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

All sources, flag “State code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-20963	PRV	Grace Bell	1995-11-19	UHC-02851-25	2544018753	6185 River Rd, San Antonio, TX, 78256	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
CLM-427367	CLM	Mary Carroll	2002-08-18	UHC-52050-46	8658569274	2762 Maple Ave, Orlando, FL, 32886	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-52227	TPA	Nathan Jacobs	1946-07-04	—	—	3405 Pine Dr, Seattle, WA, 98114	0.78	Name split from “Last, First”Date of birth reformatted State code upper-cased Whitespace trimmed+1 more
TPA-52226	TPA	Nathan Jacobs	1946-07-04	—	—	3405 Pine Dr, Seattle, WA, 98114	0.78	Name split from “Last, First”Date of birth reformatted State code upper-cased Whitespace trimmed+1 more
CLM-424173	CLM	Gregory Price	1991-07-24	UHC-11694-58	—	3676 Harbor Blvd, Tampa, FL, 33699	0.78	Name re-cased Two-digit birth year State code upper-cased Whitespace trimmed+1 more
CLM-426341	CLM	Bradley Barnes	1967-01-17	UHC-82109-20	9392818172	6202 Meadow Ln, Austin, TX, 78700	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-426340	CLM	Bradley Barnes	1967-01-17	UHC-82109-20	9392818172	6202 Meadow Ln, Austin, TX, 78700	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-406770	CLM	Donald Silva	1991-12-02	UHC-01229-52	5367923622	2275 Park Pl, Houston, TX, 77047	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-139795	ENR	Gabriel Perez	2000-04-15	UHC-84255-03	6403350592	6955 Apache Blvd, Las Vegas, NV, 89178	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-127690	ENR	David G Butler	2004-12-28	UHC-58798-14	—	2061 Lake View Rd, Mesa, AZ, 85277	0.78	Phone missing area code Member ID reformatted City re-cased State code upper-cased+1 more
PRV-25174	PRV	Santiago Romero	1978-11-20	—	8829723793	2666 Forest Ave, Houston, TX, 77076	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-121754	ENR	Cheryl O Patel	1985-05-03	UHC-06119-28	9554898497	4350 Ridge Rd, Tempe, AZ, 85255	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-104801	ENR	Hannah A Little	1979-02-09	UHC-08897-80	2198387355	9146 Lake View Rd, Seattle, WA, 98175	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted State code upper-cased+1 more
TPA-51654	TPA	Christine Rios	1979-12-13	—	—	6172 Cedar Ln, Denver, CO, 80253	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
ENR-100123	ENR	George C Ellis	1976-04-27	—	3345822353	8317 Elm St, Miami, FL, 33181	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-57845	TPA	Walter Chavez	1994-05-07	—	—	7980 Maple Ave, Austin, TX, 78761	0.80	Street suffix standardised Address re-cased State code upper-cased Placeholder values cleared
CLM-402568	CLM	Mateo Jackson	1990-04-07	—	—	3971 Lincoln Way, Las Vegas, NV, 89146	0.80	Date of birth reformatted State code upper-cased Gender normalised Placeholder values cleared
TPA-60364	TPA	Sara Marshall	—	—	—	4451 Pine Dr, Fresno, CA, 93743	0.80	Name re-cased Date of birth unreadable State code upper-cased Placeholder values cleared
ENR-133648	ENR	Mei U Pena	1942-04-22	UHC-45080-77	8919462267	2205 Sunset Blvd, Fresno, CA, 93748	0.80	Date of birth reformatted Phone reformatted State code upper-cased Gender normalised
TPA-54319	TPA	Elijah Hanson	2003-03-04	—	2764045252	119 Indian School Rd, Jacksonville, FL, 32200	0.80	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed
TPA-54320	TPA	Elijah Hanson	2003-03-04	—	2764045252	119 Indian School Rd, Jacksonville, FL, 32200	0.80	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed
ENR-119612	ENR	Martha I Adams	1977-07-25	UHC-38235-05	9293218925	8771 Maple Ave, Plano, TX, 75020	0.80	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed
CLM-401720	CLM	Patricia Price	1985-05-18	UHC-93968-03	—	8942 Apache Blvd, Phoenix, AZ, 85097	0.80	State code upper-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-116862	ENR	Theresa L Campbell	1986-01-26	UHC-79866-53	9669668695	7253 Ocean Ave, Seattle, WA, 98195	0.80	Phone reformatted Street suffix standardised Address re-cased State code upper-cased
TPA-55786	TPA	Samuel Lynch	1981-12-12	—	—	689 Market St, Plano, TX, 75095	0.80	Street suffix standardised Address re-cased State code upper-cased Placeholder values cleared
CLM-415162	CLM	Carol Pena	1995-03-26	UHC-31476-15	—	2755 Palm Dr, Jacksonville, FL, 32245	0.80	Street suffix standardised Address re-cased State code upper-cased Placeholder values cleared
CLM-404216	CLM	Philip Bell	1989-06-25	—	8403121915	2564 Palm Dr, Fresno, CA, 93722	0.80	State code upper-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-400202	CLM	Isabella Fernandez	1959-07-24	—	2749908588	9875 Forest Ave, Eden Prairie, MN, 55304	0.80	Name split from “Last, First”State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-427724	CLM	Mark Reid	2001-09-25	UHC-02756-65	—	4841 Union St, Eden Prairie, MN, 55317	0.80	Name split from “Last, First”Date of birth reformatted State code upper-cased Placeholder values cleared
ENR-123181	ENR	Nicole Butler	1997-01-10	UHC-48354-10	—	6720 Bayshore Dr, Eden Prairie, MN, 55316	0.80	Date of birth reformatted Phone missing area code State code upper-cased Placeholder values cleared
CLM-424548	CLM	William Allen	2006-07-18	UHC-31377-42	—	9630 Mountain View Dr, Miami, FL, 33163	0.80	SSN last four extracted State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-124302	ENR	Kevin Munoz	2004-07-14	UHC-54549-85	9179306249	2320 Pine Dr # 359, Sacramento, CA, 95815	0.80	Phone reformatted Unit split from street State code upper-cased Whitespace trimmed
ENR-117992	ENR	Bradley U Fowlr	1996-12-25	UHC-39855-06	—	9853 Lake View Rd, Gilbert, AZ	0.80	Name re-cased State code upper-cased ZIP missing Placeholder values cleared
ENR-118601	ENR	Randy B Thompson	1990-06-08	UHC-77740-15	5409212139	3423 Maple Ave, San Diego, CA, 92127	0.80	Name re-cased Phone reformatted State code upper-cased Gender normalised
ENR-114833	ENR	Alexis D West	1988-07-16	UHC-45209-44	5456237135	3085 Ridge Rd, Los Angeles, CA, 90031	0.80	Phone reformatted Street suffix standardised Address re-cased State code upper-cased
ENR-130224	ENR	Peter I Phillips	1986-09-20	UHC-99427-19	9794996306	1578 Oak St, Plano, TX, 75048	0.80	Phone reformatted Street suffix standardised Address re-cased State code upper-cased
ENR-110372	ENR	Jose S Owens	1962-08-22	UHC-07892-04	—	8716 Camelback Rd, Dallas, TX, 75235	0.80	Phone missing area code State code upper-cased Whitespace trimmed Placeholder values cleared
TPA-56955	TPA	Amber Jones	1998-10-18	UHC-67006-65	—	8598 Sage Ct, Nashville, TN, 37223	0.80	Street suffix standardised Address re-cased State code upper-cased Placeholder values cleared
CLM-406512	CLM	Laura Hall	1965-01-26	UHC-14143-76	—	8930 Broadway, San Diego, CA, 92142	0.80	City re-cased State code upper-cased Gender normalised Placeholder values cleared
PRV-24829	PRV	Hannah Porter	2007-10-26	UHC-06283-41	6189332176	2195 Mesa Dr, Eden Prairie, MN	0.80	State code upper-cased ZIP missing Whitespace trimmed Placeholder values cleared
PRV-24844	PRV	Arthur Wagner	1954-06-18	UHC-89496-41	5802720480	6277 Spring St, Tempe, AZ, 85224	0.80	Two-digit birth year Phone reformatted State code upper-cased Placeholder values cleared
ENR-135031	ENR	Adam C Brooks	1975-03-10	UHC-10931-33	7573029551	3958 River Rd, Las Vegas, NV, 89102	0.80	Phone reformatted Street suffix standardised Address re-cased State code upper-cased
ENR-116628	ENR	Eugene Martin	1959-08-03	UHC-81837-40	9015821768	7056 Oak St, Dallas, TX	0.80	Date of birth reformatted Phone reformatted State code upper-cased ZIP missing
ENR-123403	ENR	Walter Chavez	1994-05-07	UHC-49446-32	3416809590	7980 Maple Ave Apt 22, Austin, TX, 78761	0.80	Unit split from street State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-123402	ENR	Walter Chavez	1994-05-07	UHC-49446-32	3416809590	7980 Maple Ave Apt 22, Austin, TX, 78761	0.80	Unit split from street State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-115557	ENR	Edward McDonaald	1977-01-23	UHC-73216-61	7214435202	9633 Cedar Ln, Scottsdale, AZ, 85251	0.80	Name split from “Last, First”Date of birth reformatted State code upper-cased Placeholder values cleared
CLM-414560	CLM	Jessica Walsh	1995-02-19	—	—	754 Harbor Blvd, Jacksonville, FL, 32290	0.80	Name re-cased State code upper-cased Gender normalised Placeholder values cleared
CLM-418361	CLM	Kyle Padilla	1983-10-02	UHC-83600-99	9539413714	9353 Valley View Dr, San Antonio, TX, 78227	0.80	Phone reformatted Member ID reformatted State code upper-cased Gender normalised
ENR-124579	ENR	Rachel Hamilton	1990-04-18	UHC-29299-22	8043270091	3369 Harbor Blvd, Nashville, TN, 37249	0.80	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed
TPA-57124	TPA	Keith Henry	1976-10-20	—	—	1963 Canyon Rd, Glendale, AZ	0.80	Name re-cased State code upper-cased ZIP missing Placeholder values cleared

4,010 rows, page 60 of 81Previous Next