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
TPA-63611	TPA	Martha Ruiz	1948-04-01	UHC-79278-09	—	5670 Main St, Eden Prairie, MN, 55372	0.94	Name re-cased 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
ENR-107034	ENR	Ahmed Johnson	1947-03-22	UHC-02176-40	—	—	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-116650	ENR	Kim Roberts	1944-04-27	UHC-33561-79	6697220304	6613 Harbor Blvd, Chandler, AZ, 85249	0.94	Date of birth reformatted Phone reformatted Member ID reformatted
CLM-406949	CLM	Heather Duncan	1958-11-01	UHC-89472-32	—	—	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-107749	ENR	Diego Z Bradley	1980-01-15	UHC-37765-94	—	6562 Oak St, Miami, FL, 33193	0.94	Name re-cased Member ID reformatted 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
PRV-21182	PRV	Jonathan Richards	1986-09-07	UHC-51651-96	6914342207	4292 Camelback Rd, Charlotte, NC, 28231	0.94	Phone reformatted Member ID reformatted Placeholder values cleared
ENR-123085	ENR	Ralph Wood	2003-05-24	UHC-89524-90	4413033721	4009 Broadway, Atlanta, GA, 30339	0.94	Member ID reformatted City re-cased Whitespace trimmed
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
PRV-27105	PRV	Jack Rose	1954-02-02	UHC-37958-45	—	—	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
ENR-107471	ENR	Pamela O Fuller	2006-09-01	UHC-34608-58	5995254923	4097 Desert Sky Blvd, Denver, CO, 80220	0.94	Name re-cased Member ID reformatted Placeholder values cleared
PRV-21003	PRV	Carol Q Carlson	1994-06-12	UHC-74968-93	2485851096	841 Central Ave, Dallas, TX, 75220	0.94	Phone reformatted Member ID reformatted 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
PRV-21115	PRV	Catherine Warren	1967-02-15	UHC-42276-35	8208426413	290 Grand Ave, Fresno, CA, 93735	0.94	Phone reformatted 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
ENR-125804	ENR	Harrison E Jesse	1973-10-28	UHC-23309-57	4339475310	8794 Meadow Ln, Nashville, TN, 37249	0.94	Name re-cased Member ID reformatted Whitespace trimmed
CLM-415337	CLM	Diana Aguilar	1958-08-04	UHC-33485-42	—	—	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-122918	ENR	Matthew Anderson	1982-11-25	UHC-67789-26	7903156897	3229 Pine Dr, Scottsdale, AZ, 85215	0.94	Date of birth reformatted Member ID reformatted Placeholder values cleared
ENR-105905	ENR	Diana N Smith	1972-02-18	UHC-21612-44	—	5710 Willow Ct, Orlando, FL, 32830	0.94	Name re-cased Member ID reformatted Placeholder values cleared
ENR-131152	ENR	Bejamin Cox	1983-03-07	UHC-68145-78	4019548847	2173 Main St, San Antonio, TX, 78230	0.94	Phone reformatted Member ID reformatted Whitespace trimmed
TPA-54018	TPA	Patricia Carpenter	1953-12-18	UHC-50496-96	—	—	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-116741	ENR	Jack Z Arnold	2007-11-16	UHC-14331-11	7019661203	2516 Central Ave, Denver, CO, 80212	0.94	Phone reformatted Member ID reformatted Placeholder values cleared
TPA-54271	TPA	Matthew Jones	2002-04-11	UHC-71563-08	—	5855 Broadway, Austin, TX, 78700	0.94	Member ID reformatted City re-cased Placeholder values cleared
ENR-125253	ENR	Arjun K Santos	1952-04-22	UHC-70404-16	3566756191	8059 Lincoln Way, Charlotte, NC, 28287	0.94	Date of birth reformatted Member ID reformatted Placeholder values cleared
ENR-142352	ENR	Jim R Thompson	1980-11-03	UHC-35914-01	—	6516 Park Pl, Sacramento, CA, 95829	0.94	Name re-cased Member ID reformatted Whitespace trimmed
CLM-431021	CLM	Sarah Dunn	1966-04-16	UHC-26514-98	—	—	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-408308	CLM	Abigail Marshall	1943-09-25	UHC-76851-39	—	—	0.94	Name re-cased Member ID reformatted Placeholder values cleared
CLM-419308	CLM	Rebecca Munoz	2001-02-01	UHC-92686-75	—	—	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-134841	ENR	Marilyn Singh	1964-02-24	UHC-00235-17	6007991882	786 Sunset Blvd, Fresno, CA, 93756	0.94	Date of birth reformatted Phone reformatted Member ID reformatted
ENR-134466	ENR	Joan Guerrero	1996-07-23	UHC-82984-08	4678335920	6234 Hillcrest Rd, Denver, CO, 80259	0.94	Phone reformatted Member ID reformatted Whitespace trimmed
CLM-402362	CLM	Michelle Hart	1968-01-18	UHC-23159-40	—	96 Willow Ct, Orlando, FL, 32899	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-140754	ENR	Peter Z Riley	1948-02-27	UHC-29011-61	2936547995	97 River Rd, Columbus, OH, 43238	0.94	Phone reformatted Member ID reformatted Whitespace trimmed
ENR-141719	ENR	Beverly I Dixon	1976-02-15	UHC-50494-97	3724145472	1940 Ocean Ave, Miami, FL, 33191	0.94	Phone reformatted Member ID reformatted Email lower-cased
ENR-118675	ENR	Abigail Y Wong	1966-03-17	UHC-01612-84	—	8639 Market St, Chandler, AZ, 85250	0.94	Name re-cased Member ID reformatted Whitespace trimmed
CLM-419678	CLM	Abigail P Armstrong	2006-10-06	UHC-16262-32	9635783174	—	0.94	Phone reformatted Member ID reformatted Placeholder values cleared
ENR-128673	ENR	Julie Carroll	1953-12-25	UHC-49203-48	—	213 Spring St, Scottsdale, AZ, 85225	0.94	Name re-cased Member ID reformatted Placeholder values cleared
CLM-423407	CLM	Michelle Cook	1991-03-23	UHC-71012-93	—	7428 Church St, Mesa, AZ, 85202	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-118801	ENR	Margaret O Rice	2001-03-12	UHC-28781-31	9812280735	5498 Main St, Scottsdale, AZ, 85243	0.94	Phone reformatted Member ID reformatted Placeholder values cleared
ENR-127502	ENR	Doris Santiago	1986-07-04	UHC-85136-97	7588816808	6004 Forest Ave, Tucson, AZ, 85771	0.94	Phone reformatted Member ID reformatted Whitespace trimmed
ENR-141650	ENR	Aln L Gilbert	1966-08-18	UHC-57392-18	6012391339	5697 Camelback Rd, Charlotte, NC, 28248	0.94	Date of birth reformatted Phone reformatted Member ID reformatted
CLM-400576	CLM	Nathan Crawford	1989-03-21	UHC-53019-67	9413427409	9154 Forest Ave, Gilbert, AZ, 85230	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-101520	ENR	Judy E Ford	1982-07-24	UHC-04242-46	9522956028	3524 Market St, Tucson, AZ, 85793	0.94	Date of birth reformatted Member ID reformatted Whitespace trimmed
ENR-127210	ENR	Juan F Gonzales	1984-09-23	UHC-95700-66	9347659980	6894 Ocean Ave, San Diego, CA, 92174	0.94	Name re-cased Date of birth reformatted Member ID reformatted
ENR-125910	ENR	Stephen Rogers	1978-01-11	UHC-34389-12	4375586098	9242 Indian School Rd, Seattle, WA, 98113	0.94	Name re-cased Phone reformatted Member ID reformatted
CLM-416702	CLM	Douglas A Vargas	1955-09-10	UHC-95650-14	—	750 Broadway, Minneapolis, MN, 55459	0.94	Member ID reformatted Email lower-cased Placeholder values cleared
CLM-414988	CLM	Lori Elliott	1987-11-02	UHC-96876-11	—	6009 Jefferson Ave, Denver, CO, 80248	0.94	Name re-cased Member ID reformatted Placeholder values cleared

7,723 rows, page 145 of 155Previous Next