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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-116621	ENR	Grace V Armstrong	1956-04-27	UHC-82000-99	8414837781	8239 Church St, Tempe, AZ, 85230	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-116620	ENR	Grace V Armstrong	1956-04-27	UHC-82000-99	8414837781	8239 Church St, Tempe, AZ, 85230	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-109711	ENR	Margaret F Hicks	2004-08-09	UHC-17519-83	2298273394	3636 Valley View Dr, Nashville, TN, 37224	0.78	Name re-cased Phone reformatted City re-cased Gender normalised+1 more
ENR-139157	ENR	Noah O Campbell	1961-12-01	UHC-25272-68	3033863621	7910 Harbor Blvd, Orlando, FL, 32880	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-139156	ENR	Noah O Campbell	1961-12-01	UHC-25272-68	3033863621	7910 Harbor Blvd, Orlando, FL, 32880	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-112472	ENR	Debra Y Hudson	1982-09-01	UHC-08197-24	6892359102	2184 Desert Sky Blvd, Jacksonville, FL, 32230	0.78	Phone reformatted Member ID reformatted Gender normalised Whitespace trimmed+1 more
ENR-142992	ENR	Barbara Marquez	2002-02-02	UHC-40992-91	4175518662	9446 Hillcrest Rd, San Diego, CA, 92193	0.78	Phone reformatted Member ID reformatted Email lower-cased Gender normalised+1 more
ENR-135236	ENR	Sofia Q Ramos	1993-10-13	UHC-27905-48	5789974934	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-107634	ENR	Ethan N Lee	1995-05-01	UHC-81069-13	4962284735	999 Church St, Mesa, AZ, 85219	0.78	Date of birth reformatted Phone reformatted Email lower-cased Gender normalised+1 more
ENR-122264	ENR	Terry Z Arnold	1985-07-21	UHC-04031-98	5236492215	567 Sage Ct, Orlando, FL, 32888	0.78	Date of birth reformatted Phone reformatted Email lower-cased Gender normalised+1 more
ENR-132230	ENR	Sandrra F Obrien	1975-12-18	UHC-04569-93	4458089307	6992 Jefferson Ave, Fresno, CA, 93777	0.78	Name re-cased Phone reformatted Email lower-cased Gender normalised+1 more
ENR-130754	ENR	Aron Reyes	1997-04-11	UHC-76516-13	6048892249	593 Pine Dr, Phoenix, AZ, 85082	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-118751	ENR	Santiago Contreras	1959-05-28	UHC-44782-86	—	6880 Ocean Ave, Austin, TX, 78714	0.78	Name re-cased City re-cased Gender normalised Whitespace trimmed+1 more
ENR-117662	ENR	Shirley K Perry	1956-12-24	UHC-20729-08	6257097016	8830 Lake View Rd, Tempe, AZ, 85286	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
ENR-113768	ENR	Sara U Hicks	2003-11-18	—	6826752224	818 Jefferson Ave, Denver, CO, 80250	0.78	Name re-cased Phone reformatted Gender normalised Plan code upper-cased+1 more
ENR-130524	ENR	Amy I Castro	1989-03-26	UHC-54680-35	2084621583	3536 Lake View Rd, Nashville, TN, 37254	0.78	Name re-cased Phone reformatted Email lower-cased Gender normalised+1 more
ENR-104823	ENR	Michael Fields	1967-07-20	UHC-17238-64	8716336458	2411 Forest Ave, Plano, TX, 75028	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-126919	ENR	Diego H Patel	1946-05-27	UHC-98588-04	6766297575	4558 Sage Ct, Plano, TX, 75023	0.78	Name re-cased Phone reformatted City re-cased Gender normalised+1 more
ENR-128272	ENR	Kayla E Li	1955-07-04	UHC-64058-95	—	2086 Elm St, Charlotte, NC, 28277	0.78	Name re-cased Member ID reformatted Gender normalised Whitespace trimmed+1 more
ENR-128271	ENR	Kayla E Li	1955-07-04	UHC-64058-95	—	2086 Elm St, Charlotte, NC, 28277	0.78	Name re-cased Member ID reformatted Gender normalised Whitespace trimmed+1 more
ENR-102852	ENR	Timothy Watkins	1986-09-26	UHC-19779-70	2092709000	4656 Lincoln Way, Charlotte, NC, 28254	0.78	Phone reformatted Member ID reformatted Email lower-cased Gender normalised+1 more
ENR-127553	ENR	Mariana E Montggomery	1998-05-26	UHC-54015-86	8128725036	5809 Baseline Rd, Fresno, CA, 93715	0.78	Date of birth reformatted Phone reformatted State code upper-cased Gender normalised+1 more
ENR-112587	ENR	Don I Valdez	1994-07-24	UHC-67768-81	7849260706	2697 Palm Dr, Orlando, FL, 32816	0.78	Name re-cased Phone reformatted Email lower-cased Gender normalised+1 more
ENR-122590	ENR	Victoria R Ortiz	1976-12-07	UHC-99049-77	6985605713	7743 Oak St, Sacramento, CA, 95858	0.78	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+1 more
ENR-134410	ENR	Abigail H Spencer	1969-09-15	UHC-82202-40	3175753421	8550 Lincoln Way, Dallas, TX, 75209	0.78	Date of birth reformatted Phone reformatted City re-cased Gender normalised+1 more
ENR-120905	ENR	Terry Gomez	2002-01-21	UHC-97945-44	4658139961	875 Grand Ave, Eden Prairie, MN, 55359	0.78	Name re-cased Email lower-cased Gender normalised Whitespace trimmed+1 more
ENR-113556	ENR	Nicole H Spencer	2008-04-24	UHC-17549-23	6376087780	8006 Washington St, Phoenix, AZ, 85062	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-110033	ENR	Kimberly J Roberts	1965-01-21	—	6785973841	8007 Broadway, Gilbert, AZ, 85287	0.78	Date of birth reformatted Phone reformatted Address re-cased Gender normalised+1 more
ENR-132003	ENR	Stephanie Y Perry	2004-05-21	UHC-67445-50	3637161865	8437 Jefferson Ave, Columbus, OH, 43221	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-134877	ENR	Keith S Dixon	1996-03-02	UHC-52659-75	6258133814	—	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-117413	ENR	Katherine Y Gomez	2007-07-28	UHC-97917-42	7553635923	2883 Hillcrest Rd, Jacksonville, FL, 32213	0.78	Date of birth reformatted Phone reformatted State code upper-cased Gender normalised+1 more
ENR-133027	ENR	Justin Montgomery	1946-04-08	UHC-40036-63	2729326714	6268 Cedar Ln, Los Angeles, CA, 90091	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-108974	ENR	Adam Adams	1969-07-05	UHC-49503-77	7612827366	87 Ridge Rd, Las Vegas, NV, 89191	0.78	Date of birth reformatted Phone reformatted Email lower-cased Gender normalised+1 more
ENR-141887	ENR	Zachary Raoms	2005-02-23	UHC-23354-60	4659933339	9573 Valley View Dr, Miami, FL, 33173	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
ENR-138854	ENR	Sofia S Scott	1938-01-07	UHC-90377-64	9436570397	—	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-113318	ENR	Reynolds F Abigail	1976-04-27	UHC-56842-65	3269371605	8152 Ocean Ave, Seattle, WA, 98149	0.78	Name re-cased Phone reformatted City re-cased Gender normalised+1 more
ENR-103554	ENR	Alexis Alvarado	2002-07-18	UHC-08236-43	6908443487	7620 Harbor Blvd, Columbus, OH, 43299	0.78	Phone reformatted Member ID reformatted City re-cased State code upper-cased+1 more
ENR-106929	ENR	Catheirne F Myres	1954-10-08	—	5998069512	6682 Broadway, Mesa, AZ, 85252	0.78	Phone reformatted Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-103377	ENR	Emma P Nguyen	1975-02-21	UHC-41432-67	3103037639	5278 Indian School Rd, Minneapolis, MN, 55449	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-116855	ENR	Yuki Scott	1981-05-13	UHC-24168-55	7598603511	8031 Lake View Rd, Scottsdale, AZ, 85212	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-103062	ENR	Cerl O Morales	1979-12-15	UHC-86655-79	6095466523	5098 Market St, Orlando, FL, 32800	0.78	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-114707	ENR	Keith B Jones	1956-01-16	UHC-84478-19	—	4325 Church St, Gilbert, AZ, 85296	0.78	Name re-cased Date of birth reformatted Member ID reformatted Gender normalised+1 more
ENR-122254	ENR	Jeremy Reed	1948-03-21	UHC-59517-34	3464800666	8795 Valley View Dr, Nashville, TN, 37237	0.78	Name re-cased Phone reformatted Member ID reformatted Email lower-cased+1 more
ENR-141975	ENR	Russell Scott	2006-07-06	UHC-62068-74	5822157597	—	0.78	Name re-cased Phone reformatted Member ID reformatted Gender normalised+1 more
ENR-133875	ENR	Edward U Vazquez	1944-05-19	UHC-43788-02	6694110424	2074 Broadway, Fresno, CA, 93707	0.78	Name re-cased Phone reformatted Address re-cased Gender normalised+1 more
ENR-120300	ENR	Bryan Q Harrison	2007-11-10	UHC-33879-78	7333506085	2725 Indian School Rd, Dallas, TX, 75215	0.78	Date of birth reformatted Phone reformatted Member ID reformatted Gender normalised+1 more
ENR-134925	ENR	Wayne Williams	1985-03-11	UHC-69696-29	9263253755	8756 Grand Ave, Jacksonville, FL, 32259	0.78	Name re-cased Phone reformatted Email lower-cased Gender normalised+1 more
ENR-117525	ENR	Roy O Nichols	1983-08-11	—	5168379884	—	0.78	Date of birth reformatted Phone reformatted Email lower-cased Gender normalised+1 more
ENR-100322	ENR	Evelyn Knight	1989-08-28	UHC-87537-12	4818516985	4135 Church St, Glendale, AZ, 85372	0.78	Name re-cased Phone reformatted City re-cased Gender normalised+1 more
ENR-121235	ENR	Andrea Thomas	1938-02-28	UHC-67365-40	7844811884	638 Indian School Rd, Jacksonville, FL, 32278	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more

7,326 rows, page 127 of 147Previous Next