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

Enrollment, 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-143092	ENR	Sarah Harvey	1994-03-07	UHC-63568-85	—	9589 Church St, Phoenix, AZ, 85073	0.68	Two-digit birth year State name converted to code Email lower-cased Whitespace trimmed
ENR-138628	ENR	Sharon V Rose	1956-02-12	UHC-95563-56	6264537870	1190 Grand Ave, Los Angeles, CA, 90044	0.68	Name split from “Last, First”Two-digit birth year Plan code upper-cased Placeholder values cleared
ENR-119362	ENR	Sofia Stone	1957-07-25	UHC-26887-79	4694220762	9671 Highland Ave, Tucson, AZ, 85724	0.68	Name re-cased Two-digit birth year Street suffix standardised Address re-cased
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
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
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
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
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
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
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
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
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
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
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
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
ENR-134930	ENR	Rachel Y Guerrero	1951-12-19	UHC-50828-11	—	7424 Cedar Ln, Tucson, AZ, 85788	0.68	Two-digit birth year State name converted to code Whitespace trimmed Placeholder values cleared
ENR-142490	ENR	Sophia Garrett	1965-02-02	UHC-19582-52	4154634765	9123 Ocean Ave, Columbus, OH, 43221	0.68	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed
ENR-112206	ENR	George C Weber	1998-02-22	UHC-63413-58	5162565619	530 Church St, Sacramento, CA, 95881	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared
ENR-100143	ENR	Joey U Simpson	1997-04-14	UHC-40911-71	7684184471	9890 Canyon Rd, Nashville, TN, 37266	0.68	Two-digit birth year Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-133141	ENR	Pamela U Wilson	1970-02-07	UHC-86455-03	4312669135	1186 Church St, Orlando, FL	0.68	Two-digit birth year City re-cased ZIP missing Whitespace trimmed
ENR-121595	ENR	Nicholas O Sullivan	2004-02-02	UHC-92592-07	7893540705	6528 River Rd, Scottsdale, AZ, 85259	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
ENR-113852	ENR	Santiago Perkins	1977-11-25	UHC-04230-33	5446044503	6183 Apache Blvd, Scottsdale, AZ, 85285	0.68	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed
ENR-133124	ENR	Emma Flores	1988-09-08	UHC-01211-61	4783362031	2371 Church St, Scottsdale, AZ, 85216	0.68	Name re-cased Two-digit birth year State name converted to code Whitespace trimmed
ENR-112756	ENR	Eugene Coleman	1986-01-20	UHC-30788-02	8188645196	9066 Ocean Ave, Austin, TX, 78748	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
ENR-107917	ENR	Scott Santos	1961-01-22	UHC-47962-91	4492652066	4540 Jefferson Ave, San Antonio, TX	0.68	Two-digit birth year Phone reformatted ZIP missing Whitespace trimmed
ENR-117620	ENR	Gabriel Gray	1962-05-03	UHC-31656-92	4787614161	868 Sage Ct, Columbus, OH	0.68	Two-digit birth year Phone reformatted ZIP missing Whitespace trimmed
ENR-134207	ENR	Anna Vega	1982-11-17	UHC-73708-80	4439452931	3495 Mountain View Dr, Phoenix, AZ, 85097	0.68	Name split from “Last, First”Two-digit birth year City re-cased Placeholder values cleared
ENR-116178	ENR	Jacob L Evans	1966-12-02	UHC-47768-24	9006880173	7447 Baseline Rd, Fresno, CA, 93759	0.68	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed
ENR-135954	ENR	Maria W Munoz	1966-03-01	UHC-87575-98	—	8893 Sage Ct, Minneapolis, MN, 55424	0.68	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed
ENR-109208	ENR	Wayne Y Herrera	2001-11-26	UHC-59812-10	6738177492	2047 Central Ave, Gilbert, AZ	0.70	Two-digit birth year Phone reformatted ZIP missing
ENR-137795	ENR	Gary Lucas	2001-08-26	UHC-30606-63	9455022500	5293 Canyon Rd, Dallas, TX	0.70	Two-digit birth year ZIP missing Email lower-cased
ENR-139200	ENR	Susan Thompson	1982-03-10	UHC-71038-23	2779975419	287 Palm Dr, Tampa, FL, 33619	0.70	Two-digit birth year Street suffix standardised Address re-cased
ENR-100426	ENR	Dougles George	1985-12-18	UHC-91044-29	2146480532	9884 River Rd, Tempe, AZ, 85217	0.70	Name split from “Last, First”Two-digit birth year Phone reformatted
ENR-111550	ENR	Justin I Williams	1983-06-26	UHC-16413-13	2132093236	7613 Mountain View Dr, San Diego, CA, 92117	0.70	Name re-cased Two-digit birth year Gender normalised
ENR-115189	ENR	Christian B Pena	1941-12-20	UHC-94941-85	6483731925	5377 Oak St, Tucson, AZ, 85733	0.70	Name split from “Last, First”Two-digit birth year Phone reformatted
ENR-118658	ENR	Lauar M Rivera	1954-10-28	UHC-21203-27	4297925066	6812 Cedar Ln, Dallas, TX, 75204	0.70	Two-digit birth year Street suffix standardised Address re-cased
ENR-104461	ENR	Anthony N Salazar	2004-01-25	UHC-22769-73	5653999280	3940 Hillcrest Rd, Plano, TX, 75007	0.70	Two-digit birth year Street suffix standardised Address re-cased
ENR-109462	ENR	Vincent J Johnston	1984-09-28	UHC-87494-19	8238504562	6977 Market St, Tempe, AZ, 85225	0.70	Name split from “Last, First”Two-digit birth year Phone reformatted
ENR-130736	ENR	Anna G Perkins	1979-03-11	UHC-36201-53	5603468544	4332 Forest Ave, Gilbert, AZ, 85229	0.70	Name split from “Last, First”Two-digit birth year Phone reformatted
ENR-126128	ENR	Paul S Le	1992-11-08	UHC-35140-55	3597307891	3605 Oak St, Minneapolis, MN, 55455	0.70	Name split from “Last, First”Two-digit birth year Whitespace trimmed
ENR-126719	ENR	Amber V Santiago	1959-02-02	UHC-91241-75	2962965469	4880 Indian School Rd, Seattle, WA, 98113	0.70	Two-digit birth year Phone reformatted Gender normalised
ENR-134327	ENR	Donald K Cruz	1975-04-23	UHC-29111-32	3693202395	6190 Washington St, Mesa, AZ, 85230	0.70	Name split from “Last, First”Two-digit birth year Phone reformatted

2,874 rows, page 45 of 58Previous Next