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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-412270	CLM	David W Hansen	2004-02-20	—	8323597913	8251 Apache Blvd, Jacksonville, FL, 32255	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123460	ENR	Christian W Webb	1994-05-09	UHC-47362-27	4789084066	3877 Willow Ct, Denver, CO, 80274	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
CLM-409657	CLM	Christina Grant	1979-12-28	UHC-88985-87	—	—	0.64	Name re-cased Date of birth reformatted SSN last four extracted Gender normalised+2 more
CLM-403878	CLM	Andrea Brown	1977-01-22	—	3447577223	2828 Desert Sky Blvd, San Diego, CA, 92105	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-142174	ENR	Jerry Day	1966-12-18	UHC-84480-65	7677674930	4362 Church St, Dallas, TX, 75245	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-54684	TPA	Grace H Ross	1985-12-22	—	2152747706	5740 Sunset Blvd, Eden Prairie, MN, 55308	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-124718	ENR	Bobby W Rodriguez	1940-03-22	UHC-05374-77	—	9029 Main St, Austin, TX	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-23231	PRV	Juan Dixon	1982-04-10	—	4907374820	7198 Church St # 782, Atlanta, GA, 30367	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-111571	ENR	Vincent R Shaw	1984-04-27	UHC-60140-35	—	3323 Church St, Eden Prairie, MN, 55394	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-137364	ENR	Carol C King	1986-01-28	UHC-55950-56	2513178594	854 Lake View Rd, Jacksonville, FL, 32261	0.64	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+2 more
ENR-101818	ENR	Jose S Warren	1969-01-19	UHC-42110-96	4806185878	2902 Oak St, Phoenix, AZ, 85095	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426060	CLM	Carolyn Sullivan	1961-11-15	UHC-71999-32	6434768101	7997 Hillcrest Rd, Chandler, AZ, 85226	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-427390	CLM	Elijah Wood	1984-09-24	UHC-55725-25	—	3073 Main St, Scottsdale, AZ, 85282	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-58233	TPA	Gary Taylor	1950-05-21	—	9676200728	6786 Main St, Phoenix, AZ, 85016	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-28464	PRV	Justin Jensen	1953-10-24	—	—	3327 River Rd, Jacksonville, FL, 32223	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-103701	ENR	Jennifer Phillips	1977-08-06	UHC-74884-63	2782826784	338 Main St, Jacksonville, FL, 32268	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103702	ENR	Jennifer Phillips	1977-08-06	UHC-74884-63	2782826784	338 Main St, Jacksonville, FL, 32268	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426458	CLM	Dennis Warren	1969-11-23	UHC-83107-26	—	5204 Bayshore Dr, Dallas, TX, 75287	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-112041	ENR	Julie Alvarez	1976-09-24	UHC-08988-72	5042120143	8968 Oak St, Tucson, AZ, 85762	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-123194	ENR	Eugene O Henderson	1993-09-17	UHC-33659-08	8499047436	4184 Jefferson Ave, Chandler, AZ, 85202	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-123446	ENR	Michael S Lynch	1940-03-05	UHC-82219-84	8325494410	4883 Park Pl # 848, Tempe, AZ, 85202	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
TPA-57505	TPA	Jean Andrews	1940-07-07	—	—	4756 Jefferson Ave, Miami, FL, 33151	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-137952	ENR	Jean Stone	1995-11-17	UHC-26319-57	—	8896 Sunset Blvd, Tucson, AZ, 85711	0.64	Name re-cased Two-digit birth year Member ID reformatted State name converted to code+2 more
CLM-407059	CLM	Christopher W Duncan	2002-06-26	UHC-75482-87	8705889502	5806 Oak St Apt 23, Dallas, TX, 75223	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-136646	ENR	Marilyn H Lynch	1971-07-02	UHC-71293-82	7913156564	8726 Washington St, Columbus, OH, 43222	0.64	Name re-cased City re-cased ZIP+4 trimmed Email lower-cased+2 more
ENR-111564	ENR	Dennis Lawrence	1953-09-10	UHC-72423-14	7246640912	3787 Lincoln Way, Minneapolis, MN, 55420	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122148	ENR	Sophia Watkins	1947-12-21	UHC-75455-64	—	3945 Meadow Ln, Seattle, WA, 98173	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-54864	TPA	Sandra N Snyder	1952-02-28	UHC-06644-60	—	3716 Washington St, Las Vegas, NV, 89140	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-100427	ENR	Anthony V Kennedy	1987-07-09	UHC-63039-18	9278025789	1802 Washington St Apt 17, Glendale, AZ, 85377	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-111311	ENR	Isabella Vargsa	1979-09-10	UHC-47319-74	2239221480	8194 Sunset Blvd, Miami, FL, 33120	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-60230	TPA	Michelle Mendez	1967-12-20	—	—	1553 Hillcrest Rd, Sacramento, CA, 95820	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-430353	CLM	Daniel Castillo	1949-05-16	UHC-74193-54	—	6991 Main St, Seattle, WA, 98171	0.64	Name re-cased Date of birth reformatted State name converted to code Gender normalised+2 more
CLM-413746	CLM	Harod Obrien	1984-03-24	UHC-14045-71	6383919662	259 Market St, Sacramento, CA, 95818	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135162	ENR	Jessica Williamson	1963-09-19	UHC-41493-30	4429338171	832 Canyon Rd, Jacksonville, FL, 32255	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
CLM-410755	CLM	Mateo Cook	—	UHC-41125-17	—	—	0.64	Name re-cased Date of birth missing Phone missing area code Member ID reformatted+2 more
TPA-61287	TPA	Paul O Richards	1967-04-11	—	4193047267	5432 Pine Dr, Las Vegas, NV, 89141	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429934	CLM	Walter Flores	1947-07-06	UHC-24155-05	—	9510 Grand Ave, Los Angeles, CA, 90056	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-109058	ENR	Matthew T Castro	1999-02-28	UHC-06484-78	9388114111	3320 Willow Ct Apt 19, Houston, TX, 77062	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-421886	CLM	Brittany P Fuller	1939-10-04	—	7165006523	1183 Elm St, Mesa, AZ, 85254	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-120714	ENR	Denny Hansen	1958-12-15	UHC-20254-19	9822020073	6525 Sage Ct, Phoenix, AZ, 85024	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-429269	CLM	Amada Q Day	2003-05-12	—	—	16 Indian School Rd, Miami, FL, 33165	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-133078	ENR	Carol Payne	1945-09-02	UHC-93089-53	3997799243	9850 Mountain View Dr, Seattle, WA, 98130	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-423810	CLM	Natalie G Crawford	1943-07-06	UHC-94219-79	8056690292	6101 Forest Ave, Miami, FL, 33144	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-421059	CLM	Deborah F Sandoval	—	—	—	6170 Sage Ct, Seattle, WA, 98191	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-421716	CLM	Jessica U Gutierrez	1975-10-27	—	6817862168	1699 Valley View Dr, Los Angeles, CA, 90068	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63566	TPA	Fatima Schmidt	—	—	—	6559 Highland Ave, Los Angeles, CA, 90068	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
TPA-57500	TPA	Charles O Porter	2004-04-09	—	6176355619	9313 Forest Ave, Sacramento, CA, 95829	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-51767	TPA	Jsoeph Pena	—	—	—	273 Mountain View Dr, Austin, TX, 78771	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
TPA-56798	TPA	Lisa Wang	1962-01-10	UHC-01264-90	—	5726 Indian School Rd, Scottsdale, AZ, 85282	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-59327	TPA	Willie Ellis	1995-03-19	—	5866888363	8597 Cedar Ln, San Diego, CA, 92186	0.64	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more

39,996 rows, page 183 of 800Previous Next