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 “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-111465	ENR	Gary K Stone	1958-03-14	UHC-84473-40	3732544516	9048 Church St, San Antonio, TX	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-116460	ENR	Jean Rojas	1967-09-27	UHC-90958-81	—	3453 Broadway, Orlando, FL, 32829	0.66	Name split from “Last, First”Address re-cased Email lower-cased Gender normalised+1 more
ENR-140404	ENR	Jerry C Knight	1993-08-06	UHC-14087-46	5025207306	2251 Forest Ave, Los Angeles, CA, 90032	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-137322	ENR	Willie X Rojas	1948-12-25	UHC-26172-09	7754532546	2316 Highland Ave, Eden Prairie, MN, 55329	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-139098	ENR	Kayla G Guerrero	1974-04-05	UHC-48206-49	3034634451	9734 Desert Sky Blvd Apt 29, Nashville, TN, 37237	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-112377	ENR	Larry V Bradley	1943-04-15	UHC-75227-24	4824612325	4938 Pine Dr, Gilbert, AZ, 85233	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-138722	ENR	Douglas Alvarado	2000-03-27	UHC-27382-79	6735118205	1453 Indian School Rd, Jacksonville, FL, 32253	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-123526	ENR	Paul Lucas	1946-06-15	UHC-80625-58	7796597606	3616 Camelback Rd, Jacksonville, FL, 32262	0.66	Name split from “Last, First”Two-digit birth year City re-cased Email lower-cased+1 more
ENR-137558	ENR	Jack Yang	—	UHC-59751-23	3408163035	2958 Camelback Rd, Las Vegas, NV, 89194	0.66	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+1 more
ENR-141607	ENR	Andrea C Matthews	1974-04-26	UHC-26184-74	—	1602 Canyon Rd, Tempe, AZ, 85203	0.66	Name split from “Last, First”Date of birth reformatted Email lower-cased Gender normalised+1 more
ENR-141592	ENR	Carolyn Coleman	1983-04-25	UHC-26718-50	8044099216	9842 Mesa Dr, Miami, FL, 33199	0.66	Name split from “Last, First”Phone reformatted Email lower-cased Gender normalised+1 more
ENR-139004	ENR	Evelyn Y Carter	2002-05-01	UHC-89393-16	2269672774	5968 Spring St, Tampa, FL, 33647	0.66	Name split from “Last, First”Phone reformatted SSN last four extracted Email lower-cased+1 more
ENR-135266	ENR	John S Warren	1949-09-03	UHC-16912-39	5816515165	5092 Park Pl, Phoenix, AZ	0.66	Phone reformatted ZIP missing Email lower-cased Gender normalised+1 more
ENR-104925	ENR	Robert A Dixon	—	UHC-32829-26	5415952523	6241 Park Pl, Denver, CO, 80295	0.66	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+1 more
ENR-105856	ENR	Scott O Moreno	1984-10-06	UHC-00221-37	8098523632	3320 Cedar Ln, Dallas, TX, 75245	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-118819	ENR	Jacqueline J Montgomery	—	UHC-04000-77	6598798371	4351 Harbor Blvd, Eden Prairie, MN, 55344	0.66	Date of birth missing Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-140031	ENR	Lucia Q Chapman	1974-09-17	UHC-48750-31	2516246500	8668 Ridge Rd, San Antonio, TX, 78286	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-104221	ENR	Eugene Y Henderson	1938-01-23	UHC-97281-64	2048890629	2762 Ridge Rd, Gilbert, AZ, 85206	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-111856	ENR	Cheryl Dunn	1987-12-14	UHC-78434-31	2756517999	6313 Highland Ave, Eden Prairie, MN, 55363	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-104709	ENR	Samuel A Burke	1965-10-11	UHC-10627-80	7104256971	7094 Cedar Ln, Jacksonville, FL	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-111218	ENR	Evelyn Z Valdez	1959-09-19	UHC-12756-19	2987547342	607 Highland Ave # 498, San Antonio, TX, 78255	0.66	Middle initial moved out of first name Name re-cased Phone reformatted Unit split from street+1 more
ENR-118862	ENR	Luis Riley	1971-06-19	UHC-42362-39	2097919867	8644 Apache Blvd, Los Angeles, CA, 90003	0.66	Name re-cased Two-digit birth year Member ID reformatted ZIP+4 trimmed+1 more
ENR-102010	ENR	Keith L Ford	1979-12-04	UHC-86520-46	9156242211	3256 Meadow Ln, Atlanta, GA, 30389	0.66	Street suffix standardised Address re-cased Email lower-cased Gender normalised+1 more
ENR-118541	ENR	Aaron Lewis	1947-03-24	UHC-52157-44	7947981260	2428 Lake View Rd, Denver, CO, 80275	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-136512	ENR	Santiago K Ford	1979-10-19	UHC-63013-92	7295491469	7019 Camelback Rd # 887, Tempe, AZ, 85250	0.66	Name re-cased Unit split from street ZIP+4 trimmed Email lower-cased+1 more
ENR-118228	ENR	Joseph Meyer	1961-07-13	UHC-65741-24	2124944528	3996 Harbor Blvd, Atlanta, GA, 30325	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
ENR-119680	ENR	Dennis Dunn	1984-08-27	UHC-10436-45	—	8612 Central Ave, Fresno, CA, 93783	0.66	Street suffix standardised Address re-cased Email lower-cased Gender normalised+1 more
ENR-134110	ENR	Margaret I Wright	1950-05-07	UHC-58142-21	6668678621	6152 Central Ave, Minneapolis, MN, 55493	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
ENR-130317	ENR	Jacqueline Mejia	1996-09-22	UHC-84382-67	7713032057	9852 Bayshore Dr, Tempe, AZ, 85254	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-109213	ENR	Kayla U Lewis	1973-12-17	UHC-26683-74	2443804761	5612 Oak St, Charlotte, NC, 28219	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-112017	ENR	Sarah F Ward	1954-02-01	UHC-85737-85	2306518673	9079 Cedar Ln, Gilbert, AZ, 85291	0.66	Middle initial moved out of first name Phone reformatted Email lower-cased Gender normalised+1 more
ENR-121386	ENR	Christina E Carr	1967-05-17	UHC-12488-39	—	805 Mountain View Dr, Austin, TX, 78705	0.66	Street suffix standardised Address re-cased State name converted to code Email lower-cased+1 more
ENR-109381	ENR	Ahmed T Wallace	1970-07-11	UHC-37460-16	8474164648	4100 Cedar Ln, Scottsdale, AZ, 85220	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-126466	ENR	Hiroshi K Espinoza	1942-03-09	UHC-19295-48	9634076340	5158 River Rd # 196, Tucson, AZ, 85782	0.66	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+1 more
ENR-125202	ENR	Ethan G Wood	1959-11-23	UHC-70586-14	—	2316 Washington St, Austin, TX	0.66	Street suffix standardised Address re-cased ZIP missing Email lower-cased+1 more
ENR-133738	ENR	Scott Ward	2005-02-15	UHC-51264-75	9224998836	6132 Mesa Dr, Sacramento, CA, 95877	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-135009	ENR	Catherine Greene	1964-05-11	UHC-10744-90	—	3178 Grand Ave, Phoenix, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Email lower-cased+1 more
ENR-134264	ENR	Kimberly Black	1991-04-16	UHC-70100-89	5787705024	8087 Pine Dr, Tempe, AZ, 85257	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-128310	ENR	Graham Deborah	1986-12-05	UHC-76384-04	9144298272	5543 Maple Ave, San Antonio, TX, 78220	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-141144	ENR	Alice Ross	1947-03-08	UHC-93309-28	9642526427	3281 Church St, Plano, TX, 75020	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-104400	ENR	Heather Vazquez	1997-06-06	UHC-76189-52	—	2802 Park Pl, San Antonio, TX, 78238	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-104399	ENR	Heather Vazquez	1997-06-06	UHC-76189-52	—	2802 Park Pl, San Antonio, TX, 78238	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-105281	ENR	Frank V Ramos	2007-03-20	UHC-88144-65	—	8047 Indian School Rd, Charlotte, NC, 28232	0.66	Name split from “Last, First”Phone missing area code Email lower-cased Plan code upper-cased+1 more
ENR-124599	ENR	Martha N Warren	1954-11-19	UHC-61710-65	7967153651	3383 Lake View Rd, Scottsdale, AZ, 85239	0.66	Street suffix standardised Address re-cased Email lower-cased Gender normalised+1 more
ENR-134882	ENR	Angela Perez	1964-12-21	UHC-15991-36	2248778546	3715 Mountain View Dr, Seattle, WA	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-136337	ENR	Grace Johnston	2008-02-14	UHC-06724-33	3084562016	5768 Jefferson Ave, Fresno, CA, 93759	0.66	Name re-cased Two-digit birth year Phone reformatted State name converted to code+1 more
ENR-124741	ENR	Jon G George	1950-03-11	UHC-60964-19	2903031049	3565 Jefferson Ave, Jacksonville, FL, 32270	0.66	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-139479	ENR	Jason Smmith	1972-06-13	UHC-71718-91	2555095294	6480 River Rd, Glendale, AZ, 85315	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-120893	ENR	Judy Lawrence	1948-09-20	—	2638051207	5573 Palm Dr, Orlando, FL, 32828	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-100698	ENR	Lisa Griffin	1956-06-14	UHC-92306-14	7549344258	7485 Broadway # 633, Houston, TX, 77065	0.66	Phone reformatted Unit split from street Email lower-cased Gender normalised+1 more

8,934 rows, page 73 of 179Previous Next