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 “State code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-411216	CLM	Isabella C Jimenez	1993-02-04	UHC-62078-40	3736267813	6914 Mesa Dr, Minneapolis, MN, 55470	0.94	Phone reformatted State code upper-cased Placeholder values cleared
ENR-121470	ENR	Mei V Stewart	2006-05-24	UHC-01171-55	6733094617	2068 Mountain View Dr, Las Vegas, NV, 89182	0.94	Name re-cased Member ID reformatted State code upper-cased
ENR-139360	ENR	Janet V Brooks	1947-06-20	UHC-85481-76	3533441545	1910 Lake View Rd, Austin, TX, 78797	0.94	Phone reformatted City re-cased State code upper-cased
ENR-106847	ENR	Kayla P Wong	1996-10-23	UHC-96362-36	9543492668	1773 Elm St, San Antonio, TX, 78253	0.94	Phone reformatted Member ID reformatted State code upper-cased
ENR-119652	ENR	Philip R Jimenez	1996-03-04	UHC-42235-01	2139074021	2148 Jefferson Ave, Seattle, WA, 98156	0.94	Phone reformatted State code upper-cased Whitespace trimmed
ENR-131489	ENR	Karen D Johnson	1984-11-09	UHC-75645-83	—	5052 Sunset Blvd, Tampa, FL, 33662	0.94	Name re-cased State code upper-cased Whitespace trimmed
ENR-102924	ENR	Alan Y Gomez	1970-09-14	UHC-96329-04	4996750420	4112 Central Ave, Plano, TX, 75038	0.94	State code upper-cased Plan code upper-cased Placeholder values cleared
TPA-56413	TPA	Charles Hanson	1948-07-10	—	6787665084	4807 Maple Ave, Tempe, AZ, 85267	0.94	Date of birth reformatted Phone reformatted State code upper-cased
PRV-28310	PRV	Michelle Harrison	2000-04-28	—	—	2767 Indian School Rd, Jacksonville, FL, 32204	0.94	Name re-cased State code upper-cased Placeholder values cleared
TPA-59449	TPA	William Kim	2003-05-19	—	4588729795	9073 Cedar Ln, Mesa, AZ, 85227	0.94	Phone reformatted State code upper-cased Placeholder values cleared
ENR-115845	ENR	Ryan N Hart	2006-11-18	UHC-90985-99	6213735090	27 Sunset Blvd, Atlanta, GA, 30318	0.94	Name re-cased Phone reformatted State code upper-cased
ENR-108340	ENR	Laura W Singh	1963-05-10	UHC-91051-54	5952895021	640 Valley View Dr, Charlotte, NC, 28226	0.94	Date of birth reformatted State code upper-cased Placeholder values cleared
ENR-102443	ENR	Virginia M Harvey	1948-07-09	UHC-14058-43	4978649989	5737 Valley View Dr, Jacksonville, FL, 32276	0.94	Phone reformatted State code upper-cased Whitespace trimmed
ENR-132751	ENR	Sharon Wilsno	1960-07-09	UHC-68067-78	9115479369	9327 Highland Ave, Glendale, AZ, 85346	0.94	Phone reformatted State code upper-cased Whitespace trimmed
CLM-414766	CLM	Amber Brown	1983-07-08	UHC-31542-62	—	2625 Bayshore Dr, Charlotte, NC, 28214	0.94	City re-cased State code upper-cased Placeholder values cleared
PRV-20796	PRV	Katherine Hilll	1979-09-20	UHC-53855-27	7516947971	983 Spring St, Fresno, CA, 93731	0.94	Phone reformatted State code upper-cased Placeholder values cleared
ENR-107543	ENR	Victoria Knight	1988-03-18	UHC-33507-96	6527351959	3173 Bayshore Dr, Chandler, AZ, 85264	0.94	Phone reformatted State code upper-cased Whitespace trimmed
ENR-133407	ENR	Tyler C Cox	1959-04-09	UHC-00784-68	7638710735	7598 Forest Ave, Fresno, CA, 93789	0.94	Phone reformatted State code upper-cased Whitespace trimmed
ENR-137646	ENR	Bobby Thomas	1951-10-17	—	8984294022	8893 Baseline Rd, Minneapolis, MN, 55437	0.94	Phone reformatted State code upper-cased Whitespace trimmed
ENR-137645	ENR	Bobby Thomas	1951-10-17	—	8984294022	8893 Baseline Rd, Minneapolis, MN, 55437	0.94	Phone reformatted State code upper-cased Whitespace trimmed
TPA-60465	TPA	Dennis Alvarez	1979-08-21	UHC-79179-52	—	3110 Desert Sky Blvd, Plano, TX, 75063	0.94	State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-412981	CLM	Michelle Gibson	1978-12-19	—	—	6564 Indian School Rd, Glendale, AZ, 85349	0.94	State code upper-cased Email lower-cased Placeholder values cleared
CLM-424305	CLM	Teresa Yang	1949-03-26	—	—	5071 Jefferson Ave, Scottsdale, AZ, 85215	0.94	Date of birth reformatted State code upper-cased Placeholder values cleared
CLM-413453	CLM	Samantha Obrien	1965-02-22	UHC-10855-85	8708411422	6785 Oak St, Seattle, WA, 98136	0.94	Name re-cased State code upper-cased Placeholder values cleared
CLM-403260	CLM	Jesse Morrison	1941-12-22	UHC-56221-72	—	1714 Bayshore Dr, Charlotte, NC, 28236	0.94	State code upper-cased Whitespace trimmed Placeholder values cleared
PRV-23800	PRV	Patricia W Williams	1987-06-02	—	6413272824	2330 Washington St, San Diego, CA, 92174	0.94	Phone reformatted State code upper-cased Placeholder values cleared
TPA-55406	TPA	Alice Gomez	1943-11-04	—	—	6767 Baseline Rd, Tempe, AZ, 85258	0.94	Date of birth reformatted State code upper-cased Whitespace trimmed
ENR-108067	ENR	Athur Thompson	1945-05-20	UHC-52821-02	6882082359	2767 Forest Ave, Chandler, AZ, 85233	0.94	Phone reformatted State code upper-cased Whitespace trimmed
ENR-140366	ENR	Hiroshi G Wright	1959-12-12	UHC-21577-09	4829638739	2169 Main St, Chandler, AZ, 85272	0.94	Date of birth reformatted Phone reformatted State code upper-cased
ENR-113727	ENR	Diaane Burke	2005-07-17	UHC-64090-94	8889678215	4779 Union St, Denver, CO, 80222	0.94	Name re-cased State code upper-cased Whitespace trimmed
ENR-115582	ENR	Lauren I Johnston	1940-03-01	UHC-02841-38	4098863695	5827 Willow Ct, Houston, TX, 77080	0.94	Phone reformatted State code upper-cased Placeholder values cleared
ENR-128684	ENR	Christina V Bel	1991-12-25	UHC-47679-17	7016906466	7843 Grand Ave, Glendale, AZ, 85389	0.94	Phone reformatted State code upper-cased Placeholder values cleared
CLM-402872	CLM	Douglas Y Henderson	1973-03-09	UHC-73129-84	6752727486	5324 Central Ave, Denver, CO, 80279	0.94	Name re-cased State code upper-cased Placeholder values cleared
TPA-53480	TPA	Scott Santos	1961-03-20	—	—	3753 Pine Dr, Orlando, FL, 32864	0.94	City re-cased State code upper-cased Placeholder values cleared
ENR-102608	ENR	Tyler Matthews	1981-04-22	UHC-12028-46	—	3980 Sage Ct, Chandler, AZ, 85275	0.94	City re-cased State code upper-cased Email lower-cased
CLM-412278	CLM	Terry Elliott	1980-05-20	—	3874921011	6936 Willow Ct, Tempe, AZ, 85260	0.94	Phone reformatted State code upper-cased Placeholder values cleared
TPA-54308	TPA	Camila M Allen	2008-03-09	—	—	2209 Broadway, Plano, TX, 75028	0.94	Address re-cased State code upper-cased Placeholder values cleared
CLM-418381	CLM	Brenda U Hernandez	1996-04-12	UHC-85229-30	9032595681	1513 Bayshore Dr, Seattle, WA, 98146	0.94	Phone reformatted State code upper-cased Placeholder values cleared
ENR-122297	ENR	Bryan Simmons	1997-03-12	UHC-64743-56	7096161888	6451 Valley View Dr, Tampa, FL, 33694	0.94	Date of birth reformatted State code upper-cased Plan code upper-cased
TPA-58462	TPA	Noah H Ramos	1947-04-23	—	—	5404 Highland Ave, Orlando, FL, 32817	0.94	Date of birth reformatted State code upper-cased Placeholder values cleared
ENR-116193	ENR	Mark W Alexander	1954-01-18	UHC-90436-18	4223271813	8939 Park Pl, Jacksonville, FL, 32224	0.94	Phone reformatted State code upper-cased Placeholder values cleared
ENR-130130	ENR	Bradley Carlson	1951-06-21	UHC-48617-01	2785962971	4567 Forest Ave, Phoenix, AZ, 85065	0.94	Phone reformatted State code upper-cased Email lower-cased
CLM-406646	CLM	Denise T King	1989-06-10	UHC-24696-32	—	1882 Forest Ave, Mesa, AZ, 85234	0.94	Date of birth reformatted State code upper-cased Placeholder values cleared
ENR-115485	ENR	Vincent Oliver	1992-04-28	UHC-78409-83	6274030658	8864 Baseline Rd, Eden Prairie, MN, 55317	0.94	Date of birth reformatted Phone reformatted State code upper-cased
ENR-111510	ENR	Randy J Singh	1966-11-13	UHC-39792-54	9686537527	3230 Highland Ave, Columbus, OH, 43267	0.94	Phone reformatted State code upper-cased Whitespace trimmed
TPA-63521	TPA	Peter Burton	1996-12-18	—	—	9727 Cedar Ln, Houston, TX, 77034	0.94	Date of birth reformatted State code upper-cased Placeholder values cleared
ENR-141991	ENR	Gabriel Hill	1971-05-22	UHC-71046-40	—	5941 Pine Dr, Nashville, TN, 37221	0.94	Name re-cased State code upper-cased Whitespace trimmed
CLM-408291	CLM	Alex Gutierrez	1969-08-03	UHC-03255-02	—	3809 Oak St, Sacramento, CA, 95811	0.94	State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-426226	CLM	Joshua Armstrong	1990-10-24	UHC-90508-70	2708896520	1069 Central Ave, Sacramento, CA, 95845	0.94	Phone reformatted State code upper-cased Placeholder values cleared
PRV-29530	PRV	Jacob Espinoza	1943-03-01	—	2186631113	9827 Lake View Rd, San Diego, CA, 92130	0.94	State code upper-cased Whitespace trimmed Placeholder values cleared

4,010 rows, page 78 of 81Previous Next