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 “Phone missing area code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone missing area codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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
CLM-424960	CLM	Jesse Weaver	1958-11-12	UHC-76848-80	—	—	0.80	Name re-cased Date of birth reformatted Phone missing area code Placeholder values cleared
ENR-142395	ENR	Jesse Hill	1960-10-07	UHC-84855-30	—	9848 Indian School Rd, Jacksonville, FL, 32219	0.80	Name re-cased Phone missing area code Whitespace trimmed 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
ENR-116623	ENR	Katherine B Snyder	1982-05-12	UHC-79450-77	—	9191 Broadway, Fresno, CA, 93754	0.80	Name re-cased Date of birth reformatted Phone missing area code City re-cased
CLM-421801	CLM	Harold P Morales	1949-11-28	—	—	7282 Lake View Rd, Miami, FL, 33159	0.80	Name re-cased Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-406364	CLM	Jordan K Richards	1964-04-15	—	—	4417 Market St, Charlotte, NC, 28204	0.80	Phone missing area code City re-cased Whitespace trimmed Placeholder values cleared
CLM-432235	CLM	Aisha Gardner	1969-09-06	UHC-26182-08	—	8538 Hillcrest Rd, Sacramento, CA, 95884	0.80	Name re-cased Phone missing area code City re-cased Placeholder values cleared
CLM-407889	CLM	Vincent V Palmer	1969-09-01	—	—	6694 Market St, Seattle, WA, 98173	0.80	Date of birth reformatted Phone missing area code Whitespace trimmed Placeholder values cleared
ENR-118306	ENR	Rachel X Smyth	1969-06-15	UHC-82124-92	—	7163 Market St, Seattle, WA, 98180	0.80	Name re-cased Phone missing area code Whitespace trimmed Placeholder values cleared
PRV-24351	PRV	Austin Wood	1985-10-06	UHC-01868-34	—	5714 Cedar Ln, Atlanta, GA, 30356	0.80	Name re-cased Phone missing area code Whitespace trimmed Placeholder values cleared
ENR-119216	ENR	Martha Bell	1998-07-10	UHC-16336-86	—	8795 Cedar Ln, San Diego, CA, 92145	0.80	Name re-cased Phone missing area code Whitespace trimmed Placeholder values cleared
ENR-122763	ENR	Elijah Smith	1982-08-13	UHC-57936-14	—	518 Desert Sky Blvd, Seattle, WA, 98134	0.80	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed
ENR-118115	ENR	Carl N Cooper	1961-11-02	UHC-39164-14	—	7817 Maple Ave, Denver, CO, 80294	0.80	Name re-cased Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-400641	CLM	Billy Jacobs	1959-06-28	UHC-33970-88	—	—	0.80	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed
CLM-428699	CLM	Bobby Thomas	1951-10-17	—	—	8893 Baseline Rd, Minneapolis, MN, 55437	0.80	Name re-cased Phone missing area code Whitespace trimmed Placeholder values cleared
TPA-59803	TPA	Edward Reed	1957-05-20	—	—	1422 Lincoln Way, San Antonio, TX, 78207	0.80	Date of birth reformatted Phone missing area code Whitespace trimmed Placeholder values cleared
ENR-136974	ENR	Marilyn H Castro	1987-10-05	UHC-38734-29	—	4304 Park Pl, Gilbert, AZ, 85295	0.82	Phone missing area code City re-cased Whitespace trimmed
ENR-101040	ENR	Alex K Murphy	1960-08-22	UHC-07023-35	—	2012 Palm Dr, Eden Prairie, MN, 55302	0.82	Date of birth reformatted Phone missing area code Email lower-cased
CLM-426294	CLM	Diane C Cox	1947-05-26	UHC-99365-35	—	—	0.82	Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-420216	CLM	Gary Arnold	1996-02-18	UHC-03152-96	—	—	0.82	Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-424506	CLM	Joey Owens	1949-05-26	UHC-88512-73	—	—	0.82	Name re-cased Phone missing area code Placeholder values cleared
ENR-131428	ENR	Andrew Walsh	2004-11-02	—	—	6627 Broadway, Charlotte, NC, 28253	0.82	Phone missing area code Whitespace trimmed Placeholder values cleared
PRV-20377	PRV	Maria Simpson	1939-09-04	—	—	9735 Canyon Rd, Charlotte, NC, 28269	0.82	Phone missing area code Whitespace trimmed Placeholder values cleared
ENR-117585	ENR	Sarah Hunt	1998-07-09	UHC-87592-42	—	3523 Market St, Houston, TX, 77046	0.82	Phone missing area code City re-cased Placeholder values cleared
ENR-116307	ENR	Catherine Tucker	1967-02-09	UHC-26599-42	—	7520 Ridge Rd, Austin, TX, 78746	0.82	Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-400605	CLM	Marcus Hall	1947-12-15	—	—	—	0.82	Phone missing area code Email lower-cased Placeholder values cleared
PRV-22488	PRV	Sophia Wright	1999-04-21	UHC-97117-15	—	6459 Palm Dr, Atlanta, GA, 30341	0.82	Phone missing area code Whitespace trimmed Placeholder values cleared
ENR-107256	ENR	Madison X Montgomery	1976-10-17	UHC-92303-01	—	9194 Broadway, Gilbert, AZ, 85219	0.82	Phone missing area code Address re-cased Whitespace trimmed
ENR-123315	ENR	Camila N Andrews	1983-02-08	UHC-90086-43	—	6518 Mesa Dr, Houston, TX, 77024	0.82	Phone missing area code Email lower-cased Whitespace trimmed
ENR-121322	ENR	Alexander Henderson	1944-12-26	UHC-77798-88	—	—	0.82	Name re-cased Phone missing area code Whitespace trimmed
ENR-104931	ENR	Jeffrey Allen	1990-01-02	UHC-29346-52	—	3685 Sunset Blvd, Chandler, AZ, 85287	0.82	Date of birth reformatted Phone missing area code Member ID reformatted
ENR-135444	ENR	Teresa Porter	1984-04-03	UHC-05317-54	—	9635 Maple Ave, Eden Prairie, MN, 55321	0.82	Date of birth reformatted Phone missing area code Member ID reformatted
CLM-406918	CLM	Gerald Davis	1959-07-13	UHC-68736-64	—	7154 Pine Dr, Tempe, AZ, 85215	0.82	Date of birth reformatted Phone missing area code Placeholder values cleared
CLM-415573	CLM	Dennis Dominguez	1966-12-28	UHC-79255-89	—	—	0.82	Phone missing area code Whitespace trimmed Placeholder values cleared
PRV-24505	PRV	Roger R Aguilar	1979-07-06	UHC-34944-90	—	—	0.82	Phone missing area code Whitespace trimmed Placeholder values cleared
ENR-105597	ENR	Bobby B Clark	1979-12-08	UHC-66211-76	—	3170 Indian School Rd, Mesa, AZ, 85245	0.82	Phone missing area code Whitespace trimmed Placeholder values cleared
ENR-113195	ENR	Keith Garcia	1994-09-05	UHC-31785-44	—	2681 Bayshore Dr, Plano, TX, 75032	0.82	Date of birth reformatted Phone missing area code Placeholder values cleared
ENR-140893	ENR	Charles Hoffman	1986-03-16	UHC-28425-96	—	1089 Bayshore Dr, Jacksonville, FL, 32269	0.82	Phone missing area code Email lower-cased Whitespace trimmed
ENR-105985	ENR	Kevin A George	1986-09-20	—	—	7030 Palm Dr, Chandler, AZ, 85288	0.82	Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-412551	CLM	Diane Chen	1996-04-06	UHC-02758-88	—	1889 Sunset Blvd, Orlando, FL, 32827	0.82	Phone missing area code Plan code upper-cased Placeholder values cleared
ENR-128179	ENR	Dylan T Hansen	1994-07-05	UHC-01817-18	—	4500 River Rd, Plano, TX, 75054	0.82	Date of birth reformatted Phone missing area code Email lower-cased
ENR-103909	ENR	Aaron Hernandez	1909-03-28	UHC-93845-73	—	4042 Forest Ave, Columbus, OH, 43293	0.82	Phone missing area code Member ID reformatted Placeholder values cleared
TPA-60993	TPA	Stephanie Collins	1974-08-04	UHC-85615-89	—	7122 Mesa Dr, Atlanta, GA, 30315	0.82	Name re-cased Phone missing area code Whitespace trimmed
TPA-55575	TPA	Patricia Howard	1946-03-17	—	—	8106 Camelback Rd, Sacramento, CA, 95811	0.82	Date of birth reformatted Phone missing area code Placeholder values cleared
TPA-58620	TPA	Nick Bailey	1999-12-18	—	—	—	0.82	Phone missing area code Whitespace trimmed Placeholder values cleared
ENR-126797	ENR	Kelly Phillips	1999-06-03	UHC-92671-52	—	7460 Sunset Blvd, Jacksonville, FL, 32292	0.82	Date of birth reformatted Phone missing area code Email lower-cased
ENR-142587	ENR	Timothy Ruiz	1954-03-13	UHC-03420-49	—	5283 Bayshore Dr, Gilbert, AZ, 85274	0.82	Date of birth reformatted Phone missing area code Whitespace trimmed
ENR-105388	ENR	Kathryn Diaz	1991-05-13	UHC-61746-34	—	5960 Palm Dr, Glendale, AZ, 85310	0.82	Phone missing area code City re-cased Placeholder values cleared
TPA-62064	TPA	Isabella George	1988-11-27	—	—	9793 Lake View Rd, Austin, TX, 78766	0.82	Date of birth reformatted Phone missing area code Placeholder values cleared

2,021 rows, page 37 of 41Previous Next