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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-105948	ENR	Ruth M Grant	—	UHC-11219-58	8442525369	6335 Forest Ave, Tempe, AZ, 85235	0.54	Name split from “Last, First”Date of birth unreadable Phone reformatted City re-cased+1 more
ENR-108221	ENR	Jennifer D Reyes	1991-01-16	UHC-48924-09	4437237267	5349 Valley View Dr, Plano, TX, 75006	0.54	Name split from “Last, First”Middle initial moved out of first name Phone reformatted State name converted to code+1 more
ENR-106579	ENR	Andrew V Reyes	1977-12-22	UHC-82778-20	7628617286	6345 Ridge Rd, Eden Prairie, MN, 55368	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-141571	ENR	Sophia Jacobs	1941-04-15	UHC-74205-24	—	8862 Bayshore Dr Apt 26, Mesa, AZ, 85209	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
ENR-106331	ENR	Anthony Jackson	1989-12-17	UHC-88124-03	9335385869	5099 Valley View Dr, Charlotte, NC, 28225	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-104187	ENR	George J Willis	1939-10-03	UHC-36586-64	7754486801	4974 Maple Ave, Phoenix, AZ	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-128354	ENR	Juan H Gonzalez	1998-07-01	UHC-25304-69	—	1356 Baseline Rd, Glendale, AZ, 85316	0.54	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-128222	ENR	Julie M Singh	1975-08-19	UHC-47477-34	8257944127	4749 Maple Ave, Fresno, CA, 93721	0.54	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted State name converted to code+1 more
ENR-124938	ENR	Noah Ford	1992-05-17	UHC-06491-63	—	1617 Market St, Chandler, AZ	0.54	Name split from “Last, First”Phone missing area code ZIP missing Whitespace trimmed+1 more
ENR-139067	ENR	Christian Duncan	1986-08-20	UHC-25272-99	4623183349	2753 Mountain View Dr, Los Angeles, CA, 90002	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Email lower-cased+1 more
ENR-107751	ENR	Dorothy Wagner	1953-08-05	UHC-38841-83	2424975538	4345 Market St, Columbus, OH	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-110415	ENR	Bradley X Robinson	1985-07-17	UHC-47589-10	7894143744	5501 Sunset Blvd, Tampa, FL, 33681	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-135072	ENR	Camila U Gibson	1968-03-15	UHC-37139-56	9162589539	999 Bayshore Dr, Jacksonville, FL, 32272	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-115214	ENR	Hannah Andrews	1987-09-21	UHC-15893-43	2962932989	9390 Palm Dr, Sacramento, CA	0.54	Name split from “Last, First”State code upper-cased ZIP missing Gender normalised+1 more
ENR-117531	ENR	Kevin Vasquez	1965-12-12	UHC-02982-41	4987211863	3689 Grand Ave, Scottsdale, AZ, 85266	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+1 more
ENR-101849	ENR	Stephen Murphy	1992-11-09	UHC-54490-83	2345384671	2604 River Rd, Eden Prairie, MN	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted ZIP missing+1 more
ENR-113719	ENR	Amy Yang	2002-08-10	UHC-84531-10	4735748930	1529 Market St, Fresno, CA, 93761	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-119745	ENR	Bobby Bowman	1956-08-05	UHC-05130-58	2445047058	362 Indian School Rd Apt 32, Las Vegas, NV, 89191	0.54	Name split from “Last, First”Phone reformatted Unit split from street Gender normalised+1 more
ENR-120819	ENR	Karen L Woods	1944-07-03	UHC-39950-19	7016126988	9357 Indian School Rd, Plano, TX	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+1 more
ENR-125488	ENR	Marc Murray	2007-03-02	UHC-72241-88	—	2029 Mountain View Dr # 686, Columbus, OH, 43220	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
ENR-109688	ENR	Willie I Walsh	1992-07-21	UHC-23657-23	9752705924	8861 Ridge Rd, Eden Prairie, MN, 55313	0.54	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+1 more
ENR-109689	ENR	Willie I Walsh	1992-07-21	UHC-23657-23	9752705924	8861 Ridge Rd, Eden Prairie, MN, 55313	0.54	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+1 more
ENR-120082	ENR	Diana Q Oliver	2003-10-02	UHC-09068-41	3282569089	4633 Hillcrest Rd, Seattle, WA, 98134	0.54	Name split from “Last, First”Middle initial moved out of first name Street suffix standardised Address re-cased+1 more
ENR-136542	ENR	Kimberly L Wiliamson	1998-05-10	UHC-18983-05	2655746027	7202 Elm St, Miami, FL, 33127	0.54	Name split from “Last, First”Middle initial moved out of first name Street suffix standardised Address re-cased+1 more
ENR-136541	ENR	Kimberly L Wiliamson	1998-05-10	UHC-18983-05	2655746027	7202 Elm St, Miami, FL, 33127	0.54	Name split from “Last, First”Middle initial moved out of first name Street suffix standardised Address re-cased+1 more
ENR-117256	ENR	Sara S Espinoza	1997-01-27	UHC-90159-04	7938200340	5773 Central Ave, Los Angeles, CA, 90072	0.56	Name split from “Last, First”Two-digit birth year Email lower-cased Gender normalised
ENR-100920	ENR	Carolyn Jones	1975-12-23	UHC-27279-41	—	6889 Elm St, Mesa, AZ, 85223	0.56	Name split from “Last, First”Phone missing area code State name converted to code Plan code upper-cased
ENR-102965	ENR	Cynthia Torres	1956-06-07	UHC-01192-28	—	3928 Grand Ave, San Antonio, TX, 78281	0.56	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-142096	ENR	Jack A Yang	1992-01-27	UHC-07057-61	4359854255	1847 Central Ave # 632, Gilbert, AZ, 85209	0.56	Name split from “Last, First”Unit split from street City re-cased State name converted to code
ENR-137282	ENR	Shilrey Day	1939-05-17	UHC-72696-71	3902685656	8550 Cedar Ln, Plano, TX	0.56	Name split from “Last, First”Phone reformatted State name converted to code ZIP missing
ENR-107353	ENR	Vargas A Mark	1982-06-13	UHC-25967-45	6382418379	7658 Oak St, Phoenix, AZ, 85019	0.56	Name split from “Last, First”Two-digit birth year Gender normalised Placeholder values cleared
ENR-135961	ENR	Philip Q Valdez	2002-07-04	UHC-98601-37	6855070551	5651 Ridge Rd, Los Angeles, CA, 90090	0.56	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Gender normalised
ENR-135140	ENR	Larry R Stephens	1941-12-13	UHC-87488-26	7573856113	6390 Camelback Rd, Las Vegas, NV, 89126	0.56	Name split from “Last, First”State name converted to code ZIP+4 trimmed Placeholder values cleared
ENR-136395	ENR	Ruth S Ortiz	1991-01-22	UHC-29847-48	5865804051	8190 Grand Ave # 315, Los Angeles, CA, 90068	0.56	Name split from “Last, First”Phone reformatted Unit split from street State name converted to code
ENR-129909	ENR	Joyce Porter	1963-11-26	UHC-48696-87	—	7574 Jefferson Ave, Dallas, TX, 75216	0.56	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-138723	ENR	Willis U Jason	1994-01-20	UHC-47418-08	6305161918	5423 Meadow Ln, Gilbert, AZ, 85294	0.56	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased
ENR-107317	ENR	Jacqueline Reynolds	1982-11-20	UHC-88771-87	2869903127	5254 Main St, Las Vegas, NV, 89174	0.56	Name split from “Last, First”ZIP+4 trimmed Gender normalised Whitespace trimmed
ENR-129597	ENR	Helen W Sanders	1964-07-24	UHC-99859-68	5823422381	5250 Oak St, San Antonio, TX, 78293	0.56	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+6 more
ENR-124504	ENR	Bruce S Gray	1997-05-17	UHC-70709-95	3182063982	3961 Baseline Rd # 971, Minneapolis, MN, 55410	0.56	Name split from “Last, First”Phone reformatted Unit split from street State name converted to code
ENR-131717	ENR	Scott N Anderson	1987-07-26	UHC-38641-40	2314012079	4712 Hillcrest Rd, Glendale, AZ, 85348	0.56	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased
ENR-118342	ENR	Tom W Watson	—	UHC-88577-54	—	7825 Lincoln Way, Phoenix, AZ, 85072	0.56	Name split from “Last, First”Date of birth unreadable Phone missing area code Member ID reformatted
ENR-110690	ENR	Donald P McDonald	—	UHC-51117-14	—	6074 Baseline Rd, Dallas, TX, 75219	0.56	Name split from “Last, First”Date of birth unreadable Phone missing area code Whitespace trimmed
ENR-106749	ENR	Sara Dominguez	1993-07-02	UHC-80907-68	—	1562 Oak St, Jacksonville, FL, 32291	0.56	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code
ENR-113703	ENR	Jerry Woods	1995-08-03	UHC-83700-12	—	3422 Oak St, Jacksonville, FL, 32280	0.56	Name split from “Last, First”SSN last four extracted State name converted to code Placeholder values cleared
ENR-135001	ENR	Matthew D Reyas	1955-11-13	UHC-49750-83	—	8544 Central Ave Apt 16, Austin, TX, 78742	0.56	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased
ENR-141773	ENR	Ryan R Butler	2001-07-04	UHC-03130-93	3875605862	8043 River Rd, Tucson, AZ	0.56	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing
ENR-138290	ENR	Adam Fox	1964-01-19	UHC-51786-36	3937826133	9484 Indian School Rd, Mesa, AZ, 85216	0.56	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-135871	ENR	Laura Simpson	1948-01-26	UHC-59203-29	8532744790	7788 Sunset Blvd Apt 16, Chandler, AZ, 85271	0.56	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased
ENR-130822	ENR	Sean Davis	1949-06-01	UHC-58231-30	7534079181	1123 Indian School Rd # 277, Dallas, TX, 75292	0.56	Name split from “Last, First”Unit split from street Gender normalised Whitespace trimmed
ENR-125500	ENR	Marilyn Ray	1980-11-13	UHC-54757-66	—	6694 Sage Ct, Charlotte, NC	0.56	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing

4,309 rows, page 32 of 87Previous Next