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 missing area code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone missing area codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-120947	ENR	Margaret R Lane	1979-04-20	UHC-85163-67	—	2784 Spring St, Plano, TX, 75015	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-117801	ENR	Jason T Phillips	1986-08-11	UHC-16875-64	—	6367 Maple Ave, Houston, TX, 77051	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-111134	ENR	Judy Duncan	1948-02-27	UHC-42260-42	—	8799 Palm Dr, San Antonio, TX, 78217	0.62	Name re-cased Phone missing area code City re-cased State name converted to code+3 more
ENR-123045	ENR	Daniel Q Mendez	1958-11-04	UHC-21332-78	—	1144 Main St, Columbus, OH, 43225	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-129591	ENR	George Z Flores	1959-01-16	—	—	8251 Pine Dr, Jacksonville, FL, 32280	0.62	Name re-cased Date of birth reformatted Phone missing area code Email lower-cased+3 more
ENR-110175	ENR	Kelly P Soctt	1976-02-12	UHC-34031-04	—	3517 River Rd, Columbus, OH, 43232	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-136307	ENR	Mei O Simmons	1958-08-08	UHC-04938-96	—	3325 River Rd, Minneapolis, MN, 55419	0.62	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+3 more
ENR-112313	ENR	Megan Lee	2001-01-08	UHC-95660-41	—	153 Bayshore Dr, Sacramento, CA, 95845	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-132452	ENR	Jerry M Thompson	1994-12-07	UHC-70094-70	—	8380 Ridge Rd, Seattle, WA, 98181	0.62	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-101501	ENR	Brenda T Bradley	1946-05-19	UHC-93672-78	—	7376 Bayshore Dr, Chandler, AZ, 85281	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-133134	ENR	Cynthia P Moore	1943-06-06	—	—	88 Church St, Los Angeles, CA, 90028	0.62	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-121787	ENR	Greg M Hayes	1975-07-20	UHC-04760-22	—	1498 Forest Ave, Minneapolis, MN, 55452	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-137377	ENR	Carol Q Pena	1959-05-16	UHC-65801-28	—	656 Maple Ave, Eden Prairie, MN, 55375	0.62	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-119830	ENR	Alice I Baker	1994-09-15	UHC-01548-27	—	4209 Washington St, Denver, CO, 80219	0.62	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-142440	ENR	Maria G Marshall	2002-02-08	UHC-46344-65	—	—	0.62	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+3 more
ENR-109335	ENR	Sophia Diaz	1944-07-10	UHC-97392-72	—	5031 Meadow Ln, Miami, FL	0.62	Name re-cased Date of birth reformatted Phone missing area code State code upper-cased+3 more
ENR-115872	ENR	Kelly Cook	1991-04-01	UHC-28787-18	—	7453 Canyon Rd, Mesa, AZ, 85275	0.62	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-130044	ENR	Nancy P Soto	1954-12-24	UHC-74442-37	—	437 Maple Ave, Los Angeles, CA, 90039	0.62	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+3 more
ENR-130043	ENR	Nancy P Soto	1954-12-24	UHC-74442-37	—	437 Maple Ave, Los Angeles, CA, 90039	0.62	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+3 more
ENR-118444	ENR	Dorothy Washington	1973-04-06	UHC-61161-52	—	9015 Ocean Ave, Tampa, FL, 33686	0.62	Name re-cased Phone missing area code City re-cased State name converted to code+3 more
ENR-132400	ENR	Martha Hart	1992-08-09	UHC-75199-01	—	8285 Oak St, Orlando, FL, 32874	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-136412	ENR	Madison Obrien	1943-10-16	UHC-27298-84	—	7820 Palm Dr, Nashville, TN, 37261	0.62	Name split from “Last, First”Name re-cased Phone missing area code Member ID reformatted+3 more
ENR-103781	ENR	Theresa Ryna	1956-05-07	UHC-59142-10	—	2839 Baseline Rd, Chandler, AZ, 85207	0.62	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-121688	ENR	Logan Jordan	1963-01-14	UHC-31361-69	—	3273 Hillcrest Rd, Los Angeles, CA, 90039	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-140595	ENR	Marcus W Bailey	1940-11-16	UHC-27177-20	—	7682 Spring St, Las Vegas, NV, 89135	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-128223	ENR	Kimberly H Harvey	1960-01-28	—	—	1939 Palm Dr, Miami, FL, 33153	0.62	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-116840	ENR	Mei Powell	1938-01-21	UHC-86561-31	—	9037 Ridge Rd, Scottsdale, AZ, 85281	0.62	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+3 more
ENR-115300	ENR	Wei Schmidt	1999-03-17	UHC-77674-75	—	4870 Pine Dr, Tempe, AZ, 85210	0.62	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+3 more
ENR-102913	ENR	Mason T Schultz	1998-04-10	UHC-99478-24	—	9216 River Rd, Minneapolis, MN, 55455	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-112049	ENR	Larry Pena	1946-06-18	UHC-03846-84	—	4953 Grand Ave, Jacksonville, FL, 32286	0.62	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-141412	ENR	Zachary D Scott	1949-12-24	UHC-64427-62	—	8108 Canyon Rd, Plano, TX, 75085	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-126935	ENR	Shirley B Washington	2008-04-16	UHC-05301-16	—	5417 Valley View Dr, San Diego, CA, 92163	0.62	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+3 more
ENR-107090	ENR	Santiago Robinson	1957-07-26	UHC-06217-27	—	1268 Desert Sky Blvd, Columbus, OH, 43274	0.62	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+3 more
ENR-111183	ENR	Margaret Obrien	1966-02-24	UHC-33982-98	—	3519 Meadow Ln, Houston, TX, 77007	0.62	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+3 more
ENR-116404	ENR	Gloria Meyer	1998-04-17	UHC-03153-24	—	1137 Pine Dr, Houston, TX, 77008	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-115618	ENR	Jeffrey H Lucas	1951-10-20	UHC-80548-18	—	5238 Church St, Atlanta, GA, 30312	0.62	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-125229	ENR	Samuel M Patterson	1990-10-05	UHC-60348-01	—	1457 Palm Dr, Gilbert, AZ, 85260	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-107415	ENR	Grace Perkins	1984-11-05	UHC-88398-03	—	9217 Lincoln Way, Sacramento, CA, 95859	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-114506	ENR	Luis Clark	1983-08-07	UHC-84938-13	—	8275 Church St # 723, Columbus, OH, 43264	0.62	Name re-cased Phone missing area code Unit split from street City re-cased+3 more
ENR-119857	ENR	James Franklin	1944-05-27	UHC-76216-09	—	4677 Harbor Blvd, Eden Prairie, MN, 55342	0.62	Date of birth reformatted Phone missing area code Member ID reformatted Street suffix standardised+3 more
ENR-106475	ENR	Kathryn Carpenter	1943-01-12	UHC-20206-20	—	9041 Palm Dr, Gilbert, AZ, 85216	0.62	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-120534	ENR	Jeffrey O Marquez	1980-10-08	UHC-29336-09	—	6346 Camelback Rd, Dallas, TX, 75262	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-132981	ENR	Matthews P Jose	1956-05-12	UHC-29708-26	—	2912 Hillcrest Rd, Nashville, TN, 37210	0.64	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
ENR-130363	ENR	Ana Nunez	2003-12-07	UHC-27580-31	—	183 Main St, Orlando, FL, 32840	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-115067	ENR	Marcus Armstrong	1950-08-07	UHC-75536-35	—	1828 Market St, Sacramento, CA, 95852	0.64	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
ENR-135082	ENR	Stephanie Spenker	1964-01-02	UHC-20596-65	—	1002 Willow Ct, Seattle, WA, 98135	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-136584	ENR	Charles F Sims	1988-03-08	UHC-42845-48	—	1382 Sunset Blvd, Tampa, FL, 33692	0.64	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+2 more
ENR-135121	ENR	Lauren Woods	1978-03-14	UHC-04222-70	—	2095 Forest Ave Apt 33, Miami, FL, 33108	0.64	Name re-cased Date of birth reformatted Phone missing area code Unit split from street+2 more
ENR-133974	ENR	Christina F Jacobs	1961-08-11	UHC-68007-46	—	2890 Central Ave, Fresno, CA, 93736	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-141210	ENR	Kimberly Vega	1953-09-03	UHC-56666-04	—	1325 River Rd, Charlotte, NC, 28230	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more

1,095 rows, page 10 of 22Previous Next