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 “Plan code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlan code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-115581	ENR	Henry Yang	1987-12-03	UHC-64402-89	7117605827	4104 Highland Ave, Dallas, TX, 75298	0.80	Name split from “Last, First”Phone reformatted Email lower-cased Plan code upper-cased
ENR-126607	ENR	Alexis F Pierce	1993-07-12	UHC-68771-50	—	4047 Spring St, Miami, FL, 33173	0.80	Gender normalised Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-141020	ENR	Joshua M Gonzales	2001-03-06	UHC-38587-47	4668332251	4712 Sunset Blvd, Phoenix, AZ, 85052	0.80	State name converted to code Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-122257	ENR	Elizabeth Vargas	1938-05-23	UHC-09779-90	—	9131 Mountain View Dr, Phoenix, AZ, 85014	0.80	Two-digit birth year Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-141889	ENR	Ethan Goron	1945-10-17	UHC-40444-84	5623543872	706 Lincoln Way Apt 21, Dallas, TX, 75288	0.80	Name re-cased Unit split from street Plan code upper-cased Whitespace trimmed
ENR-138606	ENR	Lucia Greene	1952-04-08	UHC-67461-24	—	7328 Sage Ct # 692, Atlanta, GA, 30374	0.80	Name re-cased Member ID reformatted Unit split from street Plan code upper-cased
ENR-117277	ENR	Nathan Cruz	1986-12-27	UHC-61858-81	8128952303	—	0.80	Name split from “Last, First”Phone reformatted Plan code upper-cased Placeholder values cleared
ENR-106438	ENR	Ahmed Alvarado	1962-07-06	UHC-27686-80	2752711424	6223 Broadway, Denver, CO, 80210	0.80	Phone reformatted ZIP+4 trimmed Plan code upper-cased Whitespace trimmed
ENR-123352	ENR	Grace Romero	1978-08-24	UHC-31170-76	6328209186	6656 Lincoln Way, Nashville, TN, 37237	0.80	Two-digit birth year Phone reformatted Plan code upper-cased Whitespace trimmed
ENR-103612	ENR	Lori Webb	1953-05-26	UHC-66007-02	3435757831	6897 Spring St, Minneapolis, MN, 55441	0.80	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased
ENR-121064	ENR	Joseph Colle	1986-04-16	UHC-31831-74	2033264395	427 Pine Dr, San Antonio, TX, 78238	0.80	Two-digit birth year Phone reformatted City re-cased Plan code upper-cased
ENR-106217	ENR	Frnces Richardson	—	UHC-93602-77	4473830748	9785 Elm St, Orlando, FL, 32877	0.80	Name re-cased Date of birth missing Plan code upper-cased Whitespace trimmed
ENR-103971	ENR	Diego G West	1962-07-26	UHC-45695-22	—	3822 Baseline Rd, Dallas, TX, 75235	0.80	Street suffix standardised Address re-cased Plan code upper-cased Placeholder values cleared
ENR-114218	ENR	Cheryl W Jacobs	1994-05-14	UHC-67154-71	—	146 Spring St, Austin, TX, 78733	0.80	Name re-cased Phone missing area code Plan code upper-cased Whitespace trimmed
ENR-135644	ENR	Scott Crawford	1939-02-18	UHC-95602-41	—	6493 Hillcrest Rd, Sacramento, CA, 95807	0.80	Street suffix standardised Address re-cased Plan code upper-cased Whitespace trimmed
ENR-126259	ENR	Juan Guerrero	1982-11-22	UHC-99363-98	6393132611	4879 Harbor Blvd, Eden Prairie, MN, 55374	0.80	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased
ENR-104959	ENR	Christian A Ferguson	1994-02-24	UHC-92838-07	5538259105	4461 Willow Ct, Houston, TX, 77007	0.80	Name re-cased SSN last four extracted Plan code upper-cased Whitespace trimmed
ENR-108660	ENR	EJunk	1982-03-14	UHC-83692-92	7723040856	3165 Central Ave, Gilbert, AZ, 85245	0.80	Phone reformatted Plan code upper-cased Whitespace trimmed No usable name (quarantined)
ENR-101294	ENR	Elijah J Nelson	1971-04-26	UHC-53051-75	8892642133	783 Lincoln Way, Scottsdale, AZ, 85277	0.80	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased
ENR-137851	ENR	Andrea Espinoza	1975-04-26	UHC-67937-38	3258427741	1525 Canyon Rd, Glendale, AZ, 85359	0.80	Two-digit birth year Phone reformatted Plan code upper-cased Whitespace trimmed
ENR-131796	ENR	Justin R Hernandez	2006-07-28	UHC-60945-90	5376571445	9353 Willow Ct, Charlotte, NC, 28271	0.80	Phone reformatted State name converted to code Email lower-cased Plan code upper-cased
ENR-126266	ENR	Munoz Henry	2000-08-25	UHC-77648-08	4953088610	9181 Oak St, Tempe, AZ, 85216	0.80	Street suffix standardised Address re-cased Email lower-cased Plan code upper-cased
ENR-129241	ENR	Frank A Payne	1995-07-16	UHC-69731-21	7224111339	1501 Washington St, Glendale, AZ, 85300	0.80	Name split from “Last, First”Date of birth reformatted Plan code upper-cased Whitespace trimmed
ENR-104964	ENR	Doris Matthews	1944-07-09	UHC-22585-01	—	8753 Pine Dr, Orlando, FL, 32880	0.80	Phone missing area code Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-103660	ENR	Gerald P Li	1954-12-24	UHC-76640-91	7913213625	2913 Apache Blvd, Gilbert, AZ, 85201	0.80	Street suffix standardised Address re-cased Plan code upper-cased Whitespace trimmed
ENR-127221	ENR	Peter Y Jenkins	1948-05-09	UHC-73110-21	—	4546 Oak St, Gilbert, AZ, 85253	0.80	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased
ENR-124465	ENR	Arjun J Ward	1958-02-24	UHC-59588-89	6322238562	5039 Washington St, Minneapolis, MN, 55449	0.80	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased
ENR-106689	ENR	Judith Lopez	2002-05-16	UHC-84948-25	3307270584	9047 Broadway, Glendale, AZ, 85316	0.80	Two-digit birth year Phone reformatted Plan code upper-cased Whitespace trimmed
ENR-100657	ENR	Wei R Wang	1991-03-02	UHC-96690-22	5649451243	2845 Lincoln Way, Phoenix, AZ, 85073	0.80	Phone reformatted State name converted to code Plan code upper-cased Placeholder values cleared
ENR-118307	ENR	Paul Alvarez	2000-05-10	UHC-03927-36	4082071163	7640 Washington St, Houston, TX, 77048	0.80	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased
ENR-133831	ENR	Bruce O Bradley	1980-12-26	UHC-46814-65	9732473253	691 Broadway Apt 35, Plano, TX, 75022	0.80	Phone reformatted Unit split from street Plan code upper-cased Whitespace trimmed
ENR-135377	ENR	Catherine Wheeler	1952-10-07	UHC-48380-89	8033194021	3516 Harbor Blvd, Tampa, FL, 33696	0.80	Date of birth reformatted Gender normalised Plan code upper-cased Whitespace trimmed
ENR-139385	ENR	Jacob Snyder	1959-08-04	UHC-83953-23	5203400319	3879 Lake View Rd, Charlotte, NC, 28276	0.80	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased
ENR-138325	ENR	Ashley E Wallace	1961-07-08	UHC-63741-58	8478064359	2406 Church St # 727, Tucson, AZ, 85772	0.80	Phone reformatted Unit split from street Plan code upper-cased Whitespace trimmed
ENR-135501	ENR	Diego F Mitchell	1953-04-15	UHC-40873-35	2296800330	6096 Willow Ct, Seattle, WA, 98179	0.80	Phone reformatted State name converted to code Plan code upper-cased Whitespace trimmed
ENR-102098	ENR	Cynthia Ryan	1992-07-22	UHC-40295-56	5122249770	4288 Union St, Minneapolis, MN, 55457	0.80	Name split from “Last, First”Phone reformatted Plan code upper-cased Whitespace trimmed
ENR-129467	ENR	Tyler M Mason	1961-07-24	UHC-65746-05	7276199688	4287 Union St, San Diego, CA, 92134	0.80	Two-digit birth year Phone reformatted Plan code upper-cased Whitespace trimmed
ENR-116314	ENR	Victoria Z Rojas	1939-07-16	UHC-55129-07	2035970340	5353 Baseline Rd, Sacramento, CA, 95835	0.80	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased
ENR-107701	ENR	San P Dunn	1951-12-02	UHC-23236-10	5354306602	3008 Valley View Dr, Fresno, CA, 93799	0.80	Street suffix standardised Address re-cased Plan code upper-cased Placeholder values cleared
ENR-119732	ENR	Megan Banks	1963-10-03	UHC-43841-45	3542753484	7623 Ocean Ave, Dallas, TX, 75286	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Plan code upper-cased
ENR-130834	ENR	Albert Lynch	1960-04-25	UHC-64593-13	3438871475	1108 Maple Ave, Seattle, WA, 98143	0.80	Name re-cased Two-digit birth year Phone reformatted Plan code upper-cased
ENR-112577	ENR	Austin P Moore	2001-02-07	UHC-97161-95	7156037257	829 Meadow Ln, Plano, TX, 75005	0.80	Phone reformatted Gender normalised Plan code upper-cased Whitespace trimmed
ENR-134726	ENR	Jordan Greane	1982-01-27	UHC-14726-64	—	2298 Camelback Rd, Scottsdale, AZ, 85255	0.80	Street suffix standardised Address re-cased City re-cased Plan code upper-cased
ENR-100411	ENR	Matthew L Henderson	1988-11-02	UHC-22232-26	2277935420	9207 Elm St, Tempe, AZ, 85214	0.80	Street suffix standardised Address re-cased Plan code upper-cased Whitespace trimmed
ENR-106611	ENR	Brcue Y Fuller	1988-04-26	UHC-98369-58	—	—	0.80	Gender normalised Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-103672	ENR	Olivia Chapman	1975-01-18	UHC-16038-21	6167377091	9683 Market St, Eden Prairie, MN, 55397	0.80	Name split from “Last, First”Phone reformatted Plan code upper-cased Whitespace trimmed
ENR-118578	ENR	Henry Foster	1990-02-24	UHC-02130-07	2919267600	4824 Mountain View Dr, Dallas, TX, 75285	0.80	ZIP+4 trimmed Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-118155	ENR	Alice Carroll	1947-04-18	UHC-97860-81	6959343562	8746 Lake View Rd, San Antonio, TX, 78238	0.80	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased
ENR-108938	ENR	Elizabeth R Fowler	1983-08-12	UHC-18239-50	2159457070	2647 Maple Ave, Phoenix, AZ, 85041	0.80	Street suffix standardised Address re-cased Email lower-cased Plan code upper-cased
ENR-123500	ENR	Gloria Y Dean	1970-08-16	UHC-28610-05	6426518782	7126 Meadow Ln, Miami, FL, 33137	0.80	Street suffix standardised Address re-cased Plan code upper-cased Whitespace trimmed

2,126 rows, page 34 of 43Previous Next