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
TPA-60215	TPA	Jackie L Wheeler	1959-05-23	—	—	8137 Bayshore Dr, Plano, TX, 75011	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-119000	ENR	Aisha S Ryan	2006-03-11	UHC-58675-91	9812238695	7550 Spring St, Gilbert, AZ, 85220	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-52409	TPA	Alicce Kelley	1985-01-09	—	—	666 Elm St, Tempe, AZ	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
CLM-420741	CLM	Carl Banks	1980-11-20	UHC-01367-28	—	6504 Mountain View Dr, Minneapolis, MN, 55467	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-108709	ENR	RJunk	2002-05-24	UHC-45296-24	8658298611	3205 Union St, Tucson, AZ, 85789	0.50	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-419611	CLM	Logan Miller	1959-06-03	UHC-02605-09	—	4889 River Rd, Miami, FL, 33161	0.50	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-407527	CLM	Alice Yang	1997-02-18	UHC-22171-25	—	3250 Forest Ave, Sacramento, CA	0.50	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-406319	CLM	Alexis Wheeler	1957-05-26	UHC-74384-58	3639724297	6355 Highland Ave, Orlando, FL, 32890	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-105549	ENR	Priya Rodriguez	1950-11-12	UHC-48070-64	6889821901	3100 Apache Blvd, Seattle, WA	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-426548	CLM	Amanda Hill	2001-08-08	UHC-75623-64	9328061406	6405 Desert Sky Blvd, Charlotte, NC	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-108512	ENR	Keith G Lewis	1961-10-07	UHC-47050-31	2325599778	4875 Market St Apt 22, Scottsdale, AZ, 85214	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-59544	TPA	Mason Garrett	2005-06-06	UHC-88787-58	—	6530 Bayshore Dr, Nashville, TN, 37281	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-127376	ENR	Elizabeth I Wallace	1976-06-08	UHC-00524-84	8558049065	6933 Oak St, Houston, TX, 77028	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23057	PRV	Paul Bailey	1947-01-06	UHC-74026-83	3434219269	2994 Pine Dr, Las Vegas, NV	0.50	Name re-cased Date of birth reformatted State name converted to code ZIP missing+3 more
ENR-105238	ENR	Diana J Russell	1999-01-05	UHC-52397-34	8807150014	3778 Apache Blvd, Tempe, AZ, 85228	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-402053	CLM	Nancy Munoz	1947-05-03	—	9489508657	3307 Elm St, Plano, TX, 75094	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-103208	ENR	Brandon N Jenkins	1994-08-01	UHC-34796-81	6559348279	1660 Palm Dr, Scottsdale, AZ, 85209	0.50	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-108656	ENR	Jose O Roberts	1942-07-12	UHC-90725-16	9253512221	1301 Elm St # 711, Jacksonville, FL	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-117163	ENR	Catherine L Peters	1960-04-22	UHC-57239-93	6722681200	387 Park Pl, Tucson, AZ, 85776	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431123	CLM	Jacob Allen	1999-06-02	—	6772157641	6532 Ridge Rd, Tampa, FL, 33626	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-103274	ENR	Don Alvarado	1955-01-02	UHC-30276-20	6067577430	8594 Central Ave, Austin, TX, 78769	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403918	CLM	Wayne Marshall	—	UHC-10389-42	3399188121	6503 Highland Ave, Los Angeles, CA, 90022	0.50	Date of birth reformatted Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-407692	CLM	Arthur Espinoza	2003-07-16	—	4533570846	9292 Indian School Rd # 446, Tampa, FL, 33690	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-401992	CLM	Elizabeth Hamilton	1950-12-01	UHC-48977-86	7854742364	4500 Maple Ave, Seattle, WA, 98196	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-122812	ENR	Roger V Howard	1945-02-23	UHC-89900-25	8835059944	3622 Sage Ct, Austin, TX, 78770	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-417950	CLM	Weber Laura	1944-09-22	UHC-07611-10	—	5370 Sage Ct, Sacramento, CA, 95842	0.50	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-100538	ENR	David T Padilla	1952-11-13	UHC-51025-47	5289081998	5065 Hillcrest Rd, Tampa, FL, 33633	0.50	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+3 more
CLM-418726	CLM	Catherine Smith	1969-04-03	UHC-24248-33	3309031079	6032 Market St, Dallas, TX	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-418727	CLM	Catherine Smith	1969-04-03	UHC-24248-33	3309031079	6032 Market St, Dallas, TX	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-128625	ENR	Lauren N Garza	1939-08-06	UHC-35044-28	4845604601	7624 Church St, Phoenix, AZ, 85036	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-122548	ENR	Lawrence U Grant	1966-01-19	UHC-64977-89	3008060546	3509 Sunset Blvd, Tempe, AZ, 85269	0.50	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
PRV-21435	PRV	Robert Crawford	2006-02-15	UHC-52692-57	5989324285	4891 Meadow Ln, Sacramento, CA, 95837	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-420529	CLM	Diego Jimenez	2005-03-07	UHC-89670-40	9074718885	6107 Palm Dr, Houston, TX, 77097	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-410145	CLM	Thereza M Diaz	1940-08-20	UHC-13273-59	—	1367 Highland Ave # 759, Nashville, TN, 37215	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-408630	CLM	Theresa Munoz	1941-06-25	UHC-11208-80	—	5154 Harbor Blvd, Tampa, FL, 33671	0.50	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-133452	ENR	Douglas L Arnold	1991-03-01	UHC-22169-60	9187258361	4155 Lincoln Way, Tampa, FL, 33620	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-409540	CLM	Mari Park	1979-04-01	UHC-74024-31	—	1510 Grand Ave, Phoenix, AZ, 85034	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-137090	ENR	Cheryl Yang	2003-02-03	UHC-63563-16	7472906448	3370 Bayshore Dr # 978, Jacksonville, FL, 32235	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-52774	TPA	Nancy Hoffman	1945-06-23	UHC-67490-98	—	4284 Grand Ave, Phoenix, AZ, 85062	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-403719	CLM	Jessica Rios	1949-07-04	UHC-96873-05	—	552 Spring St, Charlotte, NC, 28238	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-403720	CLM	Jessica Rios	1949-07-04	UHC-96873-05	—	552 Spring St, Charlotte, NC, 28238	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-102346	ENR	Jordan Armstrong	1990-06-22	UHC-21547-04	7224967167	5162 Bayshore Dr, San Antonio, TX	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-23456	PRV	Christian Fuller	1993-07-18	UHC-09907-73	6809133970	1377 Desert Sky Blvd Apt 14, Eden Prairie, MN, 55305	0.50	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-142370	ENR	Jacqueline O Sullivan	1951-10-08	UHC-00042-81	—	211 Ocean Ave, Glendale, AZ, 85372	0.50	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-101266	ENR	Justin Ortiz	1956-12-05	UHC-24168-07	5466747824	8585 Maple Ave, Columbus, OH, 43263	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-431101	CLM	Kimbrly Baker	1956-01-26	—	—	8898 Lake View Rd, San Diego, CA, 92119	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
TPA-60753	TPA	Noah Cooper	1993-07-02	—	—	1754 Sage Ct, Las Vegas, NV	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-63450	TPA	Ralph Garcia	1945-04-22	—	—	2592 Forest Ave # 444, Miami, FL, 33115	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-55722	TPA	Mary Powell	2007-09-09	—	—	2667 Indian School Rd, Atlanta, GA, 30336	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-55723	TPA	Mary Powell	2007-09-09	—	—	2667 Indian School Rd, Atlanta, GA, 30336	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more

32,400 rows, page 33 of 648Previous Next