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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-427581	CLM	Ralph K Peterson	1995-08-04	UHC-53260-05	4588571984	1958 Market St, Sacramento, CA, 95883	0.54	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+1 more
CLM-400440	CLM	Juen Castro	1979-08-01	—	—	3550 Sunset Blvd, San Antonio, TX, 78261	0.54	Two-digit birth year State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
CLM-404707	CLM	Yuki X Espinoza	1951-06-16	—	2243679502	387 Harbor Blvd, Charlotte, NC, 28206	0.54	Name split from “Last, First”ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-409273	CLM	Justin Morgan	1956-06-21	UHC-81951-04	—	4401 Desert Sky Blvd, Tempe, AZ, 85233	0.54	Two-digit birth year City re-cased ZIP+4 trimmed Gender normalised+1 more
CLM-409272	CLM	Justin Morgan	1956-06-21	UHC-81951-04	—	4401 Desert Sky Blvd, Tempe, AZ, 85233	0.54	Two-digit birth year City re-cased ZIP+4 trimmed Gender normalised+1 more
CLM-416247	CLM	Nicholas Alexander	1989-04-25	UHC-55928-14	—	6192 Canyon Rd, Mesa, AZ, 85282	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-417596	CLM	Eugenne Henderson	1993-09-17	UHC-33659-08	—	4184 Jefferson Ave, Chandler, AZ, 85202	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
CLM-403854	CLM	Margaret Torres	1995-06-22	UHC-34210-05	—	1549 Ridge Rd, Jacksonville, FL, 32292	0.54	Name split from “Last, First”City re-cased ZIP+4 trimmed Gender normalised+1 more
CLM-428498	CLM	Jose Powell	1975-07-26	UHC-57609-34	—	8444 Highland Ave, Chandler, AZ, 85286	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
CLM-417401	CLM	Kyle Lynch	1947-10-15	UHC-65995-18	—	7672 Washington St, Phoenix, AZ, 85018	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-410140	CLM	Isabella Le	1954-04-14	UHC-22656-20	9298176639	7791 Desert Sky Blvd, Orlando, FL, 32846	0.54	SSN last four extracted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-432042	CLM	Virginia Carlson	1993-03-18	UHC-04926-88	—	4591 Valley View Dr Apt 18, Dallas, TX, 75241	0.54	Unit split from street State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
CLM-407722	CLM	Ray Banks	2004-07-09	UHC-53680-51	—	2102 Central Ave, Denver, CO, 80236	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
CLM-412016	CLM	StephanieJunk	1941-07-06	UHC-12127-52	—	478 Oak St, Mesa, AZ, 85259	0.54	Name re-cased Phone missing area code ZIP+4 trimmed Placeholder values cleared+1 more
CLM-430428	CLM	Sophia Welch	1938-07-16	UHC-08969-87	—	9297 Church St, San Diego, CA, 92171	0.54	State name converted to code ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-431046	CLM	Christine Sullivan	2007-09-24	UHC-86497-82	—	4856 Indian School Rd, Eden Prairie, MN, 55332	0.54	Name split from “Last, First”ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-421816	CLM	Willie Y Allen	1989-10-21	UHC-31609-15	—	4882 Highland Ave, Denver, CO, 80291	0.54	Name split from “Last, First”State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
CLM-403112	CLM	Christina Meyer	1954-03-22	UHC-19804-16	—	2100 Meadow Ln, Los Angeles, CA, 90039	0.54	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+1 more
CLM-418869	CLM	Duncan Kathryn	1966-07-24	UHC-43519-95	—	8671 Forest Ave, Atlanta, GA, 30336	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-425362	CLM	Steven Park	2007-11-17	UHC-63840-34	—	9470 Pine Dr Apt 18, Austin, TX, 78751	0.54	Name re-cased Two-digit birth year Unit split from street ZIP+4 trimmed+1 more
CLM-430167	CLM	Willie Chavez	1952-10-12	—	8655801575	2780 Desert Sky Blvd, Plano, TX, 75096	0.54	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-409143	CLM	Maria Castillo	1949-05-11	UHC-29981-05	7092147452	696 Indian School Rd, Tucson, AZ, 85711	0.54	Name split from “Last, First”ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-404272	CLM	Gary Welch	1940-12-20	UHC-29174-76	—	1042 Church St, Tampa, FL, 33621	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
CLM-403374	CLM	Rachel Hughes	1969-06-06	UHC-06997-78	—	3782 Meadow Ln, Glendale, AZ, 85328	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-414868	CLM	Dorothy Hudson	1988-11-08	UHC-18183-88	—	3077 Meadow Ln, Minneapolis, MN, 55437	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-427061	CLM	Aamnda Singh	1946-10-03	—	—	2132 Baseline Rd, Dallas, TX, 75274	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
CLM-423923	CLM	GeorgeJunk	1990-12-21	—	8126049356	5038 Ocean Ave, Seattle, WA, 98165	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared+1 more
CLM-430168	CLM	Lawrence I Ray	—	UHC-62884-26	—	475 Pine Dr, Jacksonville, FL, 32213	0.54	Name split from “Last, First”Date of birth unreadable ZIP+4 trimmed Whitespace trimmed+1 more
CLM-402301	CLM	Lawrece K Johnston	1952-10-18	UHC-57335-96	—	5968 Park Pl, Chandler, AZ, 85223	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
CLM-412928	CLM	Justin Tran	1940-01-10	UHC-70251-56	—	7628 Pine Dr, Las Vegas, NV, 89129	0.54	SSN last four extracted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-407424	CLM	Priya Ortiz	1946-06-05	—	—	3345 Baseline Rd, Tucson, AZ, 85783	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
CLM-425234	CLM	David Nguyen	1992-12-28	—	—	7691 Washington St # 884, Jacksonville, FL, 32288	0.54	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-408850	CLM	Marriana Mason	1965-12-17	UHC-25369-28	—	7478 Mountain View Dr, Jacksonville, FL, 32270	0.54	Name split from “Last, First”ZIP+4 trimmed Gender normalised Plan code upper-cased+1 more
CLM-409696	CLM	Carlos Chavez	1943-08-28	—	2506868834	2256 Sunset Blvd, Orlando, FL, 32851	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-414720	CLM	Liz S Gutierrez	—	UHC-77937-50	—	7839 Willow Ct, San Antonio, TX, 78214	0.54	Date of birth missing Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-429562	CLM	Stephanie Yang	2002-09-03	—	—	6020 Ocean Ave, Charlotte, NC, 28250	0.54	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+1 more
CLM-419989	CLM	Julia Mason	1972-01-02	—	—	2791 Elm St, Plano, TX, 75038	0.54	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+1 more
CLM-413936	CLM	Sharon Scott	1977-06-19	—	—	463 Pine Dr, San Diego, CA, 92102	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
CLM-432141	CLM	Katherine Harrison	1970-04-13	—	—	2321 Apache Blvd, Nashville, TN, 37212	0.54	Name split from “Last, First”ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-403095	CLM	Ann Adams	1964-03-09	UHC-49487-89	—	4774 Broadway, Scottsdale, AZ, 85244	0.54	Name split from “Last, First”Member ID reformatted Address re-cased ZIP+4 trimmed+1 more
CLM-432615	CLM	Dorothy Fernandez	1958-06-18	UHC-11988-64	—	4640 Pine Dr, San Diego, CA, 92181	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
CLM-430897	CLM	Martha Tran	1979-12-14	UHC-27532-54	—	9876 Broadway, Seattle, WA, 98147	0.54	State name converted to code ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-404097	CLM	Alex Berry	1967-05-21	—	—	806 Apache Blvd, Los Angeles, CA, 90048	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
CLM-415342	CLM	Soia Wislon	2004-06-18	UHC-06608-41	—	3482 River Rd, San Diego, CA, 92138	0.54	Two-digit birth year Phone missing area code ZIP+4 trimmed Whitespace trimmed+1 more
CLM-430601	CLM	Randy Coko	1977-02-14	—	—	185 Highland Ave, Chandler, AZ, 85201	0.54	Name split from “Last, First”State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
CLM-412545	CLM	Shirley C Ryan	1986-10-27	—	—	4300 Grand Ave, Tempe, AZ, 85243	0.54	Name split from “Last, First”Middle initial moved out of first name City re-cased ZIP+4 trimmed+1 more
CLM-401889	CLM	Valentina Obrien	1965-06-13	UHC-50153-59	—	5035 Oak St, Los Angeles, CA, 90086	0.54	Name re-cased State name converted to code ZIP+4 trimmed Gender normalised+1 more
CLM-400677	CLM	Ctherine Morrison	1988-12-13	—	8332526471	3792 Desert Sky Blvd, Charlotte, NC, 28291	0.54	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Gender normalised+1 more
CLM-414938	CLM	Tyler D Gray	2005-10-24	UHC-40253-88	7107961023	3159 Harbor Blvd, Glendale, AZ, 85326	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-430154	CLM	Diane Carter	1974-06-22	UHC-52209-86	—	663 Main St, San Diego, CA, 92173	0.54	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+1 more

2,352 rows, page 14 of 48Previous Next