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 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
PRV-26644	PRV	Sofia Hicks	1952-05-23	UHC-80393-05	—	1685 Church St, Phoenix, AZ, 85060	0.52	Name split from “Last, First”Phone missing area code State code upper-cased ZIP+4 trimmed+2 more
ENR-135676	ENR	Rachel C Flores	2006-02-05	UHC-97143-27	8643566599	5831 Sunset Blvd Apt 39, Plano, TX, 75080	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-117831	ENR	Teresa H Walsh	1949-10-07	UHC-14924-54	8586571916	1450 Meadow Ln, Las Vegas, NV, 89156	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-20601	PRV	Stephanie X Allen	1995-11-20	—	—	8645 Apache Blvd, Tempe, AZ	0.52	Name split from “Last, First”SSN last four extracted State code upper-cased ZIP missing+2 more
ENR-113668	ENR	Brian I Hall	1946-06-06	UHC-70681-11	—	7724 Ridge Rd, Dallas, TX	0.52	Street suffix standardised Address re-cased State code upper-cased ZIP missing+2 more
ENR-137107	ENR	Ana O Adams	1944-07-09	UHC-91260-01	9769096894	9369 Ocean Ave, Phoenix, AZ	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
TPA-57666	TPA	Eric Bailey	1988-04-01	—	—	2012 Mountain View Dr, Atlanta, GA, 30315	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-136192	ENR	Alice U Davis	2002-06-01	UHC-14521-52	—	6411 Desert Sky Blvd, Miami, FL, 33108	0.52	Middle initial moved out of first name Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-25622	PRV	Russell Valedz	1968-04-09	UHC-94337-10	6368216455	1589 Willow Ct, Tampa, FL, 33652	0.52	Two-digit birth year Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-50085	TPA	Sahron Patel	1955-09-08	—	—	400 Washington St, Chandler, AZ, 85207	0.52	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+2 more
ENR-126963	ENR	Abby U Peters	2003-10-20	UHC-38914-38	—	8838 Elm St, Atlanta, GA	0.52	Two-digit birth year State code upper-cased ZIP missing Gender normalised+2 more
ENR-123559	ENR	Tricia V Bradley	2000-08-04	UHC-03687-10	—	5690 Forest Ave Apt 34, Houston, TX, 77023	0.52	Name split from “Last, First”Date of birth reformatted Phone missing area code Unit split from street+2 more
ENR-110658	ENR	Sofia B Rice	2004-01-26	UHC-99088-49	4453882163	3177 Camelback Rd, Los Angeles, CA	0.52	Name split from “Last, First”Phone reformatted SSN last four extracted State code upper-cased+2 more
ENR-104856	ENR	Adam V Snigh	2002-01-12	UHC-60218-20	9593836872	5610 Camelback Rd # 457, Nashville, TN, 37217	0.52	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+8 more
CLM-403966	CLM	Mark Crawford	—	UHC-80518-14	—	9452 Mesa Dr, Eden Prairie, MN, 55398	0.52	Date of birth unreadable Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-133431	ENR	Kelly Wallace	2001-09-05	UHC-98623-51	—	9436 Oak St, Scottsdale, AZ, 85287	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-124136	ENR	Justin Coleman	1971-12-12	UHC-68642-60	5369949753	3927 Valley View Dr, Mesa, AZ, 85279	0.52	Name split from “Last, First”Phone reformatted SSN last four extracted City re-cased+2 more
ENR-113830	ENR	Adam Bailey	2000-08-10	UHC-61330-54	6804042855	6587 Jefferson Ave Apt 5, Scottsdale, AZ, 85222	0.52	Name re-cased Unit split from street City re-cased State code upper-cased+2 more
TPA-61097	TPA	Amber Lawson	1989-08-18	—	—	6226 Indian School Rd, Orlando, FL, 32872	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-59407	TPA	Jeffrey X Prk	1938-06-15	—	—	5894 Pine Dr, Chandler, AZ	0.52	Street suffix standardised Address re-cased State code upper-cased ZIP missing+2 more
PRV-27686	PRV	Douglas R Woods	1940-01-07	—	—	2430 Elm St, Columbus, OH	0.52	Middle initial moved out of first name Phone missing area code State code upper-cased ZIP missing+2 more
CLM-429033	CLM	Isabella McDonald	1965-02-03	UHC-42587-12	—	4192 Willow Ct, Orlando, FL, 32816	0.52	Two-digit birth year Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-140894	ENR	Arjun M West	1942-08-06	UHC-19962-79	5058516365	7968 Main St, Jacksonville, FL	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
TPA-58815	TPA	Jeremy A Roberts	1994-12-02	—	—	9863 Sage Ct, Columbus, OH	0.52	Street suffix standardised Address re-cased State code upper-cased ZIP missing+2 more
CLM-432772	CLM	Dan Webb	—	UHC-96158-05	—	7729 Union St, Atlanta, GA, 30309	0.52	Date of birth unreadable SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-130018	ENR	Santiago Gibson	2000-04-19	UHC-15032-49	4796051313	9582 Willow Ct # 618, Houston, TX, 77050	0.52	Unit split from street Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-116377	ENR	Rebecca Pierce	1997-01-17	UHC-36404-38	—	3492 Forest Ave, Houston, TX, 77034	0.52	Name split from “Last, First”Date of birth reformatted Phone missing area code City re-cased+2 more
ENR-118351	ENR	Frances Kyng	1988-05-04	UHC-31602-81	5065820088	6888 Forest Ave, Tempe, AZ, 85254	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-50049	TPA	Dylan Reed	—	—	—	5538 Park Pl, Gilbert, AZ, 85209	0.52	Date of birth unreadable Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-142137	ENR	Barbara Hernandez	1942-08-22	UHC-51058-65	8998436564	7256 River Rd, Glendale, AZ, 85347	0.52	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-118692	ENR	Adam Green	2003-05-12	UHC-08215-14	—	731 Market St, Austin, TX, 78743	0.52	Name split from “Last, First”Phone missing area code State code upper-cased ZIP+4 trimmed+2 more
TPA-56601	TPA	Laura Watkins	1961-02-15	—	—	2762 Willow Ct, Mesa, AZ, 85231	0.52	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+2 more
ENR-138313	ENR	Marcus Hudson	1977-06-02	UHC-54432-48	7177341686	4570 Oak St, Minneapolis, MN, 55467	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109801	ENR	Tyler C Fernandez	1978-08-14	UHC-64576-92	6672376826	4638 Mountain View Dr, Los Angeles, CA, 90025	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-109506	ENR	Laura B Vasquez	—	UHC-24014-44	5645558912	5673 Harbor Blvd, Glendale, AZ, 85344	0.52	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+2 more
PRV-23348	PRV	Valentina Ortiz	1958-09-28	UHC-23200-97	—	2148 Willow Ct, Columbus, OH	0.52	Name split from “Last, First”State code upper-cased ZIP missing Gender normalised+2 more
PRV-22485	PRV	Janice Diaz	1987-06-13	UHC-88057-73	—	2994 Indian School Rd, Chandler, AZ, 85267	0.52	Name split from “Last, First”Two-digit birth year City re-cased State code upper-cased+2 more
ENR-105513	ENR	Martha Willis	1949-05-10	UHC-02418-70	—	1641 Sage Ct Apt 2, Eden Prairie, MN, 55351	0.52	Phone missing area code Unit split from street State code upper-cased Gender normalised+2 more
ENR-113090	ENR	Jason Cole	2007-07-06	UHC-46743-18	6412113722	1897 Washington St # 701, Phoenix, AZ, 85006	0.54	Two-digit birth year Phone reformatted SSN last four extracted Unit split from street+1 more
TPA-62377	TPA	Drew James	1939-01-24	—	—	7426 Forest Ave, Jacksonville, FL, 32221	0.54	Name split from “Last, First”State code upper-cased ZIP+4 trimmed Gender normalised+1 more
ENR-119999	ENR	Martha L Kim	1972-01-20	UHC-00401-49	—	8400 Broadway, San Diego, CA, 92178	0.54	Phone missing area code SSN last four extracted Address re-cased State code upper-cased+1 more
TPA-52141	TPA	Diana Henry	—	—	—	9167 Camelback Rd, Eden Prairie, MN	0.54	Name split from “Last, First”Date of birth unreadable State code upper-cased ZIP missing+1 more
ENR-131144	ENR	Cynthia B Castro	—	UHC-01960-86	8685755814	4822 Baseline Rd, Denver, CO, 80248	0.54	Name split from “Last, First”Date of birth missing Street suffix standardised Address re-cased+1 more
ENR-106480	ENR	Andrea Berry	1949-10-18	UHC-08295-53	—	5291 Main St Apt 22, Phoenix, AZ, 85010	0.54	Name split from “Last, First”Two-digit birth year Unit split from street State code upper-cased+1 more
CLM-421813	CLM	Camila Lawrence	1967-10-12	—	—	6983 Grand Ave Apt 8, Sacramento, CA	0.54	Unit split from street State code upper-cased ZIP missing Gender normalised+1 more
CLM-422655	CLM	Olivia McCoy	1969-04-26	UHC-44552-76	—	7460 Highland Ave, Minneapolis, MN, 55445	0.54	Name split from “Last, First”Two-digit birth year State code upper-cased Gender normalised+1 more
TPA-58668	TPA	Danielle X Cox	1943-04-12	—	—	5635 Spring St, Sacramento, CA	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-58667	TPA	Danielle X Cox	1943-04-12	—	—	5635 Spring St, Sacramento, CA	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-116253	ENR	Marcus B Cooper	1952-08-23	UHC-91372-60	8107917210	1213 Indian School Rd, Glendale, AZ, 85315	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-406566	CLM	Anthony Rios	1984-09-02	UHC-38512-88	—	5354 Camelback Rd # 268, Gilbert, AZ, 85246	0.54	Unit split from street State code upper-cased ZIP+4 trimmed Gender normalised+1 more

4,010 rows, page 8 of 81Previous Next