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 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
ENR-128809	ENR	Priya Ortiz	1943-10-11	UHC-82529-11	6228358243	9244 Mesa Dr, Phoenix, AZ, 85012	0.78	Phone reformatted SSN last four extracted State code upper-cased Email lower-cased+1 more
ENR-127057	ENR	Priya Wagner	1987-09-09	—	4838925505	4010 Park Pl, Scottsdale, AZ, 85240	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
ENR-124443	ENR	Susan Z Alvarez	1965-11-01	UHC-58484-22	8814367108	8399 River Rd, San Diego, CA, 92108	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-124444	ENR	Susan Z Alvarez	1965-11-01	UHC-58484-22	8814367108	8399 River Rd, San Diego, CA, 92108	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-133694	ENR	Robert Brooks	1940-10-26	UHC-17255-13	4639481486	6515 Baseline Rd, Denver, CO, 80209	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-109451	ENR	Christian L Marshall	1985-09-21	UHC-85149-33	7739505622	7614 Highland Ave, Gilbert, AZ, 85218	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-122739	ENR	Noah U Pryce	1969-11-08	UHC-27165-52	5552532220	4559 Market St, Plano, TX, 75026	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-104315	ENR	Don W Cole	1957-02-18	UHC-55288-55	5568110237	7977 Grand Ave, Nashville, TN, 37251	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-127553	ENR	Mariana E Montggomery	1998-05-26	UHC-54015-86	8128725036	5809 Baseline Rd, Fresno, CA, 93715	0.78	Date of birth reformatted Phone reformatted State code upper-cased Gender normalised+1 more
ENR-103690	ENR	Emily V Long	1966-10-03	UHC-52182-81	6226019706	9499 Bayshore Dr, Orlando, FL, 32815	0.78	Name re-cased Two-digit birth year Phone reformatted State code upper-cased+1 more
ENR-113726	ENR	Jonathan Richardson	1998-12-11	UHC-23934-26	4856597008	7951 Cedar Ln, Phoenix, AZ, 85099	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-104006	ENR	Nicholas U Mendez	1969-01-24	UHC-40687-45	7535507689	1628 Ocean Ave, Columbus, OH	0.78	Date of birth reformatted Phone reformatted State code upper-cased ZIP missing+1 more
ENR-119417	ENR	Sofia Clark	1987-06-19	UHC-19964-84	3607268580	6761 Forest Ave, Gilbert, AZ, 85262	0.78	Two-digit birth year Phone reformatted City re-cased State code upper-cased+1 more
ENR-112680	ENR	Edward H Matthews	1984-03-21	UHC-66081-91	6466416764	7826 Willow Ct, Eden Prairie, MN, 55359	0.78	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-137828	ENR	Nancy Soto	1966-07-02	UHC-62466-60	6713732691	4811 Washington St, Nashville, TN, 37257	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-117413	ENR	Katherine Y Gomez	2007-07-28	UHC-97917-42	7553635923	2883 Hillcrest Rd, Jacksonville, FL, 32213	0.78	Date of birth reformatted Phone reformatted State code upper-cased Gender normalised+1 more
ENR-138207	ENR	Fatima Z Payne	1984-11-02	UHC-28122-89	—	5792 Forest Ave, Charlotte, NC, 28231	0.78	Street suffix standardised Address re-cased State code upper-cased Email lower-cased+1 more
ENR-103554	ENR	Alexis Alvarado	2002-07-18	UHC-08236-43	6908443487	7620 Harbor Blvd, Columbus, OH, 43299	0.78	Phone reformatted Member ID reformatted City re-cased State code upper-cased+1 more
ENR-107836	ENR	Carol Marshall	1976-10-16	UHC-49170-62	—	4091 Cedar Ln, Fresno, CA, 93717	0.78	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-111360	ENR	Alice Ellis	1994-07-19	UHC-58431-90	—	7963 Park Pl, Charlotte, NC, 28299	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
ENR-100871	ENR	William Spencer	2003-07-20	UHC-77918-24	7996100622	6014 Baseline Rd, Sacramento, CA, 95821	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-130825	ENR	Denise R Hamilton	1951-07-06	UHC-95624-93	6146793769	2680 Harbor Blvd, Miami, FL, 33179	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-124455	ENR	Willie Y Millre	—	UHC-30726-46	—	1508 Canyon Rd, Atlanta, GA, 30394	0.78	Name re-cased Date of birth unreadable State code upper-cased Whitespace trimmed+1 more
ENR-137216	ENR	Janice Booyd	1986-03-13	UHC-53637-77	8423641672	5951 Valley View Dr, Denver, CO, 80201	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-142481	ENR	Jack D Guerrero	2003-12-10	UHC-81366-45	4573963695	9852 Jefferson Ave, Charlotte, NC, 28207	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-103231	ENR	Douglas Morgan	1974-01-02	UHC-20227-50	7783900003	4328 Grand Ave, Chandler, AZ, 85207	0.78	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+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-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
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
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
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
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
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
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
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
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
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
ENR-123143	ENR	Nathan O West	1965-08-26	UHC-01348-64	8509631061	5136 Baseline Rd, Columbus, OH, 43228	0.80	Phone reformatted Street suffix standardised Address re-cased State code upper-cased
ENR-109846	ENR	Juudy R Rose	1991-12-22	UHC-66936-96	4538850988	2851 Sunset Blvd, Minneapolis, MN, 55417	0.80	Phone reformatted Street suffix standardised Address re-cased State code upper-cased

1,918 rows, page 28 of 39Previous Next