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
CLM-431032	CLM	Lauren Snyder	1956-08-01	—	—	4984 Lincoln Way, Chandler, AZ, 85266	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
CLM-409787	CLM	Cheryl Welch	1938-01-06	UHC-07157-28	4148287096	6366 Hillcrest Rd, Miami, FL, 33154	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
PRV-21479	PRV	Marilyn W Romero	1954-08-02	—	5559000569	2973 Main St, Eden Prairie, MN, 55338	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
PRV-26815	PRV	Dennis Phillips	1996-12-07	—	7066237718	725 Grand Ave, Orlando, FL, 32822	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
CLM-424087	CLM	Tyler Silva	1993-01-21	UHC-89750-63	—	3953 Maple Ave, Denver, CO, 80234	0.68	Name re-cased Two-digit birth year ZIP+4 trimmed Placeholder values cleared
CLM-427593	CLM	Sofia Price	1970-08-23	UHC-91931-96	7288038801	2370 Spring St, Phoenix, AZ, 85001	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
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
CLM-410454	CLM	—Junk	1962-07-15	UHC-95184-37	—	—	0.70	Two-digit birth year Placeholder values cleared No usable name (quarantined)
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
CLM-417370	CLM	Evelyn Jensen	2005-05-28	—	—	9886 Sage Ct, Phoenix, AZ, 85052	0.70	Two-digit birth year State name converted to code Placeholder values cleared
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
CLM-414121	CLM	Henry Reynolds	2002-08-03	UHC-89188-18	—	—	0.70	Two-digit birth year Gender normalised Placeholder values cleared
TPA-61096	TPA	James Richardson	1943-05-17	—	—	4127 Highland Ave, Gilbert, AZ, 85229	0.70	Two-digit birth year Gender normalised Placeholder values cleared
CLM-428483	CLM	Keith Graham	1954-04-20	UHC-75505-45	—	—	0.70	Name split from “Last, First”Two-digit birth year Placeholder values cleared
CLM-421035	CLM	Lori Ruiz	2004-02-12	UHC-96459-94	—	—	0.70	Name split from “Last, First”Two-digit birth year Placeholder values cleared
CLM-401832	CLM	Ryan Brooks	2008-12-27	—	—	3718 Main St, Fresno, CA, 93773	0.70	Two-digit birth year State name converted to code Placeholder values cleared
TPA-64408	TPA	Mei W McCoy	1955-01-23	UHC-65566-67	—	—	0.70	Name split from “Last, First”Two-digit birth year Placeholder values cleared
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
TPA-61953	TPA	Brittany Watson	1971-04-25	—	—	3073 Market St Apt 7, Sacramento, CA, 95874	0.70	Two-digit birth year Unit split from street Placeholder values cleared
TPA-63386	TPA	Terry Salazar	1946-12-06	UHC-65903-57	—	—	0.70	Two-digit birth year Gender normalised Placeholder values cleared
CLM-401643	CLM	Donna G Perez	2005-06-03	UHC-15786-23	—	—	0.70	Middle initial moved out of first name Two-digit birth year Placeholder values cleared
CLM-401644	CLM	Donna G Perez	2005-06-03	UHC-15786-23	—	—	0.70	Middle initial moved out of first name Two-digit birth year Placeholder values cleared
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
CLM-428600	CLM	Dvid P Simmons	1980-07-07	UHC-57111-04	3589680219	741 Lincoln Way, Sacramento, CA, 95884	0.70	Two-digit birth year Gender normalised Placeholder values cleared
CLM-425550	CLM	Jean N Martin	1946-02-06	UHC-91488-52	—	6665 Broadway # 825, Gilbert, AZ, 85261	0.70	Two-digit birth year Unit split from street Placeholder values cleared
CLM-424491	CLM	Fatima Stephens	1995-07-04	UHC-06221-64	—	1103 Main St, Sacramento, CA, 95862	0.70	Two-digit birth year Gender normalised Placeholder values cleared
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
CLM-414223	CLM	Michelle W Rivera	1989-06-02	UHC-89576-64	3225737826	6134 Hillcrest Rd, Tampa, FL, 33667	0.70	Two-digit birth year State name converted to code Whitespace trimmed
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
TPA-58830	TPA	Alice Willis	1944-06-18	—	—	5380 Willow Ct, Nashville, TN, 37241	0.70	Two-digit birth year Gender normalised Placeholder values cleared
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
CLM-431598	CLM	Beverly Q Schultz	1981-07-09	UHC-83728-87	—	627 Highland Ave, Dallas, TX, 75261	0.70	Name re-cased Two-digit birth year ZIP+4 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
CLM-412679	CLM	Mark X Delgado	1948-10-08	UHC-23763-86	—	2337 Mesa Dr, Tempe, AZ, 85209	0.70	Middle initial moved out of first name Two-digit birth year Placeholder values cleared
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
CLM-412563	CLM	Ryan Martin	2008-09-08	—	—	678 Palm Dr, Miami, FL, 33187	0.70	Two-digit birth year Gender normalised Placeholder values cleared
ENR-113435	ENR	Nicholas Flores	1957-02-20	UHC-35747-85	7035067653	2409 Indian School Rd, Tempe, AZ, 85238	0.70	Two-digit birth year Street suffix standardised Address re-cased
ENR-113436	ENR	Nicholas Flores	1957-02-20	UHC-35747-85	7035067653	2409 Indian School Rd, Tempe, AZ, 85238	0.70	Two-digit birth year Street suffix standardised Address re-cased
ENR-122381	ENR	Nancy I Reyes	1945-02-19	UHC-21676-71	8314517703	7629 Camelback Rd, Denver, CO, 80231	0.70	Name split from “Last, First”Two-digit birth year Whitespace trimmed
CLM-414472	CLM	Simmons David	1959-08-06	UHC-48775-80	6152117638	1491 Lake View Rd, Fresno, CA, 93713	0.70	Two-digit birth year Phone reformatted State name converted to code
ENR-124256	ENR	Michelle Kennedy	1950-05-17	UHC-09693-82	6354812881	5675 Cedar Ln, Austin, TX, 78780	0.70	Name split from “Last, First”Two-digit birth year Phone reformatted
ENR-142121	ENR	Dennis Q Ferguson	1954-09-28	UHC-37454-80	—	3009 Desert Sky Blvd, Eden Prairie, MN, 55396	0.70	Two-digit birth year State name converted to code Whitespace trimmed
CLM-408129	CLM	Christian Romero	1957-02-08	—	—	—	0.70	Two-digit birth year Gender normalised Placeholder values cleared
ENR-109478	ENR	Roger Lewis	1956-02-03	UHC-29701-15	8614905018	5339 Ridge Rd, Dallas, TX, 75210	0.70	Name split from “Last, First”Two-digit birth year Phone reformatted
ENR-116682	ENR	Dylan Hunt	1941-09-25	UHC-06624-53	8346267586	2655 Union St, Chandler, AZ, 85247	0.70	Two-digit birth year Street suffix standardised Address re-cased
CLM-403689	CLM	Valentina Gonzalez	1995-09-13	UHC-08034-63	—	—	0.70	Two-digit birth year Gender normalised Placeholder values cleared
CLM-403082	CLM	Jose M Howell	1979-11-01	UHC-12973-72	—	—	0.70	Two-digit birth year Gender normalised Placeholder values cleared

6,661 rows, page 99 of 134Previous Next