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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-104682	ENR	Peter I Rose	1939-04-16	UHC-46761-66	7494000201	7632 Maple Ave, Sacramento, CA, 95884	0.78	Name re-cased Phone reformatted Member ID reformatted Gender normalised+1 more
ENR-117909	ENR	Virginia Evans	1957-07-28	UHC-47098-36	—	6614 Elm St, Scottsdale, AZ, 85284	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-406288	CLM	Kayla Franklin	1997-12-15	UHC-54119-79	8419148797	2458 Sunset Blvd, Tucson, AZ, 85779	0.78	Phone reformatted Member ID reformatted Gender normalised Whitespace trimmed+1 more
CLM-406168	CLM	Helen Gray	1978-07-03	UHC-92539-10	—	8725 Church St, Atlanta, GA, 30393	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-130617	ENR	Emily M Snyder	1990-07-08	UHC-62843-17	5299822278	5701 Hillcrest Rd, Seattle, WA, 98150	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-110993	ENR	Jessica Vega	1967-09-05	UHC-52643-31	—	1661 Indian School Rd, Atlanta, GA, 30390	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-117168	ENR	Bobby H Delgado	1940-10-26	UHC-93677-06	5477046486	1156 Ridge Rd, Chandler, AZ, 85211	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-127866	ENR	Martha N Sullivan	2007-02-09	UHC-67909-78	—	4612 Valley View Dr, Denver, CO, 80254	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-127867	ENR	Martha N Sullivan	2007-02-09	UHC-67909-78	—	4612 Valley View Dr, Denver, CO, 80254	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-131574	ENR	Joshua Vasquez	1966-07-05	UHC-78452-70	—	9356 Park Pl, Atlanta, GA, 30380	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-401722	CLM	Juan Mills	1946-12-18	UHC-66910-63	3924026843	4066 Union St, Mesa, AZ, 85231	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-414418	CLM	Theresa Hudson	1960-01-24	UHC-74120-88	2143181438	—	0.78	Name re-cased Member ID reformatted Gender normalised Whitespace trimmed+1 more
TPA-53427	TPA	Ben Webb	1967-03-24	UHC-91181-73	4184709271	9584 Hillcrest Rd, San Diego, CA, 92173	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-127697	ENR	Albert Henry	1940-02-23	UHC-07705-70	5205523888	2195 Mesa Dr, Plano, TX, 75087	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
TPA-64016	TPA	Christian Rivera	1988-10-19	UHC-65906-62	—	1552 Willow Ct, Tucson, AZ, 85785	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-428275	CLM	Pamela Edwards	2002-04-27	UHC-56282-29	7928686247	6075 Meadow Ln, Mesa, AZ, 85215	0.78	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+1 more
CLM-411694	CLM	Santiago Thompson	1966-09-08	UHC-18101-93	—	5453 Valley View Dr, Charlotte, NC, 28226	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-126507	ENR	Diego W Robinson	1964-02-18	UHC-83043-87	6107342887	—	0.78	Two-digit birth year Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-124060	ENR	Tyler R Wng	2006-10-02	UHC-44302-51	5778173676	3487 Broadway, Gilbert, AZ, 85223	0.78	Name re-cased Member ID reformatted State name converted to code Whitespace trimmed+1 more
TPA-60452	TPA	Sarah Boyd	1955-02-23	UHC-43849-79	8093101076	1040 Willow Ct, Glendale, AZ, 85376	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-131327	ENR	Samantha L Rose	1967-01-14	UHC-79680-58	3393553725	3541 Pine Dr, Plano, TX, 75004	0.78	Name re-cased Phone reformatted Member ID reformatted Gender normalised+1 more
PRV-28462	PRV	Ethan Espinoza	1975-12-18	UHC-90568-69	5338046642	4821 Baseline Rd, Glendale, AZ, 85316	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-116594	ENR	Larry K Nguyen	1991-04-28	UHC-46245-28	4618733055	9165 Lake View Rd, Atlanta, GA, 30327	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
PRV-22793	PRV	Andrew Bennett	1959-07-03	UHC-25240-08	3412037316	7099 Cedar Ln, Las Vegas, NV, 89149	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+1 more
CLM-420438	CLM	Ronald Ellis	2007-01-06	UHC-47088-25	7347267534	1443 Apache Blvd, Denver, CO, 80260	0.78	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+1 more
ENR-108394	ENR	Megan Johnson	1993-08-05	UHC-28273-21	9054814724	5288 Apache Blvd, Tucson, AZ, 85700	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-137214	ENR	Stephanie T Espinoza	1942-07-21	UHC-27835-46	3983737624	1618 Washington St, Glendale, AZ, 85353	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-407513	CLM	Roy Palmer	1945-02-26	UHC-28102-09	7777804815	—	0.78	Two-digit birth year Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-409557	CLM	Diana Woods	1989-12-02	UHC-77073-62	6553257920	795 Sage Ct, San Diego, CA, 92137	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-54388	TPA	Christina Howell	1939-09-22	UHC-20356-10	—	6124 Mesa Dr, Tempe, AZ, 85271	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20800	PRV	Kimberly Ryan	—	UHC-73887-22	3252899304	8063 Broadway, Charlotte, NC, 28277	0.78	Name re-cased Date of birth missing Phone reformatted Member ID reformatted+1 more
ENR-107794	ENR	Walter Rivera	1994-12-28	UHC-97624-67	6347227260	2298 Main St, Minneapolis, MN, 55425	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
PRV-27067	PRV	Anthony Carpenter	1959-08-27	UHC-46961-33	8475944106	6235 Mountain View Dr, Orlando, FL, 32828	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-134185	ENR	Michelle N Garcia	1988-09-12	UHC-18365-34	4687111770	637 Pine Dr, Los Angeles, CA, 90002	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-123425	ENR	Karen H Bishop	—	UHC-65250-19	5755403363	1677 Lincoln Way, Atlanta, GA, 30360	0.78	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+1 more
ENR-123576	ENR	Judith H West	1965-07-26	UHC-78083-57	3868128971	9842 Broadway, Gilbert, AZ, 85238	0.78	Phone reformatted Member ID reformatted Address re-cased Gender normalised+1 more
CLM-409934	CLM	Thomas Jensen	1993-10-28	UHC-32487-12	—	2508 Maple Ave, Mesa, AZ, 85243	0.78	Member ID reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-126003	ENR	Emily Wong	—	UHC-28920-93	—	9395 Sage Ct, Tampa, FL, 33628	0.78	Date of birth unreadable Member ID reformatted City re-cased Whitespace trimmed+1 more
ENR-129942	ENR	Betty Gardner	1964-04-20	UHC-30425-67	2823098523	7139 Lake View Rd, Fresno, CA, 93763	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-115888	ENR	Emily Schultz	1940-12-09	UHC-08393-09	9132528725	8124 Park Pl # 190, Denver, CO, 80268	0.78	Phone reformatted Member ID reformatted Unit split from street Email lower-cased+1 more
CLM-410461	CLM	Zachary Green	1978-02-02	UHC-03711-37	—	2091 Willow Ct, San Diego, CA, 92134	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-409100	CLM	Luis Greene	2000-06-15	UHC-14290-02	—	9182 Sage Ct, San Antonio, TX, 78251	0.78	Name split from “Last, First”Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-430476	CLM	Vincent Delgado	1960-02-12	UHC-58815-25	—	—	0.78	Date of birth reformatted Member ID reformatted Gender normalised Whitespace trimmed+1 more
CLM-406547	CLM	Brian Nunez	1966-01-09	UHC-97825-92	—	8089 Sunset Blvd, Las Vegas, NV, 89166	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-430705	CLM	Ahmed A Cooper	1942-03-08	UHC-91936-31	—	8482 Valley View Dr, Los Angeles, CA, 90028	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-135627	ENR	Bryan O Burke	1998-09-15	UHC-45325-26	7426339903	8698 Bayshore Dr, Dallas, TX	0.78	Name re-cased Phone reformatted Member ID reformatted ZIP missing+1 more
ENR-107042	ENR	Jennifer O Berry	1953-05-01	UHC-30911-04	3217403113	6932 Ocean Ave, Chandler, AZ	0.78	Phone reformatted Member ID reformatted City re-cased ZIP missing+1 more
ENR-130272	ENR	Charles Z Nelson	1939-03-01	UHC-63194-22	9185057537	1880 Pine Dr, Eden Prairie, MN, 55394	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-102825	ENR	Alexis W Shaw	2006-03-21	UHC-99178-38	2864031843	7789 Union St, Los Angeles, CA, 90090	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
TPA-50947	TPA	Heather U Valdez	1966-03-06	UHC-93047-86	—	2610 Main St, Tucson, AZ, 85756	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more

7,723 rows, page 96 of 155Previous Next