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 name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-406501	CLM	Lawrence Mitchell	1940-07-19	—	6425815350	5724 Hillcrest Rd, Columbus, OH, 43221	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
TPA-55463	TPA	Amy Wiliamson	1982-11-20	—	—	7943 Desert Sky Blvd, Jacksonville, FL, 32201	0.68	Name split from “Last, First”Date of birth reformatted State name converted to code Placeholder values cleared
ENR-104142	ENR	Jerry Washington	2001-08-01	UHC-80565-05	8667946715	4832 Market St, Charlotte, NC, 28284	0.68	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed
TPA-58091	TPA	Gary Hart	1983-01-04	—	—	5166 Ridge Rd, Mesa, AZ, 85272	0.68	Name split from “Last, First”State name converted to code Whitespace trimmed Placeholder values cleared
ENR-122622	ENR	Philip Johnston	2005-01-27	UHC-42040-89	8838963783	8651 Highland Ave, Nashville, TN	0.68	Member ID reformatted State name converted to code ZIP missing Placeholder values cleared
CLM-408373	CLM	Carl Pierce	2006-11-15	—	—	8360 Sage Ct, Las Vegas, NV, 89145	0.68	Name split from “Last, First”State name converted to code Whitespace trimmed Placeholder values cleared
CLM-422477	CLM	Teresa R Fox	1981-12-23	UHC-90462-01	9517692655	4557 Palm Dr, Orlando, FL, 32865	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
TPA-54662	TPA	Cynthia Ryan	1948-04-19	—	8147336786	1187 Broadway, San Antonio, TX, 78200	0.68	Two-digit birth year State name converted to code Whitespace trimmed Placeholder values cleared
CLM-401934	CLM	Albert Miller	1940-02-09	UHC-57977-59	—	5580 Hillcrest Rd, Orlando, FL, 32870	0.68	Two-digit birth year State name converted to code Whitespace trimmed Placeholder values cleared
TPA-59143	TPA	Emily Jones	—	—	—	9687 Valley View Dr, Orlando, FL, 32808	0.68	Date of birth missing City re-cased State name converted to code Placeholder values cleared
PRV-26103	PRV	Willie Yang	1983-02-18	—	7384718551	3924 Jefferson Ave, Miami, FL, 33137	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
CLM-405499	CLM	Alexis G Howell	1974-10-20	UHC-49365-80	7472619934	6614 Union St, Columbus, OH, 43222	0.68	Name re-cased Two-digit birth year State name converted to code Placeholder values cleared
ENR-102606	ENR	Thomas V Chavez	1958-01-21	UHC-08205-93	6396910334	6626 Market St, Miami, FL, 33199	0.68	Name split from “Last, First”Phone reformatted City re-cased State name converted to code
CLM-428916	CLM	Kathryn Cooper	2000-07-27	UHC-35430-35	—	2987 Spring St, San Antonio, TX, 78236	0.68	Name re-cased State name converted to code Gender normalised Placeholder values cleared
ENR-130842	ENR	Luis Carr	1952-03-07	UHC-81091-67	3552595611	4164 Valley View Dr, Chandler, AZ	0.68	Phone reformatted State name converted to code ZIP missing Email lower-cased
TPA-60286	TPA	Patrick Hawkins	2007-10-27	UHC-18890-29	—	4154 Baseline Rd, Charlotte, NC, 28207	0.68	Name re-cased State name converted to code ZIP+4 trimmed Placeholder values cleared
TPA-57609	TPA	Andrea Anderson	1945-09-25	—	—	1436 Cedar Ln, San Antonio, TX, 78250	0.68	Date of birth reformatted State name converted to code Gender normalised Placeholder values cleared
CLM-421679	CLM	Yukki Gonzales	1983-06-23	—	—	7979 Pine Dr, Charlotte, NC, 28244	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
ENR-142838	ENR	Mark Walsh	1980-06-15	UHC-70851-53	6462303878	9283 Bayshore Dr, Atlanta, GA, 30320	0.68	Date of birth reformatted Phone reformatted State name converted to code Gender normalised
ENR-120204	ENR	Brin S Cartter	1941-08-02	UHC-24566-93	2693307044	4200 Valley View Dr, Los Angeles, CA, 90014	0.68	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed
ENR-142781	ENR	Christine Q Sims	1992-06-03	UHC-77833-63	8088724520	5333 Bayshore Dr, Los Angeles, CA, 90025	0.68	Name re-cased Phone reformatted State name converted to code Gender normalised
ENR-111352	ENR	Ralph Le	1950-06-26	UHC-25349-55	4285346230	513 Highland Ave, Eden Prairie, MN, 55341	0.68	Phone reformatted SSN last four extracted State name converted to code Whitespace trimmed
ENR-125081	ENR	Catherine Fuller	1961-02-27	UHC-08698-57	9046520459	3944 Oak St, Denver, CO, 80224	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
CLM-422994	CLM	Betty G Gomez	1977-06-09	UHC-79259-25	—	347 Main St, Tampa, FL	0.68	State name converted to code ZIP missing Whitespace trimmed Placeholder values cleared
TPA-51704	TPA	Tony Jenesn	1983-08-12	—	—	4054 Church St, Tampa, FL, 33636	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
TPA-63385	TPA	Bryan Weber	1945-07-26	UHC-47291-99	—	5198 Willow Ct, Fresno, CA	0.68	Name re-cased State name converted to code ZIP missing Placeholder values cleared
CLM-411930	CLM	Jose Oliver	1951-03-24	UHC-66497-21	3738456078	2340 Church St, Glendale, AZ, 85386	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
TPA-62897	TPA	Bruce Q Wilson	2007-09-09	—	—	2098 Baseline Rd, Tampa, FL, 33668	0.68	City re-cased State name converted to code Gender normalised Placeholder values cleared
ENR-101636	ENR	Diego Z Woods	1988-10-12	UHC-49602-83	5888909008	4266 Ridge Rd, Houston, TX, 77004	0.68	Middle initial moved out of first name Phone reformatted City re-cased State name converted to code
ENR-114165	ENR	Deb H McDonald	1956-04-26	UHC-38202-11	—	361 Palm Dr, Orlando, FL, 32897	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
ENR-130847	ENR	Pamela I Franklin	1949-09-20	UHC-20767-08	3253804032	1630 Pine Dr, Tucson, AZ, 85720	0.68	Name re-cased Street suffix standardised Address re-cased State name converted to code
ENR-135433	ENR	Joe Dean	2006-12-13	UHC-39253-08	—	2090 Ridge Rd, Phoenix, AZ, 85043	0.68	Name re-cased State name converted to code Gender normalised Placeholder values cleared
ENR-134651	ENR	Arjun R Le	1990-10-15	UHC-80955-18	5723421302	7332 Bayshore Dr, Orlando, FL, 32837	0.68	Middle initial moved out of first name Name re-cased Phone reformatted State name converted to code
ENR-127808	ENR	Sara Z Wood	1953-02-26	UHC-63850-64	3772660464	89 Pine Dr, Orlando, FL	0.68	Phone reformatted State name converted to code ZIP missing Placeholder values cleared
ENR-127807	ENR	Sara Z Wood	1953-02-26	UHC-63850-64	3772660464	89 Pine Dr, Orlando, FL	0.68	Phone reformatted State name converted to code ZIP missing Placeholder values cleared
ENR-110349	ENR	Keith Z Parker	1939-05-09	UHC-86940-87	4223855351	6741 Ridge Rd, Scottsdale, AZ, 85287	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
CLM-411165	CLM	Kevin L Soto	1955-12-09	—	—	3195 Meadow Ln, San Antonio, TX, 78261	0.68	Two-digit birth year State name converted to code Whitespace trimmed Placeholder values cleared
ENR-138442	ENR	Bryan D Franklin	1991-07-15	UHC-34943-87	—	6066 Maple Ave, Seattle, WA, 98192	0.68	State name converted to code Gender normalised Whitespace trimmed Placeholder values cleared
ENR-100858	ENR	Billy Jacobs	1959-06-28	UHC-33970-88	4913229878	8915 Willow Ct, Tampa, FL, 33614	0.68	Phone reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed
CLM-407779	CLM	Jaon Grant	1946-01-06	UHC-51451-91	5895981545	7783 Indian School Rd, Denver, CO, 80293	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
ENR-128253	ENR	Debra B Dominguez	1941-03-03	UHC-37220-11	7923442128	3819 Lincoln Way # 277, Scottsdale, AZ, 85206	0.68	Date of birth reformatted Phone reformatted Unit split from street State name converted to code
CLM-409573	CLM	Heathar Welch	1979-04-06	UHC-33964-15	2082019606	4656 Pine Dr, Fresno, CA, 93790	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
CLM-409572	CLM	Heathar Welch	1979-04-06	UHC-33964-15	2082019606	4656 Pine Dr, Fresno, CA, 93790	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
CLM-429443	CLM	Megan Luna	1962-09-26	UHC-51148-57	—	5143 Hillcrest Rd, Scottsdale, AZ, 85259	0.68	State name converted to code Gender normalised Whitespace trimmed Placeholder values cleared
ENR-116673	ENR	Ralph U Weaver	1945-03-16	UHC-96928-89	—	2447 Washington St, Orlando, FL, 32886	0.68	State name converted to code ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-123884	ENR	Lucia N Delgado	1977-09-01	UHC-30422-08	5902161437	4775 Meadow Ln, Sacramento, CA, 95813	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code
CLM-428965	CLM	Cheryl Parker	2003-03-02	—	—	6087 Lincoln Way, Nashville, TN, 37270	0.68	State name converted to code ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-411647	CLM	Jonathan Ortega	1993-09-14	UHC-09877-57	—	8757 Desert Sky Blvd, Mesa, AZ, 85207	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
TPA-50328	TPA	Gary Arnold	1996-08-01	—	7362148274	4541 Baseline Rd, Dallas, TX, 75246	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
ENR-142821	ENR	Edwrd O Wright	—	UHC-92029-25	7768038757	758 Lincoln Way, Phoenix, AZ, 85024	0.68	Date of birth unreadable Phone reformatted State name converted to code Whitespace trimmed

9,084 rows, page 143 of 182Previous Next