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 “SSN last four extracted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagSSN last four extractedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-29106	PRV	Cheryl Jordan	2003-06-06	UHC-20575-37	5728804657	9780 Forest Ave, San Antonio, TX, 78296	0.64	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
ENR-109702	ENR	Peter J Riley	1989-11-21	UHC-68971-82	—	5137 Willow Ct, Phoenix, AZ, 85018	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-130284	ENR	Sanda Allen	1953-09-15	UHC-81023-98	—	7497 Canyon Rd, Tempe, AZ, 85235	0.64	Date of birth reformatted Member ID reformatted SSN last four extracted Street suffix standardised+2 more
ENR-122102	ENR	Diego A Myers	2004-06-25	UHC-55106-95	—	1697 Hillcrest Rd, Tampa, FL, 33678	0.64	Member ID reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-142757	ENR	Stephanie Chavez	1970-03-23	UHC-83352-41	3688409123	5318 Pine Dr, Sacramento, CA, 95895	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
CLM-415785	CLM	Albert Daniels	1952-03-03	UHC-27627-55	7882228939	—	0.64	Name re-cased Phone reformatted SSN last four extracted Email lower-cased+2 more
CLM-405676	CLM	Mari Hanzen	1983-11-28	UHC-89653-21	—	9210 Sage Ct, Tempe, AZ, 85292	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-420277	CLM	Maria H Carter	1941-07-21	UHC-99707-79	—	4284 Pine Dr, Gilbert, AZ, 85297	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-420278	CLM	Maria H Carter	1941-07-21	UHC-99707-79	—	4284 Pine Dr, Gilbert, AZ, 85297	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-426418	CLM	Doorthy Wong	1959-04-25	UHC-61229-84	7426311683	—	0.64	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
CLM-416147	CLM	Harold Greene	1994-12-16	UHC-22101-81	9595439891	7545 Ocean Ave, Seattle, WA, 98132	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-114175	ENR	Thomas G Berry	2008-05-13	UHC-53888-98	6187841959	5287 Jefferson Ave, Sacramento, CA, 95821	0.64	SSN last four extracted Street suffix standardised Address re-cased City re-cased+2 more
ENR-114176	ENR	Thomas G Berry	2008-05-13	UHC-53888-98	6187841959	5287 Jefferson Ave, Sacramento, CA, 95821	0.64	SSN last four extracted Street suffix standardised Address re-cased City re-cased+2 more
ENR-138538	ENR	Michelle Dunn	2003-01-16	UHC-48007-78	4885728736	4866 Meadow Ln, Nashville, TN, 37202	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
CLM-426905	CLM	Douglas Gray	1992-08-04	UHC-82303-97	—	—	0.64	Date of birth reformatted SSN last four extracted Gender normalised Plan code upper-cased+2 more
ENR-109129	ENR	Brenda X Harrison	2004-05-28	UHC-33869-52	4884832239	7514 Willow Ct, Tempe, AZ, 85284	0.64	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
CLM-402538	CLM	Billy Green	1951-07-15	—	6359176121	3510 Sage Ct, San Antonio, TX, 78267	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-140710	ENR	Natalie Hall	1971-08-04	UHC-18904-19	9677783258	2133 Willow Ct, Chandler, AZ, 85243	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-118290	ENR	Vicky P Griffin	2008-12-19	UHC-82877-44	4559313909	1251 Lincoln Way, Tucson, AZ, 85757	0.64	Phone reformatted SSN last four extracted City re-cased Gender normalised+2 more
ENR-106492	ENR	Janice U Ferguson	1969-07-25	UHC-35301-41	7836978962	3531 Ridge Rd, Miami, FL, 33113	0.64	Phone reformatted SSN last four extracted State name converted to code Email lower-cased+2 more
ENR-139645	ENR	Julia R Hanson	2007-05-01	UHC-74657-99	3277539320	6216 Lincoln Way, Minneapolis, MN, 55479	0.64	Date of birth reformatted Phone reformatted SSN last four extracted ZIP+4 trimmed+2 more
CLM-404034	CLM	Logan Burton	1948-06-07	UHC-40551-44	—	3861 Lake View Rd, San Diego, CA, 92197	0.64	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
CLM-408812	CLM	Mary J Burton	2008-01-03	—	—	6287 Palm Dr, Atlanta, GA, 30336	0.64	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
ENR-122341	ENR	Pamela Hill	1982-04-20	UHC-35732-33	9024253001	6733 Hillcrest Rd, Charlotte, NC	0.64	Name re-cased Phone reformatted SSN last four extracted ZIP missing+2 more
ENR-118139	ENR	Roger Perkins	1990-12-09	UHC-42079-03	—	9858 Camelback Rd, Miami, FL, 33130	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-427012	CLM	Christian Clark	1953-09-17	—	—	2938 Maple Ave, Chandler, AZ, 85239	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
PRV-24758	PRV	Marcus Tucker	2000-11-21	UHC-60936-79	—	6343 Palm Dr, Austin, TX, 78799	0.64	Name re-cased Date of birth reformatted SSN last four extracted Email lower-cased+2 more
ENR-102996	ENR	Ana P Singh	1965-06-17	UHC-90751-15	—	1586 Park Pl, Sacramento, CA, 95875	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-116951	ENR	Logan F Carpenter	1977-10-08	UHC-28655-27	4666079054	4033 Mountain View Dr, Phoenix, AZ, 85052	0.64	Name re-cased Phone reformatted SSN last four extracted ZIP+4 trimmed+2 more
ENR-120012	ENR	Justin V Ramirez	1986-11-23	UHC-79273-51	5684645075	6629 Lincoln Way, Fresno, CA, 93707	0.64	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-134313	ENR	Lisa I Wood	1938-11-08	UHC-20238-58	9518319663	9058 Ocean Ave, Houston, TX, 77056	0.64	Phone reformatted SSN last four extracted City re-cased Gender normalised+2 more
CLM-418152	CLM	Harrold K Mejia	1969-10-17	UHC-63645-91	5163320294	2037 Desert Sky Blvd, Las Vegas, NV, 89109	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-102629	ENR	Jacqueline Jensen	1938-01-19	UHC-53380-09	2775152666	6439 Oak St, Minneapolis, MN, 55465	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-107505	ENR	Hall Janice	1988-10-26	UHC-51449-87	3314123926	2256 Union St, Houston, TX, 77077	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-131228	ENR	Jennifer I Vargas	1989-11-03	UHC-26130-42	—	2753 River Rd, Plano, TX, 75058	0.64	Member ID reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
TPA-53916	TPA	Amanda Ortiz	1971-11-28	—	—	9163 Desert Sky Blvd, Atlanta, GA, 30361	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-404004	CLM	Ryan Thompson	1943-03-11	UHC-29740-76	4249913671	2844 Camelback Rd, Glendale, AZ, 85390	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-104737	ENR	Camila G Bennett	1948-01-16	UHC-13764-67	5517856968	5995 Ridge Rd, Denver, CO, 80242	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-141501	ENR	Carolyn Flores	1964-05-16	UHC-75026-55	9022803240	2384 Apache Blvd, Los Angeles, CA, 90037	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-100613	ENR	Susan Robertson	—	UHC-87281-75	9717543482	2352 Willow Ct, Houston, TX, 77049	0.64	Date of birth missing Phone reformatted Member ID reformatted SSN last four extracted+2 more
ENR-139464	ENR	Linda X Gray	1991-05-06	UHC-75175-37	4478007522	5491 Broadway, Seattle, WA, 98154	0.64	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-139463	ENR	Linda X Gray	1991-05-06	UHC-75175-37	4478007522	5491 Broadway, Seattle, WA, 98154	0.64	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-104708	ENR	Jacob Brown	1984-09-17	UHC-55032-13	7687702487	2479 Camelback Rd, Dallas, TX, 75297	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-403482	CLM	Nicole Lucas	1989-08-13	—	5065642684	1029 Elm St, Eden Prairie, MN, 55345	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-112086	ENR	Evelyn Austin	1953-04-15	UHC-82037-47	—	6261 Church St, Gilbert, AZ, 85299	0.64	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
ENR-112087	ENR	Evelyn Austin	1953-04-15	UHC-82037-47	—	6261 Church St, Gilbert, AZ, 85299	0.64	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
ENR-120605	ENR	Ronald J Wilson	1978-08-14	UHC-62608-94	8635606194	7705 Desert Sky Blvd, Orlando, FL, 32822	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-112436	ENR	Shirley Boyd	1984-03-11	UHC-73114-89	3496733305	5207 Mesa Dr, Los Angeles, CA, 90025	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-107161	ENR	Linda J Andrews	1977-03-23	UHC-12390-67	3909752658	822 Sage Ct, Gilbert, AZ, 85200	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-125947	ENR	Jesze V Pena	1982-07-12	UHC-77062-43	7019750620	9522 Oak St, Las Vegas, NV, 89171	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more

2,817 rows, page 31 of 57Previous Next