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 name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-109535	ENR	Carl G Torres	1978-02-05	UHC-71067-71	4438715601	897 Lake View Rd, Austin, TX, 78768	0.66	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+1 more
PRV-27668	PRV	Jason Ross	1952-10-22	—	7594240525	1716 Maple Ave # 669, Gilbert, AZ, 85278	0.66	Name re-cased Unit split from street State name converted to code Whitespace trimmed+1 more
PRV-23129	PRV	Edward Daniels	1985-10-27	UHC-52432-11	3343172163	8035 Central Ave, Tampa, FL, 33615	0.66	Two-digit birth year Phone reformatted State name converted to code Email lower-cased+1 more
ENR-105618	ENR	Nancy Williams	1978-09-28	UHC-31281-25	2795038535	6471 Forest Ave, San Diego, CA, 92169	0.66	Phone reformatted State name converted to code Email lower-cased Gender normalised+1 more
CLM-400684	CLM	Elizabeth C Bailey	1992-07-17	UHC-28857-39	—	2559 Main St, Dallas, TX, 75202	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-53528	TPA	Arjun Wang	2008-11-20	—	3436525362	8548 Cedar Ln, Nashville, TN, 37274	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+1 more
CLM-409044	CLM	Doirs Ford	1985-08-03	—	2744938096	4869 Meadow Ln, Mesa, AZ, 85259	0.66	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+1 more
CLM-420672	CLM	Mary Weber	1964-12-04	—	6949401767	8305 Ocean Ave, Glendale, AZ, 85301	0.66	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+1 more
CLM-429726	CLM	Charlotte Rojjas	1962-09-24	—	—	1589 River Rd, Seattle, WA, 98163	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-114285	ENR	Evelyn Garrett	1942-11-19	UHC-93545-01	5257687724	2256 River Rd, Jacksonville, FL, 32270	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-107096	ENR	Rebecka Austin	1983-03-26	UHC-39143-11	3332678414	2519 Spring St, Atlanta, GA, 30354	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-130049	ENR	Sara Morgan	1993-01-19	UHC-83917-94	4492814899	7008 Union St, Fresno, CA, 93720	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-118466	ENR	Tyler Y Adams	1959-02-25	UHC-63894-92	5523671190	2455 Lake View Rd, Mesa, AZ, 85244	0.66	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-143018	ENR	Julie R Ross	1939-11-28	UHC-35911-86	3829562824	7517 Meadow Ln # 182, Chandler, AZ, 85280	0.66	Phone reformatted Unit split from street State name converted to code Email lower-cased+1 more
ENR-138083	ENR	Christopher Y Mednez	1989-01-10	UHC-78590-93	6796061564	8230 Willow Ct, Miami, FL, 33199	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-403509	CLM	Kevin Espinnoza	1957-12-15	UHC-95455-88	—	5811 Union St, Denver, CO, 80216	0.66	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-103607	ENR	Kimberly R Rios	1997-05-23	UHC-56451-68	7324171211	5559 Harbor Blvd, Mesa, AZ, 85241	0.66	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-413102	CLM	Kelly Guarrero	1998-08-13	—	3754796593	285 Cedar Ln, Tempe, AZ, 85206	0.66	Name re-cased Date of birth reformatted State name converted to code Gender normalised+1 more
ENR-139630	ENR	Christian Simmons	1996-09-04	UHC-30204-74	4008592499	8494 Central Ave, Phoenix, AZ	0.66	Phone reformatted State name converted to code ZIP missing Whitespace trimmed+1 more
ENR-129753	ENR	Brian Guzman	1991-03-04	UHC-14860-90	4857924918	5697 Camelback Rd, Glendale, AZ, 85340	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-138770	ENR	Jacob C Coleman	1952-08-26	UHC-36389-70	2623414306	7965 Palm Dr, Jacksonville, FL, 32268	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-51257	TPA	Elijah Porter	1950-09-15	—	—	1434 Canyon Rd, Columbus, OH, 43202	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-103816	ENR	Gregory Hudson	2001-05-05	UHC-35926-32	4223891622	3589 Spring St, Tucson, AZ, 85701	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-137477	ENR	Sam Medina	1943-08-15	UHC-51145-14	8734718945	1746 Grand Ave, Sacramento, CA, 95807	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
TPA-61070	TPA	Alice Morrison	1965-01-13	—	2293968938	7940 Sage Ct, San Antonio, TX, 78265	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-110705	ENR	Camila Smith	1979-08-09	UHC-76027-62	5463021321	2559 Broadway, Denver, CO, 80229	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Address re-cased+1 more
CLM-423170	CLM	Brandon Long	1963-11-17	UHC-49927-34	7009230695	6600 Ocean Ave, Tampa, FL, 33649	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-134191	ENR	Beverly P Morales	1955-05-12	UHC-59503-45	7326658315	1235 Cedar Ln, San Diego, CA, 92176	0.66	Phone reformatted Member ID reformatted State name converted to code Gender normalised+1 more
CLM-430946	CLM	Sara Brown	1977-11-21	UHC-51882-45	7182971671	3994 Broadway, Los Angeles, CA, 90068	0.66	Two-digit birth year Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-426300	CLM	Patricia Phillips	1959-06-18	UHC-63412-30	8773752043	1441 Harbor Blvd, Austin, TX, 78793	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-422279	CLM	Juidth Palmer	1997-02-02	—	5892722807	4983 Pine Dr, Orlando, FL, 32891	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-51315	TPA	Frank Ramirez	1973-09-09	UHC-97290-10	3713242989	16 Pine Dr, Fresno, CA, 93793	0.66	Name split from “Last, First”Date of birth reformatted State name converted to code Whitespace trimmed+1 more
PRV-20828	PRV	Dennis Gutierrez	1984-04-08	UHC-41524-39	9526327283	9635 Mountain View Dr, Seattle, WA, 98132	0.66	Date of birth reformatted Member ID reformatted State name converted to code Gender normalised+1 more
TPA-59404	TPA	Mason L Miller	1955-12-23	—	5818967848	825 Mountain View Dr, Houston, TX, 77005	0.66	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-432554	CLM	Sandra Sccott	1974-11-01	—	—	3389 Harbor Blvd, Las Vegas, NV, 89158	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-414564	CLM	Gabriel Y Garza	1957-01-11	UHC-15449-71	5595212859	5766 Baseline Rd, Charlotte, NC, 28292	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-432806	CLM	Carlos K Payne	—	UHC-13103-96	8973881268	3843 Broadway, Houston, TX, 77040	0.66	Name re-cased Date of birth unreadable State name converted to code Whitespace trimmed+1 more
CLM-432807	CLM	Carlos K Payne	—	UHC-13103-96	8973881268	3843 Broadway, Houston, TX, 77040	0.66	Name re-cased Date of birth unreadable State name converted to code Whitespace trimmed+1 more
PRV-23222	PRV	Sandra Snyder	1952-02-28	UHC-06644-60	5683109468	3716 Washington St, Las Vegas, NV, 89140	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
CLM-408810	CLM	Eric Ford	1971-07-12	UHC-06150-22	—	5382 Willow Ct, Columbus, OH, 43295	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-142789	ENR	Bruce Fuller	1968-08-22	UHC-60457-96	4464178833	1619 Forest Ave, Tucson, AZ, 85773	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-116928	ENR	Barbara Vazquez	1994-03-23	UHC-62480-15	6804576521	6376 Forest Ave # 172, Charlotte, NC, 28203	0.66	Phone reformatted Unit split from street City re-cased State name converted to code+1 more
ENR-121344	ENR	Stphen Weber	1987-01-28	UHC-69344-67	—	8952 Sage Ct, Charlotte, NC, 28253	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
PRV-24195	PRV	Stephanie Z Mejia	1984-11-12	—	5648476984	3840 Highland Ave, Glendale, AZ, 85383	0.66	Phone reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
PRV-24194	PRV	Stephanie Z Mejia	1984-11-12	—	5648476984	3840 Highland Ave, Glendale, AZ, 85383	0.66	Phone reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
ENR-124431	ENR	Doris McCoy	1962-10-10	UHC-01922-82	3153249759	6408 Union St, Las Vegas, NV, 89146	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-129007	ENR	Austin McDonald	1968-01-21	UHC-07017-18	3145343927	7465 River Rd, San Antonio, TX	0.66	Date of birth reformatted Phone reformatted State name converted to code ZIP missing+1 more
ENR-139811	ENR	Teresa Johnston	1981-04-09	UHC-25325-15	7002220142	2565 Market St, Nashville, TN, 37219	0.66	Name split from “Last, First”Phone reformatted State name converted to code Whitespace trimmed+1 more
TPA-63345	TPA	Nicholas R Wright	1948-05-06	—	—	9424 Park Pl, Columbus, OH, 43204	0.66	Name re-cased SSN last four extracted State name converted to code Whitespace trimmed+1 more
ENR-126194	ENR	Vicky D Vazquez	1968-12-08	UHC-94194-46	—	3230 Oak St, Houston, TX, 77092	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more

9,084 rows, page 130 of 182Previous Next