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 “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
ENR-129310	ENR	Matthew Hoffman	1995-04-23	UHC-49069-01	2903733827	3568 Church St, Gilbert, AZ, 85231	0.70	Name split from “Last, First”ZIP+4 trimmed Email lower-cased
ENR-130352	ENR	Jessica F Baker	1977-11-26	UHC-47501-58	4324965121	9664 Willow Ct, Nashville, TN, 37259	0.70	Phone reformatted ZIP+4 trimmed Gender normalised
ENR-141350	ENR	Elizabeth V Miller	1941-07-11	UHC-74198-61	9377688825	5736 Broadway, Las Vegas, NV, 89146	0.70	Two-digit birth year Phone reformatted ZIP+4 trimmed
ENR-132369	ENR	Jack D Jacobs	1973-08-08	UHC-58485-03	3884737454	2345 Grand Ave, Las Vegas, NV, 89167	0.72	Two-digit birth year ZIP+4 trimmed
ENR-110019	ENR	Bradley D Morales	1961-10-24	UHC-19703-38	3062602819	4309 Canyon Rd, Scottsdale, AZ, 85231	0.72	ZIP+4 trimmed Gender normalised
ENR-111605	ENR	Angela Moreno	1953-07-01	UHC-23112-90	—	5173 Broadway, Atlanta, GA, 30357	0.72	Phone missing area code ZIP+4 trimmed
ENR-134926	ENR	Kyle T Evans	1994-11-14	UHC-11098-69	7228153445	3008 River Rd, Austin, TX, 78716	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-131115	ENR	Barbara L Hudson	1946-06-16	UHC-71415-88	5798130866	3512 Forest Ave, Fresno, CA, 93747	0.72	State name converted to code ZIP+4 trimmed
ENR-139322	ENR	Brandon V Smith	1954-09-13	UHC-16733-19	6118762320	8647 Park Pl, Glendale, AZ, 85350	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-120064	ENR	Natahn L Cole	1988-06-19	UHC-73438-95	3365112392	2027 Sage Ct, Denver, CO, 80288	0.72	Name re-cased Date of birth reformatted Phone reformatted City re-cased+4 more
ENR-142546	ENR	Marcus Roberts	—	UHC-50888-88	6663924690	8092 Oak St, Charlotte, NC, 28233	0.72	Date of birth unreadable ZIP+4 trimmed
ENR-111060	ENR	Walter Crewford	1999-10-02	UHC-83187-18	6415089019	6940 Oak St, Gilbert, AZ, 85240	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-107710	ENR	Carolyn Lopez	2001-09-05	UHC-67098-51	8149315980	3957 Baseline Rd, Denver, CO, 80246	0.72	State name converted to code ZIP+4 trimmed
ENR-114856	ENR	Juan Watkins	1978-02-27	UHC-84090-92	2964153080	9150 Sage Ct # 626, Seattle, WA, 98106	0.72	Unit split from street ZIP+4 trimmed
ENR-141006	ENR	Bruce T Garrett	1962-07-12	UHC-64079-01	8223304412	383 Central Ave, Miami, FL, 33114	0.74	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+3 more
ENR-129465	ENR	Steve Weber	1945-09-02	UHC-21855-17	6067060381	4201 Highland Ave, Glendale, AZ, 85316	0.74	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+3 more
ENR-109837	ENR	Evelyn Q Lopez	1979-04-27	UHC-68398-21	6677275853	8221 Meadow Ln, Eden Prairie, MN, 55347	0.74	Date of birth reformatted Phone reformatted City re-cased State code upper-cased+3 more
ENR-122567	ENR	Santiago Edwards	2005-04-18	UHC-35700-34	6012477087	2556 Oak St, Sacramento, CA, 95847	0.74	Name re-cased Date of birth reformatted Member ID reformatted City re-cased+3 more
ENR-123727	ENR	Brandon Gilbert	1979-12-13	UHC-89487-07	4802218044	2482 Market St, Phoenix, AZ, 85021	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-135709	ENR	Michelle Soto	1948-06-18	UHC-71794-95	4596715037	4713 Lincoln Way, Scottsdale, AZ, 85295	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-115341	ENR	Cynthia Baker	1940-05-26	UHC-09215-77	7168993786	2238 Grand Ave, Nashville, TN, 37263	0.74	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+3 more
ENR-112509	ENR	Adam Evans	1989-10-10	UHC-68420-99	8297865093	812 River Rd, Jacksonville, FL, 32267	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-135509	ENR	Adam Owens	1978-03-17	UHC-17433-17	6078451338	2497 Valley View Dr, Gilbert, AZ, 85288	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-122334	ENR	Ethan Green	1966-09-18	UHC-13997-72	3287474285	6482 Lake View Rd, Las Vegas, NV, 89100	0.74	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+3 more
ENR-131579	ENR	Danielle Herrera	1948-03-21	UHC-14995-82	4577387148	3140 Lincoln Way, Denver, CO, 80238	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-122802	ENR	Sohia Welch	1938-01-03	UHC-69836-33	2509296099	6348 Jefferson Ave, Orlando, FL, 32819	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-129601	ENR	Mateo Hunter	1996-02-07	UHC-25062-14	2322488301	836 Broadway, Los Angeles, CA, 90001	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-112056	ENR	Stephen Miller	1998-05-04	UHC-10946-99	5813978980	8460 Baseline Rd, Jacksonville, FL, 32210	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-141246	ENR	Peter Roberts	2009-09-12	UHC-81497-96	6742520210	1031 Grand Ave, Plano, TX, 75042	0.74	Name re-cased Phone reformatted State code upper-cased ZIP+4 trimmed+3 more
ENR-105411	ENR	Tim Armstrong	2004-03-19	UHC-94717-18	3165825812	5094 Willow Ct, Eden Prairie, MN, 55306	0.74	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+3 more
ENR-119251	ENR	Mark Johnston	1965-11-10	UHC-67775-91	3645912585	37 Park Pl, Columbus, OH, 43206	0.74	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
ENR-132736	ENR	Barbara T Fox	1959-06-27	UHC-10850-41	3976114044	572 Canyon Rd, Gilbert, AZ, 85241	0.74	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+3 more
ENR-140469	ENR	Jacqueline L Dean	1986-03-02	UHC-08305-88	6272726910	346 Apache Blvd, San Diego, CA, 92107	0.74	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+3 more
ENR-107037	ENR	Sandra Dixon	1966-11-08	UHC-02208-33	6462029251	648 Union St, Mesa, AZ, 85267	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-140515	ENR	Jerry Banks	1945-09-20	UHC-69891-94	6254404110	249 Oak St, Columbus, OH, 43202	0.76	Name re-cased Phone reformatted State code upper-cased ZIP+4 trimmed+2 more
ENR-134897	ENR	Diane R McDonald	1964-07-20	UHC-59434-66	9562693668	1970 Grand Ave, Dallas, TX, 75289	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-100803	ENR	Russell J Carlson	1972-11-07	UHC-54250-93	2932613023	1405 Valley View Dr, Orlando, FL, 32863	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-131130	ENR	Heather M Chavez	1947-10-03	UHC-48341-50	2995580953	698 Apache Blvd, Miami, FL, 33189	0.76	Name re-cased Phone reformatted State code upper-cased ZIP+4 trimmed+2 more
ENR-110650	ENR	Abigail Bradley	1974-05-23	—	8062646214	3110 Church St, Mesa, AZ, 85210	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-113622	ENR	Sophia A Riey	1997-09-13	UHC-71413-86	—	6447 Union St, Gilbert, AZ, 85206	0.76	Name re-cased Date of birth reformatted Member ID reformatted City re-cased+2 more
ENR-124885	ENR	Dennis Hrt	1968-12-28	UHC-24963-87	2114345679	3788 Forest Ave, Tampa, FL, 33634	0.76	Name re-cased City re-cased ZIP+4 trimmed Email lower-cased+2 more
ENR-105120	ENR	Ryan K Harvey	1963-03-19	UHC-57985-21	3785115349	3813 Elm St, Fresno, CA, 93774	0.76	Phone reformatted State code upper-cased ZIP+4 trimmed Email lower-cased+2 more
ENR-105741	ENR	Carl A Hoffman	1941-12-11	—	9012172683	9270 Palm Dr, Columbus, OH, 43259	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-115526	ENR	Robert V Lawson	1955-05-05	UHC-28291-68	—	4505 Ridge Rd, Austin, TX, 78767	0.76	Name re-cased Date of birth reformatted Member ID reformatted ZIP+4 trimmed+2 more
ENR-134232	ENR	Kelly E Hudson	1972-08-17	UHC-39251-23	2177551084	7389 Willow Ct, Mesa, AZ, 85205	0.76	Date of birth reformatted Phone reformatted Member ID reformatted ZIP+4 trimmed+2 more
ENR-102536	ENR	David I Davis	1939-12-06	UHC-96149-83	3983167721	9365 Elm St, Denver, CO, 80273	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-128129	ENR	Paul A Cruz	1993-04-08	UHC-90990-14	5718721444	9141 Ridge Rd, San Antonio, TX, 78236	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-112654	ENR	Dylan Jordan	1949-05-05	UHC-41667-88	7278806401	7294 Harbor Blvd, Sacramento, CA, 95880	0.76	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
ENR-141171	ENR	Doris D Tucker	1951-04-18	UHC-44970-38	7453368473	8068 Broadway, Miami, FL, 33128	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-137536	ENR	Mark A Young	1967-05-20	UHC-00268-39	—	1847 Spring St, Chandler, AZ, 85272	0.76	Name re-cased Date of birth reformatted ZIP+4 trimmed Email lower-cased+2 more

3,951 rows, page 65 of 80Previous Next