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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-110894	ENR	Wayne A Franklin	1967-01-01	UHC-44075-82	4984296800	8723 Baseline Rd, Tempe, AZ, 85252	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-125070	ENR	Gregory Pierce	1951-01-12	UHC-34020-29	2314566487	807 Mesa Dr, Dallas, TX, 75244	0.58	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-129583	ENR	Victoria Robertson	1946-04-04	UHC-63552-87	7348976315	7529 Canyon Rd, Denver, CO, 80229	0.58	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-126210	ENR	Valentina O Maldonado	1979-09-28	—	5465781628	5268 Camelback Rd, San Diego, CA, 92174	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-115429	ENR	Frances Fox	1960-03-25	UHC-10054-32	4206977770	5835 Lake View Rd, Austin, TX, 78744	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-133816	ENR	Dorothy Jimenez	2001-05-21	UHC-07842-82	6364854425	6033 Central Ave, Las Vegas, NV, 89136	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-109739	ENR	Sophia Bennett	1992-02-24	UHC-18922-15	5229162765	2822 Union St, Dallas, TX, 75239	0.58	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-121580	ENR	Melissa Anderson	1981-07-02	UHC-00123-95	3276035760	8861 Canyon Rd, Atlanta, GA, 30362	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-106780	ENR	Henry Y Richards	1971-02-08	UHC-81516-35	6043855184	2410 Camelback Rd, Gilbert, AZ, 85289	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-117214	ENR	Frances Mejia	1952-11-03	UHC-36586-32	6809094526	365 Apache Blvd, Tempe, AZ, 85280	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-130572	ENR	Maria L Stephens	1986-09-24	—	8617633911	1827 Canyon Rd, San Diego, CA, 92119	0.58	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-111671	ENR	Kaylla H Wagner	1973-12-01	UHC-41223-83	—	8933 Park Pl, Denver, CO, 80218	0.58	Name split from “Last, First”State name converted to code Gender normalised
ENR-115070	ENR	Ethan X Vasquez	1973-06-11	UHC-61918-98	3345595001	9113 Washington St, Las Vegas, NV, 89122	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-134167	ENR	Anthony Y Morgan	2001-09-05	UHC-23469-62	2662700298	5791 Indian School Rd, Scottsdale, AZ	0.58	Name split from “Last, First”State name converted to code ZIP missing
ENR-130295	ENR	Shirley Fields	1946-02-13	UHC-59596-37	7246872445	2237 Baseline Rd, Seattle, WA, 98196	0.58	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
ENR-109725	ENR	Rachel Munoz	2004-03-17	UHC-15937-04	8985084666	7646 Bayshore Dr, Eden Prairie, MN, 55307	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-139861	ENR	Kathryn Obrien	1987-09-23	UHC-59533-24	7412632886	650 Apache Blvd, Phoenix, AZ, 85022	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-128928	ENR	Amanda Espinoza	2006-08-13	UHC-65635-71	9708637503	6442 Maple Ave, Nashville, TN, 37281	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-110157	ENR	Jason Scott	1977-11-13	UHC-54039-61	4914520978	41 Sunset Blvd, Jacksonville, FL, 32276	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-102962	ENR	Joshua N Hill	1990-12-04	UHC-51639-39	7782350837	6968 Market St, Jacksonville, FL, 32293	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-130897	ENR	Denise E Riley	1978-11-12	UHC-35670-83	6224232185	8523 Jefferson Ave, Atlanta, GA, 30341	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-123633	ENR	Jackie N Sanders	1951-07-10	UHC-15346-56	2998888429	737 Grand Ave, Glendale, AZ, 85335	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-122980	ENR	Raymond Fox	2000-10-21	UHC-82222-37	3466170408	7089 Mesa Dr, Eden Prairie, MN, 55306	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-110470	ENR	Julia X Soto	1986-12-17	UHC-52203-01	5696691671	9040 Mountain View Dr, Minneapolis, MN, 55486	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-107057	ENR	Elijah Schultz	1982-05-16	UHC-61716-81	5886519766	6187 Pine Dr, Tampa, FL, 33670	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-136396	ENR	Jordan E Flores	1944-07-12	UHC-62790-30	7625032040	7559 Hillcrest Rd, Minneapolis, MN, 55479	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-106647	ENR	Diana O Hrrison	1966-08-06	UHC-09874-03	4013185529	7744 Central Ave, Gilbert, AZ, 85264	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-126759	ENR	Zachary Hicks	1939-09-26	UHC-79456-85	3813970857	4637 Maple Ave, Chandler, AZ, 85205	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-132740	ENR	Ashley Moore	1966-04-16	UHC-92997-42	2739035923	5502 River Rd, Nashville, TN, 37268	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-138516	ENR	Beverly Ortega	1950-07-16	UHC-09931-26	5759757794	830 Bayshore Dr, Dallas, TX, 75209	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-142154	ENR	Jessica Z Gonzalez	1982-06-25	UHC-56950-38	6133110776	8554 Ridge Rd, Columbus, OH, 43200	0.60	Name re-cased Date of birth reformatted Phone reformatted City re-cased+4 more
ENR-142493	ENR	Brandon Z Martin	2003-01-17	UHC-01660-56	8787811703	2141 Willow Ct, Eden Prairie, MN, 55362	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-132332	ENR	Susan Huntter	1999-07-24	UHC-70915-70	5355554838	5487 Lake View Rd, Mesa, AZ, 85299	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-140116	ENR	Jacob S Hayes	1982-11-11	UHC-47437-62	2512518074	5141 Camelback Rd, Phoenix, AZ, 85073	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-118180	ENR	Serah Yang	1986-04-09	UHC-33199-01	—	6524 Camelback Rd, Tampa, FL, 33626	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-111627	ENR	Joan Ortega	1958-03-20	UHC-14047-49	9314481093	6390 Ocean Ave, Jacksonville, FL, 32210	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-102537	ENR	Isabella Y Price	1964-03-25	UHC-41557-49	4734495502	7692 Meadow Ln, San Antonio, TX, 78235	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-101468	ENR	Alan M Carroll	1984-09-13	UHC-76726-26	4122979545	3589 Ridge Rd, Phoenix, AZ, 85006	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-139296	ENR	Alexis E Duncan	1970-08-12	UHC-79293-81	3037285635	9398 Maple Ave, Gilbert, AZ, 85284	0.60	Member ID reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-119463	ENR	Stephens Denise	1988-01-26	UHC-00197-62	3065318929	538 Bayshore Dr, Atlanta, GA, 30320	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-117888	ENR	Joyce Bradley	1980-04-12	UHC-14598-28	8066731254	4399 Maple Ave, Fresno, CA, 93742	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-142746	ENR	Megan X Simpson	1978-05-18	UHC-48523-16	9713854023	1714 Mountain View Dr, Nashville, TN, 37203	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-104153	ENR	Paul G Holmes	1975-10-09	UHC-92596-05	8412909308	8631 Canyon Rd, Scottsdale, AZ, 85245	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-134788	ENR	Helen Turner	2006-03-16	UHC-05860-65	—	7684 Washington St, San Diego, CA, 92197	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-134789	ENR	Helen Turner	2006-03-16	UHC-05860-65	—	7684 Washington St, San Diego, CA, 92197	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+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-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-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-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

4,296 rows, page 35 of 86Previous Next