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-427471	CLM	Kevin Cunningham	1985-04-13	UHC-16391-20	9357176249	7364 Highland Ave, Fresno, CA, 93768	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421247	CLM	Michael Simmons	1978-04-13	UHC-43803-76	7855554793	7323 Park Pl, Dallas, TX, 75206	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-116948	ENR	Kathryn Tucker	2006-06-26	UHC-29928-51	5537032967	7904 Bayshore Dr, Sacramento, CA, 95875	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-51935	TPA	Benjamin Bowman	1992-05-21	—	—	8468 Willow Ct, Columbus, OH, 43269	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-109496	ENR	Sara U Richardson	2002-11-24	UHC-15590-20	5574408247	2997 Pine Dr, San Antonio, TX, 78207	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
TPA-61485	TPA	Christian Salazar	2005-12-25	—	—	6140 Elm St, Columbus, OH, 43202	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-128908	ENR	Priya Allen	1991-02-12	UHC-44110-15	5752796999	4591 Maple Ave, Tampa, FL, 33688	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421832	CLM	Larry Hanson	1959-07-28	UHC-36825-92	2132822422	5391 Mountain View Dr, Seattle, WA, 98133	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-100042	ENR	Omar F Williams	1994-03-17	UHC-48669-35	7577838343	6733 Grand Ave, Miami, FL, 33178	0.62	Name re-cased Phone reformatted State name converted to code Email lower-cased+3 more
ENR-131525	ENR	Philip D Guzamn	1996-01-05	UHC-22868-86	7795373319	8571 Main St, Orlando, FL, 32886	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-428671	CLM	Jordan Sullivan	2001-02-14	—	6698503292	2637 Ocean Ave, Gilbert, AZ, 85253	0.62	Street suffix standardised Address re-cased City re-cased Gender normalised+3 more
PRV-23397	PRV	Natalie Fernandez	1950-09-17	—	4152030125	9177 Hillcrest Rd, Houston, TX, 77033	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
CLM-415541	CLM	Ken Morgan	1969-05-17	—	8816254260	4960 Bayshore Dr, Denver, CO, 80278	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-415542	CLM	Ken Morgan	1969-05-17	—	8816254260	4960 Bayshore Dr, Denver, CO, 80278	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101459	ENR	ZJunk	1972-12-06	UHC-93980-84	7722041842	3196 River Rd, Denver, CO, 80244	0.62	Date of birth reformatted Phone reformatted City re-cased Gender normalised+3 more
ENR-142123	ENR	Jacob Garcia	1988-02-20	UHC-83504-38	3356271115	4780 Meadow Ln, Seattle, WA, 98126	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-432755	CLM	Jess Sandoval	1991-04-26	UHC-21043-30	9668644534	8440 Hillcrest Rd, Minneapolis, MN, 55491	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-105086	ENR	Harold Y Ferguson	1985-10-17	UHC-92927-54	8982565027	6837 Jefferson Ave, Denver, CO, 80218	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-26291	PRV	Abigail Cunningham	1938-09-28	—	8772953074	4046 Oak St, Tampa, FL, 33663	0.62	Name re-cased Phone reformatted City re-cased State name converted to code+3 more
ENR-136041	ENR	Luis J Schultz	1974-01-03	UHC-32378-87	2352497196	5872 Spring St, Phoenix, AZ, 85076	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-109966	ENR	Wayne C Wallace	1967-05-17	UHC-45597-20	8288170374	4877 Valley View Dr, Tampa, FL, 33670	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-21033	PRV	Sarah M Alvarado	1963-04-16	—	2095581648	6407 Grand Ave, Orlando, FL, 32893	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108961	ENR	Gary A Gonzales	1973-01-28	UHC-74556-13	9104501706	8296 Park Pl, Gilbert, AZ, 85232	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-131704	ENR	Katherine I Hart	1992-03-19	UHC-28620-79	8145279302	5857 Ridge Rd, Dallas, TX	0.62	Name re-cased Date of birth reformatted City re-cased ZIP missing+3 more
CLM-403743	CLM	Raymond Park	1976-12-12	UHC-17523-45	7324001291	8576 Forest Ave, Tampa, FL, 33626	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121347	ENR	Barbara W Harris	1995-02-21	UHC-90213-48	2605834906	5369 Bayshore Dr, Gilbert, AZ, 85294	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-22653	PRV	Eugene Colins	2005-05-18	UHC-77997-41	8643502892	1653 Highland Ave, Tempe, AZ, 85221	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428982	CLM	Anna J Palmer	1961-01-03	UHC-08520-27	3766846663	3351 River Rd, Denver, CO, 80239	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113944	ENR	Roger Chapman	1962-09-24	UHC-12396-12	6024340767	694 Meadow Ln, Seattle, WA, 98148	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28790	PRV	Billy Adams	2006-06-17	UHC-87978-84	8629786626	3663 Mountain View Dr, Charlotte, NC, 28274	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-417260	CLM	Patrick Ellis	1975-04-06	UHC-52459-13	—	1833 Ridge Rd, Eden Prairie, MN, 55326	0.62	Name re-cased Street suffix standardised Address re-cased Email lower-cased+3 more
TPA-63186	TPA	Patrick Gutierrez	1991-10-17	UHC-55935-35	6315592738	9066 Cedar Ln, Eden Prairie, MN, 55390	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28641	PRV	Maria Rose	1969-09-16	—	7594134013	1103 Sunset Blvd, Seattle, WA, 98123	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-50081	TPA	Albeert Z Montgomery	1971-02-03	—	—	7534 Cedar Ln, Glendale, AZ, 85384	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-403177	CLM	Joe Stephens	1975-03-11	UHC-09651-87	3118285793	302 Church St, Columbus, OH, 43237	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
TPA-61416	TPA	Jose Morrison	2003-05-08	—	—	8078 Forest Ave, Atlanta, GA, 30301	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-110847	ENR	Diane Harper	2004-01-20	UHC-66799-46	9489392456	1196 Mountain View Dr, Columbus, OH, 43239	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
TPA-52180	TPA	Linda James	1949-08-16	—	6336183500	1598 Park Pl, Fresno, CA, 93784	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-424749	CLM	Rebecca L Palmer	1961-01-18	UHC-84842-07	5843950447	5599 Market St, Las Vegas, NV, 89143	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-104119	ENR	Carolyn F Roberts	1974-02-03	UHC-06363-32	6006767200	707 Mesa Dr, Plano, TX, 75027	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58568	TPA	Nicole I Barnes	1993-01-26	—	—	480 Washington St, Nashville, TN, 37288	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-120433	ENR	Maria J Vazquez	1954-10-10	UHC-60301-52	2385506675	891 Canyon Rd Apt 19, Los Angeles, CA, 90042	0.62	Name re-cased Date of birth reformatted Unit split from street City re-cased+3 more
TPA-55029	TPA	Ana Mendoza	1996-01-08	—	9188206065	2269 Bayshore Dr, Seattle, WA, 98162	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-427698	CLM	Sharon Rojas	1965-08-23	—	—	9578 Mesa Dr, Denver, CO, 80279	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-63947	TPA	Larry Fowler	1954-06-14	—	—	7770 Mountain View Dr, Seattle, WA, 98107	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-417106	CLM	Anthony B Estrada	1972-01-23	UHC-76323-91	—	7313 Union St, San Antonio, TX, 78237	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-52428	TPA	Mariana Sanders	1991-09-09	—	8117223521	2727 Willow Ct, Tempe, AZ	0.62	Name re-cased Phone reformatted ZIP missing Email lower-cased+3 more
ENR-135408	ENR	Daniel Jensen	1974-09-12	UHC-77446-05	—	3605 Baseline Rd, Chandler, AZ, 85239	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-120870	ENR	Shirley E Harper	1966-05-19	UHC-21504-79	4336459753	9319 Church St, Scottsdale, AZ, 85288	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403168	CLM	Ann Gilbert	2004-10-07	UHC-20636-06	5677011970	2196 Sage Ct, Chandler, AZ, 85274	0.62	Name re-cased Date of birth reformatted City re-cased State name converted to code+3 more

16,828 rows, page 137 of 337Previous Next