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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-415276	CLM	Camila Brown	1951-11-17	UHC-87174-49	6099803556	3113 Forest Ave, Orlando, FL, 32832	0.44	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+6 more
ENR-105153	ENR	Timothy H Rivera	1946-03-08	UHC-26841-12	9212725890	5323 Canyon Rd, Scottsdale, AZ, 85236	0.44	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+6 more
ENR-129154	ENR	Joseph M Daniiels	1995-07-13	UHC-26322-25	8167990088	9477 Bayshore Dr, Phoenix, AZ	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
PRV-21725	PRV	Noah Pena	1977-02-21	—	7034408565	9475 Canyon Rd, Fresno, CA	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
CLM-432054	CLM	Amy H Gilbert	1973-11-04	UHC-06665-71	5653631605	4705 Mountain View Dr Apt 18, San Antonio, TX, 78229	0.44	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+6 more
CLM-400712	CLM	Stephen Murphy	1955-10-14	UHC-00291-43	6837202601	9309 Ridge Rd, Nashville, TN	0.44	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+6 more
TPA-62493	TPA	Cheryl Yang	2003-02-03	—	7472906448	3370 Bayshore Dr Apt 21, Jacksonville, FL, 32235	0.44	Name re-cased Phone reformatted Unit split from street Street suffix standardised+6 more
CLM-413656	CLM	Amy Sandoval	1978-01-28	UHC-15452-48	4882054874	7809 Sunset Blvd, Charlotte, NC	0.44	Name re-cased Phone reformatted Street suffix standardised Address re-cased+6 more
PRV-21329	PRV	Rebecca Munoz	1958-09-21	—	3485736847	8264 Hillcrest Rd # 969, Charlotte, NC, 28260	0.44	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+6 more
PRV-21330	PRV	Rebecca Munoz	1958-09-21	—	3485736847	8264 Hillcrest Rd # 969, Charlotte, NC, 28260	0.44	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+6 more
PRV-23458	PRV	Michelle Haansen	1952-03-09	UHC-96691-01	5872364637	4178 Baseline Rd, Charlotte, NC, 28274	0.44	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+6 more
CLM-406806	CLM	Patty Hart	1974-05-14	—	2888272392	6473 Jefferson Ave, Phoenix, AZ	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-142678	ENR	Isabbella Gordon	2007-08-24	UHC-44059-85	—	752 Mountain View Dr, Los Angeles, CA	0.44	Name split from “Last, First”Two-digit birth year ZIP missing Gender normalised
ENR-127264	ENR	Carol X Rogers	1973-06-14	UHC-29452-56	6437676642	6820 Hillcrest Rd, Minneapolis, MN, 55427	0.44	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+6 more
CLM-410506	CLM	Joyce Roberts	2007-01-12	UHC-91571-60	3377074840	2751 Jefferson Ave, Los Angeles, CA, 90046	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
CLM-406590	CLM	Mateo Castro	1969-09-04	—	6102596581	8933 Bayshore Dr, Mesa, AZ, 85278	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
CLM-422843	CLM	Kathleen Alvarado	2006-09-04	UHC-63954-89	9107986533	1905 Sage Ct, Columbus, OH, 43226	0.46	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+5 more
ENR-106041	ENR	Amber White	1962-10-21	UHC-86611-68	8209117647	2131 Sunset Blvd, Miami, FL	0.46	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
CLM-419178	CLM	Jordan P Flores	1964-08-10	—	8037133806	8436 Jefferson Ave, Tempe, AZ, 85230	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-119401	ENR	Sophia P Dunn	1968-06-01	—	3682036313	3089 Grand Ave # 798, Miami, FL, 33123	0.46	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-128529	ENR	Jacqueline Stone	1970-04-24	UHC-69765-49	8124567795	607 Apache Blvd, Nashville, TN	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-61951	TPA	Debbie Obrien	1991-02-05	—	4948477432	6867 Main St, Los Angeles, CA	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-103640	ENR	Theresa M Weaver	2001-03-15	UHC-34492-56	6742434258	1689 Indian School Rd, Tampa, FL, 33682	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-426877	CLM	Alexander Estrada	2004-12-02	UHC-81386-36	8435691803	2506 Indian School Rd, Houston, TX, 77036	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-127999	ENR	Alan Lynch	1993-06-03	—	8462609334	8507 Bayshore Dr, Tampa, FL, 33662	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-107224	ENR	Sandra E Owens	1978-11-16	UHC-89246-62	8853856982	6957 Bayshore Dr, Seattle, WA, 98175	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
TPA-58448	TPA	Donna Stone	1996-10-18	—	—	8866 Grand Ave # 816, Jacksonville, FL, 32259	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
ENR-114125	ENR	Alice A McDonald	1963-06-01	UHC-51908-02	9589190958	4905 Jefferson Ave, Tucson, AZ, 85722	0.46	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+5 more
ENR-131356	ENR	Roger Fox	1990-07-18	UHC-96985-70	6404148100	5466 Maple Ave # 686, Tampa, FL, 33680	0.46	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
CLM-411775	CLM	Eric Elliott	1950-09-19	—	3773931327	6054 Forest Ave Apt 37, Las Vegas, NV, 89146	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
CLM-408173	CLM	Kenneth Kellly	1966-06-27	UHC-11325-94	4895881399	6640 Indian School Rd # 198, Tucson, AZ, 85722	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
ENR-119598	ENR	Lawrence Carter	1993-01-26	UHC-42533-01	—	1881 Jefferson Ave, Scottsdale, AZ, 85206	0.46	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+5 more
ENR-119597	ENR	Lawrence Carter	1993-01-26	UHC-42533-01	—	1881 Jefferson Ave, Scottsdale, AZ, 85206	0.46	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+5 more
CLM-409127	CLM	Robert Pierce	1988-03-04	—	2443713021	3041 Hillcrest Rd, Houston, TX, 77072	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-55793	TPA	Kathleen Z Simpson	1999-07-27	—	—	9520 Central Ave, Columbus, OH, 43244	0.46	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+5 more
ENR-102299	ENR	Angela Fowler	1969-11-24	UHC-91761-70	4055581516	1269 Sage Ct, Tempe, AZ, 85283	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
CLM-425287	CLM	Ana A Banks	1964-10-09	—	6217960533	2552 Union St, Houston, TX, 77045	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-27381	PRV	Mateo V Dean	2000-12-27	UHC-92928-49	9219120581	493 Forest Ave, Plano, TX, 75046	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-404575	CLM	Judith Carroll	1939-03-06	UHC-51003-01	2202538358	9103 Church St, Phoenix, AZ, 85075	0.46	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-140915	ENR	Donald D Price	1990-06-06	UHC-98398-01	4618792627	1458 Oak St, San Antonio, TX	0.46	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-138859	ENR	Robert W Jacobs	1971-01-14	UHC-66748-29	5938408570	7254 Central Ave, Atlanta, GA, 30335	0.46	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+5 more
CLM-409318	CLM	—Junk	2003-09-10	UHC-74908-50	5199499651	3540 Forest Ave, Mesa, AZ, 85232	0.46	Date of birth reformatted Phone reformatted City re-cased State name converted to code+5 more
PRV-21711	PRV	Rachal Campbell	2005-02-19	UHC-11063-31	6824196892	3867 Cedar Ln, Las Vegas, NV, 89101	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-122842	ENR	Bryan Gordon	—	UHC-04003-37	7232021397	1344 Ocean Ave, Glendale, AZ, 85326	0.46	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+5 more
ENR-114943	ENR	Charlotte J Watson	1969-08-27	UHC-45410-02	4589482383	429 Pine Dr, Atlanta, GA, 30356	0.46	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+5 more
ENR-114942	ENR	Charlotte J Watson	1969-08-27	UHC-45410-02	4589482383	429 Pine Dr, Atlanta, GA, 30356	0.46	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+5 more
CLM-407790	CLM	Jonathan O Maldonado	2002-06-14	UHC-46045-09	9203130265	7897 Highland Ave, Scottsdale, AZ, 85221	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-406712	CLM	Jessica Johnson	1979-10-05	—	—	222 Harbor Blvd, Las Vegas, NV, 89122	0.46	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+5 more
ENR-107316	ENR	Jack V Bowman	1974-02-24	UHC-76339-06	—	6010 Broadway, Plano, TX, 75013	0.46	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone missing area code+5 more
ENR-119233	ENR	Kevin D George	1941-01-17	UHC-63679-21	8779891598	1143 Jefferson Ave, Houston, TX, 77030	0.46	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+5 more

16,828 rows, page 25 of 337Previous Next