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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-138644	ENR	Anna M Reed	1993-06-10	UHC-81319-46	5678013180	5711 Park Pl, Jacksonville, FL, 32274	0.64	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
TPA-60542	TPA	Tyler Edwards	1988-03-04	—	8425081422	8005 Church St, Los Angeles, CA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-403793	CLM	Julie X Bowman	2002-09-10	UHC-06316-83	8434821286	3620 Harbor Blvd, Glendale, AZ, 85349	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416316	CLM	Mei V Stewart	2006-05-24	UHC-01171-55	—	2068 Mountain View Dr, Las Vegas, NV, 89182	0.64	Name re-cased Member ID reformatted ZIP+4 trimmed Email lower-cased+2 more
ENR-108232	ENR	Arjun Sanders	1961-05-25	UHC-60332-28	6138658536	1118 Oak St, Miami, FL, 33190	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-141563	ENR	Michael A Howard	1947-06-26	UHC-16390-23	7095995372	2431 Park Pl, Las Vegas, NV, 89151	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52834	TPA	Cathreine W Nguyen	1998-09-22	—	9423799253	4832 Main St, San Antonio, TX, 78265	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
TPA-56384	TPA	David Simmons	1959-08-06	—	—	1491 Lake View Rd, Fresno, CA	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-416290	CLM	Willie Li	1990-06-18	UHC-81208-23	—	8736 Jefferson Ave, Los Angeles, CA	0.64	Name re-cased Date of birth reformatted State name converted to code ZIP missing+2 more
ENR-116471	ENR	Kyle Jensen	1954-08-01	UHC-25407-01	3344229991	5279 Spring St, Las Vegas, NV, 89131	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-141082	ENR	Megan W Carlson	1987-09-17	UHC-52900-15	8049442516	6904 Elm St, Plano, TX, 75072	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109015	ENR	Grrace T Vargas	—	UHC-40656-31	5905289339	955 Ocean Ave, Minneapolis, MN, 55475	0.64	Name re-cased Date of birth unreadable Member ID reformatted Street suffix standardised+2 more
CLM-412795	CLM	Juan B Carpenter	—	—	5269344155	5866 Church St, Columbus, OH, 43237	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
CLM-425407	CLM	Kelly Herrera	1953-01-10	—	—	2612 Canyon Rd Apt 30, Austin, TX, 78750	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-137221	ENR	Timothy J Guzman	1956-04-14	UHC-86387-31	9216548684	1038 Mesa Dr, Seattle, WA, 98168	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63462	TPA	Jordan Kelley	1953-06-05	—	—	4822 Pine Dr, Eden Prairie, MN	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-426938	CLM	Ryan Dixon	2007-03-03	UHC-90343-37	8795979163	3550 Lake View Rd, San Diego, CA, 92195	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21079	PRV	Omar B Knight	1954-03-18	UHC-76996-54	7195293740	6084 Grand Ave, Phoenix, AZ, 85090	0.64	Name re-cased Two-digit birth year Member ID reformatted ZIP+4 trimmed+2 more
PRV-21078	PRV	Omar B Knight	1954-03-18	UHC-76996-54	7195293740	6084 Grand Ave, Phoenix, AZ, 85090	0.64	Name re-cased Two-digit birth year Member ID reformatted ZIP+4 trimmed+2 more
ENR-141772	ENR	Victoria J Yang	1943-09-22	UHC-95449-76	7229297430	2579 Hillcrest Rd, Tampa, FL, 33650	0.64	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
ENR-115669	ENR	Jonathan Harris	1997-12-08	UHC-49757-35	5414939008	4530 Indian School Rd # 949, Las Vegas, NV, 89149	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-107563	ENR	Kathleen Taylor	2004-01-06	UHC-38509-24	—	7201 Union St, Gilbert, AZ, 85273	0.64	Name re-cased Two-digit birth year City re-cased ZIP+4 trimmed+2 more
CLM-405656	CLM	Victoria Evans	1994-03-26	UHC-19050-62	2118074133	9661 Forest Ave, Houston, TX, 77068	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-134098	ENR	Sarah E Carlson	1943-02-20	UHC-61080-99	6876115975	9655 River Rd, Gilbert, AZ, 85275	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-126125	ENR	Luis H Holmes	1967-11-14	UHC-39290-46	4997427844	6193 Mesa Dr, Dallas, TX, 75238	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
TPA-54727	TPA	Olivia Q Hall	1965-02-10	UHC-36984-14	—	7950 Park Pl, Mesa, AZ, 85242	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-400995	CLM	Jason Garrett	2002-09-09	—	—	4930 Lincoln Way, Tucson, AZ, 85777	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-120561	ENR	Yuki K Duncan	1957-09-19	UHC-13281-99	5322988794	5754 Apache Blvd # 538, Los Angeles, CA, 90008	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
PRV-21450	PRV	Peter Wallace	1974-02-10	UHC-28274-41	7815872506	1572 Lake View Rd, Tampa, FL, 33622	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-137427	ENR	Joshua Morris	1997-07-01	UHC-52115-69	—	5767 Sunset Blvd, Houston, TX, 77050	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-55093	TPA	Betty Rose	2004-02-14	—	—	1454 Grand Ave, Glendale, AZ, 85332	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-432317	CLM	Emma H Fields	1966-05-24	UHC-10590-48	—	7907 Church St, Plano, TX, 75072	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-413353	CLM	SarahJunk	1998-07-05	—	—	5026 Hillcrest Rd, Mesa, AZ, 85286	0.64	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+2 more
ENR-142964	ENR	Wagner X Jacob	1987-08-08	UHC-37199-53	3434966818	3449 Grand Ave, Gilbert, AZ, 85258	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-25263	PRV	Wayne Castro	1950-09-06	—	—	2524 Baseline Rd Apt 22, Sacramento, CA, 95862	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-425432	CLM	Larry Mendoa	1992-09-08	—	9434462190	2548 Willow Ct # 883, Orlando, FL, 32809	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-415874	CLM	Judy Williams	1979-09-06	—	—	1930 Apache Blvd, Tampa, FL, 33683	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-429974	CLM	Helen Ellis	1965-08-01	UHC-88505-77	—	7967 Church St, Eden Prairie, MN, 55306	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-401470	CLM	Jerry Pierce	2004-02-27	—	—	3308 Baseline Rd, Phoenix, AZ, 85020	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-424271	CLM	Jack Barnes	1940-07-25	UHC-58851-08	—	5734 Washington St, Atlanta, GA, 30356	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-100423	ENR	Brian Guerrero	1957-04-21	UHC-34537-90	—	8900 Sunset Blvd, Los Angeles, CA, 90067	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-131654	ENR	Pamela R Arnold	1958-02-13	UHC-73899-09	8064463919	1866 Oak St, Fresno, CA, 93763	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-134260	ENR	Brandon Georeg	1968-10-07	UHC-49996-19	3902697404	6886 Ocean Ave, Sacramento, CA, 95837	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100951	ENR	Brian Mitchell	1995-06-11	UHC-36383-41	4789224164	351 Oak St, Chandler, AZ, 85254	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-412479	CLM	Samuel Kelley	1955-07-10	—	7046110385	5846 Mountain View Dr, Phoenix, AZ, 85012	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403452	CLM	Abigail McDnald	1969-07-26	UHC-91015-76	—	2735 Washington St, Fresno, CA	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-103174	ENR	Lawrence Hansen	1979-06-08	UHC-24096-20	4719034526	7582 Valley View Dr, Austin, TX, 78768	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-400137	CLM	Doris Mendoza	1986-11-26	UHC-29920-87	—	5813 Willow Ct, Charlotte, NC	0.64	Name re-cased Member ID reformatted City re-cased State name converted to code+2 more
CLM-400021	CLM	Timothy Lae	1980-03-16	UHC-70224-52	—	2915 Mountain View Dr, Miami, FL, 33157	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-60910	TPA	Mariana U Murray	1947-11-27	—	2753357369	4122 Elm St, Las Vegas, NV	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

39,996 rows, page 186 of 800Previous Next