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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-114152	ENR	Joe N Gilbert	1955-07-08	UHC-26332-03	7267466952	1573 Union St, Fresno, CA, 93742	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
ENR-139221	ENR	Washington Laura	1987-02-21	UHC-91264-39	6884193503	6061 Camelback Rd, Miami, FL, 33108	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-115477	ENR	Peter Ray	1961-06-26	UHC-85737-12	3374655033	7039 Grand Ave, Fresno, CA, 93788	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-104288	ENR	Lauren W Gonzales	1981-07-25	UHC-73747-02	4335175951	7645 Camelback Rd, San Antonio, TX, 78274	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-115902	ENR	Ana W Andrews	1952-07-20	UHC-89158-54	3272022270	2817 Apache Blvd, Denver, CO, 80201	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-102918	ENR	John Anderson	1977-07-25	UHC-51700-83	5946285066	7953 Baseline Rd, Tempe, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-106377	ENR	Ahmed Bell	1976-05-27	UHC-08647-31	4909433358	142 Willow Ct, Tampa, FL	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-112658	ENR	Virginia D Marrtin	1953-05-18	UHC-82287-41	7182520263	5201 Apache Blvd, Orlando, FL, 32875	0.60	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-106289	ENR	Stephen X Padilla	1944-08-13	UHC-17049-24	4922003897	5987 River Rd, Eden Prairie, MN, 55306	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-114213	ENR	Charlotte Ortiz	1948-07-13	UHC-29882-85	6192499968	4844 Lincoln Way, Las Vegas, NV, 89181	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-117545	ENR	Ruth Sanders	1976-10-18	UHC-33824-96	8105852778	8937 Ocean Ave, Mesa, AZ, 85255	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-136270	ENR	Ann Salazar	1960-10-10	UHC-08234-84	3008605229	2390 Forest Ave, Miami, FL	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-124113	ENR	Tyler G Hoffman	1948-08-22	UHC-34418-94	5175051787	1994 Bayshore Dr, Charlotte, NC, 28206	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-120578	ENR	Beverly Hunter	1996-11-15	UHC-61579-57	7736722371	121 Desert Sky Blvd, Plano, TX, 75041	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-139422	ENR	Hayes Patrick	1989-06-27	UHC-62613-40	9055286223	2698 Forest Ave, Tampa, FL, 33611	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-124887	ENR	Joseph U Schultz	1973-08-16	UHC-92693-54	4874525606	7373 Main St, Los Angeles, CA, 90039	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-123209	ENR	Natalie Valdez	1989-01-02	UHC-77746-76	9659602449	6787 Ridge Rd, Denver, CO, 80278	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-124427	ENR	Evelyn W Stone	1979-09-21	UHC-65548-15	3256552557	7348 Sage Ct, Tempe, AZ, 85222	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-118535	ENR	Betty Russell	1946-01-04	—	3286897236	8845 Sunset Blvd, Orlando, FL, 32866	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-119471	ENR	Anna Kelly	1985-03-14	UHC-87375-51	8277452715	7578 Mesa Dr, Las Vegas, NV, 89145	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-113873	ENR	Joyce Morrison	2008-07-04	UHC-87643-47	3208896267	2570 Lake View Rd, Nashville, TN, 37262	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-129634	ENR	Mateo Mason	1980-12-10	UHC-25227-24	6164781290	9525 Apache Blvd, San Antonio, TX, 78273	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-110110	ENR	Angela Cunningham	1966-05-09	UHC-40509-23	9455797915	6228 Mountain View Dr, Gilbert, AZ	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-111015	ENR	Mariana D Fields	1960-11-22	UHC-96749-28	6022285654	4850 Apache Blvd, Mesa, AZ, 85234	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-109516	ENR	Richard Q Santos	1947-06-15	UHC-94580-92	6904955430	7248 Main St, Mesa, AZ, 85217	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-103869	ENR	Jennifer Wood	1995-03-05	UHC-28217-72	3409560955	84 Union St, San Antonio, TX, 78269	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-119965	ENR	Eugene Dean	1980-11-04	UHC-92457-43	7034043731	1663 Forest Ave, Sacramento, CA, 95876	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-120412	ENR	Rebecca U Hart	1962-03-15	UHC-48738-18	4442893304	2012 Jefferson Ave, Dallas, TX, 75284	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-118327	ENR	Cheryl Wells	1996-05-23	UHC-85133-15	7367526763	8038 Ocean Ave, Minneapolis, MN, 55460	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-118297	ENR	Stephanie Holmes	1987-09-26	UHC-67717-30	5467464510	3877 Harbor Blvd, Scottsdale, AZ, 85212	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-102586	ENR	Vincent Jimenez	—	UHC-80139-49	8059850483	6632 Sage Ct, Mesa, AZ, 85202	0.60	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+4 more
ENR-139357	ENR	Mateo Y Gardner	1991-11-03	UHC-88333-70	2283716017	2185 Market St, Minneapolis, MN, 55468	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-128776	ENR	Linda I Thompson	1987-09-14	UHC-07643-47	4706434879	7853 Indian School Rd, Chandler, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-128147	ENR	Ralph U Amrstrong	1981-07-21	UHC-24998-70	6455889547	8223 Pine Dr, Los Angeles, CA, 90077	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-120268	ENR	Ann Perkins	2005-06-21	UHC-55959-65	7693610046	3947 Willow Ct, Nashville, TN	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-138615	ENR	Mason Taylor	2001-07-19	UHC-83381-43	2767408425	1473 Bayshore Dr, Phoenix, AZ, 85093	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-124213	ENR	Omar Park	1975-11-13	UHC-01183-85	4828045607	4331 Palm Dr, Gilbert, AZ, 85291	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-127777	ENR	Andrew Bryant	1951-01-06	UHC-48874-47	3472467726	5644 Mountain View Dr, Scottsdale, AZ, 85262	0.60	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-122930	ENR	Herny Wang	1956-10-11	UHC-73333-83	5465842721	9589 Forest Ave, Denver, CO	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-101032	ENR	Hiroshi G Fullre	—	UHC-10742-92	8024769878	9186 Church St, Tampa, FL, 33680	0.60	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+4 more
ENR-131209	ENR	Nicole King	1969-03-10	UHC-75840-72	8848891767	6954 Pine Dr, Phoenix, AZ, 85091	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-122767	ENR	Christina D Sanchez	2006-06-01	UHC-05882-67	4455399844	28 Sunset Blvd, Houston, TX, 77052	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-129223	ENR	Andrea L Wells	1974-04-08	UHC-09143-66	2962636283	1442 Highland Ave, Atlanta, GA, 30301	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-134239	ENR	Dorothy Cook	1982-07-23	UHC-19060-90	8492320783	5326 Union St Apt 37, Minneapolis, MN, 55408	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-135215	ENR	Ethan Wood	1996-02-07	UHC-49596-34	5045775803	7948 Main St, Charlotte, NC, 28249	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-112008	ENR	Maeo Armstrong	1979-02-15	UHC-54870-93	8868558811	1841 Bayshore Dr, Los Angeles, CA, 90069	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-116918	ENR	Patty A Nguyen	2005-03-23	UHC-22321-64	7243578348	6015 Elm St, Fresno, CA, 93770	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-141833	ENR	Lauren Jackson	2004-04-04	UHC-07467-12	8903456751	7895 Harbor Blvd, Houston, TX, 77066	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-132433	ENR	Randy R Wallace	1987-05-26	UHC-72706-79	9032230751	415 Indian School Rd # 782, Mesa, AZ, 85296	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-142460	ENR	Deborah N Chapman	1938-10-27	UHC-03542-11	2535724174	6636 Canyon Rd, Houston, TX, 77028	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more

28,181 rows, page 77 of 564Previous Next