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
ENR-111107	ENR	Lauren Rberts	1985-08-02	UHC-80177-29	—	2732 Palm Dr, Denver, CO, 80216	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-131605	ENR	Priya Ford	1969-05-03	UHC-66719-80	2363044814	6295 Indian School Rd, Denver, CO	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-23499	PRV	Hiroshi X Hanson	1939-12-11	UHC-76924-24	9484755377	6791 Baseline Rd, Minneapolis, MN, 55425	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-55092	TPA	Elizabeth Crawford	2002-07-18	—	6113531127	6310 Hillcrest Rd, Houston, TX	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103487	ENR	Isabella E Stone	1983-06-14	UHC-62989-41	7877190635	7196 Apache Blvd, Scottsdale, AZ, 85245	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+3 more
PRV-23623	PRV	Camila James	1946-05-03	—	9037463637	6031 Oak St, Eden Prairie, MN, 55354	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-430613	CLM	Olivia Rose	1995-09-20	UHC-69550-04	8747812661	9001 Pine Dr, Tucson, AZ, 85716	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-425455	CLM	Laura Obrien	2000-08-16	—	—	3657 Desert Sky Blvd, Los Angeles, CA, 90029	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-404436	CLM	Charlotte U Day	1981-10-02	—	8648823337	948 Valley View Dr, Glendale, AZ, 85303	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted SSN last four extracted+3 more
CLM-403872	CLM	Aaron Schultz	1952-07-11	—	—	5848 Bayshore Dr, Los Angeles, CA, 90070	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-134095	ENR	Kathryn Gray	1969-12-14	UHC-34431-13	6234617851	6391 Camelback Rd, Scottsdale, AZ, 85213	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-50764	TPA	Fatima Clark	1979-03-05	—	—	2705 Sage Ct, Minneapolis, MN	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-407383	CLM	Mari S Price	1986-05-12	UHC-97503-98	9437081697	72 Mesa Dr, Atlanta, GA, 30388	0.50	Two-digit birth year Member ID reformatted SSN last four extracted Street suffix standardised+3 more
TPA-60736	TPA	Joe Bshop	1988-10-18	—	5279154620	6422 Harbor Blvd, Nashville, TN	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-110605	ENR	Shirley K Ramirez	1978-03-10	UHC-48562-23	4113617855	7240 Valley View Dr # 940, Tempe, AZ, 85274	0.50	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-142159	ENR	Joan P Kelly	2000-02-05	UHC-83052-16	8794305856	3036 Washington St, Gilbert, AZ, 85208	0.50	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-416526	CLM	Charles Griffin	1970-05-26	UHC-14601-23	6163210233	9665 Maple Ave, Mesa, AZ	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-405115	CLM	Jesse Carroll	1995-04-15	UHC-51047-78	9658492887	291 Bayshore Dr, Houston, TX, 77017	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141538	ENR	Douglas D Cruz	1961-04-01	UHC-70015-67	2817939656	9571 Baseline Rd, Columbus, OH, 43278	0.50	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-415578	CLM	Mark H Jones	1987-07-17	—	—	1605 Central Ave, Glendale, AZ, 85313	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-131357	ENR	Scott I Tran	1946-11-08	UHC-41541-25	6459847168	1906 Sage Ct, Houston, TX	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-21870	PRV	Marcus Turner	1974-12-07	—	—	5655 Bayshore Dr, Columbus, OH, 43262	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-419573	CLM	Dylan O Robinson	2007-07-15	UHC-25806-40	—	3396 Maple Ave, Orlando, FL, 32819	0.50	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-137920	ENR	Gary B Wang	1996-04-02	UHC-83488-59	6692870701	8882 Jefferson Ave, Los Angeles, CA, 90014	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+3 more
CLM-407694	CLM	Robert Weber	1982-03-12	UHC-94741-69	—	5930 Maple Ave, Chandler, AZ	0.50	Two-digit birth year Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-50217	TPA	Dot X Reyes	1994-07-24	—	—	8886 Lake View Rd, Orlando, FL, 32868	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-53712	TPA	Margaret Hunter	2005-01-01	—	8467827683	2931 Oak St, Chandler, AZ, 85272	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-416830	CLM	Priya Reynolds	1995-05-20	UHC-03653-51	3755415656	3380 Camelback Rd, Tucson, AZ	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-142382	ENR	Anna E Taylor	1988-07-15	UHC-89479-07	3119953168	6456 Mesa Dr, Minneapolis, MN, 55435	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-106518	ENR	Joe O Salazar	1995-08-18	UHC-98084-25	8494468440	8258 Hillcrest Rd, Seattle, WA, 98108	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-418987	CLM	Ahmed Sanders	1960-10-26	—	4209977132	2821 Sunset Blvd, Sacramento, CA, 95877	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-410859	CLM	Susan Burke	1985-02-25	UHC-70463-11	—	4081 Oak St, Mesa, AZ, 85266	0.50	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-108614	ENR	Kyle Berry	1981-08-15	UHC-29527-44	3613128002	205 Central Ave, Jacksonville, FL, 32288	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122911	ENR	Noah Ward	1945-03-10	UHC-78806-27	7633427070	3345 Ocean Ave, Mesa, AZ, 85299	0.50	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-134386	ENR	Samuel G George	2008-12-03	UHC-58433-14	9597748178	2754 Cedar Ln, Denver, CO, 80222	0.50	Name re-cased Two-digit birth year Phone reformatted State name converted to code+3 more
CLM-409059	CLM	Donna Gutierrez	1958-05-06	UHC-64677-45	—	3046 Indian School Rd, Gilbert, AZ	0.50	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+3 more
PRV-29495	PRV	Judy Chen	1980-06-18	—	7352380371	7401 Desert Sky Blvd, Fresno, CA, 93790	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-431045	CLM	Christine Sullivan	2007-09-24	—	—	4856 Indian School Rd, Eden Prairie, MN, 55332	0.50	Two-digit birth year Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-53981	TPA	Terry E Owens	1967-05-12	—	2942099762	2368 Camelback Rd, Mesa, AZ, 85231	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54398	TPA	Sharon Ellis	1983-09-20	—	9364427562	8570 Maple Ave, Phoenix, AZ, 85085	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-141659	ENR	Omar O Vasquez	1948-02-20	UHC-98026-90	3389128104	2352 Spring St, Atlanta, GA, 30349	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-431165	CLM	Rachel Walker	1993-07-16	—	—	5745 Willow Ct, Denver, CO	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
PRV-28540	PRV	Jesse Bell	1983-01-06	—	3282075003	6700 Spring St, Orlando, FL, 32859	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-132237	ENR	Randy U Fox	1941-10-24	UHC-87702-57	4125287256	8737 Valley View Dr, Minneapolis, MN	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-413236	CLM	David Lynch	1959-02-27	UHC-52815-47	9029903252	6485 Harbor Blvd, Dallas, TX, 75292	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132528	ENR	Randy Dunn	1998-10-09	UHC-86655-21	4626535238	1915 Ocean Ave # 657, Jacksonville, FL, 32243	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
PRV-21966	PRV	Jessica Johnson	1979-10-05	UHC-65449-18	5357954278	222 Harbor Blvd, Las Vegas, NV	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-410377	CLM	Arjun Lerson	1991-01-24	UHC-89929-24	9854405454	1443 Mesa Dr, Plano, TX, 75059	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132198	ENR	Arthur Wright	1982-02-07	UHC-04266-22	—	8322 Main St, Tampa, FL, 33655	0.50	Name re-cased Two-digit birth year SSN last four extracted City re-cased+3 more
ENR-127491	ENR	Patrick Q Henderson	1968-09-17	UHC-63091-04	7089560937	5981 Park Pl, Tampa, FL, 33645	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more

6,661 rows, page 21 of 134Previous Next