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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-108994	ENR	Samantha Bishop	1962-01-14	UHC-78819-74	6083907306	4197 Maple Ave, Tampa, FL, 33633	0.80	Two-digit birth year Phone reformatted Email lower-cased Whitespace trimmed
PRV-20542	PRV	Theresa V Fowler	1979-04-14	—	3996298696	9800 Lake View Rd, Columbus, OH, 43297	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-58077	TPA	Keith Webb	1995-10-16	—	4146552867	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-51946	TPA	Dan Carroll	2008-09-22	—	—	4534 Highland Ave, Charlotte, NC, 28286	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-412411	CLM	Andrew Fostr	1955-10-12	—	—	6503 Cedar Ln, Las Vegas, NV, 89173	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-103627	ENR	Larry Gray	1995-05-10	UHC-72808-77	7855863872	6676 Desert Sky Blvd, Glendale, AZ, 85300	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-406445	CLM	Abby A Vazquez	1966-07-01	—	—	8198 Mesa Dr, Jacksonville, FL, 32255	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-118646	ENR	Amanda N Harvey	1999-08-08	UHC-58750-19	8569828966	4005 Palm Dr, Gilbert, AZ, 85222	0.80	Two-digit birth year Phone reformatted City re-cased Email lower-cased
CLM-413716	CLM	Denise Hayes	2007-04-27	UHC-92115-37	—	4768 Mountain View Dr, San Antonio, TX, 78254	0.80	Name re-cased Two-digit birth year City re-cased Whitespace trimmed
CLM-430012	CLM	Larry Garcia	1952-09-11	—	2833899872	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-102279	ENR	John Gardner	1994-01-21	UHC-23813-69	—	249 Mesa Dr, Houston, TX, 77028	0.80	Two-digit birth year City re-cased Whitespace trimmed Placeholder values cleared
TPA-54037	TPA	Cynthia Elliott	2007-09-02	—	—	9248 Sage Ct, San Antonio, TX, 78200	0.80	Name re-cased Two-digit birth year City re-cased Placeholder values cleared
ENR-119747	ENR	Kelly C Tucker	1971-09-24	UHC-77608-81	2855290424	3864 Sage Ct, Charlotte, NC, 28290	0.80	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed
CLM-411038	CLM	Heather Lynch	1996-05-02	UHC-37423-63	—	695 Highland Ave, Plano, TX, 75038	0.80	Two-digit birth year City re-cased Whitespace trimmed Placeholder values cleared
TPA-62469	TPA	Tim Walker	1987-09-04	—	5833028834	—	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
ENR-108495	ENR	Scott V Murphy	1972-09-04	UHC-27325-61	3925874982	5024 Mountain View Dr, Seattle, WA, 98191	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
CLM-426950	CLM	Karen F Powell	1988-04-09	—	—	9084 Highland Ave, Columbus, OH, 43275	0.80	Two-digit birth year Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-416832	CLM	Priya Reynolds	1995-05-20	UHC-03653-51	3755415656	3380 Camelback Rd, Tucson, AZ, 85754	0.80	Two-digit birth year Phone reformatted City re-cased Whitespace trimmed
CLM-418621	CLM	Gregory Vasquez	1949-12-06	UHC-23843-06	3137640769	5697 Main St, Tampa, FL, 33636	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-113038	ENR	Karen X Soto	1940-01-01	UHC-32772-57	4332882554	9807 Willow Ct, Dallas, TX, 75295	0.80	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed
ENR-123397	ENR	Brian Siva	2001-01-12	UHC-75925-02	5806677413	5041 Market St, Houston, TX, 77025	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
CLM-428282	CLM	Edward Jenkins	1963-01-15	UHC-64529-19	5799065259	—	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
CLM-413120	CLM	Yuki U Ortega	1977-05-26	UHC-69924-78	—	9570 Cedar Ln, Los Angeles, CA, 90089	0.80	Two-digit birth year City re-cased Whitespace trimmed Placeholder values cleared
CLM-403998	CLM	Amber Richards	1978-07-21	UHC-43880-34	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-105025	ENR	Kyle Z Wong	1953-12-09	UHC-64030-81	2042196423	1353 Lake View Rd, Mesa, AZ, 85242	0.80	Two-digit birth year Phone reformatted Member ID reformatted Placeholder values cleared
CLM-417852	CLM	Jeffrey Lee	1941-04-28	UHC-70346-40	2108602156	—	0.80	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed
ENR-129300	ENR	Vincent Gomez	1952-08-05	UHC-78820-41	6146017697	4511 Grand Ave, Columbus, OH, 43213	0.80	Two-digit birth year Email lower-cased Whitespace trimmed Placeholder values cleared
ENR-129299	ENR	Vincent Gomez	1952-08-05	UHC-78820-41	6146017697	4511 Grand Ave, Columbus, OH, 43213	0.80	Two-digit birth year Email lower-cased Whitespace trimmed Placeholder values cleared
CLM-407445	CLM	Joseph King	1982-12-04	UHC-46651-11	7038362946	9130 Broadway, Jacksonville, FL, 32290	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-139171	ENR	Ralph Wagner	1987-05-28	UHC-97794-88	—	7757 Valley View Dr, Las Vegas, NV, 89135	0.80	Two-digit birth year State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-113473	ENR	Scott H Lynch	1942-12-19	UHC-81933-20	5872450526	707 Lake View Rd, Minneapolis, MN, 55407	0.80	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed
TPA-62814	TPA	Beverly E Bradley	1977-11-02	—	2584005634	2313 Desert Sky Blvd, Fresno, CA, 93700	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
CLM-420905	CLM	Andrea Peters	1962-05-26	UHC-05108-52	9254279059	5022 Lake View Rd, Tampa, FL, 33675	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-142866	ENR	Alice Y Hanson	1952-11-06	UHC-82049-78	9247695065	6900 Spring St, Scottsdale, AZ, 85264	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-62026	TPA	Arthur Rice	2005-03-06	—	2665327781	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-20076	PRV	Alexander Medina	1962-10-09	—	7598484612	3388 Forest Ave, Atlanta, GA, 30372	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-412561	CLM	Anthony Harrison	1983-09-08	UHC-10947-62	—	—	0.80	Name re-cased Two-digit birth year Member ID reformatted Placeholder values cleared
TPA-57866	TPA	Aisha Nguyen	1985-06-09	—	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-424326	CLM	Marcus E Myers	1989-08-13	—	4815776632	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-137851	ENR	Andrea Espinoza	1975-04-26	UHC-67937-38	3258427741	1525 Canyon Rd, Glendale, AZ, 85359	0.80	Two-digit birth year Phone reformatted Plan code upper-cased Whitespace trimmed
CLM-414955	CLM	Alice Peters	1997-11-27	UHC-18612-08	3844692731	8453 Apache Blvd, Plano, TX, 75040	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-140132	ENR	Debra Jensen	1962-11-12	UHC-66581-10	8067969657	8626 Lincoln Way, Fresno, CA, 93754	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
CLM-405201	CLM	John Deniels	1964-03-14	UHC-60949-65	5829272496	5533 Central Ave, San Antonio, TX, 78225	0.80	Two-digit birth year Phone reformatted City re-cased Placeholder values cleared
TPA-53751	TPA	Billy Rice	1949-02-24	—	3768710180	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-111367	ENR	Diego X Campbell	1975-01-09	UHC-87112-20	6608087742	7400 Main St, Fresno, CA, 93796	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-111310	ENR	Susan Murphy	1996-06-03	UHC-71234-34	7576674321	1234 Broadway, Tempe, AZ, 85231	0.80	Two-digit birth year Phone reformatted Member ID reformatted Email lower-cased
PRV-22255	PRV	Gregory Wagner	1987-12-28	UHC-51627-22	9418383423	6925 Broadway, Miami, FL, 33105	0.80	Two-digit birth year Phone reformatted City re-cased Placeholder values cleared
CLM-420251	CLM	Thomas Berry	1994-08-14	UHC-80771-70	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-132211	ENR	Sophia James	1976-10-18	—	5205066222	6933 Camelback Rd, Fresno, CA, 93793	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-429217	CLM	Noah Roberts	2003-05-10	UHC-80842-50	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared

6,661 rows, page 114 of 134Previous Next