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-105304	ENR	Angela O Wood	2008-09-26	UHC-49670-68	6877939048	9642 Apache Blvd, Jacksonville, FL, 32264	0.68	Name re-cased Two-digit birth year ZIP+4 trimmed Placeholder values cleared
PRV-29368	PRV	Nathan Heernandez	1998-09-28	—	6626810799	—	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
ENR-104580	ENR	Austin Z Austin	1998-09-19	UHC-36724-12	7742043141	7651 Park Pl, Plano, TX, 75009	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed
TPA-56793	TPA	Caterine Lawrence	1957-05-18	—	—	9836 Canyon Rd Apt 22, Chandler, AZ, 85249	0.68	Name re-cased Two-digit birth year Unit split from street Placeholder values cleared
TPA-58881	TPA	Jessica G Marquez	1995-02-23	—	—	2107 Sunset Blvd, Gilbert, AZ, 85212	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
CLM-402076	CLM	Kimberly Cunningham	1943-01-17	UHC-50704-33	—	4044 Jefferson Ave, Houston, TX, 77001	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
ENR-106440	ENR	Carol G Grant	1956-08-13	UHC-90762-81	7475266473	8114 Ridge Rd, Columbus, OH, 43255	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
ENR-131185	ENR	Elizabeth Rojas	1978-12-15	UHC-91050-37	4956681974	7251 Apache Blvd, Nashville, TN, 37239	0.68	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed
ENR-126654	ENR	Maria H Carter	1941-07-21	UHC-99707-79	9365847459	4284 Pine Dr, Gilbert, AZ, 85297	0.68	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed
ENR-119024	ENR	Ashley O Valdez	1999-02-10	UHC-62343-53	2358623232	483 Hillcrest Rd, Glendale, AZ, 85388	0.68	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed
CLM-426663	CLM	Larry Evans	1973-09-28	UHC-51691-53	—	6969 Harbor Blvd, Mesa, AZ, 85265	0.68	Name re-cased Two-digit birth year Street suffix standardised Address re-cased
CLM-401879	CLM	Patricia Wood	1957-06-24	—	—	2526 Meadow Ln, Jacksonville, FL, 32260	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
CLM-401880	CLM	Patricia Wood	1957-06-24	—	—	2526 Meadow Ln, Jacksonville, FL, 32260	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
CLM-403203	CLM	Anthony Knight	1973-06-22	—	4469839018	—	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared
CLM-418509	CLM	Steven R Bowman	1941-09-01	UHC-95679-56	—	8216 Cedar Ln, Orlando, FL, 32899	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-431114	CLM	David V Armstrong	2003-07-06	UHC-36225-03	—	6241 Hillcrest Rd # 245, Glendale, AZ, 85369	0.68	Two-digit birth year Unit split from street Whitespace trimmed Placeholder values cleared
ENR-100639	ENR	Patrick V Nelson	1994-06-21	UHC-19242-69	5546715741	7564 Maple Ave # 448, Gilbert, AZ, 85291	0.68	Two-digit birth year Phone reformatted Unit split from street Email lower-cased
PRV-21612	PRV	Gabriel P Salazar	1943-02-04	—	2378144343	—	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
ENR-131405	ENR	Logan Robertson	1952-01-10	UHC-96524-80	2852066174	4433 Desert Sky Blvd # 476, Chandler, AZ, 85276	0.68	Two-digit birth year Phone reformatted Member ID reformatted Unit split from street
ENR-108106	ENR	John Green	1946-03-19	UHC-94319-73	9755294351	692 Baseline Rd, Nashville, TN, 37223	0.68	Name re-cased Two-digit birth year Street suffix standardised Address re-cased
CLM-412048	CLM	Larry Lawson	1976-03-23	—	—	4261 Apache Blvd, Phoenix, AZ, 85063	0.68	Name re-cased Two-digit birth year ZIP+4 trimmed Placeholder values cleared
ENR-104858	ENR	Shirley C Perkins	1945-11-26	UHC-80806-69	7592036389	6527 Jefferson Ave, Mesa, AZ, 85208	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
PRV-22523	PRV	John Reyes	2004-01-07	—	3064873975	1791 Elm St, Tempe, AZ, 85253	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
CLM-410880	CLM	Abigail Gray	1998-07-12	—	—	—	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
CLM-421925	CLM	Brenda Henry	1982-05-17	UHC-49567-69	—	62 Ridge Rd, Los Angeles, CA, 90069	0.68	Name re-cased Two-digit birth year Phone missing area code Placeholder values cleared
TPA-64041	TPA	Juan Y Williams	1981-08-04	—	8432327017	7824 Sunset Blvd, Los Angeles, CA, 90049	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
CLM-410737	CLM	Carol Banks	1999-02-17	UHC-53162-58	6282900092	7354 Mesa Dr, Scottsdale, AZ, 85253	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
ENR-108678	ENR	Priya N Adams	2008-05-26	UHC-46347-96	3218608794	2718 Washington St, Miami, FL, 33122	0.68	Two-digit birth year Phone reformatted City re-cased Gender normalised
ENR-123946	ENR	Denise U Ortiz	1975-03-10	UHC-70075-44	8264016554	4005 Maple Ave, Charlotte, NC, 28213	0.68	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed
CLM-401108	CLM	Kathryn Holmes	1939-02-10	UHC-21580-23	—	1223 Canyon Rd, Austin, TX, 78717	0.68	Two-digit birth year City re-cased Gender normalised Placeholder values cleared
PRV-28209	PRV	Raymond Reed	1997-07-04	—	3816512027	—	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
ENR-101984	ENR	Ronald G Gonzales	1951-05-19	UHC-77889-07	7225512640	2738 Central Ave, Jacksonville, FL, 32239	0.68	Two-digit birth year Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-117035	ENR	Susan M George	1989-04-05	UHC-79821-24	6156683251	1170 Spring St, Fresno, CA, 93739	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
CLM-409232	CLM	Olivia Ramos	1998-07-18	UHC-74736-34	—	6004 Harbor Blvd, Los Angeles, CA, 90046	0.68	Name re-cased Two-digit birth year State name converted to code Placeholder values cleared
CLM-430057	CLM	Christine Phillips	1989-02-18	UHC-86842-73	—	3969 Hillcrest Rd, Gilbert, AZ	0.68	Name re-cased Two-digit birth year ZIP missing Placeholder values cleared
ENR-117389	ENR	Roy Patel	1990-10-21	UHC-86246-70	8298772450	567 Elm St, Dallas, TX, 75291	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
CLM-413315	CLM	Paul Garza	1996-02-09	UHC-07864-19	—	—	0.68	Name re-cased Two-digit birth year SSN last four extracted Placeholder values cleared
CLM-401208	CLM	Ana Knigth	1991-03-25	—	—	3627 Lincoln Way # 531, Gilbert, AZ, 85236	0.68	Name re-cased Two-digit birth year Unit split from street Whitespace trimmed
CLM-422403	CLM	Abigail L Soto	1953-03-27	UHC-46807-97	—	3268 Lake View Rd, Mesa, AZ, 85252	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
TPA-58058	TPA	Timothy P Castillo	1953-12-13	—	8052847670	3418 Baseline Rd, Tucson, AZ	0.68	Name re-cased Two-digit birth year ZIP missing Placeholder values cleared
CLM-430014	CLM	Diane E Ruiz	1948-05-15	UHC-80079-74	—	6629 Spring St, Seattle, WA, 98155	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
TPA-62729	TPA	Betty Stephens	2006-12-15	—	—	2735 Lincoln Way, Atlanta, GA, 30337	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
PRV-25607	PRV	Dorothy Garrett	1941-08-11	UHC-53784-33	—	6322 Ridge Rd, Scottsdale, AZ	0.68	Two-digit birth year ZIP missing Email lower-cased Placeholder values cleared
ENR-114363	ENR	Thomas L Ramirez	1992-12-20	UHC-60213-84	7026555725	103 Union St, Miami, FL	0.68	Two-digit birth year City re-cased ZIP missing Email lower-cased
PRV-21878	PRV	Jerry Kelley	1965-11-04	—	2639341075	6586 Park Pl # 675, Scottsdale, AZ, 85220	0.68	Two-digit birth year Unit split from street Whitespace trimmed Placeholder values cleared
ENR-107839	ENR	Patrick P West	1961-09-23	UHC-73334-92	3204545775	5599 Maple Ave, Tampa, FL, 33640	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
CLM-407377	CLM	Joe Harvey	1956-09-20	—	—	6432 Hillcrest Rd, Atlanta, GA, 30357	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-114395	ENR	Jeremy T Guzman	1975-05-19	UHC-42706-41	—	6444 Lincoln Way, Dallas, TX, 75212	0.68	Two-digit birth year ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-111237	ENR	Gary V Day	1977-07-20	UHC-44898-69	4296775374	5985 Jefferson Ave, Dallas, TX, 75298	0.68	Two-digit birth year Phone reformatted State name converted to code Placeholder values cleared
ENR-123545	ENR	Brittany J Fernandez	1990-03-08	UHC-81322-64	3502239003	6864 Willow Ct, Sacramento, CA, 95898	0.68	Name re-cased Two-digit birth year Phone reformatted Gender normalised

6,661 rows, page 97 of 134Previous Next