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 “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
TPA-56327	TPA	Luis Riley	1971-06-19	—	—	8644 Apache Blvd, Los Angeles, CA	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-54093	TPA	Ahmed T Le	2003-06-10	—	2529296783	8017 Indian School Rd Apt 26, Tucson, AZ, 85742	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
CLM-420671	CLM	Russell Hart	1977-05-15	—	—	6357 Cedar Ln, Dallas, TX, 75218	0.50	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-432748	CLM	Maria Fields	1944-03-23	—	—	7659 Hillcrest Rd, Minneapolis, MN, 55489	0.50	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+3 more
TPA-53382	TPA	Roger George	1983-01-10	—	4533472618	1902 Washington St, Atlanta, GA, 30362	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115157	ENR	Aigail Y Franklin	2001-09-17	UHC-02014-79	3273400298	6682 Central Ave, Phoenix, AZ, 85079	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130440	ENR	Elijah A Medina	1950-10-18	UHC-16726-86	3752726270	7673 Ridge Rd # 905, Plano, TX, 75014	0.50	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-407227	CLM	Vincent Lee	1979-01-01	UHC-40504-25	6897745966	4326 Sunset Blvd, Houston, TX, 77068	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401292	CLM	Christopher Coleeman	1950-04-12	—	—	1911 Ocean Ave, Miami, FL, 33172	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-116674	ENR	Jackie K Simpson	1977-08-11	—	4259778476	9403 Highland Ave, Gilbert, AZ, 85246	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-119875	ENR	Jesse L Bowman	1997-04-20	UHC-57466-82	4708210239	9636 Desert Sky Blvd, Sacramento, CA	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-101833	ENR	Robert S Campbell	1972-06-02	UHC-60444-57	4293960584	2785 Willow Ct, Charlotte, NC, 28253	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-118147	ENR	Marcus T West	1999-09-26	UHC-07676-75	2306747644	7751 Union St, Mesa, AZ, 85222	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107259	ENR	Larry Kim	1988-06-21	UHC-54455-56	6335073010	3283 Church St, Atlanta, GA, 30373	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101923	ENR	Juhn Simpson	1959-02-04	UHC-44690-09	2758378081	12 Highland Ave, Austin, TX, 78708	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-54776	TPA	Joseph Ortiz	1949-11-19	—	8324242760	793 Central Ave, Mesa, AZ, 85260	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-417140	CLM	Valentina Wood	1989-02-20	—	—	464 Oak St, Gilbert, AZ, 85297	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
CLM-427971	CLM	Hannnah Bell	1960-01-21	—	9192858875	9030 Market St, Plano, TX, 75019	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-418235	CLM	Debra Hill	1986-04-19	—	—	8220 Forest Ave Apt 15, Mesa, AZ, 85221	0.50	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+3 more
TPA-60785	TPA	Sara Oliver	1957-09-03	—	—	9299 Highland Ave, Scottsdale, AZ, 85268	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
ENR-124743	ENR	Hannah N Andrews	1976-03-21	UHC-25949-03	9595671574	113 Elm St, Columbus, OH, 43245	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-57453	TPA	Jack J Sanders	1976-03-04	UHC-47245-41	3625589261	607 Union St, Gilbert, AZ, 85244	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28759	PRV	Fatima T Knight	1963-09-13	UHC-92327-02	—	5467 Oak St, Phoenix, AZ, 85045	0.50	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-140103	ENR	Bill Z Moreno	1963-03-16	—	4376506275	3740 Valley View Dr, Seattle, WA, 98110	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-106922	ENR	Laura W Davis	1997-07-10	UHC-05707-46	9863612157	1357 Maple Ave, Los Angeles, CA, 90079	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26724	PRV	Noah Brown	2003-02-09	UHC-23265-67	—	8408 Bayshore Dr, Seattle, WA, 98129	0.50	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+3 more
ENR-124490	ENR	Douglas F Day	1946-08-13	UHC-15264-54	5553947248	3209 Washington St, Orlando, FL, 32814	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135669	ENR	Ralph Turner	1971-04-25	UHC-77031-58	9698298067	1371 Apache Blvd, Houston, TX, 77007	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115962	ENR	Daniel Y James	1948-12-17	UHC-82075-24	8939983562	6549 Spring St Apt 29, Gilbert, AZ, 85279	0.50	Two-digit birth year Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-136021	ENR	Wayyne Castillo	1957-03-05	UHC-95042-59	6387266870	8324 Desert Sky Blvd, San Antonio, TX, 78247	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
TPA-60120	TPA	Christine Graham	1955-05-24	—	6598030812	1820 Mesa Dr, Denver, CO, 80298	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-22754	PRV	Judy Rius	1956-10-21	—	6989388866	7327 Meadow Ln, Plano, TX	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22755	PRV	Judy Rius	1956-10-21	—	6989388866	7327 Meadow Ln, Plano, TX	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26588	PRV	Vincent H Thomas	2004-10-15	—	—	4712 Willow Ct, Nashville, TN, 37264	0.50	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+3 more
ENR-134976	ENR	Ralph T Jacobs	1999-04-07	UHC-82994-18	3398960338	1278 River Rd # 398, Phoenix, AZ, 85090	0.50	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-423178	CLM	Kelly Lucas	1947-12-15	UHC-15635-05	—	6413 Meadow Ln, Seattle, WA, 98118	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
ENR-137696	ENR	Maria G Hayes	1977-08-17	—	2553187151	541 Apache Blvd, Atlanta, GA, 30381	0.50	Middle initial moved out of first name Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-127834	ENR	Michelle R Price	1983-08-09	UHC-08987-60	9624008270	5625 Pine Dr, Glendale, AZ, 85359	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-52078	TPA	Nicole Bowman	1978-12-16	—	8355351763	3795 Lincoln Way, Tampa, FL, 33683	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-113837	ENR	Danielle A Ford	2006-12-08	UHC-47400-49	8642154797	9012 Central Ave, Plano, TX, 75081	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-24020	PRV	Teresa L Castro	1974-07-06	UHC-25853-30	5968562151	324 Ridge Rd, Tampa, FL	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-406504	CLM	Emma S Pena	1949-07-17	UHC-14042-85	3162165156	2462 Highland Ave, Nashville, TN, 37245	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20903	PRV	Mary U Daniels	1969-09-15	—	3262426146	3406 Market St, Denver, CO, 80259	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20481	PRV	John Santiago	2005-10-04	—	9217830770	9707 Ridge Rd, Dallas, TX	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141923	ENR	Tyler Fisher	1970-10-15	UHC-12257-40	5977242002	7191 Forest Ave, Fresno, CA, 93796	0.50	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+3 more
CLM-418592	CLM	Catherine Coleman	2004-08-12	UHC-75249-39	5508284224	4690 Camelback Rd, San Antonio, TX, 78292	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-142321	ENR	Eric Castro	1948-07-16	UHC-70681-72	—	575 Apache Blvd, Austin, TX	0.50	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-403788	CLM	Samuel Ramireez	1986-05-28	UHC-35438-68	—	895 Church St, Glendale, AZ, 85376	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
CLM-414647	CLM	Santiago Wong	1981-08-16	—	2385627689	7006 Mesa Dr, Jacksonville, FL	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131200	ENR	Logan L Ward	1957-07-06	UHC-11133-92	8943911727	3076 Valley View Dr, San Antonio, TX, 78233	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more

6,661 rows, page 25 of 134Previous Next