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

Enrollment, flag “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-100255	ENR	Austin R Hart	1961-05-21	UHC-05343-73	9712668899	6027 Apache Blvd, Mesa, AZ, 85259	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-105359	ENR	Pamela K Williamson	2007-12-19	UHC-74703-04	2715898509	472 Maple Ave, Chandler, AZ, 85223	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-101446	ENR	Jeff Garrett	1942-07-10	UHC-20583-29	8367469073	9155 Bayshore Dr, Seattle, WA, 98141	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-136494	ENR	Roger Z Robertson	2002-05-06	UHC-81335-37	7649410369	2995 Hillcrest Rd, Denver, CO, 80224	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-123712	ENR	Kathy D Walker	1940-08-06	UHC-76486-86	3776547558	1984 Market St, Tampa, FL, 33697	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121663	ENR	Jesse E Mejia	1982-09-22	UHC-47683-50	9797588846	1024 Oak St, Dallas, TX, 75283	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121512	ENR	Lori Z Delgado	1974-04-12	UHC-04696-33	5055025368	2102 Main St, Sacramento, CA, 95857	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-102477	ENR	Mary R Mason	1994-08-06	UHC-85232-94	8989232509	9474 Lake View Rd, Austin, TX, 78733	0.62	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
ENR-102577	ENR	Jose Dixon	1941-09-18	UHC-71614-07	6022402723	4623 Camelback Rd, Charlotte, NC, 28219	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125308	ENR	Joan Burton	1996-12-17	UHC-29497-54	4513116808	4143 River Rd, Denver, CO, 80253	0.62	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-132274	ENR	Diane Morales	1958-05-02	UHC-58169-52	3276320176	6994 Jefferson Ave, Seattle, WA, 98122	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-139697	ENR	Brenda Y Vgea	1973-12-15	UHC-61619-78	9328303791	1299 Ridge Rd, Orlando, FL, 32860	0.62	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-133685	ENR	Carroll Q Bruce	1993-06-16	UHC-92589-72	—	550 Pine Dr, San Antonio, TX, 78283	0.62	Two-digit birth year Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-129869	ENR	Ethan L Fernadez	2000-08-05	UHC-55755-30	9734901084	3381 Church St, San Diego, CA, 92166	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135480	ENR	Sharon Morris	1975-10-17	UHC-84047-90	3275772163	2447 Baseline Rd, Denver, CO, 80219	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-127631	ENR	Emily Gonzalez	1984-06-09	UHC-18091-41	8459956614	6656 River Rd, Los Angeles, CA, 90034	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137985	ENR	Ethn Moreno	1989-08-18	UHC-89892-08	8288592637	9029 Oak St, Gilbert, AZ	0.62	Name re-cased Two-digit birth year Phone reformatted ZIP missing+3 more
ENR-135781	ENR	Austin R Medina	1954-03-06	UHC-50918-06	—	4470 Main St, Fresno, CA, 93780	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-119084	ENR	Maria J Cooper	1980-01-25	UHC-70178-65	2417212278	5711 Jefferson Ave, Columbus, OH, 43227	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-104611	ENR	Kevin Turner	1981-03-07	UHC-30904-19	3493617366	3268 Elm St, Gilbert, AZ, 85200	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-125726	ENR	Abby Stewart	1950-11-04	UHC-23233-80	2465601392	3674 Harbor Blvd, Orlando, FL, 32894	0.62	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
ENR-126433	ENR	Betty M Barens	1961-10-15	UHC-67824-46	5049354840	5988 Ocean Ave, Plano, TX, 75092	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-116764	ENR	Jerry E Porter	1980-01-22	UHC-55265-39	7855462350	8480 Forest Ave, Tempe, AZ, 85215	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-138720	ENR	Victoria Wilson	1991-09-07	UHC-94894-07	3499299962	6910 Baseline Rd, Jacksonville, FL, 32211	0.62	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
ENR-133447	ENR	Kayal Scott	1980-04-22	UHC-83248-67	6783988211	2383 Elm St Apt 13, Orlando, FL, 32888	0.62	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-116812	ENR	Christina K Larson	1990-12-21	UHC-21863-98	5029381430	3967 Sage Ct, Nashville, TN, 37276	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-100935	ENR	Peter Johnston	1962-03-28	UHC-56484-01	4242892846	1159 Lake View Rd, Charlotte, NC, 28207	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-140841	ENR	Kathryn Garza	1951-12-02	UHC-35299-16	7002835404	3592 Park Pl, Chandler, AZ, 85209	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-118052	ENR	Alexander V Williamson	1968-05-24	UHC-52859-50	7166095209	5393 Ridge Rd, Las Vegas, NV, 89146	0.62	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-135936	ENR	Eric D Russell	1964-12-03	UHC-83773-63	2317871677	3605 Ridge Rd, Mesa, AZ, 85250	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-135172	ENR	Stephanie G Ward	1961-08-16	UHC-17778-93	3893373742	765 Jefferson Ave, Orlando, FL, 32835	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101775	ENR	Ktherine V Grant	2008-04-28	UHC-49702-48	3439782209	7447 Valley View Dr, Tempe, AZ, 85289	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-108300	ENR	Brittany L Powell	1938-04-25	UHC-49296-63	4054126761	6672 Elm St, Dallas, TX, 75292	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-102835	ENR	Rebecca Clark	2004-07-06	UHC-91106-06	3097028171	4900 Market St, San Antonio, TX, 78263	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-102229	ENR	Wei Y Rivera	1963-05-11	UHC-06713-64	2213479941	3039 Central Ave, Chandler, AZ, 85224	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-133406	ENR	Sentiago D Thompson	1944-03-06	UHC-36654-74	4194192567	6836 Canyon Rd, Plano, TX, 75060	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138059	ENR	Aaron D Howell	1979-08-15	UHC-17844-07	—	347 Hillcrest Rd, Tampa, FL, 33611	0.62	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
ENR-116114	ENR	Jean X Nichols	1970-06-08	UHC-07740-54	—	6773 Harbor Blvd, Austin, TX, 78789	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-136761	ENR	Kayla Perkins	1982-05-07	UHC-03779-64	2044920233	8440 Central Ave, Scottsdale, AZ, 85264	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130887	ENR	Gerald K Perkins	1983-10-22	UHC-47298-31	3396247346	9658 Maple Ave, Glendale, AZ, 85394	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-125741	ENR	Joshua Salazar	1997-05-24	UHC-80367-13	2683699941	8806 Central Ave, Houston, TX, 77087	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-142619	ENR	Beverly Young	2007-12-12	UHC-77513-85	2066316696	7270 Union St, Glendale, AZ, 85335	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-100650	ENR	Rachel Stevens	1945-10-14	UHC-75585-92	3464806818	7985 Pine Dr, Houston, TX, 77030	0.62	Name re-cased Two-digit birth year Phone reformatted City re-cased+3 more
ENR-122818	ENR	Andrew C Johnson	1988-02-15	UHC-19448-12	3665129442	845 Pine Dr, Plano, TX, 75013	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140167	ENR	Jackie Carr	1995-07-08	UHC-08909-54	6994778213	7361 Baseline Rd, Phoenix, AZ, 85053	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-113855	ENR	Christopher Patterson	2005-03-24	UHC-57617-54	7755465106	6861 Grand Ave, Jacksonville, FL, 32221	0.62	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
ENR-113892	ENR	Denise H Hawkins	2001-05-23	UHC-13378-62	5947887760	1088 Washington St, Charlotte, NC, 28256	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-115990	ENR	Camila M Morgan	1992-07-21	UHC-73268-26	7844103472	2671 Lake View Rd, Orlando, FL, 32899	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-125370	ENR	Katherine C McDonald	1980-03-05	UHC-60208-49	2197977577	5130 Sage Ct, Tempe, AZ, 85296	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-128938	ENR	Vinkent J Lewis	1974-01-22	UHC-03258-65	8502838908	9102 Grand Ave, Charlotte, NC, 28239	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more

2,874 rows, page 26 of 58Previous Next