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

Enrollment, flag “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-104732	ENR	Elijah Stephens	1960-12-16	UHC-35712-96	9089421924	6193 Cedar Ln, Eden Prairie, MN, 55393	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-120602	ENR	Gloria B Martiez	1967-11-21	UHC-13095-05	2719937627	9425 Canyon Rd, Las Vegas, NV, 89118	0.78	Name split from “Last, First”Member ID reformatted City re-cased Plan code upper-cased+1 more
ENR-126546	ENR	Grace Shaw	1961-11-20	UHC-49338-06	3388619459	3793 Market St, Seattle, WA, 98139	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-139546	ENR	Diane Carter	1974-06-22	UHC-52209-86	3799179824	663 Main St, San Diego, CA, 92173	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-121168	ENR	Hannah Simpson	1996-01-10	UHC-46037-77	5683791456	7540 Camelback Rd, Tucson, AZ, 85725	0.78	Name re-cased Phone reformatted City re-cased Email lower-cased+1 more
ENR-130434	ENR	Laura Q Schmidt	2005-07-10	UHC-96464-76	5699752119	4315 Union St, Mesa, AZ, 85230	0.78	Name re-cased Phone reformatted City re-cased State name converted to code+1 more
ENR-130433	ENR	Laura Q Schmidt	2005-07-10	UHC-96464-76	5699752119	4315 Union St, Mesa, AZ, 85230	0.78	Name re-cased Phone reformatted City re-cased State name converted to code+1 more
ENR-102387	ENR	Kyle Li	1966-03-10	UHC-58094-35	9329231641	7657 Elm St, Austin, TX, 78774	0.78	Phone reformatted City re-cased State name converted to code Plan code upper-cased+1 more
ENR-115885	ENR	Janice G Clark	1948-10-20	—	4494006802	3752 Oak St, Las Vegas, NV, 89101	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
ENR-101591	ENR	Mateo G Thompsno	2004-02-18	UHC-27611-46	4445013800	4141 Harbor Blvd, Miami, FL, 33153	0.78	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+1 more
ENR-119806	ENR	Cynthia W Sanders	1983-11-05	UHC-47513-40	9096173880	3725 Central Ave, Tempe, AZ, 85213	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-101960	ENR	Doroty Jensen	1983-12-22	UHC-92240-44	—	3197 Elm St, Atlanta, GA, 30345	0.78	Name re-cased Phone missing area code City re-cased Whitespace trimmed+1 more
ENR-100582	ENR	Valentina S Gomez	1980-09-13	UHC-76561-42	—	5672 Church St, Mesa, AZ, 85253	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-132794	ENR	Christopher Hall	1951-02-21	UHC-25937-42	5629615109	1703 Spring St, Eden Prairie, MN, 55302	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-110183	ENR	Christina Young	1946-01-15	UHC-65599-85	4533544179	1509 Maple Ave, Denver, CO	0.78	Date of birth reformatted Phone reformatted City re-cased ZIP missing+1 more
ENR-119822	ENR	Danielle A Ramirez	1966-02-11	UHC-72750-13	7599178217	8031 Spring St, Miami, FL, 33107	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-121382	ENR	Wei U Cook	1991-12-07	UHC-33024-75	6399599575	6459 Ocean Ave, Gilbert, AZ, 85251	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-141285	ENR	Bruce Thomas	—	UHC-90350-48	8173210215	3679 Oak St, Chandler, AZ, 85235	0.78	Name re-cased Date of birth unreadable Phone reformatted City re-cased+1 more
ENR-125898	ENR	Lori Gonzales	2006-08-16	UHC-04332-88	4349472993	3168 Hillcrest Rd, Columbus, OH, 43245	0.78	Phone reformatted City re-cased State name converted to code Email lower-cased+1 more
ENR-113558	ENR	Henry Butler	1991-09-25	UHC-22696-06	7549280541	6282 Park Pl, Minneapolis, MN, 55490	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-126961	ENR	Amber S Ross	1963-01-15	UHC-76266-30	7193007049	8205 Spring St, Minneapolis, MN, 55414	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
ENR-126696	ENR	Sanda P Jackson	1964-01-25	UHC-78773-38	6288326945	2200 Hillcrest Rd, Denver, CO, 80269	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-123933	ENR	Cynthia X Nunez	2003-03-27	UHC-93498-15	3886703819	4663 Palm Dr, Gilbert, AZ, 85285	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-129568	ENR	Jeremy Fernandez	1952-09-27	UHC-18768-76	8967108812	1634 Market St, Dallas, TX	0.78	Name re-cased Phone reformatted City re-cased ZIP missing+1 more
ENR-124063	ENR	Linda A Obrien	1962-06-07	UHC-16985-12	3922499740	7746 Palm Dr, Dallas, TX, 75211	0.78	Name re-cased Phone reformatted City re-cased Gender normalised+1 more
ENR-132924	ENR	Nathan W Dominguez	1983-07-10	UHC-21901-45	3179571630	5084 Cedar Ln, Jacksonville, FL, 32221	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-114862	ENR	Alice H Boyd	1947-12-07	UHC-33111-09	3084389782	9011 Mountain View Dr, Los Angeles, CA, 90082	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-107775	ENR	Gregory Webb	1977-01-26	UHC-84386-45	5949277879	462 Meadow Ln, Miami, FL, 33119	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-129398	ENR	Aaron Vasquez	1975-02-23	UHC-95883-06	3673218992	9380 Broadway, Houston, TX, 77046	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-142785	ENR	Billy Z Sims	1985-06-01	UHC-33994-41	8147959905	4686 Grand Ave, Tampa, FL, 33684	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-142734	ENR	Julia Fields	1992-07-08	UHC-03539-69	6916579697	2233 Apache Blvd, Houston, TX, 77045	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-133319	ENR	Billy G Rivera	1990-04-01	UHC-76321-44	3712630655	5857 Main St, Plano, TX, 75013	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-102999	ENR	Joan Vargas	1975-09-14	UHC-56474-61	—	5951 Maple Ave, Seattle, WA, 98175	0.78	Street suffix standardised Address re-cased City re-cased Plan code upper-cased+1 more
ENR-124698	ENR	Alice Q Jackson	1968-01-20	UHC-04889-09	4414694338	3218 Elm St, Denver, CO, 80247	0.78	Street suffix standardised Address re-cased City re-cased Email lower-cased+1 more
ENR-101313	ENR	Frances Mitchell	1980-06-22	—	9617246086	2371 Highland Ave, Orlando, FL, 32846	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-104775	ENR	Jacqueline C Walssh	1977-04-12	UHC-85901-07	—	9862 Lincoln Way, Los Angeles, CA, 90004	0.78	Date of birth reformatted Phone missing area code City re-cased Whitespace trimmed+1 more
ENR-107451	ENR	Emma T Lawson	1955-05-21	UHC-97163-06	—	3954 Central Ave, Jacksonville, FL, 32248	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-117016	ENR	David Gibson	2008-11-20	UHC-69693-06	7672481233	1598 Palm Dr, Scottsdale, AZ, 85268	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-131387	ENR	Yuki George	2005-12-19	UHC-00357-69	6984470546	139 Highland Ave, Tucson, AZ, 85747	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-139152	ENR	Amanda Y Phillips	1950-10-15	UHC-22640-29	—	3745 Canyon Rd, Mesa, AZ, 85202	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-107735	ENR	Andrea Washington	1981-01-01	UHC-84724-16	6508071942	912 Palm Dr, Charlotte, NC, 28285	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-130097	ENR	Natalie Jimenez	—	UHC-11572-90	9358354476	1836 River Rd, Tempe, AZ, 85249	0.78	Name re-cased Date of birth missing City re-cased Whitespace trimmed+1 more
ENR-123832	ENR	Diane Q Grreene	1960-05-18	UHC-33859-21	4519054896	453 Washington St, Sacramento, CA, 95830	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-106623	ENR	Christopher X Cunningham	—	UHC-92637-64	2956630065	3285 River Rd, Charlotte, NC, 28253	0.78	Date of birth unreadable Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-123116	ENR	Jacob Cooper	1976-06-10	UHC-40451-39	9829574303	7873 Jefferson Ave, San Diego, CA, 92167	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-123117	ENR	Jacob Cooper	1976-06-10	UHC-40451-39	9829574303	7873 Jefferson Ave, San Diego, CA, 92167	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-137564	ENR	Amber Wheeler	2007-03-05	UHC-82210-35	4702961219	638 Forest Ave, Mesa, AZ, 85250	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-103291	ENR	Patrick Tran	1957-08-01	UHC-41533-04	2934753347	1003 Willow Ct, Glendale, AZ, 85395	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-111814	ENR	Kenneth O Walsh	1954-12-20	UHC-66196-23	2326825195	5345 Harbor Blvd, San Antonio, TX, 78278	0.78	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+1 more
ENR-100806	ENR	Daniel Cox	1941-11-23	UHC-76175-44	9616476289	7426 River Rd, Dallas, TX, 75215	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more

8,423 rows, page 109 of 169Previous Next