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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-418543	CLM	Natalie Alvarado	1990-02-08	UHC-29660-87	—	6392 Palm Dr, San Antonio, TX	0.80	Name re-cased Member ID reformatted ZIP missing Placeholder values cleared
ENR-122796	ENR	Russsell A Long	1993-02-19	UHC-26038-09	8278847497	1286 Broadway, Glendale, AZ	0.80	Name re-cased Phone reformatted City re-cased ZIP missing
TPA-57088	TPA	Arjun Torres	1986-04-21	—	7978268816	4920 Cedar Ln, Orlando, FL	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
ENR-137699	ENR	Pamela Cooper	1993-04-16	UHC-38311-79	5995635429	7204 Indian School Rd, Miami, FL	0.80	Phone reformatted ZIP missing Email lower-cased Whitespace trimmed
ENR-100367	ENR	Madison H Boyd	1997-10-09	UHC-60296-67	4957631430	5761 Central Ave, Nashville, TN	0.80	Phone reformatted State code upper-cased ZIP missing Whitespace trimmed
ENR-129907	ENR	Sharon Q Reyes	1995-01-28	UHC-18188-08	9855349995	8929 Forest Ave, San Antonio, TX	0.80	City re-cased ZIP missing Email lower-cased Whitespace trimmed
CLM-431449	CLM	Anthony Perkins	1988-06-09	UHC-29134-84	—	5905 Elm St, Las Vegas, NV	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
ENR-124162	ENR	Virginia Walace	2006-06-06	UHC-76771-32	—	4975 Main St, Nashville, TN	0.80	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed
ENR-142358	ENR	Sara O Warren	1960-10-23	—	7376697523	1795 Desert Sky Blvd, Dallas, TX	0.80	Name re-cased ZIP missing Email lower-cased Placeholder values cleared
ENR-129805	ENR	Daniel P Reid	1980-05-26	UHC-60165-93	5233327647	7481 Park Pl, Houston, TX	0.80	Date of birth reformatted Member ID reformatted ZIP missing Placeholder values cleared
ENR-141158	ENR	Donna Banks	1955-12-09	UHC-30717-11	3743140330	7815 Union St, Columbus, OH	0.80	Phone reformatted Member ID reformatted ZIP missing Email lower-cased
ENR-128616	ENR	Richard Medina	2007-01-02	UHC-44455-93	3185851385	7077 Indian School Rd, San Diego, CA	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-400735	CLM	Emma Henry	1980-04-13	UHC-50050-99	—	9496 Cedar Ln, Plano, TX	0.80	City re-cased ZIP missing Email lower-cased Placeholder values cleared
ENR-111483	ENR	Judith I Black	1993-05-25	UHC-13880-62	—	198 Ridge Rd, Seattle, WA	0.80	ZIP missing Email lower-cased Whitespace trimmed Placeholder values cleared
ENR-101566	ENR	Lauren Peters	2000-10-06	UHC-27427-96	5318945729	4948 Hillcrest Rd, Charlotte, NC	0.80	Name re-cased ZIP missing Email lower-cased Whitespace trimmed
CLM-408626	CLM	Betty Le	1953-07-25	UHC-26618-68	—	9800 Mesa Dr, Houston, TX	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
ENR-110429	ENR	Megan Cook	1945-09-09	UHC-29364-77	3054635008	4062 Sage Ct, Glendale, AZ	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-415851	CLM	Sean Olson	1989-11-15	UHC-92464-20	—	9155 Broadway, Dallas, TX	0.80	Member ID reformatted Address re-cased ZIP missing Placeholder values cleared
CLM-420516	CLM	James Wirght	1993-08-27	UHC-88515-11	—	8840 Cedar Ln, Columbus, OH	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
ENR-100164	ENR	Nancy Patel	1982-05-17	UHC-76230-29	3948821622	5592 Oak St, Tucson, AZ	0.80	Date of birth reformatted Phone reformatted ZIP missing Email lower-cased
TPA-62895	TPA	Pamela N Sullivan	1944-05-24	—	—	6071 Harbor Blvd, Jacksonville, FL	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
TPA-51958	TPA	Mason Dunan	1984-04-28	—	—	3258 Hillcrest Rd, Gilbert, AZ	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
PRV-20779	PRV	Robert I Hicks	1987-12-14	UHC-88936-39	7525024330	9867 Park Pl, Houston, TX	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
ENR-100436	ENR	Kennteh Flores	1991-11-17	UHC-45261-61	8689873126	456 Meadow Ln, Glendale, AZ	0.80	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed
ENR-103394	ENR	Eric Martin	1985-11-05	UHC-54464-97	—	667 Pine Dr, Mesa, AZ	0.80	Date of birth reformatted ZIP missing Plan code upper-cased Placeholder values cleared
ENR-120104	ENR	Barbara Carter	1941-08-17	UHC-44811-12	8308763182	5676 Ridge Rd, Chandler, AZ	0.80	Name re-cased Phone reformatted ZIP missing Placeholder values cleared
ENR-111336	ENR	Wayne V Ferguson	1969-06-12	UHC-81497-60	7397781136	8019 Broadway, Mesa, AZ	0.80	Address re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-414268	CLM	Betty Pena	1953-10-03	UHC-15755-28	5886663083	8194 Maple Ave, Nashville, TN	0.82	Name re-cased ZIP missing Placeholder values cleared
ENR-122431	ENR	Hannah Garertt	1979-03-11	UHC-85281-97	3349712961	1141 Maple Ave, Charlotte, NC	0.82	Date of birth reformatted ZIP missing Whitespace trimmed
TPA-63804	TPA	Martha Rice	1956-08-23	—	—	6052 Desert Sky Blvd, Tampa, FL	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
TPA-63805	TPA	Martha Rice	1956-08-23	—	—	6052 Desert Sky Blvd, Tampa, FL	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
CLM-420373	CLM	Natalie Fields	1991-03-02	UHC-40274-76	—	4628 Park Pl, Miami, FL	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
ENR-109068	ENR	Kelly N Griffin	1952-07-16	UHC-09075-67	4939397936	7750 Canyon Rd, Mesa, AZ	0.82	Date of birth reformatted Phone reformatted ZIP missing
TPA-52003	TPA	Jessica Kim	1992-02-14	—	—	4433 Camelback Rd, Sacramento, CA	0.82	Name re-cased ZIP missing Placeholder values cleared
TPA-52830	TPA	Brian Flores	2001-06-10	—	—	438 Baseline Rd, Tucson, AZ	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
PRV-28885	PRV	Terry Salazar	1946-12-06	—	—	1265 Desert Sky Blvd, Austin, TX	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
ENR-133073	ENR	Doris Garrett	1956-12-26	UHC-88613-11	9587150999	1898 Park Pl, Scottsdale, AZ	0.82	Phone reformatted ZIP missing Email lower-cased
ENR-119301	ENR	Sankhez James	1995-11-28	UHC-98665-22	6588709170	1283 Harbor Blvd, Chandler, AZ	0.82	Phone reformatted ZIP missing Whitespace trimmed
PRV-28707	PRV	James Mills	1982-10-16	—	4896745749	9312 Broadway, Los Angeles, CA	0.82	Phone reformatted ZIP missing Placeholder values cleared
CLM-409063	CLM	Gloria Murray	1944-07-13	—	—	4605 Cedar Ln, Chandler, AZ	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
TPA-62783	TPA	Willie Bryant	1993-06-21	—	—	4783 Central Ave, San Diego, CA	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
CLM-418872	CLM	Joseph Carpenter	1942-01-28	—	—	874 Main St, Tucson, AZ	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
TPA-50731	TPA	Abby Coleman	1951-01-12	—	6177974325	6206 Ridge Rd, Denver, CO	0.82	Date of birth reformatted ZIP missing Whitespace trimmed
TPA-58608	TPA	Jack Vazquez	2006-09-18	—	7237437229	7549 Broadway, San Antonio, TX	0.82	Phone reformatted ZIP missing Whitespace trimmed
TPA-62979	TPA	Ana Vargas	1979-02-26	—	—	6532 Harbor Blvd, Austin, TX	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
PRV-22948	PRV	Carool Kim	2007-10-18	UHC-04642-40	—	565 Meadow Ln, Tucson, AZ	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
ENR-138463	ENR	Carolyn Ortega	1998-06-15	UHC-89704-73	2495826222	8513 Sage Ct, Charlotte, NC	0.82	Name re-cased Phone reformatted ZIP missing
ENR-132477	ENR	Kathleen I Fuller	1940-06-01	UHC-46397-29	5029621845	4041 Bayshore Dr, Columbus, OH	0.82	Date of birth reformatted Phone reformatted ZIP missing
ENR-102471	ENR	Pamela Ruiz	1951-01-16	UHC-56632-98	8947061618	2604 Baseline Rd, Gilbert, AZ	0.82	Phone reformatted ZIP missing Email lower-cased
ENR-101926	ENR	Vincent D Ward	1986-06-28	UHC-72823-16	8882551512	1958 Cedar Ln, Plano, TX	0.82	ZIP missing Whitespace trimmed Placeholder values cleared

7,146 rows, page 134 of 143Previous Next