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
ENR-115092	ENR	Marcus L Arnold	2001-10-23	UHC-05727-11	5949394665	9643 Cedar Ln, San Diego, CA, 92118	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
ENR-118412	ENR	Donald K Kennedy	1971-11-23	UHC-11082-55	8536735200	340 Meadow Ln Apt 28, Gilbert, AZ, 85232	0.68	Unit split from street Email lower-cased Gender normalised Plan code upper-cased
ENR-104556	ENR	Mariana T Spencer	1975-05-11	UHC-50027-31	2482728389	4182 Bayshore Dr, Atlanta, GA, 30369	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-123158	ENR	Mariana V Freeman	1968-12-20	UHC-39956-01	8975461539	7185 Valley View Dr, Las Vegas, NV, 89109	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-143030	ENR	Rachel C Brown	1952-05-05	UHC-87859-77	2527223594	4485 Main St, Miami, FL, 33180	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed
ENR-106848	ENR	Carol V Stephens	2003-10-16	UHC-12113-06	8019346763	6387 Forest Ave, Jacksonville, FL, 32266	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
CLM-405786	CLM	Amanda Larson	1946-09-26	—	2384766490	1439 Desert Sky Blvd, Tempe, AZ, 85258	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-116818	ENR	Michael Turner	1959-10-03	UHC-27386-56	8794097692	7164 Apache Blvd, Nashville, TN, 37264	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
CLM-401039	CLM	Willie Austin	1998-09-20	—	4789072706	—	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared
TPA-60643	TPA	Priya Ford	1969-05-03	—	—	6295 Indian School Rd, Denver, CO, 80256	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-117845	ENR	Theresa S McDonald	1945-11-19	UHC-67029-07	7229876265	9572 Baseline Rd, Glendale, AZ, 85332	0.68	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed
TPA-58675	TPA	Bryan Jenkins	1945-05-18	—	7804210538	5150 Cedar Ln, San Diego, CA, 92139	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-425525	CLM	Scott Estrada	1963-12-10	UHC-21355-47	—	2065 Bayshore Dr, Austin, TX, 78770	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
CLM-429285	CLM	Samantha Watkins	1991-09-24	—	2036662020	935 Cedar Ln Apt 39, Columbus, OH, 43276	0.68	Name re-cased Unit split from street Gender normalised Placeholder values cleared
ENR-136621	ENR	Juan W Stephens	1959-06-20	UHC-60981-40	—	9229 Washington St, Columbus, OH, 43248	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
PRV-22654	PRV	Joan Mills	1957-12-16	UHC-84014-04	—	1972 Hillcrest Rd Apt 14, Scottsdale, AZ, 85214	0.68	Unit split from street Gender normalised Whitespace trimmed Placeholder values cleared
CLM-427306	CLM	Michelle Hart	1972-04-06	UHC-85075-29	5489911708	2271 Lake View Rd, Houston, TX, 77096	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
ENR-110628	ENR	Mateo Ortiz	2008-03-27	UHC-00765-02	9367550311	4680 Forest Ave, Miami, FL, 33158	0.68	State name converted to code Gender normalised Whitespace trimmed Placeholder values cleared
ENR-131124	ENR	Isabella Allen	1982-11-27	UHC-40176-31	9269187387	5683 Palm Dr, Tucson, AZ, 85787	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-100133	ENR	Omar Oliver	1948-03-08	UHC-61050-12	8815131379	4884 Mountain View Dr Apt 1, Mesa, AZ, 85262	0.68	Name re-cased Phone reformatted Unit split from street Gender normalised
PRV-22735	PRV	Charlotte Nunze	1991-06-08	—	6996997536	3202 Meadow Ln, Phoenix, AZ, 85016	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
CLM-417247	CLM	Russell Guerrero	1975-09-04	—	—	675 Mountain View Dr, Tucson, AZ, 85702	0.68	SSN last four extracted State code upper-cased Gender normalised Placeholder values cleared
ENR-106174	ENR	Ahmed Vega	2002-10-16	UHC-10206-05	3932206753	3061 Maple Ave, Tucson, AZ, 85739	0.68	Name re-cased Street suffix standardised Address re-cased Gender normalised
ENR-101437	ENR	Contreras M Matthew	2006-06-22	UHC-34912-87	7966293085	—	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
CLM-430258	CLM	Jean Knight	1960-04-01	UHC-93730-39	9802923709	9744 Jefferson Ave, Fresno, CA, 93744	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-118651	ENR	Janet W Wallcae	1939-11-19	UHC-29568-55	8588793971	2662 Elm St, Glendale, AZ, 85395	0.68	Phone reformatted City re-cased ZIP+4 trimmed Gender normalised
ENR-118049	ENR	Sara B Butler	1975-12-03	UHC-52657-16	2283393807	7267 Grand Ave, Columbus, OH, 43206	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
CLM-432160	CLM	Lindda Reid	1941-09-26	UHC-59494-89	3065005339	3931 Harbor Blvd, San Diego, CA, 92104	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared
PRV-28081	PRV	Josh Gbison	1987-11-05	—	—	4752 Washington St, Tempe, AZ, 85232	0.68	ZIP+4 trimmed Gender normalised Whitespace trimmed Placeholder values cleared
CLM-412363	CLM	Roy Stephens	1982-03-13	UHC-38481-78	8614211084	54 Jefferson Ave, Charlotte, NC, 28277	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
CLM-413556	CLM	Johnny Watkins	—	UHC-85271-08	—	7718 River Rd, Nashville, TN, 37276	0.68	Name re-cased Date of birth unreadable Gender normalised Placeholder values cleared
CLM-405188	CLM	Virginia Ortiz	2008-03-22	UHC-29964-53	—	—	0.68	Date of birth reformatted SSN last four extracted Gender normalised Placeholder values cleared
TPA-57150	TPA	Katharine Schultz	1955-09-26	—	—	2397 Pine Dr, Plano, TX, 75066	0.68	State name converted to code Gender normalised Whitespace trimmed Placeholder values cleared
ENR-118653	ENR	Kethryn Mendez	—	UHC-34100-98	5669214260	8345 Meadow Ln, San Antonio, TX, 78210	0.68	Date of birth unreadable City re-cased Gender normalised Placeholder values cleared
ENR-139236	ENR	Willie Harper	1980-12-06	UHC-18093-71	—	426 Desert Sky Blvd, Houston, TX, 77019	0.68	Name re-cased Street suffix standardised Address re-cased Gender normalised
ENR-106416	ENR	Ahmde Vazquez	1955-08-09	—	9142541272	2802 Sunset Blvd, Tucson, AZ, 85748	0.68	Phone reformatted State name converted to code Email lower-cased Gender normalised
CLM-400630	CLM	Alex Thompson	1999-03-02	UHC-81966-47	—	8452 Central Ave, Eden Prairie, MN, 55317	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
CLM-432252	CLM	Catherine Y Romero	1952-02-09	—	—	9615 Camelback Rd, Tempe, AZ, 85263	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
CLM-413049	CLM	Paul Mejia	1994-10-14	—	3976107895	—	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
CLM-409406	CLM	Olivia Campbell	—	—	6424320170	—	0.68	Date of birth unreadable Phone reformatted Gender normalised Placeholder values cleared
ENR-128150	ENR	Carol Graza	1993-10-02	UHC-47943-41	5892436381	2772 Ridge Rd, Denver, CO, 80280	0.68	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed
ENR-129803	ENR	Jesse D Cunningham	1993-09-09	UHC-75159-17	3543974685	9591 Palm Dr, Tempe, AZ, 85211	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
CLM-412209	CLM	Katherine Howell	2006-04-08	UHC-24751-04	—	6115 Indian School Rd, Los Angeles, CA, 90004	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
ENR-103295	ENR	Mateo O Jackson	1990-04-07	UHC-48696-50	9494711696	3971 Lincoln Way, Las Vegas, NV, 89146	0.68	Phone reformatted ZIP+4 trimmed Email lower-cased Gender normalised
CLM-401104	CLM	Kathryn Li	2001-05-09	—	—	5526 Central Ave, Los Angeles, CA, 90072	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
CLM-411452	CLM	Theresa Jimenez	1971-10-04	UHC-78147-56	—	3652 River Rd, Fresno, CA, 93777	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
TPA-51511	TPA	Sharon Boyd	—	—	—	4822 Camelback Rd, Minneapolis, MN, 55471	0.68	Date of birth unreadable Gender normalised Whitespace trimmed Placeholder values cleared
CLM-430731	CLM	Frank Allen	2008-06-15	UHC-12886-83	—	770 Sage Ct, Las Vegas, NV, 89139	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
CLM-413143	CLM	Carter Chriistina	1943-10-03	—	5076300680	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-419396	CLM	Barbara Medina	1986-07-03	UHC-96837-25	—	4638 Elm St, Seattle, WA, 98164	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared

16,828 rows, page 236 of 337Previous Next