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-426228	CLM	Sam Morris	2004-09-22	UHC-72872-02	8475354994	—	0.92	Name re-cased Phone reformatted Member ID reformatted Placeholder values cleared
ENR-108421	ENR	Heather N Singh	1949-01-09	UHC-61064-10	4244339075	6811 Elm St, Plano, TX, 75098	0.92	Date of birth reformatted Member ID reformatted City re-cased Whitespace trimmed
ENR-115504	ENR	Aaron Y Freeman	1971-12-14	UHC-54139-37	6839598882	3900 Main St, Glendale, AZ, 85369	0.92	Name re-cased Phone reformatted Member ID reformatted Plan code upper-cased
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
ENR-124138	ENR	Heather C Reid	1966-04-05	UHC-52802-68	5423388784	62 Cedar Ln, Dallas, TX, 75250	0.92	Name re-cased Member ID reformatted City re-cased Whitespace trimmed
PRV-25701	PRV	Nancy Dixon	1946-03-13	UHC-18593-21	—	9305 Ridge Rd, Charlotte, NC, 28215	0.92	Name re-cased Date of birth reformatted Member ID reformatted 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
TPA-62782	TPA	Donald Cooper	1989-03-11	UHC-62188-44	5756987106	4619 Central Ave, Los Angeles, CA, 90000	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
ENR-124418	ENR	Natalie Alvarado	1990-02-08	UHC-29660-87	3433595981	6392 Palm Dr, San Antonio, TX, 78252	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
PRV-25668	PRV	Martha B Moore	2008-06-02	UHC-35380-55	9028019585	—	0.92	Name re-cased Member ID reformatted 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
ENR-110723	ENR	Barbara Wooods	1954-04-21	UHC-84755-21	9558324804	4966 Grand Ave, Sacramento, CA, 95834	0.92	Date of birth reformatted Phone reformatted Member ID reformatted Placeholder values cleared
ENR-118760	ENR	Susan Sims	1961-11-06	UHC-52531-18	2077130476	2631 Desert Sky Blvd, Las Vegas, NV, 89179	0.92	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed
CLM-427638	CLM	Roy Burns	1996-01-06	UHC-22217-24	—	—	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-129932	ENR	Rachel Wiilliams	2001-03-03	UHC-91479-40	2245416658	4669 Forest Ave, Miami, FL, 33106	0.94	Name re-cased Phone reformatted Member ID reformatted
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
ENR-121266	ENR	Omer Robertson	1968-09-14	UHC-90322-30	—	3455 Meadow Ln, Seattle, WA, 98178	0.94	Name re-cased Date of birth reformatted Member ID reformatted
ENR-116589	ENR	Daniel X Franlin	1938-08-17	UHC-66712-48	8427291442	4019 Mountain View Dr, Atlanta, GA, 30340	0.94	Member ID reformatted Email lower-cased Whitespace trimmed
ENR-104781	ENR	Ahmed O Ortiz	1952-06-11	UHC-05645-53	9855653191	—	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-114861	ENR	Deborah I Lane	1991-05-05	UHC-22034-97	4822691825	7213 Main St, Jacksonville, FL, 32273	0.94	Phone reformatted Member ID reformatted City re-cased
ENR-118999	ENR	Elijah O Flores	1958-01-03	UHC-75899-70	8964903416	5650 Central Ave, Plano, TX, 75012	0.94	Date of birth reformatted Member ID reformatted Placeholder values cleared
ENR-141759	ENR	Laura O Perry	1999-04-18	UHC-29721-79	—	7859 Mountain View Dr, Tucson, AZ, 85737	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
ENR-131905	ENR	Julia M Sandovval	1992-11-28	UHC-29599-96	—	2314 Ridge Rd, Miami, FL, 33181	0.94	Date of birth reformatted Member ID reformatted Whitespace trimmed
ENR-121880	ENR	Olivia Y Sims	2004-05-23	UHC-02622-39	5534732145	1854 Elm St, Mesa, AZ, 85225	0.94	Name re-cased Phone reformatted Member ID reformatted
ENR-128277	ENR	Andrew H Henry	1966-11-20	UHC-28587-16	2523993353	2072 Maple Ave, Las Vegas, NV, 89105	0.94	Phone reformatted Member ID reformatted Whitespace trimmed
ENR-136564	ENR	Julie Watson	1982-03-02	UHC-01415-52	2898935313	1294 Camelback Rd, Charlotte, NC, 28292	0.94	Name re-cased Phone reformatted Member ID reformatted
ENR-101298	ENR	Bobby O Garcia	1940-10-09	UHC-75717-45	3767933181	3222 Valley View Dr, Minneapolis, MN, 55428	0.94	Phone reformatted Member ID reformatted Email lower-cased
ENR-141997	ENR	Williams Margaret	2007-03-15	UHC-74800-55	3383421936	1246 Main St, Glendale, AZ, 85349	0.94	Phone reformatted Member ID reformatted Whitespace trimmed
ENR-108573	ENR	Charlotte Edwards	1951-12-19	UHC-97135-95	7658728698	7965 Elm St, Houston, TX, 77065	0.94	Phone reformatted Member ID reformatted Email lower-cased
ENR-107288	ENR	William S Rose	1961-12-13	UHC-42141-56	8953102756	4362 Ocean Ave, Fresno, CA, 93762	0.94	Phone reformatted Member ID reformatted City re-cased
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
PRV-24687	PRV	Austin Simmos	1962-05-06	UHC-84270-59	3022741832	—	0.94	Phone reformatted Member ID reformatted Placeholder values cleared
ENR-116642	ENR	Wei Y Willis	1982-11-23	UHC-22401-11	9592401674	3743 Willow Ct, Orlando, FL, 32865	0.94	Date of birth reformatted Phone reformatted Member ID reformatted
ENR-106528	ENR	Katherine R Austin	1964-01-09	UHC-02646-81	6152244394	8602 Main St, Jacksonville, FL, 32240	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
ENR-105043	ENR	Keith Jordan	1963-03-15	UHC-94244-68	4197367580	7093 Apache Blvd, Nashville, TN, 37267	0.94	Name re-cased Phone reformatted Member ID reformatted
ENR-137641	ENR	Luciia M Rios	1939-04-02	UHC-92720-51	5095694502	5436 Camelback Rd, Denver, CO, 80248	0.94	Phone reformatted Member ID reformatted Whitespace trimmed
ENR-125801	ENR	Kimberly T Rose	1961-07-06	UHC-88845-21	9013335157	1611 Spring St, Gilbert, AZ, 85247	0.94	Date of birth reformatted Phone reformatted Member ID reformatted

7,723 rows, page 144 of 155Previous Next