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-133237	ENR	Samantha R Palmer	2008-02-16	UHC-09047-81	3787346621	523 Lake View Rd, Los Angeles, CA, 90049	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133485	ENR	Aishha U Walace	1971-05-21	UHC-59041-99	5727424896	7738 Highland Ave, Tucson, AZ, 85742	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-137226	ENR	Kevin Jenkins	1992-10-25	UHC-93562-65	7603065110	6415 Ridge Rd, Fresno, CA, 93722	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-139701	ENR	Russell Matthews	2002-06-26	UHC-10245-84	3513975523	288 Desert Sky Blvd, San Antonio, TX, 78282	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-100597	ENR	Charlotte Nichols	1960-03-16	UHC-47740-24	5339827203	5200 Bayshore Dr, Tempe, AZ, 85259	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-132987	ENR	Joan O Mills	1970-09-16	UHC-14255-29	5383176581	9345 Elm St, Tampa, FL, 33679	0.74	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-133977	ENR	Bryan I Scott	1951-05-17	UHC-42567-19	6626974982	8868 Hillcrest Rd, Austin, TX, 78736	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-129535	ENR	Edward Q Dunn	1966-12-19	UHC-83791-65	6384123788	4734 Cedar Ln, Los Angeles, CA, 90061	0.74	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-100933	ENR	Debra Welch	1958-05-02	UHC-72784-39	6323537484	7993 Spring St, San Diego, CA, 92182	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104012	ENR	Ethan O Stevens	1961-05-25	UHC-83036-06	8316786023	7486 River Rd, Dallas, TX, 75285	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-139398	ENR	Patrick K Turner	1993-09-18	UHC-04451-06	6895529490	6877 Hillcrest Rd, Nashville, TN, 37270	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-127503	ENR	Janice Sandoval	2003-12-23	UHC-66768-58	3672848392	8538 Highland Ave, Orlando, FL, 32852	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-140192	ENR	Jess Smth	1991-08-28	UHC-10378-37	7944874284	25 Lincoln Way, Las Vegas, NV, 89107	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142896	ENR	Kenneth Y Black	1982-04-26	UHC-44296-79	7755627925	4825 Valley View Dr, Orlando, FL, 32804	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-141246	ENR	Peter Roberts	2009-09-12	UHC-81497-96	6742520210	1031 Grand Ave, Plano, TX, 75042	0.74	Name re-cased Phone reformatted State code upper-cased ZIP+4 trimmed+3 more
ENR-108436	ENR	Matthew E Kim	2008-04-21	UHC-77690-05	9362711051	4933 Grand Ave, Houston, TX, 77032	0.74	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
ENR-106051	ENR	Priya O Warrne	1958-06-19	UHC-43262-29	9333868605	7010 Bayshore Dr, Tampa, FL, 33653	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135943	ENR	Kyle Jenkins	1992-11-04	UHC-76646-66	7594541162	664 Apache Blvd, Nashville, TN, 37221	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-128985	ENR	Mark Fields	1944-08-18	UHC-96592-26	4689440752	3207 Sunset Blvd, Jacksonville, FL, 32224	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135247	ENR	Katherine Estrada	1969-09-09	UHC-53777-97	5177047628	3002 Elm St, Dallas, TX, 75262	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125218	ENR	Nathan Harrison	1967-09-23	UHC-91973-02	5368123885	4637 Indian School Rd, Jacksonville, FL, 32260	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-127394	ENR	Jean N Espinoza	1942-05-24	UHC-17253-37	4893141789	3118 Jefferson Ave, Jacksonville, FL, 32261	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-129515	ENR	Mark Perez	1962-05-13	UHC-51631-22	6119406836	8922 Canyon Rd, Los Angeles, CA, 90089	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-138283	ENR	Megan Richardson	1959-05-13	UHC-31006-11	9409138587	2569 Indian School Rd, Orlando, FL, 32855	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118451	ENR	Keith T Hamilton	1946-08-08	UHC-65870-45	—	8584 River Rd, Nashville, TN, 37260	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-131336	ENR	Sean P Sullivan	2008-04-20	UHC-26474-94	6269614484	2118 Oak St, Sacramento, CA, 95856	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-114566	ENR	Mari S Hernandez	2002-11-03	UHC-97681-70	—	9486 Maple Ave, Scottsdale, AZ, 85200	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-115842	ENR	Daniel Gray	1980-12-01	UHC-40750-73	9077702615	8185 Spring St, Tampa, FL, 33657	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136335	ENR	Danielle J Hoffman	—	UHC-71342-86	5836526880	4187 Highland Ave, Los Angeles, CA, 90098	0.74	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+3 more
ENR-105991	ENR	Katherine Q Wang	1986-01-14	UHC-68477-97	3719856284	7805 Harbor Blvd, Gilbert, AZ, 85217	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-101054	ENR	Debra H Bishop	1953-03-26	UHC-74782-94	3157943023	5514 Grand Ave, Gilbert, AZ, 85218	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122866	ENR	John C Lawson	1996-10-01	UHC-08611-29	7484724345	2862 River Rd, Gilbert, AZ, 85240	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-114521	ENR	Barbara R Espinoza	2001-10-25	UHC-95188-55	3637567177	4396 Valley View Dr, Tempe, AZ, 85224	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-110111	ENR	Cheryl V Gray	1946-03-05	UHC-73034-83	2326056604	9582 Jefferson Ave, Houston, TX, 77022	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-133469	ENR	Billy Q Richards	1945-09-14	UHC-02139-91	2894482980	2322 Hillcrest Rd, Minneapolis, MN, 55404	0.74	Name re-cased Phone reformatted City re-cased State name converted to code+3 more
ENR-100725	ENR	Kevin Z Robinson	1952-10-21	UHC-96843-54	3483275342	1442 Harbor Blvd, Gilbert, AZ, 85298	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135772	ENR	Noah Allen	1972-12-03	UHC-53927-83	3433981602	8632 Mountain View Dr, Seattle, WA, 98156	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133521	ENR	Bryan Schultz	1947-12-11	UHC-81701-49	9744589103	905 Harbor Blvd, Dallas, TX, 75262	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102507	ENR	Abby F Schultz	1953-12-18	UHC-83069-97	3069347118	5760 Highland Ave, Eden Prairie, MN, 55358	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116036	ENR	Emma Z Simmons	2000-06-02	UHC-69392-65	6523601649	1515 Cedar Ln, Austin, TX, 78781	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114955	ENR	Henry Murray	1946-02-20	UHC-84477-27	3549874866	3057 Forest Ave, Columbus, OH, 43262	0.74	Name re-cased Phone reformatted Email lower-cased Gender normalised+3 more
ENR-126686	ENR	Ashley L Lawson	1942-07-23	UHC-23259-90	—	5048 Canyon Rd, Fresno, CA, 93734	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-104093	ENR	Diana Tran	1972-04-06	UHC-97796-42	4294840474	8732 Broadway, Tucson, AZ, 85728	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-105411	ENR	Tim Armstrong	2004-03-19	UHC-94717-18	3165825812	5094 Willow Ct, Eden Prairie, MN, 55306	0.74	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+3 more
ENR-120127	ENR	Katherine Reynolds	1943-04-06	UHC-99813-94	2264451946	9140 Elm St, Seattle, WA, 98115	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-138084	ENR	William Halll	1975-07-16	UHC-36756-03	3628833061	1847 Pine Dr, Scottsdale, AZ, 85272	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118072	ENR	Martha Henderson	2000-08-23	UHC-36844-45	6579638520	6304 Union St, Mesa, AZ, 85280	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-135002	ENR	Natalie U Carr	1988-08-25	UHC-66048-27	2159817483	8838 Pine Dr, Fresno, CA, 93774	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-119812	ENR	Carolyn J Bennett	1962-07-28	UHC-05367-86	—	4016 Baseline Rd, Jacksonville, FL, 32221	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-114431	ENR	Ralph M Sanchez	1964-04-07	UHC-99572-29	4734907828	8962 Palm Dr, Dallas, TX, 75257	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more

8,934 rows, page 87 of 179Previous Next