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-140662	ENR	Daniel Oliver	1951-10-17	UHC-84619-89	5885867122	2913 Spring St, Phoenix, AZ, 85090	0.82	Phone reformatted City re-cased State name converted to code
ENR-121989	ENR	Terry Bell	1994-02-26	UHC-55981-77	—	4754 Bayshore Dr, Columbus, OH, 43292	0.82	City re-cased State name converted to code Placeholder values cleared
ENR-111895	ENR	Grace Maldonado	1979-06-18	UHC-80617-85	4392760798	5716 Ridge Rd, Tucson, AZ, 85708	0.82	Phone reformatted City re-cased State name converted to code
ENR-100874	ENR	Douglas L Russell	1972-05-10	UHC-97092-57	—	2814 Washington St, Denver, CO, 80237	0.82	Name re-cased State name converted to code Whitespace trimmed
ENR-103749	ENR	Hiroshi B Bowman	1966-01-23	UHC-43711-15	8324153669	5364 Market St, Mesa, AZ, 85286	0.82	Phone reformatted State name converted to code Placeholder values cleared
ENR-119813	ENR	Jeremy P Burns	1979-07-05	UHC-81252-35	5468233950	7411 Grand Ave, Tampa, FL, 33641	0.82	Phone reformatted State name converted to code Whitespace trimmed
ENR-101663	ENR	Joe Reid	1960-07-03	UHC-26803-21	7926307434	8020 Sunset Blvd, Seattle, WA, 98118	0.82	Phone reformatted State name converted to code Whitespace trimmed
ENR-108546	ENR	Jesse U Pierce	1960-02-11	UHC-50645-43	4439093185	8153 Broadway, Las Vegas, NV, 89190	0.84	Phone reformatted State name converted to code
ENR-129263	ENR	William K Hernandez	2001-09-12	UHC-46931-84	5142381081	7899 Cedar Ln, Dallas, TX, 75231	0.84	State name converted to code Whitespace trimmed
ENR-102568	ENR	Charles Alvarado	1982-06-16	UHC-02972-27	9086343767	2654 Cedar Ln, Minneapolis, MN, 55448	0.84	State name converted to code Whitespace trimmed
ENR-109375	ENR	Beverly Bennett	1977-03-21	UHC-04971-47	—	8135 Mountain View Dr, Nashville, TN, 37243	0.84	Date of birth reformatted State name converted to code
ENR-116688	ENR	Sara Wheeler	1989-11-13	UHC-12163-61	6665486492	5897 Baseline Rd, Los Angeles, CA, 90028	0.84	Phone reformatted State name converted to code
ENR-116761	ENR	Wayne Bell	1972-01-26	UHC-89231-52	8789631639	8916 Main St, Houston, TX, 77089	0.84	State name converted to code Whitespace trimmed
ENR-112606	ENR	Jessica Bennett	1991-05-02	UHC-98542-11	—	5439 Camelback Rd, Denver, CO, 80206	0.84	Date of birth reformatted State name converted to code
ENR-125581	ENR	Jason Sanchez	1996-05-28	UHC-27534-79	6178482450	4586 Union St, Dallas, TX, 75221	0.84	Phone reformatted State name converted to code
ENR-141611	ENR	Nathan W Gomez	1963-01-06	UHC-24011-85	—	7774 Broadway, Charlotte, NC, 28237	0.84	State name converted to code Placeholder values cleared
ENR-121323	ENR	Gloria G Miller	1988-09-11	UHC-04119-68	3153675577	7263 Cedar Ln, Columbus, OH, 43288	0.84	State name converted to code Whitespace trimmed
ENR-138484	ENR	Mariana Gomez	1944-08-09	UHC-22781-46	2292872321	4512 Meadow Ln, Jacksonville, FL, 32242	0.84	Date of birth reformatted State name converted to code
ENR-121636	ENR	Donna F Burton	1941-04-09	UHC-76175-26	5646181356	4192 Forest Ave, Tucson, AZ, 85793	0.84	Phone reformatted State name converted to code
ENR-123807	ENR	Lawrence O Roberts	1982-07-10	UHC-89575-55	2407025915	8451 Jefferson Ave, Nashville, TN, 37239	0.84	State name converted to code Whitespace trimmed
ENR-121150	ENR	Jordan V Lee	1969-03-03	UHC-83908-16	4404044747	3342 Grand Ave, Los Angeles, CA, 90009	0.84	Phone reformatted State name converted to code
ENR-142800	ENR	Kenneht Day	2008-07-12	UHC-80408-04	7268510027	8020 Main St, Fresno, CA, 93787	0.84	State name converted to code Placeholder values cleared
ENR-137102	ENR	Eddward Jenkis	1963-01-15	UHC-64529-19	5799065259	7380 Oak St, Sacramento, CA, 95847	0.84	Name re-cased State name converted to code
ENR-125639	ENR	Nathan Day	1973-08-11	UHC-96207-66	9135715049	3247 Maple Ave, Chandler, AZ, 85245	0.84	Date of birth reformatted State name converted to code
ENR-124286	ENR	Kayla Brooks	1954-09-14	UHC-28082-88	5992514981	2690 Oak St, Los Angeles, CA, 90007	0.84	Phone reformatted State name converted to code
ENR-122375	ENR	Dylan Clark	1998-10-11	—	6553692711	3398 Apache Blvd, Eden Prairie, MN, 55367	0.84	Phone reformatted State name converted to code
ENR-114696	ENR	Wei Russell	1960-12-15	UHC-94091-65	2856332761	7732 Highland Ave, San Antonio, TX, 78290	0.84	Phone reformatted State name converted to code
ENR-109718	ENR	Diego Rose	1964-09-02	UHC-50574-79	4114915835	6107 Jefferson Ave, Tucson, AZ, 85795	0.84	State name converted to code Whitespace trimmed
ENR-111383	ENR	Valentina F Mitchell	1995-06-21	UHC-63873-04	7586010060	9613 Lincoln Way, Miami, FL, 33130	0.84	Phone reformatted State name converted to code
ENR-100397	ENR	Lauren Castro	1964-01-22	UHC-22462-88	6675055998	2191 Pine Dr, Sacramento, CA, 95812	0.84	Phone reformatted State name converted to code
ENR-100396	ENR	Lauren Castro	1964-01-22	UHC-22462-88	6675055998	2191 Pine Dr, Sacramento, CA, 95812	0.84	Phone reformatted State name converted to code
ENR-132212	ENR	Lisa Santiago	1960-07-19	UHC-34126-35	3366521773	5504 Main St, Austin, TX, 78774	0.84	Phone reformatted State name converted to code
ENR-119778	ENR	Reymond Padilla	1948-06-08	UHC-70470-12	8847657530	2094 Broadway, Columbus, OH, 43299	0.84	Phone reformatted State name converted to code
ENR-103443	ENR	Juan K Wheeler	1984-09-25	UHC-16090-07	7875147822	1189 Ocean Ave, Scottsdale, AZ, 85274	0.84	Date of birth reformatted State name converted to code
ENR-129451	ENR	Brian A Griffin	1992-12-12	UHC-46829-96	—	5142 Mountain View Dr, Tucson, AZ, 85798	0.84	State name converted to code Placeholder values cleared
ENR-101609	ENR	Aisha T Holmes	2002-05-07	UHC-50329-53	4512548878	6354 Lincoln Way, San Diego, CA, 92129	0.84	State name converted to code Whitespace trimmed
ENR-101867	ENR	Samuel E Hayes	1995-07-12	UHC-36765-49	3629297240	2104 Ocean Ave, Jacksonville, FL, 32245	0.84	Date of birth reformatted State name converted to code
ENR-124930	ENR	Evelyn Fernandez	1971-11-25	UHC-23197-98	9458267722	4248 Valley View Dr, San Antonio, TX, 78244	0.84	Name re-cased State name converted to code
ENR-121815	ENR	Logan Bailey	2001-10-07	UHC-62349-08	2186812804	2684 Grand Ave, Jacksonville, FL, 32209	0.84	Phone reformatted State name converted to code
ENR-121437	ENR	Logan Chapman	1905-12-16	UHC-47300-35	8882039199	3708 Park Pl, Plano, TX, 75051	0.84	Name re-cased State name converted to code
ENR-110192	ENR	Santiago Daniels	1973-12-11	UHC-64305-41	8643262900	7002 Apache Blvd, Nashville, TN, 37249	0.84	Date of birth reformatted State name converted to code
ENR-131973	ENR	Kyle F Dean	1965-08-09	UHC-48145-73	2803642333	7843 Baseline Rd, Fresno, CA, 93766	0.84	Date of birth reformatted State name converted to code
ENR-105079	ENR	Saraah Williams	2001-09-16	UHC-18323-04	6166631163	1699 Market St, Jacksonville, FL, 32282	0.84	Phone reformatted State name converted to code
ENR-122133	ENR	Jeremy I Perez	1951-09-25	—	3987319892	38 Washington St, Denver, CO, 80207	0.84	Phone reformatted State name converted to code
ENR-133366	ENR	Julie Pea	1975-02-28	UHC-11736-49	4366378174	2236 Maple Ave, Fresno, CA, 93702	0.84	State name converted to code Whitespace trimmed
ENR-130581	ENR	Barbara O Patel	1958-02-05	UHC-36010-48	2108121415	6265 Bayshore Dr, Houston, TX, 77093	0.84	State name converted to code Whitespace trimmed
ENR-139382	ENR	Nicholas Simmons	1992-07-13	UHC-41669-47	2019613426	9698 Lincoln Way, Austin, TX, 78715	0.84	Date of birth reformatted State name converted to code
ENR-127975	ENR	Jon M Mason	1979-10-23	UHC-65716-57	7702168246	7737 Desert Sky Blvd, Eden Prairie, MN, 55384	0.84	State name converted to code Whitespace trimmed
ENR-119135	ENR	Jeffrey Z Silva	1991-11-28	UHC-10307-66	—	5130 Elm St, Las Vegas, NV, 89199	0.84	State name converted to code Placeholder values cleared
ENR-124830	ENR	Gerald Matthews	1968-01-12	UHC-73634-13	8065542727	3967 Spring St, Charlotte, NC, 28279	0.84	State name converted to code Whitespace trimmed

4,296 rows, page 85 of 86Previous Next