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-123465	ENR	Walter Simpson	1969-08-24	UHC-67262-83	—	1892 Pine Dr, Tempe, AZ, 85267	0.66	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-104978	ENR	Megan Fields	1972-03-26	UHC-47863-82	4396455390	3135 Mesa Dr, San Antonio, TX	0.66	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-107677	ENR	Shirley Holmes	1961-04-17	UHC-39460-01	4462889768	8316 Ocean Ave, Phoenix, AZ, 85014	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-122547	ENR	Benjamin Lee	1957-04-22	UHC-90262-12	9726391636	7616 Lake View Rd, Plano, TX, 75006	0.66	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+1 more
ENR-123911	ENR	William C Weaver	—	UHC-86260-13	6229826713	2512 Church St, Houston, TX, 77015	0.66	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+1 more
ENR-102090	ENR	Harold McDonald	1956-04-20	UHC-21719-89	—	8381 Desert Sky Blvd, Orlando, FL, 32829	0.66	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-119713	ENR	Henry L Gray	1948-10-20	UHC-50017-78	6699985638	9612 Jefferson Ave, Charlotte, NC, 28254	0.66	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-411131	CLM	Lisa Black	1961-12-27	UHC-50463-40	—	5705 Lincoln Way, Austin, TX, 78753	0.66	Date of birth reformatted Member ID reformatted SSN last four extracted State name converted to code+1 more
ENR-127379	ENR	Michelle O Hernandez	1988-05-09	UHC-86967-79	3119270414	8997 Main St, Tempe, AZ, 85291	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-419296	CLM	Isabella H Walsh	1979-06-04	UHC-12076-16	—	8165 Camelback Rd, Orlando, FL, 32827	0.66	Two-digit birth year Member ID reformatted City re-cased ZIP+4 trimmed+1 more
ENR-103281	ENR	Yukki Woods	2004-07-15	UHC-67985-55	9675191979	4369 Highland Ave, Sacramento, CA, 95814	0.66	Member ID reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-113775	ENR	Joyce Nunez	1996-12-11	UHC-97671-06	7512565227	3734 Palm Dr, Fresno, CA	0.66	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-139638	ENR	Larry Moreno	1959-04-27	UHC-74516-27	3194491091	6676 Oak St Apt 5, Tempe, AZ, 85271	0.66	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+1 more
CLM-406200	CLM	Kathryn Sanchez	1955-09-08	UHC-35361-14	2194929641	5727 Indian School Rd, Nashville, TN, 37234	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-425676	CLM	Bryan Ray	1958-11-20	UHC-15231-85	8976852507	—	0.66	Phone reformatted Member ID reformatted SSN last four extracted Gender normalised+1 more
CLM-419961	CLM	Teresa Stephens	1973-08-20	UHC-87322-48	—	604 Maple Ave, Chandler, AZ, 85202	0.66	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-115114	ENR	Fetima Wilson	2001-08-07	UHC-87747-75	—	949 Highland Ave, Denver, CO, 80230	0.66	Date of birth reformatted Member ID reformatted SSN last four extracted State name converted to code+1 more
CLM-415398	CLM	Diana Hughes	1975-03-01	UHC-99954-49	—	8291 Palm Dr Apt 3, Dallas, TX, 75254	0.66	Two-digit birth year Member ID reformatted Unit split from street Whitespace trimmed+1 more
TPA-63893	TPA	Isabella Sims	1954-11-28	UHC-25234-77	2386406617	6026 Baseline Rd, Dallas, TX, 75260	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-403282	CLM	Judith Gilbert	1955-10-23	UHC-52805-66	7376544676	—	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+1 more
CLM-426099	CLM	Grace Contreras	1974-01-01	UHC-41914-44	—	3704 Elm St, Orlando, FL, 32887	0.66	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-114203	ENR	Ashley W Gibson	2005-08-12	UHC-63272-10	7703697222	8818 Maple Ave, Phoenix, AZ, 85045	0.66	Member ID reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-403131	CLM	AishaJunk	1945-08-08	UHC-81067-89	—	593 Harbor Blvd, Nashville, TN, 37245	0.66	Date of birth reformatted Member ID reformatted State name converted to code Placeholder values cleared+1 more
CLM-429744	CLM	Tyler Munoz	1972-05-15	UHC-99999-10	—	3918 Indian School Rd, Los Angeles, CA, 90031	0.66	Date of birth reformatted Member ID reformatted State name converted to code Gender normalised+1 more
ENR-105912	ENR	Jackson Mateo	2000-08-08	UHC-92354-30	6886205789	912 Forest Ave, Tucson, AZ, 85718	0.66	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-101469	ENR	Kayla N Mejia	2003-09-22	UHC-37503-44	6004668179	6725 Baseline Rd, Seattle, WA, 98160	0.66	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-128650	ENR	Betty Morales	1968-05-13	UHC-75997-35	4278558517	532 Palm Dr, Sacramento, CA, 95834	0.66	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-409225	CLM	Valentina Moore	1979-09-23	UHC-89782-29	—	6292 Meadow Ln, Austin, TX, 78711	0.66	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-137289	ENR	Virginia Gomez	1957-01-24	UHC-84755-23	4545314095	3735 Pine Dr, Orlando, FL, 32841	0.66	Member ID reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-411297	CLM	Santiago Gray	1979-02-26	UHC-93351-32	—	4158 Spring St, Dallas, TX, 75241	0.66	Two-digit birth year Member ID reformatted City re-cased Gender normalised+1 more
ENR-105543	ENR	Anthony Burton	1974-03-27	UHC-92184-55	—	7992 Valley View Dr, Nashville, TN, 37244	0.66	Name re-cased Phone missing area code Member ID reformatted State name converted to code+1 more
ENR-103273	ENR	Aaron Young	1953-07-02	UHC-06765-07	3205095305	3196 Valley View Dr, San Antonio, TX, 78233	0.66	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-127611	ENR	Megn V Vazquez	1977-08-06	UHC-72536-81	7152641709	2485 Spring St, Los Angeles, CA, 90048	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-401475	CLM	Fatima Stevens	1979-04-05	UHC-61847-88	—	715 Spring St, Scottsdale, AZ, 85250	0.66	Member ID reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-126809	ENR	Helen V Burns	1966-12-09	UHC-74702-21	3623700721	7004 Lincoln Way, Minneapolis, MN, 55442	0.66	Date of birth reformatted Phone reformatted Member ID reformatted ZIP+4 trimmed+1 more
ENR-138414	ENR	Joyce I Howard	1969-01-06	UHC-64162-90	7123839741	9252 Lake View Rd # 798, Houston, TX, 77044	0.66	Name re-cased Phone reformatted Member ID reformatted Unit split from street+1 more
CLM-405243	CLM	Kathleen Berry	1975-09-17	UHC-51781-32	—	—	0.66	Name split from “Last, First”Member ID reformatted Gender normalised Whitespace trimmed+1 more
ENR-113879	ENR	Bobby O Ross	1967-11-13	UHC-01407-06	2136622926	7493 Grand Ave, Scottsdale, AZ, 85216	0.66	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Member ID reformatted+1 more
ENR-106835	ENR	Scott U Gomez	1994-12-27	UHC-06958-42	3048528575	4489 Union St, Las Vegas, NV, 89155	0.66	Name re-cased Member ID reformatted State name converted to code ZIP+4 trimmed+1 more
PRV-25761	PRV	Yuki Valdez	1943-08-07	UHC-47279-52	3586907058	—	0.66	Two-digit birth year Phone reformatted Member ID reformatted Gender normalised+1 more
ENR-123146	ENR	Joyce Jenkins	1994-12-27	UHC-89318-82	4985396573	5673 Lincoln Way, Charlotte, NC, 28235	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+1 more
ENR-124160	ENR	Laura Graham	1959-12-13	UHC-49099-47	—	8342 Apache Blvd, San Diego, CA, 92113	0.66	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-419885	CLM	Sara Schultz	1949-10-05	UHC-16036-07	—	7856 Union St # 583, Atlanta, GA, 30347	0.66	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-109256	ENR	Vincent G Wattkins	2000-11-26	UHC-63848-42	8622293344	1161 Grand Ave, Fresno, CA, 93729	0.66	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-413962	CLM	Gerald Hudson	—	UHC-90982-29	—	522 Church St, Houston, TX, 77012	0.66	Date of birth unreadable Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-414373	CLM	Kimberly H George	—	UHC-06108-11	3043669565	—	0.66	Name split from “Last, First”Date of birth missing Phone reformatted Member ID reformatted+1 more
ENR-132046	ENR	Harold I Mendez	1944-03-10	UHC-28490-47	2402666196	3443 Union St, Atlanta, GA, 30305	0.66	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+1 more
CLM-403509	CLM	Kevin Espinnoza	1957-12-15	UHC-95455-88	—	5811 Union St, Denver, CO, 80216	0.66	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-103607	ENR	Kimberly R Rios	1997-05-23	UHC-56451-68	7324171211	5559 Harbor Blvd, Mesa, AZ, 85241	0.66	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-109540	ENR	Paul B Foster	1983-02-05	UHC-62285-69	8163103032	4047 Washington St, San Antonio, TX, 78240	0.66	Date of birth reformatted Member ID reformatted SSN last four extracted Street suffix standardised+1 more

7,723 rows, page 59 of 155Previous Next