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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-106715	ENR	Karen M Salazar	1977-11-07	UHC-08069-23	4399319682	—	0.80	Name split from “Last, First”Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-407434	CLM	Amber Fowler	2000-03-12	UHC-88541-95	—	2749 Broadway, Chandler, AZ, 85262	0.80	Name re-cased Two-digit birth year Member ID reformatted Placeholder values cleared
ENR-110820	ENR	Brenda Murphy	1945-08-12	UHC-42123-95	3853061442	8362 River Rd, Fresno, CA, 93776	0.80	Name re-cased Member ID reformatted Street suffix standardised Address re-cased
ENR-100125	ENR	Abigail Kelly	1969-03-28	UHC-36444-82	—	—	0.80	Date of birth reformatted Member ID reformatted Gender normalised Placeholder values cleared
ENR-125823	ENR	Aiha Hoffman	1939-04-24	UHC-27040-63	—	341 Sage Ct, San Diego, CA, 92111	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
ENR-102642	ENR	Kevin Z Gonzales	1979-04-17	UHC-66033-82	7632167898	2112 Hillcrest Rd, Chandler, AZ, 85260	0.80	Name split from “Last, First”Member ID reformatted City re-cased Whitespace trimmed
CLM-403462	CLM	Mason Yang	1979-11-19	UHC-23214-93	5309965779	5607 Broadway, Seattle, WA, 98186	0.80	Member ID reformatted Gender normalised Whitespace trimmed Placeholder values cleared
ENR-105790	ENR	Dylan Robertson	1975-12-12	UHC-45403-96	9466921447	2897 Canyon Rd, Fresno, CA, 93782	0.80	Two-digit birth year Phone reformatted Member ID reformatted Placeholder values cleared
ENR-141332	ENR	Carl Carpenter	1968-09-17	UHC-97558-87	6048136335	9581 Broadway # 486, Houston, TX, 77089	0.80	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street
CLM-402408	CLM	Justin J Brooks	—	UHC-41144-38	—	—	0.80	Date of birth missing Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-141423	ENR	Larry Wong	2001-10-02	UHC-68223-92	7385895507	5452 Ridge Rd, Orlando, FL, 32886	0.80	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased
CLM-415082	CLM	Jordan Ellis	2004-09-04	UHC-92342-99	—	9877 Mesa Dr, Houston, TX, 77026	0.80	Date of birth reformatted Member ID reformatted ZIP+4 trimmed Placeholder values cleared
ENR-131253	ENR	Carol M Medina	1952-02-19	UHC-40323-59	3916590593	3644 Mesa Dr, San Diego, CA, 92102	0.80	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased
ENR-117655	ENR	Grace Stephens	1970-07-10	UHC-10537-78	4736017500	8937 Apache Blvd, Seattle, WA, 98189	0.80	Phone reformatted Member ID reformatted Gender normalised Whitespace trimmed
ENR-107727	ENR	Emily O Perez	1997-04-28	UHC-91616-98	4075598766	74 Jefferson Ave, Columbus, OH, 43244	0.80	Member ID reformatted Street suffix standardised Address re-cased Email lower-cased
CLM-419981	CLM	Joseph Carroll	1970-10-05	UHC-92686-44	—	319 Jefferson Ave, Fresno, CA, 93789	0.80	Member ID reformatted Street suffix standardised Address re-cased City re-cased
CLM-420169	CLM	Carolyn Morales	1972-02-18	UHC-88658-70	—	9473 Elm St, Miami, FL, 33182	0.80	Member ID reformatted Gender normalised Whitespace trimmed Placeholder values cleared
ENR-109633	ENR	Lisa Fuller	1949-07-23	UHC-57845-73	2132104337	6652 Spring St, Orlando, FL, 32821	0.80	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased
ENR-109632	ENR	Lisa Fuller	1949-07-23	UHC-57845-73	2132104337	6652 Spring St, Orlando, FL, 32821	0.80	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased
CLM-401975	CLM	Brittany Warren	2008-09-09	UHC-22159-07	6117304680	4501 Park Pl, Austin, TX, 78721	0.80	Phone reformatted Member ID reformatted Gender normalised Placeholder values cleared
ENR-117797	ENR	Alexis Larson	1979-11-17	UHC-76318-95	7545813289	8456 Union St, Miami, FL, 33123	0.80	Phone reformatted Member ID reformatted Gender normalised Plan code upper-cased
ENR-118172	ENR	Alexis F Peterson	1971-06-13	UHC-41655-03	2862788240	7289 River Rd, Orlando, FL, 32849	0.80	Phone reformatted Member ID reformatted ZIP+4 trimmed Placeholder values cleared
ENR-109578	ENR	Powell F Lisa	1963-10-19	UHC-05707-34	6445209309	4384 Meadow Ln, Seattle, WA, 98122	0.80	Date of birth reformatted Member ID reformatted Gender normalised Whitespace trimmed
ENR-117043	ENR	Christopher N Lopez	1955-01-21	UHC-80979-42	2499506477	6420 Valley View Dr Apt 32, Scottsdale, AZ, 85217	0.80	Phone reformatted Member ID reformatted Unit split from street Whitespace trimmed
ENR-120088	ENR	Fowler Donald	2005-03-25	UHC-20542-52	2264009481	8557 Central Ave, Eden Prairie, MN, 55369	0.80	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted
ENR-136683	ENR	Bradley N Vazquez	1990-11-19	UHC-91363-51	6516439267	7948 Oak St, Columbus, OH, 43256	0.80	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased
ENR-135219	ENR	Dylan N Warren	2003-08-01	UHC-52019-46	—	2300 Sunset Blvd, Austin, TX, 78768	0.80	Date of birth reformatted Phone missing area code Member ID reformatted Whitespace trimmed
ENR-133341	ENR	Philip Howard	1958-01-17	UHC-87051-91	6345591407	9266 Highland Ave, Denver, CO, 80261	0.80	Name re-cased Member ID reformatted Street suffix standardised Address re-cased
ENR-133984	ENR	Jordan Y Black	1968-06-13	UHC-64391-75	9009461368	3127 Desert Sky Blvd, Plano, TX, 75063	0.80	Phone reformatted Member ID reformatted Gender normalised Whitespace trimmed
ENR-122529	ENR	Stephen M Martinez	1989-02-03	UHC-67802-97	8523574147	6738 Indian School Rd, Tampa, FL, 33665	0.80	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed
CLM-423927	CLM	Ethan Wood	1961-04-06	UHC-73564-91	3819228901	5108 Lincoln Way, Nashville, TN, 37258	0.80	Name split from “Last, First”Phone reformatted Member ID reformatted Placeholder values cleared
ENR-110573	ENR	Yuki Dominguez	1982-09-13	UHC-20110-23	5733552265	2794 Camelback Rd, Nashville, TN, 37291	0.80	Two-digit birth year Phone reformatted Member ID reformatted Email lower-cased
CLM-415896	CLM	Virginia W Bennett	2007-07-09	UHC-85901-18	—	3368 Lincoln Way, San Antonio, TX, 78246	0.80	Name split from “Last, First”Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-431400	CLM	Matthew Bailey	2003-08-08	UHC-60063-87	—	—	0.80	Phone missing area code Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-425709	CLM	Gerald Mendez	1963-01-11	UHC-05892-32	—	—	0.80	Member ID reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-408608	CLM	Timothy Yang	1954-04-02	UHC-70570-53	—	5445 Forest Ave, Phoenix, AZ, 85093	0.80	Member ID reformatted City re-cased State name converted to code Placeholder values cleared
ENR-128599	ENR	Katherine Z Wilson	1991-03-22	UHC-65268-65	5943182924	9140 Union St, Nashville, TN, 37272	0.80	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed
ENR-136955	ENR	Bryan Miller	2005-03-13	UHC-66194-53	2492407213	9132 Spring St # 525, Charlotte, NC, 28290	0.80	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street
ENR-116026	ENR	Bruce Hill	1994-02-07	UHC-34686-55	4048018473	3680 Sage Ct, Fresno, CA, 93770	0.80	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased
CLM-423298	CLM	Nathan Turner	1987-05-06	UHC-08557-62	—	528 Market St, Gilbert, AZ, 85275	0.80	Name re-cased Member ID reformatted Street suffix standardised Address re-cased
ENR-107469	ENR	Logaan O Miller	2007-09-09	UHC-64416-47	5173895683	1524 Cedar Ln, Eden Prairie, MN, 55325	0.80	Phone reformatted Member ID reformatted Gender normalised Whitespace trimmed
CLM-428209	CLM	Kyle Jimenez	1971-03-11	UHC-69540-42	—	5206 Broadway, Chandler, AZ, 85244	0.80	Member ID reformatted City re-cased ZIP+4 trimmed Placeholder values cleared
ENR-137174	ENR	Valentina R Greene	1961-04-03	UHC-92262-47	5088957041	212 Sunset Blvd, Gilbert, AZ, 85271	0.80	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased
ENR-102155	ENR	Adam Perry	1975-04-07	UHC-90942-83	4999029612	1177 Union St, San Antonio, TX, 78233	0.80	Member ID reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-429249	CLM	Haarold Y Butler	1939-08-28	UHC-48098-73	—	151 Valley View Dr, Seattle, WA, 98145	0.80	Two-digit birth year Member ID reformatted State code upper-cased Placeholder values cleared
ENR-100903	ENR	Brandon Carlson	1988-11-07	UHC-05200-44	4738937394	4875 Apache Blvd, Houston, TX, 77012	0.80	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased
CLM-425019	CLM	Alan Ferguson	1942-03-01	UHC-70793-11	7162426654	—	0.80	Phone reformatted Member ID reformatted Gender normalised Placeholder values cleared
ENR-108586	ENR	Walter Z Phillips	1997-01-14	UHC-80241-67	—	4901 Forest Ave, Jacksonville, FL, 32255	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
ENR-131479	ENR	Hannah U Bradley	1971-09-11	UHC-85847-31	4387238248	3317 Elm St, Houston, TX, 77060	0.80	Phone reformatted Member ID reformatted ZIP+4 trimmed Placeholder values cleared
CLM-432332	CLM	Brittany H Torres	1969-12-15	UHC-61986-06	—	716 Broadway, Plano, TX, 75014	0.80	Member ID reformatted Gender normalised Whitespace trimmed Placeholder values cleared

7,723 rows, page 119 of 155Previous Next