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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-57691	TPA	Dylan Harvey	1976-03-10	—	—	5090 Ridge Rd, Phoenix, AZ, 85057	0.78	Name re-cased City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-107476	ENR	Jerry Lynch	1978-12-27	UHC-81730-62	5918400760	5218 Broadway, Miami, FL, 33112	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-100124	ENR	Judith H Nichols	1989-12-05	UHC-38800-69	8239658375	302 Palm Dr, Seattle, WA, 98113	0.78	Phone reformatted Member ID reformatted City re-cased ZIP+4 trimmed+1 more
ENR-121744	ENR	Vincent W Santos	1956-09-20	UHC-03098-68	6928803919	8963 Broadway, Austin, TX, 78759	0.78	Name re-cased Date of birth reformatted Phone reformatted Address re-cased+1 more
ENR-121745	ENR	Vincent W Santos	1956-09-20	UHC-03098-68	6928803919	8963 Broadway, Austin, TX, 78759	0.78	Name re-cased Date of birth reformatted Phone reformatted Address re-cased+1 more
ENR-110119	ENR	Melissa Riichardson	1941-05-20	—	7317631437	3090 Willow Ct, Charlotte, NC, 28201	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-139208	ENR	Mark Nelson	1956-10-06	UHC-05517-87	9829058158	3833 Desert Sky Blvd, Las Vegas, NV, 89126	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-123359	ENR	Wyane D Castro	1950-09-06	UHC-05335-91	8149912985	2524 Baseline Rd, Sacramento, CA, 95862	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-126019	ENR	Douglas H Sandovl	1972-08-06	UHC-31467-72	5619136180	423 Spring St, Minneapolis, MN, 55488	0.78	Date of birth reformatted Phone reformatted Member ID reformatted ZIP+4 trimmed+1 more
ENR-126111	ENR	Crol G Garrett	1971-01-17	UHC-65902-92	9076525042	1631 River Rd, Tempe, AZ, 85213	0.78	Phone reformatted Member ID reformatted City re-cased ZIP+4 trimmed+1 more
CLM-431035	CLM	Robert Patterson	1982-10-18	UHC-46621-18	8038700883	8502 Ridge Rd, Phoenix, AZ, 85004	0.78	Phone reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-121715	ENR	Frances Black	1973-01-08	UHC-69988-34	7653643713	8621 Camelback Rd, Plano, TX, 75028	0.78	Name re-cased Phone reformatted Member ID reformatted ZIP+4 trimmed+1 more
CLM-424500	CLM	Charles T Nguyen	1981-01-23	UHC-11107-77	6186847915	7463 Forest Ave, Sacramento, CA, 95831	0.78	Date of birth reformatted Phone reformatted Member ID reformatted ZIP+4 trimmed+1 more
TPA-57774	TPA	Frank Santos	1972-10-25	—	—	1611 Meadow Ln, Glendale, AZ, 85345	0.78	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+1 more
ENR-120732	ENR	Raymond R Elliott	1940-11-15	UHC-54128-92	6472847842	6835 Indian School Rd, Chandler, AZ, 85277	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Plan code upper-cased+1 more
ENR-108957	ENR	Laura K Fuller	1966-01-21	UHC-11283-32	9274101292	7731 Central Ave, Dallas, TX, 75220	0.78	Name re-cased Phone reformatted Member ID reformatted State code upper-cased+1 more
ENR-122104	ENR	Bily Aguilar	1961-04-02	—	6865545261	4931 Lincoln Way, Las Vegas, NV, 89123	0.78	Phone reformatted ZIP+4 trimmed Email lower-cased Whitespace trimmed+1 more
CLM-405384	CLM	Chistopher O Wallace	2000-08-07	—	5297517988	2898 Indian School Rd, San Diego, CA, 92101	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
CLM-404437	CLM	Anna Z Reyes	1998-07-17	UHC-62772-75	9174886248	273 Highland Ave, Austin, TX, 78775	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-125093	ENR	Martha B Moore	2008-06-02	UHC-35380-55	9028019585	511 Baseline Rd, Denver, CO, 80297	0.78	Phone reformatted State code upper-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-406442	CLM	Priya Stone	1946-06-10	—	9712230293	8768 Bayshore Dr, Eden Prairie, MN, 55373	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-425909	CLM	Mariana Fernandez	1951-12-05	—	3897127054	3623 Pine Dr, Charlotte, NC, 28208	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-117121	ENR	Carr S Walter	1972-11-13	UHC-53046-17	3599465098	5262 Jefferson Ave, Houston, TX, 77055	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-114686	ENR	Wei Carter	1957-07-01	UHC-20693-97	6314239543	3729 Jefferson Ave, Phoenix, AZ, 85007	0.78	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+1 more
ENR-107060	ENR	Roy P Jordan	2002-06-11	UHC-59020-72	3167770903	3977 Main St, Miami, FL, 33122	0.78	Phone reformatted ZIP+4 trimmed Plan code upper-cased Whitespace trimmed+1 more
CLM-411206	CLM	Helen Robinson	1996-03-10	—	6532054941	1332 Hillcrest Rd, Atlanta, GA, 30378	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-405729	CLM	Sharon West	1984-11-11	UHC-67402-41	9416751364	773 Hillcrest Rd, Orlando, FL, 32852	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-420954	CLM	Denise White	1963-07-19	—	—	1157 Washington St, Columbus, OH, 43283	0.78	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+1 more
PRV-23616	PRV	Henry Nguyen	1975-07-18	—	4925628011	3106 Palm Dr, Columbus, OH, 43272	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-104930	ENR	Catherine H Henry	1998-06-20	UHC-75352-66	7022816540	4226 Washington St, Austin, TX, 78727	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-25286	PRV	Andrea Carter	1968-01-14	—	—	589 Bayshore Dr, Houston, TX, 77082	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-140157	ENR	Janice I Chen	1960-03-01	UHC-63399-35	3855801421	2548 Union St, Sacramento, CA, 95892	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-24087	PRV	Adam Ellis	1958-09-26	—	—	8930 Cedar Ln, Glendale, AZ, 85301	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-417957	CLM	Wayne Q Silva	2005-02-18	UHC-07518-90	—	3386 Union St, Orlando, FL, 32817	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-113696	ENR	Roald J Meier	1953-06-23	UHC-86684-74	6318214847	3978 Spring St, Jacksonville, FL, 32254	0.78	Phone reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
PRV-23648	PRV	Barb Z Robinson	1953-03-09	UHC-20413-79	4286836779	1839 River Rd, Miami, FL, 33164	0.78	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+1 more
ENR-106167	ENR	Melissa Sims	1938-07-23	UHC-12676-11	4869135113	7919 Apache Blvd, Fresno, CA, 93712	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-125655	ENR	Albert U Park	2006-06-08	UHC-40288-97	3174560268	7915 Sunset Blvd, Seattle, WA, 98128	0.78	Phone reformatted City re-cased ZIP+4 trimmed Email lower-cased+1 more
CLM-405446	CLM	Cheryl M Hill	1949-12-23	—	7959883143	3321 Mountain View Dr, Chandler, AZ, 85213	0.78	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+1 more
CLM-410627	CLM	Cynthia Ryan	1948-04-19	—	8147336786	1187 Broadway, San Antonio, TX, 78200	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
CLM-409934	CLM	Thomas Jensen	1993-10-28	UHC-32487-12	—	2508 Maple Ave, Mesa, AZ, 85243	0.78	Member ID reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-132421	ENR	Ethan Welch	1941-06-23	UHC-61196-41	6982498220	9226 Lake View Rd, Minneapolis, MN, 55409	0.78	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
PRV-26184	PRV	Alexander F Ellis	1979-08-14	—	7955709797	219 Lincoln Way, Denver, CO, 80234	0.78	Date of birth reformatted City re-cased ZIP+4 trimmed Email lower-cased+1 more
PRV-23620	PRV	Lauren A Sims	2007-05-19	UHC-90640-63	8537240105	8513 Lincoln Way, Atlanta, GA, 30306	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-27646	PRV	Karen E Romero	1986-03-19	—	6014145517	6696 Spring St, Denver, CO, 80276	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
TPA-60933	TPA	Charles Reid	1969-06-14	—	—	3202 Lincoln Way, Tempe, AZ, 85211	0.78	Date of birth reformatted State code upper-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-417355	CLM	Dorothy Nguyen	2001-11-04	UHC-17968-70	7729904806	1106 Valley View Dr, Las Vegas, NV, 89152	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
CLM-423674	CLM	Albert Santos	1975-05-16	—	7459294057	7865 Hillcrest Rd, Austin, TX, 78726	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-419837	CLM	Teresa Dixon	1970-04-03	UHC-78294-80	7039456181	5177 Camelback Rd, Dallas, TX, 75270	0.78	Phone reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-138056	ENR	Bryan S Hart	1939-02-13	UHC-40307-97	6103510985	1403 Park Pl, Minneapolis, MN, 55440	0.78	Name re-cased Phone reformatted Member ID reformatted ZIP+4 trimmed+1 more

8,263 rows, page 139 of 166Previous Next