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 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-116067	ENR	Lauren Carroll	1991-09-19	UHC-97789-40	8028291640	2682 Valley View Dr, San Antonio, TX, 78231	0.78	Name re-cased Phone reformatted State name converted to code Email lower-cased+1 more
ENR-107252	ENR	Mairana Sanders	1991-09-09	UHC-43146-58	8117223521	2727 Willow Ct, Tempe, AZ, 85244	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-410395	CLM	Jeff Contreras	1985-03-18	UHC-49087-19	8444373158	1184 Main St, San Diego, CA, 92196	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
PRV-23013	PRV	Michelle W Cunningham	2007-07-25	UHC-27388-13	8905956307	1038 Main St, Gilbert, AZ, 85250	0.78	Name re-cased Phone reformatted Member ID reformatted State name converted to code+1 more
ENR-112352	ENR	Yuki Soto	1944-05-12	UHC-03062-76	2323039084	1250 Hillcrest Rd, Charlotte, NC, 28205	0.78	Name re-cased Phone reformatted City re-cased State name converted to code+1 more
CLM-424732	CLM	Joe Olson	1951-01-23	—	4554462453	8346 Desert Sky Blvd, San Diego, CA, 92115	0.78	Name re-cased City re-cased State name converted to code Whitespace trimmed+1 more
CLM-424733	CLM	Joe Olson	1951-01-23	—	4554462453	8346 Desert Sky Blvd, San Diego, CA, 92115	0.78	Name re-cased City re-cased State name converted to code Whitespace trimmed+1 more
ENR-128470	ENR	Mei Y Bailey	1988-11-25	UHC-05096-38	8112399240	2507 Broadway, Atlanta, GA, 30339	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-130041	ENR	Bradley X Bryant	1990-12-16	UHC-99924-03	2034211154	3422 Lake View Rd, Atlanta, GA, 30370	0.78	Name re-cased Phone reformatted State name converted to code Email lower-cased+1 more
ENR-120993	ENR	Heather Wong	1955-03-21	UHC-22124-81	9522890815	6965 Lake View Rd, Phoenix, AZ, 85056	0.78	Name re-cased City re-cased State name converted to code Email lower-cased+1 more
CLM-404241	CLM	Martha Romero	1971-12-09	UHC-86120-37	—	4012 Broadway, Sacramento, CA, 95809	0.78	Name re-cased Date of birth reformatted Member ID reformatted State name converted to code+1 more
TPA-52768	TPA	Peggy Hill	1946-11-12	—	2258203107	7893 Lake View Rd, Charlotte, NC, 28278	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
TPA-50920	TPA	Joe Nguyen	1961-12-10	—	—	5618 Hillcrest Rd, Plano, TX, 75046	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
PRV-29505	PRV	Betty Wang	1985-06-11	—	—	8453 Washington St, Minneapolis, MN, 55471	0.78	Name re-cased State name converted to code Email lower-cased Whitespace trimmed+1 more
ENR-133052	ENR	Jacob James	1992-08-23	UHC-95959-82	2063730657	757 Spring St, Seattle, WA, 98199	0.78	Name re-cased Phone reformatted City re-cased State name converted to code+1 more
ENR-133051	ENR	Jacob James	1992-08-23	UHC-95959-82	2063730657	757 Spring St, Seattle, WA, 98199	0.78	Name re-cased Phone reformatted City re-cased State name converted to code+1 more
ENR-140330	ENR	Lauren Peterson	2006-01-26	UHC-33510-48	9587290046	3468 Church St, Fresno, CA, 93784	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-142714	ENR	Ahmed M Adams	1986-11-16	UHC-27067-82	8948315889	670 Meadow Ln, San Antonio, TX, 78269	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
CLM-424615	CLM	Roger Sanchez	1966-03-16	UHC-37942-63	—	7701 Lake View Rd, Columbus, OH, 43295	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
TPA-58235	TPA	Luis Nichols	1972-03-13	UHC-68522-27	2518277999	3220 Apache Blvd, Nashville, TN, 37281	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-414927	CLM	Margaret Turner	1983-02-11	UHC-64447-70	7704076777	4357 Highland Ave, Tucson, AZ, 85797	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-124882	ENR	Valentina N Guzman	1986-08-06	UHC-80745-68	6977995606	2936 Broadway, Miami, FL, 33190	0.78	Name re-cased Phone reformatted State name converted to code Email lower-cased+1 more
ENR-124881	ENR	Valentina N Guzman	1986-08-06	UHC-80745-68	6977995606	2936 Broadway, Miami, FL, 33190	0.78	Name re-cased Phone reformatted State name converted to code Email lower-cased+1 more
ENR-142456	ENR	Jonathan O Schultz	1945-06-08	UHC-44242-21	9373785066	3118 Pine Dr, Charlotte, NC, 28298	0.78	Date of birth reformatted Phone reformatted State name converted to code Plan code upper-cased+1 more
CLM-430225	CLM	Judith Delgado	1972-05-25	UHC-80944-63	—	6836 Camelback Rd, Los Angeles, CA, 90065	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
ENR-124500	ENR	Eddie B Russell	1991-02-21	UHC-31057-94	4029966099	7133 Meadow Ln, Tucson, AZ, 85795	0.78	Phone reformatted State name converted to code Email lower-cased Whitespace trimmed+1 more
CLM-431311	CLM	Arjun D Miller	1981-04-27	UHC-66412-84	—	810 Spring St, Phoenix, AZ, 85040	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
TPA-56749	TPA	Pamela Wilson	1942-07-21	—	9678349119	175 Camelback Rd, San Antonio, TX, 78280	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
CLM-407193	CLM	Gregory Freeman	1995-12-19	UHC-12093-91	7859233068	2761 Forest Ave, Miami, FL, 33177	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-127182	ENR	Bradley Nichols	1972-07-01	UHC-18442-65	3244790028	6869 Spring St, Orlando, FL, 32871	0.78	Name re-cased Date of birth reformatted Member ID reformatted State name converted to code+1 more
CLM-428633	CLM	Christopher Young	1993-07-09	UHC-27607-79	—	1866 Church St, Chandler, AZ, 85269	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
ENR-119653	ENR	Willliam K Warren	1983-04-21	UHC-39909-15	3583706118	7504 Ocean Ave, San Diego, CA, 92151	0.78	Phone reformatted Member ID reformatted State name converted to code Whitespace trimmed+1 more
PRV-20979	PRV	Ryan Patel	2008-04-15	UHC-56279-29	5068686599	2016 Pine Dr, San Antonio, TX, 78270	0.78	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+1 more
TPA-57373	TPA	Charles Watson	1952-06-16	—	7102090425	2196 Spring St, Tempe, AZ, 85221	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-416604	CLM	Amy Hudson	1939-09-27	UHC-71705-45	9684682806	5584 Harbor Blvd, Tucson, AZ, 85715	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-143024	ENR	Juan Morales	1995-06-09	UHC-08643-27	8688334727	8572 Valley View Dr, Gilbert, AZ, 85253	0.78	Name re-cased Phone reformatted Member ID reformatted State name converted to code+1 more
TPA-58744	TPA	Ryan L Castillo	1957-12-14	—	—	4562 Lake View Rd, Tucson, AZ, 85700	0.78	Date of birth reformatted City re-cased State name converted to code Whitespace trimmed+1 more
TPA-58360	TPA	Lawrence Burke	1981-07-17	—	—	6947 Apache Blvd, Mesa, AZ, 85251	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-401910	CLM	Kyle Phillips	1975-06-05	UHC-18502-69	4723023202	8886 Broadway, Dallas, TX, 75204	0.78	Phone reformatted Member ID reformatted State name converted to code Whitespace trimmed+1 more
ENR-132182	ENR	Stephen E Soto	1957-10-24	UHC-38096-98	3472630417	422 Indian School Rd, Austin, TX, 78749	0.78	Name re-cased City re-cased State name converted to code Whitespace trimmed+1 more
ENR-107297	ENR	Wlter M Chavez	1969-02-03	UHC-84604-12	8527157445	4549 Market St, Gilbert, AZ, 85204	0.78	Phone reformatted City re-cased State name converted to code Whitespace trimmed+1 more
TPA-61524	TPA	Adem Vasquez	1973-04-07	—	9417296737	5966 Cedar Ln, Charlotte, NC, 28288	0.78	Name re-cased City re-cased State name converted to code Whitespace trimmed+1 more
ENR-135026	ENR	Gregory Palmer	1975-11-04	UHC-49414-59	—	7816 Apache Blvd, Chandler, AZ, 85209	0.78	Date of birth reformatted Member ID reformatted State name converted to code Whitespace trimmed+1 more
ENR-101921	ENR	Carl McCoy	1959-09-26	UHC-72847-72	9087127881	2179 River Rd, Tucson, AZ, 85762	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-140797	ENR	Madison Johnson	1985-03-26	UHC-26396-77	—	1279 Broadway, Tucson, AZ, 85702	0.78	Name re-cased Member ID reformatted City re-cased State name converted to code+1 more
CLM-416722	CLM	Brittany Flors	1952-04-15	—	—	795 Broadway, Jacksonville, FL, 32204	0.78	Name re-cased Date of birth reformatted Address re-cased State name converted to code+1 more
ENR-115666	ENR	Jose X Johnson	1982-07-10	—	6836489848	791 Maple Ave, Las Vegas, NV, 89182	0.78	Date of birth reformatted City re-cased State name converted to code Plan code upper-cased+1 more
ENR-122349	ENR	Kenneth Henry	2001-05-17	UHC-27427-73	5245542623	4427 Forest Ave, Dallas, TX, 75208	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-402977	CLM	Mason E Santos	1964-03-21	UHC-10432-64	4643040276	8308 Canyon Rd, Glendale, AZ, 85385	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
ENR-127894	ENR	Dylan Scott	1939-01-17	UHC-87615-04	2607352085	4556 Ridge Rd, Miami, FL, 33148	0.78	Date of birth reformatted Phone reformatted State name converted to code Plan code upper-cased+1 more

9,084 rows, page 156 of 182Previous Next