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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-136999	ENR	Abiggail A Scott	1948-11-19	UHC-92310-43	7582685007	6984 Washington St # 551, Tempe, AZ, 85290	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+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-140765	ENR	Emily I Ford	1977-10-26	UHC-15465-68	8507024266	1597 Meadow Ln Apt 18, Chandler, AZ, 85223	0.58	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+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-128894	ENR	Bradley Harvey	1947-11-21	UHC-86488-38	6213587952	6763 Ridge Rd Apt 31, Phoenix, AZ, 85078	0.58	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+5 more
ENR-142677	ENR	Ronald F Hanson	1971-03-24	UHC-39935-64	8814029982	5452 Washington St, Atlanta, GA, 30338	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-102170	ENR	Sara L Greene	—	UHC-69470-56	6993116190	9761 Pine Dr, Glendale, AZ, 85346	0.58	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+5 more
ENR-100166	ENR	Gary Silva	2007-10-17	UHC-76390-23	6926597846	2085 Indian School Rd, Austin, TX, 78770	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-135348	ENR	Justin D Welch	1980-03-05	UHC-40931-89	3755187151	6794 Market St, San Antonio, TX, 78289	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-125067	ENR	Patricia H Allen	2002-08-27	UHC-01447-36	4146459706	2191 Cedar Ln, Charlotte, NC, 28254	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-129162	ENR	Frances Hill	1976-08-28	UHC-89434-26	4633228121	6772 Elm St, Columbus, OH, 43266	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-136571	ENR	Benjamin J Luna	1966-06-07	UHC-82439-48	—	924 Desert Sky Blvd, Nashville, TN, 37249	0.58	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+5 more
ENR-111377	ENR	Helen Padilla	1986-02-06	UHC-77953-98	4198398627	5997 Bayshore Dr, Tempe, AZ, 85285	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-104915	ENR	Tim L Burke	1988-05-14	UHC-40507-82	—	8047 Forest Ave # 660, Tucson, AZ, 85752	0.58	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+5 more
ENR-137080	ENR	Valentina L Lewis	1950-08-06	UHC-99135-96	5756512585	8270 Canyon Rd, Gilbert, AZ	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-108311	ENR	Kayla P Dunn	1977-12-24	UHC-36255-45	8398823725	7551 Indian School Rd, Las Vegas, NV, 89101	0.58	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-101334	ENR	Samantha V Espinoza	1996-10-22	UHC-68935-75	4577853550	8512 Valley View Dr Apt 22, Miami, FL, 33156	0.58	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+5 more
ENR-129749	ENR	Andrew Y Perkins	1986-05-04	UHC-06081-29	2167699829	4389 Washington St, Denver, CO, 80251	0.58	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-111749	ENR	Gerad A Munoz	1949-12-16	UHC-69213-94	4168756784	7824 Indian School Rd # 519, Las Vegas, NV, 89146	0.58	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-117904	ENR	Melissa G Perry	2002-09-27	UHC-68738-18	9134159167	459 Forest Ave # 790, Nashville, TN, 37249	0.58	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-104586	ENR	Carlos Perkins	1961-11-20	UHC-67445-33	4263007803	2484 Maple Ave # 305, Scottsdale, AZ, 85237	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-105630	ENR	Benjamin D Richardson	1958-04-17	—	5606446879	6480 Indian School Rd, Dallas, TX, 75277	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-115180	ENR	Anna O Sandoval	2007-01-17	UHC-10243-87	5456669636	7036 Union St, Miami, FL, 33154	0.58	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-117503	ENR	Jerry Le	1965-05-13	UHC-34296-93	9118037455	2713 Mountain View Dr, Tucson, AZ	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-118272	ENR	Kenneth Gibson	1983-05-01	UHC-37529-99	—	9424 Central Ave # 543, San Antonio, TX, 78266	0.58	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
ENR-118271	ENR	Kenneth Gibson	1983-05-01	UHC-37529-99	—	9424 Central Ave # 543, San Antonio, TX, 78266	0.58	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
ENR-142494	ENR	Deborah Mason	1983-06-05	UHC-01616-25	—	3508 Desert Sky Blvd, Plano, TX, 75081	0.58	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+5 more
ENR-121701	ENR	Christian T Ferguson	1949-08-19	UHC-15332-76	4869583442	7562 Indian School Rd, Fresno, CA, 93733	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-116242	ENR	Andrew Jackson	1945-08-28	UHC-84703-99	—	8760 Harbor Blvd, Nashville, TN, 37216	0.58	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+5 more
ENR-112378	ENR	Carlos F Mendez	1966-01-27	UHC-00585-43	3467332084	9858 Elm St, San Antonio, TX, 78288	0.58	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+5 more
ENR-130621	ENR	Ryan C Bradley	1973-11-17	UHC-79196-69	4826156386	67 Jefferson Ave, Glendale, AZ, 85398	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-124761	ENR	Mei McDonald	1939-01-28	UHC-20880-78	4816081080	7772 Lincoln Way, Houston, TX, 77077	0.58	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-132726	ENR	Alexis M Hughes	2001-06-10	UHC-70657-25	5227601512	1856 Union St, Fresno, CA, 93718	0.58	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-104866	ENR	Ray A Park	1976-12-12	UHC-17523-45	7324001291	8795 Valley View Dr, Jacksonville, FL, 32245	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-126763	ENR	Ethan Washington	1994-11-12	UHC-00595-54	6034861677	1253 Elm St, Tempe, AZ	0.58	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-110832	ENR	Elizabeth Lane	1943-05-04	UHC-54943-98	2445185748	9077 Hillcrest Rd Apt 36, Columbus, OH, 43224	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-140418	ENR	Zachary Q Baker	1952-04-10	UHC-62292-08	9585035297	6675 Camelback Rd, San Antonio, TX	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-126390	ENR	Doris Sims	1942-11-10	UHC-56700-59	8768345172	5650 Valley View Dr, Plano, TX, 75097	0.58	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+5 more
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-124553	ENR	Kelly N Hunt	1985-12-13	UHC-13321-31	5738653865	6920 Willow Ct, Sacramento, CA	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-116629	ENR	Dot D Mendoza	2003-07-02	UHC-99229-94	8487269376	953 Ocean Ave, Miami, FL, 33128	0.58	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-113759	ENR	Marilyn Hill	1991-04-08	UHC-35136-12	2786583127	8995 Desert Sky Blvd, Tucson, AZ, 85792	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-108395	ENR	Linda U Harvey	1965-12-27	UHC-26634-20	4903402913	8129 Central Ave, Denver, CO	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-143000	ENR	Sara Burton	1983-02-21	UHC-08812-59	8886625097	5709 Sage Ct, San Diego, CA, 92157	0.58	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-101584	ENR	Tyler W Berry	1940-09-16	UHC-30421-49	9056104104	8874 Spring St, Orlando, FL, 32810	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-121849	ENR	Kimberly F McDonald	1959-12-14	UHC-49543-48	8215069224	2253 Cedar Ln, San Diego, CA, 92102	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-136139	ENR	Eric L Simons	2006-06-11	—	5133928308	1268 Maple Ave, Tucson, AZ, 85780	0.58	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
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-101717	ENR	Mateo O Weaver	1952-04-01	UHC-06209-31	2534248176	8866 Ocean Ave, San Diego, CA, 92161	0.58	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more

13,989 rows, page 32 of 280Previous Next