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 missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-119831	ENR	Martha Rogers	1942-10-09	UHC-97687-25	7048212313	7733 Jefferson Ave, San Antonio, TX	0.68	Phone reformatted ZIP missing Gender normalised Whitespace trimmed
ENR-118526	ENR	Andrea Z Hunt	1980-01-21	UHC-49474-85	7233311893	354 Lincoln Way, Scottsdale, AZ	0.68	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed
ENR-106799	ENR	Jeremy Garrett	1996-11-08	UHC-85404-26	—	2455 Pine Dr, Nashville, TN	0.68	Street suffix standardised Address re-cased ZIP missing Email lower-cased
ENR-109904	ENR	Melissa Valdez	1954-02-10	UHC-81960-04	6816351928	962 Valley View Dr, Dallas, TX	0.68	City re-cased ZIP missing Gender normalised Whitespace trimmed
ENR-108527	ENR	Mateo A Vazquez	1964-10-05	UHC-94454-99	5975894714	5141 Church St, Orlando, FL	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
ENR-108917	ENR	Grace C Kelly	1992-06-04	UHC-21222-79	7665060494	5725 Maple Ave, San Diego, CA	0.68	Two-digit birth year Phone reformatted Member ID reformatted ZIP missing
ENR-117517	ENR	Dennis Boyd	1990-02-09	UHC-62213-03	3976135821	614 Hillcrest Rd, Plano, TX	0.68	Phone reformatted ZIP missing Email lower-cased Gender normalised
ENR-107384	ENR	Jordan M Li	2001-04-14	UHC-59491-82	—	4365 Sage Ct, Glendale, AZ	0.68	Name re-cased Phone missing area code City re-cased ZIP missing
ENR-105072	ENR	Susan Y Ray	1945-09-20	UHC-29128-75	7508211015	3121 Meadow Ln, Mesa, AZ	0.68	Name re-cased Street suffix standardised Address re-cased ZIP missing
ENR-141642	ENR	Henry N Rojas	1974-05-02	UHC-08771-38	—	7604 Hillcrest Rd, Tempe, AZ	0.68	Middle initial moved out of first name ZIP missing Whitespace trimmed Placeholder values cleared
ENR-126000	ENR	Teresa Lawrence	1988-05-24	UHC-66781-07	—	6964 Maple Ave, Seattle, WA	0.68	Name re-cased Phone missing area code ZIP missing Whitespace trimmed
ENR-121807	ENR	Jennifer F Fernandez	1960-01-01	UHC-20507-63	6786363887	4576 Main St, Tempe, AZ	0.68	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed
ENR-126674	ENR	Dixon L Camila	1981-03-08	UHC-81895-02	2975993413	666 Hillcrest Rd, San Diego, CA	0.68	Phone reformatted State name converted to code ZIP missing Whitespace trimmed
ENR-127236	ENR	Gregory Pena	1998-08-02	UHC-97760-95	6476280949	8328 Bayshore Dr, Dallas, TX	0.68	Street suffix standardised Address re-cased ZIP missing Email lower-cased
ENR-102411	ENR	Lori Johnston	1986-10-11	UHC-99516-45	8433789916	567 Elm St, Jacksonville, FL	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP missing
ENR-101846	ENR	Sofia Padilla	2007-03-04	UHC-77527-78	2487623563	5934 Elm St, Gilbert, AZ	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
ENR-131989	ENR	Tyler B Wagner	1977-08-17	UHC-29723-33	—	8116 Willow Ct, San Antonio, TX	0.68	Name split from “Last, First”City re-cased ZIP missing Placeholder values cleared
ENR-109905	ENR	Cheryl Reed	1952-09-07	UHC-42325-33	2686135598	4160 Oak St, Dallas, TX	0.68	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed
ENR-136173	ENR	Santiago Moreno	1987-05-16	UHC-69964-04	8257591822	4391 Broadway, Sacramento, CA	0.68	Name re-cased Phone reformatted SSN last four extracted ZIP missing
ENR-121525	ENR	Amber Nguyen	1975-07-27	UHC-25468-58	4427354243	2380 Lincoln Way, Denver, CO	0.68	Name re-cased Two-digit birth year ZIP missing Whitespace trimmed
ENR-122339	ENR	Cunningham B Judith	1999-05-20	UHC-01302-60	8107094477	2252 Mesa Dr, Minneapolis, MN	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP missing
ENR-111210	ENR	Valentina Castro	1965-09-27	UHC-67267-14	7689673204	4388 Broadway, Houston, TX	0.68	Name split from “Last, First”Phone reformatted ZIP missing Placeholder values cleared
ENR-130568	ENR	Eugene Padilla	2007-06-27	UHC-02340-28	5378633073	1804 Ridge Rd, Chandler, AZ	0.68	ZIP missing Gender normalised Whitespace trimmed Placeholder values cleared
ENR-110875	ENR	Alan White	1941-05-22	UHC-81845-87	—	353 Pine Dr, Houston, TX	0.68	Phone missing area code ZIP missing Email lower-cased Whitespace trimmed
ENR-137360	ENR	Douglas K Perez	1946-12-16	UHC-09660-92	2088442455	4022 Spring St, Minneapolis, MN	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP missing
ENR-107886	ENR	Kenneth K Ellis	1945-06-12	UHC-91252-46	5884796031	5467 Apache Blvd, Austin, TX	0.68	Name split from “Last, First”Member ID reformatted ZIP missing Whitespace trimmed
ENR-142157	ENR	Barbara Willis	1983-05-09	UHC-77515-78	8869768059	8672 Washington St, Plano, TX	0.68	Phone reformatted State name converted to code ZIP missing Whitespace trimmed
ENR-102058	ENR	Hannah Coleman	1957-12-14	UHC-98061-34	8817346540	295 Desert Sky Blvd, Minneapolis, MN	0.68	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed
ENR-104792	ENR	Raymond N Armstrong	1984-08-09	UHC-54364-17	8808589858	2275 Forest Ave Apt 36, Sacramento, CA	0.68	Name re-cased Phone reformatted Unit split from street ZIP missing
ENR-132044	ENR	Kenneth T Diaz	2000-11-09	UHC-01133-38	—	5393 Mountain View Dr, Orlando, FL	0.68	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed
ENR-140221	ENR	Thomas Park	1997-05-11	UHC-49640-65	5212872738	6432 Ocean Ave, Houston, TX	0.68	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed
ENR-135113	ENR	Beverly Jackson	1986-03-23	UHC-04410-23	7016324921	7204 Jefferson Ave, Gilbert, AZ	0.68	Street suffix standardised Address re-cased ZIP missing Email lower-cased
ENR-129695	ENR	Russell Diaz	1947-07-01	UHC-67883-28	5352656993	2963 Canyon Rd, Houston, TX	0.68	Name re-cased Two-digit birth year Phone reformatted ZIP missing
ENR-122515	ENR	Jacqueline O West	2001-11-06	UHC-85592-57	3106589115	4293 Cedar Ln, Orlando, FL	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP missing
ENR-129343	ENR	Amber C Colmean	1980-12-01	UHC-86025-62	—	4927 Indian School Rd, Fresno, CA	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
ENR-138121	ENR	Camila P Andrews	1974-03-26	UHC-07406-76	2402934059	6437 Broadway, Charlotte, NC	0.68	Name re-cased Phone reformatted ZIP missing Gender normalised
ENR-102862	ENR	Melissa C Washington	1983-05-16	UHC-41729-60	—	4346 Elm St, Gilbert, AZ	0.68	Name split from “Last, First”ZIP missing Whitespace trimmed Placeholder values cleared
ENR-142948	ENR	Jeremy Sims	1980-06-18	UHC-18079-22	8628864460	3402 Washington St, Chandler, AZ	0.68	Name re-cased Phone reformatted SSN last four extracted ZIP missing
ENR-111666	ENR	Virginia Oliver	1972-01-15	UHC-84406-02	3209596604	7715 Valley View Dr, Plano, TX	0.68	City re-cased ZIP missing Gender normalised Whitespace trimmed
ENR-117429	ENR	Abigail D Dunn	1965-01-06	UHC-14067-97	4825949958	5392 Union St, Tampa, FL	0.68	Phone reformatted ZIP missing Gender normalised Whitespace trimmed
ENR-117411	ENR	Martha Johnston	1998-12-04	UHC-85943-94	—	6408 Lake View Rd, Fresno, CA	0.68	Name split from “Last, First”Member ID reformatted ZIP missing Placeholder values cleared
ENR-107936	ENR	Mason King	1959-08-04	UHC-51740-50	2037032899	3044 Ridge Rd, Eden Prairie, MN	0.68	Name re-cased Street suffix standardised Address re-cased ZIP missing
ENR-105026	ENR	Kyle Z Wong	1953-12-09	UHC-64030-81	2042196423	1353 Lake View Rd # 157, Mesa, AZ	0.68	Name re-cased Unit split from street ZIP missing Whitespace trimmed
ENR-101599	ENR	Linda V Riley	1982-07-15	UHC-36896-26	7425941177	1557 Central Ave, Seattle, WA	0.68	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing
ENR-108302	ENR	Mason Wagner	1962-08-16	UHC-02115-55	9143182055	1593 Church St, San Antonio, TX	0.68	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed
ENR-120746	ENR	Mark L Valdez	1963-01-27	UHC-15559-11	7848814410	8847 Mesa Dr, Nashville, TN	0.68	Name re-cased Street suffix standardised Address re-cased ZIP missing
ENR-111755	ENR	Ashley P Rose	2001-04-26	UHC-32122-34	8412284316	1476 Highland Ave, Plano, TX	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
ENR-114525	ENR	Betty Cawford	2007-09-01	UHC-84431-58	3619209883	6746 Baseline Rd, Sacramento, CA	0.68	Street suffix standardised Address re-cased City re-cased ZIP missing
ENR-109152	ENR	Mason Z Estrada	1981-02-13	UHC-38100-59	9649497306	1609 Sunset Blvd, Tampa, FL	0.68	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed
ENR-109137	ENR	Christain Walker	1970-03-18	UHC-39095-79	—	2675 Pine Dr, Tampa, FL	0.68	Member ID reformatted Street suffix standardised Address re-cased ZIP missing

3,340 rows, page 51 of 67Previous Next