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-138670	ENR	Larry Y Morgan	1971-01-28	UHC-96302-08	8255940810	6143 Oak St, Tucson, AZ	0.48	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-138459	ENR	Lori Garza	2005-10-18	UHC-40978-84	4384821898	661 Baseline Rd, Miami, FL	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-416269	CLM	Maria E Chen	2006-10-09	UHC-06607-37	—	5649 Elm St, Eden Prairie, MN, 55345	0.48	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-101485	ENR	Maria Berry	1946-06-20	UHC-38529-44	2722344177	6589 Camelback Rd, Atlanta, GA, 30314	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-24792	PRV	Heather Diaz	1995-09-25	UHC-56593-49	6222569748	247 River Rd, Fresno, CA, 93778	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-402556	CLM	Bryan Carpenter	1953-01-10	UHC-20454-32	2549436670	3793 Harbor Blvd, Los Angeles, CA, 90075	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-62317	TPA	Steven Guerrero	1959-03-02	—	6586229403	7513 Mountain View Dr, Denver, CO, 80281	0.48	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+4 more
CLM-417678	CLM	Janice Marquez	1938-09-08	UHC-17144-80	6509737372	8672 Cedar Ln, Chandler, AZ, 85253	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-62654	TPA	Martha Davis	1983-01-03	—	—	1368 Harbor Blvd, San Antonio, TX, 78271	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-138245	ENR	Sarha D Green	2005-02-06	UHC-82924-01	5572580730	6549 Apache Blvd, Columbus, OH	0.48	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
TPA-60922	TPA	Samantha S Adams	1997-01-12	—	6134712450	6922 Sage Ct, Fresno, CA	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-407539	CLM	Virginia G Yang	1988-08-28	UHC-41415-62	—	200 Jefferson Ave, Mesa, AZ, 85287	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
TPA-52582	TPA	Madison Foster	1955-03-28	—	—	8828 Spring St, Atlanta, GA, 30393	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-408895	CLM	Aisha Robinson	1961-10-19	UHC-79685-78	2073004202	1393 Spring St # 483, San Antonio, TX, 78206	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-104340	ENR	Paul Little	1984-11-06	UHC-44878-82	2127981973	3698 Bayshore Dr, Los Angeles, CA, 90010	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-20841	PRV	Karen White	1986-12-06	UHC-50270-05	9605662901	9809 Ridge Rd, Jacksonville, FL, 32285	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-406213	CLM	Maria E Little	1969-04-02	UHC-16279-83	—	1839 Apache Blvd, Columbus, OH, 43238	0.48	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+4 more
PRV-27937	PRV	Teresa Porter	1948-04-03	—	2783976616	9635 Maple Ave, Eden Prairie, MN	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-108954	ENR	Mark T Johnston	1981-04-13	UHC-91112-59	6915183756	9121 Ridge Rd, Atlanta, GA, 30338	0.48	Middle initial moved out of first name Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-129207	ENR	Luis B Thompson	1969-01-01	UHC-10698-32	6079116912	5642 Indian School Rd, Chandler, AZ, 85262	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-110474	ENR	Noah H Clark	1948-07-26	UHC-89607-22	2773709227	6089 Hillcrest Rd, Seattle, WA, 98121	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-115360	ENR	Arthur L Rice	—	UHC-25386-54	5812371863	4090 Market St, Los Angeles, CA, 90002	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
TPA-57294	TPA	Zachary Baker	1988-07-16	—	—	6101 Desert Sky Blvd, Orlando, FL, 32814	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-59335	TPA	Randy Carlosn	1948-01-28	—	3114600537	9624 Baseline Rd, Dallas, TX, 75207	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-137249	ENR	Ann Bowman	1970-06-15	UHC-58657-88	4508444063	6414 Ridge Rd, Phoenix, AZ, 85023	0.48	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-133359	ENR	Grace Armstrong	—	UHC-66399-35	—	6118 Sage Ct, Scottsdale, AZ, 85288	0.48	Name re-cased Date of birth missing Street suffix standardised Address re-cased+4 more
CLM-432059	CLM	Kevin P Hughes	1944-07-02	UHC-58283-90	—	7328 Bayshore Dr # 332, Glendale, AZ, 85319	0.48	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+4 more
CLM-409856	CLM	Eric Fisher	1942-10-10	UHC-76932-93	—	799 Lake View Rd, Chandler, AZ, 85244	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-57015	TPA	Lori Gibson	1960-08-15	—	8174259575	8161 Ridge Rd, Austin, TX, 78715	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-122522	ENR	Martha Davsi	2007-05-17	UHC-17115-19	5772209752	9349 Hillcrest Rd, Dallas, TX, 75258	0.48	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-423457	CLM	Justin Shaw	1942-04-02	UHC-89927-08	—	5769 Oak St, Las Vegas, NV, 89112	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-139943	ENR	Sophia Welch	1938-07-16	UHC-08969-87	8303198136	9297 Church St, San Diego, CA, 92171	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-24853	PRV	Joshua M Gibson	1945-05-01	UHC-44042-29	9446388631	5857 Oak St, Nashville, TN, 37254	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-114089	ENR	Keith B Olson	2006-03-05	UHC-20417-55	9494048924	500 Highland Ave, Sacramento, CA, 95828	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-137373	ENR	Tyler Y Peters	2001-11-01	UHC-32643-22	—	1544 Market St Apt 35, Fresno, CA, 93738	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
ENR-135994	ENR	Lisa F Evans	1994-05-23	UHC-03457-44	6116961911	3982 Willow Ct, Los Angeles, CA, 90056	0.48	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-412689	CLM	Isabella P Wilson	—	UHC-32664-98	2785996102	8501 Spring St, San Diego, CA, 92113	0.48	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-130966	ENR	Abigail F Vazquez	—	UHC-89341-24	3833353453	6140 Pine Dr, Austin, TX, 78747	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
ENR-133743	ENR	Stephanie Chapman	—	—	6256883610	7839 Main St, Gilbert, AZ, 85262	0.48	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+4 more
ENR-103688	ENR	Willie G Rodriguez	1970-07-01	UHC-23786-86	3814148745	8066 Camelback Rd, Plano, TX, 75091	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-110219	ENR	Jason Grant	1946-01-06	UHC-51451-91	5895981545	7783 Indian School Rd # 964, Denver, CO, 80293	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-108449	ENR	Wei E Nelson	1998-12-11	UHC-33550-60	9702606900	139 Main St, Minneapolis, MN, 55488	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-22843	PRV	Charlotte Salazar	1975-09-06	—	7403680028	6582 Central Ave, Atlanta, GA, 30388	0.48	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-402554	CLM	Harold Soto	1999-02-06	UHC-32025-84	6622833063	5478 Elm St, Miami, FL, 33123	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-424309	CLM	Linda Moore	1983-05-10	UHC-97227-77	—	2502 Valley View Dr, Gilbert, AZ, 85233	0.48	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-134718	ENR	Kathleen Y Soto	2002-08-13	UHC-94654-92	4098981119	6214 Highland Ave, Columbus, OH, 43214	0.48	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-426814	CLM	Keith Watson	1991-02-08	UHC-99757-95	—	907 Central Ave # 294, San Antonio, TX, 78265	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-124610	ENR	George E Shaw	1984-10-02	UHC-36004-77	—	6572 Bayshore Dr, Tucson, AZ, 85780	0.48	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+4 more
TPA-63744	TPA	Sandra Richardson	2008-03-12	—	9109637712	3793 Canyon Rd, Scottsdale, AZ, 85254	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-62433	TPA	Judith Espiinoza	1987-06-10	—	6165697187	403 Spring St Apt 22, Mesa, AZ, 85249	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more

9,084 rows, page 24 of 182Previous Next