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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-108365	ENR	Virginia G Graham	1943-12-05	UHC-43956-72	2746209937	4639 Palm Dr, San Diego, CA	0.66	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+1 more
ENR-127012	ENR	Martha Q Salazar	1982-06-10	UHC-04503-85	6134008412	8402 Pine Dr, Plano, TX	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+1 more
ENR-134130	ENR	Charles N Tucker	1961-02-23	UHC-91411-90	2409215406	6126 Indian School Rd, Mesa, AZ, 85219	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-140048	ENR	Ruth Schultz	2007-02-04	UHC-03534-70	7465280856	1937 Bayshore Dr Apt 21, San Antonio, TX, 78293	0.66	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-112185	ENR	Patricia Carpenter	1953-12-18	UHC-50496-96	—	4022 Grand Ave, Atlanta, GA	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-136127	ENR	Anthony Oliver	1962-09-24	UHC-51791-98	5877572903	697 Meadow Ln, Phoenix, AZ, 85026	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+1 more
ENR-129066	ENR	Vincent Holmes	1942-09-03	UHC-45761-46	6069749908	2193 Maple Ave, Seattle, WA	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-142531	ENR	Michael Wells	1987-12-05	UHC-80844-55	7726582859	3505 Market St, Tampa, FL	0.66	Name re-cased Date of birth reformatted ZIP missing Gender normalised+1 more
ENR-142530	ENR	Michael Wells	1987-12-05	UHC-80844-55	7726582859	3505 Market St, Tampa, FL	0.66	Name re-cased Date of birth reformatted ZIP missing Gender normalised+1 more
ENR-116825	ENR	Alice G Perkins	1993-01-28	UHC-87615-02	8239453032	951 Palm Dr, Orlando, FL	0.66	Date of birth reformatted State name converted to code ZIP missing Email lower-cased+1 more
ENR-127644	ENR	Dennis H Sims	1968-04-06	UHC-98893-34	4218093139	4238 Broadway, Eden Prairie, MN, 55352	0.66	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+1 more
ENR-123825	ENR	Helen Marshall	1965-06-04	UHC-81480-61	9384868552	6645 Washington St Apt 40, Austin, TX	0.66	Date of birth reformatted Phone reformatted Unit split from street ZIP missing+1 more
ENR-111900	ENR	Frances Shmidt	1966-09-23	UHC-14743-34	3222932178	1285 Bayshore Dr, Miami, FL, 33113	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-100435	ENR	Danielle B Oliver	1947-05-28	UHC-56878-96	—	2061 Spring St, San Diego, CA, 92184	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-126871	ENR	Thomas T Carter	1984-12-06	UHC-18931-33	6564273432	4427 Maple Ave, Glendale, AZ, 85304	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-115333	ENR	Catherine W Haarvey	1960-07-11	—	3574388239	5638 Indian School Rd, Orlando, FL	0.66	Name split from “Last, First”Date of birth reformatted ZIP missing Whitespace trimmed+1 more
ENR-138751	ENR	Betty B Murray	1986-04-20	UHC-79482-59	5942915107	6683 Market St, Columbus, OH, 43273	0.66	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-110676	ENR	Ralph A Lewis	1950-07-23	UHC-43255-16	5384860436	8899 Mountain View Dr, Fresno, CA	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-121026	ENR	Richard Maldonado	2003-04-20	UHC-25727-53	2346440348	2310 Sage Ct, Tempe, AZ, 85269	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-105942	ENR	Gary P Burke	1963-05-22	UHC-88412-98	5097344875	2576 Lake View Rd, Miami, FL, 33128	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-134709	ENR	Angela Z Lucas	1947-01-02	—	3776312997	3075 Harbor Blvd, Glendale, AZ, 85337	0.66	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-121680	ENR	Rebecca K Alvarado	1950-03-18	UHC-43885-93	—	6838 River Rd, Las Vegas, NV, 89112	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-123141	ENR	Barbara F Hansen	1998-05-22	UHC-46053-84	8727913356	1050 Grand Ave, Tampa, FL, 33676	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
ENR-123142	ENR	Barbara F Hansen	1998-05-22	UHC-46053-84	8727913356	1050 Grand Ave, Tampa, FL, 33676	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
ENR-100025	ENR	Margaret Bell	2006-07-25	UHC-39574-66	9864893045	4859 Elm St, Tampa, FL, 33618	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
ENR-129895	ENR	Ryan T Morgan	2006-04-05	UHC-24598-44	2416691680	3435 Indian School Rd, Tucson, AZ, 85799	0.66	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-114997	ENR	Nanccy V Castillo	1967-03-21	UHC-50056-60	5223231228	8927 Pine Dr # 413, Tucson, AZ, 85723	0.66	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+1 more
ENR-104903	ENR	Mariana G Bradley	1960-08-08	UHC-30373-48	7159317768	3194 Sunset Blvd, Seattle, WA, 98156	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-121301	ENR	Sara J Brooks	2002-04-04	UHC-07873-18	3773302252	9616 Camelback Rd, Sacramento, CA, 95805	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-114819	ENR	Omar Wheeler	1960-05-05	UHC-30732-71	—	239 Camelback Rd, Chandler, AZ, 85210	0.66	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+1 more
ENR-142364	ENR	David P Garrett	2002-11-27	UHC-37765-78	2938423482	3962 Market St, Seattle, WA, 98158	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
ENR-139815	ENR	Billy D Owens	1961-11-09	UHC-98562-61	3963899560	235 Ridge Rd, Eden Prairie, MN, 55369	0.66	Date of birth reformatted SSN last four extracted Gender normalised Whitespace trimmed+1 more
ENR-128779	ENR	Lauren J Willis	1984-12-18	UHC-41715-68	8298238232	9796 Park Pl, Glendale, AZ, 85338	0.66	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+1 more
ENR-128780	ENR	Lauren J Willis	1984-12-18	UHC-41715-68	8298238232	9796 Park Pl, Glendale, AZ, 85338	0.66	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+1 more
ENR-100844	ENR	Lauren N Spencer	1956-03-13	UHC-15892-51	2393257247	9516 Valley View Dr, Mesa, AZ, 85280	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+1 more
ENR-125614	ENR	Jozeph Daniels	1958-05-08	UHC-62760-29	5485384603	4754 Cedar Ln, Austin, TX, 78779	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-136972	ENR	Susan L Vasquez	1965-02-24	UHC-92843-07	6019998736	4067 Grand Ave, Columbus, OH	0.66	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+1 more
ENR-121275	ENR	Ed Collins	1977-05-16	UHC-24133-24	3272722093	2911 Apache Blvd, Glendale, AZ	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-118731	ENR	Ryan Q Duncan	1971-05-26	UHC-35024-48	4465996390	6813 Spring St, Scottsdale, AZ, 85230	0.66	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-118315	ENR	Peter G Carr	1986-07-21	UHC-05640-19	6907018705	9746 Lake View Rd, Atlanta, GA, 30351	0.66	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+1 more
ENR-126234	ENR	Albert E Dean	1990-11-20	UHC-88054-86	—	5601 Market St, Sacramento, CA, 95829	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-104189	ENR	Gabriel Welch	1959-07-06	UHC-11795-17	4316963094	9743 River Rd, Charlotte, NC, 28272	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-103081	ENR	Henry K Grant	1988-06-07	UHC-26219-75	7674686399	2204 Market St, Houston, TX, 77072	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-109185	ENR	Janet McDonald	—	UHC-29446-60	3975337165	5152 Sunset Blvd, Tempe, AZ, 85297	0.66	Name split from “Last, First”Date of birth reformatted Date of birth unreadable Phone reformatted+1 more
ENR-134019	ENR	Michelle Y Jimenez	1994-09-17	UHC-06168-30	—	5351 Hillcrest Rd, Scottsdale, AZ, 85255	0.66	Name re-cased Date of birth reformatted SSN last four extracted State code upper-cased+1 more
ENR-135485	ENR	Emily R Parker	2008-12-12	UHC-78781-60	5744718767	4293 Lake View Rd, Jacksonville, FL, 32200	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-139225	ENR	Susan Perry	1946-01-03	UHC-00025-27	3296789979	8796 Camelback Rd, Eden Prairie, MN, 55309	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-130227	ENR	Sott W Valdez	1987-05-07	UHC-56029-54	6635332206	5321 Bayshore Dr, San Diego, CA, 92128	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-129228	ENR	Wei Tucker	1979-12-27	UHC-94558-28	2356894324	5189 Valley View Dr, Nashville, TN, 37212	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-103403	ENR	Carolyn K Lawson	1945-04-13	UHC-41652-56	8882533046	7320 Elm St, Charlotte, NC, 28255	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more

13,989 rows, page 94 of 280Previous Next