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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-134053	ENR	Lawrence A Aguilar	2007-10-12	UHC-50675-34	6642726698	1029 Lake View Rd, Fresno, CA, 93764	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-133897	ENR	Kile P Fields	1951-05-23	UHC-45606-15	2297733888	7188 Broadway, Plano, TX, 75098	0.52	Date of birth reformatted SSN last four extracted ZIP+4 trimmed Gender normalised+2 more
ENR-100468	ENR	Philip N Le	1980-02-05	UHC-73994-31	4016238117	6056 Union St, San Diego, CA, 92112	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22159	PRV	Christina Meyer	1958-09-22	UHC-53968-37	7853766672	9661 Maple Ave, Sacramento, CA, 95861	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-113999	ENR	Kenneth Hernandez	1978-11-12	UHC-86070-65	5308997445	4079 Valley View Dr, Glendale, AZ, 85387	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-140323	ENR	Alice T Chapman	1984-10-10	UHC-31500-76	—	101 Palm Dr, Tucson, AZ, 85751	0.52	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-136514	ENR	Mei Watkins	2004-04-13	UHC-66207-15	3914853162	7539 Elm St, San Diego, CA, 92183	0.52	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-61598	TPA	Adam Carlson	1990-04-20	—	—	2767 Lake View Rd, Denver, CO, 80281	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-108958	ENR	Laura Fuller	1966-01-21	UHC-11283-32	9274101292	7731 Central Ave, Dallas, TX	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109274	ENR	Russell A Maria	1960-01-15	UHC-52329-60	3085001221	7975 Spring St, Atlanta, GA, 30340	0.52	Name split from “Last, First”Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
ENR-106186	ENR	Olivia Parker	2005-01-06	UHC-01303-02	5938096749	2862 Sage Ct, Houston, TX, 77017	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431278	CLM	Nicholas Marshall	1955-12-11	UHC-05205-98	6498532301	779 Elm St, Atlanta, GA, 30336	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-142033	ENR	Sara Spencer	1992-08-11	UHC-86653-96	—	4028 Oak St # 476, Nashville, TN, 37290	0.52	Name re-cased Date of birth reformatted Phone missing area code Unit split from street+2 more
ENR-142034	ENR	Sara Spencer	1992-08-11	UHC-86653-96	—	4028 Oak St # 476, Nashville, TN, 37290	0.52	Name re-cased Date of birth reformatted Phone missing area code Unit split from street+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-114270	ENR	Katherine L Bell	1997-07-13	UHC-91757-89	9027914060	8466 Bayshore Dr, Tempe, AZ, 85265	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-106684	ENR	Nathan Jacobs	1946-07-04	UHC-34860-04	9395049935	3405 Pine Dr # 130, Seattle, WA, 98114	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-141322	ENR	Natalie Weaver	1974-07-11	UHC-92525-82	8108554666	2600 Mountain View Dr, Jacksonville, FL, 32215	0.52	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
ENR-107578	ENR	Jennifer I Vasquez	1954-06-14	UHC-71721-93	4419304062	8150 Sunset Blvd, Houston, TX, 77099	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-116018	ENR	Deb N Harper	1973-09-28	UHC-63588-98	—	4799 River Rd, Charlotte, NC, 28291	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-123979	ENR	Russell O Robinson	1960-03-26	UHC-60313-10	—	4046 Lake View Rd, Eden Prairie, MN	0.52	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-124682	ENR	Janice Holmes	1961-11-07	UHC-79640-77	3246797955	8847 Mesa Dr, Tucson, AZ, 85762	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-140482	ENR	Andrea Harrison	1956-06-22	UHC-14709-75	4124554478	1180 Meadow Ln, Phoenix, AZ, 85054	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402992	CLM	Carl Morgan	1992-08-12	UHC-90910-90	2293914072	459 Indian School Rd, Los Angeles, CA	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-109202	ENR	Kathleen Li	1966-09-10	UHC-10889-86	—	3196 Sage Ct, Tampa, FL, 33654	0.52	Date of birth reformatted Phone missing area code SSN last four extracted State name converted to code+2 more
ENR-110961	ENR	Frances O Burns	1977-06-07	UHC-13404-99	3435486143	9458 Pine Dr Apt 23, Glendale, AZ, 85305	0.52	Middle initial moved out of first name Name re-cased Date of birth reformatted Unit split from street+2 more
CLM-412198	CLM	Mark Tran	1961-04-26	—	—	427 Washington St, San Diego, CA, 92164	0.52	Name split from “Last, First”Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
ENR-142437	ENR	Arthur E Guerrero	1959-07-27	UHC-80930-80	9566478487	1737 Highland Ave, Austin, TX	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-59777	TPA	Mark Payne	1972-10-19	—	—	3285 Desert Sky Blvd, Plano, TX, 75087	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-135468	ENR	Paul Brooks	1980-03-07	UHC-19750-77	4933946646	2313 Indian School Rd, Plano, TX, 75003	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111373	ENR	Kayla S Scott	1952-09-07	UHC-27673-03	—	4856 Willow Ct Apt 38, Chandler, AZ, 85256	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-53720	TPA	Cynthia Lewis	1959-05-07	—	—	9721 Apache Blvd, Gilbert, AZ, 85214	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-132457	ENR	Diego Luucas	1978-03-27	UHC-75643-30	6407579479	8646 Washington St, Denver, CO, 80202	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-132359	ENR	Arjun Meyer	2002-05-20	UHC-42340-66	6435950351	5146 Valley View Dr, Mesa, AZ, 85235	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-26904	PRV	Elijah T Henderson	1980-02-17	UHC-24951-39	2205784083	8438 Camelback Rd, Scottsdale, AZ	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+2 more
ENR-117182	ENR	Natalie L Elliott	1978-11-20	UHC-09220-55	6108760923	6038 Desert Sky Blvd # 245, Miami, FL, 33177	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-116437	ENR	Douglas E Simpson	1967-03-11	—	4032137138	7773 Hillcrest Rd Apt 26, Orlando, FL, 32886	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-125840	ENR	Mei Munoz	1964-12-03	UHC-70129-32	7105193798	8580 Lake View Rd Apt 2, Tucson, AZ	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-129786	ENR	Mariana R Little	1994-12-11	UHC-63829-18	3898785026	1124 Ocean Ave, Seattle, WA, 98196	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+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
ENR-104887	ENR	Gloria Fox	1957-08-02	UHC-63442-75	5716247551	1475 Lake View Rd, Sacramento, CA	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-425660	CLM	Arthur Taylor	1957-04-05	UHC-31787-49	9552461881	7573 Baseline Rd, Atlanta, GA, 30373	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-116050	ENR	Laura I Clark	2003-12-25	UHC-21114-84	7105808930	5815 Grand Ave, Fresno, CA, 93710	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137262	ENR	Waltre B Bowman	1971-04-16	UHC-06407-48	8293895963	9491 Apache Blvd, Houston, TX, 77035	0.52	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-28122	PRV	Sarah N Washington	1975-02-02	UHC-90115-28	3136396837	7915 Meadow Ln, Fresno, CA	0.52	Date of birth reformatted State name converted to code ZIP missing Gender normalised+2 more
PRV-25742	PRV	Danielle L Lewis	1943-03-16	—	7279893239	8665 Mountain View Dr # 811, Phoenix, AZ, 85035	0.52	Date of birth reformatted Phone reformatted SSN last four extracted Unit split from street+2 more
TPA-55798	TPA	Roger Gibson	1942-12-06	—	—	2278 Canyon Rd, San Diego, CA, 92154	0.52	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-119147	ENR	Diana Mendez	1997-04-20	UHC-96329-81	—	9376 Pine Dr, Jacksonville, FL, 32260	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-114708	ENR	Beverly L Wilson	1994-07-13	UHC-95133-67	6424395390	554 Pine Dr, Atlanta, GA, 30349	0.52	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+2 more
CLM-406194	CLM	Fatima R Perkins	1992-04-14	UHC-00138-75	6414426679	107 Central Ave, Jacksonville, FL, 32210	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more

32,400 rows, page 50 of 648Previous Next