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

All ENR CLM TPA PRV

Junk onlyFlagPlan code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-416050	CLM	Eugene X Bailey	1968-02-11	UHC-60178-10	—	5402 Church St, Tempe, AZ, 85252	0.94	Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-409864	CLM	Nicole Woods	2007-07-16	—	9458684626	—	0.94	Name re-cased Plan code upper-cased Placeholder values cleared
CLM-425798	CLM	Jordan Williamson	2007-06-02	—	5307968577	—	0.94	Phone reformatted Plan code upper-cased Whitespace trimmed
CLM-431545	CLM	Christian Henry	1946-10-11	—	7043997321	1252 Jefferson Ave, Scottsdale, AZ, 85203	0.94	Name re-cased Plan code upper-cased Placeholder values cleared
CLM-406065	CLM	Joseph Henderson	1940-07-25	UHC-18059-43	—	3798 Market St, Atlanta, GA, 30310	0.94	Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-410382	CLM	Roy Torres	1994-07-03	UHC-49244-99	—	9744 Hillcrest Rd, Las Vegas, NV, 89146	0.94	City re-cased Plan code upper-cased Placeholder values cleared
CLM-415123	CLM	Timothy Brooks	1978-03-15	—	6567818224	—	0.94	Name re-cased Plan code upper-cased Placeholder values cleared
CLM-402331	CLM	Frank Cunningham	1994-03-15	UHC-63866-29	4975460599	—	0.94	Phone reformatted Plan code upper-cased Placeholder values cleared
CLM-408876	CLM	Bruce Perkins	1968-04-02	—	3819597953	—	0.94	Date of birth reformatted Plan code upper-cased Placeholder values cleared
CLM-432023	CLM	Jordan King	1987-12-18	UHC-47443-28	—	—	0.94	Name re-cased Plan code upper-cased Placeholder values cleared
CLM-418662	CLM	Ralph T Marshall	1975-02-01	UHC-99444-67	—	2360 Park Pl, Eden Prairie, MN, 55308	0.94	City re-cased Plan code upper-cased Placeholder values cleared
CLM-421828	CLM	Karen R Mills	1992-07-13	—	—	—	0.94	Name re-cased Plan code upper-cased Placeholder values cleared
CLM-409665	CLM	Timothy Welch	1945-03-03	UHC-08254-58	—	—	0.94	Date of birth reformatted Plan code upper-cased Placeholder values cleared
CLM-418088	CLM	Wei Peterson	1974-10-10	UHC-89968-32	—	1262 Grand Ave, Dallas, TX, 75257	0.94	Name re-cased Plan code upper-cased Placeholder values cleared
CLM-430927	CLM	Jason Meyer	2002-12-20	UHC-71924-51	—	—	0.94	Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-415066	CLM	Justin A Cox	1998-05-03	—	—	—	0.94	Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-413238	CLM	Cynthia Robinson	1980-09-09	UHC-24600-14	—	—	0.94	Name re-cased Plan code upper-cased Whitespace trimmed
CLM-418019	CLM	Julia Vasquez	1955-11-28	UHC-21529-95	—	—	0.94	Date of birth reformatted Plan code upper-cased Placeholder values cleared
CLM-403431	CLM	Hannah Marquez	1994-04-08	UHC-08190-39	4044465148	—	0.94	Phone reformatted Plan code upper-cased Placeholder values cleared
CLM-411899	CLM	Keith Mills	1969-12-07	UHC-47029-94	—	278 Hillcrest Rd, Seattle, WA, 98106	0.94	Date of birth reformatted Plan code upper-cased Placeholder values cleared
CLM-412640	CLM	Olivia T Sanchez	1947-09-04	UHC-66069-07	—	—	0.94	Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-428364	CLM	Jonathan Brooks	1999-03-02	UHC-27135-67	8465834201	—	0.94	Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-400858	CLM	Victoria Z Hunt	1978-03-28	UHC-04238-66	—	—	0.94	Name re-cased Plan code upper-cased Placeholder values cleared
CLM-412432	CLM	Carol Dean	1941-07-12	—	—	—	0.94	Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-431091	CLM	Fraces W Ryan	1969-12-15	UHC-88967-08	—	1533 Sunset Blvd, Denver, CO, 80292	0.94	Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-402734	CLM	Kelly Espinoa	1989-01-27	UHC-63701-87	—	—	0.94	Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-407451	CLM	Ann Sullivan	1992-08-26	—	9422849100	4276 Desert Sky Blvd, Glendale, AZ, 85391	0.94	Phone reformatted Plan code upper-cased Whitespace trimmed
CLM-426665	CLM	Roger Banks	1974-05-26	—	—	—	0.94	Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-413923	CLM	Anthony Sivla	1950-03-01	—	—	7986 Bayshore Dr, Jacksonville, FL, 32287	0.94	Name re-cased Plan code upper-cased Placeholder values cleared
CLM-422433	CLM	Elijah Harper	1947-09-17	—	8226430159	—	0.94	Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-413618	CLM	Henry Castillo	2006-10-04	UHC-37470-27	4092756281	—	0.94	Phone reformatted Plan code upper-cased Placeholder values cleared
CLM-426377	CLM	Megan Pena	1972-03-24	UHC-99425-15	—	5555 River Rd, Nashville, TN, 37285	0.94	Date of birth reformatted City re-cased Plan code upper-cased
CLM-421718	CLM	Larry Simpson	1973-01-25	UHC-81950-28	4443791894	406 Lincoln Way, Charlotte, NC, 28235	0.94	Phone reformatted Plan code upper-cased Whitespace trimmed
CLM-408661	CLM	Stephen H Ross	1967-10-22	—	—	—	0.94	Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-422524	CLM	Sofia J Hicks	1952-05-23	—	—	—	0.94	Name re-cased Plan code upper-cased Placeholder values cleared
CLM-412751	CLM	Rachel U Cruz	1995-10-10	UHC-28148-13	—	94 Palm Dr, Eden Prairie, MN, 55379	0.94	Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-427116	CLM	Jacob Dixon	1953-05-05	UHC-97536-98	—	—	0.94	Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-420659	CLM	Melissa Hannsen	1996-03-18	UHC-30457-37	—	5176 Lincoln Way, Las Vegas, NV, 89109	0.94	Name re-cased Plan code upper-cased Placeholder values cleared
CLM-403704	CLM	Samantha Guzman	1996-12-26	UHC-92739-37	9118284633	—	0.94	Phone reformatted Plan code upper-cased Placeholder values cleared
CLM-404928	CLM	Vincent Hart	1976-04-05	—	—	—	0.94	Date of birth reformatted Plan code upper-cased Placeholder values cleared
CLM-432234	CLM	Judy D Chen	1999-10-13	UHC-63983-74	—	6498 Oak St, Mesa, AZ, 85202	0.94	Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-432233	CLM	Judy D Chen	1999-10-13	UHC-63983-74	—	6498 Oak St, Mesa, AZ, 85202	0.94	Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-405672	CLM	Diego E Johnstno	1956-02-16	UHC-82913-21	—	—	0.94	Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-413449	CLM	Emily Sanders	1943-06-20	—	—	—	0.94	Name re-cased Plan code upper-cased Placeholder values cleared
CLM-411071	CLM	Beth S Tucker	1981-04-25	—	—	—	0.94	Date of birth reformatted Plan code upper-cased Placeholder values cleared
CLM-411072	CLM	Beth S Tucker	1981-04-25	—	—	—	0.94	Date of birth reformatted Plan code upper-cased Placeholder values cleared
CLM-414309	CLM	Timothy Hunt	1987-12-17	UHC-84563-77	—	9387 Sunset Blvd, Tucson, AZ, 85769	0.94	Name re-cased Plan code upper-cased Placeholder values cleared
CLM-409022	CLM	Mari Hansen	1939-04-07	UHC-86468-12	7032559520	1426 Washington St, Seattle, WA, 98139	0.94	Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-417851	CLM	Anna Meyer	1946-01-12	UHC-14968-48	—	—	0.94	Date of birth reformatted Plan code upper-cased Placeholder values cleared
CLM-407597	CLM	Beverly Phillips	1945-08-19	—	—	996 River Rd, Nashville, TN, 37214	0.96	Plan code upper-cased Placeholder values cleared

825 rows, page 16 of 17Previous Next