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
CLM-415317	CLM	Sara K Scott	1958-06-18	UHC-06212-17	8893540383	9443 Broadway, Tempe, AZ, 85270	0.92	Date of birth reformatted Phone reformatted Member ID reformatted Placeholder values cleared
ENR-130624	ENR	Andrea F Day	1944-08-25	UHC-82896-39	3453880772	6254 Cedar Ln, Nashville, TN, 37283	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-116375	ENR	Gabriel H Howard	1946-05-07	UHC-70383-89	3355160685	5324 Elm St, Charlotte, NC, 28277	0.92	Name re-cased Phone reformatted Member ID reformatted Email lower-cased
CLM-425176	CLM	James Richardson	1943-05-17	UHC-80635-16	3658397185	4127 Highland Ave, Gilbert, AZ, 85229	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-431226	CLM	Natalie Watson	2001-10-14	UHC-72185-11	—	5729 Spring St, Seattle, WA, 98143	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
PRV-27023	PRV	Doriis Weaver	1994-04-04	UHC-85018-09	5397801661	—	0.92	Date of birth reformatted Phone reformatted Member ID reformatted Placeholder values cleared
CLM-422148	CLM	Kieth Jordan	1998-05-23	UHC-51305-30	—	2390 Ridge Rd, Mesa, AZ, 85264	0.92	Date of birth reformatted Member ID reformatted City re-cased Placeholder values cleared
CLM-407350	CLM	Nicholas Romerro	1978-12-26	UHC-10303-10	—	5771 Harbor Blvd, Denver, CO, 80215	0.92	Member ID reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
CLM-403497	CLM	Jacob Chavez	1959-07-11	UHC-04401-17	3894129678	—	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-407165	CLM	Beverly Cruz	2004-12-13	UHC-12852-42	—	—	0.92	Name re-cased Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-425725	CLM	Kraen Warren	1955-07-06	UHC-82850-96	—	8255 Sunset Blvd, Tucson, AZ, 85723	0.92	Name re-cased Member ID reformatted City re-cased Placeholder values cleared
CLM-422000	CLM	David Ford	1991-03-11	UHC-92766-36	—	—	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-415622	CLM	Fatima Schmidt	1958-12-15	UHC-18800-64	5499748899	—	0.92	Name re-cased Phone reformatted Member ID reformatted Placeholder values cleared
CLM-410927	CLM	Rachel Willis	1975-12-03	UHC-19492-19	3105812250	—	0.92	Name re-cased Phone reformatted Member ID reformatted Placeholder values cleared
CLM-424628	CLM	Ann Ferguson	1972-06-28	UHC-46867-34	4309413717	5384 Hillcrest Rd, Columbus, OH, 43278	0.92	Date of birth reformatted Phone reformatted Member ID reformatted Placeholder values cleared
CLM-431850	CLM	Julie J Evans	1978-10-16	UHC-51135-08	3204880468	—	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-429853	CLM	Lisa K Stevens	1986-09-28	UHC-13790-13	6476378828	8250 Highland Ave, Chandler, AZ, 85205	0.92	Date of birth reformatted Phone reformatted Member ID reformatted Placeholder values cleared
CLM-429073	CLM	Sean Payne	1996-10-08	UHC-09440-80	7037863702	—	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-403659	CLM	Melissa Kennedy	1958-04-10	UHC-01988-89	5682771981	—	0.92	Date of birth reformatted Phone reformatted Member ID reformatted Placeholder values cleared
PRV-23320	PRV	Nicole Mason	2007-05-06	UHC-87408-83	9289648291	2874 Indian School Rd, Seattle, WA, 98135	0.92	Name re-cased Member ID reformatted City re-cased Whitespace trimmed
ENR-110101	ENR	Terry M White	1963-10-19	UHC-08193-23	4752332073	3771 Ridge Rd, Columbus, OH, 43239	0.92	Date of birth reformatted Member ID reformatted City re-cased Whitespace trimmed
ENR-120508	ENR	Roy Cole	1939-01-05	UHC-32635-41	4494561521	3108 Central Ave, Sacramento, CA, 95897	0.92	Name re-cased Phone reformatted Member ID reformatted Placeholder values cleared
ENR-127630	ENR	Gabriel Ford	2002-05-10	UHC-82186-75	2017367871	12 Valley View Dr, Eden Prairie, MN, 55320	0.92	Date of birth reformatted Phone reformatted Member ID reformatted Placeholder values cleared
ENR-118159	ENR	Eric Q Clark	1998-01-17	UHC-90506-37	4052192362	5084 Grand Ave, Dallas, TX, 75232	0.92	Phone reformatted Member ID reformatted City re-cased Whitespace trimmed
ENR-117085	ENR	Angela A Kennedy	1961-06-22	UHC-30695-54	8776641338	8987 Central Ave, Eden Prairie, MN, 55348	0.92	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed
CLM-424603	CLM	Jason Ryan	1987-10-14	UHC-14330-97	8062434222	4329 Lincoln Way, Phoenix, AZ, 85029	0.92	Name re-cased Phone reformatted Member ID reformatted Placeholder values cleared
TPA-50172	TPA	Ralph Elliott	1993-06-26	UHC-06749-67	—	—	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-426073	CLM	Emily Ward	1981-03-05	UHC-88538-10	—	—	0.92	Name re-cased Date of birth reformatted Member ID reformatted Placeholder values cleared
ENR-126911	ENR	Willie W Rogers	1996-05-08	UHC-15630-68	—	2659 Apache Blvd, Minneapolis, MN, 55402	0.92	Date of birth reformatted Member ID reformatted Email lower-cased Whitespace trimmed
CLM-423057	CLM	Diego Ferguson	1984-06-08	UHC-07762-22	9706859537	1523 Union St, San Antonio, TX, 78229	0.92	Date of birth reformatted Phone reformatted Member ID reformatted Placeholder values cleared
CLM-430206	CLM	Austin Y Singh	1955-12-07	UHC-58954-14	8804436920	8652 Indian School Rd, Phoenix, AZ, 85054	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-401892	CLM	Olivia Peterson	1981-08-21	UHC-82814-76	—	—	0.92	Name re-cased Date of birth reformatted Member ID reformatted Placeholder values cleared
ENR-120916	ENR	Betty Hart	1993-04-17	UHC-32493-85	9158180225	4852 Union St, Charlotte, NC, 28229	0.92	Phone reformatted Member ID reformatted City re-cased Whitespace trimmed
ENR-136868	ENR	Sandra Mendoza	1964-03-11	UHC-30072-32	—	2553 Apache Blvd, Sacramento, CA, 95813	0.92	Member ID reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
CLM-431679	CLM	Amber Walker	1987-09-21	UHC-16667-35	—	6375 River Rd, Miami, FL, 33158	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-401845	CLM	Ana P Garcia	2003-05-13	UHC-21471-68	6282918564	7115 Ocean Ave, Denver, CO, 80252	0.92	Name re-cased Phone reformatted Member ID reformatted Placeholder values cleared
ENR-138316	ENR	Scott Powell	1973-04-18	UHC-04577-21	7843399337	3726 Forest Ave, Tampa, FL, 33631	0.92	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted
TPA-50148	TPA	Aisha Henry	2005-07-22	UHC-56044-79	2469615696	2707 Market St, San Antonio, TX, 78268	0.92	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed
ENR-126002	ENR	Diane Y Munoz	1939-12-25	UHC-41494-86	5746506059	3940 Harbor Blvd, Miami, FL, 33199	0.92	Phone reformatted Member ID reformatted Email lower-cased Placeholder values cleared
ENR-126001	ENR	Diane Y Munoz	1939-12-25	UHC-41494-86	5746506059	3940 Harbor Blvd, Miami, FL, 33199	0.92	Phone reformatted Member ID reformatted Email lower-cased Placeholder values cleared
CLM-409803	CLM	Betty Martinez	1996-03-10	UHC-16621-19	7324930602	5975 Lake View Rd, Jacksonville, FL, 32274	0.92	Name re-cased Phone reformatted Member ID reformatted Placeholder values cleared
PRV-28138	PRV	Billy Romero	1992-09-22	UHC-51311-12	—	6253 Church St, Mesa, AZ, 85294	0.92	Member ID reformatted City re-cased Whitespace trimmed Placeholder values cleared
PRV-28139	PRV	Billy Romero	1992-09-22	UHC-51311-12	—	6253 Church St, Mesa, AZ, 85294	0.92	Member ID reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-412377	CLM	Lauern H Linch	1993-07-24	UHC-13897-33	—	—	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-123813	ENR	Nancy Silva	1963-02-08	UHC-47584-39	7956663061	—	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-429024	CLM	Kayla Mitchell	1985-01-11	UHC-33941-54	9583016221	—	0.92	Name re-cased Phone reformatted Member ID reformatted Placeholder values cleared
ENR-100012	ENR	Jesse Williams	1956-05-16	UHC-70437-75	5615833908	6121 Ridge Rd, Eden Prairie, MN, 55320	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-137544	ENR	Hiroshi J Anderson	1956-12-13	UHC-20940-17	6677878937	8110 Desert Sky Blvd, Nashville, TN, 37282	0.92	Member ID reformatted Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-136223	ENR	Julia Long	1996-11-22	UHC-02620-16	9063456768	6422 Lincoln Way, Miami, FL, 33173	0.92	Name re-cased Phone reformatted Member ID reformatted Email lower-cased
ENR-120242	ENR	Bobby M Gilbert	1980-02-07	UHC-19167-90	6962108566	—	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared

7,723 rows, page 143 of 155Previous Next