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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-120152	ENR	Kathryn Contreras	1953-04-19	UHC-21639-91	—	9436 Bayshore Dr, Phoenix, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-104692	ENR	Robert F Jordan	1974-09-10	UHC-77954-08	7876066095	6722 Meadow Ln, Miami, FL	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105412	ENR	Dylan Webb	1993-04-28	UHC-32490-35	6387672848	2218 Harbor Blvd, Eden Prairie, MN	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-124829	ENR	Luis F Knight	1994-04-22	UHC-02229-10	5532669759	4894 Bayshore Dr, Dallas, TX	0.64	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-134038	ENR	Larry V Dean	—	UHC-17540-16	5278877114	2474 Grand Ave, Chandler, AZ	0.64	Date of birth reformatted Date of birth unreadable Phone reformatted Member ID reformatted+2 more
ENR-104286	ENR	Dylan Q Stone	1961-03-05	UHC-00232-43	4332721170	1977 Market St, Denver, CO	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109500	ENR	Fatima I Cole	1964-02-28	UHC-62814-17	4195577052	4624 Harbor Blvd, Minneapolis, MN	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127488	ENR	Terry T Spencer	1998-12-13	UHC-19567-35	3258432884	642 Union St, Fresno, CA	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-140314	ENR	Rachel Wagner	1981-04-09	UHC-43793-67	—	8428 Indian School Rd, Austin, TX	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-101292	ENR	Gloria Moore	1955-06-15	UHC-53067-61	6825662001	3587 Spring St, San Diego, CA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139965	ENR	Gerald Anderson	1999-08-03	UHC-60914-75	—	6481 Lake View Rd, Mesa, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-114722	ENR	Christina B Daniels	1977-01-11	UHC-02242-53	7742388213	5640 Valley View Dr, San Diego, CA	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
ENR-106778	ENR	Dylan B Nunez	1999-04-17	UHC-40902-19	8162583903	9491 Apache Blvd, Columbus, OH	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-126124	ENR	Roger R Schhultz	1973-09-07	UHC-53999-69	7687567715	2168 Valley View Dr, Las Vegas, NV	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-106322	ENR	Billy C Gibosn	2008-04-13	UHC-06894-24	5717274213	3004 Sunset Blvd, Tucson, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-122994	ENR	Aaaron W Hicks	1940-12-23	UHC-07186-53	8619915980	1876 Mountain View Dr, Tampa, FL	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-137655	ENR	Angela Chapman	2005-12-21	UHC-61148-24	2188197066	4051 Valley View Dr, Chandler, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-129409	ENR	Mariana O Reed	1976-10-06	UHC-13418-34	2497719376	3518 Valley View Dr, Plano, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-100308	ENR	Harold F Pena	1997-05-15	UHC-17817-28	4158701242	1236 Union St, Charlotte, NC	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100309	ENR	Harold F Pena	1997-05-15	UHC-17817-28	4158701242	1236 Union St, Charlotte, NC	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131957	ENR	James F Burke	2001-04-16	UHC-90043-26	3938204845	1454 Elm St, Phoenix, AZ	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-115829	ENR	Randy C Sims	1983-10-01	UHC-91736-60	8164946255	7983 Church St, Atlanta, GA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136844	ENR	Valentina Z Cole	1960-02-19	UHC-84010-93	3233173921	1496 Mountain View Dr, Seattle, WA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141220	ENR	Joshua Crawford	1966-05-13	UHC-85570-06	8655014135	7519 Elm St, Denver, CO	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134668	ENR	Marshall Olivia	1948-11-17	UHC-22853-47	5315222214	4970 Market St, Tampa, FL	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100802	ENR	Harold X West	2003-10-12	UHC-76560-14	3109956201	9739 Pine Dr, Mesa, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-118422	ENR	Victoria Rojas	1950-03-14	UHC-85933-77	—	6116 Meadow Ln, Las Vegas, NV	0.64	Name re-cased Date of birth reformatted ZIP missing Gender normalised+2 more
ENR-101962	ENR	Hannah U Chapman	1979-11-04	UHC-28347-29	6002456796	3639 Ocean Ave, Tucson, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116733	ENR	Joshua U Mitchell	1987-08-11	UHC-32033-51	9853713321	8526 Lincoln Way # 862, Orlando, FL	0.64	Date of birth reformatted Phone reformatted Unit split from street ZIP missing+2 more
ENR-119537	ENR	Don U Gonzales	2006-10-09	UHC-12549-84	—	179 Forest Ave, Jacksonville, FL	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-124278	ENR	Timothy Tran	1992-05-05	UHC-72026-20	4966220535	619 Baseline Rd, Los Angeles, CA	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-135304	ENR	Barbara D Armstrong	2005-10-03	UHC-12922-79	4559575177	4304 Palm Dr, Orlando, FL	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129341	ENR	Daniel Cunningham	1943-08-03	UHC-00723-22	5869895708	4528 Jefferson Ave, Sacramento, CA	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-113618	ENR	Dorothy G Ruiz	1975-07-06	UHC-33575-51	3412599721	131 River Rd, Gilbert, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133236	ENR	Samantha R Palmer	2007-02-16	UHC-09047-81	3787346621	523 Lake View Rd, Los Angeles, CA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138866	ENR	Linda I Russell	1985-11-06	UHC-37127-79	8348100444	8410 Ridge Rd, Plano, TX	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119317	ENR	Sophia Sandoval	1964-05-26	UHC-72940-64	2657049567	5489 Jefferson Ave, San Diego, CA	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-142892	ENR	Tricia Turner	1941-06-18	UHC-22737-23	—	4465 Mountain View Dr, Phoenix, AZ	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-109730	ENR	Matt X Valdez	2002-06-14	UHC-71925-83	9127981519	4853 Maple Ave, Las Vegas, NV	0.64	Date of birth reformatted Phone reformatted ZIP missing Email lower-cased+2 more
ENR-126300	ENR	Robert K Gardner	1967-03-19	UHC-31608-71	—	5710 Camelback Rd, Miami, FL	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-122770	ENR	Randy F Peterson	1953-10-01	UHC-84670-51	7216671655	1531 Canyon Rd, Plano, TX	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-103794	ENR	Alexander Wheeler	1942-08-26	UHC-67858-02	3046950738	7083 Grand Ave, Houston, TX	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-125688	ENR	Ashley N Baker	2005-06-11	UHC-00076-33	7794506156	8221 Forest Ave, San Diego, CA	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-131758	ENR	Emma G Santos	2000-06-01	UHC-89792-57	3509207951	8719 Union St, Las Vegas, NV	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-124471	ENR	Henry Daniels	1945-03-11	UHC-26249-22	5764216657	2317 Church St, Los Angeles, CA	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-137924	ENR	Theresa W West	1990-09-16	UHC-89238-83	2189108440	1312 Main St, Columbus, OH	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103617	ENR	Adam X Lynch	1996-01-24	UHC-95143-89	2275445744	3179 Washington St, Jacksonville, FL	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-129967	ENR	Elijah Rodriguez	1943-10-08	UHC-19148-45	8889313453	5994 Union St, Charlotte, NC	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-103593	ENR	Sophia Hays	1939-08-09	UHC-62891-69	9085133145	4068 Harbor Blvd, Miami, FL	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102977	ENR	Terry T Maldonado	1978-09-25	UHC-64891-84	9372337375	5556 Desert Sky Blvd, Glendale, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more

3,340 rows, page 34 of 67Previous Next