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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-100291	ENR	Nathan Reyes	1958-02-28	UHC-33555-36	6456433521	3880 Market St, Los Angeles, CA, 90015	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-120602	ENR	Gloria B Martiez	1967-11-21	UHC-13095-05	2719937627	9425 Canyon Rd, Las Vegas, NV, 89118	0.78	Name split from “Last, First”Member ID reformatted City re-cased Plan code upper-cased+1 more
ENR-103555	ENR	Fraank K Ramirez	1947-10-18	UHC-29023-35	8285237923	3119 Camelback Rd, Tampa, FL, 33645	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+1 more
ENR-107325	ENR	Abigail E Fowler	1985-06-21	UHC-76405-98	2499568755	4013 Broadway, Charlotte, NC, 28240	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
ENR-115038	ENR	Anthony M Dominguez	1940-10-12	UHC-72960-77	6149146586	4090 Hillcrest Rd, Minneapolis, MN, 55462	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+1 more
ENR-107355	ENR	Catherine Morrison	2008-01-27	UHC-23703-76	2789883843	4880 Ocean Ave, Charlotte, NC, 28273	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+1 more
ENR-126696	ENR	Sanda P Jackson	1964-01-25	UHC-78773-38	6288326945	2200 Hillcrest Rd, Denver, CO, 80269	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-134484	ENR	Cheryl H Perez	1963-04-01	UHC-28681-13	6088639791	—	0.78	Name split from “Last, First”Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
ENR-129398	ENR	Aaron Vasquez	1975-02-23	UHC-95883-06	3673218992	9380 Broadway, Houston, TX, 77046	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-102883	ENR	Hiroshi Banks	1990-07-07	UHC-81094-40	4195819399	3319 Ocean Ave, Las Vegas, NV, 89119	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-117595	ENR	Christine Q Ray	2001-09-20	UHC-79756-16	8399892244	6676 Maple Ave, Atlanta, GA, 30383	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
ENR-117016	ENR	David Gibson	2008-11-20	UHC-69693-06	7672481233	1598 Palm Dr, Scottsdale, AZ, 85268	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-135472	ENR	Angela Young	1993-06-28	UHC-29037-85	8746117585	2711 Sunset Blvd, San Antonio, TX, 78207	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
ENR-110872	ENR	Sam Kennedy	2001-10-07	UHC-13635-82	8388366336	3167 Church St, Tempe, AZ, 85231	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+1 more
ENR-117632	ENR	Helen L Luna	1977-05-07	UHC-77657-84	7149681118	2528 Pine Dr, Tempe, AZ, 85226	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
ENR-107954	ENR	Linda Fields	1942-10-25	UHC-73771-55	—	897 Broadway, Mesa, AZ, 85237	0.78	Name split from “Last, First”Date of birth reformatted Address re-cased Whitespace trimmed+1 more
ENR-113414	ENR	Nicholas Estrada	1979-07-19	UHC-57748-42	7326835696	5564 Desert Sky Blvd, Seattle, WA, 98137	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+1 more
ENR-140673	ENR	Arthur Morrison	1959-07-18	UHC-32438-68	7609247265	1130 Sunset Blvd, Fresno, CA, 93785	0.78	Name split from “Last, First”Phone reformatted City re-cased Email lower-cased+1 more
ENR-139377	ENR	Mark Fernandez	1943-07-14	UHC-67125-02	8048262294	9280 Washington St, Houston, TX, 77069	0.78	Name split from “Last, First”Phone reformatted Email lower-cased Whitespace trimmed+1 more
ENR-109844	ENR	Andrea Q Kennedy	1959-07-01	UHC-99655-87	3103531687	7806 Market St, Phoenix, AZ, 85020	0.78	Name split from “Last, First”Phone reformatted City re-cased Email lower-cased+1 more
ENR-126956	ENR	Fatima Scott	1942-06-24	UHC-88687-99	5987958688	7415 Lake View Rd, Plano, TX, 75091	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Plan code upper-cased+1 more
ENR-104410	ENR	Emily Stone	1960-03-28	UHC-89598-92	2579925071	2674 Baseline Rd, Los Angeles, CA, 90076	0.78	Name split from “Last, First”Phone reformatted Email lower-cased Whitespace trimmed+1 more
ENR-102354	ENR	Bobby Diaz	1991-11-03	UHC-03799-75	4534807806	1619 Broadway, Eden Prairie, MN, 55319	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+1 more
ENR-114911	ENR	Sharon Dominguez	1989-03-26	UHC-81284-45	6099775660	7026 Mountain View Dr, Plano, TX, 75084	0.78	Name split from “Last, First”Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
ENR-102686	ENR	Laura Rojas	1991-05-21	UHC-45643-55	7336243992	2057 Union St, Seattle, WA, 98127	0.78	Name split from “Last, First”Phone reformatted City re-cased Email lower-cased+1 more
ENR-118402	ENR	Brenda Thomas	2004-12-21	UHC-66666-47	2602676605	734 Canyon Rd, San Diego, CA, 92142	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted State code upper-cased+1 more
ENR-140069	ENR	Luri Espinoza	1971-10-10	UHC-27604-26	3344635852	7801 Lincoln Way, Mesa, AZ, 85227	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted State code upper-cased+1 more
ENR-122974	ENR	Nathan Duncan	1953-08-14	UHC-67523-80	4226485765	637 Broadway, Glendale, AZ, 85357	0.78	Name split from “Last, First”Date of birth reformatted Address re-cased Whitespace trimmed+1 more
ENR-133520	ENR	Justin K Oliver	1964-08-14	UHC-86048-11	5354436709	7132 Church St, Las Vegas, NV, 89195	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-108158	ENR	Brenda Marshall	2006-09-28	UHC-09588-95	6592039581	2291 Sage Ct, Scottsdale, AZ, 85282	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+1 more
ENR-141396	ENR	Sttephen W Burke	1989-09-17	UHC-21320-33	2572193509	4464 Broadway, Austin, TX, 78750	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Email lower-cased+1 more
ENR-126620	ENR	Amber T Wells	1939-12-20	UHC-53150-30	6122633391	7373 Jefferson Ave, Chandler, AZ, 85215	0.78	Name split from “Last, First”Phone reformatted Email lower-cased Whitespace trimmed+1 more
ENR-123858	ENR	Thomas Montgomery	1957-05-06	UHC-25544-41	4043746301	6635 Washington St, Miami, FL, 33118	0.78	Name split from “Last, First”Date of birth reformatted Member ID reformatted City re-cased+1 more
ENR-136606	ENR	Philip N Gibson	1969-09-26	UHC-96307-16	3399541631	259 Baseline Rd, Mesa, AZ, 85200	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
ENR-125642	ENR	Steven Holmes	1944-09-14	UHC-82541-14	4515378815	554 Bayshore Dr, San Diego, CA, 92185	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-124635	ENR	Brittany Hill	2008-08-16	UHC-99503-13	4839580570	9432 Elm St, Orlando, FL, 32875	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
ENR-106668	ENR	Alan Aguilar	1941-11-05	UHC-72077-72	5943606724	7777 Hillcrest Rd, Miami, FL, 33170	0.78	Name split from “Last, First”Phone reformatted State code upper-cased Whitespace trimmed+1 more
ENR-134185	ENR	Michelle N Garcia	1988-09-12	UHC-18365-34	4687111770	637 Pine Dr, Los Angeles, CA, 90002	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-118713	ENR	Ahmed Y Marshall	1985-05-08	UHC-22732-24	4986064229	4444 Canyon Rd, Sacramento, CA, 95839	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-121143	ENR	Maria Perkins	1995-02-15	UHC-53880-79	9319825347	—	0.78	Name split from “Last, First”Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
ENR-128216	ENR	Jean Thomas	1963-04-14	UHC-35783-90	5838181077	2055 Lincoln Way, Nashville, TN, 37270	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+1 more
ENR-135706	ENR	Kimberly Lucas	1954-06-01	UHC-15972-91	2512450596	3323 Bayshore Dr, Tucson, AZ, 85737	0.78	Name split from “Last, First”Phone reformatted City re-cased Email lower-cased+1 more
ENR-115278	ENR	Amanda Hansen	1968-12-11	UHC-53647-10	3928298480	3172 Forest Ave, Los Angeles, CA, 90073	0.78	Name split from “Last, First”Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
ENR-133468	ENR	Adam S Aguilar	2006-07-13	UHC-53572-60	3016189568	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
ENR-112437	ENR	Sandra X Spencer	1981-03-07	UHC-91154-11	6327231292	2833 Willow Ct, Chandler, AZ, 85292	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted State code upper-cased+1 more
ENR-118055	ENR	Jerry I Vasquez	1939-08-13	UHC-41128-37	6389572398	6965 Camelback Rd, Tampa, FL, 33681	0.78	Name split from “Last, First”Phone reformatted City re-cased State code upper-cased+1 more
ENR-132247	ENR	Andrea Johnson	1953-11-07	UHC-99721-23	4137705151	7266 Highland Ave, Glendale, AZ, 85332	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted State code upper-cased+1 more
ENR-122513	ENR	Susan G McCoy	1988-11-09	UHC-28356-24	4782899345	9660 Sage Ct, Las Vegas, NV, 89185	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+1 more
ENR-117274	ENR	Madison Palmer	1955-07-24	UHC-94813-75	3514623227	5601 Sunset Blvd, Eden Prairie, MN, 55339	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+1 more
ENR-111259	ENR	Philip Wright	1998-04-12	UHC-98948-34	—	1137 Hillcrest Rd, Las Vegas, NV, 89166	0.78	Name split from “Last, First”Date of birth reformatted City re-cased Whitespace trimmed+1 more

4,309 rows, page 72 of 87Previous Next