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-106944	ENR	Diana O Hill	1999-04-05	—	8165362298	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-123989	ENR	Adam Z Guerrero	1946-07-21	UHC-17075-25	5666721877	7702 Ridge Rd, Los Angeles, CA, 90084	0.78	Name re-cased Two-digit birth year Phone reformatted State code upper-cased+1 more
ENR-136404	ENR	Mei N Weber	1972-04-05	UHC-59687-49	3757063051	2369 Park Pl, Minneapolis, MN, 55402	0.78	Two-digit birth year Phone reformatted Email lower-cased Whitespace trimmed+1 more
ENR-104824	ENR	Edward I Ross	2007-06-16	UHC-62595-15	2248493785	7706 Forest Ave, Las Vegas, NV, 89113	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-137414	ENR	Nicole K Willis	1997-02-08	UHC-86882-04	7408018267	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-130851	ENR	Albert H Rios	1958-01-26	UHC-29234-95	—	6504 Jefferson Ave, Eden Prairie, MN, 55364	0.80	Name re-cased Two-digit birth year Member ID reformatted Placeholder values cleared
ENR-100676	ENR	Frances Bailey	1977-09-15	UHC-79037-98	6698041036	4314 Mountain View Dr, Jacksonville, FL, 32293	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-127111	ENR	Albert R Ramos	1944-03-19	UHC-72345-89	4332356686	1251 Lincoln Way, Jacksonville, FL, 32291	0.80	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed
ENR-102168	ENR	Nicholas X Stevens	1966-01-19	UHC-17491-69	4163756819	8181 Sunset Blvd, Glendale, AZ, 85315	0.80	Two-digit birth year Phone reformatted Member ID reformatted Plan code upper-cased
ENR-108213	ENR	Larry K Hall	1976-01-12	UHC-42998-10	6314084076	2039 Maple Ave, Tucson, AZ, 85739	0.80	Name re-cased Two-digit birth year Phone reformatted Plan code upper-cased
ENR-103685	ENR	Gary Santiago	1973-11-24	UHC-81154-41	2312101694	8346 Spring St, Columbus, OH, 43297	0.80	Name re-cased Two-digit birth year Phone reformatted City re-cased
ENR-115537	ENR	Stephanie Flores	1990-11-05	UHC-94918-95	9376058985	1443 Elm St, Los Angeles, CA, 90020	0.80	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed
ENR-122978	ENR	Angela Sullivan	1962-09-08	UHC-92117-15	8249232096	173 Indian School Rd, Minneapolis, MN, 55402	0.80	Two-digit birth year Phone reformatted City re-cased Placeholder values cleared
ENR-124883	ENR	Wei Willis	1967-01-27	UHC-15137-52	3133841363	4703 Indian School Rd, Eden Prairie, MN, 55347	0.80	Name re-cased Two-digit birth year Member ID reformatted City re-cased
ENR-120519	ENR	Benjamin Singh	1948-11-04	—	4392169084	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-138177	ENR	Brian Dixon	1985-07-13	UHC-02163-23	3405053318	8209 Maple Ave, Gilbert, AZ, 85204	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-138512	ENR	Maria Soto	1969-06-14	UHC-62350-38	2099689994	—	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
ENR-122854	ENR	Diana Bell	1949-01-04	UHC-46851-26	3803910753	6694 Canyon Rd, San Diego, CA, 92104	0.80	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed
ENR-118455	ENR	Rchard O Welch	1944-11-08	UHC-94329-01	2169590351	765 Jefferson Ave, Phoenix, AZ, 85063	0.80	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed
ENR-118456	ENR	Rchard O Welch	1944-11-08	UHC-94329-01	2169590351	765 Jefferson Ave, Phoenix, AZ, 85063	0.80	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed
ENR-132898	ENR	Deborah Q Lynch	1993-12-15	UHC-46251-68	3223740505	7561 Union St, Seattle, WA, 98128	0.80	Two-digit birth year City re-cased Whitespace trimmed Placeholder values cleared
ENR-126435	ENR	Lauren Z Kelly	2003-11-07	UHC-96244-64	—	1212 Hillcrest Rd, Chandler, AZ, 85240	0.80	Name re-cased Two-digit birth year Member ID reformatted Whitespace trimmed
ENR-136186	ENR	Lauren Kelley	1974-07-10	UHC-20596-75	8304466423	1269 Maple Ave, Nashville, TN, 37286	0.80	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed
ENR-135269	ENR	Luis Webb	1974-10-15	UHC-24106-21	8685200247	9153 Sunset Blvd, Houston, TX, 77091	0.80	Name re-cased Two-digit birth year Phone reformatted Email lower-cased
ENR-114312	ENR	Ashley F Espinoza	1995-03-07	UHC-29663-82	5978885504	4517 Ocean Ave, Glendale, AZ, 85308	0.80	Name re-cased Two-digit birth year Phone reformatted City re-cased
ENR-108063	ENR	Samantha C White	1988-05-03	UHC-80621-86	5246822916	9300 Ocean Ave, Plano, TX, 75035	0.80	Two-digit birth year Phone reformatted City re-cased Email lower-cased
ENR-127655	ENR	Nancy J Pena	1943-06-05	UHC-30500-96	6518522736	4385 Grand Ave, San Diego, CA, 92108	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
ENR-111425	ENR	Willie Webb	2006-09-24	UHC-15119-47	3536897247	7251 Willow Ct, Miami, FL, 33199	0.80	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed
ENR-121555	ENR	Danielle K Ross	1997-05-10	UHC-36430-99	7348374218	6832 Main St, Austin, TX, 78728	0.80	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed
ENR-141054	ENR	Roger O Stewart	1989-11-20	UHC-61291-66	4998935193	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-106967	ENR	Amy Washington	1963-07-27	—	6532948609	8281 Mountain View Dr, Fresno, CA, 93710	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
ENR-138621	ENR	Scott M Colilns	1983-05-19	—	2825757427	6546 Market St, Las Vegas, NV, 89179	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-114050	ENR	Peter Willis	1946-12-24	UHC-19939-26	4354939382	1547 Camelback Rd, Jacksonville, FL, 32252	0.80	Two-digit birth year Phone reformatted City re-cased Whitespace trimmed
ENR-141191	ENR	Nancy Henderson	1987-10-03	UHC-72183-57	8905695591	6909 Harbor Blvd, Orlando, FL, 32839	0.80	Name re-cased Two-digit birth year Member ID reformatted Email lower-cased
ENR-109817	ENR	Doris Murphy	1953-03-22	UHC-18676-02	7239138186	9130 Lincoln Way, Tampa, FL, 33687	0.80	Two-digit birth year Phone reformatted City re-cased Placeholder values cleared
ENR-123470	ENR	Jeffrey U Lee	1941-04-28	UHC-70346-40	2108602156	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-106719	ENR	Nathan Soto	1986-07-23	UHC-40896-79	9352871629	1702 Jefferson Ave, Eden Prairie, MN, 55366	0.80	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed
ENR-123476	ENR	Helen Chavez	2000-04-08	UHC-96490-92	4245898774	5914 Canyon Rd, Mesa, AZ, 85239	0.80	Name re-cased Two-digit birth year Phone reformatted City re-cased
ENR-106515	ENR	Carlos Books	1950-05-09	UHC-18678-37	8319324549	3873 Broadway, Columbus, OH, 43255	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-132825	ENR	Mateo V Dean	2000-12-27	UHC-92928-49	9219120581	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-132824	ENR	Mateo V Dean	2000-12-27	UHC-92928-49	9219120581	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-136878	ENR	Ruth Meyer	2004-06-19	UHC-88349-27	8647358107	8704 Central Ave, Glendale, AZ, 85341	0.80	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed
ENR-136998	ENR	Russell B Fowler	1968-06-10	UHC-69971-22	7237017922	8038 Elm St, Sacramento, CA, 95898	0.80	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed
ENR-117247	ENR	Bryan Freeman	1940-09-08	UHC-23532-29	7209106576	3063 Church St, Charlotte, NC, 28269	0.80	Two-digit birth year Phone reformatted Email lower-cased Whitespace trimmed
ENR-102439	ENR	Jordan Luis	1949-08-24	UHC-26210-50	7809199711	1744 Church St, Houston, TX, 77007	0.80	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed
ENR-114668	ENR	Kenneth Fuller	1968-10-21	UHC-48254-48	5127562363	7076 Lake View Rd, Seattle, WA, 98176	0.80	Two-digit birth year Phone reformatted City re-cased Whitespace trimmed
ENR-122976	ENR	Aaron Schultz	1961-05-02	UHC-48103-97	8522367303	2191 Oak St, Columbus, OH, 43223	0.80	Two-digit birth year City re-cased Email lower-cased Plan code upper-cased
ENR-125209	ENR	Logan G Ward	1949-05-04	UHC-80647-46	5576821154	2233 Cedar Ln, Plano, TX, 75051	0.80	Two-digit birth year Phone reformatted Email lower-cased Whitespace trimmed
ENR-127062	ENR	Brittany Morris	1994-01-22	UHC-37042-37	—	4019 Palm Dr, Charlotte, NC, 28235	0.80	Name re-cased Two-digit birth year City re-cased Whitespace trimmed
ENR-117030	ENR	Scott U Jordan	1965-02-17	UHC-14875-55	5357579210	2014 Pine Dr, Miami, FL, 33190	0.80	Two-digit birth year Phone reformatted City re-cased Whitespace trimmed

2,874 rows, page 50 of 58Previous Next