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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-23630	PRV	Roy X Sanders	1941-06-11	UHC-81923-33	—	4426 Harbor Blvd, Fresno, CA, 93720	0.78	Name re-cased Date of birth reformatted City re-cased State name converted to code+1 more
ENR-119628	ENR	Shiirley Hamilton	1975-01-21	UHC-16649-30	2144207111	6312 Palm Dr, Dallas, TX, 75295	0.78	Date of birth reformatted Phone reformatted City re-cased State name converted to code+1 more
ENR-107816	ENR	Frances Anderson	1976-02-05	UHC-49348-09	3248346442	7806 Market St, Dallas, TX, 75260	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
CLM-404428	CLM	Christina Castro	1973-09-16	UHC-59692-44	8037465226	1514 Church St, Jacksonville, FL, 32245	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-119518	ENR	Raymond C Chen	1983-06-10	UHC-81169-12	4628434943	992 Main St, Jacksonville, FL, 32215	0.78	Date of birth reformatted Phone reformatted City re-cased State name converted to code+1 more
PRV-28911	PRV	Frank Z Bailey	1963-12-16	UHC-35199-95	3979114661	4978 Pine Dr, Dallas, TX, 75292	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
CLM-407142	CLM	Amanda Park	1958-12-24	UHC-32918-25	7239572569	6557 Forest Ave, Mesa, AZ, 85254	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
TPA-64461	TPA	Zachary Obrien	1948-08-01	UHC-85761-47	2074450059	3899 Main St, Seattle, WA, 98129	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
PRV-21265	PRV	Alan Torres	1966-05-03	—	7945164440	2033 Maple Ave, Nashville, TN, 37205	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-102671	ENR	Charlotte V Moore	2002-02-05	UHC-23929-63	8357656917	3631 Market St, Minneapolis, MN, 55475	0.78	City re-cased State name converted to code Email lower-cased Plan code upper-cased+1 more
ENR-135447	ENR	Kelly L Luna	1968-06-03	UHC-78201-10	—	6508 Central Ave, Austin, TX, 78719	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-407037	CLM	Isabella Gomez	1977-02-04	UHC-25379-25	8992453642	2400 Willow Ct, Austin, TX, 78722	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
TPA-56347	TPA	Amber Welch	1942-02-28	UHC-68756-92	7769379595	6817 Church St, Glendale, AZ, 85348	0.78	Date of birth reformatted City re-cased State name converted to code Whitespace trimmed+1 more
ENR-113907	ENR	Paul Bailey	1947-01-06	UHC-74026-83	3434219269	2994 Pine Dr, Las Vegas, NV, 89146	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
CLM-426005	CLM	Kathryn U Chapman	1987-02-21	UHC-54287-24	9245754070	1071 Cedar Ln, Denver, CO, 80267	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-418937	CLM	Eugene Fuller	1947-08-22	—	—	738 Market St, Minneapolis, MN, 55473	0.78	Name re-cased City re-cased State name converted to code Whitespace trimmed+1 more
CLM-413086	CLM	Charlotte Payyne	1980-02-28	UHC-82916-23	6657127737	421 Main St, Tampa, FL, 33669	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-105017	ENR	Meagn C Johnson	1991-05-07	UHC-91940-94	3026149254	9288 Hillcrest Rd, Eden Prairie, MN, 55357	0.78	Name re-cased Phone reformatted Member ID reformatted State name converted to code+1 more
ENR-117304	ENR	Nathan Fernandez	1993-03-22	—	5919923960	5278 River Rd, Jacksonville, FL, 32247	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
TPA-57513	TPA	Jonathan Ford	1955-02-08	—	—	1229 Broadway, Nashville, TN, 37279	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
TPA-61711	TPA	Amanda U McDonald	1961-09-28	—	—	6337 Apache Blvd, Miami, FL, 33178	0.78	Date of birth reformatted City re-cased State name converted to code Whitespace trimmed+1 more
CLM-421482	CLM	Jeff H Sims	1957-04-14	—	7754102803	5971 Mesa Dr, Atlanta, GA, 30352	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
TPA-61429	TPA	Maria Gardner	1995-01-03	—	6635357128	4165 Lake View Rd, Nashville, TN, 37232	0.78	Name re-cased Phone reformatted City re-cased State name converted to code+1 more
CLM-406630	CLM	Lori Lane	2006-03-28	UHC-27982-32	8304597042	5174 Church St, Atlanta, GA, 30392	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-117958	ENR	Arthur Richards	1984-05-11	UHC-97857-60	5297368430	4040 Baseline Rd, Los Angeles, CA, 90045	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-130844	ENR	Megan Perez	1947-11-27	UHC-05661-59	5009324267	8597 Valley View Dr, Orlando, FL, 32834	0.78	Name re-cased Phone reformatted State name converted to code Email lower-cased+1 more
ENR-130843	ENR	Megan Perez	1947-11-27	UHC-05661-59	5009324267	8597 Valley View Dr, Orlando, FL, 32834	0.78	Name re-cased Phone reformatted State name converted to code Email lower-cased+1 more
ENR-142831	ENR	Jordan Riverra	1972-02-16	UHC-42809-73	2118980110	9207 Park Pl, Fresno, CA, 93752	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-131139	ENR	Russell Ruiz	1964-09-19	UHC-17627-93	6376710786	5602 Mountain View Dr, Houston, TX, 77083	0.78	Date of birth reformatted Phone reformatted City re-cased State name converted to code+1 more
ENR-110589	ENR	Alan N Daniels	2007-02-25	UHC-21977-49	—	7300 Elm St, Los Angeles, CA, 90042	0.78	Name re-cased Date of birth reformatted City re-cased State name converted to code+1 more
CLM-420481	CLM	Martha Mejia	1995-04-06	UHC-37847-81	—	9430 Sunset Blvd, Austin, TX, 78712	0.78	Date of birth reformatted Member ID reformatted State name converted to code Whitespace trimmed+1 more
ENR-128454	ENR	Susan Mason	1954-06-27	UHC-43398-29	—	685 Cedar Ln, Miami, FL, 33124	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-404793	CLM	Patrick Spencer	2007-05-02	—	4588726298	1958 Park Pl, Nashville, TN, 37297	0.78	Phone reformatted City re-cased State name converted to code Whitespace trimmed+1 more
CLM-432560	CLM	Amanda Bennett	2004-01-08	—	4827629839	6065 Union St, Columbus, OH, 43251	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-140413	ENR	Bradley Chen	1983-05-06	UHC-87280-46	6629860241	697 Union St, Columbus, OH, 43265	0.78	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
TPA-59421	TPA	Yuki Contreras	1997-03-01	—	4418973996	4549 Broadway, Phoenix, AZ, 85046	0.78	Date of birth reformatted Phone reformatted Address re-cased State name converted to code+1 more
CLM-412711	CLM	Willie Rojas	1979-02-13	UHC-56471-45	9096296986	5962 Washington St, Chandler, AZ, 85269	0.78	Name re-cased Phone reformatted Member ID reformatted State name converted to code+1 more
ENR-133525	ENR	William N Phillips	1952-12-19	UHC-39529-34	7817348393	1219 Desert Sky Blvd, Charlotte, NC, 28222	0.78	Name re-cased Phone reformatted City re-cased State name converted to code+1 more
CLM-428488	CLM	Beverly Clark	1963-03-12	UHC-71793-40	9074288115	8865 Broadway, Houston, TX, 77022	0.78	Name re-cased City re-cased State name converted to code Whitespace trimmed+1 more
TPA-53241	TPA	Lucia Payne	1989-01-05	—	—	2663 Broadway, Plano, TX, 75075	0.78	Date of birth reformatted Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-406801	CLM	Jake N King	1970-03-14	—	5236796588	7963 Lake View Rd, Tempe, AZ, 85266	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
CLM-403928	CLM	Omar Cunningham	1942-12-28	UHC-84013-63	—	6179 Maple Ave, Jacksonville, FL, 32250	0.78	City re-cased State name converted to code Plan code upper-cased Whitespace trimmed+1 more
PRV-20854	PRV	Willie Woods	2001-02-18	—	9468977509	6332 Broadway, Phoenix, AZ, 85019	0.78	Name re-cased Address re-cased City re-cased State name converted to code+1 more
PRV-27936	PRV	Sarah Carroll	1969-05-06	—	4593740828	2788 Ridge Rd, Columbus, OH, 43236	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
PRV-23549	PRV	Isabella Black	1988-09-02	—	8686574633	521 Spring St, San Diego, CA, 92104	0.78	Date of birth reformatted Phone reformatted City re-cased State name converted to code+1 more
ENR-124683	ENR	Jaince Holmes	1961-11-07	UHC-79640-77	3246797955	8847 Mesa Dr, Tucson, AZ, 85762	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-106776	ENR	Richard Hudson	1974-01-08	UHC-12186-67	7017400006	7415 Sage Ct, Seattle, WA, 98183	0.78	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
CLM-432365	CLM	Maria E Russell	1983-12-05	UHC-17012-96	7836836817	8622 Ocean Ave, Tucson, AZ, 85746	0.78	Date of birth reformatted Member ID reformatted City re-cased State name converted to code+1 more
CLM-402378	CLM	Julia Bailey	1954-05-06	UHC-66212-73	2409294354	9691 Church St, Charlotte, NC, 28251	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-432246	CLM	Frank Allen	1974-11-07	UHC-03524-51	—	3277 Baseline Rd, Seattle, WA, 98142	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more

9,084 rows, page 159 of 182Previous Next