	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-125342	ENR	Abigail Z Dunn	2003-03-04	UHC-61964-15	4093958781	2360 Central Ave, Gilbert, AZ, 85249	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-411704	CLM	Henry Zachary	1967-10-27	—	5606421092	4745 Palm Dr, Glendale, AZ, 85331	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-428398	CLM	Heather Castillo	1970-03-18	—	—	6411 Main St, Scottsdale, AZ, 85255	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-403820	CLM	Miller F Gerald	1983-04-03	UHC-84890-95	8506331760	3450 Maple Ave, Denver, CO, 80218	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-102336	ENR	Edward W Ross	1958-02-20	UHC-19199-46	2218702828	784 Ocean Ave, Las Vegas, NV	0.64	Name re-cased Member ID reformatted ZIP missing Email lower-cased+2 more
ENR-123130	ENR	Jessica Daniels	1995-04-13	UHC-65761-03	8668036594	5520 Broadway, Columbus, OH, 43254	0.64	Name re-cased Phone reformatted Address re-cased State name converted to code+2 more
ENR-134006	ENR	Victoria T Ortiz	1974-01-26	UHC-94538-28	4844674215	6449 River Rd, Miami, FL, 33171	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-424462	CLM	Sara Oliver	1957-09-03	—	7055870807	9299 Highland Ave, Scottsdale, AZ, 85268	0.64	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+2 more
ENR-123851	ENR	Patrick Ortega	1990-09-09	UHC-60327-76	8315654725	3527 Canyon Rd, Atlanta, GA, 30306	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402261	CLM	Sofia Day	1938-07-28	UHC-43857-58	—	2714 Ocean Ave, Chandler, AZ, 85245	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-111752	ENR	Austin Johnston	2004-06-10	UHC-13663-84	3269066372	4118 Church St, Las Vegas, NV, 89196	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-415527	CLM	Mean A Rios	1976-08-25	UHC-68589-64	9348243802	3996 Sage Ct, Denver, CO	0.64	Member ID reformatted City re-cased ZIP missing Gender normalised+2 more
CLM-415785	CLM	Albert Daniels	1952-03-03	UHC-27627-55	7882228939	—	0.64	Name re-cased Phone reformatted SSN last four extracted Email lower-cased+2 more
TPA-51815	TPA	Jeffrey Allen	1962-11-20	—	—	1697 Main St, Charlotte, NC, 28217	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-128157	ENR	Danielle Y Yang	1982-07-16	UHC-14336-24	4403069991	9457 Cedar Ln, Gilbert, AZ, 85256	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-421753	CLM	Linda Johnson	1994-09-18	—	—	3980 Baseline Rd, Columbus, OH, 43215	0.64	Street suffix standardised Address re-cased Email lower-cased Gender normalised+2 more
ENR-116009	ENR	Nancy Lewis	1984-11-14	UHC-97623-93	2995272899	6223 Valley View Dr, Austin, TX, 78732	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-26068	PRV	Amy Lynch	2007-07-28	—	7839207817	6954 Highland Ave, Chandler, AZ, 85273	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25275	PRV	Patricia Phillips	1964-04-13	UHC-42386-79	5219611092	6649 Hillcrest Rd, Plano, TX, 75021	0.64	Phone reformatted ZIP+4 trimmed Email lower-cased Gender normalised+2 more
CLM-415547	CLM	Carol W Guzman	2008-10-12	—	9789961347	3432 Grand Ave, Plano, TX, 75003	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24825	PRV	Nicholas Alexander	1989-04-25	UHC-55928-14	7916354300	6192 Canyon Rd, Mesa, AZ, 85282	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113518	ENR	Mark Owens	1946-08-06	UHC-97198-67	8627578283	6488 Cedar Ln, Fresno, CA, 93780	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405024	CLM	Willie Cole	1985-09-21	UHC-94020-81	—	1476 Sunset Blvd, Nashville, TN, 37296	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-104923	ENR	Linda Luna	1956-06-23	UHC-58794-29	6947805839	5602 Baseline Rd, Denver, CO, 80214	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-124429	ENR	Bryan H Bowman	1967-06-24	UHC-87473-19	—	2395 Lake View Rd, Seattle, WA, 98184	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
PRV-20288	PRV	Gloria H Dunn	1982-05-22	—	5967125464	938 Elm St, Atlanta, GA, 30329	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-55197	TPA	Zachary Z Simpson	1964-12-08	—	—	5711 Church St, Miami, FL, 33183	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-101720	ENR	Tyler Estrada	1977-04-19	UHC-86807-20	—	5571 Central Ave, Gilbert, AZ, 85223	0.64	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-411292	CLM	Juan Watkins	1978-02-27	—	—	9150 Sage Ct, Seattle, WA, 98106	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-417984	CLM	Christine C Delgado	1941-08-20	—	4209125213	6732 Elm St, Jacksonville, FL, 32237	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132147	ENR	Gerald F Walsh	1992-12-12	UHC-26959-99	5344482132	4133 Forest Ave, Las Vegas, NV, 89126	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29440	PRV	Andrea Y Evans	2002-01-12	—	9764107105	6496 Spring St, Sacramento, CA, 95847	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-423106	CLM	Judy G Welch	1968-06-08	UHC-74292-52	—	5041 Palm Dr, Phoenix, AZ, 85055	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-111034	ENR	Wayne Carlson	1975-08-09	UHC-25678-31	6516015704	5863 Grand Ave, Charlotte, NC, 28265	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116670	ENR	Frank V West	2008-07-19	UHC-04003-72	3652722280	9071 Cedar Ln, Tempe, AZ, 85266	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141290	ENR	Michelle Pierce	1953-04-26	UHC-82505-34	4038304836	491 Hillcrest Rd, Austin, TX, 78792	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-58447	TPA	Roger Palmer	1996-09-07	—	—	8924 Sage Ct, Nashville, TN, 37251	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-118345	ENR	Mark E Garza	1946-07-07	UHC-27171-17	5268755930	7320 Washington St, Charlotte, NC, 28201	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more

16,828 rows, page 163 of 337Previous Next