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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-109218	ENR	John Palmer	1947-08-26	UHC-65440-68	6617058209	9519 Oak St, Nashville, TN	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
ENR-117872	ENR	Raymond Dean	1972-07-26	UHC-10867-80	3919336546	937 Hillcrest Rd, Glendale, AZ	0.78	Name re-cased Phone reformatted ZIP missing Email lower-cased+1 more
ENR-111195	ENR	Martha N Dean	1983-08-15	UHC-45430-60	9266341985	2239 Washington St, Charlotte, NC	0.78	Name re-cased Phone reformatted City re-cased ZIP missing+1 more
ENR-128110	ENR	Denise Y Arnold	1939-08-26	UHC-66715-60	7235139519	1440 Ridge Rd, Fresno, CA	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
ENR-125128	ENR	Carl Hall	1961-07-07	UHC-05485-85	4027821671	6450 Elm St, Minneapolis, MN	0.78	Date of birth reformatted Phone reformatted City re-cased ZIP missing+1 more
ENR-131678	ENR	Jesse F Gray	1985-11-06	UHC-20658-44	7952941498	1014 Desert Sky Blvd, San Antonio, TX	0.78	Date of birth reformatted Phone reformatted City re-cased ZIP missing+1 more
ENR-113066	ENR	Vincent R Thompson	1948-10-06	UHC-04730-28	6289389939	6202 Indian School Rd, Tempe, AZ	0.78	Member ID reformatted ZIP missing Email lower-cased Whitespace trimmed+1 more
ENR-124848	ENR	Victoria Porter	1939-09-20	UHC-68081-94	4449256654	1342 Grand Ave, Mesa, AZ	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
ENR-100500	ENR	Anna H Stevens	1970-11-09	UHC-64371-85	8123424815	582 Union St, Orlando, FL	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
ENR-123877	ENR	Kathleen Henderson	2007-07-08	UHC-89873-51	3768971198	4752 Maple Ave, Scottsdale, AZ	0.78	Date of birth reformatted Phone reformatted ZIP missing Email lower-cased+1 more
ENR-112611	ENR	Amy G Ford	1983-07-17	UHC-89106-69	3362845635	1552 Lincoln Way, Phoenix, AZ	0.78	Name re-cased Phone reformatted City re-cased ZIP missing+1 more
ENR-105972	ENR	Lawrence Ferguson	1995-02-09	UHC-57584-93	9383243659	8245 Canyon Rd, Dallas, TX	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
ENR-123725	ENR	William Ryan	1991-12-16	—	2524274978	8692 Forest Ave, Nashville, TN	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
ENR-142675	ENR	Jeremy H Vega	1962-11-01	UHC-27116-35	9324962271	7295 Mountain View Dr, Dallas, TX	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
ENR-136939	ENR	Shirley Z Vasquez	1954-09-09	UHC-30097-39	6977038047	4637 Mesa Dr, Plano, TX	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
ENR-115182	ENR	Betty Rose	2004-02-14	UHC-23050-58	8767136718	1454 Grand Ave, Glendale, AZ	0.78	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
ENR-127773	ENR	Gabriel X Catro	1994-09-24	UHC-37400-91	—	9694 Grand Ave, San Diego, CA	0.78	Name re-cased City re-cased ZIP missing Whitespace trimmed+1 more
ENR-121960	ENR	Jerrry Y Montgomery	1973-01-26	UHC-61947-38	—	9637 Valley View Dr, San Diego, CA	0.78	Date of birth reformatted Member ID reformatted ZIP missing Whitespace trimmed+1 more
ENR-137758	ENR	Omar Pena	1945-10-04	UHC-29214-87	5416597849	5332 Church St, Scottsdale, AZ	0.78	Name re-cased Date of birth reformatted City re-cased ZIP missing+1 more
ENR-133114	ENR	Carl Hunter	1998-06-16	UHC-88712-27	8137511527	734 Maple Ave, Columbus, OH	0.78	Phone reformatted Member ID reformatted ZIP missing Email lower-cased+1 more
ENR-124008	ENR	Timothy Castillo	1953-12-13	UHC-54549-14	—	3418 Baseline Rd, Tucson, AZ	0.78	Name re-cased City re-cased ZIP missing Whitespace trimmed+1 more
ENR-111369	ENR	Michael B Lane	1975-02-01	UHC-21979-98	3323077942	3389 Apache Blvd, Orlando, FL	0.78	Name re-cased Phone reformatted Member ID reformatted ZIP missing+1 more
ENR-113040	ENR	Mateo S Simppson	1938-10-27	UHC-06246-32	7148458844	2852 Camelback Rd, Columbus, OH	0.78	Date of birth reformatted ZIP missing Email lower-cased Whitespace trimmed+1 more
ENR-108675	ENR	Joe Stephens	2008-02-05	UHC-85810-37	6195200229	4462 Sunset Blvd, Jacksonville, FL	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
ENR-115463	ENR	Wayne Sandoval	1992-05-26	UHC-21588-13	9013514455	5731 Market St, Seattle, WA	0.78	Name re-cased Phone reformatted State code upper-cased ZIP missing+1 more
ENR-142360	ENR	Betty D Weaer	1973-03-16	UHC-86220-35	7342565787	968 Pine Dr, Miami, FL	0.78	Name re-cased Phone reformatted City re-cased ZIP missing+1 more
ENR-102737	ENR	Noah U Howard	2005-11-15	UHC-76947-59	4859150806	4583 Spring St, Denver, CO	0.78	Date of birth reformatted Phone reformatted State code upper-cased ZIP missing+1 more
ENR-138317	ENR	Eric L Martin	1956-08-28	UHC-27656-65	9554440435	3278 Maple Ave, Dallas, TX	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
ENR-121327	ENR	Justin R Jenkins	1957-12-15	UHC-35967-43	5577874542	9632 Palm Dr, Scottsdale, AZ	0.78	Name re-cased Phone reformatted ZIP missing Email lower-cased+1 more
ENR-133906	ENR	Sarah A Santos	1995-02-15	UHC-17034-92	7609531414	2924 Market St, Scottsdale, AZ	0.78	Name re-cased Phone reformatted ZIP missing Email lower-cased+1 more
ENR-107799	ENR	Julie Peters	1991-03-15	UHC-18844-54	9288657775	7872 Camelback Rd, San Antonio, TX	0.78	Date of birth reformatted Phone reformatted State code upper-cased ZIP missing+1 more
ENR-135208	ENR	Ana Castillo	1940-12-03	UHC-82322-11	5289215072	8287 Church St, Mesa, AZ	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
ENR-105182	ENR	Hannah X Nguyen	1972-05-08	UHC-20168-56	7235525865	8201 Meadow Ln, Dallas, TX	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
ENR-139037	ENR	Kathryn Fields	1981-08-22	UHC-93948-39	8478402736	7747 Park Pl, Plano, TX	0.78	Name re-cased Phone reformatted ZIP missing Email lower-cased+1 more
ENR-105434	ENR	Wayne Luna	1962-06-10	UHC-07761-24	5749302894	9398 Willow Ct, Chandler, AZ	0.78	Name re-cased Date of birth reformatted ZIP missing Plan 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-127097	ENR	Barbara Fiels	2004-03-07	UHC-16430-39	3183196559	5933 Oak St, Glendale, AZ	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
ENR-125113	ENR	Arrjun B Butler	1977-12-11	UHC-43370-30	4777991446	4070 Mountain View Dr, Dallas, TX	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
ENR-114870	ENR	Kathryn G Parker	1945-08-28	UHC-62847-12	2812101713	6159 Broadway, Orlando, FL	0.78	Date of birth reformatted Phone reformatted City re-cased ZIP missing+1 more
ENR-102651	ENR	Kimberly Cunningham	1943-01-17	UHC-50704-33	2817705447	4044 Jefferson Ave, Houston, TX	0.78	Name re-cased Phone reformatted Member ID reformatted City re-cased+1 more
ENR-131948	ENR	Scott U Carroll	1982-11-03	UHC-62971-04	5623364329	2582 Baseline Rd, Houston, TX	0.78	Name re-cased Phone reformatted ZIP missing Email lower-cased+1 more
ENR-133029	ENR	Terry X Butler	1944-04-07	UHC-72146-95	6783996193	4363 Baseline Rd, Orlando, FL	0.78	Name re-cased Phone reformatted Member ID reformatted City re-cased+1 more
ENR-110914	ENR	Matthew I Hamilton	1992-09-05	UHC-62583-91	5527562708	7984 Main St, Columbus, OH	0.78	Name re-cased Date of birth reformatted ZIP missing Plan code upper-cased+1 more
ENR-108487	ENR	Carolyn U Crter	1950-11-24	UHC-48342-14	3942135420	3394 Park Pl, Tampa, FL	0.78	Phone reformatted Member ID reformatted ZIP missing Whitespace trimmed+1 more
ENR-117638	ENR	Janet U Jnoes	1981-06-08	UHC-89184-92	4027332026	6096 Lake View Rd, Austin, TX	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
ENR-105668	ENR	Megan Q Fox	1971-06-23	UHC-06501-28	3982561019	7489 Union St, Glendale, AZ	0.78	Name re-cased Phone reformatted Member ID reformatted ZIP missing+1 more
ENR-111044	ENR	Sofia Warren	1944-03-25	UHC-45832-74	4312860056	2017 Park Pl, Jacksonville, FL	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
ENR-120972	ENR	Russell U Jimenez	1972-08-26	UHC-20971-83	3317140263	8370 Harbor Blvd, Atlanta, GA	0.78	Date of birth reformatted Phone reformatted City re-cased ZIP missing+1 more
ENR-135311	ENR	Diego P Obrien	1972-10-23	UHC-18192-84	9889701161	5933 Camelback Rd, Minneapolis, MN	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
ENR-106652	ENR	Anna Martin	1966-05-02	UHC-56138-06	4813589530	766 Park Pl, Chandler, AZ	0.80	Name re-cased Phone reformatted ZIP missing Placeholder values cleared

3,340 rows, page 59 of 67Previous Next