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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-427374	CLM	Laura Simpson	—	UHC-59203-29	8532744790	7788 Sunset Blvd, Chandler, AZ, 85271	0.78	Name re-cased Date of birth missing Phone reformatted Member ID reformatted+1 more
ENR-105017	ENR	Meagn C Johnson	1991-05-07	UHC-91940-94	3026149254	9288 Hillcrest Rd, Eden Prairie, MN, 55357	0.78	Name re-cased Phone reformatted Member ID reformatted State name converted to code+1 more
CLM-418971	CLM	Logan Luna	1942-09-06	UHC-90592-70	—	8848 Cedar Ln, Scottsdale, AZ, 85297	0.78	Name re-cased Member ID reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-409498	CLM	Rebecca Campbell	1953-05-09	UHC-35903-72	—	—	0.78	Name re-cased Member ID reformatted Gender normalised Whitespace trimmed+1 more
ENR-121937	ENR	Mari Robinson	1983-01-14	UHC-09067-17	9054762738	4309 Sage Ct, Austin, TX, 78758	0.78	Phone reformatted Member ID reformatted State code upper-cased Gender normalised+1 more
CLM-401294	CLM	Kevin Ford	1946-09-25	UHC-90193-21	—	3596 Broadway, Houston, TX, 77069	0.78	Two-digit birth year Member ID reformatted Address re-cased Whitespace trimmed+1 more
ENR-116319	ENR	Shirley Howard	1995-03-21	UHC-42640-50	3086782307	9430 Lincoln Way, Charlotte, NC, 28274	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-139485	ENR	Natalie O Robers	1974-11-07	UHC-16923-99	5052145273	755 Bayshore Dr, Sacramento, CA, 95879	0.78	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+1 more
ENR-112424	ENR	Stephen Y Miller	2007-03-24	UHC-14821-01	—	5983 Union St, Chandler, AZ, 85276	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-408343	CLM	Gloria Le	1940-08-28	UHC-26291-93	—	—	0.78	Date of birth reformatted Member ID reformatted Gender normalised Whitespace trimmed+1 more
CLM-404947	CLM	Turner Kathryn	1952-02-22	UHC-15096-04	—	1319 Harbor Blvd, Eden Prairie, MN, 55396	0.78	Name re-cased Member ID reformatted Gender normalised Whitespace trimmed+1 more
PRV-26034	PRV	Melissa Ramos	2002-06-10	UHC-99031-01	8763769108	7751 Bayshore Dr, Chandler, AZ, 85233	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-104698	ENR	Eugene Patel	1989-11-06	UHC-40110-14	8482069960	7309 Spring St, Charlotte, NC, 28220	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-418222	CLM	Ruth J Henedrson	1993-10-25	UHC-84114-22	—	3156 Sunset Blvd, Phoenix, AZ, 85086	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
TPA-53054	TPA	Dorothy Rios	1993-07-17	UHC-82073-07	—	963 Canyon Rd, Mesa, AZ, 85236	0.78	Name split from “Last, First”Member ID reformatted City re-cased Whitespace trimmed+1 more
PRV-29396	PRV	James Ruiz	1987-07-19	UHC-92430-95	3378820309	—	0.78	Name re-cased Date of birth reformatted Member ID reformatted Gender normalised+1 more
CLM-427694	CLM	Amy Fernandez	1948-03-16	UHC-54769-51	—	—	0.78	Name split from “Last, First”Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-117691	ENR	Sandra Q Murphy	1982-09-27	UHC-50635-15	2742103081	6860 Ocean Ave, Las Vegas, NV, 89198	0.78	Two-digit birth year Phone reformatted Member ID reformatted Email lower-cased+1 more
ENR-112472	ENR	Debra Y Hudson	1982-09-01	UHC-08197-24	6892359102	2184 Desert Sky Blvd, Jacksonville, FL, 32230	0.78	Phone reformatted Member ID reformatted Gender normalised Whitespace trimmed+1 more
ENR-142992	ENR	Barbara Marquez	2002-02-02	UHC-40992-91	4175518662	9446 Hillcrest Rd, San Diego, CA, 92193	0.78	Phone reformatted Member ID reformatted Email lower-cased Gender normalised+1 more
ENR-128517	ENR	Barrbara T Martinze	1961-08-20	UHC-80756-39	3094428887	3302 Sunset Blvd, Fresno, CA, 93706	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-125474	ENR	GJunk	1984-12-03	UHC-74538-95	7639828245	9570 Sunset Blvd, Miami, FL, 33143	0.78	Date of birth reformatted Phone reformatted Member ID reformatted Placeholder values cleared+1 more
CLM-428538	CLM	Isabella Mruphy	1957-02-06	UHC-81397-53	—	1338 Central Ave, Columbus, OH, 43298	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-407742	CLM	Samantha Smith	1958-06-16	UHC-07147-08	—	1097 Spring St, Los Angeles, CA, 90067	0.78	Member ID reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-120037	ENR	Griffin R Doris	1968-03-04	UHC-00540-50	6895131677	6424 Elm St, Los Angeles, CA, 90079	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-417760	CLM	Stephen Guerrero	1966-09-27	UHC-23579-55	6562849300	—	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-429982	CLM	Julie F Romero	1992-06-27	UHC-29496-76	—	5486 Central Ave # 442, Nashville, TN, 37292	0.78	Date of birth reformatted Member ID reformatted Unit split from street Whitespace trimmed+1 more
ENR-122504	ENR	Madison Wilson	1993-07-06	UHC-64072-59	7048659655	1284 Mesa Dr, Jacksonville, FL, 32228	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-420605	CLM	Billy I Wong	1989-02-21	UHC-81240-57	7366585740	5293 Ridge Rd, Plano, TX, 75096	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-103267	ENR	Steve Freeman	1997-05-19	UHC-54055-05	4436217147	2469 Jefferson Ave, Seattle, WA, 98160	0.78	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+1 more
ENR-107742	ENR	Madyson Gay	1978-01-25	UHC-81442-53	2839797952	6503 Maple Ave, San Antonio, TX, 78238	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-128962	ENR	Olivia Davis	1995-11-18	UHC-46336-83	2384802672	5346 Elm St, Columbus, OH, 43281	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-415352	CLM	Kenneth K Kennedy	1997-07-03	UHC-75623-35	—	2830 Valley View Dr, Minneapolis, MN, 55413	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-129584	ENR	Doris Cooper	1998-12-23	UHC-85207-56	5122392743	9722 Palm Dr, Houston, TX, 77098	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-418783	CLM	Kathryn Collins	1973-12-27	UHC-56200-39	—	1909 Canyon Rd, Denver, CO, 80250	0.78	Member ID reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-125091	ENR	Charles S Banks	1966-04-03	UHC-12505-06	2963147390	7596 Bayshore Dr, Glendale, AZ, 85304	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-420481	CLM	Martha Mejia	1995-04-06	UHC-37847-81	—	9430 Sunset Blvd, Austin, TX, 78712	0.78	Date of birth reformatted Member ID reformatted State name converted to code Whitespace trimmed+1 more
CLM-417705	CLM	Justin V Murphy	1954-02-10	UHC-77321-35	3312006189	5061 Park Pl, Glendale, AZ, 85344	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-404149	CLM	Albert Park	1990-08-25	UHC-69736-83	—	1473 Hillcrest Rd, Chandler, AZ, 85212	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-139976	ENR	Lucia G Hicks	1969-08-25	UHC-33115-56	—	9284 Bayshore Dr, San Antonio, TX, 78289	0.78	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+1 more
CLM-401019	CLM	Kimberly Mejia	1977-11-19	UHC-56315-91	—	4850 Indian School Rd, Mesa, AZ, 85252	0.78	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-431713	CLM	Harold Alvarado	1974-10-05	UHC-97987-12	—	2637 Church St, San Antonio, TX, 78216	0.78	Name split from “Last, First”Member ID reformatted State code upper-cased Whitespace trimmed+1 more
ENR-109364	ENR	Joce Garrett	2008-12-28	UHC-90365-28	6349210712	7709 Grand Ave, Eden Prairie, MN, 55363	0.78	Member ID reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-103427	ENR	Kelly U Little	1942-11-21	UHC-29949-37	—	5921 Spring St, Jacksonville, FL, 32293	0.78	Name re-cased Phone missing area code Member ID reformatted City re-cased+1 more
ENR-128272	ENR	Kayla E Li	1955-07-04	UHC-64058-95	—	2086 Elm St, Charlotte, NC, 28277	0.78	Name re-cased Member ID reformatted Gender normalised Whitespace trimmed+1 more
ENR-128271	ENR	Kayla E Li	1955-07-04	UHC-64058-95	—	2086 Elm St, Charlotte, NC, 28277	0.78	Name re-cased Member ID reformatted Gender normalised Whitespace trimmed+1 more
ENR-142391	ENR	Stephen D Bowman	2002-01-09	UHC-72885-55	6836009142	4750 Indian School Rd, Jacksonville, FL, 32248	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-102852	ENR	Timothy Watkins	1986-09-26	UHC-19779-70	2092709000	4656 Lincoln Way, Charlotte, NC, 28254	0.78	Phone reformatted Member ID reformatted Email lower-cased Gender normalised+1 more
ENR-104879	ENR	Cheryl N Scott	1972-07-23	UHC-38284-33	8743440020	9254 Union St, Miami, FL, 33196	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-139336	ENR	Elizabeth R Mitchell	1991-08-22	UHC-20262-44	2422583722	9107 Mesa Dr, Phoenix, AZ, 85087	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more

7,723 rows, page 107 of 155Previous Next