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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-135267	ENR	Martha McDonald	1955-11-06	UHC-86426-29	5676768780	1627 River Rd, Orlando, FL, 32884	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-104745	ENR	Kyle Salazar	1988-04-26	UHC-42261-80	6653122516	3160 Valley View Dr, Phoenix, AZ, 85072	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-123379	ENR	Peter S Hanson	1947-03-28	UHC-51808-10	7825064443	5439 Lincoln Way, Minneapolis, MN, 55473	0.66	Name split from “Last, First”Phone reformatted State name converted to code Email lower-cased+1 more
ENR-135722	ENR	Juan D Aguilar	1989-12-17	UHC-53286-06	7535422373	6946 Camelback Rd, Seattle, WA, 98125	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-105353	ENR	Andy H Andrews	1997-02-09	UHC-85810-85	2237533200	8044 Central Ave, Houston, TX, 77019	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-117875	ENR	Rachel C Johnson	1989-02-18	UHC-89832-25	8435945485	1619 Ocean Ave, Phoenix, AZ, 85024	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+1 more
ENR-102365	ENR	Maria P Myers	1998-02-16	UHC-78259-73	8343850501	7724 Sage Ct Apt 28, Tampa, FL, 33676	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-130752	ENR	Russell Z Reyes	1978-03-02	UHC-38084-98	7557756914	4693 Sage Ct, Tampa, FL, 33696	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-137294	ENR	Samantha Burton	1994-07-02	UHC-14642-65	5753220567	2849 Mesa Dr, Sacramento, CA, 95840	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-126295	ENR	Gregory S Wagner	1968-04-22	UHC-10634-98	9892776402	3175 Mesa Dr, Scottsdale, AZ, 85228	0.66	Name split from “Last, First”Date of birth reformatted State code upper-cased ZIP+4 trimmed+1 more
ENR-111524	ENR	Sandra Franklin	1938-10-06	UHC-51432-41	8322977462	3855 Oak St, Fresno, CA, 93752	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-114116	ENR	Jordan L George	1969-09-21	UHC-44037-64	8892372758	9033 Bayshore Dr, Tempe, AZ, 85259	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-103240	ENR	Andrea Cook	1969-03-28	UHC-23088-75	6877379373	8650 Maple Ave, Scottsdale, AZ	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+1 more
ENR-102154	ENR	Henry Powell	2008-12-15	UHC-96066-30	4667316728	9155 Mountain View Dr, Minneapolis, MN, 55442	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-114699	ENR	Juan Dixon	1982-04-10	—	4907374820	7198 Church St, Atlanta, GA, 30367	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-131042	ENR	Charles Wright	1994-03-21	UHC-04027-56	3932385904	3137 Camelback Rd, Atlanta, GA, 30339	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-130632	ENR	Aaron V Dominguez	1997-03-20	UHC-79317-75	6032881044	1494 Union St, San Antonio, TX, 78220	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-127721	ENR	Dennis N Park	1948-06-15	UHC-17765-89	6239833077	5191 Ocean Ave, Charlotte, NC, 28222	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted Gender normalised+1 more
ENR-137678	ENR	Christina Harris	1967-08-06	UHC-47746-92	8972259583	6444 Valley View Dr, Denver, CO, 80276	0.66	Name split from “Last, First”Phone reformatted State name converted to code Email lower-cased+1 more
ENR-112152	ENR	Vincent Gomez	1987-11-04	UHC-91184-90	8724311892	4262 Spring St, San Antonio, TX, 78295	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-115961	ENR	Samel J Ellis	1946-11-02	UHC-35009-37	8104327908	4689 Apache Blvd, Tempe, AZ, 85258	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-124612	ENR	Paul A Martinez	1953-03-19	UHC-85993-86	8315175723	2801 Grand Ave, Fresno, CA	0.66	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed+1 more
ENR-138733	ENR	Alice R Maldonado	1968-07-03	UHC-09345-46	6443068747	8532 Valley View Dr, Los Angeles, CA, 90086	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
ENR-115745	ENR	Austin S Myerrs	1949-05-25	UHC-38620-73	7578711987	8284 Market St, Scottsdale, AZ, 85236	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-121366	ENR	Daniel Ward	1948-04-16	UHC-44682-84	3548394358	8568 Highland Ave, Austin, TX, 78731	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-121365	ENR	Daniel Ward	1948-04-16	UHC-44682-84	3548394358	8568 Highland Ave, Austin, TX, 78731	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-119605	ENR	Doris X Cerroll	1985-10-24	UHC-14268-87	4776028146	5143 Indian School Rd, Dallas, TX, 75295	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
ENR-116770	ENR	Steven Cook	1990-08-01	UHC-87809-79	8742800171	6710 Market St, Orlando, FL, 32803	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-103603	ENR	Timothy Wilson	1995-03-24	UHC-70158-96	6073712460	9453 Central Ave, Orlando, FL, 32816	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
ENR-102274	ENR	Julia V Hudson	1973-04-10	UHC-14027-60	5103754706	6316 Forest Ave, Los Angeles, CA, 90073	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
ENR-109414	ENR	Jeff Green	1988-05-13	UHC-23901-54	5662782770	4405 Camelback Rd, Orlando, FL, 32885	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-124890	ENR	Michelle O Hansen	1970-09-01	UHC-73917-55	4246315895	2356 Church St, Mesa, AZ, 85259	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
ENR-125264	ENR	Benjamin Gomez	2002-07-21	UHC-32991-98	6537998516	5654 Washington St, Dallas, TX	0.66	Name split from “Last, First”Phone reformatted City re-cased ZIP missing+1 more
ENR-126766	ENR	Donna Greene	1989-01-17	UHC-31782-23	8568609815	5500 Hillcrest Rd, San Diego, CA, 92179	0.66	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+1 more
ENR-141750	ENR	Cheryl Chavez	1942-11-18	UHC-63288-21	5237583490	4883 Indian School Rd, Atlanta, GA, 30369	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-119291	ENR	Aysha Lawson	2002-08-08	UHC-24582-90	3683002089	6933 Mesa Dr, Gilbert, AZ, 85281	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-100831	ENR	Emily J Lewis	1993-11-02	UHC-88929-09	4795943555	8519 Willow Ct, Glendale, AZ, 85337	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-124375	ENR	Arthur Chavez	1973-02-02	UHC-10907-02	3686014273	3230 Pine Dr, Miami, FL, 33179	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-140381	ENR	Roy T Daniels	1973-02-08	UHC-47531-25	9574244534	7052 Sunset Blvd, Minneapolis, MN, 55454	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-123950	ENR	Henry Contreras	1985-03-16	UHC-88378-45	2403622110	7384 Cedar Ln, Houston, TX, 77096	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
ENR-139742	ENR	Anthony Garcia	1993-04-14	UHC-82564-73	5976524097	2871 Apache Blvd, Orlando, FL, 32843	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-124292	ENR	Lawrence C Morris	1965-03-05	UHC-61001-47	9522146972	6621 Central Ave, Jacksonville, FL, 32258	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-132167	ENR	Theresa Wagner	1949-12-07	UHC-14843-25	6813128405	3153 Lake View Rd, Tucson, AZ, 85785	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-135220	ENR	Brenda P Austin	1952-09-21	UHC-54657-53	4455042178	4937 Lake View Rd, Gilbert, AZ, 85206	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-105107	ENR	Stephen X Crawford	1957-03-15	UHC-34116-45	7252403422	2970 Mountain View Dr, Chandler, AZ, 85266	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-141064	ENR	Denise F Fox	1938-11-17	UHC-42854-34	8092274822	4800 Hillcrest Rd, Mesa, AZ, 85238	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-129830	ENR	Kyle Freeman	1959-03-26	UHC-61797-78	6089736741	1330 Jefferson Ave, Tucson, AZ, 85755	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-116042	ENR	Mratha S Powell	1943-12-23	UHC-78239-03	9737120551	2961 Grand Ave, San Diego, CA, 92165	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-112691	ENR	Debra W Campbell	1941-04-21	UHC-20616-86	—	2817 Ridge Rd, Las Vegas, NV, 89175	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-123644	ENR	Jack X Dunn	1975-08-10	UHC-22549-45	5743947611	4632 Mesa Dr, Los Angeles, CA, 90029	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more

4,309 rows, page 53 of 87Previous Next