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
ENR-120493	ENR	Sue Romero	1944-11-16	UHC-17392-80	4542146901	357 Spring St, Los Angeles, CA, 90071	0.80	Name re-cased ZIP+4 trimmed Email lower-cased Whitespace trimmed
ENR-113267	ENR	Margaret A McDonald	1956-09-28	UHC-91749-89	3995052188	2489 Forest Ave, Sacramento, CA, 95843	0.80	Name re-cased Member ID reformatted ZIP+4 trimmed Whitespace trimmed
ENR-136306	ENR	Joan S Alexander	1938-08-27	UHC-34592-23	3003026946	165 Willow Ct, Scottsdale, AZ, 85248	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-427893	CLM	Yuki Stephens	1941-11-27	UHC-35271-91	—	1860 Cedar Ln, Gilbert, AZ, 85237	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-118405	ENR	Mei Lane	1963-07-23	UHC-15267-96	2832281350	6232 Hillcrest Rd, Las Vegas, NV, 89186	0.80	Name re-cased City re-cased ZIP+4 trimmed Whitespace trimmed
TPA-54403	TPA	Michelle Owens	2006-04-18	—	—	3887 Church St, Atlanta, GA, 30389	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-105020	ENR	Gerald B Harris	2001-11-10	UHC-76132-83	7316010789	2875 Mountain View Dr, Dallas, TX, 75275	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed
CLM-426234	CLM	Russell Holmes	1969-07-10	UHC-68851-64	—	6297 Sage Ct, Atlanta, GA, 30312	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-407032	CLM	Joyce Y Santos	1955-10-19	—	8255946871	6973 Mesa Dr, Denver, CO, 80237	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
ENR-123921	ENR	Luis T Sims	1993-06-18	UHC-59396-16	4495401903	637 Baseline Rd, Las Vegas, NV, 89122	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
PRV-27405	PRV	Denise Yang	1961-03-26	—	3574291332	1201 River Rd, Tucson, AZ, 85732	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
ENR-103948	ENR	Richard L Wright	1965-07-20	UHC-10330-79	—	7463 Mesa Dr, Austin, TX, 78731	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-121358	ENR	Amy D Mason	1974-07-27	UHC-63861-38	—	5602 Camelback Rd, Las Vegas, NV, 89113	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-117505	ENR	Keith V Smith	1997-05-06	UHC-42383-68	4134845736	8139 Washington St, Jacksonville, FL, 32275	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-130730	ENR	Tyler Taylor	1957-10-27	UHC-30471-03	4296298195	4037 Indian School Rd, Las Vegas, NV, 89163	0.80	ZIP+4 trimmed Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-115453	ENR	Andrew I Phillips	1942-07-11	UHC-37629-48	7705264508	3402 Lake View Rd, Mesa, AZ, 85223	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-115452	ENR	Andrew I Phillips	1942-07-11	UHC-37629-48	7705264508	3402 Lake View Rd, Mesa, AZ, 85223	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed
CLM-432564	CLM	Charlotte Lynch	1978-11-05	—	—	9516 Cedar Ln, Las Vegas, NV, 89120	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
ENR-122072	ENR	Justin X Payne	2008-02-01	UHC-37308-22	8366280257	1068 Lake View Rd, Jacksonville, FL, 32268	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed
TPA-63644	TPA	Nicholas Morales	1978-01-24	—	—	7526 Broadway, Fresno, CA, 93710	0.80	City re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-422196	CLM	Heather Morris	1949-06-10	UHC-15441-17	4399367405	1309 Willow Ct, Austin, TX, 78751	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
ENR-129688	ENR	Bryan Gray	1996-10-24	UHC-47000-39	4927115574	6673 Valley View Dr, Seattle, WA, 98113	0.80	Phone reformatted ZIP+4 trimmed Email lower-cased Whitespace trimmed
ENR-140358	ENR	Meteo Salazr	1965-05-19	UHC-62782-53	8103428509	4525 Highland Ave, Mesa, AZ, 85215	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
ENR-100425	ENR	Douglas George	1985-12-18	UHC-91044-29	2146480532	9884 River Rd, Tempe, AZ, 85217	0.80	ZIP+4 trimmed Plan code upper-cased Whitespace trimmed Placeholder values cleared
TPA-52824	TPA	Philip Bradley	1945-06-28	—	—	2457 Hillcrest Rd, Minneapolis, MN, 55448	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-420304	CLM	Gregory Rivera	1955-02-21	—	—	40 Park Pl, Orlando, FL, 32845	0.80	City re-cased State code upper-cased ZIP+4 trimmed Placeholder values cleared
PRV-29042	PRV	Katherine Ellis	1945-08-02	—	3428365735	1385 Jefferson Ave, Eden Prairie, MN, 55322	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
ENR-126368	ENR	Kayla K Turner	1968-10-22	UHC-79930-99	2254825712	1856 Broadway, Sacramento, CA, 95849	0.80	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed
CLM-410112	CLM	Jose Watkins	1970-10-12	—	4167743291	4524 Apache Blvd, Glendale, AZ, 85369	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
TPA-54790	TPA	Timothy Y Ward	1976-11-04	—	—	2898 Broadway, Austin, TX, 78769	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-132945	ENR	Camila X Elliott	1947-09-28	UHC-53265-46	5008227384	7969 Sunset Blvd, Phoenix, AZ, 85074	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-118787	ENR	Sandra O Valdez	1949-11-19	UHC-60659-14	2418271164	3901 Elm St, Tucson, AZ, 85775	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-420294	CLM	Cheryl Andrews	1942-06-01	UHC-74091-14	—	3779 Jefferson Ave, Plano, TX, 75011	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-26696	PRV	Edward Duncan	1961-06-25	UHC-59797-84	—	619 Market St, Denver, CO, 80280	0.80	Name re-cased Member ID reformatted ZIP+4 trimmed Placeholder values cleared
ENR-139103	ENR	Jean Q Perez	1990-09-01	UHC-67282-58	3283689619	8720 Bayshore Dr, Austin, TX, 78756	0.80	Name re-cased ZIP+4 trimmed Plan code upper-cased Whitespace trimmed
TPA-63370	TPA	Helen Ellis	2008-02-12	—	—	2899 Broadway, Denver, CO, 80259	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-120197	ENR	Alexis Cook	2007-12-20	UHC-37081-73	6646350947	9825 River Rd, Tampa, FL, 33654	0.80	Phone reformatted ZIP+4 trimmed Email lower-cased Whitespace trimmed
TPA-55071	TPA	Mary Martin	1983-10-15	—	—	9709 Union St, Orlando, FL, 32850	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
TPA-55070	TPA	Mary Martin	1983-10-15	—	—	9709 Union St, Orlando, FL, 32850	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-415723	CLM	Benjamin Z Harper	1965-07-26	UHC-31896-42	—	493 Spring St, Mesa, AZ, 85224	0.80	City re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-419221	CLM	Wayne Collins	1983-12-03	—	—	4627 Camelback Rd, Phoenix, AZ, 85059	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-139330	ENR	Jack Pierce	1996-01-01	UHC-70363-83	3499282769	8375 Spring St, Eden Prairie, MN, 55337	0.80	Name re-cased City re-cased ZIP+4 trimmed Whitespace trimmed
TPA-56332	TPA	Parker William	1968-06-08	—	—	4856 Mountain View Dr, Nashville, TN, 37213	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-431329	CLM	Diana Luna	1953-09-27	UHC-63649-97	—	8549 Grand Ave, Columbus, OH, 43269	0.80	Name re-cased State code upper-cased ZIP+4 trimmed Placeholder values cleared
CLM-418962	CLM	Yuki Boyd	1947-07-04	UHC-23434-82	8843187022	4553 Oak St, Eden Prairie, MN, 55367	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-418961	CLM	Yuki Boyd	1947-07-04	UHC-23434-82	8843187022	4553 Oak St, Eden Prairie, MN, 55367	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-408515	CLM	Julie Fowler	1984-10-15	UHC-96571-16	2496927446	6025 Washington St, Seattle, WA, 98116	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
PRV-28608	PRV	Janet B Myers	1976-03-26	UHC-34234-73	3436329039	1433 Jefferson Ave, Jacksonville, FL, 32206	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-28609	PRV	Janet B Myers	1976-03-26	UHC-34234-73	3436329039	1433 Jefferson Ave, Jacksonville, FL, 32206	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-104477	ENR	Stephen Padillla	1969-10-28	UHC-67817-88	2019169952	7260 Washington St, Scottsdale, AZ, 85255	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared

8,263 rows, page 147 of 166Previous Next