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 “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-127982	ENR	Abigail Z Cunningham	1939-09-28	UHC-07249-40	8772953074	4046 Oak St, Tampa, FL, 33663	0.80	Name re-cased City re-cased State name converted to code Whitespace trimmed
ENR-107101	ENR	Virginia N Smith	2001-07-22	UHC-62024-73	8902300951	9017 Palm Dr, Atlanta, GA, 30382	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
ENR-108943	ENR	Chuck Lewis	1965-02-28	UHC-44229-06	4777413745	3573 Indian School Rd, Seattle, WA, 98102	0.80	Name re-cased Phone reformatted State name converted to code Whitespace trimmed
ENR-103577	ENR	Gloria U Carr	1944-11-11	UHC-12496-83	9667978916	1860 Broadway, Austin, TX, 78751	0.80	Phone reformatted Address re-cased State name converted to code Whitespace trimmed
ENR-110905	ENR	Jordan Y Richards	1950-09-09	UHC-06514-86	2107020419	327 Main St, Jacksonville, FL, 32256	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
ENR-120626	ENR	Joseph Cook	1969-01-22	UHC-66594-41	3558100525	3788 Pine Dr, Fresno, CA, 93788	0.80	Member ID reformatted State name converted to code Email lower-cased Placeholder values cleared
ENR-122443	ENR	Christina Hamilton	1958-10-13	UHC-45758-40	2975452179	5486 Willow Ct, Minneapolis, MN, 55484	0.80	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed
ENR-120803	ENR	Gordn Ryan	2000-09-19	UHC-72790-66	5988345854	491 Main St, Fresno, CA, 93725	0.80	Date of birth reformatted Phone reformatted State name converted to code Plan code upper-cased
ENR-130971	ENR	Kayla Wilson	2007-12-06	UHC-74795-94	9089106199	4822 Bayshore Dr, Los Angeles, CA, 90074	0.80	Member ID reformatted State name converted to code Email lower-cased Whitespace trimmed
ENR-112800	ENR	Christina Sullivan	1970-12-19	UHC-85355-99	7283708419	3880 River Rd, San Antonio, TX, 78280	0.80	Name re-cased Phone reformatted City re-cased State name converted to code
ENR-108905	ENR	Vincent E Lewis	1977-02-13	UHC-59903-89	—	7484 Bayshore Dr, Glendale, AZ, 85383	0.80	Member ID reformatted State name converted to code Whitespace trimmed Placeholder values cleared
ENR-105450	ENR	Beverly G Jackson	1947-01-24	UHC-11336-64	9073267135	8517 Oak St, Tampa, FL, 33612	0.80	Name re-cased Phone reformatted State name converted to code Whitespace trimmed
ENR-138523	ENR	Sanndra Howell	1940-08-19	UHC-73536-31	—	6709 Desert Sky Blvd, Fresno, CA, 93797	0.80	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed
ENR-125771	ENR	Barbara D Diaz	1987-09-17	UHC-71696-40	2329881159	158 Maple Ave, Atlanta, GA, 30328	0.80	Name re-cased Phone reformatted State name converted to code Whitespace trimmed
ENR-139399	ENR	Martha Powell	2008-12-24	UHC-24100-19	2216068204	6225 Church St, Nashville, TN, 37214	0.80	Date of birth reformatted State name converted to code Email lower-cased Whitespace trimmed
ENR-113677	ENR	Susan Young	1995-06-02	UHC-38795-15	6983284700	8550 Valley View Dr, Columbus, OH, 43295	0.80	Date of birth reformatted City re-cased State name converted to code Email lower-cased
ENR-141961	ENR	Santiago Pena	1975-07-25	UHC-63606-39	9499243466	6610 Broadway, Mesa, AZ, 85285	0.80	Name re-cased Address re-cased State name converted to code Whitespace trimmed
ENR-119107	ENR	Megan D Moreno	2002-04-25	UHC-14475-41	2232251717	4007 Market St, Miami, FL, 33170	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
ENR-112094	ENR	Nicole Q Carter	1978-02-06	UHC-16666-12	—	5698 Grand Ave, Houston, TX, 77048	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
ENR-101206	ENR	Terry L Gibson	2000-04-08	UHC-48195-05	—	3151 Forest Ave, Seattle, WA, 98157	0.80	Name re-cased State name converted to code Email lower-cased Placeholder values cleared
ENR-134236	ENR	Patricia Thompson	1945-12-24	UHC-18570-72	—	2201 Desert Sky Blvd, Jacksonville, FL, 32245	0.80	City re-cased State name converted to code Whitespace trimmed Placeholder values cleared
ENR-129861	ENR	William O Kellly	2007-10-22	UHC-90416-44	4353663466	1416 Jefferson Ave, Gilbert, AZ, 85216	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
ENR-115651	ENR	Maria S Dominguez	1985-05-22	UHC-32345-88	8708945614	6206 Lincoln Way, Dallas, TX, 75254	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
ENR-120422	ENR	Hannah G Arnold	1963-06-17	UHC-27042-68	8885294994	9533 Indian School Rd, Chandler, AZ, 85278	0.80	Name re-cased Date of birth reformatted Phone reformatted State name converted to code
ENR-120423	ENR	Hannah G Arnold	1963-06-17	UHC-27042-68	8885294994	9533 Indian School Rd, Chandler, AZ, 85278	0.80	Name re-cased Date of birth reformatted Phone reformatted State name converted to code
ENR-112083	ENR	Brandon B Wilis	1940-01-13	UHC-61350-54	4892003616	2194 Spring St, Austin, TX, 78794	0.80	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed
ENR-107497	ENR	Amanda F Washington	1998-05-28	UHC-52121-96	9792342657	8825 Elm St, Gilbert, AZ, 85274	0.80	Phone reformatted State name converted to code Email lower-cased Placeholder values cleared
ENR-106627	ENR	Eugene Sanchez	1966-10-25	UHC-25758-11	3862506988	8157 Forest Ave, Minneapolis, MN, 55435	0.80	Name re-cased Phone reformatted State name converted to code Email lower-cased
ENR-121340	ENR	Lauren Carlson	1945-02-19	UHC-15719-77	4568936373	5522 Grand Ave, Fresno, CA, 93704	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
ENR-141610	ENR	Gabriel Gilbert	1987-01-10	UHC-11108-81	6913199613	9797 River Rd, Tucson, AZ, 85723	0.80	Name re-cased Date of birth reformatted Member ID reformatted State name converted to code
ENR-122471	ENR	Charlotte Reid	1997-11-10	UHC-89212-78	2822351642	8889 Main St, Mesa, AZ, 85273	0.80	Phone reformatted City re-cased State name converted to code Whitespace trimmed
ENR-121412	ENR	Carol H Waton	1977-08-21	UHC-45598-14	9294422414	1921 Bayshore Dr, Charlotte, NC, 28256	0.80	City re-cased State name converted to code Whitespace trimmed Placeholder values cleared
ENR-141119	ENR	Bradley L Silva	2006-03-08	UHC-52424-70	8055883195	7257 Broadway, Mesa, AZ, 85235	0.80	City re-cased State name converted to code Whitespace trimmed Placeholder values cleared
ENR-142806	ENR	Peter Wagner	1939-02-15	UHC-81419-27	2472555856	2672 Lincoln Way, Charlotte, NC, 28242	0.80	Date of birth reformatted City re-cased State name converted to code Whitespace trimmed
ENR-118144	ENR	Nicholas Bowman	1965-06-26	UHC-26614-77	9727230482	8128 Harbor Blvd, Nashville, TN, 37251	0.80	Phone reformatted City re-cased State name converted to code Whitespace trimmed
ENR-101947	ENR	Joyce B King	1963-04-17	UHC-26582-63	8253338009	4978 Hillcrest Rd, Mesa, AZ, 85290	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
ENR-135630	ENR	Cynthia W Alvarez	1974-04-15	UHC-39937-74	5878402408	2003 Apache Blvd, Minneapolis, MN, 55489	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
ENR-104080	ENR	Fatima A Jones	1965-05-13	UHC-49631-46	9498251916	8055 Harbor Blvd, Seattle, WA, 98167	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
ENR-136290	ENR	Charlotte Z Silva	2007-01-27	UHC-82786-43	2937090294	822 Lake View Rd, Fresno, CA, 93739	0.80	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code
ENR-108432	ENR	Stephanie Burns	1963-07-07	UHC-16872-58	5295353964	2406 Indian School Rd, Charlotte, NC, 28231	0.80	Name re-cased Phone reformatted City re-cased State name converted to code
ENR-109646	ENR	Lucia Payne	1989-01-05	UHC-72531-91	9403610554	2663 Broadway, Plano, TX, 75075	0.80	Name re-cased Phone reformatted State name converted to code Whitespace trimmed
ENR-112603	ENR	Elizabeth B Olson	1982-01-28	UHC-75955-49	6824039215	438 Lincoln Way, Tempe, AZ, 85254	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
ENR-112602	ENR	Elizabeth B Olson	1982-01-28	UHC-75955-49	6824039215	438 Lincoln Way, Tempe, AZ, 85254	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
ENR-128584	ENR	Zachary Robertson	1963-06-17	UHC-51782-76	3365881947	9048 Jefferson Ave, Tucson, AZ, 85731	0.80	Date of birth reformatted Phone reformatted State name converted to code Placeholder values cleared
ENR-138329	ENR	Janike Guzman	1946-08-08	UHC-17068-79	2892855655	6966 Maple Ave, San Antonio, TX, 78208	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
ENR-124211	ENR	Maria Reid	1943-06-02	UHC-95329-63	9256529682	8664 Mountain View Dr, Las Vegas, NV, 89198	0.80	Name re-cased City re-cased State name converted to code Whitespace trimmed
ENR-115765	ENR	Jesse Contreras	1998-12-20	UHC-26604-40	4163750386	1322 Mountain View Dr, Columbus, OH, 43232	0.80	Name re-cased State name converted to code Email lower-cased Whitespace trimmed
ENR-106392	ENR	Joseph Stevens	2006-12-12	UHC-47377-58	9736055285	4801 Union St, Atlanta, GA, 30339	0.80	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed
ENR-132956	ENR	Arthur Z Waallace	1961-07-10	UHC-29082-43	6658667099	4639 Lake View Rd, Tucson, AZ, 85766	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
ENR-102514	ENR	Amy U Dunn	1978-04-25	UHC-33934-78	9489513000	9517 Harbor Blvd, Glendale, AZ, 85394	0.80	Date of birth reformatted Phone reformatted State name converted to code Email lower-cased

4,296 rows, page 77 of 86Previous Next