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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-138684	ENR	Stephen Z King	1969-01-20	UHC-15796-58	2199779871	5493 Meadow Ln, Los Angeles, CA, 90019	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-104903	ENR	Mariana G Bradley	1960-08-08	UHC-30373-48	7159317768	3194 Sunset Blvd, Seattle, WA, 98156	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-121301	ENR	Sara J Brooks	2002-04-04	UHC-07873-18	3773302252	9616 Camelback Rd, Sacramento, CA, 95805	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-135648	ENR	Isabella Shaw	1941-12-25	UHC-39807-38	2362759428	9248 Park Pl, Las Vegas, NV, 89139	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-119098	ENR	Arjun Chavez	1942-10-20	UHC-38523-83	9636803346	7988 Jefferson Ave, Glendale, AZ, 85344	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-141778	ENR	Judy Patterson	1973-05-24	UHC-36614-66	6127024234	1625 Market St, Charlotte, NC, 28229	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-106235	ENR	Edward B Bowman	1984-12-22	UHC-20406-75	—	402 Oak St, Fresno, CA, 93769	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-104270	ENR	Jake D Larson	1956-04-26	UHC-52805-48	4215827082	4106 Palm Dr Apt 32, Tampa, FL, 33608	0.66	Phone reformatted Unit split from street City re-cased Gender normalised+1 more
ENR-126410	ENR	Isabella A Wallake	1955-09-12	UHC-49350-55	4754751113	6211 Jefferson Ave, Miami, FL, 33141	0.66	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+1 more
ENR-140115	ENR	Charlotte R Weaver	2007-02-20	UHC-70688-70	6557408206	3272 Market St, Minneapolis, MN, 55481	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-139815	ENR	Billy D Owens	1961-11-09	UHC-98562-61	3963899560	235 Ridge Rd, Eden Prairie, MN, 55369	0.66	Date of birth reformatted SSN last four extracted Gender normalised Whitespace trimmed+1 more
ENR-128779	ENR	Lauren J Willis	1984-12-18	UHC-41715-68	8298238232	9796 Park Pl, Glendale, AZ, 85338	0.66	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+1 more
ENR-128780	ENR	Lauren J Willis	1984-12-18	UHC-41715-68	8298238232	9796 Park Pl, Glendale, AZ, 85338	0.66	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+1 more
ENR-100844	ENR	Lauren N Spencer	1956-03-13	UHC-15892-51	2393257247	9516 Valley View Dr, Mesa, AZ, 85280	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+1 more
ENR-118315	ENR	Peter G Carr	1986-07-21	UHC-05640-19	6907018705	9746 Lake View Rd, Atlanta, GA, 30351	0.66	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+1 more
ENR-104189	ENR	Gabriel Welch	1959-07-06	UHC-11795-17	4316963094	9743 River Rd, Charlotte, NC, 28272	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-135452	ENR	Grace Kelly	2002-08-01	UHC-84253-82	—	5491 Lake View Rd, Nashville, TN, 37271	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-124533	ENR	Luis Johnston	2006-07-26	UHC-43002-68	5328839680	273 Elm St, Atlanta, GA	0.66	Name re-cased Phone reformatted ZIP missing Gender normalised+1 more
ENR-118852	ENR	Angela E Woods	1977-08-26	UHC-24555-87	7374163663	3702 Central Ave, Los Angeles, CA, 90047	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-108858	ENR	Robert A Dunn	1969-08-27	UHC-94097-91	3044965421	4219 Indian School Rd, Plano, TX, 75060	0.66	Phone reformatted City re-cased State name converted to code Gender normalised+1 more
ENR-102954	ENR	Michelle D Scott	—	UHC-58609-88	8119769730	1551 Forest Ave, Plano, TX, 75019	0.66	Name re-cased Date of birth unreadable Phone reformatted Gender normalised+1 more
ENR-136840	ENR	Baker Dorothy	1947-11-27	UHC-63667-39	5425975122	8973 Apache Blvd, Minneapolis, MN, 55424	0.66	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-121759	ENR	Priya Ellis	1996-01-11	UHC-47259-09	9194213268	7290 Lake View Rd, Miami, FL, 33131	0.66	Phone reformatted SSN last four extracted Email lower-cased Gender normalised+1 more
ENR-129914	ENR	Juia Wright	1971-03-21	UHC-33450-99	8915466812	9025 Pine Dr, Miami, FL, 33176	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-116689	ENR	Abigail U Alexander	1940-03-04	UHC-74593-20	5822914748	6190 Indian School Rd, Atlanta, GA, 30392	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-105190	ENR	Bruce H Taylor	1984-12-04	UHC-87739-50	8389248535	5977 Harbor Blvd, Plano, TX, 75035	0.66	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-134916	ENR	Donna Myers	1954-01-21	—	9273674387	648 Oak St, Gilbert, AZ, 85215	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-140755	ENR	Coleman Edward	1938-04-08	UHC-02650-81	2126694821	8603 Bayshore Dr, Houston, TX, 77084	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-130227	ENR	Sott W Valdez	1987-05-07	UHC-56029-54	6635332206	5321 Bayshore Dr, San Diego, CA, 92128	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-103403	ENR	Carolyn K Lawson	1945-04-13	UHC-41652-56	8882533046	7320 Elm St, Charlotte, NC, 28255	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-140422	ENR	Gregory Z Romero	1996-10-26	UHC-22569-20	9173497058	8021 Desert Sky Blvd, Gilbert, AZ, 85246	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-110231	ENR	Sophia J Bowman	—	UHC-12484-24	7946108740	6351 Willow Ct, Phoenix, AZ, 85015	0.66	Date of birth missing Phone reformatted Member ID reformatted Gender normalised+1 more
ENR-113154	ENR	Priya Dyxon	1976-03-20	UHC-24326-31	5154865831	2543 Cedar Ln, Tucson, AZ, 85742	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-115625	ENR	Natalie Z Garza	1983-06-04	UHC-86293-53	5126987446	6728 Elm St, Austin, TX, 78794	0.66	Name re-cased Phone reformatted State name converted to code Email lower-cased+1 more
ENR-112245	ENR	Dennis N Foster	1979-11-27	UHC-42225-66	9546230114	7226 Ocean Ave, Jacksonville, FL, 32212	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-125269	ENR	Albert Carr	1966-02-09	UHC-81559-93	8098229173	7101 Park Pl, San Antonio, TX, 78223	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-126791	ENR	Sandra N Reyes	1982-05-09	UHC-36461-68	—	2116 Ocean Ave, Las Vegas, NV, 89111	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-135728	ENR	Charlotte Q Sullivan	1954-08-24	UHC-97098-75	9856593353	1460 Willow Ct, Austin, TX, 78770	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-114821	ENR	Wayne U Torres	1946-12-12	UHC-03891-22	5574831761	7254 Oak St, Austin, TX, 78780	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-108502	ENR	Helen Webb	1971-02-27	UHC-48043-73	2317395609	8349 Broadway, Los Angeles, CA, 90035	0.66	Name re-cased Phone reformatted Address re-cased State name converted to code+1 more
ENR-126593	ENR	Padilla G Andrea	2008-05-07	UHC-09343-48	9182644460	501 Harbor Blvd, Charlotte, NC, 28227	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-127518	ENR	Jess Romero	1959-11-02	UHC-07054-03	6048115514	2273 Lincoln Way, Nashville, TN, 37264	0.66	Name split from “Last, First”Date of birth reformatted Email lower-cased Gender normalised+1 more
ENR-141949	ENR	John T Wood	1978-07-17	UHC-22176-71	6953917643	2517 Park Pl, Mesa, AZ, 85213	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-128713	ENR	Terry H Powell	1971-06-24	UHC-79657-29	2657634139	3918 Maple Ave, Austin, TX, 78731	0.66	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-104593	ENR	Marcus A Nichols	2004-08-26	UHC-44150-48	7788749468	7644 Ridge Rd, Minneapolis, MN, 55461	0.66	Date of birth reformatted ZIP+4 trimmed Email lower-cased Gender normalised+1 more
ENR-142318	ENR	Judy D Chen	1999-11-03	UHC-63983-74	—	6498 Oak St, Mesa, AZ, 85202	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-139162	ENR	Aisha Salazar	1953-11-10	UHC-40656-73	6312307272	2129 Jefferson Ave, Nashville, TN, 37292	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-123083	ENR	Michelle Flores	1961-10-18	UHC-28380-51	3436736007	1904 Highland Ave, Dallas, TX, 75239	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-122409	ENR	Ahmed V Patterson	1977-05-08	UHC-80475-44	8046606262	2061 Broadway, Seattle, WA, 98135	0.66	Two-digit birth year Phone reformatted City re-cased Email lower-cased+1 more
ENR-133597	ENR	Priya A Sims	1966-12-18	UHC-97920-34	8803902513	9306 Jefferson Ave, Austin, TX, 78761	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more

7,326 rows, page 91 of 147Previous Next