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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-110086	ENR	Amber Rogers	1984-04-20	UHC-64010-43	7903094072	7710 Park Pl, Glendale, AZ, 85376	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-411736	CLM	Vincent Oliver	1992-04-28	UHC-78409-83	6274030658	9366 Main St, San Antonio, TX, 78264	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-136631	ENR	Zachary X Hudson	1945-10-16	UHC-02373-58	5962009660	7794 Valley View Dr, Las Vegas, NV, 89167	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-411102	CLM	Sofia King	1959-10-18	UHC-08034-30	4546029507	1813 Valley View Dr, Scottsdale, AZ	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-61298	TPA	Lauren Ray	1956-01-12	—	3568097738	9749 Meadow Ln, Orlando, FL, 32822	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-57434	TPA	Beverly Bennett	1948-08-14	—	3645788323	4158 Indian School Rd, Denver, CO, 80291	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-412059	CLM	Lisa Soto	1980-08-16	UHC-28518-82	8755444993	264 Elm St, Sacramento, CA, 95876	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-138223	ENR	Susan Hanson	1982-10-01	UHC-29460-45	2715230271	4755 Maple Ave, Minneapolis, MN, 55488	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-430115	CLM	Isabella Gardner	1997-09-23	—	7438452183	2017 Sunset Blvd, Dallas, TX, 75208	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-138477	ENR	Paul Price	1973-10-13	UHC-93059-68	3848566332	6954 Park Pl, Eden Prairie, MN	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-420015	CLM	Trery Burns	1971-09-12	—	—	8343 Main St # 102, Tampa, FL, 33601	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-140231	ENR	Grace Robertson	1988-04-08	UHC-40193-36	6094448226	548 Elm St, Glendale, AZ, 85361	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24701	PRV	Aaron T Simpson	2005-05-22	UHC-21933-26	6439817281	659 Washington St, Miami, FL, 33175	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50542	TPA	Nanccy S Delgado	1969-01-08	—	—	6958 Park Pl, Orlando, FL	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-407683	CLM	Robertson Mark	1956-05-14	UHC-79068-41	—	3376 Indian School Rd, Phoenix, AZ, 85053	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-431099	CLM	Jose Chapman	1986-04-28	UHC-83579-02	6678876082	4506 Park Pl, San Diego, CA, 92114	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429806	CLM	Jessica L Hunt	—	UHC-73352-65	7764191539	3711 Valley View Dr, Miami, FL, 33171	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-136326	ENR	Maria T Valdez	1997-07-27	UHC-44368-17	7327804713	681 Sage Ct, Houston, TX, 77039	0.62	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+3 more
PRV-20537	PRV	Jeremy Bailey	1956-06-22	—	4675944062	2491 Cedar Ln, Fresno, CA, 93755	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-422623	CLM	Sofia Mitchell	—	—	4854661548	3017 Meadow Ln, San Diego, CA, 92186	0.62	Name re-cased Date of birth unreadable Phone reformatted City re-cased+3 more
ENR-133979	ENR	Martha Ellis	1988-04-26	UHC-36344-06	9436694971	9311 Maple Ave Apt 8, Phoenix, AZ, 85015	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-100063	ENR	Diane I Lee	1970-01-11	UHC-83472-91	8387724725	4401 Sunset Blvd, Scottsdale, AZ, 85200	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-100064	ENR	Diane I Lee	1970-01-11	UHC-83472-91	8387724725	4401 Sunset Blvd, Scottsdale, AZ, 85200	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-127414	ENR	Maria R Nichols	1954-07-02	UHC-45780-65	6607514682	9570 Harbor Blvd, Atlanta, GA	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-420297	CLM	Catherine Gonzeles	1976-10-27	UHC-71670-98	—	8551 Lake View Rd, Los Angeles, CA, 90032	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-22279	PRV	Eugene H Kellly	1976-07-07	UHC-59154-82	8614086016	1751 Valley View Dr, Miami, FL, 33148	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28018	PRV	Matthew Padilla	1988-06-22	UHC-76766-77	7206064212	4283 Valley View Dr, San Diego, CA, 92134	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-21066	PRV	Catherine Herrera	1959-05-15	UHC-29635-57	9716543306	6478 Canyon Rd, San Antonio, TX	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-412261	CLM	Ralph Fox	1970-06-04	UHC-07336-81	—	2658 Indian School Rd, Orlando, FL, 32800	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-412713	CLM	Bryan Hicks	1953-04-25	UHC-57811-46	—	856 Valley View Dr, Los Angeles, CA, 90013	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-424541	CLM	Noah O Dixon	1968-05-24	UHC-37800-54	5267817748	5291 Camelback Rd, Atlanta, GA, 30396	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-427440	CLM	Danielle Crawford	2002-09-25	UHC-73270-57	6655835578	3798 Desert Sky Blvd, Phoenix, AZ, 85033	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-121113	ENR	Christian Edwards	1977-03-19	UHC-82513-35	4458577107	5119 Maple Ave, Plano, TX	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-403435	CLM	Ryan Patel	2008-04-15	—	—	2016 Pine Dr, San Antonio, TX, 78270	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-102498	ENR	Jonathan Carpenter	1954-10-11	UHC-03451-44	6283875477	5852 River Rd, Minneapolis, MN, 55429	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-102741	ENR	Henry Montgomery	1968-04-06	—	2478275946	1386 Lincoln Way Apt 33, Tampa, FL, 33630	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-422251	CLM	Daniel Schmidt	1942-09-14	—	6736488875	6725 Cedar Ln, Dallas, TX, 75232	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-105335	ENR	Gregory C Barnes	2008-07-05	UHC-25241-21	4102328143	1753 Bayshore Dr, Dallas, TX, 75241	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-421429	CLM	Maria X Delgado	1996-06-14	—	2465913779	9693 Highland Ave # 842, Nashville, TN, 37285	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-110211	ENR	David Z Marshall	2008-01-19	UHC-85434-85	4303141225	4602 Forest Ave, Atlanta, GA, 30389	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431797	CLM	Catherine Carroll	1972-09-27	—	4293087050	1286 Broadway, Chandler, AZ, 85236	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-122420	ENR	Olivia K Bradley	—	UHC-21842-25	5058067939	293 Grand Ave, Sacramento, CA, 95873	0.62	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+3 more
TPA-59924	TPA	John C Hughes	1947-09-08	—	3283352963	1769 Mesa Dr, Tempe, AZ, 85216	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-132629	ENR	Ahmed Harper	1942-12-22	UHC-66686-95	4976231381	8851 Valley View Dr Apt 9, Dallas, TX, 75254	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-116915	ENR	Hiroshi Ward	1948-09-11	UHC-38573-73	5685421715	8831 Maple Ave, Gilbert, AZ, 85279	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113931	ENR	Jack E Hunter	2003-08-05	UHC-30381-30	3402093401	8684 Spring St, Orlando, FL, 32824	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-112155	ENR	Douglas R Crawford	1943-12-25	UHC-51847-36	3834148438	6684 Washington St Apt 38, Sacramento, CA, 95870	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-59514	TPA	Robert Walsh	1970-02-25	UHC-24675-76	9523490553	984 Forest Ave, Sacramento, CA, 95812	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-415632	CLM	Mei D Wallace	2005-01-01	UHC-94738-12	5749701826	4583 Cedar Ln, Seattle, WA, 98172	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104141	ENR	Jeryr N Washington	2001-08-01	UHC-80565-05	8667946715	9241 Church St, Charlotte, NC, 28264	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more

17,850 rows, page 79 of 357Previous Next