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

All ENR CLM TPA PRV

Junk onlyFlagPlan code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-140586	ENR	Diane T Mejia	1969-11-10	UHC-22232-12	6589315970	5573 Ridge Rd, Miami, FL, 33155	0.92	Date of birth reformatted Phone reformatted Plan code upper-cased Whitespace trimmed
ENR-140587	ENR	Diane T Mejia	1969-11-10	UHC-22232-12	6589315970	5573 Ridge Rd, Miami, FL, 33155	0.92	Date of birth reformatted Phone reformatted Plan code upper-cased Whitespace trimmed
CLM-411417	CLM	Ashley Ryan	1968-11-18	UHC-36732-55	5507050464	—	0.92	Name re-cased Date of birth reformatted Plan code upper-cased Placeholder values cleared
PRV-28414	PRV	Rebecca Estrada	1998-01-03	UHC-94735-59	8983885406	9541 Jefferson Ave, Atlanta, GA, 30310	0.92	Name re-cased Date of birth reformatted Phone reformatted Plan code upper-cased
ENR-127713	ENR	Arjun Olson	2003-01-28	UHC-82376-03	8214888096	8507 Market St, Phoenix, AZ, 85061	0.92	Name re-cased Phone reformatted Plan code upper-cased Whitespace trimmed
CLM-402394	CLM	Randy Harrison	1985-11-20	UHC-93922-74	—	5559 Sage Ct, Chandler, AZ, 85226	0.92	Date of birth reformatted City re-cased Plan code upper-cased Placeholder values cleared
ENR-141368	ENR	Rebecca W Adams	1965-02-17	UHC-04443-52	6326626814	7683 Meadow Ln, Tempe, AZ, 85213	0.92	Name re-cased Date of birth reformatted Phone reformatted Plan code upper-cased
ENR-113821	ENR	Ruth Myers	1991-05-07	UHC-99379-70	8999592196	7807 Hillcrest Rd, Gilbert, AZ, 85237	0.92	Name re-cased Phone reformatted Plan code upper-cased Whitespace trimmed
CLM-431086	CLM	Natalie Thompson	1999-02-26	UHC-21601-34	3444885569	—	0.92	Phone reformatted Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-401783	CLM	Amy Rice	1991-06-04	—	—	—	0.92	Name re-cased Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-421313	CLM	Vincent Diaz	1958-10-01	UHC-09083-91	—	—	0.92	Date of birth reformatted Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-401639	CLM	Charles Marquez	1991-05-09	—	5675652015	—	0.92	Date of birth reformatted Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-428004	CLM	Evelyn Robinson	1941-09-14	UHC-32766-97	2334245704	8735 Market St, Dallas, TX, 75297	0.92	Name re-cased Date of birth reformatted Plan code upper-cased Placeholder values cleared
ENR-125167	ENR	Frances Herrera	1996-10-04	UHC-80215-67	8146185668	2259 Union St, Austin, TX, 78735	0.92	Date of birth reformatted Member ID reformatted Plan code upper-cased Whitespace trimmed
ENR-116986	ENR	George Day	1986-09-18	UHC-44023-60	3209584289	—	0.92	Name re-cased Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-402332	CLM	Hannah U Brooks	1987-10-13	UHC-92871-62	—	—	0.92	Name re-cased Date of birth reformatted Plan code upper-cased Placeholder values cleared
CLM-416271	CLM	Luis Gonzalez	1939-04-05	UHC-53033-91	9529602104	—	0.92	Date of birth reformatted Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-432204	CLM	Allen Marcus	1984-07-06	UHC-50145-65	—	474 Harbor Blvd, Eden Prairie, MN, 55391	0.92	Name re-cased Date of birth reformatted Plan code upper-cased Placeholder values cleared
ENR-112165	ENR	Steven Z Johnson	1991-08-14	UHC-21861-27	9487290268	5694 Union St, Chandler, AZ, 85244	0.92	Name re-cased Phone reformatted Plan code upper-cased Whitespace trimmed
ENR-117156	ENR	Michelle Jimenez	1944-09-20	UHC-07901-84	—	148 Forest Ave, Atlanta, GA, 30385	0.92	Email lower-cased Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-415645	CLM	Austin Johnson	2008-01-03	UHC-23041-70	—	517 Mountain View Dr, Minneapolis, MN, 55440	0.92	Date of birth reformatted Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-118606	ENR	Jacob Larson	1991-06-09	UHC-36706-46	7355585138	—	0.92	Name re-cased Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-404138	CLM	Willie V Schmidt	1942-05-12	UHC-28576-15	—	446 Maple Ave, Houston, TX, 77030	0.92	Date of birth reformatted Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-140425	ENR	Wayne X Spencer	1999-12-01	—	5534726839	9632 Church St, Houston, TX, 77028	0.92	Date of birth reformatted Phone reformatted Plan code upper-cased Placeholder values cleared
CLM-427370	CLM	Sophia G Rivera	1983-06-15	UHC-90624-07	—	—	0.92	Name re-cased Member ID reformatted Plan code upper-cased Placeholder values cleared
ENR-138199	ENR	Juan O Murray	1960-12-26	UHC-76789-10	3922679400	9062 Park Pl, Gilbert, AZ, 85263	0.92	Name re-cased Phone reformatted Plan code upper-cased Placeholder values cleared
PRV-25998	PRV	Emma Pena	2007-12-15	—	2135477737	1716 Sunset Blvd, Austin, TX, 78701	0.92	Date of birth reformatted Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-408959	CLM	Andrea Carroll	1988-07-02	UHC-45950-02	—	—	0.92	Date of birth reformatted Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-109522	ENR	Elizabeth D Weaver	1963-05-27	UHC-66409-24	3087702735	1793 Broadway, Atlanta, GA, 30305	0.92	Name re-cased Phone reformatted Plan code upper-cased Placeholder values cleared
ENR-110389	ENR	Helen Anderson	1998-12-21	UHC-20220-42	7563174037	581 Meadow Ln, Charlotte, NC, 28245	0.92	Name re-cased Plan code upper-cased Whitespace trimmed Placeholder values cleared
TPA-51525	TPA	Danielle Bradley	1946-04-12	—	2354782240	3413 Broadway, Tampa, FL, 33627	0.92	Name re-cased Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-410748	CLM	Hannah Rivera	1967-09-15	UHC-32282-46	3284146923	—	0.92	Date of birth reformatted Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-128918	ENR	Matthew L Wallace	1956-09-12	UHC-25983-75	4415745558	8287 Maple Ave, Dallas, TX, 75259	0.92	Name re-cased Phone reformatted Plan code upper-cased Whitespace trimmed
CLM-406953	CLM	David W Lee	1961-01-02	UHC-73882-26	5885345140	—	0.92	Date of birth reformatted Phone reformatted Plan code upper-cased Placeholder values cleared
CLM-425305	CLM	Kayla Martin	1981-02-09	UHC-86306-82	7303882240	—	0.92	Date of birth reformatted Phone reformatted Plan code upper-cased Placeholder values cleared
CLM-415890	CLM	Priay Hunter	1954-01-20	—	—	—	0.92	Name re-cased Date of birth reformatted Plan code upper-cased Placeholder values cleared
CLM-402335	CLM	Lori Olson	1972-04-21	UHC-57873-65	6896935371	—	0.92	Name re-cased Plan code upper-cased Whitespace trimmed Placeholder values cleared
PRV-28715	PRV	Samuel Rodriguez	1969-03-03	—	2075511467	3532 Sage Ct, Sacramento, CA, 95843	0.92	Name re-cased Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-142088	ENR	Diego Cook	1992-07-26	UHC-05492-66	8229578548	1513 Sunset Blvd, Sacramento, CA, 95891	0.92	Date of birth reformatted Phone reformatted City re-cased Plan code upper-cased
CLM-411768	CLM	Alice Price	1963-10-13	—	—	4590 Sunset Blvd, Atlanta, GA, 30315	0.92	Name re-cased Date of birth reformatted Plan code upper-cased Placeholder values cleared
CLM-427804	CLM	Benjamin Ward	1965-07-26	UHC-26457-96	—	4093 Broadway, Charlotte, NC, 28219	0.92	Name re-cased Address re-cased Plan code upper-cased Placeholder values cleared
ENR-121133	ENR	Nathan Powell	2008-10-26	UHC-52217-20	9819024000	4106 Cedar Ln, Phoenix, AZ, 85080	0.92	Date of birth reformatted Phone reformatted City re-cased Plan code upper-cased
TPA-59576	TPA	Nancy Graham	1959-03-19	—	7094605128	4350 Apache Blvd, Seattle, WA, 98197	0.92	Name re-cased Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-415243	CLM	Ann Gonzalez	1960-10-27	UHC-34996-49	—	4617 Grand Ave, Sacramento, CA, 95855	0.92	Date of birth reformatted City re-cased Plan code upper-cased Placeholder values cleared
CLM-402344	CLM	Ana Singh	1965-06-17	UHC-90751-15	2825572922	—	0.92	Phone reformatted Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-422555	CLM	Randy Green	2005-06-07	—	2489980247	—	0.92	Phone reformatted Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-105379	ENR	Ahmed Robertson	1994-02-11	UHC-07829-56	2277087311	986 Broadway, Plano, TX, 75019	0.92	Phone reformatted Address re-cased Plan code upper-cased Placeholder values cleared
ENR-136724	ENR	Michael Williams	1957-11-18	UHC-52094-05	7867011267	6144 Palm Dr, Glendale, AZ, 85394	0.92	Name re-cased Phone reformatted Plan code upper-cased Whitespace trimmed
TPA-58539	TPA	Ethan Dean	1958-02-12	—	—	8968 Elm St, Mesa, AZ, 85269	0.92	Name re-cased Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-129067	ENR	Melissa S Kelly	1967-02-23	UHC-12381-10	9323292201	7347 Church St, Fresno, CA, 93707	0.92	Date of birth reformatted Phone reformatted Plan code upper-cased Whitespace trimmed

3,278 rows, page 60 of 66Previous Next