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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-402359	CLM	Philip O Morgan	1939-11-19	—	—	5281 River Rd, Minneapolis, MN, 55432	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-431104	CLM	Kathryn Garza	1950-12-02	UHC-35299-16	7002835404	3592 Park Pl, Chandler, AZ, 85209	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-411176	CLM	Betty Wheeeler	2002-10-15	UHC-47951-04	—	2733 Church St, Charlotte, NC, 28288	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-431793	CLM	Anthony Ortiz	1962-11-28	—	—	3514 Sage Ct, Austin, TX, 78758	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-426521	CLM	Kelly Robinson	1981-07-19	UHC-76289-79	9245058985	7506 Cedar Ln, Orlando, FL, 32883	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-407153	CLM	Russell Dunn	2006-05-24	UHC-33552-97	—	2113 Spring St, Minneapolis, MN, 55494	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-410038	CLM	Joan Y Clark	1967-11-09	UHC-92120-58	—	3163 Grand Ave, Atlanta, GA, 30308	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-419205	CLM	Charlotte Burns	1970-12-25	—	4664150992	1008 River Rd, Glendale, AZ, 85368	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409730	CLM	Helen Wrd	1998-10-21	UHC-75310-08	—	1861 Jefferson Ave, Charlotte, NC, 28240	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-415368	CLM	Daniel Warren	2007-05-06	—	—	6802 Camelback Rd, Tucson, AZ, 85787	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-425588	CLM	Douglas Edwards	1962-05-28	UHC-96258-72	6676298303	6463 Palm Dr, Denver, CO, 80246	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-409010	CLM	Jennifer Scott	1999-04-26	—	—	4552 Apache Blvd, Plano, TX, 75006	0.64	Name re-cased Date of birth reformatted Phone missing area code ZIP+4 trimmed+2 more
CLM-430560	CLM	George Estrada	1989-06-18	—	2235002919	3618 Canyon Rd Apt 12, Atlanta, GA, 30300	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-406795	CLM	Gloria Estrada	1945-01-03	—	9159394695	9236 Spring St, Houston, TX, 77013	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-415338	CLM	Margaret N Foster	1970-07-13	UHC-64307-23	9732494998	3524 Broadway, Dallas, TX, 75276	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
CLM-404998	CLM	Sara Padilla	1982-07-06	UHC-32625-79	9568711550	690 Main St, Tampa, FL, 33683	0.64	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-403245	CLM	Kenneth Martinez	1966-11-26	UHC-66774-91	—	6621 Sage Ct, Fresno, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-420282	CLM	Maria Cox	1940-09-01	UHC-85402-44	8355198846	49 Highland Ave, Plano, TX, 75044	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-430488	CLM	Sarah K Sanchez	1943-03-13	—	—	7645 Sage Ct, Fresno, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-411205	CLM	Helen S Robinson	1996-03-10	UHC-80098-32	—	1332 Hillcrest Rd, Atlanta, GA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-429401	CLM	Terry Z Fernandez	1991-06-18	UHC-71155-96	—	2920 Pine Dr, Atlanta, GA, 30330	0.64	Date of birth reformatted Phone missing area code Member ID reformatted State code upper-cased+2 more
CLM-404047	CLM	Alan M Diaz	1979-12-10	UHC-23825-89	—	9173 Sunset Blvd, Las Vegas, NV, 89110	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-428143	CLM	Mei Tran	1998-11-01	UHC-37090-48	4997853600	9864 Hillcrest Rd, Columbus, OH, 43263	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-428144	CLM	Mei Tran	1998-11-01	UHC-37090-48	4997853600	9864 Hillcrest Rd, Columbus, OH, 43263	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-408963	CLM	Gerald Sanders	1971-07-11	—	7664726420	4583 Palm Dr, Miami, FL	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-409677	CLM	Margaret Hernadnez	2008-07-14	UHC-56059-24	—	7702 Main St # 989, Miami, FL, 33128	0.64	Name re-cased Date of birth reformatted Unit split from street Gender normalised+2 more
CLM-412863	CLM	Amber Riley	1998-12-12	UHC-46144-77	5398140665	3250 Forest Ave, Jacksonville, FL	0.64	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+2 more
CLM-412864	CLM	Amber Riley	1998-12-12	UHC-46144-77	5398140665	3250 Forest Ave, Jacksonville, FL	0.64	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+2 more
CLM-420374	CLM	Natalie Fields	1991-03-02	UHC-40274-76	9393577098	8410 Desert Sky Blvd, Tucson, AZ, 85720	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-415974	CLM	Chritina Bishop	1975-04-27	—	—	2857 Bayshore Dr, Phoenix, AZ, 85009	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-428398	CLM	Heather Castillo	1970-03-18	—	—	6411 Main St, Scottsdale, AZ, 85255	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-403820	CLM	Miller F Gerald	1983-04-03	UHC-84890-95	8506331760	3450 Maple Ave, Denver, CO, 80218	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-411728	CLM	Alice Freeman	1968-04-04	UHC-80293-63	8738938397	6953 Pine Dr, Fresno, CA, 93789	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418067	CLM	Douglas E Collins	1941-10-14	UHC-00437-78	—	446 Baseline Rd, Tempe, AZ, 85211	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-424462	CLM	Sara Oliver	1957-09-03	—	7055870807	9299 Highland Ave, Scottsdale, AZ, 85268	0.64	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+2 more
CLM-420275	CLM	Jesse C Perkins	1939-08-23	UHC-21132-90	—	2291 Market St, Glendale, AZ	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-405676	CLM	Mari Hanzen	1983-11-28	UHC-89653-21	—	9210 Sage Ct, Tempe, AZ, 85292	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-408447	CLM	Joshua T Walsh	1988-08-25	UHC-33244-92	3834786648	3529 Union St, Eden Prairie, MN, 55349	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409686	CLM	Isabella F Sandoval	1960-09-25	UHC-55384-75	—	3929 Mountain View Dr, Los Angeles, CA, 90073	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-420700	CLM	Donna Guerrero	1993-09-18	UHC-56642-68	—	5282 Main St, Charlotte, NC, 28204	0.64	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-405093	CLM	Valentina J Alvarado	1954-06-20	—	2494603363	2353 Palm Dr, Orlando, FL, 32831	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-417624	CLM	Jennifer Hicks	1977-06-28	UHC-17473-44	3962482075	9182 Ridge Rd, Tempe, AZ, 85226	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-417984	CLM	Christine C Delgado	1941-08-20	—	4209125213	6732 Elm St, Jacksonville, FL, 32237	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-421423	CLM	Denise Wang	2005-07-13	UHC-08918-74	—	1095 Bayshore Dr # 855, Sacramento, CA, 95863	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-402508	CLM	William Simmons	1972-06-17	UHC-76744-15	4213430868	3955 Oak St, Miami, FL, 33134	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-401401	CLM	Gabriel Robertson	1946-05-09	UHC-65311-64	—	5918 Mountain View Dr, Glendale, AZ, 85335	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-430496	CLM	Sean Schmidt	1984-12-05	—	4822037122	4144 Sage Ct, Fresno, CA, 93715	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-432632	CLM	Mateo Black	1994-09-12	UHC-06260-45	3126194905	1266 Jefferson Ave, Tucson, AZ, 85722	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-416147	CLM	Harold Greene	1994-12-16	UHC-22101-81	9595439891	7545 Ocean Ave, Seattle, WA, 98132	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
CLM-426905	CLM	Douglas Gray	1992-08-04	UHC-82303-97	—	—	0.64	Date of birth reformatted SSN last four extracted Gender normalised Plan code upper-cased+2 more

10,559 rows, page 46 of 212Previous Next