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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-120093	ENR	Tyler L Chapman	2005-02-26	UHC-17051-99	3412087504	6201 Mountain View Dr, Sacramento, CA, 95811	0.48	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-104451	ENR	Austin B Reid	1941-04-21	UHC-86036-53	4433651405	1361 Pine Dr, Tampa, FL, 33631	0.48	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+4 more
ENR-104450	ENR	Austin B Reid	1941-04-21	UHC-86036-53	4433651405	1361 Pine Dr, Tampa, FL, 33631	0.48	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+4 more
ENR-130634	ENR	Mariana I Campbell	1992-06-07	UHC-52447-06	4639530818	3807 Hillcrest Rd, Seattle, WA, 98193	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-107676	ENR	Marina X Vega	1952-12-03	UHC-12595-74	4653251232	5684 Church St Apt 6, Tucson, AZ, 85749	0.48	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-142524	ENR	Beverly Carlson	1981-05-25	UHC-50578-50	3372737487	7248 Grand Ave, Austin, TX, 78747	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-107968	ENR	Diego Q Kennedy	1976-01-23	UHC-25490-55	4373004671	4159 Valley View Dr, Eden Prairie, MN, 55397	0.48	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-127629	ENR	Christina Schmidt	1977-07-28	UHC-55081-24	4049282746	5231 Lake View Rd, Tempe, AZ, 85205	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-138160	ENR	JohnJunk	1997-05-03	UHC-54344-81	5745986144	2081 Spring St, Columbus, OH, 43296	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-127720	ENR	Dennis Park	1948-06-15	UHC-17765-89	6239833077	5191 Ocean Ave, Charlotte, NC	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-136340	ENR	Julie Y Bell	1987-02-03	UHC-17025-41	4117614121	8754 Indian School Rd, Mesa, AZ	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-102519	ENR	Charlotte Alexander	2001-07-07	UHC-58974-57	7703446462	903 Meadow Ln, Houston, TX, 77049	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-103209	ENR	Keith Mills	1940-08-12	UHC-71507-37	9135190687	3588 Canyon Rd, Plano, TX	0.48	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-126821	ENR	Jesse Thomas	1968-01-15	UHC-48971-29	3866148478	1706 Valley View Dr, Miami, FL, 33168	0.48	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-100284	ENR	George R Knight	1976-08-20	UHC-05781-78	4034327514	5156 Palm Dr, Gilbert, AZ	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-142146	ENR	Margaret M Stone	1939-12-20	UHC-82602-39	9749293907	854 River Rd, Phoenix, AZ, 85041	0.48	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-123326	ENR	Elizabeth Pierce	1956-05-17	UHC-85478-50	7536361557	1579 Union St, Gilbert, AZ, 85267	0.48	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-135183	ENR	Joe C Harvey	1970-03-07	UHC-23152-20	6054023698	7400 Spring St, Orlando, FL, 32890	0.48	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-100369	ENR	Charltote M Oritz	2002-10-16	UHC-52389-49	—	7944 Canyon Rd, Columbus, OH, 43239	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
ENR-123938	ENR	Stephanie O Grant	2000-05-13	UHC-90074-55	6776554225	3746 Maple Ave # 831, San Antonio, TX, 78243	0.48	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
ENR-133216	ENR	Peter N Walsh	2004-07-27	UHC-87363-59	4254994240	3658 Meadow Ln, Tempe, AZ, 85208	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
ENR-120594	ENR	Maria Rios	1988-04-10	UHC-61386-44	—	9019 Cedar Ln, Sacramento, CA, 95803	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
ENR-111708	ENR	Anthony Vaga	1969-08-01	UHC-69881-96	6212547981	7684 Sage Ct, Charlotte, NC, 28207	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-136251	ENR	Philip Perkins	1944-08-04	UHC-20874-77	8628068729	6656 Union St # 806, Gilbert, AZ, 85221	0.48	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
ENR-116879	ENR	Jerry Romero	1964-03-24	UHC-98312-99	2679081891	855 Lake View Rd, Tucson, AZ	0.48	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-126849	ENR	Roger L Howard	2001-08-11	UHC-32346-57	9205552067	9283 Lincoln Way, Nashville, TN, 37209	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-111732	ENR	LoganJunk	1994-07-22	UHC-07950-97	4009736982	9605 Canyon Rd, Mesa, AZ, 85203	0.48	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-141932	ENR	Douglas D Castillo	1962-12-03	UHC-86309-17	7402024997	5903 Lake View Rd # 572, Jacksonville, FL, 32208	0.48	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
ENR-132192	ENR	Vincant Sullivan	1973-06-20	UHC-26763-55	2977589648	8234 Jefferson Ave Apt 18, San Antonio, TX, 78246	0.48	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
ENR-130287	ENR	Douglas Wallace	2001-08-24	UHC-52717-40	7335890995	6536 Lake View Rd, Glendale, AZ, 85379	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-102963	ENR	Diego Carter	1966-08-09	UHC-45682-26	9796565703	1203 Mountain View Dr, Austin, TX	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-119224	ENR	Frances Z Luna	2001-12-16	UHC-25455-90	3867086336	2882 Canyon Rd, Gilbert, AZ, 85271	0.48	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+4 more
ENR-141580	ENR	Christian P Lee	1989-05-03	UHC-56820-66	6987080386	3985 Canyon Rd, Atlanta, GA	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-111147	ENR	Raymond Peterson	1961-03-06	UHC-76146-60	3609456095	2005 Hillcrest Rd, Tampa, FL, 33668	0.48	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-128570	ENR	Wei Lawrence	1949-01-10	UHC-49718-56	7589640200	4975 Central Ave # 604, Gilbert, AZ, 85201	0.48	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
ENR-110462	ENR	Cynthia I Lucas	1964-12-23	UHC-72108-02	4202361988	64 Indian School Rd, Minneapolis, MN, 55436	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-142426	ENR	George T Miller	1950-12-18	UHC-23025-90	2897008779	2078 Grand Ave, Columbus, OH, 43286	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-100794	ENR	Brandon R Bryant	1980-12-13	UHC-78047-95	9533400231	2086 Maple Ave, Atlanta, GA, 30342	0.48	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-137559	ENR	Valentina Scott	1983-10-26	UHC-56762-01	3452260399	6070 Elm St, Gilbert, AZ, 85220	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-109987	ENR	Mateo L Rivera	1958-11-09	UHC-49017-44	8138082222	3705 Spring St, Atlanta, GA, 30307	0.48	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-135993	ENR	Maria Z Patterson	1984-10-12	UHC-97217-21	7977509352	2117 Lake View Rd, San Antonio, TX, 78236	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-108317	ENR	Megan U Baker	1994-01-06	UHC-45792-28	5964708007	5007 Bayshore Dr, Nashville, TN, 37261	0.48	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+4 more
ENR-140255	ENR	Judith Schultz	1988-10-24	UHC-26690-16	2745662670	1867 Pine Dr, Houston, TX, 77077	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-107472	ENR	Brandon K Phillips	1981-09-27	UHC-77750-57	2928138521	5208 Pine Dr, Houston, TX, 77061	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-125374	ENR	Richard Stevens	1971-02-15	UHC-64127-22	—	885 Indian School Rd, Houston, TX, 77072	0.48	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+4 more
ENR-102075	ENR	Nancy E Harper	1959-06-26	—	5077890554	7991 Apache Blvd, Scottsdale, AZ, 85223	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-101433	ENR	Jacqueline E Kelley	1980-06-05	UHC-56860-91	4042030074	4235 Highland Ave, Houston, TX, 77014	0.48	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-138806	ENR	Tyler H Holmes	1946-08-06	UHC-39697-41	6324444533	1884 Grand Ave, Houston, TX, 77052	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-110929	ENR	Shirley Obriien	2000-12-26	UHC-56714-87	5943248685	4525 Hillcrest Rd, Gilbert, AZ, 85260	0.48	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+4 more
ENR-118511	ENR	Paul Gilbert	1952-08-21	UHC-18539-67	—	6577 Ridge Rd, Houston, TX, 77048	0.48	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+4 more

2,874 rows, page 9 of 58Previous Next