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

Claims, 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-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
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
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
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
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
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
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
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
CLM-426228	CLM	Sam Morris	2004-09-22	UHC-72872-02	8475354994	—	0.92	Name re-cased Phone reformatted Member ID reformatted Placeholder values cleared
CLM-430547	CLM	Janet Hawkins	1947-06-21	UHC-01906-34	—	2446 Indian School Rd, Seattle, WA, 98147	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-426820	CLM	Donald Chapman	1973-10-05	UHC-04060-56	3783672248	—	0.92	Date of birth reformatted Phone reformatted Member ID reformatted Placeholder values cleared
CLM-427952	CLM	Katherine Santiago	1963-12-21	UHC-57983-34	—	2026 Sunset Blvd, Denver, CO, 80221	0.92	Member ID reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-418053	CLM	Karen Anderson	1974-08-20	UHC-48865-86	3175019423	3300 Mountain View Dr, Los Angeles, CA, 90049	0.92	Name re-cased Phone reformatted Member ID reformatted Placeholder values cleared
CLM-417064	CLM	Ruth Martin	1995-04-11	UHC-14182-10	—	3526 Maple Ave, Tucson, AZ, 85762	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-415619	CLM	Green D Theresa	1948-11-06	UHC-97725-62	6655186500	—	0.92	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed
CLM-401893	CLM	Virginia Harvey	1948-07-09	UHC-14058-43	—	—	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-401961	CLM	Stewart Mateo	1957-12-19	UHC-20020-02	—	—	0.92	Name re-cased Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-428358	CLM	Helen Gordon	1948-02-03	UHC-94111-71	—	—	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-427638	CLM	Roy Burns	1996-01-06	UHC-22217-24	—	—	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-417941	CLM	Andrew Matthews	1977-04-05	UHC-70642-50	—	9858 Baseline Rd, Orlando, FL, 32895	0.94	Name re-cased Member ID reformatted Placeholder values cleared
CLM-410647	CLM	Logan Myers	1982-04-28	UHC-72669-14	2996724058	—	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-416641	CLM	Margaret S Cole	1973-09-02	UHC-65282-20	—	—	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-403391	CLM	Henry Hunter	1944-09-06	UHC-56451-44	—	8415 Canyon Rd, Tampa, FL, 33682	0.94	Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-430514	CLM	Sara Hicks	2001-12-23	UHC-24394-15	—	—	0.94	Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-423115	CLM	Samantha Dean	2004-11-26	UHC-17723-18	—	—	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-405866	CLM	Karen N Elliott	1970-11-18	UHC-05863-63	—	—	0.94	Name re-cased Member ID reformatted Placeholder values cleared
CLM-412107	CLM	Ana Bradley	1999-03-06	UHC-60593-33	—	—	0.94	Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-414944	CLM	Elizabeth Stewart	1943-05-13	UHC-96283-54	7255720680	4434 Elm St, San Antonio, TX, 78229	0.94	Phone reformatted Member ID reformatted Placeholder values cleared
CLM-412746	CLM	Stephen Duncan	1963-01-07	UHC-52474-88	8456888882	—	0.94	Phone reformatted Member ID reformatted Placeholder values cleared
CLM-406949	CLM	Heather Duncan	1958-11-01	UHC-89472-32	—	—	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-413321	CLM	Kenneth Fowler	1956-12-11	UHC-86489-42	9044379449	—	0.94	Phone reformatted Member ID reformatted Placeholder values cleared
CLM-409884	CLM	Emily F Burke	1989-12-12	UHC-42752-22	—	—	0.94	Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-421740	CLM	Michlele J Dunn	1939-05-22	UHC-58360-45	—	—	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-401586	CLM	Eric Grnt	1983-12-13	UHC-20090-13	—	—	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-407572	CLM	Frank Rian	1959-12-14	UHC-85887-81	—	9561 Bayshore Dr, Phoenix, AZ, 85081	0.94	Name re-cased Member ID reformatted Placeholder values cleared
CLM-403423	CLM	Austni Reid	1941-04-21	UHC-86036-53	—	—	0.94	Name re-cased Member ID reformatted Whitespace trimmed
CLM-428521	CLM	Hannah D Little	1967-01-19	UHC-22874-08	6284691390	—	0.94	Name re-cased Phone reformatted Member ID reformatted
CLM-415337	CLM	Diana Aguilar	1958-08-04	UHC-33485-42	—	—	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared

2,293 rows, page 42 of 46Previous Next